CrossEncoder based on microsoft/MiniLM-L12-H384-uncased

This is a Cross Encoder model finetuned from microsoft/MiniLM-L12-H384-uncased using the sentence-transformers library. It computes scores for pairs of texts, which can be used for text reranking and semantic search.

Model Details

Model Description

Model Type: Cross Encoder
Base model: microsoft/MiniLM-L12-H384-uncased
Maximum Sequence Length: 256 tokens
Number of Output Labels: 1 label

Model Sources

Documentation: Sentence Transformers Documentation
Documentation: Cross Encoder Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Cross Encoders on Hugging Face

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 CrossEncoder

# Download from the 🤗 Hub
model = CrossEncoder("cross_encoder_model_id")
# Get scores for pairs of texts
pairs = [
    ['19 [SEP] average cost of dj for wedding', "The Knot found the average cost of a wedding nationwide is $35,329 not including the honeymoon. That's up $2,688 from last year and it's the highest average since The Knot started tracking average wedding costs 10 years ago. So what's behind the jump?"],
    ['15 [SEP] what is the origin name glaser mean', 'Paul Michael Glaser. Paul Michael Glaser (born March 25, 1943) is an American actor and director, perhaps best known for his role as Detective David Starsky on the 1970s television series Starsky and Hutch; he also appeared as Captain Jack Steeper on the 1999 to 2005 NBC series Third Watch.'],
    ['14 [SEP] what is the ego', 'The ego is  your consciousness of your own identity, or the conscious mind. Basically, your ego is related to your confidence level; if you have a big ego, your confidence is high, and visa versa. Additionally, having an ego can mean having an inflated feeling of pride or self-worth. The ego is your consciousness of your own identity, or the conscious mind. Basically, your ego is related to your confidence level; if you have a big ego, your confidence is high, and visa versa. Additionally, having an ego can mean having an inflated feeling of pride or self-worth.'],
    ['10 [SEP] what is the virginia mason emmi program', "Although Oklahoma State receiver James Washington is only 6 feet tall, quarterback Mason Rudolph doesn't see his size as a negative in today's NFL. Although Oklahoma State receiver James Washington is only 6 feet tall, quarterback Mason Rudolph doesn't see his size as a negative in today's NFL."],
    ['16 [SEP] is there an airport in atlantic city?', "The Absecon station is served by New Jersey Transit 's Atlantic City Line trains, with east-west service between 30th Street Station in Philadelphia and the Atlantic City Rail Terminal in Atlantic City."],
]
scores = model.predict(pairs)
print(scores.shape)
# (5,)

# Or rank different texts based on similarity to a single text
ranks = model.rank(
    '19 [SEP] average cost of dj for wedding',
    [
        "The Knot found the average cost of a wedding nationwide is $35,329 not including the honeymoon. That's up $2,688 from last year and it's the highest average since The Knot started tracking average wedding costs 10 years ago. So what's behind the jump?",
        'Paul Michael Glaser. Paul Michael Glaser (born March 25, 1943) is an American actor and director, perhaps best known for his role as Detective David Starsky on the 1970s television series Starsky and Hutch; he also appeared as Captain Jack Steeper on the 1999 to 2005 NBC series Third Watch.',
        'The ego is  your consciousness of your own identity, or the conscious mind. Basically, your ego is related to your confidence level; if you have a big ego, your confidence is high, and visa versa. Additionally, having an ego can mean having an inflated feeling of pride or self-worth. The ego is your consciousness of your own identity, or the conscious mind. Basically, your ego is related to your confidence level; if you have a big ego, your confidence is high, and visa versa. Additionally, having an ego can mean having an inflated feeling of pride or self-worth.',
        "Although Oklahoma State receiver James Washington is only 6 feet tall, quarterback Mason Rudolph doesn't see his size as a negative in today's NFL. Although Oklahoma State receiver James Washington is only 6 feet tall, quarterback Mason Rudolph doesn't see his size as a negative in today's NFL.",
        "The Absecon station is served by New Jersey Transit 's Atlantic City Line trains, with east-west service between 30th Street Station in Philadelphia and the Atlantic City Rail Terminal in Atlantic City.",
    ]
)
# [{'corpus_id': ..., 'score': ...}, {'corpus_id': ..., 'score': ...}, ...]

Training Details

Training Dataset

Unnamed Dataset

Size: 79,518,560 training samples
Columns: sentence_0, sentence_1, and label

Approximate statistics based on the first 1000 samples:

	sentence_0	sentence_1	label
type	string	string	float
details	min: 19 characters mean: 42.8 characters max: 138 characters	min: 67 characters mean: 346.56 characters max: 916 characters	min: -11.84 mean: 0.64 max: 11.02

Samples:

sentence_0	sentence_1	label
`19 [SEP] average cost of dj for wedding`	`The Knot found the average cost of a wedding nationwide is $35,329 not including the honeymoon. That's up $2,688 from last year and it's the highest average since The Knot started tracking average wedding costs 10 years ago. So what's behind the jump?`	`0.9657705624898275`
`15 [SEP] what is the origin name glaser mean`	`Paul Michael Glaser. Paul Michael Glaser (born March 25, 1943) is an American actor and director, perhaps best known for his role as Detective David Starsky on the 1970s television series Starsky and Hutch; he also appeared as Captain Jack Steeper on the 1999 to 2005 NBC series Third Watch.`	`1.0410912434260051`
`14 [SEP] what is the ego`	The ego is your consciousness of your own identity, or the conscious mind. Basically, your ego is related to your confidence level; if you have a big ego, your confidence is high, and visa versa. Additionally, having an ego can mean having an inflated feeling of pride or self-worth. The ego is your consciousness of your own identity, or the conscious mind. Basically, your ego is related to your confidence level; if you have a big ego, your confidence is high, and visa versa. Additionally, having an ego can mean having an inflated feeling of pride or self-worth.	`8.833635489145914`

Loss: FitMixinLoss

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 32
per_device_eval_batch_size: 32
num_train_epochs: 1
fp16: True

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: no
prediction_loss_only: True
per_device_train_batch_size: 32
per_device_eval_batch_size: 32
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: 1
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
bf16: False
fp16: True
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
parallelism_config: None
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch_fused
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
project: huggingface
trackio_space_id: trackio
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
hub_revision: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_tokens_per_second: False
include_num_input_tokens_seen: no
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
liger_kernel_config: None
eval_use_gather_object: False
average_tokens_across_devices: True
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: proportional
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Click to expand

Epoch	Step	Training Loss
0.0002	500	59.704
0.0004	1000	59.1856
0.0006	1500	46.8131
0.0008	2000	36.489
0.0010	2500	28.1743
0.0012	3000	21.1672
0.0014	3500	15.7922
0.0016	4000	11.2988
0.0018	4500	8.4019
0.0020	5000	6.6755
0.0022	5500	5.4466
0.0024	6000	4.9243
0.0026	6500	4.2408
0.0028	7000	3.9955
0.0030	7500	3.8631
0.0032	8000	3.7354
0.0034	8500	3.4502
0.0036	9000	3.3615
0.0038	9500	3.278
0.0040	10000	3.1902
0.0042	10500	3.0799
0.0044	11000	3.0414
0.0046	11500	2.9195
0.0048	12000	2.9345
0.0050	12500	2.8339
0.0052	13000	2.7302
0.0054	13500	2.7699
0.0056	14000	2.6542
0.0058	14500	2.7149
0.0060	15000	2.6412
0.0062	15500	2.5457
0.0064	16000	2.528
0.0066	16500	2.5367
0.0068	17000	2.4836
0.0070	17500	2.4633
0.0072	18000	2.4478
0.0074	18500	2.4159
0.0076	19000	2.361
0.0078	19500	2.3065
0.0080	20000	2.3553
0.0082	20500	2.3309
0.0085	21000	2.2502
0.0087	21500	2.2749
0.0089	22000	2.2423
0.0091	22500	2.2828
0.0093	23000	2.2582
0.0095	23500	2.1576
0.0097	24000	2.1899
0.0099	24500	2.1783
0.0101	25000	2.116
0.0103	25500	2.1144
0.0105	26000	2.1485
0.0107	26500	2.0985
0.0109	27000	2.0237
0.0111	27500	2.1657
0.0113	28000	2.0977
0.0115	28500	2.0067
0.0117	29000	2.0654
0.0119	29500	2.0264
0.0121	30000	2.0051
0.0123	30500	2.078
0.0125	31000	1.9872
0.0127	31500	2.0029
0.0129	32000	1.9528
0.0131	32500	1.956
0.0133	33000	1.9534
0.0135	33500	1.9128
0.0137	34000	1.8826
0.0139	34500	1.9191
0.0141	35000	1.9001
0.0143	35500	1.9342
0.0145	36000	1.8599
0.0147	36500	1.9094
0.0149	37000	1.9067
0.0151	37500	1.8289
0.0153	38000	1.8303
0.0155	38500	1.871
0.0157	39000	1.8391
0.0159	39500	1.8818
0.0161	40000	1.8146
0.0163	40500	1.8115
0.0165	41000	1.8404
0.0167	41500	1.8159
0.0169	42000	1.8015
0.0171	42500	1.7333
0.0173	43000	1.764
0.0175	43500	1.7686
0.0177	44000	1.7351
0.0179	44500	1.7935
0.0181	45000	1.7567
0.0183	45500	1.7373
0.0185	46000	1.7696
0.0187	46500	1.7448
0.0189	47000	1.7305
0.0191	47500	1.6667
0.0193	48000	1.743
0.0195	48500	1.7406
0.0197	49000	1.676
0.0199	49500	1.7035
0.0201	50000	1.7209
0.0203	50500	1.6735
0.0205	51000	1.7074
0.0207	51500	1.7371
0.0209	52000	1.7243
0.0211	52500	1.7131
0.0213	53000	1.659
0.0215	53500	1.7377
0.0217	54000	1.6542
0.0219	54500	1.6328
0.0221	55000	1.6732
0.0223	55500	1.7029
0.0225	56000	1.6562
0.0227	56500	1.6508
0.0229	57000	1.5871
0.0231	57500	1.6559
0.0233	58000	1.6127
0.0235	58500	1.6152
0.0237	59000	1.6207
0.0239	59500	1.5873
0.0241	60000	1.6358
0.0243	60500	1.5601
0.0245	61000	1.6028
0.0247	61500	1.5502
0.0250	62000	1.6238
0.0252	62500	1.5884
0.0254	63000	1.5715
0.0256	63500	1.576
0.0258	64000	1.571
0.0260	64500	1.5871
0.0262	65000	1.58
0.0264	65500	1.5792
0.0266	66000	1.5699
0.0268	66500	1.5576
0.0270	67000	1.5566
0.0272	67500	1.5265
0.0274	68000	1.4936
0.0276	68500	1.5638
0.0278	69000	1.4885
0.0280	69500	1.548
0.0282	70000	1.5266
0.0284	70500	1.509
0.0286	71000	1.5188
0.0288	71500	1.4202
0.0290	72000	1.5553
0.0292	72500	1.5209
0.0294	73000	1.5026
0.0296	73500	1.4737
0.0298	74000	1.4961
0.0300	74500	1.4986
0.0302	75000	1.5083
0.0304	75500	1.5225
0.0306	76000	1.4936
0.0308	76500	1.4643
0.0310	77000	1.4727
0.0312	77500	1.4602
0.0314	78000	1.4211
0.0316	78500	1.445
0.0318	79000	1.4687
0.0320	79500	1.4282
0.0322	80000	1.4035
0.0324	80500	1.4629
0.0326	81000	1.4706
0.0328	81500	1.4424
0.0330	82000	1.4343
0.0332	82500	1.4317
0.0334	83000	1.4557
0.0336	83500	1.4331
0.0338	84000	1.4038
0.0340	84500	1.4254
0.0342	85000	1.407
0.0344	85500	1.4469
0.0346	86000	1.4298
0.0348	86500	1.4096
0.0350	87000	1.4395
0.0352	87500	1.5029
0.0354	88000	1.4282
0.0356	88500	1.4674
0.0358	89000	1.4194
0.0360	89500	1.4174
0.0362	90000	1.4196
0.0364	90500	1.3868
0.0366	91000	1.3966
0.0368	91500	1.4449
0.0370	92000	1.4344
0.0372	92500	1.3842
0.0374	93000	1.3533
0.0376	93500	1.3942
0.0378	94000	1.3843
0.0380	94500	1.3966
0.0382	95000	1.3889
0.0384	95500	1.3681
0.0386	96000	1.409
0.0388	96500	1.4015
0.0390	97000	1.3675
0.0392	97500	1.3713
0.0394	98000	1.3771
0.0396	98500	1.3505
0.0398	99000	1.3583
0.0400	99500	1.3597
0.0402	100000	1.3453
0.0404	100500	1.3497
0.0406	101000	1.4147
0.0408	101500	1.3642
0.0410	102000	1.3617
0.0412	102500	1.3535
0.0414	103000	1.3559
0.0417	103500	1.3164
0.0419	104000	1.4016
0.0421	104500	1.3177
0.0423	105000	1.3318
0.0425	105500	1.3124
0.0427	106000	1.3373
0.0429	106500	1.3626
0.0431	107000	1.3532
0.0433	107500	1.3495
0.0435	108000	1.3599
0.0437	108500	1.3461
0.0439	109000	1.2952
0.0441	109500	1.3229
0.0443	110000	1.3188
0.0445	110500	1.3687
0.0447	111000	1.3183
0.0449	111500	1.3293
0.0451	112000	1.334
0.0453	112500	1.3293
0.0455	113000	1.3181
0.0457	113500	1.3499
0.0459	114000	1.3187
0.0461	114500	1.3227
0.0463	115000	1.3706
0.0465	115500	1.2513
0.0467	116000	1.2881
0.0469	116500	1.2514
0.0471	117000	1.3401
0.0473	117500	1.3103
0.0475	118000	1.2872
0.0477	118500	1.2965
0.0479	119000	1.2757
0.0481	119500	1.3195
0.0483	120000	1.3109
0.0485	120500	1.2753
0.0487	121000	1.2679
0.0489	121500	1.2683
0.0491	122000	1.3136
0.0493	122500	1.3014
0.0495	123000	1.3208
0.0497	123500	1.352
0.0499	124000	1.2627
0.0501	124500	1.2889
0.0503	125000	1.2399
0.0505	125500	1.3174
0.0507	126000	1.2726
0.0509	126500	1.297
0.0511	127000	1.2811
0.0513	127500	1.2909
0.0515	128000	1.2511
0.0517	128500	1.2311
0.0519	129000	1.2846
0.0521	129500	1.2607
0.0523	130000	1.2382
0.0525	130500	1.274
0.0527	131000	1.234
0.0529	131500	1.2403
0.0531	132000	1.2459
0.0533	132500	1.3089
0.0535	133000	1.2442
0.0537	133500	1.2735
0.0539	134000	1.2477
0.0541	134500	1.249
0.0543	135000	1.2271
0.0545	135500	1.2506
0.0547	136000	1.2487
0.0549	136500	1.223
0.0551	137000	1.2838
0.0553	137500	1.2681
0.0555	138000	1.2586
0.0557	138500	1.2702
0.0559	139000	1.246
0.0561	139500	1.1904
0.0563	140000	1.2486
0.0565	140500	1.2665
0.0567	141000	1.2504
0.0569	141500	1.2013
0.0571	142000	1.2506
0.0573	142500	1.2447
0.0575	143000	1.2101
0.0577	143500	1.242
0.0579	144000	1.2403
0.0581	144500	1.195
0.0584	145000	1.214
0.0586	145500	1.2443
0.0588	146000	1.2074
0.0590	146500	1.2164
0.0592	147000	1.28
0.0594	147500	1.2127
0.0596	148000	1.2111
0.0598	148500	1.2278
0.0600	149000	1.1602
0.0602	149500	1.2071
0.0604	150000	1.214
0.0606	150500	1.2005
0.0608	151000	1.2205
0.0610	151500	1.2245
0.0612	152000	1.2061
0.0614	152500	1.2409
0.0616	153000	1.1955
0.0618	153500	1.2071
0.0620	154000	1.2112
0.0622	154500	1.1832
0.0624	155000	1.154
0.0626	155500	1.225
0.0628	156000	1.1726
0.0630	156500	1.182
0.0632	157000	1.1834
0.0634	157500	1.19
0.0636	158000	1.2097
0.0638	158500	1.2154
0.0640	159000	1.1888
0.0642	159500	1.1737
0.0644	160000	1.1974
0.0646	160500	1.1822
0.0648	161000	1.2071
0.0650	161500	1.192
0.0652	162000	1.1521
0.0654	162500	1.2339
0.0656	163000	1.1784
0.0658	163500	1.1679
0.0660	164000	1.1836
0.0662	164500	1.1683
0.0664	165000	1.1849
0.0666	165500	1.1913
0.0668	166000	1.1606
0.0670	166500	1.155
0.0672	167000	1.2009
0.0674	167500	1.1427
0.0676	168000	1.1345
0.0678	168500	1.1822
0.0680	169000	1.1765
0.0682	169500	1.1832
0.0684	170000	1.172
0.0686	170500	1.1458
0.0688	171000	1.1486
0.0690	171500	1.1738
0.0692	172000	1.1654
0.0694	172500	1.1444
0.0696	173000	1.1431
0.0698	173500	1.1692
0.0700	174000	1.1624
0.0702	174500	1.1633
0.0704	175000	1.1975
0.0706	175500	1.1699
0.0708	176000	1.1687
0.0710	176500	1.1295
0.0712	177000	1.138
0.0714	177500	1.1395
0.0716	178000	1.1728
0.0718	178500	1.1158
0.0720	179000	1.1956
0.0722	179500	1.1904
0.0724	180000	1.1415
0.0726	180500	1.0662
0.0728	181000	1.1532
0.0730	181500	1.1542
0.0732	182000	1.1263
0.0734	182500	1.1214
0.0736	183000	1.0905
0.0738	183500	1.1148
0.0740	184000	1.1045
0.0742	184500	1.1602
0.0744	185000	1.1116
0.0746	185500	1.1384
0.0749	186000	1.1357
0.0751	186500	1.1368
0.0753	187000	1.1126
0.0755	187500	1.1234
0.0757	188000	1.1384
0.0759	188500	1.149
0.0761	189000	1.1226
0.0763	189500	1.1381
0.0765	190000	1.0837
0.0767	190500	1.1511
0.0769	191000	1.1405
0.0771	191500	1.1053
0.0773	192000	1.122
0.0775	192500	1.1443
0.0777	193000	1.1187
0.0779	193500	1.093
0.0781	194000	1.145
0.0783	194500	1.1216
0.0785	195000	1.1111
0.0787	195500	1.1109
0.0789	196000	1.0965
0.0791	196500	1.1483
0.0793	197000	1.1352
0.0795	197500	1.1195
0.0797	198000	1.1055
0.0799	198500	1.0948
0.0801	199000	1.1049
0.0803	199500	1.128
0.0805	200000	1.1232
0.0807	200500	1.1397
0.0809	201000	1.0934
0.0811	201500	1.0866
0.0813	202000	1.1063
0.0815	202500	1.1023
0.0817	203000	1.0891
0.0819	203500	1.11
0.0821	204000	1.1046
0.0823	204500	1.1127
0.0825	205000	1.1143
0.0827	205500	1.1338
0.0829	206000	1.09
0.0831	206500	1.1192
0.0833	207000	1.0767
0.0835	207500	1.0626
0.0837	208000	1.0796
0.0839	208500	1.1153
0.0841	209000	1.1078
0.0843	209500	1.0847
0.0845	210000	1.0715
0.0847	210500	1.1259
0.0849	211000	1.0641
0.0851	211500	1.0696
0.0853	212000	1.1029
0.0855	212500	1.0538
0.0857	213000	1.1157
0.0859	213500	1.0495
0.0861	214000	1.0681
0.0863	214500	1.0639
0.0865	215000	1.0615
0.0867	215500	1.0679
0.0869	216000	1.0787
0.0871	216500	1.0968
0.0873	217000	1.0894
0.0875	217500	1.1073
0.0877	218000	1.0485
0.0879	218500	1.0526
0.0881	219000	1.0494
0.0883	219500	1.0964
0.0885	220000	1.0639
0.0887	220500	1.0813
0.0889	221000	1.0953
0.0891	221500	1.0816
0.0893	222000	1.1088
0.0895	222500	1.0793
0.0897	223000	1.0862
0.0899	223500	1.0977
0.0901	224000	1.069
0.0903	224500	1.0341
0.0905	225000	1.1034
0.0907	225500	1.048
0.0909	226000	1.0534
0.0911	226500	1.0487
0.0913	227000	1.0596
0.0916	227500	1.0478
0.0918	228000	1.0708
0.0920	228500	1.0316
0.0922	229000	1.0514
0.0924	229500	1.033
0.0926	230000	1.0389
0.0928	230500	1.071
0.0930	231000	1.0299
0.0932	231500	1.0723
0.0934	232000	1.0394
0.0936	232500	1.0273
0.0938	233000	1.0666
0.0940	233500	1.07
0.0942	234000	1.0621
0.0944	234500	1.0424
0.0946	235000	1.0843
0.0948	235500	1.049
0.0950	236000	1.0426
0.0952	236500	1.0563
0.0954	237000	1.0529
0.0956	237500	1.0947
0.0958	238000	1.0377
0.0960	238500	1.0191
0.0962	239000	1.0586
0.0964	239500	1.0263
0.0966	240000	1.0671
0.0968	240500	1.0703
0.0970	241000	1.0319
0.0972	241500	1.0067
0.0974	242000	1.0201
0.0976	242500	1.0478
0.0978	243000	1.0579
0.0980	243500	1.069
0.0982	244000	0.9957
0.0984	244500	1.0203
0.0986	245000	1.0207
0.0988	245500	1.0521
0.0990	246000	1.029
0.0992	246500	1.0724
0.0994	247000	1.0406
0.0996	247500	1.0785
0.0998	248000	1.0295
0.1000	248500	1.0702
0.1002	249000	1.0158
0.1004	249500	0.9975
0.1006	250000	0.9994
0.1008	250500	1.0118
0.1010	251000	1.0409
0.1012	251500	0.9903
0.1014	252000	1.0286
0.1016	252500	1.0345
0.1018	253000	1.0321
0.1020	253500	1.0432
0.1022	254000	1.0241
0.1024	254500	1.032
0.1026	255000	1.0446
0.1028	255500	1.0374
0.1030	256000	1.0207
0.1032	256500	1.0412
0.1034	257000	1.0221
0.1036	257500	1.0566
0.1038	258000	1.0045
0.1040	258500	1.0524
0.1042	259000	1.0515
0.1044	259500	1.0868
0.1046	260000	1.044
0.1048	260500	1.0262
0.1050	261000	0.9867
0.1052	261500	0.9916
0.1054	262000	0.9983
0.1056	262500	1.0172
0.1058	263000	1.0261
0.1060	263500	1.0194
0.1062	264000	1.0047
0.1064	264500	1.065
0.1066	265000	0.98
0.1068	265500	1.0012
0.1070	266000	1.0027
0.1072	266500	1.0199
0.1074	267000	1.0232
0.1076	267500	1.0238
0.1078	268000	0.9933
0.1081	268500	1.0457
0.1083	269000	1.0156
0.1085	269500	1.0146
0.1087	270000	1.0176
0.1089	270500	1.026
0.1091	271000	1.0187
0.1093	271500	1.0347
0.1095	272000	1.0015
0.1097	272500	1.0161
0.1099	273000	0.9938
0.1101	273500	1.0308
0.1103	274000	0.9996
0.1105	274500	0.9895
0.1107	275000	1.052
0.1109	275500	1.0199
0.1111	276000	1.0032
0.1113	276500	1.055
0.1115	277000	1.0195
0.1117	277500	1.0206
0.1119	278000	1.0235
0.1121	278500	1.0146
0.1123	279000	1.0451
0.1125	279500	0.9953
0.1127	280000	0.9736
0.1129	280500	0.9949
0.1131	281000	1.0149
0.1133	281500	0.994
0.1135	282000	1.0076
0.1137	282500	1.0109
0.1139	283000	0.9845
0.1141	283500	1.0176
0.1143	284000	0.9923
0.1145	284500	1.0269
0.1147	285000	0.9953
0.1149	285500	0.9878
0.1151	286000	0.9826
0.1153	286500	1.0135
0.1155	287000	1.0008
0.1157	287500	0.9382
0.1159	288000	1.0066
0.1161	288500	1.016
0.1163	289000	0.992
0.1165	289500	0.9919
0.1167	290000	0.9807
0.1169	290500	0.9791
0.1171	291000	0.9974
0.1173	291500	1.0149
0.1175	292000	0.9837
0.1177	292500	0.9702
0.1179	293000	1.0025
0.1181	293500	1.0035
0.1183	294000	0.9898
0.1185	294500	0.9879
0.1187	295000	0.9639
0.1189	295500	0.9885
0.1191	296000	0.9949
0.1193	296500	0.9891
0.1195	297000	1.0018
0.1197	297500	0.9615
0.1199	298000	0.9768
0.1201	298500	1.0065
0.1203	299000	0.991
0.1205	299500	1.013
0.1207	300000	0.9792
0.1209	300500	1.0174
0.1211	301000	0.969
0.1213	301500	0.9908
0.1215	302000	0.9626
0.1217	302500	0.9618
0.1219	303000	0.9541
0.1221	303500	0.9967
0.1223	304000	0.9688
0.1225	304500	0.952
0.1227	305000	0.9937
0.1229	305500	0.9519
0.1231	306000	0.966
0.1233	306500	0.9725
0.1235	307000	0.9513
0.1237	307500	0.9818
0.1239	308000	0.9838
0.1241	308500	0.9753
0.1243	309000	0.9719
0.1245	309500	0.979
0.1248	310000	0.9607
0.1250	310500	0.9738
0.1252	311000	0.9763
0.1254	311500	1.0079
0.1256	312000	0.9584
0.1258	312500	0.9709
0.1260	313000	0.9404
0.1262	313500	0.9612
0.1264	314000	0.9755
0.1266	314500	0.9548
0.1268	315000	0.9524
0.1270	315500	0.9571
0.1272	316000	0.9528
0.1274	316500	0.9452
0.1276	317000	0.9426
0.1278	317500	0.9556
0.1280	318000	0.9752
0.1282	318500	0.9423
0.1284	319000	0.9544
0.1286	319500	0.9536
0.1288	320000	0.9643
0.1290	320500	0.9465
0.1292	321000	1.0067
0.1294	321500	0.9316
0.1296	322000	0.9433
0.1298	322500	0.9745
0.1300	323000	0.9484
0.1302	323500	0.9598
0.1304	324000	0.9616
0.1306	324500	0.9461
0.1308	325000	0.9261
0.1310	325500	0.9703
0.1312	326000	0.9679
0.1314	326500	0.9712
0.1316	327000	0.9384
0.1318	327500	0.9536
0.1320	328000	0.9308
0.1322	328500	0.9671
0.1324	329000	0.9245
0.1326	329500	0.9512
0.1328	330000	0.9801
0.1330	330500	0.9482
0.1332	331000	0.9608
0.1334	331500	0.9385
0.1336	332000	0.9722
0.1338	332500	0.929
0.1340	333000	0.9629
0.1342	333500	0.9408
0.1344	334000	0.953
0.1346	334500	0.9484
0.1348	335000	0.9697
0.1350	335500	0.9581
0.1352	336000	0.9705
0.1354	336500	0.9241
0.1356	337000	0.9062
0.1358	337500	0.9647
0.1360	338000	0.9229
0.1362	338500	0.9314
0.1364	339000	0.926
0.1366	339500	0.9529
0.1368	340000	0.9344
0.1370	340500	0.9614
0.1372	341000	0.9283
0.1374	341500	0.9677
0.1376	342000	0.9231
0.1378	342500	0.9081
0.1380	343000	0.9453
0.1382	343500	0.9452
0.1384	344000	0.943
0.1386	344500	0.9471
0.1388	345000	0.9281
0.1390	345500	0.9139
0.1392	346000	0.9412
0.1394	346500	0.9385
0.1396	347000	0.8854
0.1398	347500	0.9409
0.1400	348000	0.9284
0.1402	348500	0.9417
0.1404	349000	0.9318
0.1406	349500	0.9227
0.1408	350000	0.9712
0.1410	350500	0.9258
0.1413	351000	0.9381
0.1415	351500	0.9236
0.1417	352000	0.9178
0.1419	352500	0.9456
0.1421	353000	0.9086
0.1423	353500	0.924
0.1425	354000	0.9321
0.1427	354500	0.9099
0.1429	355000	0.9179
0.1431	355500	0.939
0.1433	356000	0.9299
0.1435	356500	0.9361
0.1437	357000	0.9199
0.1439	357500	0.9448
0.1441	358000	0.9346
0.1443	358500	0.9276
0.1445	359000	0.897
0.1447	359500	0.939
0.1449	360000	0.9276
0.1451	360500	0.9245
0.1453	361000	0.9263
0.1455	361500	0.9255
0.1457	362000	0.9373
0.1459	362500	0.9166
0.1461	363000	0.9319
0.1463	363500	0.9263
0.1465	364000	0.9107
0.1467	364500	0.9254
0.1469	365000	0.9324
0.1471	365500	0.9079
0.1473	366000	0.9118
0.1475	366500	0.9259
0.1477	367000	0.9509
0.1479	367500	0.9096
0.1481	368000	0.923
0.1483	368500	0.8982
0.1485	369000	0.905
0.1487	369500	0.9402
0.1489	370000	0.965
0.1491	370500	0.9349
0.1493	371000	0.9021
0.1495	371500	0.9221
0.1497	372000	0.9244
0.1499	372500	0.9229
0.1501	373000	0.8948
0.1503	373500	0.9113
0.1505	374000	0.9106
0.1507	374500	0.9365
0.1509	375000	0.8932
0.1511	375500	0.8941
0.1513	376000	0.8933
0.1515	376500	0.8927
0.1517	377000	0.9527
0.1519	377500	0.9244
0.1521	378000	0.9188
0.1523	378500	0.9054
0.1525	379000	0.9383
0.1527	379500	0.9249
0.1529	380000	0.8899
0.1531	380500	0.8768
0.1533	381000	0.9052
0.1535	381500	0.9419
0.1537	382000	0.9049
0.1539	382500	0.8779
0.1541	383000	0.9211
0.1543	383500	0.8931
0.1545	384000	0.9128
0.1547	384500	0.9262
0.1549	385000	0.8888
0.1551	385500	0.9369
0.1553	386000	0.9167
0.1555	386500	0.9184
0.1557	387000	0.9128
0.1559	387500	0.9123
0.1561	388000	0.8874
0.1563	388500	0.8984
0.1565	389000	0.9034
0.1567	389500	0.8926
0.1569	390000	0.9112
0.1571	390500	0.9011
0.1573	391000	0.884
0.1575	391500	0.8862
0.1577	392000	0.9486
0.1580	392500	0.9116
0.1582	393000	0.8917
0.1584	393500	0.9079
0.1586	394000	0.8616
0.1588	394500	0.907
0.1590	395000	0.9238
0.1592	395500	0.9281
0.1594	396000	0.8904
0.1596	396500	0.9131
0.1598	397000	0.8779
0.1600	397500	0.9029
0.1602	398000	0.9056
0.1604	398500	0.9175
0.1606	399000	0.9027
0.1608	399500	0.9145
0.1610	400000	0.9025
0.1612	400500	0.9147
0.1614	401000	0.8733
0.1616	401500	0.9071
0.1618	402000	0.8756
0.1620	402500	0.8913
0.1622	403000	0.8868
0.1624	403500	0.8988
0.1626	404000	0.9416
0.1628	404500	0.8939
0.1630	405000	0.8989
0.1632	405500	0.8886
0.1634	406000	0.8871
0.1636	406500	0.8977
0.1638	407000	0.8721
0.1640	407500	0.9076
0.1642	408000	0.8744
0.1644	408500	0.8941
0.1646	409000	0.8778
0.1648	409500	0.9065
0.1650	410000	0.8888
0.1652	410500	0.8971
0.1654	411000	0.9114
0.1656	411500	0.896
0.1658	412000	0.8933
0.1660	412500	0.8875
0.1662	413000	0.892
0.1664	413500	0.9055
0.1666	414000	0.901
0.1668	414500	0.8786
0.1670	415000	0.9025
0.1672	415500	0.8924
0.1674	416000	0.8756
0.1676	416500	0.8908
0.1678	417000	0.8908
0.1680	417500	0.9006
0.1682	418000	0.8755
0.1684	418500	0.8799
0.1686	419000	0.8804
0.1688	419500	0.8828
0.1690	420000	0.8866
0.1692	420500	0.9065
0.1694	421000	0.8609
0.1696	421500	0.8971
0.1698	422000	0.8887
0.1700	422500	0.8672
0.1702	423000	0.8463
0.1704	423500	0.8937
0.1706	424000	0.9007
0.1708	424500	0.8926
0.1710	425000	0.8612
0.1712	425500	0.8909
0.1714	426000	0.8519
0.1716	426500	0.8847
0.1718	427000	0.8694
0.1720	427500	0.8901
0.1722	428000	0.8846
0.1724	428500	0.8755
0.1726	429000	0.8767
0.1728	429500	0.8775
0.1730	430000	0.8805
0.1732	430500	0.8692
0.1734	431000	0.8757
0.1736	431500	0.8396
0.1738	432000	0.8794
0.1740	432500	0.8636
0.1742	433000	0.8546
0.1744	433500	0.8659
0.1747	434000	0.8819
0.1749	434500	0.8758
0.1751	435000	0.8668
0.1753	435500	0.864
0.1755	436000	0.8971
0.1757	436500	0.8708
0.1759	437000	0.9093
0.1761	437500	0.8841
0.1763	438000	0.8597
0.1765	438500	0.8916
0.1767	439000	0.8778
0.1769	439500	0.8478
0.1771	440000	0.8811
0.1773	440500	0.8628
0.1775	441000	0.8691
0.1777	441500	0.8593
0.1779	442000	0.8831
0.1781	442500	0.8827
0.1783	443000	0.8323
0.1785	443500	0.8782
0.1787	444000	0.8931
0.1789	444500	0.8833
0.1791	445000	0.8673
0.1793	445500	0.8871
0.1795	446000	0.8756
0.1797	446500	0.8586
0.1799	447000	0.8599
0.1801	447500	0.8669
0.1803	448000	0.8791
0.1805	448500	0.8853
0.1807	449000	0.8721
0.1809	449500	0.878
0.1811	450000	0.8641
0.1813	450500	0.8481
0.1815	451000	0.8722
0.1817	451500	0.8699
0.1819	452000	0.8431
0.1821	452500	0.8447
0.1823	453000	0.86
0.1825	453500	0.8457
0.1827	454000	0.8467
0.1829	454500	0.854
0.1831	455000	0.842
0.1833	455500	0.8677
0.1835	456000	0.8671
0.1837	456500	0.8818
0.1839	457000	0.8256
0.1841	457500	0.855
0.1843	458000	0.8776
0.1845	458500	0.857
0.1847	459000	0.854
0.1849	459500	0.8481
0.1851	460000	0.86
0.1853	460500	0.8598
0.1855	461000	0.8762
0.1857	461500	0.8678
0.1859	462000	0.8481
0.1861	462500	0.8741
0.1863	463000	0.8702
0.1865	463500	0.869
0.1867	464000	0.8711
0.1869	464500	0.8725
0.1871	465000	0.8693
0.1873	465500	0.8591
0.1875	466000	0.8624
0.1877	466500	0.8229
0.1879	467000	0.862
0.1881	467500	0.8594
0.1883	468000	0.8498
0.1885	468500	0.8373
0.1887	469000	0.8708
0.1889	469500	0.8692
0.1891	470000	0.8799
0.1893	470500	0.8765
0.1895	471000	0.8537
0.1897	471500	0.8484
0.1899	472000	0.849
0.1901	472500	0.8718
0.1903	473000	0.8613
0.1905	473500	0.8673
0.1907	474000	0.8422
0.1909	474500	0.8675
0.1912	475000	0.8711
0.1914	475500	0.8856
0.1916	476000	0.8644
0.1918	476500	0.8579
0.1920	477000	0.8566
0.1922	477500	0.8596
0.1924	478000	0.8303
0.1926	478500	0.8343
0.1928	479000	0.8601
0.1930	479500	0.8618
0.1932	480000	0.8318
0.1934	480500	0.8481
0.1936	481000	0.8689
0.1938	481500	0.8475
0.1940	482000	0.834
0.1942	482500	0.8576
0.1944	483000	0.8322
0.1946	483500	0.8695
0.1948	484000	0.8578
0.1950	484500	0.8889
0.1952	485000	0.8835
0.1954	485500	0.8555
0.1956	486000	0.8476
0.1958	486500	0.8452
0.1960	487000	0.8329
0.1962	487500	0.8227
0.1964	488000	0.861
0.1966	488500	0.8751
0.1968	489000	0.8554
0.1970	489500	0.8739
0.1972	490000	0.8448
0.1974	490500	0.8515
0.1976	491000	0.8265
0.1978	491500	0.8502
0.1980	492000	0.8575
0.1982	492500	0.8558
0.1984	493000	0.8414
0.1986	493500	0.8401
0.1988	494000	0.827
0.1990	494500	0.8548
0.1992	495000	0.823
0.1994	495500	0.8553
0.1996	496000	0.828
0.1998	496500	0.8533
0.2000	497000	0.8142
0.2002	497500	0.8469
0.2004	498000	0.8507
0.2006	498500	0.8517
0.2008	499000	0.8444
0.2010	499500	0.845
0.2012	500000	0.8519
0.2014	500500	0.8569
0.2016	501000	0.8371
0.2018	501500	0.8699
0.2020	502000	0.8429
0.2022	502500	0.8322
0.2024	503000	0.8111
0.2026	503500	0.8305
0.2028	504000	0.8236
0.2030	504500	0.8406
0.2032	505000	0.8438
0.2034	505500	0.83
0.2036	506000	0.8434
0.2038	506500	0.8413
0.2040	507000	0.8441
0.2042	507500	0.8552
0.2044	508000	0.8533
0.2046	508500	0.8324
0.2048	509000	0.8006
0.2050	509500	0.8343
0.2052	510000	0.8251
0.2054	510500	0.8445
0.2056	511000	0.85
0.2058	511500	0.8615
0.2060	512000	0.844
0.2062	512500	0.8193
0.2064	513000	0.8598
0.2066	513500	0.807
0.2068	514000	0.8471
0.2070	514500	0.8336
0.2072	515000	0.8422
0.2074	515500	0.8121
0.2076	516000	0.8409
0.2079	516500	0.8201
0.2081	517000	0.8135
0.2083	517500	0.8307
0.2085	518000	0.8296
0.2087	518500	0.8362
0.2089	519000	0.821
0.2091	519500	0.8655
0.2093	520000	0.8355
0.2095	520500	0.8354
0.2097	521000	0.8469
0.2099	521500	0.8017
0.2101	522000	0.8262
0.2103	522500	0.8367
0.2105	523000	0.8572
0.2107	523500	0.8108
0.2109	524000	0.8001
0.2111	524500	0.8484
0.2113	525000	0.8244
0.2115	525500	0.8411
0.2117	526000	0.8223
0.2119	526500	0.845
0.2121	527000	0.7956
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0.2125	528000	0.8245
0.2127	528500	0.8153
0.2129	529000	0.8343
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0.2133	530000	0.8135
0.2135	530500	0.8547
0.2137	531000	0.8265
0.2139	531500	0.8089
0.2141	532000	0.8312
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0.2149	534000	0.8489
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0.2153	535000	0.8262
0.2155	535500	0.8286
0.2157	536000	0.8117
0.2159	536500	0.804
0.2161	537000	0.8237
0.2163	537500	0.8314
0.2165	538000	0.8173
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0.2169	539000	0.8356
0.2171	539500	0.8332
0.2173	540000	0.8076
0.2175	540500	0.8144
0.2177	541000	0.8496
0.2179	541500	0.8246
0.2181	542000	0.8213
0.2183	542500	0.7994
0.2185	543000	0.8254
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0.2189	544000	0.8406
0.2191	544500	0.8268
0.2193	545000	0.8329
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0.2197	546000	0.8357
0.2199	546500	0.804
0.2201	547000	0.8077
0.2203	547500	0.8321
0.2205	548000	0.8285
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0.2209	549000	0.827
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0.2233	555000	0.8092
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0.2237	556000	0.7967
0.2239	556500	0.817
0.2241	557000	0.7965
0.2244	557500	0.8115
0.2246	558000	0.8063
0.2248	558500	0.8419
0.2250	559000	0.8253
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0.2254	560000	0.8118
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0.2258	561000	0.8101
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0.2264	562500	0.8098
0.2266	563000	0.8077
0.2268	563500	0.8329
0.2270	564000	0.7944
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0.2274	565000	0.8209
0.2276	565500	0.8225
0.2278	566000	0.8021
0.2280	566500	0.7847
0.2282	567000	0.7908
0.2284	567500	0.8355
0.2286	568000	0.8288
0.2288	568500	0.8528
0.2290	569000	0.815
0.2292	569500	0.8324
0.2294	570000	0.8196
0.2296	570500	0.7969
0.2298	571000	0.7954
0.2300	571500	0.8121
0.2302	572000	0.8013
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0.2306	573000	0.8063
0.2308	573500	0.8077
0.2310	574000	0.7857
0.2312	574500	0.7944
0.2314	575000	0.8166
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0.2318	576000	0.825
0.2320	576500	0.8087
0.2322	577000	0.7768
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0.2326	578000	0.794
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0.2330	579000	0.789
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0.2400	596500	0.7935
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0.2495	620000	0.7745
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0.2503	622000	0.8
0.2505	622500	0.7964
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0.2535	630000	0.7781
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0.2567	638000	0.79
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0.2602	646500	0.797
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0.3070	763000	0.7591
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0.4507	1120000	0.6604
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0.4555	1132000	0.675
0.4557	1132500	0.6628
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0.4590	1140500	0.6663
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0.4755	1181500	0.666
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0.4783	1188500	0.6609
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0.5314	1320500	0.6738
0.5316	1321000	0.6372
0.5318	1321500	0.6519
0.5320	1322000	0.6557
0.5322	1322500	0.661
0.5324	1323000	0.6585
0.5326	1323500	0.6419
0.5328	1324000	0.6451
0.5330	1324500	0.653
0.5332	1325000	0.6215
0.5334	1325500	0.6373
0.5336	1326000	0.6395
0.5338	1326500	0.6588
0.5340	1327000	0.6578
0.5342	1327500	0.6542
0.5344	1328000	0.6297
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0.5348	1329000	0.6321
0.5350	1329500	0.647
0.5352	1330000	0.6645
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0.5356	1331000	0.6566
0.5358	1331500	0.6541
0.5360	1332000	0.6538
0.5362	1332500	0.6296
0.5364	1333000	0.6534
0.5366	1333500	0.6513
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0.5370	1334500	0.6259
0.5372	1335000	0.6595
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0.5376	1336000	0.6343
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0.5380	1337000	0.6449
0.5382	1337500	0.6756
0.5384	1338000	0.6425
0.5386	1338500	0.6356
0.5388	1339000	0.6528
0.5390	1339500	0.6521
0.5392	1340000	0.6358
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0.5396	1341000	0.6512
0.5398	1341500	0.6492
0.5401	1342000	0.6431
0.5403	1342500	0.6581
0.5405	1343000	0.6461
0.5407	1343500	0.6389
0.5409	1344000	0.6539
0.5411	1344500	0.6418
0.5413	1345000	0.651
0.5415	1345500	0.6177
0.5417	1346000	0.6411
0.5419	1346500	0.6455
0.5421	1347000	0.649
0.5423	1347500	0.6732
0.5425	1348000	0.6438
0.5427	1348500	0.6373
0.5429	1349000	0.6312
0.5431	1349500	0.6565
0.5433	1350000	0.6356
0.5435	1350500	0.6613
0.5437	1351000	0.6562
0.5439	1351500	0.6577
0.5441	1352000	0.6511
0.5443	1352500	0.6373
0.5445	1353000	0.6427
0.5447	1353500	0.652
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0.5457	1356000	0.6366
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0.5463	1357500	0.6475
0.5465	1358000	0.6347
0.5467	1358500	0.6326
0.5469	1359000	0.6364
0.5471	1359500	0.6503
0.5473	1360000	0.6453
0.5475	1360500	0.6357
0.5477	1361000	0.6835
0.5479	1361500	0.6213
0.5481	1362000	0.6551
0.5483	1362500	0.6338
0.5485	1363000	0.647
0.5487	1363500	0.6346
0.5489	1364000	0.6605
0.5491	1364500	0.6466
0.5493	1365000	0.6442
0.5495	1365500	0.6443
0.5497	1366000	0.6323
0.5499	1366500	0.6329
0.5501	1367000	0.6444
0.5503	1367500	0.639
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0.5507	1368500	0.6258
0.5509	1369000	0.6253
0.5511	1369500	0.6357
0.5513	1370000	0.6566
0.5515	1370500	0.649
0.5517	1371000	0.6678
0.5519	1371500	0.6469
0.5521	1372000	0.6388
0.5523	1372500	0.6473
0.5525	1373000	0.6584
0.5527	1373500	0.6532
0.5529	1374000	0.63
0.5531	1374500	0.6336
0.5533	1375000	0.6193
0.5535	1375500	0.6388
0.5537	1376000	0.6515
0.5539	1376500	0.649
0.5541	1377000	0.6631
0.5543	1377500	0.6354
0.5545	1378000	0.6368
0.5547	1378500	0.6345
0.5549	1379000	0.6179
0.5551	1379500	0.6466
0.5553	1380000	0.662
0.5555	1380500	0.6404
0.5557	1381000	0.6331
0.5559	1381500	0.635
0.5561	1382000	0.6411
0.5563	1382500	0.6261
0.5565	1383000	0.6373
0.5568	1383500	0.639
0.5570	1384000	0.6361
0.5572	1384500	0.6471
0.5574	1385000	0.6368
0.5576	1385500	0.6599
0.5578	1386000	0.6411
0.5580	1386500	0.6505
0.5582	1387000	0.6589
0.5584	1387500	0.6379
0.5586	1388000	0.6524
0.5588	1388500	0.6422
0.5590	1389000	0.6431
0.5592	1389500	0.6561
0.5594	1390000	0.6549
0.5596	1390500	0.6266
0.5598	1391000	0.6554
0.5600	1391500	0.6249
0.5602	1392000	0.6578
0.5604	1392500	0.638
0.5606	1393000	0.6509
0.5608	1393500	0.6417
0.5610	1394000	0.6435
0.5612	1394500	0.6425
0.5614	1395000	0.6634
0.5616	1395500	0.6771
0.5618	1396000	0.6409
0.5620	1396500	0.6402
0.5622	1397000	0.6515
0.5624	1397500	0.649
0.5626	1398000	0.6598
0.5628	1398500	0.6437
0.5630	1399000	0.6429
0.5632	1399500	0.6393
0.5634	1400000	0.6342
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0.5638	1401000	0.6342
0.5640	1401500	0.658
0.5642	1402000	0.6504
0.5644	1402500	0.643
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0.5648	1403500	0.6371
0.5650	1404000	0.6422
0.5652	1404500	0.6489
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0.5658	1406000	0.6633
0.5660	1406500	0.6413
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0.5664	1407500	0.652
0.5666	1408000	0.652
0.5668	1408500	0.6352
0.5670	1409000	0.6316
0.5672	1409500	0.6582
0.5674	1410000	0.6452
0.5676	1410500	0.6602
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0.5680	1411500	0.6294
0.5682	1412000	0.632
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0.5686	1413000	0.6365
0.5688	1413500	0.6315
0.5690	1414000	0.6466
0.5692	1414500	0.6495
0.5694	1415000	0.6558
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0.5698	1416000	0.6435
0.5700	1416500	0.6402
0.5702	1417000	0.6184
0.5704	1417500	0.629
0.5706	1418000	0.6305
0.5708	1418500	0.6424
0.5710	1419000	0.6306
0.5712	1419500	0.6282
0.5714	1420000	0.6389
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0.5722	1422000	0.6756
0.5724	1422500	0.6375
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0.5728	1423500	0.6357
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0.5735	1425000	0.6731
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0.5741	1426500	0.6532
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0.5747	1428000	0.6627
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0.5755	1430000	0.6396
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0.5765	1432500	0.6255
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0.5769	1433500	0.6375
0.5771	1434000	0.6203
0.5773	1434500	0.6452
0.5775	1435000	0.6448
0.5777	1435500	0.6404
0.5779	1436000	0.6497
0.5781	1436500	0.651
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0.5787	1438000	0.6313
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0.5791	1439000	0.639
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0.5795	1440000	0.6533
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0.5801	1441500	0.6357
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0.5807	1443000	0.6358
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0.5811	1444000	0.6495
0.5813	1444500	0.634
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0.5819	1446000	0.6488
0.5821	1446500	0.6063
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0.5825	1447500	0.6564
0.5827	1448000	0.639
0.5829	1448500	0.6291
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0.5833	1449500	0.6303
0.5835	1450000	0.6483
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0.5845	1452500	0.6329
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0.5867	1458000	0.64
0.5869	1458500	0.6285
0.5871	1459000	0.6301
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0.5875	1460000	0.647
0.5877	1460500	0.6078
0.5879	1461000	0.6304
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0.5897	1465500	0.6477
0.5900	1466000	0.6279
0.5902	1466500	0.6306
0.5904	1467000	0.6339
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0.5908	1468000	0.6394
0.5910	1468500	0.6351
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0.5916	1470000	0.633
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0.5920	1471000	0.6371
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0.5924	1472000	0.628
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0.5934	1474500	0.6458
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0.5942	1476500	0.6479
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0.5960	1481000	0.6314
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0.5966	1482500	0.6311
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0.5972	1484000	0.6344
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0.5980	1486000	0.622
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0.6000	1491000	0.6354
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0.6268	1557500	0.633
0.6270	1558000	0.6213
0.6272	1558500	0.6276
0.6274	1559000	0.6187
0.6276	1559500	0.614
0.6278	1560000	0.6059
0.6280	1560500	0.5983
0.6282	1561000	0.6164
0.6284	1561500	0.6315
0.6286	1562000	0.62
0.6288	1562500	0.621
0.6290	1563000	0.6294
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0.6294	1564000	0.6248
0.6296	1564500	0.6078
0.6298	1565000	0.6234
0.6300	1565500	0.6371
0.6302	1566000	0.6311
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0.6308	1567500	0.6275
0.6310	1568000	0.6265
0.6312	1568500	0.6353
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0.6316	1569500	0.6404
0.6318	1570000	0.6128
0.6320	1570500	0.6103
0.6322	1571000	0.6058
0.6324	1571500	0.6291
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0.6328	1572500	0.6077
0.6330	1573000	0.6173
0.6332	1573500	0.6244
0.6334	1574000	0.6288
0.6336	1574500	0.6273
0.6338	1575000	0.6189
0.6340	1575500	0.614
0.6342	1576000	0.6245
0.6344	1576500	0.61
0.6346	1577000	0.6116
0.6348	1577500	0.6238
0.6350	1578000	0.63
0.6352	1578500	0.6198
0.6354	1579000	0.6259
0.6356	1579500	0.6264
0.6358	1580000	0.6348
0.6360	1580500	0.6099
0.6362	1581000	0.6097
0.6364	1581500	0.6368
0.6366	1582000	0.5988
0.6368	1582500	0.6179
0.6370	1583000	0.627
0.6372	1583500	0.6114
0.6374	1584000	0.637
0.6376	1584500	0.6077
0.6378	1585000	0.6221
0.6380	1585500	0.6178
0.6382	1586000	0.5962
0.6384	1586500	0.6042
0.6386	1587000	0.6147
0.6388	1587500	0.6255
0.6390	1588000	0.6113
0.6392	1588500	0.6183
0.6394	1589000	0.6162
0.6396	1589500	0.6209
0.6399	1590000	0.6077
0.6401	1590500	0.6056
0.6403	1591000	0.6224
0.6405	1591500	0.6186
0.6407	1592000	0.6083
0.6409	1592500	0.6182
0.6411	1593000	0.6135
0.6413	1593500	0.631
0.6415	1594000	0.61
0.6417	1594500	0.621
0.6419	1595000	0.6278
0.6421	1595500	0.6199
0.6423	1596000	0.6157
0.6425	1596500	0.6217
0.6427	1597000	0.623
0.6429	1597500	0.6218
0.6431	1598000	0.5882
0.6433	1598500	0.627
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0.6704	1666000	0.612
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0.7060	1754500	0.6256
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0.7318	1818500	0.5999
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0.7384	1835000	0.6113
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0.7531	1871500	0.6083
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0.7539	1873500	0.6016
0.7541	1874000	0.6103
0.7543	1874500	0.6174
0.7545	1875000	0.5695
0.7547	1875500	0.5964
0.7549	1876000	0.5898
0.7551	1876500	0.6029
0.7553	1877000	0.589
0.7555	1877500	0.5855
0.7557	1878000	0.588
0.7559	1878500	0.5979
0.7562	1879000	0.5787
0.7564	1879500	0.6173
0.7566	1880000	0.5948
0.7568	1880500	0.6016
0.7570	1881000	0.5933
0.7572	1881500	0.6043
0.7574	1882000	0.6204
0.7576	1882500	0.6004
0.7578	1883000	0.5852
0.7580	1883500	0.5838
0.7582	1884000	0.5968
0.7584	1884500	0.5885
0.7586	1885000	0.5972
0.7588	1885500	0.6057
0.7590	1886000	0.5983
0.7592	1886500	0.5938
0.7594	1887000	0.5961
0.7596	1887500	0.6065
0.7598	1888000	0.5912
0.7600	1888500	0.5752
0.7602	1889000	0.5967
0.7604	1889500	0.6008
0.7606	1890000	0.5966
0.7608	1890500	0.5761
0.7610	1891000	0.5871
0.7612	1891500	0.603
0.7614	1892000	0.5734
0.7616	1892500	0.6025
0.7618	1893000	0.6062
0.7620	1893500	0.6015
0.7622	1894000	0.5697
0.7624	1894500	0.6112
0.7626	1895000	0.5993
0.7628	1895500	0.5887
0.7630	1896000	0.6041
0.7632	1896500	0.6008
0.7634	1897000	0.6062
0.7636	1897500	0.5964
0.7638	1898000	0.5907
0.7640	1898500	0.5894
0.7642	1899000	0.5971
0.7644	1899500	0.6007
0.7646	1900000	0.5926
0.7648	1900500	0.5858
0.7650	1901000	0.5921
0.7652	1901500	0.584
0.7654	1902000	0.5892
0.7656	1902500	0.5973
0.7658	1903000	0.597
0.7660	1903500	0.5955
0.7662	1904000	0.6024
0.7664	1904500	0.5771
0.7666	1905000	0.5796
0.7668	1905500	0.5873
0.7670	1906000	0.5779
0.7672	1906500	0.6039
0.7674	1907000	0.5915
0.7676	1907500	0.5786
0.7678	1908000	0.5787
0.7680	1908500	0.5866
0.7682	1909000	0.6084
0.7684	1909500	0.5975
0.7686	1910000	0.581
0.7688	1910500	0.578
0.7690	1911000	0.5842
0.7692	1911500	0.5991
0.7694	1912000	0.6051
0.7696	1912500	0.5765
0.7698	1913000	0.5767
0.7700	1913500	0.6156
0.7702	1914000	0.5805
0.7704	1914500	0.5809
0.7706	1915000	0.5926
0.7708	1915500	0.5911
0.7710	1916000	0.5809
0.7712	1916500	0.5828
0.7714	1917000	0.5899
0.7716	1917500	0.589
0.7718	1918000	0.5721
0.7720	1918500	0.5919
0.7722	1919000	0.5957
0.7724	1919500	0.5667
0.7726	1920000	0.5932
0.7729	1920500	0.6034
0.7731	1921000	0.588
0.7733	1921500	0.5944
0.7735	1922000	0.5834
0.7737	1922500	0.6092
0.7739	1923000	0.5754
0.7741	1923500	0.5995
0.7743	1924000	0.5894
0.7745	1924500	0.6042
0.7747	1925000	0.6058
0.7749	1925500	0.5889
0.7751	1926000	0.5815
0.7753	1926500	0.5893
0.7755	1927000	0.5757
0.7757	1927500	0.5877
0.7759	1928000	0.589
0.7761	1928500	0.6014
0.7763	1929000	0.6177
0.7765	1929500	0.5618
0.7767	1930000	0.5667
0.7769	1930500	0.5839
0.7771	1931000	0.5933
0.7773	1931500	0.6019
0.7775	1932000	0.6205
0.7777	1932500	0.6105
0.7779	1933000	0.6035
0.7781	1933500	0.5754
0.7783	1934000	0.561
0.7785	1934500	0.5816
0.7787	1935000	0.5823
0.7789	1935500	0.6007
0.7791	1936000	0.5741
0.7793	1936500	0.5744
0.7795	1937000	0.5758
0.7797	1937500	0.5825
0.7799	1938000	0.6131
0.7801	1938500	0.5777
0.7803	1939000	0.5971
0.7805	1939500	0.5886
0.7807	1940000	0.6041
0.7809	1940500	0.576
0.7811	1941000	0.577
0.7813	1941500	0.5729
0.7815	1942000	0.5773
0.7817	1942500	0.5879
0.7819	1943000	0.5889
0.7821	1943500	0.5867
0.7823	1944000	0.5853
0.7825	1944500	0.6145
0.7827	1945000	0.5879
0.7829	1945500	0.5789
0.7831	1946000	0.5731
0.7833	1946500	0.5974
0.7835	1947000	0.5828
0.7837	1947500	0.5798
0.7839	1948000	0.5871
0.7841	1948500	0.5967
0.7843	1949000	0.6164
0.7845	1949500	0.5818
0.7847	1950000	0.5751
0.7849	1950500	0.5993
0.7851	1951000	0.5784
0.7853	1951500	0.5951
0.7855	1952000	0.5897
0.7857	1952500	0.5803
0.7859	1953000	0.6039
0.7861	1953500	0.6032
0.7863	1954000	0.5858
0.7865	1954500	0.5598
0.7867	1955000	0.5825
0.7869	1955500	0.6055
0.7871	1956000	0.5884
0.7873	1956500	0.6019
0.7875	1957000	0.5876
0.7877	1957500	0.5919
0.7879	1958000	0.568
0.7881	1958500	0.5791
0.7883	1959000	0.595
0.7885	1959500	0.5964
0.7887	1960000	0.5885
0.7889	1960500	0.5732
0.7891	1961000	0.5781
0.7894	1961500	0.609
0.7896	1962000	0.5888
0.7898	1962500	0.5824
0.7900	1963000	0.5791
0.7902	1963500	0.5819
0.7904	1964000	0.5933
0.7906	1964500	0.5936
0.7908	1965000	0.5906
0.7910	1965500	0.583
0.7912	1966000	0.5777
0.7914	1966500	0.5743
0.7916	1967000	0.6025
0.7918	1967500	0.5862
0.7920	1968000	0.572
0.7922	1968500	0.5967
0.7924	1969000	0.5866
0.7926	1969500	0.6075
0.7928	1970000	0.5619
0.7930	1970500	0.5853
0.7932	1971000	0.5899
0.7934	1971500	0.5966
0.7936	1972000	0.5874
0.7938	1972500	0.5942
0.7940	1973000	0.5862
0.7942	1973500	0.5861
0.7944	1974000	0.5857
0.7946	1974500	0.5837
0.7948	1975000	0.5708
0.7950	1975500	0.5824
0.7952	1976000	0.588
0.7954	1976500	0.6015
0.7956	1977000	0.5919
0.7958	1977500	0.5938
0.7960	1978000	0.5971
0.7962	1978500	0.6091
0.7964	1979000	0.5863
0.7966	1979500	0.5844
0.7968	1980000	0.5816
0.7970	1980500	0.5833
0.7972	1981000	0.6004
0.7974	1981500	0.5868
0.7976	1982000	0.6039
0.7978	1982500	0.5722
0.7980	1983000	0.5854
0.7982	1983500	0.5855
0.7984	1984000	0.5826
0.7986	1984500	0.5898
0.7988	1985000	0.5879
0.7990	1985500	0.5647
0.7992	1986000	0.5776
0.7994	1986500	0.595
0.7996	1987000	0.5962
0.7998	1987500	0.5902
0.8000	1988000	0.5934
0.8002	1988500	0.5858
0.8004	1989000	0.5845
0.8006	1989500	0.6006
0.8008	1990000	0.5642
0.8010	1990500	0.61
0.8012	1991000	0.6041
0.8014	1991500	0.5939
0.8016	1992000	0.5851
0.8018	1992500	0.5828
0.8020	1993000	0.5684
0.8022	1993500	0.5813
0.8024	1994000	0.5758
0.8026	1994500	0.5932
0.8028	1995000	0.5824
0.8030	1995500	0.5929
0.8032	1996000	0.5843
0.8034	1996500	0.5676
0.8036	1997000	0.5873
0.8038	1997500	0.5941
0.8040	1998000	0.5786
0.8042	1998500	0.6071
0.8044	1999000	0.5831
0.8046	1999500	0.5987
0.8048	2000000	0.5811
0.8050	2000500	0.5812
0.8052	2001000	0.5957
0.8054	2001500	0.6085
0.8056	2002000	0.591
0.8058	2002500	0.595
0.8061	2003000	0.5798
0.8063	2003500	0.5768
0.8065	2004000	0.6089
0.8067	2004500	0.5645
0.8069	2005000	0.5981
0.8071	2005500	0.5587
0.8073	2006000	0.6005
0.8075	2006500	0.593
0.8077	2007000	0.5891
0.8079	2007500	0.5965
0.8081	2008000	0.5772
0.8083	2008500	0.5843
0.8085	2009000	0.5831
0.8087	2009500	0.5835
0.8089	2010000	0.5713
0.8091	2010500	0.5873
0.8093	2011000	0.5916
0.8095	2011500	0.5862
0.8097	2012000	0.5928
0.8099	2012500	0.5928
0.8101	2013000	0.5908
0.8103	2013500	0.5711
0.8105	2014000	0.5845
0.8107	2014500	0.5669
0.8109	2015000	0.5905
0.8111	2015500	0.5915
0.8113	2016000	0.5879
0.8115	2016500	0.6036
0.8117	2017000	0.5987
0.8119	2017500	0.5692
0.8121	2018000	0.5711
0.8123	2018500	0.5708
0.8125	2019000	0.5796
0.8127	2019500	0.5749
0.8129	2020000	0.5783
0.8131	2020500	0.5915
0.8133	2021000	0.5888
0.8135	2021500	0.5722
0.8137	2022000	0.5827
0.8139	2022500	0.5778
0.8141	2023000	0.6148
0.8143	2023500	0.5975
0.8145	2024000	0.575
0.8147	2024500	0.5679
0.8149	2025000	0.5762
0.8151	2025500	0.5948
0.8153	2026000	0.5787
0.8155	2026500	0.5951
0.8157	2027000	0.5568
0.8159	2027500	0.5987
0.8161	2028000	0.5864
0.8163	2028500	0.5775
0.8165	2029000	0.5913
0.8167	2029500	0.5977
0.8169	2030000	0.5605
0.8171	2030500	0.5841
0.8173	2031000	0.5925
0.8175	2031500	0.5657
0.8177	2032000	0.582
0.8179	2032500	0.5952
0.8181	2033000	0.5985
0.8183	2033500	0.594
0.8185	2034000	0.574
0.8187	2034500	0.5789
0.8189	2035000	0.5815
0.8191	2035500	0.5913
0.8193	2036000	0.5997
0.8195	2036500	0.6145
0.8197	2037000	0.5647
0.8199	2037500	0.5875
0.8201	2038000	0.5731
0.8203	2038500	0.5974
0.8205	2039000	0.5798
0.8207	2039500	0.598
0.8209	2040000	0.5813
0.8211	2040500	0.5858
0.8213	2041000	0.5801
0.8215	2041500	0.582
0.8217	2042000	0.5838
0.8219	2042500	0.5855
0.8221	2043000	0.5834
0.8223	2043500	0.5781
0.8226	2044000	0.5827
0.8228	2044500	0.5716
0.8230	2045000	0.554
0.8232	2045500	0.5981
0.8234	2046000	0.5745
0.8236	2046500	0.5883
0.8238	2047000	0.5979
0.8240	2047500	0.5663
0.8242	2048000	0.577
0.8244	2048500	0.6033
0.8246	2049000	0.5817
0.8248	2049500	0.5757
0.8250	2050000	0.571
0.8252	2050500	0.5709
0.8254	2051000	0.5881
0.8256	2051500	0.5807
0.8258	2052000	0.5835
0.8260	2052500	0.5972
0.8262	2053000	0.5869
0.8264	2053500	0.5869
0.8266	2054000	0.5896
0.8268	2054500	0.5471
0.8270	2055000	0.562
0.8272	2055500	0.5858
0.8274	2056000	0.5853
0.8276	2056500	0.5823
0.8278	2057000	0.5802
0.8280	2057500	0.5794
0.8282	2058000	0.5857
0.8284	2058500	0.5865
0.8286	2059000	0.5747
0.8288	2059500	0.5805
0.8290	2060000	0.5749
0.8292	2060500	0.598
0.8294	2061000	0.591
0.8296	2061500	0.6027
0.8298	2062000	0.5979
0.8300	2062500	0.5647
0.8302	2063000	0.5942
0.8304	2063500	0.5728
0.8306	2064000	0.5741
0.8308	2064500	0.5815
0.8310	2065000	0.5804
0.8312	2065500	0.5744
0.8314	2066000	0.5748
0.8316	2066500	0.578
0.8318	2067000	0.5698
0.8320	2067500	0.5833
0.8322	2068000	0.5791
0.8324	2068500	0.5808
0.8326	2069000	0.6062
0.8328	2069500	0.5786
0.8330	2070000	0.5724
0.8332	2070500	0.5796
0.8334	2071000	0.5893
0.8336	2071500	0.5761
0.8338	2072000	0.5755
0.8340	2072500	0.5771
0.8342	2073000	0.5897
0.8344	2073500	0.5796
0.8346	2074000	0.5927
0.8348	2074500	0.5868
0.8350	2075000	0.5757
0.8352	2075500	0.5561
0.8354	2076000	0.58
0.8356	2076500	0.5776
0.8358	2077000	0.5809
0.8360	2077500	0.585
0.8362	2078000	0.5719
0.8364	2078500	0.5774
0.8366	2079000	0.5807
0.8368	2079500	0.5938
0.8370	2080000	0.5667
0.8372	2080500	0.5856
0.8374	2081000	0.5891
0.8376	2081500	0.5623
0.8378	2082000	0.5789
0.8380	2082500	0.5777
0.8382	2083000	0.5816
0.8384	2083500	0.5807
0.8386	2084000	0.5959
0.8388	2084500	0.576
0.8390	2085000	0.5722
0.8393	2085500	0.5722
0.8395	2086000	0.5669
0.8397	2086500	0.5739
0.8399	2087000	0.5913
0.8401	2087500	0.5835
0.8403	2088000	0.588
0.8405	2088500	0.5975
0.8407	2089000	0.5786
0.8409	2089500	0.5948
0.8411	2090000	0.5868
0.8413	2090500	0.5795
0.8415	2091000	0.5804
0.8417	2091500	0.5889
0.8419	2092000	0.5983
0.8421	2092500	0.5912
0.8423	2093000	0.5765
0.8425	2093500	0.5827
0.8427	2094000	0.5747
0.8429	2094500	0.5798
0.8431	2095000	0.5778
0.8433	2095500	0.5653
0.8435	2096000	0.5664
0.8437	2096500	0.5895
0.8439	2097000	0.5694
0.8441	2097500	0.5688
0.8443	2098000	0.5894
0.8445	2098500	0.583
0.8447	2099000	0.5666
0.8449	2099500	0.5603
0.8451	2100000	0.5847
0.8453	2100500	0.586
0.8455	2101000	0.5812
0.8457	2101500	0.5815
0.8459	2102000	0.5863
0.8461	2102500	0.5946
0.8463	2103000	0.5928
0.8465	2103500	0.5632
0.8467	2104000	0.5744
0.8469	2104500	0.5724
0.8471	2105000	0.5991
0.8473	2105500	0.587
0.8475	2106000	0.586
0.8477	2106500	0.5748
0.8479	2107000	0.5841
0.8481	2107500	0.5862
0.8483	2108000	0.5947
0.8485	2108500	0.588
0.8487	2109000	0.595
0.8489	2109500	0.5597
0.8491	2110000	0.5839
0.8493	2110500	0.5636
0.8495	2111000	0.5946
0.8497	2111500	0.5651
0.8499	2112000	0.5571
0.8501	2112500	0.5691
0.8503	2113000	0.5902
0.8505	2113500	0.557
0.8507	2114000	0.5902
0.8509	2114500	0.567
0.8511	2115000	0.5703
0.8513	2115500	0.577
0.8515	2116000	0.5827
0.8517	2116500	0.5792
0.8519	2117000	0.5692
0.8521	2117500	0.5887
0.8523	2118000	0.5717
0.8525	2118500	0.5622
0.8527	2119000	0.5668
0.8529	2119500	0.5791
0.8531	2120000	0.5872
0.8533	2120500	0.5881
0.8535	2121000	0.5595
0.8537	2121500	0.5778
0.8539	2122000	0.5684
0.8541	2122500	0.5899
0.8543	2123000	0.5766
0.8545	2123500	0.5692
0.8547	2124000	0.5753
0.8549	2124500	0.5844
0.8551	2125000	0.5838
0.8553	2125500	0.5851
0.8555	2126000	0.5916
0.8557	2126500	0.5968
0.8560	2127000	0.5832
0.8562	2127500	0.5852
0.8564	2128000	0.5721
0.8566	2128500	0.5728
0.8568	2129000	0.5683
0.8570	2129500	0.5616
0.8572	2130000	0.5705
0.8574	2130500	0.5591
0.8576	2131000	0.5789
0.8578	2131500	0.5789
0.8580	2132000	0.5792
0.8582	2132500	0.5702
0.8584	2133000	0.5859
0.8586	2133500	0.5641
0.8588	2134000	0.5654
0.8590	2134500	0.5721
0.8592	2135000	0.5896
0.8594	2135500	0.5784
0.8596	2136000	0.583
0.8598	2136500	0.5832
0.8600	2137000	0.5635
0.8602	2137500	0.581
0.8604	2138000	0.5611
0.8606	2138500	0.5751
0.8608	2139000	0.5725
0.8610	2139500	0.5775
0.8612	2140000	0.5807
0.8614	2140500	0.5751
0.8616	2141000	0.5868
0.8618	2141500	0.5765
0.8620	2142000	0.5854
0.8622	2142500	0.578
0.8624	2143000	0.5895
0.8626	2143500	0.5747
0.8628	2144000	0.6058
0.8630	2144500	0.5757
0.8632	2145000	0.5864
0.8634	2145500	0.585
0.8636	2146000	0.5429
0.8638	2146500	0.57
0.8640	2147000	0.5753
0.8642	2147500	0.5662
0.8644	2148000	0.5568
0.8646	2148500	0.5738
0.8648	2149000	0.5896
0.8650	2149500	0.5806
0.8652	2150000	0.5779
0.8654	2150500	0.5817
0.8656	2151000	0.5844
0.8658	2151500	0.5876
0.8660	2152000	0.59
0.8662	2152500	0.5778
0.8664	2153000	0.5827
0.8666	2153500	0.5742
0.8668	2154000	0.593
0.8670	2154500	0.5611
0.8672	2155000	0.5616
0.8674	2155500	0.5707
0.8676	2156000	0.54
0.8678	2156500	0.5724
0.8680	2157000	0.5623
0.8682	2157500	0.5764
0.8684	2158000	0.579
0.8686	2158500	0.5899
0.8688	2159000	0.5813
0.8690	2159500	0.5813
0.8692	2160000	0.586
0.8694	2160500	0.5846
0.8696	2161000	0.5705
0.8698	2161500	0.5957
0.8700	2162000	0.589
0.8702	2162500	0.5769
0.8704	2163000	0.5583
0.8706	2163500	0.5961
0.8708	2164000	0.5786
0.8710	2164500	0.5467
0.8712	2165000	0.5723
0.8714	2165500	0.5705
0.8716	2166000	0.5814
0.8718	2166500	0.5806
0.8720	2167000	0.5751
0.8722	2167500	0.5617
0.8725	2168000	0.5757
0.8727	2168500	0.5617
0.8729	2169000	0.5783
0.8731	2169500	0.5592
0.8733	2170000	0.5738
0.8735	2170500	0.585
0.8737	2171000	0.5709
0.8739	2171500	0.5844
0.8741	2172000	0.5781
0.8743	2172500	0.5685
0.8745	2173000	0.5823
0.8747	2173500	0.5694
0.8749	2174000	0.5637
0.8751	2174500	0.5833
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0.8759	2176500	0.5763
0.8761	2177000	0.5706
0.8763	2177500	0.5975
0.8765	2178000	0.5878
0.8767	2178500	0.5752
0.8769	2179000	0.5776
0.8771	2179500	0.5786
0.8773	2180000	0.58
0.8775	2180500	0.5549
0.8777	2181000	0.59
0.8779	2181500	0.5835
0.8781	2182000	0.5772
0.8783	2182500	0.5759
0.8785	2183000	0.5729
0.8787	2183500	0.579
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0.8791	2184500	0.5836
0.8793	2185000	0.5587
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0.8797	2186000	0.567
0.8799	2186500	0.5786
0.8801	2187000	0.5608
0.8803	2187500	0.5685
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0.8807	2188500	0.5718
0.8809	2189000	0.59
0.8811	2189500	0.59
0.8813	2190000	0.5609
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0.8817	2191000	0.5624
0.8819	2191500	0.5523
0.8821	2192000	0.5671
0.8823	2192500	0.5616
0.8825	2193000	0.5798
0.8827	2193500	0.5742
0.8829	2194000	0.6019
0.8831	2194500	0.5555
0.8833	2195000	0.5567
0.8835	2195500	0.5543
0.8837	2196000	0.576
0.8839	2196500	0.5761
0.8841	2197000	0.5714
0.8843	2197500	0.5909
0.8845	2198000	0.5787
0.8847	2198500	0.569
0.8849	2199000	0.5661
0.8851	2199500	0.5673
0.8853	2200000	0.587
0.8855	2200500	0.5618
0.8857	2201000	0.5829
0.8859	2201500	0.58
0.8861	2202000	0.5901
0.8863	2202500	0.574
0.8865	2203000	0.5598
0.8867	2203500	0.58
0.8869	2204000	0.5693
0.8871	2204500	0.5892
0.8873	2205000	0.5882
0.8875	2205500	0.5664
0.8877	2206000	0.5776
0.8879	2206500	0.6086
0.8881	2207000	0.5664
0.8883	2207500	0.5737
0.8885	2208000	0.5824
0.8887	2208500	0.5847
0.8889	2209000	0.5803
0.8892	2209500	0.5635
0.8894	2210000	0.5693
0.8896	2210500	0.5778
0.8898	2211000	0.5725
0.8900	2211500	0.5896
0.8902	2212000	0.5676
0.8904	2212500	0.5608
0.8906	2213000	0.5868
0.8908	2213500	0.5677
0.8910	2214000	0.594
0.8912	2214500	0.5775
0.8914	2215000	0.5726
0.8916	2215500	0.604
0.8918	2216000	0.5479
0.8920	2216500	0.5779
0.8922	2217000	0.5605
0.8924	2217500	0.5785
0.8926	2218000	0.5692
0.8928	2218500	0.5668
0.8930	2219000	0.5757
0.8932	2219500	0.5602
0.8934	2220000	0.5797
0.8936	2220500	0.5799
0.8938	2221000	0.5851
0.8940	2221500	0.6007
0.8942	2222000	0.5736
0.8944	2222500	0.5612
0.8946	2223000	0.5756
0.8948	2223500	0.5702
0.8950	2224000	0.5797
0.8952	2224500	0.5813
0.8954	2225000	0.5595
0.8956	2225500	0.5763
0.8958	2226000	0.5804
0.8960	2226500	0.5812
0.8962	2227000	0.5669
0.8964	2227500	0.5717
0.8966	2228000	0.5817
0.8968	2228500	0.5887
0.8970	2229000	0.5701
0.8972	2229500	0.5809
0.8974	2230000	0.5642
0.8976	2230500	0.567
0.8978	2231000	0.578
0.8980	2231500	0.5615
0.8982	2232000	0.5602
0.8984	2232500	0.583
0.8986	2233000	0.5745
0.8988	2233500	0.5586
0.8990	2234000	0.6016
0.8992	2234500	0.5904
0.8994	2235000	0.567
0.8996	2235500	0.5611
0.8998	2236000	0.5774
0.9000	2236500	0.5687
0.9002	2237000	0.5642
0.9004	2237500	0.5763
0.9006	2238000	0.5906
0.9008	2238500	0.566
0.9010	2239000	0.5776
0.9012	2239500	0.5429
0.9014	2240000	0.5731
0.9016	2240500	0.5788
0.9018	2241000	0.573
0.9020	2241500	0.555
0.9022	2242000	0.5586
0.9024	2242500	0.5751
0.9026	2243000	0.5784
0.9028	2243500	0.5827
0.9030	2244000	0.5703
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0.9034	2245000	0.5745
0.9036	2245500	0.5598
0.9038	2246000	0.5661
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0.9042	2247000	0.556
0.9044	2247500	0.5535
0.9046	2248000	0.5615
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0.9050	2249000	0.5846
0.9052	2249500	0.568
0.9054	2250000	0.5787
0.9057	2250500	0.5649
0.9059	2251000	0.5698
0.9061	2251500	0.5697
0.9063	2252000	0.5618
0.9065	2252500	0.5657
0.9067	2253000	0.5608
0.9069	2253500	0.575
0.9071	2254000	0.5662
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0.9075	2255000	0.5652
0.9077	2255500	0.5747
0.9079	2256000	0.5798
0.9081	2256500	0.5617
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0.9085	2257500	0.5669
0.9087	2258000	0.5762
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0.9091	2259000	0.5502
0.9093	2259500	0.5931
0.9095	2260000	0.5651
0.9097	2260500	0.5863
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0.9101	2261500	0.5669
0.9103	2262000	0.5671
0.9105	2262500	0.5721
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0.9109	2263500	0.5785
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0.9117	2265500	0.5572
0.9119	2266000	0.5783
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0.9125	2267500	0.5584
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0.9129	2268500	0.5456
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0.9139	2271000	0.57
0.9141	2271500	0.5856
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0.9145	2272500	0.5558
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0.9149	2273500	0.5662
0.9151	2274000	0.5771
0.9153	2274500	0.5847
0.9155	2275000	0.573
0.9157	2275500	0.5794
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0.9165	2277500	0.5647
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0.9181	2281500	0.5752
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0.9185	2282500	0.5795
0.9187	2283000	0.5771
0.9189	2283500	0.5783
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0.9197	2285500	0.5654
0.9199	2286000	0.5744
0.9201	2286500	0.5785
0.9203	2287000	0.5804
0.9205	2287500	0.5694
0.9207	2288000	0.5771
0.9209	2288500	0.5862
0.9211	2289000	0.5554
0.9213	2289500	0.5596
0.9215	2290000	0.5714
0.9217	2290500	0.5536
0.9219	2291000	0.57
0.9221	2291500	0.568
0.9224	2292000	0.5533
0.9226	2292500	0.5685
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0.9230	2293500	0.5752
0.9232	2294000	0.5666
0.9234	2294500	0.5727
0.9236	2295000	0.5662
0.9238	2295500	0.5558
0.9240	2296000	0.568
0.9242	2296500	0.5713
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0.9246	2297500	0.5652
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0.9252	2299000	0.5571
0.9254	2299500	0.5595
0.9256	2300000	0.5748
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0.9260	2301000	0.5634
0.9262	2301500	0.569
0.9264	2302000	0.5661
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0.9270	2303500	0.5603
0.9272	2304000	0.5749
0.9274	2304500	0.5753
0.9276	2305000	0.5685
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0.9280	2306000	0.5805
0.9282	2306500	0.5778
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0.9286	2307500	0.5906
0.9288	2308000	0.5568
0.9290	2308500	0.5692
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0.9294	2309500	0.5694
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0.9298	2310500	0.5718
0.9300	2311000	0.5588
0.9302	2311500	0.5656
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0.9306	2312500	0.575
0.9308	2313000	0.5625
0.9310	2313500	0.5848
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0.9316	2315000	0.5831
0.9318	2315500	0.5543
0.9320	2316000	0.5538
0.9322	2316500	0.5767
0.9324	2317000	0.5668
0.9326	2317500	0.5679
0.9328	2318000	0.5771
0.9330	2318500	0.5566
0.9332	2319000	0.5755
0.9334	2319500	0.5637
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0.9340	2321000	0.5734
0.9342	2321500	0.5777
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0.9352	2324000	0.549
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0.9358	2325500	0.5755
0.9360	2326000	0.5461
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0.9364	2327000	0.586
0.9366	2327500	0.5455
0.9368	2328000	0.5566
0.9370	2328500	0.5687
0.9372	2329000	0.5706
0.9374	2329500	0.5718
0.9376	2330000	0.5576
0.9378	2330500	0.568
0.9380	2331000	0.5616
0.9382	2331500	0.5558
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0.9395	2334500	0.5806
0.9397	2335000	0.5685
0.9399	2335500	0.5957
0.9401	2336000	0.563
0.9403	2336500	0.5584
0.9405	2337000	0.5796
0.9407	2337500	0.5911
0.9409	2338000	0.5582
0.9411	2338500	0.5694
0.9413	2339000	0.5879
0.9415	2339500	0.5673
0.9417	2340000	0.5436
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0.9421	2341000	0.5658
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0.9425	2342000	0.574
0.9427	2342500	0.5547
0.9429	2343000	0.5554
0.9431	2343500	0.5548
0.9433	2344000	0.5729
0.9435	2344500	0.5786
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0.9443	2346500	0.5759
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0.9447	2347500	0.548
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0.9451	2348500	0.5566
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0.9457	2350000	0.5763
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0.9461	2351000	0.5698
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0.9465	2352000	0.5519
0.9467	2352500	0.5533
0.9469	2353000	0.5669
0.9471	2353500	0.5784
0.9473	2354000	0.5795
0.9475	2354500	0.5644
0.9477	2355000	0.5648
0.9479	2355500	0.5692
0.9481	2356000	0.5677
0.9483	2356500	0.5623
0.9485	2357000	0.5785
0.9487	2357500	0.5813
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0.9491	2358500	0.5696
0.9493	2359000	0.5699
0.9495	2359500	0.5687
0.9497	2360000	0.5574
0.9499	2360500	0.5485
0.9501	2361000	0.565
0.9503	2361500	0.5728
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0.9509	2363000	0.5771
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0.9513	2364000	0.5846
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0.9521	2366000	0.5537
0.9523	2366500	0.5675
0.9525	2367000	0.5698
0.9527	2367500	0.5564
0.9529	2368000	0.5638
0.9531	2368500	0.5569
0.9533	2369000	0.5489
0.9535	2369500	0.5702
0.9537	2370000	0.5728
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0.9541	2371000	0.5669
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0.9547	2372500	0.5581
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0.9551	2373500	0.5489
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0.9556	2374500	0.5478
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0.9560	2375500	0.5786
0.9562	2376000	0.564
0.9564	2376500	0.5798
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0.9568	2377500	0.552
0.9570	2378000	0.5734
0.9572	2378500	0.5593
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0.9576	2379500	0.575
0.9578	2380000	0.5571
0.9580	2380500	0.5927
0.9582	2381000	0.5469
0.9584	2381500	0.5694
0.9586	2382000	0.5598
0.9588	2382500	0.5478
0.9590	2383000	0.5666
0.9592	2383500	0.568
0.9594	2384000	0.553
0.9596	2384500	0.5557
0.9598	2385000	0.5652
0.9600	2385500	0.5593
0.9602	2386000	0.5665
0.9604	2386500	0.5584
0.9606	2387000	0.5647
0.9608	2387500	0.569
0.9610	2388000	0.5675
0.9612	2388500	0.5787
0.9614	2389000	0.5535
0.9616	2389500	0.571
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0.9620	2390500	0.5669
0.9622	2391000	0.5644
0.9624	2391500	0.5687
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0.9628	2392500	0.5529
0.9630	2393000	0.5813
0.9632	2393500	0.5711
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0.9636	2394500	0.5736
0.9638	2395000	0.5612
0.9640	2395500	0.567
0.9642	2396000	0.5661
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0.9646	2397000	0.5613
0.9648	2397500	0.5509
0.9650	2398000	0.5666
0.9652	2398500	0.5711
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0.9658	2400000	0.5667
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0.9662	2401000	0.5834
0.9664	2401500	0.5558
0.9666	2402000	0.5657
0.9668	2402500	0.5571
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0.9672	2403500	0.5754
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0.9678	2405000	0.5763
0.9680	2405500	0.5581
0.9682	2406000	0.556
0.9684	2406500	0.5639
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0.9688	2407500	0.5871
0.9690	2408000	0.565
0.9692	2408500	0.5733
0.9694	2409000	0.5693
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0.9698	2410000	0.5752
0.9700	2410500	0.5677
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0.9716	2414500	0.5644
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0.9720	2415500	0.5788
0.9723	2416000	0.5749
0.9725	2416500	0.5599
0.9727	2417000	0.5627
0.9729	2417500	0.573
0.9731	2418000	0.5585
0.9733	2418500	0.5714
0.9735	2419000	0.5672
0.9737	2419500	0.5639
0.9739	2420000	0.5677
0.9741	2420500	0.5597
0.9743	2421000	0.5541
0.9745	2421500	0.5601
0.9747	2422000	0.58
0.9749	2422500	0.5485
0.9751	2423000	0.5547
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0.9757	2424500	0.5584
0.9759	2425000	0.5411
0.9761	2425500	0.5639
0.9763	2426000	0.571
0.9765	2426500	0.5668
0.9767	2427000	0.5602
0.9769	2427500	0.5657
0.9771	2428000	0.5627
0.9773	2428500	0.5643
0.9775	2429000	0.559
0.9777	2429500	0.5606
0.9779	2430000	0.5528
0.9781	2430500	0.5475
0.9783	2431000	0.5561
0.9785	2431500	0.5656
0.9787	2432000	0.5569
0.9789	2432500	0.5518
0.9791	2433000	0.5836
0.9793	2433500	0.5809
0.9795	2434000	0.5368
0.9797	2434500	0.5594
0.9799	2435000	0.5651
0.9801	2435500	0.5662
0.9803	2436000	0.5767
0.9805	2436500	0.5528
0.9807	2437000	0.5689
0.9809	2437500	0.5661
0.9811	2438000	0.5472
0.9813	2438500	0.56
0.9815	2439000	0.5844
0.9817	2439500	0.5714
0.9819	2440000	0.5703
0.9821	2440500	0.5667
0.9823	2441000	0.57
0.9825	2441500	0.5657
0.9827	2442000	0.5478
0.9829	2442500	0.5522
0.9831	2443000	0.5628
0.9833	2443500	0.5421
0.9835	2444000	0.5806
0.9837	2444500	0.5617
0.9839	2445000	0.5491
0.9841	2445500	0.5731
0.9843	2446000	0.5527
0.9845	2446500	0.5898
0.9847	2447000	0.5548
0.9849	2447500	0.5367
0.9851	2448000	0.5563
0.9853	2448500	0.5534
0.9855	2449000	0.5576
0.9857	2449500	0.553
0.9859	2450000	0.5832
0.9861	2450500	0.5585
0.9863	2451000	0.567
0.9865	2451500	0.567
0.9867	2452000	0.5766
0.9869	2452500	0.5532
0.9871	2453000	0.574
0.9873	2453500	0.5543
0.9875	2454000	0.5499
0.9877	2454500	0.5506
0.9879	2455000	0.5547
0.9881	2455500	0.5686
0.9883	2456000	0.568
0.9885	2456500	0.5558
0.9888	2457000	0.5558
0.9890	2457500	0.5852
0.9892	2458000	0.533
0.9894	2458500	0.5596
0.9896	2459000	0.5646
0.9898	2459500	0.5513
0.9900	2460000	0.553
0.9902	2460500	0.5771
0.9904	2461000	0.5669
0.9906	2461500	0.5727
0.9908	2462000	0.5507
0.9910	2462500	0.5626
0.9912	2463000	0.5785
0.9914	2463500	0.5691
0.9916	2464000	0.5693
0.9918	2464500	0.567
0.9920	2465000	0.554
0.9922	2465500	0.5614
0.9924	2466000	0.5484
0.9926	2466500	0.5618
0.9928	2467000	0.5489
0.9930	2467500	0.5595
0.9932	2468000	0.5656
0.9934	2468500	0.5655
0.9936	2469000	0.5613
0.9938	2469500	0.5577
0.9940	2470000	0.5661
0.9942	2470500	0.5574
0.9944	2471000	0.5677
0.9946	2471500	0.5656
0.9948	2472000	0.5529
0.9950	2472500	0.5661
0.9952	2473000	0.5771
0.9954	2473500	0.5604
0.9956	2474000	0.5828
0.9958	2474500	0.5587
0.9960	2475000	0.5502
0.9962	2475500	0.5518
0.9964	2476000	0.5496
0.9966	2476500	0.5471
0.9968	2477000	0.5578
0.9970	2477500	0.5692
0.9972	2478000	0.5689
0.9974	2478500	0.5704
0.9976	2479000	0.563
0.9978	2479500	0.5853
0.9980	2480000	0.5531
0.9982	2480500	0.591
0.9984	2481000	0.5838
0.9986	2481500	0.5547
0.9988	2482000	0.5683
0.9990	2482500	0.5819
0.9992	2483000	0.5725
0.9994	2483500	0.5714
0.9996	2484000	0.5643
0.9998	2484500	0.5669

Framework Versions

Python: 3.10.13
Sentence Transformers: 5.1.1
Transformers: 4.57.0
PyTorch: 2.8.0+cu128
Accelerate: 1.10.1
Datasets: 4.1.1
Tokenizers: 0.22.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

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Paper for Amdestya/kd-nfs-bm25cat

Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Paper • 1908.10084 • Published Aug 27, 2019 • 17