--- tags: - ColBERT - PyLate - sentence-transformers - sentence-similarity - feature-extraction - generated_from_trainer - dataset_size:598752 - loss:KDLossWrapper base_model: cambridgeltl/SapBERT-UMLS-2020AB-all-lang-from-XLMR pipeline_tag: sentence-similarity library_name: PyLate --- # PyLate model based on cambridgeltl/SapBERT-UMLS-2020AB-all-lang-from-XLMR This is a [PyLate](https://github.com/lightonai/pylate) model finetuned from [cambridgeltl/SapBERT-UMLS-2020AB-all-lang-from-XLMR](https://huggingface.co/cambridgeltl/SapBERT-UMLS-2020AB-all-lang-from-XLMR). It maps sentences & paragraphs to sequences of 128-dimensional dense vectors and can be used for semantic textual similarity using the MaxSim operator. ## Model Details ### Model Description - **Model Type:** PyLate model - **Base model:** [cambridgeltl/SapBERT-UMLS-2020AB-all-lang-from-XLMR](https://huggingface.co/cambridgeltl/SapBERT-UMLS-2020AB-all-lang-from-XLMR) - **Document Length:** 96 tokens - **Query Length:** 96 tokens - **Output Dimensionality:** 128 tokens - **Similarity Function:** MaxSim ### Model Sources - **Documentation:** [PyLate Documentation](https://lightonai.github.io/pylate/) - **Repository:** [PyLate on GitHub](https://github.com/lightonai/pylate) - **Hugging Face:** [PyLate models on Hugging Face](https://huggingface.co/models?library=PyLate) ### Full Model Architecture ``` ColBERT( (0): Transformer({'max_seq_length': 95, 'do_lower_case': False, 'architecture': 'PeftModelForFeatureExtraction'}) (1): Dense({'in_features': 768, 'out_features': 128, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity', 'use_residual': False}) ) ``` ## Usage First install the PyLate library: ```bash pip install -U pylate ``` ### Retrieval Use this model with PyLate to index and retrieve documents. The index uses [FastPLAID](https://github.com/lightonai/fast-plaid) for efficient similarity search. #### Indexing documents Load the ColBERT model and initialize the PLAID index, then encode and index your documents: ```python from pylate import indexes, models, retrieve # Step 1: Load the ColBERT model model = models.ColBERT( model_name_or_path="pylate_model_id", ) # Step 2: Initialize the PLAID index index = indexes.PLAID( index_folder="pylate-index", index_name="index", override=True, # This overwrites the existing index if any ) # Step 3: Encode the documents documents_ids = ["1", "2", "3"] documents = ["document 1 text", "document 2 text", "document 3 text"] documents_embeddings = model.encode( documents, batch_size=32, is_query=False, # Ensure that it is set to False to indicate that these are documents, not queries show_progress_bar=True, ) # Step 4: Add document embeddings to the index by providing embeddings and corresponding ids index.add_documents( documents_ids=documents_ids, documents_embeddings=documents_embeddings, ) ``` Note that you do not have to recreate the index and encode the documents every time. Once you have created an index and added the documents, you can re-use the index later by loading it: ```python # To load an index, simply instantiate it with the correct folder/name and without overriding it index = indexes.PLAID( index_folder="pylate-index", index_name="index", ) ``` #### Retrieving top-k documents for queries Once the documents are indexed, you can retrieve the top-k most relevant documents for a given set of queries. To do so, initialize the ColBERT retriever with the index you want to search in, encode the queries and then retrieve the top-k documents to get the top matches ids and relevance scores: ```python # Step 1: Initialize the ColBERT retriever retriever = retrieve.ColBERT(index=index) # Step 2: Encode the queries queries_embeddings = model.encode( ["query for document 3", "query for document 1"], batch_size=32, is_query=True, # # Ensure that it is set to False to indicate that these are queries show_progress_bar=True, ) # Step 3: Retrieve top-k documents scores = retriever.retrieve( queries_embeddings=queries_embeddings, k=10, # Retrieve the top 10 matches for each query ) ``` ### Reranking If you only want to use the ColBERT model to perform reranking on top of your first-stage retrieval pipeline without building an index, you can simply use rank function and pass the queries and documents to rerank: ```python from pylate import rank, models queries = [ "query A", "query B", ] documents = [ ["document A", "document B"], ["document 1", "document C", "document B"], ] documents_ids = [ [1, 2], [1, 3, 2], ] model = models.ColBERT( model_name_or_path="pylate_model_id", ) queries_embeddings = model.encode( queries, is_query=True, ) documents_embeddings = model.encode( documents, is_query=False, ) reranked_documents = rank.rerank( documents_ids=documents_ids, queries_embeddings=queries_embeddings, documents_embeddings=documents_embeddings, ) ``` ## Training Details ### Training Dataset #### Unnamed Dataset * Size: 598,752 training samples * Columns: query, positive, query_id, target_id, group_id, negative_0, negative_1, and negative_2 * Approximate statistics based on the first 1000 samples: | | query | positive | query_id | target_id | group_id | negative_0 | negative_1 | negative_2 | 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| type | string | string | string | int | int | string | string | string | | details | | | | | | | | | * Samples: | query | positive | query_id | target_id | group_id | negative_0 | negative_1 | negative_2 | |:------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------|:-------------------------|:----------------------|:----------------------|:---------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------| | åøƒę“›čŠ¬ ē‰‡å‰‚ [åÆꙮ芬] | ibuprofen oral tablet [kepufen] | q36653233_0 | 35870422 | 1177480 | ibuprofen topical ointment [vesicum] | ibuprofen extended release oral tablet [ibu 1a pharma] | ibuprofen oral tablet [jamp-ibuprofen] | | avapro hct 300/12.5 tablet, 30 | hydrochlorothiazide 12.5 mg / irbesartan 300 mg oral tablet [avapro hct] box of 30 | q43362350_0 | 2936189 | 19081559 | hydrochlorothiazide 25 mg / irbesartan 300 mg delayed release oral tablet [irbesartan hydrochlorothiazide teva] box of 28 | hydrochlorothiazide 25 mg / irbesartan 300 mg oral tablet [irbesartan bz] box of 98 | hydrochlorothiazide 25 mg / irbesartan 300 mg delayed release oral tablet [karvezide] box of 280 | | povidone-iodine (pfizer (perth)) 10% application, 500 ml, bottle | 500 ml povidone-iodine 100 mg/ml transdermal system by pfizer | q43321701_0 | 2907294 | 19083433 | 30 ml povidone-iodine 100 mg/ml topical solution by pfizer | 125 ml povidone-iodine 100 mg/ml topical solution [povidone iodee mylan] box of 1 by mylan | 100 ml povidone-iodine 100 mg/ml topical solution by bittermedizin | * Loss: thirawat_trainer.training.colbert.KDLossWrapper ### Evaluation Dataset #### Unnamed Dataset * Size: 2,270 evaluation samples * Columns: query, positive, query_id, target_id, group_id, negative_0, negative_1, and negative_2 * Approximate statistics based on the first 1000 samples: | | query | positive | query_id | target_id | group_id | negative_0 | negative_1 | negative_2 | 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| type | string | string | string | int | int | string | string | string | | details | | | | | | | | | * Samples: | query | positive | query_id | target_id | group_id | negative_0 | negative_1 | negative_2 | |:-----------------------------------------------------|:---------------------------------------------------|:-------------------------|:----------------------|:----------------------|:------------------------------------------------------|:-----------------------------------------------------------|:--------------------------------------------------------------------| | fentanyl 100 microgram/hour patch, 5 | fentanyl 0.1 mg/hr transdermal system | q43342123_0 | 42902560 | 1154029 | fentanyl 0.158 mg/actuat nasal spray | fentanyl 0.05 mg/ml nasal spray | fentanyl 1.89 mg unknown combination pack medical aids | | sodium benzoate 1.83g/5ml oral solution | benzoate 366 mg/ml oral solution | q21235913_0 | 21119205 | 21119204 | sodium chloride 23.2 mg/ml oral solution | fluticasone 0.125 mg/actuat inhalation powder | chlorhexidine 0.00001 mg/ml oral solution | | meloxicam - meloxicam tablet | meloxicam 15 mg oral tablet | q45623828_0 | 1150347 | 1150347 | econazole 0.0314 mg/mg topical cream | nabumetone 400 mg oral tablet | domestic cow skin extract 50 mg/ml injectable solution | * Loss: thirawat_trainer.training.colbert.KDLossWrapper ### Training Hyperparameters #### Non-Default Hyperparameters - `eval_strategy`: epoch - `per_device_train_batch_size`: 64 - `gradient_accumulation_steps`: 2 - `learning_rate`: 2e-05 - `num_train_epochs`: 2 - `warmup_ratio`: 0.1 - `bf16`: True - `dataloader_num_workers`: 4 - `remove_unused_columns`: False #### 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`: 8 - `per_gpu_train_batch_size`: None - `per_gpu_eval_batch_size`: None - `gradient_accumulation_steps`: 2 - `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`: 2 - `max_steps`: -1 - `lr_scheduler_type`: linear - `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`: 4 - `dataloader_prefetch_factor`: None - `past_index`: -1 - `disable_tqdm`: False - `remove_unused_columns`: False - `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} - `parallelism_config`: 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`: None - `hub_always_push`: False - `hub_revision`: None - `gradient_checkpointing`: False - `gradient_checkpointing_kwargs`: None - `include_inputs_for_metrics`: False - `include_for_metrics`: [] - `eval_do_concat_batches`: True - `fp16_backend`: auto - `push_to_hub_model_id`: None - `push_to_hub_organization`: None - `mp_parameters`: - `auto_find_batch_size`: False - `full_determinism`: False - `torchdynamo`: None - `ray_scope`: last - `ddp_timeout`: 1800 - `torch_compile`: False - `torch_compile_backend`: None - `torch_compile_mode`: None - `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 - `liger_kernel_config`: None - `eval_use_gather_object`: False - `average_tokens_across_devices`: False - `prompts`: None - `batch_sampler`: batch_sampler - `multi_dataset_batch_sampler`: proportional - `router_mapping`: {} - `learning_rate_mapping`: {}
### Training Logs
Click to expand | Epoch | Step | Training Loss | Validation Loss | |:------:|:----:|:-------------:|:---------------:| | 0.0011 | 5 | 50.3236 | - | | 0.0021 | 10 | 59.3515 | - | | 0.0032 | 15 | 62.6096 | - | | 0.0043 | 20 | 71.224 | - | | 0.0053 | 25 | 58.249 | - | | 0.0064 | 30 | 53.1647 | - | | 0.0075 | 35 | 74.0864 | - | | 0.0086 | 40 | 68.1396 | - | | 0.0096 | 45 | 67.5764 | - | | 0.0107 | 50 | 59.9784 | - | | 0.0118 | 55 | 51.3131 | - | | 0.0128 | 60 | 68.0457 | - | | 0.0139 | 65 | 58.9018 | - | | 0.0150 | 70 | 59.4911 | - | | 0.0160 | 75 | 58.0199 | - | | 0.0171 | 80 | 63.7679 | - | | 0.0182 | 85 | 60.7314 | - | | 0.0192 | 90 | 77.8096 | - | | 0.0203 | 95 | 66.2088 | - | | 0.0214 | 100 | 65.6054 | - | | 0.0224 | 105 | 80.6449 | - | | 0.0235 | 110 | 69.9855 | - | | 0.0246 | 115 | 56.6307 | - | | 0.0257 | 120 | 46.5356 | - | | 0.0267 | 125 | 57.7131 | - | | 0.0278 | 130 | 49.0737 | - | | 0.0289 | 135 | 50.7495 | - | | 0.0299 | 140 | 57.1029 | - | | 0.0310 | 145 | 45.4298 | - | | 0.0321 | 150 | 57.8409 | - | | 0.0331 | 155 | 68.8388 | - | | 0.0342 | 160 | 64.5809 | - | | 0.0353 | 165 | 54.5407 | - | | 0.0363 | 170 | 48.341 | - | | 0.0374 | 175 | 44.3806 | - | | 0.0385 | 180 | 59.123 | - | | 0.0395 | 185 | 59.4863 | - | | 0.0406 | 190 | 65.4498 | - | | 0.0417 | 195 | 52.9526 | - | | 0.0428 | 200 | 46.6744 | - | | 0.0438 | 205 | 37.1728 | - | | 0.0449 | 210 | 63.3973 | - | | 0.0460 | 215 | 51.1136 | - | | 0.0470 | 220 | 40.9712 | - | | 0.0481 | 225 | 46.4765 | - | | 0.0492 | 230 | 47.3894 | - | | 0.0502 | 235 | 36.866 | - | | 0.0513 | 240 | 32.3704 | - | | 0.0524 | 245 | 36.0298 | - | | 0.0534 | 250 | 43.7503 | - | | 0.0545 | 255 | 33.9929 | - | | 0.0556 | 260 | 38.4924 | - | | 0.0566 | 265 | 30.8329 | - | | 0.0577 | 270 | 29.0382 | - | | 0.0588 | 275 | 25.2408 | - | | 0.0599 | 280 | 30.9856 | - | | 0.0609 | 285 | 25.987 | - | | 0.0620 | 290 | 24.4493 | - | | 0.0631 | 295 | 25.6893 | - | | 0.0641 | 300 | 29.4356 | - | | 0.0652 | 305 | 22.2 | - | | 0.0663 | 310 | 24.3048 | - | | 0.0673 | 315 | 18.5714 | - | | 0.0684 | 320 | 17.4822 | - | | 0.0695 | 325 | 15.8966 | - | | 0.0705 | 330 | 14.8771 | - | | 0.0716 | 335 | 16.0905 | - | | 0.0727 | 340 | 11.9737 | - | | 0.0737 | 345 | 12.1407 | - | | 0.0748 | 350 | 11.5492 | - | | 0.0759 | 355 | 13.0664 | - | | 0.0770 | 360 | 10.0428 | - | | 0.0780 | 365 | 9.2962 | - | | 0.0791 | 370 | 8.6304 | - | | 0.0802 | 375 | 5.7954 | - | | 0.0812 | 380 | 6.0213 | - | | 0.0823 | 385 | 6.8873 | - | | 0.0834 | 390 | 5.6347 | - | | 0.0844 | 395 | 5.7346 | - | | 0.0855 | 400 | 4.2817 | - | | 0.0866 | 405 | 3.9817 | - | | 0.0876 | 410 | 3.1871 | - | | 0.0887 | 415 | 3.2088 | - | | 0.0898 | 420 | 3.5216 | - | | 0.0909 | 425 | 2.3657 | - | | 0.0919 | 430 | 2.3054 | - | | 0.0930 | 435 | 2.174 | - | | 0.0941 | 440 | 2.4017 | - | | 0.0951 | 445 | 2.1189 | - | | 0.0962 | 450 | 2.3965 | - | | 0.0973 | 455 | 1.7638 | - | | 0.0983 | 460 | 1.4081 | - | | 0.0994 | 465 | 1.5501 | - | | 0.1005 | 470 | 1.4015 | - | | 0.1015 | 475 | 1.3726 | - | | 0.1026 | 480 | 1.1044 | - | | 0.1037 | 485 | 1.1651 | - | | 0.1047 | 490 | 1.1674 | - | | 0.1058 | 495 | 1.2274 | - | | 0.1069 | 500 | 1.0606 | - | | 0.1080 | 505 | 1.2207 | - | | 0.1090 | 510 | 1.12 | - | | 0.1101 | 515 | 0.9925 | - | | 0.1112 | 520 | 0.9542 | - | | 0.1122 | 525 | 1.1911 | - | | 0.1133 | 530 | 1.2418 | - | | 0.1144 | 535 | 1.0926 | - | | 0.1154 | 540 | 0.9052 | - | | 0.1165 | 545 | 0.9725 | - | | 0.1176 | 550 | 1.0631 | - | | 0.1186 | 555 | 1.0069 | - | | 0.1197 | 560 | 0.9301 | - | | 0.1208 | 565 | 0.7413 | - | | 0.1218 | 570 | 1.0359 | - | | 0.1229 | 575 | 0.9793 | - | | 0.1240 | 580 | 0.7139 | - | | 0.1251 | 585 | 1.0595 | - | | 0.1261 | 590 | 0.8869 | - | | 0.1272 | 595 | 0.8318 | - | | 0.1283 | 600 | 0.7328 | - | | 0.1293 | 605 | 0.7785 | - | | 0.1304 | 610 | 0.8507 | - | | 0.1315 | 615 | 1.0039 | - | | 0.1325 | 620 | 0.7514 | - | | 0.1336 | 625 | 0.6666 | - | | 0.1347 | 630 | 0.6639 | - | | 0.1357 | 635 | 0.77 | - | | 0.1368 | 640 | 0.8079 | - | | 0.1379 | 645 | 0.8061 | - | | 0.1389 | 650 | 0.7666 | - | | 0.1400 | 655 | 0.7835 | - | | 0.1411 | 660 | 0.7319 | - | | 0.1422 | 665 | 0.5945 | - | | 0.1432 | 670 | 0.7008 | - | | 0.1443 | 675 | 0.9728 | - | | 0.1454 | 680 | 0.7346 | - | | 0.1464 | 685 | 0.8463 | - | | 0.1475 | 690 | 0.7251 | - | | 0.1486 | 695 | 0.7444 | - | | 0.1496 | 700 | 0.6496 | - | | 0.1507 | 705 | 0.7623 | - | | 0.1518 | 710 | 0.8285 | - | | 0.1528 | 715 | 0.886 | - | | 0.1539 | 720 | 0.7274 | - | | 0.1550 | 725 | 0.8669 | - | | 0.1560 | 730 | 0.6741 | - | | 0.1571 | 735 | 0.7396 | - | | 0.1582 | 740 | 0.7197 | - | | 0.1593 | 745 | 0.9099 | - | | 0.1603 | 750 | 0.7344 | - | | 0.1614 | 755 | 0.6107 | - | | 0.1625 | 760 | 0.6929 | - | | 0.1635 | 765 | 0.7019 | - | | 0.1646 | 770 | 0.5759 | - | | 0.1657 | 775 | 0.5736 | - | | 0.1667 | 780 | 0.5878 | - | | 0.1678 | 785 | 0.7349 | - | | 0.1689 | 790 | 0.7691 | - | | 0.1699 | 795 | 0.6228 | - | | 0.1710 | 800 | 0.6394 | - | | 0.1721 | 805 | 0.624 | - | | 0.1732 | 810 | 0.6487 | - | | 0.1742 | 815 | 0.6001 | - | | 0.1753 | 820 | 0.6685 | - | | 0.1764 | 825 | 0.8176 | - | | 0.1774 | 830 | 0.6417 | - | | 0.1785 | 835 | 0.6353 | - | | 0.1796 | 840 | 0.5946 | - | | 0.1806 | 845 | 0.6122 | - | | 0.1817 | 850 | 0.6499 | - | | 0.1828 | 855 | 0.601 | - | | 0.1838 | 860 | 0.5404 | - | | 0.1849 | 865 | 0.6574 | - | | 0.1860 | 870 | 0.5377 | - | | 0.1870 | 875 | 0.5537 | - | | 0.1881 | 880 | 0.7377 | - | | 0.1892 | 885 | 0.8466 | - | | 0.1903 | 890 | 0.4808 | - | | 0.1913 | 895 | 0.5482 | - | | 0.1924 | 900 | 0.6588 | - | | 0.1935 | 905 | 0.6953 | - | | 0.1945 | 910 | 0.4803 | - | | 0.1956 | 915 | 0.6869 | - | | 0.1967 | 920 | 0.5393 | - | | 0.1977 | 925 | 0.4829 | - | | 0.1988 | 930 | 0.5071 | - | | 0.1999 | 935 | 0.6828 | - | | 0.2009 | 940 | 0.6468 | - | | 0.2020 | 945 | 0.6169 | - | | 0.2031 | 950 | 0.5389 | - | | 0.2041 | 955 | 0.4527 | - | | 0.2052 | 960 | 0.5405 | - | | 0.2063 | 965 | 0.6583 | - | | 0.2074 | 970 | 0.7037 | - | | 0.2084 | 975 | 0.564 | - | | 0.2095 | 980 | 0.4531 | - | | 0.2106 | 985 | 0.5454 | - | | 0.2116 | 990 | 0.4836 | - | | 0.2127 | 995 | 0.5458 | - | | 0.2138 | 1000 | 0.5202 | - | | 0.2148 | 1005 | 0.5532 | - | | 0.2159 | 1010 | 0.63 | - | | 0.2170 | 1015 | 0.6299 | - | | 0.2180 | 1020 | 0.5405 | - | | 0.2191 | 1025 | 0.4379 | - | | 0.2202 | 1030 | 0.7446 | - | | 0.2212 | 1035 | 0.6652 | - | | 0.2223 | 1040 | 0.6873 | - | | 0.2234 | 1045 | 0.4904 | - | | 0.2245 | 1050 | 0.5763 | - | | 0.2255 | 1055 | 0.5801 | - | | 0.2266 | 1060 | 0.518 | - | | 0.2277 | 1065 | 0.5928 | - | | 0.2287 | 1070 | 0.5575 | - | | 0.2298 | 1075 | 0.497 | - | | 0.2309 | 1080 | 0.4607 | - | | 0.2319 | 1085 | 0.5531 | - | | 0.2330 | 1090 | 0.5372 | - | | 0.2341 | 1095 | 0.4641 | - | | 0.2351 | 1100 | 0.4724 | - | | 0.2362 | 1105 | 0.4422 | - | | 0.2373 | 1110 | 0.4571 | - | | 0.2383 | 1115 | 0.5104 | - | | 0.2394 | 1120 | 0.5217 | - | | 0.2405 | 1125 | 0.4481 | - | | 0.2416 | 1130 | 0.5244 | - | | 0.2426 | 1135 | 0.4593 | - | | 0.2437 | 1140 | 0.5566 | - | | 0.2448 | 1145 | 0.5473 | - | | 0.2458 | 1150 | 0.3649 | - | | 0.2469 | 1155 | 0.5466 | - | | 0.2480 | 1160 | 0.4687 | - | | 0.2490 | 1165 | 0.521 | - | | 0.2501 | 1170 | 0.4539 | - | | 0.2512 | 1175 | 0.5975 | - | | 0.2522 | 1180 | 0.4108 | - | | 0.2533 | 1185 | 0.4052 | - | | 0.2544 | 1190 | 0.3805 | - | | 0.2555 | 1195 | 0.508 | - | | 0.2565 | 1200 | 0.4517 | - | | 0.2576 | 1205 | 0.5546 | - | | 0.2587 | 1210 | 0.5427 | - | | 0.2597 | 1215 | 0.4869 | - | | 0.2608 | 1220 | 0.5849 | - | | 0.2619 | 1225 | 0.4608 | - | | 0.2629 | 1230 | 0.6211 | - | | 0.2640 | 1235 | 0.5136 | - | | 0.2651 | 1240 | 0.4788 | - | | 0.2661 | 1245 | 0.4763 | - | | 0.2672 | 1250 | 0.5398 | - | | 0.2683 | 1255 | 0.5782 | - | | 0.2693 | 1260 | 0.4568 | - | | 0.2704 | 1265 | 0.3874 | - | | 0.2715 | 1270 | 0.4604 | - | | 0.2726 | 1275 | 0.4202 | - | | 0.2736 | 1280 | 0.4467 | - | | 0.2747 | 1285 | 0.3631 | - | | 0.2758 | 1290 | 0.5917 | - | | 0.2768 | 1295 | 0.4315 | - | | 0.2779 | 1300 | 0.3898 | - | | 0.2790 | 1305 | 0.5546 | - | | 0.2800 | 1310 | 0.4766 | - | | 0.2811 | 1315 | 0.5883 | - | | 0.2822 | 1320 | 0.4837 | - | | 0.2832 | 1325 | 0.4576 | - | | 0.2843 | 1330 | 0.3894 | - | | 0.2854 | 1335 | 0.5239 | - | | 0.2864 | 1340 | 0.4255 | - | | 0.2875 | 1345 | 0.3944 | - | | 0.2886 | 1350 | 0.6219 | - | | 0.2897 | 1355 | 0.4791 | - | | 0.2907 | 1360 | 0.4101 | - | | 0.2918 | 1365 | 0.4422 | - | | 0.2929 | 1370 | 0.4426 | - | | 0.2939 | 1375 | 0.4108 | - | | 0.2950 | 1380 | 0.4734 | - | | 0.2961 | 1385 | 0.4678 | - | | 0.2971 | 1390 | 0.4334 | - | | 0.2982 | 1395 | 0.4211 | - | | 0.2993 | 1400 | 0.5807 | - | | 0.3003 | 1405 | 0.5956 | - | | 0.3014 | 1410 | 0.4175 | - | | 0.3025 | 1415 | 0.4233 | - | | 0.3035 | 1420 | 0.4118 | - | | 0.3046 | 1425 | 0.3919 | - | | 0.3057 | 1430 | 0.5152 | - | | 0.3068 | 1435 | 0.393 | - | | 0.3078 | 1440 | 0.3765 | - | | 0.3089 | 1445 | 0.4476 | - | | 0.3100 | 1450 | 0.5094 | - | | 0.3110 | 1455 | 0.4496 | - | | 0.3121 | 1460 | 0.4305 | - | | 0.3132 | 1465 | 0.495 | - | | 0.3142 | 1470 | 0.5561 | - | | 0.3153 | 1475 | 0.4432 | - | | 0.3164 | 1480 | 0.3382 | - | | 0.3174 | 1485 | 0.4209 | - | | 0.3185 | 1490 | 0.3776 | - | | 0.3196 | 1495 | 0.4271 | - | | 0.3206 | 1500 | 0.5628 | - | | 0.3217 | 1505 | 0.4438 | - | | 0.3228 | 1510 | 0.3863 | - | | 0.3239 | 1515 | 0.5629 | - | | 0.3249 | 1520 | 0.4851 | - | | 0.3260 | 1525 | 0.3386 | - | | 0.3271 | 1530 | 0.4546 | - | | 0.3281 | 1535 | 0.4147 | - | | 0.3292 | 1540 | 0.403 | - | | 0.3303 | 1545 | 0.4155 | - | | 0.3313 | 1550 | 0.4831 | - | | 0.3324 | 1555 | 0.388 | - | | 0.3335 | 1560 | 0.4184 | - | | 0.3345 | 1565 | 0.3645 | - | | 0.3356 | 1570 | 0.4653 | - | | 0.3367 | 1575 | 0.5196 | - | | 0.3378 | 1580 | 0.5252 | - | | 0.3388 | 1585 | 0.6971 | - | | 0.3399 | 1590 | 0.3881 | - | | 0.3410 | 1595 | 0.4302 | - | | 0.3420 | 1600 | 0.3701 | - | | 0.3431 | 1605 | 0.3893 | - | | 0.3442 | 1610 | 0.4246 | - | | 0.3452 | 1615 | 0.3006 | - | | 0.3463 | 1620 | 0.7078 | - | | 0.3474 | 1625 | 0.375 | - | | 0.3484 | 1630 | 0.4425 | - | | 0.3495 | 1635 | 0.3841 | - | | 0.3506 | 1640 | 0.4075 | - | | 0.3516 | 1645 | 0.5383 | - | | 0.3527 | 1650 | 0.4623 | - | | 0.3538 | 1655 | 0.3986 | - | | 0.3549 | 1660 | 0.4038 | - | | 0.3559 | 1665 | 0.5615 | - | | 0.3570 | 1670 | 0.5535 | - | | 0.3581 | 1675 | 0.3316 | - | | 0.3591 | 1680 | 0.3916 | - | | 0.3602 | 1685 | 0.3723 | - | | 0.3613 | 1690 | 0.5188 | - | | 0.3623 | 1695 | 0.3817 | - | | 0.3634 | 1700 | 0.4036 | - | | 0.3645 | 1705 | 0.4224 | - | | 0.3655 | 1710 | 0.4171 | - | | 0.3666 | 1715 | 0.4122 | - | | 0.3677 | 1720 | 0.4024 | - | | 0.3687 | 1725 | 0.3882 | - | | 0.3698 | 1730 | 0.3282 | - | | 0.3709 | 1735 | 0.2961 | - | | 0.3720 | 1740 | 0.4568 | - | | 0.3730 | 1745 | 0.3544 | - | | 0.3741 | 1750 | 0.4282 | - | | 0.3752 | 1755 | 0.3798 | - | | 0.3762 | 1760 | 0.4618 | - | | 0.3773 | 1765 | 0.3876 | - | | 0.3784 | 1770 | 0.3393 | - | | 0.3794 | 1775 | 0.4276 | - | | 0.3805 | 1780 | 0.4641 | - | | 0.3816 | 1785 | 0.4248 | - | | 0.3826 | 1790 | 0.3601 | - | | 0.3837 | 1795 | 0.3384 | - | | 0.3848 | 1800 | 0.3598 | - | | 0.3858 | 1805 | 0.4363 | - | | 0.3869 | 1810 | 0.335 | - | | 0.3880 | 1815 | 0.3892 | - | | 0.3891 | 1820 | 0.4103 | - | | 0.3901 | 1825 | 0.3959 | - | | 0.3912 | 1830 | 0.3593 | - | | 0.3923 | 1835 | 0.4366 | - | | 0.3933 | 1840 | 0.3633 | - | | 0.3944 | 1845 | 0.4333 | - | | 0.3955 | 1850 | 0.4825 | - | | 0.3965 | 1855 | 0.3041 | - | | 0.3976 | 1860 | 0.3416 | - | | 0.3987 | 1865 | 0.4578 | - | | 0.3997 | 1870 | 0.5441 | - | | 0.4008 | 1875 | 0.5124 | - | | 0.4019 | 1880 | 0.4026 | - | | 0.4029 | 1885 | 0.4537 | - | | 0.4040 | 1890 | 0.3983 | - | | 0.4051 | 1895 | 0.3894 | - | | 0.4062 | 1900 | 0.4747 | - | | 0.4072 | 1905 | 0.4042 | - | | 0.4083 | 1910 | 0.3477 | - | | 0.4094 | 1915 | 0.4512 | - | | 0.4104 | 1920 | 0.3451 | - | | 0.4115 | 1925 | 0.3983 | - | | 0.4126 | 1930 | 0.62 | - | | 0.4136 | 1935 | 0.4632 | - | | 0.4147 | 1940 | 0.3757 | - | | 0.4158 | 1945 | 0.4752 | - | | 0.4168 | 1950 | 0.453 | - | | 0.4179 | 1955 | 0.4348 | - | | 0.4190 | 1960 | 0.3944 | - | | 0.4201 | 1965 | 0.3702 | - | | 0.4211 | 1970 | 0.3888 | - | | 0.4222 | 1975 | 0.3968 | - | | 0.4233 | 1980 | 0.3609 | - | | 0.4243 | 1985 | 0.4328 | - | | 0.4254 | 1990 | 0.516 | - | | 0.4265 | 1995 | 0.3605 | - | | 0.4275 | 2000 | 0.3094 | - | | 0.4286 | 2005 | 0.3866 | - | | 0.4297 | 2010 | 0.3943 | - | | 0.4307 | 2015 | 0.3931 | - | | 0.4318 | 2020 | 0.3728 | - | | 0.4329 | 2025 | 0.2953 | - | | 0.4339 | 2030 | 0.3547 | - | | 0.4350 | 2035 | 0.4275 | - | | 0.4361 | 2040 | 0.2959 | - | | 0.4372 | 2045 | 0.3245 | - | | 0.4382 | 2050 | 0.4148 | - | | 0.4393 | 2055 | 0.3542 | - | | 0.4404 | 2060 | 0.4493 | - | | 0.4414 | 2065 | 0.376 | - | | 0.4425 | 2070 | 0.322 | - | | 0.4436 | 2075 | 0.3227 | - | | 0.4446 | 2080 | 0.3046 | - | | 0.4457 | 2085 | 0.3064 | - | | 0.4468 | 2090 | 0.3199 | - | | 0.4478 | 2095 | 0.3774 | - | | 0.4489 | 2100 | 0.3212 | - | | 0.4500 | 2105 | 0.3302 | - | | 0.4510 | 2110 | 0.3205 | - | | 0.4521 | 2115 | 0.3673 | - | | 0.4532 | 2120 | 0.3752 | - | | 0.4543 | 2125 | 0.3192 | - | | 0.4553 | 2130 | 0.3372 | - | | 0.4564 | 2135 | 0.321 | - | | 0.4575 | 2140 | 0.4086 | - | | 0.4585 | 2145 | 0.4092 | - | | 0.4596 | 2150 | 0.4591 | - | | 0.4607 | 2155 | 0.503 | - | | 0.4617 | 2160 | 0.4767 | - | | 0.4628 | 2165 | 0.3425 | - | | 0.4639 | 2170 | 0.372 | - | | 0.4649 | 2175 | 0.4671 | - | | 0.4660 | 2180 | 0.3767 | - | | 0.4671 | 2185 | 0.3096 | - | | 0.4681 | 2190 | 0.3654 | - | | 0.4692 | 2195 | 0.4243 | - | | 0.4703 | 2200 | 0.4411 | - | | 0.4714 | 2205 | 0.5001 | - | | 0.4724 | 2210 | 0.3485 | - | | 0.4735 | 2215 | 0.3546 | - | | 0.4746 | 2220 | 0.4037 | - | | 0.4756 | 2225 | 0.3114 | - | | 0.4767 | 2230 | 0.3422 | - | | 0.4778 | 2235 | 0.4241 | - | | 0.4788 | 2240 | 0.3912 | - | | 0.4799 | 2245 | 0.3748 | - | | 0.4810 | 2250 | 0.3746 | - | | 0.4820 | 2255 | 0.3544 | - | | 0.4831 | 2260 | 0.3246 | - | | 0.4842 | 2265 | 0.3739 | - | | 0.4853 | 2270 | 0.3606 | - | | 0.4863 | 2275 | 0.3891 | - | | 0.4874 | 2280 | 0.2855 | - | | 0.4885 | 2285 | 0.4829 | - | | 0.4895 | 2290 | 0.4529 | - | | 0.4906 | 2295 | 0.4819 | - | | 0.4917 | 2300 | 0.3453 | - | | 0.4927 | 2305 | 0.3425 | - | | 0.4938 | 2310 | 0.2884 | - | | 0.4949 | 2315 | 0.3184 | - | | 0.4959 | 2320 | 0.3043 | - | | 0.4970 | 2325 | 0.3746 | - | | 0.4981 | 2330 | 0.4023 | - | | 0.4991 | 2335 | 0.2994 | - | | 0.5002 | 2340 | 0.3858 | - | | 0.5013 | 2345 | 0.3488 | - | | 0.5024 | 2350 | 0.4467 | - | | 0.5034 | 2355 | 0.3199 | - | | 0.5045 | 2360 | 0.3124 | - | | 0.5056 | 2365 | 0.3229 | - | | 0.5066 | 2370 | 0.3416 | - | | 0.5077 | 2375 | 0.3555 | - | | 0.5088 | 2380 | 0.3078 | - | | 0.5098 | 2385 | 0.3105 | - | | 0.5109 | 2390 | 0.3565 | - | | 0.5120 | 2395 | 0.3113 | - | | 0.5130 | 2400 | 0.4326 | - | | 0.5141 | 2405 | 0.4395 | - | | 0.5152 | 2410 | 0.3549 | - | | 0.5162 | 2415 | 0.4271 | - | | 0.5173 | 2420 | 0.3136 | - | | 0.5184 | 2425 | 0.3235 | - | | 0.5195 | 2430 | 0.2909 | - | | 0.5205 | 2435 | 0.3296 | - | | 0.5216 | 2440 | 0.4124 | - | | 0.5227 | 2445 | 0.4444 | - | | 0.5237 | 2450 | 0.3649 | - | | 0.5248 | 2455 | 0.3897 | - | | 0.5259 | 2460 | 0.36 | - | | 0.5269 | 2465 | 0.3899 | - | | 0.5280 | 2470 | 0.3303 | - | | 0.5291 | 2475 | 0.3115 | - | | 0.5301 | 2480 | 0.4637 | - | | 0.5312 | 2485 | 0.4402 | - | | 0.5323 | 2490 | 0.2825 | - | | 0.5333 | 2495 | 0.3389 | - | | 0.5344 | 2500 | 0.3513 | - | | 0.5355 | 2505 | 0.4301 | - | | 0.5366 | 2510 | 0.3733 | - | | 0.5376 | 2515 | 0.3241 | - | | 0.5387 | 2520 | 0.3457 | - | | 0.5398 | 2525 | 0.4533 | - | | 0.5408 | 2530 | 0.3397 | - | | 0.5419 | 2535 | 0.4097 | - | | 0.5430 | 2540 | 0.3083 | - | | 0.5440 | 2545 | 0.3199 | - | | 0.5451 | 2550 | 0.3971 | - | | 0.5462 | 2555 | 0.5229 | - | | 0.5472 | 2560 | 0.3765 | - | | 0.5483 | 2565 | 0.3727 | - | | 0.5494 | 2570 | 0.3252 | - | | 0.5504 | 2575 | 0.2897 | - | | 0.5515 | 2580 | 0.2867 | - | | 0.5526 | 2585 | 0.3058 | - | | 0.5537 | 2590 | 0.461 | - | | 0.5547 | 2595 | 0.2341 | - | | 0.5558 | 2600 | 0.3446 | - | | 0.5569 | 2605 | 0.2844 | - | | 0.5579 | 2610 | 0.3414 | - | | 0.5590 | 2615 | 0.3575 | - | | 0.5601 | 2620 | 0.3799 | - | | 0.5611 | 2625 | 0.3553 | - | | 0.5622 | 2630 | 0.3938 | - | | 0.5633 | 2635 | 0.4941 | - | | 0.5643 | 2640 | 0.3454 | - | | 0.5654 | 2645 | 0.3009 | - | | 0.5665 | 2650 | 0.4625 | - | | 0.5676 | 2655 | 0.3426 | - | | 0.5686 | 2660 | 0.3403 | - | | 0.5697 | 2665 | 0.3571 | - | | 0.5708 | 2670 | 0.235 | - | | 0.5718 | 2675 | 0.3939 | - | | 0.5729 | 2680 | 0.3041 | - | | 0.5740 | 2685 | 0.398 | - | | 0.5750 | 2690 | 0.4327 | - | | 0.5761 | 2695 | 0.3622 | - | | 0.5772 | 2700 | 0.3461 | - | | 0.5782 | 2705 | 0.409 | - | | 0.5793 | 2710 | 0.3561 | - | | 0.5804 | 2715 | 0.3608 | - | | 0.5814 | 2720 | 0.3824 | - | | 0.5825 | 2725 | 0.3403 | - | | 0.5836 | 2730 | 0.4133 | - | | 0.5847 | 2735 | 0.4104 | - | | 0.5857 | 2740 | 0.2704 | - | | 0.5868 | 2745 | 0.275 | - | | 0.5879 | 2750 | 0.3642 | - | | 0.5889 | 2755 | 0.3882 | - | | 0.5900 | 2760 | 0.445 | - | | 0.5911 | 2765 | 0.275 | - | | 0.5921 | 2770 | 0.3727 | - | | 0.5932 | 2775 | 0.3458 | - | | 0.5943 | 2780 | 0.3775 | - | | 0.5953 | 2785 | 0.3731 | - | | 0.5964 | 2790 | 0.3073 | - | | 0.5975 | 2795 | 0.3113 | - | | 0.5985 | 2800 | 0.3666 | - | | 0.5996 | 2805 | 0.3769 | - | | 0.6007 | 2810 | 0.3267 | - | | 0.6018 | 2815 | 0.2513 | - | | 0.6028 | 2820 | 0.273 | - | | 0.6039 | 2825 | 0.3712 | - | | 0.6050 | 2830 | 0.4728 | - | | 0.6060 | 2835 | 0.3608 | - | | 0.6071 | 2840 | 0.3765 | - | | 0.6082 | 2845 | 0.3285 | - | | 0.6092 | 2850 | 0.4822 | - | | 0.6103 | 2855 | 0.3185 | - | | 0.6114 | 2860 | 0.3027 | - | | 0.6124 | 2865 | 0.3819 | - | | 0.6135 | 2870 | 0.2819 | - | | 0.6146 | 2875 | 0.3369 | - | | 0.6156 | 2880 | 0.331 | - | | 0.6167 | 2885 | 0.3662 | - | | 0.6178 | 2890 | 0.3472 | - | | 0.6189 | 2895 | 0.387 | - | | 0.6199 | 2900 | 0.3017 | - | | 0.6210 | 2905 | 0.2628 | - | | 0.6221 | 2910 | 0.2683 | - | | 0.6231 | 2915 | 0.3189 | - | | 0.6242 | 2920 | 0.3389 | - | | 0.6253 | 2925 | 0.3552 | - | | 0.6263 | 2930 | 0.2784 | - | | 0.6274 | 2935 | 0.3416 | - | | 0.6285 | 2940 | 0.3805 | - | | 0.6295 | 2945 | 0.4616 | - | | 0.6306 | 2950 | 0.3584 | - | | 0.6317 | 2955 | 0.3439 | - | | 0.6327 | 2960 | 0.3569 | - | | 0.6338 | 2965 | 0.2775 | - | | 0.6349 | 2970 | 0.3758 | - | | 0.6360 | 2975 | 0.4178 | - | | 0.6370 | 2980 | 0.2725 | - | | 0.6381 | 2985 | 0.4838 | - | | 0.6392 | 2990 | 0.3184 | - | | 0.6402 | 2995 | 0.3265 | - | | 0.6413 | 3000 | 0.3344 | - | | 0.6424 | 3005 | 0.284 | - | | 0.6434 | 3010 | 0.3337 | - | | 0.6445 | 3015 | 0.3085 | - | | 0.6456 | 3020 | 0.3685 | - | | 0.6466 | 3025 | 0.4621 | - | | 0.6477 | 3030 | 0.2958 | - | | 0.6488 | 3035 | 0.4165 | - | | 0.6499 | 3040 | 0.336 | - | | 0.6509 | 3045 | 0.328 | - | | 0.6520 | 3050 | 0.3256 | - | | 0.6531 | 3055 | 0.2877 | - | | 0.6541 | 3060 | 0.3468 | - | | 0.6552 | 3065 | 0.3836 | - | | 0.6563 | 3070 | 0.3084 | - | | 0.6573 | 3075 | 0.2879 | - | | 0.6584 | 3080 | 0.2836 | - | | 0.6595 | 3085 | 0.3049 | - | | 0.6605 | 3090 | 0.3972 | - | | 0.6616 | 3095 | 0.3189 | - | | 0.6627 | 3100 | 0.207 | - | | 0.6637 | 3105 | 0.2844 | - | | 0.6648 | 3110 | 0.3583 | - | | 0.6659 | 3115 | 0.2681 | - | | 0.6670 | 3120 | 0.3788 | - | | 0.6680 | 3125 | 0.3335 | - | | 0.6691 | 3130 | 0.2958 | - | | 0.6702 | 3135 | 0.343 | - | | 0.6712 | 3140 | 0.3026 | - | | 0.6723 | 3145 | 0.3575 | - | | 0.6734 | 3150 | 0.3962 | - | | 0.6744 | 3155 | 0.292 | - | | 0.6755 | 3160 | 0.4226 | - | | 0.6766 | 3165 | 0.3999 | - | | 0.6776 | 3170 | 0.3949 | - | | 0.6787 | 3175 | 0.2844 | - | | 0.6798 | 3180 | 0.3003 | - | | 0.6808 | 3185 | 0.2636 | - | | 0.6819 | 3190 | 0.2334 | - | | 0.6830 | 3195 | 0.2574 | - | | 0.6841 | 3200 | 0.3476 | - | | 0.6851 | 3205 | 0.3763 | - | | 0.6862 | 3210 | 0.2873 | - | | 0.6873 | 3215 | 0.2859 | - | | 0.6883 | 3220 | 0.3335 | - | | 0.6894 | 3225 | 0.3712 | - | | 0.6905 | 3230 | 0.4072 | - | | 0.6915 | 3235 | 0.3442 | - | | 0.6926 | 3240 | 0.32 | - | | 0.6937 | 3245 | 0.3076 | - | | 0.6947 | 3250 | 0.3134 | - | | 0.6958 | 3255 | 0.3155 | - | | 0.6969 | 3260 | 0.3097 | - | | 0.6979 | 3265 | 0.2727 | - | | 0.6990 | 3270 | 0.3666 | - | | 0.7001 | 3275 | 0.3049 | - | | 0.7012 | 3280 | 0.3506 | - | | 0.7022 | 3285 | 0.3027 | - | | 0.7033 | 3290 | 0.2706 | - | | 0.7044 | 3295 | 0.3165 | - | | 0.7054 | 3300 | 0.3567 | - | | 0.7065 | 3305 | 0.2795 | - | | 0.7076 | 3310 | 0.2905 | - | | 0.7086 | 3315 | 0.2946 | - | | 0.7097 | 3320 | 0.298 | - | | 0.7108 | 3325 | 0.289 | - | | 0.7118 | 3330 | 0.3194 | - | | 0.7129 | 3335 | 0.2719 | - | | 0.7140 | 3340 | 0.3079 | - | | 0.7150 | 3345 | 0.3373 | - | | 0.7161 | 3350 | 0.3103 | - | | 0.7172 | 3355 | 0.3384 | - | | 0.7183 | 3360 | 0.3785 | - | | 0.7193 | 3365 | 0.2583 | - | | 0.7204 | 3370 | 0.2992 | - | | 0.7215 | 3375 | 0.2196 | - | | 0.7225 | 3380 | 0.3438 | - | | 0.7236 | 3385 | 0.333 | - | | 0.7247 | 3390 | 0.4422 | - | | 0.7257 | 3395 | 0.458 | - | | 0.7268 | 3400 | 0.2526 | - | | 0.7279 | 3405 | 0.2443 | - | | 0.7289 | 3410 | 0.4024 | - | | 0.7300 | 3415 | 0.3057 | - | | 0.7311 | 3420 | 0.3417 | - | | 0.7322 | 3425 | 0.3535 | - | | 0.7332 | 3430 | 0.3814 | - | | 0.7343 | 3435 | 0.3196 | - | | 0.7354 | 3440 | 0.2738 | - | | 0.7364 | 3445 | 0.2127 | - | | 0.7375 | 3450 | 0.2415 | - | | 0.7386 | 3455 | 0.368 | - | | 0.7396 | 3460 | 0.2965 | - | | 0.7407 | 3465 | 0.3676 | - | | 0.7418 | 3470 | 0.4793 | - | | 0.7428 | 3475 | 0.2924 | - | | 0.7439 | 3480 | 0.3051 | - | | 0.7450 | 3485 | 0.3206 | - | | 0.7460 | 3490 | 0.3062 | - | | 0.7471 | 3495 | 0.3099 | - | | 0.7482 | 3500 | 0.3528 | - | | 0.7493 | 3505 | 0.3075 | - | | 0.7503 | 3510 | 0.3132 | - | | 0.7514 | 3515 | 0.3789 | - | | 0.7525 | 3520 | 0.3316 | - | | 0.7535 | 3525 | 0.3113 | - | | 0.7546 | 3530 | 0.2481 | - | | 0.7557 | 3535 | 0.3174 | - | | 0.7567 | 3540 | 0.3116 | - | | 0.7578 | 3545 | 0.29 | - | | 0.7589 | 3550 | 0.33 | - | | 0.7599 | 3555 | 0.2002 | - | | 0.7610 | 3560 | 0.3566 | - | | 0.7621 | 3565 | 0.2618 | - | | 0.7631 | 3570 | 0.316 | - | | 0.7642 | 3575 | 0.2997 | - | | 0.7653 | 3580 | 0.2809 | - | | 0.7664 | 3585 | 0.2023 | - | | 0.7674 | 3590 | 0.2726 | - | | 0.7685 | 3595 | 0.2878 | - | | 0.7696 | 3600 | 0.4026 | - | | 0.7706 | 3605 | 0.3205 | - | | 0.7717 | 3610 | 0.3092 | - | | 0.7728 | 3615 | 0.3249 | - | | 0.7738 | 3620 | 0.2898 | - | | 0.7749 | 3625 | 0.3464 | - | | 0.7760 | 3630 | 0.3755 | - | | 0.7770 | 3635 | 0.3236 | - | | 0.7781 | 3640 | 0.3298 | - | | 0.7792 | 3645 | 0.3301 | - | | 0.7802 | 3650 | 0.2428 | - | | 0.7813 | 3655 | 0.2789 | - | | 0.7824 | 3660 | 0.4398 | - | | 0.7835 | 3665 | 0.3211 | - | | 0.7845 | 3670 | 0.3079 | - | | 0.7856 | 3675 | 0.2765 | - | | 0.7867 | 3680 | 0.2414 | - | | 0.7877 | 3685 | 0.3142 | - | | 0.7888 | 3690 | 0.4895 | - | | 0.7899 | 3695 | 0.3058 | - | | 0.7909 | 3700 | 0.2568 | - | | 0.7920 | 3705 | 0.2505 | - | | 0.7931 | 3710 | 0.3416 | - | | 0.7941 | 3715 | 0.2867 | - | | 0.7952 | 3720 | 0.2696 | - | | 0.7963 | 3725 | 0.293 | - | | 0.7973 | 3730 | 0.2741 | - | | 0.7984 | 3735 | 0.3276 | - | | 0.7995 | 3740 | 0.2688 | - | | 0.8006 | 3745 | 0.2408 | - | | 0.8016 | 3750 | 0.2926 | - | | 0.8027 | 3755 | 0.3119 | - | | 0.8038 | 3760 | 0.3018 | - | | 0.8048 | 3765 | 0.3448 | - | | 0.8059 | 3770 | 0.3539 | - | | 0.8070 | 3775 | 0.2776 | - | | 0.8080 | 3780 | 0.2255 | - | | 0.8091 | 3785 | 0.2507 | - | | 0.8102 | 3790 | 0.3463 | - | | 0.8112 | 3795 | 0.2849 | - | | 0.8123 | 3800 | 0.2678 | - | | 0.8134 | 3805 | 0.3446 | - | | 0.8145 | 3810 | 0.344 | - | | 0.8155 | 3815 | 0.3305 | - | | 0.8166 | 3820 | 0.2728 | - | | 0.8177 | 3825 | 0.4181 | - | | 0.8187 | 3830 | 0.3351 | - | | 0.8198 | 3835 | 0.2646 | - | | 0.8209 | 3840 | 0.2628 | - | | 0.8219 | 3845 | 0.2747 | - | | 0.8230 | 3850 | 0.2253 | - | | 0.8241 | 3855 | 0.2741 | - | | 0.8251 | 3860 | 0.3982 | - | | 0.8262 | 3865 | 0.3014 | - | | 0.8273 | 3870 | 0.2696 | - | | 0.8283 | 3875 | 0.2607 | - | | 0.8294 | 3880 | 0.3154 | - | | 0.8305 | 3885 | 0.3275 | - | | 0.8316 | 3890 | 0.274 | - | | 0.8326 | 3895 | 0.3042 | - | | 0.8337 | 3900 | 0.2692 | - | | 0.8348 | 3905 | 0.2505 | - | | 0.8358 | 3910 | 0.3762 | - | | 0.8369 | 3915 | 0.2467 | - | | 0.8380 | 3920 | 0.2227 | - | | 0.8390 | 3925 | 0.2513 | - | | 0.8401 | 3930 | 0.313 | - | | 0.8412 | 3935 | 0.265 | - | | 0.8422 | 3940 | 0.2839 | - | | 0.8433 | 3945 | 0.3432 | - | | 0.8444 | 3950 | 0.2168 | - | | 0.8454 | 3955 | 0.3083 | - | | 0.8465 | 3960 | 0.3362 | - | | 0.8476 | 3965 | 0.2897 | - | | 0.8487 | 3970 | 0.299 | - | | 0.8497 | 3975 | 0.3421 | - | | 0.8508 | 3980 | 0.2886 | - | | 0.8519 | 3985 | 0.3563 | - | | 0.8529 | 3990 | 0.3204 | - | | 0.8540 | 3995 | 0.3025 | - | | 0.8551 | 4000 | 0.2813 | - | | 0.8561 | 4005 | 0.2787 | - | | 0.8572 | 4010 | 0.2643 | - | | 0.8583 | 4015 | 0.291 | - | | 0.8593 | 4020 | 0.2467 | - | | 0.8604 | 4025 | 0.3489 | - | | 0.8615 | 4030 | 0.2613 | - | | 0.8625 | 4035 | 0.3007 | - | | 0.8636 | 4040 | 0.2685 | - | | 0.8647 | 4045 | 0.2984 | - | | 0.8658 | 4050 | 0.2321 | - | | 0.8668 | 4055 | 0.2417 | - | | 0.8679 | 4060 | 0.3164 | - | | 0.8690 | 4065 | 0.3769 | - | | 0.8700 | 4070 | 0.3385 | - | | 0.8711 | 4075 | 0.3135 | - | | 0.8722 | 4080 | 0.3295 | - | | 0.8732 | 4085 | 0.2992 | - | | 0.8743 | 4090 | 0.2723 | - | | 0.8754 | 4095 | 0.2805 | - | | 0.8764 | 4100 | 0.2171 | - | | 0.8775 | 4105 | 0.2618 | - | | 0.8786 | 4110 | 0.2994 | - | | 0.8796 | 4115 | 0.2866 | - | | 0.8807 | 4120 | 0.2091 | - | | 0.8818 | 4125 | 0.3285 | - | | 0.8829 | 4130 | 0.2854 | - | | 0.8839 | 4135 | 0.3004 | - | | 0.8850 | 4140 | 0.2335 | - | | 0.8861 | 4145 | 0.2919 | - | | 0.8871 | 4150 | 0.2786 | - | | 0.8882 | 4155 | 0.3312 | - | | 0.8893 | 4160 | 0.2677 | - | | 0.8903 | 4165 | 0.2774 | - | | 0.8914 | 4170 | 0.2649 | - | | 0.8925 | 4175 | 0.3119 | - | | 0.8935 | 4180 | 0.243 | - | | 0.8946 | 4185 | 0.292 | - | | 0.8957 | 4190 | 0.352 | - | | 0.8968 | 4195 | 0.2422 | - | | 0.8978 | 4200 | 0.2427 | - | | 0.8989 | 4205 | 0.2246 | - | | 0.9000 | 4210 | 0.2275 | - | | 0.9010 | 4215 | 0.3766 | - | | 0.9021 | 4220 | 0.2748 | - | | 0.9032 | 4225 | 0.2941 | - | | 0.9042 | 4230 | 0.2693 | - | | 0.9053 | 4235 | 0.3058 | - | | 0.9064 | 4240 | 0.2167 | - | | 0.9074 | 4245 | 0.2371 | - | | 0.9085 | 4250 | 0.2199 | - | | 0.9096 | 4255 | 0.2803 | - | | 0.9106 | 4260 | 0.2765 | - | | 0.9117 | 4265 | 0.2734 | - | | 0.9128 | 4270 | 0.3345 | - | | 0.9139 | 4275 | 0.2873 | - | | 0.9149 | 4280 | 0.2506 | - | | 0.9160 | 4285 | 0.2335 | - | | 0.9171 | 4290 | 0.3218 | - | | 0.9181 | 4295 | 0.2971 | - | | 0.9192 | 4300 | 0.2296 | - | | 0.9203 | 4305 | 0.3087 | - | | 0.9213 | 4310 | 0.3353 | - | | 0.9224 | 4315 | 0.3046 | - | | 0.9235 | 4320 | 0.3431 | - | | 0.9245 | 4325 | 0.2707 | - | | 0.9256 | 4330 | 0.284 | - | | 0.9267 | 4335 | 0.2714 | - | | 0.9277 | 4340 | 0.2751 | - | | 0.9288 | 4345 | 0.3047 | - | | 0.9299 | 4350 | 0.2867 | - | | 0.9310 | 4355 | 0.2895 | - | | 0.9320 | 4360 | 0.2749 | - | | 0.9331 | 4365 | 0.2549 | - | | 0.9342 | 4370 | 0.2648 | - | | 0.9352 | 4375 | 0.3001 | - | | 0.9363 | 4380 | 0.3198 | - | | 0.9374 | 4385 | 0.2583 | - | | 0.9384 | 4390 | 0.2894 | - | | 0.9395 | 4395 | 0.3017 | - | | 0.9406 | 4400 | 0.2754 | - | | 0.9416 | 4405 | 0.3289 | - | | 0.9427 | 4410 | 0.2787 | - | | 0.9438 | 4415 | 0.2406 | - | | 0.9448 | 4420 | 0.3144 | - | | 0.9459 | 4425 | 0.3237 | - | | 0.9470 | 4430 | 0.2641 | - | | 0.9481 | 4435 | 0.2875 | - | | 0.9491 | 4440 | 0.3211 | - | | 0.9502 | 4445 | 0.2403 | - | | 0.9513 | 4450 | 0.3018 | - | | 0.9523 | 4455 | 0.2531 | - | | 0.9534 | 4460 | 0.349 | - | | 0.9545 | 4465 | 0.238 | - | | 0.9555 | 4470 | 0.2768 | - | | 0.9566 | 4475 | 0.2944 | - | | 0.9577 | 4480 | 0.3043 | - | | 0.9587 | 4485 | 0.2434 | - | | 0.9598 | 4490 | 0.2451 | - | | 0.9609 | 4495 | 0.213 | - | | 0.9619 | 4500 | 0.26 | - | | 0.9630 | 4505 | 0.3173 | - | | 0.9641 | 4510 | 0.2745 | - | | 0.9652 | 4515 | 0.2824 | - | | 0.9662 | 4520 | 0.2769 | - | | 0.9673 | 4525 | 0.2464 | - | | 0.9684 | 4530 | 0.3213 | - | | 0.9694 | 4535 | 0.3606 | - | | 0.9705 | 4540 | 0.2183 | - | | 0.9716 | 4545 | 0.2567 | - | | 0.9726 | 4550 | 0.2521 | - | | 0.9737 | 4555 | 0.2696 | - | | 0.9748 | 4560 | 0.3409 | - | | 0.9758 | 4565 | 0.2732 | - | | 0.9769 | 4570 | 0.3003 | - | | 0.9780 | 4575 | 0.3426 | - | | 0.9791 | 4580 | 0.2873 | - | | 0.9801 | 4585 | 0.3 | - | | 0.9812 | 4590 | 0.2074 | - | | 0.9823 | 4595 | 0.2521 | - | | 0.9833 | 4600 | 0.3123 | - | | 0.9844 | 4605 | 0.2492 | - | | 0.9855 | 4610 | 0.3012 | - | | 0.9865 | 4615 | 0.2516 | - | | 0.9876 | 4620 | 0.3629 | - | | 0.9887 | 4625 | 0.2484 | - | | 0.9897 | 4630 | 0.2749 | - | | 0.9908 | 4635 | 0.2064 | - | | 0.9919 | 4640 | 0.3089 | - | | 0.9929 | 4645 | 0.3145 | - | | 0.9940 | 4650 | 0.2357 | - | | 0.9951 | 4655 | 0.2803 | - | | 0.9962 | 4660 | 0.2437 | - | | 0.9972 | 4665 | 0.2708 | - | | 0.9983 | 4670 | 0.253 | - | | 0.9994 | 4675 | 0.2219 | - | | 1.0 | 4678 | - | 0.1271 | | 1.0004 | 4680 | 0.2621 | - | | 1.0015 | 4685 | 0.382 | - | | 1.0026 | 4690 | 0.3026 | - | | 1.0036 | 4695 | 0.3643 | - | | 1.0047 | 4700 | 0.382 | - | | 1.0058 | 4705 | 0.3082 | - | | 1.0068 | 4710 | 0.3411 | - | | 1.0079 | 4715 | 0.317 | - | | 1.0090 | 4720 | 0.4396 | - | | 1.0100 | 4725 | 0.4034 | - | | 1.0111 | 4730 | 0.2875 | - | | 1.0122 | 4735 | 0.4919 | - | | 1.0133 | 4740 | 0.3118 | - | | 1.0143 | 4745 | 0.3976 | - | | 1.0154 | 4750 | 0.2919 | - | | 1.0165 | 4755 | 0.5247 | - | | 1.0175 | 4760 | 0.2126 | - | | 1.0186 | 4765 | 0.3455 | - | | 1.0197 | 4770 | 0.3498 | - | | 1.0207 | 4775 | 0.29 | - | | 1.0218 | 4780 | 0.3684 | - | | 1.0229 | 4785 | 0.3033 | - | | 1.0239 | 4790 | 0.2747 | - | | 1.0250 | 4795 | 0.2813 | - | | 1.0261 | 4800 | 0.2945 | - | | 1.0271 | 4805 | 0.421 | - | | 1.0282 | 4810 | 0.3365 | - | | 1.0293 | 4815 | 0.3708 | - | | 1.0304 | 4820 | 0.4345 | - | | 1.0314 | 4825 | 0.3728 | - | | 1.0325 | 4830 | 0.3173 | - | | 1.0336 | 4835 | 0.2574 | - | | 1.0346 | 4840 | 0.3128 | - | | 1.0357 | 4845 | 0.2542 | - | | 1.0368 | 4850 | 0.1649 | - | | 1.0378 | 4855 | 0.4091 | - | | 1.0389 | 4860 | 0.3553 | - | | 1.0400 | 4865 | 0.5474 | - | | 1.0410 | 4870 | 0.3586 | - | | 1.0421 | 4875 | 0.2589 | - | | 1.0432 | 4880 | 0.3143 | - | | 1.0442 | 4885 | 0.3248 | - | | 1.0453 | 4890 | 0.4631 | - | | 1.0464 | 4895 | 0.2977 | - | | 1.0475 | 4900 | 0.2487 | - | | 1.0485 | 4905 | 0.3554 | - | | 1.0496 | 4910 | 0.3579 | - | | 1.0507 | 4915 | 0.3562 | - | | 1.0517 | 4920 | 0.4625 | - | | 1.0528 | 4925 | 0.2834 | - | | 1.0539 | 4930 | 0.4072 | - | | 1.0549 | 4935 | 0.2831 | - | | 1.0560 | 4940 | 0.2642 | - | | 1.0571 | 4945 | 0.2887 | - | | 1.0581 | 4950 | 0.4394 | - | | 1.0592 | 4955 | 0.2957 | - | | 1.0603 | 4960 | 0.298 | - | | 1.0614 | 4965 | 0.2643 | - | | 1.0624 | 4970 | 0.3147 | - | | 1.0635 | 4975 | 0.3433 | - | | 1.0646 | 4980 | 0.2797 | - | | 1.0656 | 4985 | 0.2958 | - | | 1.0667 | 4990 | 0.3972 | - | | 1.0678 | 4995 | 0.3361 | - | | 1.0688 | 5000 | 0.3174 | - | | 1.0699 | 5005 | 0.3346 | - | | 1.0710 | 5010 | 0.326 | - | | 1.0720 | 5015 | 0.2975 | - | | 1.0731 | 5020 | 0.3303 | - | | 1.0742 | 5025 | 0.2285 | - | | 1.0752 | 5030 | 0.3798 | - | | 1.0763 | 5035 | 0.2882 | - | | 1.0774 | 5040 | 0.4249 | - | | 1.0785 | 5045 | 0.4139 | - | | 1.0795 | 5050 | 0.4502 | - | | 1.0806 | 5055 | 0.3521 | - | | 1.0817 | 5060 | 0.342 | - | | 1.0827 | 5065 | 0.294 | - | | 1.0838 | 5070 | 0.2994 | - | | 1.0849 | 5075 | 0.3467 | - | | 1.0859 | 5080 | 0.443 | - | | 1.0870 | 5085 | 0.2759 | - | | 1.0881 | 5090 | 0.2614 | - | | 1.0891 | 5095 | 0.3649 | - | | 1.0902 | 5100 | 0.3699 | - | | 1.0913 | 5105 | 0.3785 | - | | 1.0923 | 5110 | 0.325 | - | | 1.0934 | 5115 | 0.3954 | - | | 1.0945 | 5120 | 0.2887 | - | | 1.0956 | 5125 | 0.2565 | - | | 1.0966 | 5130 | 0.2661 | - | | 1.0977 | 5135 | 0.286 | - | | 1.0988 | 5140 | 0.3969 | - | | 1.0998 | 5145 | 0.2451 | - | | 1.1009 | 5150 | 0.2472 | - | | 1.1020 | 5155 | 0.286 | - | | 1.1030 | 5160 | 0.3109 | - | | 1.1041 | 5165 | 0.441 | - | | 1.1052 | 5170 | 0.3494 | - | | 1.1062 | 5175 | 0.345 | - | | 1.1073 | 5180 | 0.2503 | - | | 1.1084 | 5185 | 0.3922 | - | | 1.1094 | 5190 | 0.3429 | - | | 1.1105 | 5195 | 0.3437 | - | | 1.1116 | 5200 | 0.2751 | - | | 1.1127 | 5205 | 0.3634 | - | | 1.1137 | 5210 | 0.2685 | - | | 1.1148 | 5215 | 0.2121 | - | | 1.1159 | 5220 | 0.4083 | - | | 1.1169 | 5225 | 0.2497 | - | | 1.1180 | 5230 | 0.3521 | - | | 1.1191 | 5235 | 0.3048 | - | | 1.1201 | 5240 | 0.2622 | - | | 1.1212 | 5245 | 0.2651 | - | | 1.1223 | 5250 | 0.2971 | - | | 1.1233 | 5255 | 0.3186 | - | | 1.1244 | 5260 | 0.3277 | - | | 1.1255 | 5265 | 0.2521 | - | | 1.1265 | 5270 | 0.3114 | - | | 1.1276 | 5275 | 0.3582 | - | | 1.1287 | 5280 | 0.3617 | - | | 1.1298 | 5285 | 0.328 | - | | 1.1308 | 5290 | 0.2627 | - | | 1.1319 | 5295 | 0.3054 | - | | 1.1330 | 5300 | 0.5342 | - | | 1.1340 | 5305 | 0.2956 | - | | 1.1351 | 5310 | 0.3008 | - | | 1.1362 | 5315 | 0.4844 | - | | 1.1372 | 5320 | 0.2941 | - | | 1.1383 | 5325 | 0.3928 | - | | 1.1394 | 5330 | 0.2804 | - | | 1.1404 | 5335 | 0.2605 | - | | 1.1415 | 5340 | 0.2871 | - | | 1.1426 | 5345 | 0.2106 | - | | 1.1437 | 5350 | 0.3053 | - | | 1.1447 | 5355 | 0.3719 | - | | 1.1458 | 5360 | 0.396 | - | | 1.1469 | 5365 | 0.4105 | - | | 1.1479 | 5370 | 0.3882 | - | | 1.1490 | 5375 | 0.2815 | - | | 1.1501 | 5380 | 0.2477 | - | | 1.1511 | 5385 | 0.2798 | - | | 1.1522 | 5390 | 0.2758 | - | | 1.1533 | 5395 | 0.2938 | - | | 1.1543 | 5400 | 0.3946 | - | | 1.1554 | 5405 | 0.2348 | - | | 1.1565 | 5410 | 0.2701 | - | | 1.1575 | 5415 | 0.3154 | - | | 1.1586 | 5420 | 0.2617 | - | | 1.1597 | 5425 | 0.3529 | - | | 1.1608 | 5430 | 0.2858 | - | | 1.1618 | 5435 | 0.42 | - | | 1.1629 | 5440 | 0.3894 | - | | 1.1640 | 5445 | 0.3073 | - | | 1.1650 | 5450 | 0.2824 | - | | 1.1661 | 5455 | 0.3139 | - | | 1.1672 | 5460 | 0.4651 | - | | 1.1682 | 5465 | 0.2611 | - | | 1.1693 | 5470 | 0.2663 | - | | 1.1704 | 5475 | 0.252 | - | | 1.1714 | 5480 | 0.4996 | - | | 1.1725 | 5485 | 0.2786 | - | | 1.1736 | 5490 | 0.2628 | - | | 1.1746 | 5495 | 0.3326 | - | | 1.1757 | 5500 | 0.3294 | - | | 1.1768 | 5505 | 0.341 | - | | 1.1779 | 5510 | 0.2878 | - | | 1.1789 | 5515 | 0.354 | - | | 1.1800 | 5520 | 0.2667 | - | | 1.1811 | 5525 | 0.2932 | - | | 1.1821 | 5530 | 0.2608 | - | | 1.1832 | 5535 | 0.3078 | - | | 1.1843 | 5540 | 0.4028 | - | | 1.1853 | 5545 | 0.3429 | - | | 1.1864 | 5550 | 0.3481 | - | | 1.1875 | 5555 | 0.2931 | - | | 1.1885 | 5560 | 0.2719 | - | | 1.1896 | 5565 | 0.3968 | - | | 1.1907 | 5570 | 0.4653 | - | | 1.1917 | 5575 | 0.2727 | - | | 1.1928 | 5580 | 0.4521 | - | | 1.1939 | 5585 | 0.3042 | - | | 1.1950 | 5590 | 0.2687 | - | | 1.1960 | 5595 | 0.2892 | - | | 1.1971 | 5600 | 0.2515 | - | | 1.1982 | 5605 | 0.3022 | - | | 1.1992 | 5610 | 0.4018 | - | | 1.2003 | 5615 | 0.2532 | - | | 1.2014 | 5620 | 0.2285 | - | | 1.2024 | 5625 | 0.3307 | - | | 1.2035 | 5630 | 0.2353 | - | | 1.2046 | 5635 | 0.3137 | - | | 1.2056 | 5640 | 0.2549 | - | | 1.2067 | 5645 | 0.2901 | - | | 1.2078 | 5650 | 0.4423 | - | | 1.2088 | 5655 | 0.2959 | - | | 1.2099 | 5660 | 0.2523 | - | | 1.2110 | 5665 | 0.1746 | - | | 1.2121 | 5670 | 0.3541 | - | | 1.2131 | 5675 | 0.2801 | - | | 1.2142 | 5680 | 0.2846 | - | | 1.2153 | 5685 | 0.3503 | - | | 1.2163 | 5690 | 0.2831 | - | | 1.2174 | 5695 | 0.2708 | - | | 1.2185 | 5700 | 0.2846 | - | | 1.2195 | 5705 | 0.3136 | - | | 1.2206 | 5710 | 0.3377 | - | | 1.2217 | 5715 | 0.4648 | - | | 1.2227 | 5720 | 0.371 | - | | 1.2238 | 5725 | 0.3419 | - | | 1.2249 | 5730 | 0.3034 | - | | 1.2260 | 5735 | 0.2912 | - | | 1.2270 | 5740 | 0.3251 | - | | 1.2281 | 5745 | 0.3989 | - | | 1.2292 | 5750 | 0.3193 | - | | 1.2302 | 5755 | 0.3586 | - | | 1.2313 | 5760 | 0.2832 | - | | 1.2324 | 5765 | 0.389 | - | | 1.2334 | 5770 | 0.3889 | - | | 1.2345 | 5775 | 0.2243 | - | | 1.2356 | 5780 | 0.2416 | - | | 1.2366 | 5785 | 0.3066 | - | | 1.2377 | 5790 | 0.3227 | - | | 1.2388 | 5795 | 0.3194 | - | | 1.2398 | 5800 | 0.3851 | - | | 1.2409 | 5805 | 0.2793 | - | | 1.2420 | 5810 | 0.2482 | - | | 1.2431 | 5815 | 0.3311 | - | | 1.2441 | 5820 | 0.2456 | - | | 1.2452 | 5825 | 0.3267 | - | | 1.2463 | 5830 | 0.2496 | - | | 1.2473 | 5835 | 0.2896 | - | | 1.2484 | 5840 | 0.2717 | - | | 1.2495 | 5845 | 0.344 | - | | 1.2505 | 5850 | 0.1997 | - | | 1.2516 | 5855 | 0.2454 | - | | 1.2527 | 5860 | 0.2923 | - | | 1.2537 | 5865 | 0.268 | - | | 1.2548 | 5870 | 0.2469 | - | | 1.2559 | 5875 | 0.2488 | - | | 1.2569 | 5880 | 0.2809 | - | | 1.2580 | 5885 | 0.2967 | - | | 1.2591 | 5890 | 0.3366 | - | | 1.2602 | 5895 | 0.2968 | - | | 1.2612 | 5900 | 0.2 | - | | 1.2623 | 5905 | 0.2761 | - | | 1.2634 | 5910 | 0.2177 | - | | 1.2644 | 5915 | 0.2721 | - | | 1.2655 | 5920 | 0.2592 | - | | 1.2666 | 5925 | 0.453 | - | | 1.2676 | 5930 | 0.1952 | - | | 1.2687 | 5935 | 0.3269 | - | | 1.2698 | 5940 | 0.2776 | - | | 1.2708 | 5945 | 0.2627 | - | | 1.2719 | 5950 | 0.2524 | - | | 1.2730 | 5955 | 0.2713 | - | | 1.2740 | 5960 | 0.2618 | - | | 1.2751 | 5965 | 0.2735 | - | | 1.2762 | 5970 | 0.327 | - | | 1.2773 | 5975 | 0.3294 | - | | 1.2783 | 5980 | 0.3299 | - | | 1.2794 | 5985 | 0.2328 | - | | 1.2805 | 5990 | 0.2554 | - | | 1.2815 | 5995 | 0.3285 | - | | 1.2826 | 6000 | 0.2884 | - | | 1.2837 | 6005 | 0.3201 | - | | 1.2847 | 6010 | 0.3529 | - | | 1.2858 | 6015 | 0.3113 | - | | 1.2869 | 6020 | 0.386 | - | | 1.2879 | 6025 | 0.2453 | - | | 1.2890 | 6030 | 0.3845 | - | | 1.2901 | 6035 | 0.3311 | - | | 1.2912 | 6040 | 0.3556 | - | | 1.2922 | 6045 | 0.2491 | - | | 1.2933 | 6050 | 0.3478 | - | | 1.2944 | 6055 | 0.175 | - | | 1.2954 | 6060 | 0.2475 | - | | 1.2965 | 6065 | 0.2793 | - | | 1.2976 | 6070 | 0.3745 | - | | 1.2986 | 6075 | 0.2619 | - | | 1.2997 | 6080 | 0.2882 | - | | 1.3008 | 6085 | 0.2651 | - | | 1.3018 | 6090 | 0.3257 | - | | 1.3029 | 6095 | 0.2626 | - | | 1.3040 | 6100 | 0.3391 | - | | 1.3050 | 6105 | 0.2868 | - | | 1.3061 | 6110 | 0.2358 | - | | 1.3072 | 6115 | 0.3505 | - | | 1.3083 | 6120 | 0.3643 | - | | 1.3093 | 6125 | 0.2729 | - | | 1.3104 | 6130 | 0.2363 | - | | 1.3115 | 6135 | 0.3173 | - | | 1.3125 | 6140 | 0.2797 | - | | 1.3136 | 6145 | 0.3054 | - | | 1.3147 | 6150 | 0.2596 | - | | 1.3157 | 6155 | 0.3871 | - | | 1.3168 | 6160 | 0.2798 | - | | 1.3179 | 6165 | 0.2532 | - | | 1.3189 | 6170 | 0.2649 | - | | 1.3200 | 6175 | 0.3457 | - | | 1.3211 | 6180 | 0.4062 | - | | 1.3221 | 6185 | 0.4318 | - | | 1.3232 | 6190 | 0.2305 | - | | 1.3243 | 6195 | 0.218 | - | | 1.3254 | 6200 | 0.2738 | - | | 1.3264 | 6205 | 0.3043 | - | | 1.3275 | 6210 | 0.2055 | - | | 1.3286 | 6215 | 0.2528 | - | | 1.3296 | 6220 | 0.3514 | - | | 1.3307 | 6225 | 0.3199 | - | | 1.3318 | 6230 | 0.2453 | - | | 1.3328 | 6235 | 0.3237 | - | | 1.3339 | 6240 | 0.3409 | - | | 1.3350 | 6245 | 0.268 | - | | 1.3360 | 6250 | 0.4072 | - | | 1.3371 | 6255 | 0.3601 | - | | 1.3382 | 6260 | 0.3997 | - | | 1.3392 | 6265 | 0.2062 | - | | 1.3403 | 6270 | 0.2703 | - | | 1.3414 | 6275 | 0.2498 | - | | 1.3425 | 6280 | 0.3418 | - | | 1.3435 | 6285 | 0.2046 | - | | 1.3446 | 6290 | 0.3267 | - | | 1.3457 | 6295 | 0.2756 | - | | 1.3467 | 6300 | 0.2808 | - | | 1.3478 | 6305 | 0.3037 | - | | 1.3489 | 6310 | 0.3837 | - | | 1.3499 | 6315 | 0.2496 | - | | 1.3510 | 6320 | 0.3131 | - | | 1.3521 | 6325 | 0.3038 | - | | 1.3531 | 6330 | 0.2872 | - | | 1.3542 | 6335 | 0.3548 | - | | 1.3553 | 6340 | 0.1994 | - | | 1.3563 | 6345 | 0.2383 | - | | 1.3574 | 6350 | 0.3412 | - | | 1.3585 | 6355 | 0.2392 | - | | 1.3596 | 6360 | 0.2946 | - | | 1.3606 | 6365 | 0.3075 | - | | 1.3617 | 6370 | 0.2695 | - | | 1.3628 | 6375 | 0.2289 | - | | 1.3638 | 6380 | 0.339 | - | | 1.3649 | 6385 | 0.3048 | - | | 1.3660 | 6390 | 0.3437 | - | | 1.3670 | 6395 | 0.2587 | - | | 1.3681 | 6400 | 0.3156 | - | | 1.3692 | 6405 | 0.2827 | - | | 1.3702 | 6410 | 0.2337 | - | | 1.3713 | 6415 | 0.265 | - | | 1.3724 | 6420 | 0.2822 | - | | 1.3735 | 6425 | 0.2697 | - | | 1.3745 | 6430 | 0.2136 | - | | 1.3756 | 6435 | 0.2549 | - | | 1.3767 | 6440 | 0.2631 | - | | 1.3777 | 6445 | 0.324 | - | | 1.3788 | 6450 | 0.3722 | - | | 1.3799 | 6455 | 0.453 | - | | 1.3809 | 6460 | 0.2798 | - | | 1.3820 | 6465 | 0.2605 | - | | 1.3831 | 6470 | 0.3834 | - | | 1.3841 | 6475 | 0.2683 | - | | 1.3852 | 6480 | 0.243 | - | | 1.3863 | 6485 | 0.3287 | - | | 1.3873 | 6490 | 0.2754 | - | | 1.3884 | 6495 | 0.3701 | - | | 1.3895 | 6500 | 0.2762 | - | | 1.3906 | 6505 | 0.266 | - | | 1.3916 | 6510 | 0.2958 | - | | 1.3927 | 6515 | 0.2754 | - | | 1.3938 | 6520 | 0.3634 | - | | 1.3948 | 6525 | 0.2974 | - | | 1.3959 | 6530 | 0.3158 | - | | 1.3970 | 6535 | 0.2718 | - | | 1.3980 | 6540 | 0.2586 | - | | 1.3991 | 6545 | 0.2071 | - | | 1.4002 | 6550 | 0.3308 | - | | 1.4012 | 6555 | 0.2517 | - | | 1.4023 | 6560 | 0.234 | - | | 1.4034 | 6565 | 0.3025 | - | | 1.4044 | 6570 | 0.2619 | - | | 1.4055 | 6575 | 0.2521 | - | | 1.4066 | 6580 | 0.3113 | - | | 1.4077 | 6585 | 0.3537 | - | | 1.4087 | 6590 | 0.2386 | - | | 1.4098 | 6595 | 0.3081 | - | | 1.4109 | 6600 | 0.189 | - | | 1.4119 | 6605 | 0.2643 | - | | 1.4130 | 6610 | 0.2206 | - | | 1.4141 | 6615 | 0.3687 | - | | 1.4151 | 6620 | 0.3626 | - | | 1.4162 | 6625 | 0.2711 | - | | 1.4173 | 6630 | 0.3304 | - | | 1.4183 | 6635 | 0.321 | - | | 1.4194 | 6640 | 0.319 | - | | 1.4205 | 6645 | 0.2363 | - | | 1.4215 | 6650 | 0.2319 | - | | 1.4226 | 6655 | 0.3526 | - | | 1.4237 | 6660 | 0.4186 | - | | 1.4248 | 6665 | 0.2846 | - | | 1.4258 | 6670 | 0.3077 | - | | 1.4269 | 6675 | 0.3709 | - | | 1.4280 | 6680 | 0.3438 | - | | 1.4290 | 6685 | 0.4159 | - | | 1.4301 | 6690 | 0.3511 | - | | 1.4312 | 6695 | 0.3061 | - | | 1.4322 | 6700 | 0.2694 | - | | 1.4333 | 6705 | 0.3412 | - | | 1.4344 | 6710 | 0.2631 | - | | 1.4354 | 6715 | 0.3879 | - | | 1.4365 | 6720 | 0.2942 | - | | 1.4376 | 6725 | 0.3901 | - | | 1.4386 | 6730 | 0.3192 | - | | 1.4397 | 6735 | 0.2269 | - | | 1.4408 | 6740 | 0.372 | - | | 1.4419 | 6745 | 0.2467 | - | | 1.4429 | 6750 | 0.2313 | - | | 1.4440 | 6755 | 0.3538 | - | | 1.4451 | 6760 | 0.252 | - | | 1.4461 | 6765 | 0.3049 | - | | 1.4472 | 6770 | 0.2796 | - | | 1.4483 | 6775 | 0.2128 | - | | 1.4493 | 6780 | 0.3407 | - | | 1.4504 | 6785 | 0.2196 | - | | 1.4515 | 6790 | 0.2472 | - | | 1.4525 | 6795 | 0.2788 | - | | 1.4536 | 6800 | 0.305 | - | | 1.4547 | 6805 | 0.3072 | - | | 1.4558 | 6810 | 0.2879 | - | | 1.4568 | 6815 | 0.4406 | - | | 1.4579 | 6820 | 0.3371 | - | | 1.4590 | 6825 | 0.2775 | - | | 1.4600 | 6830 | 0.2872 | - | | 1.4611 | 6835 | 0.3056 | - | | 1.4622 | 6840 | 0.3183 | - | | 1.4632 | 6845 | 0.2801 | - | | 1.4643 | 6850 | 0.2641 | - | | 1.4654 | 6855 | 0.2903 | - | | 1.4664 | 6860 | 0.4097 | - | | 1.4675 | 6865 | 0.2133 | - | | 1.4686 | 6870 | 0.3064 | - | | 1.4696 | 6875 | 0.2629 | - | | 1.4707 | 6880 | 0.1846 | - | | 1.4718 | 6885 | 0.2552 | - | | 1.4729 | 6890 | 0.2812 | - | | 1.4739 | 6895 | 0.2796 | - | | 1.4750 | 6900 | 0.3157 | - | | 1.4761 | 6905 | 0.271 | - | | 1.4771 | 6910 | 0.2352 | - | | 1.4782 | 6915 | 0.3752 | - | | 1.4793 | 6920 | 0.2811 | - | | 1.4803 | 6925 | 0.3303 | - | | 1.4814 | 6930 | 0.3382 | - | | 1.4825 | 6935 | 0.2235 | - | | 1.4835 | 6940 | 0.2446 | - | | 1.4846 | 6945 | 0.2745 | - | | 1.4857 | 6950 | 0.3061 | - | | 1.4867 | 6955 | 0.3059 | - | | 1.4878 | 6960 | 0.2692 | - | | 1.4889 | 6965 | 0.2853 | - | | 1.4900 | 6970 | 0.238 | - | | 1.4910 | 6975 | 0.3086 | - | | 1.4921 | 6980 | 0.3016 | - | | 1.4932 | 6985 | 0.3272 | - | | 1.4942 | 6990 | 0.3125 | - | | 1.4953 | 6995 | 0.2777 | - | | 1.4964 | 7000 | 0.3026 | - | | 1.4974 | 7005 | 0.2522 | - | | 1.4985 | 7010 | 0.2487 | - | | 1.4996 | 7015 | 0.2316 | - | | 1.5006 | 7020 | 0.2484 | - | | 1.5017 | 7025 | 0.2852 | - | | 1.5028 | 7030 | 0.2944 | - | | 1.5038 | 7035 | 0.3133 | - | | 1.5049 | 7040 | 0.2557 | - | | 1.5060 | 7045 | 0.232 | - | | 1.5071 | 7050 | 0.2635 | - | | 1.5081 | 7055 | 0.3033 | - | | 1.5092 | 7060 | 0.2477 | - | | 1.5103 | 7065 | 0.2443 | - | | 1.5113 | 7070 | 0.4329 | - | | 1.5124 | 7075 | 0.2682 | - | | 1.5135 | 7080 | 0.3149 | - | | 1.5145 | 7085 | 0.353 | - | | 1.5156 | 7090 | 0.2247 | - | | 1.5167 | 7095 | 0.2862 | - | | 1.5177 | 7100 | 0.287 | - | | 1.5188 | 7105 | 0.3141 | - | | 1.5199 | 7110 | 0.4446 | - | | 1.5209 | 7115 | 0.2853 | - | | 1.5220 | 7120 | 0.2662 | - | | 1.5231 | 7125 | 0.2729 | - | | 1.5242 | 7130 | 0.2376 | - | | 1.5252 | 7135 | 0.2434 | - | | 1.5263 | 7140 | 0.302 | - | | 1.5274 | 7145 | 0.2346 | - | | 1.5284 | 7150 | 0.4036 | - | | 1.5295 | 7155 | 0.2902 | - | | 1.5306 | 7160 | 0.4254 | - | | 1.5316 | 7165 | 0.2863 | - | | 1.5327 | 7170 | 0.2618 | - | | 1.5338 | 7175 | 0.3614 | - | | 1.5348 | 7180 | 0.3084 | - | | 1.5359 | 7185 | 0.2799 | - | | 1.5370 | 7190 | 0.2843 | - | | 1.5381 | 7195 | 0.255 | - | | 1.5391 | 7200 | 0.2278 | - | | 1.5402 | 7205 | 0.3137 | - | | 1.5413 | 7210 | 0.3365 | - | | 1.5423 | 7215 | 0.1981 | - | | 1.5434 | 7220 | 0.2338 | - | | 1.5445 | 7225 | 0.2692 | - | | 1.5455 | 7230 | 0.2129 | - | | 1.5466 | 7235 | 0.2395 | - | | 1.5477 | 7240 | 0.485 | - | | 1.5487 | 7245 | 0.2166 | - | | 1.5498 | 7250 | 0.2799 | - | | 1.5509 | 7255 | 0.2856 | - | | 1.5519 | 7260 | 0.272 | - | | 1.5530 | 7265 | 0.299 | - | | 1.5541 | 7270 | 0.3309 | - | | 1.5552 | 7275 | 0.223 | - | | 1.5562 | 7280 | 0.2351 | - | | 1.5573 | 7285 | 0.2177 | - | | 1.5584 | 7290 | 0.2606 | - | | 1.5594 | 7295 | 0.3972 | - | | 1.5605 | 7300 | 0.2594 | - | | 1.5616 | 7305 | 0.2934 | - | | 1.5626 | 7310 | 0.4105 | - | | 1.5637 | 7315 | 0.1971 | - | | 1.5648 | 7320 | 0.2107 | - | | 1.5658 | 7325 | 0.2441 | - | | 1.5669 | 7330 | 0.2413 | - | | 1.5680 | 7335 | 0.2619 | - | | 1.5690 | 7340 | 0.3098 | - | | 1.5701 | 7345 | 0.3024 | - | | 1.5712 | 7350 | 0.2548 | - | | 1.5723 | 7355 | 0.2925 | - | | 1.5733 | 7360 | 0.2245 | - | | 1.5744 | 7365 | 0.2612 | - | | 1.5755 | 7370 | 0.4075 | - | | 1.5765 | 7375 | 0.2457 | - | | 1.5776 | 7380 | 0.214 | - | | 1.5787 | 7385 | 0.2761 | - | | 1.5797 | 7390 | 0.278 | - | | 1.5808 | 7395 | 0.4008 | - | | 1.5819 | 7400 | 0.3222 | - | | 1.5829 | 7405 | 0.2645 | - | | 1.5840 | 7410 | 0.2121 | - | | 1.5851 | 7415 | 0.2679 | - | | 1.5861 | 7420 | 0.342 | - | | 1.5872 | 7425 | 0.2312 | - | | 1.5883 | 7430 | 0.3332 | - | | 1.5894 | 7435 | 0.2628 | - | | 1.5904 | 7440 | 0.2824 | - | | 1.5915 | 7445 | 0.3249 | - | | 1.5926 | 7450 | 0.3738 | - | | 1.5936 | 7455 | 0.3357 | - | | 1.5947 | 7460 | 0.2563 | - | | 1.5958 | 7465 | 0.2091 | - | | 1.5968 | 7470 | 0.2425 | - | | 1.5979 | 7475 | 0.2699 | - | | 1.5990 | 7480 | 0.3409 | - | | 1.6000 | 7485 | 0.2233 | - | | 1.6011 | 7490 | 0.3269 | - | | 1.6022 | 7495 | 0.3029 | - | | 1.6032 | 7500 | 0.2547 | - | | 1.6043 | 7505 | 0.2855 | - | | 1.6054 | 7510 | 0.3106 | - | | 1.6065 | 7515 | 0.262 | - | | 1.6075 | 7520 | 0.3016 | - | | 1.6086 | 7525 | 0.2852 | - | | 1.6097 | 7530 | 0.3126 | - | | 1.6107 | 7535 | 0.2779 | - | | 1.6118 | 7540 | 0.2811 | - | | 1.6129 | 7545 | 0.259 | - | | 1.6139 | 7550 | 0.2602 | - | | 1.6150 | 7555 | 0.2481 | - | | 1.6161 | 7560 | 0.2022 | - | | 1.6171 | 7565 | 0.2943 | - | | 1.6182 | 7570 | 0.2144 | - | | 1.6193 | 7575 | 0.2589 | - | | 1.6204 | 7580 | 0.1999 | - | | 1.6214 | 7585 | 0.3035 | - | | 1.6225 | 7590 | 0.2322 | - | | 1.6236 | 7595 | 0.237 | - | | 1.6246 | 7600 | 0.2815 | - | | 1.6257 | 7605 | 0.4136 | - | | 1.6268 | 7610 | 0.2474 | - | | 1.6278 | 7615 | 0.3143 | - | | 1.6289 | 7620 | 0.244 | - | | 1.6300 | 7625 | 0.3134 | - | | 1.6310 | 7630 | 0.2516 | - | | 1.6321 | 7635 | 0.3159 | - | | 1.6332 | 7640 | 0.2519 | - | | 1.6342 | 7645 | 0.2785 | - | | 1.6353 | 7650 | 0.2627 | - | | 1.6364 | 7655 | 0.2677 | - | | 1.6375 | 7660 | 0.1962 | - | | 1.6385 | 7665 | 0.3779 | - | | 1.6396 | 7670 | 0.2731 | - | | 1.6407 | 7675 | 0.2806 | - | | 1.6417 | 7680 | 0.2582 | - | | 1.6428 | 7685 | 0.2064 | - | | 1.6439 | 7690 | 0.263 | - | | 1.6449 | 7695 | 0.3126 | - | | 1.6460 | 7700 | 0.2889 | - | | 1.6471 | 7705 | 0.2372 | - | | 1.6481 | 7710 | 0.2062 | - | | 1.6492 | 7715 | 0.3085 | - | | 1.6503 | 7720 | 0.22 | - | | 1.6513 | 7725 | 0.258 | - | | 1.6524 | 7730 | 0.2496 | - | | 1.6535 | 7735 | 0.2975 | - | | 1.6546 | 7740 | 0.2744 | - | | 1.6556 | 7745 | 0.2255 | - | | 1.6567 | 7750 | 0.2387 | - | | 1.6578 | 7755 | 0.2724 | - | | 1.6588 | 7760 | 0.282 | - | | 1.6599 | 7765 | 0.166 | - | | 1.6610 | 7770 | 0.2653 | - | | 1.6620 | 7775 | 0.2368 | - | | 1.6631 | 7780 | 0.2235 | - | | 1.6642 | 7785 | 0.309 | - | | 1.6652 | 7790 | 0.3402 | - | | 1.6663 | 7795 | 0.2741 | - | | 1.6674 | 7800 | 0.2282 | - | | 1.6684 | 7805 | 0.3233 | - | | 1.6695 | 7810 | 0.23 | - | | 1.6706 | 7815 | 0.22 | - | | 1.6717 | 7820 | 0.216 | - | | 1.6727 | 7825 | 0.3479 | - | | 1.6738 | 7830 | 0.2256 | - | | 1.6749 | 7835 | 0.3205 | - | | 1.6759 | 7840 | 0.28 | - | | 1.6770 | 7845 | 0.255 | - | | 1.6781 | 7850 | 0.2584 | - | | 1.6791 | 7855 | 0.254 | - | | 1.6802 | 7860 | 0.2051 | - | | 1.6813 | 7865 | 0.2653 | - | | 1.6823 | 7870 | 0.2882 | - | | 1.6834 | 7875 | 0.2685 | - | | 1.6845 | 7880 | 0.2606 | - | | 1.6855 | 7885 | 0.2266 | - | | 1.6866 | 7890 | 0.2112 | - | | 1.6877 | 7895 | 0.245 | - | | 1.6888 | 7900 | 0.2144 | - | | 1.6898 | 7905 | 0.3334 | - | | 1.6909 | 7910 | 0.2754 | - | | 1.6920 | 7915 | 0.3048 | - | | 1.6930 | 7920 | 0.2319 | - | | 1.6941 | 7925 | 0.3505 | - | | 1.6952 | 7930 | 0.3171 | - | | 1.6962 | 7935 | 0.2359 | - | | 1.6973 | 7940 | 0.259 | - | | 1.6984 | 7945 | 0.2345 | - | | 1.6994 | 7950 | 0.2364 | - | | 1.7005 | 7955 | 0.3125 | - | | 1.7016 | 7960 | 0.3855 | - | | 1.7027 | 7965 | 0.3085 | - | | 1.7037 | 7970 | 0.2558 | - | | 1.7048 | 7975 | 0.2863 | - | | 1.7059 | 7980 | 0.2763 | - | | 1.7069 | 7985 | 0.2307 | - | | 1.7080 | 7990 | 0.2604 | - | | 1.7091 | 7995 | 0.3524 | - | | 1.7101 | 8000 | 0.2591 | - | | 1.7112 | 8005 | 0.2945 | - | | 1.7123 | 8010 | 0.2698 | - | | 1.7133 | 8015 | 0.2091 | - | | 1.7144 | 8020 | 0.2313 | - | | 1.7155 | 8025 | 0.2935 | - | | 1.7165 | 8030 | 0.2358 | - | | 1.7176 | 8035 | 0.2842 | - | | 1.7187 | 8040 | 0.26 | - | | 1.7198 | 8045 | 0.312 | - | | 1.7208 | 8050 | 0.2776 | - | | 1.7219 | 8055 | 0.1612 | - | | 1.7230 | 8060 | 0.1803 | - | | 1.7240 | 8065 | 0.2677 | - | | 1.7251 | 8070 | 0.2315 | - | | 1.7262 | 8075 | 0.2583 | - | | 1.7272 | 8080 | 0.2488 | - | | 1.7283 | 8085 | 0.2379 | - | | 1.7294 | 8090 | 0.2637 | - | | 1.7304 | 8095 | 0.2101 | - | | 1.7315 | 8100 | 0.283 | - | | 1.7326 | 8105 | 0.2163 | - | | 1.7336 | 8110 | 0.2474 | - | | 1.7347 | 8115 | 0.3346 | - | | 1.7358 | 8120 | 0.2031 | - | | 1.7369 | 8125 | 0.2301 | - | | 1.7379 | 8130 | 0.3413 | - | | 1.7390 | 8135 | 0.3121 | - | | 1.7401 | 8140 | 0.2696 | - | | 1.7411 | 8145 | 0.1871 | - | | 1.7422 | 8150 | 0.2427 | - | | 1.7433 | 8155 | 0.215 | - | | 1.7443 | 8160 | 0.2603 | - | | 1.7454 | 8165 | 0.2149 | - | | 1.7465 | 8170 | 0.2961 | - | | 1.7475 | 8175 | 0.2363 | - | | 1.7486 | 8180 | 0.2238 | - | | 1.7497 | 8185 | 0.2522 | - | | 1.7507 | 8190 | 0.2314 | - | | 1.7518 | 8195 | 0.34 | - | | 1.7529 | 8200 | 0.3113 | - | | 1.7540 | 8205 | 0.2022 | - | | 1.7550 | 8210 | 0.2244 | - | | 1.7561 | 8215 | 0.1794 | - | | 1.7572 | 8220 | 0.3058 | - | | 1.7582 | 8225 | 0.2495 | - | | 1.7593 | 8230 | 0.3586 | - | | 1.7604 | 8235 | 0.2726 | - | | 1.7614 | 8240 | 0.2774 | - | | 1.7625 | 8245 | 0.3009 | - | | 1.7636 | 8250 | 0.2813 | - | | 1.7646 | 8255 | 0.2942 | - | | 1.7657 | 8260 | 0.2463 | - | | 1.7668 | 8265 | 0.2399 | - | | 1.7678 | 8270 | 0.2725 | - | | 1.7689 | 8275 | 0.2171 | - | | 1.7700 | 8280 | 0.3037 | - | | 1.7711 | 8285 | 0.1921 | - | | 1.7721 | 8290 | 0.2519 | - | | 1.7732 | 8295 | 0.2644 | - | | 1.7743 | 8300 | 0.3707 | - | | 1.7753 | 8305 | 0.1496 | - | | 1.7764 | 8310 | 0.2251 | - | | 1.7775 | 8315 | 0.2426 | - | | 1.7785 | 8320 | 0.2853 | - | | 1.7796 | 8325 | 0.2156 | - | | 1.7807 | 8330 | 0.2293 | - | | 1.7817 | 8335 | 0.2516 | - | | 1.7828 | 8340 | 0.2272 | - | | 1.7839 | 8345 | 0.2995 | - | | 1.7850 | 8350 | 0.2825 | - | | 1.7860 | 8355 | 0.2604 | - | | 1.7871 | 8360 | 0.2216 | - | | 1.7882 | 8365 | 0.3034 | - | | 1.7892 | 8370 | 0.229 | - | | 1.7903 | 8375 | 0.271 | - | | 1.7914 | 8380 | 0.2371 | - | | 1.7924 | 8385 | 0.2592 | - | | 1.7935 | 8390 | 0.206 | - | | 1.7946 | 8395 | 0.2167 | - | | 1.7956 | 8400 | 0.2521 | - | | 1.7967 | 8405 | 0.2283 | - | | 1.7978 | 8410 | 0.2161 | - | | 1.7988 | 8415 | 0.2233 | - | | 1.7999 | 8420 | 0.2799 | - | | 1.8010 | 8425 | 0.2558 | - | | 1.8021 | 8430 | 0.3093 | - | | 1.8031 | 8435 | 0.2751 | - | | 1.8042 | 8440 | 0.268 | - | | 1.8053 | 8445 | 0.2473 | - | | 1.8063 | 8450 | 0.3218 | - | | 1.8074 | 8455 | 0.2602 | - | | 1.8085 | 8460 | 0.2118 | - | | 1.8095 | 8465 | 0.2526 | - | | 1.8106 | 8470 | 0.2797 | - | | 1.8117 | 8475 | 0.2177 | - | | 1.8127 | 8480 | 0.2264 | - | | 1.8138 | 8485 | 0.253 | - | | 1.8149 | 8490 | 0.199 | - | | 1.8159 | 8495 | 0.2484 | - | | 1.8170 | 8500 | 0.2666 | - | | 1.8181 | 8505 | 0.2423 | - | | 1.8192 | 8510 | 0.3206 | - | | 1.8202 | 8515 | 0.1885 | - | | 1.8213 | 8520 | 0.3103 | - | | 1.8224 | 8525 | 0.2204 | - | | 1.8234 | 8530 | 0.2269 | - | | 1.8245 | 8535 | 0.3602 | - | | 1.8256 | 8540 | 0.1735 | - | | 1.8266 | 8545 | 0.3107 | - | | 1.8277 | 8550 | 0.2346 | - | | 1.8288 | 8555 | 0.2372 | - | | 1.8298 | 8560 | 0.2665 | - | | 1.8309 | 8565 | 0.2722 | - | | 1.8320 | 8570 | 0.1879 | - | | 1.8330 | 8575 | 0.2434 | - | | 1.8341 | 8580 | 0.3408 | - | | 1.8352 | 8585 | 0.2819 | - | | 1.8363 | 8590 | 0.2828 | - | | 1.8373 | 8595 | 0.1821 | - | | 1.8384 | 8600 | 0.2193 | - | | 1.8395 | 8605 | 0.3155 | - | | 1.8405 | 8610 | 0.2129 | - | | 1.8416 | 8615 | 0.2321 | - | | 1.8427 | 8620 | 0.1748 | - | | 1.8437 | 8625 | 0.2355 | - | | 1.8448 | 8630 | 0.2226 | - | | 1.8459 | 8635 | 0.2812 | - | | 1.8469 | 8640 | 0.2542 | - | | 1.8480 | 8645 | 0.214 | - | | 1.8491 | 8650 | 0.2157 | - | | 1.8501 | 8655 | 0.2336 | - | | 1.8512 | 8660 | 0.3409 | - | | 1.8523 | 8665 | 0.2902 | - | | 1.8534 | 8670 | 0.2329 | - | | 1.8544 | 8675 | 0.1849 | - | | 1.8555 | 8680 | 0.2919 | - | | 1.8566 | 8685 | 0.2157 | - | | 1.8576 | 8690 | 0.2286 | - | | 1.8587 | 8695 | 0.1957 | - | | 1.8598 | 8700 | 0.2102 | - | | 1.8608 | 8705 | 0.3172 | - | | 1.8619 | 8710 | 0.2619 | - | | 1.8630 | 8715 | 0.2898 | - | | 1.8640 | 8720 | 0.2523 | - | | 1.8651 | 8725 | 0.2534 | - | | 1.8662 | 8730 | 0.2546 | - | | 1.8673 | 8735 | 0.2171 | - | | 1.8683 | 8740 | 0.2617 | - | | 1.8694 | 8745 | 0.1917 | - | | 1.8705 | 8750 | 0.2256 | - | | 1.8715 | 8755 | 0.2319 | - | | 1.8726 | 8760 | 0.2783 | - | | 1.8737 | 8765 | 0.2885 | - | | 1.8747 | 8770 | 0.2586 | - | | 1.8758 | 8775 | 0.2009 | - | | 1.8769 | 8780 | 0.273 | - | | 1.8779 | 8785 | 0.2502 | - | | 1.8790 | 8790 | 0.2174 | - | | 1.8801 | 8795 | 0.2723 | - | | 1.8811 | 8800 | 0.2633 | - | | 1.8822 | 8805 | 0.2794 | - | | 1.8833 | 8810 | 0.2961 | - | | 1.8844 | 8815 | 0.2598 | - | | 1.8854 | 8820 | 0.2794 | - | | 1.8865 | 8825 | 0.2447 | - | | 1.8876 | 8830 | 0.2741 | - | | 1.8886 | 8835 | 0.2192 | - | | 1.8897 | 8840 | 0.3188 | - | | 1.8908 | 8845 | 0.294 | - | | 1.8918 | 8850 | 0.2961 | - | | 1.8929 | 8855 | 0.2288 | - | | 1.8940 | 8860 | 0.2796 | - | | 1.8950 | 8865 | 0.2464 | - | | 1.8961 | 8870 | 0.2435 | - | | 1.8972 | 8875 | 0.2993 | - | | 1.8982 | 8880 | 0.2049 | - | | 1.8993 | 8885 | 0.2588 | - | | 1.9004 | 8890 | 0.2559 | - | | 1.9015 | 8895 | 0.261 | - | | 1.9025 | 8900 | 0.2132 | - | | 1.9036 | 8905 | 0.2184 | - | | 1.9047 | 8910 | 0.2551 | - | | 1.9057 | 8915 | 0.2302 | - | | 1.9068 | 8920 | 0.2441 | - | | 1.9079 | 8925 | 0.2176 | - | | 1.9089 | 8930 | 0.3041 | - | | 1.9100 | 8935 | 0.2325 | - | | 1.9111 | 8940 | 0.2463 | - | | 1.9121 | 8945 | 0.2997 | - | | 1.9132 | 8950 | 0.2202 | - | | 1.9143 | 8955 | 0.2745 | - | | 1.9153 | 8960 | 0.2642 | - | | 1.9164 | 8965 | 0.2782 | - | | 1.9175 | 8970 | 0.2435 | - | | 1.9186 | 8975 | 0.2492 | - | | 1.9196 | 8980 | 0.2161 | - | | 1.9207 | 8985 | 0.2549 | - | | 1.9218 | 8990 | 0.2217 | - | | 1.9228 | 8995 | 0.266 | - | | 1.9239 | 9000 | 0.2909 | - | | 1.9250 | 9005 | 0.2149 | - | | 1.9260 | 9010 | 0.3099 | - | | 1.9271 | 9015 | 0.1929 | - | | 1.9282 | 9020 | 0.2854 | - | | 1.9292 | 9025 | 0.1857 | - | | 1.9303 | 9030 | 0.2445 | - | | 1.9314 | 9035 | 0.226 | - | | 1.9324 | 9040 | 0.2822 | - | | 1.9335 | 9045 | 0.2541 | - | | 1.9346 | 9050 | 0.2442 | - | | 1.9357 | 9055 | 0.2504 | - | | 1.9367 | 9060 | 0.2073 | - | | 1.9378 | 9065 | 0.2245 | - | | 1.9389 | 9070 | 0.2442 | - | | 1.9399 | 9075 | 0.2382 | - | | 1.9410 | 9080 | 0.2482 | - | | 1.9421 | 9085 | 0.2849 | - | | 1.9431 | 9090 | 0.2666 | - | | 1.9442 | 9095 | 0.224 | - | | 1.9453 | 9100 | 0.2961 | - | | 1.9463 | 9105 | 0.217 | - | | 1.9474 | 9110 | 0.2384 | - | | 1.9485 | 9115 | 0.2205 | - | | 1.9496 | 9120 | 0.2807 | - | | 1.9506 | 9125 | 0.2577 | - | | 1.9517 | 9130 | 0.3212 | - | | 1.9528 | 9135 | 0.239 | - | | 1.9538 | 9140 | 0.2283 | - | | 1.9549 | 9145 | 0.2606 | - | | 1.9560 | 9150 | 0.2684 | - | | 1.9570 | 9155 | 0.2857 | - | | 1.9581 | 9160 | 0.2962 | - | | 1.9592 | 9165 | 0.2639 | - | | 1.9602 | 9170 | 0.2549 | - | | 1.9613 | 9175 | 0.2561 | - | | 1.9624 | 9180 | 0.2324 | - | | 1.9634 | 9185 | 0.3142 | - | | 1.9645 | 9190 | 0.2778 | - | | 1.9656 | 9195 | 0.2603 | - | | 1.9667 | 9200 | 0.2191 | - | | 1.9677 | 9205 | 0.2658 | - | | 1.9688 | 9210 | 0.2701 | - | | 1.9699 | 9215 | 0.3 | - | | 1.9709 | 9220 | 0.2728 | - | | 1.9720 | 9225 | 0.2724 | - | | 1.9731 | 9230 | 0.1735 | - | | 1.9741 | 9235 | 0.25 | - | | 1.9752 | 9240 | 0.276 | - | | 1.9763 | 9245 | 0.2581 | - | | 1.9773 | 9250 | 0.2545 | - | | 1.9784 | 9255 | 0.2251 | - | | 1.9795 | 9260 | 0.269 | - | | 1.9805 | 9265 | 0.2026 | - | | 1.9816 | 9270 | 0.2297 | - | | 1.9827 | 9275 | 0.2414 | - | | 1.9838 | 9280 | 0.2724 | - | | 1.9848 | 9285 | 0.2338 | - | | 1.9859 | 9290 | 0.2606 | - | | 1.9870 | 9295 | 0.2747 | - | | 1.9880 | 9300 | 0.1792 | - | | 1.9891 | 9305 | 0.2479 | - | | 1.9902 | 9310 | 0.2554 | - | | 1.9912 | 9315 | 0.25 | - | | 1.9923 | 9320 | 0.2814 | - | | 1.9934 | 9325 | 0.2102 | - | | 1.9944 | 9330 | 0.2466 | - | | 1.9955 | 9335 | 0.2547 | - | | 1.9966 | 9340 | 0.2216 | - | | 1.9976 | 9345 | 0.2521 | - | | 1.9987 | 9350 | 0.2558 | - | | 1.9998 | 9355 | 0.2345 | - | | 2.0 | 9356 | - | 0.1219 |
### Framework Versions - Python: 3.11.13 - Sentence Transformers: 5.1.1 - PyLate: 1.3.4 - Transformers: 4.56.2 - PyTorch: 2.8.0+cu128 - Accelerate: 1.12.0 - Datasets: 4.4.1 - Tokenizers: 0.22.1 ## 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" } ``` #### PyLate ```bibtex @misc{PyLate, title={PyLate: Flexible Training and Retrieval for Late Interaction Models}, author={Chaffin, Antoine and Sourty, Raphaƫl}, url={https://github.com/lightonai/pylate}, year={2024} } ```