Bheri/Qwen-0.7B-en-sa-v1

SentenceTransformer based on Qwen/Qwen3-Embedding-0.6B

This is a sentence-transformers model finetuned from Qwen/Qwen3-Embedding-0.6B. It maps sentences & paragraphs to a 1024-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: Qwen/Qwen3-Embedding-0.6B
• Maximum Sequence Length: 2048 tokens
• Output Dimensionality: 1024 dimensions
• Similarity Function: Cosine Similarity

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': 2048, 'do_lower_case': False, 'architecture': 'Qwen3Model'})
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': True, 'include_prompt': True})
  (2): Normalize()
)

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
queries = [
    "Hearing Vibhisana\u0027s words, Jambevan, best of bears, evoking utterance with extreme effort, said.",
]
documents = [
    'विभीषणवचः श्रुत्वा जाम्बवानृक्षपुङ्गवः। कृच्छादब्युद्गिरन्वाक्यमिदं वचनमब्रवीत्॥',
    'स शरान्वञ्चयामास तेषामाशुचरः कपिः। रथवेगांश्च वीराणां विचरन्विमलेऽम्बरे॥',
    'आल्फा-बे आल्फा- बे इतीदं मार्केट् टोर् नेटवर्क् इत्यत्र कार्यं कुर्वत् एकं ऑनलाइन डार्कनेट् मार्केट्प्लेस् आसीत्।\n',
]
query_embeddings = model.encode_query(queries)
document_embeddings = model.encode_document(documents)
print(query_embeddings.shape, document_embeddings.shape)
# [1, 1024] [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(query_embeddings, document_embeddings)
print(similarities)
# tensor([[    0.6203,     0.0006,     0.1011]])

Evaluation

Metrics

Translation

• Dataset: eval-en-sa
• Evaluated with TranslationEvaluator

Metric	Value
src2trg_accuracy	0.896
trg2src_accuracy	0.896
mean_accuracy	0.896

Training Details

Training Dataset

Unnamed Dataset

• Size: 257,886 training samples
• Columns: sentence_0 and sentence_1
• Approximate statistics based on the first 1000 samples:

  	sentence_0	sentence_1
  type	string	string
  details	min: 3 tokens mean: 30.43 tokens max: 229 tokens	min: 11 tokens mean: 91.02 tokens max: 565 tokens

• Samples:

  sentence_0	sentence_1
  But there is another, namely the Supreme Being, called Paramatma, who being the everlasting Lord, and pervading the three worlds, sustains them.	उत्तमः पुरुषस्त्वन्यः परमात्मेत्युदाहृतः। यो लोकत्रयमाविश्य बिभर्त्यव्यय ईश्वरः॥
  The Nanda king is described to be cruel, against dharma and shastras, and born out of an illicit relationship followed by a coup.	नन्द-वंशस्य राजा क्रूरी, धर्मस्य शास्त्रस्य च विरोधी, प्रतिरोधात् परम् अक्रमात् सम्बन्धात् जातः इति च वर्णितः अस्ति।
  Some say that the qualities of such men are not lost. Some say that they are all lost. Those who say that they are not lost rely upon the Shrutis, which do not contain any declaration to the contrary. They, however, who say, that the qualities are all lost rely on the Smritis. One should taking into consideration both these opinions, judge as to which of them is right.	प्रध्वस्ता न निवर्तन्ते निवृत्तिर्नोपलभ्यते। प्रत्यक्षेण परोक्षं तदनुमानेन सिध्यति॥ एवमेकेऽध्यवस्यन्ति निवृत्तिरिति चापरे। उभयं सम्प्रधायैतद् व्यवस्येत यथामति॥

• Loss: MultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 4
• per_device_eval_batch_size: 4
• num_train_epochs: 15
• multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 4
• per_device_eval_batch_size: 4
• 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
• num_train_epochs: 15
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.0
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• save_safetensors: True
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• no_cuda: False
• use_cpu: False
• use_mps_device: False
• seed: 42
• data_seed: None
• jit_mode_eval: False
• use_ipex: False
• bf16: False
• fp16: False
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: 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}
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch
• optim_args: None
• adafactor: False
• group_by_length: False
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• use_legacy_prediction_loop: False
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: None
• hub_always_push: False
• hub_revision: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• include_for_metrics: []
• eval_do_concat_batches: True
• fp16_backend: auto
• push_to_hub_model_id: None
• push_to_hub_organization: None
• mp_parameters:
• auto_find_batch_size: False
• full_determinism: False
• torchdynamo: None
• ray_scope: last
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: False
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• liger_kernel_config: None
• eval_use_gather_object: False
• average_tokens_across_devices: False
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: round_robin
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Click to expand

Epoch	Step	Training Loss	eval-en-sa_mean_accuracy
0.0078	500	0.1029	-
0.0155	1000	0.0394	-
0.0233	1500	0.0325	-
0.0310	2000	0.027	-
0.0388	2500	0.031	-
0.0465	3000	0.0361	-
0.0543	3500	0.0448	-
0.0620	4000	0.036	-
0.0698	4500	0.0404	-
0.0776	5000	0.0549	-
0.0853	5500	0.0708	-
0.0931	6000	0.0422	-
0.1008	6500	0.0469	-
0.1086	7000	0.0441	-
0.1163	7500	0.0543	-
0.1241	8000	0.0587	-
0.1318	8500	0.0621	-
0.1396	9000	0.0703	-
0.1474	9500	0.0634	-
0.1551	10000	0.0576	-
0.1629	10500	0.0513	-
0.1706	11000	0.0485	-
0.1784	11500	0.059	-
0.1861	12000	0.0539	-
0.1939	12500	0.0578	-
0.2016	13000	0.0613	-
0.2094	13500	0.0649	-
0.2171	14000	0.046	-
0.2249	14500	0.0354	-
0.2327	15000	0.0648	-
0.2404	15500	0.0457	-
0.2482	16000	0.0433	-
0.2559	16500	0.0408	-
0.2637	17000	0.0407	-
0.2714	17500	0.0479	-
0.2792	18000	0.0364	-
0.2869	18500	0.0542	-
0.2947	19000	0.0416	-
0.3025	19500	0.0352	-
0.3102	20000	0.0556	-
0.3180	20500	0.0323	-
0.3257	21000	0.0553	-
0.3335	21500	0.0417	-
0.3412	22000	0.0292	-
0.3490	22500	0.0482	-
0.3567	23000	0.0294	-
0.3645	23500	0.035	-
0.3723	24000	0.0423	-
0.3800	24500	0.0419	-
0.3878	25000	0.0224	-
0.3955	25500	0.0392	-
0.4033	26000	0.0293	-
0.4110	26500	0.0325	-
0.4188	27000	0.0196	-
0.4265	27500	0.0304	-
0.4343	28000	0.0463	-
0.4421	28500	0.0271	-
0.4498	29000	0.029	-
0.4576	29500	0.0384	-
0.4653	30000	0.0321	-
0.4731	30500	0.0339	-
0.4808	31000	0.0356	-
0.4886	31500	0.027	-
0.4963	32000	0.0396	-
0.5041	32500	0.0295	-
0.5119	33000	0.0296	-
0.5196	33500	0.0348	-
0.5274	34000	0.0293	-
0.5351	34500	0.0231	-
0.5429	35000	0.0298	-
0.5506	35500	0.0272	-
0.5584	36000	0.0328	-
0.5661	36500	0.0253	-
0.5739	37000	0.0261	-
0.5816	37500	0.0241	-
0.5894	38000	0.0358	-
0.5972	38500	0.0246	-
0.6049	39000	0.0409	-
0.6127	39500	0.0252	-
0.6204	40000	0.0376	-
0.6282	40500	0.0327	-
0.6359	41000	0.023	-
0.6437	41500	0.0189	-
0.6514	42000	0.0294	-
0.6592	42500	0.0225	-
0.6670	43000	0.0344	-
0.6747	43500	0.015	-
0.6825	44000	0.0277	-
0.6902	44500	0.035	-
0.6980	45000	0.031	-
0.7057	45500	0.0255	-
0.7135	46000	0.0288	-
0.7212	46500	0.0242	-
0.7290	47000	0.0232	-
0.7368	47500	0.0256	-
0.7445	48000	0.0277	-
0.7523	48500	0.0328	-
0.7600	49000	0.0223	-
0.7678	49500	0.0194	-
0.7755	50000	0.021	0.6445
0.7833	50500	0.0261	-
0.7910	51000	0.0382	-
0.7988	51500	0.0272	-
0.8066	52000	0.0198	-
0.8143	52500	0.0277	-
0.8221	53000	0.029	-
0.8298	53500	0.0285	-
0.8376	54000	0.0127	-
0.8453	54500	0.0225	-
0.8531	55000	0.0253	-
0.8608	55500	0.0233	-
0.8686	56000	0.0127	-
0.8763	56500	0.0154	-
0.8841	57000	0.0228	-
0.8919	57500	0.0257	-
0.8996	58000	0.0201	-
0.9074	58500	0.0192	-
0.9151	59000	0.0222	-
0.9229	59500	0.0185	-
0.9306	60000	0.0254	-
0.9384	60500	0.0155	-
0.9461	61000	0.0397	-
0.9539	61500	0.0235	-
0.9617	62000	0.0222	-
0.9694	62500	0.0123	-
0.9772	63000	0.0275	-
0.9849	63500	0.0247	-
0.9927	64000	0.0233	-
1.0	64472	-	0.6890
1.0004	64500	0.0212	-
1.0082	65000	0.0155	-
1.0159	65500	0.013	-
1.0237	66000	0.0217	-
1.0315	66500	0.0169	-
1.0392	67000	0.0127	-
1.0470	67500	0.0184	-
1.0547	68000	0.0159	-
1.0625	68500	0.0202	-
1.0702	69000	0.0121	-
1.0780	69500	0.0207	-
1.0857	70000	0.0232	-
1.0935	70500	0.0177	-
1.1013	71000	0.0207	-
1.1090	71500	0.0163	-
1.1168	72000	0.0229	-
1.1245	72500	0.0111	-
1.1323	73000	0.0252	-
1.1400	73500	0.0231	-
1.1478	74000	0.0194	-
1.1555	74500	0.016	-
1.1633	75000	0.014	-
1.1711	75500	0.0297	-
1.1788	76000	0.0175	-
1.1866	76500	0.0152	-
1.1943	77000	0.0198	-
1.2021	77500	0.0118	-
1.2098	78000	0.0154	-
1.2176	78500	0.0162	-
1.2253	79000	0.0174	-
1.2331	79500	0.0154	-
1.2408	80000	0.0248	-
1.2486	80500	0.0129	-
1.2564	81000	0.0211	-
1.2641	81500	0.0218	-
1.2719	82000	0.0284	-
1.2796	82500	0.0178	-
1.2874	83000	0.0142	-
1.2951	83500	0.0153	-
1.3029	84000	0.0167	-
1.3106	84500	0.0228	-
1.3184	85000	0.0131	-
1.3262	85500	0.0146	-
1.3339	86000	0.0245	-
1.3417	86500	0.0101	-
1.3494	87000	0.0175	-
1.3572	87500	0.017	-
1.3649	88000	0.0174	-
1.3727	88500	0.0112	-
1.3804	89000	0.0144	-
1.3882	89500	0.0162	-
1.3960	90000	0.0131	-
1.4037	90500	0.0119	-
1.4115	91000	0.015	-
1.4192	91500	0.018	-
1.4270	92000	0.0159	-
1.4347	92500	0.0117	-
1.4425	93000	0.0101	-
1.4502	93500	0.0147	-
1.4580	94000	0.0102	-
1.4658	94500	0.0156	-
1.4735	95000	0.0211	-
1.4813	95500	0.0138	-
1.4890	96000	0.0151	-
1.4968	96500	0.0117	-
1.5045	97000	0.0102	-
1.5123	97500	0.0116	-
1.5200	98000	0.0141	-
1.5278	98500	0.023	-
1.5356	99000	0.0159	-
1.5433	99500	0.0132	-
1.5511	100000	0.0156	0.683
1.5588	100500	0.0237	-
1.5666	101000	0.0153	-
1.5743	101500	0.017	-
1.5821	102000	0.0181	-
1.5898	102500	0.0122	-
1.5976	103000	0.0054	-
1.6053	103500	0.0146	-
1.6131	104000	0.0136	-
1.6209	104500	0.0194	-
1.6286	105000	0.0134	-
1.6364	105500	0.0157	-
1.6441	106000	0.0078	-
1.6519	106500	0.0143	-
1.6596	107000	0.0169	-
1.6674	107500	0.0183	-
1.6751	108000	0.0151	-
1.6829	108500	0.0109	-
1.6907	109000	0.0185	-
1.6984	109500	0.0166	-
1.7062	110000	0.0122	-
1.7139	110500	0.016	-
1.7217	111000	0.0199	-
1.7294	111500	0.0129	-
1.7372	112000	0.022	-
1.7449	112500	0.0106	-
1.7527	113000	0.0104	-
1.7605	113500	0.0187	-
1.7682	114000	0.0211	-
1.7760	114500	0.0123	-
1.7837	115000	0.0116	-
1.7915	115500	0.0176	-
1.7992	116000	0.0153	-
1.8070	116500	0.0154	-
1.8147	117000	0.0185	-
1.8225	117500	0.0126	-
1.8303	118000	0.0167	-
1.8380	118500	0.0066	-
1.8458	119000	0.0141	-
1.8535	119500	0.0113	-
1.8613	120000	0.0143	-
1.8690	120500	0.0133	-
1.8768	121000	0.0118	-
1.8845	121500	0.0183	-
1.8923	122000	0.0144	-
1.9000	122500	0.0118	-
1.9078	123000	0.0114	-
1.9156	123500	0.0117	-
1.9233	124000	0.0085	-
1.9311	124500	0.0097	-
1.9388	125000	0.0113	-
1.9466	125500	0.0181	-
1.9543	126000	0.0165	-
1.9621	126500	0.0133	-
1.9698	127000	0.0182	-
1.9776	127500	0.0089	-
1.9854	128000	0.0083	-
1.9931	128500	0.0206	-
2.0	128944	-	0.708
2.0009	129000	0.0078	-
2.0086	129500	0.0119	-
2.0164	130000	0.0129	-
2.0241	130500	0.0101	-
2.0319	131000	0.0202	-
2.0396	131500	0.0066	-
2.0474	132000	0.0052	-
2.0552	132500	0.0099	-
2.0629	133000	0.0072	-
2.0707	133500	0.0147	-
2.0784	134000	0.0058	-
2.0862	134500	0.0103	-
2.0939	135000	0.0078	-
2.1017	135500	0.0184	-
2.1094	136000	0.0058	-
2.1172	136500	0.0047	-
2.1250	137000	0.0115	-
2.1327	137500	0.0083	-
2.1405	138000	0.0082	-
2.1482	138500	0.0094	-
2.1560	139000	0.0188	-
2.1637	139500	0.0059	-
2.1715	140000	0.0136	-
2.1792	140500	0.0134	-
2.1870	141000	0.0083	-
2.1948	141500	0.0114	-
2.2025	142000	0.015	-
2.2103	142500	0.006	-
2.2180	143000	0.0095	-
2.2258	143500	0.0095	-
2.2335	144000	0.0091	-
2.2413	144500	0.0094	-
2.2490	145000	0.0049	-
2.2568	145500	0.0077	-
2.2645	146000	0.0113	-
2.2723	146500	0.0085	-
2.2801	147000	0.009	-
2.2878	147500	0.0162	-
2.2956	148000	0.0176	-
2.3033	148500	0.0155	-
2.3111	149000	0.0106	-
2.3188	149500	0.0132	-
2.3266	150000	0.0057	0.7135
2.3343	150500	0.007	-
2.3421	151000	0.0046	-
2.3499	151500	0.0145	-
2.3576	152000	0.012	-
2.3654	152500	0.0128	-
2.3731	153000	0.012	-
2.3809	153500	0.01	-
2.3886	154000	0.0083	-
2.3964	154500	0.0117	-
2.4041	155000	0.0064	-
2.4119	155500	0.0092	-
2.4197	156000	0.0107	-
2.4274	156500	0.0091	-
2.4352	157000	0.0087	-
2.4429	157500	0.0149	-
2.4507	158000	0.0116	-
2.4584	158500	0.0133	-
2.4662	159000	0.0068	-
2.4739	159500	0.0117	-
2.4817	160000	0.0075	-
2.4895	160500	0.0082	-
2.4972	161000	0.0083	-
2.5050	161500	0.0216	-
2.5127	162000	0.0082	-
2.5205	162500	0.0037	-
2.5282	163000	0.0125	-
2.5360	163500	0.0134	-
2.5437	164000	0.0048	-
2.5515	164500	0.0092	-
2.5593	165000	0.0065	-
2.5670	165500	0.0131	-
2.5748	166000	0.0071	-
2.5825	166500	0.0069	-
2.5903	167000	0.009	-
2.5980	167500	0.006	-
2.6058	168000	0.0081	-
2.6135	168500	0.008	-
2.6213	169000	0.0059	-
2.6290	169500	0.0067	-
2.6368	170000	0.0086	-
2.6446	170500	0.013	-
2.6523	171000	0.0064	-
2.6601	171500	0.0092	-
2.6678	172000	0.0091	-
2.6756	172500	0.0087	-
2.6833	173000	0.0105	-
2.6911	173500	0.0098	-
2.6988	174000	0.0096	-
2.7066	174500	0.017	-
2.7144	175000	0.005	-
2.7221	175500	0.007	-
2.7299	176000	0.0086	-
2.7376	176500	0.0111	-
2.7454	177000	0.0079	-
2.7531	177500	0.0106	-
2.7609	178000	0.0045	-
2.7686	178500	0.0154	-
2.7764	179000	0.0108	-
2.7842	179500	0.0073	-
2.7919	180000	0.0077	-
2.7997	180500	0.0144	-
2.8074	181000	0.0099	-
2.8152	181500	0.0125	-
2.8229	182000	0.011	-
2.8307	182500	0.0068	-
2.8384	183000	0.007	-
2.8462	183500	0.0069	-
2.8540	184000	0.0087	-
2.8617	184500	0.0092	-
2.8695	185000	0.0055	-
2.8772	185500	0.0067	-
2.8850	186000	0.0104	-
2.8927	186500	0.0076	-
2.9005	187000	0.005	-
2.9082	187500	0.0123	-
2.9160	188000	0.0103	-
2.9237	188500	0.0067	-
2.9315	189000	0.0124	-
2.9393	189500	0.0138	-
2.9470	190000	0.0165	-
2.9548	190500	0.0138	-
2.9625	191000	0.009	-
2.9703	191500	0.0098	-
2.9780	192000	0.011	-
2.9858	192500	0.0126	-
2.9935	193000	0.004	-
3.0	193416	-	0.74
3.0013	193500	0.0085	-
3.0091	194000	0.0044	-
3.0168	194500	0.0055	-
3.0246	195000	0.0085	-
3.0323	195500	0.0042	-
3.0401	196000	0.0096	-
3.0478	196500	0.0071	-
3.0556	197000	0.0085	-
3.0633	197500	0.0031	-
3.0711	198000	0.0066	-
3.0789	198500	0.0057	-
3.0866	199000	0.0051	-
3.0944	199500	0.0043	-
3.1021	200000	0.0058	0.7465
3.1099	200500	0.0097	-
3.1176	201000	0.0091	-
3.1254	201500	0.0071	-
3.1331	202000	0.0035	-
3.1409	202500	0.0079	-
3.1487	203000	0.0085	-
3.1564	203500	0.0041	-
3.1642	204000	0.006	-
3.1719	204500	0.0049	-
3.1797	205000	0.0092	-
3.1874	205500	0.0057	-
3.1952	206000	0.008	-
3.2029	206500	0.008	-
3.2107	207000	0.0046	-
3.2185	207500	0.0084	-
3.2262	208000	0.0108	-
3.2340	208500	0.0035	-
3.2417	209000	0.0083	-
3.2495	209500	0.0055	-
3.2572	210000	0.0049	-
3.2650	210500	0.0051	-
3.2727	211000	0.0104	-
3.2805	211500	0.0072	-
3.2882	212000	0.0044	-
3.2960	212500	0.0071	-
3.3038	213000	0.0063	-
3.3115	213500	0.006	-
3.3193	214000	0.0043	-
3.3270	214500	0.0053	-
3.3348	215000	0.0086	-
3.3425	215500	0.007	-
3.3503	216000	0.0074	-
3.3580	216500	0.0056	-
3.3658	217000	0.0076	-
3.3736	217500	0.0101	-
3.3813	218000	0.0051	-
3.3891	218500	0.0039	-
3.3968	219000	0.0063	-
3.4046	219500	0.0042	-
3.4123	220000	0.005	-
3.4201	220500	0.0038	-
3.4278	221000	0.006	-
3.4356	221500	0.0129	-
3.4434	222000	0.005	-
3.4511	222500	0.0083	-
3.4589	223000	0.0037	-
3.4666	223500	0.0072	-
3.4744	224000	0.0106	-
3.4821	224500	0.0053	-
3.4899	225000	0.0061	-
3.4976	225500	0.0044	-
3.5054	226000	0.018	-
3.5132	226500	0.0052	-
3.5209	227000	0.0112	-
3.5287	227500	0.0081	-
3.5364	228000	0.0028	-
3.5442	228500	0.0048	-
3.5519	229000	0.0106	-
3.5597	229500	0.004	-
3.5674	230000	0.0032	-
3.5752	230500	0.0147	-
3.5830	231000	0.0053	-
3.5907	231500	0.0124	-
3.5985	232000	0.0061	-
3.6062	232500	0.0075	-
3.6140	233000	0.0053	-
3.6217	233500	0.0056	-
3.6295	234000	0.0062	-
3.6372	234500	0.0102	-
3.6450	235000	0.0072	-
3.6527	235500	0.0116	-
3.6605	236000	0.0062	-
3.6683	236500	0.0068	-
3.6760	237000	0.0053	-
3.6838	237500	0.0076	-
3.6915	238000	0.0103	-
3.6993	238500	0.007	-
3.7070	239000	0.004	-
3.7148	239500	0.0093	-
3.7225	240000	0.0091	-
3.7303	240500	0.0073	-
3.7381	241000	0.006	-
3.7458	241500	0.006	-
3.7536	242000	0.007	-
3.7613	242500	0.0071	-
3.7691	243000	0.0072	-
3.7768	243500	0.0117	-
3.7846	244000	0.0032	-
3.7923	244500	0.0026	-
3.8001	245000	0.0041	-
3.8079	245500	0.0044	-
3.8156	246000	0.0109	-
3.8234	246500	0.0086	-
3.8311	247000	0.0044	-
3.8389	247500	0.006	-
3.8466	248000	0.0038	-
3.8544	248500	0.0025	-
3.8621	249000	0.0031	-
3.8699	249500	0.0035	-
3.8777	250000	0.0052	0.7595
3.8854	250500	0.0065	-
3.8932	251000	0.0091	-
3.9009	251500	0.0068	-
3.9087	252000	0.0079	-
3.9164	252500	0.0115	-
3.9242	253000	0.0042	-
3.9319	253500	0.0069	-
3.9397	254000	0.0079	-
3.9475	254500	0.0071	-
3.9552	255000	0.002	-
3.9630	255500	0.0062	-
3.9707	256000	0.0071	-
3.9785	256500	0.0063	-
3.9862	257000	0.0017	-
3.9940	257500	0.0091	-
4.0	257888	-	0.752
4.0017	258000	0.0037	-
4.0095	258500	0.0041	-
4.0172	259000	0.0057	-
4.0250	259500	0.0032	-
4.0328	260000	0.0038	-
4.0405	260500	0.0072	-
4.0483	261000	0.0033	-
4.0560	261500	0.0066	-
4.0638	262000	0.0102	-
4.0715	262500	0.0074	-
4.0793	263000	0.0054	-
4.0870	263500	0.0025	-
4.0948	264000	0.0063	-
4.1026	264500	0.0057	-
4.1103	265000	0.0078	-
4.1181	265500	0.0032	-
4.1258	266000	0.0065	-
4.1336	266500	0.0034	-
4.1413	267000	0.0038	-
4.1491	267500	0.0058	-
4.1568	268000	0.0028	-
4.1646	268500	0.0034	-
4.1724	269000	0.0091	-
4.1801	269500	0.005	-
4.1879	270000	0.0056	-
4.1956	270500	0.004	-
4.2034	271000	0.0036	-
4.2111	271500	0.0062	-
4.2189	272000	0.0035	-
4.2266	272500	0.004	-
4.2344	273000	0.003	-
4.2422	273500	0.0064	-
4.2499	274000	0.0059	-
4.2577	274500	0.0018	-
4.2654	275000	0.0069	-
4.2732	275500	0.0053	-
4.2809	276000	0.0064	-
4.2887	276500	0.0049	-
4.2964	277000	0.0066	-
4.3042	277500	0.0078	-
4.3119	278000	0.0025	-
4.3197	278500	0.0033	-
4.3275	279000	0.0054	-
4.3352	279500	0.0047	-
4.3430	280000	0.0047	-
4.3507	280500	0.0035	-
4.3585	281000	0.0025	-
4.3662	281500	0.0038	-
4.3740	282000	0.0023	-
4.3817	282500	0.0054	-
4.3895	283000	0.0059	-
4.3973	283500	0.004	-
4.4050	284000	0.0064	-
4.4128	284500	0.0123	-
4.4205	285000	0.0047	-
4.4283	285500	0.003	-
4.4360	286000	0.0074	-
4.4438	286500	0.0056	-
4.4515	287000	0.0097	-
4.4593	287500	0.0077	-
4.4671	288000	0.0085	-
4.4748	288500	0.003	-
4.4826	289000	0.0071	-
4.4903	289500	0.0033	-
4.4981	290000	0.0042	-
4.5058	290500	0.0063	-
4.5136	291000	0.0046	-
4.5213	291500	0.0067	-
4.5291	292000	0.0057	-
4.5369	292500	0.0079	-
4.5446	293000	0.0031	-
4.5524	293500	0.0031	-
4.5601	294000	0.0056	-
4.5679	294500	0.0027	-
4.5756	295000	0.0017	-
4.5834	295500	0.0074	-
4.5911	296000	0.0064	-
4.5989	296500	0.0083	-
4.6067	297000	0.0047	-
4.6144	297500	0.004	-
4.6222	298000	0.0053	-
4.6299	298500	0.0082	-
4.6377	299000	0.0084	-
4.6454	299500	0.0057	-
4.6532	300000	0.0066	0.7365
4.6609	300500	0.0041	-
4.6687	301000	0.0051	-
4.6764	301500	0.0039	-
4.6842	302000	0.0041	-
4.6920	302500	0.0027	-
4.6997	303000	0.005	-
4.7075	303500	0.0059	-
4.7152	304000	0.0047	-
4.7230	304500	0.0055	-
4.7307	305000	0.0079	-
4.7385	305500	0.0079	-
4.7462	306000	0.0032	-
4.7540	306500	0.0059	-
4.7618	307000	0.0044	-
4.7695	307500	0.0028	-
4.7773	308000	0.0083	-
4.7850	308500	0.0064	-
4.7928	309000	0.0057	-
4.8005	309500	0.0055	-
4.8083	310000	0.0053	-
4.8160	310500	0.0034	-
4.8238	311000	0.0039	-
4.8316	311500	0.0056	-
4.8393	312000	0.0046	-
4.8471	312500	0.0039	-
4.8548	313000	0.0043	-
4.8626	313500	0.0052	-
4.8703	314000	0.0049	-
4.8781	314500	0.0045	-
4.8858	315000	0.0053	-
4.8936	315500	0.0056	-
4.9014	316000	0.0027	-
4.9091	316500	0.0042	-
4.9169	317000	0.005	-
4.9246	317500	0.0039	-
4.9324	318000	0.0027	-
4.9401	318500	0.004	-
4.9479	319000	0.0026	-
4.9556	319500	0.0025	-
4.9634	320000	0.0054	-
4.9712	320500	0.0073	-
4.9789	321000	0.0085	-
4.9867	321500	0.0029	-
4.9944	322000	0.0046	-
5.0	322360	-	0.7515
5.0022	322500	0.0052	-
5.0099	323000	0.0015	-
5.0177	323500	0.0022	-
5.0254	324000	0.0019	-
5.0332	324500	0.0026	-
5.0409	325000	0.0012	-
5.0487	325500	0.004	-
5.0565	326000	0.0031	-
5.0642	326500	0.0051	-
5.0720	327000	0.004	-
5.0797	327500	0.0043	-
5.0875	328000	0.0053	-
5.0952	328500	0.0014	-
5.1030	329000	0.0017	-
5.1107	329500	0.0038	-
5.1185	330000	0.0059	-
5.1263	330500	0.0039	-
5.1340	331000	0.0058	-
5.1418	331500	0.003	-
5.1495	332000	0.0044	-
5.1573	332500	0.0028	-
5.1650	333000	0.0039	-
5.1728	333500	0.0039	-
5.1805	334000	0.0018	-
5.1883	334500	0.0049	-
5.1961	335000	0.0026	-
5.2038	335500	0.0018	-
5.2116	336000	0.0049	-
5.2193	336500	0.0042	-
5.2271	337000	0.0051	-
5.2348	337500	0.005	-
5.2426	338000	0.0029	-
5.2503	338500	0.002	-
5.2581	339000	0.0025	-
5.2659	339500	0.003	-
5.2736	340000	0.002	-
5.2814	340500	0.0058	-
5.2891	341000	0.0061	-
5.2969	341500	0.0042	-
5.3046	342000	0.0025	-
5.3124	342500	0.0061	-
5.3201	343000	0.0024	-
5.3279	343500	0.0083	-
5.3356	344000	0.0013	-
5.3434	344500	0.003	-
5.3512	345000	0.001	-
5.3589	345500	0.0058	-
5.3667	346000	0.0021	-
5.3744	346500	0.0015	-
5.3822	347000	0.0018	-
5.3899	347500	0.0021	-
5.3977	348000	0.0029	-
5.4054	348500	0.0018	-
5.4132	349000	0.0036	-
5.4210	349500	0.0065	-
5.4287	350000	0.0052	0.779
5.4365	350500	0.0023	-
5.4442	351000	0.0093	-
5.4520	351500	0.0046	-
5.4597	352000	0.0009	-
5.4675	352500	0.0033	-
5.4752	353000	0.0053	-
5.4830	353500	0.004	-
5.4908	354000	0.0087	-
5.4985	354500	0.0021	-
5.5063	355000	0.0028	-
5.5140	355500	0.002	-
5.5218	356000	0.0013	-
5.5295	356500	0.003	-
5.5373	357000	0.0047	-
5.5450	357500	0.002	-
5.5528	358000	0.003	-
5.5606	358500	0.0037	-
5.5683	359000	0.0062	-
5.5761	359500	0.0025	-
5.5838	360000	0.0044	-
5.5916	360500	0.0085	-
5.5993	361000	0.0022	-
5.6071	361500	0.0063	-
5.6148	362000	0.0059	-
5.6226	362500	0.0089	-
5.6304	363000	0.0054	-
5.6381	363500	0.0082	-
5.6459	364000	0.0054	-
5.6536	364500	0.0022	-
5.6614	365000	0.0041	-
5.6691	365500	0.006	-
5.6769	366000	0.0065	-
5.6846	366500	0.0024	-
5.6924	367000	0.0021	-
5.7001	367500	0.0048	-
5.7079	368000	0.0054	-
5.7157	368500	0.0033	-
5.7234	369000	0.0014	-
5.7312	369500	0.0026	-
5.7389	370000	0.0042	-
5.7467	370500	0.0033	-
5.7544	371000	0.0096	-
5.7622	371500	0.0031	-
5.7699	372000	0.0044	-
5.7777	372500	0.0041	-
5.7855	373000	0.0024	-
5.7932	373500	0.0075	-
5.8010	374000	0.0031	-
5.8087	374500	0.0023	-
5.8165	375000	0.0045	-
5.8242	375500	0.0041	-
5.8320	376000	0.0063	-
5.8397	376500	0.0031	-
5.8475	377000	0.0066	-
5.8553	377500	0.0069	-
5.8630	378000	0.0039	-
5.8708	378500	0.0052	-
5.8785	379000	0.0024	-
5.8863	379500	0.0045	-
5.8940	380000	0.0017	-
5.9018	380500	0.0055	-
5.9095	381000	0.0028	-
5.9173	381500	0.0026	-
5.9251	382000	0.0026	-
5.9328	382500	0.0042	-
5.9406	383000	0.002	-
5.9483	383500	0.007	-
5.9561	384000	0.0064	-
5.9638	384500	0.0044	-
5.9716	385000	0.0058	-
5.9793	385500	0.0087	-
5.9871	386000	0.0045	-
5.9949	386500	0.0049	-
6.0	386832	-	0.782
6.0026	387000	0.0028	-
6.0104	387500	0.0083	-
6.0181	388000	0.0007	-
6.0259	388500	0.0023	-
6.0336	389000	0.0015	-
6.0414	389500	0.0023	-
6.0491	390000	0.0027	-
6.0569	390500	0.0029	-
6.0646	391000	0.0025	-
6.0724	391500	0.0032	-
6.0802	392000	0.0008	-
6.0879	392500	0.0025	-
6.0957	393000	0.0022	-
6.1034	393500	0.0047	-
6.1112	394000	0.0018	-
6.1189	394500	0.006	-
6.1267	395000	0.0047	-
6.1344	395500	0.0049	-
6.1422	396000	0.002	-
6.1500	396500	0.0039	-
6.1577	397000	0.0039	-
6.1655	397500	0.0076	-
6.1732	398000	0.0038	-
6.1810	398500	0.005	-
6.1887	399000	0.0019	-
6.1965	399500	0.0028	-
6.2042	400000	0.0015	0.791
6.2120	400500	0.003	-
6.2198	401000	0.0037	-
6.2275	401500	0.0027	-
6.2353	402000	0.005	-
6.2430	402500	0.0033	-
6.2508	403000	0.0035	-
6.2585	403500	0.0047	-
6.2663	404000	0.0021	-
6.2740	404500	0.0013	-
6.2818	405000	0.0032	-
6.2896	405500	0.001	-
6.2973	406000	0.0031	-
6.3051	406500	0.0034	-
6.3128	407000	0.0008	-
6.3206	407500	0.004	-
6.3283	408000	0.0034	-
6.3361	408500	0.0027	-
6.3438	409000	0.0011	-
6.3516	409500	0.0015	-
6.3593	410000	0.0029	-
6.3671	410500	0.0015	-
6.3749	411000	0.0013	-
6.3826	411500	0.0049	-
6.3904	412000	0.0047	-
6.3981	412500	0.0025	-
6.4059	413000	0.0024	-
6.4136	413500	0.0041	-
6.4214	414000	0.0026	-
6.4291	414500	0.0049	-
6.4369	415000	0.0021	-
6.4447	415500	0.0021	-
6.4524	416000	0.0032	-
6.4602	416500	0.0054	-
6.4679	417000	0.0019	-
6.4757	417500	0.0081	-
6.4834	418000	0.0033	-
6.4912	418500	0.0021	-
6.4989	419000	0.0043	-
6.5067	419500	0.0045	-
6.5145	420000	0.003	-
6.5222	420500	0.0028	-
6.5300	421000	0.0029	-
6.5377	421500	0.0025	-
6.5455	422000	0.002	-
6.5532	422500	0.0027	-
6.5610	423000	0.0022	-
6.5687	423500	0.0015	-
6.5765	424000	0.0024	-
6.5843	424500	0.0058	-
6.5920	425000	0.0026	-
6.5998	425500	0.0016	-
6.6075	426000	0.0029	-
6.6153	426500	0.0033	-
6.6230	427000	0.0024	-
6.6308	427500	0.0019	-
6.6385	428000	0.0058	-
6.6463	428500	0.0036	-
6.6541	429000	0.0026	-
6.6618	429500	0.0038	-
6.6696	430000	0.0025	-
6.6773	430500	0.0041	-
6.6851	431000	0.0022	-
6.6928	431500	0.0018	-
6.7006	432000	0.0043	-
6.7083	432500	0.0029	-
6.7161	433000	0.0056	-
6.7238	433500	0.003	-
6.7316	434000	0.0022	-
6.7394	434500	0.003	-
6.7471	435000	0.0016	-
6.7549	435500	0.0071	-
6.7626	436000	0.002	-
6.7704	436500	0.0033	-
6.7781	437000	0.0029	-
6.7859	437500	0.0017	-
6.7936	438000	0.0025	-
6.8014	438500	0.0029	-
6.8092	439000	0.0013	-
6.8169	439500	0.0023	-
6.8247	440000	0.0015	-
6.8324	440500	0.0037	-
6.8402	441000	0.0015	-
6.8479	441500	0.0014	-
6.8557	442000	0.0011	-
6.8634	442500	0.0038	-
6.8712	443000	0.0039	-
6.8790	443500	0.0028	-
6.8867	444000	0.0048	-
6.8945	444500	0.0042	-
6.9022	445000	0.0013	-
6.9100	445500	0.0027	-
6.9177	446000	0.0036	-
6.9255	446500	0.0028	-
6.9332	447000	0.0044	-
6.9410	447500	0.0016	-
6.9488	448000	0.0018	-
6.9565	448500	0.0036	-
6.9643	449000	0.0032	-
6.9720	449500	0.0044	-
6.9798	450000	0.0029	0.79
6.9875	450500	0.0016	-
6.9953	451000	0.0032	-
7.0	451304	-	0.7915
7.0030	451500	0.0038	-
7.0108	452000	0.0016	-
7.0186	452500	0.0018	-
7.0263	453000	0.0011	-
7.0341	453500	0.0009	-
7.0418	454000	0.0055	-
7.0496	454500	0.0027	-
7.0573	455000	0.0027	-
7.0651	455500	0.0034	-
7.0728	456000	0.0014	-
7.0806	456500	0.0031	-
7.0883	457000	0.0009	-
7.0961	457500	0.0023	-
7.1039	458000	0.0019	-
7.1116	458500	0.0054	-
7.1194	459000	0.0062	-
7.1271	459500	0.0007	-
7.1349	460000	0.0008	-
7.1426	460500	0.0034	-
7.1504	461000	0.0008	-
7.1581	461500	0.0008	-
7.1659	462000	0.004	-
7.1737	462500	0.0014	-
7.1814	463000	0.0012	-
7.1892	463500	0.0012	-
7.1969	464000	0.0019	-
7.2047	464500	0.0016	-
7.2124	465000	0.0053	-
7.2202	465500	0.0016	-
7.2279	466000	0.0008	-
7.2357	466500	0.0025	-
7.2435	467000	0.0009	-
7.2512	467500	0.0017	-
7.2590	468000	0.0009	-
7.2667	468500	0.0019	-
7.2745	469000	0.0033	-
7.2822	469500	0.0009	-
7.2900	470000	0.0019	-
7.2977	470500	0.0017	-
7.3055	471000	0.0024	-
7.3133	471500	0.0015	-
7.3210	472000	0.0011	-
7.3288	472500	0.0036	-
7.3365	473000	0.0005	-
7.3443	473500	0.0012	-
7.3520	474000	0.0027	-
7.3598	474500	0.0022	-
7.3675	475000	0.0003	-
7.3753	475500	0.0019	-
7.3831	476000	0.0019	-
7.3908	476500	0.002	-
7.3986	477000	0.0018	-
7.4063	477500	0.0026	-
7.4141	478000	0.0006	-
7.4218	478500	0.0028	-
7.4296	479000	0.0031	-
7.4373	479500	0.0057	-
7.4451	480000	0.0017	-
7.4528	480500	0.0016	-
7.4606	481000	0.0009	-
7.4684	481500	0.0005	-
7.4761	482000	0.0024	-
7.4839	482500	0.0058	-
7.4916	483000	0.0032	-
7.4994	483500	0.0021	-
7.5071	484000	0.0013	-
7.5149	484500	0.0023	-
7.5226	485000	0.0015	-
7.5304	485500	0.0037	-
7.5382	486000	0.002	-
7.5459	486500	0.0026	-
7.5537	487000	0.003	-
7.5614	487500	0.0049	-
7.5692	488000	0.0017	-
7.5769	488500	0.001	-
7.5847	489000	0.0015	-
7.5924	489500	0.0011	-
7.6002	490000	0.0016	-
7.6080	490500	0.004	-
7.6157	491000	0.0023	-
7.6235	491500	0.0024	-
7.6312	492000	0.0019	-
7.6390	492500	0.001	-
7.6467	493000	0.0018	-
7.6545	493500	0.0014	-
7.6622	494000	0.0003	-
7.6700	494500	0.0016	-
7.6778	495000	0.0009	-
7.6855	495500	0.0015	-
7.6933	496000	0.0023	-
7.7010	496500	0.001	-
7.7088	497000	0.0017	-
7.7165	497500	0.0032	-
7.7243	498000	0.0018	-
7.7320	498500	0.0038	-
7.7398	499000	0.0013	-
7.7475	499500	0.0018	-
7.7553	500000	0.0014	0.822
7.7631	500500	0.0017	-
7.7708	501000	0.0009	-
7.7786	501500	0.0024	-
7.7863	502000	0.0007	-
7.7941	502500	0.0023	-
7.8018	503000	0.0022	-
7.8096	503500	0.0018	-
7.8173	504000	0.0025	-
7.8251	504500	0.0044	-
7.8329	505000	0.0019	-
7.8406	505500	0.0009	-
7.8484	506000	0.0026	-
7.8561	506500	0.0007	-
7.8639	507000	0.0018	-
7.8716	507500	0.0013	-
7.8794	508000	0.0024	-
7.8871	508500	0.0025	-
7.8949	509000	0.0014	-
7.9027	509500	0.0009	-
7.9104	510000	0.0017	-
7.9182	510500	0.005	-
7.9259	511000	0.0012	-
7.9337	511500	0.0007	-
7.9414	512000	0.0015	-
7.9492	512500	0.0024	-
7.9569	513000	0.0011	-
7.9647	513500	0.001	-
7.9725	514000	0.0028	-
7.9802	514500	0.0017	-
7.9880	515000	0.0006	-
7.9957	515500	0.0039	-
8.0	515776	-	0.8215
8.0035	516000	0.0012	-
8.0112	516500	0.0017	-
8.0190	517000	0.0025	-
8.0267	517500	0.0005	-
8.0345	518000	0.0034	-
8.0423	518500	0.0008	-
8.0500	519000	0.005	-
8.0578	519500	0.0022	-
8.0655	520000	0.0006	-
8.0733	520500	0.0015	-
8.0810	521000	0.0008	-
8.0888	521500	0.0012	-
8.0965	522000	0.0007	-
8.1043	522500	0.0004	-
8.1120	523000	0.0019	-
8.1198	523500	0.0017	-
8.1276	524000	0.0008	-
8.1353	524500	0.0042	-
8.1431	525000	0.0019	-
8.1508	525500	0.0007	-
8.1586	526000	0.0019	-
8.1663	526500	0.003	-
8.1741	527000	0.0008	-
8.1818	527500	0.0012	-
8.1896	528000	0.0007	-
8.1974	528500	0.0024	-
8.2051	529000	0.0018	-
8.2129	529500	0.0026	-
8.2206	530000	0.0007	-
8.2284	530500	0.003	-
8.2361	531000	0.0023	-
8.2439	531500	0.0009	-
8.2516	532000	0.0014	-
8.2594	532500	0.0009	-
8.2672	533000	0.0013	-
8.2749	533500	0.0032	-
8.2827	534000	0.0025	-
8.2904	534500	0.0011	-
8.2982	535000	0.0045	-
8.3059	535500	0.0015	-
8.3137	536000	0.0008	-
8.3214	536500	0.0023	-
8.3292	537000	0.0041	-
8.3370	537500	0.0023	-
8.3447	538000	0.0027	-
8.3525	538500	0.004	-
8.3602	539000	0.0018	-
8.3680	539500	0.0037	-
8.3757	540000	0.0014	-
8.3835	540500	0.0008	-
8.3912	541000	0.0006	-
8.3990	541500	0.0009	-
8.4068	542000	0.0016	-
8.4145	542500	0.0012	-
8.4223	543000	0.0012	-
8.4300	543500	0.0008	-
8.4378	544000	0.002	-
8.4455	544500	0.0005	-
8.4533	545000	0.0013	-
8.4610	545500	0.0004	-
8.4688	546000	0.0024	-
8.4765	546500	0.0021	-
8.4843	547000	0.0017	-
8.4921	547500	0.0033	-
8.4998	548000	0.0036	-
8.5076	548500	0.0015	-
8.5153	549000	0.001	-
8.5231	549500	0.0037	-
8.5308	550000	0.0011	0.824
8.5386	550500	0.0014	-
8.5463	551000	0.0026	-
8.5541	551500	0.0017	-
8.5619	552000	0.0021	-
8.5696	552500	0.0014	-
8.5774	553000	0.0015	-
8.5851	553500	0.0025	-
8.5929	554000	0.001	-
8.6006	554500	0.001	-
8.6084	555000	0.0016	-
8.6161	555500	0.0011	-
8.6239	556000	0.0018	-
8.6317	556500	0.0012	-
8.6394	557000	0.002	-
8.6472	557500	0.0007	-
8.6549	558000	0.0005	-
8.6627	558500	0.0013	-
8.6704	559000	0.0046	-
8.6782	559500	0.001	-
8.6859	560000	0.0015	-
8.6937	560500	0.0012	-
8.7015	561000	0.0011	-
8.7092	561500	0.0012	-
8.7170	562000	0.0005	-
8.7247	562500	0.0014	-
8.7325	563000	0.0004	-
8.7402	563500	0.0009	-
8.7480	564000	0.0022	-
8.7557	564500	0.0005	-
8.7635	565000	0.0037	-
8.7712	565500	0.0003	-
8.7790	566000	0.0023	-
8.7868	566500	0.0008	-
8.7945	567000	0.0007	-
8.8023	567500	0.0025	-
8.8100	568000	0.0018	-
8.8178	568500	0.0056	-
8.8255	569000	0.0014	-
8.8333	569500	0.0008	-
8.8410	570000	0.0007	-
8.8488	570500	0.0039	-
8.8566	571000	0.0012	-
8.8643	571500	0.0013	-
8.8721	572000	0.0017	-
8.8798	572500	0.0009	-
8.8876	573000	0.0009	-
8.8953	573500	0.0008	-
8.9031	574000	0.002	-
8.9108	574500	0.001	-
8.9186	575000	0.0005	-
8.9264	575500	0.0011	-
8.9341	576000	0.0009	-
8.9419	576500	0.0024	-
8.9496	577000	0.0017	-
8.9574	577500	0.0023	-
8.9651	578000	0.0033	-
8.9729	578500	0.0029	-
8.9806	579000	0.0015	-
8.9884	579500	0.0018	-
8.9962	580000	0.0013	-
9.0	580248	-	0.842
9.0039	580500	0.0004	-
9.0117	581000	0.0011	-
9.0194	581500	0.0016	-
9.0272	582000	0.0018	-
9.0349	582500	0.001	-
9.0427	583000	0.0013	-
9.0504	583500	0.0014	-
9.0582	584000	0.0007	-
9.0660	584500	0.0027	-
9.0737	585000	0.0006	-
9.0815	585500	0.002	-
9.0892	586000	0.0011	-
9.0970	586500	0.0005	-
9.1047	587000	0.0015	-
9.1125	587500	0.0004	-
9.1202	588000	0.0006	-
9.1280	588500	0.004	-
9.1357	589000	0.0014	-
9.1435	589500	0.0013	-
9.1513	590000	0.0016	-
9.1590	590500	0.0005	-
9.1668	591000	0.001	-
9.1745	591500	0.0032	-
9.1823	592000	0.0038	-
9.1900	592500	0.0008	-
9.1978	593000	0.0021	-
9.2055	593500	0.0003	-
9.2133	594000	0.0002	-
9.2211	594500	0.0006	-
9.2288	595000	0.0008	-
9.2366	595500	0.0005	-
9.2443	596000	0.0014	-
9.2521	596500	0.0022	-
9.2598	597000	0.0009	-
9.2676	597500	0.0033	-
9.2753	598000	0.0014	-
9.2831	598500	0.0011	-
9.2909	599000	0.0007	-
9.2986	599500	0.0007	-
9.3064	600000	0.0006	0.845
9.3141	600500	0.0012	-
9.3219	601000	0.0007	-
9.3296	601500	0.0022	-
9.3374	602000	0.0017	-
9.3451	602500	0.0006	-
9.3529	603000	0.0004	-
9.3607	603500	0.0013	-
9.3684	604000	0.0009	-
9.3762	604500	0.0003	-
9.3839	605000	0.0018	-
9.3917	605500	0.0008	-
9.3994	606000	0.0013	-
9.4072	606500	0.0007	-
9.4149	607000	0.0006	-
9.4227	607500	0.0013	-
9.4305	608000	0.0004	-
9.4382	608500	0.0004	-
9.4460	609000	0.001	-
9.4537	609500	0.001	-
9.4615	610000	0.0006	-
9.4692	610500	0.0008	-
9.4770	611000	0.0017	-
9.4847	611500	0.0005	-
9.4925	612000	0.0012	-
9.5002	612500	0.0007	-
9.5080	613000	0.0009	-
9.5158	613500	0.0012	-
9.5235	614000	0.0019	-
9.5313	614500	0.001	-
9.5390	615000	0.0002	-
9.5468	615500	0.0048	-
9.5545	616000	0.0014	-
9.5623	616500	0.0004	-
9.5700	617000	0.0011	-
9.5778	617500	0.0014	-
9.5856	618000	0.0017	-
9.5933	618500	0.0015	-
9.6011	619000	0.0017	-
9.6088	619500	0.0014	-
9.6166	620000	0.0006	-
9.6243	620500	0.0009	-
9.6321	621000	0.0011	-
9.6398	621500	0.0002	-
9.6476	622000	0.0018	-
9.6554	622500	0.0012	-
9.6631	623000	0.0018	-
9.6709	623500	0.0006	-
9.6786	624000	0.0022	-
9.6864	624500	0.0003	-
9.6941	625000	0.0035	-
9.7019	625500	0.0021	-
9.7096	626000	0.003	-
9.7174	626500	0.0005	-
9.7252	627000	0.0009	-
9.7329	627500	0.001	-
9.7407	628000	0.0005	-
9.7484	628500	0.0007	-
9.7562	629000	0.0019	-
9.7639	629500	0.0017	-
9.7717	630000	0.0016	-
9.7794	630500	0.0003	-
9.7872	631000	0.002	-
9.7949	631500	0.0007	-
9.8027	632000	0.0002	-
9.8105	632500	0.0008	-
9.8182	633000	0.0006	-
9.8260	633500	0.0005	-
9.8337	634000	0.0005	-
9.8415	634500	0.0007	-
9.8492	635000	0.0019	-
9.8570	635500	0.0016	-
9.8647	636000	0.0027	-
9.8725	636500	0.0018	-
9.8803	637000	0.0005	-
9.8880	637500	0.0008	-
9.8958	638000	0.0007	-
9.9035	638500	0.0014	-
9.9113	639000	0.0011	-
9.9190	639500	0.001	-
9.9268	640000	0.0011	-
9.9345	640500	0.0012	-
9.9423	641000	0.0019	-
9.9501	641500	0.0014	-
9.9578	642000	0.0007	-
9.9656	642500	0.0006	-
9.9733	643000	0.0007	-
9.9811	643500	0.0052	-
9.9888	644000	0.0002	-
9.9966	644500	0.0013	-
10.0	644720	-	0.848
10.0043	645000	0.0011	-
10.0121	645500	0.0003	-
10.0199	646000	0.0014	-
10.0276	646500	0.0006	-
10.0354	647000	0.0018	-
10.0431	647500	0.0005	-
10.0509	648000	0.0007	-
10.0586	648500	0.0005	-
10.0664	649000	0.0015	-
10.0741	649500	0.0004	-
10.0819	650000	0.001	0.852
10.0897	650500	0.0006	-
10.0974	651000	0.001	-
10.1052	651500	0.004	-
10.1129	652000	0.0013	-
10.1207	652500	0.0011	-
10.1284	653000	0.0004	-
10.1362	653500	0.0003	-
10.1439	654000	0.0003	-
10.1517	654500	0.0009	-
10.1594	655000	0.0006	-
10.1672	655500	0.0004	-
10.1750	656000	0.0003	-
10.1827	656500	0.0003	-
10.1905	657000	0.0003	-
10.1982	657500	0.0002	-
10.2060	658000	0.0005	-
10.2137	658500	0.0006	-
10.2215	659000	0.0008	-
10.2292	659500	0.0028	-
10.2370	660000	0.0035	-
10.2448	660500	0.001	-
10.2525	661000	0.0007	-
10.2603	661500	0.0003	-
10.2680	662000	0.0006	-
10.2758	662500	0.0006	-
10.2835	663000	0.0007	-
10.2913	663500	0.0003	-
10.2990	664000	0.001	-
10.3068	664500	0.0023	-
10.3146	665000	0.0012	-
10.3223	665500	0.0071	-
10.3301	666000	0.0027	-
10.3378	666500	0.0008	-
10.3456	667000	0.0019	-
10.3533	667500	0.0007	-
10.3611	668000	0.0008	-
10.3688	668500	0.0008	-
10.3766	669000	0.0008	-
10.3844	669500	0.0009	-
10.3921	670000	0.0002	-
10.3999	670500	0.0019	-
10.4076	671000	0.0014	-
10.4154	671500	0.0015	-
10.4231	672000	0.0017	-
10.4309	672500	0.0033	-
10.4386	673000	0.0024	-
10.4464	673500	0.0006	-
10.4542	674000	0.0003	-
10.4619	674500	0.0003	-
10.4697	675000	0.0008	-
10.4774	675500	0.0005	-
10.4852	676000	0.0008	-
10.4929	676500	0.0008	-
10.5007	677000	0.0005	-
10.5084	677500	0.0004	-
10.5162	678000	0.0005	-
10.5239	678500	0.0012	-
10.5317	679000	0.0005	-
10.5395	679500	0.0002	-
10.5472	680000	0.0004	-
10.5550	680500	0.0038	-
10.5627	681000	0.0052	-
10.5705	681500	0.0013	-
10.5782	682000	0.0006	-
10.5860	682500	0.0005	-
10.5937	683000	0.0007	-
10.6015	683500	0.0009	-
10.6093	684000	0.002	-
10.6170	684500	0.0014	-
10.6248	685000	0.0009	-
10.6325	685500	0.0004	-
10.6403	686000	0.0005	-
10.6480	686500	0.0022	-
10.6558	687000	0.0014	-
10.6635	687500	0.0003	-
10.6713	688000	0.0003	-
10.6791	688500	0.0013	-
10.6868	689000	0.0006	-
10.6946	689500	0.0015	-
10.7023	690000	0.0004	-
10.7101	690500	0.0002	-
10.7178	691000	0.002	-
10.7256	691500	0.0004	-
10.7333	692000	0.0003	-
10.7411	692500	0.0003	-
10.7489	693000	0.0004	-
10.7566	693500	0.0059	-
10.7644	694000	0.0005	-
10.7721	694500	0.002	-
10.7799	695000	0.0004	-
10.7876	695500	0.0008	-
10.7954	696000	0.0005	-
10.8031	696500	0.0011	-
10.8109	697000	0.0005	-
10.8186	697500	0.0007	-
10.8264	698000	0.0026	-
10.8342	698500	0.0004	-
10.8419	699000	0.0017	-
10.8497	699500	0.0013	-
10.8574	700000	0.0007	0.855
10.8652	700500	0.0013	-
10.8729	701000	0.0012	-
10.8807	701500	0.0011	-
10.8884	702000	0.0012	-
10.8962	702500	0.0008	-
10.9040	703000	0.0004	-
10.9117	703500	0.0002	-
10.9195	704000	0.0005	-
10.9272	704500	0.0018	-
10.9350	705000	0.0008	-
10.9427	705500	0.0014	-
10.9505	706000	0.0016	-
10.9582	706500	0.0005	-
10.9660	707000	0.0022	-
10.9738	707500	0.0008	-
10.9815	708000	0.0006	-
10.9893	708500	0.0009	-
10.9970	709000	0.0003	-
11.0	709192	-	0.8655
11.0048	709500	0.0008	-
11.0125	710000	0.0007	-
11.0203	710500	0.0007	-
11.0280	711000	0.0007	-
11.0358	711500	0.0011	-
11.0436	712000	0.0008	-
11.0513	712500	0.0004	-
11.0591	713000	0.0005	-
11.0668	713500	0.0034	-
11.0746	714000	0.0002	-
11.0823	714500	0.0024	-
11.0901	715000	0.0004	-
11.0978	715500	0.0019	-
11.1056	716000	0.0005	-
11.1134	716500	0.0014	-
11.1211	717000	0.0009	-
11.1289	717500	0.0003	-
11.1366	718000	0.0004	-
11.1444	718500	0.0003	-
11.1521	719000	0.0012	-
11.1599	719500	0.0003	-
11.1676	720000	0.0006	-
11.1754	720500	0.0003	-
11.1831	721000	0.0009	-
11.1909	721500	0.0006	-
11.1987	722000	0.0004	-
11.2064	722500	0.0008	-
11.2142	723000	0.0023	-
11.2219	723500	0.0006	-
11.2297	724000	0.0005	-
11.2374	724500	0.0005	-
11.2452	725000	0.0006	-
11.2529	725500	0.0002	-
11.2607	726000	0.0005	-
11.2685	726500	0.0008	-
11.2762	727000	0.0015	-
11.2840	727500	0.0002	-
11.2917	728000	0.0006	-
11.2995	728500	0.0008	-
11.3072	729000	0.0003	-
11.3150	729500	0.0008	-
11.3227	730000	0.0006	-
11.3305	730500	0.0003	-
11.3383	731000	0.0012	-
11.3460	731500	0.001	-
11.3538	732000	0.0016	-
11.3615	732500	0.0016	-
11.3693	733000	0.0011	-
11.3770	733500	0.0004	-
11.3848	734000	0.0014	-
11.3925	734500	0.0003	-
11.4003	735000	0.0002	-
11.4081	735500	0.0005	-
11.4158	736000	0.0018	-
11.4236	736500	0.0002	-
11.4313	737000	0.001	-
11.4391	737500	0.0002	-
11.4468	738000	0.0003	-
11.4546	738500	0.0002	-
11.4623	739000	0.0002	-
11.4701	739500	0.002	-
11.4779	740000	0.0009	-
11.4856	740500	0.0004	-
11.4934	741000	0.0004	-
11.5011	741500	0.0004	-
11.5089	742000	0.0004	-
11.5166	742500	0.001	-
11.5244	743000	0.0004	-
11.5321	743500	0.0006	-
11.5399	744000	0.0005	-
11.5476	744500	0.0003	-
11.5554	745000	0.0004	-
11.5632	745500	0.0003	-
11.5709	746000	0.0015	-
11.5787	746500	0.0005	-
11.5864	747000	0.0007	-
11.5942	747500	0.0005	-
11.6019	748000	0.0018	-
11.6097	748500	0.0013	-
11.6174	749000	0.0009	-
11.6252	749500	0.0004	-
11.6330	750000	0.0013	0.8735
11.6407	750500	0.0007	-
11.6485	751000	0.0022	-
11.6562	751500	0.0002	-
11.6640	752000	0.0013	-
11.6717	752500	0.0004	-
11.6795	753000	0.0019	-
11.6872	753500	0.0003	-
11.6950	754000	0.0006	-
11.7028	754500	0.0007	-
11.7105	755000	0.0002	-
11.7183	755500	0.0008	-
11.7260	756000	0.0011	-
11.7338	756500	0.0005	-
11.7415	757000	0.0008	-
11.7493	757500	0.0004	-
11.7570	758000	0.0011	-
11.7648	758500	0.0011	-
11.7726	759000	0.001	-
11.7803	759500	0.0001	-
11.7881	760000	0.0005	-
11.7958	760500	0.0007	-
11.8036	761000	0.0005	-
11.8113	761500	0.0012	-
11.8191	762000	0.0003	-
11.8268	762500	0.0005	-
11.8346	763000	0.0003	-
11.8424	763500	0.0002	-
11.8501	764000	0.0006	-
11.8579	764500	0.0004	-
11.8656	765000	0.0006	-
11.8734	765500	0.0017	-
11.8811	766000	0.0002	-
11.8889	766500	0.0003	-
11.8966	767000	0.0003	-
11.9044	767500	0.0006	-
11.9121	768000	0.0007	-
11.9199	768500	0.0002	-
11.9277	769000	0.0021	-
11.9354	769500	0.0008	-
11.9432	770000	0.0004	-
11.9509	770500	0.0003	-
11.9587	771000	0.0004	-
11.9664	771500	0.0003	-
11.9742	772000	0.0002	-
11.9819	772500	0.0016	-
11.9897	773000	0.0004	-
11.9975	773500	0.0003	-
12.0	773664	-	0.8735
12.0052	774000	0.0013	-
12.0130	774500	0.0007	-
12.0207	775000	0.0002	-
12.0285	775500	0.0004	-
12.0362	776000	0.0001	-
12.0440	776500	0.0005	-
12.0517	777000	0.0002	-
12.0595	777500	0.0005	-
12.0673	778000	0.0003	-
12.0750	778500	0.0003	-
12.0828	779000	0.0008	-
12.0905	779500	0.0004	-
12.0983	780000	0.0002	-
12.1060	780500	0.0006	-
12.1138	781000	0.0005	-
12.1215	781500	0.0005	-
12.1293	782000	0.0005	-
12.1371	782500	0.0002	-
12.1448	783000	0.0002	-
12.1526	783500	0.0002	-
12.1603	784000	0.0004	-
12.1681	784500	0.0003	-
12.1758	785000	0.0001	-
12.1836	785500	0.0003	-
12.1913	786000	0.0001	-
12.1991	786500	0.0008	-
12.2068	787000	0.0005	-
12.2146	787500	0.0003	-
12.2224	788000	0.0004	-
12.2301	788500	0.0022	-
12.2379	789000	0.0003	-
12.2456	789500	0.0006	-
12.2534	790000	0.0002	-
12.2611	790500	0.0007	-
12.2689	791000	0.0004	-
12.2766	791500	0.0002	-
12.2844	792000	0.002	-
12.2922	792500	0.0009	-
12.2999	793000	0.0006	-
12.3077	793500	0.0001	-
12.3154	794000	0.0001	-
12.3232	794500	0.0003	-
12.3309	795000	0.0003	-
12.3387	795500	0.0004	-
12.3464	796000	0.0011	-
12.3542	796500	0.0011	-
12.3620	797000	0.0003	-
12.3697	797500	0.0003	-
12.3775	798000	0.0002	-
12.3852	798500	0.0013	-
12.3930	799000	0.0003	-
12.4007	799500	0.0003	-
12.4085	800000	0.0004	0.878
12.4162	800500	0.0002	-
12.4240	801000	0.0002	-
12.4318	801500	0.0003	-
12.4395	802000	0.0006	-
12.4473	802500	0.0003	-
12.4550	803000	0.0004	-
12.4628	803500	0.0018	-
12.4705	804000	0.0001	-
12.4783	804500	0.0001	-
12.4860	805000	0.0009	-
12.4938	805500	0.0003	-
12.5016	806000	0.0006	-
12.5093	806500	0.0002	-
12.5171	807000	0.0001	-
12.5248	807500	0.0002	-
12.5326	808000	0.0002	-
12.5403	808500	0.0008	-
12.5481	809000	0.0002	-
12.5558	809500	0.0002	-
12.5636	810000	0.0002	-
12.5713	810500	0.0009	-
12.5791	811000	0.001	-
12.5869	811500	0.0005	-
12.5946	812000	0.0002	-
12.6024	812500	0.0005	-
12.6101	813000	0.0003	-
12.6179	813500	0.0002	-
12.6256	814000	0.001	-
12.6334	814500	0.0005	-
12.6411	815000	0.0001	-
12.6489	815500	0.0002	-
12.6567	816000	0.0002	-
12.6644	816500	0.0003	-
12.6722	817000	0.0011	-
12.6799	817500	0.0017	-
12.6877	818000	0.0003	-
12.6954	818500	0.0006	-
12.7032	819000	0.0003	-
12.7109	819500	0.0002	-
12.7187	820000	0.0005	-
12.7265	820500	0.0003	-
12.7342	821000	0.0008	-
12.7420	821500	0.0001	-
12.7497	822000	0.0004	-
12.7575	822500	0.0003	-
12.7652	823000	0.0006	-
12.7730	823500	0.0001	-
12.7807	824000	0.0002	-
12.7885	824500	0.0003	-
12.7963	825000	0.0002	-
12.8040	825500	0.0007	-
12.8118	826000	0.0004	-
12.8195	826500	0.0009	-
12.8273	827000	0.0002	-
12.8350	827500	0.0008	-
12.8428	828000	0.0007	-
12.8505	828500	0.0008	-
12.8583	829000	0.0002	-
12.8661	829500	0.0002	-
12.8738	830000	0.0005	-
12.8816	830500	0.0002	-
12.8893	831000	0.0015	-
12.8971	831500	0.0001	-
12.9048	832000	0.0002	-
12.9126	832500	0.0004	-
12.9203	833000	0.0007	-
12.9281	833500	0.0008	-
12.9358	834000	0.0001	-
12.9436	834500	0.0004	-
12.9514	835000	0.0003	-
12.9591	835500	0.0007	-
12.9669	836000	0.0009	-
12.9746	836500	0.0014	-
12.9824	837000	0.0004	-
12.9901	837500	0.0007	-
12.9979	838000	0.0008	-
13.0	838136	-	0.8825
13.0056	838500	0.0004	-
13.0134	839000	0.0002	-
13.0212	839500	0.0011	-
13.0289	840000	0.0003	-
13.0367	840500	0.0007	-
13.0444	841000	0.0011	-
13.0522	841500	0.0005	-
13.0599	842000	0.0001	-
13.0677	842500	0.0013	-
13.0754	843000	0.0003	-
13.0832	843500	0.0005	-
13.0910	844000	0.0003	-
13.0987	844500	0.0001	-
13.1065	845000	0.0001	-
13.1142	845500	0.0003	-
13.1220	846000	0.0003	-
13.1297	846500	0.0003	-
13.1375	847000	0.0003	-
13.1452	847500	0.0002	-
13.1530	848000	0.001	-
13.1608	848500	0.0012	-
13.1685	849000	0.0016	-
13.1763	849500	0.0002	-
13.1840	850000	0.0003	0.8815
13.1918	850500	0.0003	-
13.1995	851000	0.001	-
13.2073	851500	0.0001	-
13.2150	852000	0.0003	-
13.2228	852500	0.0015	-
13.2305	853000	0.0002	-
13.2383	853500	0.0001	-
13.2461	854000	0.0004	-
13.2538	854500	0.0004	-
13.2616	855000	0.001	-
13.2693	855500	0.0014	-
13.2771	856000	0.0004	-
13.2848	856500	0.0002	-
13.2926	857000	0.0023	-
13.3003	857500	0.0002	-
13.3081	858000	0.0005	-
13.3159	858500	0.0003	-
13.3236	859000	0.0007	-
13.3314	859500	0.0003	-
13.3391	860000	0.0006	-
13.3469	860500	0.0013	-
13.3546	861000	0.0001	-
13.3624	861500	0.0004	-
13.3701	862000	0.0001	-
13.3779	862500	0.0003	-
13.3857	863000	0.0006	-
13.3934	863500	0.0003	-
13.4012	864000	0.0006	-
13.4089	864500	0.0001	-
13.4167	865000	0.0001	-
13.4244	865500	0.0001	-
13.4322	866000	0.0004	-
13.4399	866500	0.0001	-
13.4477	867000	0.0004	-
13.4555	867500	0.0031	-
13.4632	868000	0.0004	-
13.4710	868500	0.0002	-
13.4787	869000	0.0005	-
13.4865	869500	0.0003	-
13.4942	870000	0.0004	-
13.5020	870500	0.0	-
13.5097	871000	0.0005	-
13.5175	871500	0.0003	-
13.5253	872000	0.0014	-
13.5330	872500	0.0001	-
13.5408	873000	0.0001	-
13.5485	873500	0.0007	-
13.5563	874000	0.0006	-
13.5640	874500	0.0004	-
13.5718	875000	0.0038	-
13.5795	875500	0.0002	-
13.5873	876000	0.0003	-
13.5950	876500	0.0005	-
13.6028	877000	0.0018	-
13.6106	877500	0.0001	-
13.6183	878000	0.0001	-
13.6261	878500	0.0018	-
13.6338	879000	0.0013	-
13.6416	879500	0.0006	-
13.6493	880000	0.0	-
13.6571	880500	0.0001	-
13.6648	881000	0.0007	-
13.6726	881500	0.0001	-
13.6804	882000	0.0001	-
13.6881	882500	0.0001	-
13.6959	883000	0.0002	-
13.7036	883500	0.0007	-
13.7114	884000	0.0002	-
13.7191	884500	0.0002	-
13.7269	885000	0.001	-
13.7346	885500	0.0002	-
13.7424	886000	0.0003	-
13.7502	886500	0.0003	-
13.7579	887000	0.0001	-
13.7657	887500	0.0001	-
13.7734	888000	0.0007	-
13.7812	888500	0.0004	-
13.7889	889000	0.0001	-
13.7967	889500	0.0002	-
13.8044	890000	0.0003	-
13.8122	890500	0.0001	-
13.8200	891000	0.0002	-
13.8277	891500	0.0002	-
13.8355	892000	0.0006	-
13.8432	892500	0.0004	-
13.8510	893000	0.0014	-
13.8587	893500	0.0003	-
13.8665	894000	0.0001	-
13.8742	894500	0.0007	-
13.8820	895000	0.0004	-
13.8898	895500	0.0012	-
13.8975	896000	0.0007	-
13.9053	896500	0.0004	-
13.9130	897000	0.0004	-
13.9208	897500	0.0003	-
13.9285	898000	0.0006	-
13.9363	898500	0.0033	-
13.9440	899000	0.0003	-
13.9518	899500	0.0006	-
13.9595	900000	0.0002	0.893
13.9673	900500	0.0008	-
13.9751	901000	0.0005	-
13.9828	901500	0.0003	-
13.9906	902000	0.0005	-
13.9983	902500	0.0002	-
14.0	902608	-	0.8915
14.0061	903000	0.0001	-
14.0138	903500	0.0003	-
14.0216	904000	0.0005	-
14.0293	904500	0.0001	-
14.0371	905000	0.0001	-
14.0449	905500	0.0001	-
14.0526	906000	0.0005	-
14.0604	906500	0.0018	-
14.0681	907000	0.0027	-
14.0759	907500	0.0012	-
14.0836	908000	0.0004	-
14.0914	908500	0.0002	-
14.0991	909000	0.001	-
14.1069	909500	0.0007	-
14.1147	910000	0.0004	-
14.1224	910500	0.0002	-
14.1302	911000	0.0001	-
14.1379	911500	0.0005	-
14.1457	912000	0.0005	-
14.1534	912500	0.0002	-
14.1612	913000	0.0003	-
14.1689	913500	0.0002	-
14.1767	914000	0.0001	-
14.1845	914500	0.0001	-
14.1922	915000	0.0004	-
14.2000	915500	0.0006	-
14.2077	916000	0.0004	-
14.2155	916500	0.0002	-
14.2232	917000	0.0024	-
14.2310	917500	0.0005	-
14.2387	918000	0.0001	-
14.2465	918500	0.0002	-
14.2542	919000	0.0002	-
14.2620	919500	0.0007	-
14.2698	920000	0.0006	-
14.2775	920500	0.0003	-
14.2853	921000	0.0002	-
14.2930	921500	0.0001	-
14.3008	922000	0.0003	-
14.3085	922500	0.0001	-
14.3163	923000	0.0002	-
14.3240	923500	0.002	-
14.3318	924000	0.0001	-
14.3396	924500	0.0012	-
14.3473	925000	0.0008	-
14.3551	925500	0.0003	-
14.3628	926000	0.0005	-
14.3706	926500	0.0001	-
14.3783	927000	0.0001	-
14.3861	927500	0.0002	-
14.3938	928000	0.0001	-
14.4016	928500	0.0026	-
14.4094	929000	0.0004	-
14.4171	929500	0.0006	-
14.4249	930000	0.0005	-
14.4326	930500	0.0002	-
14.4404	931000	0.0002	-
14.4481	931500	0.0008	-
14.4559	932000	0.0003	-
14.4636	932500	0.0008	-
14.4714	933000	0.0001	-
14.4792	933500	0.0001	-
14.4869	934000	0.0002	-
14.4947	934500	0.0011	-
14.5024	935000	0.0008	-
14.5102	935500	0.0004	-
14.5179	936000	0.0002	-
14.5257	936500	0.0006	-
14.5334	937000	0.0003	-
14.5412	937500	0.0001	-
14.5490	938000	0.0004	-
14.5567	938500	0.0001	-
14.5645	939000	0.0012	-
14.5722	939500	0.0001	-
14.5800	940000	0.0008	-
14.5877	940500	0.0002	-
14.5955	941000	0.0003	-
14.6032	941500	0.0002	-
14.6110	942000	0.0001	-
14.6187	942500	0.0002	-
14.6265	943000	0.0005	-
14.6343	943500	0.0013	-
14.6420	944000	0.0004	-
14.6498	944500	0.0007	-
14.6575	945000	0.0001	-
14.6653	945500	0.0003	-
14.6730	946000	0.0001	-
14.6808	946500	0.0002	-
14.6885	947000	0.0002	-
14.6963	947500	0.0002	-
14.7041	948000	0.0003	-
14.7118	948500	0.0001	-
14.7196	949000	0.0001	-
14.7273	949500	0.0008	-
14.7351	950000	0.0009	0.8955
14.7428	950500	0.0003	-
14.7506	951000	0.0002	-
14.7583	951500	0.0004	-
14.7661	952000	0.0001	-
14.7739	952500	0.0003	-
14.7816	953000	0.0001	-
14.7894	953500	0.0001	-
14.7971	954000	0.0001	-
14.8049	954500	0.0002	-
14.8126	955000	0.0007	-
14.8204	955500	0.0012	-
14.8281	956000	0.0003	-
14.8359	956500	0.0002	-
14.8437	957000	0.0002	-
14.8514	957500	0.0002	-
14.8592	958000	0.0006	-
14.8669	958500	0.0001	-
14.8747	959000	0.0004	-
14.8824	959500	0.0004	-
14.8902	960000	0.0011	-
14.8979	960500	0.0001	-
14.9057	961000	0.0001	-
14.9135	961500	0.0002	-
14.9212	962000	0.0001	-
14.9290	962500	0.0006	-
14.9367	963000	0.0001	-
14.9445	963500	0.0001	-
14.9522	964000	0.0006	-
14.9600	964500	0.0005	-
14.9677	965000	0.0001	-
14.9755	965500	0.0001	-
14.9832	966000	0.0002	-
14.9910	966500	0.0004	-
14.9988	967000	0.0001	-
15.0	967080	-	0.896

Framework Versions

• Python: 3.10.18
• Sentence Transformers: 5.0.0
• Transformers: 4.53.1
• PyTorch: 2.7.1+cu126
• Accelerate: 1.10.0
• Datasets: 3.6.0
• Tokenizers: 0.21.2

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",
}

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}
}