sobamchan/bert-base-uncased-mrl-768-512-256-128-64

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, 0.6487, 0.2031],
#         [0.6487, 1.0000, 0.4307],
#         [0.2031, 0.4307, 1.0000]])

Evaluation

Metrics

Semantic Similarity

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

Metric	sts-dev	sts-test
pearson_cosine	0.8195	0.7938
spearman_cosine	0.8215	0.8007

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,
          64
      ],
      "matryoshka_weights": [
          1,
          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,
          64
      ],
      "matryoshka_weights": [
          1,
          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	11.0821	7.3890	0.6122	-
0.0057	200	10.4444	6.2106	0.6776	-
0.0086	300	7.9496	4.7649	0.7566	-
0.0115	400	6.0085	3.8887	0.7898	-
0.0143	500	5.0207	3.4846	0.8011	-
0.0172	600	4.5744	3.2518	0.8081	-
0.0201	700	4.0297	3.0691	0.8126	-
0.0229	800	4.1196	2.8857	0.8160	-
0.0258	900	4.0579	2.7141	0.8182	-
0.0287	1000	3.4803	2.5590	0.8212	-
0.0315	1100	3.6491	2.4194	0.8229	-
0.0344	1200	3.2399	2.2893	0.8253	-
0.0373	1300	3.5068	2.2025	0.8287	-
0.0402	1400	3.1616	2.1389	0.8278	-
0.0430	1500	2.9679	2.0959	0.8289	-
0.0459	1600	3.0881	2.0339	0.8320	-
0.0488	1700	2.6726	2.0046	0.8310	-
0.0516	1800	2.9131	1.9434	0.8314	-
0.0545	1900	2.991	1.8994	0.8324	-
0.0574	2000	2.5504	1.8762	0.8323	-
0.0602	2100	2.7044	1.8412	0.8344	-
0.0631	2200	2.6515	1.8038	0.8353	-
0.0660	2300	2.708	1.7802	0.8323	-
0.0688	2400	2.426	1.7550	0.8325	-
0.0717	2500	2.7301	1.7194	0.8336	-
0.0746	2600	2.607	1.7190	0.8374	-
0.0774	2700	2.5199	1.6383	0.8403	-
0.0803	2800	2.6619	1.6223	0.8367	-
0.0832	2900	2.3317	1.6419	0.8387	-
0.0860	3000	2.3979	1.6022	0.8360	-
0.0889	3100	2.4339	1.6004	0.8356	-
0.0918	3200	2.1683	1.5543	0.8379	-
0.0946	3300	2.4426	1.5430	0.8377	-
0.0975	3400	2.2403	1.5281	0.8394	-
0.1004	3500	2.2782	1.5423	0.8402	-
0.1033	3600	2.3966	1.5113	0.8383	-
0.1061	3700	2.2784	1.5396	0.8320	-
0.1090	3800	2.2402	1.5176	0.8323	-
0.1119	3900	2.1958	1.4569	0.8358	-
0.1147	4000	2.1168	1.4687	0.8332	-
0.1176	4100	2.1157	1.4331	0.8390	-
0.1205	4200	2.2922	1.4460	0.8367	-
0.1233	4300	2.2492	1.4011	0.8374	-
0.1262	4400	2.2124	1.4112	0.8345	-
0.1291	4500	1.9601	1.3755	0.8369	-
0.1319	4600	2.0958	1.4102	0.8360	-
0.1348	4700	2.0964	1.4191	0.8338	-
0.1377	4800	1.8834	1.4148	0.8376	-
0.1405	4900	2.0694	1.3711	0.8348	-
0.1434	5000	1.9345	1.3625	0.8350	-
0.1463	5100	2.011	1.3941	0.8294	-
0.1491	5200	2.1166	1.3275	0.8393	-
0.1520	5300	1.9076	1.3298	0.8383	-
0.1549	5400	1.8983	1.3329	0.8350	-
0.1577	5500	2.3374	1.3312	0.8425	-
0.1606	5600	2.007	1.3447	0.8351	-
0.1635	5700	1.8839	1.3071	0.8413	-
0.1664	5800	2.1406	1.2972	0.8367	-
0.1692	5900	2.0391	1.3158	0.8378	-
0.1721	6000	1.7862	1.2845	0.8416	-
0.1750	6100	1.7201	1.3111	0.8393	-
0.1778	6200	1.9158	1.3025	0.8378	-
0.1807	6300	1.599	1.3127	0.8373	-
0.1836	6400	1.9747	1.3053	0.8373	-
0.1864	6500	1.7582	1.3118	0.8351	-
0.1893	6600	1.8912	1.2945	0.8322	-
0.1922	6700	2.0405	1.2989	0.8357	-
0.1950	6800	1.8776	1.2951	0.8395	-
0.1979	6900	1.8576	1.3293	0.8380	-
0.2008	7000	1.9513	1.2959	0.8366	-
0.2036	7100	1.8289	1.2857	0.8338	-
0.2065	7200	1.7563	1.3358	0.8398	-
0.2094	7300	1.8689	1.2727	0.8362	-
0.2122	7400	1.8419	1.3109	0.8312	-
0.2151	7500	1.8191	1.2858	0.8340	-
0.2180	7600	1.6536	1.2964	0.8362	-
0.2208	7700	2.0715	1.2766	0.8373	-
0.2237	7800	1.7781	1.3461	0.8354	-
0.2266	7900	1.9729	1.2559	0.8383	-
0.2294	8000	1.5414	1.3173	0.8333	-
0.2323	8100	1.868	1.2968	0.8387	-
0.2352	8200	1.7234	1.2824	0.8433	-
0.2381	8300	1.7206	1.2639	0.8405	-
0.2409	8400	1.7782	1.3196	0.8396	-
0.2438	8500	1.6609	1.2905	0.8352	-
0.2467	8600	1.8339	1.3137	0.8331	-
0.2495	8700	1.7869	1.2877	0.8443	-
0.2524	8800	1.9003	1.2609	0.8389	-
0.2553	8900	1.8142	1.2239	0.8437	-
0.2581	9000	1.5787	1.2920	0.8501	-
0.2610	9100	1.6463	1.2435	0.8438	-
0.2639	9200	1.8492	1.2402	0.8356	-
0.2667	9300	1.7735	1.2381	0.8347	-
0.2696	9400	1.8485	1.2615	0.8325	-
0.2725	9500	1.8487	1.2660	0.8286	-
0.2753	9600	1.7003	1.2493	0.8430	-
0.2782	9700	1.6194	1.2665	0.8411	-
0.2811	9800	1.655	1.2545	0.8371	-
0.2839	9900	1.7472	1.2916	0.8351	-
0.2868	10000	1.7044	1.2995	0.8260	-
0.2897	10100	1.6941	1.2753	0.8351	-
0.2925	10200	1.722	1.2984	0.8394	-
0.2954	10300	1.7372	1.3841	0.8328	-
0.2983	10400	1.779	1.2794	0.8385	-
0.3012	10500	1.4415	1.2482	0.8382	-
0.3040	10600	1.5578	1.2862	0.8284	-
0.3069	10700	1.7941	1.2522	0.8330	-
0.3098	10800	1.8268	1.2574	0.8419	-
0.3126	10900	1.8675	1.3383	0.8415	-
0.3155	11000	1.4573	1.2895	0.8411	-
0.3184	11100	1.7613	1.2687	0.8375	-
0.3212	11200	1.744	1.2315	0.8357	-
0.3241	11300	1.6825	1.2447	0.8348	-
0.3270	11400	1.7866	1.2474	0.8240	-
0.3298	11500	1.5087	1.2571	0.8325	-
0.3327	11600	1.8041	1.2385	0.8361	-
0.3356	11700	1.5721	1.3393	0.8285	-
0.3384	11800	1.9533	1.3072	0.8370	-
0.3413	11900	1.6128	1.2836	0.8288	-
0.3442	12000	1.7756	1.2892	0.8323	-
0.3470	12100	1.7241	1.2727	0.8303	-
0.3499	12200	1.6638	1.2268	0.8366	-
0.3528	12300	1.6517	1.2231	0.8363	-
0.3556	12400	1.8291	1.3026	0.8246	-
0.3585	12500	1.7536	1.2219	0.8297	-
0.3614	12600	1.5749	1.2539	0.8254	-
0.3643	12700	1.8452	1.2239	0.8300	-
0.3671	12800	1.8401	1.2805	0.8345	-
0.3700	12900	1.7949	1.2449	0.8361	-
0.3729	13000	1.5589	1.2190	0.8309	-
0.3757	13100	1.8282	1.2594	0.8341	-
0.3786	13200	1.6942	1.3023	0.8343	-
0.3815	13300	1.9167	1.2986	0.8312	-
0.3843	13400	1.7841	1.3247	0.8282	-
0.3872	13500	1.7317	1.2508	0.8358	-
0.3901	13600	1.7932	1.2762	0.8392	-
0.3929	13700	1.7279	1.3258	0.8464	-
0.3958	13800	1.6235	1.2723	0.8417	-
0.3987	13900	1.2874	1.3027	0.8408	-
0.4015	14000	1.6442	1.2932	0.8293	-
0.4044	14100	1.6366	1.2996	0.8289	-
0.4073	14200	1.5726	1.3508	0.8367	-
0.4101	14300	1.7341	1.3296	0.8232	-
0.4130	14400	1.8664	1.2809	0.8309	-
0.4159	14500	1.6337	1.2842	0.8344	-
0.4187	14600	1.6796	1.2631	0.8345	-
0.4216	14700	1.4792	1.2941	0.8316	-
0.4245	14800	1.4388	1.3298	0.8287	-
0.4274	14900	1.6729	1.3587	0.8217	-
0.4302	15000	1.8074	1.3489	0.8200	-
0.4331	15100	1.5924	1.3460	0.8292	-
0.4360	15200	1.5468	1.3674	0.8219	-
0.4388	15300	1.6924	1.3406	0.8284	-
0.4417	15400	1.7376	1.3062	0.8295	-
0.4446	15500	1.6491	1.3337	0.8197	-
0.4474	15600	1.6208	1.3064	0.8326	-
0.4503	15700	1.6609	1.3782	0.8357	-
0.4532	15800	1.5955	1.3264	0.8231	-
0.4560	15900	1.5614	1.3502	0.8161	-
0.4589	16000	1.6215	1.3302	0.8274	-
0.4618	16100	1.6705	1.3231	0.8245	-
0.4646	16200	1.8978	1.3575	0.8223	-
0.4675	16300	1.5961	1.3625	0.8155	-
0.4704	16400	1.5438	1.3526	0.8202	-
0.4732	16500	1.8379	1.3866	0.8263	-
0.4761	16600	1.657	1.3587	0.8220	-
0.4790	16700	1.7942	1.3415	0.8337	-
0.4818	16800	1.7195	1.3486	0.8164	-
0.4847	16900	1.6839	1.3861	0.8183	-
0.4876	17000	1.5017	1.4832	0.8158	-
0.4904	17100	1.7408	1.4624	0.8065	-
0.4933	17200	1.8835	1.3778	0.8213	-
0.4962	17300	1.698	1.3687	0.8157	-
0.4991	17400	1.5762	1.4100	0.8124	-
0.5019	17500	1.8026	1.3564	0.8144	-
0.5048	17600	1.7605	1.3446	0.8176	-
0.5077	17700	1.8376	1.3587	0.8264	-
0.5105	17800	1.6209	1.3903	0.8217	-
0.5134	17900	1.6944	1.3431	0.8146	-
0.5163	18000	1.7666	1.3177	0.8172	-
0.5191	18100	1.7053	1.3501	0.8268	-
0.5220	18200	1.5462	1.3959	0.8202	-
0.5249	18300	1.7704	1.4032	0.8125	-
0.5277	18400	1.7481	1.3587	0.8236	-
0.5306	18500	1.7678	1.3711	0.8260	-
0.5335	18600	1.8573	1.3333	0.8236	-
0.5363	18700	1.6755	1.4131	0.8114	-
0.5392	18800	1.5909	1.3324	0.8110	-
0.5421	18900	1.435	1.3531	0.8192	-
0.5449	19000	1.566	1.4039	0.8112	-
0.5478	19100	1.6924	1.3972	0.8193	-
0.5507	19200	1.5942	1.3637	0.8143	-
0.5535	19300	1.6591	1.3256	0.8176	-
0.5564	19400	1.6272	1.3234	0.8209	-
0.5593	19500	1.6088	1.3598	0.8130	-
0.5622	19600	1.5748	1.3518	0.8193	-
0.5650	19700	1.6614	1.3394	0.8278	-
0.5679	19800	1.6981	1.3673	0.8222	-
0.5708	19900	1.4363	1.3494	0.8236	-
0.5736	20000	1.5288	1.4036	0.8194	-
0.5765	20100	1.5987	1.3650	0.8215	-
0.5794	20200	1.6639	1.3355	0.8113	-
0.5822	20300	1.6898	1.3610	0.8113	-
0.5851	20400	1.6034	1.3398	0.8203	-
0.5880	20500	1.4309	1.3688	0.8200	-
0.5908	20600	1.4763	1.3373	0.8262	-
0.5937	20700	1.585	1.3251	0.8245	-
0.5966	20800	1.6501	1.3019	0.8308	-
0.5994	20900	1.631	1.2884	0.8250	-
0.6023	21000	1.5909	1.2811	0.8199	-
0.6052	21100	1.5368	1.3158	0.8152	-
0.6080	21200	1.5633	1.3438	0.8058	-
0.6109	21300	1.7126	1.3451	0.8219	-
0.6138	21400	1.5075	1.2852	0.8103	-
0.6166	21500	1.4649	1.2830	0.8146	-
0.6195	21600	1.509	1.3264	0.8147	-
0.6224	21700	1.5866	1.3170	0.8128	-
0.6253	21800	1.462	1.3535	0.8085	-
0.6281	21900	1.5441	1.3459	0.8135	-
0.6310	22000	1.398	1.3388	0.8120	-
0.6339	22100	1.755	1.3371	0.8066	-
0.6367	22200	1.6194	1.3253	0.8143	-
0.6396	22300	1.539	1.2860	0.8187	-
0.6425	22400	1.5385	1.2888	0.8198	-
0.6453	22500	1.4747	1.4147	0.8169	-
0.6482	22600	1.5847	1.3350	0.8180	-
0.6511	22700	1.5683	1.3649	0.8161	-
0.6539	22800	1.5207	1.4555	0.8162	-
0.6568	22900	1.5301	1.3373	0.8234	-
0.6597	23000	1.2562	1.4132	0.8173	-
0.6625	23100	1.6334	1.3983	0.8126	-
0.6654	23200	1.6603	1.3268	0.8190	-
0.6683	23300	1.6231	1.3382	0.8112	-
0.6711	23400	1.2433	1.3419	0.8191	-
0.6740	23500	1.4834	1.3799	0.8103	-
0.6769	23600	1.4797	1.4401	0.8160	-
0.6797	23700	1.1754	1.4043	0.8191	-
0.6826	23800	1.5622	1.3311	0.8222	-
0.6855	23900	1.4643	1.3981	0.8214	-
0.6883	24000	1.3371	1.2781	0.8145	-
0.6912	24100	1.6133	1.2598	0.8203	-
0.6941	24200	1.5886	1.3105	0.8143	-
0.6970	24300	1.5195	1.3125	0.8128	-
0.6998	24400	1.5109	1.3034	0.8222	-
0.7027	24500	1.4612	1.4529	0.8040	-
0.7056	24600	1.4302	1.3498	0.8051	-
0.7084	24700	1.4599	1.3676	0.8197	-
0.7113	24800	1.3029	1.4236	0.8127	-
0.7142	24900	1.4764	1.3306	0.8215	-
0.7170	25000	1.6525	1.3282	0.8186	-
0.7199	25100	1.5747	1.3485	0.8180	-
0.7228	25200	1.3262	1.3677	0.8206	-
0.7256	25300	1.5092	1.2958	0.8193	-
0.7285	25400	1.4322	1.3031	0.8131	-
0.7314	25500	1.5032	1.3723	0.8088	-
0.7342	25600	1.4162	1.3108	0.8098	-
0.7371	25700	1.5056	1.2864	0.8128	-
0.7400	25800	1.5094	1.3144	0.8130	-
0.7428	25900	1.5497	1.2781	0.8230	-
0.7457	26000	1.4583	1.3191	0.8176	-
0.7486	26100	1.4149	1.3476	0.8146	-
0.7514	26200	1.4708	1.3154	0.8143	-
0.7543	26300	1.651	1.3506	0.8115	-
0.7572	26400	1.4381	1.2896	0.8092	-
0.7601	26500	1.5367	1.3398	0.8125	-
0.7629	26600	1.4304	1.4052	0.8168	-
0.7658	26700	1.3836	1.3057	0.8171	-
0.7687	26800	1.3867	1.4011	0.8041	-
0.7715	26900	1.363	1.4280	0.7996	-
0.7744	27000	1.4546	1.3634	0.7981	-
0.7773	27100	1.3053	1.3885	0.7996	-
0.7801	27200	1.5153	1.2853	0.8188	-
0.7830	27300	1.4342	1.3068	0.8098	-
0.7859	27400	1.4644	1.3375	0.8194	-
0.7887	27500	1.4224	1.2996	0.8198	-
0.7916	27600	1.4904	1.3207	0.8139	-
0.7945	27700	1.3336	1.3290	0.8125	-
0.7973	27800	1.2923	1.2998	0.8171	-
0.8002	27900	1.3857	1.3234	0.8144	-
0.8031	28000	1.2324	1.3037	0.8094	-
0.8059	28100	1.3344	1.3408	0.8182	-
0.8088	28200	1.3102	1.3499	0.8168	-
0.8117	28300	1.2499	1.3701	0.8159	-
0.8145	28400	1.4511	1.2976	0.8147	-
0.8174	28500	1.3395	1.3093	0.8067	-
0.8203	28600	1.4425	1.3260	0.8173	-
0.8232	28700	1.3653	1.2735	0.8220	-
0.8260	28800	1.225	1.3332	0.8204	-
0.8289	28900	1.4748	1.2829	0.8264	-
0.8318	29000	1.374	1.2877	0.8206	-
0.8346	29100	1.3116	1.2958	0.8161	-
0.8375	29200	1.2903	1.3652	0.8135	-
0.8404	29300	1.1912	1.3478	0.8209	-
0.8432	29400	1.5189	1.3083	0.8168	-
0.8461	29500	1.3918	1.3086	0.8158	-
0.8490	29600	1.2859	1.3468	0.8206	-
0.8518	29700	1.2202	1.3574	0.8136	-
0.8547	29800	1.5608	1.2707	0.8228	-
0.8576	29900	1.6127	1.2793	0.8240	-
0.8604	30000	1.3943	1.2449	0.8175	-
0.8633	30100	1.4718	1.2969	0.8151	-
0.8662	30200	1.4385	1.2672	0.8174	-
0.8690	30300	1.4152	1.2798	0.8180	-
0.8719	30400	1.3741	1.2812	0.8185	-
0.8748	30500	1.3723	1.3215	0.8216	-
0.8776	30600	1.307	1.2928	0.8202	-
0.8805	30700	1.1817	1.2990	0.8287	-
0.8834	30800	1.2758	1.2578	0.8220	-
0.8863	30900	1.5159	1.3033	0.8218	-
0.8891	31000	1.4862	1.2952	0.8252	-
0.8920	31100	1.3502	1.2809	0.8251	-
0.8949	31200	1.43	1.2937	0.8265	-
0.8977	31300	1.2851	1.2955	0.8286	-
0.9006	31400	1.3309	1.4020	0.8132	-
0.9035	31500	1.3485	1.2956	0.8244	-
0.9063	31600	1.229	1.2983	0.8235	-
0.9092	31700	1.3545	1.2675	0.8146	-
0.9121	31800	1.5213	1.3032	0.8195	-
0.9149	31900	1.4677	1.2910	0.8267	-
0.9178	32000	1.3952	1.3520	0.8195	-
0.9207	32100	1.3963	1.3344	0.8175	-
0.9235	32200	1.2378	1.2975	0.8201	-
0.9264	32300	1.3334	1.2960	0.8143	-
0.9293	32400	1.2952	1.3322	0.8151	-
0.9321	32500	1.2916	1.3050	0.8144	-
0.9350	32600	1.3863	1.2758	0.8219	-
0.9379	32700	1.2488	1.3482	0.8095	-
0.9407	32800	1.2867	1.2899	0.8181	-
0.9436	32900	1.5213	1.3355	0.8100	-
0.9465	33000	1.3704	1.3251	0.8129	-
0.9493	33100	1.1846	1.3245	0.8142	-
0.9522	33200	1.1691	1.2856	0.8132	-
0.9551	33300	1.3314	1.2353	0.8156	-
0.9580	33400	1.1883	1.2954	0.8241	-
0.9608	33500	1.2441	1.3617	0.8152	-
0.9637	33600	1.3913	1.2275	0.8157	-
0.9666	33700	1.1736	1.2705	0.8169	-
0.9694	33800	1.1557	1.2536	0.8207	-
0.9723	33900	1.2628	1.2921	0.8156	-
0.9752	34000	1.2675	1.3187	0.8171	-
0.9780	34100	1.4719	1.2880	0.8140	-
0.9809	34200	1.2694	1.3263	0.8165	-
0.9838	34300	1.3535	1.2342	0.8216	-
0.9866	34400	1.3479	1.2581	0.8216	-
0.9895	34500	1.2706	1.2847	0.8173	-
0.9924	34600	1.2024	1.3159	0.8245	-
0.9952	34700	1.2754	1.3291	0.8200	-
0.9981	34800	1.4003	1.2597	0.8212	-
1.0010	34900	1.022	1.3532	0.8205	-
1.0038	35000	0.9921	1.2965	0.8140	-
1.0067	35100	0.9519	1.3884	0.8165	-
1.0096	35200	0.9858	1.3369	0.8196	-
1.0124	35300	1.0767	1.2909	0.8258	-
1.0153	35400	1.0452	1.2593	0.8232	-
1.0182	35500	0.8978	1.3072	0.8234	-
1.0211	35600	0.7608	1.3028	0.8188	-
1.0239	35700	0.8521	1.3624	0.8127	-
1.0268	35800	0.9571	1.3502	0.8199	-
1.0297	35900	1.0023	1.2943	0.8224	-
1.0325	36000	1.0897	1.3019	0.8209	-
1.0354	36100	1.1232	1.2920	0.8178	-
1.0383	36200	0.925	1.2834	0.8191	-
1.0411	36300	1.0181	1.3209	0.8152	-
1.0440	36400	1.1547	1.3324	0.8119	-
1.0469	36500	0.8602	1.3245	0.8184	-
1.0497	36600	0.903	1.3661	0.8153	-
1.0526	36700	1.1201	1.3535	0.8128	-
1.0555	36800	0.9634	1.3399	0.8157	-
1.0583	36900	0.9024	1.3243	0.8195	-
1.0612	37000	0.9722	1.2958	0.8145	-
1.0641	37100	0.9078	1.3210	0.8179	-
1.0669	37200	1.0784	1.3962	0.8115	-
1.0698	37300	1.0132	1.3038	0.8181	-
1.0727	37400	0.9239	1.2831	0.8189	-
1.0755	37500	0.8585	1.3069	0.8192	-
1.0784	37600	1.1605	1.3119	0.8049	-
1.0813	37700	0.9449	1.2739	0.8114	-
1.0842	37800	1.1898	1.2280	0.8200	-
1.0870	37900	0.8504	1.3121	0.8191	-
1.0899	38000	1.0907	1.3223	0.8170	-
1.0928	38100	1.0557	1.3365	0.8165	-
1.0956	38200	0.9733	1.3338	0.8263	-
1.0985	38300	0.9648	1.3334	0.8340	-
1.1014	38400	1.0289	1.3128	0.8254	-
1.1042	38500	0.9847	1.2856	0.8245	-
1.1071	38600	1.0494	1.3396	0.8210	-
1.1100	38700	1.1113	1.3062	0.8205	-
1.1128	38800	1.1768	1.2300	0.8217	-
1.1157	38900	0.9383	1.2697	0.8183	-
1.1186	39000	0.9715	1.2578	0.8188	-
1.1214	39100	1.0019	1.2535	0.8279	-
1.1243	39200	1.0758	1.2477	0.8276	-
1.1272	39300	1.0715	1.2828	0.8246	-
1.1300	39400	1.0048	1.2627	0.8232	-
1.1329	39500	1.0217	1.2474	0.8277	-
1.1358	39600	1.041	1.3074	0.8181	-
1.1386	39700	1.0187	1.3140	0.8187	-
1.1415	39800	1.0758	1.2403	0.8289	-
1.1444	39900	1.0728	1.2210	0.8303	-
1.1472	40000	1.0826	1.2022	0.8303	-
1.1501	40100	1.0816	1.2556	0.8229	-
1.1530	40200	0.9306	1.2214	0.8234	-
1.1559	40300	0.9271	1.2511	0.8299	-
1.1587	40400	0.9992	1.2687	0.8229	-
1.1616	40500	0.9387	1.2056	0.8284	-
1.1645	40600	0.9432	1.2699	0.8288	-
1.1673	40700	1.159	1.2106	0.8296	-
1.1702	40800	1.0541	1.2702	0.8244	-
1.1731	40900	0.8084	1.2662	0.8284	-
1.1759	41000	0.9362	1.2591	0.8300	-
1.1788	41100	0.9288	1.3084	0.8210	-
1.1817	41200	0.9775	1.2762	0.8193	-
1.1845	41300	0.9298	1.2931	0.8279	-
1.1874	41400	1.0345	1.2457	0.8241	-
1.1903	41500	1.1296	1.2581	0.8293	-
1.1931	41600	0.9383	1.1691	0.8296	-
1.1960	41700	1.0719	1.2241	0.8285	-
1.1989	41800	1.0683	1.2698	0.8294	-
1.2017	41900	0.8645	1.3011	0.8283	-
1.2046	42000	0.9318	1.2838	0.8224	-
1.2075	42100	1.0151	1.2794	0.8255	-
1.2103	42200	1.0862	1.2241	0.8300	-
1.2132	42300	1.0197	1.2777	0.8291	-
1.2161	42400	1.0048	1.2579	0.8312	-
1.2190	42500	1.0755	1.2830	0.8278	-
1.2218	42600	1.0693	1.2609	0.8270	-
1.2247	42700	0.9679	1.3283	0.8283	-
1.2276	42800	1.0393	1.2494	0.8240	-
1.2304	42900	0.8979	1.2638	0.8240	-
1.2333	43000	0.9878	1.2886	0.8245	-
1.2362	43100	0.9673	1.3268	0.8247	-
1.2390	43200	0.9289	1.3278	0.8239	-
1.2419	43300	1.0036	1.2822	0.8229	-
1.2448	43400	1.016	1.2838	0.8286	-
1.2476	43500	1.1643	1.2194	0.8218	-
1.2505	43600	0.9932	1.2620	0.8221	-
1.2534	43700	1.0658	1.2925	0.8192	-
1.2562	43800	0.8909	1.3379	0.8248	-
1.2591	43900	0.9856	1.2691	0.8281	-
1.2620	44000	0.8946	1.2987	0.8286	-
1.2648	44100	0.8447	1.3093	0.8235	-
1.2677	44200	0.9407	1.2407	0.8279	-
1.2706	44300	0.9577	1.2673	0.8321	-
1.2734	44400	1.0222	1.2535	0.8271	-
1.2763	44500	1.0105	1.2640	0.8322	-
1.2792	44600	1.0186	1.2858	0.8267	-
1.2821	44700	0.9857	1.2670	0.8290	-
1.2849	44800	0.9667	1.2986	0.8257	-
1.2878	44900	0.8898	1.2391	0.8295	-
1.2907	45000	0.777	1.2629	0.8310	-
1.2935	45100	0.9178	1.3317	0.8219	-
1.2964	45200	0.8988	1.2618	0.8233	-
1.2993	45300	0.8594	1.2900	0.8269	-
1.3021	45400	0.9531	1.2592	0.8265	-
1.3050	45500	0.9926	1.2317	0.8231	-
1.3079	45600	0.9398	1.2388	0.8249	-
1.3107	45700	0.9946	1.2066	0.8189	-
1.3136	45800	1.0015	1.2455	0.8229	-
1.3165	45900	1.0633	1.2358	0.8253	-
1.3193	46000	1.0306	1.2069	0.8211	-
1.3222	46100	0.946	1.2323	0.8222	-
1.3251	46200	0.9175	1.2653	0.8183	-
1.3279	46300	0.9259	1.2065	0.8154	-
1.3308	46400	1.0245	1.2204	0.8138	-
1.3337	46500	0.9953	1.2774	0.8109	-
1.3365	46600	0.8819	1.2502	0.8170	-
1.3394	46700	0.8751	1.2607	0.8127	-
1.3423	46800	1.0478	1.2084	0.8138	-
1.3452	46900	0.883	1.3016	0.8125	-
1.3480	47000	1.0594	1.2573	0.8137	-
1.3509	47100	1.0055	1.2612	0.8193	-
1.3538	47200	0.8566	1.2790	0.8137	-
1.3566	47300	0.9658	1.2293	0.8210	-
1.3595	47400	0.9021	1.3186	0.8118	-
1.3624	47500	0.8475	1.2929	0.8178	-
1.3652	47600	0.885	1.3148	0.8203	-
1.3681	47700	1.0026	1.2981	0.8124	-
1.3710	47800	0.793	1.3020	0.8199	-
1.3738	47900	0.9321	1.2726	0.8117	-
1.3767	48000	1.0437	1.2521	0.8231	-
1.3796	48100	0.8896	1.2562	0.8076	-
1.3824	48200	0.8511	1.2604	0.8095	-
1.3853	48300	0.8929	1.2934	0.8107	-
1.3882	48400	0.9382	1.2491	0.8142	-
1.3910	48500	1.0328	1.2466	0.8178	-
1.3939	48600	0.9323	1.3220	0.8197	-
1.3968	48700	1.0014	1.2924	0.8259	-
1.3996	48800	0.843	1.2709	0.8164	-
1.4025	48900	0.8577	1.2537	0.8181	-
1.4054	49000	1.0226	1.2434	0.8179	-
1.4082	49100	1.0589	1.2211	0.8252	-
1.4111	49200	0.9083	1.2256	0.8226	-
1.4140	49300	1.0075	1.2274	0.8133	-
1.4169	49400	0.8667	1.2265	0.8211	-
1.4197	49500	0.9083	1.2350	0.8172	-
1.4226	49600	1.0223	1.2295	0.8111	-
1.4255	49700	0.9712	1.2345	0.8202	-
1.4283	49800	0.8451	1.2449	0.8175	-
1.4312	49900	0.8122	1.2292	0.8226	-
1.4341	50000	0.809	1.2382	0.8227	-
1.4369	50100	0.8827	1.2341	0.8221	-
1.4398	50200	0.9509	1.2297	0.8204	-
1.4427	50300	0.851	1.2543	0.8173	-
1.4455	50400	0.8839	1.2267	0.8244	-
1.4484	50500	0.8739	1.2307	0.8192	-
1.4513	50600	0.9674	1.2594	0.8154	-
1.4541	50700	0.9875	1.2178	0.8174	-
1.4570	50800	0.9409	1.2471	0.8174	-
1.4599	50900	0.9863	1.2162	0.8084	-
1.4627	51000	0.8746	1.2143	0.8150	-
1.4656	51100	0.9066	1.2312	0.8139	-
1.4685	51200	0.9841	1.2455	0.8178	-
1.4713	51300	0.9951	1.2340	0.8160	-
1.4742	51400	0.862	1.2143	0.8187	-
1.4771	51500	0.9461	1.1843	0.8184	-
1.4800	51600	0.8868	1.2119	0.8191	-
1.4828	51700	0.9364	1.2161	0.8223	-
1.4857	51800	0.8912	1.1991	0.8180	-
1.4886	51900	0.7441	1.3088	0.8163	-
1.4914	52000	0.8977	1.2628	0.8133	-
1.4943	52100	0.9416	1.1945	0.8187	-
1.4972	52200	0.8742	1.1977	0.8213	-
1.5000	52300	0.9231	1.1872	0.8255	-
1.5029	52400	0.9366	1.2104	0.8206	-
1.5058	52500	0.9331	1.1577	0.8202	-
1.5086	52600	0.9464	1.1754	0.8205	-
1.5115	52700	1.0128	1.1682	0.8301	-
1.5144	52800	0.6867	1.2158	0.8218	-
1.5172	52900	0.906	1.1661	0.8245	-
1.5201	53000	0.7887	1.2231	0.8250	-
1.5230	53100	0.6775	1.2608	0.8256	-
1.5258	53200	0.8155	1.2293	0.8232	-
1.5287	53300	0.864	1.1792	0.8273	-
1.5316	53400	0.9506	1.1902	0.8281	-
1.5344	53500	0.958	1.2166	0.8248	-
1.5373	53600	0.8608	1.2638	0.8170	-
1.5402	53700	0.8371	1.1958	0.8205	-
1.5431	53800	0.7779	1.2374	0.8179	-
1.5459	53900	0.847	1.2348	0.8197	-
1.5488	54000	0.8527	1.2254	0.8175	-
1.5517	54100	0.8804	1.1808	0.8157	-
1.5545	54200	0.927	1.2549	0.8178	-
1.5574	54300	1.0805	1.1912	0.8130	-
1.5603	54400	0.7442	1.2393	0.8149	-
1.5631	54500	0.8722	1.2086	0.8118	-
1.5660	54600	0.9985	1.1821	0.8073	-
1.5689	54700	0.8502	1.2003	0.8116	-
1.5717	54800	0.7892	1.1836	0.8153	-
1.5746	54900	0.8943	1.1810	0.8178	-
1.5775	55000	0.9609	1.2253	0.8228	-
1.5803	55100	0.8838	1.1849	0.8146	-
1.5832	55200	1.0505	1.1783	0.8162	-
1.5861	55300	0.8181	1.2113	0.8121	-
1.5889	55400	0.7654	1.2010	0.8165	-
1.5918	55500	0.8412	1.1807	0.8127	-
1.5947	55600	1.0165	1.1548	0.8166	-
1.5975	55700	0.7331	1.1718	0.8188	-
1.6004	55800	0.7777	1.1817	0.8204	-
1.6033	55900	0.9061	1.1558	0.8255	-
1.6061	56000	0.9444	1.1676	0.8198	-
1.6090	56100	0.9881	1.1549	0.8200	-
1.6119	56200	0.8766	1.1891	0.8160	-
1.6148	56300	0.9858	1.2335	0.8167	-
1.6176	56400	0.9949	1.2444	0.8104	-
1.6205	56500	0.9778	1.1263	0.8204	-
1.6234	56600	0.8051	1.1927	0.8212	-
1.6262	56700	0.8896	1.1613	0.8189	-
1.6291	56800	0.9244	1.1700	0.8210	-
1.6320	56900	0.9437	1.1821	0.8182	-
1.6348	57000	0.8364	1.1934	0.8185	-
1.6377	57100	0.8173	1.1636	0.8181	-
1.6406	57200	0.8661	1.1936	0.8152	-
1.6434	57300	1.0741	1.1534	0.8174	-
1.6463	57400	0.854	1.1369	0.8199	-
1.6492	57500	1.0262	1.1682	0.8218	-
1.6520	57600	0.898	1.1902	0.8219	-
1.6549	57700	0.9195	1.1486	0.8168	-
1.6578	57800	0.8083	1.2640	0.8085	-
1.6606	57900	0.9065	1.2034	0.8185	-
1.6635	58000	0.9404	1.1933	0.8113	-
1.6664	58100	0.9887	1.2098	0.8121	-
1.6692	58200	0.8564	1.1881	0.8115	-
1.6721	58300	0.8282	1.1660	0.8145	-
1.6750	58400	0.7959	1.2042	0.8191	-
1.6779	58500	0.9061	1.2187	0.8250	-
1.6807	58600	0.8894	1.2179	0.8204	-
1.6836	58700	0.8894	1.1829	0.8176	-
1.6865	58800	0.8747	1.1895	0.8284	-
1.6893	58900	0.8265	1.1746	0.8232	-
1.6922	59000	0.8842	1.2428	0.8228	-
1.6951	59100	1.0099	1.1715	0.8210	-
1.6979	59200	0.9404	1.2012	0.8289	-
1.7008	59300	0.8306	1.2304	0.8205	-
1.7037	59400	0.8842	1.2044	0.8203	-
1.7065	59500	0.8357	1.1634	0.8270	-
1.7094	59600	0.8508	1.1441	0.8301	-
1.7123	59700	0.9324	1.1711	0.8177	-
1.7151	59800	0.8154	1.1693	0.8207	-
1.7180	59900	0.8352	1.1590	0.8192	-
1.7209	60000	0.8783	1.1629	0.8230	-
1.7237	60100	0.8105	1.1614	0.8224	-
1.7266	60200	0.9053	1.1460	0.8182	-
1.7295	60300	0.807	1.1493	0.8251	-
1.7323	60400	0.8132	1.1268	0.8274	-
1.7352	60500	0.8621	1.1670	0.8223	-
1.7381	60600	0.844	1.1458	0.8206	-
1.7410	60700	0.735	1.1375	0.8247	-
1.7438	60800	0.8135	1.1688	0.8254	-
1.7467	60900	1.0118	1.1876	0.8217	-
1.7496	61000	0.8802	1.1817	0.8225	-
1.7524	61100	0.8116	1.1897	0.8233	-
1.7553	61200	0.6806	1.1833	0.8272	-
1.7582	61300	0.817	1.2021	0.8246	-
1.7610	61400	0.8417	1.1954	0.8224	-
1.7639	61500	0.8248	1.1922	0.8271	-
1.7668	61600	0.8781	1.1633	0.8249	-
1.7696	61700	0.8197	1.2238	0.8243	-
1.7725	61800	0.9438	1.1487	0.8228	-
1.7754	61900	0.8307	1.2384	0.8165	-
1.7782	62000	0.8829	1.1615	0.8240	-
1.7811	62100	1.018	1.1536	0.8204	-
1.7840	62200	0.9069	1.1752	0.8213	-
1.7868	62300	1.0279	1.1880	0.8234	-
1.7897	62400	0.9167	1.1703	0.8290	-
1.7926	62500	0.8007	1.1662	0.8286	-
1.7954	62600	0.9605	1.2216	0.8196	-
1.7983	62700	0.8814	1.2799	0.8212	-
1.8012	62800	0.8103	1.2324	0.8185	-
1.8040	62900	0.9278	1.2434	0.8227	-
1.8069	63000	0.7288	1.2210	0.8253	-
1.8098	63100	0.9505	1.1775	0.8228	-
1.8127	63200	0.7437	1.2652	0.8203	-
1.8155	63300	0.9451	1.2280	0.8213	-
1.8184	63400	0.7774	1.2438	0.8239	-
1.8213	63500	0.7899	1.2226	0.8250	-
1.8241	63600	0.7649	1.2032	0.8174	-
1.8270	63700	0.8198	1.2220	0.8117	-
1.8299	63800	0.8419	1.2073	0.8172	-
1.8327	63900	0.8296	1.2385	0.8157	-
1.8356	64000	0.782	1.2034	0.8234	-
1.8385	64100	0.851	1.1896	0.8186	-
1.8413	64200	0.8662	1.2091	0.8282	-
1.8442	64300	0.8797	1.1843	0.8235	-
1.8471	64400	0.9137	1.1866	0.8149	-
1.8499	64500	0.8598	1.2143	0.8220	-
1.8528	64600	0.8755	1.1880	0.8193	-
1.8557	64700	0.8277	1.2488	0.8150	-
1.8585	64800	0.7852	1.2087	0.8176	-
1.8614	64900	0.7516	1.1957	0.8184	-
1.8643	65000	0.8724	1.1645	0.8218	-
1.8671	65100	0.8619	1.1945	0.8202	-
1.8700	65200	0.7855	1.2358	0.8185	-
1.8729	65300	0.8029	1.2568	0.8174	-
1.8758	65400	0.8553	1.1623	0.8147	-
1.8786	65500	0.8292	1.1656	0.8195	-
1.8815	65600	0.8909	1.1792	0.8149	-
1.8844	65700	0.8311	1.1253	0.8240	-
1.8872	65800	0.8824	1.1757	0.8210	-
1.8901	65900	0.7091	1.2269	0.8199	-
1.8930	66000	0.8299	1.1851	0.8183	-
1.8958	66100	0.8324	1.1513	0.8222	-
1.8987	66200	0.8128	1.1158	0.8266	-
1.9016	66300	0.8209	1.1328	0.8272	-
1.9044	66400	0.841	1.1484	0.8257	-
1.9073	66500	0.8024	1.1277	0.8292	-
1.9102	66600	0.6954	1.2063	0.8264	-
1.9130	66700	0.9588	1.1490	0.8282	-
1.9159	66800	0.7164	1.1843	0.8242	-
1.9188	66900	0.7999	1.1706	0.8223	-
1.9216	67000	0.7902	1.1609	0.8246	-
1.9245	67100	1.112	1.1598	0.8204	-
1.9274	67200	0.8495	1.1976	0.8231	-
1.9302	67300	0.8066	1.1761	0.8247	-
1.9331	67400	0.8517	1.1860	0.8227	-
1.9360	67500	0.8608	1.2204	0.8223	-
1.9389	67600	0.853	1.1896	0.8263	-
1.9417	67700	0.7301	1.2346	0.8227	-
1.9446	67800	0.9543	1.2282	0.8208	-
1.9475	67900	0.6672	1.2257	0.8198	-
1.9503	68000	0.7779	1.2181	0.8185	-
1.9532	68100	0.8932	1.1896	0.8205	-
1.9561	68200	0.9734	1.1932	0.8208	-
1.9589	68300	0.8426	1.1749	0.8184	-
1.9618	68400	0.8107	1.1717	0.8135	-
1.9647	68500	0.746	1.2023	0.8184	-
1.9675	68600	0.8759	1.2408	0.8199	-
1.9704	68700	0.8526	1.2974	0.8087	-
1.9733	68800	0.9056	1.1777	0.8186	-
1.9761	68900	0.7171	1.2094	0.8241	-
1.9790	69000	0.8614	1.1817	0.8208	-
1.9819	69100	0.892	1.2036	0.8217	-
1.9847	69200	0.9006	1.1954	0.8164	-
1.9876	69300	0.943	1.2270	0.8179	-
1.9905	69400	0.8038	1.1929	0.8138	-
1.9933	69500	0.8401	1.1942	0.8151	-
1.9962	69600	0.8315	1.2095	0.8118	-
1.9991	69700	0.7472	1.2140	0.8106	-
2.0020	69800	0.616	1.2875	0.8060	-
2.0048	69900	0.6089	1.2829	0.8149	-
2.0077	70000	0.613	1.2540	0.8127	-
2.0106	70100	0.5233	1.2442	0.8179	-
2.0134	70200	0.4688	1.2649	0.8157	-
2.0163	70300	0.5382	1.2529	0.8182	-
2.0192	70400	0.5518	1.2470	0.8189	-
2.0220	70500	0.5715	1.3001	0.8145	-
2.0249	70600	0.4326	1.2529	0.8214	-
2.0278	70700	0.5462	1.2659	0.8245	-
2.0306	70800	0.5328	1.2771	0.8205	-
2.0335	70900	0.596	1.2389	0.8158	-
2.0364	71000	0.4454	1.2833	0.8203	-
2.0392	71100	0.484	1.2810	0.8168	-
2.0421	71200	0.6476	1.2022	0.8186	-
2.0450	71300	0.5223	1.2331	0.8191	-
2.0478	71400	0.5884	1.2115	0.8212	-
2.0507	71500	0.4374	1.2521	0.8235	-
2.0536	71600	0.5644	1.2510	0.8171	-
2.0564	71700	0.5814	1.2771	0.8197	-
2.0593	71800	0.6646	1.2852	0.8172	-
2.0622	71900	0.5176	1.3332	0.8137	-
2.0650	72000	0.5847	1.2654	0.8234	-
2.0679	72100	0.5242	1.2424	0.8218	-
2.0708	72200	0.5153	1.2734	0.8244	-
2.0737	72300	0.5364	1.2527	0.8245	-
2.0765	72400	0.5188	1.2366	0.8209	-
2.0794	72500	0.6835	1.1966	0.8264	-
2.0823	72600	0.7023	1.1977	0.8204	-
2.0851	72700	0.4997	1.2068	0.8193	-
2.0880	72800	0.5508	1.2255	0.8164	-
2.0909	72900	0.6449	1.2180	0.8168	-
2.0937	73000	0.5469	1.2817	0.8154	-
2.0966	73100	0.6852	1.2069	0.8194	-
2.0995	73200	0.6024	1.2299	0.8177	-
2.1023	73300	0.7556	1.2356	0.8194	-
2.1052	73400	0.5184	1.1987	0.8234	-
2.1081	73500	0.4821	1.2317	0.8264	-
2.1109	73600	0.6142	1.2278	0.8200	-
2.1138	73700	0.5629	1.2229	0.8223	-
2.1167	73800	0.5797	1.2017	0.8254	-
2.1195	73900	0.6367	1.2060	0.8216	-
2.1224	74000	0.5488	1.2185	0.8290	-
2.1253	74100	0.5809	1.2675	0.8209	-
2.1281	74200	0.5561	1.2053	0.8268	-
2.1310	74300	0.4575	1.1700	0.8263	-
2.1339	74400	0.4968	1.2522	0.8250	-
2.1368	74500	0.6088	1.2012	0.8202	-
2.1396	74600	0.5546	1.1938	0.8219	-
2.1425	74700	0.4969	1.1904	0.8206	-
2.1454	74800	0.546	1.1762	0.8208	-
2.1482	74900	0.6086	1.1932	0.8241	-
2.1511	75000	0.6665	1.1963	0.8151	-
2.1540	75100	0.7309	1.2378	0.8182	-
2.1568	75200	0.4685	1.2422	0.8186	-
2.1597	75300	0.537	1.2192	0.8191	-
2.1626	75400	0.5459	1.1666	0.8203	-
2.1654	75500	0.5172	1.1857	0.8178	-
2.1683	75600	0.5116	1.1747	0.8189	-
2.1712	75700	0.5921	1.1548	0.8181	-
2.1740	75800	0.6228	1.1536	0.8166	-
2.1769	75900	0.6433	1.1351	0.8166	-
2.1798	76000	0.5808	1.1712	0.8153	-
2.1826	76100	0.5637	1.1440	0.8203	-
2.1855	76200	0.5235	1.1597	0.8141	-
2.1884	76300	0.556	1.1682	0.8197	-
2.1912	76400	0.498	1.1532	0.8161	-
2.1941	76500	0.6288	1.1569	0.8205	-
2.1970	76600	0.5845	1.1899	0.8215	-
2.1999	76700	0.3909	1.1935	0.8153	-
2.2027	76800	0.5446	1.1820	0.8174	-
2.2056	76900	0.5596	1.1984	0.8189	-
2.2085	77000	0.5312	1.1834	0.8170	-
2.2113	77100	0.5432	1.1906	0.8116	-
2.2142	77200	0.6223	1.1939	0.8186	-
2.2171	77300	0.5828	1.2534	0.8141	-
2.2199	77400	0.631	1.2065	0.8166	-
2.2228	77500	0.5105	1.2102	0.8158	-
2.2257	77600	0.5291	1.2311	0.8114	-
2.2285	77700	0.5058	1.1934	0.8140	-
2.2314	77800	0.4204	1.2169	0.8112	-
2.2343	77900	0.6137	1.1880	0.8187	-
2.2371	78000	0.5186	1.1708	0.8142	-
2.2400	78100	0.5447	1.1900	0.8123	-
2.2429	78200	0.5826	1.2225	0.8062	-
2.2457	78300	0.5634	1.1803	0.8157	-
2.2486	78400	0.6033	1.1998	0.8148	-
2.2515	78500	0.5656	1.1759	0.8170	-
2.2543	78600	0.6142	1.1716	0.8189	-
2.2572	78700	0.6017	1.2241	0.8164	-
2.2601	78800	0.5079	1.2351	0.8123	-
2.2629	78900	0.6591	1.2069	0.8082	-
2.2658	79000	0.4548	1.1547	0.8196	-
2.2687	79100	0.526	1.1465	0.8094	-
2.2716	79200	0.5138	1.1712	0.8096	-
2.2744	79300	0.6311	1.1829	0.8104	-
2.2773	79400	0.5334	1.2022	0.8102	-
2.2802	79500	0.4667	1.1547	0.8104	-
2.2830	79600	0.608	1.1680	0.8132	-
2.2859	79700	0.4564	1.1734	0.8143	-
2.2888	79800	0.5825	1.2038	0.8133	-
2.2916	79900	0.5148	1.1995	0.8112	-
2.2945	80000	0.5653	1.2100	0.8094	-
2.2974	80100	0.4834	1.1768	0.8161	-
2.3002	80200	0.7218	1.1653	0.8138	-
2.3031	80300	0.5267	1.1965	0.8108	-
2.3060	80400	0.5754	1.1780	0.8156	-
2.3088	80500	0.5518	1.1881	0.8098	-
2.3117	80600	0.4769	1.2138	0.8113	-
2.3146	80700	0.5586	1.2423	0.8134	-
2.3174	80800	0.4375	1.2749	0.8063	-
2.3203	80900	0.7047	1.1725	0.8171	-
2.3232	81000	0.4793	1.1764	0.8198	-
2.3260	81100	0.4263	1.2164	0.8206	-
2.3289	81200	0.4242	1.2494	0.8166	-
2.3318	81300	0.599	1.2197	0.8156	-
2.3347	81400	0.4995	1.2294	0.8135	-
2.3375	81500	0.4959	1.2311	0.8143	-
2.3404	81600	0.6884	1.1875	0.8172	-
2.3433	81700	0.522	1.1647	0.8173	-
2.3461	81800	0.4976	1.1912	0.8114	-
2.3490	81900	0.4883	1.1818	0.8186	-
2.3519	82000	0.6288	1.1622	0.8208	-
2.3547	82100	0.5003	1.2147	0.8179	-
2.3576	82200	0.5109	1.1696	0.8179	-
2.3605	82300	0.5796	1.1444	0.8134	-
2.3633	82400	0.4868	1.2070	0.8074	-
2.3662	82500	0.5173	1.1990	0.8107	-
2.3691	82600	0.5267	1.2054	0.8089	-
2.3719	82700	0.5497	1.1931	0.8182	-
2.3748	82800	0.5374	1.1969	0.8201	-
2.3777	82900	0.5259	1.2271	0.8131	-
2.3805	83000	0.5088	1.2260	0.8138	-
2.3834	83100	0.4804	1.1788	0.8200	-
2.3863	83200	0.5859	1.2012	0.8167	-
2.3891	83300	0.4765	1.1923	0.8218	-
2.3920	83400	0.4988	1.1871	0.8215	-
2.3949	83500	0.5465	1.2068	0.8187	-
2.3978	83600	0.5704	1.1795	0.8193	-
2.4006	83700	0.5013	1.1969	0.8187	-
2.4035	83800	0.5622	1.1923	0.8172	-
2.4064	83900	0.4418	1.2149	0.8232	-
2.4092	84000	0.4072	1.2721	0.8203	-
2.4121	84100	0.5544	1.2429	0.8242	-
2.4150	84200	0.5535	1.2349	0.8226	-
2.4178	84300	0.6049	1.2101	0.8209	-
2.4207	84400	0.499	1.2427	0.8197	-
2.4236	84500	0.4879	1.2468	0.8193	-
2.4264	84600	0.4637	1.2085	0.8237	-
2.4293	84700	0.6138	1.2456	0.8173	-
2.4322	84800	0.4716	1.2219	0.8202	-
2.4350	84900	0.5911	1.2072	0.8168	-
2.4379	85000	0.4342	1.2602	0.8126	-
2.4408	85100	0.4507	1.2557	0.8163	-
2.4436	85200	0.5989	1.2135	0.8119	-
2.4465	85300	0.604	1.1918	0.8223	-
2.4494	85400	0.5142	1.2538	0.8165	-
2.4522	85500	0.5328	1.2416	0.8144	-
2.4551	85600	0.4308	1.2120	0.8215	-
2.4580	85700	0.5763	1.2134	0.8231	-
2.4609	85800	0.5556	1.2487	0.8193	-
2.4637	85900	0.5182	1.2042	0.8182	-
2.4666	86000	0.6265	1.1849	0.8197	-
2.4695	86100	0.5012	1.1936	0.8180	-
2.4723	86200	0.5203	1.2020	0.8178	-
2.4752	86300	0.5699	1.1965	0.8221	-
2.4781	86400	0.4601	1.1785	0.8269	-
2.4809	86500	0.5551	1.1900	0.8187	-
2.4838	86600	0.6463	1.1502	0.8179	-
2.4867	86700	0.5564	1.1973	0.8146	-
2.4895	86800	0.521	1.1592	0.8171	-
2.4924	86900	0.5182	1.1693	0.8169	-
2.4953	87000	0.5104	1.2001	0.8150	-
2.4981	87100	0.5573	1.1804	0.8162	-
2.5010	87200	0.587	1.1958	0.8139	-
2.5039	87300	0.5196	1.1736	0.8177	-
2.5067	87400	0.4909	1.1589	0.8172	-
2.5096	87500	0.649	1.1627	0.8078	-
2.5125	87600	0.4321	1.2024	0.8134	-
2.5153	87700	0.5069	1.1838	0.8162	-
2.5182	87800	0.4971	1.1747	0.8163	-
2.5211	87900	0.5227	1.1814	0.8195	-
2.5239	88000	0.5364	1.1790	0.8186	-
2.5268	88100	0.5	1.1731	0.8224	-
2.5297	88200	0.5103	1.1771	0.8229	-
2.5326	88300	0.5544	1.2228	0.8178	-
2.5354	88400	0.5245	1.1777	0.8206	-
2.5383	88500	0.5924	1.1519	0.8188	-
2.5412	88600	0.5276	1.1597	0.8187	-
2.5440	88700	0.5038	1.1643	0.8222	-
2.5469	88800	0.4337	1.1672	0.8211	-
2.5498	88900	0.4599	1.1770	0.8261	-
2.5526	89000	0.547	1.1768	0.8253	-
2.5555	89100	0.5813	1.1635	0.8214	-
2.5584	89200	0.6021	1.1841	0.8214	-
2.5612	89300	0.4941	1.1652	0.8210	-
2.5641	89400	0.4595	1.1922	0.8213	-
2.5670	89500	0.5815	1.1745	0.8192	-
2.5698	89600	0.5966	1.1688	0.8236	-
2.5727	89700	0.4407	1.2101	0.8216	-
2.5756	89800	0.5166	1.1754	0.8211	-
2.5784	89900	0.4514	1.1900	0.8195	-
2.5813	90000	0.4795	1.1773	0.8215	-
2.5842	90100	0.5153	1.1781	0.8233	-
2.5870	90200	0.5312	1.1621	0.8213	-
2.5899	90300	0.5106	1.1544	0.8200	-
2.5928	90400	0.4746	1.1524	0.8188	-
2.5957	90500	0.5196	1.1574	0.8204	-
2.5985	90600	0.4156	1.1838	0.8192	-
2.6014	90700	0.4835	1.1427	0.8253	-
2.6043	90800	0.4702	1.1622	0.8244	-
2.6071	90900	0.5446	1.1765	0.8224	-
2.6100	91000	0.6254	1.1300	0.8243	-
2.6129	91100	0.4491	1.1671	0.8259	-
2.6157	91200	0.5467	1.1545	0.8206	-
2.6186	91300	0.6257	1.1305	0.8252	-
2.6215	91400	0.4081	1.1701	0.8172	-
2.6243	91500	0.5691	1.1320	0.8213	-
2.6272	91600	0.5674	1.1340	0.8225	-
2.6301	91700	0.5418	1.1202	0.8249	-
2.6329	91800	0.4876	1.1231	0.8222	-
2.6358	91900	0.5627	1.1256	0.8225	-
2.6387	92000	0.5182	1.1690	0.8187	-
2.6415	92100	0.4866	1.2164	0.8174	-
2.6444	92200	0.498	1.2032	0.8176	-
2.6473	92300	0.5274	1.1625	0.8221	-
2.6501	92400	0.5032	1.1917	0.8188	-
2.6530	92500	0.4908	1.1377	0.8162	-
2.6559	92600	0.448	1.1580	0.8195	-
2.6588	92700	0.489	1.1409	0.8185	-
2.6616	92800	0.4942	1.1523	0.8185	-
2.6645	92900	0.5118	1.2176	0.8170	-
2.6674	93000	0.541	1.1500	0.8189	-
2.6702	93100	0.4803	1.1479	0.8168	-
2.6731	93200	0.4641	1.1411	0.8168	-
2.6760	93300	0.5214	1.1375	0.8140	-
2.6788	93400	0.4931	1.1212	0.8207	-
2.6817	93500	0.5179	1.1728	0.8189	-
2.6846	93600	0.5071	1.1583	0.8181	-
2.6874	93700	0.4538	1.1967	0.8153	-
2.6903	93800	0.602	1.1836	0.8177	-
2.6932	93900	0.4933	1.1525	0.8167	-
2.6960	94000	0.4932	1.1757	0.8103	-
2.6989	94100	0.4846	1.1749	0.8150	-
2.7018	94200	0.5561	1.1855	0.8147	-
2.7046	94300	0.5392	1.1766	0.8168	-
2.7075	94400	0.5558	1.1883	0.8175	-
2.7104	94500	0.4183	1.1949	0.8183	-
2.7132	94600	0.5837	1.1894	0.8166	-
2.7161	94700	0.4959	1.1804	0.8181	-
2.7190	94800	0.581	1.1708	0.8158	-
2.7218	94900	0.5046	1.1480	0.8169	-
2.7247	95000	0.5285	1.1865	0.8157	-
2.7276	95100	0.5599	1.1770	0.8139	-
2.7305	95200	0.5308	1.1885	0.8161	-
2.7333	95300	0.4379	1.1855	0.8183	-
2.7362	95400	0.5502	1.1504	0.8183	-
2.7391	95500	0.5178	1.1590	0.8113	-
2.7419	95600	0.5117	1.1420	0.8139	-
2.7448	95700	0.4746	1.1749	0.8111	-
2.7477	95800	0.423	1.1433	0.8178	-
2.7505	95900	0.4389	1.1867	0.8175	-
2.7534	96000	0.5158	1.1302	0.8162	-
2.7563	96100	0.5031	1.1570	0.8179	-
2.7591	96200	0.4255	1.1609	0.8236	-
2.7620	96300	0.5126	1.1299	0.8212	-
2.7649	96400	0.4853	1.1236	0.8206	-
2.7677	96500	0.3776	1.1716	0.8201	-
2.7706	96600	0.5426	1.1402	0.8216	-
2.7735	96700	0.4157	1.1881	0.8172	-
2.7763	96800	0.5206	1.1644	0.8141	-
2.7792	96900	0.4882	1.1543	0.8170	-
2.7821	97000	0.4586	1.1499	0.8152	-
2.7849	97100	0.6111	1.1675	0.8196	-
2.7878	97200	0.5007	1.1300	0.8194	-
2.7907	97300	0.5011	1.1422	0.8236	-
2.7936	97400	0.4564	1.1409	0.8193	-
2.7964	97500	0.4855	1.1139	0.8205	-
2.7993	97600	0.4276	1.1326	0.8213	-
2.8022	97700	0.482	1.1372	0.8214	-
2.8050	97800	0.4138	1.1481	0.8164	-
2.8079	97900	0.5495	1.1044	0.8172	-
2.8108	98000	0.446	1.1226	0.8158	-
2.8136	98100	0.4578	1.1381	0.8109	-
2.8165	98200	0.5092	1.1341	0.8134	-
2.8194	98300	0.5081	1.1688	0.8109	-
2.8222	98400	0.4657	1.1323	0.8162	-
2.8251	98500	0.4497	1.1449	0.8146	-
2.8280	98600	0.5667	1.1564	0.8171	-
2.8308	98700	0.363	1.1341	0.8189	-
2.8337	98800	0.4836	1.1197	0.8200	-
2.8366	98900	0.4661	1.1604	0.8176	-
2.8394	99000	0.5266	1.1624	0.8112	-
2.8423	99100	0.4688	1.1632	0.8158	-
2.8452	99200	0.4372	1.1436	0.8212	-
2.8480	99300	0.4318	1.1763	0.8188	-
2.8509	99400	0.4873	1.1853	0.8194	-
2.8538	99500	0.4405	1.1521	0.8211	-
2.8567	99600	0.526	1.1759	0.8243	-
2.8595	99700	0.4188	1.1491	0.8180	-
2.8624	99800	0.3876	1.1445	0.8165	-
2.8653	99900	0.6291	1.1305	0.8193	-
2.8681	100000	0.5252	1.1439	0.8160	-
2.8710	100100	0.4244	1.1338	0.8119	-
2.8739	100200	0.4745	1.1656	0.8111	-
2.8767	100300	0.6582	1.1586	0.8119	-
2.8796	100400	0.4705	1.1307	0.8146	-
2.8825	100500	0.4455	1.1132	0.8180	-
2.8853	100600	0.4532	1.1486	0.8173	-
2.8882	100700	0.5061	1.1192	0.8159	-
2.8911	100800	0.5827	1.1316	0.8156	-
2.8939	100900	0.4004	1.1318	0.8157	-
2.8968	101000	0.4762	1.1219	0.8151	-
2.8997	101100	0.525	1.1651	0.8123	-
2.9025	101200	0.3794	1.1502	0.8126	-
2.9054	101300	0.5627	1.1293	0.8161	-
2.9083	101400	0.5097	1.1234	0.8199	-
2.9111	101500	0.419	1.1640	0.8202	-
2.9140	101600	0.5392	1.1123	0.8226	-
2.9169	101700	0.5104	1.1289	0.8208	-
2.9197	101800	0.5747	1.0816	0.8233	-
2.9226	101900	0.6127	1.1094	0.8246	-
2.9255	102000	0.5165	1.0788	0.8245	-
2.9284	102100	0.4747	1.0943	0.8254	-
2.9312	102200	0.5164	1.0881	0.8261	-
2.9341	102300	0.3132	1.1148	0.8279	-
2.9370	102400	0.4702	1.1252	0.8264	-
2.9398	102500	0.4657	1.0713	0.8288	-
2.9427	102600	0.5368	1.1044	0.8251	-
2.9456	102700	0.4454	1.1085	0.8222	-
2.9484	102800	0.4558	1.0994	0.8245	-
2.9513	102900	0.5702	1.0841	0.8304	-
2.9542	103000	0.4772	1.1105	0.8259	-
2.9570	103100	0.3776	1.1520	0.8226	-
2.9599	103200	0.4213	1.1024	0.8244	-
2.9628	103300	0.5012	1.1106	0.8196	-
2.9656	103400	0.4896	1.1160	0.8232	-
2.9685	103500	0.4872	1.1262	0.8228	-
2.9714	103600	0.5126	1.1466	0.8219	-
2.9742	103700	0.4325	1.1786	0.8226	-
2.9771	103800	0.5009	1.1706	0.8226	-
2.9800	103900	0.5781	1.1293	0.8280	-
2.9828	104000	0.436	1.1491	0.8264	-
2.9857	104100	0.5376	1.1328	0.8278	-
2.9886	104200	0.5989	1.1055	0.8278	-
2.9915	104300	0.4368	1.0967	0.8246	-
2.9943	104400	0.3743	1.1311	0.8239	-
2.9972	104500	0.4108	1.1470	0.8245	-
3.0001	104600	0.5517	1.1363	0.8248	-
3.0029	104700	0.3325	1.1590	0.8239	-
3.0058	104800	0.3852	1.2120	0.8219	-
3.0087	104900	0.3234	1.1642	0.8244	-
3.0115	105000	0.307	1.2012	0.8229	-
3.0144	105100	0.3555	1.1613	0.8270	-
3.0173	105200	0.2941	1.1767	0.8251	-
3.0201	105300	0.3121	1.1680	0.8220	-
3.0230	105400	0.3021	1.2220	0.8155	-
3.0259	105500	0.3054	1.1599	0.8184	-
3.0287	105600	0.3181	1.1491	0.8210	-
3.0316	105700	0.3262	1.2057	0.8180	-
3.0345	105800	0.3747	1.1649	0.8226	-
3.0373	105900	0.3907	1.1815	0.8237	-
3.0402	106000	0.331	1.1600	0.8196	-
3.0431	106100	0.3519	1.1765	0.8208	-
3.0459	106200	0.3466	1.1558	0.8232	-
3.0488	106300	0.3532	1.1302	0.8250	-
3.0517	106400	0.3722	1.1751	0.8186	-
3.0546	106500	0.3215	1.1534	0.8158	-
3.0574	106600	0.2296	1.1629	0.8198	-
3.0603	106700	0.3247	1.1675	0.8232	-
3.0632	106800	0.3324	1.1472	0.8216	-
3.0660	106900	0.3283	1.1707	0.8198	-
3.0689	107000	0.315	1.1427	0.8244	-
3.0718	107100	0.3988	1.1633	0.8247	-
3.0746	107200	0.2715	1.1856	0.8194	-
3.0775	107300	0.3612	1.1696	0.8192	-
3.0804	107400	0.2809	1.1678	0.8204	-
3.0832	107500	0.4892	1.1703	0.8229	-
3.0861	107600	0.2372	1.1764	0.8228	-
3.0890	107700	0.2939	1.1687	0.8230	-
3.0918	107800	0.4101	1.1984	0.8202	-
3.0947	107900	0.2749	1.2077	0.8210	-
3.0976	108000	0.2951	1.1869	0.8228	-
3.1004	108100	0.3455	1.2221	0.8227	-
3.1033	108200	0.3726	1.2229	0.8182	-
3.1062	108300	0.4242	1.1840	0.8187	-
3.1090	108400	0.2801	1.1969	0.8221	-
3.1119	108500	0.3489	1.1356	0.8214	-
3.1148	108600	0.312	1.1948	0.8187	-
3.1177	108700	0.3089	1.2430	0.8162	-
3.1205	108800	0.2882	1.1939	0.8198	-
3.1234	108900	0.2912	1.2056	0.8138	-
3.1263	109000	0.3659	1.1804	0.8181	-
3.1291	109100	0.3676	1.1625	0.8208	-
3.1320	109200	0.3095	1.1689	0.8246	-
3.1349	109300	0.3254	1.1931	0.8234	-
3.1377	109400	0.3431	1.2079	0.8262	-
3.1406	109500	0.3042	1.2088	0.8234	-
3.1435	109600	0.4042	1.1825	0.8242	-
3.1463	109700	0.2542	1.2269	0.8176	-
3.1492	109800	0.3007	1.1888	0.8198	-
3.1521	109900	0.3573	1.1750	0.8194	-
3.1549	110000	0.2949	1.1491	0.8215	-
3.1578	110100	0.4419	1.1582	0.8223	-
3.1607	110200	0.3382	1.1850	0.8224	-
3.1635	110300	0.3191	1.1843	0.8254	-
3.1664	110400	0.3631	1.1576	0.8228	-
3.1693	110500	0.3803	1.1687	0.8202	-
3.1721	110600	0.3319	1.1766	0.8190	-
3.1750	110700	0.2961	1.1761	0.8174	-
3.1779	110800	0.3351	1.1842	0.8180	-
3.1807	110900	0.2638	1.1608	0.8197	-
3.1836	111000	0.3051	1.2169	0.8171	-
3.1865	111100	0.3261	1.1785	0.8161	-
3.1894	111200	0.3251	1.1621	0.8183	-
3.1922	111300	0.2305	1.1668	0.8187	-
3.1951	111400	0.3252	1.1793	0.8189	-
3.1980	111500	0.3273	1.1740	0.8236	-
3.2008	111600	0.3526	1.1901	0.8221	-
3.2037	111700	0.3311	1.2308	0.8211	-
3.2066	111800	0.3058	1.1850	0.8226	-
3.2094	111900	0.2607	1.1751	0.8230	-
3.2123	112000	0.3263	1.1925	0.8229	-
3.2152	112100	0.3232	1.2095	0.8188	-
3.2180	112200	0.3198	1.2067	0.8204	-
3.2209	112300	0.2765	1.1679	0.8193	-
3.2238	112400	0.3423	1.1892	0.8188	-
3.2266	112500	0.3577	1.2150	0.8179	-
3.2295	112600	0.3961	1.1827	0.8188	-
3.2324	112700	0.3561	1.1970	0.8141	-
3.2352	112800	0.305	1.2218	0.8156	-
3.2381	112900	0.3235	1.2428	0.8187	-
3.2410	113000	0.2903	1.2175	0.8198	-
3.2438	113100	0.3166	1.1896	0.8181	-
3.2467	113200	0.2469	1.1867	0.8180	-
3.2496	113300	0.2429	1.2201	0.8199	-
3.2525	113400	0.3343	1.2120	0.8167	-
3.2553	113500	0.28	1.2357	0.8179	-
3.2582	113600	0.3555	1.2055	0.8176	-
3.2611	113700	0.3333	1.2431	0.8182	-
3.2639	113800	0.3582	1.1872	0.8178	-
3.2668	113900	0.2909	1.1909	0.8231	-
3.2697	114000	0.3363	1.1828	0.8206	-
3.2725	114100	0.2061	1.2170	0.8149	-
3.2754	114200	0.2825	1.2038	0.8215	-
3.2783	114300	0.3333	1.2220	0.8162	-
3.2811	114400	0.2493	1.2477	0.8177	-
3.2840	114500	0.3393	1.2062	0.8185	-
3.2869	114600	0.2732	1.2454	0.8160	-
3.2897	114700	0.3514	1.2097	0.8157	-
3.2926	114800	0.3296	1.2000	0.8164	-
3.2955	114900	0.3622	1.1995	0.8150	-
3.2983	115000	0.2996	1.1980	0.8152	-
3.3012	115100	0.2687	1.1766	0.8171	-
3.3041	115200	0.318	1.1896	0.8172	-
3.3069	115300	0.3275	1.1749	0.8188	-
3.3098	115400	0.2946	1.1858	0.8180	-
3.3127	115500	0.3704	1.1901	0.8161	-
3.3156	115600	0.3133	1.1615	0.8162	-
3.3184	115700	0.2843	1.1776	0.8167	-
3.3213	115800	0.2829	1.1356	0.8199	-
3.3242	115900	0.3385	1.1874	0.8147	-
3.3270	116000	0.3022	1.1803	0.8153	-
3.3299	116100	0.2806	1.2012	0.8174	-
3.3328	116200	0.2996	1.2049	0.8187	-
3.3356	116300	0.3725	1.1875	0.8168	-
3.3385	116400	0.3198	1.1979	0.8147	-
3.3414	116500	0.2921	1.1896	0.8152	-
3.3442	116600	0.3109	1.1674	0.8151	-
3.3471	116700	0.2897	1.1880	0.8163	-
3.3500	116800	0.4125	1.1892	0.8139	-
3.3528	116900	0.2113	1.1681	0.8173	-
3.3557	117000	0.3275	1.1566	0.8169	-
3.3586	117100	0.2048	1.1870	0.8177	-
3.3614	117200	0.3404	1.1645	0.8192	-
3.3643	117300	0.2893	1.1704	0.8200	-
3.3672	117400	0.351	1.1530	0.8198	-
3.3700	117500	0.3594	1.1578	0.8193	-
3.3729	117600	0.2581	1.1580	0.8181	-
3.3758	117700	0.2534	1.1871	0.8176	-
3.3786	117800	0.3019	1.1752	0.8190	-
3.3815	117900	0.3398	1.1673	0.8187	-
3.3844	118000	0.2849	1.1977	0.8172	-
3.3873	118100	0.326	1.2020	0.8195	-
3.3901	118200	0.295	1.2028	0.8162	-
3.3930	118300	0.4054	1.1579	0.8200	-
3.3959	118400	0.3182	1.1896	0.8159	-
3.3987	118500	0.3536	1.1703	0.8157	-
3.4016	118600	0.2972	1.2030	0.8175	-
3.4045	118700	0.3044	1.2248	0.8135	-
3.4073	118800	0.3852	1.1838	0.8172	-
3.4102	118900	0.2593	1.2366	0.8179	-
3.4131	119000	0.3794	1.2135	0.8187	-
3.4159	119100	0.2485	1.1901	0.8185	-
3.4188	119200	0.3846	1.1812	0.8165	-
3.4217	119300	0.317	1.1967	0.8152	-
3.4245	119400	0.3368	1.1641	0.8185	-
3.4274	119500	0.2878	1.1906	0.8163	-
3.4303	119600	0.2597	1.1503	0.8169	-
3.4331	119700	0.379	1.1759	0.8153	-
3.4360	119800	0.2461	1.1731	0.8142	-
3.4389	119900	0.2568	1.1656	0.8216	-
3.4417	120000	0.3185	1.1570	0.8162	-
3.4446	120100	0.3674	1.1752	0.8176	-
3.4475	120200	0.3212	1.1522	0.8198	-
3.4504	120300	0.3528	1.1275	0.8215	-
3.4532	120400	0.283	1.1612	0.8190	-
3.4561	120500	0.3167	1.1711	0.8175	-
3.4590	120600	0.2548	1.1629	0.8154	-
3.4618	120700	0.3302	1.1650	0.8160	-
3.4647	120800	0.2951	1.1789	0.8158	-
3.4676	120900	0.3174	1.1710	0.8135	-
3.4704	121000	0.3091	1.1710	0.8129	-
3.4733	121100	0.2632	1.1776	0.8130	-
3.4762	121200	0.2496	1.1792	0.8150	-
3.4790	121300	0.3236	1.1431	0.8182	-
3.4819	121400	0.3384	1.2003	0.8150	-
3.4848	121500	0.3996	1.1424	0.8200	-
3.4876	121600	0.3694	1.1310	0.8207	-
3.4905	121700	0.3508	1.1471	0.8196	-
3.4934	121800	0.2736	1.1429	0.8146	-
3.4962	121900	0.2627	1.1414	0.8180	-
3.4991	122000	0.3685	1.1505	0.8157	-
3.5020	122100	0.3375	1.1378	0.8211	-
3.5048	122200	0.2428	1.1627	0.8198	-
3.5077	122300	0.2961	1.1472	0.8191	-
3.5106	122400	0.2818	1.1610	0.8211	-
3.5135	122500	0.3138	1.1420	0.8190	-
3.5163	122600	0.385	1.1821	0.8143	-
3.5192	122700	0.3537	1.1334	0.8204	-
3.5221	122800	0.2077	1.1614	0.8196	-
3.5249	122900	0.2649	1.1567	0.8203	-
3.5278	123000	0.3336	1.1680	0.8209	-
3.5307	123100	0.266	1.1344	0.8216	-
3.5335	123200	0.3165	1.1348	0.8207	-
3.5364	123300	0.386	1.1297	0.8227	-
3.5393	123400	0.2967	1.1502	0.8239	-
3.5421	123500	0.2903	1.1569	0.8245	-
3.5450	123600	0.2907	1.1747	0.8209	-
3.5479	123700	0.3859	1.1362	0.8225	-
3.5507	123800	0.3447	1.1390	0.8235	-
3.5536	123900	0.3469	1.1407	0.8225	-
3.5565	124000	0.2759	1.1769	0.8211	-
3.5593	124100	0.324	1.1617	0.8219	-
3.5622	124200	0.3865	1.1453	0.8209	-
3.5651	124300	0.316	1.1591	0.8203	-
3.5679	124400	0.4026	1.1393	0.8233	-
3.5708	124500	0.251	1.1456	0.8245	-
3.5737	124600	0.2426	1.1559	0.8198	-
3.5766	124700	0.3057	1.1358	0.8230	-
3.5794	124800	0.3249	1.1670	0.8201	-
3.5823	124900	0.3252	1.1581	0.8222	-
3.5852	125000	0.3468	1.1757	0.8206	-
3.5880	125100	0.2605	1.1534	0.8216	-
3.5909	125200	0.3239	1.1677	0.8213	-
3.5938	125300	0.2974	1.1441	0.8213	-
3.5966	125400	0.2426	1.1415	0.8198	-
3.5995	125500	0.2575	1.1471	0.8223	-
3.6024	125600	0.2961	1.1440	0.8206	-
3.6052	125700	0.2761	1.1294	0.8229	-
3.6081	125800	0.3667	1.1667	0.8223	-
3.6110	125900	0.3502	1.1419	0.8214	-
3.6138	126000	0.2781	1.1454	0.8214	-
3.6167	126100	0.2589	1.1678	0.8199	-
3.6196	126200	0.3407	1.1687	0.8188	-
3.6224	126300	0.3673	1.1256	0.8216	-
3.6253	126400	0.2638	1.1401	0.8171	-
3.6282	126500	0.3577	1.1302	0.8195	-
3.6310	126600	0.3004	1.1310	0.8183	-
3.6339	126700	0.2335	1.1291	0.8210	-
3.6368	126800	0.3565	1.1444	0.8196	-
3.6396	126900	0.3401	1.1365	0.8208	-
3.6425	127000	0.328	1.1387	0.8191	-
3.6454	127100	0.2386	1.1248	0.8239	-
3.6483	127200	0.2923	1.1252	0.8208	-
3.6511	127300	0.3147	1.1095	0.8220	-
3.6540	127400	0.2455	1.1341	0.8210	-
3.6569	127500	0.2644	1.1545	0.8196	-
3.6597	127600	0.2615	1.1091	0.8224	-
3.6626	127700	0.2388	1.1048	0.8252	-
3.6655	127800	0.3183	1.1313	0.8197	-
3.6683	127900	0.3634	1.1199	0.8206	-
3.6712	128000	0.349	1.1134	0.8217	-
3.6741	128100	0.3059	1.1298	0.8211	-
3.6769	128200	0.3368	1.1301	0.8230	-
3.6798	128300	0.3096	1.1217	0.8202	-
3.6827	128400	0.2747	1.1161	0.8242	-
3.6855	128500	0.3417	1.1208	0.8233	-
3.6884	128600	0.3028	1.1231	0.8193	-
3.6913	128700	0.2979	1.1332	0.8213	-
3.6941	128800	0.288	1.1249	0.8235	-
3.6970	128900	0.3008	1.1216	0.8224	-
3.6999	129000	0.229	1.1440	0.8220	-
3.7027	129100	0.2486	1.1160	0.8247	-
3.7056	129200	0.2368	1.1135	0.8251	-
3.7085	129300	0.2747	1.1255	0.8234	-
3.7114	129400	0.4085	1.1183	0.8225	-
3.7142	129500	0.2649	1.1376	0.8212	-
3.7171	129600	0.2991	1.1528	0.8186	-
3.7200	129700	0.3211	1.1751	0.8180	-
3.7228	129800	0.3196	1.1440	0.8223	-
3.7257	129900	0.2912	1.1243	0.8239	-
3.7286	130000	0.2981	1.0945	0.8248	-
3.7314	130100	0.3136	1.1356	0.8220	-
3.7343	130200	0.2723	1.1395	0.8219	-
3.7372	130300	0.261	1.1310	0.8216	-
3.7400	130400	0.3103	1.1194	0.8234	-
3.7429	130500	0.2742	1.1565	0.8215	-
3.7458	130600	0.3188	1.1396	0.8236	-
3.7486	130700	0.3346	1.1279	0.8241	-
3.7515	130800	0.2732	1.1220	0.8227	-
3.7544	130900	0.2966	1.1242	0.8242	-
3.7572	131000	0.3165	1.1503	0.8222	-
3.7601	131100	0.2176	1.1281	0.8223	-
3.7630	131200	0.2795	1.1074	0.8267	-
3.7658	131300	0.3167	1.0996	0.8273	-
3.7687	131400	0.2778	1.1133	0.8264	-
3.7716	131500	0.2967	1.1286	0.8258	-
3.7745	131600	0.3271	1.0865	0.8256	-
3.7773	131700	0.3372	1.1130	0.8230	-
3.7802	131800	0.2341	1.1315	0.8239	-
3.7831	131900	0.2955	1.1340	0.8204	-
3.7859	132000	0.3267	1.1230	0.8218	-
3.7888	132100	0.3012	1.1477	0.8184	-
3.7917	132200	0.3394	1.1650	0.8186	-
3.7945	132300	0.3081	1.1406	0.8198	-
3.7974	132400	0.303	1.1218	0.8226	-
3.8003	132500	0.3237	1.1591	0.8202	-
3.8031	132600	0.2726	1.1425	0.8204	-
3.8060	132700	0.2632	1.1060	0.8212	-
3.8089	132800	0.2669	1.0964	0.8206	-
3.8117	132900	0.3101	1.0781	0.8226	-
3.8146	133000	0.2496	1.0873	0.8240	-
3.8175	133100	0.269	1.0981	0.8235	-
3.8203	133200	0.2703	1.1119	0.8244	-
3.8232	133300	0.3337	1.1076	0.8257	-
3.8261	133400	0.3686	1.1170	0.8252	-
3.8289	133500	0.2298	1.1381	0.8244	-
3.8318	133600	0.2984	1.1236	0.8256	-
3.8347	133700	0.3298	1.1343	0.8261	-
3.8375	133800	0.2804	1.1472	0.8263	-
3.8404	133900	0.2712	1.1064	0.8291	-
3.8433	134000	0.2921	1.1217	0.8263	-
3.8462	134100	0.1601	1.1253	0.8232	-
3.8490	134200	0.2986	1.1063	0.8221	-
3.8519	134300	0.3704	1.1273	0.8233	-
3.8548	134400	0.2563	1.1398	0.8257	-
3.8576	134500	0.2818	1.1203	0.8252	-
3.8605	134600	0.2733	1.1316	0.8249	-
3.8634	134700	0.2288	1.1352	0.8252	-
3.8662	134800	0.3529	1.1298	0.8263	-
3.8691	134900	0.265	1.1321	0.8269	-
3.8720	135000	0.3089	1.1138	0.8272	-
3.8748	135100	0.3481	1.1212	0.8266	-
3.8777	135200	0.3028	1.1151	0.8282	-
3.8806	135300	0.2805	1.1185	0.8259	-
3.8834	135400	0.3205	1.1260	0.8261	-
3.8863	135500	0.3215	1.1263	0.8265	-
3.8892	135600	0.3225	1.1027	0.8261	-
3.8920	135700	0.298	1.0914	0.8242	-
3.8949	135800	0.2234	1.0992	0.8228	-
3.8978	135900	0.2786	1.1117	0.8230	-
3.9006	136000	0.294	1.1203	0.8184	-
3.9035	136100	0.3059	1.1097	0.8184	-
3.9064	136200	0.3001	1.1025	0.8210	-
3.9093	136300	0.1796	1.1372	0.8174	-
3.9121	136400	0.2342	1.1027	0.8187	-
3.9150	136500	0.2903	1.0980	0.8211	-
3.9179	136600	0.2985	1.0978	0.8202	-
3.9207	136700	0.2449	1.0967	0.8209	-
3.9236	136800	0.2826	1.0944	0.8204	-
3.9265	136900	0.26	1.0801	0.8243	-
3.9293	137000	0.2804	1.0892	0.8237	-
3.9322	137100	0.2663	1.0910	0.8217	-
3.9351	137200	0.3299	1.0897	0.8205	-
3.9379	137300	0.2872	1.0927	0.8209	-
3.9408	137400	0.3456	1.0881	0.8229	-
3.9437	137500	0.2905	1.0894	0.8227	-
3.9465	137600	0.2487	1.0911	0.8246	-
3.9494	137700	0.2465	1.1018	0.8224	-
3.9523	137800	0.3179	1.1051	0.8249	-
3.9551	137900	0.2409	1.0937	0.8265	-
3.9580	138000	0.2745	1.1067	0.8264	-
3.9609	138100	0.3166	1.0821	0.8245	-
3.9637	138200	0.2814	1.1018	0.8239	-
3.9666	138300	0.3178	1.0847	0.8231	-
3.9695	138400	0.2857	1.0931	0.8264	-
3.9724	138500	0.2042	1.0830	0.8281	-
3.9752	138600	0.267	1.0948	0.8254	-
3.9781	138700	0.2495	1.0869	0.8258	-
3.9810	138800	0.2381	1.0720	0.8287	-
3.9838	138900	0.2755	1.0807	0.8284	-
3.9867	139000	0.2957	1.0795	0.8272	-
3.9896	139100	0.3276	1.0973	0.8263	-
3.9924	139200	0.293	1.0992	0.8258	-
3.9953	139300	0.3052	1.0875	0.8239	-
3.9982	139400	0.2268	1.0790	0.8236	-
4.0010	139500	0.3004	1.1006	0.8234	-
4.0039	139600	0.2354	1.0974	0.8228	-
4.0068	139700	0.2051	1.1060	0.8246	-
4.0096	139800	0.1966	1.1269	0.8244	-
4.0125	139900	0.3447	1.1196	0.8248	-
4.0154	140000	0.2128	1.1417	0.8228	-
4.0182	140100	0.1859	1.1255	0.8234	-
4.0211	140200	0.1971	1.1236	0.8242	-
4.0240	140300	0.1987	1.1403	0.8235	-
4.0268	140400	0.1665	1.1476	0.8241	-
4.0297	140500	0.3166	1.1369	0.8254	-
4.0326	140600	0.2119	1.1382	0.8249	-
4.0355	140700	0.1688	1.1555	0.8251	-
4.0383	140800	0.1763	1.1484	0.8262	-
4.0412	140900	0.2553	1.1356	0.8260	-
4.0441	141000	0.193	1.1237	0.8270	-
4.0469	141100	0.157	1.1360	0.8266	-
4.0498	141200	0.2108	1.1339	0.8240	-
4.0527	141300	0.2283	1.1505	0.8236	-
4.0555	141400	0.2136	1.1418	0.8223	-
4.0584	141500	0.1791	1.1289	0.8227	-
4.0613	141600	0.1826	1.1318	0.8240	-
4.0641	141700	0.1702	1.1457	0.8254	-
4.0670	141800	0.2733	1.1385	0.8255	-
4.0699	141900	0.1545	1.1661	0.8248	-
4.0727	142000	0.3319	1.1512	0.8266	-
4.0756	142100	0.2367	1.1551	0.8276	-
4.0785	142200	0.2157	1.1452	0.8287	-
4.0813	142300	0.1835	1.1418	0.8277	-
4.0842	142400	0.1876	1.1308	0.8275	-
4.0871	142500	0.1667	1.1143	0.8258	-
4.0899	142600	0.1987	1.1101	0.8272	-
4.0928	142700	0.2455	1.1034	0.8260	-
4.0957	142800	0.1802	1.1079	0.8257	-
4.0985	142900	0.1754	1.1220	0.8250	-
4.1014	143000	0.202	1.1269	0.8231	-
4.1043	143100	0.1859	1.1230	0.8217	-
4.1072	143200	0.1956	1.1221	0.8227	-
4.1100	143300	0.1682	1.1352	0.8238	-
4.1129	143400	0.2478	1.1313	0.8224	-
4.1158	143500	0.1487	1.1361	0.8217	-
4.1186	143600	0.2075	1.1233	0.8217	-
4.1215	143700	0.2062	1.1306	0.8219	-
4.1244	143800	0.1906	1.1074	0.8221	-
4.1272	143900	0.1803	1.1072	0.8220	-
4.1301	144000	0.2264	1.1258	0.8212	-
4.1330	144100	0.1859	1.1436	0.8205	-
4.1358	144200	0.2128	1.1428	0.8220	-
4.1387	144300	0.2597	1.1284	0.8225	-
4.1416	144400	0.228	1.1347	0.8224	-
4.1444	144500	0.249	1.1342	0.8231	-
4.1473	144600	0.2742	1.1288	0.8224	-
4.1502	144700	0.2167	1.1529	0.8222	-
4.1530	144800	0.1982	1.1439	0.8234	-
4.1559	144900	0.161	1.1388	0.8230	-
4.1588	145000	0.2101	1.1618	0.8216	-
4.1616	145100	0.2755	1.1543	0.8233	-
4.1645	145200	0.1395	1.1351	0.8250	-
4.1674	145300	0.2196	1.1310	0.8255	-
4.1703	145400	0.2529	1.1085	0.8255	-
4.1731	145500	0.1621	1.1217	0.8260	-
4.1760	145600	0.166	1.1262	0.8250	-
4.1789	145700	0.1935	1.1260	0.8236	-
4.1817	145800	0.1667	1.1289	0.8231	-
4.1846	145900	0.2183	1.1405	0.8238	-
4.1875	146000	0.2044	1.1224	0.8226	-
4.1903	146100	0.1908	1.1225	0.8221	-
4.1932	146200	0.1998	1.1198	0.8246	-
4.1961	146300	0.1895	1.1320	0.8232	-
4.1989	146400	0.2651	1.1525	0.8209	-
4.2018	146500	0.2009	1.1366	0.8235	-
4.2047	146600	0.1468	1.1334	0.8237	-
4.2075	146700	0.1929	1.1539	0.8228	-
4.2104	146800	0.1626	1.1430	0.8237	-
4.2133	146900	0.1832	1.1424	0.8243	-
4.2161	147000	0.1473	1.1490	0.8252	-
4.2190	147100	0.2087	1.1474	0.8234	-
4.2219	147200	0.1455	1.1320	0.8246	-
4.2247	147300	0.2315	1.1287	0.8231	-
4.2276	147400	0.2262	1.1211	0.8229	-
4.2305	147500	0.2246	1.1526	0.8191	-
4.2334	147600	0.1499	1.1230	0.8225	-
4.2362	147700	0.1973	1.1207	0.8219	-
4.2391	147800	0.2073	1.1345	0.8208	-
4.2420	147900	0.1852	1.1376	0.8210	-
4.2448	148000	0.1377	1.1379	0.8213	-
4.2477	148100	0.2333	1.1338	0.8206	-
4.2506	148200	0.184	1.1303	0.8217	-
4.2534	148300	0.1337	1.1438	0.8207	-
4.2563	148400	0.1241	1.1433	0.8195	-
4.2592	148500	0.1931	1.1475	0.8203	-
4.2620	148600	0.1389	1.1429	0.8204	-
4.2649	148700	0.1857	1.1396	0.8213	-
4.2678	148800	0.2109	1.1313	0.8217	-
4.2706	148900	0.2394	1.1461	0.8218	-
4.2735	149000	0.1846	1.1390	0.8212	-
4.2764	149100	0.1947	1.1450	0.8213	-
4.2792	149200	0.1595	1.1420	0.8203	-
4.2821	149300	0.1608	1.1427	0.8208	-
4.2850	149400	0.1264	1.1467	0.8221	-
4.2878	149500	0.2549	1.1294	0.8212	-
4.2907	149600	0.1628	1.1202	0.8224	-
4.2936	149700	0.1882	1.1354	0.8210	-
4.2964	149800	0.2003	1.1294	0.8216	-
4.2993	149900	0.1417	1.1379	0.8210	-
4.3022	150000	0.2244	1.1237	0.8213	-
4.3051	150100	0.2265	1.1336	0.8199	-
4.3079	150200	0.2518	1.1345	0.8196	-
4.3108	150300	0.1545	1.1459	0.8174	-
4.3137	150400	0.2052	1.1328	0.8206	-
4.3165	150500	0.2289	1.1157	0.8215	-
4.3194	150600	0.158	1.1455	0.8208	-
4.3223	150700	0.1918	1.1320	0.8221	-
4.3251	150800	0.1577	1.1344	0.8200	-
4.3280	150900	0.2167	1.1374	0.8204	-
4.3309	151000	0.166	1.1557	0.8191	-
4.3337	151100	0.2478	1.1465	0.8189	-
4.3366	151200	0.2287	1.1485	0.8198	-
4.3395	151300	0.2563	1.1520	0.8211	-
4.3423	151400	0.2222	1.1426	0.8213	-
4.3452	151500	0.1812	1.1516	0.8192	-
4.3481	151600	0.1968	1.1503	0.8199	-
4.3509	151700	0.2057	1.1685	0.8180	-
4.3538	151800	0.225	1.1505	0.8182	-
4.3567	151900	0.1979	1.1364	0.8193	-
4.3595	152000	0.169	1.1581	0.8194	-
4.3624	152100	0.2028	1.1483	0.8194	-
4.3653	152200	0.2479	1.1406	0.8207	-
4.3682	152300	0.1582	1.1283	0.8210	-
4.3710	152400	0.1998	1.1338	0.8193	-
4.3739	152500	0.26	1.1478	0.8194	-
4.3768	152600	0.2482	1.1418	0.8196	-
4.3796	152700	0.2169	1.1472	0.8194	-
4.3825	152800	0.2177	1.1507	0.8189	-
4.3854	152900	0.2453	1.1561	0.8181	-
4.3882	153000	0.192	1.1671	0.8177	-
4.3911	153100	0.1957	1.1671	0.8185	-
4.3940	153200	0.1854	1.1572	0.8171	-
4.3968	153300	0.1887	1.1686	0.8158	-
4.3997	153400	0.1877	1.1514	0.8175	-
4.4026	153500	0.1583	1.1615	0.8181	-
4.4054	153600	0.1605	1.1685	0.8186	-
4.4083	153700	0.1991	1.1591	0.8181	-
4.4112	153800	0.2005	1.1645	0.8180	-
4.4140	153900	0.1775	1.1655	0.8183	-
4.4169	154000	0.1819	1.1549	0.8199	-
4.4198	154100	0.1512	1.1579	0.8194	-
4.4226	154200	0.2571	1.1515	0.8207	-
4.4255	154300	0.1651	1.1599	0.8185	-
4.4284	154400	0.22	1.1525	0.8193	-
4.4313	154500	0.185	1.1521	0.8181	-
4.4341	154600	0.1407	1.1510	0.8189	-
4.4370	154700	0.1798	1.1531	0.8183	-
4.4399	154800	0.2109	1.1573	0.8181	-
4.4427	154900	0.2336	1.1482	0.8195	-
4.4456	155000	0.1779	1.1418	0.8202	-
4.4485	155100	0.148	1.1511	0.8209	-
4.4513	155200	0.2204	1.1470	0.8212	-
4.4542	155300	0.2364	1.1391	0.8211	-
4.4571	155400	0.2404	1.1517	0.8204	-
4.4599	155500	0.166	1.1576	0.8193	-
4.4628	155600	0.1697	1.1613	0.8192	-
4.4657	155700	0.1997	1.1460	0.8203	-
4.4685	155800	0.2123	1.1554	0.8190	-
4.4714	155900	0.2272	1.1654	0.8179	-
4.4743	156000	0.1998	1.1566	0.8187	-
4.4771	156100	0.1991	1.1488	0.8187	-
4.4800	156200	0.1279	1.1559	0.8179	-
4.4829	156300	0.2334	1.1403	0.8184	-
4.4857	156400	0.198	1.1338	0.8201	-
4.4886	156500	0.2274	1.1381	0.8203	-
4.4915	156600	0.1875	1.1462	0.8198	-
4.4943	156700	0.2246	1.1491	0.8194	-
4.4972	156800	0.1955	1.1454	0.8200	-
4.5001	156900	0.2191	1.1458	0.8213	-
4.5030	157000	0.1442	1.1496	0.8217	-
4.5058	157100	0.1638	1.1546	0.8218	-
4.5087	157200	0.2293	1.1675	0.8202	-
4.5116	157300	0.1481	1.1597	0.8210	-
4.5144	157400	0.1654	1.1670	0.8211	-
4.5173	157500	0.2838	1.1724	0.8209	-
4.5202	157600	0.1746	1.1757	0.8207	-
4.5230	157700	0.1767	1.1779	0.8196	-
4.5259	157800	0.1931	1.1778	0.8199	-
4.5288	157900	0.1176	1.1704	0.8192	-
4.5316	158000	0.1971	1.1592	0.8193	-
4.5345	158100	0.1985	1.1719	0.8188	-
4.5374	158200	0.1744	1.1635	0.8193	-
4.5402	158300	0.3029	1.1571	0.8205	-
4.5431	158400	0.1836	1.1508	0.8204	-
4.5460	158500	0.158	1.1408	0.8209	-
4.5488	158600	0.1946	1.1487	0.8209	-
4.5517	158700	0.1846	1.1585	0.8203	-
4.5546	158800	0.1727	1.1492	0.8204	-
4.5574	158900	0.2292	1.1486	0.8211	-
4.5603	159000	0.2537	1.1457	0.8221	-
4.5632	159100	0.1801	1.1488	0.8219	-
4.5661	159200	0.2005	1.1593	0.8217	-
4.5689	159300	0.1719	1.1545	0.8218	-
4.5718	159400	0.2576	1.1581	0.8215	-
4.5747	159500	0.2325	1.1570	0.8205	-
4.5775	159600	0.1886	1.1537	0.8203	-
4.5804	159700	0.1975	1.1472	0.8212	-
4.5833	159800	0.1984	1.1538	0.8212	-
4.5861	159900	0.2183	1.1521	0.8213	-
4.5890	160000	0.1523	1.1453	0.8211	-
4.5919	160100	0.2052	1.1487	0.8216	-
4.5947	160200	0.2232	1.1410	0.8219	-
4.5976	160300	0.1757	1.1412	0.8220	-
4.6005	160400	0.1591	1.1442	0.8219	-
4.6033	160500	0.2139	1.1412	0.8215	-
4.6062	160600	0.1438	1.1392	0.8214	-
4.6091	160700	0.1601	1.1417	0.8210	-
4.6119	160800	0.1938	1.1456	0.8212	-
4.6148	160900	0.1754	1.1496	0.8207	-
4.6177	161000	0.1779	1.1521	0.8210	-
4.6205	161100	0.1429	1.1501	0.8204	-
4.6234	161200	0.225	1.1383	0.8205	-
4.6263	161300	0.1898	1.1501	0.8193	-
4.6292	161400	0.2463	1.1530	0.8190	-
4.6320	161500	0.204	1.1505	0.8192	-
4.6349	161600	0.2058	1.1452	0.8187	-
4.6378	161700	0.2213	1.1491	0.8183	-
4.6406	161800	0.185	1.1576	0.8177	-
4.6435	161900	0.1596	1.1476	0.8188	-
4.6464	162000	0.1375	1.1514	0.8190	-
4.6492	162100	0.1602	1.1505	0.8185	-
4.6521	162200	0.1906	1.1509	0.8186	-
4.6550	162300	0.2532	1.1592	0.8183	-
4.6578	162400	0.1976	1.1616	0.8182	-
4.6607	162500	0.3049	1.1592	0.8176	-
4.6636	162600	0.1154	1.1536	0.8176	-
4.6664	162700	0.1297	1.1641	0.8172	-
4.6693	162800	0.2501	1.1642	0.8171	-
4.6722	162900	0.1651	1.1704	0.8178	-
4.6750	163000	0.2396	1.1617	0.8174	-
4.6779	163100	0.1358	1.1599	0.8175	-
4.6808	163200	0.1541	1.1554	0.8175	-
4.6836	163300	0.1796	1.1514	0.8178	-
4.6865	163400	0.1675	1.1547	0.8180	-
4.6894	163500	0.1776	1.1499	0.8186	-
4.6923	163600	0.2123	1.1462	0.8186	-
4.6951	163700	0.2366	1.1428	0.8191	-
4.6980	163800	0.1533	1.1382	0.8195	-
4.7009	163900	0.2513	1.1368	0.8189	-
4.7037	164000	0.1805	1.1403	0.8192	-
4.7066	164100	0.206	1.1360	0.8196	-
4.7095	164200	0.1497	1.1388	0.8196	-
4.7123	164300	0.1562	1.1403	0.8192	-
4.7152	164400	0.2269	1.1444	0.8200	-
4.7181	164500	0.1762	1.1440	0.8197	-
4.7209	164600	0.1812	1.1356	0.8199	-
4.7238	164700	0.185	1.1362	0.8201	-
4.7267	164800	0.205	1.1347	0.8207	-
4.7295	164900	0.1753	1.1415	0.8203	-
4.7324	165000	0.1519	1.1364	0.8207	-
4.7353	165100	0.1166	1.1378	0.8205	-
4.7381	165200	0.1596	1.1337	0.8205	-
4.7410	165300	0.1906	1.1286	0.8209	-
4.7439	165400	0.2623	1.1280	0.8206	-
4.7467	165500	0.1961	1.1331	0.8209	-
4.7496	165600	0.1594	1.1356	0.8210	-
4.7525	165700	0.1967	1.1407	0.8210	-
4.7553	165800	0.1664	1.1341	0.8213	-
4.7582	165900	0.1476	1.1358	0.8212	-
4.7611	166000	0.1356	1.1388	0.8208	-
4.7640	166100	0.1116	1.1426	0.8209	-
4.7668	166200	0.2269	1.1393	0.8204	-
4.7697	166300	0.224	1.1392	0.8204	-
4.7726	166400	0.1717	1.1369	0.8206	-
4.7754	166500	0.2828	1.1403	0.8205	-
4.7783	166600	0.1616	1.1344	0.8210	-
4.7812	166700	0.2485	1.1293	0.8209	-
4.7840	166800	0.1956	1.1339	0.8208	-
4.7869	166900	0.104	1.1356	0.8203	-
4.7898	167000	0.1729	1.1378	0.8202	-
4.7926	167100	0.1706	1.1311	0.8209	-
4.7955	167200	0.1404	1.1346	0.8205	-
4.7984	167300	0.2254	1.1380	0.8204	-
4.8012	167400	0.2823	1.1310	0.8209	-
4.8041	167500	0.1666	1.1309	0.8211	-
4.8070	167600	0.1595	1.1290	0.8218	-
4.8098	167700	0.2009	1.1242	0.8216	-
4.8127	167800	0.173	1.1277	0.8213	-
4.8156	167900	0.1648	1.1361	0.8205	-
4.8184	168000	0.2375	1.1339	0.8209	-
4.8213	168100	0.257	1.1360	0.8208	-
4.8242	168200	0.1309	1.1383	0.8209	-
4.8271	168300	0.1931	1.1351	0.8212	-
4.8299	168400	0.2185	1.1345	0.8215	-
4.8328	168500	0.215	1.1353	0.8211	-
4.8357	168600	0.2088	1.1336	0.8211	-
4.8385	168700	0.1453	1.1323	0.8214	-
4.8414	168800	0.2147	1.1365	0.8210	-
4.8443	168900	0.2337	1.1364	0.8207	-
4.8471	169000	0.193	1.1390	0.8207	-
4.8500	169100	0.1806	1.1369	0.8207	-
4.8529	169200	0.2115	1.1349	0.8210	-
4.8557	169300	0.2098	1.1332	0.8211	-
4.8586	169400	0.2403	1.1269	0.8213	-
4.8615	169500	0.2053	1.1292	0.8209	-
4.8643	169600	0.157	1.1299	0.8209	-
4.8672	169700	0.1718	1.1270	0.8214	-
4.8701	169800	0.1424	1.1265	0.8215	-
4.8729	169900	0.1567	1.1280	0.8215	-
4.8758	170000	0.1725	1.1313	0.8212	-
4.8787	170100	0.1751	1.1268	0.8213	-
4.8815	170200	0.1762	1.1321	0.8212	-
4.8844	170300	0.1547	1.1369	0.8214	-
4.8873	170400	0.189	1.1375	0.8212	-
4.8902	170500	0.2016	1.1373	0.8215	-
4.8930	170600	0.2117	1.1382	0.8216	-
4.8959	170700	0.2432	1.1350	0.8212	-
4.8988	170800	0.1792	1.1317	0.8212	-
4.9016	170900	0.1969	1.1304	0.8213	-
4.9045	171000	0.1539	1.1284	0.8212	-
4.9074	171100	0.1995	1.1292	0.8208	-
4.9102	171200	0.2083	1.1308	0.8208	-
4.9131	171300	0.1493	1.1322	0.8209	-
4.9160	171400	0.2194	1.1303	0.8210	-
4.9188	171500	0.1837	1.1290	0.8210	-
4.9217	171600	0.1722	1.1312	0.8208	-
4.9246	171700	0.1795	1.1312	0.8207	-
4.9274	171800	0.1207	1.1321	0.8206	-
4.9303	171900	0.2255	1.1329	0.8205	-
4.9332	172000	0.1595	1.1327	0.8206	-
4.9360	172100	0.2032	1.1338	0.8206	-
4.9389	172200	0.1456	1.1323	0.8209	-
4.9418	172300	0.1979	1.1310	0.8210	-
4.9446	172400	0.1774	1.1302	0.8211	-
4.9475	172500	0.2114	1.1303	0.8211	-
4.9504	172600	0.2094	1.1294	0.8211	-
4.9532	172700	0.1944	1.1281	0.8213	-
4.9561	172800	0.1794	1.1274	0.8215	-
4.9590	172900	0.118	1.1268	0.8217	-
4.9619	173000	0.163	1.1271	0.8217	-
4.9647	173100	0.1795	1.1276	0.8215	-
4.9676	173200	0.191	1.1273	0.8215	-
4.9705	173300	0.1624	1.1281	0.8215	-
4.9733	173400	0.1828	1.1284	0.8216	-
4.9762	173500	0.1863	1.1287	0.8216	-
4.9791	173600	0.1709	1.1293	0.8215	-
4.9819	173700	0.1455	1.1293	0.8215	-
4.9848	173800	0.1615	1.1294	0.8215	-
4.9877	173900	0.2759	1.1293	0.8215	-
4.9905	174000	0.1791	1.1290	0.8215	-
4.9934	174100	0.1562	1.1290	0.8215	-
4.9963	174200	0.1849	1.1291	0.8215	-
4.9991	174300	0.1999	1.1291	0.8215	-
-1	-1	-	-	-	0.8007

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}
}