all-MiniLM-L6-v31-pair_score

This is a sentence-transformers model finetuned from sentence-transformers/all-MiniLM-L6-v2 on the pairs_with_scores_v27 dataset. It maps sentences & paragraphs to a 384-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: sentence-transformers/all-MiniLM-L6-v2
Maximum Sequence Length: 256 tokens
Output Dimensionality: 384 dimensions
Similarity Function: Cosine Similarity
Training Dataset:
- pairs_with_scores_v27
Language: en
License: apache-2.0

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': 256, 'do_lower_case': False, 'architecture': 'BertModel'})
  (1): Pooling({'word_embedding_dimension': 384, '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})
  (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
sentences = [
    'briofem intimate wash foam',
    'berry candle',
    'hair serum,Bio Smoothing',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.5967, 0.6447],
#         [0.5967, 1.0000, 0.5975],
#         [0.6447, 0.5975, 1.0000]])

Training Details

Training Dataset

pairs_with_scores_v27

Dataset: pairs_with_scores_v27 at 923716a
Size: 109,076,475 training samples
Columns: sentence1, sentence2, and score
Approximate statistics based on the first 1000 samples:
sentence1 sentence2 score
type string string float
details
min: 3 tokens
mean: 6.37 tokens
max: 42 tokens

min: 3 tokens
mean: 6.82 tokens
max: 45 tokens

min: 0.0
mean: 0.25
max: 1.0

	sentence1	sentence2	score
type	string	string	float
details	min: 3 tokens mean: 6.37 tokens max: 42 tokens	min: 3 tokens mean: 6.82 tokens max: 45 tokens	min: 0.0 mean: 0.25 max: 1.0

Samples:

sentence1	sentence2	score
`scalp oil`	`split ends hair oil`	`0.8554145693778991`
`cardamom turkish coffee`	`pizza cutter`	`0.1484138965606689`
`foldable makeup mirror`	`ketolgin ampoules`	`0.2345413565635681`

Loss: CoSENTLoss with these parameters:

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

Evaluation Dataset

pairs_with_scores_v27

Dataset: pairs_with_scores_v27 at 923716a
Size: 548,123 evaluation samples
Columns: sentence1, sentence2, and score
Approximate statistics based on the first 1000 samples:
sentence1 sentence2 score
type string string float
details
min: 3 tokens
mean: 6.36 tokens
max: 47 tokens

min: 3 tokens
mean: 7.17 tokens
max: 62 tokens

min: 0.0
mean: 0.23
max: 1.0

	sentence1	sentence2	score
type	string	string	float
details	min: 3 tokens mean: 6.36 tokens max: 47 tokens	min: 3 tokens mean: 7.17 tokens max: 62 tokens	min: 0.0 mean: 0.23 max: 1.0

Samples:

sentence1	sentence2	score
`chocolate brownie`	`eva facial lightening cream,Eva - Skin Care Natural Glow Lightening Cream with grapefuit`	`0.2389985024929046`
`teddy beef for dogs`	`gillette venus`	`0.1433942914009094`
`fruit blend face serum`	`dishwasher safe bowl`	`0.204593151807785`

Loss: CoSENTLoss with these parameters:

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

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: steps
per_device_train_batch_size: 128
per_device_eval_batch_size: 128
learning_rate: 2e-05
num_train_epochs: 1
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: 128
per_device_eval_batch_size: 128
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: 2e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 1
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.1
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: 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}
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: proportional
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Click to expand

Epoch	Step	Training Loss	Validation Loss
0.0001	100	10.7004	-
0.0002	200	10.8491	-
0.0004	300	10.9052	-
0.0005	400	10.7192	-
0.0006	500	10.5943	-
0.0007	600	10.7828	-
0.0008	700	10.5976	-
0.0009	800	10.5204	-
0.0011	900	10.5815	-
0.0012	1000	10.5867	-
0.0013	1100	10.4589	-
0.0014	1200	10.5034	-
0.0015	1300	10.532	-
0.0016	1400	10.1576	-
0.0018	1500	10.3083	-
0.0019	1600	10.1875	-
0.0020	1700	10.148	-
0.0021	1800	10.1451	-
0.0022	1900	10.2863	-
0.0023	2000	10.1149	-
0.0025	2100	10.1921	-
0.0026	2200	10.0558	-
0.0027	2300	9.9054	-
0.0028	2400	10.0836	-
0.0029	2500	9.8292	-
0.0031	2600	9.7601	-
0.0032	2700	9.8682	-
0.0033	2800	9.832	-
0.0034	2900	9.7862	-
0.0035	3000	9.7276	-
0.0036	3100	9.7447	-
0.0038	3200	9.6291	-
0.0039	3300	9.6186	-
0.0040	3400	9.5417	-
0.0041	3500	9.5639	-
0.0042	3600	9.528	-
0.0043	3700	9.4807	-
0.0045	3800	9.367	-
0.0046	3900	9.4086	-
0.0047	4000	9.301	-
0.0048	4100	9.2186	-
0.0049	4200	9.2262	-
0.0050	4300	9.1354	-
0.0052	4400	9.0769	-
0.0053	4500	9.0235	-
0.0054	4600	8.978	-
0.0055	4700	8.9577	-
0.0056	4800	8.8915	-
0.0058	4900	8.8471	-
0.0059	5000	8.8174	-
0.0060	5100	8.7854	-
0.0061	5200	8.7534	-
0.0062	5300	8.7576	-
0.0063	5400	8.7277	-
0.0065	5500	8.7113	-
0.0066	5600	8.7098	-
0.0067	5700	8.7012	-
0.0068	5800	8.7076	-
0.0069	5900	8.6826	-
0.0070	6000	8.6943	-
0.0072	6100	8.684	-
0.0073	6200	8.6887	-
0.0074	6300	8.6753	-
0.0075	6400	8.667	-
0.0076	6500	8.6619	-
0.0077	6600	8.665	-
0.0079	6700	8.6568	-
0.0080	6800	8.6604	-
0.0081	6900	8.6395	-
0.0082	7000	8.6272	-
0.0083	7100	8.6438	-
0.0084	7200	8.6399	-
0.0086	7300	8.6389	-
0.0087	7400	8.6391	-
0.0088	7500	8.6401	-
0.0089	7600	8.6384	-
0.0090	7700	8.6243	-
0.0092	7800	8.6284	-
0.0093	7900	8.6201	-
0.0094	8000	8.6166	-
0.0095	8100	8.6223	-
0.0096	8200	8.6099	-
0.0097	8300	8.6232	-
0.0099	8400	8.6067	-
0.0100	8500	8.6125	-
0.0101	8600	8.6065	-
0.0102	8700	8.6079	-
0.0103	8800	8.6044	-
0.0104	8900	8.6056	-
0.0106	9000	8.6017	-
0.0107	9100	8.5967	-
0.0108	9200	8.6019	-
0.0109	9300	8.5929	-
0.0110	9400	8.5968	-
0.0111	9500	8.5953	-
0.0113	9600	8.5951	-
0.0114	9700	8.5892	-
0.0115	9800	8.5916	-
0.0116	9900	8.5985	-
0.0117	10000	8.6017	-
0.0119	10100	8.5939	-
0.0120	10200	8.5881	-
0.0121	10300	8.5852	-
0.0122	10400	8.576	-
0.0123	10500	8.5834	-
0.0124	10600	8.5869	-
0.0126	10700	8.5685	-
0.0127	10800	8.564	-
0.0128	10900	8.5764	-
0.0129	11000	8.5801	-
0.0130	11100	8.5705	-
0.0131	11200	8.5676	-
0.0133	11300	8.5781	-
0.0134	11400	8.5687	-
0.0135	11500	8.5695	-
0.0136	11600	8.5685	-
0.0137	11700	8.5489	-
0.0138	11800	8.5654	-
0.0140	11900	8.5638	-
0.0141	12000	8.5609	-
0.0142	12100	8.5557	-
0.0143	12200	8.5577	-
0.0144	12300	8.5554	-
0.0146	12400	8.5562	-
0.0147	12500	8.544	-
0.0148	12600	8.5366	-
0.0149	12700	8.5518	-
0.0150	12800	8.5552	-
0.0151	12900	8.5607	-
0.0153	13000	8.5453	-
0.0154	13100	8.555	-
0.0155	13200	8.5406	-
0.0156	13300	8.5411	-
0.0157	13400	8.5541	-
0.0158	13500	8.5421	-
0.0160	13600	8.543	-
0.0161	13700	8.5367	-
0.0162	13800	8.5385	-
0.0163	13900	8.5299	-
0.0164	14000	8.5441	-
0.0165	14100	8.5431	-
0.0167	14200	8.5307	-
0.0168	14300	8.5315	-
0.0169	14400	8.5424	-
0.0170	14500	8.538	-
0.0171	14600	8.5346	-
0.0173	14700	8.5378	-
0.0174	14800	8.5296	-
0.0175	14900	8.5201	-
0.0176	15000	8.5275	-
0.0177	15100	8.5172	-
0.0178	15200	8.5152	-
0.0180	15300	8.5254	-
0.0181	15400	8.5273	-
0.0182	15500	8.5279	-
0.0183	15600	8.5207	-
0.0184	15700	8.5218	-
0.0185	15800	8.5223	-
0.0187	15900	8.5152	-
0.0188	16000	8.5135	-
0.0189	16100	8.5045	-
0.0190	16200	8.5185	-
0.0191	16300	8.5145	-
0.0192	16400	8.5084	-
0.0194	16500	8.5085	-
0.0195	16600	8.5167	-
0.0196	16700	8.5183	-
0.0197	16800	8.5163	-
0.0198	16900	8.5079	-
0.0199	17000	8.5124	-
0.0201	17100	8.504	-
0.0202	17200	8.5062	-
0.0203	17300	8.4969	-
0.0204	17400	8.503	-
0.0205	17500	8.5004	-
0.0207	17600	8.5073	-
0.0208	17700	8.5135	-
0.0209	17800	8.5001	-
0.0210	17900	8.4988	-
0.0211	18000	8.4908	-
0.0212	18100	8.4924	-
0.0214	18200	8.5018	-
0.0215	18300	8.4878	-
0.0216	18400	8.5087	-
0.0217	18500	8.4878	-
0.0218	18600	8.5034	-
0.0219	18700	8.491	-
0.0221	18800	8.4882	-
0.0222	18900	8.5048	-
0.0223	19000	8.4845	-
0.0224	19100	8.4836	-
0.0225	19200	8.5022	-
0.0226	19300	8.4891	-
0.0228	19400	8.4825	-
0.0229	19500	8.4824	-
0.0230	19600	8.4853	-
0.0231	19700	8.48	-
0.0232	19800	8.4851	-
0.0234	19900	8.493	-
0.0235	20000	8.4856	-
0.0236	20100	8.4896	-
0.0237	20200	8.4721	-
0.0238	20300	8.4785	-
0.0239	20400	8.4811	-
0.0241	20500	8.4736	-
0.0242	20600	8.4842	-
0.0243	20700	8.4828	-
0.0244	20800	8.4756	-
0.0245	20900	8.4766	-
0.0246	21000	8.4747	-
0.0248	21100	8.4835	-
0.0249	21200	8.4908	-
0.0250	21300	8.4705	-
0.0251	21400	8.4794	-
0.0252	21500	8.4797	-
0.0253	21600	8.4636	-
0.0255	21700	8.465	-
0.0256	21800	8.4687	-
0.0257	21900	8.4553	-
0.0258	22000	8.4679	-
0.0259	22100	8.4767	-
0.0261	22200	8.4828	-
0.0262	22300	8.4842	-
0.0263	22400	8.467	-
0.0264	22500	8.4773	-
0.0265	22600	8.4586	-
0.0266	22700	8.4503	-
0.0268	22800	8.4492	-
0.0269	22900	8.4894	-
0.0270	23000	8.4558	-
0.0271	23100	8.4516	-
0.0272	23200	8.4613	-
0.0273	23300	8.4497	-
0.0275	23400	8.454	-
0.0276	23500	8.4669	-
0.0277	23600	8.4676	-
0.0278	23700	8.4592	-
0.0279	23800	8.4514	-
0.0280	23900	8.4558	-
0.0282	24000	8.4521	-
0.0283	24100	8.4653	-
0.0284	24200	8.4503	-
0.0285	24300	8.458	-
0.0286	24400	8.4503	-
0.0288	24500	8.4574	-
0.0289	24600	8.4534	-
0.0290	24700	8.4594	-
0.0291	24800	8.444	-
0.0292	24900	8.4531	-
0.0293	25000	8.4511	-
0.0295	25100	8.4443	-
0.0296	25200	8.4389	-
0.0297	25300	8.4526	-
0.0298	25400	8.4692	-
0.0299	25500	8.4494	-
0.0300	25600	8.4437	-
0.0302	25700	8.4578	-
0.0303	25800	8.4474	-
0.0304	25900	8.4349	-
0.0305	26000	8.4455	-
0.0306	26100	8.4384	-
0.0307	26200	8.4382	-
0.0309	26300	8.4411	-
0.0310	26400	8.433	-
0.0311	26500	8.449	-
0.0312	26600	8.4351	-
0.0313	26700	8.4416	-
0.0314	26800	8.4332	-
0.0316	26900	8.4499	-
0.0317	27000	8.4448	-
0.0318	27100	8.4316	-
0.0319	27200	8.4376	-
0.0320	27300	8.4323	-
0.0322	27400	8.4397	-
0.0323	27500	8.4369	-
0.0324	27600	8.4467	-
0.0325	27700	8.4308	-
0.0326	27800	8.445	-
0.0327	27900	8.4219	-
0.0329	28000	8.4405	-
0.0330	28100	8.4296	-
0.0331	28200	8.448	-
0.0332	28300	8.4433	-
0.0333	28400	8.437	-
0.0334	28500	8.4413	-
0.0336	28600	8.4333	-
0.0337	28700	8.4377	-
0.0338	28800	8.4237	-
0.0339	28900	8.4269	-
0.0340	29000	8.4336	-
0.0341	29100	8.4217	-
0.0343	29200	8.4364	-
0.0344	29300	8.4178	-
0.0345	29400	8.435	-
0.0346	29500	8.4258	-
0.0347	29600	8.4356	-
0.0349	29700	8.4319	-
0.0350	29800	8.4275	-
0.0351	29900	8.4285	-
0.0352	30000	8.4293	-
0.0353	30100	8.4261	-
0.0354	30200	8.4116	-
0.0356	30300	8.4378	-
0.0357	30400	8.4147	-
0.0358	30500	8.427	-
0.0359	30600	8.4085	-
0.0360	30700	8.414	-
0.0361	30800	8.417	-
0.0363	30900	8.4216	-
0.0364	31000	8.4284	-
0.0365	31100	8.4269	-
0.0366	31200	8.4171	-
0.0367	31300	8.4092	-
0.0368	31400	8.4307	-
0.0370	31500	8.4204	-
0.0371	31600	8.4269	-
0.0372	31700	8.4089	-
0.0373	31800	8.4066	-
0.0374	31900	8.4134	-
0.0376	32000	8.4145	-
0.0377	32100	8.4104	-
0.0378	32200	8.4246	-
0.0379	32300	8.4242	-
0.0380	32400	8.4148	-
0.0381	32500	8.4224	-
0.0383	32600	8.4007	-
0.0384	32700	8.4154	-
0.0385	32800	8.4058	-
0.0386	32900	8.408	-
0.0387	33000	8.4091	-
0.0388	33100	8.4131	-
0.0390	33200	8.4219	-
0.0391	33300	8.412	-
0.0392	33400	8.3884	-
0.0393	33500	8.3971	-
0.0394	33600	8.4288	-
0.0395	33700	8.4123	-
0.0397	33800	8.4102	-
0.0398	33900	8.4103	-
0.0399	34000	8.4139	-
0.0400	34100	8.3921	-
0.0401	34200	8.4038	-
0.0403	34300	8.3982	-
0.0404	34400	8.401	-
0.0405	34500	8.4033	-
0.0406	34600	8.3961	-
0.0407	34700	8.4098	-
0.0408	34800	8.3935	-
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0.1009	86000	8.262	-
0.1010	86100	8.281	-
0.1012	86200	8.2716	-
0.1013	86300	8.2668	-
0.1014	86400	8.2574	-
0.1015	86500	8.2559	-
0.1016	86600	8.2516	-
0.1017	86700	8.2666	-
0.1019	86800	8.252	-
0.1020	86900	8.2548	-
0.1021	87000	8.2856	-
0.1022	87100	8.2688	-
0.1023	87200	8.2566	-
0.1024	87300	8.2506	-
0.1026	87400	8.272	-
0.1027	87500	8.2523	-
0.1028	87600	8.2596	-
0.1029	87700	8.2674	-
0.1030	87800	8.2727	-
0.1031	87900	8.247	-
0.1033	88000	8.2597	-
0.1034	88100	8.2575	-
0.1035	88200	8.2688	-
0.1036	88300	8.2625	-
0.1037	88400	8.2642	-
0.1039	88500	8.2716	-
0.1040	88600	8.2717	-
0.1041	88700	8.2555	-
0.1042	88800	8.2476	-
0.1043	88900	8.2621	-
0.1044	89000	8.262	-
0.1046	89100	8.2559	-
0.1047	89200	8.2698	-
0.1048	89300	8.2686	-
0.1049	89400	8.2638	-
0.1050	89500	8.2575	-
0.1051	89600	8.246	-
0.1053	89700	8.2352	-
0.1054	89800	8.254	-
0.1055	89900	8.2667	-
0.1056	90000	8.2486	-
0.1057	90100	8.2537	-
0.1058	90200	8.2448	-
0.1060	90300	8.2699	-
0.1061	90400	8.2425	-
0.1062	90500	8.2656	-
0.1063	90600	8.2596	-
0.1064	90700	8.2555	-
0.1066	90800	8.2643	-
0.1067	90900	8.2738	-
0.1068	91000	8.2668	-
0.1069	91100	8.2579	-
0.1070	91200	8.2593	-
0.1071	91300	8.2512	-
0.1073	91400	8.2528	-
0.1074	91500	8.2557	-
0.1075	91600	8.2484	-
0.1076	91700	8.25	-
0.1077	91800	8.2544	-
0.1078	91900	8.2565	-
0.1080	92000	8.258	-
0.1081	92100	8.2349	-
0.1082	92200	8.2373	-
0.1083	92300	8.255	-
0.1084	92400	8.2534	-
0.1085	92500	8.2552	-
0.1087	92600	8.2483	-
0.1088	92700	8.256	-
0.1089	92800	8.2463	-
0.1090	92900	8.246	-
0.1091	93000	8.2258	-
0.1093	93100	8.2594	-
0.1094	93200	8.2454	-
0.1095	93300	8.2592	-
0.1096	93400	8.2808	-
0.1097	93500	8.2452	-
0.1098	93600	8.2355	-
0.1100	93700	8.2489	-
0.1101	93800	8.2515	-
0.1102	93900	8.25	-
0.1103	94000	8.2455	-
0.1104	94100	8.2441	-
0.1105	94200	8.2439	-
0.1107	94300	8.2462	-
0.1108	94400	8.2477	-
0.1109	94500	8.2538	-
0.1110	94600	8.2584	-
0.1111	94700	8.2417	-
0.1112	94800	8.2552	-
0.1114	94900	8.2508	-
0.1115	95000	8.2446	-
0.1116	95100	8.2453	-
0.1117	95200	8.2538	-
0.1118	95300	8.2436	-
0.1120	95400	8.237	-
0.1121	95500	8.247	-
0.1122	95600	8.2613	-
0.1123	95700	8.2421	-
0.1124	95800	8.242	-
0.1125	95900	8.2537	-
0.1127	96000	8.2402	-
0.1128	96100	8.2456	-
0.1129	96200	8.2441	-
0.1130	96300	8.2382	-
0.1131	96400	8.2263	-
0.1132	96500	8.2305	-
0.1134	96600	8.2452	-
0.1135	96700	8.2549	-
0.1136	96800	8.2374	-
0.1137	96900	8.2321	-
0.1138	97000	8.2388	-
0.1139	97100	8.2416	-
0.1141	97200	8.2404	-
0.1142	97300	8.2377	-
0.1143	97400	8.2455	-
0.1144	97500	8.2472	-
0.1145	97600	8.2311	-
0.1146	97700	8.2416	-
0.1148	97800	8.2538	-
0.1149	97900	8.2354	-
0.1150	98000	8.2578	-
0.1151	98100	8.2584	-
0.1152	98200	8.2463	-
0.1154	98300	8.2359	-
0.1155	98400	8.2256	-
0.1156	98500	8.2326	-
0.1157	98600	8.2592	-
0.1158	98700	8.2345	-
0.1159	98800	8.25	-
0.1161	98900	8.2352	-
0.1162	99000	8.2408	-
0.1163	99100	8.2429	-
0.1164	99200	8.2419	-
0.1165	99300	8.2244	-
0.1166	99400	8.2352	-
0.1168	99500	8.2461	-
0.1169	99600	8.2263	-
0.1170	99700	8.2402	-
0.1171	99800	8.225	-
0.1172	99900	8.2258	-
0.1173	100000	8.2369	-
0.1175	100100	8.238	-
0.1176	100200	8.2486	-
0.1177	100300	8.2401	-
0.1178	100400	8.2219	-
0.1179	100500	8.2179	-
0.1181	100600	8.2472	-
0.1182	100700	8.2354	-
0.1183	100800	8.2402	-
0.1184	100900	8.2496	-
0.1185	101000	8.2391	-
0.1186	101100	8.2276	-
0.1188	101200	8.2517	-
0.1189	101300	8.2335	-
0.1190	101400	8.2474	-
0.1191	101500	8.2516	-
0.1192	101600	8.2342	-
0.1193	101700	8.2339	-
0.1195	101800	8.2354	-
0.1196	101900	8.2197	-
0.1197	102000	8.242	-
0.1198	102100	8.2406	-
0.1199	102200	8.2176	-
0.1200	102300	8.2291	-
0.1202	102400	8.2248	-
0.1203	102500	8.2248	-
0.1204	102600	8.2262	-
0.1205	102700	8.2234	-
0.1206	102800	8.2428	-
0.1208	102900	8.231	-
0.1209	103000	8.2248	-
0.1210	103100	8.2251	-
0.1211	103200	8.2271	-
0.1212	103300	8.241	-
0.1213	103400	8.2192	-
0.1215	103500	8.2408	-
0.1216	103600	8.2191	-
0.1217	103700	8.2199	-
0.1218	103800	8.2313	-
0.1219	103900	8.245	-
0.1220	104000	8.2297	-
0.1222	104100	8.2327	-
0.1223	104200	8.2332	-
0.1224	104300	8.2209	-
0.1225	104400	8.2223	-
0.1226	104500	8.2328	-
0.1227	104600	8.2338	-
0.1229	104700	8.23	-
0.1230	104800	8.2296	-
0.1231	104900	8.2203	-
0.1232	105000	8.2046	-
0.1233	105100	8.2226	-
0.1235	105200	8.2151	-
0.1236	105300	8.2429	-
0.1237	105400	8.2256	-
0.1238	105500	8.2201	-
0.1239	105600	8.2198	-
0.1240	105700	8.2441	-
0.1242	105800	8.2283	-
0.1243	105900	8.2314	-
0.1244	106000	8.2313	-
0.1245	106100	8.2339	-
0.1246	106200	8.2279	-
0.1247	106300	8.2247	-
0.1249	106400	8.2075	-
0.1250	106500	8.2212	-
0.1251	106600	8.2285	-
0.1252	106700	8.2445	-
0.1253	106800	8.2268	-
0.1254	106900	8.2227	-
0.1256	107000	8.229	-
0.1257	107100	8.2299	-
0.1258	107200	8.2189	-
0.1259	107300	8.2414	-
0.1260	107400	8.2243	-
0.1262	107500	8.222	-
0.1263	107600	8.2268	-
0.1264	107700	8.2353	-
0.1265	107800	8.2272	-
0.1266	107900	8.2218	-
0.1267	108000	8.2141	-
0.1269	108100	8.2144	-
0.1270	108200	8.2336	-
0.1271	108300	8.2306	-
0.1272	108400	8.2267	-
0.1273	108500	8.2129	-
0.1274	108600	8.2171	-
0.1276	108700	8.2261	-
0.1277	108800	8.2066	-
0.1278	108900	8.2177	-
0.1279	109000	8.2221	-
0.1280	109100	8.211	-
0.1281	109200	8.2153	-
0.1283	109300	8.2114	-
0.1284	109400	8.2319	-
0.1285	109500	8.2282	-
0.1286	109600	8.2274	-
0.1287	109700	8.2507	-
0.1288	109800	8.2294	-
0.1290	109900	8.2163	-
0.1291	110000	8.2114	-
0.1292	110100	8.229	-
0.1293	110200	8.2432	-
0.1294	110300	8.2013	-
0.1296	110400	8.2096	-
0.1297	110500	8.2324	-
0.1298	110600	8.2183	-
0.1299	110700	8.2082	-
0.1300	110800	8.2206	-
0.1301	110900	8.2277	-
0.1303	111000	8.2153	-
0.1304	111100	8.2236	-
0.1305	111200	8.212	-
0.1306	111300	8.2331	-
0.1307	111400	8.2446	-
0.1308	111500	8.2141	-
0.1310	111600	8.2227	-
0.1311	111700	8.2089	-
0.1312	111800	8.2133	-
0.1313	111900	8.2274	-
0.1314	112000	8.2254	-
0.1315	112100	8.217	-
0.1317	112200	8.2138	-
0.1318	112300	8.2098	-
0.1319	112400	8.2223	-
0.1320	112500	8.2221	-
0.1321	112600	8.216	-
0.1323	112700	8.2157	-
0.1324	112800	8.2192	-
0.1325	112900	8.2159	-
0.1326	113000	8.2153	-
0.1327	113100	8.2319	-
0.1328	113200	8.2079	-
0.1330	113300	8.2477	-
0.1331	113400	8.22	-
0.1332	113500	8.224	-
0.1333	113600	8.2335	-
0.1334	113700	8.2094	-
0.1335	113800	8.2068	-
0.1337	113900	8.2056	-
0.1338	114000	8.2019	-
0.1339	114100	8.2314	-
0.1340	114200	8.2199	-
0.1341	114300	8.2311	-
0.1342	114400	8.2148	-
0.1344	114500	8.2115	-
0.1345	114600	8.2218	-
0.1346	114700	8.2039	-
0.1347	114800	8.2031	-
0.1348	114900	8.2058	-
0.1350	115000	8.2062	-
0.1351	115100	8.2105	-
0.1352	115200	8.1981	-
0.1353	115300	8.2078	-
0.1354	115400	8.2322	-
0.1355	115500	8.2184	-
0.1357	115600	8.2245	-
0.1358	115700	8.1997	-
0.1359	115800	8.2213	-
0.1360	115900	8.2181	-
0.1361	116000	8.2074	-
0.1362	116100	8.2027	-
0.1364	116200	8.2116	-
0.1365	116300	8.2159	-
0.1366	116400	8.2033	-
0.1367	116500	8.2209	-
0.1368	116600	8.2046	-
0.1369	116700	8.2093	-
0.1371	116800	8.2103	-
0.1372	116900	8.2248	-
0.1373	117000	8.1894	-
0.1374	117100	8.2001	-
0.1375	117200	8.2072	-
0.1377	117300	8.202	-
0.1378	117400	8.2285	-
0.1379	117500	8.2192	-
0.1380	117600	8.2201	-
0.1381	117700	8.2293	-
0.1382	117800	8.2081	-
0.1384	117900	8.2061	-
0.1385	118000	8.2175	-
0.1386	118100	8.2052	-
0.1387	118200	8.2014	-
0.1388	118300	8.2053	-
0.1389	118400	8.209	-
0.1391	118500	8.2251	-
0.1392	118600	8.1948	-
0.1393	118700	8.2019	-
0.1394	118800	8.2052	-
0.1395	118900	8.2231	-
0.1396	119000	8.2179	-
0.1398	119100	8.2034	-
0.1399	119200	8.199	-
0.1400	119300	8.21	-
0.1401	119400	8.2054	-
0.1402	119500	8.2027	-
0.1403	119600	8.1971	-
0.1405	119700	8.2252	-
0.1406	119800	8.2024	-
0.1407	119900	8.2081	-
0.1408	120000	8.2018	-
0.1409	120100	8.2134	-
0.1411	120200	8.2192	-
0.1412	120300	8.1989	-
0.1413	120400	8.2224	-
0.1414	120500	8.2074	-
0.1415	120600	8.2025	-
0.1416	120700	8.2199	-
0.1418	120800	8.1934	-
0.1419	120900	8.212	-
0.1420	121000	8.2035	-
0.1421	121100	8.2043	-
0.1422	121200	8.2219	-
0.1423	121300	8.1926	-
0.1425	121400	8.199	-
0.1426	121500	8.2059	-
0.1427	121600	8.2036	-
0.1428	121700	8.2065	-
0.1429	121800	8.2092	-
0.1430	121900	8.2058	-
0.1432	122000	8.2091	-
0.1433	122100	8.2294	-
0.1434	122200	8.2075	-
0.1435	122300	8.2023	-
0.1436	122400	8.1954	-
0.1438	122500	8.2178	-
0.1439	122600	8.2046	-
0.1440	122700	8.2001	-
0.1441	122800	8.2003	-
0.1442	122900	8.1977	-
0.1443	123000	8.199	-
0.1445	123100	8.2017	-
0.1446	123200	8.1931	-
0.1447	123300	8.2037	-
0.1448	123400	8.1997	-
0.1449	123500	8.2025	-
0.1450	123600	8.206	-
0.1452	123700	8.1887	-
0.1453	123800	8.1972	-
0.1454	123900	8.2104	-
0.1455	124000	8.1951	-
0.1456	124100	8.2145	-
0.1457	124200	8.2116	-
0.1459	124300	8.2088	-
0.1460	124400	8.1949	-
0.1461	124500	8.2126	-
0.1462	124600	8.2082	-
0.1463	124700	8.2015	-
0.1465	124800	8.2034	-
0.1466	124900	8.1946	-
0.1467	125000	8.2043	-
0.1468	125100	8.1951	-
0.1469	125200	8.2124	-
0.1470	125300	8.2044	-
0.1472	125400	8.2015	-
0.1473	125500	8.2	-
0.1474	125600	8.1964	-
0.1475	125700	8.2114	-
0.1476	125800	8.192	-
0.1477	125900	8.1987	-
0.1479	126000	8.207	-
0.1480	126100	8.1937	-
0.1481	126200	8.1942	-
0.1482	126300	8.1925	-
0.1483	126400	8.1974	-
0.1484	126500	8.2019	-
0.1486	126600	8.2043	-
0.1487	126700	8.2052	-
0.1488	126800	8.2076	-
0.1489	126900	8.1776	-
0.1490	127000	8.2025	-
0.1492	127100	8.1886	-
0.1493	127200	8.1872	-
0.1494	127300	8.2101	-
0.1495	127400	8.2042	-
0.1496	127500	8.1911	-
0.1497	127600	8.1928	-
0.1499	127700	8.1937	-
0.1500	127800	8.1997	-
0.1501	127900	8.1976	-
0.1502	128000	8.1914	-
0.1503	128100	8.2059	-
0.1504	128200	8.2028	-
0.1506	128300	8.2029	-
0.1507	128400	8.1952	-
0.1508	128500	8.1837	-
0.1509	128600	8.207	-
0.1510	128700	8.1979	-
0.1511	128800	8.1962	-
0.1513	128900	8.2137	-
0.1514	129000	8.2051	-
0.1515	129100	8.213	-
0.1516	129200	8.2075	-
0.1517	129300	8.1931	-
0.1518	129400	8.1944	-
0.1520	129500	8.1922	-
0.1521	129600	8.2064	-
0.1522	129700	8.1959	-
0.1523	129800	8.1834	-
0.1524	129900	8.1836	-
0.1526	130000	8.1897	-
0.1527	130100	8.1879	-
0.1528	130200	8.1817	-
0.1529	130300	8.1904	-
0.1530	130400	8.1959	-
0.1531	130500	8.1915	-
0.1533	130600	8.1916	-
0.1534	130700	8.1895	-
0.1535	130800	8.1865	-
0.1536	130900	8.1991	-
0.1537	131000	8.2009	-
0.1538	131100	8.1928	-
0.1540	131200	8.1893	-
0.1541	131300	8.1951	-
0.1542	131400	8.1801	-
0.1543	131500	8.1913	-
0.1544	131600	8.1813	-
0.1545	131700	8.1963	-
0.1547	131800	8.1958	-
0.1548	131900	8.1798	-
0.1549	132000	8.1912	-
0.1550	132100	8.1782	-
0.1551	132200	8.1957	-
0.1553	132300	8.2036	-
0.1554	132400	8.1895	-
0.1555	132500	8.2099	-
0.1556	132600	8.1851	-
0.1557	132700	8.2047	-
0.1558	132800	8.19	-
0.1560	132900	8.1843	-
0.1561	133000	8.1921	-
0.1562	133100	8.1976	-
0.1563	133200	8.1949	-
0.1564	133300	8.2064	-
0.1565	133400	8.2003	-
0.1567	133500	8.1914	-
0.1568	133600	8.1946	-
0.1569	133700	8.2033	-
0.1570	133800	8.1798	-
0.1571	133900	8.1889	-
0.1572	134000	8.1914	-
0.1574	134100	8.1774	-
0.1575	134200	8.1932	-
0.1576	134300	8.1922	-
0.1577	134400	8.1964	-
0.1578	134500	8.1919	-
0.1580	134600	8.1863	-
0.1581	134700	8.1927	-
0.1582	134800	8.1938	-
0.1583	134900	8.1747	-
0.1584	135000	8.178	-
0.1585	135100	8.1819	-
0.1587	135200	8.1814	-
0.1588	135300	8.1917	-
0.1589	135400	8.205	-
0.1590	135500	8.1851	-
0.1591	135600	8.2091	-
0.1592	135700	8.1745	-
0.1594	135800	8.195	-
0.1595	135900	8.1784	-
0.1596	136000	8.1796	-
0.1597	136100	8.1887	-
0.1598	136200	8.1789	-
0.1599	136300	8.1913	-
0.1601	136400	8.187	-
0.1602	136500	8.183	-
0.1603	136600	8.183	-
0.1604	136700	8.1866	-
0.1605	136800	8.1971	-
0.1607	136900	8.1895	-
0.1608	137000	8.1843	-
0.1609	137100	8.1916	-
0.1610	137200	8.176	-
0.1611	137300	8.19	-
0.1612	137400	8.1867	-
0.1614	137500	8.2093	-
0.1615	137600	8.1834	-
0.1616	137700	8.2035	-
0.1617	137800	8.2001	-
0.1618	137900	8.2199	-
0.1619	138000	8.1768	-
0.1621	138100	8.184	-
0.1622	138200	8.1989	-
0.1623	138300	8.203	-
0.1624	138400	8.1897	-
0.1625	138500	8.1951	-
0.1626	138600	8.1787	-
0.1628	138700	8.2116	-
0.1629	138800	8.1903	-
0.1630	138900	8.1733	-
0.1631	139000	8.1904	-
0.1632	139100	8.1757	-
0.1633	139200	8.19	-
0.1635	139300	8.1862	-
0.1636	139400	8.1682	-
0.1637	139500	8.1686	-
0.1638	139600	8.1766	-
0.1639	139700	8.1837	-
0.1641	139800	8.179	-
0.1642	139900	8.1737	-
0.1643	140000	8.1961	-
0.1644	140100	8.1783	-
0.1645	140200	8.1983	-
0.1646	140300	8.179	-
0.1648	140400	8.1889	-
0.1649	140500	8.1921	-
0.1650	140600	8.1718	-
0.1651	140700	8.1906	-
0.1652	140800	8.1801	-
0.1653	140900	8.1742	-
0.1655	141000	8.1743	-
0.1656	141100	8.1957	-
0.1657	141200	8.1923	-
0.1658	141300	8.1762	-
0.1659	141400	8.1863	-
0.1660	141500	8.1916	-
0.1662	141600	8.1801	-
0.1663	141700	8.1903	-
0.1664	141800	8.1903	-
0.1665	141900	8.1858	-
0.1666	142000	8.1788	-
0.1668	142100	8.1704	-
0.1669	142200	8.1816	-
0.1670	142300	8.1919	-
0.1671	142400	8.1711	-
0.1672	142500	8.1725	-
0.1673	142600	8.1694	-
0.1675	142700	8.1707	-
0.1676	142800	8.1725	-
0.1677	142900	8.1886	-
0.1678	143000	8.1769	-
0.1679	143100	8.185	-
0.1680	143200	8.1796	-
0.1682	143300	8.1805	-
0.1683	143400	8.1796	-
0.1684	143500	8.187	-
0.1685	143600	8.1615	-
0.1686	143700	8.1626	-
0.1687	143800	8.1853	-
0.1689	143900	8.1825	-
0.1690	144000	8.1786	-
0.1691	144100	8.1839	-
0.1692	144200	8.1829	-
0.1693	144300	8.1901	-
0.1695	144400	8.1862	-
0.1696	144500	8.184	-
0.1697	144600	8.1796	-
0.1698	144700	8.1801	-
0.1699	144800	8.1649	-
0.1700	144900	8.1885	-
0.1702	145000	8.1728	-
0.1703	145100	8.1974	-
0.1704	145200	8.1985	-
0.1705	145300	8.1767	-
0.1706	145400	8.1836	-
0.1707	145500	8.1845	-
0.1709	145600	8.1907	-
0.1710	145700	8.1638	-
0.1711	145800	8.1763	-
0.1712	145900	8.175	-
0.1713	146000	8.18	-
0.1714	146100	8.1669	-
0.1716	146200	8.1782	-
0.1717	146300	8.1735	-
0.1718	146400	8.181	-
0.1719	146500	8.165	-
0.1720	146600	8.1791	-
0.1722	146700	8.1858	-
0.1723	146800	8.1919	-
0.1724	146900	8.1836	-
0.1725	147000	8.1815	-
0.1726	147100	8.1622	-
0.1727	147200	8.1786	-
0.1729	147300	8.1877	-
0.1730	147400	8.1854	-
0.1731	147500	8.1619	-
0.1732	147600	8.1727	-
0.1733	147700	8.1672	-
0.1734	147800	8.1852	-
0.1736	147900	8.2	-
0.1737	148000	8.1878	-
0.1738	148100	8.1741	-
0.1739	148200	8.1828	-
0.1740	148300	8.1653	-
0.1741	148400	8.1632	-
0.1743	148500	8.1842	-
0.1744	148600	8.1687	-
0.1745	148700	8.1783	-
0.1746	148800	8.1721	-
0.1747	148900	8.1824	-
0.1748	149000	8.1779	-
0.1750	149100	8.1749	-
0.1751	149200	8.1837	-
0.1752	149300	8.1762	-
0.1753	149400	8.1846	-
0.1754	149500	8.1977	-
0.1756	149600	8.182	-
0.1757	149700	8.175	-
0.1758	149800	8.1833	-
0.1759	149900	8.1823	-
0.1760	150000	8.1729	-
0.1761	150100	8.1874	-
0.1763	150200	8.1733	-
0.1764	150300	8.164	-
0.1765	150400	8.1677	-
0.1766	150500	8.164	-
0.1767	150600	8.171	-
0.1768	150700	8.1696	-
0.1770	150800	8.1671	-
0.1771	150900	8.197	-
0.1772	151000	8.1857	-
0.1773	151100	8.1732	-
0.1774	151200	8.1644	-
0.1775	151300	8.1689	-
0.1777	151400	8.1775	-
0.1778	151500	8.1801	-
0.1779	151600	8.1732	-
0.1780	151700	8.1757	-
0.1781	151800	8.1779	-
0.1783	151900	8.1758	-
0.1784	152000	8.1805	-
0.1785	152100	8.1737	-
0.1786	152200	8.1666	-
0.1787	152300	8.187	-
0.1788	152400	8.1677	-
0.1790	152500	8.1703	-
0.1791	152600	8.1635	-
0.1792	152700	8.1668	-
0.1793	152800	8.1868	-
0.1794	152900	8.1695	-
0.1795	153000	8.1602	-
0.1797	153100	8.1814	-
0.1798	153200	8.1904	-
0.1799	153300	8.1699	-
0.1800	153400	8.1714	-
0.1801	153500	8.1633	-
0.1802	153600	8.1755	-
0.1804	153700	8.1833	-
0.1805	153800	8.1723	-
0.1806	153900	8.1745	-
0.1807	154000	8.176	-
0.1808	154100	8.1754	-
0.1810	154200	8.1643	-
0.1811	154300	8.1854	-
0.1812	154400	8.1744	-
0.1813	154500	8.1686	-
0.1814	154600	8.1527	-
0.1815	154700	8.1856	-
0.1817	154800	8.1583	-
0.1818	154900	8.1785	-
0.1819	155000	8.1613	-
0.1820	155100	8.1788	-
0.1821	155200	8.1651	-
0.1822	155300	8.1617	-
0.1824	155400	8.1595	-
0.1825	155500	8.181	-
0.1826	155600	8.1651	-
0.1827	155700	8.1637	-
0.1828	155800	8.1829	-
0.1829	155900	8.1746	-
0.1831	156000	8.1491	-
0.1832	156100	8.1628	-
0.1833	156200	8.1729	-
0.1834	156300	8.1721	-
0.1835	156400	8.1729	-
0.1837	156500	8.1825	-
0.1838	156600	8.1586	-
0.1839	156700	8.2002	-
0.1840	156800	8.1701	-
0.1841	156900	8.1567	-
0.1842	157000	8.1633	-
0.1844	157100	8.1757	-
0.1845	157200	8.1504	-
0.1846	157300	8.1721	-
0.1847	157400	8.1787	-
0.1848	157500	8.1602	-
0.1849	157600	8.157	-
0.1851	157700	8.1716	-
0.1852	157800	8.1633	-
0.1853	157900	8.1858	-
0.1854	158000	8.1783	-
0.1855	158100	8.1797	-
0.1856	158200	8.1755	-
0.1858	158300	8.1692	-
0.1859	158400	8.1468	-
0.1860	158500	8.1649	-
0.1861	158600	8.1719	-
0.1862	158700	8.1739	-
0.1863	158800	8.1554	-
0.1865	158900	8.1832	-
0.1866	159000	8.1564	-
0.1867	159100	8.1735	-
0.1868	159200	8.1998	-
0.1869	159300	8.1879	-
0.1871	159400	8.1906	-
0.1872	159500	8.1728	-
0.1873	159600	8.1587	-
0.1874	159700	8.1715	-
0.1875	159800	8.1492	-
0.1876	159900	8.1657	-
0.1878	160000	8.1601	-
0.1879	160100	8.1553	-
0.1880	160200	8.1716	-
0.1881	160300	8.1681	-
0.1882	160400	8.1697	-
0.1883	160500	8.1538	-
0.1885	160600	8.1569	-
0.1886	160700	8.1612	-
0.1887	160800	8.1674	-
0.1888	160900	8.1698	-
0.1889	161000	8.1621	-
0.1890	161100	8.177	-
0.1892	161200	8.1656	-
0.1893	161300	8.1609	-
0.1894	161400	8.167	-
0.1895	161500	8.1721	-
0.1896	161600	8.168	-
0.1898	161700	8.1519	-
0.1899	161800	8.1788	-
0.1900	161900	8.145	-
0.1901	162000	8.1698	-
0.1902	162100	8.1678	-
0.1903	162200	8.1877	-
0.1905	162300	8.1655	-
0.1906	162400	8.1685	-
0.1907	162500	8.1766	-
0.1908	162600	8.1708	-
0.1909	162700	8.1531	-
0.1910	162800	8.1679	-
0.1912	162900	8.1533	-
0.1913	163000	8.1662	-
0.1914	163100	8.1536	-
0.1915	163200	8.1683	-
0.1916	163300	8.1408	-
0.1917	163400	8.1609	-
0.1919	163500	8.1675	-
0.1920	163600	8.1607	-
0.1921	163700	8.167	-
0.1922	163800	8.1515	-
0.1923	163900	8.1623	-
0.1925	164000	8.1582	-
0.1926	164100	8.1563	-
0.1927	164200	8.1726	-
0.1928	164300	8.1611	-
0.1929	164400	8.1607	-
0.1930	164500	8.1572	-
0.1932	164600	8.1585	-
0.1933	164700	8.1803	-
0.1934	164800	8.1562	-
0.1935	164900	8.1486	-
0.1936	165000	8.1658	-
0.1937	165100	8.1892	-
0.1939	165200	8.1628	-
0.1940	165300	8.1513	-
0.1941	165400	8.1716	-
0.1942	165500	8.1701	-
0.1943	165600	8.1444	-
0.1944	165700	8.1554	-
0.1946	165800	8.1679	-
0.1947	165900	8.1594	-
0.1948	166000	8.158	-
0.1949	166100	8.1698	-
0.1950	166200	8.1619	-
0.1952	166300	8.1934	-
0.1953	166400	8.1742	-
0.1954	166500	8.166	-
0.1955	166600	8.1517	-
0.1956	166700	8.1606	-
0.1957	166800	8.1504	-
0.1959	166900	8.1448	-
0.1960	167000	8.16	-
0.1961	167100	8.1759	-
0.1962	167200	8.1706	-
0.1963	167300	8.1484	-
0.1964	167400	8.1495	-
0.1966	167500	8.1458	-
0.1967	167600	8.1493	-
0.1968	167700	8.1397	-
0.1969	167800	8.1708	-
0.1970	167900	8.1591	-
0.1971	168000	8.1522	-
0.1973	168100	8.1477	-
0.1974	168200	8.1774	-
0.1975	168300	8.1672	-
0.1976	168400	8.1513	-
0.1977	168500	8.1528	-
0.1979	168600	8.1525	-
0.1980	168700	8.1739	-
0.1981	168800	8.1566	-
0.1982	168900	8.1476	-
0.1983	169000	8.1631	-
0.1984	169100	8.1639	-
0.1986	169200	8.1707	-
0.1987	169300	8.1639	-
0.1988	169400	8.1712	-
0.1989	169500	8.1686	-
0.1990	169600	8.1465	-
0.1991	169700	8.1565	-
0.1993	169800	8.1678	-
0.1994	169900	8.1594	-
0.1995	170000	8.1668	-
0.1996	170100	8.1516	-
0.1997	170200	8.1683	-
0.1998	170300	8.1521	-
0.2000	170400	8.1626	-
0.2001	170500	8.1405	-
0.2002	170600	8.1443	-
0.2003	170700	8.1565	-
0.2004	170800	8.1579	-
0.2005	170900	8.163	-
0.2007	171000	8.1455	-
0.2008	171100	8.159	-
0.2009	171200	8.1565	-
0.2010	171300	8.146	-
0.2011	171400	8.1667	-
0.2013	171500	8.1427	-
0.2014	171600	8.1529	-
0.2015	171700	8.1719	-
0.2016	171800	8.145	-
0.2017	171900	8.1381	-
0.2018	172000	8.1554	-
0.2020	172100	8.1436	-
0.2021	172200	8.1619	-
0.2022	172300	8.1556	-
0.2023	172400	8.1539	-
0.2024	172500	8.1535	-
0.2025	172600	8.1455	-
0.2027	172700	8.1563	-
0.2028	172800	8.1559	-
0.2029	172900	8.1756	-
0.2030	173000	8.164	-
0.2031	173100	8.1518	-
0.2032	173200	8.1649	-
0.2034	173300	8.1575	-
0.2035	173400	8.1669	-
0.2036	173500	8.1551	-
0.2037	173600	8.1515	-
0.2038	173700	8.1755	-
0.2040	173800	8.1485	-
0.2041	173900	8.144	-
0.2042	174000	8.1691	-
0.2043	174100	8.1521	-
0.2044	174200	8.1641	-
0.2045	174300	8.1627	-
0.2047	174400	8.1649	-
0.2048	174500	8.1568	-
0.2049	174600	8.1614	-
0.2050	174700	8.1725	-
0.2051	174800	8.1363	-
0.2052	174900	8.156	-
0.2054	175000	8.1379	-
0.2055	175100	8.145	-
0.2056	175200	8.1504	-
0.2057	175300	8.1315	-
0.2058	175400	8.1444	-
0.2059	175500	8.1609	-
0.2061	175600	8.1621	-
0.2062	175700	8.1581	-
0.2063	175800	8.1578	-
0.2064	175900	8.1448	-
0.2065	176000	8.1559	-
0.2067	176100	8.1455	-
0.2068	176200	8.1439	-
0.2069	176300	8.1445	-
0.2070	176400	8.1458	-
0.2071	176500	8.1663	-
0.2072	176600	8.1588	-
0.2074	176700	8.1546	-
0.2075	176800	8.151	-
0.2076	176900	8.1529	-
0.2077	177000	8.1446	-
0.2078	177100	8.1312	-
0.2079	177200	8.1497	-
0.2081	177300	8.1518	-
0.2082	177400	8.1492	-
0.2083	177500	8.1394	-
0.2084	177600	8.1572	-
0.2085	177700	8.1375	-
0.2086	177800	8.1499	-
0.2088	177900	8.1458	-
0.2089	178000	8.1481	-
0.2090	178100	8.1597	-
0.2091	178200	8.1553	-
0.2092	178300	8.1524	-
0.2094	178400	8.1412	-
0.2095	178500	8.1563	-
0.2096	178600	8.1666	-
0.2097	178700	8.1391	-
0.2098	178800	8.1329	-
0.2099	178900	8.1708	-
0.2101	179000	8.1472	-
0.2102	179100	8.1642	-
0.2103	179200	8.1385	-
0.2104	179300	8.1603	-
0.2105	179400	8.1509	-
0.2106	179500	8.1551	-
0.2108	179600	8.1341	-
0.2109	179700	8.1432	-
0.2110	179800	8.1493	-
0.2111	179900	8.1473	-
0.2112	180000	8.1509	-
0.2113	180100	8.132	-
0.2115	180200	8.1492	-
0.2116	180300	8.15	-
0.2117	180400	8.1664	-
0.2118	180500	8.1536	-
0.2119	180600	8.148	-
0.2120	180700	8.164	-
0.2122	180800	8.1415	-
0.2123	180900	8.1451	-
0.2124	181000	8.1463	-
0.2125	181100	8.1563	-
0.2126	181200	8.1643	-
0.2128	181300	8.1364	-
0.2129	181400	8.1584	-
0.2130	181500	8.1342	-
0.2131	181600	8.1432	-
0.2132	181700	8.1373	-
0.2133	181800	8.1551	-
0.2135	181900	8.1369	-
0.2136	182000	8.1286	-
0.2137	182100	8.1392	-
0.2138	182200	8.1485	-
0.2139	182300	8.1511	-
0.2140	182400	8.1619	-
0.2142	182500	8.1585	-
0.2143	182600	8.1485	-
0.2144	182700	8.1417	-
0.2145	182800	8.1321	-
0.2146	182900	8.1369	-
0.2147	183000	8.1608	-
0.2149	183100	8.1386	-
0.2150	183200	8.1388	-
0.2151	183300	8.1236	-
0.2152	183400	8.1823	-
0.2153	183500	8.1593	-
0.2155	183600	8.1407	-
0.2156	183700	8.1444	-
0.2157	183800	8.1615	-
0.2158	183900	8.1675	-
0.2159	184000	8.1294	-
0.2160	184100	8.1424	-
0.2162	184200	8.1546	-
0.2163	184300	8.1614	-
0.2164	184400	8.1502	-
0.2165	184500	8.154	-
0.2166	184600	8.1505	-
0.2167	184700	8.1577	-
0.2169	184800	8.1283	-
0.2170	184900	8.1515	-
0.2171	185000	8.1589	-
0.2172	185100	8.1497	-
0.2173	185200	8.1422	-
0.2174	185300	8.136	-
0.2176	185400	8.169	-
0.2177	185500	8.1423	-
0.2178	185600	8.1472	-
0.2179	185700	8.1355	-
0.2180	185800	8.1549	-
0.2182	185900	8.1433	-
0.2183	186000	8.1543	-
0.2184	186100	8.1484	-
0.2185	186200	8.1498	-
0.2186	186300	8.1451	-
0.2187	186400	8.1517	-
0.2189	186500	8.1385	-
0.2190	186600	8.1415	-
0.2191	186700	8.1582	-
0.2192	186800	8.1488	-
0.2193	186900	8.1555	-
0.2194	187000	8.1628	-
0.2196	187100	8.146	-
0.2197	187200	8.1344	-
0.2198	187300	8.1405	-
0.2199	187400	8.1347	-
0.2200	187500	8.1418	-
0.2201	187600	8.1514	-
0.2203	187700	8.147	-
0.2204	187800	8.124	-
0.2205	187900	8.1535	-
0.2206	188000	8.1388	-
0.2207	188100	8.134	-
0.2209	188200	8.141	-
0.2210	188300	8.1264	-
0.2211	188400	8.1523	-
0.2212	188500	8.1364	-
0.2213	188600	8.1441	-
0.2214	188700	8.1346	-
0.2216	188800	8.1422	-
0.2217	188900	8.1427	-
0.2218	189000	8.1428	-
0.2219	189100	8.1642	-
0.2220	189200	8.1644	-
0.2221	189300	8.1397	-
0.2223	189400	8.1475	-
0.2224	189500	8.1369	-
0.2225	189600	8.1382	-
0.2226	189700	8.1463	-
0.2227	189800	8.1381	-
0.2228	189900	8.1627	-
0.2230	190000	8.1334	-
0.2231	190100	8.1453	-
0.2232	190200	8.1444	-
0.2233	190300	8.1482	-
0.2234	190400	8.1258	-
0.2235	190500	8.1341	-
0.2237	190600	8.1515	-
0.2238	190700	8.1474	-
0.2239	190800	8.1335	-
0.2240	190900	8.142	-
0.2241	191000	8.1285	-
0.2243	191100	8.1695	-
0.2244	191200	8.1464	-
0.2245	191300	8.1256	-
0.2246	191400	8.1356	-
0.2247	191500	8.1419	-
0.2248	191600	8.1503	-
0.2250	191700	8.1551	-
0.2251	191800	8.1475	-
0.2252	191900	8.1358	-
0.2253	192000	8.1232	-
0.2254	192100	8.1587	-
0.2255	192200	8.15	-
0.2257	192300	8.1491	-
0.2258	192400	8.1509	-
0.2259	192500	8.1469	-
0.2260	192600	8.1315	-
0.2261	192700	8.1458	-
0.2262	192800	8.1426	-
0.2264	192900	8.1459	-
0.2265	193000	8.1381	-
0.2266	193100	8.1341	-
0.2267	193200	8.1412	-
0.2268	193300	8.154	-
0.2270	193400	8.1384	-
0.2271	193500	8.1347	-
0.2272	193600	8.1373	-
0.2273	193700	8.1548	-
0.2274	193800	8.1292	-
0.2275	193900	8.1449	-
0.2277	194000	8.1344	-
0.2278	194100	8.1239	-
0.2279	194200	8.1518	-
0.2280	194300	8.1259	-
0.2281	194400	8.1406	-
0.2282	194500	8.1238	-
0.2284	194600	8.1296	-
0.2285	194700	8.1388	-
0.2286	194800	8.133	-
0.2287	194900	8.157	-
0.2288	195000	8.1299	-
0.2289	195100	8.1481	-
0.2291	195200	8.1421	-
0.2292	195300	8.1179	-
0.2293	195400	8.1439	-
0.2294	195500	8.1289	-
0.2295	195600	8.127	-
0.2297	195700	8.138	-
0.2298	195800	8.1317	-
0.2299	195900	8.1338	-
0.2300	196000	8.1468	-
0.2301	196100	8.1357	-
0.2302	196200	8.1392	-
0.2304	196300	8.1362	-
0.2305	196400	8.1344	-
0.2306	196500	8.1357	-
0.2307	196600	8.1406	-
0.2308	196700	8.1388	-
0.2309	196800	8.1284	-
0.2311	196900	8.1562	-
0.2312	197000	8.1461	-
0.2313	197100	8.1348	-
0.2314	197200	8.151	-
0.2315	197300	8.1162	-
0.2316	197400	8.1482	-
0.2318	197500	8.1408	-
0.2319	197600	8.1385	-
0.2320	197700	8.1465	-
0.2321	197800	8.1389	-
0.2322	197900	8.1208	-
0.2324	198000	8.1451	-
0.2325	198100	8.1336	-
0.2326	198200	8.1391	-
0.2327	198300	8.1183	-
0.2328	198400	8.1315	-
0.2329	198500	8.148	-
0.2331	198600	8.1355	-
0.2332	198700	8.1265	-
0.2333	198800	8.122	-
0.2334	198900	8.1524	-
0.2335	199000	8.1383	-
0.2336	199100	8.1214	-
0.2338	199200	8.1355	-
0.2339	199300	8.1584	-
0.2340	199400	8.146	-
0.2341	199500	8.1358	-
0.2342	199600	8.1479	-
0.2343	199700	8.1276	-
0.2345	199800	8.14	-
0.2346	199900	8.1141	-
0.2347	200000	8.1296	8.0860
0.2348	200100	8.1354	-
0.2349	200200	8.1307	-
0.2350	200300	8.1529	-
0.2352	200400	8.125	-
0.2353	200500	8.1384	-
0.2354	200600	8.1369	-
0.2355	200700	8.1538	-
0.2356	200800	8.1337	-
0.2358	200900	8.1258	-
0.2359	201000	8.1266	-
0.2360	201100	8.1203	-
0.2361	201200	8.1372	-
0.2362	201300	8.1608	-
0.2363	201400	8.159	-
0.2365	201500	8.1422	-
0.2366	201600	8.1422	-
0.2367	201700	8.1477	-
0.2368	201800	8.1453	-
0.2369	201900	8.1558	-
0.2370	202000	8.1242	-
0.2372	202100	8.1548	-
0.2373	202200	8.1272	-
0.2374	202300	8.1553	-
0.2375	202400	8.1491	-
0.2376	202500	8.1276	-
0.2377	202600	8.1291	-
0.2379	202700	8.1452	-
0.2380	202800	8.1267	-
0.2381	202900	8.1434	-
0.2382	203000	8.1453	-
0.2383	203100	8.1303	-
0.2385	203200	8.1208	-
0.2386	203300	8.1167	-
0.2387	203400	8.1418	-
0.2388	203500	8.153	-
0.2389	203600	8.1293	-
0.2390	203700	8.1475	-
0.2392	203800	8.1522	-
0.2393	203900	8.1174	-
0.2394	204000	8.1136	-
0.2395	204100	8.1342	-
0.2396	204200	8.1316	-
0.2397	204300	8.1288	-
0.2399	204400	8.1208	-
0.2400	204500	8.1413	-
0.2401	204600	8.1599	-
0.2402	204700	8.135	-
0.2403	204800	8.1327	-
0.2404	204900	8.1325	-
0.2406	205000	8.1312	-
0.2407	205100	8.1421	-
0.2408	205200	8.1367	-
0.2409	205300	8.119	-
0.2410	205400	8.1121	-
0.2412	205500	8.1415	-
0.2413	205600	8.1423	-
0.2414	205700	8.1235	-
0.2415	205800	8.1359	-
0.2416	205900	8.1275	-
0.2417	206000	8.1174	-
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0.2420	206200	8.1307	-
0.2421	206300	8.1551	-
0.2422	206400	8.1381	-
0.2423	206500	8.1058	-
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0.2426	206700	8.1415	-
0.2427	206800	8.1548	-
0.2428	206900	8.1522	-
0.2429	207000	8.1154	-
0.2430	207100	8.1304	-
0.2431	207200	8.1206	-
0.2433	207300	8.1065	-
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0.2435	207500	8.1201	-
0.2436	207600	8.1354	-
0.2437	207700	8.1289	-
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0.2440	207900	8.142	-
0.2441	208000	8.1246	-
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0.2444	208300	8.1273	-
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0.2447	208500	8.1185	-
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0.2450	208800	8.1404	-
0.2451	208900	8.137	-
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0.2455	209200	8.1153	-
0.2456	209300	8.1418	-
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0.2458	209500	8.1199	-
0.2460	209600	8.1152	-
0.2461	209700	8.1352	-
0.2462	209800	8.1212	-
0.2463	209900	8.1201	-
0.2464	210000	8.148	-
0.2465	210100	8.138	-
0.2467	210200	8.1308	-
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0.2470	210500	8.1173	-
0.2471	210600	8.1144	-
0.2473	210700	8.1749	-
0.2474	210800	8.137	-
0.2475	210900	8.1166	-
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0.2478	211200	8.134	-
0.2480	211300	8.1244	-
0.2481	211400	8.1234	-
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0.2483	211600	8.1317	-
0.2484	211700	8.1182	-
0.2485	211800	8.1339	-
0.2487	211900	8.1245	-
0.2488	212000	8.1281	-
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0.2490	212200	8.1314	-
0.2491	212300	8.1306	-
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0.2495	212600	8.1247	-
0.2496	212700	8.123	-
0.2497	212800	8.1095	-
0.2498	212900	8.1133	-
0.2500	213000	8.1368	-
0.2501	213100	8.1211	-
0.2502	213200	8.1306	-
0.2503	213300	8.1284	-
0.2504	213400	8.1211	-
0.2505	213500	8.1244	-
0.2507	213600	8.1412	-
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0.2509	213800	8.1244	-
0.2510	213900	8.1301	-
0.2511	214000	8.1284	-
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0.2514	214200	8.1371	-
0.2515	214300	8.138	-
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0.2518	214600	8.1212	-
0.2519	214700	8.1258	-
0.2521	214800	8.1316	-
0.2522	214900	8.1164	-
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0.2525	215200	8.1272	-
0.2527	215300	8.1267	-
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0.2529	215500	8.123	-
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0.2531	215700	8.1284	-
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0.2534	215900	8.1274	-
0.2535	216000	8.1219	-
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0.2541	216500	8.1091	-
0.2542	216600	8.1206	-
0.2543	216700	8.1239	-
0.2544	216800	8.11	-
0.2545	216900	8.1165	-
0.2546	217000	8.1021	-
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0.2549	217200	8.1193	-
0.2550	217300	8.1154	-
0.2551	217400	8.1103	-
0.2552	217500	8.0984	-
0.2554	217600	8.1281	-
0.2555	217700	8.1282	-
0.2556	217800	8.1479	-
0.2557	217900	8.1297	-
0.2558	218000	8.1427	-
0.2559	218100	8.1407	-
0.2561	218200	8.1051	-
0.2562	218300	8.124	-
0.2563	218400	8.128	-
0.2564	218500	8.1317	-
0.2565	218600	8.124	-
0.2566	218700	8.1141	-
0.2568	218800	8.1369	-
0.2569	218900	8.1185	-
0.2570	219000	8.1473	-
0.2571	219100	8.1192	-
0.2572	219200	8.1285	-
0.2573	219300	8.1245	-
0.2575	219400	8.106	-
0.2576	219500	8.0964	-
0.2577	219600	8.1418	-
0.2578	219700	8.1286	-
0.2579	219800	8.1247	-
0.2581	219900	8.1305	-
0.2582	220000	8.1079	-
0.2583	220100	8.1327	-
0.2584	220200	8.1197	-
0.2585	220300	8.1262	-
0.2586	220400	8.1225	-
0.2588	220500	8.1305	-
0.2589	220600	8.1233	-
0.2590	220700	8.1438	-
0.2591	220800	8.1103	-
0.2592	220900	8.1208	-
0.2593	221000	8.1157	-
0.2595	221100	8.1242	-
0.2596	221200	8.1283	-
0.2597	221300	8.1185	-
0.2598	221400	8.1237	-
0.2599	221500	8.1342	-
0.2600	221600	8.1102	-
0.2602	221700	8.1217	-
0.2603	221800	8.1448	-
0.2604	221900	8.1056	-
0.2605	222000	8.1353	-
0.2606	222100	8.1178	-
0.2607	222200	8.126	-
0.2609	222300	8.1204	-
0.2610	222400	8.1055	-
0.2611	222500	8.1276	-
0.2612	222600	8.1287	-
0.2613	222700	8.1016	-
0.2615	222800	8.1236	-
0.2616	222900	8.105	-
0.2617	223000	8.1242	-
0.2618	223100	8.128	-
0.2619	223200	8.1268	-
0.2620	223300	8.1245	-
0.2622	223400	8.1148	-
0.2623	223500	8.1071	-
0.2624	223600	8.1182	-
0.2625	223700	8.1184	-
0.2626	223800	8.1245	-
0.2627	223900	8.123	-
0.2629	224000	8.1006	-
0.2630	224100	8.0901	-
0.2631	224200	8.1173	-
0.2632	224300	8.1048	-
0.2633	224400	8.1121	-
0.2634	224500	8.1128	-
0.2636	224600	8.1296	-
0.2637	224700	8.1041	-
0.2638	224800	8.1356	-
0.2639	224900	8.1288	-
0.2640	225000	8.1153	-
0.2642	225100	8.1244	-
0.2643	225200	8.1059	-
0.2644	225300	8.1354	-
0.2645	225400	8.1203	-
0.2646	225500	8.116	-
0.2647	225600	8.1647	-
0.2649	225700	8.1161	-
0.2650	225800	8.0998	-
0.2651	225900	8.1453	-
0.2652	226000	8.1186	-
0.2653	226100	8.1334	-
0.2654	226200	8.123	-
0.2656	226300	8.1197	-
0.2657	226400	8.1147	-
0.2658	226500	8.1155	-
0.2659	226600	8.1223	-
0.2660	226700	8.1165	-
0.2661	226800	8.1145	-
0.2663	226900	8.1068	-
0.2664	227000	8.1169	-
0.2665	227100	8.1106	-
0.2666	227200	8.118	-
0.2667	227300	8.1309	-
0.2669	227400	8.1146	-
0.2670	227500	8.134	-
0.2671	227600	8.1202	-
0.2672	227700	8.1136	-
0.2673	227800	8.1075	-
0.2674	227900	8.1178	-
0.2676	228000	8.1113	-
0.2677	228100	8.1605	-
0.2678	228200	8.1236	-
0.2679	228300	8.1206	-
0.2680	228400	8.1197	-
0.2681	228500	8.1101	-
0.2683	228600	8.1395	-
0.2684	228700	8.1257	-
0.2685	228800	8.1096	-
0.2686	228900	8.1255	-
0.2687	229000	8.1114	-
0.2688	229100	8.1007	-
0.2690	229200	8.1118	-
0.2691	229300	8.0932	-
0.2692	229400	8.1123	-
0.2693	229500	8.1173	-
0.2694	229600	8.1343	-
0.2696	229700	8.1243	-
0.2697	229800	8.1266	-
0.2698	229900	8.0891	-
0.2699	230000	8.1207	-
0.2700	230100	8.1275	-
0.2701	230200	8.1132	-
0.2703	230300	8.1308	-
0.2704	230400	8.1223	-
0.2705	230500	8.1304	-
0.2706	230600	8.1323	-
0.2707	230700	8.0992	-
0.2708	230800	8.1192	-
0.2710	230900	8.1122	-
0.2711	231000	8.1199	-
0.2712	231100	8.1047	-
0.2713	231200	8.1165	-
0.2714	231300	8.1155	-
0.2715	231400	8.1101	-
0.2717	231500	8.1121	-
0.2718	231600	8.1285	-
0.2719	231700	8.1218	-
0.2720	231800	8.1112	-
0.2721	231900	8.1093	-
0.2722	232000	8.1004	-
0.2724	232100	8.1157	-
0.2725	232200	8.1097	-
0.2726	232300	8.1125	-
0.2727	232400	8.0997	-
0.2728	232500	8.1063	-
0.2730	232600	8.1197	-
0.2731	232700	8.1204	-
0.2732	232800	8.1076	-
0.2733	232900	8.088	-
0.2734	233000	8.1071	-
0.2735	233100	8.105	-
0.2737	233200	8.1256	-
0.2738	233300	8.1322	-
0.2739	233400	8.1293	-
0.2740	233500	8.1173	-
0.2741	233600	8.1317	-
0.2742	233700	8.1239	-
0.2744	233800	8.1223	-
0.2745	233900	8.1249	-
0.2746	234000	8.117	-
0.2747	234100	8.1149	-
0.2748	234200	8.1145	-
0.2749	234300	8.1267	-
0.2751	234400	8.1297	-
0.2752	234500	8.1367	-
0.2753	234600	8.1164	-
0.2754	234700	8.1134	-
0.2755	234800	8.1242	-
0.2757	234900	8.1031	-
0.2758	235000	8.1125	-
0.2759	235100	8.1065	-
0.2760	235200	8.1327	-
0.2761	235300	8.1016	-
0.2762	235400	8.1189	-
0.2764	235500	8.1119	-
0.2765	235600	8.1043	-
0.2766	235700	8.1063	-
0.2767	235800	8.1261	-
0.2768	235900	8.1201	-
0.2769	236000	8.1174	-
0.2771	236100	8.1156	-
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0.6500	553900	7.9988	-
0.6501	554000	8.0001	-
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0.6509	554700	8.0274	-
0.6511	554800	8.0019	-
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0.6514	555100	8.0101	-
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0.6525	556000	8.0202	-
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0.6528	556300	7.9995	-
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0.6630	565000	8.0037	-
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0.6681	569300	7.9978	-
0.6682	569400	8.0151	-
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0.6702	571100	7.9975	-
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0.6710	571800	7.9973	-
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0.6760	576100	8.0093	-
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0.6763	576300	8.0109	-
0.6764	576400	8.0367	-
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0.6766	576600	8.001	-
0.6768	576700	8.0093	-
0.6769	576800	8.0478	-
0.6770	576900	8.0145	-
0.6771	577000	8.0371	-
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0.6773	577200	8.0559	-
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0.6782	577900	7.998	-
0.6783	578000	8.0329	-
0.6784	578100	7.9984	-
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0.6786	578300	8.0087	-
0.6787	578400	8.0166	-
0.6789	578500	8.0133	-
0.6790	578600	8.0288	-
0.6791	578700	7.9979	-
0.6792	578800	8.0021	-
0.6793	578900	8.0523	-
0.6794	579000	8.0165	-
0.6796	579100	8.014	-
0.6797	579200	8.0138	-
0.6798	579300	8.0187	-
0.6799	579400	8.0054	-
0.6800	579500	8.0101	-
0.6802	579600	7.9985	-
0.6803	579700	8.014	-
0.6804	579800	8.0097	-
0.6805	579900	8.0522	-
0.6806	580000	8.0222	-
0.6807	580100	7.9952	-
0.6809	580200	7.9997	-
0.6810	580300	8.0286	-
0.6811	580400	8.0138	-
0.6812	580500	7.9974	-
0.6813	580600	7.9874	-
0.6814	580700	8.0098	-
0.6816	580800	8.0037	-
0.6817	580900	7.999	-
0.6818	581000	7.9975	-
0.6819	581100	8.0157	-
0.6820	581200	8.0048	-
0.6821	581300	8.0004	-
0.6823	581400	8.0172	-
0.6824	581500	8.015	-
0.6825	581600	8.0112	-
0.6826	581700	8.0032	-
0.6827	581800	8.0158	-
0.6829	581900	8.0018	-
0.6830	582000	8.0084	-
0.6831	582100	8.0321	-
0.6832	582200	8.0019	-
0.6833	582300	8.0208	-
0.6834	582400	8.009	-
0.6836	582500	7.9998	-
0.6837	582600	8.0075	-
0.6838	582700	8.0163	-
0.6839	582800	7.9966	-
0.6840	582900	8.0233	-
0.6841	583000	7.9897	-
0.6843	583100	8.0088	-
0.6844	583200	8.0204	-
0.6845	583300	8.0134	-
0.6846	583400	8.021	-
0.6847	583500	8.0099	-
0.6848	583600	8.0236	-
0.6850	583700	8.0324	-
0.6851	583800	8.0253	-
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0.6853	584000	8.0298	-
0.6854	584100	8.0029	-
0.6856	584200	8.0049	-
0.6857	584300	8.0206	-
0.6858	584400	8.0493	-
0.6859	584500	8.0311	-
0.6860	584600	8.0017	-
0.6861	584700	8.0083	-
0.6863	584800	8.0155	-
0.6864	584900	8.0276	-
0.6865	585000	7.9999	-
0.6866	585100	8.0464	-
0.6867	585200	7.9987	-
0.6868	585300	7.9965	-
0.6870	585400	8.0076	-
0.6871	585500	8.0012	-
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0.6873	585700	8.0394	-
0.6874	585800	7.9854	-
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0.6877	586000	8.0055	-
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0.6880	586300	8.0253	-
0.6881	586400	8.0124	-
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0.6884	586600	7.9973	-
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0.6886	586800	8.0062	-
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0.6888	587000	8.0016	-
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0.6900	588000	8.0293	-
0.6901	588100	7.9999	-
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0.6912	589000	8.028	-
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0.6914	589200	8.0003	-
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0.6920	589700	7.9958	-
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0.6931	590600	7.9971	-
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0.6934	590900	8.0144	-
0.6935	591000	8.018	-
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0.6956	592800	8.0181	-
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0.6963	593400	7.9914	-
0.6965	593500	7.9876	-
0.6966	593600	8.0477	-
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0.6968	593800	8.0115	-
0.6969	593900	8.0428	-
0.6971	594000	8.0128	-
0.6972	594100	7.9926	-
0.6973	594200	8.0191	-
0.6974	594300	8.0238	-
0.6975	594400	8.0006	-
0.6976	594500	8.0315	-
0.6978	594600	8.0013	-
0.6979	594700	8.0296	-
0.6980	594800	8.016	-
0.6981	594900	8.0186	-
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0.6989	595600	8.0124	-
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0.6994	596000	8.0144	-
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0.6996	596200	8.0001	-
0.6998	596300	8.0229	-
0.6999	596400	8.0151	-
0.7000	596500	7.9998	-
0.7001	596600	8.001	-
0.7002	596700	8.0107	-
0.7003	596800	8.0091	-
0.7005	596900	8.0086	-
0.7006	597000	8.0036	-
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0.7008	597200	8.0315	-
0.7009	597300	8.0055	-
0.7010	597400	8.0225	-
0.7012	597500	7.9992	-
0.7013	597600	7.9906	-
0.7014	597700	8.0224	-
0.7015	597800	8.0053	-
0.7016	597900	7.9978	-
0.7017	598000	8.0137	-
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0.7020	598200	8.0066	-
0.7021	598300	8.05	-
0.7022	598400	8.0269	-
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0.7025	598600	8.0233	-
0.7026	598700	8.0199	-
0.7027	598800	7.997	-
0.7028	598900	7.9986	-
0.7029	599000	8.0295	-
0.7030	599100	8.0136	-
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0.7035	599500	8.0032	-
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0.7037	599700	8.006	-
0.7039	599800	8.0221	-
0.7040	599900	7.9941	-
0.7041	600000	8.0015	7.9500
0.7042	600100	8.0014	-
0.7043	600200	8.068	-
0.7044	600300	8.0043	-
0.7046	600400	7.992	-
0.7047	600500	8.0103	-
0.7048	600600	8.0019	-
0.7049	600700	8.0196	-
0.7050	600800	7.9995	-
0.7051	600900	8.0096	-
0.7053	601000	8.0051	-
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0.7055	601200	8.0192	-
0.7056	601300	7.9911	-
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0.7060	601600	8.0149	-
0.7061	601700	7.9798	-
0.7062	601800	8.0248	-
0.7063	601900	8.0159	-
0.7064	602000	8.0458	-
0.7066	602100	8.0458	-
0.7067	602200	8.0007	-
0.7068	602300	8.0064	-
0.7069	602400	8.0043	-
0.7070	602500	8.0461	-
0.7071	602600	7.9902	-
0.7073	602700	8.0305	-
0.7074	602800	8.0379	-
0.7075	602900	8.0113	-
0.7076	603000	8.0003	-
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0.7078	603200	8.0085	-
0.7080	603300	8.0331	-
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0.7083	603600	8.0187	-
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0.7086	603800	8.0171	-
0.7087	603900	8.019	-
0.7088	604000	7.9874	-
0.7089	604100	8.0058	-
0.7090	604200	8.0087	-
0.7091	604300	7.9892	-
0.7093	604400	7.9981	-
0.7094	604500	8.0169	-
0.7095	604600	7.9991	-
0.7096	604700	8.0253	-
0.7097	604800	8.0321	-
0.7098	604900	8.001	-
0.7100	605000	8.0297	-
0.7101	605100	7.9934	-
0.7102	605200	8.0031	-
0.7103	605300	8.0037	-
0.7104	605400	8.0074	-
0.7105	605500	8.0137	-
0.7107	605600	8.0106	-
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0.7109	605800	7.9925	-
0.7110	605900	8.0327	-
0.7111	606000	7.9795	-
0.7113	606100	7.9991	-
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0.7115	606300	8.0142	-
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0.7118	606600	8.0104	-
0.7120	606700	8.0009	-
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0.7122	606900	8.0063	-
0.7123	607000	7.9915	-
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0.7128	607400	8.0282	-
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0.7131	607700	7.9973	-
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0.7136	608100	8.0006	-
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0.7140	608400	8.0091	-
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0.7144	608800	8.0062	-
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0.7147	609000	8.0123	-
0.7148	609100	8.0031	-
0.7149	609200	8.0003	-
0.7150	609300	8.0116	-
0.7151	609400	7.9977	-
0.7152	609500	7.9978	-
0.7154	609600	8.0001	-
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0.7157	609900	8.0073	-
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0.7161	610200	7.9907	-
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0.7184	612200	8.0015	-
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0.7189	612600	8.0031	-
0.7190	612700	7.9884	-
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0.7215	614800	7.9876	-
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0.7218	615100	8.0018	-
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0.7225	615700	7.9885	-
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0.7230	616100	8.0084	-
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0.7232	616300	7.9916	-
0.7233	616400	8.0402	-
0.7235	616500	8.0039	-
0.7236	616600	8.0007	-
0.7237	616700	7.9993	-
0.7238	616800	7.988	-
0.7239	616900	7.9879	-
0.7240	617000	8.0066	-
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0.7244	617300	8.0125	-
0.7245	617400	8.0031	-
0.7246	617500	8.0189	-
0.7247	617600	7.9901	-
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0.7250	617800	8.0611	-
0.7251	617900	8.0018	-
0.7252	618000	8.015	-
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0.7255	618200	7.9897	-
0.7256	618300	8.0224	-
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0.7258	618500	8.0038	-
0.7259	618600	8.0021	-
0.7260	618700	7.9947	-
0.7262	618800	8.0081	-
0.7263	618900	7.9995	-
0.7264	619000	7.9999	-
0.7265	619100	8.0105	-
0.7266	619200	8.0361	-
0.7267	619300	7.9989	-
0.7269	619400	8.0236	-
0.7270	619500	8.0063	-
0.7271	619600	7.994	-
0.7272	619700	8.0156	-
0.7273	619800	7.9958	-
0.7274	619900	8.0506	-
0.7276	620000	7.9927	-
0.7277	620100	8.0033	-
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0.7279	620300	8.0045	-
0.7280	620400	8.0136	-
0.7281	620500	8.0071	-
0.7283	620600	8.0256	-
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0.7285	620800	8.0258	-
0.7286	620900	8.0123	-
0.7287	621000	8.0014	-
0.7289	621100	8.0351	-
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0.7291	621300	8.0076	-
0.7292	621400	7.9747	-
0.7293	621500	8.029	-
0.7294	621600	8.0327	-
0.7296	621700	8.0087	-
0.7297	621800	8.0083	-
0.7298	621900	8.0152	-
0.7299	622000	8.0107	-
0.7300	622100	8.0036	-
0.7301	622200	8.0292	-
0.7303	622300	8.0007	-
0.7304	622400	8.0029	-
0.7305	622500	8.0038	-
0.7306	622600	8.0022	-
0.7307	622700	8.0313	-
0.7308	622800	8.014	-
0.7310	622900	8.0019	-
0.7311	623000	8.0301	-
0.7312	623100	8.0288	-
0.7313	623200	8.0296	-
0.7314	623300	7.9949	-
0.7316	623400	7.9851	-
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0.7318	623600	8.0265	-
0.7319	623700	8.0014	-
0.7320	623800	8.0101	-
0.7321	623900	7.9904	-
0.7323	624000	8.0003	-
0.7324	624100	7.9966	-
0.7325	624200	8.0138	-
0.7326	624300	7.9942	-
0.7327	624400	7.993	-
0.7328	624500	8.0148	-
0.7330	624600	8.0048	-
0.7331	624700	8.0073	-
0.7332	624800	8.0258	-
0.7333	624900	8.0306	-
0.7334	625000	7.9991	-
0.7335	625100	7.9881	-
0.7337	625200	8.0085	-
0.7338	625300	8.0158	-
0.7339	625400	8.0254	-
0.7340	625500	8.0016	-
0.7341	625600	8.0171	-
0.7343	625700	8.0222	-
0.7344	625800	8.0019	-
0.7345	625900	8.0138	-
0.7346	626000	8.0511	-
0.7347	626100	8.0093	-
0.7348	626200	8.0286	-
0.7350	626300	8.0149	-
0.7351	626400	8.0076	-
0.7352	626500	8.0149	-
0.7353	626600	8.0142	-
0.7354	626700	8.0271	-
0.7355	626800	7.9842	-
0.7357	626900	8.0181	-
0.7358	627000	8.0217	-
0.7359	627100	7.9874	-
0.7360	627200	8.028	-
0.7361	627300	8.0623	-
0.7362	627400	7.9829	-
0.7364	627500	8.0051	-
0.7365	627600	7.9911	-
0.7366	627700	8.0057	-
0.7367	627800	8.0245	-
0.7368	627900	8.0079	-
0.7370	628000	7.9873	-
0.7371	628100	7.9678	-
0.7372	628200	8.0051	-
0.7373	628300	8.0413	-
0.7374	628400	8.01	-
0.7375	628500	8.0592	-
0.7377	628600	7.988	-
0.7378	628700	8.0211	-
0.7379	628800	8.0324	-
0.7380	628900	7.9835	-
0.7381	629000	8.0167	-
0.7382	629100	8.019	-
0.7384	629200	8.0109	-
0.7385	629300	8.0186	-
0.7386	629400	8.0167	-
0.7387	629500	7.9727	-
0.7388	629600	7.9947	-
0.7389	629700	8.0034	-
0.7391	629800	7.9998	-
0.7392	629900	8.0193	-
0.7393	630000	7.9949	-
0.7394	630100	8.0327	-
0.7395	630200	8.0305	-
0.7396	630300	7.9944	-
0.7398	630400	8.0067	-
0.7399	630500	8.0042	-
0.7400	630600	8.0265	-
0.7401	630700	8.0138	-
0.7402	630800	7.9814	-
0.7404	630900	8.0197	-
0.7405	631000	8.0076	-
0.7406	631100	8.0029	-
0.7407	631200	7.9959	-
0.7408	631300	8.0074	-
0.7409	631400	8.0066	-
0.7411	631500	8.0378	-
0.7412	631600	7.9901	-
0.7413	631700	8.0171	-
0.7414	631800	8.0076	-
0.7415	631900	8.0134	-
0.7416	632000	7.9965	-
0.7418	632100	7.9821	-
0.7419	632200	8.0091	-
0.7420	632300	7.9988	-
0.7421	632400	8.0392	-
0.7422	632500	7.9966	-
0.7423	632600	8.0253	-
0.7425	632700	8.0089	-
0.7426	632800	8.0046	-
0.7427	632900	7.9983	-
0.7428	633000	8.0034	-
0.7429	633100	7.9898	-
0.7431	633200	8.0234	-
0.7432	633300	8.0116	-
0.7433	633400	8.0142	-
0.7434	633500	8.0095	-
0.7435	633600	7.983	-
0.7436	633700	8.0009	-
0.7438	633800	7.9913	-
0.7439	633900	8.005	-
0.7440	634000	8.0087	-
0.7441	634100	8.0007	-
0.7442	634200	7.99	-
0.7443	634300	8.015	-
0.7445	634400	8.0086	-
0.7446	634500	7.9963	-
0.7447	634600	7.9851	-
0.7448	634700	8.008	-
0.7449	634800	8.0212	-
0.7450	634900	7.9963	-
0.7452	635000	7.9621	-
0.7453	635100	8.0065	-
0.7454	635200	8.0151	-
0.7455	635300	8.0366	-
0.7456	635400	7.9938	-
0.7458	635500	8.0144	-
0.7459	635600	8.0143	-
0.7460	635700	7.9825	-
0.7461	635800	8.0109	-
0.7462	635900	8.0311	-
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0.9801	835200	7.9929	-
0.9802	835300	7.9993	-
0.9803	835400	8.0114	-
0.9804	835500	7.9708	-
0.9806	835600	7.9705	-
0.9807	835700	7.9972	-
0.9808	835800	7.9778	-
0.9809	835900	8.0091	-
0.9810	836000	8.0133	-
0.9812	836100	7.9991	-
0.9813	836200	7.9808	-
0.9814	836300	7.9958	-
0.9815	836400	8.0066	-
0.9816	836500	8.0064	-
0.9817	836600	8.0318	-
0.9819	836700	7.9773	-
0.9820	836800	8.008	-
0.9821	836900	7.9875	-
0.9822	837000	7.9914	-
0.9823	837100	8.0005	-
0.9824	837200	7.9948	-
0.9826	837300	7.9845	-
0.9827	837400	7.995	-
0.9828	837500	7.9795	-
0.9829	837600	8.0018	-
0.9830	837700	7.9794	-
0.9831	837800	7.9979	-
0.9833	837900	8.0139	-
0.9834	838000	7.9731	-
0.9835	838100	7.9753	-
0.9836	838200	8.056	-
0.9837	838300	7.9926	-
0.9839	838400	7.9955	-
0.9840	838500	7.9707	-
0.9841	838600	7.9803	-
0.9842	838700	8.006	-
0.9843	838800	7.9891	-
0.9844	838900	7.9764	-
0.9846	839000	7.9914	-
0.9847	839100	8.0015	-
0.9848	839200	8.0002	-
0.9849	839300	8.0035	-
0.9850	839400	7.9866	-
0.9851	839500	7.978	-
0.9853	839600	7.9872	-
0.9854	839700	7.9857	-
0.9855	839800	7.9678	-
0.9856	839900	8.0082	-
0.9857	840000	7.9854	-
0.9858	840100	7.984	-
0.9860	840200	7.9867	-
0.9861	840300	7.9712	-
0.9862	840400	7.9953	-
0.9863	840500	7.987	-
0.9864	840600	7.979	-
0.9866	840700	7.9726	-
0.9867	840800	7.9933	-
0.9868	840900	7.9792	-
0.9869	841000	7.9881	-
0.9870	841100	7.9688	-
0.9871	841200	7.9871	-
0.9873	841300	7.9848	-
0.9874	841400	7.9848	-
0.9875	841500	7.992	-
0.9876	841600	8.0236	-
0.9877	841700	8.0447	-
0.9878	841800	7.9971	-
0.9880	841900	8.0106	-
0.9881	842000	7.9992	-
0.9882	842100	7.9789	-
0.9883	842200	7.9812	-
0.9884	842300	7.968	-
0.9885	842400	7.9834	-
0.9887	842500	7.995	-
0.9888	842600	8.0015	-
0.9889	842700	7.9725	-
0.9890	842800	7.971	-
0.9891	842900	8.0201	-
0.9893	843000	7.9831	-
0.9894	843100	7.9911	-
0.9895	843200	7.9784	-
0.9896	843300	8.0005	-
0.9897	843400	7.9993	-
0.9898	843500	7.9871	-
0.9900	843600	7.9894	-
0.9901	843700	8.019	-
0.9902	843800	8.0101	-
0.9903	843900	7.9942	-
0.9904	844000	7.9854	-
0.9905	844100	7.9653	-
0.9907	844200	7.9809	-
0.9908	844300	7.9605	-
0.9909	844400	7.9753	-
0.9910	844500	8.0304	-
0.9911	844600	7.9862	-
0.9912	844700	7.9734	-
0.9914	844800	8.0104	-
0.9915	844900	7.9742	-
0.9916	845000	7.97	-
0.9917	845100	7.9841	-
0.9918	845200	7.9957	-
0.9919	845300	7.9674	-
0.9921	845400	8.0095	-
0.9922	845500	8.0109	-
0.9923	845600	7.9858	-
0.9924	845700	7.9597	-
0.9925	845800	7.9963	-
0.9927	845900	7.9804	-
0.9928	846000	8.0001	-
0.9929	846100	7.9751	-
0.9930	846200	8.0272	-
0.9931	846300	7.9867	-
0.9932	846400	8.0034	-
0.9934	846500	7.9759	-
0.9935	846600	7.9651	-
0.9936	846700	7.9872	-
0.9937	846800	8.0048	-
0.9938	846900	7.9794	-
0.9939	847000	8.0	-
0.9941	847100	7.9826	-
0.9942	847200	7.9791	-
0.9943	847300	8.0155	-
0.9944	847400	7.9864	-
0.9945	847500	7.9813	-
0.9946	847600	8.0198	-
0.9948	847700	7.9847	-
0.9949	847800	7.9755	-
0.9950	847900	7.9674	-
0.9951	848000	8.0021	-
0.9952	848100	7.9951	-
0.9954	848200	7.9539	-
0.9955	848300	8.0079	-
0.9956	848400	7.9828	-
0.9957	848500	8.0228	-
0.9958	848600	7.9971	-
0.9959	848700	7.9889	-
0.9961	848800	7.9806	-
0.9962	848900	7.9768	-
0.9963	849000	7.9921	-
0.9964	849100	7.9942	-
0.9965	849200	7.9855	-
0.9966	849300	7.9929	-
0.9968	849400	7.9862	-
0.9969	849500	7.9854	-
0.9970	849600	7.9996	-
0.9971	849700	7.9912	-
0.9972	849800	7.9786	-
0.9973	849900	7.9845	-
0.9975	850000	7.9997	-
0.9976	850100	7.982	-
0.9977	850200	7.9874	-
0.9978	850300	8.0161	-
0.9979	850400	7.9866	-
0.9981	850500	7.9837	-
0.9982	850600	7.9954	-
0.9983	850700	7.9842	-
0.9984	850800	7.9848	-
0.9985	850900	7.9803	-
0.9986	851000	7.9683	-
0.9988	851100	7.9885	-
0.9989	851200	8.0074	-
0.9990	851300	7.9584	-
0.9991	851400	7.9885	-
0.9992	851500	7.9937	-
0.9993	851600	7.9941	-
0.9995	851700	7.9716	-
0.9996	851800	7.9845	-
0.9997	851900	7.991	-
0.9998	852000	7.9948	-
0.9999	852100	7.9934	-

Framework Versions

Python: 3.12.3
Sentence Transformers: 5.1.0
Transformers: 4.55.4
PyTorch: 2.6.0+cu124
Accelerate: 1.10.1
Datasets: 4.0.0
Tokenizers: 0.21.4

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",
}

CoSENTLoss

@online{kexuefm-8847,
    title={CoSENT: A more efficient sentence vector scheme than Sentence-BERT},
    author={Su Jianlin},
    year={2022},
    month={Jan},
    url={https://kexue.fm/archives/8847},
}

Downloads last month: -

Safetensors

Model size

22.7M params

Tensor type

F32

Model tree for KhaledReda/all-MiniLM-L6-v31-pair_score

Base model

sentence-transformers/all-MiniLM-L6-v2

Finetuned

(742)

this model

Dataset used to train KhaledReda/all-MiniLM-L6-v31-pair_score

Paper for KhaledReda/all-MiniLM-L6-v31-pair_score

Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Paper • 1908.10084 • Published Aug 27, 2019 • 11