---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:29547
- loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-small-en-v1.5
widget:
- source_sentence: >-
Are there any ADGM-specific guidelines or best practices for integrating
anti-money laundering (AML) compliance into our technology and financial
systems to manage operational risks effectively?
sentences:
- >-
42) DISCLOSURE REQUIREMENTS . Material Exploration and drilling results Rule
12.5.1 sets out the reporting requirements relevant to disclosures of
material Exploration and drilling results in relation to Petroleum
Resources. Such disclosures should be presented in a factual and balanced
manner, and contain sufficient information to allow investors and their
advisers to make an informed judgement of its materiality. Care needs to be
taken to ensure that a disclosure does not suggest, without reasonable
grounds, that commercially recoverable or potentially recoverable quantities
of Petroleum have been discovered, in the absence of determining and
disclosing estimates of Petroleum Resources in accordance with Chapter 12
and the PRMS.
- >-
55) DIGITAL SECURITIES SETTLEMENT Digital Settlement Facilities (DSFs) For
the purposes of this Guidance and distinct from RCHs, the FSRA will consider
DSFs suitable for the purposes of settlement (MIR Rule 3.8) and custody (MIR
Rule 2.10) of Digital Securities. A DSF, holding an FSP for Providing
Custody, may provide custody and settlement services in Digital Securities
for RIEs and MTFs (as applicable). Therefore, for the purposes of custody
and settlement of Digital Securities, the arrangements that a RIE or MTF
would normally have in place with a RCH can be replaced with arrangements
provided by a DSF, provided that certain requirements, as described in this
section, are met.
- >-
Part 6.Chapter 3.59.(1) The Regulator shall have the power to require an
Institution in Resolution, or any of its Group Entities, to provide any
services or facilities (excluding any financial support) that are necessary
to enable the Recipient to operate the transferred business effectively,
including where the Institution under Resolution or relevant Group Entity
has entered into Insolvency Proceedings.
- source_sentence: >-
Can you provide further clarification on the specific measures deemed
adequate for handling conflicts of interest related to the provision and
management of credit within an Authorised Person's organization?
sentences:
- >-
Part 19.Chapter 2.233.(3) If the Regulator considers that an auditor or
actuary has committed a contravention of these Regulations, it may
disqualify the auditor or actuary from being the auditor of, or (as the case
may be), from acting as an actuary for, any Authorised Person, Recognised
Body or Reporting Entity or any particular class thereof.
- >-
43) REGULATORY REQUIREMENTS FOR AUTHORISED PERSONS ENGAGED IN REGULATED
ACTIVITIES IN RELATION TO VIRTUAL ASSETS Anti-Money Laundering and
Countering Financing of Terrorism In order to develop a robust and
sustainable regulatory framework for Virtual Assets, FSRA is of the view
that a comprehensive application of its AML/CFT framework should be in
place, including full compliance with, among other things, the: a) UAE
AML/CFT Federal Laws, including the UAE Cabinet Resolution No. (10) of 2019
Concerning the Executive Regulation of the Federal Law No. 20 of 2018
concerning Anti-Money Laundering and Combating Terrorism Financing; b) UAE
Cabinet Resolution 20 of 2019 concerning the procedures of dealing with
those listed under the UN sanctions list and UAE/local terrorist lists
issued by the Cabinet, including the FSRA AML and Sanctions Rules and
Guidance (“AML Rules”) or such other AML rules as may be applicable in ADGM
from time to time; and c) adoption of international best practices
(including the FATF Recommendations).
- >-
4.4.2.(4) An Authorised Person with one or more branches outside the ADGM
must implement and maintain Credit Risk policies adapted to each local
market and its regulatory conditions.
- source_sentence: >-
How does the ADGM enforce the Market Abuse Provisions, such as those
outlined in section 92 of the FSMR, especially for Accepted Spot
Commodities, and what are the reporting obligations for companies in
relation to market abuse and transaction reporting?
sentences:
- >-
6.2.6.(b) If appointed, the Trustee must also take reasonable steps to
ensure that its Employees comply with IFR 6.2.6(a) (i)- (iv).
- >-
8.3.2.Guidance on CDD.9. When employing an eKYC System to assist with CDD, a
Relevant Person should: a. ensure that it has a thorough understanding of
the eKYC System itself and the risks of eKYC, including those outlined by
relevant guidance from FATF and other international standard setting bodies;
b. comply with all the Rules of the Regulator relevant to eKYC including,
but not limited to, applicable requirements regarding the business risk
assessment, as per Rule 6.1, and outsourcing, as per Rule 9.3; c. combine
eKYC with transaction monitoring, anti-fraud and cyber-security measures to
support a wider framework preventing applicable Financial Crime; and d. take
appropriate steps to identify, assess and mitigate the risk of the eKYC
system being misused for the purposes of Financial Crime.
- >-
81) REGULATORY REQUIREMENTS - SPOT COMMODITY ACTIVITIES Market Abuse and
Transaction Reporting (FSMR) Importantly, the Market Abuse Provisions
(including section 92) in Part 8 of FSMR specifically cover Market Abuse
Behaviour in relation to Accepted Spot Commodities admitted to trading on an
RIE, MTF or OTF. In this regard, the FSRA imposes the same high regulatory
standards to Accepted Spot Commodities traded on RIEs, MTFs or OTFs as it
does to Financial Instruments traded on RIEs, MTFs or OTFs.
- source_sentence: >-
Can the ADGM provide examples of legal risks associated with securitisation
that Authorised Persons should particularly be aware of and manage?
sentences:
- >-
6.Introduction.Guidance.1. This Chapter includes the detailed Rules and
associated guidance in respect of a firm's obligation to manage effectively
its Exposures to Operational Risk. Operational Risk refers to the risk of
incurring losses due to the failure of systems, processes, and personnel to
perform expected tasks. Operational Risk losses also include losses arising
out of legal risk. This Chapter aims to ensure that an Authorised Person has
a robust Operational Risk management framework commensurate with the nature,
scale and complexity of its operations and that it holds sufficient
regulatory capital against Operational Risk Exposures.
- >-
APP4.A4.3.19 Own estimate haircuts . If an Authorised Person fails to comply
with Rule A4.3.18, the Regulator may revoke its approval for the Authorised
Person to use own estimate haircuts. The Authorised Person may also be
required to revise its estimates for the purpose of calculating regulatory
Capital Requirements if its estimates of E*, does not adequately reflect its
Exposure to Counterparty Credit Risk.
- >-
2.5.6 Financial risk . All applicants are required to demonstrate they have
a sound initial capital base and funding and must be able to meet the
relevant prudential requirements of ADGM legislation, on an ongoing basis.
This includes holding enough capital resources to cover expenses even if
expected revenue takes time to materialise. Start-ups can encounter greater
financial risks as they seek to establish and grow a new business.
- source_sentence: >-
Could you provide detailed guidance on the acceptable threshold for
"significant loss" to clients in the context of IT infrastructure resilience
for virtual asset service providers?
sentences:
- >-
APP8.A8.11.1 An Insurer must calculate the asset management risk component
in respect of a Long Term Insurance Fund according to the method set out in
Rule A4.13, applied as though all references in that Rule to an Insurer were
instead references to that fund.
- >-
60) REGULATORY REQUIREMENTS FOR AUTHORISED PERSONS ENGAGED IN REGULATED
ACTIVITIES IN RELATION TO VIRTUAL ASSETS Security measures and procedures IT
infrastructures should be strong enough to resist, without significant loss
to Clients, a number of scenarios, including but not limited to: accidental
destruction or breach of data, collusion or leakage of information by
employees/former employees, successful hack of a cryptographic and hardware
security module or server, or access by hackers of any single set of
encryption/decryption keys that could result in a complete system breach.
- >-
APP4.A4.3.17.(2) An Authorised Person must not use own estimate haircuts
unless it has received approval to adopt the internal models approach to
calculate the Market Risk Capital Requirement.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
- dot_score_accuracy@10
- dot_score_precision@10
- dot_score_recall@10
- dot_score_ndcg@10
- dot_score_mrr@10
- dot_score_map@10
model-index:
- name: SentenceTransformer based on BAAI/bge-small-en-v1.5
results:
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: qa eval
type: qa_eval
metrics:
- type: dot_score_accuracy@10
value: 0.8902439024390244
name: Dot Score Accuracy@10
- type: dot_score_precision@10
value: 0.09842180774748924
name: Dot Score Precision@10
- type: dot_score_recall@10
value: 0.8141678622668578
name: Dot Score Recall@10
- type: dot_score_ndcg@10
value: 0.6920833764452019
name: Dot Score Ndcg@10
- type: dot_score_mrr@10
value: 0.6942683780829393
name: Dot Score Mrr@10
- type: dot_score_map@10
value: 0.6312994062801272
name: Dot Score Map@10
language:
- en
---
# SentenceTransformer based on BAAI/bge-small-en-v1.5
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5). It maps sentences & paragraphs to a 512-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:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5)
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 512 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': 512, 'do_lower_case': True}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 512, '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("raul-delarosa99/bge-small-en-v1.5-RIRAG_ObliQA")
# Run inference
sentences = [
'Could you provide detailed guidance on the acceptable threshold for "significant loss" to clients in the context of IT infrastructure resilience for virtual asset service providers?',
'60) REGULATORY REQUIREMENTS FOR AUTHORISED PERSONS ENGAGED IN REGULATED ACTIVITIES IN RELATION TO VIRTUAL ASSETS Security measures and procedures IT infrastructures should be strong enough to resist, without significant loss to Clients, a number of scenarios, including but not limited to: accidental destruction or breach of data, collusion or leakage of information by employees/former employees, successful hack of a cryptographic and hardware security module or server, or access by hackers of any single set of encryption/decryption keys that could result in a complete system breach.',
'APP8.A8.11.1 An Insurer must calculate the asset management risk component in respect of a Long Term Insurance Fund according to the method set out in Rule A4.13, applied as though all references in that Rule to an Insurer were instead references to that fund.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 512]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
## Evaluation
### Metrics
#### Information Retrieval
* Dataset: `qa_eval`
* Evaluated with [InformationRetrievalEvaluator
](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
| Metric | Fine Tunned| Base Model |
|:-----------------------|:-----------|:-----------|
| dot_score_accuracy@10 | 0.8902 | 0.7909 |
| dot_score_precision@10 | 0.0984 | 0.0842 |
| dot_score_recall@10 | 0.8142 | 0.7135 |
| dot_score_ndcg@10 | 0.6921 | 0.6009 |
| dot_score_mrr@10 | 0.6943 | 0.6015 |
| **dot_score_map@10** | **0.6313** | **0.5462** |
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 29,547 training samples
* Columns: anchor
and positive
* Approximate statistics based on the first 1000 samples:
| | anchor | positive |
|:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| type | string | string |
| details |
- min: 15 tokens
- mean: 34.89 tokens
- max: 96 tokens
| - min: 25 tokens
- mean: 122.21 tokens
- max: 512 tokens
|
* Samples:
| anchor | positive |
|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Under Rules 7.3.2 and 7.3.3, what are the two specific conditions related to the maturity of a financial instrument that would trigger a disclosure requirement?
| 7.3.4 Events that trigger a disclosure. For the purposes of Rules 7.3.2 and 7.3.3, a Person is taken to hold Financial Instruments in or relating to a Reporting Entity, if the Person holds a Financial Instrument that on its maturity will confer on him: (1) an unconditional right to acquire the Financial Instrument; or (2) the discretion as to his right to acquire the Financial Instrument.
|
| **Best Execution and Transaction Handling**: What constitutes 'Best Execution' under Rule 6.5 in the context of virtual assets, and how should Authorised Persons document and demonstrate this?
| 17.1.4 The following COBS Rules should be read as applying to all Transactions undertaken by an Authorised Person conducting a Regulated Activity in relation to Virtual Assets, irrespective of any restrictions on application or any exception to these Rules elsewhere in COBS - (a) Rule 3.4 (Suitability); (b) Rule 6.5 (Best Execution); (c) Rule 6.7 (Aggregation and Allocation); (d) Rule 6.10 (Confirmation Notes); (e) Rule 6.11 (Periodic Statements); and (f) Chapter 12 (Key Information and Client Agreement).
|
| How does the FSRA define and evaluate "principal risks and uncertainties" for a Petroleum Reporting Entity, particularly for the remaining six months of the financial year?
| 10.1.7.(2) A Reporting Entity must: (a) prepare such report: (i) for the first six months of each financial year or period, and if there is a change to the accounting reference date, prepare such report in respect of the period up to the old accounting reference date; and (ii) in accordance with the applicable IFRS standards or other standards acceptable to the Regulator; (b) ensure the financial statements have either been audited or reviewed by auditors, and the audit or review by the auditor is included within the report; and (c) ensure that the report includes: (i) except in the case of a Mining Exploration Reporting Entity or a Petroleum Exploration Reporting Entity, an indication of important events that have occurred during the first six months of the financial year, and their impact on the financial statements; (ii) except in the case of a Mining Exploration Reporting Entity or a Petroleum Exploration Reporting Entity, a description of the principal risks and uncertainties for the remaining six months of the financial year; and (iii) a condensed set of financial statements, an interim management report and associated responsibility statements.
|
* Loss: [MultipleNegativesRankingLoss
](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "dot_score"
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `eval_strategy`: epoch
- `per_device_train_batch_size`: 64
- `per_device_eval_batch_size`: 512
- `gradient_accumulation_steps`: 4
- `learning_rate`: 2e-05
- `num_train_epochs`: 15
- `lr_scheduler_type`: cosine
- `warmup_ratio`: 0.1
- `bf16`: True
- `load_best_model_at_end`: True
- `optim`: adamw_torch_fused
- `batch_sampler`: no_duplicates
#### All Hyperparameters
Click to expand
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: epoch
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 64
- `per_device_eval_batch_size`: 512
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 4
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 2e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 15
- `max_steps`: -1
- `lr_scheduler_type`: cosine
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: 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`: True
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch_fused
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `eval_use_gather_object`: False
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional
### Training Logs
Click to expand
| Epoch | Step | Training Loss | qa_eval_dot_score_map@10 |
|:-----------:|:--------:|:-------------:|:------------------------:|
| 0.0087 | 1 | 1.9006 | - |
| 0.0173 | 2 | 1.9774 | - |
| 0.0260 | 3 | 1.8898 | - |
| 0.0346 | 4 | 1.7339 | - |
| 0.0433 | 5 | 1.7743 | - |
| 0.0519 | 6 | 1.8456 | - |
| 0.0606 | 7 | 1.8348 | - |
| 0.0693 | 8 | 1.7493 | - |
| 0.0779 | 9 | 1.6397 | - |
| 0.0866 | 10 | 1.6803 | - |
| 0.0952 | 11 | 1.6503 | - |
| 0.1039 | 12 | 1.7065 | - |
| 0.1126 | 13 | 1.864 | - |
| 0.1212 | 14 | 1.7811 | - |
| 0.1299 | 15 | 1.6896 | - |
| 0.1385 | 16 | 1.7036 | - |
| 0.1472 | 17 | 1.769 | - |
| 0.1558 | 18 | 1.8405 | - |
| 0.1645 | 19 | 1.8686 | - |
| 0.1732 | 20 | 1.7136 | - |
| 0.1818 | 21 | 1.9135 | - |
| 0.1905 | 22 | 1.9542 | - |
| 0.1991 | 23 | 1.7373 | - |
| 0.2078 | 24 | 1.7295 | - |
| 0.2165 | 25 | 1.6764 | - |
| 0.2251 | 26 | 1.6606 | - |
| 0.2338 | 27 | 1.5261 | - |
| 0.2424 | 28 | 1.6864 | - |
| 0.2511 | 29 | 1.6683 | - |
| 0.2597 | 30 | 1.6443 | - |
| 0.2684 | 31 | 1.587 | - |
| 0.2771 | 32 | 1.5673 | - |
| 0.2857 | 33 | 1.575 | - |
| 0.2944 | 34 | 1.5552 | - |
| 0.3030 | 35 | 1.6614 | - |
| 0.3117 | 36 | 1.5392 | - |
| 0.3203 | 37 | 1.5684 | - |
| 0.3290 | 38 | 1.3392 | - |
| 0.3377 | 39 | 1.3909 | - |
| 0.3463 | 40 | 1.3444 | - |
| 0.3550 | 41 | 1.3642 | - |
| 0.3636 | 42 | 1.3242 | - |
| 0.3723 | 43 | 1.4779 | - |
| 0.3810 | 44 | 1.2574 | - |
| 0.3896 | 45 | 1.3639 | - |
| 0.3983 | 46 | 1.2723 | - |
| 0.4069 | 47 | 1.2563 | - |
| 0.4156 | 48 | 1.1769 | - |
| 0.4242 | 49 | 1.2596 | - |
| 0.4329 | 50 | 1.2703 | - |
| 0.4416 | 51 | 1.3731 | - |
| 0.4502 | 52 | 1.163 | - |
| 0.4589 | 53 | 1.4455 | - |
| 0.4675 | 54 | 1.0285 | - |
| 0.4762 | 55 | 1.1616 | - |
| 0.4848 | 56 | 1.1341 | - |
| 0.4935 | 57 | 1.163 | - |
| 0.5022 | 58 | 1.187 | - |
| 0.5108 | 59 | 1.0557 | - |
| 0.5195 | 60 | 1.1115 | - |
| 0.5281 | 61 | 1.0469 | - |
| 0.5368 | 62 | 1.2311 | - |
| 0.5455 | 63 | 0.9378 | - |
| 0.5541 | 64 | 1.0355 | - |
| 0.5628 | 65 | 1.4079 | - |
| 0.5714 | 66 | 1.1047 | - |
| 0.5801 | 67 | 0.9298 | - |
| 0.5887 | 68 | 1.2011 | - |
| 0.5974 | 69 | 1.0149 | - |
| 0.6061 | 70 | 1.1661 | - |
| 0.6147 | 71 | 0.8674 | - |
| 0.6234 | 72 | 1.0458 | - |
| 0.6320 | 73 | 0.9858 | - |
| 0.6407 | 74 | 1.2019 | - |
| 0.6494 | 75 | 0.9794 | - |
| 0.6580 | 76 | 0.9604 | - |
| 0.6667 | 77 | 1.0405 | - |
| 0.6753 | 78 | 1.1605 | - |
| 0.6840 | 79 | 1.0779 | - |
| 0.6926 | 80 | 1.16 | - |
| 0.7013 | 81 | 1.2139 | - |
| 0.7100 | 82 | 1.0696 | - |
| 0.7186 | 83 | 1.1806 | - |
| 0.7273 | 84 | 1.1762 | - |
| 0.7359 | 85 | 0.975 | - |
| 0.7446 | 86 | 1.1304 | - |
| 0.7532 | 87 | 1.1431 | - |
| 0.7619 | 88 | 1.0669 | - |
| 0.7706 | 89 | 1.0858 | - |
| 0.7792 | 90 | 1.0494 | - |
| 0.7879 | 91 | 1.0815 | - |
| 0.7965 | 92 | 0.9833 | - |
| 0.8052 | 93 | 1.1571 | - |
| 0.8139 | 94 | 0.9771 | - |
| 0.8225 | 95 | 0.88 | - |
| 0.8312 | 96 | 0.9501 | - |
| 0.8398 | 97 | 1.2409 | - |
| 0.8485 | 98 | 1.1644 | - |
| 0.8571 | 99 | 1.1176 | - |
| 0.8658 | 100 | 0.8971 | - |
| 0.8745 | 101 | 1.032 | - |
| 0.8831 | 102 | 1.0456 | - |
| 0.8918 | 103 | 0.878 | - |
| 0.9004 | 104 | 0.9627 | - |
| 0.9091 | 105 | 0.7828 | - |
| 0.9177 | 106 | 0.9415 | - |
| 0.9264 | 107 | 0.9118 | - |
| 0.9351 | 108 | 1.0132 | - |
| 0.9437 | 109 | 0.9399 | - |
| 0.9524 | 110 | 0.9332 | - |
| 0.9610 | 111 | 0.9197 | - |
| 0.9697 | 112 | 0.9294 | - |
| 0.9784 | 113 | 1.1636 | - |
| 0.9870 | 114 | 0.9484 | - |
| 0.9957 | 115 | 1.1682 | - |
| 1.0043 | 116 | 0.6774 | 0.6055 |
| 1.0065 | 117 | 0.5901 | - |
| 1.0152 | 118 | 0.9436 | - |
| 1.0238 | 119 | 1.04 | - |
| 1.0325 | 120 | 0.8038 | - |
| 1.0411 | 121 | 0.8559 | - |
| 1.0498 | 122 | 1.1118 | - |
| 1.0584 | 123 | 0.8408 | - |
| 1.0671 | 124 | 0.9209 | - |
| 1.0758 | 125 | 0.7588 | - |
| 1.0844 | 126 | 0.8141 | - |
| 1.0931 | 127 | 0.7161 | - |
| 1.1017 | 128 | 0.7939 | - |
| 1.1104 | 129 | 1.0256 | - |
| 1.1190 | 130 | 0.8305 | - |
| 1.1277 | 131 | 0.8177 | - |
| 1.1364 | 132 | 0.8632 | - |
| 1.1450 | 133 | 0.9084 | - |
| 1.1537 | 134 | 1.0142 | - |
| 1.1623 | 135 | 1.2425 | - |
| 1.1710 | 136 | 0.8622 | - |
| 1.1797 | 137 | 1.0148 | - |
| 1.1883 | 138 | 1.1104 | - |
| 1.1970 | 139 | 1.0222 | - |
| 1.2056 | 140 | 0.9621 | - |
| 1.2143 | 141 | 0.8216 | - |
| 1.2229 | 142 | 0.8159 | - |
| 1.2316 | 143 | 0.7278 | - |
| 1.2403 | 144 | 0.9867 | - |
| 1.2489 | 145 | 1.0389 | - |
| 1.2576 | 146 | 0.8307 | - |
| 1.2662 | 147 | 0.943 | - |
| 1.2749 | 148 | 0.8681 | - |
| 1.2835 | 149 | 0.9374 | - |
| 1.2922 | 150 | 0.9335 | - |
| 1.3009 | 151 | 1.0568 | - |
| 1.3095 | 152 | 0.8154 | - |
| 1.3182 | 153 | 1.1342 | - |
| 1.3268 | 154 | 0.9235 | - |
| 1.3355 | 155 | 0.8155 | - |
| 1.3442 | 156 | 0.7959 | - |
| 1.3528 | 157 | 0.9586 | - |
| 1.3615 | 158 | 0.811 | - |
| 1.3701 | 159 | 0.8997 | - |
| 1.3788 | 160 | 0.94 | - |
| 1.3874 | 161 | 0.7088 | - |
| 1.3961 | 162 | 0.9682 | - |
| 1.4048 | 163 | 0.8308 | - |
| 1.4134 | 164 | 0.7775 | - |
| 1.4221 | 165 | 0.9181 | - |
| 1.4307 | 166 | 0.9467 | - |
| 1.4394 | 167 | 0.9216 | - |
| 1.4481 | 168 | 0.877 | - |
| 1.4567 | 169 | 0.9788 | - |
| 1.4654 | 170 | 0.9094 | - |
| 1.4740 | 171 | 0.8269 | - |
| 1.4827 | 172 | 0.6962 | - |
| 1.4913 | 173 | 0.9412 | - |
| 1.5 | 174 | 1.1315 | - |
| 1.5087 | 175 | 0.7554 | - |
| 1.5173 | 176 | 0.9191 | - |
| 1.5260 | 177 | 0.8115 | - |
| 1.5346 | 178 | 0.8798 | - |
| 1.5433 | 179 | 0.8248 | - |
| 1.5519 | 180 | 0.712 | - |
| 1.5606 | 181 | 1.0581 | - |
| 1.5693 | 182 | 0.9755 | - |
| 1.5779 | 183 | 0.8808 | - |
| 1.5866 | 184 | 0.8207 | - |
| 1.5952 | 185 | 0.8627 | - |
| 1.6039 | 186 | 0.9566 | - |
| 1.6126 | 187 | 0.6412 | - |
| 1.6212 | 188 | 0.7806 | - |
| 1.6299 | 189 | 0.8012 | - |
| 1.6385 | 190 | 0.9907 | - |
| 1.6472 | 191 | 0.8961 | - |
| 1.6558 | 192 | 0.7042 | - |
| 1.6645 | 193 | 0.8451 | - |
| 1.6732 | 194 | 1.0143 | - |
| 1.6818 | 195 | 0.9189 | - |
| 1.6905 | 196 | 0.8588 | - |
| 1.6991 | 197 | 0.9458 | - |
| 1.7078 | 198 | 0.9716 | - |
| 1.7165 | 199 | 0.9424 | - |
| 1.7251 | 200 | 0.9257 | - |
| 1.7338 | 201 | 0.838 | - |
| 1.7424 | 202 | 1.0036 | - |
| 1.7511 | 203 | 0.8486 | - |
| 1.7597 | 204 | 1.0168 | - |
| 1.7684 | 205 | 0.8885 | - |
| 1.7771 | 206 | 0.8234 | - |
| 1.7857 | 207 | 1.0461 | - |
| 1.7944 | 208 | 0.9209 | - |
| 1.8030 | 209 | 0.9177 | - |
| 1.8117 | 210 | 0.8683 | - |
| 1.8203 | 211 | 0.799 | - |
| 1.8290 | 212 | 0.8423 | - |
| 1.8377 | 213 | 1.0716 | - |
| 1.8463 | 214 | 1.0086 | - |
| 1.8550 | 215 | 0.9491 | - |
| 1.8636 | 216 | 0.876 | - |
| 1.8723 | 217 | 0.753 | - |
| 1.8810 | 218 | 1.0414 | - |
| 1.8896 | 219 | 0.7402 | - |
| 1.8983 | 220 | 0.7265 | - |
| 1.9069 | 221 | 0.7436 | - |
| 1.9156 | 222 | 0.8061 | - |
| 1.9242 | 223 | 0.6365 | - |
| 1.9329 | 224 | 0.8791 | - |
| 1.9416 | 225 | 0.8423 | - |
| 1.9502 | 226 | 0.7883 | - |
| 1.9589 | 227 | 0.7574 | - |
| 1.9675 | 228 | 0.8446 | - |
| 1.9762 | 229 | 0.8368 | - |
| 1.9848 | 230 | 0.9048 | - |
| 1.9935 | 231 | 0.973 | - |
| 2.0022 | 232 | 0.8729 | 0.6196 |
| 2.0043 | 233 | 0.2569 | - |
| 2.0130 | 234 | 0.8799 | - |
| 2.0216 | 235 | 0.8955 | - |
| 2.0303 | 236 | 0.7625 | - |
| 2.0390 | 237 | 0.6385 | - |
| 2.0476 | 238 | 0.8365 | - |
| 2.0563 | 239 | 0.9766 | - |
| 2.0649 | 240 | 0.685 | - |
| 2.0736 | 241 | 0.7521 | - |
| 2.0823 | 242 | 0.6045 | - |
| 2.0909 | 243 | 0.5866 | - |
| 2.0996 | 244 | 0.6631 | - |
| 2.1082 | 245 | 0.8788 | - |
| 2.1169 | 246 | 0.7642 | - |
| 2.1255 | 247 | 0.6549 | - |
| 2.1342 | 248 | 0.748 | - |
| 2.1429 | 249 | 0.8265 | - |
| 2.1515 | 250 | 0.7587 | - |
| 2.1602 | 251 | 1.1161 | - |
| 2.1688 | 252 | 0.858 | - |
| 2.1775 | 253 | 0.8394 | - |
| 2.1861 | 254 | 0.9658 | - |
| 2.1948 | 255 | 0.9162 | - |
| 2.2035 | 256 | 0.8561 | - |
| 2.2121 | 257 | 0.7099 | - |
| 2.2208 | 258 | 0.7261 | - |
| 2.2294 | 259 | 0.7174 | - |
| 2.2381 | 260 | 0.6752 | - |
| 2.2468 | 261 | 0.9701 | - |
| 2.2554 | 262 | 0.7685 | - |
| 2.2641 | 263 | 0.845 | - |
| 2.2727 | 264 | 0.7365 | - |
| 2.2814 | 265 | 0.7538 | - |
| 2.2900 | 266 | 0.7401 | - |
| 2.2987 | 267 | 0.9054 | - |
| 2.3074 | 268 | 0.7733 | - |
| 2.3160 | 269 | 0.9947 | - |
| 2.3247 | 270 | 0.7427 | - |
| 2.3333 | 271 | 0.757 | - |
| 2.3420 | 272 | 0.731 | - |
| 2.3506 | 273 | 0.719 | - |
| 2.3593 | 274 | 0.7435 | - |
| 2.3680 | 275 | 0.7489 | - |
| 2.3766 | 276 | 0.9108 | - |
| 2.3853 | 277 | 0.6027 | - |
| 2.3939 | 278 | 0.8813 | - |
| 2.4026 | 279 | 0.7801 | - |
| 2.4113 | 280 | 0.6287 | - |
| 2.4199 | 281 | 0.7375 | - |
| 2.4286 | 282 | 0.824 | - |
| 2.4372 | 283 | 0.8206 | - |
| 2.4459 | 284 | 0.7805 | - |
| 2.4545 | 285 | 0.8443 | - |
| 2.4632 | 286 | 0.8887 | - |
| 2.4719 | 287 | 0.6984 | - |
| 2.4805 | 288 | 0.6718 | - |
| 2.4892 | 289 | 0.8184 | - |
| 2.4978 | 290 | 1.0259 | - |
| 2.5065 | 291 | 0.7422 | - |
| 2.5152 | 292 | 0.7539 | - |
| 2.5238 | 293 | 0.7422 | - |
| 2.5325 | 294 | 0.81 | - |
| 2.5411 | 295 | 0.8015 | - |
| 2.5498 | 296 | 0.613 | - |
| 2.5584 | 297 | 0.8623 | - |
| 2.5671 | 298 | 1.0711 | - |
| 2.5758 | 299 | 0.76 | - |
| 2.5844 | 300 | 0.7372 | - |
| 2.5931 | 301 | 0.7346 | - |
| 2.6017 | 302 | 0.8559 | - |
| 2.6104 | 303 | 0.5926 | - |
| 2.6190 | 304 | 0.6945 | - |
| 2.6277 | 305 | 0.6985 | - |
| 2.6364 | 306 | 0.8489 | - |
| 2.6450 | 307 | 0.8123 | - |
| 2.6537 | 308 | 0.745 | - |
| 2.6623 | 309 | 0.6543 | - |
| 2.6710 | 310 | 0.9022 | - |
| 2.6797 | 311 | 0.862 | - |
| 2.6883 | 312 | 0.757 | - |
| 2.6970 | 313 | 0.8539 | - |
| 2.7056 | 314 | 0.9205 | - |
| 2.7143 | 315 | 0.8702 | - |
| 2.7229 | 316 | 0.8144 | - |
| 2.7316 | 317 | 0.8202 | - |
| 2.7403 | 318 | 0.9092 | - |
| 2.7489 | 319 | 0.7811 | - |
| 2.7576 | 320 | 0.8792 | - |
| 2.7662 | 321 | 0.8316 | - |
| 2.7749 | 322 | 0.8053 | - |
| 2.7835 | 323 | 0.9033 | - |
| 2.7922 | 324 | 0.8172 | - |
| 2.8009 | 325 | 0.7934 | - |
| 2.8095 | 326 | 0.8106 | - |
| 2.8182 | 327 | 0.7183 | - |
| 2.8268 | 328 | 0.7571 | - |
| 2.8355 | 329 | 0.9051 | - |
| 2.8442 | 330 | 0.8819 | - |
| 2.8528 | 331 | 0.96 | - |
| 2.8615 | 332 | 0.78 | - |
| 2.8701 | 333 | 0.6932 | - |
| 2.8788 | 334 | 0.8553 | - |
| 2.8874 | 335 | 0.8483 | - |
| 2.8961 | 336 | 0.6056 | - |
| 2.9048 | 337 | 0.7303 | - |
| 2.9134 | 338 | 0.5838 | - |
| 2.9221 | 339 | 0.5951 | - |
| 2.9307 | 340 | 0.761 | - |
| 2.9394 | 341 | 0.7292 | - |
| 2.9481 | 342 | 0.6878 | - |
| 2.9567 | 343 | 0.7565 | - |
| 2.9654 | 344 | 0.8009 | - |
| 2.9740 | 345 | 0.6321 | - |
| 2.9827 | 346 | 0.903 | - |
| 2.9913 | 347 | 0.9233 | - |
| 3.0 | 348 | 0.8918 | 0.6255 |
| 3.0022 | 349 | 0.1279 | - |
| 3.0108 | 350 | 0.7773 | - |
| 3.0195 | 351 | 0.6327 | - |
| 3.0281 | 352 | 0.8916 | - |
| 3.0368 | 353 | 0.5167 | - |
| 3.0455 | 354 | 0.7534 | - |
| 3.0541 | 355 | 0.7801 | - |
| 3.0628 | 356 | 0.7414 | - |
| 3.0714 | 357 | 0.6463 | - |
| 3.0801 | 358 | 0.5396 | - |
| 3.0887 | 359 | 0.6017 | - |
| 3.0974 | 360 | 0.5227 | - |
| 3.1061 | 361 | 0.7126 | - |
| 3.1147 | 362 | 0.72 | - |
| 3.1234 | 363 | 0.5806 | - |
| 3.1320 | 364 | 0.7322 | - |
| 3.1407 | 365 | 0.6927 | - |
| 3.1494 | 366 | 0.6769 | - |
| 3.1580 | 367 | 0.9597 | - |
| 3.1667 | 368 | 0.7742 | - |
| 3.1753 | 369 | 0.7357 | - |
| 3.1840 | 370 | 0.8548 | - |
| 3.1926 | 371 | 0.9285 | - |
| 3.2013 | 372 | 0.764 | - |
| 3.2100 | 373 | 0.7351 | - |
| 3.2186 | 374 | 0.7067 | - |
| 3.2273 | 375 | 0.6169 | - |
| 3.2359 | 376 | 0.6254 | - |
| 3.2446 | 377 | 0.885 | - |
| 3.2532 | 378 | 0.679 | - |
| 3.2619 | 379 | 0.7562 | - |
| 3.2706 | 380 | 0.6885 | - |
| 3.2792 | 381 | 0.6008 | - |
| 3.2879 | 382 | 0.7576 | - |
| 3.2965 | 383 | 0.7722 | - |
| 3.3052 | 384 | 0.7928 | - |
| 3.3139 | 385 | 0.8219 | - |
| 3.3225 | 386 | 0.6765 | - |
| 3.3312 | 387 | 0.734 | - |
| 3.3398 | 388 | 0.7175 | - |
| 3.3485 | 389 | 0.6636 | - |
| 3.3571 | 390 | 0.7042 | - |
| 3.3658 | 391 | 0.6494 | - |
| 3.3745 | 392 | 0.8241 | - |
| 3.3831 | 393 | 0.5427 | - |
| 3.3918 | 394 | 0.8621 | - |
| 3.4004 | 395 | 0.7231 | - |
| 3.4091 | 396 | 0.6559 | - |
| 3.4177 | 397 | 0.6104 | - |
| 3.4264 | 398 | 0.7446 | - |
| 3.4351 | 399 | 0.6819 | - |
| 3.4437 | 400 | 0.8372 | - |
| 3.4524 | 401 | 0.6876 | - |
| 3.4610 | 402 | 0.8287 | - |
| 3.4697 | 403 | 0.5788 | - |
| 3.4784 | 404 | 0.6705 | - |
| 3.4870 | 405 | 0.695 | - |
| 3.4957 | 406 | 0.8201 | - |
| 3.5043 | 407 | 0.7945 | - |
| 3.5130 | 408 | 0.6987 | - |
| 3.5216 | 409 | 0.6608 | - |
| 3.5303 | 410 | 0.7317 | - |
| 3.5390 | 411 | 0.7741 | - |
| 3.5476 | 412 | 0.5483 | - |
| 3.5563 | 413 | 0.7905 | - |
| 3.5649 | 414 | 0.992 | - |
| 3.5736 | 415 | 0.7882 | - |
| 3.5823 | 416 | 0.657 | - |
| 3.5909 | 417 | 0.6594 | - |
| 3.5996 | 418 | 0.685 | - |
| 3.6082 | 419 | 0.6642 | - |
| 3.6169 | 420 | 0.5495 | - |
| 3.6255 | 421 | 0.7218 | - |
| 3.6342 | 422 | 0.7213 | - |
| 3.6429 | 423 | 0.7952 | - |
| 3.6515 | 424 | 0.7017 | - |
| 3.6602 | 425 | 0.6022 | - |
| 3.6688 | 426 | 0.7381 | - |
| 3.6775 | 427 | 0.8468 | - |
| 3.6861 | 428 | 0.6732 | - |
| 3.6948 | 429 | 0.7335 | - |
| 3.7035 | 430 | 0.8116 | - |
| 3.7121 | 431 | 0.8189 | - |
| 3.7208 | 432 | 0.7372 | - |
| 3.7294 | 433 | 0.7981 | - |
| 3.7381 | 434 | 0.7403 | - |
| 3.7468 | 435 | 0.7155 | - |
| 3.7554 | 436 | 0.8701 | - |
| 3.7641 | 437 | 0.7498 | - |
| 3.7727 | 438 | 0.7587 | - |
| 3.7814 | 439 | 0.8279 | - |
| 3.7900 | 440 | 0.7874 | - |
| 3.7987 | 441 | 0.7485 | - |
| 3.8074 | 442 | 0.7507 | - |
| 3.8160 | 443 | 0.677 | - |
| 3.8247 | 444 | 0.6333 | - |
| 3.8333 | 445 | 0.8852 | - |
| 3.8420 | 446 | 0.8133 | - |
| 3.8506 | 447 | 0.8243 | - |
| 3.8593 | 448 | 0.799 | - |
| 3.8680 | 449 | 0.5416 | - |
| 3.8766 | 450 | 0.7698 | - |
| 3.8853 | 451 | 0.7377 | - |
| 3.8939 | 452 | 0.6497 | - |
| 3.9026 | 453 | 0.5655 | - |
| 3.9113 | 454 | 0.5832 | - |
| 3.9199 | 455 | 0.6167 | - |
| 3.9286 | 456 | 0.6761 | - |
| 3.9372 | 457 | 0.6772 | - |
| 3.9459 | 458 | 0.6995 | - |
| 3.9545 | 459 | 0.6768 | - |
| 3.9632 | 460 | 0.7143 | - |
| 3.9719 | 461 | 0.6354 | - |
| 3.9805 | 462 | 0.8287 | - |
| 3.9892 | 463 | 0.8693 | - |
| 3.9978 | 464 | 0.8556 | - |
| 4.0065 | 465 | 0.1944 | 0.6289 |
| 4.0087 | 466 | 0.6191 | - |
| 4.0173 | 467 | 0.5704 | - |
| 4.0260 | 468 | 0.7962 | - |
| 4.0346 | 469 | 0.5724 | - |
| 4.0433 | 470 | 0.6306 | - |
| 4.0519 | 471 | 0.7907 | - |
| 4.0606 | 472 | 0.6824 | - |
| 4.0693 | 473 | 0.5694 | - |
| 4.0779 | 474 | 0.4865 | - |
| 4.0866 | 475 | 0.5828 | - |
| 4.0952 | 476 | 0.4895 | - |
| 4.1039 | 477 | 0.6107 | - |
| 4.1126 | 478 | 0.6937 | - |
| 4.1212 | 479 | 0.6403 | - |
| 4.1299 | 480 | 0.6437 | - |
| 4.1385 | 481 | 0.6372 | - |
| 4.1472 | 482 | 0.6679 | - |
| 4.1558 | 483 | 0.8507 | - |
| 4.1645 | 484 | 0.7795 | - |
| 4.1732 | 485 | 0.6347 | - |
| 4.1818 | 486 | 0.7909 | - |
| 4.1905 | 487 | 0.879 | - |
| 4.1991 | 488 | 0.6485 | - |
| 4.2078 | 489 | 0.726 | - |
| 4.2165 | 490 | 0.6418 | - |
| 4.2251 | 491 | 0.5497 | - |
| 4.2338 | 492 | 0.4937 | - |
| 4.2424 | 493 | 0.7437 | - |
| 4.2511 | 494 | 0.7473 | - |
| 4.2597 | 495 | 0.6607 | - |
| 4.2684 | 496 | 0.6082 | - |
| 4.2771 | 497 | 0.6264 | - |
| 4.2857 | 498 | 0.7039 | - |
| 4.2944 | 499 | 0.6696 | - |
| 4.3030 | 500 | 0.8482 | - |
| 4.3117 | 501 | 0.6083 | - |
| 4.3203 | 502 | 0.8181 | - |
| 4.3290 | 503 | 0.6899 | - |
| 4.3377 | 504 | 0.598 | - |
| 4.3463 | 505 | 0.5772 | - |
| 4.3550 | 506 | 0.7 | - |
| 4.3636 | 507 | 0.6006 | - |
| 4.3723 | 508 | 0.7599 | - |
| 4.3810 | 509 | 0.6257 | - |
| 4.3896 | 510 | 0.6303 | - |
| 4.3983 | 511 | 0.6165 | - |
| 4.4069 | 512 | 0.6916 | - |
| 4.4156 | 513 | 0.5688 | - |
| 4.4242 | 514 | 0.6574 | - |
| 4.4329 | 515 | 0.6247 | - |
| 4.4416 | 516 | 0.6939 | - |
| 4.4502 | 517 | 0.6063 | - |
| 4.4589 | 518 | 0.8358 | - |
| 4.4675 | 519 | 0.5488 | - |
| 4.4762 | 520 | 0.6069 | - |
| 4.4848 | 521 | 0.5637 | - |
| 4.4935 | 522 | 0.7727 | - |
| 4.5022 | 523 | 0.7557 | - |
| 4.5108 | 524 | 0.6675 | - |
| 4.5195 | 525 | 0.7055 | - |
| 4.5281 | 526 | 0.6239 | - |
| 4.5368 | 527 | 0.7006 | - |
| 4.5455 | 528 | 0.5229 | - |
| 4.5541 | 529 | 0.644 | - |
| 4.5628 | 530 | 0.9475 | - |
| 4.5714 | 531 | 0.7377 | - |
| 4.5801 | 532 | 0.5197 | - |
| 4.5887 | 533 | 0.719 | - |
| 4.5974 | 534 | 0.567 | - |
| 4.6061 | 535 | 0.6702 | - |
| 4.6147 | 536 | 0.426 | - |
| 4.6234 | 537 | 0.7309 | - |
| 4.6320 | 538 | 0.6186 | - |
| 4.6407 | 539 | 0.7609 | - |
| 4.6494 | 540 | 0.6534 | - |
| 4.6580 | 541 | 0.631 | - |
| 4.6667 | 542 | 0.6848 | - |
| 4.6753 | 543 | 0.7369 | - |
| 4.6840 | 544 | 0.6701 | - |
| 4.6926 | 545 | 0.7026 | - |
| 4.7013 | 546 | 0.8015 | - |
| 4.7100 | 547 | 0.7156 | - |
| 4.7186 | 548 | 0.777 | - |
| 4.7273 | 549 | 0.7183 | - |
| 4.7359 | 550 | 0.6676 | - |
| 4.7446 | 551 | 0.7282 | - |
| 4.7532 | 552 | 0.8139 | - |
| 4.7619 | 553 | 0.6971 | - |
| 4.7706 | 554 | 0.789 | - |
| 4.7792 | 555 | 0.7111 | - |
| 4.7879 | 556 | 0.7426 | - |
| 4.7965 | 557 | 0.6932 | - |
| 4.8052 | 558 | 0.7179 | - |
| 4.8139 | 559 | 0.6709 | - |
| 4.8225 | 560 | 0.5513 | - |
| 4.8312 | 561 | 0.6358 | - |
| 4.8398 | 562 | 0.8794 | - |
| 4.8485 | 563 | 0.8012 | - |
| 4.8571 | 564 | 0.7704 | - |
| 4.8658 | 565 | 0.5793 | - |
| 4.8745 | 566 | 0.6684 | - |
| 4.8831 | 567 | 0.7118 | - |
| 4.8918 | 568 | 0.5839 | - |
| 4.9004 | 569 | 0.6474 | - |
| 4.9091 | 570 | 0.4803 | - |
| 4.9177 | 571 | 0.6389 | - |
| 4.9264 | 572 | 0.5408 | - |
| 4.9351 | 573 | 0.6023 | - |
| 4.9437 | 574 | 0.6174 | - |
| 4.9524 | 575 | 0.673 | - |
| 4.9610 | 576 | 0.605 | - |
| 4.9697 | 577 | 0.6319 | - |
| 4.9784 | 578 | 0.7883 | - |
| 4.9870 | 579 | 0.6792 | - |
| 4.9957 | 580 | 0.8864 | - |
| 5.0043 | 581 | 0.4167 | 0.6309 |
| 5.0065 | 582 | 0.361 | - |
| 5.0152 | 583 | 0.5761 | - |
| 5.0238 | 584 | 0.7297 | - |
| 5.0325 | 585 | 0.5485 | - |
| 5.0411 | 586 | 0.5697 | - |
| 5.0498 | 587 | 0.7429 | - |
| 5.0584 | 588 | 0.5572 | - |
| 5.0671 | 589 | 0.6251 | - |
| 5.0758 | 590 | 0.4716 | - |
| 5.0844 | 591 | 0.5014 | - |
| 5.0931 | 592 | 0.4096 | - |
| 5.1017 | 593 | 0.5018 | - |
| 5.1104 | 594 | 0.7192 | - |
| 5.1190 | 595 | 0.5647 | - |
| 5.1277 | 596 | 0.562 | - |
| 5.1364 | 597 | 0.5774 | - |
| 5.1450 | 598 | 0.5949 | - |
| 5.1537 | 599 | 0.6975 | - |
| 5.1623 | 600 | 0.8957 | - |
| 5.1710 | 601 | 0.5849 | - |
| 5.1797 | 602 | 0.7162 | - |
| 5.1883 | 603 | 0.8138 | - |
| 5.1970 | 604 | 0.7155 | - |
| 5.2056 | 605 | 0.6464 | - |
| 5.2143 | 606 | 0.5768 | - |
| 5.2229 | 607 | 0.5527 | - |
| 5.2316 | 608 | 0.4823 | - |
| 5.2403 | 609 | 0.6437 | - |
| 5.2489 | 610 | 0.7543 | - |
| 5.2576 | 611 | 0.6033 | - |
| 5.2662 | 612 | 0.5855 | - |
| 5.2749 | 613 | 0.5909 | - |
| 5.2835 | 614 | 0.6631 | - |
| 5.2922 | 615 | 0.642 | - |
| 5.3009 | 616 | 0.7049 | - |
| 5.3095 | 617 | 0.5592 | - |
| 5.3182 | 618 | 0.8025 | - |
| 5.3268 | 619 | 0.6697 | - |
| 5.3355 | 620 | 0.5803 | - |
| 5.3442 | 621 | 0.5033 | - |
| 5.3528 | 622 | 0.6487 | - |
| 5.3615 | 623 | 0.5773 | - |
| 5.3701 | 624 | 0.6942 | - |
| 5.3788 | 625 | 0.705 | - |
| 5.3874 | 626 | 0.4615 | - |
| 5.3961 | 627 | 0.6896 | - |
| 5.4048 | 628 | 0.574 | - |
| 5.4134 | 629 | 0.5646 | - |
| 5.4221 | 630 | 0.6161 | - |
| 5.4307 | 631 | 0.62 | - |
| 5.4394 | 632 | 0.6008 | - |
| 5.4481 | 633 | 0.6211 | - |
| 5.4567 | 634 | 0.6955 | - |
| 5.4654 | 635 | 0.653 | - |
| 5.4740 | 636 | 0.5276 | - |
| 5.4827 | 637 | 0.4808 | - |
| 5.4913 | 638 | 0.7161 | - |
| 5.5 | 639 | 0.8616 | - |
| 5.5087 | 640 | 0.512 | - |
| 5.5173 | 641 | 0.6684 | - |
| 5.5260 | 642 | 0.541 | - |
| 5.5346 | 643 | 0.6973 | - |
| 5.5433 | 644 | 0.6102 | - |
| 5.5519 | 645 | 0.5356 | - |
| 5.5606 | 646 | 0.746 | - |
| 5.5693 | 647 | 0.7803 | - |
| 5.5779 | 648 | 0.6416 | - |
| 5.5866 | 649 | 0.5584 | - |
| 5.5952 | 650 | 0.6438 | - |
| 5.6039 | 651 | 0.6314 | - |
| 5.6126 | 652 | 0.4553 | - |
| 5.6212 | 653 | 0.6072 | - |
| 5.6299 | 654 | 0.5339 | - |
| 5.6385 | 655 | 0.7554 | - |
| 5.6472 | 656 | 0.6722 | - |
| 5.6558 | 657 | 0.4837 | - |
| 5.6645 | 658 | 0.5541 | - |
| 5.6732 | 659 | 0.7474 | - |
| 5.6818 | 660 | 0.6365 | - |
| 5.6905 | 661 | 0.5829 | - |
| 5.6991 | 662 | 0.6911 | - |
| 5.7078 | 663 | 0.7004 | - |
| 5.7165 | 664 | 0.7334 | - |
| 5.7251 | 665 | 0.6566 | - |
| 5.7338 | 666 | 0.6036 | - |
| 5.7424 | 667 | 0.7154 | - |
| 5.7511 | 668 | 0.6535 | - |
| 5.7597 | 669 | 0.7195 | - |
| 5.7684 | 670 | 0.6096 | - |
| 5.7771 | 671 | 0.5585 | - |
| 5.7857 | 672 | 0.7309 | - |
| 5.7944 | 673 | 0.6704 | - |
| 5.8030 | 674 | 0.6668 | - |
| 5.8117 | 675 | 0.6278 | - |
| 5.8203 | 676 | 0.5564 | - |
| 5.8290 | 677 | 0.5742 | - |
| 5.8377 | 678 | 0.8192 | - |
| 5.8463 | 679 | 0.7909 | - |
| 5.8550 | 680 | 0.6763 | - |
| 5.8636 | 681 | 0.6167 | - |
| 5.8723 | 682 | 0.4931 | - |
| 5.8810 | 683 | 0.776 | - |
| 5.8896 | 684 | 0.5377 | - |
| 5.8983 | 685 | 0.5475 | - |
| 5.9069 | 686 | 0.499 | - |
| 5.9156 | 687 | 0.6195 | - |
| 5.9242 | 688 | 0.4167 | - |
| 5.9329 | 689 | 0.6015 | - |
| 5.9416 | 690 | 0.6208 | - |
| 5.9502 | 691 | 0.5888 | - |
| 5.9589 | 692 | 0.5349 | - |
| 5.9675 | 693 | 0.6403 | - |
| 5.9762 | 694 | 0.632 | - |
| 5.9848 | 695 | 0.7104 | - |
| 5.9935 | 696 | 0.7362 | - |
| 6.0022 | 697 | 0.5433 | 0.6325 |
| 6.0043 | 698 | 0.1761 | - |
| 6.0130 | 699 | 0.6201 | - |
| 6.0216 | 700 | 0.6384 | - |
| 6.0303 | 701 | 0.5522 | - |
| 6.0390 | 702 | 0.4992 | - |
| 6.0476 | 703 | 0.6028 | - |
| 6.0563 | 704 | 0.6983 | - |
| 6.0649 | 705 | 0.4941 | - |
| 6.0736 | 706 | 0.5431 | - |
| 6.0823 | 707 | 0.433 | - |
| 6.0909 | 708 | 0.4018 | - |
| 6.0996 | 709 | 0.4209 | - |
| 6.1082 | 710 | 0.6806 | - |
| 6.1169 | 711 | 0.5421 | - |
| 6.1255 | 712 | 0.4941 | - |
| 6.1342 | 713 | 0.5704 | - |
| 6.1429 | 714 | 0.6142 | - |
| 6.1515 | 715 | 0.564 | - |
| 6.1602 | 716 | 0.8604 | - |
| 6.1688 | 717 | 0.6427 | - |
| 6.1775 | 718 | 0.6807 | - |
| 6.1861 | 719 | 0.7049 | - |
| 6.1948 | 720 | 0.7057 | - |
| 6.2035 | 721 | 0.6084 | - |
| 6.2121 | 722 | 0.5094 | - |
| 6.2208 | 723 | 0.5798 | - |
| 6.2294 | 724 | 0.5194 | - |
| 6.2381 | 725 | 0.4825 | - |
| 6.2468 | 726 | 0.734 | - |
| 6.2554 | 727 | 0.5662 | - |
| 6.2641 | 728 | 0.6026 | - |
| 6.2727 | 729 | 0.5608 | - |
| 6.2814 | 730 | 0.5832 | - |
| 6.2900 | 731 | 0.5897 | - |
| 6.2987 | 732 | 0.7053 | - |
| 6.3074 | 733 | 0.5856 | - |
| 6.3160 | 734 | 0.7739 | - |
| 6.3247 | 735 | 0.5639 | - |
| 6.3333 | 736 | 0.5747 | - |
| 6.3420 | 737 | 0.5472 | - |
| 6.3506 | 738 | 0.5143 | - |
| 6.3593 | 739 | 0.5549 | - |
| 6.3680 | 740 | 0.6318 | - |
| 6.3766 | 741 | 0.6916 | - |
| 6.3853 | 742 | 0.4592 | - |
| 6.3939 | 743 | 0.6455 | - |
| 6.4026 | 744 | 0.5864 | - |
| 6.4113 | 745 | 0.4685 | - |
| 6.4199 | 746 | 0.4985 | - |
| 6.4286 | 747 | 0.6013 | - |
| 6.4372 | 748 | 0.5754 | - |
| 6.4459 | 749 | 0.5664 | - |
| 6.4545 | 750 | 0.6749 | - |
| 6.4632 | 751 | 0.5999 | - |
| 6.4719 | 752 | 0.5119 | - |
| 6.4805 | 753 | 0.4808 | - |
| 6.4892 | 754 | 0.6169 | - |
| 6.4978 | 755 | 0.8387 | - |
| 6.5065 | 756 | 0.5524 | - |
| 6.5152 | 757 | 0.574 | - |
| 6.5238 | 758 | 0.545 | - |
| 6.5325 | 759 | 0.5861 | - |
| 6.5411 | 760 | 0.5618 | - |
| 6.5498 | 761 | 0.4392 | - |
| 6.5584 | 762 | 0.6996 | - |
| 6.5671 | 763 | 0.899 | - |
| 6.5758 | 764 | 0.591 | - |
| 6.5844 | 765 | 0.55 | - |
| 6.5931 | 766 | 0.5713 | - |
| 6.6017 | 767 | 0.6471 | - |
| 6.6104 | 768 | 0.4395 | - |
| 6.6190 | 769 | 0.4946 | - |
| 6.6277 | 770 | 0.5259 | - |
| 6.6364 | 771 | 0.6609 | - |
| 6.6450 | 772 | 0.6614 | - |
| 6.6537 | 773 | 0.5454 | - |
| 6.6623 | 774 | 0.4781 | - |
| 6.6710 | 775 | 0.6994 | - |
| 6.6797 | 776 | 0.6476 | - |
| 6.6883 | 777 | 0.5413 | - |
| 6.6970 | 778 | 0.6476 | - |
| 6.7056 | 779 | 0.7579 | - |
| 6.7143 | 780 | 0.6715 | - |
| 6.7229 | 781 | 0.6025 | - |
| 6.7316 | 782 | 0.6206 | - |
| 6.7403 | 783 | 0.6893 | - |
| 6.7489 | 784 | 0.5916 | - |
| 6.7576 | 785 | 0.717 | - |
| 6.7662 | 786 | 0.6101 | - |
| 6.7749 | 787 | 0.5884 | - |
| 6.7835 | 788 | 0.7054 | - |
| 6.7922 | 789 | 0.6587 | - |
| 6.8009 | 790 | 0.5947 | - |
| 6.8095 | 791 | 0.6416 | - |
| 6.8182 | 792 | 0.5368 | - |
| 6.8268 | 793 | 0.5588 | - |
| 6.8355 | 794 | 0.6974 | - |
| 6.8442 | 795 | 0.6955 | - |
| 6.8528 | 796 | 0.7736 | - |
| 6.8615 | 797 | 0.5564 | - |
| 6.8701 | 798 | 0.4599 | - |
| 6.8788 | 799 | 0.6359 | - |
| 6.8874 | 800 | 0.6195 | - |
| 6.8961 | 801 | 0.4311 | - |
| 6.9048 | 802 | 0.5357 | - |
| 6.9134 | 803 | 0.4687 | - |
| 6.9221 | 804 | 0.4288 | - |
| 6.9307 | 805 | 0.5492 | - |
| 6.9394 | 806 | 0.5453 | - |
| 6.9481 | 807 | 0.5603 | - |
| 6.9567 | 808 | 0.5857 | - |
| 6.9654 | 809 | 0.6505 | - |
| 6.9740 | 810 | 0.4738 | - |
| 6.9827 | 811 | 0.7274 | - |
| 6.9913 | 812 | 0.7269 | - |
| 7.0 | 813 | 0.6318 | 0.6293 |
| 7.0022 | 814 | 0.0983 | - |
| 7.0108 | 815 | 0.6407 | - |
| 7.0195 | 816 | 0.4545 | - |
| 7.0281 | 817 | 0.7121 | - |
| 7.0368 | 818 | 0.4351 | - |
| 7.0455 | 819 | 0.6021 | - |
| 7.0541 | 820 | 0.5677 | - |
| 7.0628 | 821 | 0.5445 | - |
| 7.0714 | 822 | 0.5247 | - |
| 7.0801 | 823 | 0.4017 | - |
| 7.0887 | 824 | 0.4098 | - |
| 7.0974 | 825 | 0.4005 | - |
| 7.1061 | 826 | 0.5428 | - |
| 7.1147 | 827 | 0.5613 | - |
| 7.1234 | 828 | 0.4132 | - |
| 7.1320 | 829 | 0.5858 | - |
| 7.1407 | 830 | 0.5571 | - |
| 7.1494 | 831 | 0.5287 | - |
| 7.1580 | 832 | 0.7629 | - |
| 7.1667 | 833 | 0.6322 | - |
| 7.1753 | 834 | 0.5338 | - |
| 7.1840 | 835 | 0.6758 | - |
| 7.1926 | 836 | 0.7603 | - |
| 7.2013 | 837 | 0.5811 | - |
| 7.2100 | 838 | 0.5119 | - |
| 7.2186 | 839 | 0.5412 | - |
| 7.2273 | 840 | 0.4669 | - |
| 7.2359 | 841 | 0.4461 | - |
| 7.2446 | 842 | 0.6679 | - |
| 7.2532 | 843 | 0.5277 | - |
| 7.2619 | 844 | 0.6006 | - |
| 7.2706 | 845 | 0.4849 | - |
| 7.2792 | 846 | 0.4925 | - |
| 7.2879 | 847 | 0.5888 | - |
| 7.2965 | 848 | 0.6009 | - |
| 7.3052 | 849 | 0.6375 | - |
| 7.3139 | 850 | 0.6796 | - |
| 7.3225 | 851 | 0.5023 | - |
| 7.3312 | 852 | 0.6202 | - |
| 7.3398 | 853 | 0.58 | - |
| 7.3485 | 854 | 0.4876 | - |
| 7.3571 | 855 | 0.5672 | - |
| 7.3658 | 856 | 0.5225 | - |
| 7.3745 | 857 | 0.698 | - |
| 7.3831 | 858 | 0.4055 | - |
| 7.3918 | 859 | 0.6324 | - |
| 7.4004 | 860 | 0.5692 | - |
| 7.4091 | 861 | 0.5462 | - |
| 7.4177 | 862 | 0.483 | - |
| 7.4264 | 863 | 0.5553 | - |
| 7.4351 | 864 | 0.4885 | - |
| 7.4437 | 865 | 0.6311 | - |
| 7.4524 | 866 | 0.5495 | - |
| 7.4610 | 867 | 0.6613 | - |
| 7.4697 | 868 | 0.44 | - |
| 7.4784 | 869 | 0.5102 | - |
| 7.4870 | 870 | 0.5201 | - |
| 7.4957 | 871 | 0.6684 | - |
| 7.5043 | 872 | 0.5732 | - |
| 7.5130 | 873 | 0.5883 | - |
| 7.5216 | 874 | 0.5398 | - |
| 7.5303 | 875 | 0.5602 | - |
| 7.5390 | 876 | 0.6165 | - |
| 7.5476 | 877 | 0.4063 | - |
| 7.5563 | 878 | 0.6351 | - |
| 7.5649 | 879 | 0.8457 | - |
| 7.5736 | 880 | 0.6689 | - |
| 7.5823 | 881 | 0.4791 | - |
| 7.5909 | 882 | 0.5289 | - |
| 7.5996 | 883 | 0.5485 | - |
| 7.6082 | 884 | 0.5154 | - |
| 7.6169 | 885 | 0.4114 | - |
| 7.6255 | 886 | 0.5339 | - |
| 7.6342 | 887 | 0.5826 | - |
| 7.6429 | 888 | 0.6928 | - |
| 7.6515 | 889 | 0.543 | - |
| 7.6602 | 890 | 0.4256 | - |
| 7.6688 | 891 | 0.5765 | - |
| 7.6775 | 892 | 0.6505 | - |
| 7.6861 | 893 | 0.5292 | - |
| 7.6948 | 894 | 0.6221 | - |
| 7.7035 | 895 | 0.6638 | - |
| 7.7121 | 896 | 0.6424 | - |
| 7.7208 | 897 | 0.5982 | - |
| 7.7294 | 898 | 0.6437 | - |
| 7.7381 | 899 | 0.5482 | - |
| 7.7468 | 900 | 0.5771 | - |
| 7.7554 | 901 | 0.6898 | - |
| 7.7641 | 902 | 0.5833 | - |
| 7.7727 | 903 | 0.6378 | - |
| 7.7814 | 904 | 0.6401 | - |
| 7.7900 | 905 | 0.615 | - |
| 7.7987 | 906 | 0.5983 | - |
| 7.8074 | 907 | 0.5896 | - |
| 7.8160 | 908 | 0.5269 | - |
| 7.8247 | 909 | 0.447 | - |
| 7.8333 | 910 | 0.6665 | - |
| 7.8420 | 911 | 0.6503 | - |
| 7.8506 | 912 | 0.6347 | - |
| 7.8593 | 913 | 0.6881 | - |
| 7.8680 | 914 | 0.4407 | - |
| 7.8766 | 915 | 0.5821 | - |
| 7.8853 | 916 | 0.5704 | - |
| 7.8939 | 917 | 0.4842 | - |
| 7.9026 | 918 | 0.4671 | - |
| 7.9113 | 919 | 0.4481 | - |
| 7.9199 | 920 | 0.4829 | - |
| 7.9286 | 921 | 0.5183 | - |
| 7.9372 | 922 | 0.4537 | - |
| 7.9459 | 923 | 0.5201 | - |
| 7.9545 | 924 | 0.556 | - |
| 7.9632 | 925 | 0.5351 | - |
| 7.9719 | 926 | 0.5008 | - |
| 7.9805 | 927 | 0.6858 | - |
| 7.9892 | 928 | 0.6888 | - |
| 7.9978 | 929 | 0.6955 | - |
| 8.0065 | 930 | 0.1073 | 0.6292 |
| 8.0087 | 931 | 0.459 | - |
| 8.0173 | 932 | 0.4821 | - |
| 8.0260 | 933 | 0.6738 | - |
| 8.0346 | 934 | 0.4588 | - |
| 8.0433 | 935 | 0.4568 | - |
| 8.0519 | 936 | 0.634 | - |
| 8.0606 | 937 | 0.5481 | - |
| 8.0693 | 938 | 0.4858 | - |
| 8.0779 | 939 | 0.3867 | - |
| 8.0866 | 940 | 0.4213 | - |
| 8.0952 | 941 | 0.3434 | - |
| 8.1039 | 942 | 0.4755 | - |
| 8.1126 | 943 | 0.5185 | - |
| 8.1212 | 944 | 0.5014 | - |
| 8.1299 | 945 | 0.5092 | - |
| 8.1385 | 946 | 0.4955 | - |
| 8.1472 | 947 | 0.5054 | - |
| 8.1558 | 948 | 0.6603 | - |
| 8.1645 | 949 | 0.6714 | - |
| 8.1732 | 950 | 0.5043 | - |
| 8.1818 | 951 | 0.6951 | - |
| 8.1905 | 952 | 0.7849 | - |
| 8.1991 | 953 | 0.5115 | - |
| 8.2078 | 954 | 0.5511 | - |
| 8.2165 | 955 | 0.5565 | - |
| 8.2251 | 956 | 0.4899 | - |
| 8.2338 | 957 | 0.4052 | - |
| 8.2424 | 958 | 0.5863 | - |
| 8.2511 | 959 | 0.586 | - |
| 8.2597 | 960 | 0.5092 | - |
| 8.2684 | 961 | 0.4371 | - |
| 8.2771 | 962 | 0.5303 | - |
| 8.2857 | 963 | 0.5991 | - |
| 8.2944 | 964 | 0.5569 | - |
| 8.3030 | 965 | 0.6273 | - |
| 8.3117 | 966 | 0.5022 | - |
| 8.3203 | 967 | 0.653 | - |
| 8.3290 | 968 | 0.5024 | - |
| 8.3377 | 969 | 0.5064 | - |
| 8.3463 | 970 | 0.4567 | - |
| 8.3550 | 971 | 0.538 | - |
| 8.3636 | 972 | 0.4893 | - |
| 8.3723 | 973 | 0.6168 | - |
| 8.3810 | 974 | 0.522 | - |
| 8.3896 | 975 | 0.522 | - |
| 8.3983 | 976 | 0.4981 | - |
| 8.4069 | 977 | 0.5324 | - |
| 8.4156 | 978 | 0.4522 | - |
| 8.4242 | 979 | 0.552 | - |
| 8.4329 | 980 | 0.4966 | - |
| 8.4416 | 981 | 0.516 | - |
| 8.4502 | 982 | 0.5343 | - |
| 8.4589 | 983 | 0.6777 | - |
| 8.4675 | 984 | 0.3902 | - |
| 8.4762 | 985 | 0.5105 | - |
| 8.4848 | 986 | 0.463 | - |
| 8.4935 | 987 | 0.6081 | - |
| 8.5022 | 988 | 0.6163 | - |
| 8.5108 | 989 | 0.5533 | - |
| 8.5195 | 990 | 0.5574 | - |
| 8.5281 | 991 | 0.5217 | - |
| 8.5368 | 992 | 0.5708 | - |
| 8.5455 | 993 | 0.4024 | - |
| 8.5541 | 994 | 0.5615 | - |
| 8.5628 | 995 | 0.7756 | - |
| 8.5714 | 996 | 0.6749 | - |
| 8.5801 | 997 | 0.4135 | - |
| 8.5887 | 998 | 0.6127 | - |
| 8.5974 | 999 | 0.4817 | - |
| 8.6061 | 1000 | 0.5392 | - |
| 8.6147 | 1001 | 0.321 | - |
| 8.6234 | 1002 | 0.57 | - |
| 8.6320 | 1003 | 0.5023 | - |
| 8.6407 | 1004 | 0.6535 | - |
| 8.6494 | 1005 | 0.5281 | - |
| 8.6580 | 1006 | 0.5025 | - |
| 8.6667 | 1007 | 0.5202 | - |
| 8.6753 | 1008 | 0.5838 | - |
| 8.6840 | 1009 | 0.5453 | - |
| 8.6926 | 1010 | 0.5606 | - |
| 8.7013 | 1011 | 0.6472 | - |
| 8.7100 | 1012 | 0.6058 | - |
| 8.7186 | 1013 | 0.5865 | - |
| 8.7273 | 1014 | 0.5955 | - |
| 8.7359 | 1015 | 0.5134 | - |
| 8.7446 | 1016 | 0.5904 | - |
| 8.7532 | 1017 | 0.6586 | - |
| 8.7619 | 1018 | 0.5498 | - |
| 8.7706 | 1019 | 0.6264 | - |
| 8.7792 | 1020 | 0.581 | - |
| 8.7879 | 1021 | 0.5949 | - |
| 8.7965 | 1022 | 0.5998 | - |
| 8.8052 | 1023 | 0.5603 | - |
| 8.8139 | 1024 | 0.5508 | - |
| 8.8225 | 1025 | 0.4429 | - |
| 8.8312 | 1026 | 0.5176 | - |
| 8.8398 | 1027 | 0.6844 | - |
| 8.8485 | 1028 | 0.7031 | - |
| 8.8571 | 1029 | 0.5948 | - |
| 8.8658 | 1030 | 0.4505 | - |
| 8.8745 | 1031 | 0.549 | - |
| 8.8831 | 1032 | 0.5811 | - |
| 8.8918 | 1033 | 0.434 | - |
| 8.9004 | 1034 | 0.4889 | - |
| 8.9091 | 1035 | 0.3921 | - |
| 8.9177 | 1036 | 0.5008 | - |
| 8.9264 | 1037 | 0.4313 | - |
| 8.9351 | 1038 | 0.4924 | - |
| 8.9437 | 1039 | 0.486 | - |
| 8.9524 | 1040 | 0.5341 | - |
| 8.9610 | 1041 | 0.4845 | - |
| 8.9697 | 1042 | 0.4565 | - |
| 8.9784 | 1043 | 0.6779 | - |
| 8.9870 | 1044 | 0.5206 | - |
| 8.9957 | 1045 | 0.7314 | - |
| 9.0043 | 1046 | 0.2946 | 0.6298 |
| 9.0065 | 1047 | 0.289 | - |
| 9.0152 | 1048 | 0.4586 | - |
| 9.0238 | 1049 | 0.6413 | - |
| 9.0325 | 1050 | 0.4596 | - |
| 9.0411 | 1051 | 0.4609 | - |
| 9.0498 | 1052 | 0.6113 | - |
| 9.0584 | 1053 | 0.4587 | - |
| 9.0671 | 1054 | 0.4515 | - |
| 9.0758 | 1055 | 0.4161 | - |
| 9.0844 | 1056 | 0.4189 | - |
| 9.0931 | 1057 | 0.3172 | - |
| 9.1017 | 1058 | 0.4089 | - |
| 9.1104 | 1059 | 0.5728 | - |
| 9.1190 | 1060 | 0.4266 | - |
| 9.1277 | 1061 | 0.4621 | - |
| 9.1364 | 1062 | 0.4807 | - |
| 9.1450 | 1063 | 0.4808 | - |
| 9.1537 | 1064 | 0.5715 | - |
| 9.1623 | 1065 | 0.758 | - |
| 9.1710 | 1066 | 0.5175 | - |
| 9.1797 | 1067 | 0.5794 | - |
| 9.1883 | 1068 | 0.673 | - |
| 9.1970 | 1069 | 0.6058 | - |
| 9.2056 | 1070 | 0.5409 | - |
| 9.2143 | 1071 | 0.4936 | - |
| 9.2229 | 1072 | 0.4294 | - |
| 9.2316 | 1073 | 0.4012 | - |
| 9.2403 | 1074 | 0.4824 | - |
| 9.2489 | 1075 | 0.5908 | - |
| 9.2576 | 1076 | 0.4818 | - |
| 9.2662 | 1077 | 0.4433 | - |
| 9.2749 | 1078 | 0.4945 | - |
| 9.2835 | 1079 | 0.5677 | - |
| 9.2922 | 1080 | 0.5777 | - |
| 9.3009 | 1081 | 0.6044 | - |
| 9.3095 | 1082 | 0.4712 | - |
| 9.3182 | 1083 | 0.7037 | - |
| 9.3268 | 1084 | 0.559 | - |
| 9.3355 | 1085 | 0.4611 | - |
| 9.3442 | 1086 | 0.4305 | - |
| 9.3528 | 1087 | 0.5776 | - |
| 9.3615 | 1088 | 0.4794 | - |
| 9.3701 | 1089 | 0.5638 | - |
| 9.3788 | 1090 | 0.5857 | - |
| 9.3874 | 1091 | 0.3689 | - |
| 9.3961 | 1092 | 0.5691 | - |
| 9.4048 | 1093 | 0.496 | - |
| 9.4134 | 1094 | 0.4509 | - |
| 9.4221 | 1095 | 0.4598 | - |
| 9.4307 | 1096 | 0.5445 | - |
| 9.4394 | 1097 | 0.4558 | - |
| 9.4481 | 1098 | 0.5178 | - |
| 9.4567 | 1099 | 0.5977 | - |
| 9.4654 | 1100 | 0.526 | - |
| 9.4740 | 1101 | 0.4749 | - |
| 9.4827 | 1102 | 0.381 | - |
| 9.4913 | 1103 | 0.5734 | - |
| 9.5 | 1104 | 0.7813 | - |
| 9.5087 | 1105 | 0.4797 | - |
| 9.5173 | 1106 | 0.5617 | - |
| 9.5260 | 1107 | 0.4549 | - |
| 9.5346 | 1108 | 0.5801 | - |
| 9.5433 | 1109 | 0.4825 | - |
| 9.5519 | 1110 | 0.4424 | - |
| 9.5606 | 1111 | 0.7043 | - |
| 9.5693 | 1112 | 0.6811 | - |
| 9.5779 | 1113 | 0.5363 | - |
| 9.5866 | 1114 | 0.4692 | - |
| 9.5952 | 1115 | 0.5349 | - |
| 9.6039 | 1116 | 0.5042 | - |
| 9.6126 | 1117 | 0.34 | - |
| 9.6212 | 1118 | 0.5156 | - |
| 9.6299 | 1119 | 0.4724 | - |
| 9.6385 | 1120 | 0.636 | - |
| 9.6472 | 1121 | 0.5524 | - |
| 9.6558 | 1122 | 0.4034 | - |
| 9.6645 | 1123 | 0.4437 | - |
| 9.6732 | 1124 | 0.662 | - |
| 9.6818 | 1125 | 0.5387 | - |
| 9.6905 | 1126 | 0.5011 | - |
| 9.6991 | 1127 | 0.6256 | - |
| 9.7078 | 1128 | 0.6056 | - |
| 9.7165 | 1129 | 0.6075 | - |
| 9.7251 | 1130 | 0.5471 | - |
| 9.7338 | 1131 | 0.5096 | - |
| 9.7424 | 1132 | 0.6089 | - |
| 9.7511 | 1133 | 0.553 | - |
| 9.7597 | 1134 | 0.6214 | - |
| 9.7684 | 1135 | 0.5443 | - |
| 9.7771 | 1136 | 0.5059 | - |
| 9.7857 | 1137 | 0.6793 | - |
| 9.7944 | 1138 | 0.5744 | - |
| 9.8030 | 1139 | 0.5362 | - |
| 9.8117 | 1140 | 0.4819 | - |
| 9.8203 | 1141 | 0.4453 | - |
| 9.8290 | 1142 | 0.4831 | - |
| 9.8377 | 1143 | 0.6973 | - |
| 9.8463 | 1144 | 0.6737 | - |
| 9.8550 | 1145 | 0.5713 | - |
| 9.8636 | 1146 | 0.5387 | - |
| 9.8723 | 1147 | 0.4288 | - |
| 9.8810 | 1148 | 0.687 | - |
| 9.8896 | 1149 | 0.4825 | - |
| 9.8983 | 1150 | 0.4387 | - |
| 9.9069 | 1151 | 0.4033 | - |
| 9.9156 | 1152 | 0.4953 | - |
| 9.9242 | 1153 | 0.3221 | - |
| 9.9329 | 1154 | 0.5014 | - |
| 9.9416 | 1155 | 0.5065 | - |
| 9.9502 | 1156 | 0.5212 | - |
| 9.9589 | 1157 | 0.4778 | - |
| 9.9675 | 1158 | 0.5255 | - |
| 9.9762 | 1159 | 0.5302 | - |
| 9.9848 | 1160 | 0.6001 | - |
| 9.9935 | 1161 | 0.6904 | - |
| **10.0022** | **1162** | **0.4039** | **0.6309** |
| 10.0043 | 1163 | 0.138 | - |
| 10.0130 | 1164 | 0.5488 | - |
| 10.0216 | 1165 | 0.5587 | - |
| 10.0303 | 1166 | 0.4804 | - |
| 10.0390 | 1167 | 0.3777 | - |
| 10.0476 | 1168 | 0.5298 | - |
| 10.0563 | 1169 | 0.6425 | - |
| 10.0649 | 1170 | 0.3939 | - |
| 10.0736 | 1171 | 0.4671 | - |
| 10.0823 | 1172 | 0.3776 | - |
| 10.0909 | 1173 | 0.3224 | - |
| 10.0996 | 1174 | 0.3612 | - |
| 10.1082 | 1175 | 0.575 | - |
| 10.1169 | 1176 | 0.4099 | - |
| 10.1255 | 1177 | 0.3792 | - |
| 10.1342 | 1178 | 0.4984 | - |
| 10.1429 | 1179 | 0.5173 | - |
| 10.1515 | 1180 | 0.4526 | - |
| 10.1602 | 1181 | 0.6919 | - |
| 10.1688 | 1182 | 0.5715 | - |
| 10.1775 | 1183 | 0.5702 | - |
| 10.1861 | 1184 | 0.6673 | - |
| 10.1948 | 1185 | 0.6418 | - |
| 10.2035 | 1186 | 0.4654 | - |
| 10.2121 | 1187 | 0.4517 | - |
| 10.2208 | 1188 | 0.4572 | - |
| 10.2294 | 1189 | 0.427 | - |
| 10.2381 | 1190 | 0.3994 | - |
| 10.2468 | 1191 | 0.655 | - |
| 10.2554 | 1192 | 0.4727 | - |
| 10.2641 | 1193 | 0.468 | - |
| 10.2727 | 1194 | 0.4653 | - |
| 10.2814 | 1195 | 0.4937 | - |
| 10.2900 | 1196 | 0.5283 | - |
| 10.2987 | 1197 | 0.5656 | - |
| 10.3074 | 1198 | 0.4985 | - |
| 10.3160 | 1199 | 0.6688 | - |
| 10.3247 | 1200 | 0.4718 | - |
| 10.3333 | 1201 | 0.5206 | - |
| 10.3420 | 1202 | 0.4352 | - |
| 10.3506 | 1203 | 0.4659 | - |
| 10.3593 | 1204 | 0.5051 | - |
| 10.3680 | 1205 | 0.5452 | - |
| 10.3766 | 1206 | 0.6176 | - |
| 10.3853 | 1207 | 0.3907 | - |
| 10.3939 | 1208 | 0.5783 | - |
| 10.4026 | 1209 | 0.5007 | - |
| 10.4113 | 1210 | 0.405 | - |
| 10.4199 | 1211 | 0.4203 | - |
| 10.4286 | 1212 | 0.5408 | - |
| 10.4372 | 1213 | 0.5051 | - |
| 10.4459 | 1214 | 0.4891 | - |
| 10.4545 | 1215 | 0.5678 | - |
| 10.4632 | 1216 | 0.5265 | - |
| 10.4719 | 1217 | 0.4385 | - |
| 10.4805 | 1218 | 0.4166 | - |
| 10.4892 | 1219 | 0.5181 | - |
| 10.4978 | 1220 | 0.704 | - |
| 10.5065 | 1221 | 0.4616 | - |
| 10.5152 | 1222 | 0.4756 | - |
| 10.5238 | 1223 | 0.4841 | - |
| 10.5325 | 1224 | 0.5584 | - |
| 10.5411 | 1225 | 0.5004 | - |
| 10.5498 | 1226 | 0.3817 | - |
| 10.5584 | 1227 | 0.6102 | - |
| 10.5671 | 1228 | 0.7687 | - |
| 10.5758 | 1229 | 0.5308 | - |
| 10.5844 | 1230 | 0.452 | - |
| 10.5931 | 1231 | 0.5039 | - |
| 10.6017 | 1232 | 0.6055 | - |
| 10.6104 | 1233 | 0.3844 | - |
| 10.6190 | 1234 | 0.4218 | - |
| 10.6277 | 1235 | 0.4416 | - |
| 10.6364 | 1236 | 0.5421 | - |
| 10.6450 | 1237 | 0.5322 | - |
| 10.6537 | 1238 | 0.4721 | - |
| 10.6623 | 1239 | 0.4056 | - |
| 10.6710 | 1240 | 0.6013 | - |
| 10.6797 | 1241 | 0.5255 | - |
| 10.6883 | 1242 | 0.4308 | - |
| 10.6970 | 1243 | 0.5676 | - |
| 10.7056 | 1244 | 0.6479 | - |
| 10.7143 | 1245 | 0.5906 | - |
| 10.7229 | 1246 | 0.532 | - |
| 10.7316 | 1247 | 0.5369 | - |
| 10.7403 | 1248 | 0.6101 | - |
| 10.7489 | 1249 | 0.5431 | - |
| 10.7576 | 1250 | 0.6082 | - |
| 10.7662 | 1251 | 0.5268 | - |
| 10.7749 | 1252 | 0.5575 | - |
| 10.7835 | 1253 | 0.6384 | - |
| 10.7922 | 1254 | 0.5748 | - |
| 10.8009 | 1255 | 0.5649 | - |
| 10.8095 | 1256 | 0.5138 | - |
| 10.8182 | 1257 | 0.462 | - |
| 10.8268 | 1258 | 0.4283 | - |
| 10.8355 | 1259 | 0.6663 | - |
| 10.8442 | 1260 | 0.6701 | - |
| 10.8528 | 1261 | 0.7241 | - |
| 10.8615 | 1262 | 0.531 | - |
| 10.8701 | 1263 | 0.419 | - |
| 10.8788 | 1264 | 0.5243 | - |
| 10.8874 | 1265 | 0.5435 | - |
| 10.8961 | 1266 | 0.3779 | - |
| 10.9048 | 1267 | 0.4786 | - |
| 10.9134 | 1268 | 0.4009 | - |
| 10.9221 | 1269 | 0.3688 | - |
| 10.9307 | 1270 | 0.4826 | - |
| 10.9394 | 1271 | 0.463 | - |
| 10.9481 | 1272 | 0.4702 | - |
| 10.9567 | 1273 | 0.4832 | - |
| 10.9654 | 1274 | 0.5406 | - |
| 10.9740 | 1275 | 0.3679 | - |
| 10.9827 | 1276 | 0.665 | - |
| 10.9913 | 1277 | 0.6234 | - |
| 11.0 | 1278 | 0.5647 | 0.6328 |
| 11.0022 | 1279 | 0.0752 | - |
| 11.0108 | 1280 | 0.5275 | - |
| 11.0195 | 1281 | 0.3868 | - |
| 11.0281 | 1282 | 0.6256 | - |
| 11.0368 | 1283 | 0.367 | - |
| 11.0455 | 1284 | 0.4882 | - |
| 11.0541 | 1285 | 0.5133 | - |
| 11.0628 | 1286 | 0.4792 | - |
| 11.0714 | 1287 | 0.4569 | - |
| 11.0801 | 1288 | 0.343 | - |
| 11.0887 | 1289 | 0.3211 | - |
| 11.0974 | 1290 | 0.3144 | - |
| 11.1061 | 1291 | 0.473 | - |
| 11.1147 | 1292 | 0.4542 | - |
| 11.1234 | 1293 | 0.3663 | - |
| 11.1320 | 1294 | 0.4938 | - |
| 11.1407 | 1295 | 0.4637 | - |
| 11.1494 | 1296 | 0.4742 | - |
| 11.1580 | 1297 | 0.6703 | - |
| 11.1667 | 1298 | 0.565 | - |
| 11.1753 | 1299 | 0.4693 | - |
| 11.1840 | 1300 | 0.611 | - |
| 11.1926 | 1301 | 0.6661 | - |
| 11.2013 | 1302 | 0.4809 | - |
| 11.2100 | 1303 | 0.4522 | - |
| 11.2186 | 1304 | 0.4558 | - |
| 11.2273 | 1305 | 0.3736 | - |
| 11.2359 | 1306 | 0.3751 | - |
| 11.2446 | 1307 | 0.6145 | - |
| 11.2532 | 1308 | 0.4541 | - |
| 11.2619 | 1309 | 0.5261 | - |
| 11.2706 | 1310 | 0.4238 | - |
| 11.2792 | 1311 | 0.4296 | - |
| 11.2879 | 1312 | 0.571 | - |
| 11.2965 | 1313 | 0.5237 | - |
| 11.3052 | 1314 | 0.5737 | - |
| 11.3139 | 1315 | 0.5907 | - |
| 11.3225 | 1316 | 0.4247 | - |
| 11.3312 | 1317 | 0.5088 | - |
| 11.3398 | 1318 | 0.4855 | - |
| 11.3485 | 1319 | 0.4466 | - |
| 11.3571 | 1320 | 0.5195 | - |
| 11.3658 | 1321 | 0.4342 | - |
| 11.3745 | 1322 | 0.5931 | - |
| 11.3831 | 1323 | 0.3858 | - |
| 11.3918 | 1324 | 0.574 | - |
| 11.4004 | 1325 | 0.4964 | - |
| 11.4091 | 1326 | 0.4535 | - |
| 11.4177 | 1327 | 0.3827 | - |
| 11.4264 | 1328 | 0.4909 | - |
| 11.4351 | 1329 | 0.4393 | - |
| 11.4437 | 1330 | 0.503 | - |
| 11.4524 | 1331 | 0.4652 | - |
| 11.4610 | 1332 | 0.5689 | - |
| 11.4697 | 1333 | 0.3687 | - |
| 11.4784 | 1334 | 0.4452 | - |
| 11.4870 | 1335 | 0.4505 | - |
| 11.4957 | 1336 | 0.6276 | - |
| 11.5043 | 1337 | 0.5335 | - |
| 11.5130 | 1338 | 0.516 | - |
| 11.5216 | 1339 | 0.4928 | - |
| 11.5303 | 1340 | 0.5267 | - |
| 11.5390 | 1341 | 0.5297 | - |
| 11.5476 | 1342 | 0.3845 | - |
| 11.5563 | 1343 | 0.5278 | - |
| 11.5649 | 1344 | 0.7476 | - |
| 11.5736 | 1345 | 0.6165 | - |
| 11.5823 | 1346 | 0.4645 | - |
| 11.5909 | 1347 | 0.474 | - |
| 11.5996 | 1348 | 0.5226 | - |
| 11.6082 | 1349 | 0.4623 | - |
| 11.6169 | 1350 | 0.358 | - |
| 11.6255 | 1351 | 0.4829 | - |
| 11.6342 | 1352 | 0.5048 | - |
| 11.6429 | 1353 | 0.6036 | - |
| 11.6515 | 1354 | 0.4636 | - |
| 11.6602 | 1355 | 0.395 | - |
| 11.6688 | 1356 | 0.4938 | - |
| 11.6775 | 1357 | 0.615 | - |
| 11.6861 | 1358 | 0.4713 | - |
| 11.6948 | 1359 | 0.5593 | - |
| 11.7035 | 1360 | 0.5867 | - |
| 11.7121 | 1361 | 0.5837 | - |
| 11.7208 | 1362 | 0.5604 | - |
| 11.7294 | 1363 | 0.5921 | - |
| 11.7381 | 1364 | 0.4883 | - |
| 11.7468 | 1365 | 0.5155 | - |
| 11.7554 | 1366 | 0.6476 | - |
| 11.7641 | 1367 | 0.5669 | - |
| 11.7727 | 1368 | 0.5497 | - |
| 11.7814 | 1369 | 0.5628 | - |
| 11.7900 | 1370 | 0.5638 | - |
| 11.7987 | 1371 | 0.5488 | - |
| 11.8074 | 1372 | 0.4876 | - |
| 11.8160 | 1373 | 0.4965 | - |
| 11.8247 | 1374 | 0.4073 | - |
| 11.8333 | 1375 | 0.5895 | - |
| 11.8420 | 1376 | 0.6314 | - |
| 11.8506 | 1377 | 0.5981 | - |
| 11.8593 | 1378 | 0.6069 | - |
| 11.8680 | 1379 | 0.3712 | - |
| 11.8766 | 1380 | 0.5786 | - |
| 11.8853 | 1381 | 0.5229 | - |
| 11.8939 | 1382 | 0.4629 | - |
| 11.9026 | 1383 | 0.3954 | - |
| 11.9113 | 1384 | 0.4073 | - |
| 11.9199 | 1385 | 0.4061 | - |
| 11.9286 | 1386 | 0.4772 | - |
| 11.9372 | 1387 | 0.442 | - |
| 11.9459 | 1388 | 0.4583 | - |
| 11.9545 | 1389 | 0.48 | - |
| 11.9632 | 1390 | 0.4688 | - |
| 11.9719 | 1391 | 0.4506 | - |
| 11.9805 | 1392 | 0.6412 | - |
| 11.9892 | 1393 | 0.6197 | - |
| 11.9978 | 1394 | 0.6069 | - |
| 12.0065 | 1395 | 0.0766 | 0.6308 |
| 12.0087 | 1396 | 0.4194 | - |
| 12.0173 | 1397 | 0.3977 | - |
| 12.0260 | 1398 | 0.575 | - |
| 12.0346 | 1399 | 0.3988 | - |
| 12.0433 | 1400 | 0.4292 | - |
| 12.0519 | 1401 | 0.5677 | - |
| 12.0606 | 1402 | 0.5057 | - |
| 12.0693 | 1403 | 0.447 | - |
| 12.0779 | 1404 | 0.3676 | - |
| 12.0866 | 1405 | 0.3618 | - |
| 12.0952 | 1406 | 0.3369 | - |
| 12.1039 | 1407 | 0.4366 | - |
| 12.1126 | 1408 | 0.4554 | - |
| 12.1212 | 1409 | 0.438 | - |
| 12.1299 | 1410 | 0.4623 | - |
| 12.1385 | 1411 | 0.4519 | - |
| 12.1472 | 1412 | 0.4792 | - |
| 12.1558 | 1413 | 0.6448 | - |
| 12.1645 | 1414 | 0.5919 | - |
| 12.1732 | 1415 | 0.4439 | - |
| 12.1818 | 1416 | 0.6254 | - |
| 12.1905 | 1417 | 0.6867 | - |
| 12.1991 | 1418 | 0.4858 | - |
| 12.2078 | 1419 | 0.5247 | - |
| 12.2165 | 1420 | 0.5206 | - |
| 12.2251 | 1421 | 0.3791 | - |
| 12.2338 | 1422 | 0.3486 | - |
| 12.2424 | 1423 | 0.5623 | - |
| 12.2511 | 1424 | 0.5472 | - |
| 12.2597 | 1425 | 0.501 | - |
| 12.2684 | 1426 | 0.3658 | - |
| 12.2771 | 1427 | 0.427 | - |
| 12.2857 | 1428 | 0.55 | - |
| 12.2944 | 1429 | 0.5389 | - |
| 12.3030 | 1430 | 0.601 | - |
| 12.3117 | 1431 | 0.4281 | - |
| 12.3203 | 1432 | 0.5827 | - |
| 12.3290 | 1433 | 0.4799 | - |
| 12.3377 | 1434 | 0.4664 | - |
| 12.3463 | 1435 | 0.4134 | - |
| 12.3550 | 1436 | 0.5237 | - |
| 12.3636 | 1437 | 0.4357 | - |
| 12.3723 | 1438 | 0.5842 | - |
| 12.3810 | 1439 | 0.4751 | - |
| 12.3896 | 1440 | 0.4842 | - |
| 12.3983 | 1441 | 0.4643 | - |
| 12.4069 | 1442 | 0.4726 | - |
| 12.4156 | 1443 | 0.3779 | - |
| 12.4242 | 1444 | 0.5046 | - |
| 12.4329 | 1445 | 0.4202 | - |
| 12.4416 | 1446 | 0.4742 | - |
| 12.4502 | 1447 | 0.5148 | - |
| 12.4589 | 1448 | 0.6015 | - |
| 12.4675 | 1449 | 0.3856 | - |
| 12.4762 | 1450 | 0.4316 | - |
| 12.4848 | 1451 | 0.4171 | - |
| 12.4935 | 1452 | 0.5762 | - |
| 12.5022 | 1453 | 0.6035 | - |
| 12.5108 | 1454 | 0.5113 | - |
| 12.5195 | 1455 | 0.5098 | - |
| 12.5281 | 1456 | 0.468 | - |
| 12.5368 | 1457 | 0.5314 | - |
| 12.5455 | 1458 | 0.3761 | - |
| 12.5541 | 1459 | 0.5039 | - |
| 12.5628 | 1460 | 0.7329 | - |
| 12.5714 | 1461 | 0.6484 | - |
| 12.5801 | 1462 | 0.3605 | - |
| 12.5887 | 1463 | 0.5505 | - |
| 12.5974 | 1464 | 0.4275 | - |
| 12.6061 | 1465 | 0.5235 | - |
| 12.6147 | 1466 | 0.2997 | - |
| 12.6234 | 1467 | 0.5186 | - |
| 12.6320 | 1468 | 0.434 | - |
| 12.6407 | 1469 | 0.6209 | - |
| 12.6494 | 1470 | 0.5143 | - |
| 12.6580 | 1471 | 0.4516 | - |
| 12.6667 | 1472 | 0.4884 | - |
| 12.6753 | 1473 | 0.5524 | - |
| 12.6840 | 1474 | 0.504 | - |
| 12.6926 | 1475 | 0.521 | - |
| 12.7013 | 1476 | 0.6132 | - |
| 12.7100 | 1477 | 0.5367 | - |
| 12.7186 | 1478 | 0.588 | - |
| 12.7273 | 1479 | 0.588 | - |
| 12.7359 | 1480 | 0.4314 | - |
| 12.7446 | 1481 | 0.5411 | - |
| 12.7532 | 1482 | 0.5413 | - |
| 12.7619 | 1483 | 0.5773 | - |
| 12.7706 | 1484 | 0.6148 | - |
| 12.7792 | 1485 | 0.5527 | - |
| 12.7879 | 1486 | 0.591 | - |
| 12.7965 | 1487 | 0.5036 | - |
| 12.8052 | 1488 | 0.5067 | - |
| 12.8139 | 1489 | 0.5065 | - |
| 12.8225 | 1490 | 0.3709 | - |
| 12.8312 | 1491 | 0.449 | - |
| 12.8398 | 1492 | 0.7186 | - |
| 12.8485 | 1493 | 0.6695 | - |
| 12.8571 | 1494 | 0.5495 | - |
| 12.8658 | 1495 | 0.4541 | - |
| 12.8745 | 1496 | 0.5049 | - |
| 12.8831 | 1497 | 0.5705 | - |
| 12.8918 | 1498 | 0.4004 | - |
| 12.9004 | 1499 | 0.4942 | - |
| 12.9091 | 1500 | 0.3692 | - |
| 12.9177 | 1501 | 0.4546 | - |
| 12.9264 | 1502 | 0.3945 | - |
| 12.9351 | 1503 | 0.4457 | - |
| 12.9437 | 1504 | 0.4465 | - |
| 12.9524 | 1505 | 0.4991 | - |
| 12.9610 | 1506 | 0.4168 | - |
| 12.9697 | 1507 | 0.4398 | - |
| 12.9784 | 1508 | 0.6129 | - |
| 12.9870 | 1509 | 0.5171 | - |
| 12.9957 | 1510 | 0.68 | - |
| 13.0043 | 1511 | 0.257 | 0.6320 |
| 13.0065 | 1512 | 0.2875 | - |
| 13.0152 | 1513 | 0.4426 | - |
| 13.0238 | 1514 | 0.5968 | - |
| 13.0325 | 1515 | 0.4575 | - |
| 13.0411 | 1516 | 0.4208 | - |
| 13.0498 | 1517 | 0.6111 | - |
| 13.0584 | 1518 | 0.4491 | - |
| 13.0671 | 1519 | 0.4238 | - |
| 13.0758 | 1520 | 0.3598 | - |
| 13.0844 | 1521 | 0.3611 | - |
| 13.0931 | 1522 | 0.3166 | - |
| 13.1017 | 1523 | 0.3495 | - |
| 13.1104 | 1524 | 0.504 | - |
| 13.1190 | 1525 | 0.3953 | - |
| 13.1277 | 1526 | 0.3837 | - |
| 13.1364 | 1527 | 0.4702 | - |
| 13.1450 | 1528 | 0.4842 | - |
| 13.1537 | 1529 | 0.5316 | - |
| 13.1623 | 1530 | 0.6843 | - |
| 13.1710 | 1531 | 0.4119 | - |
| 13.1797 | 1532 | 0.566 | - |
| 13.1883 | 1533 | 0.6289 | - |
| 13.1970 | 1534 | 0.5133 | - |
| 13.2056 | 1535 | 0.4918 | - |
| 13.2143 | 1536 | 0.4334 | - |
| 13.2229 | 1537 | 0.448 | - |
| 13.2316 | 1538 | 0.3901 | - |
| 13.2403 | 1539 | 0.4498 | - |
| 13.2489 | 1540 | 0.5765 | - |
| 13.2576 | 1541 | 0.4494 | - |
| 13.2662 | 1542 | 0.4161 | - |
| 13.2749 | 1543 | 0.4489 | - |
| 13.2835 | 1544 | 0.4961 | - |
| 13.2922 | 1545 | 0.566 | - |
| 13.3009 | 1546 | 0.5464 | - |
| 13.3095 | 1547 | 0.4544 | - |
| 13.3182 | 1548 | 0.6022 | - |
| 13.3268 | 1549 | 0.5352 | - |
| 13.3355 | 1550 | 0.4455 | - |
| 13.3442 | 1551 | 0.3528 | - |
| 13.3528 | 1552 | 0.5256 | - |
| 13.3615 | 1553 | 0.4336 | - |
| 13.3701 | 1554 | 0.5276 | - |
| 13.3788 | 1555 | 0.5581 | - |
| 13.3874 | 1556 | 0.3553 | - |
| 13.3961 | 1557 | 0.4821 | - |
| 13.4048 | 1558 | 0.4381 | - |
| 13.4134 | 1559 | 0.4295 | - |
| 13.4221 | 1560 | 0.4617 | - |
| 13.4307 | 1561 | 0.4944 | - |
| 13.4394 | 1562 | 0.4638 | - |
| 13.4481 | 1563 | 0.4674 | - |
| 13.4567 | 1564 | 0.5274 | - |
| 13.4654 | 1565 | 0.5064 | - |
| 13.4740 | 1566 | 0.418 | - |
| 13.4827 | 1567 | 0.3655 | - |
| 13.4913 | 1568 | 0.5358 | - |
| 13.5 | 1569 | 0.6803 | - |
| 13.5087 | 1570 | 0.4324 | - |
| 13.5173 | 1571 | 0.5466 | - |
| 13.5260 | 1572 | 0.4046 | - |
| 13.5346 | 1573 | 0.5154 | - |
| 13.5433 | 1574 | 0.4974 | - |
| 13.5519 | 1575 | 0.4288 | - |
| 13.5606 | 1576 | 0.6139 | - |
| 13.5693 | 1577 | 0.639 | - |
| 13.5779 | 1578 | 0.4972 | - |
| 13.5866 | 1579 | 0.4443 | - |
| 13.5952 | 1580 | 0.5152 | - |
| 13.6039 | 1581 | 0.5252 | - |
| 13.6126 | 1582 | 0.3276 | - |
| 13.6212 | 1583 | 0.4941 | - |
| 13.6299 | 1584 | 0.4694 | - |
| 13.6385 | 1585 | 0.5771 | - |
| 13.6472 | 1586 | 0.5345 | - |
| 13.6558 | 1587 | 0.393 | - |
| 13.6645 | 1588 | 0.4361 | - |
| 13.6732 | 1589 | 0.6306 | - |
| 13.6818 | 1590 | 0.4791 | - |
| 13.6905 | 1591 | 0.4615 | - |
| 13.6991 | 1592 | 0.5878 | - |
| 13.7078 | 1593 | 0.6018 | - |
| 13.7165 | 1594 | 0.6244 | - |
| 13.7251 | 1595 | 0.4856 | - |
| 13.7338 | 1596 | 0.5106 | - |
| 13.7424 | 1597 | 0.6139 | - |
| 13.7511 | 1598 | 0.5438 | - |
| 13.7597 | 1599 | 0.6439 | - |
| 13.7684 | 1600 | 0.5334 | - |
| 13.7771 | 1601 | 0.4414 | - |
| 13.7857 | 1602 | 0.6284 | - |
| 13.7944 | 1603 | 0.5911 | - |
| 13.8030 | 1604 | 0.5587 | - |
| 13.8117 | 1605 | 0.443 | - |
| 13.8203 | 1606 | 0.4535 | - |
| 13.8290 | 1607 | 0.4474 | - |
| 13.8377 | 1608 | 0.6536 | - |
| 13.8463 | 1609 | 0.6585 | - |
| 13.8550 | 1610 | 0.5697 | - |
| 13.8636 | 1611 | 0.4965 | - |
| 13.8723 | 1612 | 0.3808 | - |
| 13.8810 | 1613 | 0.6171 | - |
| 13.8896 | 1614 | 0.4141 | - |
| 13.8983 | 1615 | 0.3974 | - |
| 13.9069 | 1616 | 0.4146 | - |
| 13.9156 | 1617 | 0.4761 | - |
| 13.9242 | 1618 | 0.3364 | - |
| 13.9329 | 1619 | 0.4532 | - |
| 13.9416 | 1620 | 0.4791 | - |
| 13.9502 | 1621 | 0.506 | - |
| 13.9589 | 1622 | 0.441 | - |
| 13.9675 | 1623 | 0.5164 | - |
| 13.9762 | 1624 | 0.4755 | - |
| 13.9848 | 1625 | 0.5755 | - |
| 13.9935 | 1626 | 0.5869 | - |
| 14.0022 | 1627 | 0.3876 | 0.6315 |
| 14.0043 | 1628 | 0.1324 | - |
| 14.0130 | 1629 | 0.4829 | - |
| 14.0216 | 1630 | 0.5558 | - |
| 14.0303 | 1631 | 0.458 | - |
| 14.0390 | 1632 | 0.3926 | - |
| 14.0476 | 1633 | 0.5138 | - |
| 14.0563 | 1634 | 0.6099 | - |
| 14.0649 | 1635 | 0.3593 | - |
| 14.0736 | 1636 | 0.4445 | - |
| 14.0823 | 1637 | 0.349 | - |
| 14.0909 | 1638 | 0.3149 | - |
| 14.0996 | 1639 | 0.3561 | - |
| 14.1082 | 1640 | 0.5296 | - |
| 14.1169 | 1641 | 0.4211 | - |
| 14.1255 | 1642 | 0.4022 | - |
| 14.1342 | 1643 | 0.5006 | - |
| 14.1429 | 1644 | 0.5073 | - |
| 14.1515 | 1645 | 0.451 | - |
| 14.1602 | 1646 | 0.6265 | - |
| 14.1688 | 1647 | 0.5661 | - |
| 14.1775 | 1648 | 0.5828 | - |
| 14.1861 | 1649 | 0.6311 | - |
| 14.1948 | 1650 | 0.6223 | - |
| 14.2035 | 1651 | 0.4654 | - |
| 14.2121 | 1652 | 0.4027 | - |
| 14.2208 | 1653 | 0.4681 | - |
| 14.2294 | 1654 | 0.405 | - |
| 14.2381 | 1655 | 0.3793 | - |
| 14.2468 | 1656 | 0.5966 | - |
| 14.2554 | 1657 | 0.4515 | - |
| 14.2641 | 1658 | 0.4629 | - |
| 14.2727 | 1659 | 0.4519 | - |
| 14.2814 | 1660 | 0.4831 | - |
| 14.2900 | 1661 | 0.4968 | - |
| 14.2987 | 1662 | 0.5746 | - |
| 14.3074 | 1663 | 0.5295 | - |
| 14.3160 | 1664 | 0.6171 | - |
| 14.3247 | 1665 | 0.4421 | - |
| 14.3333 | 1666 | 0.4878 | - |
| 14.3420 | 1667 | 0.3967 | - |
| 14.3506 | 1668 | 0.4288 | - |
| 14.3593 | 1669 | 0.4503 | - |
| 14.3680 | 1670 | 0.4961 | - |
| 14.3766 | 1671 | 0.5604 | - |
| 14.3853 | 1672 | 0.3602 | - |
| 14.3939 | 1673 | 0.5758 | - |
| 14.4026 | 1674 | 0.4466 | - |
| 14.4113 | 1675 | 0.3795 | - |
| 14.4199 | 1676 | 0.4125 | - |
| 14.4286 | 1677 | 0.4842 | - |
| 14.4372 | 1678 | 0.4994 | - |
| 14.4459 | 1679 | 0.4349 | - |
| 14.4545 | 1680 | 0.5829 | - |
| 14.4632 | 1681 | 0.4991 | - |
| 14.4719 | 1682 | 0.436 | - |
| 14.4805 | 1683 | 0.3637 | - |
| 14.4892 | 1684 | 0.4688 | - |
| 14.4978 | 1685 | 0.6854 | - |
| 14.5065 | 1686 | 0.4746 | - |
| 14.5152 | 1687 | 0.4519 | - |
| 14.5238 | 1688 | 0.4684 | - |
| 14.5325 | 1689 | 0.5273 | - |
| 14.5411 | 1690 | 0.5172 | - |
| 14.5498 | 1691 | 0.3482 | - |
| 14.5584 | 1692 | 0.5758 | - |
| 14.5671 | 1693 | 0.7693 | - |
| 14.5758 | 1694 | 0.4892 | - |
| 14.5844 | 1695 | 0.4738 | - |
| 14.5931 | 1696 | 0.5148 | - |
| 14.6017 | 1697 | 0.564 | - |
| 14.6104 | 1698 | 0.3945 | - |
| 14.6190 | 1699 | 0.4066 | - |
| 14.6277 | 1700 | 0.4445 | - |
| 14.6364 | 1701 | 0.569 | - |
| 14.6450 | 1702 | 0.4889 | - |
| 14.6537 | 1703 | 0.4877 | - |
| 14.6623 | 1704 | 0.383 | - |
| 14.6710 | 1705 | 0.5956 | - |
| 14.6797 | 1706 | 0.5391 | - |
| 14.6883 | 1707 | 0.4022 | - |
| 14.6970 | 1708 | 0.5472 | - |
| 14.7056 | 1709 | 0.6352 | - |
| 14.7143 | 1710 | 0.5842 | - |
| 14.7229 | 1711 | 0.4791 | - |
| 14.7316 | 1712 | 0.5339 | - |
| 14.7403 | 1713 | 0.6199 | - |
| 14.7489 | 1714 | 0.5332 | - |
| 14.7576 | 1715 | 0.5798 | - |
| 14.7662 | 1716 | 0.5493 | - |
| 14.7749 | 1717 | 0.5171 | - |
| 14.7835 | 1718 | 0.5666 | - |
| 14.7922 | 1719 | 0.527 | - |
| 14.8009 | 1720 | 0.5072 | - |
| 14.8095 | 1721 | 0.4886 | - |
| 14.8182 | 1722 | 0.4516 | - |
| 14.8268 | 1723 | 0.4257 | - |
| 14.8355 | 1724 | 0.6247 | - |
| 14.8442 | 1725 | 0.6085 | 0.6313 |
* The bold row denotes the saved checkpoint.
### Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.2.1
- Transformers: 4.45.2
- PyTorch: 2.2.1+cu121
- Accelerate: 1.0.1
- Datasets: 3.0.1
- Tokenizers: 0.20.1
## 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}
}
```
#### ObliQA: Obligation-based Question-Answering Dataset for Regulatory Compliance
```bibtex
@misc{gokhan2024regnlpactionfacilitatingcompliance,
title={RegNLP in Action: Facilitating Compliance Through Automated Information Retrieval and Answer Generation},
author={Tuba Gokhan and Kexin Wang and Iryna Gurevych and Ted Briscoe},
year={2024},
eprint={2409.05677},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2409.05677},
}
```