--- tags: - sentence-transformers - sentence-similarity - feature-extraction - generated_from_trainer - dataset_size:20000 - loss:CoSENTLoss base_model: NeuML/pubmedbert-base-embeddings widget: - source_sentence: descending neuron of the anterior dorsal brain DNa04 sentences: - adult AOTU044 neuron - adult fan-shaped body layer 2 tangential neuron - LHAV2m1 - source_sentence: LHAV2i1 sentences: - adult anterior ventral tract 3 neuron i1 - PB1-glomerulus-FBc,d,e,f>IDFPR-HB-medial - adult antennal lobe projection neuron VP2+VM6 l2PN - source_sentence: adult posterior ventrolateral protocerebrum neuron 115 sentences: - adult LHPD2c5 neuron - PVLP150 - FB5H - source_sentence: adult antennal lobe local neuron v2LN3A sentences: - adult antennal lobe local neuron type 39A of neuroblast ALv2 - anterior superior medial octopaminergic neuron - l2LN18 - source_sentence: Cre.s-LAL.s-NO2.b sentences: - adult LHAV3b5 neuron - ER3 - adult PV4b6 neuron pipeline_tag: sentence-similarity library_name: sentence-transformers --- # SentenceTransformer based on NeuML/pubmedbert-base-embeddings This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [NeuML/pubmedbert-base-embeddings](https://huggingface.co/NeuML/pubmedbert-base-embeddings) on the generator dataset. It maps sentences & paragraphs to a 768-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:** [NeuML/pubmedbert-base-embeddings](https://huggingface.co/NeuML/pubmedbert-base-embeddings) - **Maximum Sequence Length:** 512 tokens - **Output Dimensionality:** 768 tokens - **Similarity Function:** Cosine Similarity - **Training Dataset:** - generator ### Model Sources - **Documentation:** [Sentence Transformers Documentation](https://sbert.net) - **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers) - **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers) ### Full Model Architecture ``` SentenceTransformer( (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True}) ) ``` ## Usage ### Direct Usage (Sentence Transformers) First install the Sentence Transformers library: ```bash pip install -U sentence-transformers ``` Then you can load this model and run inference. ```python from sentence_transformers import SentenceTransformer # Download from the 🤗 Hub model = SentenceTransformer("sentence_transformers_model_id") # Run inference sentences = [ 'Cre.s-LAL.s-NO2.b', 'adult PV4b6 neuron', 'ER3', ] embeddings = model.encode(sentences) print(embeddings.shape) # [3, 768] # Get the similarity scores for the embeddings similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] ``` ## Training Details ### Training Dataset #### generator * Dataset: generator * Size: 20,000 training samples * Columns: sentence1, sentence2, and score * Approximate statistics based on the first 1000 samples: | | sentence1 | sentence2 | score | |:--------|:--------------------------------------------------------------------------------|:--------------------------------------------------------------------------------|:----------------------------------------------------------------| | type | string | string | float | | details | | | | * Samples: | sentence1 | sentence2 | score | |:------------------------------------------------------------------|:-------------------------------------|:------------------------------------| | adult clamp neuron 139 | adult antler neuron 034 | 2.7755575615628914e-17 | | descending neuron of the anterior dorsal brain DNa07 | mALT (VA6) | -0.5999999999999999 | | M_spPN4t9 | M_spPN5t10 | 1.0 | * Loss: [CoSENTLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosentloss) with these parameters: ```json { "scale": 20.0, "similarity_fct": "pairwise_cos_sim" } ``` ### Evaluation Dataset #### generator * Dataset: generator * Size: 1,000 evaluation samples * Columns: sentence1, sentence2, and score * Approximate statistics based on the first 1000 samples: | | sentence1 | sentence2 | score | |:--------|:---------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|:----------------------------------------------------------------| | type | string | string | float | | details | | | | * Samples: | sentence1 | sentence2 | score | |:-----------------------------------|:-------------------------------------------|:---------------------------------| | adult LHAV3k1 neuron | OA-VUMa1 | -0.5999999999999999 | | WED155 | adult fruitless aSP-g3 neuron | -0.5999999999999999 | | ring neuron R4 medial | VC2 lPN | -0.8 | * Loss: [CoSENTLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosentloss) with these parameters: ```json { "scale": 20.0, "similarity_fct": "pairwise_cos_sim" } ``` ### Training Hyperparameters #### Non-Default Hyperparameters - `eval_strategy`: epoch - `per_device_train_batch_size`: 512 - `learning_rate`: 0.0002 - `weight_decay`: 0.01 - `num_train_epochs`: 1000 - `warmup_steps`: 1000 - `log_level`: error - `log_level_replica`: error - `load_best_model_at_end`: True #### All Hyperparameters
Click to expand - `overwrite_output_dir`: False - `do_predict`: False - `eval_strategy`: epoch - `prediction_loss_only`: True - `per_device_train_batch_size`: 512 - `per_device_eval_batch_size`: 8 - `per_gpu_train_batch_size`: None - `per_gpu_eval_batch_size`: None - `gradient_accumulation_steps`: 1 - `eval_accumulation_steps`: None - `torch_empty_cache_steps`: None - `learning_rate`: 0.0002 - `weight_decay`: 0.01 - `adam_beta1`: 0.9 - `adam_beta2`: 0.999 - `adam_epsilon`: 1e-08 - `max_grad_norm`: 1.0 - `num_train_epochs`: 1000 - `max_steps`: -1 - `lr_scheduler_type`: linear - `lr_scheduler_kwargs`: {} - `warmup_ratio`: 0.0 - `warmup_steps`: 1000 - `log_level`: error - `log_level_replica`: error - `log_on_each_node`: True - `logging_nan_inf_filter`: True - `save_safetensors`: True - `save_on_each_node`: False - `save_only_model`: False - `restore_callback_states_from_checkpoint`: False - `no_cuda`: False - `use_cpu`: False - `use_mps_device`: False - `seed`: 42 - `data_seed`: None - `jit_mode_eval`: False - `use_ipex`: False - `bf16`: False - `fp16`: False - `fp16_opt_level`: O1 - `half_precision_backend`: auto - `bf16_full_eval`: False - `fp16_full_eval`: False - `tf32`: None - `local_rank`: 0 - `ddp_backend`: None - `tpu_num_cores`: None - `tpu_metrics_debug`: False - `debug`: [] - `dataloader_drop_last`: False - `dataloader_num_workers`: 0 - `dataloader_prefetch_factor`: None - `past_index`: -1 - `disable_tqdm`: False - `remove_unused_columns`: True - `label_names`: None - `load_best_model_at_end`: 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 - `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`: batch_sampler - `multi_dataset_batch_sampler`: proportional
### Training Logs
Click to expand | Epoch | Step | Training Loss | Validation Loss | |:------:|:-----:|:-------------:|:---------------:| | 0.5 | 10 | 19.9109 | - | | 1.0 | 20 | 17.4637 | 7.0120 | | 1.5 | 30 | 14.7406 | - | | 2.0 | 40 | 12.7189 | 3.9087 | | 2.5 | 50 | 12.405 | - | | 3.0 | 60 | 12.1349 | 3.5526 | | 3.5 | 70 | 12.1681 | - | | 4.0 | 80 | 11.9587 | 3.3929 | | 4.5 | 90 | 12.0186 | - | | 5.0 | 100 | 11.8004 | 3.1647 | | 5.5 | 110 | 11.785 | - | | 6.0 | 120 | 11.5547 | 2.8057 | | 6.5 | 130 | 11.4569 | - | | 7.0 | 140 | 11.2584 | 2.5086 | | 7.5 | 150 | 11.2327 | - | | 8.0 | 160 | 11.0609 | 2.2617 | | 8.5 | 170 | 11.0131 | - | | 9.0 | 180 | 10.8974 | 2.0437 | | 9.5 | 190 | 10.8688 | - | | 10.0 | 200 | 10.7265 | 1.9054 | | 10.5 | 210 | 10.7545 | - | | 11.0 | 220 | 10.6935 | 1.8620 | | 11.5 | 230 | 10.6229 | - | | 12.0 | 240 | 10.5123 | 1.6515 | | 12.5 | 250 | 10.5076 | - | | 13.0 | 260 | 10.3677 | 1.5777 | | 13.5 | 270 | 10.3758 | - | | 14.0 | 280 | 10.304 | 1.4596 | | 14.5 | 290 | 10.2419 | - | | 15.0 | 300 | 10.2104 | 1.3166 | | 15.5 | 310 | 10.1622 | - | | 16.0 | 320 | 9.961 | 1.1535 | | 16.5 | 330 | 9.9302 | - | | 17.0 | 340 | 9.9979 | 1.2378 | | 17.5 | 350 | 9.9087 | - | | 18.0 | 360 | 9.7374 | 1.0605 | | 18.5 | 370 | 9.8141 | - | | 19.0 | 380 | 9.6207 | 0.9017 | | 19.5 | 390 | 9.5798 | - | | 20.0 | 400 | 9.6272 | 0.9642 | | 20.5 | 410 | 9.5769 | - | | 21.0 | 420 | 9.5308 | 0.8385 | | 21.5 | 430 | 9.4968 | - | | 22.0 | 440 | 9.3939 | 0.7927 | | 22.5 | 450 | 9.4592 | - | | 23.0 | 460 | 9.3345 | 0.8245 | | 23.5 | 470 | 11.6999 | - | | 24.0 | 480 | 10.3611 | 1.0454 | | 24.5 | 490 | 9.6768 | - | | 25.0 | 500 | 9.5426 | 0.8532 | | 25.5 | 510 | 9.3401 | - | | 26.0 | 520 | 9.277 | 0.8440 | | 26.5 | 530 | 9.4937 | - | | 27.0 | 540 | 9.3295 | 0.8681 | | 27.5 | 550 | 9.6017 | - | | 28.0 | 560 | 11.6154 | 2.0569 | | 28.5 | 570 | 10.1968 | - | | 29.0 | 580 | 9.3231 | 0.9162 | | 29.5 | 590 | 9.4204 | - | | 30.0 | 600 | 9.1739 | 0.7456 | | 30.5 | 610 | 9.1929 | - | | 31.0 | 620 | 9.3143 | 0.7656 | | 31.5 | 630 | 9.3395 | - | | 32.0 | 640 | 9.1229 | 0.9317 | | 32.5 | 650 | 9.573 | - | | 33.0 | 660 | 9.0695 | 0.7822 | | 33.5 | 670 | 8.802 | - | | 34.0 | 680 | 8.8818 | 0.6566 | | 34.5 | 690 | 9.151 | - | | 35.0 | 700 | 9.048 | 0.7099 | | 35.5 | 710 | 8.8638 | - | | 36.0 | 720 | 8.7823 | 0.6307 | | 36.5 | 730 | 8.7942 | - | | 37.0 | 740 | 8.7314 | 0.7347 | | 37.5 | 750 | 8.8099 | - | | 38.0 | 760 | 8.7011 | 0.6218 | | 38.5 | 770 | 8.6497 | - | | 39.0 | 780 | 8.7962 | 0.6777 | | 39.5 | 790 | 8.6928 | - | | 40.0 | 800 | 8.8479 | 0.6393 | | 40.5 | 810 | 8.6913 | - | | 41.0 | 820 | 8.7366 | 0.6592 | | 41.5 | 830 | 8.6731 | - | | 42.0 | 840 | 8.6979 | 0.5460 | | 42.5 | 850 | 8.7302 | - | | 43.0 | 860 | 8.7753 | 0.5943 | | 43.5 | 870 | 8.6553 | - | | 44.0 | 880 | 8.5671 | 0.6461 | | 44.5 | 890 | 8.6556 | - | | 45.0 | 900 | 8.5739 | 0.6140 | | 45.5 | 910 | 8.5112 | - | | 46.0 | 920 | 8.524 | 0.6342 | | 46.5 | 930 | 8.634 | - | | 47.0 | 940 | 8.4882 | 0.5895 | | 47.5 | 950 | 8.6335 | - | | 48.0 | 960 | 8.4624 | 0.5184 | | 48.5 | 970 | 8.6237 | - | | 49.0 | 980 | 8.8367 | 0.5342 | | 49.5 | 990 | 8.5192 | - | | 50.0 | 1000 | 8.5021 | 0.5561 | | 50.5 | 1010 | 8.4785 | - | | 51.0 | 1020 | 8.3295 | 0.5013 | | 51.5 | 1030 | 8.4542 | - | | 52.0 | 1040 | 9.1433 | 0.6288 | | 52.5 | 1050 | 8.6808 | - | | 53.0 | 1060 | 8.596 | 0.5271 | | 53.5 | 1070 | 8.439 | - | | 54.0 | 1080 | 8.2933 | 0.5352 | | 54.5 | 1090 | 8.4107 | - | | 55.0 | 1100 | 8.2689 | 0.4544 | | 55.5 | 1110 | 8.5022 | - | | 56.0 | 1120 | 10.4796 | 0.7063 | | 56.5 | 1130 | 8.8195 | - | | 57.0 | 1140 | 8.6344 | 0.5321 | | 57.5 | 1150 | 8.5043 | - | | 58.0 | 1160 | 8.2681 | 0.4399 | | 58.5 | 1170 | 8.1574 | - | | 59.0 | 1180 | 8.2343 | 0.5245 | | 59.5 | 1190 | 8.4271 | - | | 60.0 | 1200 | 8.1909 | 0.4833 | | 60.5 | 1210 | 8.1747 | - | | 61.0 | 1220 | 8.046 | 0.4364 | | 61.5 | 1230 | 9.2156 | - | | 62.0 | 1240 | 8.0486 | 0.3970 | | 62.5 | 1250 | 8.115 | - | | 63.0 | 1260 | 8.1234 | 0.4158 | | 63.5 | 1270 | 8.0361 | - | | 64.0 | 1280 | 7.9846 | 0.4087 | | 64.5 | 1290 | 8.0144 | - | | 65.0 | 1300 | 7.9437 | 0.4088 | | 65.5 | 1310 | 9.3975 | - | | 66.0 | 1320 | 8.0125 | 0.4050 | | 66.5 | 1330 | 8.0092 | - | | 67.0 | 1340 | 8.0379 | 0.4736 | | 67.5 | 1350 | 8.0598 | - | | 68.0 | 1360 | 7.9807 | 0.3962 | | 68.5 | 1370 | 8.1957 | - | | 69.0 | 1380 | 7.8546 | 0.4044 | | 69.5 | 1390 | 7.9461 | - | | 70.0 | 1400 | 7.9233 | 0.4166 | | 70.5 | 1410 | 7.9779 | - | | 71.0 | 1420 | 7.8192 | 0.3930 | | 71.5 | 1430 | 7.9091 | - | | 72.0 | 1440 | 7.8167 | 0.4077 | | 72.5 | 1450 | 7.9041 | - | | 73.0 | 1460 | 7.7646 | 0.3514 | | 73.5 | 1470 | 7.848 | - | | 74.0 | 1480 | 7.7369 | 0.3591 | | 74.5 | 1490 | 8.2404 | - | | 75.0 | 1500 | 7.7233 | 0.3435 | | 75.5 | 1510 | 7.7716 | - | | 76.0 | 1520 | 7.7292 | 0.3469 | | 76.5 | 1530 | 7.9558 | - | | 77.0 | 1540 | 7.6599 | 0.3352 | | 77.5 | 1550 | 7.7658 | - | | 78.0 | 1560 | 7.6396 | 0.3181 | | 78.5 | 1570 | 7.7419 | - | | 79.0 | 1580 | 7.6574 | 0.3223 | | 79.5 | 1590 | 7.719 | - | | 80.0 | 1600 | 7.7039 | 0.3405 | | 80.5 | 1610 | 7.7925 | - | | 81.0 | 1620 | 7.5967 | 0.3156 | | 81.5 | 1630 | 7.7416 | - | | 82.0 | 1640 | 7.5751 | 0.3381 | | 82.5 | 1650 | 7.6652 | - | | 83.0 | 1660 | 7.7724 | 0.3296 | | 83.5 | 1670 | 7.8028 | - | | 84.0 | 1680 | 7.5706 | 0.3234 | | 84.5 | 1690 | 7.6578 | - | | 85.0 | 1700 | 7.4778 | 0.3102 | | 85.5 | 1710 | 7.5892 | - | | 86.0 | 1720 | 7.5219 | 0.3082 | | 86.5 | 1730 | 7.6192 | - | | 87.0 | 1740 | 7.4826 | 0.2976 | | 87.5 | 1750 | 7.59 | - | | 88.0 | 1760 | 7.5426 | 0.3277 | | 88.5 | 1770 | 7.6051 | - | | 89.0 | 1780 | 7.5011 | 0.3018 | | 89.5 | 1790 | 7.5256 | - | | 90.0 | 1800 | 7.4843 | 0.2801 | | 90.5 | 1810 | 8.2916 | - | | 91.0 | 1820 | 7.5131 | 0.2787 | | 91.5 | 1830 | 7.5412 | - | | 92.0 | 1840 | 7.4474 | 0.2869 | | 92.5 | 1850 | 7.5188 | - | | 93.0 | 1860 | 7.5668 | 0.3125 | | 93.5 | 1870 | 7.6351 | - | | 94.0 | 1880 | 7.4227 | 0.2705 | | 94.5 | 1890 | 7.527 | - | | 95.0 | 1900 | 7.5069 | 0.2784 | | 95.5 | 1910 | 7.5677 | - | | 96.0 | 1920 | 7.3898 | 0.3111 | | 96.5 | 1930 | 7.5176 | - | | 97.0 | 1940 | 7.3906 | 0.2911 | | 97.5 | 1950 | 7.486 | - | | 98.0 | 1960 | 7.3852 | 0.2820 | | 98.5 | 1970 | 7.4445 | - | | 99.0 | 1980 | 7.397 | 0.2863 | | 99.5 | 1990 | 7.4387 | - | | 100.0 | 2000 | 7.3404 | 0.2763 | | 100.5 | 2010 | 7.4415 | - | | 101.0 | 2020 | 7.3133 | 0.2585 | | 101.5 | 2030 | 7.4206 | - | | 102.0 | 2040 | 7.3097 | 0.2755 | | 102.5 | 2050 | 7.4239 | - | | 103.0 | 2060 | 7.3216 | 0.2632 | | 103.5 | 2070 | 7.3893 | - | | 104.0 | 2080 | 7.3105 | 0.2475 | | 104.5 | 2090 | 7.3758 | - | | 105.0 | 2100 | 7.2963 | 0.2660 | | 105.5 | 2110 | 7.3421 | - | | 106.0 | 2120 | 7.3074 | 0.2573 | | 106.5 | 2130 | 7.345 | - | | 107.0 | 2140 | 7.2885 | 0.2607 | | 107.5 | 2150 | 7.4301 | - | | 108.0 | 2160 | 7.3196 | 0.2817 | | 108.5 | 2170 | 7.9997 | - | | 109.0 | 2180 | 7.2407 | 0.2456 | | 109.5 | 2190 | 7.3354 | - | | 110.0 | 2200 | 7.2453 | 0.2424 | | 110.5 | 2210 | 7.3321 | - | | 111.0 | 2220 | 7.2925 | 0.2641 | | 111.5 | 2230 | 7.3301 | - | | 112.0 | 2240 | 7.3245 | 0.2444 | | 112.5 | 2250 | 7.339 | - | | 113.0 | 2260 | 7.2265 | 0.2422 | | 113.5 | 2270 | 7.2919 | - | | 114.0 | 2280 | 7.2328 | 0.2401 | | 114.5 | 2290 | 7.2449 | - | | 115.0 | 2300 | 7.2363 | 0.2330 | | 115.5 | 2310 | 7.3134 | - | | 116.0 | 2320 | 7.1926 | 0.2388 | | 116.5 | 2330 | 7.3273 | - | | 117.0 | 2340 | 7.1976 | 0.2220 | | 117.5 | 2350 | 7.5078 | - | | 118.0 | 2360 | 7.2046 | 0.2310 | | 118.5 | 2370 | 7.3248 | - | | 119.0 | 2380 | 7.4819 | 0.2409 | | 119.5 | 2390 | 7.2883 | - | | 120.0 | 2400 | 7.2372 | 0.2270 | | 120.5 | 2410 | 7.2622 | - | | 121.0 | 2420 | 7.2086 | 0.2474 | | 121.5 | 2430 | 7.2437 | - | | 122.0 | 2440 | 7.2942 | 0.2358 | | 122.5 | 2450 | 7.3028 | - | | 123.0 | 2460 | 7.1942 | 0.2194 | | 123.5 | 2470 | 7.315 | - | | 124.0 | 2480 | 7.2456 | 0.2418 | | 124.5 | 2490 | 7.2401 | - | | 125.0 | 2500 | 7.1893 | 0.2260 | | 125.5 | 2510 | 7.2411 | - | | 126.0 | 2520 | 7.1649 | 0.2167 | | 126.5 | 2530 | 7.2444 | - | | 127.0 | 2540 | 7.1287 | 0.2230 | | 127.5 | 2550 | 7.2422 | - | | 128.0 | 2560 | 7.246 | 0.2248 | | 128.5 | 2570 | 7.2329 | - | | 129.0 | 2580 | 7.3102 | 0.2295 | | 129.5 | 2590 | 7.255 | - | | 130.0 | 2600 | 7.1417 | 0.2366 | | 130.5 | 2610 | 7.2328 | - | | 131.0 | 2620 | 7.1106 | 0.2286 | | 131.5 | 2630 | 7.1831 | - | | 132.0 | 2640 | 7.1466 | 0.2385 | | 132.5 | 2650 | 7.1947 | - | | 133.0 | 2660 | 7.2067 | 0.2316 | | 133.5 | 2670 | 7.26 | - | | 134.0 | 2680 | 7.1126 | 0.2173 | | 134.5 | 2690 | 7.2109 | - | | 135.0 | 2700 | 7.1089 | 0.2162 | | 135.5 | 2710 | 7.1891 | - | | 136.0 | 2720 | 7.1266 | 0.2195 | | 136.5 | 2730 | 7.242 | - | | 137.0 | 2740 | 7.1126 | 0.2263 | | 137.5 | 2750 | 7.1689 | - | | 138.0 | 2760 | 7.1714 | 0.2216 | | 138.5 | 2770 | 7.1858 | - | | 139.0 | 2780 | 7.0593 | 0.2225 | | 139.5 | 2790 | 7.188 | - | | 140.0 | 2800 | 7.0789 | 0.2085 | | 140.5 | 2810 | 7.1903 | - | | 141.0 | 2820 | 7.0341 | 0.2143 | | 141.5 | 2830 | 7.1918 | - | | 142.0 | 2840 | 7.0656 | 0.2200 | | 142.5 | 2850 | 7.2065 | - | | 143.0 | 2860 | 7.2527 | 0.2311 | | 143.5 | 2870 | 7.2303 | - | | 144.0 | 2880 | 7.074 | 0.2322 | | 144.5 | 2890 | 7.18 | - | | 145.0 | 2900 | 7.119 | 0.2383 | | 145.5 | 2910 | 7.2381 | - | | 146.0 | 2920 | 7.0839 | 0.2093 | | 146.5 | 2930 | 7.1693 | - | | 147.0 | 2940 | 7.1101 | 0.2369 | | 147.5 | 2950 | 7.1654 | - | | 148.0 | 2960 | 7.0496 | 0.2148 | | 148.5 | 2970 | 7.1968 | - | | 149.0 | 2980 | 7.0191 | 0.2135 | | 149.5 | 2990 | 7.1794 | - | | 150.0 | 3000 | 7.0124 | 0.2216 | | 150.5 | 3010 | 7.1553 | - | | 151.0 | 3020 | 7.0414 | 0.2020 | | 151.5 | 3030 | 7.1327 | - | | 152.0 | 3040 | 7.0216 | 0.2151 | | 152.5 | 3050 | 7.1254 | - | | 153.0 | 3060 | 7.0144 | 0.2033 | | 153.5 | 3070 | 7.1022 | - | | 154.0 | 3080 | 7.0298 | 0.2037 | | 154.5 | 3090 | 7.1334 | - | | 155.0 | 3100 | 7.0056 | 0.2100 | | 155.5 | 3110 | 7.0965 | - | | 156.0 | 3120 | 7.0699 | 0.2045 | | 156.5 | 3130 | 7.1156 | - | | 157.0 | 3140 | 6.9935 | 0.2085 | | 157.5 | 3150 | 7.0845 | - | | 158.0 | 3160 | 7.0256 | 0.2076 | | 158.5 | 3170 | 7.1178 | - | | 159.0 | 3180 | 7.0032 | 0.2058 | | 159.5 | 3190 | 7.1193 | - | | 160.0 | 3200 | 6.957 | 0.2035 | | 160.5 | 3210 | 7.1136 | - | | 161.0 | 3220 | 6.969 | 0.2037 | | 161.5 | 3230 | 7.0857 | - | | 162.0 | 3240 | 6.9946 | 0.1987 | | 162.5 | 3250 | 7.0948 | - | | 163.0 | 3260 | 6.9614 | 0.2008 | | 163.5 | 3270 | 7.0602 | - | | 164.0 | 3280 | 6.9612 | 0.2068 | | 164.5 | 3290 | 7.0695 | - | | 165.0 | 3300 | 6.9702 | 0.1915 | | 165.5 | 3310 | 7.0311 | - | | 166.0 | 3320 | 6.99 | 0.2022 | | 166.5 | 3330 | 7.0896 | - | | 167.0 | 3340 | 6.9511 | 0.1950 | | 167.5 | 3350 | 7.0873 | - | | 168.0 | 3360 | 6.9398 | 0.2014 | | 168.5 | 3370 | 7.0878 | - | | 169.0 | 3380 | 6.9356 | 0.1872 | | 169.5 | 3390 | 7.0618 | - | | 170.0 | 3400 | 6.9482 | 0.2062 | | 170.5 | 3410 | 7.0647 | - | | 171.0 | 3420 | 6.948 | 0.1966 | | 171.5 | 3430 | 7.0498 | - | | 172.0 | 3440 | 6.9648 | 0.2134 | | 172.5 | 3450 | 7.0034 | - | | 173.0 | 3460 | 7.0078 | 0.1867 | | 173.5 | 3470 | 7.0408 | - | | 174.0 | 3480 | 6.9301 | 0.1983 | | 174.5 | 3490 | 7.0364 | - | | 175.0 | 3500 | 6.9709 | 0.1958 | | 175.5 | 3510 | 7.0814 | - | | 176.0 | 3520 | 6.893 | 0.1889 | | 176.5 | 3530 | 7.0337 | - | | 177.0 | 3540 | 6.9331 | 0.1960 | | 177.5 | 3550 | 7.0364 | - | | 178.0 | 3560 | 6.9226 | 0.1982 | | 178.5 | 3570 | 7.0545 | - | | 179.0 | 3580 | 6.8758 | 0.1889 | | 179.5 | 3590 | 6.9789 | - | | 180.0 | 3600 | 6.9521 | 0.1973 | | 180.5 | 3610 | 7.0459 | - | | 181.0 | 3620 | 6.9028 | 0.1915 | | 181.5 | 3630 | 7.0079 | - | | 182.0 | 3640 | 6.9165 | 0.1890 | | 182.5 | 3650 | 7.0282 | - | | 183.0 | 3660 | 6.8818 | 0.1892 | | 183.5 | 3670 | 7.0125 | - | | 184.0 | 3680 | 6.9183 | 0.1892 | | 184.5 | 3690 | 7.0244 | - | | 185.0 | 3700 | 6.8807 | 0.1903 | | 185.5 | 3710 | 7.018 | - | | 186.0 | 3720 | 6.9414 | 0.1921 | | 186.5 | 3730 | 6.9852 | - | | 187.0 | 3740 | 6.9213 | 0.1880 | | 187.5 | 3750 | 6.9851 | - | | 188.0 | 3760 | 6.898 | 0.1876 | | 188.5 | 3770 | 6.9728 | - | | 189.0 | 3780 | 6.9202 | 0.1835 | | 189.5 | 3790 | 6.9902 | - | | 190.0 | 3800 | 6.9115 | 0.1820 | | 190.5 | 3810 | 6.9839 | - | | 191.0 | 3820 | 6.8883 | 0.1789 | | 191.5 | 3830 | 6.9655 | - | | 192.0 | 3840 | 6.8899 | 0.1875 | | 192.5 | 3850 | 6.9766 | - | | 193.0 | 3860 | 6.886 | 0.1897 | | 193.5 | 3870 | 6.9624 | - | | 194.0 | 3880 | 6.8916 | 0.1802 | | 194.5 | 3890 | 6.9895 | - | | 195.0 | 3900 | 6.8517 | 0.1851 | | 195.5 | 3910 | 6.9667 | - | | 196.0 | 3920 | 6.8965 | 0.1762 | | 196.5 | 3930 | 6.9594 | - | | 197.0 | 3940 | 6.8658 | 0.1815 | | 197.5 | 3950 | 6.9563 | - | | 198.0 | 3960 | 6.8661 | 0.1782 | | 198.5 | 3970 | 6.9618 | - | | 199.0 | 3980 | 6.8703 | 0.1816 | | 199.5 | 3990 | 6.9704 | - | | 200.0 | 4000 | 6.8489 | 0.1835 | | 200.5 | 4010 | 6.965 | - | | 201.0 | 4020 | 6.8764 | 0.1738 | | 201.5 | 4030 | 6.9466 | - | | 202.0 | 4040 | 6.879 | 0.1868 | | 202.5 | 4050 | 6.938 | - | | 203.0 | 4060 | 6.8561 | 0.1851 | | 203.5 | 4070 | 6.9122 | - | | 204.0 | 4080 | 6.8943 | 0.1902 | | 204.5 | 4090 | 6.9584 | - | | 205.0 | 4100 | 6.8486 | 0.1778 | | 205.5 | 4110 | 6.931 | - | | 206.0 | 4120 | 6.8567 | 0.1818 | | 206.5 | 4130 | 6.9478 | - | | 207.0 | 4140 | 6.8414 | 0.1807 | | 207.5 | 4150 | 6.9204 | - | | 208.0 | 4160 | 6.8567 | 0.1902 | | 208.5 | 4170 | 6.9483 | - | | 209.0 | 4180 | 6.8305 | 0.1748 | | 209.5 | 4190 | 6.9605 | - | | 210.0 | 4200 | 6.8724 | 0.1772 | | 210.5 | 4210 | 6.9584 | - | | 211.0 | 4220 | 6.805 | 0.1741 | | 211.5 | 4230 | 6.9476 | - | | 212.0 | 4240 | 6.8164 | 0.1839 | | 212.5 | 4250 | 6.9448 | - | | 213.0 | 4260 | 6.8222 | 0.1775 | | 213.5 | 4270 | 6.8982 | - | | 214.0 | 4280 | 6.8395 | 0.1793 | | 214.5 | 4290 | 6.9232 | - | | 215.0 | 4300 | 6.8303 | 0.1805 | | 215.5 | 4310 | 6.9659 | - | | 216.0 | 4320 | 6.8167 | 0.1738 | | 216.5 | 4330 | 6.9375 | - | | 217.0 | 4340 | 6.8303 | 0.1686 | | 217.5 | 4350 | 6.923 | - | | 218.0 | 4360 | 6.8062 | 0.1841 | | 218.5 | 4370 | 6.8888 | - | | 219.0 | 4380 | 6.8539 | 0.1737 | | 219.5 | 4390 | 6.9011 | - | | 220.0 | 4400 | 6.8197 | 0.1713 | | 220.5 | 4410 | 6.8992 | - | | 221.0 | 4420 | 6.8275 | 0.1801 | | 221.5 | 4430 | 6.8786 | - | | 222.0 | 4440 | 6.8548 | 0.1652 | | 222.5 | 4450 | 6.8928 | - | | 223.0 | 4460 | 6.8299 | 0.1754 | | 223.5 | 4470 | 7.4321 | - | | 224.0 | 4480 | 6.8329 | 0.1740 | | 224.5 | 4490 | 6.8747 | - | | 225.0 | 4500 | 8.5382 | 0.1778 | | 225.5 | 4510 | 6.9066 | - | | 226.0 | 4520 | 6.8173 | 0.1646 | | 226.5 | 4530 | 6.9099 | - | | 227.0 | 4540 | 6.8031 | 0.1777 | | 227.5 | 4550 | 6.9093 | - | | 228.0 | 4560 | 6.7979 | 0.1747 | | 228.5 | 4570 | 6.911 | - | | 229.0 | 4580 | 6.8219 | 0.1785 | | 229.5 | 4590 | 6.9215 | - | | 230.0 | 4600 | 6.7945 | 0.1691 | | 230.5 | 4610 | 6.8961 | - | | 231.0 | 4620 | 6.8012 | 0.1705 | | 231.5 | 4630 | 6.8729 | - | | 232.0 | 4640 | 6.8275 | 0.1753 | | 232.5 | 4650 | 6.8809 | - | | 233.0 | 4660 | 6.8187 | 0.1710 | | 233.5 | 4670 | 6.8826 | - | | 234.0 | 4680 | 6.8008 | 0.1792 | | 234.5 | 4690 | 6.8788 | - | | 235.0 | 4700 | 6.8109 | 0.1707 | | 235.5 | 4710 | 6.8964 | - | | 236.0 | 4720 | 6.7734 | 0.1687 | | 236.5 | 4730 | 6.8958 | - | | 237.0 | 4740 | 6.7856 | 0.1723 | | 237.5 | 4750 | 6.8939 | - | | 238.0 | 4760 | 6.7774 | 0.1726 | | 238.5 | 4770 | 6.8887 | - | | 239.0 | 4780 | 6.7715 | 0.1692 | | 239.5 | 4790 | 6.8975 | - | | 240.0 | 4800 | 6.776 | 0.1755 | | 240.5 | 4810 | 6.8882 | - | | 241.0 | 4820 | 6.7903 | 0.1745 | | 241.5 | 4830 | 6.8921 | - | | 242.0 | 4840 | 6.7812 | 0.1754 | | 242.5 | 4850 | 7.0082 | - | | 243.0 | 4860 | 6.7557 | 0.1745 | | 243.5 | 4870 | 6.8783 | - | | 244.0 | 4880 | 6.7949 | 0.1615 | | 244.5 | 4890 | 6.8504 | - | | 245.0 | 4900 | 6.7911 | 0.1702 | | 245.5 | 4910 | 6.8504 | - | | 246.0 | 4920 | 6.8029 | 0.1656 | | 246.5 | 4930 | 6.9144 | - | | 247.0 | 4940 | 6.7327 | 0.1728 | | 247.5 | 4950 | 8.0331 | - | | 248.0 | 4960 | 6.7791 | 0.1716 | | 248.5 | 4970 | 6.9052 | - | | 249.0 | 4980 | 6.7649 | 0.1690 | | 249.5 | 4990 | 6.8902 | - | | 250.0 | 5000 | 6.7772 | 0.1744 | | 250.5 | 5010 | 6.8707 | - | | 251.0 | 5020 | 6.7766 | 0.1724 | | 251.5 | 5030 | 6.8346 | - | | 252.0 | 5040 | 6.8026 | 0.1705 | | 252.5 | 5050 | 6.8656 | - | | 253.0 | 5060 | 6.7768 | 0.1786 | | 253.5 | 5070 | 6.9205 | - | | 254.0 | 5080 | 6.7738 | 0.1663 | | 254.5 | 5090 | 6.8854 | - | | 255.0 | 5100 | 6.7526 | 0.1621 | | 255.5 | 5110 | 6.8778 | - | | 256.0 | 5120 | 9.8809 | 0.1724 | | 256.5 | 5130 | 6.8801 | - | | 257.0 | 5140 | 6.7581 | 0.1638 | | 257.5 | 5150 | 6.8653 | - | | 258.0 | 5160 | 6.7614 | 0.1688 | | 258.5 | 5170 | 6.8389 | - | | 259.0 | 5180 | 6.7909 | 0.1655 | | 259.5 | 5190 | 6.8457 | - | | 260.0 | 5200 | 6.7657 | 0.1675 | | 260.5 | 5210 | 6.8577 | - | | 261.0 | 5220 | 6.841 | 0.1690 | | 261.5 | 5230 | 6.884 | - | | 262.0 | 5240 | 6.7503 | 0.1679 | | 262.5 | 5250 | 6.8515 | - | | 263.0 | 5260 | 6.7586 | 0.1664 | | 263.5 | 5270 | 6.8659 | - | | 264.0 | 5280 | 6.7481 | 0.1700 | | 264.5 | 5290 | 6.9024 | - | | 265.0 | 5300 | 6.7086 | 0.1642 | | 265.5 | 5310 | 6.8502 | - | | 266.0 | 5320 | 6.7626 | 0.1793 | | 266.5 | 5330 | 6.8511 | - | | 267.0 | 5340 | 6.756 | 0.1634 | | 267.5 | 5350 | 6.8528 | - | | 268.0 | 5360 | 6.7468 | 0.1766 | | 268.5 | 5370 | 6.8782 | - | | 269.0 | 5380 | 6.7037 | 0.1642 | | 269.5 | 5390 | 6.8634 | - | | 270.0 | 5400 | 6.7285 | 0.1661 | | 270.5 | 5410 | 6.8461 | - | | 271.0 | 5420 | 6.748 | 0.1656 | | 271.5 | 5430 | 6.8454 | - | | 272.0 | 5440 | 6.7433 | 0.1646 | | 272.5 | 5450 | 6.8449 | - | | 273.0 | 5460 | 6.7498 | 0.1672 | | 273.5 | 5470 | 6.8416 | - | | 274.0 | 5480 | 6.7495 | 0.1689 | | 274.5 | 5490 | 6.8519 | - | | 275.0 | 5500 | 6.7404 | 0.1678 | | 275.5 | 5510 | 6.838 | - | | 276.0 | 5520 | 6.7434 | 0.1735 | | 276.5 | 5530 | 6.8501 | - | | 277.0 | 5540 | 6.7256 | 0.1651 | | 277.5 | 5550 | 6.8385 | - | | 278.0 | 5560 | 6.7386 | 0.1580 | | 278.5 | 5570 | 6.8397 | - | | 279.0 | 5580 | 6.7109 | 0.1671 | | 279.5 | 5590 | 6.789 | - | | 280.0 | 5600 | 6.7658 | 0.1729 | | 280.5 | 5610 | 6.851 | - | | 281.0 | 5620 | 6.7116 | 0.1754 | | 281.5 | 5630 | 6.835 | - | | 282.0 | 5640 | 6.7172 | 0.1603 | | 282.5 | 5650 | 6.8219 | - | | 283.0 | 5660 | 6.7321 | 0.1663 | | 283.5 | 5670 | 6.8331 | - | | 284.0 | 5680 | 6.71 | 0.1659 | | 284.5 | 5690 | 6.8002 | - | | 285.0 | 5700 | 6.7571 | 0.1626 | | 285.5 | 5710 | 6.8198 | - | | 286.0 | 5720 | 6.7332 | 0.1643 | | 286.5 | 5730 | 6.8528 | - | | 287.0 | 5740 | 6.702 | 0.1633 | | 287.5 | 5750 | 6.8481 | - | | 288.0 | 5760 | 6.7125 | 0.1596 | | 288.5 | 5770 | 6.8321 | - | | 289.0 | 5780 | 6.7226 | 0.1603 | | 289.5 | 5790 | 6.7964 | - | | 290.0 | 5800 | 6.7364 | 0.1613 | | 290.5 | 5810 | 6.8331 | - | | 291.0 | 5820 | 6.6958 | 0.1637 | | 291.5 | 5830 | 6.8356 | - | | 292.0 | 5840 | 6.7148 | 0.1742 | | 292.5 | 5850 | 6.8046 | - | | 293.0 | 5860 | 6.8501 | 0.1632 | | 293.5 | 5870 | 6.8291 | - | | 294.0 | 5880 | 6.7202 | 0.1628 | | 294.5 | 5890 | 6.8029 | - | | 295.0 | 5900 | 6.728 | 0.1622 | | 295.5 | 5910 | 6.8125 | - | | 296.0 | 5920 | 6.7123 | 0.1621 | | 296.5 | 5930 | 7.0199 | - | | 297.0 | 5940 | 6.7569 | 0.1620 | | 297.5 | 5950 | 6.7972 | - | | 298.0 | 5960 | 6.7348 | 0.1583 | | 298.5 | 5970 | 6.7892 | - | | 299.0 | 5980 | 6.7298 | 0.1634 | | 299.5 | 5990 | 6.8092 | - | | 300.0 | 6000 | 6.7101 | 0.1615 | | 300.5 | 6010 | 6.7635 | - | | 301.0 | 6020 | 6.7484 | 0.1598 | | 301.5 | 6030 | 6.8296 | - | | 302.0 | 6040 | 6.6706 | 0.1588 | | 302.5 | 6050 | 6.8286 | - | | 303.0 | 6060 | 6.6826 | 0.1599 | | 303.5 | 6070 | 6.8109 | - | | 304.0 | 6080 | 6.693 | 0.1572 | | 304.5 | 6090 | 6.8192 | - | | 305.0 | 6100 | 6.74 | 0.1675 | | 305.5 | 6110 | 6.7994 | - | | 306.0 | 6120 | 6.7421 | 0.1622 | | 306.5 | 6130 | 6.8199 | - | | 307.0 | 6140 | 6.6994 | 0.1638 | | 307.5 | 6150 | 6.8117 | - | | 308.0 | 6160 | 6.6952 | 0.1569 | | 308.5 | 6170 | 6.7964 | - | | 309.0 | 6180 | 6.6915 | 0.1587 | | 309.5 | 6190 | 6.8013 | - | | 310.0 | 6200 | 6.7051 | 0.1611 | | 310.5 | 6210 | 6.7978 | - | | 311.0 | 6220 | 6.6967 | 0.1597 | | 311.5 | 6230 | 6.8144 | - | | 312.0 | 6240 | 6.6835 | 0.1599 | | 312.5 | 6250 | 6.7833 | - | | 313.0 | 6260 | 6.7007 | 0.1588 | | 313.5 | 6270 | 6.8123 | - | | 314.0 | 6280 | 6.6932 | 0.1589 | | 314.5 | 6290 | 6.8083 | - | | 315.0 | 6300 | 6.6835 | 0.1611 | | 315.5 | 6310 | 6.7879 | - | | 316.0 | 6320 | 6.7077 | 0.1571 | | 316.5 | 6330 | 6.7638 | - | | 317.0 | 6340 | 6.7302 | 0.1724 | | 317.5 | 6350 | 6.7794 | - | | 318.0 | 6360 | 6.7029 | 0.1612 | | 318.5 | 6370 | 6.7934 | - | | 319.0 | 6380 | 6.6822 | 0.1597 | | 319.5 | 6390 | 6.7621 | - | | 320.0 | 6400 | 6.7154 | 0.1608 | | 320.5 | 6410 | 6.812 | - | | 321.0 | 6420 | 6.6703 | 0.1578 | | 321.5 | 6430 | 6.7804 | - | | 322.0 | 6440 | 6.6986 | 0.1605 | | 322.5 | 6450 | 6.7891 | - | | 323.0 | 6460 | 6.6947 | 0.1612 | | 323.5 | 6470 | 6.7558 | - | | 324.0 | 6480 | 6.7206 | 0.1567 | | 324.5 | 6490 | 6.8043 | - | | 325.0 | 6500 | 6.6728 | 0.1564 | | 325.5 | 6510 | 6.7906 | - | | 326.0 | 6520 | 6.6797 | 0.1606 | | 326.5 | 6530 | 6.7844 | - | | 327.0 | 6540 | 6.6851 | 0.1582 | | 327.5 | 6550 | 6.7717 | - | | 328.0 | 6560 | 6.6996 | 0.1563 | | 328.5 | 6570 | 6.7978 | - | | 329.0 | 6580 | 6.6617 | 0.1560 | | 329.5 | 6590 | 6.7737 | - | | 330.0 | 6600 | 6.6825 | 0.1557 | | 330.5 | 6610 | 6.7752 | - | | 331.0 | 6620 | 6.6982 | 0.1549 | | 331.5 | 6630 | 6.7601 | - | | 332.0 | 6640 | 6.7114 | 0.1606 | | 332.5 | 6650 | 6.806 | - | | 333.0 | 6660 | 6.677 | 0.1571 | | 333.5 | 6670 | 6.7575 | - | | 334.0 | 6680 | 6.7122 | 0.1552 | | 334.5 | 6690 | 6.7681 | - | | 335.0 | 6700 | 6.6944 | 0.1599 | | 335.5 | 6710 | 6.7792 | - | | 336.0 | 6720 | 6.6825 | 0.1598 | | 336.5 | 6730 | 6.7511 | - | | 337.0 | 6740 | 6.6968 | 0.1556 | | 337.5 | 6750 | 6.7815 | - | | 338.0 | 6760 | 6.6713 | 0.1556 | | 338.5 | 6770 | 6.7919 | - | | 339.0 | 6780 | 6.6605 | 0.1566 | | 339.5 | 6790 | 6.755 | - | | 340.0 | 6800 | 6.6953 | 0.1572 | | 340.5 | 6810 | 6.779 | - | | 341.0 | 6820 | 6.6694 | 0.1597 | | 341.5 | 6830 | 6.7439 | - | | 342.0 | 6840 | 6.7017 | 0.1583 | | 342.5 | 6850 | 6.799 | - | | 343.0 | 6860 | 6.6379 | 0.1532 | | 343.5 | 6870 | 6.7896 | - | | 344.0 | 6880 | 6.6532 | 0.1553 | | 344.5 | 6890 | 6.7552 | - | | 345.0 | 6900 | 6.6977 | 0.1576 | | 345.5 | 6910 | 6.7723 | - | | 346.0 | 6920 | 6.6834 | 0.1537 | | 346.5 | 6930 | 6.7764 | - | | 347.0 | 6940 | 6.6645 | 0.1546 | | 347.5 | 6950 | 6.7908 | - | | 348.0 | 6960 | 6.6516 | 0.1562 | | 348.5 | 6970 | 6.7792 | - | | 349.0 | 6980 | 6.6618 | 0.1595 | | 349.5 | 6990 | 6.7343 | - | | 350.0 | 7000 | 6.7068 | 0.1571 | | 350.5 | 7010 | 6.7643 | - | | 351.0 | 7020 | 6.6738 | 0.1538 | | 351.5 | 7030 | 6.7812 | - | | 352.0 | 7040 | 6.6481 | 0.1534 | | 352.5 | 7050 | 6.7454 | - | | 353.0 | 7060 | 6.6848 | 0.1542 | | 353.5 | 7070 | 6.7839 | - | | 354.0 | 7080 | 6.6546 | 0.1537 | | 354.5 | 7090 | 6.7705 | - | | 355.0 | 7100 | 6.6734 | 0.1561 | | 355.5 | 7110 | 6.7908 | - | | 356.0 | 7120 | 6.6443 | 0.1566 | | 356.5 | 7130 | 6.7688 | - | | 357.0 | 7140 | 6.6634 | 0.1557 | | 357.5 | 7150 | 6.7582 | - | | 358.0 | 7160 | 6.674 | 0.1535 | | 358.5 | 7170 | 6.7509 | - | | 359.0 | 7180 | 6.6779 | 0.1573 | | 359.5 | 7190 | 6.7685 | - | | 360.0 | 7200 | 6.6487 | 0.1523 | | 360.5 | 7210 | 6.7592 | - | | 361.0 | 7220 | 6.6617 | 0.1591 | | 361.5 | 7230 | 6.7732 | - | | 362.0 | 7240 | 6.6552 | 0.1560 | | 362.5 | 7250 | 6.8622 | - | | 363.0 | 7260 | 6.6674 | 0.1545 | | 363.5 | 7270 | 6.7606 | - | | 364.0 | 7280 | 6.6619 | 0.1528 | | 364.5 | 7290 | 6.7568 | - | | 365.0 | 7300 | 6.6777 | 0.1540 | | 365.5 | 7310 | 6.7349 | - | | 366.0 | 7320 | 6.6638 | 0.1568 | | 366.5 | 7330 | 6.7774 | - | | 367.0 | 7340 | 6.619 | 0.1548 | | 367.5 | 7350 | 6.7796 | - | | 368.0 | 7360 | 6.6357 | 0.1540 | | 368.5 | 7370 | 6.7857 | - | | 369.0 | 7380 | 6.6375 | 0.1523 | | 369.5 | 7390 | 6.7819 | - | | 370.0 | 7400 | 6.6418 | 0.1525 | | 370.5 | 7410 | 6.7797 | - | | 371.0 | 7420 | 6.6345 | 0.1540 | | 371.5 | 7430 | 6.749 | - | | 372.0 | 7440 | 6.6591 | 0.1547 | | 372.5 | 7450 | 6.7405 | - | | 373.0 | 7460 | 6.6604 | 0.1532 | | 373.5 | 7470 | 6.759 | - | | 374.0 | 7480 | 6.6472 | 0.1541 | | 374.5 | 7490 | 6.7518 | - | | 375.0 | 7500 | 6.6471 | 0.1486 | | 375.5 | 7510 | 6.7259 | - | | 376.0 | 7520 | 6.6707 | 0.1549 | | 376.5 | 7530 | 6.7204 | - | | 377.0 | 7540 | 6.6718 | 0.1531 | | 377.5 | 7550 | 6.7617 | - | | 378.0 | 7560 | 6.638 | 0.1547 | | 378.5 | 7570 | 6.7444 | - | | 379.0 | 7580 | 6.6606 | 0.1478 | | 379.5 | 7590 | 6.7434 | - | | 380.0 | 7600 | 6.662 | 0.1519 | | 380.5 | 7610 | 6.7449 | - | | 381.0 | 7620 | 6.6635 | 0.1562 | | 381.5 | 7630 | 6.7355 | - | | 382.0 | 7640 | 6.6686 | 0.1533 | | 382.5 | 7650 | 6.7449 | - | | 383.0 | 7660 | 6.6506 | 0.1514 | | 383.5 | 7670 | 6.7512 | - | | 384.0 | 7680 | 6.6437 | 0.1564 | | 384.5 | 7690 | 6.7595 | - | | 385.0 | 7700 | 6.6384 | 0.1535 | | 385.5 | 7710 | 6.7886 | - | | 386.0 | 7720 | 6.6128 | 0.1523 | | 386.5 | 7730 | 6.7629 | - | | 387.0 | 7740 | 6.6577 | 0.1525 | | 387.5 | 7750 | 6.7546 | - | | 388.0 | 7760 | 6.6335 | 0.1500 | | 388.5 | 7770 | 6.7013 | - | | 389.0 | 7780 | 6.6951 | 0.1520 | | 389.5 | 7790 | 6.749 | - | | 390.0 | 7800 | 6.6333 | 0.1493 | | 390.5 | 7810 | 6.7167 | - | | 391.0 | 7820 | 6.664 | 0.1494 | | 391.5 | 7830 | 6.7343 | - | | 392.0 | 7840 | 6.6554 | 0.1519 | | 392.5 | 7850 | 6.7248 | - | | 393.0 | 7860 | 6.6631 | 0.1532 | | 393.5 | 7870 | 6.7581 | - | | 394.0 | 7880 | 6.6501 | 0.1514 | | 394.5 | 7890 | 6.7384 | - | | 395.0 | 7900 | 6.6509 | 0.1503 | | 395.5 | 7910 | 6.7396 | - | | 396.0 | 7920 | 6.659 | 0.1553 | | 396.5 | 7930 | 6.7383 | - | | 397.0 | 7940 | 6.6577 | 0.1533 | | 397.5 | 7950 | 6.733 | - | | 398.0 | 7960 | 6.663 | 0.1539 | | 398.5 | 7970 | 6.7567 | - | | 399.0 | 7980 | 6.6343 | 0.1520 | | 399.5 | 7990 | 6.763 | - | | 400.0 | 8000 | 6.6192 | 0.1510 | | 400.5 | 8010 | 6.7434 | - | | 401.0 | 8020 | 6.6316 | 0.1481 | | 401.5 | 8030 | 6.7141 | - | | 402.0 | 8040 | 6.6689 | 0.1502 | | 402.5 | 8050 | 6.7198 | - | | 403.0 | 8060 | 6.6641 | 0.1493 | | 403.5 | 8070 | 6.7392 | - | | 404.0 | 8080 | 6.6307 | 0.1505 | | 404.5 | 8090 | 6.7452 | - | | 405.0 | 8100 | 6.6364 | 0.1516 | | 405.5 | 8110 | 6.7063 | - | | 406.0 | 8120 | 6.6557 | 0.1489 | | 406.5 | 8130 | 6.7263 | - | | 407.0 | 8140 | 6.6398 | 0.1540 | | 407.5 | 8150 | 6.7167 | - | | 408.0 | 8160 | 6.6484 | 0.1561 | | 408.5 | 8170 | 6.7201 | - | | 409.0 | 8180 | 6.6625 | 0.1506 | | 409.5 | 8190 | 6.743 | - | | 410.0 | 8200 | 6.6334 | 0.1508 | | 410.5 | 8210 | 6.7615 | - | | 411.0 | 8220 | 6.606 | 0.1505 | | 411.5 | 8230 | 6.7245 | - | | 412.0 | 8240 | 6.643 | 0.1493 | | 412.5 | 8250 | 6.7429 | - | | 413.0 | 8260 | 6.628 | 0.1513 | | 413.5 | 8270 | 6.7173 | - | | 414.0 | 8280 | 6.6478 | 0.1516 | | 414.5 | 8290 | 6.7299 | - | | 415.0 | 8300 | 6.6432 | 0.1519 | | 415.5 | 8310 | 6.7593 | - | | 416.0 | 8320 | 6.6105 | 0.1495 | | 416.5 | 8330 | 6.7723 | - | | 417.0 | 8340 | 6.5943 | 0.1491 | | 417.5 | 8350 | 6.7793 | - | | 418.0 | 8360 | 6.601 | 0.1529 | | 418.5 | 8370 | 6.7238 | - | | 419.0 | 8380 | 6.639 | 0.1515 | | 419.5 | 8390 | 6.7428 | - | | 420.0 | 8400 | 6.6179 | 0.1474 | | 420.5 | 8410 | 6.7211 | - | | 421.0 | 8420 | 6.6461 | 0.1526 | | 421.5 | 8430 | 6.7107 | - | | 422.0 | 8440 | 6.6589 | 0.1505 | | 422.5 | 8450 | 7.0735 | - | | 423.0 | 8460 | 6.5762 | 0.1541 | | 423.5 | 8470 | 6.7339 | - | | 424.0 | 8480 | 6.6259 | 0.1488 | | 424.5 | 8490 | 6.7302 | - | | 425.0 | 8500 | 6.631 | 0.1521 | | 425.5 | 8510 | 6.7197 | - | | 426.0 | 8520 | 6.6568 | 0.1511 | | 426.5 | 8530 | 6.7417 | - | | 427.0 | 8540 | 6.631 | 0.1488 | | 427.5 | 8550 | 6.7567 | - | | 428.0 | 8560 | 6.6083 | 0.1549 | | 428.5 | 8570 | 6.7 | - | | 429.0 | 8580 | 6.6624 | 0.1527 | | 429.5 | 8590 | 6.7601 | - | | 430.0 | 8600 | 6.6008 | 0.1494 | | 430.5 | 8610 | 6.7028 | - | | 431.0 | 8620 | 6.651 | 0.1556 | | 431.5 | 8630 | 6.7364 | - | | 432.0 | 8640 | 6.6217 | 0.1503 | | 432.5 | 8650 | 6.7211 | - | | 433.0 | 8660 | 6.6286 | 0.1527 | | 433.5 | 8670 | 6.7256 | - | | 434.0 | 8680 | 6.6138 | 0.1517 | | 434.5 | 8690 | 6.7164 | - | | 435.0 | 8700 | 6.6373 | 0.1506 | | 435.5 | 8710 | 6.7277 | - | | 436.0 | 8720 | 6.6315 | 0.1520 | | 436.5 | 8730 | 6.7179 | - | | 437.0 | 8740 | 6.6329 | 0.1532 | | 437.5 | 8750 | 6.7442 | - | | 438.0 | 8760 | 6.5986 | 0.1494 | | 438.5 | 8770 | 6.7248 | - | | 439.0 | 8780 | 6.6267 | 0.1506 | | 439.5 | 8790 | 6.725 | - | | 440.0 | 8800 | 6.6293 | 0.1516 | | 440.5 | 8810 | 6.732 | - | | 441.0 | 8820 | 6.6173 | 0.1481 | | 441.5 | 8830 | 6.713 | - | | 442.0 | 8840 | 6.6221 | 0.1465 | | 442.5 | 8850 | 6.788 | - | | 443.0 | 8860 | 6.6528 | 0.1513 | | 443.5 | 8870 | 6.7056 | - | | 444.0 | 8880 | 6.6466 | 0.1471 | | 444.5 | 8890 | 6.7188 | - | | 445.0 | 8900 | 6.6314 | 0.1482 | | 445.5 | 8910 | 6.7209 | - | | 446.0 | 8920 | 6.6247 | 0.1517 | | 446.5 | 8930 | 6.7086 | - | | 447.0 | 8940 | 6.6361 | 0.1497 | | 447.5 | 8950 | 6.7256 | - | | 448.0 | 8960 | 6.6152 | 0.1510 | | 448.5 | 8970 | 6.7085 | - | | 449.0 | 8980 | 6.6289 | 0.1505 | | 449.5 | 8990 | 6.7011 | - | | 450.0 | 9000 | 6.6454 | 0.1483 | | 450.5 | 9010 | 6.7432 | - | | 451.0 | 9020 | 6.6108 | 0.1501 | | 451.5 | 9030 | 6.769 | - | | 452.0 | 9040 | 6.5794 | 0.1478 | | 452.5 | 9050 | 6.7104 | - | | 453.0 | 9060 | 6.6286 | 0.1515 | | 453.5 | 9070 | 6.7384 | - | | 454.0 | 9080 | 6.5967 | 0.1474 | | 454.5 | 9090 | 6.7368 | - | | 455.0 | 9100 | 6.5975 | 0.1472 | | 455.5 | 9110 | 6.7432 | - | | 456.0 | 9120 | 6.5927 | 0.1487 | | 456.5 | 9130 | 6.745 | - | | 457.0 | 9140 | 6.5886 | 0.1516 | | 457.5 | 9150 | 6.725 | - | | 458.0 | 9160 | 6.6134 | 0.1534 | | 458.5 | 9170 | 6.7124 | - | | 459.0 | 9180 | 6.6306 | 0.1515 | | 459.5 | 9190 | 6.7563 | - | | 460.0 | 9200 | 6.5884 | 0.1505 | | 460.5 | 9210 | 6.7327 | - | | 461.0 | 9220 | 6.6143 | 0.1489 | | 461.5 | 9230 | 6.7062 | - | | 462.0 | 9240 | 6.6239 | 0.1486 | | 462.5 | 9250 | 6.716 | - | | 463.0 | 9260 | 6.6472 | 0.1491 | | 463.5 | 9270 | 6.7583 | - | | 464.0 | 9280 | 6.6011 | 0.1516 | | 464.5 | 9290 | 6.7317 | - | | 465.0 | 9300 | 6.5945 | 0.1479 | | 465.5 | 9310 | 6.7414 | - | | 466.0 | 9320 | 6.5978 | 0.1487 | | 466.5 | 9330 | 6.7085 | - | | 467.0 | 9340 | 6.6269 | 0.1488 | | 467.5 | 9350 | 6.7352 | - | | 468.0 | 9360 | 6.6015 | 0.1490 | | 468.5 | 9370 | 6.7078 | - | | 469.0 | 9380 | 6.6225 | 0.1484 | | 469.5 | 9390 | 6.7081 | - | | 470.0 | 9400 | 6.6253 | 0.1489 | | 470.5 | 9410 | 6.7148 | - | | 471.0 | 9420 | 6.5981 | 0.1476 | | 471.5 | 9430 | 6.7092 | - | | 472.0 | 9440 | 6.6218 | 0.1504 | | 472.5 | 9450 | 6.7367 | - | | 473.0 | 9460 | 6.5931 | 0.1477 | | 473.5 | 9470 | 6.7135 | - | | 474.0 | 9480 | 6.6009 | 0.1470 | | 474.5 | 9490 | 6.7379 | - | | 475.0 | 9500 | 6.5831 | 0.1543 | | 475.5 | 9510 | 6.728 | - | | 476.0 | 9520 | 7.6413 | 0.1543 | | 476.5 | 9530 | 6.733 | - | | 477.0 | 9540 | 6.5975 | 0.1524 | | 477.5 | 9550 | 6.7116 | - | | 478.0 | 9560 | 6.615 | 0.1485 | | 478.5 | 9570 | 6.7202 | - | | 479.0 | 9580 | 7.6987 | 0.1553 | | 479.5 | 9590 | 6.7363 | - | | 480.0 | 9600 | 6.6226 | 0.1495 | | 480.5 | 9610 | 6.7374 | - | | 481.0 | 9620 | 6.6088 | 0.1516 | | 481.5 | 9630 | 6.7511 | - | | 482.0 | 9640 | 6.5854 | 0.1498 | | 482.5 | 9650 | 6.6996 | - | | 483.0 | 9660 | 6.6267 | 0.1490 | | 483.5 | 9670 | 6.7086 | - | | 484.0 | 9680 | 6.6318 | 0.1517 | | 484.5 | 9690 | 6.7173 | - | | 485.0 | 9700 | 6.6142 | 0.1605 | | 485.5 | 9710 | 7.4761 | - | | 486.0 | 9720 | 6.5877 | 0.1504 | | 486.5 | 9730 | 6.7279 | - | | 487.0 | 9740 | 6.5985 | 0.1481 | | 487.5 | 9750 | 6.7345 | - | | 488.0 | 9760 | 6.6008 | 0.1481 | | 488.5 | 9770 | 6.7376 | - | | 489.0 | 9780 | 6.6242 | 0.1478 | | 489.5 | 9790 | 6.7476 | - | | 490.0 | 9800 | 6.5759 | 0.1480 | | 490.5 | 9810 | 7.2562 | - | | 491.0 | 9820 | 6.6046 | 0.1492 | | 491.5 | 9830 | 6.7093 | - | | 492.0 | 9840 | 6.611 | 0.1512 | | 492.5 | 9850 | 6.7209 | - | | 493.0 | 9860 | 6.6048 | 0.1480 | | 493.5 | 9870 | 6.7256 | - | | 494.0 | 9880 | 6.588 | 0.1489 | | 494.5 | 9890 | 6.7016 | - | | 495.0 | 9900 | 6.627 | 0.1466 | | 495.5 | 9910 | 6.7061 | - | | 496.0 | 9920 | 6.6034 | 0.1494 | | 496.5 | 9930 | 6.6958 | - | | 497.0 | 9940 | 6.6214 | 0.1479 | | 497.5 | 9950 | 6.7141 | - | | 498.0 | 9960 | 6.6653 | 0.1519 | | 498.5 | 9970 | 6.7221 | - | | 499.0 | 9980 | 6.6032 | 0.1499 | | 499.5 | 9990 | 6.7154 | - | | 500.0 | 10000 | 6.6122 | 0.1480 | | 500.5 | 10010 | 6.7208 | - | | 501.0 | 10020 | 6.5897 | 0.1433 | | 501.5 | 10030 | 6.6993 | - | | 502.0 | 10040 | 6.6084 | 0.1728 | | 502.5 | 10050 | 6.7107 | - | | 503.0 | 10060 | 6.6163 | 0.1457 | | 503.5 | 10070 | 6.7173 | - | | 504.0 | 10080 | 6.5962 | 0.1583 | | 504.5 | 10090 | 6.7168 | - | | 505.0 | 10100 | 6.6074 | 0.1465 | | 505.5 | 10110 | 6.6861 | - | | 506.0 | 10120 | 6.6313 | 0.1502 | | 506.5 | 10130 | 6.6912 | - | | 507.0 | 10140 | 6.6219 | 0.1479 | | 507.5 | 10150 | 6.6997 | - | | 508.0 | 10160 | 6.6073 | 0.1516 | | 508.5 | 10170 | 6.7305 | - | | 509.0 | 10180 | 6.5817 | 0.1475 | | 509.5 | 10190 | 6.7175 | - | | 510.0 | 10200 | 6.5866 | 0.1489 | | 510.5 | 10210 | 6.7066 | - | | 511.0 | 10220 | 6.6071 | 0.1474 | | 511.5 | 10230 | 6.7261 | - | | 512.0 | 10240 | 6.5728 | 0.1488 | | 512.5 | 10250 | 6.7221 | - | | 513.0 | 10260 | 6.5948 | 0.1476 | | 513.5 | 10270 | 6.6816 | - | | 514.0 | 10280 | 6.6201 | 0.1474 | | 514.5 | 10290 | 6.6926 | - | | 515.0 | 10300 | 6.6132 | 0.1494 | | 515.5 | 10310 | 6.7038 | - | | 516.0 | 10320 | 6.6008 | 0.1485 | | 516.5 | 10330 | 6.7143 | - | | 517.0 | 10340 | 6.5858 | 0.1476 | | 517.5 | 10350 | 6.6841 | - | | 518.0 | 10360 | 6.6226 | 0.1469 | | 518.5 | 10370 | 6.7426 | - | | 519.0 | 10380 | 6.6455 | 0.1492 | | 519.5 | 10390 | 6.6961 | - | | 520.0 | 10400 | 6.5973 | 0.1468 | | 520.5 | 10410 | 6.6745 | - | | 521.0 | 10420 | 6.6183 | 0.1470 | | 521.5 | 10430 | 6.7129 | - | | 522.0 | 10440 | 6.7521 | 0.1479 | | 522.5 | 10450 | 6.6793 | - | | 523.0 | 10460 | 6.634 | 0.1452 | | 523.5 | 10470 | 6.7125 | - | | 524.0 | 10480 | 6.7809 | 0.1455 | | 524.5 | 10490 | 6.7088 | - | | 525.0 | 10500 | 6.5867 | 0.1446 | | 525.5 | 10510 | 6.7086 | - | | 526.0 | 10520 | 6.6048 | 0.1453 | | 526.5 | 10530 | 6.7022 | - | | 527.0 | 10540 | 6.6025 | 0.1461 | | 527.5 | 10550 | 6.7317 | - | | 528.0 | 10560 | 6.6117 | 0.1478 | | 528.5 | 10570 | 6.7667 | - | | 529.0 | 10580 | 6.6131 | 0.1513 | | 529.5 | 10590 | 6.7498 | - | | 530.0 | 10600 | 6.5971 | 0.1455 | | 530.5 | 10610 | 6.7102 | - | | 531.0 | 10620 | 6.6072 | 0.1472 | | 531.5 | 10630 | 6.701 | - | | 532.0 | 10640 | 6.5972 | 0.1464 | | 532.5 | 10650 | 6.709 | - | | 533.0 | 10660 | 6.5829 | 0.1481 | | 533.5 | 10670 | 6.7349 | - | | 534.0 | 10680 | 6.5638 | 0.1482 | | 534.5 | 10690 | 6.7368 | - | | 535.0 | 10700 | 6.5473 | 0.1475 | | 535.5 | 10710 | 6.704 | - | | 536.0 | 10720 | 6.5819 | 0.1453 | | 536.5 | 10730 | 6.7194 | - | | 537.0 | 10740 | 6.5725 | 0.1473 | | 537.5 | 10750 | 6.6773 | - | | 538.0 | 10760 | 6.6182 | 0.1463 | | 538.5 | 10770 | 6.6808 | - | | 539.0 | 10780 | 6.6215 | 0.1483 | | 539.5 | 10790 | 6.7099 | - | | 540.0 | 10800 | 6.5806 | 0.1457 | | 540.5 | 10810 | 6.6902 | - | | 541.0 | 10820 | 6.5952 | 0.1498 | | 541.5 | 10830 | 6.6938 | - | | 542.0 | 10840 | 6.599 | 0.1445 | | 542.5 | 10850 | 6.7154 | - | | 543.0 | 10860 | 6.5738 | 0.1467 | | 543.5 | 10870 | 6.6856 | - | | 544.0 | 10880 | 6.6059 | 0.1439 | | 544.5 | 10890 | 6.6873 | - | | 545.0 | 10900 | 6.5902 | 0.1481 | | 545.5 | 10910 | 6.6941 | - | | 546.0 | 10920 | 6.588 | 0.1461 | | 546.5 | 10930 | 6.6956 | - | | 547.0 | 10940 | 6.5867 | 0.1464 | | 547.5 | 10950 | 6.6977 | - | | 548.0 | 10960 | 6.5929 | 0.1489 | | 548.5 | 10970 | 6.6795 | - | | 549.0 | 10980 | 6.6117 | 0.1483 | | 549.5 | 10990 | 6.7312 | - | | 550.0 | 11000 | 6.5548 | 0.1437 | | 550.5 | 11010 | 6.6704 | - | | 551.0 | 11020 | 6.6254 | 0.1485 | | 551.5 | 11030 | 6.7107 | - | | 552.0 | 11040 | 6.5849 | 0.1489 | | 552.5 | 11050 | 6.7148 | - | | 553.0 | 11060 | 6.5732 | 0.1500 | | 553.5 | 11070 | 6.7046 | - | | 554.0 | 11080 | 6.5811 | 0.1499 | | 554.5 | 11090 | 6.6878 | - | | 555.0 | 11100 | 6.5975 | 0.1479 | | 555.5 | 11110 | 6.6945 | - | | 556.0 | 11120 | 6.5861 | 0.1443 | | 556.5 | 11130 | 6.6961 | - | | 557.0 | 11140 | 6.5791 | 0.1470 | | 557.5 | 11150 | 6.679 | - | | 558.0 | 11160 | 6.5945 | 0.1473 | | 558.5 | 11170 | 6.7091 | - | | 559.0 | 11180 | 6.5679 | 0.1507 | | 559.5 | 11190 | 6.7118 | - | | 560.0 | 11200 | 6.5731 | 0.1476 | | 560.5 | 11210 | 6.722 | - | | 561.0 | 11220 | 6.5608 | 0.1471 | | 561.5 | 11230 | 6.709 | - | | 562.0 | 11240 | 6.5806 | 0.1440 | | 562.5 | 11250 | 6.7033 | - | | 563.0 | 11260 | 6.5795 | 0.1482 | | 563.5 | 11270 | 6.6975 | - | | 564.0 | 11280 | 6.5742 | 0.1489 | | 564.5 | 11290 | 6.699 | - | | 565.0 | 11300 | 6.591 | 0.1489 | | 565.5 | 11310 | 6.6799 | - | | 566.0 | 11320 | 6.6002 | 0.1464 | | 566.5 | 11330 | 6.6983 | - | | 567.0 | 11340 | 6.7125 | 0.1485 | | 567.5 | 11350 | 6.6615 | - | | 568.0 | 11360 | 6.6091 | 0.1471 | | 568.5 | 11370 | 6.6907 | - | | 569.0 | 11380 | 6.5875 | 0.1449 | | 569.5 | 11390 | 6.6804 | - | | 570.0 | 11400 | 6.5862 | 0.1480 | | 570.5 | 11410 | 6.6832 | - | | 571.0 | 11420 | 6.5936 | 0.1451 | | 571.5 | 11430 | 6.6823 | - | | 572.0 | 11440 | 6.5972 | 0.1477 | | 572.5 | 11450 | 6.7185 | - | | 573.0 | 11460 | 6.6242 | 0.1468 | | 573.5 | 11470 | 6.6696 | - | | 574.0 | 11480 | 6.6016 | 0.1438 | | 574.5 | 11490 | 6.6707 | - | | 575.0 | 11500 | 6.6257 | 0.1455 | | 575.5 | 11510 | 6.707 | - | | 576.0 | 11520 | 6.5799 | 0.1460 | | 576.5 | 11530 | 6.6984 | - | | 577.0 | 11540 | 6.574 | 0.1446 | | 577.5 | 11550 | 6.6827 | - | | 578.0 | 11560 | 6.5875 | 0.1461 | | 578.5 | 11570 | 6.727 | - | | 579.0 | 11580 | 6.5571 | 0.1468 | | 579.5 | 11590 | 6.6693 | - | | 580.0 | 11600 | 6.6077 | 0.1453 | | 580.5 | 11610 | 6.7235 | - | | 581.0 | 11620 | 6.5563 | 0.1471 | | 581.5 | 11630 | 6.6809 | - | | 582.0 | 11640 | 6.5967 | 0.1456 | | 582.5 | 11650 | 6.6828 | - | | 583.0 | 11660 | 6.6012 | 0.1479 | | 583.5 | 11670 | 6.7034 | - | | 584.0 | 11680 | 6.5616 | 0.1460 | | 584.5 | 11690 | 6.6626 | - | | 585.0 | 11700 | 6.6065 | 0.1445 | | 585.5 | 11710 | 6.6828 | - | | 586.0 | 11720 | 6.5918 | 0.1438 | | 586.5 | 11730 | 6.6981 | - | | 587.0 | 11740 | 6.5662 | 0.1498 | | 587.5 | 11750 | 6.6795 | - | | 588.0 | 11760 | 6.5847 | 0.1459 | | 588.5 | 11770 | 6.6977 | - | | 589.0 | 11780 | 6.575 | 0.1481 | | 589.5 | 11790 | 6.7086 | - | | 590.0 | 11800 | 6.5627 | 0.1512 | | 590.5 | 11810 | 6.6708 | - | | 591.0 | 11820 | 6.6071 | 0.1453 | | 591.5 | 11830 | 6.6932 | - | | 592.0 | 11840 | 6.5713 | 0.1482 | | 592.5 | 11850 | 6.7096 | - | | 593.0 | 11860 | 6.5382 | 0.1453 | | 593.5 | 11870 | 6.7076 | - | | 594.0 | 11880 | 6.5386 | 0.1452 | | 594.5 | 11890 | 6.6907 | - | | 595.0 | 11900 | 6.5794 | 0.1445 | | 595.5 | 11910 | 6.6943 | - | | 596.0 | 11920 | 6.5724 | 0.1460 | | 596.5 | 11930 | 6.6523 | - | | 597.0 | 11940 | 6.6126 | 0.1469 | | 597.5 | 11950 | 6.6787 | - | | 598.0 | 11960 | 6.5811 | 0.1469 | | 598.5 | 11970 | 6.6895 | - | | 599.0 | 11980 | 6.5768 | 0.1463 | | 599.5 | 11990 | 6.6718 | - | | 600.0 | 12000 | 6.5975 | 0.1472 | | 600.5 | 12010 | 6.6654 | - | | 601.0 | 12020 | 6.6118 | 0.1459 | | 601.5 | 12030 | 6.6852 | - | | 602.0 | 12040 | 6.5742 | 0.1459 | | 602.5 | 12050 | 6.6499 | - | | 603.0 | 12060 | 6.601 | 0.1465 | | 603.5 | 12070 | 6.6705 | - | | 604.0 | 12080 | 6.5904 | 0.1473 | | 604.5 | 12090 | 6.6773 | - | | 605.0 | 12100 | 6.5805 | 0.1453 | | 605.5 | 12110 | 6.6745 | - | | 606.0 | 12120 | 6.5847 | 0.1464 | | 606.5 | 12130 | 6.6557 | - | | 607.0 | 12140 | 6.5884 | 0.1450 | | 607.5 | 12150 | 6.6657 | - | | 608.0 | 12160 | 6.6027 | 0.1438 | | 608.5 | 12170 | 6.6931 | - | | 609.0 | 12180 | 6.5615 | 0.1456 | | 609.5 | 12190 | 6.7042 | - | | 610.0 | 12200 | 6.5525 | 0.1464 | | 610.5 | 12210 | 6.6881 | - | | 611.0 | 12220 | 6.5855 | 0.1455 | | 611.5 | 12230 | 6.6567 | - | | 612.0 | 12240 | 6.591 | 0.1474 | | 612.5 | 12250 | 6.6989 | - | | 613.0 | 12260 | 6.5573 | 0.1478 | | 613.5 | 12270 | 6.6519 | - | | 614.0 | 12280 | 6.5985 | 0.1476 | | 614.5 | 12290 | 6.6812 | - | | 615.0 | 12300 | 6.5728 | 0.1460 | | 615.5 | 12310 | 6.6779 | - | | 616.0 | 12320 | 6.583 | 0.1466 | | 616.5 | 12330 | 6.7174 | - | | 617.0 | 12340 | 6.5341 | 0.1458 | | 617.5 | 12350 | 6.6824 | - | | 618.0 | 12360 | 6.5732 | 0.1430 | | 618.5 | 12370 | 6.6737 | - | | 619.0 | 12380 | 6.5822 | 0.1463 | | 619.5 | 12390 | 6.6828 | - | | 620.0 | 12400 | 6.5689 | 0.1470 | | 620.5 | 12410 | 6.6592 | - | | 621.0 | 12420 | 6.5871 | 0.1455 | | 621.5 | 12430 | 6.657 | - | | 622.0 | 12440 | 6.6003 | 0.1459 | | 622.5 | 12450 | 6.6784 | - | | 623.0 | 12460 | 6.5811 | 0.1459 | | 623.5 | 12470 | 6.6824 | - | | 624.0 | 12480 | 6.5726 | 0.1466 | | 624.5 | 12490 | 6.7094 | - | | 625.0 | 12500 | 6.5504 | 0.1454 | | 625.5 | 12510 | 6.6935 | - | | 626.0 | 12520 | 6.569 | 0.1471 | | 626.5 | 12530 | 6.6936 | - | | 627.0 | 12540 | 6.6079 | 0.1449 | | 627.5 | 12550 | 6.6867 | - | | 628.0 | 12560 | 6.57 | 0.1441 | | 628.5 | 12570 | 6.6767 | - | | 629.0 | 12580 | 6.5819 | 0.1455 | | 629.5 | 12590 | 6.6822 | - | | 630.0 | 12600 | 6.5756 | 0.1446 | | 630.5 | 12610 | 6.66 | - | | 631.0 | 12620 | 6.5954 | 0.1462 | | 631.5 | 12630 | 6.6817 | - | | 632.0 | 12640 | 6.5746 | 0.1469 | | 632.5 | 12650 | 6.6672 | - | | 633.0 | 12660 | 6.5809 | 0.1451 | | 633.5 | 12670 | 6.6819 | - | | 634.0 | 12680 | 6.5751 | 0.1457 | | 634.5 | 12690 | 6.7037 | - | | 635.0 | 12700 | 6.5656 | 0.1459 | | 635.5 | 12710 | 6.6631 | - | | 636.0 | 12720 | 6.5957 | 0.1453 | | 636.5 | 12730 | 6.6873 | - | | 637.0 | 12740 | 6.5726 | 0.1466 | | 637.5 | 12750 | 6.6958 | - | | 638.0 | 12760 | 11.3431 | 0.3098 | | 638.5 | 12770 | 7.9992 | - | | 639.0 | 12780 | 6.5799 | 0.1462 | | 639.5 | 12790 | 6.7119 | - | | 640.0 | 12800 | 6.5709 | 0.1457 | | 640.5 | 12810 | 6.7105 | - | | 641.0 | 12820 | 6.5545 | 0.1472 | | 641.5 | 12830 | 6.6939 | - | | 642.0 | 12840 | 6.5557 | 0.1458 | | 642.5 | 12850 | 6.7018 | - | | 643.0 | 12860 | 6.5475 | 0.1457 | | 643.5 | 12870 | 6.6669 | - | | 644.0 | 12880 | 6.5761 | 0.1467 | | 644.5 | 12890 | 6.7066 | - | | 645.0 | 12900 | 6.5379 | 0.1454 | | 645.5 | 12910 | 6.6846 | - | | 646.0 | 12920 | 6.5517 | 0.1463 | | 646.5 | 12930 | 6.6616 | - | | 647.0 | 12940 | 6.5936 | 0.1437 | | 647.5 | 12950 | 6.6774 | - | | 648.0 | 12960 | 6.5754 | 0.1450 | | 648.5 | 12970 | 6.6653 | - | | 649.0 | 12980 | 6.9099 | 0.1454 | | 649.5 | 12990 | 6.6748 | - | | 650.0 | 13000 | 6.5733 | 0.1462 | | 650.5 | 13010 | 6.7764 | - | | 651.0 | 13020 | 6.579 | 0.1443 | | 651.5 | 13030 | 6.6853 | - | | 652.0 | 13040 | 6.5561 | 0.1450 | | 652.5 | 13050 | 6.6879 | - | | 653.0 | 13060 | 6.5595 | 0.1481 | | 653.5 | 13070 | 6.66 | - | | 654.0 | 13080 | 6.5827 | 0.1462 | | 654.5 | 13090 | 6.6524 | - | | 655.0 | 13100 | 6.5838 | 0.1446 | | 655.5 | 13110 | 6.6775 | - | | 656.0 | 13120 | 6.5745 | 0.1463 | | 656.5 | 13130 | 6.6826 | - | | 657.0 | 13140 | 6.5634 | 0.1455 | | 657.5 | 13150 | 6.6593 | - | | 658.0 | 13160 | 6.5875 | 0.1428 | | 658.5 | 13170 | 6.6798 | - | | 659.0 | 13180 | 6.5596 | 0.1461 | | 659.5 | 13190 | 6.6705 | - | | 660.0 | 13200 | 6.5717 | 0.1474 | | 660.5 | 13210 | 6.6792 | - | | 661.0 | 13220 | 6.5554 | 0.1471 | | 661.5 | 13230 | 6.6894 | - | | 662.0 | 13240 | 6.5471 | 0.1467 | | 662.5 | 13250 | 6.6685 | - | | 663.0 | 13260 | 6.5619 | 0.1465 | | 663.5 | 13270 | 6.6575 | - | | 664.0 | 13280 | 6.5741 | 0.1465 | | 664.5 | 13290 | 6.6654 | - | | 665.0 | 13300 | 6.5771 | 0.1460 | | 665.5 | 13310 | 6.6567 | - | | 666.0 | 13320 | 6.5812 | 0.1459 | | 666.5 | 13330 | 6.6716 | - | | 667.0 | 13340 | 6.5656 | 0.1469 | | 667.5 | 13350 | 6.6684 | - | | 668.0 | 13360 | 6.5608 | 0.1470 | | 668.5 | 13370 | 6.6995 | - | | 669.0 | 13380 | 6.5397 | 0.1477 | | 669.5 | 13390 | 6.7034 | - | | 670.0 | 13400 | 6.5287 | 0.1458 | | 670.5 | 13410 | 6.683 | - | | 671.0 | 13420 | 6.5397 | 0.1440 | | 671.5 | 13430 | 6.6777 | - | | 672.0 | 13440 | 6.5507 | 0.1449 | | 672.5 | 13450 | 6.6696 | - | | 673.0 | 13460 | 6.5659 | 0.1447 | | 673.5 | 13470 | 6.6915 | - | | 674.0 | 13480 | 6.5577 | 0.1441 | | 674.5 | 13490 | 6.6716 | - | | 675.0 | 13500 | 6.5707 | 0.1424 | | 675.5 | 13510 | 6.6356 | - | | 676.0 | 13520 | 6.5966 | 0.1456 | | 676.5 | 13530 | 6.6459 | - | | 677.0 | 13540 | 6.5882 | 0.1443 | | 677.5 | 13550 | 6.6795 | - | | 678.0 | 13560 | 6.5523 | 0.1448 | | 678.5 | 13570 | 6.6774 | - | | 679.0 | 13580 | 6.5772 | 0.1446 | | 679.5 | 13590 | 6.6561 | - | | 680.0 | 13600 | 6.5954 | 0.1463 | | 680.5 | 13610 | 6.6676 | - | | 681.0 | 13620 | 6.5838 | 0.1426 | | 681.5 | 13630 | 6.6524 | - | | 682.0 | 13640 | 6.6027 | 0.1440 | | 682.5 | 13650 | 6.6406 | - | | 683.0 | 13660 | 6.5893 | 0.1441 | | 683.5 | 13670 | 6.6801 | - | | 684.0 | 13680 | 6.5553 | 0.1438 | | 684.5 | 13690 | 6.6953 | - | | 685.0 | 13700 | 6.5378 | 0.1432 | | 685.5 | 13710 | 6.6358 | - | | 686.0 | 13720 | 6.5921 | 0.1424 | | 686.5 | 13730 | 6.6283 | - | | 687.0 | 13740 | 6.6036 | 0.1438 | | 687.5 | 13750 | 6.6911 | - | | 688.0 | 13760 | 6.533 | 0.1448 | | 688.5 | 13770 | 6.6666 | - | | 689.0 | 13780 | 6.5773 | 0.1436 | | 689.5 | 13790 | 6.6876 | - | | 690.0 | 13800 | 6.5465 | 0.1468 | | 690.5 | 13810 | 6.6799 | - | | 691.0 | 13820 | 6.5426 | 0.1457 | | 691.5 | 13830 | 6.6781 | - | | 692.0 | 13840 | 6.557 | 0.1429 | | 692.5 | 13850 | 6.6834 | - | | 693.0 | 13860 | 6.5867 | 0.1432 | | 693.5 | 13870 | 6.6634 | - | | 694.0 | 13880 | 6.5606 | 0.1440 | | 694.5 | 13890 | 6.6622 | - | | 695.0 | 13900 | 6.5681 | 0.1451 | | 695.5 | 13910 | 6.6658 | - | | 696.0 | 13920 | 6.5753 | 0.1464 | | 696.5 | 13930 | 6.6881 | - | | 697.0 | 13940 | 6.5463 | 0.1452 | | 697.5 | 13950 | 12.7672 | - | | 698.0 | 13960 | 10.8294 | 0.1612 | | 698.5 | 13970 | 6.8452 | - | | 699.0 | 13980 | 6.5374 | 0.1438 | | 699.5 | 13990 | 8.3092 | - | | 700.0 | 14000 | 6.5571 | 0.1448 | | 700.5 | 14010 | 6.6651 | - | | 701.0 | 14020 | 6.575 | 0.1461 | | 701.5 | 14030 | 6.6649 | - | | 702.0 | 14040 | 6.5575 | 0.1450 | | 702.5 | 14050 | 6.6309 | - | | 703.0 | 14060 | 6.5939 | 0.1431 | | 703.5 | 14070 | 6.6518 | - | | 704.0 | 14080 | 6.5686 | 0.1464 | | 704.5 | 14090 | 6.6488 | - | | 705.0 | 14100 | 6.5655 | 0.1442 | | 705.5 | 14110 | 6.663 | - | | 706.0 | 14120 | 6.5748 | 0.1436 | | 706.5 | 14130 | 6.656 | - | | 707.0 | 14140 | 6.5797 | 0.1447 | | 707.5 | 14150 | 6.6593 | - | | 708.0 | 14160 | 6.5629 | 0.1440 | | 708.5 | 14170 | 6.6657 | - | | 709.0 | 14180 | 6.5649 | 0.1449 | | 709.5 | 14190 | 6.66 | - | | 710.0 | 14200 | 6.5596 | 0.1433 | | 710.5 | 14210 | 6.6974 | - | | 711.0 | 14220 | 6.5238 | 0.1446 | | 711.5 | 14230 | 6.6807 | - | | 712.0 | 14240 | 6.5476 | 0.1466 | | 712.5 | 14250 | 6.659 | - | | 713.0 | 14260 | 6.5697 | 0.1443 | | 713.5 | 14270 | 6.647 | - | | 714.0 | 14280 | 6.5651 | 0.1447 | | 714.5 | 14290 | 6.6566 | - | | 715.0 | 14300 | 6.5605 | 0.1437 | | 715.5 | 14310 | 6.6619 | - | | 716.0 | 14320 | 6.5634 | 0.1440 | | 716.5 | 14330 | 6.6698 | - | | 717.0 | 14340 | 6.5441 | 0.1451 | | 717.5 | 14350 | 6.6644 | - | | 718.0 | 14360 | 6.5716 | 0.1430 | | 718.5 | 14370 | 6.6672 | - | | 719.0 | 14380 | 6.5471 | 0.1424 | | 719.5 | 14390 | 6.6524 | - | | 720.0 | 14400 | 6.5837 | 0.1441 | | 720.5 | 14410 | 6.6513 | - | | 721.0 | 14420 | 6.561 | 0.1429 | | 721.5 | 14430 | 6.6943 | - | | 722.0 | 14440 | 6.5128 | 0.1441 | | 722.5 | 14450 | 6.6807 | - | | 723.0 | 14460 | 6.5473 | 0.1473 | | 723.5 | 14470 | 6.6662 | - | | 724.0 | 14480 | 6.5582 | 0.1458 | | 724.5 | 14490 | 6.6925 | - | | 725.0 | 14500 | 6.5249 | 0.1427 | | 725.5 | 14510 | 6.6631 | - | | 726.0 | 14520 | 6.5597 | 0.1441 | | 726.5 | 14530 | 6.6896 | - | | 727.0 | 14540 | 6.5391 | 0.1454 | | 727.5 | 14550 | 6.6651 | - | | 728.0 | 14560 | 6.5545 | 0.1448 | | 728.5 | 14570 | 6.6658 | - | | 729.0 | 14580 | 6.5529 | 0.1458 | | 729.5 | 14590 | 6.6439 | - | | 730.0 | 14600 | 6.5779 | 0.1443 | | 730.5 | 14610 | 6.6313 | - | | 731.0 | 14620 | 6.5934 | 0.1420 | | 731.5 | 14630 | 6.6512 | - | | 732.0 | 14640 | 6.5742 | 0.1443 | | 732.5 | 14650 | 6.6418 | - | | 733.0 | 14660 | 6.5853 | 0.1431 | | 733.5 | 14670 | 6.6901 | - | | 734.0 | 14680 | 6.5241 | 0.1466 | | 734.5 | 14690 | 6.6731 | - | | 735.0 | 14700 | 6.5459 | 0.1455 | | 735.5 | 14710 | 6.7049 | - | | 736.0 | 14720 | 6.5131 | 0.1462 | | 736.5 | 14730 | 6.644 | - | | 737.0 | 14740 | 6.5731 | 0.1451 | | 737.5 | 14750 | 6.6674 | - | | 738.0 | 14760 | 6.5455 | 0.1444 | | 738.5 | 14770 | 6.6567 | - | | 739.0 | 14780 | 6.5518 | 0.1442 | | 739.5 | 14790 | 6.6716 | - | | 740.0 | 14800 | 6.5465 | 0.1433 | | 740.5 | 14810 | 6.6584 | - | | 741.0 | 14820 | 6.5519 | 0.1447 | | 741.5 | 14830 | 6.6817 | - | | 742.0 | 14840 | 6.534 | 0.1430 | | 742.5 | 14850 | 6.7061 | - | | 743.0 | 14860 | 6.521 | 0.1454 | | 743.5 | 14870 | 6.6666 | - | | 744.0 | 14880 | 6.5529 | 0.1462 | | 744.5 | 14890 | 6.6296 | - | | 745.0 | 14900 | 6.5917 | 0.1460 | | 745.5 | 14910 | 6.6856 | - | | 746.0 | 14920 | 6.5269 | 0.1440 | | 746.5 | 14930 | 6.6686 | - | | 747.0 | 14940 | 6.5495 | 0.1444 | | 747.5 | 14950 | 6.6778 | - | | 748.0 | 14960 | 6.5327 | 0.1434 | | 748.5 | 14970 | 6.6864 | - | | 749.0 | 14980 | 6.5316 | 0.1446 | | 749.5 | 14990 | 6.6904 | - | | 750.0 | 15000 | 6.5302 | 0.1430 | | 750.5 | 15010 | 6.8044 | - | | 751.0 | 15020 | 6.581 | 0.1438 | | 751.5 | 15030 | 6.6627 | - | | 752.0 | 15040 | 6.5489 | 0.1432 | | 752.5 | 15050 | 6.6396 | - | | 753.0 | 15060 | 6.5832 | 0.1434 | | 753.5 | 15070 | 6.8091 | - | | 754.0 | 15080 | 6.5277 | 0.1450 | | 754.5 | 15090 | 6.6641 | - | | 755.0 | 15100 | 6.5506 | 0.1447 | | 755.5 | 15110 | 6.6736 | - | | 756.0 | 15120 | 6.5341 | 0.1430 | | 756.5 | 15130 | 6.6589 | - | | 757.0 | 15140 | 6.5513 | 0.1433 | | 757.5 | 15150 | 6.6572 | - | | 758.0 | 15160 | 6.5595 | 0.1425 | | 758.5 | 15170 | 6.6319 | - | | 759.0 | 15180 | 6.5836 | 0.1431 | | 759.5 | 15190 | 6.6607 | - | | 760.0 | 15200 | 6.547 | 0.1449 | | 760.5 | 15210 | 6.656 | - | | 761.0 | 15220 | 6.5529 | 0.1441 | | 761.5 | 15230 | 6.6691 | - | | 762.0 | 15240 | 6.5524 | 0.1433 | | 762.5 | 15250 | 6.7125 | - | | 763.0 | 15260 | 6.5451 | 0.1429 | | 763.5 | 15270 | 6.652 | - | | 764.0 | 15280 | 6.5616 | 0.1443 | | 764.5 | 15290 | 6.6663 | - | | 765.0 | 15300 | 6.5495 | 0.1434 | | 765.5 | 15310 | 6.6545 | - | | 766.0 | 15320 | 6.5649 | 0.1452 | | 766.5 | 15330 | 6.6684 | - | | 767.0 | 15340 | 6.5456 | 0.1438 | | 767.5 | 15350 | 6.6523 | - | | 768.0 | 15360 | 6.5558 | 0.1454 | | 768.5 | 15370 | 6.6895 | - | | 769.0 | 15380 | 6.5141 | 0.1439 | | 769.5 | 15390 | 6.6657 | - | | 770.0 | 15400 | 6.5362 | 0.1435 | | 770.5 | 15410 | 6.6618 | - | | 771.0 | 15420 | 6.5537 | 0.1449 | | 771.5 | 15430 | 6.6565 | - | | 772.0 | 15440 | 6.5443 | 0.1424 | | 772.5 | 15450 | 6.6704 | - | | 773.0 | 15460 | 6.5375 | 0.1433 | | 773.5 | 15470 | 6.6683 | - | | 774.0 | 15480 | 6.5348 | 0.1442 | | 774.5 | 15490 | 6.6465 | - | | 775.0 | 15500 | 6.5659 | 0.1452 | | 775.5 | 15510 | 6.6639 | - | | 776.0 | 15520 | 6.551 | 0.1459 | | 776.5 | 15530 | 6.6734 | - | | 777.0 | 15540 | 6.5267 | 0.1456 | | 777.5 | 15550 | 6.6135 | - | | 778.0 | 15560 | 6.5871 | 0.1440 | | 778.5 | 15570 | 6.6378 | - | | 779.0 | 15580 | 6.5688 | 0.1442 | | 779.5 | 15590 | 6.6569 | - | | 780.0 | 15600 | 6.5458 | 0.1453 | | 780.5 | 15610 | 6.6345 | - | | 781.0 | 15620 | 6.5786 | 0.1449 | | 781.5 | 15630 | 6.6464 | - | | 782.0 | 15640 | 6.5634 | 0.1445 | | 782.5 | 15650 | 6.634 | - | | 783.0 | 15660 | 6.578 | 0.1450 | | 783.5 | 15670 | 6.687 | - | | 784.0 | 15680 | 6.5157 | 0.1435 | | 784.5 | 15690 | 6.6439 | - | | 785.0 | 15700 | 6.5604 | 0.1439 | | 785.5 | 15710 | 6.6435 | - | | 786.0 | 15720 | 6.5671 | 0.1434 | | 786.5 | 15730 | 6.6578 | - | | 787.0 | 15740 | 6.5501 | 0.1451 | | 787.5 | 15750 | 6.6789 | - | | 788.0 | 15760 | 6.5272 | 0.1425 | | 788.5 | 15770 | 6.669 | - | | 789.0 | 15780 | 6.5265 | 0.1421 | | 789.5 | 15790 | 6.6281 | - | | 790.0 | 15800 | 6.5725 | 0.1430 | | 790.5 | 15810 | 6.6691 | - | | 791.0 | 15820 | 6.5235 | 0.1441 | | 791.5 | 15830 | 6.6561 | - | | 792.0 | 15840 | 6.5512 | 0.1443 | | 792.5 | 15850 | 6.6797 | - | | 793.0 | 15860 | 6.5573 | 0.1441 | | 793.5 | 15870 | 6.6629 | - | | 794.0 | 15880 | 6.5444 | 0.1447 | | 794.5 | 15890 | 6.6825 | - | | 795.0 | 15900 | 6.5179 | 0.1446 | | 795.5 | 15910 | 6.6441 | - | | 796.0 | 15920 | 6.556 | 0.1421 | | 796.5 | 15930 | 6.6811 | - | | 797.0 | 15940 | 6.5166 | 0.1426 | | 797.5 | 15950 | 6.6821 | - | | 798.0 | 15960 | 6.5063 | 0.1427 | | 798.5 | 15970 | 6.6407 | - | | 799.0 | 15980 | 6.5669 | 0.1443 | | 799.5 | 15990 | 6.6299 | - | | 800.0 | 16000 | 6.5664 | 0.1440 | | 800.5 | 16010 | 6.6639 | - | | 801.0 | 16020 | 6.5215 | 0.1434 | | 801.5 | 16030 | 6.6534 | - | | 802.0 | 16040 | 6.5476 | 0.1424 | | 802.5 | 16050 | 6.6389 | - | | 803.0 | 16060 | 6.5503 | 0.1435 | | 803.5 | 16070 | 6.6531 | - | | 804.0 | 16080 | 6.5362 | 0.1434 | | 804.5 | 16090 | 6.6839 | - | | 805.0 | 16100 | 6.5139 | 0.1436 | | 805.5 | 16110 | 6.6592 | - | | 806.0 | 16120 | 6.5405 | 0.1436 | | 806.5 | 16130 | 6.6591 | - | | 807.0 | 16140 | 6.5394 | 0.1421 | | 807.5 | 16150 | 6.6394 | - | | 808.0 | 16160 | 6.5595 | 0.1423 | | 808.5 | 16170 | 6.6978 | - | | 809.0 | 16180 | 6.4986 | 0.1427 | | 809.5 | 16190 | 6.6304 | - | | 810.0 | 16200 | 6.5665 | 0.1427 | | 810.5 | 16210 | 6.6807 | - | | 811.0 | 16220 | 6.5104 | 0.1435 | | 811.5 | 16230 | 6.6378 | - | | 812.0 | 16240 | 6.5677 | 0.1440 | | 812.5 | 16250 | 6.6478 | - | | 813.0 | 16260 | 6.5496 | 0.1428 | | 813.5 | 16270 | 6.6393 | - | | 814.0 | 16280 | 6.5475 | 0.1427 | | 814.5 | 16290 | 6.6401 | - | | 815.0 | 16300 | 6.5514 | 0.1417 | | 815.5 | 16310 | 6.6703 | - | | 816.0 | 16320 | 6.5282 | 0.1410 | | 816.5 | 16330 | 6.6748 | - | | 817.0 | 16340 | 6.5283 | 0.1410 | | 817.5 | 16350 | 6.6735 | - | | 818.0 | 16360 | 6.509 | 0.1409 | | 818.5 | 16370 | 6.661 | - | | 819.0 | 16380 | 6.5215 | 0.1409 | | 819.5 | 16390 | 6.6709 | - | | 820.0 | 16400 | 6.5321 | 0.1426 | | 820.5 | 16410 | 6.6592 | - | | 821.0 | 16420 | 6.5272 | 0.1441 | | 821.5 | 16430 | 6.659 | - | | 822.0 | 16440 | 6.5289 | 0.1453 | | 822.5 | 16450 | 6.6696 | - | | 823.0 | 16460 | 6.518 | 0.1437 | | 823.5 | 16470 | 6.655 | - | | 824.0 | 16480 | 6.5406 | 0.1426 | | 824.5 | 16490 | 6.6463 | - | | 825.0 | 16500 | 6.5442 | 0.1447 | | 825.5 | 16510 | 6.6668 | - | | 826.0 | 16520 | 6.5251 | 0.1427 | | 826.5 | 16530 | 6.6405 | - | | 827.0 | 16540 | 6.5525 | 0.1415 | | 827.5 | 16550 | 6.6626 | - | | 828.0 | 16560 | 6.5362 | 0.1426 | | 828.5 | 16570 | 6.6508 | - | | 829.0 | 16580 | 6.551 | 0.1429 | | 829.5 | 16590 | 6.6679 | - | | 830.0 | 16600 | 6.5182 | 0.1421 | | 830.5 | 16610 | 6.6611 | - | | 831.0 | 16620 | 6.5295 | 0.1453 | | 831.5 | 16630 | 6.6787 | - | | 832.0 | 16640 | 6.497 | 0.1471 | | 832.5 | 16650 | 6.6752 | - | | 833.0 | 16660 | 6.511 | 0.1450 | | 833.5 | 16670 | 6.6477 | - | | 834.0 | 16680 | 6.5321 | 0.1446 | | 834.5 | 16690 | 6.6627 | - | | 835.0 | 16700 | 6.5382 | 0.1431 | | 835.5 | 16710 | 6.6735 | - | | 836.0 | 16720 | 6.5133 | 0.1445 | | 836.5 | 16730 | 6.6537 | - | | 837.0 | 16740 | 6.5412 | 0.1431 | | 837.5 | 16750 | 6.6529 | - | | 838.0 | 16760 | 6.5401 | 0.1438 | | 838.5 | 16770 | 6.6698 | - | | 839.0 | 16780 | 6.5129 | 0.1445 | | 839.5 | 16790 | 6.6717 | - | | 840.0 | 16800 | 6.5141 | 0.1438 | | 840.5 | 16810 | 6.6309 | - | | 841.0 | 16820 | 6.5632 | 0.1438 | | 841.5 | 16830 | 6.6303 | - | | 842.0 | 16840 | 6.554 | 0.1438 | | 842.5 | 16850 | 6.6773 | - | | 843.0 | 16860 | 6.5129 | 0.1442 | | 843.5 | 16870 | 6.6594 | - | | 844.0 | 16880 | 6.5308 | 0.1439 | | 844.5 | 16890 | 6.6639 | - | | 845.0 | 16900 | 6.529 | 0.1436 | | 845.5 | 16910 | 6.6761 | - | | 846.0 | 16920 | 6.5197 | 0.1442 | | 846.5 | 16930 | 6.6684 | - | | 847.0 | 16940 | 6.5273 | 0.1444 | | 847.5 | 16950 | 6.6763 | - | | 848.0 | 16960 | 6.5091 | 0.1443 | | 848.5 | 16970 | 6.6697 | - | | 849.0 | 16980 | 6.5173 | 0.1434 | | 849.5 | 16990 | 6.6658 | - | | 850.0 | 17000 | 6.5187 | 0.1424 | | 850.5 | 17010 | 6.6588 | - | | 851.0 | 17020 | 6.5302 | 0.1427 | | 851.5 | 17030 | 6.6554 | - | | 852.0 | 17040 | 6.5306 | 0.1424 | | 852.5 | 17050 | 6.6336 | - | | 853.0 | 17060 | 6.5413 | 0.1416 | | 853.5 | 17070 | 6.6626 | - | | 854.0 | 17080 | 6.5294 | 0.1423 | | 854.5 | 17090 | 6.6293 | - | | 855.0 | 17100 | 6.5668 | 0.1437 | | 855.5 | 17110 | 6.6439 | - | | 856.0 | 17120 | 6.5443 | 0.1429 | | 856.5 | 17130 | 6.6875 | - | | 857.0 | 17140 | 6.4851 | 0.1424 | | 857.5 | 17150 | 6.6642 | - | | 858.0 | 17160 | 6.5196 | 0.1418 | | 858.5 | 17170 | 6.6309 | - | | 859.0 | 17180 | 6.5476 | 0.1437 | | 859.5 | 17190 | 6.6677 | - | | 860.0 | 17200 | 6.5073 | 0.2636 | | 860.5 | 17210 | 6.8599 | - | | 861.0 | 17220 | 6.5187 | 0.1419 | | 861.5 | 17230 | 6.6443 | - | | 862.0 | 17240 | 6.541 | 0.1431 | | 862.5 | 17250 | 6.6552 | - | | 863.0 | 17260 | 6.5281 | 0.1434 | | 863.5 | 17270 | 6.6496 | - | | 864.0 | 17280 | 6.5312 | 0.1423 | | 864.5 | 17290 | 6.6408 | - | | 865.0 | 17300 | 6.5403 | 0.1431 | | 865.5 | 17310 | 6.6584 | - | | 866.0 | 17320 | 6.5335 | 0.1436 | | 866.5 | 17330 | 6.6392 | - | | 867.0 | 17340 | 6.5383 | 0.1439 | | 867.5 | 17350 | 6.6501 | - | | 868.0 | 17360 | 6.5219 | 0.1434 | | 868.5 | 17370 | 6.6763 | - | | 869.0 | 17380 | 6.501 | 0.1431 | | 869.5 | 17390 | 6.6624 | - | | 870.0 | 17400 | 6.5163 | 0.1424 | | 870.5 | 17410 | 6.6634 | - | | 871.0 | 17420 | 6.5202 | 0.1436 | | 871.5 | 17430 | 6.6531 | - | | 872.0 | 17440 | 6.5275 | 0.1431 | | 872.5 | 17450 | 6.6373 | - | | 873.0 | 17460 | 6.533 | 0.1423 | | 873.5 | 17470 | 6.6574 | - | | 874.0 | 17480 | 6.5241 | 0.1423 | | 874.5 | 17490 | 6.6622 | - | | 875.0 | 17500 | 6.5123 | 0.1426 | | 875.5 | 17510 | 6.6495 | - | | 876.0 | 17520 | 6.5383 | 0.1425 | | 876.5 | 17530 | 6.6533 | - | | 877.0 | 17540 | 6.5273 | 0.1422 | | 877.5 | 17550 | 6.6395 | - | | 878.0 | 17560 | 6.5446 | 0.1426 | | 878.5 | 17570 | 6.6594 | - | | 879.0 | 17580 | 6.5163 | 0.1421 | | 879.5 | 17590 | 6.6244 | - | | 880.0 | 17600 | 6.5578 | 0.1424 | | 880.5 | 17610 | 6.6453 | - | | 881.0 | 17620 | 6.5274 | 0.1425 | | 881.5 | 17630 | 6.628 | - | | 882.0 | 17640 | 6.561 | 0.1426 | | 882.5 | 17650 | 6.6507 | - | | 883.0 | 17660 | 6.5207 | 0.1435 | | 883.5 | 17670 | 6.6691 | - | | 884.0 | 17680 | 6.5087 | 0.1426 | | 884.5 | 17690 | 6.6468 | - | | 885.0 | 17700 | 6.5289 | 0.1424 | | 885.5 | 17710 | 6.6479 | - | | 886.0 | 17720 | 6.549 | 0.1422 | | 886.5 | 17730 | 6.6367 | - | | 887.0 | 17740 | 6.5527 | 0.1425 | | 887.5 | 17750 | 6.6397 | - | | 888.0 | 17760 | 6.542 | 0.1420 | | 888.5 | 17770 | 6.6435 | - | | 889.0 | 17780 | 6.5309 | 0.1424 | | 889.5 | 17790 | 6.6549 | - | | 890.0 | 17800 | 6.5316 | 0.1412 | | 890.5 | 17810 | 6.6399 | - | | 891.0 | 17820 | 6.5309 | 0.1416 | | 891.5 | 17830 | 6.6721 | - | | 892.0 | 17840 | 6.5116 | 0.1405 | | 892.5 | 17850 | 6.6583 | - | | 893.0 | 17860 | 6.5089 | 0.1404 | | 893.5 | 17870 | 6.6543 | - | | 894.0 | 17880 | 6.5136 | 0.1412 | | 894.5 | 17890 | 6.6376 | - | | 895.0 | 17900 | 6.5464 | 0.1426 | | 895.5 | 17910 | 6.6764 | - | | 896.0 | 17920 | 6.5045 | 0.1428 | | 896.5 | 17930 | 6.6343 | - | | 897.0 | 17940 | 6.5442 | 0.1423 | | 897.5 | 17950 | 6.6408 | - | | 898.0 | 17960 | 6.5325 | 0.1426 | | 898.5 | 17970 | 6.6527 | - | | 899.0 | 17980 | 6.5279 | 0.1425 | | 899.5 | 17990 | 6.655 | - | | 900.0 | 18000 | 6.5222 | 0.1423 | | 900.5 | 18010 | 6.6627 | - | | 901.0 | 18020 | 6.5083 | 0.1423 | | 901.5 | 18030 | 6.6497 | - | | 902.0 | 18040 | 6.5269 | 0.1426 | | 902.5 | 18050 | 6.6414 | - | | 903.0 | 18060 | 6.5395 | 0.1422 | | 903.5 | 18070 | 6.6467 | - | | 904.0 | 18080 | 6.5236 | 0.1416 | | 904.5 | 18090 | 6.6719 | - | | 905.0 | 18100 | 6.5033 | 0.1420 | | 905.5 | 18110 | 6.6444 | - | | 906.0 | 18120 | 6.5203 | 0.1417 | | 906.5 | 18130 | 6.6427 | - | | 907.0 | 18140 | 6.5278 | 0.1420 | | 907.5 | 18150 | 6.6558 | - | | 908.0 | 18160 | 6.5041 | 0.1427 | | 908.5 | 18170 | 6.6468 | - | | 909.0 | 18180 | 6.5235 | 0.1419 | | 909.5 | 18190 | 6.6378 | - | | 910.0 | 18200 | 6.5203 | 0.1420 | | 910.5 | 18210 | 6.6505 | - | | 911.0 | 18220 | 6.5196 | 0.1417 | | 911.5 | 18230 | 6.6431 | - | | 912.0 | 18240 | 6.5286 | 0.1416 | | 912.5 | 18250 | 6.6346 | - | | 913.0 | 18260 | 6.5313 | 0.1417 | | 913.5 | 18270 | 6.6516 | - | | 914.0 | 18280 | 6.5176 | 0.1427 | | 914.5 | 18290 | 6.634 | - | | 915.0 | 18300 | 6.5408 | 0.1432 | | 915.5 | 18310 | 6.6562 | - | | 916.0 | 18320 | 6.5153 | 0.1426 | | 916.5 | 18330 | 6.6703 | - | | 917.0 | 18340 | 6.4909 | 0.1420 | | 917.5 | 18350 | 6.6384 | - | | 918.0 | 18360 | 6.5318 | 0.1424 | | 918.5 | 18370 | 6.6547 | - | | 919.0 | 18380 | 6.5159 | 0.1425 | | 919.5 | 18390 | 6.6552 | - | | 920.0 | 18400 | 6.5146 | 0.1432 | | 920.5 | 18410 | 6.6266 | - | | 921.0 | 18420 | 6.5488 | 0.1434 | | 921.5 | 18430 | 6.6748 | - | | 922.0 | 18440 | 6.488 | 0.1424 | | 922.5 | 18450 | 6.6401 | - | | 923.0 | 18460 | 6.5877 | 0.1423 | | 923.5 | 18470 | 6.6176 | - | | 924.0 | 18480 | 6.5658 | 0.1419 | | 924.5 | 18490 | 6.6554 | - | | 925.0 | 18500 | 6.5092 | 0.1418 | | 925.5 | 18510 | 6.6467 | - | | 926.0 | 18520 | 6.5175 | 0.1417 | | 926.5 | 18530 | 6.6331 | - | | 927.0 | 18540 | 6.5243 | 0.1429 | | 927.5 | 18550 | 6.6506 | - | | 928.0 | 18560 | 6.5224 | 0.1424 | | 928.5 | 18570 | 6.629 | - | | 929.0 | 18580 | 6.5414 | 0.1419 | | 929.5 | 18590 | 6.64 | - | | 930.0 | 18600 | 6.524 | 0.1416 | | 930.5 | 18610 | 6.6545 | - | | 931.0 | 18620 | 6.5045 | 0.1412 | | 931.5 | 18630 | 6.6301 | - | | 932.0 | 18640 | 6.5334 | 0.1418 | | 932.5 | 18650 | 6.6212 | - | | 933.0 | 18660 | 6.5498 | 0.1421 | | 933.5 | 18670 | 6.6474 | - | | 934.0 | 18680 | 6.5237 | 0.1420 | | 934.5 | 18690 | 6.6375 | - | | 935.0 | 18700 | 6.5411 | 0.1420 | | 935.5 | 18710 | 6.6381 | - | | 936.0 | 18720 | 6.5304 | 0.1421 | | 936.5 | 18730 | 6.6373 | - | | 937.0 | 18740 | 6.5234 | 0.1418 | | 937.5 | 18750 | 6.6376 | - | | 938.0 | 18760 | 6.5256 | 0.1418 | | 938.5 | 18770 | 6.6576 | - | | 939.0 | 18780 | 6.5094 | 0.1421 | | 939.5 | 18790 | 6.677 | - | | 940.0 | 18800 | 6.4781 | 0.1425 | | 940.5 | 18810 | 6.6221 | - | | 941.0 | 18820 | 6.5426 | 0.1422 | | 941.5 | 18830 | 6.6554 | - | | 942.0 | 18840 | 6.5103 | 0.1414 | | 942.5 | 18850 | 6.6403 | - | | 943.0 | 18860 | 6.5243 | 0.1419 | | 943.5 | 18870 | 6.6798 | - | | 944.0 | 18880 | 6.4754 | 0.1421 | | 944.5 | 18890 | 6.628 | - | | 945.0 | 18900 | 6.5264 | 0.1420 | | 945.5 | 18910 | 6.6421 | - | | 946.0 | 18920 | 6.5289 | 0.1423 | | 946.5 | 18930 | 6.655 | - | | 947.0 | 18940 | 6.499 | 0.1423 | | 947.5 | 18950 | 6.5927 | - | | 948.0 | 18960 | 6.5678 | 0.1417 | | 948.5 | 18970 | 6.6396 | - | | 949.0 | 18980 | 6.521 | 0.1416 | | 949.5 | 18990 | 6.6451 | - | | 950.0 | 19000 | 6.5195 | 0.1417 | | 950.5 | 19010 | 6.6447 | - | | 951.0 | 19020 | 6.5005 | 0.1419 | | 951.5 | 19030 | 6.6581 | - | | 952.0 | 19040 | 6.4967 | 0.1422 | | 952.5 | 19050 | 6.6417 | - | | 953.0 | 19060 | 6.5209 | 0.1421 | | 953.5 | 19070 | 6.6699 | - | | 954.0 | 19080 | 6.4906 | 0.1419 | | 954.5 | 19090 | 6.6265 | - | | 955.0 | 19100 | 6.536 | 0.1416 | | 955.5 | 19110 | 6.6597 | - | | 956.0 | 19120 | 6.5016 | 0.1416 | | 956.5 | 19130 | 6.6171 | - | | 957.0 | 19140 | 6.5512 | 0.1421 | | 957.5 | 19150 | 6.6283 | - | | 958.0 | 19160 | 6.5425 | 0.1424 | | 958.5 | 19170 | 6.6215 | - | | 959.0 | 19180 | 6.5428 | 0.1423 | | 959.5 | 19190 | 6.6224 | - | | 960.0 | 19200 | 6.5303 | 0.1419 | | 960.5 | 19210 | 6.6533 | - | | 961.0 | 19220 | 6.5168 | 0.1418 | | 961.5 | 19230 | 6.6242 | - | | 962.0 | 19240 | 6.5355 | 0.1419 | | 962.5 | 19250 | 6.6604 | - | | 963.0 | 19260 | 6.5008 | 0.1422 | | 963.5 | 19270 | 6.6302 | - | | 964.0 | 19280 | 6.5365 | 0.1421 | | 964.5 | 19290 | 6.6376 | - | | 965.0 | 19300 | 6.5251 | 0.1422 | | 965.5 | 19310 | 6.6578 | - | | 966.0 | 19320 | 6.5047 | 0.1423 | | 966.5 | 19330 | 6.6523 | - | | 967.0 | 19340 | 6.5042 | 0.1421 | | 967.5 | 19350 | 6.651 | - | | 968.0 | 19360 | 6.5131 | 0.1421 | | 968.5 | 19370 | 6.6427 | - | | 969.0 | 19380 | 6.5068 | 0.1420 | | 969.5 | 19390 | 6.6183 | - | | 970.0 | 19400 | 6.5354 | 0.1422 | | 970.5 | 19410 | 6.6318 | - | | 971.0 | 19420 | 6.5234 | 0.1418 | | 971.5 | 19430 | 6.6334 | - | | 972.0 | 19440 | 6.5221 | 0.1419 | | 972.5 | 19450 | 6.6977 | - | | 973.0 | 19460 | 6.4547 | 0.1418 | | 973.5 | 19470 | 6.6555 | - | | 974.0 | 19480 | 6.5042 | 0.1417 | | 974.5 | 19490 | 6.6425 | - | | 975.0 | 19500 | 6.5108 | 0.1417 | | 975.5 | 19510 | 6.6746 | - | | 976.0 | 19520 | 6.4847 | 0.1416 | | 976.5 | 19530 | 6.6338 | - | | 977.0 | 19540 | 6.5262 | 0.1418 | | 977.5 | 19550 | 6.6403 | - | | 978.0 | 19560 | 6.5154 | 0.1419 | | 978.5 | 19570 | 6.6241 | - | | 979.0 | 19580 | 6.5296 | 0.1419 | | 979.5 | 19590 | 6.6129 | - | | 980.0 | 19600 | 6.5483 | 0.1419 | | 980.5 | 19610 | 6.6524 | - | | 981.0 | 19620 | 6.5031 | 0.1418 | | 981.5 | 19630 | 6.671 | - | | 982.0 | 19640 | 6.4815 | 0.1420 | | 982.5 | 19650 | 6.6277 | - | | 983.0 | 19660 | 6.5349 | 0.1419 | | 983.5 | 19670 | 6.6249 | - | | 984.0 | 19680 | 6.5264 | 0.1420 | | 984.5 | 19690 | 6.6389 | - | | 985.0 | 19700 | 6.5089 | 0.1419 | | 985.5 | 19710 | 6.6438 | - | | 986.0 | 19720 | 6.5033 | 0.1419 | | 986.5 | 19730 | 6.6322 | - | | 987.0 | 19740 | 6.5293 | 0.1419 | | 987.5 | 19750 | 6.6392 | - | | 988.0 | 19760 | 6.5203 | 0.1418 | | 988.5 | 19770 | 6.6184 | - | | 989.0 | 19780 | 6.5453 | 0.1418 | | 989.5 | 19790 | 6.6453 | - | | 990.0 | 19800 | 6.5069 | 0.1420 | | 990.5 | 19810 | 6.6452 | - | | 991.0 | 19820 | 6.513 | 0.1420 | | 991.5 | 19830 | 6.6694 | - | | 992.0 | 19840 | 6.4836 | 0.1420 | | 992.5 | 19850 | 6.625 | - | | 993.0 | 19860 | 6.5284 | 0.1419 | | 993.5 | 19870 | 6.6546 | - | | 994.0 | 19880 | 6.502 | 0.1419 | | 994.5 | 19890 | 6.628 | - | | 995.0 | 19900 | 6.5196 | 0.1419 | | 995.5 | 19910 | 6.6541 | - | | 996.0 | 19920 | 6.497 | 0.1419 | | 996.5 | 19930 | 6.6336 | - | | 997.0 | 19940 | 6.5223 | 0.1419 | | 997.5 | 19950 | 6.6349 | - | | 998.0 | 19960 | 6.5133 | 0.1420 | | 998.5 | 19970 | 6.6675 | - | | 999.0 | 19980 | 6.482 | 0.1420 | | 999.5 | 19990 | 6.6569 | - | | 1000.0 | 20000 | 6.491 | 0.1419 |
### Framework Versions - Python: 3.10.15 - Sentence Transformers: 3.2.1 - Transformers: 4.45.2 - PyTorch: 2.4.0+cu121 - Accelerate: 1.1.1 - 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", } ``` #### CoSENTLoss ```bibtex @online{kexuefm-8847, title={CoSENT: A more efficient sentence vector scheme than Sentence-BERT}, author={Su Jianlin}, year={2022}, month={Jan}, url={https://kexue.fm/archives/8847}, } ```