from transformers import AutoModel, AutoTokenizer

# Load pre-trained model and tokenizer
model_name = "dheerajpai/patentbert-cased-2b-seq-2560"
model = AutoModel.from_pretrained(model_name)
tokenizer = AutoTokenizer.from_pretrained(model_name)

# Tokenize input text
input_text = "A method for predicting the future"
input_ids = tokenizer(input_text, return_tensors="pt")

# Get embeddings
import torch
with torch.no_grad():
    outputs = model(**input_ids)
    embeddings = outputs.last_hidden_state

# Print embeddings
print(embeddings)

This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment.

patentbert-cased-2b-seq-2560

This model is a foundational model that is trained on HUPD Dataset. It achieves the following results on the evaluation set:

• Loss: 0.7631

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 5e-05
• train_batch_size: 4
• eval_batch_size: 4
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• lr_scheduler_warmup_ratio: 0.1
• num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss
10.3108	0.0	500	10.2972
10.1051	0.0	1000	10.0832
9.8252	0.0	1500	nan
9.585	0.0	2000	9.5358
9.3422	0.0	2500	9.3382
9.171	0.0	3000	9.1602
8.8067	0.0	3500	8.8285
8.6069	0.0	4000	8.6089
8.3746	0.0	4500	8.4192
8.0536	0.0	5000	8.0997
7.8671	0.01	5500	7.8348
7.6091	0.01	6000	7.6633
7.3797	0.01	6500	7.3655
7.2716	0.01	7000	7.1536
7.0645	0.01	7500	6.9757
7.1671	0.01	8000	7.1558
6.9607	0.01	8500	7.1138
7.0289	0.01	9000	6.8836
6.8139	0.01	9500	6.7857
6.8424	0.01	10000	6.9236
6.7113	0.01	10500	6.9056
6.8353	0.01	11000	6.8248
6.7775	0.01	11500	6.7361
6.7572	0.01	12000	6.5039
6.5891	0.01	12500	6.7092
6.6666	0.01	13000	6.7711
6.5264	0.01	13500	6.5961
6.6102	0.01	14000	6.6122
6.6613	0.01	14500	6.5437
6.5007	0.01	15000	6.6745
6.5923	0.02	15500	6.4211
6.4733	0.02	16000	nan
6.5177	0.02	16500	6.4441
6.4695	0.02	17000	6.4167
6.468	0.02	17500	nan
6.4366	0.02	18000	6.4643
6.3223	0.02	18500	6.3400
6.4059	0.02	19000	6.4455
6.3487	0.02	19500	6.4198
6.2694	0.02	20000	6.2709
6.3494	0.02	20500	6.3544
6.4325	0.02	21000	6.3966
6.1486	0.02	21500	6.1809
6.2384	0.02	22000	6.1942
6.3231	0.02	22500	6.1774
6.22	0.02	23000	6.1428
6.2379	0.02	23500	6.1543
6.1446	0.02	24000	6.4025
6.2554	0.02	24500	6.2696
6.1878	0.02	25000	6.1100
6.1791	0.03	25500	6.2361
5.9089	0.03	26000	6.0577
6.1151	0.03	26500	5.9858
6.08	0.03	27000	6.0933
6.1131	0.03	27500	6.1432
6.1	0.03	28000	6.0211
6.0719	0.03	28500	6.0765
6.0946	0.03	29000	5.9564
5.97	0.03	29500	6.1308
5.9956	0.03	30000	5.9477
6.0646	0.03	30500	5.8772
6.0831	0.03	31000	5.8322
6.104	0.03	31500	6.0062
5.8465	0.03	32000	5.7755
5.9233	0.03	32500	6.0247
5.9325	0.03	33000	5.8521
5.9619	0.03	33500	5.9103
5.948	0.03	34000	5.7352
5.8996	0.03	34500	5.8461
5.8479	0.03	35000	5.8702
5.8515	0.04	35500	5.8775
5.8718	0.04	36000	5.8950
5.9758	0.04	36500	5.9297
5.8583	0.04	37000	5.6992
5.8591	0.04	37500	5.7497
5.7199	0.04	38000	5.6971
5.858	0.04	38500	5.7512
5.8578	0.04	39000	5.7475
5.7426	0.04	39500	5.7610
5.7427	0.04	40000	5.7675
5.7374	0.04	40500	5.7163
5.6564	0.04	41000	5.7539
5.7734	0.04	41500	5.7654
5.7775	0.04	42000	5.6227
5.6601	0.04	42500	5.8363
5.7822	0.04	43000	5.7640
5.659	0.04	43500	5.5969
5.7551	0.04	44000	5.5721
5.5936	0.04	44500	5.6323
5.6782	0.04	45000	5.6320
5.6217	0.05	45500	5.7216
5.6243	0.05	46000	5.7571
5.5589	0.05	46500	5.6128
5.6897	0.05	47000	5.4603
5.5028	0.05	47500	5.6687
5.628	0.05	48000	5.5962
5.6578	0.05	48500	5.5450
5.5513	0.05	49000	5.6963
5.6322	0.05	49500	5.5455
5.5783	0.05	50000	5.4846
5.5091	0.05	50500	5.5800
5.5177	0.05	51000	5.5642
5.5917	0.05	51500	5.4345
5.5996	0.05	52000	5.5709
5.4707	0.05	52500	5.4512
5.5662	0.05	53000	5.5459
5.6362	0.05	53500	5.3636
5.4621	0.05	54000	5.4129
5.5071	0.05	54500	5.4666
5.4123	0.05	55000	5.5095
5.5336	0.06	55500	5.4275
5.4836	0.06	56000	5.4120
5.5995	0.06	56500	5.4324
5.5469	0.06	57000	5.2927
5.4154	0.06	57500	5.4637
5.471	0.06	58000	5.3241
5.5797	0.06	58500	5.4726
5.5169	0.06	59000	5.5312
5.3527	0.06	59500	5.5792
5.4948	0.06	60000	5.6725
5.3375	0.06	60500	5.3917
5.3983	0.06	61000	5.4772
5.3293	0.06	61500	5.4511
5.4525	0.06	62000	5.3458
5.519	0.06	62500	5.3215
5.4592	0.06	63000	5.2476
5.5163	0.06	63500	5.4829
5.3263	0.06	64000	5.2511
5.4157	0.06	64500	5.5367
5.5014	0.06	65000	5.4259
5.2952	0.07	65500	5.1938
5.3977	0.07	66000	5.5348
5.3704	0.07	66500	5.3582
5.3516	0.07	67000	5.4562
5.3519	0.07	67500	5.2855
5.4913	0.07	68000	5.3189
5.4046	0.07	68500	5.3860
5.2793	0.07	69000	5.3688
5.3197	0.07	69500	nan
5.2306	0.07	70000	5.3194
5.4705	0.07	70500	nan
5.2994	0.07	71000	5.1970
5.2489	0.07	71500	nan
5.35	0.07	72000	5.1307
5.367	0.07	72500	5.1823
5.3014	0.07	73000	5.3477
5.3133	0.07	73500	5.2823
5.308	0.07	74000	5.3723
5.228	0.07	74500	5.3760
5.3351	0.07	75000	5.2688
5.3312	0.08	75500	5.3148
5.2935	0.08	76000	5.4694
5.2833	0.08	76500	5.2810
5.2742	0.08	77000	5.1937
5.1953	0.08	77500	5.2168
5.2382	0.08	78000	nan
5.1734	0.08	78500	5.1098
5.3006	0.08	79000	5.3727
5.1816	0.08	79500	5.3007
5.3119	0.08	80000	nan
5.2583	0.08	80500	5.0899
5.0782	0.08	81000	5.3198
5.3114	0.08	81500	5.2453
5.272	0.08	82000	5.1199
5.2827	0.08	82500	5.1879
5.3218	0.08	83000	5.0042
5.1726	0.08	83500	nan
5.3344	0.08	84000	nan
5.2826	0.08	84500	5.2514
5.3085	0.08	85000	5.1459
5.2664	0.09	85500	5.2593
5.3743	0.09	86000	5.3096
5.341	0.09	86500	5.3054
5.2509	0.09	87000	5.2503
5.2329	0.09	87500	5.1273
5.3716	0.09	88000	5.1140
5.0893	0.09	88500	5.2895
5.2501	0.09	89000	5.3515
5.2556	0.09	89500	5.3965
5.2715	0.09	90000	4.9594
5.1421	0.09	90500	5.4293
5.2206	0.09	91000	5.1499
5.0447	0.09	91500	5.1303
5.1432	0.09	92000	nan
5.1847	0.09	92500	5.3791
5.1638	0.09	93000	4.9793
5.1862	0.09	93500	5.1570
5.1576	0.09	94000	5.0856
5.2095	0.09	94500	5.1610
5.1446	0.09	95000	5.0668
5.1084	0.1	95500	5.1512
5.2135	0.1	96000	5.3496
5.2005	0.1	96500	nan
5.0792	0.1	97000	4.9646
5.0845	0.1	97500	5.1137
5.3104	0.1	98000	5.1792
5.2235	0.1	98500	4.9565
5.0976	0.1	99000	5.2577
5.3409	0.1	99500	5.1923
5.0521	0.1	100000	5.0434
5.25	0.1	100500	nan
5.1161	0.1	101000	5.1386
5.0612	0.1	101500	nan
5.0001	0.1	102000	5.1310
5.2386	0.1	102500	5.0340
5.2105	0.1	103000	5.1773
5.2084	0.1	103500	5.1247
5.0763	0.1	104000	5.1326
5.1643	0.1	104500	5.1616
5.084	0.1	105000	5.0687
5.1146	0.11	105500	5.2083
5.1201	0.11	106000	5.1106
5.0894	0.11	106500	5.0553
5.1971	0.11	107000	5.2672
5.1201	0.11	107500	5.1432
5.0814	0.11	108000	nan
5.073	0.11	108500	5.2188
5.0756	0.11	109000	5.2541
5.0874	0.11	109500	5.1205
5.1272	0.11	110000	5.1913
4.8945	0.11	110500	nan
5.0255	0.11	111000	5.1739
5.104	0.11	111500	5.0617
5.1365	0.11	112000	4.8285
5.1029	0.11	112500	5.1033
5.0535	0.11	113000	4.9960
4.9839	0.11	113500	4.9242
5.0797	0.11	114000	nan
4.9397	0.11	114500	5.0119
5.0802	0.11	115000	5.0234
5.0841	0.12	115500	5.0896
5.0425	0.12	116000	5.1255
5.0101	0.12	116500	5.1633
5.0221	0.12	117000	4.9497
5.1098	0.12	117500	nan
5.0613	0.12	118000	5.0107
5.1104	0.12	118500	4.8609
4.993	0.12	119000	nan
5.059	0.12	119500	5.1214
4.9553	0.12	120000	5.0494
5.1097	0.12	120500	4.8121
5.0657	0.12	121000	4.9866
5.0954	0.12	121500	5.0809
4.974	0.12	122000	5.1170
5.0931	0.12	122500	5.1628
5.0726	0.12	123000	4.9747
5.077	0.12	123500	4.9684
4.9644	0.12	124000	4.9622
5.0906	0.12	124500	5.0708
4.956	0.12	125000	5.0252
4.8863	0.13	125500	4.8449
5.1082	0.13	126000	4.8806
5.0773	0.13	126500	4.9116
4.8896	0.13	127000	5.1229
4.8766	0.13	127500	5.0384
4.9869	0.13	128000	5.1335
4.9558	0.13	128500	5.1123
4.9828	0.13	129000	4.8389
5.1223	0.13	129500	4.9417
5.0064	0.13	130000	4.9984
5.0859	0.13	130500	5.0096
4.943	0.13	131000	nan
4.9274	0.13	131500	4.8440
5.0719	0.13	132000	4.9418
4.9647	0.13	132500	5.0342
4.9271	0.13	133000	4.8805
5.0476	0.13	133500	5.0476
5.0446	0.13	134000	5.0132
4.9754	0.13	134500	4.9995
5.0001	0.13	135000	4.9921
5.0542	0.14	135500	4.8779
5.0162	0.14	136000	4.8671
5.1442	0.14	136500	nan
5.0029	0.14	137000	4.9190
4.9366	0.14	137500	4.8176
4.96	0.14	138000	4.9705
5.0691	0.14	138500	4.9670
4.9975	0.14	139000	4.9877
4.7967	0.14	139500	4.9331
4.9496	0.14	140000	4.9342
5.0449	0.14	140500	4.9601
4.9804	0.14	141000	4.9119
4.9473	0.14	141500	4.8596
4.9562	0.14	142000	4.9853
4.9063	0.14	142500	4.7850
4.9701	0.14	143000	5.0711
4.9089	0.14	143500	5.0360
4.8403	0.14	144000	4.9165
4.989	0.14	144500	5.0046
4.9967	0.14	145000	4.8406
4.8871	0.14	145500	nan
5.0179	0.15	146000	4.8793
4.9366	0.15	146500	4.7137
4.9206	0.15	147000	4.9649
4.9735	0.15	147500	4.8197
4.9212	0.15	148000	4.9675
4.8773	0.15	148500	4.7220
4.9446	0.15	149000	4.8134
4.9369	0.15	149500	5.0508
4.9514	0.15	150000	4.8808
4.8955	0.15	150500	nan
4.958	0.15	151000	4.8736
4.7584	0.15	151500	4.7126
4.8966	0.15	152000	4.8752
4.752	0.15	152500	4.8972
4.8869	0.15	153000	4.8670
4.8554	0.15	153500	4.6702
4.8551	0.15	154000	nan
4.9096	0.15	154500	4.8019
4.7414	0.15	155000	4.7015
4.9376	0.15	155500	4.7915
4.8313	0.16	156000	4.7908
4.8848	0.16	156500	4.5982
4.8155	0.16	157000	4.7690
4.7999	0.16	157500	4.7613
4.8956	0.16	158000	4.9168
4.786	0.16	158500	4.9093
4.7222	0.16	159000	4.8725
4.8093	0.16	159500	4.6335
4.891	0.16	160000	4.9281
4.7131	0.16	160500	4.8461
4.8382	0.16	161000	nan
4.681	0.16	161500	4.7026
4.8793	0.16	162000	4.5926
4.7656	0.16	162500	4.6321
4.7977	0.16	163000	4.6786
4.7427	0.16	163500	4.7494
4.8589	0.16	164000	4.7973
4.9484	0.16	164500	4.7792
4.7759	0.16	165000	4.8411
4.775	0.16	165500	4.5031
4.6852	0.17	166000	4.6319
4.678	0.17	166500	4.4804
4.6859	0.17	167000	4.3519
4.5622	0.17	167500	4.6006
4.4071	0.17	168000	nan
4.5024	0.17	168500	4.4991
4.6905	0.17	169000	4.4173
4.4859	0.17	169500	4.3873
4.5052	0.17	170000	4.1469
4.3587	0.17	170500	3.8055
4.456	0.17	171000	4.1394
4.3458	0.17	171500	4.0963
4.2893	0.17	172000	4.2467
4.2879	0.17	172500	4.1487
4.3218	0.17	173000	4.1782
4.2976	0.17	173500	4.1867
4.2087	0.17	174000	4.0386
4.2653	0.17	174500	4.0119
4.1096	0.17	175000	4.2030
4.0391	0.17	175500	3.9293
4.0848	0.18	176000	3.7016
4.1159	0.18	176500	4.1230
3.9837	0.18	177000	nan
4.1074	0.18	177500	3.8607
4.0702	0.18	178000	3.9369
3.8135	0.18	178500	3.8203
3.936	0.18	179000	3.6830
3.95	0.18	179500	3.6186
3.9935	0.18	180000	3.5923
4.0053	0.18	180500	3.4808
3.8986	0.18	181000	3.6185
4.1166	0.18	181500	3.8901
4.0373	0.18	182000	3.9097
3.8312	0.18	182500	3.7495
3.7596	0.18	183000	3.6929
3.771	0.18	183500	3.4781
3.9007	0.18	184000	3.6396
3.6432	0.18	184500	3.8321
3.6861	0.18	185000	3.7202
3.764	0.18	185500	3.5643
3.8885	0.19	186000	3.5166
3.644	0.19	186500	3.5768
3.8086	0.19	187000	3.4721
3.7104	0.19	187500	3.5530
3.7079	0.19	188000	3.5369
3.6162	0.19	188500	3.3808
3.6456	0.19	189000	3.5744
3.5931	0.19	189500	3.3176
3.7159	0.19	190000	3.2284
3.5938	0.19	190500	3.1965
3.526	0.19	191000	3.3849
3.5559	0.19	191500	3.5148
3.6142	0.19	192000	3.3375
3.583	0.19	192500	3.0472
3.4242	0.19	193000	3.4076
3.3964	0.19	193500	3.2054
3.4507	0.19	194000	3.2950
3.3661	0.19	194500	3.0554
3.407	0.19	195000	3.0494
3.346	0.19	195500	3.1238
3.3785	0.2	196000	3.1012
3.182	0.2	196500	2.8919
3.3367	0.2	197000	3.0999
3.2987	0.2	197500	2.8941
3.0248	0.2	198000	2.9771
3.405	0.2	198500	2.8544
3.2292	0.2	199000	2.8955
2.9835	0.2	199500	2.8065
3.349	0.2	200000	2.7614
3.0754	0.2	200500	2.7383
3.2153	0.2	201000	2.7829
2.9064	0.2	201500	2.5079
2.7192	0.2	202000	2.7502
2.9335	0.2	202500	2.6825
2.8794	0.2	203000	2.5354
2.9583	0.2	203500	2.7660
2.9196	0.2	204000	2.4501
2.736	0.2	204500	2.6040
2.864	0.2	205000	2.2898
2.6318	0.2	205500	2.2793
2.828	0.21	206000	2.1573
2.7871	0.21	206500	2.3254
2.6693	0.21	207000	2.3778
2.7007	0.21	207500	2.3653
2.7447	0.21	208000	2.3186
2.8414	0.21	208500	2.0390
2.5687	0.21	209000	2.3767
2.5098	0.21	209500	2.1557
2.6272	0.21	210000	2.1714
2.9166	0.21	210500	2.1061
2.5423	0.21	211000	2.1971
2.4275	0.21	211500	2.2001
2.5763	0.21	212000	2.3593
2.3555	0.21	212500	nan
2.5078	0.21	213000	1.9354
2.3763	0.21	213500	2.2007
2.2813	0.21	214000	2.1125
2.6017	0.21	214500	2.0470
2.5325	0.21	215000	2.0185
2.5335	0.21	215500	2.0580
2.495	0.22	216000	2.0935
2.4319	0.22	216500	2.0109
2.2747	0.22	217000	1.8986
2.3316	0.22	217500	2.0196
2.3834	0.22	218000	1.8775
2.3406	0.22	218500	2.0477
2.352	0.22	219000	nan
2.271	0.22	219500	1.9934
2.3377	0.22	220000	2.0494
2.3768	0.22	220500	nan
2.3557	0.22	221000	nan
2.3068	0.22	221500	2.2126
2.3616	0.22	222000	nan
2.3619	0.22	222500	1.9602
2.2602	0.22	223000	1.8290
2.2516	0.22	223500	1.8721
2.1106	0.22	224000	1.8527
2.1877	0.22	224500	nan
2.2805	0.22	225000	2.0094
2.3053	0.22	225500	1.9346
2.1862	0.23	226000	1.9152
2.2604	0.23	226500	1.7553
2.1791	0.23	227000	2.0891
2.2407	0.23	227500	1.8452
2.0978	0.23	228000	nan
2.1384	0.23	228500	2.0158
2.149	0.23	229000	1.7843
2.0637	0.23	229500	1.8949
2.1842	0.23	230000	1.6995
1.9767	0.23	230500	1.8023
2.2379	0.23	231000	1.8562
2.1801	0.23	231500	1.7378
2.1145	0.23	232000	2.1310
2.0712	0.23	232500	1.8601
1.988	0.23	233000	1.6978
2.0622	0.23	233500	2.0704
2.1182	0.23	234000	1.7814
1.8749	0.23	234500	1.4981
1.8677	0.23	235000	1.8330
1.9593	0.23	235500	1.6507
2.2362	0.24	236000	1.8061
2.0682	0.24	236500	1.6051
1.9664	0.24	237000	1.7702
1.9273	0.24	237500	1.8628
2.0707	0.24	238000	nan
1.9	0.24	238500	1.8365
1.9824	0.24	239000	1.6568
2.2663	0.24	239500	1.8440
1.8693	0.24	240000	1.8191
1.9319	0.24	240500	1.8056
1.9543	0.24	241000	2.0462
2.1437	0.24	241500	1.7123
1.7062	0.24	242000	1.5814
1.8035	0.24	242500	1.8891
1.955	0.24	243000	nan
1.8476	0.24	243500	1.7330
1.8361	0.24	244000	1.8884
2.0996	0.24	244500	1.5817
1.898	0.24	245000	1.6666
1.8617	0.24	245500	1.6905
1.9938	0.25	246000	1.7288
1.8993	0.25	246500	1.5452
2.0614	0.25	247000	1.6925
1.9841	0.25	247500	1.6353
1.988	0.25	248000	1.7163
1.9573	0.25	248500	1.8355
1.7605	0.25	249000	1.7693
1.8335	0.25	249500	nan
1.8563	0.25	250000	1.9049
1.9492	0.25	250500	1.8820
2.0465	0.25	251000	nan
2.0284	0.25	251500	1.5709
1.7657	0.25	252000	1.5673
1.9065	0.25	252500	1.7573
1.8689	0.25	253000	1.6787
1.8239	0.25	253500	1.5488
1.7079	0.25	254000	1.6740
1.8035	0.25	254500	1.6096
1.8439	0.25	255000	1.6126
1.7429	0.25	255500	1.6894
1.8663	0.26	256000	1.5178
1.7599	0.26	256500	1.7082
1.8221	0.26	257000	1.4887
1.9287	0.26	257500	1.5528
1.8538	0.26	258000	1.6779
1.9577	0.26	258500	1.5931
1.6249	0.26	259000	1.6663
1.7555	0.26	259500	1.5872
1.7373	0.26	260000	1.5574
1.783	0.26	260500	1.5181
2.0006	0.26	261000	1.5830
1.8409	0.26	261500	1.7105
1.8223	0.26	262000	1.6209
1.6688	0.26	262500	1.6149
2.0592	0.26	263000	1.4331
1.7223	0.26	263500	1.6387
1.8918	0.26	264000	nan
1.815	0.26	264500	1.4997
1.826	0.26	265000	1.4616
1.6886	0.26	265500	1.6860
1.7861	0.27	266000	1.4193
1.7375	0.27	266500	1.7390
1.6869	0.27	267000	1.5281
1.8717	0.27	267500	1.4133
1.7122	0.27	268000	1.6452
1.6424	0.27	268500	1.4359
1.7938	0.27	269000	1.5236
1.6766	0.27	269500	1.3353
1.6263	0.27	270000	1.6886
1.5471	0.27	270500	1.6312
1.6857	0.27	271000	1.7989
1.6454	0.27	271500	1.5887
1.7706	0.27	272000	1.6770
1.8401	0.27	272500	1.4340
1.7922	0.27	273000	1.5357
1.8318	0.27	273500	1.6816
1.5816	0.27	274000	1.6042
1.7146	0.27	274500	1.5052
1.7018	0.27	275000	nan
1.524	0.27	275500	1.5456
1.7322	0.28	276000	1.3642
1.8011	0.28	276500	1.7334
1.6373	0.28	277000	1.5718
1.7715	0.28	277500	1.7420
1.5807	0.28	278000	1.5461
1.6793	0.28	278500	1.3878
1.6249	0.28	279000	nan
1.6868	0.28	279500	1.6363
1.5841	0.28	280000	1.3812
1.7695	0.28	280500	1.5587
1.7418	0.28	281000	1.6368
1.6288	0.28	281500	1.5934
1.5873	0.28	282000	1.6437
1.5896	0.28	282500	1.5025
1.6428	0.28	283000	1.4380
1.6831	0.28	283500	1.5371
1.7774	0.28	284000	1.4078
1.5672	0.28	284500	1.2851
1.5187	0.28	285000	1.6714
1.7002	0.28	285500	1.1797
1.6453	0.28	286000	nan
1.6127	0.29	286500	1.5465
1.6371	0.29	287000	1.4091
1.5278	0.29	287500	nan
1.5251	0.29	288000	1.7307
1.6227	0.29	288500	1.4053
1.5148	0.29	289000	1.4511
1.5711	0.29	289500	1.4232
1.6981	0.29	290000	1.5826
1.6192	0.29	290500	1.3544
1.7221	0.29	291000	1.4484
1.6273	0.29	291500	1.1571
1.6288	0.29	292000	1.5251
1.4394	0.29	292500	1.5154
1.5481	0.29	293000	1.3869
1.6718	0.29	293500	1.3743
1.5558	0.29	294000	1.4681
1.6472	0.29	294500	1.7009
1.5894	0.29	295000	1.4254
1.7053	0.29	295500	nan
1.4782	0.29	296000	1.5227
1.548	0.3	296500	1.3915
1.67	0.3	297000	1.5465
1.5945	0.3	297500	1.4644
1.6174	0.3	298000	1.3840
1.7965	0.3	298500	1.1708
1.584	0.3	299000	1.5609
1.4768	0.3	299500	1.3729
1.6978	0.3	300000	1.6015
1.4478	0.3	300500	1.3721
1.6715	0.3	301000	1.3219
1.6601	0.3	301500	1.5127
1.667	0.3	302000	1.3254
1.7051	0.3	302500	1.0740
1.6439	0.3	303000	1.5462
1.741	0.3	303500	1.3694
1.5447	0.3	304000	1.4454
1.5807	0.3	304500	1.1771
1.5926	0.3	305000	1.3284
1.6876	0.3	305500	1.4037
1.6437	0.3	306000	1.4957
1.464	0.31	306500	1.3946
1.645	0.31	307000	nan
1.6186	0.31	307500	nan
1.4085	0.31	308000	1.4162
1.4994	0.31	308500	1.3119
1.3586	0.31	309000	1.4164
1.4263	0.31	309500	1.5969
1.5444	0.31	310000	1.4706
1.4353	0.31	310500	1.3675
1.5843	0.31	311000	1.6353
1.6195	0.31	311500	1.3358
1.5771	0.31	312000	1.4001
1.4711	0.31	312500	1.5869
1.4941	0.31	313000	1.4377
1.5721	0.31	313500	1.3821
1.5491	0.31	314000	1.4456
1.489	0.31	314500	1.4346
1.3265	0.31	315000	1.4789
1.5268	0.31	315500	1.5080
1.6363	0.31	316000	1.5515
1.3485	0.32	316500	1.4952
1.4241	0.32	317000	1.2797
1.458	0.32	317500	1.4136
1.3923	0.32	318000	1.4699
1.3732	0.32	318500	1.3196
1.4772	0.32	319000	nan
1.6124	0.32	319500	1.4264
1.5487	0.32	320000	1.2880
1.5664	0.32	320500	1.4955
1.6019	0.32	321000	1.2912
1.5601	0.32	321500	1.3879
1.553	0.32	322000	1.3199
1.5479	0.32	322500	1.2931
1.239	0.32	323000	1.2180
1.5574	0.32	323500	1.3870
1.4164	0.32	324000	1.3626
1.416	0.32	324500	1.2516
1.3565	0.32	325000	1.6139
1.43	0.32	325500	1.3834
1.6028	0.32	326000	1.4854
1.4894	0.33	326500	1.2633
1.3761	0.33	327000	1.2691
1.3518	0.33	327500	nan
1.5177	0.33	328000	1.2670
1.468	0.33	328500	1.5381
1.6147	0.33	329000	1.5037
1.3035	0.33	329500	1.4177
1.4957	0.33	330000	1.4059
1.4961	0.33	330500	1.4121
1.5493	0.33	331000	1.3408
1.4948	0.33	331500	1.2291
1.491	0.33	332000	1.2724
1.3601	0.33	332500	1.6411
1.4315	0.33	333000	nan
1.5754	0.33	333500	1.3325
1.5859	0.33	334000	1.2752
1.3998	0.33	334500	1.2739
1.5784	0.33	335000	1.2904
1.38	0.33	335500	1.5631
1.3978	0.33	336000	1.2787
1.3642	0.34	336500	1.3598
1.4408	0.34	337000	1.2511
1.2788	0.34	337500	1.0872
1.5208	0.34	338000	1.2853
1.4003	0.34	338500	1.2521
1.3398	0.34	339000	1.4043
1.4716	0.34	339500	1.2551
1.5786	0.34	340000	1.3138
1.4377	0.34	340500	1.4428
1.6795	0.34	341000	1.2176
1.2937	0.34	341500	1.3452
1.4427	0.34	342000	1.0708
1.2423	0.34	342500	1.2641
1.5913	0.34	343000	1.5197
1.5292	0.34	343500	1.1742
1.6593	0.34	344000	1.3975
1.2991	0.34	344500	1.3784
1.478	0.34	345000	1.2625
1.3974	0.34	345500	1.3706
1.5719	0.34	346000	1.4554
1.4334	0.35	346500	1.1760
1.3351	0.35	347000	1.1830
1.422	0.35	347500	1.2546
1.4629	0.35	348000	1.3170
1.2613	0.35	348500	1.4070
1.415	0.35	349000	1.3374
1.4506	0.35	349500	1.2185
1.3588	0.35	350000	1.2903
1.3565	0.35	350500	1.1128
1.5569	0.35	351000	1.2587
1.4464	0.35	351500	1.4025
1.5583	0.35	352000	1.3839
1.4242	0.35	352500	1.3297
1.3688	0.35	353000	1.3030
1.3805	0.35	353500	1.4131
1.3459	0.35	354000	1.4892
1.3995	0.35	354500	1.3313
1.5064	0.35	355000	1.3353
1.3179	0.35	355500	1.3053
1.4443	0.35	356000	1.4253
1.4051	0.36	356500	1.6044
1.3829	0.36	357000	1.3298
1.5549	0.36	357500	nan
1.6105	0.36	358000	1.4673
1.3082	0.36	358500	1.1029
1.3732	0.36	359000	1.1528
1.3982	0.36	359500	1.1804
1.2458	0.36	360000	1.1604
1.2378	0.36	360500	1.3280
1.3402	0.36	361000	1.1851
1.2788	0.36	361500	1.2946
1.4364	0.36	362000	0.9774
1.5195	0.36	362500	1.2483
1.3462	0.36	363000	1.2592
1.3633	0.36	363500	1.1233
1.3954	0.36	364000	nan
1.3625	0.36	364500	1.2465
1.4528	0.36	365000	1.1982
1.4184	0.36	365500	1.1653
1.3125	0.36	366000	1.3038
1.5212	0.37	366500	1.2600
1.5094	0.37	367000	1.2750
1.4465	0.37	367500	1.3844
1.4549	0.37	368000	1.2041
1.485	0.37	368500	1.3604
1.3656	0.37	369000	1.2107
1.5416	0.37	369500	1.5048
1.6296	0.37	370000	nan
1.2484	0.37	370500	1.2383
1.3869	0.37	371000	1.2692
1.3169	0.37	371500	1.4617
1.5525	0.37	372000	1.1424
1.4965	0.37	372500	1.1947
1.4697	0.37	373000	1.2240
1.3844	0.37	373500	1.1378
1.4089	0.37	374000	1.4222
1.3032	0.37	374500	nan
1.6225	0.37	375000	1.3010
1.3984	0.37	375500	1.1854
1.3744	0.37	376000	1.3622
1.4066	0.38	376500	1.1845
1.6344	0.38	377000	1.0823
1.3454	0.38	377500	1.3933
1.5848	0.38	378000	1.2309
1.417	0.38	378500	1.3825
1.3716	0.38	379000	1.0250
1.3529	0.38	379500	1.4550
1.4235	0.38	380000	1.3160
1.3642	0.38	380500	1.2108
1.4291	0.38	381000	1.2465
1.3319	0.38	381500	1.3039
1.3178	0.38	382000	1.2202
1.3116	0.38	382500	1.2219
1.2404	0.38	383000	1.2754
1.375	0.38	383500	1.1951
1.2825	0.38	384000	1.3382
1.3926	0.38	384500	1.3512
1.4598	0.38	385000	1.1757
1.4259	0.38	385500	1.2894
1.4089	0.38	386000	nan
1.3195	0.39	386500	1.4152
1.405	0.39	387000	1.4621
1.3411	0.39	387500	1.2822
1.1877	0.39	388000	1.2977
1.3474	0.39	388500	1.1621
1.2844	0.39	389000	1.1407
1.3541	0.39	389500	1.2033
1.3461	0.39	390000	1.2337
1.3313	0.39	390500	1.1628
1.428	0.39	391000	1.1019
1.3788	0.39	391500	nan
1.2979	0.39	392000	1.2084
1.2395	0.39	392500	1.1634
1.4395	0.39	393000	1.1826
1.2766	0.39	393500	1.2660
1.2943	0.39	394000	1.2473
1.2829	0.39	394500	1.2950
1.3368	0.39	395000	1.2304
1.2423	0.39	395500	1.2256
1.3953	0.39	396000	1.0215
1.2747	0.4	396500	1.2798
1.3641	0.4	397000	1.2459
1.2941	0.4	397500	1.2656
1.4128	0.4	398000	nan
1.0666	0.4	398500	1.2673
1.2924	0.4	399000	nan
1.2048	0.4	399500	1.1666
1.2709	0.4	400000	1.1215
1.3811	0.4	400500	1.1154
1.2898	0.4	401000	1.1078
1.3048	0.4	401500	1.0859
1.3496	0.4	402000	1.2118
1.4301	0.4	402500	1.2520
1.371	0.4	403000	1.1016
1.415	0.4	403500	1.5966
1.6	0.4	404000	1.0611
1.4739	0.4	404500	1.2684
1.1639	0.4	405000	1.2021
1.1485	0.4	405500	1.1653
1.3481	0.4	406000	1.3223
1.2575	0.41	406500	1.2395
1.2681	0.41	407000	1.2612
1.5118	0.41	407500	1.2597
1.2362	0.41	408000	1.0437
1.4349	0.41	408500	1.2770
1.2163	0.41	409000	1.1494
1.3896	0.41	409500	1.3554
1.3539	0.41	410000	1.3659
1.4175	0.41	410500	1.2313
1.358	0.41	411000	1.0903
1.2991	0.41	411500	1.1306
1.3058	0.41	412000	nan
1.3422	0.41	412500	1.2069
1.2601	0.41	413000	1.1909
1.357	0.41	413500	1.2805
1.2111	0.41	414000	1.1059
1.374	0.41	414500	1.1620
1.4269	0.41	415000	0.9525
1.3028	0.41	415500	1.3958
1.2909	0.41	416000	0.9268
1.3596	0.42	416500	1.2573
1.2888	0.42	417000	1.1147
1.385	0.42	417500	1.2072
1.1357	0.42	418000	1.1903
1.4918	0.42	418500	1.2065
1.3389	0.42	419000	1.2065
1.4611	0.42	419500	nan
1.15	0.42	420000	1.1359
1.4094	0.42	420500	1.2591
1.2607	0.42	421000	1.2039
1.3211	0.42	421500	1.4741
1.4251	0.42	422000	1.2115
1.4277	0.42	422500	1.2992
1.5028	0.42	423000	1.3039
1.2913	0.42	423500	1.3348
1.2885	0.42	424000	1.1455
1.2063	0.42	424500	1.3864
1.3707	0.42	425000	1.1477
1.3127	0.42	425500	1.0320
1.3276	0.42	426000	1.1864
1.3458	0.43	426500	1.1256
1.4726	0.43	427000	1.0968
1.2387	0.43	427500	1.3921
1.2543	0.43	428000	1.1980
1.1641	0.43	428500	1.3079
1.1022	0.43	429000	1.3236
1.3895	0.43	429500	1.2207
1.3669	0.43	430000	1.1715
1.1888	0.43	430500	1.0326
1.1669	0.43	431000	1.2186
1.3152	0.43	431500	1.2296
1.1765	0.43	432000	1.0094
1.4258	0.43	432500	1.3689
1.2553	0.43	433000	1.1168
1.3985	0.43	433500	1.1924
1.3068	0.43	434000	1.0760
1.4063	0.43	434500	1.1866
1.3822	0.43	435000	1.3372
1.1771	0.43	435500	1.1061
1.3613	0.43	436000	1.1383
1.3073	0.43	436500	1.2914
1.1693	0.44	437000	1.0211
1.3153	0.44	437500	1.2104
1.4025	0.44	438000	1.1094
1.4394	0.44	438500	0.9566
1.2773	0.44	439000	1.0805
1.2575	0.44	439500	1.0838
1.2646	0.44	440000	1.2728
1.3538	0.44	440500	1.0286
1.295	0.44	441000	1.0656
1.2629	0.44	441500	1.1706
1.2997	0.44	442000	1.1675
1.386	0.44	442500	1.1801
1.0848	0.44	443000	1.1746
1.1756	0.44	443500	1.1676
1.2771	0.44	444000	0.8808
1.2535	0.44	444500	1.1970
1.3225	0.44	445000	1.1848
1.3936	0.44	445500	1.1855
1.3026	0.44	446000	1.2281
1.3674	0.44	446500	1.1623
1.2404	0.45	447000	1.1507
1.2218	0.45	447500	1.2318
1.1825	0.45	448000	1.3503
1.2344	0.45	448500	0.9342
1.2503	0.45	449000	1.0778
1.3083	0.45	449500	1.3702
1.3281	0.45	450000	1.1630
1.3373	0.45	450500	1.2197
1.3028	0.45	451000	1.1892
1.2397	0.45	451500	0.8944
1.1847	0.45	452000	1.3225
1.2384	0.45	452500	1.0372
1.1807	0.45	453000	1.0459
1.2803	0.45	453500	1.0656
1.3458	0.45	454000	1.0347
1.2611	0.45	454500	1.2195
1.493	0.45	455000	0.9271
1.3059	0.45	455500	1.1897
1.316	0.45	456000	1.2997
1.2003	0.45	456500	1.2702
1.0327	0.46	457000	1.2322
1.2224	0.46	457500	1.2335
1.3065	0.46	458000	1.2459
1.2559	0.46	458500	1.2608
1.1944	0.46	459000	1.3027
1.2204	0.46	459500	1.1952
1.1809	0.46	460000	1.2068
1.3308	0.46	460500	0.9580
1.2485	0.46	461000	1.1426
1.3098	0.46	461500	1.2303
1.1351	0.46	462000	1.1102
1.3964	0.46	462500	1.2364
1.3851	0.46	463000	1.2473
1.2724	0.46	463500	1.2260
1.3242	0.46	464000	1.1417
1.2514	0.46	464500	1.2543
1.2804	0.46	465000	1.3239
1.4639	0.46	465500	nan
1.1614	0.46	466000	1.1029
1.2303	0.46	466500	1.1526
1.3181	0.47	467000	1.2165
1.2774	0.47	467500	1.1520
1.3607	0.47	468000	1.1955
1.3046	0.47	468500	0.9978
1.4636	0.47	469000	1.1477
1.178	0.47	469500	0.9342
1.3116	0.47	470000	1.0108
1.2096	0.47	470500	1.1558
1.1883	0.47	471000	1.0695
1.2083	0.47	471500	1.1925
1.3272	0.47	472000	1.2534
1.2821	0.47	472500	0.9829
1.1254	0.47	473000	1.2086
1.1774	0.47	473500	1.1509
1.1944	0.47	474000	1.1741
1.154	0.47	474500	1.2224
1.332	0.47	475000	1.0804
1.1038	0.47	475500	1.1755
1.4833	0.47	476000	1.0577
1.1188	0.47	476500	1.1482
1.385	0.48	477000	1.3582
1.1996	0.48	477500	1.3374
1.3307	0.48	478000	1.3185
1.412	0.48	478500	1.0027
1.1474	0.48	479000	1.3591
1.2614	0.48	479500	nan
1.3174	0.48	480000	1.0723
1.0541	0.48	480500	1.0311
1.2579	0.48	481000	1.2089
1.2447	0.48	481500	1.1064
1.0807	0.48	482000	0.9567
1.2725	0.48	482500	1.0597
1.359	0.48	483000	1.0043
1.2865	0.48	483500	1.2506
1.1929	0.48	484000	1.1183
1.2422	0.48	484500	1.0154
1.5777	0.48	485000	1.2672
1.2797	0.48	485500	1.1474
1.3223	0.48	486000	0.9508
1.1561	0.48	486500	1.0639
1.2612	0.49	487000	1.0425
1.3531	0.49	487500	1.0223
1.2347	0.49	488000	1.0598
1.242	0.49	488500	1.0452
1.3226	0.49	489000	nan
1.1773	0.49	489500	1.1480
1.233	0.49	490000	1.2238
1.3389	0.49	490500	1.1535
1.1584	0.49	491000	1.2678
1.333	0.49	491500	1.1338
0.9865	0.49	492000	1.1873
1.3112	0.49	492500	1.1624
1.164	0.49	493000	1.3000
1.3282	0.49	493500	1.1565
1.2671	0.49	494000	1.1215
1.1043	0.49	494500	1.3868
1.2605	0.49	495000	1.1497
1.2154	0.49	495500	1.1353
1.1819	0.49	496000	1.1622
1.2754	0.49	496500	1.2557
1.3656	0.5	497000	1.1074
1.3307	0.5	497500	1.1340
1.2785	0.5	498000	1.2494
1.2454	0.5	498500	1.1505
1.0425	0.5	499000	0.9036
1.3036	0.5	499500	1.1442
1.1853	0.5	500000	1.1581
1.2829	0.5	500500	1.0909
1.3853	0.5	501000	1.2156
1.2879	0.5	501500	0.9998
1.3203	0.5	502000	1.5072
1.393	0.5	502500	1.1277
1.1575	0.5	503000	0.9812
1.2248	0.5	503500	1.1752
1.3479	0.5	504000	1.3644
1.165	0.5	504500	1.4011
1.1638	0.5	505000	1.0995
1.2022	0.5	505500	1.1370
1.3696	0.5	506000	1.0211
1.2639	0.5	506500	1.0303
1.5498	0.51	507000	1.1268
1.4376	0.51	507500	1.2960
1.1147	0.51	508000	1.1852
1.211	0.51	508500	1.0952
1.1416	0.51	509000	1.1228
1.1975	0.51	509500	0.9847
1.1209	0.51	510000	1.2893
1.2259	0.51	510500	1.4071
1.3647	0.51	511000	1.1955
1.2114	0.51	511500	1.0918
1.1669	0.51	512000	1.2801
1.2768	0.51	512500	1.2325
1.2129	0.51	513000	1.2504
1.2127	0.51	513500	1.1212
1.1453	0.51	514000	1.1745
1.3429	0.51	514500	1.1246
1.1826	0.51	515000	1.0299
1.2514	0.51	515500	1.0796
1.1701	0.51	516000	0.9857
1.2566	0.51	516500	nan
1.3415	0.52	517000	1.0655
1.3036	0.52	517500	1.1508
1.3067	0.52	518000	1.2208
1.2452	0.52	518500	1.2754
1.2664	0.52	519000	1.0207
1.1911	0.52	519500	1.1260
1.2701	0.52	520000	1.2457
1.1581	0.52	520500	1.0111
1.2024	0.52	521000	0.9941
1.2531	0.52	521500	1.1327
1.1347	0.52	522000	1.3000
1.295	0.52	522500	1.1569
1.3779	0.52	523000	1.2132
1.1455	0.52	523500	nan
1.2229	0.52	524000	1.1783
1.2216	0.52	524500	0.9736
1.2672	0.52	525000	1.1923
1.2412	0.52	525500	1.1209
1.3063	0.52	526000	1.1175
1.1701	0.52	526500	1.1349
1.2155	0.53	527000	1.2312
1.187	0.53	527500	0.9708
1.3984	0.53	528000	1.1252
1.08	0.53	528500	1.1496
1.1897	0.53	529000	1.2101
1.0818	0.53	529500	1.0574
1.3729	0.53	530000	1.0269
1.2229	0.53	530500	1.0520
1.2207	0.53	531000	1.2092
1.3416	0.53	531500	1.1183
1.1994	0.53	532000	1.3328
1.03	0.53	532500	1.0268
1.2511	0.53	533000	1.1580
1.4288	0.53	533500	1.0805
1.3128	0.53	534000	0.9170
1.2676	0.53	534500	nan
1.3254	0.53	535000	1.1531
1.2611	0.53	535500	1.1579
1.2757	0.53	536000	1.2614
1.0637	0.53	536500	1.2536
1.1985	0.54	537000	1.0809
1.2869	0.54	537500	1.1119
1.1286	0.54	538000	1.3740
1.218	0.54	538500	1.2516
1.1778	0.54	539000	1.1658
1.2591	0.54	539500	1.1261
1.1485	0.54	540000	0.9189
1.255	0.54	540500	1.1238
1.2997	0.54	541000	1.1380
1.2902	0.54	541500	1.1267
1.2309	0.54	542000	1.2518
1.3244	0.54	542500	1.1715
1.0897	0.54	543000	1.1586
1.2456	0.54	543500	1.1514
1.1621	0.54	544000	1.0886
1.1361	0.54	544500	1.2929
1.1141	0.54	545000	1.0738
1.2824	0.54	545500	1.1737
1.199	0.54	546000	nan
1.2171	0.54	546500	1.0828
1.122	0.55	547000	1.1836
1.1995	0.55	547500	1.2722
1.1996	0.55	548000	1.1415
1.0952	0.55	548500	1.2302
0.9996	0.55	549000	1.4209
1.0083	0.55	549500	1.1425
1.0838	0.55	550000	1.1605
1.2979	0.55	550500	1.1344
1.0227	0.55	551000	0.9969
1.0876	0.55	551500	1.1344
1.3253	0.55	552000	0.9591
1.2236	0.55	552500	1.1075
1.343	0.55	553000	1.1106
1.2433	0.55	553500	nan
1.2467	0.55	554000	1.2768
1.1733	0.55	554500	1.1847
1.0422	0.55	555000	1.0901
1.1605	0.55	555500	1.2191
1.2872	0.55	556000	0.9859
1.1719	0.55	556500	1.1437
1.2212	0.56	557000	0.9409
1.3614	0.56	557500	1.2898
1.1251	0.56	558000	1.0264
1.1793	0.56	558500	1.2284
1.1631	0.56	559000	1.2522
1.1449	0.56	559500	1.0643
1.2975	0.56	560000	0.9613
1.2885	0.56	560500	1.3510
1.0664	0.56	561000	1.0842
1.2812	0.56	561500	0.9360
1.146	0.56	562000	0.9906
1.2216	0.56	562500	1.0595
1.1219	0.56	563000	1.2921
1.166	0.56	563500	1.1428
1.1264	0.56	564000	1.0246
1.2335	0.56	564500	0.9931
1.2932	0.56	565000	1.0669
1.1055	0.56	565500	0.9416
1.1699	0.56	566000	1.2209
1.1623	0.56	566500	1.0170
1.2401	0.57	567000	0.9800
1.1572	0.57	567500	1.2626
1.2366	0.57	568000	1.0911
1.1184	0.57	568500	1.2024
1.4116	0.57	569000	1.2826
1.205	0.57	569500	1.1942
1.1795	0.57	570000	0.8911
1.2585	0.57	570500	1.1139
1.1545	0.57	571000	1.1614
1.1305	0.57	571500	1.0018
1.1198	0.57	572000	1.1321
1.2372	0.57	572500	1.2675
1.2194	0.57	573000	0.9577
1.2311	0.57	573500	1.1232
1.2331	0.57	574000	0.9015
1.2306	0.57	574500	1.1933
1.2222	0.57	575000	1.1960
1.0968	0.57	575500	1.0614
1.001	0.57	576000	0.9384
1.162	0.57	576500	1.0004
1.1545	0.57	577000	1.0657
1.2225	0.58	577500	1.0699
1.3174	0.58	578000	1.1371
1.2335	0.58	578500	0.9830
1.062	0.58	579000	1.0404
1.1555	0.58	579500	1.2330
1.0507	0.58	580000	1.0217
1.3148	0.58	580500	1.1976
1.2411	0.58	581000	1.0443
1.2523	0.58	581500	1.1719
1.0053	0.58	582000	0.9441
1.044	0.58	582500	1.0913
1.1545	0.58	583000	1.0709
1.1368	0.58	583500	1.0980
1.1388	0.58	584000	1.0101
1.1524	0.58	584500	1.4836
1.233	0.58	585000	1.0155
1.063	0.58	585500	1.2653
1.2151	0.58	586000	0.8625
1.1753	0.58	586500	0.8960
1.1507	0.58	587000	1.0408
0.9935	0.59	587500	1.1425
1.0833	0.59	588000	0.9857
1.1243	0.59	588500	1.0524
1.1845	0.59	589000	0.9635
1.0454	0.59	589500	1.3982
1.1001	0.59	590000	1.0664
1.1763	0.59	590500	0.9967
1.2583	0.59	591000	1.1116
1.1376	0.59	591500	1.2458
1.095	0.59	592000	1.0834
1.1642	0.59	592500	1.0298
1.2935	0.59	593000	1.0597
1.1795	0.59	593500	1.1552
1.2017	0.59	594000	1.1007
1.17	0.59	594500	1.2038
1.1601	0.59	595000	1.0135
1.043	0.59	595500	1.1054
1.2088	0.59	596000	1.0655
1.3683	0.59	596500	0.9485
1.1137	0.59	597000	nan
0.9769	0.6	597500	1.0667
1.1884	0.6	598000	1.2274
1.0602	0.6	598500	0.8829
1.1928	0.6	599000	1.0859
0.9979	0.6	599500	1.1672
1.2036	0.6	600000	1.0867
1.1774	0.6	600500	1.0209
1.1267	0.6	601000	0.9678
1.1133	0.6	601500	1.0344
1.1388	0.6	602000	nan
1.0381	0.6	602500	1.0536
1.1685	0.6	603000	1.0411
1.0281	0.6	603500	1.0761
1.2258	0.6	604000	1.0888
1.1742	0.6	604500	nan
1.1919	0.6	605000	0.9353
1.285	0.6	605500	1.0899
1.2473	0.6	606000	1.1401
1.2003	0.6	606500	1.0580
1.2551	0.6	607000	1.1161
1.2231	0.61	607500	0.7766
1.155	0.61	608000	0.9816
1.2222	0.61	608500	nan
1.127	0.61	609000	0.9119
1.1471	0.61	609500	1.0717
1.1323	0.61	610000	1.2371
1.0461	0.61	610500	0.9826
1.0649	0.61	611000	1.1356
1.0158	0.61	611500	1.0202
1.0133	0.61	612000	1.1239
1.1582	0.61	612500	0.9099
1.1411	0.61	613000	1.1155
1.1051	0.61	613500	0.9780
1.2987	0.61	614000	1.0444
1.1692	0.61	614500	1.0905
1.0021	0.61	615000	0.8513
1.0502	0.61	615500	1.2475
1.1538	0.61	616000	nan
1.2744	0.61	616500	1.1055
1.0801	0.61	617000	1.0345
1.4174	0.62	617500	1.0512
1.228	0.62	618000	1.0924
0.9771	0.62	618500	1.0787
1.1641	0.62	619000	0.9057
1.2503	0.62	619500	0.9837
1.0574	0.62	620000	1.1018
1.2175	0.62	620500	1.0537
1.1215	0.62	621000	1.0203
1.1492	0.62	621500	0.9736
1.1054	0.62	622000	1.1661
1.2329	0.62	622500	1.1719
0.9984	0.62	623000	1.0670
1.1748	0.62	623500	1.1752
1.2931	0.62	624000	1.0829
1.1593	0.62	624500	1.1809
1.2978	0.62	625000	1.0487
1.2113	0.62	625500	1.0120
1.1864	0.62	626000	1.0326
1.1347	0.62	626500	1.0998
1.1691	0.62	627000	nan
0.9162	0.63	627500	0.8967
1.2242	0.63	628000	0.9770
1.1653	0.63	628500	1.1941
1.112	0.63	629000	0.8187
1.2472	0.63	629500	1.1372
1.1275	0.63	630000	0.9662
1.2081	0.63	630500	1.0823
1.1106	0.63	631000	0.8579
1.2252	0.63	631500	0.9173
1.282	0.63	632000	1.1389
1.107	0.63	632500	0.8302
1.2208	0.63	633000	1.0706
1.2108	0.63	633500	0.9408
1.0834	0.63	634000	nan
1.0646	0.63	634500	1.1117
1.1145	0.63	635000	1.2201
1.3921	0.63	635500	1.1977
1.0512	0.63	636000	nan
1.0862	0.63	636500	0.9712
1.1816	0.63	637000	1.1537
1.0563	0.64	637500	0.7973
1.1201	0.64	638000	0.8782
1.0974	0.64	638500	1.0336
1.1832	0.64	639000	1.0683
1.1778	0.64	639500	nan
1.2779	0.64	640000	1.2392
1.0223	0.64	640500	nan
1.0849	0.64	641000	1.0269
1.0669	0.64	641500	0.9726
1.0701	0.64	642000	nan
1.0875	0.64	642500	0.9896
1.2211	0.64	643000	1.2505
1.0789	0.64	643500	0.9850
1.1752	0.64	644000	1.1121
1.1605	0.64	644500	0.9758
1.1112	0.64	645000	1.0078
1.1955	0.64	645500	0.8961
1.1488	0.64	646000	1.0941
1.2169	0.64	646500	0.9891
1.0055	0.64	647000	1.0510
1.1323	0.65	647500	0.9953
1.2477	0.65	648000	1.1455
1.1869	0.65	648500	0.9895
1.1119	0.65	649000	1.0783
1.1073	0.65	649500	1.0399
1.26	0.65	650000	1.1007
1.0669	0.65	650500	1.1504
1.0751	0.65	651000	1.2684
0.9998	0.65	651500	1.2660
1.1145	0.65	652000	1.1191
1.2155	0.65	652500	nan
1.2074	0.65	653000	1.1560
1.2833	0.65	653500	1.1420
1.1226	0.65	654000	0.9431
1.0847	0.65	654500	1.0828
1.198	0.65	655000	1.1274
1.2076	0.65	655500	nan
1.0161	0.65	656000	0.9533
1.2132	0.65	656500	1.1449
1.1414	0.65	657000	1.0075
1.1624	0.66	657500	1.0912
1.1635	0.66	658000	1.0627
1.2682	0.66	658500	1.0936
1.3265	0.66	659000	0.9986
1.2487	0.66	659500	0.9806
0.9261	0.66	660000	0.9169
1.2066	0.66	660500	0.9505
1.1673	0.66	661000	0.8984
1.2907	0.66	661500	1.1531
1.1354	0.66	662000	1.2422
1.0328	0.66	662500	1.0516
1.068	0.66	663000	1.0116
1.068	0.66	663500	1.2097
1.2159	0.66	664000	1.2744
1.1959	0.66	664500	1.1866
1.161	0.66	665000	0.9820
1.1079	0.66	665500	1.1168
1.1149	0.66	666000	1.0447
1.2179	0.66	666500	1.0639
1.0421	0.66	667000	1.0028
1.1006	0.67	667500	1.3189
1.0035	0.67	668000	0.9593
1.0075	0.67	668500	1.1534
1.1668	0.67	669000	0.9519
1.0911	0.67	669500	0.9474
1.24	0.67	670000	1.0423
1.24	0.67	670500	0.9872
1.1191	0.67	671000	1.0297
1.05	0.67	671500	nan
1.1114	0.67	672000	0.9059
1.2523	0.67	672500	0.9572
1.1508	0.67	673000	0.8944
1.1103	0.67	673500	1.2634
1.0919	0.67	674000	0.9867
1.1066	0.67	674500	1.0713
1.189	0.67	675000	1.0739
1.1194	0.67	675500	1.1424
1.0014	0.67	676000	1.0659
1.0069	0.67	676500	0.9581
1.0079	0.67	677000	0.9963
1.2124	0.68	677500	1.0868
1.2345	0.68	678000	1.1418
1.1832	0.68	678500	1.1071
1.3119	0.68	679000	0.9699
1.1137	0.68	679500	0.9642
1.029	0.68	680000	0.9686
1.1419	0.68	680500	1.1522
1.2178	0.68	681000	1.0046
1.0539	0.68	681500	0.8113
0.9832	0.68	682000	0.9174
1.2136	0.68	682500	1.0111
1.2668	0.68	683000	1.0705
1.304	0.68	683500	1.0477
1.1673	0.68	684000	1.0087
1.1517	0.68	684500	1.0345
0.9682	0.68	685000	nan
1.0283	0.68	685500	1.0555
1.072	0.68	686000	1.0736
1.1037	0.68	686500	0.9613
1.1296	0.68	687000	1.2534
1.104	0.69	687500	0.9317
1.1341	0.69	688000	1.0803
1.2183	0.69	688500	0.9703
1.0126	0.69	689000	0.8948
1.0352	0.69	689500	1.0014
1.0973	0.69	690000	1.0992
0.9375	0.69	690500	0.9987
1.1348	0.69	691000	1.0891
1.2977	0.69	691500	1.2045
1.222	0.69	692000	0.9288
1.2686	0.69	692500	1.1311
1.1269	0.69	693000	1.1144
1.2748	0.69	693500	1.1184
1.0713	0.69	694000	0.8813
1.2138	0.69	694500	1.0042
1.0905	0.69	695000	1.0998
1.1349	0.69	695500	0.8669
1.2089	0.69	696000	0.9698
1.0405	0.69	696500	1.0073
1.1263	0.69	697000	0.9463
1.0972	0.7	697500	0.7633
1.2073	0.7	698000	1.0156
1.0506	0.7	698500	1.0123
1.0895	0.7	699000	1.1755
0.89	0.7	699500	0.9462
1.1318	0.7	700000	0.9881
1.0518	0.7	700500	0.9619
1.1599	0.7	701000	1.0019
1.148	0.7	701500	1.0964
1.1886	0.7	702000	0.8536
1.1638	0.7	702500	1.0511
1.092	0.7	703000	0.7042
1.1588	0.7	703500	0.9756
1.0992	0.7	704000	0.9916
1.0164	0.7	704500	0.8260
1.1722	0.7	705000	0.9199
1.0326	0.7	705500	0.9612
0.9985	0.7	706000	1.0517
1.0007	0.7	706500	1.0341
1.2129	0.7	707000	1.0155
1.2002	0.71	707500	0.9674
1.0933	0.71	708000	1.0843
0.9274	0.71	708500	1.0882
1.1444	0.71	709000	1.0758
1.1124	0.71	709500	1.0599
1.1742	0.71	710000	0.8873
1.0358	0.71	710500	0.9553
1.0053	0.71	711000	0.9828
1.2097	0.71	711500	0.9218
1.082	0.71	712000	0.9800
1.1625	0.71	712500	0.8909
1.1087	0.71	713000	0.9919
0.9851	0.71	713500	nan
1.0783	0.71	714000	1.0876
1.0826	0.71	714500	1.1900
1.0737	0.71	715000	1.2999
1.0561	0.71	715500	1.0910
1.076	0.71	716000	1.0914
0.9716	0.71	716500	1.1442
1.145	0.71	717000	0.9240
1.0932	0.71	717500	1.0006
1.2008	0.72	718000	1.0475
1.0722	0.72	718500	1.1213
1.0566	0.72	719000	1.0672
1.0447	0.72	719500	1.2664
1.1799	0.72	720000	0.9877
1.2215	0.72	720500	0.9292
1.0369	0.72	721000	1.0020
1.1978	0.72	721500	1.0856
1.1333	0.72	722000	0.9738
1.0517	0.72	722500	1.1230
1.0953	0.72	723000	1.1509
1.1379	0.72	723500	1.0154
1.0034	0.72	724000	0.9119
1.1049	0.72	724500	0.8090
1.0686	0.72	725000	1.1838
1.159	0.72	725500	1.0181
1.1676	0.72	726000	0.8759
1.0819	0.72	726500	0.8768
1.0032	0.72	727000	0.9479
0.9717	0.72	727500	0.7905
1.0443	0.73	728000	1.0193
1.1519	0.73	728500	1.1422
1.1545	0.73	729000	1.1451
1.079	0.73	729500	0.8360
1.1986	0.73	730000	nan
1.2123	0.73	730500	0.8963
1.1318	0.73	731000	1.1021
1.1418	0.73	731500	0.9684
1.1609	0.73	732000	0.9403
0.9495	0.73	732500	1.1400
1.2157	0.73	733000	0.9982
1.1854	0.73	733500	0.9067
1.1075	0.73	734000	0.9632
0.9022	0.73	734500	0.9978
1.1937	0.73	735000	1.0020
1.0164	0.73	735500	0.9756
1.1556	0.73	736000	nan
1.1017	0.73	736500	1.0370
0.9096	0.73	737000	1.0343
1.1444	0.73	737500	0.9918
1.0907	0.74	738000	1.0776
0.9498	0.74	738500	0.7468
1.0662	0.74	739000	0.8536
1.0644	0.74	739500	1.1285
1.1437	0.74	740000	1.0671
1.1237	0.74	740500	1.0637
1.101	0.74	741000	nan
1.1831	0.74	741500	0.8532
1.1261	0.74	742000	0.9363
0.9502	0.74	742500	0.8219
0.9473	0.74	743000	1.0812
1.1215	0.74	743500	0.9427
1.1678	0.74	744000	1.0427
1.0884	0.74	744500	1.1171
1.0599	0.74	745000	1.1678
1.1102	0.74	745500	0.9940
1.0328	0.74	746000	1.0396
1.122	0.74	746500	0.8996
1.1239	0.74	747000	1.0403
0.9759	0.74	747500	0.9294
1.1094	0.75	748000	1.1705
0.9673	0.75	748500	nan
1.125	0.75	749000	1.1480
1.1023	0.75	749500	1.0199
1.1115	0.75	750000	0.9294
1.1884	0.75	750500	1.0577
1.0337	0.75	751000	1.0647
1.0661	0.75	751500	1.3260
0.9342	0.75	752000	1.0755
1.181	0.75	752500	0.9717
0.9873	0.75	753000	0.9201
1.0637	0.75	753500	0.9409
1.1865	0.75	754000	0.9734
1.1359	0.75	754500	0.9395
1.0242	0.75	755000	0.9367
0.9462	0.75	755500	0.9185
1.0595	0.75	756000	1.0498
1.0647	0.75	756500	1.0196
1.0795	0.75	757000	0.9829
1.0422	0.75	757500	1.0059
1.2149	0.76	758000	1.0421
1.152	0.76	758500	1.0062
1.0087	0.76	759000	1.1978
1.1104	0.76	759500	0.9963
1.1256	0.76	760000	1.0450
1.1195	0.76	760500	1.1581
1.0896	0.76	761000	0.8902
1.3338	0.76	761500	0.9743
1.0631	0.76	762000	1.2222
0.9588	0.76	762500	0.9207
0.9962	0.76	763000	0.8627
1.1741	0.76	763500	1.0095
1.0482	0.76	764000	1.0816
1.1679	0.76	764500	0.8985
1.1333	0.76	765000	0.9617
1.1914	0.76	765500	1.0545
1.036	0.76	766000	1.2102
1.055	0.76	766500	1.0905
1.0817	0.76	767000	1.0944
0.9581	0.76	767500	1.0565
1.0249	0.77	768000	0.8369
1.0175	0.77	768500	1.1759
1.0121	0.77	769000	1.0792
1.1706	0.77	769500	0.9451
1.0559	0.77	770000	0.9676
0.9819	0.77	770500	1.0864
0.929	0.77	771000	nan
1.1655	0.77	771500	1.0931
1.0703	0.77	772000	0.9532
1.2008	0.77	772500	0.9880
1.0521	0.77	773000	0.9256
1.1331	0.77	773500	0.9806
1.1424	0.77	774000	1.0932
1.0113	0.77	774500	0.9784
1.1084	0.77	775000	1.2587
0.9779	0.77	775500	1.0673
1.129	0.77	776000	0.9195
1.0081	0.77	776500	0.9647
0.9814	0.77	777000	0.9469
1.1036	0.77	777500	0.9582
1.2517	0.78	778000	0.9199
1.0172	0.78	778500	nan
1.3002	0.78	779000	1.0226
1.1829	0.78	779500	0.9373
0.9084	0.78	780000	0.8767
1.0617	0.78	780500	1.1313
1.2038	0.78	781000	0.9747
1.0968	0.78	781500	1.0388
1.1588	0.78	782000	0.9352
1.2115	0.78	782500	1.0471
0.9693	0.78	783000	0.9889
0.9328	0.78	783500	0.9777
1.0555	0.78	784000	1.0107
1.1799	0.78	784500	1.0421
1.1043	0.78	785000	1.0618
1.1569	0.78	785500	1.0404
1.0015	0.78	786000	1.1126
1.075	0.78	786500	nan
1.015	0.78	787000	1.0271
0.9813	0.78	787500	1.0544
1.1043	0.79	788000	1.1817
1.0414	0.79	788500	0.9548
1.0938	0.79	789000	0.9600
0.9419	0.79	789500	0.9592
0.9913	0.79	790000	1.1329
0.9731	0.79	790500	0.9574
1.1396	0.79	791000	0.9572
1.1305	0.79	791500	0.9339
1.0404	0.79	792000	0.9610
1.0779	0.79	792500	0.8974
1.1794	0.79	793000	0.9982
1.0681	0.79	793500	0.9934
1.0526	0.79	794000	1.1048
1.1522	0.79	794500	0.9057
0.8975	0.79	795000	1.0788
0.9748	0.79	795500	1.0676
1.0475	0.79	796000	nan
1.1881	0.79	796500	0.9842
1.0028	0.79	797000	1.0875
1.0386	0.79	797500	0.8637
1.2128	0.8	798000	1.0552
1.1002	0.8	798500	nan
1.0173	0.8	799000	1.1272
1.1848	0.8	799500	1.0233
1.155	0.8	800000	0.9555
1.2265	0.8	800500	0.8925
1.0867	0.8	801000	0.9753
1.1773	0.8	801500	1.0955
0.9514	0.8	802000	1.0272
1.3126	0.8	802500	0.9534
1.175	0.8	803000	1.0223
1.3045	0.8	803500	0.9790
0.9749	0.8	804000	0.9113
1.1447	0.8	804500	0.9749
1.1213	0.8	805000	1.1054
1.0755	0.8	805500	1.1045
1.0606	0.8	806000	0.9568
1.042	0.8	806500	1.0453
1.1463	0.8	807000	1.0219
1.1205	0.8	807500	0.9966
1.0532	0.81	808000	1.0481
0.9021	0.81	808500	0.9597
1.047	0.81	809000	nan
1.0815	0.81	809500	0.9531
1.1514	0.81	810000	0.9277
0.9979	0.81	810500	0.8315
1.0084	0.81	811000	0.9367
1.0557	0.81	811500	0.7519
0.9981	0.81	812000	0.9801
0.972	0.81	812500	0.9585
1.0014	0.81	813000	1.1281
1.066	0.81	813500	0.8337
1.1324	0.81	814000	1.2587
1.1413	0.81	814500	0.8222
1.132	0.81	815000	1.0183
0.9895	0.81	815500	0.8653
1.1012	0.81	816000	1.0056
1.1386	0.81	816500	0.8310
1.0198	0.81	817000	0.9068
0.92	0.81	817500	0.8974
1.0605	0.82	818000	0.8455
1.2266	0.82	818500	1.1008
0.9124	0.82	819000	0.9346
1.0234	0.82	819500	0.7413
1.0484	0.82	820000	0.8702
0.9878	0.82	820500	1.0953
1.0376	0.82	821000	1.1013
1.1266	0.82	821500	1.0151
1.0736	0.82	822000	1.0231
1.062	0.82	822500	1.0345
0.9452	0.82	823000	1.0205
1.1375	0.82	823500	0.9276
1.1478	0.82	824000	1.1298
1.1983	0.82	824500	1.0090
0.9013	0.82	825000	1.1182
1.1057	0.82	825500	1.0619
0.9871	0.82	826000	1.0357
1.0402	0.82	826500	1.0327
1.0829	0.82	827000	0.8907
0.9528	0.82	827500	1.2616
0.9732	0.83	828000	0.9418
0.9897	0.83	828500	0.7714
1.0757	0.83	829000	1.0438
1.0325	0.83	829500	1.1767
1.0715	0.83	830000	1.0759
1.1286	0.83	830500	0.9025
0.9757	0.83	831000	1.0681
1.1585	0.83	831500	1.0676
1.175	0.83	832000	0.9466
1.1723	0.83	832500	1.0886
1.2492	0.83	833000	1.1263
1.0774	0.83	833500	1.0953
1.0726	0.83	834000	0.9807
1.029	0.83	834500	0.9173
0.9688	0.83	835000	0.7944
1.0739	0.83	835500	0.8344
0.9792	0.83	836000	0.8838
1.0036	0.83	836500	0.9808
1.0943	0.83	837000	0.8239
1.0296	0.83	837500	1.0455
0.9171	0.84	838000	0.8277
1.0985	0.84	838500	1.0857
1.2124	0.84	839000	1.0957
0.9165	0.84	839500	1.0086
1.0589	0.84	840000	1.0264
1.0135	0.84	840500	1.0214
0.9637	0.84	841000	0.9598
1.0873	0.84	841500	0.8756
1.0339	0.84	842000	0.8555
1.1264	0.84	842500	0.9691
1.1745	0.84	843000	1.1016
0.9691	0.84	843500	0.9053
1.1005	0.84	844000	0.9461
1.1611	0.84	844500	nan
1.0803	0.84	845000	1.0362
1.13	0.84	845500	0.8035
1.0311	0.84	846000	nan
1.0498	0.84	846500	0.9059
1.1087	0.84	847000	0.9645
0.9971	0.84	847500	0.7874
1.2631	0.85	848000	1.0513
1.0707	0.85	848500	0.9234
0.9242	0.85	849000	0.8437
1.0094	0.85	849500	0.9455
1.0086	0.85	850000	0.9388
0.9035	0.85	850500	0.7668
0.975	0.85	851000	0.9790
1.0496	0.85	851500	0.9747
1.1458	0.85	852000	1.0458
1.128	0.85	852500	nan
1.0883	0.85	853000	0.9824
1.1121	0.85	853500	0.8922
0.8418	0.85	854000	1.1442
1.0721	0.85	854500	1.0256
1.0739	0.85	855000	nan
1.0568	0.85	855500	0.9908
1.052	0.85	856000	1.2119
1.0054	0.85	856500	0.8739
0.9551	0.85	857000	0.7723
1.0913	0.85	857500	1.0342
0.9989	0.85	858000	0.9148
1.0348	0.86	858500	0.9495
1.0966	0.86	859000	0.9003
1.2035	0.86	859500	1.0078
1.1044	0.86	860000	0.9300
1.0631	0.86	860500	1.1578
1.1545	0.86	861000	nan
1.0075	0.86	861500	1.0475
1.0375	0.86	862000	1.1721
1.0209	0.86	862500	0.8580
1.0987	0.86	863000	0.8837
1.1409	0.86	863500	0.9451
1.1241	0.86	864000	1.0105
1.083	0.86	864500	1.0227
1.1338	0.86	865000	0.9328
1.0666	0.86	865500	0.9403
1.0762	0.86	866000	0.9195
0.8548	0.86	866500	1.2397
1.0773	0.86	867000	0.9251
1.085	0.86	867500	0.9509
0.9614	0.86	868000	0.9607
1.0957	0.87	868500	0.9868
1.0202	0.87	869000	0.9303
1.0825	0.87	869500	0.8616
0.9703	0.87	870000	1.0821
1.1403	0.87	870500	0.9768
1.082	0.87	871000	1.1197
1.0829	0.87	871500	0.9936
1.0104	0.87	872000	1.0265
1.0085	0.87	872500	1.0738
1.0921	0.87	873000	1.0410
1.2026	0.87	873500	0.9782
1.0958	0.87	874000	1.0742
0.9695	0.87	874500	1.0803
1.098	0.87	875000	0.7659
0.9457	0.87	875500	0.8080
1.041	0.87	876000	nan
1.0045	0.87	876500	1.0032
1.152	0.87	877000	0.9505
0.9153	0.87	877500	0.8278
1.0954	0.87	878000	0.9746
1.0803	0.88	878500	1.0607
1.0784	0.88	879000	1.1671
1.2707	0.88	879500	1.0298
1.1454	0.88	880000	0.8083
0.9843	0.88	880500	0.9512
1.1139	0.88	881000	1.0352
1.0457	0.88	881500	0.9680
0.9672	0.88	882000	0.9116
1.0224	0.88	882500	0.9069
1.0761	0.88	883000	0.9819
1.1007	0.88	883500	0.9665
1.0135	0.88	884000	0.7083
1.0315	0.88	884500	0.9542
1.0883	0.88	885000	0.9059
1.1167	0.88	885500	1.0516
1.013	0.88	886000	1.0009
1.0027	0.88	886500	1.0714
1.0611	0.88	887000	1.0013
1.1132	0.88	887500	0.9826
1.0457	0.88	888000	1.1044
1.0386	0.89	888500	0.9915
1.0722	0.89	889000	1.0311
0.9614	0.89	889500	0.9799
1.0826	0.89	890000	0.9363
1.116	0.89	890500	0.9535
1.0356	0.89	891000	1.0541
1.0177	0.89	891500	0.8690
1.106	0.89	892000	0.8510
1.1359	0.89	892500	0.9069
1.0433	0.89	893000	0.8970
0.9969	0.89	893500	0.7639
1.1054	0.89	894000	1.0121
0.9634	0.89	894500	0.9995
1.1557	0.89	895000	1.0069
0.9241	0.89	895500	1.0960
0.9714	0.89	896000	0.8042
0.9676	0.89	896500	1.0016
1.1671	0.89	897000	0.8652
1.0762	0.89	897500	1.0627
1.0351	0.89	898000	nan
0.9107	0.9	898500	1.1839
1.0633	0.9	899000	1.1665
1.1703	0.9	899500	0.9974
1.0893	0.9	900000	0.8106
1.1206	0.9	900500	0.8598
1.1132	0.9	901000	0.9895
0.9726	0.9	901500	0.8490
1.0488	0.9	902000	nan
0.9892	0.9	902500	0.9163
1.0596	0.9	903000	1.0463
1.1435	0.9	903500	1.0338
1.053	0.9	904000	0.8397
1.0909	0.9	904500	0.9441
1.0735	0.9	905000	0.7836
1.0802	0.9	905500	0.9873
1.0441	0.9	906000	0.9444
0.8714	0.9	906500	0.8549
1.0991	0.9	907000	0.9734
1.0734	0.9	907500	0.9268
1.0155	0.9	908000	0.9769
0.9209	0.91	908500	0.9955
1.1183	0.91	909000	nan
0.9455	0.91	909500	nan
1.0863	0.91	910000	1.0842
1.1134	0.91	910500	1.0754
1.0588	0.91	911000	0.9522
0.9907	0.91	911500	0.9913
1.1175	0.91	912000	nan
1.237	0.91	912500	1.0502
0.9268	0.91	913000	0.8764
1.0569	0.91	913500	1.1047
1.0745	0.91	914000	1.0198
1.0503	0.91	914500	0.8742
1.0976	0.91	915000	0.9607
1.059	0.91	915500	0.6973
0.9803	0.91	916000	1.0532
0.9974	0.91	916500	0.9637
0.9393	0.91	917000	0.9406
1.0767	0.91	917500	nan
1.1202	0.91	918000	1.0806
1.0379	0.92	918500	1.0849
1.042	0.92	919000	0.9610
1.0339	0.92	919500	0.7437
1.135	0.92	920000	1.0836
1.1119	0.92	920500	1.0490
1.1335	0.92	921000	1.0596
0.9618	0.92	921500	0.8495
1.0291	0.92	922000	0.9257
0.9311	0.92	922500	1.0765
1.048	0.92	923000	0.9715
0.9005	0.92	923500	1.0165
0.9686	0.92	924000	1.0238
1.0266	0.92	924500	nan
1.0326	0.92	925000	0.9997
1.1755	0.92	925500	0.8872
0.9931	0.92	926000	0.9394
0.9611	0.92	926500	0.9160
0.9993	0.92	927000	1.0730
0.8411	0.92	927500	0.9013
0.8776	0.92	928000	1.0362
1.2596	0.93	928500	0.9938
1.0842	0.93	929000	nan
1.2131	0.93	929500	0.8572
1.1044	0.93	930000	1.0148
1.1862	0.93	930500	0.8986
0.9833	0.93	931000	nan
1.0731	0.93	931500	0.9541
1.1359	0.93	932000	1.0165
1.0465	0.93	932500	1.3176
0.9967	0.93	933000	1.0370
1.1065	0.93	933500	0.8936
1.0286	0.93	934000	0.9912
1.1192	0.93	934500	0.9835
1.0082	0.93	935000	1.0989
0.8921	0.93	935500	1.0188
1.0342	0.93	936000	1.0263
0.9352	0.93	936500	0.9568
1.0557	0.93	937000	0.9129
0.9345	0.93	937500	0.8757
1.0744	0.93	938000	0.8963
0.9689	0.94	938500	1.0154
1.0032	0.94	939000	0.9151
0.8912	0.94	939500	0.9853
1.0958	0.94	940000	0.9368
1.1012	0.94	940500	1.0342
0.9596	0.94	941000	0.9364
1.0226	0.94	941500	nan
1.0083	0.94	942000	0.9166
1.0669	0.94	942500	0.8791
1.1463	0.94	943000	1.0001
1.1287	0.94	943500	1.0401
1.0808	0.94	944000	0.9148
1.0051	0.94	944500	0.9490
0.9419	0.94	945000	nan
1.0186	0.94	945500	0.8816
0.9024	0.94	946000	0.8678
0.9701	0.94	946500	0.9577
1.0925	0.94	947000	0.9757
1.0433	0.94	947500	0.8537
1.1425	0.94	948000	1.0866
0.8229	0.95	948500	0.9131
1.0167	0.95	949000	1.1953
1.0212	0.95	949500	0.9983
1.0069	0.95	950000	0.8823
1.0281	0.95	950500	1.1722
1.1119	0.95	951000	1.0092
1.0881	0.95	951500	0.8072
0.9997	0.95	952000	1.0405
0.9925	0.95	952500	1.0408
1.0895	0.95	953000	1.1860
0.8742	0.95	953500	0.8249
1.0522	0.95	954000	0.9435
1.143	0.95	954500	1.0093
1.1099	0.95	955000	nan
0.9975	0.95	955500	1.0583
1.1682	0.95	956000	0.8867
1.0843	0.95	956500	1.1780
0.9332	0.95	957000	1.1117
1.0694	0.95	957500	0.9454
0.9953	0.95	958000	0.8111
0.9946	0.96	958500	0.9806
1.0395	0.96	959000	0.9548
0.9624	0.96	959500	0.8680
0.9446	0.96	960000	0.8271
1.0792	0.96	960500	0.8744
0.9906	0.96	961000	1.1552
1.0948	0.96	961500	0.9277
1.1811	0.96	962000	0.9062
1.0515	0.96	962500	1.1612
0.9014	0.96	963000	0.9601
1.1753	0.96	963500	0.9238
0.9977	0.96	964000	0.9004
0.9572	0.96	964500	0.9773
1.1153	0.96	965000	0.9813
1.0048	0.96	965500	nan
1.0456	0.96	966000	0.9240
1.0673	0.96	966500	1.0736
1.0384	0.96	967000	1.1137
1.0201	0.96	967500	0.8072
1.0611	0.96	968000	0.8896
0.9811	0.97	968500	nan
1.0112	0.97	969000	0.9523
0.9326	0.97	969500	nan
0.9988	0.97	970000	0.8528
0.9504	0.97	970500	0.8806
1.1351	0.97	971000	0.8895
1.0508	0.97	971500	0.8216
0.9876	0.97	972000	1.0022
0.9458	0.97	972500	0.9965
1.1812	0.97	973000	1.0139
1.1413	0.97	973500	0.9847
1.0773	0.97	974000	0.8795
1.1343	0.97	974500	1.1101
0.8639	0.97	975000	0.8388
1.0743	0.97	975500	1.0596
1.0664	0.97	976000	nan
1.0682	0.97	976500	0.9081
1.1543	0.97	977000	1.0581
1.0453	0.97	977500	1.1193
1.0976	0.97	978000	0.9241
1.0236	0.98	978500	0.9670
1.1292	0.98	979000	0.8370
0.845	0.98	979500	1.0246
1.1145	0.98	980000	0.9853
1.0609	0.98	980500	0.9617
0.9897	0.98	981000	1.0924
1.2269	0.98	981500	1.0755
1.084	0.98	982000	0.8243
0.9188	0.98	982500	1.0097
0.9356	0.98	983000	0.9591
1.0601	0.98	983500	0.9378
1.0691	0.98	984000	1.1015
1.0424	0.98	984500	1.0319
0.9107	0.98	985000	0.9299
1.1641	0.98	985500	1.0289
0.9972	0.98	986000	0.9702
0.9513	0.98	986500	0.8421
1.0816	0.98	987000	0.9985
1.0561	0.98	987500	1.0711
1.0922	0.98	988000	nan
0.7986	0.99	988500	0.8524
0.9744	0.99	989000	1.0198
1.0576	0.99	989500	1.0357
0.9162	0.99	990000	0.7028
1.0043	0.99	990500	1.0721
1.1331	0.99	991000	1.0785
1.1393	0.99	991500	nan
0.9873	0.99	992000	0.9886
0.9534	0.99	992500	1.0350
1.0901	0.99	993000	0.9147
1.0484	0.99	993500	1.0284
1.1036	0.99	994000	0.9560
1.0318	0.99	994500	0.9795
0.9677	0.99	995000	0.9741
0.9992	0.99	995500	1.1311
0.9777	0.99	996000	0.9756
0.9961	0.99	996500	1.1388
1.0385	0.99	997000	0.9006
1.0501	0.99	997500	0.9312
0.9684	0.99	998000	0.8760
1.02	0.99	998500	1.0209
1.1344	1.0	999000	0.9050
1.0626	1.0	999500	0.7361
1.1997	1.0	1000000	0.9012
1.0085	1.0	1000500	1.1230
0.8456	1.0	1001000	0.8738
0.9979	1.0	1001500	0.7978
1.0444	1.0	1002000	1.0917
0.9184	1.0	1002500	0.9623
1.05	1.0	1003000	0.8484
1.1686	1.0	1003500	0.7631

Framework versions

• Transformers 4.38.2
• Pytorch 2.1.2+cu121
• Datasets 2.16.1
• Tokenizers 0.15.1