sobamchan/bert-base-uncased-mrl-768-512-256-128

SentenceTransformer based on google-bert/bert-base-uncased

This is a sentence-transformers model finetuned from google-bert/bert-base-uncased on the all-nli 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: google-bert/bert-base-uncased
• Maximum Sequence Length: 512 tokens
• Output Dimensionality: 768 dimensions
• Similarity Function: Cosine Similarity
• Training Dataset:
  • all-nli
• Language: en

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': '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:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    'A construction worker peeking out of a manhole while his coworker sits on the sidewalk smiling.',
    'A worker is looking out of a manhole.',
    'The workers are both inside the manhole.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.6457, 0.1356],
#         [0.6457, 1.0000, 0.2649],
#         [0.1356, 0.2649, 1.0000]])

Evaluation

Metrics

Semantic Similarity

• Datasets: sts-dev and sts-test
• Evaluated with EmbeddingSimilarityEvaluator

Metric	sts-dev	sts-test
pearson_cosine	0.8177	0.793
spearman_cosine	0.8188	0.7965

Training Details

Training Dataset

all-nli

• Dataset: all-nli at d482672
• Size: 557,850 training samples
• Columns: anchor, positive, and negative
• Approximate statistics based on the first 1000 samples:

  	anchor	positive	negative
  type	string	string	string
  details	min: 7 tokens mean: 10.46 tokens max: 46 tokens	min: 6 tokens mean: 12.81 tokens max: 40 tokens	min: 5 tokens mean: 13.4 tokens max: 50 tokens

• Samples:

  anchor	positive	negative
  A person on a horse jumps over a broken down airplane.	A person is outdoors, on a horse.	A person is at a diner, ordering an omelette.
  Children smiling and waving at camera	There are children present	The kids are frowning
  A boy is jumping on skateboard in the middle of a red bridge.	The boy does a skateboarding trick.	The boy skates down the sidewalk.

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "MultipleNegativesRankingLoss",
      "matryoshka_dims": [
          768,
          512,
          256,
          128
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

Evaluation Dataset

all-nli

• Dataset: all-nli at d482672
• Size: 6,584 evaluation samples
• Columns: anchor, positive, and negative
• Approximate statistics based on the first 1000 samples:

  	anchor	positive	negative
  type	string	string	string
  details	min: 6 tokens mean: 17.95 tokens max: 63 tokens	min: 4 tokens mean: 9.78 tokens max: 29 tokens	min: 5 tokens mean: 10.35 tokens max: 29 tokens

• Samples:

  anchor	positive	negative
  Two women are embracing while holding to go packages.	Two woman are holding packages.	The men are fighting outside a deli.
  Two young children in blue jerseys, one with the number 9 and one with the number 2 are standing on wooden steps in a bathroom and washing their hands in a sink.	Two kids in numbered jerseys wash their hands.	Two kids in jackets walk to school.
  A man selling donuts to a customer during a world exhibition event held in the city of Angeles	A man selling donuts to a customer.	A woman drinks her coffee in a small cafe.

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "MultipleNegativesRankingLoss",
      "matryoshka_dims": [
          768,
          512,
          256,
          128
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 16
• per_device_eval_batch_size: 16
• num_train_epochs: 5
• warmup_ratio: 0.1
• fp16: True

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 16
• per_device_eval_batch_size: 16
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 1
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 5e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 5
• 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
• bf16: False
• fp16: True
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_min_num_params: 0
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• fsdp_transformer_layer_cls_to_wrap: None
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• 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
• project: huggingface
• trackio_space_id: trackio
• 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: no
• 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: True
• 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	sts-dev_spearman_cosine	sts-test_spearman_cosine
-1	-1	-	-	0.5931	-
0.0029	100	8.7348	5.7611	0.6142	-
0.0057	200	8.1854	4.8268	0.6798	-
0.0086	300	6.2359	3.6486	0.7609	-
0.0115	400	4.5997	2.9608	0.7935	-
0.0143	500	3.8582	2.6669	0.8039	-
0.0172	600	3.4914	2.4884	0.8099	-
0.0201	700	3.1184	2.3471	0.8141	-
0.0229	800	3.1714	2.2095	0.8180	-
0.0258	900	3.1396	2.0758	0.8207	-
0.0287	1000	2.7186	1.9742	0.8233	-
0.0315	1100	2.8151	1.8615	0.8242	-
0.0344	1200	2.5506	1.7586	0.8261	-
0.0373	1300	2.7072	1.6880	0.8287	-
0.0402	1400	2.4229	1.6299	0.8289	-
0.0430	1500	2.2522	1.5959	0.8314	-
0.0459	1600	2.3755	1.5462	0.8343	-
0.0488	1700	2.0956	1.5280	0.8318	-
0.0516	1800	2.2212	1.4786	0.8319	-
0.0545	1900	2.3425	1.4454	0.8311	-
0.0574	2000	1.9474	1.4305	0.8305	-
0.0602	2100	2.0707	1.4150	0.8334	-
0.0631	2200	1.9839	1.3794	0.8335	-
0.0660	2300	2.0811	1.3449	0.8325	-
0.0688	2400	1.8551	1.3308	0.8342	-
0.0717	2500	2.0905	1.3162	0.8365	-
0.0746	2600	2.0011	1.3206	0.8360	-
0.0774	2700	1.9253	1.2619	0.8389	-
0.0803	2800	2.0329	1.2412	0.8356	-
0.0832	2900	1.8733	1.2466	0.8380	-
0.0860	3000	1.8727	1.2361	0.8356	-
0.0889	3100	1.8873	1.2287	0.8339	-
0.0918	3200	1.6856	1.2066	0.8345	-
0.0946	3300	1.9318	1.1863	0.8368	-
0.0975	3400	1.7349	1.1563	0.8373	-
0.1004	3500	1.7844	1.1676	0.8377	-
0.1033	3600	1.9462	1.1657	0.8372	-
0.1061	3700	1.7901	1.1549	0.8335	-
0.1090	3800	1.7568	1.1516	0.8357	-
0.1119	3900	1.7215	1.1333	0.8382	-
0.1147	4000	1.6737	1.1275	0.8343	-
0.1176	4100	1.6571	1.1294	0.8385	-
0.1205	4200	1.6899	1.1214	0.8365	-
0.1233	4300	1.7203	1.0832	0.8376	-
0.1262	4400	1.7742	1.0893	0.8345	-
0.1291	4500	1.4745	1.0656	0.8367	-
0.1319	4600	1.5975	1.0762	0.8348	-
0.1348	4700	1.6058	1.0833	0.8335	-
0.1377	4800	1.4312	1.0661	0.8372	-
0.1405	4900	1.5773	1.0430	0.8363	-
0.1434	5000	1.5056	1.0421	0.8322	-
0.1463	5100	1.5484	1.0659	0.8305	-
0.1491	5200	1.6143	1.0130	0.8389	-
0.1520	5300	1.5103	1.0204	0.8415	-
0.1549	5400	1.4742	1.0218	0.8378	-
0.1577	5500	1.7935	1.0141	0.8450	-
0.1606	5600	1.5722	1.0134	0.8343	-
0.1635	5700	1.4436	1.0016	0.8435	-
0.1664	5800	1.6854	0.9917	0.8398	-
0.1692	5900	1.5159	1.0294	0.8308	-
0.1721	6000	1.3993	1.0211	0.8387	-
0.1750	6100	1.4021	0.9957	0.8430	-
0.1778	6200	1.5673	0.9880	0.8381	-
0.1807	6300	1.2849	1.0067	0.8387	-
0.1836	6400	1.5855	0.9920	0.8346	-
0.1864	6500	1.4131	0.9890	0.8362	-
0.1893	6600	1.4261	0.9829	0.8318	-
0.1922	6700	1.627	0.9766	0.8341	-
0.1950	6800	1.4526	0.9849	0.8416	-
0.1979	6900	1.4136	1.0048	0.8345	-
0.2008	7000	1.5026	0.9567	0.8326	-
0.2036	7100	1.3597	0.9709	0.8269	-
0.2065	7200	1.388	1.0066	0.8282	-
0.2094	7300	1.4178	0.9624	0.8369	-
0.2122	7400	1.4304	0.9661	0.8321	-
0.2151	7500	1.4072	0.9517	0.8317	-
0.2180	7600	1.2968	1.0005	0.8316	-
0.2208	7700	1.6203	0.9581	0.8399	-
0.2237	7800	1.4057	0.9783	0.8339	-
0.2266	7900	1.5063	0.9566	0.8306	-
0.2294	8000	1.2327	0.9752	0.8290	-
0.2323	8100	1.4765	0.9619	0.8332	-
0.2352	8200	1.3242	0.9772	0.8383	-
0.2381	8300	1.3657	0.9561	0.8380	-
0.2409	8400	1.3552	0.9674	0.8305	-
0.2438	8500	1.2888	0.9937	0.8247	-
0.2467	8600	1.4021	0.9560	0.8289	-
0.2495	8700	1.3836	0.9735	0.8367	-
0.2524	8800	1.452	0.9804	0.8346	-
0.2553	8900	1.4159	0.9419	0.8393	-
0.2581	9000	1.2448	0.9661	0.8430	-
0.2610	9100	1.2965	0.9761	0.8386	-
0.2639	9200	1.4896	0.9499	0.8358	-
0.2667	9300	1.3372	0.9563	0.8406	-
0.2696	9400	1.4867	0.9610	0.8378	-
0.2725	9500	1.4572	1.0053	0.8356	-
0.2753	9600	1.2815	0.9905	0.8440	-
0.2782	9700	1.2638	1.0190	0.8413	-
0.2811	9800	1.3183	0.9929	0.8348	-
0.2839	9900	1.3715	1.0005	0.8354	-
0.2868	10000	1.3356	0.9677	0.8331	-
0.2897	10100	1.3566	0.9873	0.8280	-
0.2925	10200	1.3007	0.9530	0.8377	-
0.2954	10300	1.384	0.9960	0.8330	-
0.2983	10400	1.3925	0.9464	0.8375	-
0.3012	10500	1.1556	0.9543	0.8345	-
0.3040	10600	1.2287	0.9779	0.8326	-
0.3069	10700	1.3591	0.9614	0.8342	-
0.3098	10800	1.3842	0.9772	0.8358	-
0.3126	10900	1.3842	1.0355	0.8348	-
0.3155	11000	1.1536	0.9944	0.8351	-
0.3184	11100	1.3614	0.9911	0.8235	-
0.3212	11200	1.341	0.9650	0.8250	-
0.3241	11300	1.3629	0.9632	0.8354	-
0.3270	11400	1.3137	0.9745	0.8190	-
0.3298	11500	1.2692	0.9612	0.8300	-
0.3327	11600	1.3598	0.9521	0.8339	-
0.3356	11700	1.2724	0.9865	0.8308	-
0.3384	11800	1.4818	0.9892	0.8437	-
0.3413	11900	1.228	1.0159	0.8344	-
0.3442	12000	1.3967	0.9571	0.8369	-
0.3470	12100	1.3116	0.9666	0.8322	-
0.3499	12200	1.3725	0.9193	0.8422	-
0.3528	12300	1.3872	0.9328	0.8406	-
0.3556	12400	1.3482	1.0073	0.8292	-
0.3585	12500	1.4253	0.9571	0.8273	-
0.3614	12600	1.2713	0.9256	0.8324	-
0.3643	12700	1.4049	0.9648	0.8331	-
0.3671	12800	1.454	0.9971	0.8373	-
0.3700	12900	1.3805	0.9956	0.8308	-
0.3729	13000	1.2941	0.9573	0.8290	-
0.3757	13100	1.389	0.9948	0.8271	-
0.3786	13200	1.3231	1.0016	0.8323	-
0.3815	13300	1.484	0.9877	0.8260	-
0.3843	13400	1.3764	0.9948	0.8232	-
0.3872	13500	1.3531	0.9899	0.8260	-
0.3901	13600	1.3626	1.0002	0.8326	-
0.3929	13700	1.3346	0.9959	0.8421	-
0.3958	13800	1.3227	0.9889	0.8389	-
0.3987	13900	1.0623	0.9792	0.8380	-
0.4015	14000	1.258	1.0159	0.8231	-
0.4044	14100	1.2187	1.0001	0.8270	-
0.4073	14200	1.2658	1.0457	0.8296	-
0.4101	14300	1.4991	1.0421	0.8225	-
0.4130	14400	1.4551	0.9841	0.8293	-
0.4159	14500	1.2818	1.0168	0.8335	-
0.4187	14600	1.1906	1.0227	0.8373	-
0.4216	14700	1.1699	1.0209	0.8356	-
0.4245	14800	1.1618	1.0578	0.8289	-
0.4274	14900	1.2874	1.1065	0.8113	-
0.4302	15000	1.3954	1.0485	0.8246	-
0.4331	15100	1.3518	1.0581	0.8314	-
0.4360	15200	1.2648	1.0863	0.8301	-
0.4388	15300	1.3408	1.0481	0.8262	-
0.4417	15400	1.3745	1.0269	0.8300	-
0.4446	15500	1.3274	1.0375	0.8195	-
0.4474	15600	1.2695	1.0522	0.8190	-
0.4503	15700	1.2483	1.0237	0.8284	-
0.4532	15800	1.1733	1.0385	0.8315	-
0.4560	15900	1.1655	1.0429	0.8248	-
0.4589	16000	1.1894	1.0163	0.8264	-
0.4618	16100	1.345	1.0655	0.8195	-
0.4646	16200	1.5014	1.0326	0.8334	-
0.4675	16300	1.2911	1.0673	0.8265	-
0.4704	16400	1.2919	1.0550	0.8262	-
0.4732	16500	1.4291	1.0681	0.8299	-
0.4761	16600	1.2861	1.0408	0.8306	-
0.4790	16700	1.3671	1.0483	0.8266	-
0.4818	16800	1.3426	1.0214	0.8214	-
0.4847	16900	1.3282	1.0321	0.8209	-
0.4876	17000	1.2094	1.0578	0.8263	-
0.4904	17100	1.295	1.1166	0.8032	-
0.4933	17200	1.4292	1.0355	0.8127	-
0.4962	17300	1.3451	1.0276	0.8140	-
0.4991	17400	1.2089	1.1149	0.8143	-
0.5019	17500	1.4297	1.0895	0.8203	-
0.5048	17600	1.3945	1.0507	0.8267	-
0.5077	17700	1.3473	1.0606	0.8335	-
0.5105	17800	1.2312	1.1037	0.8252	-
0.5134	17900	1.3484	1.0622	0.8202	-
0.5163	18000	1.36	1.0514	0.8206	-
0.5191	18100	1.2448	1.0776	0.8296	-
0.5220	18200	1.2954	1.0885	0.8149	-
0.5249	18300	1.3463	1.0598	0.8170	-
0.5277	18400	1.3153	1.0510	0.8292	-
0.5306	18500	1.4062	1.0510	0.8294	-
0.5335	18600	1.3978	1.0890	0.8257	-
0.5363	18700	1.2895	1.1021	0.8162	-
0.5392	18800	1.199	1.0580	0.8270	-
0.5421	18900	1.1028	1.0497	0.8242	-
0.5449	19000	1.1285	1.1012	0.8219	-
0.5478	19100	1.3044	1.0894	0.8180	-
0.5507	19200	1.2351	1.0658	0.8205	-
0.5535	19300	1.3528	1.0234	0.8266	-
0.5564	19400	1.3065	1.0213	0.8293	-
0.5593	19500	1.2376	1.0347	0.8247	-
0.5622	19600	1.2244	1.0669	0.8246	-
0.5650	19700	1.2005	1.0594	0.8353	-
0.5679	19800	1.3831	0.9981	0.8394	-
0.5708	19900	1.1195	1.0038	0.8349	-
0.5736	20000	1.1088	1.0491	0.8239	-
0.5765	20100	1.2902	1.0324	0.8255	-
0.5794	20200	1.3086	1.0162	0.8318	-
0.5822	20300	1.265	1.0183	0.8236	-
0.5851	20400	1.2044	1.0093	0.8327	-
0.5880	20500	1.1063	1.0433	0.8327	-
0.5908	20600	1.1916	1.0404	0.8274	-
0.5937	20700	1.208	1.0275	0.8229	-
0.5966	20800	1.2231	1.0328	0.8331	-
0.5994	20900	1.2923	1.0200	0.8296	-
0.6023	21000	1.1736	1.0401	0.8273	-
0.6052	21100	1.1962	1.0366	0.8322	-
0.6080	21200	1.184	1.0942	0.8256	-
0.6109	21300	1.3323	1.0129	0.8336	-
0.6138	21400	1.1115	1.0407	0.8292	-
0.6166	21500	1.0893	1.0335	0.8332	-
0.6195	21600	1.2345	1.0383	0.8361	-
0.6224	21700	1.3075	1.0676	0.8307	-
0.6253	21800	1.1635	1.0907	0.8297	-
0.6281	21900	1.1736	1.0755	0.8304	-
0.6310	22000	1.158	1.0181	0.8252	-
0.6339	22100	1.2824	1.0117	0.8212	-
0.6367	22200	1.2628	0.9956	0.8294	-
0.6396	22300	1.2574	0.9871	0.8280	-
0.6425	22400	1.1681	1.0361	0.8266	-
0.6453	22500	1.1436	1.0546	0.8286	-
0.6482	22600	1.2629	1.0592	0.8253	-
0.6511	22700	1.1807	1.0260	0.8227	-
0.6539	22800	1.131	1.0271	0.8280	-
0.6568	22900	1.168	1.0061	0.8205	-
0.6597	23000	1.0291	0.9932	0.8247	-
0.6625	23100	1.3103	0.9969	0.8276	-
0.6654	23200	1.2608	1.0362	0.8285	-
0.6683	23300	1.2265	1.0577	0.8197	-
0.6711	23400	0.9849	1.0351	0.8226	-
0.6740	23500	1.1232	1.0656	0.8126	-
0.6769	23600	1.2157	1.0501	0.8319	-
0.6797	23700	0.9503	1.0766	0.8243	-
0.6826	23800	1.2268	1.0501	0.8247	-
0.6855	23900	1.1518	1.0220	0.8220	-
0.6883	24000	1.0292	1.0341	0.8202	-
0.6912	24100	1.1748	1.0320	0.8192	-
0.6941	24200	1.2053	1.0610	0.8123	-
0.6970	24300	1.1948	1.0340	0.8133	-
0.6998	24400	1.2637	1.0012	0.8234	-
0.7027	24500	1.1706	1.0787	0.8055	-
0.7056	24600	1.0898	1.0551	0.8128	-
0.7084	24700	1.2016	0.9729	0.8250	-
0.7113	24800	0.9948	1.0412	0.8241	-
0.7142	24900	1.1327	0.9960	0.8230	-
0.7170	25000	1.2419	0.9907	0.8249	-
0.7199	25100	1.2403	1.0050	0.8244	-
0.7228	25200	1.0254	1.0203	0.8262	-
0.7256	25300	1.082	0.9566	0.8252	-
0.7285	25400	1.101	0.9880	0.8230	-
0.7314	25500	1.2643	1.0130	0.8210	-
0.7342	25600	1.0662	1.0095	0.8244	-
0.7371	25700	1.1556	1.0281	0.8253	-
0.7400	25800	1.1785	0.9837	0.8265	-
0.7428	25900	1.1995	1.0162	0.8204	-
0.7457	26000	1.1812	1.0267	0.8202	-
0.7486	26100	1.1271	1.0273	0.8252	-
0.7514	26200	1.0946	1.0096	0.8279	-
0.7543	26300	1.2255	1.0259	0.8292	-
0.7572	26400	1.1329	1.0353	0.8194	-
0.7601	26500	1.194	1.0018	0.8225	-
0.7629	26600	1.0729	1.0176	0.8225	-
0.7658	26700	0.9845	0.9966	0.8218	-
0.7687	26800	1.1538	1.0006	0.8167	-
0.7715	26900	1.0494	1.0226	0.8142	-
0.7744	27000	1.1242	1.0375	0.8168	-
0.7773	27100	1.0079	1.0376	0.8152	-
0.7801	27200	1.2129	1.0214	0.8266	-
0.7830	27300	1.0409	1.0904	0.8160	-
0.7859	27400	1.2094	1.0315	0.8265	-
0.7887	27500	1.1215	1.0380	0.8209	-
0.7916	27600	1.1577	1.0471	0.8271	-
0.7945	27700	1.0086	1.0231	0.8184	-
0.7973	27800	1.1316	1.0285	0.8205	-
0.8002	27900	1.1188	1.0216	0.8174	-
0.8031	28000	0.9895	1.0380	0.8217	-
0.8059	28100	1.1357	0.9912	0.8266	-
0.8088	28200	1.0799	1.0373	0.8118	-
0.8117	28300	0.935	1.0440	0.8109	-
0.8145	28400	1.1326	0.9670	0.8197	-
0.8174	28500	1.0464	0.9997	0.8144	-
0.8203	28600	1.138	1.0297	0.8127	-
0.8232	28700	0.9996	1.0186	0.8174	-
0.8260	28800	0.9757	1.0283	0.8186	-
0.8289	28900	1.2275	0.9786	0.8254	-
0.8318	29000	1.0112	0.9979	0.8256	-
0.8346	29100	1.0921	1.0152	0.8231	-
0.8375	29200	1.0238	1.0491	0.8113	-
0.8404	29300	0.9861	1.0693	0.8215	-
0.8432	29400	1.1961	0.9955	0.8199	-
0.8461	29500	1.0123	1.0422	0.8144	-
0.8490	29600	1.1031	1.0523	0.8166	-
0.8518	29700	0.9119	1.0194	0.8147	-
0.8547	29800	1.0976	1.0146	0.8184	-
0.8576	29900	1.3568	0.9901	0.8185	-
0.8604	30000	1.0786	0.9897	0.8193	-
0.8633	30100	1.1107	1.0611	0.8066	-
0.8662	30200	1.1648	1.0241	0.8120	-
0.8690	30300	1.0802	1.0140	0.8200	-
0.8719	30400	1.0429	1.0297	0.8198	-
0.8748	30500	1.077	1.0243	0.8290	-
0.8776	30600	0.9804	1.0581	0.8258	-
0.8805	30700	0.9614	1.0675	0.8287	-
0.8834	30800	1.054	1.0504	0.8306	-
0.8863	30900	1.2338	1.0024	0.8250	-
0.8891	31000	1.1376	1.0367	0.8229	-
0.8920	31100	1.0114	1.0271	0.8298	-
0.8949	31200	1.0541	1.0351	0.8295	-
0.8977	31300	1.0591	1.0478	0.8301	-
0.9006	31400	0.9677	1.0305	0.8256	-
0.9035	31500	0.9928	1.0479	0.8184	-
0.9063	31600	0.9829	1.0310	0.8237	-
0.9092	31700	1.0838	0.9955	0.8200	-
0.9121	31800	1.1208	1.0352	0.8210	-
0.9149	31900	1.2296	1.0076	0.8175	-
0.9178	32000	1.0188	0.9818	0.8256	-
0.9207	32100	1.0094	0.9899	0.8267	-
0.9235	32200	0.9833	0.9941	0.8248	-
0.9264	32300	1.0216	0.9953	0.8190	-
0.9293	32400	0.9929	0.9986	0.8185	-
0.9321	32500	0.9253	0.9868	0.8237	-
0.9350	32600	1.1722	0.9695	0.8147	-
0.9379	32700	0.9763	1.0100	0.8093	-
0.9407	32800	1.0286	0.9604	0.8165	-
0.9436	32900	1.2009	1.0012	0.8139	-
0.9465	33000	1.0567	1.0827	0.8213	-
0.9493	33100	0.9813	0.9962	0.8167	-
0.9522	33200	0.9198	0.9743	0.8241	-
0.9551	33300	1.0046	0.9160	0.8258	-
0.9580	33400	0.8479	0.9537	0.8294	-
0.9608	33500	0.9665	0.9922	0.8214	-
0.9637	33600	1.1734	0.9209	0.8266	-
0.9666	33700	0.915	0.9925	0.8205	-
0.9694	33800	0.9226	0.9534	0.8295	-
0.9723	33900	0.9849	1.0269	0.8247	-
0.9752	34000	0.9447	0.9572	0.8273	-
0.9780	34100	1.0405	0.9676	0.8291	-
0.9809	34200	1.0233	0.9424	0.8281	-
0.9838	34300	0.9002	0.9309	0.8275	-
0.9866	34400	1.1199	0.9421	0.8374	-
0.9895	34500	1.018	0.9702	0.8237	-
0.9924	34600	0.9254	1.0450	0.8242	-
0.9952	34700	1.05	1.0033	0.8295	-
0.9981	34800	1.1041	0.9967	0.8208	-
1.0010	34900	0.7839	1.0151	0.8279	-
1.0038	35000	0.8064	0.9934	0.8290	-
1.0067	35100	0.7398	1.0358	0.8212	-
1.0096	35200	0.6975	0.9996	0.8244	-
1.0124	35300	0.9261	0.9511	0.8299	-
1.0153	35400	0.8147	0.9841	0.8262	-
1.0182	35500	0.6805	0.9683	0.8312	-
1.0211	35600	0.6567	1.0050	0.8249	-
1.0239	35700	0.7754	1.0225	0.8234	-
1.0268	35800	0.7314	1.0577	0.8174	-
1.0297	35900	0.7689	1.0069	0.8256	-
1.0325	36000	0.7933	0.9923	0.8238	-
1.0354	36100	0.8723	1.0133	0.8239	-
1.0383	36200	0.7167	1.0061	0.8245	-
1.0411	36300	0.7694	1.0505	0.8185	-
1.0440	36400	0.9397	1.0317	0.8230	-
1.0469	36500	0.7318	1.0207	0.8316	-
1.0497	36600	0.754	1.0228	0.8331	-
1.0526	36700	0.8267	1.0690	0.8235	-
1.0555	36800	0.7388	1.0357	0.8273	-
1.0583	36900	0.6673	1.0690	0.8254	-
1.0612	37000	0.7885	1.0165	0.8280	-
1.0641	37100	0.7087	1.0496	0.8209	-
1.0669	37200	0.8693	1.0485	0.8154	-
1.0698	37300	0.8905	1.0437	0.8256	-
1.0727	37400	0.7212	1.0092	0.8310	-
1.0755	37500	0.6259	1.0777	0.8282	-
1.0784	37600	0.9467	0.9903	0.8235	-
1.0813	37700	0.7212	0.9933	0.8193	-
1.0842	37800	0.8597	0.9808	0.8218	-
1.0870	37900	0.6041	1.0159	0.8202	-
1.0899	38000	0.8769	0.9967	0.8147	-
1.0928	38100	0.8154	1.0072	0.8180	-
1.0956	38200	0.7269	1.0358	0.8206	-
1.0985	38300	0.7533	1.0117	0.8252	-
1.1014	38400	0.8084	0.9856	0.8306	-
1.1042	38500	0.7751	0.9792	0.8207	-
1.1071	38600	0.8148	0.9718	0.8238	-
1.1100	38700	0.892	0.9644	0.8257	-
1.1128	38800	0.8169	0.9434	0.8226	-
1.1157	38900	0.7234	0.9690	0.8231	-
1.1186	39000	0.7808	0.9446	0.8235	-
1.1214	39100	0.7819	0.9358	0.8248	-
1.1243	39200	0.8458	0.9388	0.8289	-
1.1272	39300	0.8088	0.9721	0.8256	-
1.1300	39400	0.8066	0.9336	0.8266	-
1.1329	39500	0.8157	0.9442	0.8283	-
1.1358	39600	0.8283	0.9342	0.8282	-
1.1386	39700	0.8119	0.9437	0.8204	-
1.1415	39800	0.7678	0.9261	0.8257	-
1.1444	39900	0.7783	0.9321	0.8233	-
1.1472	40000	0.8804	0.9510	0.8246	-
1.1501	40100	0.9403	0.9606	0.8214	-
1.1530	40200	0.7371	0.9557	0.8287	-
1.1559	40300	0.7699	1.0011	0.8290	-
1.1587	40400	0.8067	0.9621	0.8241	-
1.1616	40500	0.7332	0.9384	0.8253	-
1.1645	40600	0.7525	0.9601	0.8305	-
1.1673	40700	0.8459	0.9662	0.8260	-
1.1702	40800	0.8065	0.9668	0.8284	-
1.1731	40900	0.6939	0.9781	0.8346	-
1.1759	41000	0.7479	0.9355	0.8329	-
1.1788	41100	0.7536	0.9771	0.8249	-
1.1817	41200	0.8438	1.0108	0.8239	-
1.1845	41300	0.8336	0.9872	0.8324	-
1.1874	41400	0.7947	0.9575	0.8226	-
1.1903	41500	0.818	0.9603	0.8235	-
1.1931	41600	0.7262	0.9701	0.8181	-
1.1960	41700	0.7992	0.9713	0.8166	-
1.1989	41800	0.8106	0.9948	0.8252	-
1.2017	41900	0.7047	0.9758	0.8256	-
1.2046	42000	0.7564	0.9975	0.8195	-
1.2075	42100	0.7862	1.0170	0.8242	-
1.2103	42200	0.8403	0.9617	0.8268	-
1.2132	42300	0.7922	1.0022	0.8210	-
1.2161	42400	0.8502	1.0051	0.8273	-
1.2190	42500	0.8271	0.9712	0.8318	-
1.2218	42600	0.8714	1.0068	0.8288	-
1.2247	42700	0.7478	1.0279	0.8274	-
1.2276	42800	0.8459	0.9590	0.8299	-
1.2304	42900	0.7787	0.9756	0.8227	-
1.2333	43000	0.7096	0.9819	0.8242	-
1.2362	43100	0.6314	1.0278	0.8301	-
1.2390	43200	0.7237	0.9646	0.8297	-
1.2419	43300	0.784	0.9922	0.8200	-
1.2448	43400	0.86	0.9740	0.8229	-
1.2476	43500	0.8626	0.9642	0.8244	-
1.2505	43600	0.8871	0.9828	0.8225	-
1.2534	43700	0.7849	1.0218	0.8243	-
1.2562	43800	0.6763	1.0133	0.8321	-
1.2591	43900	0.6806	0.9940	0.8308	-
1.2620	44000	0.7124	0.9825	0.8359	-
1.2648	44100	0.643	0.9992	0.8304	-
1.2677	44200	0.6776	0.9779	0.8300	-
1.2706	44300	0.7823	0.9772	0.8311	-
1.2734	44400	0.6963	1.0383	0.8195	-
1.2763	44500	0.8537	0.9743	0.8291	-
1.2792	44600	0.8016	1.0168	0.8302	-
1.2821	44700	0.7379	1.0310	0.8198	-
1.2849	44800	0.7567	1.0377	0.8234	-
1.2878	44900	0.7023	1.0155	0.8275	-
1.2907	45000	0.6006	1.0599	0.8261	-
1.2935	45100	0.6907	1.0688	0.8168	-
1.2964	45200	0.7351	0.9817	0.8188	-
1.2993	45300	0.6396	1.0231	0.8227	-
1.3021	45400	0.7527	1.0169	0.8222	-
1.3050	45500	0.8349	0.9596	0.8233	-
1.3079	45600	0.7349	0.9392	0.8275	-
1.3107	45700	0.7625	0.9465	0.8238	-
1.3136	45800	0.6982	0.9745	0.8271	-
1.3165	45900	0.7109	1.0325	0.8215	-
1.3193	46000	0.7859	0.9503	0.8213	-
1.3222	46100	0.7204	0.9785	0.8229	-
1.3251	46200	0.6996	0.9689	0.8263	-
1.3279	46300	0.7358	0.9513	0.8242	-
1.3308	46400	0.7635	0.9754	0.8157	-
1.3337	46500	0.8224	0.9736	0.8133	-
1.3365	46600	0.736	0.9411	0.8186	-
1.3394	46700	0.761	0.9341	0.8154	-
1.3423	46800	0.804	0.9381	0.8192	-
1.3452	46900	0.6002	0.9650	0.8163	-
1.3480	47000	0.8391	0.9665	0.8138	-
1.3509	47100	0.7904	0.9973	0.8223	-
1.3538	47200	0.6657	0.9459	0.8191	-
1.3566	47300	0.7817	0.9537	0.8191	-
1.3595	47400	0.7913	0.9646	0.8180	-
1.3624	47500	0.6481	0.9872	0.8117	-
1.3652	47600	0.7504	1.0058	0.8157	-
1.3681	47700	0.7752	0.9841	0.8102	-
1.3710	47800	0.5698	0.9929	0.8173	-
1.3738	47900	0.7699	0.9724	0.8134	-
1.3767	48000	0.7392	0.9973	0.8157	-
1.3796	48100	0.718	1.0012	0.8166	-
1.3824	48200	0.6648	1.0429	0.8075	-
1.3853	48300	0.7893	0.9896	0.8122	-
1.3882	48400	0.7299	0.9471	0.8203	-
1.3910	48500	0.737	0.9840	0.8152	-
1.3939	48600	0.7616	0.9898	0.8137	-
1.3968	48700	0.8067	0.9767	0.8195	-
1.3996	48800	0.7201	0.9805	0.8153	-
1.4025	48900	0.6541	0.9508	0.8228	-
1.4054	49000	0.816	0.9860	0.8235	-
1.4082	49100	0.8385	0.9748	0.8236	-
1.4111	49200	0.6798	0.9647	0.8200	-
1.4140	49300	0.7401	0.9456	0.8177	-
1.4169	49400	0.677	0.9578	0.8245	-
1.4197	49500	0.7024	0.9743	0.8128	-
1.4226	49600	0.7854	0.9432	0.8164	-
1.4255	49700	0.6974	0.9109	0.8210	-
1.4283	49800	0.7091	0.9881	0.8126	-
1.4312	49900	0.6599	0.9746	0.8156	-
1.4341	50000	0.6634	0.9652	0.8230	-
1.4369	50100	0.7453	0.9222	0.8280	-
1.4398	50200	0.6441	0.9261	0.8264	-
1.4427	50300	0.7009	0.9297	0.8262	-
1.4455	50400	0.6893	0.9758	0.8252	-
1.4484	50500	0.6638	0.9815	0.8177	-
1.4513	50600	0.7593	1.0196	0.8166	-
1.4541	50700	0.7902	0.9868	0.8174	-
1.4570	50800	0.7649	0.9613	0.8265	-
1.4599	50900	0.7727	0.9320	0.8237	-
1.4627	51000	0.7122	0.9735	0.8183	-
1.4656	51100	0.6761	0.9691	0.8160	-
1.4685	51200	0.7641	0.9688	0.8150	-
1.4713	51300	0.7384	0.9930	0.8166	-
1.4742	51400	0.5642	1.0067	0.8226	-
1.4771	51500	0.8101	1.0212	0.8148	-
1.4800	51600	0.6442	0.9745	0.8262	-
1.4828	51700	0.6839	0.9417	0.8266	-
1.4857	51800	0.7182	0.9929	0.8205	-
1.4886	51900	0.6697	1.0022	0.8167	-
1.4914	52000	0.6918	0.9738	0.8103	-
1.4943	52100	0.7558	1.0019	0.8152	-
1.4972	52200	0.6652	0.9529	0.8199	-
1.5000	52300	0.7053	0.9469	0.8233	-
1.5029	52400	0.7033	0.9585	0.8156	-
1.5058	52500	0.7042	0.9395	0.8209	-
1.5086	52600	0.7185	0.9301	0.8268	-
1.5115	52700	0.8811	0.9314	0.8295	-
1.5144	52800	0.5299	0.9594	0.8254	-
1.5172	52900	0.7065	0.9500	0.8254	-
1.5201	53000	0.5952	0.9893	0.8190	-
1.5230	53100	0.5893	0.9961	0.8198	-
1.5258	53200	0.6649	0.9331	0.8213	-
1.5287	53300	0.6431	0.9462	0.8218	-
1.5316	53400	0.758	0.9215	0.8265	-
1.5344	53500	0.7616	0.9499	0.8167	-
1.5373	53600	0.5997	0.9552	0.8179	-
1.5402	53700	0.7121	0.9112	0.8269	-
1.5431	53800	0.6843	0.9730	0.8196	-
1.5459	53900	0.6716	0.9424	0.8265	-
1.5488	54000	0.7168	0.9468	0.8178	-
1.5517	54100	0.7223	0.9615	0.8165	-
1.5545	54200	0.8053	0.9763	0.8209	-
1.5574	54300	0.8928	0.9317	0.8181	-
1.5603	54400	0.6144	0.9374	0.8286	-
1.5631	54500	0.6842	0.9434	0.8225	-
1.5660	54600	0.8425	0.9105	0.8246	-
1.5689	54700	0.5934	0.9425	0.8215	-
1.5717	54800	0.6218	0.9319	0.8240	-
1.5746	54900	0.7407	0.9567	0.8250	-
1.5775	55000	0.6496	0.9352	0.8230	-
1.5803	55100	0.6975	0.9460	0.8228	-
1.5832	55200	0.8183	0.9368	0.8232	-
1.5861	55300	0.713	0.9336	0.8205	-
1.5889	55400	0.5818	0.9797	0.8141	-
1.5918	55500	0.6359	0.9421	0.8127	-
1.5947	55600	0.7163	0.9367	0.8215	-
1.5975	55700	0.6216	0.9566	0.8231	-
1.6004	55800	0.6179	0.9354	0.8255	-
1.6033	55900	0.6329	0.9293	0.8279	-
1.6061	56000	0.7301	0.9392	0.8187	-
1.6090	56100	0.7961	0.9324	0.8205	-
1.6119	56200	0.6607	0.9400	0.8260	-
1.6148	56300	0.7412	0.9425	0.8234	-
1.6176	56400	0.7391	0.9402	0.8182	-
1.6205	56500	0.6595	0.9297	0.8215	-
1.6234	56600	0.6125	0.9412	0.8221	-
1.6262	56700	0.6969	0.9078	0.8220	-
1.6291	56800	0.7822	0.9038	0.8220	-
1.6320	56900	0.6898	0.8789	0.8250	-
1.6348	57000	0.7571	0.8772	0.8211	-
1.6377	57100	0.6079	0.8904	0.8226	-
1.6406	57200	0.7054	0.9093	0.8148	-
1.6434	57300	0.8298	0.8906	0.8250	-
1.6463	57400	0.6331	0.9079	0.8227	-
1.6492	57500	0.701	0.8961	0.8214	-
1.6520	57600	0.7285	0.8896	0.8252	-
1.6549	57700	0.6613	0.8732	0.8215	-
1.6578	57800	0.6882	0.9337	0.8171	-
1.6606	57900	0.6609	0.9038	0.8251	-
1.6635	58000	0.6806	0.8768	0.8285	-
1.6664	58100	0.7973	0.9146	0.8211	-
1.6692	58200	0.7739	0.9005	0.8216	-
1.6721	58300	0.626	0.8958	0.8247	-
1.6750	58400	0.6324	0.8874	0.8231	-
1.6779	58500	0.6761	0.9202	0.8295	-
1.6807	58600	0.6482	0.9109	0.8297	-
1.6836	58700	0.7029	0.9340	0.8203	-
1.6865	58800	0.7055	0.9002	0.8290	-
1.6893	58900	0.6784	0.8974	0.8261	-
1.6922	59000	0.6945	0.9097	0.8243	-
1.6951	59100	0.7098	0.9088	0.8205	-
1.6979	59200	0.7723	0.8752	0.8259	-
1.7008	59300	0.6409	0.9296	0.8196	-
1.7037	59400	0.7152	0.9081	0.8195	-
1.7065	59500	0.6607	0.9093	0.8228	-
1.7094	59600	0.6728	0.8980	0.8192	-
1.7123	59700	0.6955	0.9155	0.8161	-
1.7151	59800	0.615	0.9244	0.8160	-
1.7180	59900	0.659	0.9326	0.8187	-
1.7209	60000	0.7478	0.8790	0.8198	-
1.7237	60100	0.7016	0.8948	0.8248	-
1.7266	60200	0.7069	0.8901	0.8230	-
1.7295	60300	0.6151	0.9011	0.8235	-
1.7323	60400	0.5794	0.9089	0.8270	-
1.7352	60500	0.6995	0.9007	0.8291	-
1.7381	60600	0.652	0.8846	0.8232	-
1.7410	60700	0.587	0.9156	0.8249	-
1.7438	60800	0.727	0.9026	0.8173	-
1.7467	60900	0.7163	0.9060	0.8190	-
1.7496	61000	0.6551	0.9077	0.8142	-
1.7524	61100	0.6156	0.8848	0.8252	-
1.7553	61200	0.5247	0.9076	0.8264	-
1.7582	61300	0.6927	0.9095	0.8196	-
1.7610	61400	0.762	0.8624	0.8210	-
1.7639	61500	0.6615	0.8910	0.8235	-
1.7668	61600	0.6796	0.8971	0.8216	-
1.7696	61700	0.6355	0.9132	0.8191	-
1.7725	61800	0.6976	0.8544	0.8215	-
1.7754	61900	0.6985	0.8655	0.8236	-
1.7782	62000	0.7001	0.8892	0.8222	-
1.7811	62100	0.7659	0.8840	0.8180	-
1.7840	62200	0.6617	0.8796	0.8230	-
1.7868	62300	0.7504	0.8620	0.8274	-
1.7897	62400	0.6697	0.8680	0.8292	-
1.7926	62500	0.6333	0.8585	0.8275	-
1.7954	62600	0.7683	0.8873	0.8201	-
1.7983	62700	0.6522	0.8908	0.8222	-
1.8012	62800	0.64	0.8791	0.8208	-
1.8040	62900	0.6986	0.9011	0.8272	-
1.8069	63000	0.5766	0.9199	0.8195	-
1.8098	63100	0.7183	0.9013	0.8193	-
1.8127	63200	0.6081	0.9409	0.8201	-
1.8155	63300	0.6693	0.9302	0.8212	-
1.8184	63400	0.6558	0.9097	0.8208	-
1.8213	63500	0.5927	0.9629	0.8220	-
1.8241	63600	0.6152	0.9132	0.8213	-
1.8270	63700	0.6878	0.9588	0.8216	-
1.8299	63800	0.6332	0.9343	0.8243	-
1.8327	63900	0.6519	0.9577	0.8158	-
1.8356	64000	0.6078	0.9316	0.8238	-
1.8385	64100	0.6613	0.9353	0.8169	-
1.8413	64200	0.6695	0.9066	0.8217	-
1.8442	64300	0.6787	0.9345	0.8197	-
1.8471	64400	0.7091	0.8854	0.8158	-
1.8499	64500	0.6271	0.9309	0.8231	-
1.8528	64600	0.749	0.9197	0.8152	-
1.8557	64700	0.6081	0.8917	0.8185	-
1.8585	64800	0.6288	0.9005	0.8217	-
1.8614	64900	0.6614	0.8914	0.8206	-
1.8643	65000	0.6778	0.8902	0.8201	-
1.8671	65100	0.5731	0.8873	0.8198	-
1.8700	65200	0.6403	0.8977	0.8190	-
1.8729	65300	0.6733	0.9248	0.8178	-
1.8758	65400	0.6939	0.8990	0.8194	-
1.8786	65500	0.5586	0.9029	0.8211	-
1.8815	65600	0.6332	0.8938	0.8210	-
1.8844	65700	0.6743	0.8840	0.8181	-
1.8872	65800	0.7018	0.9024	0.8171	-
1.8901	65900	0.5758	0.9124	0.8191	-
1.8930	66000	0.6844	0.8700	0.8153	-
1.8958	66100	0.6334	0.8697	0.8167	-
1.8987	66200	0.6054	0.8767	0.8204	-
1.9016	66300	0.6401	0.8528	0.8219	-
1.9044	66400	0.6311	0.8878	0.8199	-
1.9073	66500	0.5893	0.8713	0.8218	-
1.9102	66600	0.5619	0.9503	0.8153	-
1.9130	66700	0.7595	0.9064	0.8211	-
1.9159	66800	0.5259	0.8980	0.8127	-
1.9188	66900	0.5682	0.8698	0.8196	-
1.9216	67000	0.5768	0.8631	0.8223	-
1.9245	67100	0.7788	0.9042	0.8190	-
1.9274	67200	0.6153	0.9136	0.8187	-
1.9302	67300	0.6206	0.9145	0.8173	-
1.9331	67400	0.6983	0.9123	0.8213	-
1.9360	67500	0.7359	0.9154	0.8227	-
1.9389	67600	0.5951	0.9107	0.8235	-
1.9417	67700	0.5194	0.9450	0.8217	-
1.9446	67800	0.7685	0.9475	0.8190	-
1.9475	67900	0.5249	0.9252	0.8190	-
1.9503	68000	0.5786	0.9222	0.8162	-
1.9532	68100	0.6696	0.8877	0.8177	-
1.9561	68200	0.679	0.9126	0.8185	-
1.9589	68300	0.6661	0.9019	0.8180	-
1.9618	68400	0.5908	0.9093	0.8165	-
1.9647	68500	0.5444	0.9331	0.8191	-
1.9675	68600	0.5794	0.9151	0.8240	-
1.9704	68700	0.6382	0.9398	0.8095	-
1.9733	68800	0.6656	0.9009	0.8199	-
1.9761	68900	0.5331	0.8934	0.8241	-
1.9790	69000	0.7152	0.8864	0.8193	-
1.9819	69100	0.6399	0.9196	0.8177	-
1.9847	69200	0.6651	0.9168	0.8159	-
1.9876	69300	0.6408	0.8992	0.8172	-
1.9905	69400	0.4734	0.9364	0.8198	-
1.9933	69500	0.6736	0.8992	0.8182	-
1.9962	69600	0.6718	0.8984	0.8151	-
1.9991	69700	0.6836	0.9405	0.8096	-
2.0020	69800	0.467	0.9856	0.8122	-
2.0048	69900	0.5214	0.9283	0.8175	-
2.0077	70000	0.5016	0.9270	0.8195	-
2.0106	70100	0.3591	0.9352	0.8207	-
2.0134	70200	0.3461	0.9405	0.8206	-
2.0163	70300	0.4255	0.9314	0.8234	-
2.0192	70400	0.4694	0.9028	0.8264	-
2.0220	70500	0.3566	0.9283	0.8205	-
2.0249	70600	0.3988	0.9477	0.8227	-
2.0278	70700	0.4196	0.9451	0.8228	-
2.0306	70800	0.4195	0.9504	0.8223	-
2.0335	70900	0.5061	0.9531	0.8170	-
2.0364	71000	0.3377	0.9598	0.8203	-
2.0392	71100	0.3599	0.9239	0.8244	-
2.0421	71200	0.4925	0.8965	0.8206	-
2.0450	71300	0.4569	0.9191	0.8179	-
2.0478	71400	0.464	0.8936	0.8232	-
2.0507	71500	0.3335	0.9110	0.8287	-
2.0536	71600	0.4274	0.9381	0.8173	-
2.0564	71700	0.4458	0.9341	0.8209	-
2.0593	71800	0.4601	0.9296	0.8266	-
2.0622	71900	0.4508	0.9283	0.8240	-
2.0650	72000	0.4372	0.9281	0.8285	-
2.0679	72100	0.3871	0.9581	0.8274	-
2.0708	72200	0.4213	0.9949	0.8234	-
2.0737	72300	0.3298	0.9720	0.8261	-
2.0765	72400	0.3983	0.9401	0.8263	-
2.0794	72500	0.4964	0.9387	0.8254	-
2.0823	72600	0.5379	0.9318	0.8271	-
2.0851	72700	0.4037	0.9392	0.8198	-
2.0880	72800	0.475	0.8981	0.8253	-
2.0909	72900	0.4626	0.9310	0.8228	-
2.0937	73000	0.4163	0.9496	0.8200	-
2.0966	73100	0.4831	0.9447	0.8164	-
2.0995	73200	0.4859	0.9348	0.8197	-
2.1023	73300	0.5837	0.9394	0.8191	-
2.1052	73400	0.4274	0.9186	0.8226	-
2.1081	73500	0.4125	0.9218	0.8231	-
2.1109	73600	0.4743	0.9287	0.8180	-
2.1138	73700	0.4578	0.8979	0.8192	-
2.1167	73800	0.4378	0.9206	0.8218	-
2.1195	73900	0.4701	0.9319	0.8186	-
2.1224	74000	0.4594	0.8898	0.8272	-
2.1253	74100	0.491	0.9084	0.8170	-
2.1281	74200	0.4318	0.9395	0.8218	-
2.1310	74300	0.3835	0.9106	0.8248	-
2.1339	74400	0.4535	0.8887	0.8235	-
2.1368	74500	0.4421	0.9166	0.8203	-
2.1396	74600	0.4745	0.9062	0.8255	-
2.1425	74700	0.3983	0.9553	0.8267	-
2.1454	74800	0.3838	0.9116	0.8249	-
2.1482	74900	0.366	0.9190	0.8260	-
2.1511	75000	0.568	0.8865	0.8177	-
2.1540	75100	0.502	0.9267	0.8169	-
2.1568	75200	0.3599	0.9341	0.8192	-
2.1597	75300	0.4863	0.8838	0.8166	-
2.1626	75400	0.3833	0.8899	0.8122	-
2.1654	75500	0.4176	0.8760	0.8169	-
2.1683	75600	0.441	0.8797	0.8141	-
2.1712	75700	0.4863	0.8877	0.8163	-
2.1740	75800	0.4754	0.8645	0.8221	-
2.1769	75900	0.4511	0.8816	0.8168	-
2.1798	76000	0.4936	0.8775	0.8124	-
2.1826	76100	0.4168	0.8697	0.8209	-
2.1855	76200	0.3509	0.8987	0.8164	-
2.1884	76300	0.492	0.8855	0.8207	-
2.1912	76400	0.3923	0.8805	0.8214	-
2.1941	76500	0.449	0.8725	0.8238	-
2.1970	76600	0.4505	0.9180	0.8223	-
2.1999	76700	0.303	0.9504	0.8243	-
2.2027	76800	0.3943	0.9336	0.8191	-
2.2056	76900	0.371	0.9127	0.8244	-
2.2085	77000	0.3941	0.9452	0.8180	-
2.2113	77100	0.4057	0.9800	0.8082	-
2.2142	77200	0.4417	0.9165	0.8170	-
2.2171	77300	0.4541	0.9374	0.8189	-
2.2199	77400	0.4389	0.9680	0.8162	-
2.2228	77500	0.4509	0.9361	0.8228	-
2.2257	77600	0.4197	0.9317	0.8189	-
2.2285	77700	0.3851	0.9114	0.8203	-
2.2314	77800	0.3603	0.9082	0.8136	-
2.2343	77900	0.4704	0.9145	0.8154	-
2.2371	78000	0.4225	0.8903	0.8154	-
2.2400	78100	0.3888	0.9117	0.8157	-
2.2429	78200	0.3943	0.9140	0.8145	-
2.2457	78300	0.4095	0.9055	0.8175	-
2.2486	78400	0.4971	0.9235	0.8190	-
2.2515	78500	0.4627	0.8868	0.8208	-
2.2543	78600	0.4907	0.8829	0.8273	-
2.2572	78700	0.4835	0.9215	0.8218	-
2.2601	78800	0.3875	0.9243	0.8246	-
2.2629	78900	0.4552	0.9047	0.8261	-
2.2658	79000	0.3416	0.9263	0.8281	-
2.2687	79100	0.3853	0.9117	0.8222	-
2.2716	79200	0.3791	0.8981	0.8175	-
2.2744	79300	0.4971	0.8900	0.8265	-
2.2773	79400	0.4121	0.9009	0.8166	-
2.2802	79500	0.4142	0.8868	0.8184	-
2.2830	79600	0.5056	0.9017	0.8227	-
2.2859	79700	0.3918	0.8952	0.8218	-
2.2888	79800	0.4781	0.9251	0.8193	-
2.2916	79900	0.4565	0.9203	0.8202	-
2.2945	80000	0.386	0.8976	0.8172	-
2.2974	80100	0.3557	0.8967	0.8222	-
2.3002	80200	0.4966	0.8800	0.8178	-
2.3031	80300	0.3949	0.8952	0.8122	-
2.3060	80400	0.4478	0.8674	0.8218	-
2.3088	80500	0.4665	0.8913	0.8195	-
2.3117	80600	0.3365	0.9128	0.8159	-
2.3146	80700	0.4103	0.9278	0.8219	-
2.3174	80800	0.33	0.9156	0.8205	-
2.3203	80900	0.5054	0.8860	0.8241	-
2.3232	81000	0.3479	0.9079	0.8230	-
2.3260	81100	0.3713	0.9095	0.8214	-
2.3289	81200	0.3695	0.9305	0.8125	-
2.3318	81300	0.4654	0.9591	0.8118	-
2.3347	81400	0.4125	0.9356	0.8171	-
2.3375	81500	0.3857	0.9324	0.8126	-
2.3404	81600	0.4613	0.9150	0.8113	-
2.3433	81700	0.4204	0.9177	0.8095	-
2.3461	81800	0.361	0.9440	0.8136	-
2.3490	81900	0.432	0.9171	0.8183	-
2.3519	82000	0.3623	0.9280	0.8194	-
2.3547	82100	0.4189	0.9158	0.8169	-
2.3576	82200	0.3788	0.9184	0.8109	-
2.3605	82300	0.4397	0.8993	0.8178	-
2.3633	82400	0.4115	0.9524	0.8075	-
2.3662	82500	0.4515	0.9355	0.8088	-
2.3691	82600	0.3823	0.9058	0.8102	-
2.3719	82700	0.4401	0.9006	0.8140	-
2.3748	82800	0.4376	0.9106	0.8096	-
2.3777	82900	0.4047	0.9593	0.8079	-
2.3805	83000	0.4938	0.9197	0.8151	-
2.3834	83100	0.3962	0.9200	0.8109	-
2.3863	83200	0.4493	0.8989	0.8124	-
2.3891	83300	0.3695	0.8906	0.8178	-
2.3920	83400	0.4002	0.9116	0.8141	-
2.3949	83500	0.5181	0.9325	0.8147	-
2.3978	83600	0.3851	0.9182	0.8180	-
2.4006	83700	0.4336	0.9011	0.8140	-
2.4035	83800	0.4442	0.8989	0.8216	-
2.4064	83900	0.343	0.9547	0.8153	-
2.4092	84000	0.3597	0.9028	0.8212	-
2.4121	84100	0.4239	0.9563	0.8133	-
2.4150	84200	0.4521	0.9275	0.8196	-
2.4178	84300	0.437	0.9375	0.8157	-
2.4207	84400	0.486	0.9221	0.8193	-
2.4236	84500	0.375	0.9375	0.8201	-
2.4264	84600	0.3527	0.9663	0.8205	-
2.4293	84700	0.457	0.9477	0.8189	-
2.4322	84800	0.2816	0.9213	0.8153	-
2.4350	84900	0.4452	0.9201	0.8141	-
2.4379	85000	0.3473	0.9242	0.8140	-
2.4408	85100	0.3193	0.9053	0.8191	-
2.4436	85200	0.4771	0.9022	0.8168	-
2.4465	85300	0.4902	0.9093	0.8213	-
2.4494	85400	0.3742	0.9350	0.8148	-
2.4522	85500	0.4417	0.9313	0.8131	-
2.4551	85600	0.3024	0.9052	0.8202	-
2.4580	85700	0.4076	0.9138	0.8156	-
2.4609	85800	0.4292	0.9290	0.8162	-
2.4637	85900	0.4359	0.9085	0.8144	-
2.4666	86000	0.3831	0.8822	0.8180	-
2.4695	86100	0.4455	0.9038	0.8203	-
2.4723	86200	0.4378	0.9134	0.8206	-
2.4752	86300	0.4289	0.9102	0.8226	-
2.4781	86400	0.4065	0.9071	0.8218	-
2.4809	86500	0.3532	0.9271	0.8151	-
2.4838	86600	0.4602	0.9346	0.8148	-
2.4867	86700	0.5007	0.9260	0.8150	-
2.4895	86800	0.3912	0.8995	0.8182	-
2.4924	86900	0.3781	0.9002	0.8136	-
2.4953	87000	0.4429	0.9069	0.8181	-
2.4981	87100	0.4558	0.9142	0.8151	-
2.5010	87200	0.429	0.9245	0.8124	-
2.5039	87300	0.3804	0.9479	0.8117	-
2.5067	87400	0.4167	0.9389	0.8117	-
2.5096	87500	0.4984	0.9167	0.8101	-
2.5125	87600	0.3564	0.8999	0.8133	-
2.5153	87700	0.3529	0.9400	0.8130	-
2.5182	87800	0.4417	0.9340	0.8173	-
2.5211	87900	0.3998	0.9255	0.8160	-
2.5239	88000	0.4309	0.9183	0.8162	-
2.5268	88100	0.3886	0.9342	0.8157	-
2.5297	88200	0.404	0.9307	0.8140	-
2.5326	88300	0.4264	0.9443	0.8109	-
2.5354	88400	0.4041	0.9198	0.8134	-
2.5383	88500	0.474	0.9142	0.8126	-
2.5412	88600	0.4001	0.9020	0.8167	-
2.5440	88700	0.4204	0.8653	0.8203	-
2.5469	88800	0.3731	0.8972	0.8174	-
2.5498	88900	0.3065	0.8988	0.8214	-
2.5526	89000	0.4034	0.9036	0.8200	-
2.5555	89100	0.4705	0.9121	0.8150	-
2.5584	89200	0.5072	0.9058	0.8137	-
2.5612	89300	0.4531	0.9386	0.8106	-
2.5641	89400	0.3948	0.9128	0.8111	-
2.5670	89500	0.389	0.8830	0.8139	-
2.5698	89600	0.4385	0.8877	0.8157	-
2.5727	89700	0.3519	0.8979	0.8154	-
2.5756	89800	0.3871	0.9008	0.8193	-
2.5784	89900	0.3891	0.9131	0.8175	-
2.5813	90000	0.3476	0.9360	0.8186	-
2.5842	90100	0.3989	0.9069	0.8269	-
2.5870	90200	0.397	0.9109	0.8161	-
2.5899	90300	0.4146	0.9327	0.8161	-
2.5928	90400	0.3274	0.9115	0.8180	-
2.5957	90500	0.4015	0.9159	0.8159	-
2.5985	90600	0.2737	0.9208	0.8207	-
2.6014	90700	0.4088	0.8985	0.8223	-
2.6043	90800	0.4305	0.8786	0.8273	-
2.6071	90900	0.455	0.9120	0.8229	-
2.6100	91000	0.47	0.9084	0.8229	-
2.6129	91100	0.3801	0.8998	0.8242	-
2.6157	91200	0.3799	0.9012	0.8265	-
2.6186	91300	0.4699	0.8751	0.8250	-
2.6215	91400	0.3223	0.8936	0.8154	-
2.6243	91500	0.4219	0.8861	0.8197	-
2.6272	91600	0.455	0.8857	0.8226	-
2.6301	91700	0.4091	0.8868	0.8252	-
2.6329	91800	0.3734	0.8961	0.8230	-
2.6358	91900	0.4384	0.8874	0.8204	-
2.6387	92000	0.4139	0.9031	0.8176	-
2.6415	92100	0.4175	0.9331	0.8132	-
2.6444	92200	0.4019	0.9072	0.8126	-
2.6473	92300	0.3772	0.8801	0.8176	-
2.6501	92400	0.414	0.9119	0.8159	-
2.6530	92500	0.3931	0.8783	0.8181	-
2.6559	92600	0.3738	0.9120	0.8173	-
2.6588	92700	0.3945	0.8854	0.8224	-
2.6616	92800	0.3896	0.8823	0.8163	-
2.6645	92900	0.4109	0.9257	0.8166	-
2.6674	93000	0.3657	0.8856	0.8185	-
2.6702	93100	0.3859	0.8768	0.8212	-
2.6731	93200	0.368	0.8835	0.8223	-
2.6760	93300	0.4019	0.9091	0.8213	-
2.6788	93400	0.3857	0.8834	0.8252	-
2.6817	93500	0.408	0.9009	0.8253	-
2.6846	93600	0.3744	0.8698	0.8224	-
2.6874	93700	0.3336	0.8991	0.8220	-
2.6903	93800	0.4512	0.8594	0.8275	-
2.6932	93900	0.3502	0.8718	0.8229	-
2.6960	94000	0.3832	0.8865	0.8227	-
2.6989	94100	0.3964	0.8930	0.8220	-
2.7018	94200	0.4292	0.9262	0.8203	-
2.7046	94300	0.4523	0.9045	0.8215	-
2.7075	94400	0.3867	0.9004	0.8234	-
2.7104	94500	0.3518	0.9551	0.8201	-
2.7132	94600	0.4456	0.9414	0.8164	-
2.7161	94700	0.4079	0.9342	0.8213	-
2.7190	94800	0.4282	0.9090	0.8198	-
2.7218	94900	0.3511	0.9144	0.8228	-
2.7247	95000	0.4265	0.9301	0.8178	-
2.7276	95100	0.4097	0.9314	0.8212	-
2.7305	95200	0.426	0.9295	0.8211	-
2.7333	95300	0.3353	0.9300	0.8258	-
2.7362	95400	0.3986	0.9205	0.8236	-
2.7391	95500	0.3874	0.9390	0.8203	-
2.7419	95600	0.3859	0.9197	0.8219	-
2.7448	95700	0.3556	0.9460	0.8199	-
2.7477	95800	0.3356	0.9272	0.8207	-
2.7505	95900	0.3423	0.9456	0.8189	-
2.7534	96000	0.4368	0.9095	0.8210	-
2.7563	96100	0.3435	0.9007	0.8238	-
2.7591	96200	0.348	0.8894	0.8237	-
2.7620	96300	0.4148	0.8776	0.8274	-
2.7649	96400	0.3657	0.9254	0.8205	-
2.7677	96500	0.3518	0.9022	0.8210	-
2.7706	96600	0.3876	0.8874	0.8201	-
2.7735	96700	0.2876	0.8952	0.8212	-
2.7763	96800	0.3453	0.9183	0.8148	-
2.7792	96900	0.383	0.8926	0.8188	-
2.7821	97000	0.361	0.9267	0.8107	-
2.7849	97100	0.4749	0.8772	0.8162	-
2.7878	97200	0.3497	0.8969	0.8194	-
2.7907	97300	0.4336	0.9044	0.8194	-
2.7936	97400	0.4243	0.8823	0.8221	-
2.7964	97500	0.3375	0.8820	0.8230	-
2.7993	97600	0.3578	0.8740	0.8291	-
2.8022	97700	0.3485	0.8727	0.8249	-
2.8050	97800	0.3147	0.8831	0.8237	-
2.8079	97900	0.4286	0.8906	0.8186	-
2.8108	98000	0.3415	0.8909	0.8158	-
2.8136	98100	0.341	0.8779	0.8167	-
2.8165	98200	0.3994	0.8758	0.8164	-
2.8194	98300	0.4076	0.8762	0.8155	-
2.8222	98400	0.4103	0.8775	0.8208	-
2.8251	98500	0.343	0.8882	0.8161	-
2.8280	98600	0.4658	0.8813	0.8111	-
2.8308	98700	0.3108	0.9142	0.8126	-
2.8337	98800	0.3543	0.8840	0.8148	-
2.8366	98900	0.3593	0.8736	0.8175	-
2.8394	99000	0.4716	0.8724	0.8171	-
2.8423	99100	0.3821	0.8855	0.8171	-
2.8452	99200	0.3386	0.8574	0.8221	-
2.8480	99300	0.3579	0.8839	0.8203	-
2.8509	99400	0.3555	0.9060	0.8193	-
2.8538	99500	0.3632	0.9105	0.8189	-
2.8567	99600	0.3765	0.8873	0.8269	-
2.8595	99700	0.3167	0.8936	0.8209	-
2.8624	99800	0.3045	0.8885	0.8186	-
2.8653	99900	0.5025	0.8762	0.8220	-
2.8681	100000	0.448	0.8987	0.8147	-
2.8710	100100	0.3424	0.9067	0.8158	-
2.8739	100200	0.3541	0.8947	0.8206	-
2.8767	100300	0.5008	0.9094	0.8192	-
2.8796	100400	0.3522	0.8803	0.8182	-
2.8825	100500	0.3768	0.8799	0.8209	-
2.8853	100600	0.4064	0.8798	0.8191	-
2.8882	100700	0.3793	0.8909	0.8169	-
2.8911	100800	0.4812	0.8655	0.8201	-
2.8939	100900	0.3335	0.8840	0.8162	-
2.8968	101000	0.3912	0.8697	0.8192	-
2.8997	101100	0.3954	0.8724	0.8174	-
2.9025	101200	0.3254	0.8721	0.8178	-
2.9054	101300	0.4113	0.8838	0.8176	-
2.9083	101400	0.3833	0.8671	0.8191	-
2.9111	101500	0.341	0.8679	0.8216	-
2.9140	101600	0.434	0.8367	0.8229	-
2.9169	101700	0.3992	0.8393	0.8244	-
2.9197	101800	0.436	0.8375	0.8267	-
2.9226	101900	0.4388	0.8575	0.8243	-
2.9255	102000	0.3821	0.8354	0.8199	-
2.9284	102100	0.4099	0.8519	0.8198	-
2.9312	102200	0.4014	0.8840	0.8146	-
2.9341	102300	0.2341	0.8794	0.8149	-
2.9370	102400	0.3634	0.8875	0.8145	-
2.9398	102500	0.3471	0.8564	0.8197	-
2.9427	102600	0.3772	0.8467	0.8220	-
2.9456	102700	0.413	0.8642	0.8212	-
2.9484	102800	0.3327	0.8341	0.8260	-
2.9513	102900	0.4106	0.8567	0.8239	-
2.9542	103000	0.371	0.8664	0.8229	-
2.9570	103100	0.3336	0.8596	0.8233	-
2.9599	103200	0.3574	0.8726	0.8188	-
2.9628	103300	0.3315	0.8636	0.8194	-
2.9656	103400	0.3584	0.8619	0.8182	-
2.9685	103500	0.3971	0.8849	0.8165	-
2.9714	103600	0.357	0.8495	0.8241	-
2.9742	103700	0.3852	0.8737	0.8195	-
2.9771	103800	0.31	0.9169	0.8138	-
2.9800	103900	0.484	0.8696	0.8182	-
2.9828	104000	0.3036	0.8779	0.8209	-
2.9857	104100	0.4127	0.8596	0.8207	-
2.9886	104200	0.3929	0.8374	0.8185	-
2.9915	104300	0.3547	0.8405	0.8187	-
2.9943	104400	0.3589	0.8484	0.8203	-
2.9972	104500	0.2835	0.8535	0.8210	-
3.0001	104600	0.4292	0.8661	0.8218	-
3.0029	104700	0.2609	0.8827	0.8212	-
3.0058	104800	0.2754	0.9366	0.8165	-
3.0087	104900	0.2468	0.9020	0.8211	-
3.0115	105000	0.2123	0.9221	0.8191	-
3.0144	105100	0.3016	0.8905	0.8198	-
3.0173	105200	0.2265	0.8791	0.8190	-
3.0201	105300	0.2209	0.8648	0.8244	-
3.0230	105400	0.1942	0.8998	0.8168	-
3.0259	105500	0.2244	0.8905	0.8178	-
3.0287	105600	0.2526	0.8737	0.8200	-
3.0316	105700	0.2662	0.8970	0.8221	-
3.0345	105800	0.2658	0.9027	0.8224	-
3.0373	105900	0.3206	0.8871	0.8244	-
3.0402	106000	0.2268	0.8802	0.8207	-
3.0431	106100	0.2807	0.8866	0.8197	-
3.0459	106200	0.2713	0.8819	0.8177	-
3.0488	106300	0.2239	0.8970	0.8178	-
3.0517	106400	0.306	0.9078	0.8131	-
3.0546	106500	0.2706	0.8725	0.8156	-
3.0574	106600	0.1926	0.8832	0.8221	-
3.0603	106700	0.2476	0.8927	0.8208	-
3.0632	106800	0.2674	0.8705	0.8217	-
3.0660	106900	0.2259	0.8818	0.8197	-
3.0689	107000	0.2265	0.8933	0.8188	-
3.0718	107100	0.2616	0.9024	0.8179	-
3.0746	107200	0.2058	0.9008	0.8175	-
3.0775	107300	0.2449	0.8870	0.8210	-
3.0804	107400	0.198	0.9211	0.8170	-
3.0832	107500	0.3418	0.8933	0.8208	-
3.0861	107600	0.1958	0.8953	0.8207	-
3.0890	107700	0.2262	0.8769	0.8192	-
3.0918	107800	0.3128	0.8855	0.8136	-
3.0947	107900	0.1924	0.9401	0.8091	-
3.0976	108000	0.2077	0.8632	0.8202	-
3.1004	108100	0.2606	0.8812	0.8215	-
3.1033	108200	0.2841	0.8799	0.8183	-
3.1062	108300	0.2647	0.8816	0.8169	-
3.1090	108400	0.2436	0.8920	0.8174	-
3.1119	108500	0.2496	0.8801	0.8177	-
3.1148	108600	0.2456	0.8777	0.8203	-
3.1177	108700	0.2313	0.8885	0.8169	-
3.1205	108800	0.2398	0.8694	0.8209	-
3.1234	108900	0.2713	0.8562	0.8184	-
3.1263	109000	0.3035	0.8459	0.8188	-
3.1291	109100	0.234	0.8731	0.8219	-
3.1320	109200	0.2615	0.8682	0.8244	-
3.1349	109300	0.2393	0.8778	0.8244	-
3.1377	109400	0.2498	0.8840	0.8217	-
3.1406	109500	0.2508	0.8877	0.8234	-
3.1435	109600	0.3029	0.8823	0.8249	-
3.1463	109700	0.219	0.8924	0.8229	-
3.1492	109800	0.2186	0.8853	0.8208	-
3.1521	109900	0.2877	0.8903	0.8261	-
3.1549	110000	0.2342	0.8924	0.8241	-
3.1578	110100	0.3548	0.8983	0.8193	-
3.1607	110200	0.2029	0.8752	0.8260	-
3.1635	110300	0.2287	0.8794	0.8271	-
3.1664	110400	0.2384	0.8779	0.8235	-
3.1693	110500	0.299	0.9081	0.8196	-
3.1721	110600	0.2373	0.9038	0.8229	-
3.1750	110700	0.2037	0.8926	0.8235	-
3.1779	110800	0.2618	0.8765	0.8241	-
3.1807	110900	0.1887	0.8735	0.8227	-
3.1836	111000	0.2246	0.9064	0.8211	-
3.1865	111100	0.2469	0.8728	0.8236	-
3.1894	111200	0.2351	0.8776	0.8223	-
3.1922	111300	0.1952	0.8807	0.8240	-
3.1951	111400	0.2074	0.8782	0.8266	-
3.1980	111500	0.2542	0.8687	0.8286	-
3.2008	111600	0.2705	0.8867	0.8285	-
3.2037	111700	0.2463	0.9004	0.8246	-
3.2066	111800	0.2341	0.8941	0.8224	-
3.2094	111900	0.2497	0.8676	0.8271	-
3.2123	112000	0.2519	0.8709	0.8276	-
3.2152	112100	0.2201	0.8912	0.8252	-
3.2180	112200	0.2383	0.8696	0.8234	-
3.2209	112300	0.2141	0.8432	0.8211	-
3.2238	112400	0.2565	0.8641	0.8209	-
3.2266	112500	0.2827	0.8807	0.8256	-
3.2295	112600	0.3125	0.8691	0.8237	-
3.2324	112700	0.2785	0.8528	0.8225	-
3.2352	112800	0.2826	0.8674	0.8226	-
3.2381	112900	0.2753	0.8860	0.8270	-
3.2410	113000	0.244	0.8648	0.8287	-
3.2438	113100	0.2304	0.8648	0.8286	-
3.2467	113200	0.2222	0.8656	0.8298	-
3.2496	113300	0.1954	0.8982	0.8250	-
3.2525	113400	0.2654	0.8521	0.8239	-
3.2553	113500	0.206	0.8502	0.8272	-
3.2582	113600	0.2371	0.8409	0.8254	-
3.2611	113700	0.2618	0.8653	0.8227	-
3.2639	113800	0.2454	0.8568	0.8219	-
3.2668	113900	0.1851	0.8614	0.8255	-
3.2697	114000	0.2471	0.8357	0.8215	-
3.2725	114100	0.1766	0.8527	0.8204	-
3.2754	114200	0.2365	0.8467	0.8221	-
3.2783	114300	0.2268	0.8554	0.8236	-
3.2811	114400	0.1743	0.8722	0.8220	-
3.2840	114500	0.2938	0.8610	0.8219	-
3.2869	114600	0.2099	0.8556	0.8224	-
3.2897	114700	0.2526	0.8680	0.8224	-
3.2926	114800	0.2595	0.8675	0.8219	-
3.2955	114900	0.2748	0.8714	0.8218	-
3.2983	115000	0.2458	0.8590	0.8213	-
3.3012	115100	0.2327	0.8600	0.8210	-
3.3041	115200	0.2769	0.8825	0.8217	-
3.3069	115300	0.256	0.8697	0.8208	-
3.3098	115400	0.1979	0.8760	0.8200	-
3.3127	115500	0.3038	0.8752	0.8227	-
3.3156	115600	0.2519	0.8510	0.8225	-
3.3184	115700	0.2419	0.8537	0.8231	-
3.3213	115800	0.2494	0.8388	0.8246	-
3.3242	115900	0.2654	0.8418	0.8191	-
3.3270	116000	0.2431	0.8566	0.8181	-
3.3299	116100	0.2198	0.8496	0.8205	-
3.3328	116200	0.2818	0.8549	0.8224	-
3.3356	116300	0.3037	0.8631	0.8199	-
3.3385	116400	0.25	0.8671	0.8166	-
3.3414	116500	0.2162	0.8700	0.8160	-
3.3442	116600	0.2521	0.8852	0.8157	-
3.3471	116700	0.1686	0.8783	0.8202	-
3.3500	116800	0.3441	0.8806	0.8172	-
3.3528	116900	0.2317	0.8873	0.8159	-
3.3557	117000	0.2533	0.8710	0.8224	-
3.3586	117100	0.1751	0.8833	0.8183	-
3.3614	117200	0.2685	0.8741	0.8206	-
3.3643	117300	0.2535	0.8774	0.8222	-
3.3672	117400	0.2689	0.8658	0.8226	-
3.3700	117500	0.2659	0.8678	0.8210	-
3.3729	117600	0.2452	0.8610	0.8225	-
3.3758	117700	0.2071	0.8800	0.8211	-
3.3786	117800	0.2335	0.8931	0.8195	-
3.3815	117900	0.2827	0.8973	0.8182	-
3.3844	118000	0.2257	0.8927	0.8213	-
3.3873	118100	0.2395	0.8893	0.8244	-
3.3901	118200	0.23	0.9216	0.8186	-
3.3930	118300	0.2222	0.9081	0.8209	-
3.3959	118400	0.2542	0.8899	0.8215	-
3.3987	118500	0.2505	0.8856	0.8218	-
3.4016	118600	0.2905	0.8841	0.8212	-
3.4045	118700	0.2655	0.8768	0.8245	-
3.4073	118800	0.2975	0.8616	0.8268	-
3.4102	118900	0.2296	0.8755	0.8238	-
3.4131	119000	0.3032	0.8622	0.8229	-
3.4159	119100	0.1917	0.8534	0.8229	-
3.4188	119200	0.2783	0.8637	0.8169	-
3.4217	119300	0.2273	0.8740	0.8160	-
3.4245	119400	0.2457	0.8485	0.8188	-
3.4274	119500	0.2188	0.8747	0.8188	-
3.4303	119600	0.1905	0.8856	0.8164	-
3.4331	119700	0.3133	0.8675	0.8171	-
3.4360	119800	0.216	0.8965	0.8184	-
3.4389	119900	0.1871	0.8695	0.8228	-
3.4417	120000	0.2832	0.8509	0.8194	-
3.4446	120100	0.2556	0.8861	0.8187	-
3.4475	120200	0.2642	0.8578	0.8175	-
3.4504	120300	0.2357	0.8524	0.8192	-
3.4532	120400	0.1929	0.8728	0.8192	-
3.4561	120500	0.1977	0.8722	0.8203	-
3.4590	120600	0.1882	0.8776	0.8175	-
3.4618	120700	0.26	0.8658	0.8199	-
3.4647	120800	0.2528	0.8691	0.8195	-
3.4676	120900	0.2603	0.8826	0.8157	-
3.4704	121000	0.2209	0.8897	0.8141	-
3.4733	121100	0.2109	0.8552	0.8182	-
3.4762	121200	0.2466	0.8472	0.8187	-
3.4790	121300	0.2335	0.8412	0.8191	-
3.4819	121400	0.2266	0.8792	0.8196	-
3.4848	121500	0.293	0.8738	0.8215	-
3.4876	121600	0.2446	0.8542	0.8244	-
3.4905	121700	0.2102	0.8687	0.8200	-
3.4934	121800	0.1928	0.8660	0.8193	-
3.4962	121900	0.187	0.8885	0.8202	-
3.4991	122000	0.2623	0.8644	0.8211	-
3.5020	122100	0.2475	0.8747	0.8201	-
3.5048	122200	0.1859	0.8852	0.8225	-
3.5077	122300	0.2296	0.8704	0.8194	-
3.5106	122400	0.2121	0.8581	0.8185	-
3.5135	122500	0.2166	0.8710	0.8153	-
3.5163	122600	0.2997	0.8837	0.8167	-
3.5192	122700	0.2541	0.8844	0.8145	-
3.5221	122800	0.1772	0.8849	0.8132	-
3.5249	122900	0.1916	0.8811	0.8184	-
3.5278	123000	0.2535	0.8872	0.8169	-
3.5307	123100	0.2464	0.8650	0.8187	-
3.5335	123200	0.2662	0.8650	0.8214	-
3.5364	123300	0.3006	0.8578	0.8201	-
3.5393	123400	0.2352	0.8741	0.8226	-
3.5421	123500	0.2195	0.8920	0.8237	-
3.5450	123600	0.2522	0.8647	0.8241	-
3.5479	123700	0.3088	0.8510	0.8226	-
3.5507	123800	0.2506	0.8575	0.8217	-
3.5536	123900	0.253	0.8626	0.8200	-
3.5565	124000	0.1962	0.8715	0.8206	-
3.5593	124100	0.2636	0.8559	0.8222	-
3.5622	124200	0.3084	0.8590	0.8190	-
3.5651	124300	0.207	0.8846	0.8175	-
3.5679	124400	0.2907	0.8531	0.8211	-
3.5708	124500	0.2137	0.8658	0.8217	-
3.5737	124600	0.2027	0.8756	0.8184	-
3.5766	124700	0.2063	0.8737	0.8198	-
3.5794	124800	0.2769	0.8838	0.8173	-
3.5823	124900	0.2405	0.8773	0.8168	-
3.5852	125000	0.2841	0.8688	0.8141	-
3.5880	125100	0.2629	0.8770	0.8151	-
3.5909	125200	0.2667	0.8817	0.8203	-
3.5938	125300	0.2238	0.8657	0.8216	-
3.5966	125400	0.2062	0.8692	0.8213	-
3.5995	125500	0.201	0.8509	0.8225	-
3.6024	125600	0.2318	0.8625	0.8194	-
3.6052	125700	0.2153	0.8670	0.8203	-
3.6081	125800	0.2653	0.8465	0.8211	-
3.6110	125900	0.2531	0.8702	0.8174	-
3.6138	126000	0.2246	0.8681	0.8163	-
3.6167	126100	0.2529	0.8620	0.8207	-
3.6196	126200	0.3148	0.8512	0.8199	-
3.6224	126300	0.3125	0.8539	0.8198	-
3.6253	126400	0.2098	0.8442	0.8214	-
3.6282	126500	0.2815	0.8595	0.8223	-
3.6310	126600	0.2623	0.8608	0.8209	-
3.6339	126700	0.2248	0.8553	0.8188	-
3.6368	126800	0.2669	0.8563	0.8184	-
3.6396	126900	0.2839	0.8760	0.8175	-
3.6425	127000	0.282	0.8510	0.8199	-
3.6454	127100	0.1857	0.8486	0.8220	-
3.6483	127200	0.2459	0.8638	0.8195	-
3.6511	127300	0.2457	0.8438	0.8190	-
3.6540	127400	0.2184	0.8632	0.8170	-
3.6569	127500	0.1989	0.8556	0.8196	-
3.6597	127600	0.2074	0.8541	0.8211	-
3.6626	127700	0.1758	0.8852	0.8200	-
3.6655	127800	0.2337	0.8759	0.8195	-
3.6683	127900	0.2849	0.8545	0.8225	-
3.6712	128000	0.2736	0.8862	0.8169	-
3.6741	128100	0.2539	0.8641	0.8209	-
3.6769	128200	0.2399	0.8585	0.8208	-
3.6798	128300	0.2225	0.8503	0.8190	-
3.6827	128400	0.2014	0.8468	0.8214	-
3.6855	128500	0.2404	0.8403	0.8203	-
3.6884	128600	0.2096	0.8519	0.8195	-
3.6913	128700	0.2355	0.8695	0.8194	-
3.6941	128800	0.2491	0.8526	0.8204	-
3.6970	128900	0.2387	0.8557	0.8211	-
3.6999	129000	0.1731	0.8661	0.8196	-
3.7027	129100	0.2435	0.8583	0.8205	-
3.7056	129200	0.2053	0.8551	0.8237	-
3.7085	129300	0.2029	0.8457	0.8214	-
3.7114	129400	0.2841	0.8482	0.8214	-
3.7142	129500	0.1923	0.8584	0.8214	-
3.7171	129600	0.2306	0.8698	0.8183	-
3.7200	129700	0.2558	0.8756	0.8175	-
3.7228	129800	0.2147	0.8685	0.8188	-
3.7257	129900	0.2361	0.8737	0.8183	-
3.7286	130000	0.2394	0.8486	0.8203	-
3.7314	130100	0.264	0.8633	0.8193	-
3.7343	130200	0.2149	0.8845	0.8166	-
3.7372	130300	0.1938	0.8679	0.8170	-
3.7400	130400	0.2535	0.8575	0.8197	-
3.7429	130500	0.2537	0.8808	0.8166	-
3.7458	130600	0.2589	0.8745	0.8169	-
3.7486	130700	0.2909	0.8587	0.8184	-
3.7515	130800	0.2176	0.8521	0.8192	-
3.7544	130900	0.2103	0.8641	0.8199	-
3.7572	131000	0.2476	0.8467	0.8208	-
3.7601	131100	0.1961	0.8524	0.8203	-
3.7630	131200	0.1973	0.8481	0.8223	-
3.7658	131300	0.2476	0.8537	0.8214	-
3.7687	131400	0.2365	0.8539	0.8206	-
3.7716	131500	0.2104	0.8564	0.8196	-
3.7745	131600	0.2531	0.8428	0.8176	-
3.7773	131700	0.2459	0.8370	0.8178	-
3.7802	131800	0.1835	0.8204	0.8184	-
3.7831	131900	0.2188	0.8413	0.8159	-
3.7859	132000	0.2651	0.8417	0.8192	-
3.7888	132100	0.2367	0.8592	0.8185	-
3.7917	132200	0.2284	0.8610	0.8184	-
3.7945	132300	0.1997	0.8740	0.8171	-
3.7974	132400	0.2626	0.8536	0.8194	-
3.8003	132500	0.2773	0.8602	0.8183	-
3.8031	132600	0.2102	0.8660	0.8168	-
3.8060	132700	0.2007	0.8500	0.8166	-
3.8089	132800	0.2363	0.8441	0.8139	-
3.8117	132900	0.1973	0.8433	0.8169	-
3.8146	133000	0.1843	0.8703	0.8145	-
3.8175	133100	0.222	0.8556	0.8173	-
3.8203	133200	0.1807	0.8773	0.8123	-
3.8232	133300	0.2574	0.8770	0.8129	-
3.8261	133400	0.3085	0.8714	0.8165	-
3.8289	133500	0.2102	0.8858	0.8176	-
3.8318	133600	0.2024	0.8830	0.8183	-
3.8347	133700	0.2865	0.8624	0.8187	-
3.8375	133800	0.2169	0.8611	0.8190	-
3.8404	133900	0.2336	0.8420	0.8202	-
3.8433	134000	0.2136	0.8433	0.8195	-
3.8462	134100	0.1622	0.8552	0.8174	-
3.8490	134200	0.2108	0.8623	0.8196	-
3.8519	134300	0.2424	0.8572	0.8196	-
3.8548	134400	0.186	0.8565	0.8201	-
3.8576	134500	0.2366	0.8595	0.8189	-
3.8605	134600	0.1893	0.8826	0.8188	-
3.8634	134700	0.1661	0.8721	0.8172	-
3.8662	134800	0.2543	0.8545	0.8213	-
3.8691	134900	0.2097	0.8635	0.8213	-
3.8720	135000	0.2186	0.8566	0.8210	-
3.8748	135100	0.2417	0.8561	0.8210	-
3.8777	135200	0.2523	0.8677	0.8203	-
3.8806	135300	0.2234	0.8731	0.8169	-
3.8834	135400	0.2574	0.8559	0.8189	-
3.8863	135500	0.2498	0.8579	0.8207	-
3.8892	135600	0.266	0.8591	0.8187	-
3.8920	135700	0.2347	0.8637	0.8161	-
3.8949	135800	0.2012	0.8550	0.8175	-
3.8978	135900	0.2375	0.8514	0.8167	-
3.9006	136000	0.1956	0.8644	0.8121	-
3.9035	136100	0.2837	0.8481	0.8163	-
3.9064	136200	0.2326	0.8435	0.8199	-
3.9093	136300	0.1628	0.8510	0.8181	-
3.9121	136400	0.1836	0.8524	0.8156	-
3.9150	136500	0.2587	0.8651	0.8142	-
3.9179	136600	0.2478	0.8491	0.8174	-
3.9207	136700	0.1946	0.8617	0.8166	-
3.9236	136800	0.1792	0.8503	0.8175	-
3.9265	136900	0.1954	0.8474	0.8187	-
3.9293	137000	0.25	0.8555	0.8162	-
3.9322	137100	0.2202	0.8500	0.8170	-
3.9351	137200	0.2426	0.8505	0.8173	-
3.9379	137300	0.2319	0.8634	0.8157	-
3.9408	137400	0.2883	0.8547	0.8171	-
3.9437	137500	0.2553	0.8444	0.8187	-
3.9465	137600	0.1905	0.8452	0.8211	-
3.9494	137700	0.1995	0.8585	0.8168	-
3.9523	137800	0.2174	0.8734	0.8170	-
3.9551	137900	0.15	0.8586	0.8194	-
3.9580	138000	0.2588	0.8557	0.8187	-
3.9609	138100	0.2469	0.8406	0.8175	-
3.9637	138200	0.2263	0.8416	0.8187	-
3.9666	138300	0.2477	0.8398	0.8195	-
3.9695	138400	0.2094	0.8365	0.8221	-
3.9724	138500	0.1728	0.8322	0.8223	-
3.9752	138600	0.2092	0.8403	0.8222	-
3.9781	138700	0.1768	0.8575	0.8201	-
3.9810	138800	0.1791	0.8519	0.8220	-
3.9838	138900	0.2219	0.8447	0.8237	-
3.9867	139000	0.2612	0.8532	0.8208	-
3.9896	139100	0.2494	0.8465	0.8218	-
3.9924	139200	0.2041	0.8504	0.8209	-
3.9953	139300	0.2015	0.8405	0.8185	-
3.9982	139400	0.1802	0.8334	0.8190	-
4.0010	139500	0.1979	0.8589	0.8167	-
4.0039	139600	0.1867	0.8660	0.8174	-
4.0068	139700	0.1662	0.8607	0.8191	-
4.0096	139800	0.158	0.8428	0.8216	-
4.0125	139900	0.2308	0.8510	0.8209	-
4.0154	140000	0.1525	0.8660	0.8187	-
4.0182	140100	0.1406	0.8650	0.8190	-
4.0211	140200	0.1696	0.8623	0.8178	-
4.0240	140300	0.1618	0.8629	0.8172	-
4.0268	140400	0.1314	0.8686	0.8165	-
4.0297	140500	0.2034	0.8581	0.8176	-
4.0326	140600	0.1701	0.8658	0.8178	-
4.0355	140700	0.1367	0.8732	0.8159	-
4.0383	140800	0.1331	0.8747	0.8154	-
4.0412	140900	0.2002	0.8768	0.8187	-
4.0441	141000	0.1649	0.8595	0.8189	-
4.0469	141100	0.1233	0.8586	0.8181	-
4.0498	141200	0.1876	0.8642	0.8179	-
4.0527	141300	0.166	0.8631	0.8181	-
4.0555	141400	0.1556	0.8654	0.8181	-
4.0584	141500	0.1268	0.8519	0.8189	-
4.0613	141600	0.1227	0.8624	0.8188	-
4.0641	141700	0.1214	0.8700	0.8159	-
4.0670	141800	0.2069	0.8679	0.8146	-
4.0699	141900	0.1384	0.8891	0.8155	-
4.0727	142000	0.2748	0.8803	0.8166	-
4.0756	142100	0.1729	0.8622	0.8200	-
4.0785	142200	0.172	0.8701	0.8193	-
4.0813	142300	0.1264	0.8694	0.8207	-
4.0842	142400	0.1278	0.8827	0.8189	-
4.0871	142500	0.1649	0.8671	0.8193	-
4.0899	142600	0.1537	0.8563	0.8205	-
4.0928	142700	0.2135	0.8589	0.8169	-
4.0957	142800	0.1435	0.8556	0.8165	-
4.0985	142900	0.1524	0.8632	0.8163	-
4.1014	143000	0.172	0.8606	0.8156	-
4.1043	143100	0.1552	0.8684	0.8147	-
4.1072	143200	0.1487	0.8525	0.8165	-
4.1100	143300	0.1494	0.8623	0.8175	-
4.1129	143400	0.1823	0.8431	0.8179	-
4.1158	143500	0.105	0.8715	0.8136	-
4.1186	143600	0.1622	0.8588	0.8140	-
4.1215	143700	0.1425	0.8587	0.8162	-
4.1244	143800	0.1319	0.8701	0.8148	-
4.1272	143900	0.1713	0.8454	0.8181	-
4.1301	144000	0.1485	0.8453	0.8184	-
4.1330	144100	0.1341	0.8627	0.8165	-
4.1358	144200	0.1889	0.8599	0.8168	-
4.1387	144300	0.233	0.8527	0.8170	-
4.1416	144400	0.1506	0.8482	0.8172	-
4.1444	144500	0.1985	0.8445	0.8156	-
4.1473	144600	0.2297	0.8634	0.8152	-
4.1502	144700	0.1897	0.8645	0.8160	-
4.1530	144800	0.1735	0.8463	0.8170	-
4.1559	144900	0.1313	0.8425	0.8170	-
4.1588	145000	0.1805	0.8616	0.8139	-
4.1616	145100	0.1949	0.8717	0.8133	-
4.1645	145200	0.0972	0.8625	0.8151	-
4.1674	145300	0.1483	0.8753	0.8147	-
4.1703	145400	0.2039	0.8584	0.8152	-
4.1731	145500	0.1427	0.8715	0.8140	-
4.1760	145600	0.1278	0.8740	0.8131	-
4.1789	145700	0.1771	0.8770	0.8117	-
4.1817	145800	0.127	0.8647	0.8143	-
4.1846	145900	0.1548	0.8688	0.8160	-
4.1875	146000	0.1503	0.8755	0.8154	-
4.1903	146100	0.1448	0.8797	0.8152	-
4.1932	146200	0.1404	0.8834	0.8147	-
4.1961	146300	0.1206	0.8818	0.8147	-
4.1989	146400	0.2314	0.8747	0.8147	-
4.2018	146500	0.1556	0.8766	0.8142	-
4.2047	146600	0.1236	0.8769	0.8134	-
4.2075	146700	0.1558	0.8745	0.8138	-
4.2104	146800	0.1184	0.8834	0.8138	-
4.2133	146900	0.1193	0.8732	0.8161	-
4.2161	147000	0.1275	0.8773	0.8176	-
4.2190	147100	0.1827	0.8752	0.8166	-
4.2219	147200	0.1151	0.8645	0.8178	-
4.2247	147300	0.172	0.8667	0.8160	-
4.2276	147400	0.1661	0.8588	0.8155	-
4.2305	147500	0.1879	0.8773	0.8147	-
4.2334	147600	0.1017	0.8750	0.8160	-
4.2362	147700	0.1441	0.8700	0.8153	-
4.2391	147800	0.1671	0.8849	0.8130	-
4.2420	147900	0.172	0.8748	0.8156	-
4.2448	148000	0.1143	0.8686	0.8167	-
4.2477	148100	0.1792	0.8636	0.8169	-
4.2506	148200	0.1423	0.8679	0.8168	-
4.2534	148300	0.1224	0.8669	0.8164	-
4.2563	148400	0.1041	0.8629	0.8165	-
4.2592	148500	0.147	0.8704	0.8166	-
4.2620	148600	0.1163	0.8752	0.8174	-
4.2649	148700	0.1485	0.8690	0.8179	-
4.2678	148800	0.1931	0.8552	0.8188	-
4.2706	148900	0.1848	0.8737	0.8173	-
4.2735	149000	0.111	0.8722	0.8157	-
4.2764	149100	0.159	0.8866	0.8131	-
4.2792	149200	0.1357	0.8673	0.8145	-
4.2821	149300	0.1366	0.8648	0.8152	-
4.2850	149400	0.0814	0.8767	0.8152	-
4.2878	149500	0.202	0.8679	0.8152	-
4.2907	149600	0.1425	0.8654	0.8179	-
4.2936	149700	0.1677	0.8724	0.8180	-
4.2964	149800	0.154	0.8846	0.8176	-
4.2993	149900	0.1087	0.8738	0.8177	-
4.3022	150000	0.1797	0.8728	0.8183	-
4.3051	150100	0.1828	0.8672	0.8194	-
4.3079	150200	0.2019	0.8732	0.8186	-
4.3108	150300	0.1417	0.8722	0.8171	-
4.3137	150400	0.1438	0.8662	0.8167	-
4.3165	150500	0.1803	0.8581	0.8176	-
4.3194	150600	0.1303	0.8772	0.8183	-
4.3223	150700	0.136	0.8630	0.8188	-
4.3251	150800	0.1155	0.8748	0.8176	-
4.3280	150900	0.2121	0.8770	0.8177	-
4.3309	151000	0.1087	0.8728	0.8192	-
4.3337	151100	0.1735	0.8593	0.8200	-
4.3366	151200	0.156	0.8586	0.8197	-
4.3395	151300	0.1831	0.8624	0.8195	-
4.3423	151400	0.144	0.8616	0.8204	-
4.3452	151500	0.1551	0.8653	0.8192	-
4.3481	151600	0.1654	0.8710	0.8190	-
4.3509	151700	0.1585	0.8883	0.8168	-
4.3538	151800	0.1419	0.8869	0.8158	-
4.3567	151900	0.1603	0.8783	0.8172	-
4.3595	152000	0.1444	0.8849	0.8173	-
4.3624	152100	0.1538	0.8965	0.8161	-
4.3653	152200	0.1632	0.8804	0.8185	-
4.3682	152300	0.1098	0.8734	0.8195	-
4.3710	152400	0.1714	0.8710	0.8180	-
4.3739	152500	0.1991	0.8748	0.8184	-
4.3768	152600	0.1894	0.8762	0.8181	-
4.3796	152700	0.1586	0.8827	0.8182	-
4.3825	152800	0.1634	0.8808	0.8192	-
4.3854	152900	0.1756	0.8821	0.8192	-
4.3882	153000	0.1578	0.8861	0.8183	-
4.3911	153100	0.1269	0.8936	0.8184	-
4.3940	153200	0.1621	0.8915	0.8182	-
4.3968	153300	0.1444	0.8986	0.8174	-
4.3997	153400	0.1471	0.8909	0.8166	-
4.4026	153500	0.1734	0.8758	0.8181	-
4.4054	153600	0.1156	0.8819	0.8168	-
4.4083	153700	0.1443	0.8729	0.8174	-
4.4112	153800	0.1591	0.8748	0.8181	-
4.4140	153900	0.1356	0.8670	0.8192	-
4.4169	154000	0.1217	0.8683	0.8190	-
4.4198	154100	0.1165	0.8698	0.8192	-
4.4226	154200	0.1584	0.8823	0.8188	-
4.4255	154300	0.1022	0.8862	0.8168	-
4.4284	154400	0.1597	0.8881	0.8160	-
4.4313	154500	0.124	0.8852	0.8169	-
4.4341	154600	0.1097	0.8765	0.8153	-
4.4370	154700	0.1349	0.8815	0.8160	-
4.4399	154800	0.1967	0.8808	0.8174	-
4.4427	154900	0.1761	0.8806	0.8164	-
4.4456	155000	0.1217	0.8872	0.8159	-
4.4485	155100	0.1037	0.8931	0.8173	-
4.4513	155200	0.1483	0.8923	0.8173	-
4.4542	155300	0.2123	0.8811	0.8173	-
4.4571	155400	0.1838	0.8849	0.8153	-
4.4599	155500	0.1176	0.8801	0.8167	-
4.4628	155600	0.1505	0.8893	0.8161	-
4.4657	155700	0.1521	0.8753	0.8171	-
4.4685	155800	0.1679	0.8822	0.8167	-
4.4714	155900	0.1612	0.8804	0.8171	-
4.4743	156000	0.1642	0.8752	0.8173	-
4.4771	156100	0.1346	0.8770	0.8184	-
4.4800	156200	0.0954	0.8777	0.8181	-
4.4829	156300	0.19	0.8756	0.8170	-
4.4857	156400	0.1381	0.8735	0.8177	-
4.4886	156500	0.1998	0.8596	0.8192	-
4.4915	156600	0.1442	0.8684	0.8188	-
4.4943	156700	0.1629	0.8698	0.8200	-
4.4972	156800	0.1441	0.8639	0.8202	-
4.5001	156900	0.1823	0.8634	0.8203	-
4.5030	157000	0.1114	0.8750	0.8193	-
4.5058	157100	0.1455	0.8831	0.8181	-
4.5087	157200	0.1655	0.8778	0.8181	-
4.5116	157300	0.1144	0.8752	0.8185	-
4.5144	157400	0.1625	0.8803	0.8186	-
4.5173	157500	0.1922	0.8874	0.8181	-
4.5202	157600	0.1364	0.8824	0.8186	-
4.5230	157700	0.1647	0.8858	0.8189	-
4.5259	157800	0.1702	0.8782	0.8200	-
4.5288	157900	0.1043	0.8716	0.8192	-
4.5316	158000	0.1757	0.8717	0.8189	-
4.5345	158100	0.1814	0.8721	0.8186	-
4.5374	158200	0.1649	0.8695	0.8192	-
4.5402	158300	0.232	0.8713	0.8196	-
4.5431	158400	0.1506	0.8723	0.8193	-
4.5460	158500	0.1201	0.8642	0.8197	-
4.5488	158600	0.1576	0.8602	0.8204	-
4.5517	158700	0.1581	0.8597	0.8205	-
4.5546	158800	0.1064	0.8579	0.8201	-
4.5574	158900	0.1851	0.8652	0.8201	-
4.5603	159000	0.1712	0.8652	0.8208	-
4.5632	159100	0.1224	0.8682	0.8208	-
4.5661	159200	0.1544	0.8822	0.8200	-
4.5689	159300	0.1186	0.8795	0.8190	-
4.5718	159400	0.1786	0.8833	0.8202	-
4.5747	159500	0.1769	0.8786	0.8203	-
4.5775	159600	0.1657	0.8811	0.8208	-
4.5804	159700	0.1596	0.8790	0.8206	-
4.5833	159800	0.1537	0.8715	0.8214	-
4.5861	159900	0.1756	0.8686	0.8216	-
4.5890	160000	0.1428	0.8628	0.8206	-
4.5919	160100	0.167	0.8666	0.8192	-
4.5947	160200	0.1541	0.8694	0.8192	-
4.5976	160300	0.1202	0.8724	0.8188	-
4.6005	160400	0.1228	0.8745	0.8184	-
4.6033	160500	0.1545	0.8641	0.8196	-
4.6062	160600	0.1109	0.8601	0.8193	-
4.6091	160700	0.1415	0.8622	0.8195	-
4.6119	160800	0.1374	0.8690	0.8183	-
4.6148	160900	0.1263	0.8696	0.8168	-
4.6177	161000	0.1519	0.8750	0.8162	-
4.6205	161100	0.105	0.8696	0.8172	-
4.6234	161200	0.1768	0.8579	0.8177	-
4.6263	161300	0.1564	0.8711	0.8158	-
4.6292	161400	0.2011	0.8726	0.8153	-
4.6320	161500	0.1733	0.8670	0.8160	-
4.6349	161600	0.1763	0.8650	0.8161	-
4.6378	161700	0.1809	0.8625	0.8172	-
4.6406	161800	0.1262	0.8708	0.8175	-
4.6435	161900	0.1167	0.8636	0.8187	-
4.6464	162000	0.1055	0.8636	0.8191	-
4.6492	162100	0.1431	0.8587	0.8189	-
4.6521	162200	0.1581	0.8568	0.8191	-
4.6550	162300	0.2095	0.8616	0.8183	-
4.6578	162400	0.1468	0.8616	0.8188	-
4.6607	162500	0.2276	0.8576	0.8188	-
4.6636	162600	0.0823	0.8566	0.8189	-
4.6664	162700	0.0995	0.8607	0.8177	-
4.6693	162800	0.2037	0.8575	0.8177	-
4.6722	162900	0.1291	0.8618	0.8189	-
4.6750	163000	0.1912	0.8637	0.8190	-
4.6779	163100	0.1198	0.8602	0.8197	-
4.6808	163200	0.1183	0.8553	0.8200	-
4.6836	163300	0.1207	0.8572	0.8201	-
4.6865	163400	0.1126	0.8566	0.8207	-
4.6894	163500	0.1357	0.8601	0.8209	-
4.6923	163600	0.1486	0.8627	0.8208	-
4.6951	163700	0.2073	0.8583	0.8213	-
4.6980	163800	0.1382	0.8644	0.8199	-
4.7009	163900	0.1993	0.8598	0.8194	-
4.7037	164000	0.134	0.8633	0.8195	-
4.7066	164100	0.183	0.8574	0.8198	-
4.7095	164200	0.1263	0.8592	0.8194	-
4.7123	164300	0.1302	0.8608	0.8190	-
4.7152	164400	0.1614	0.8617	0.8193	-
4.7181	164500	0.1444	0.8655	0.8187	-
4.7209	164600	0.1129	0.8621	0.8187	-
4.7238	164700	0.1535	0.8644	0.8193	-
4.7267	164800	0.14	0.8653	0.8194	-
4.7295	164900	0.1348	0.8661	0.8194	-
4.7324	165000	0.1215	0.8637	0.8196	-
4.7353	165100	0.1039	0.8645	0.8194	-
4.7381	165200	0.1308	0.8626	0.8193	-
4.7410	165300	0.1191	0.8622	0.8195	-
4.7439	165400	0.2147	0.8593	0.8197	-
4.7467	165500	0.1254	0.8598	0.8197	-
4.7496	165600	0.1228	0.8598	0.8200	-
4.7525	165700	0.1411	0.8613	0.8204	-
4.7553	165800	0.1492	0.8606	0.8201	-
4.7582	165900	0.1079	0.8678	0.8196	-
4.7611	166000	0.1313	0.8670	0.8196	-
4.7640	166100	0.1003	0.8634	0.8199	-
4.7668	166200	0.1616	0.8636	0.8195	-
4.7697	166300	0.1685	0.8593	0.8203	-
4.7726	166400	0.1809	0.8601	0.8205	-
4.7754	166500	0.2148	0.8583	0.8205	-
4.7783	166600	0.1418	0.8583	0.8203	-
4.7812	166700	0.1805	0.8551	0.8205	-
4.7840	166800	0.1555	0.8590	0.8194	-
4.7869	166900	0.0907	0.8618	0.8193	-
4.7898	167000	0.1369	0.8626	0.8194	-
4.7926	167100	0.13	0.8621	0.8195	-
4.7955	167200	0.1134	0.8659	0.8190	-
4.7984	167300	0.1896	0.8606	0.8198	-
4.8012	167400	0.1907	0.8573	0.8202	-
4.8041	167500	0.1382	0.8564	0.8207	-
4.8070	167600	0.1316	0.8532	0.8209	-
4.8098	167700	0.1713	0.8527	0.8208	-
4.8127	167800	0.1385	0.8532	0.8211	-
4.8156	167900	0.1376	0.8547	0.8207	-
4.8184	168000	0.1879	0.8549	0.8211	-
4.8213	168100	0.2099	0.8539	0.8208	-
4.8242	168200	0.1044	0.8550	0.8205	-
4.8271	168300	0.1596	0.8535	0.8208	-
4.8299	168400	0.1446	0.8537	0.8204	-
4.8328	168500	0.1301	0.8511	0.8208	-
4.8357	168600	0.1757	0.8505	0.8205	-
4.8385	168700	0.1181	0.8519	0.8204	-
4.8414	168800	0.1603	0.8523	0.8202	-
4.8443	168900	0.1914	0.8528	0.8198	-
4.8471	169000	0.1343	0.8483	0.8204	-
4.8500	169100	0.1567	0.8509	0.8200	-
4.8529	169200	0.1732	0.8504	0.8196	-
4.8557	169300	0.1642	0.8506	0.8196	-
4.8586	169400	0.1783	0.8479	0.8199	-
4.8615	169500	0.1744	0.8507	0.8197	-
4.8643	169600	0.1535	0.8471	0.8197	-
4.8672	169700	0.1286	0.8452	0.8200	-
4.8701	169800	0.1203	0.8484	0.8199	-
4.8729	169900	0.1449	0.8478	0.8200	-
4.8758	170000	0.1266	0.8513	0.8195	-
4.8787	170100	0.1222	0.8505	0.8194	-
4.8815	170200	0.1269	0.8554	0.8188	-
4.8844	170300	0.1282	0.8567	0.8185	-
4.8873	170400	0.1474	0.8563	0.8188	-
4.8902	170500	0.1625	0.8563	0.8188	-
4.8930	170600	0.1406	0.8588	0.8185	-
4.8959	170700	0.157	0.8579	0.8184	-
4.8988	170800	0.149	0.8560	0.8187	-
4.9016	170900	0.1612	0.8550	0.8187	-
4.9045	171000	0.1158	0.8525	0.8187	-
4.9074	171100	0.1646	0.8514	0.8186	-
4.9102	171200	0.1607	0.8525	0.8186	-
4.9131	171300	0.1181	0.8545	0.8184	-
4.9160	171400	0.1605	0.8539	0.8187	-
4.9188	171500	0.1316	0.8545	0.8187	-
4.9217	171600	0.1381	0.8548	0.8185	-
4.9246	171700	0.1434	0.8552	0.8184	-
4.9274	171800	0.1098	0.8558	0.8184	-
4.9303	171900	0.1472	0.8564	0.8183	-
4.9332	172000	0.1453	0.8569	0.8182	-
4.9360	172100	0.1625	0.8559	0.8183	-
4.9389	172200	0.1066	0.8551	0.8185	-
4.9418	172300	0.1492	0.8551	0.8185	-
4.9446	172400	0.1618	0.8544	0.8185	-
4.9475	172500	0.1669	0.8541	0.8186	-
4.9504	172600	0.1809	0.8531	0.8186	-
4.9532	172700	0.1396	0.8525	0.8187	-
4.9561	172800	0.1334	0.8517	0.8188	-
4.9590	172900	0.0957	0.8519	0.8189	-
4.9619	173000	0.121	0.8524	0.8188	-
4.9647	173100	0.1181	0.8533	0.8187	-
4.9676	173200	0.1366	0.8537	0.8187	-
4.9705	173300	0.1226	0.8540	0.8187	-
4.9733	173400	0.1442	0.8535	0.8188	-
4.9762	173500	0.1415	0.8536	0.8188	-
4.9791	173600	0.1543	0.8541	0.8188	-
4.9819	173700	0.1328	0.8539	0.8188	-
4.9848	173800	0.1097	0.8540	0.8188	-
4.9877	173900	0.2072	0.8541	0.8189	-
4.9905	174000	0.1447	0.8540	0.8188	-
4.9934	174100	0.1347	0.8538	0.8188	-
4.9963	174200	0.1349	0.8539	0.8188	-
4.9991	174300	0.1634	0.8539	0.8188	-
-1	-1	-	-	-	0.7965

Framework Versions

• Python: 3.13.0
• Sentence Transformers: 5.1.2
• Transformers: 4.57.1
• PyTorch: 2.9.1+cu128
• Accelerate: 1.11.0
• Datasets: 4.4.1
• Tokenizers: 0.22.1

Citation

BibTeX

Sentence Transformers

@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",
}

MatryoshkaLoss

@misc{kusupati2024matryoshka,
    title={Matryoshka Representation Learning},
    author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
    year={2024},
    eprint={2205.13147},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}