Modelpublic

lcaffreymaffei/bert_classifier_sped_transactions

sourceHugging Faceapache-2.0updated 2y agoView on Hugging Face

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Model Card

bertclassifiersped_transactions

This model is a fine-tuned version of bert-base-uncased on the None dataset. It achieves the following results on the evaluation set:

—Loss: 0.0999
—Precision: 0.8889
—Recall: 0.6117
—F1 Unweighted: 0.7247
—F1 Weighted: 0.9718
—F05 Unweighted: 0.8150
—F05 Weighted: 0.9717
—Pr Auc: 0.7835
—Roc Auc: 0.8036

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: 1.9698968107942194e-05
—trainbatchsize: 32
—evalbatchsize: 16
—seed: 42
—optimizer: Use adamwapexfused with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
—lrschedulertype: linear
—lrschedulerwarmup_ratio: 0.1
—num_epochs: 5
—mixedprecisiontraining: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1 Unweighted	F1 Weighted	F05 Unweighted	F05 Weighted	Pr Auc	Roc Auc
No log	0.0086	500	0.3176	0.0	0.0	0.0	0.9171	0.0	0.9015	0.0763	0.5
0.415	0.0173	1000	0.2105	0.0	0.0	0.0	0.9171	0.0	0.9015	0.1243	0.5
0.415	0.0259	1500	0.1946	0.0	0.0	0.0	0.9171	0.0	0.9015	0.2415	0.5
0.2045	0.0346	2000	0.1867	0.9858	0.0342	0.0661	0.9216	0.1502	0.9113	0.2857	0.5171
0.2045	0.0432	2500	0.1814	0.8226	0.0824	0.1497	0.9271	0.2940	0.9211	0.3280	0.5407
0.1799	0.0519	3000	0.1726	0.7259	0.1539	0.2540	0.9337	0.4164	0.9304	0.3707	0.5752
0.1799	0.0605	3500	0.1708	0.7159	0.1893	0.2995	0.9367	0.4600	0.9341	0.3978	0.5924
0.1742	0.0691	4000	0.1627	0.6264	0.3028	0.4083	0.9428	0.5161	0.9406	0.4261	0.6461
0.1742	0.0778	4500	0.1582	0.7780	0.2523	0.3811	0.9430	0.5492	0.9417	0.4672	0.6240
0.1672	0.0864	5000	0.1537	0.6590	0.3556	0.4619	0.9472	0.5629	0.9454	0.4915	0.6724
0.1672	0.0951	5500	0.1511	0.6408	0.3665	0.4663	0.9471	0.5574	0.9453	0.5025	0.6772
0.1558	0.1037	6000	0.1447	0.7230	0.3543	0.4755	0.9492	0.5985	0.9479	0.5254	0.6731
0.1558	0.1124	6500	0.1419	0.7879	0.3462	0.4810	0.9505	0.6277	0.9498	0.5371	0.6704
0.1554	0.1210	7000	0.1556	0.7877	0.3558	0.4902	0.9512	0.6338	0.9505	0.5441	0.6751
0.1554	0.1296	7500	0.1499	0.8010	0.3589	0.4957	0.9518	0.6427	0.9512	0.5467	0.6768
0.1388	0.1383	8000	0.1416	0.7893	0.3807	0.5137	0.9530	0.6498	0.9524	0.5559	0.6874
0.1388	0.1469	8500	0.1391	0.8706	0.3439	0.4931	0.9523	0.6665	0.9523	0.5658	0.6704
0.1449	0.1556	9000	0.1363	0.7001	0.4384	0.5392	0.9536	0.6255	0.9524	0.5743	0.7137
0.1449	0.1642	9500	0.1421	0.8077	0.3924	0.5282	0.9544	0.6666	0.9539	0.5831	0.6934
0.1435	0.1728	10000	0.1356	0.7026	0.4482	0.5473	0.9543	0.6310	0.9531	0.5942	0.7185
0.1435	0.1815	10500	0.1353	0.7867	0.4201	0.5477	0.9557	0.6698	0.9550	0.5977	0.7067
0.1372	0.1901	11000	0.1334	0.9264	0.3429	0.5005	0.9534	0.6911	0.9540	0.5840	0.6706
0.1372	0.1988	11500	0.1271	0.8831	0.3852	0.5364	0.9558	0.7017	0.9560	0.6052	0.6911
0.1384	0.2074	12000	0.1333	0.8023	0.4045	0.5378	0.9551	0.6704	0.9545	0.6001	0.6993
0.1384	0.2161	12500	0.1270	0.8813	0.3978	0.5482	0.9568	0.7090	0.9570	0.6179	0.6973
0.1354	0.2247	13000	0.1308	0.7122	0.4742	0.5693	0.9561	0.6473	0.9551	0.6201	0.7314
0.1354	0.2333	13500	0.1245	0.8050	0.4501	0.5774	0.9583	0.6953	0.9577	0.6280	0.7218
0.1302	0.2420	14000	0.1284	0.9299	0.3810	0.5406	0.9566	0.7219	0.9573	0.6227	0.6897
0.1302	0.2506	14500	0.1319	0.8777	0.3982	0.5478	0.9567	0.7073	0.9569	0.6172	0.6975
0.1277	0.2593	15000	0.1267	0.7546	0.4632	0.5741	0.9573	0.6703	0.9564	0.6260	0.7272
0.1277	0.2679	15500	0.1228	0.9395	0.3862	0.5474	0.9572	0.7303	0.9580	0.6355	0.6924
0.1252	0.2766	16000	0.1284	0.8604	0.4341	0.5771	0.9589	0.7192	0.9589	0.6364	0.7150
0.1252	0.2852	16500	0.1276	0.8031	0.4544	0.5804	0.9585	0.6962	0.9579	0.6392	0.7239
0.1238	0.2938	17000	0.1257	0.8795	0.4274	0.5752	0.9589	0.7259	0.9591	0.6490	0.7120
0.1238	0.3025	17500	0.1197	0.8959	0.4219	0.5737	0.9590	0.7316	0.9593	0.6442	0.7095
0.1346	0.3111	18000	0.1197	0.8078	0.4653	0.5904	0.9593	0.7041	0.9589	0.6536	0.7294
0.1346	0.3198	18500	0.1167	0.8350	0.4633	0.5959	0.9601	0.7196	0.9599	0.6573	0.7289
0.127	0.3284	19000	0.1299	0.8380	0.4619	0.5955	0.9601	0.7206	0.9599	0.6467	0.7283
0.127	0.3371	19500	0.1196	0.8801	0.4452	0.5913	0.9603	0.7363	0.9604	0.6556	0.7208
0.1237	0.3457	20000	0.1222	0.8725	0.4380	0.5832	0.9595	0.7281	0.9596	0.6522	0.7171
0.1237	0.3543	20500	0.1210	0.8372	0.4616	0.5951	0.9601	0.7200	0.9598	0.6587	0.7281
0.1274	0.3630	21000	0.1164	0.8762	0.4454	0.5905	0.9602	0.7341	0.9603	0.6621	0.7208
0.1274	0.3716	21500	0.1169	0.8883	0.4451	0.5931	0.9605	0.7408	0.9607	0.6684	0.7209
0.1249	0.3803	22000	0.1228	0.9149	0.4205	0.5762	0.9593	0.7408	0.9599	0.6634	0.7091
0.1249	0.3889	22500	0.1249	0.9357	0.3995	0.5599	0.9582	0.7376	0.9589	0.6535	0.6989
0.1187	0.3976	23000	0.1151	0.8917	0.4386	0.5880	0.9601	0.7390	0.9604	0.6655	0.7177
0.1187	0.4062	23500	0.1146	0.8146	0.4952	0.6159	0.9615	0.7215	0.9611	0.6726	0.7443
0.1149	0.4148	24000	0.1142	0.8551	0.4836	0.6178	0.9622	0.7412	0.9621	0.6792	0.7394
0.1149	0.4235	24500	0.1134	0.8706	0.4629	0.6044	0.9612	0.7402	0.9613	0.6730	0.7294
0.1134	0.4321	25000	0.1194	0.9274	0.4364	0.5935	0.9609	0.7570	0.9615	0.6746	0.7172
0.1134	0.4408	25500	0.1171	0.8129	0.4888	0.6105	0.9611	0.7177	0.9606	0.6716	0.7411
0.115	0.4494	26000	0.1187	0.8657	0.4660	0.6059	0.9613	0.7389	0.9613	0.6772	0.7309
0.115	0.4580	26500	0.1128	0.8880	0.4706	0.6152	0.9623	0.7543	0.9625	0.6852	0.7336
0.1147	0.4667	27000	0.1139	0.9087	0.4423	0.5950	0.9608	0.7505	0.9613	0.6852	0.7198
0.1147	0.4753	27500	0.1206	0.9241	0.4542	0.6090	0.9621	0.7657	0.9627	0.6804	0.7260
0.113	0.4840	28000	0.1140	0.8859	0.4741	0.6176	0.9625	0.7548	0.9627	0.6886	0.7352
0.113	0.4926	28500	0.1185	0.9016	0.4546	0.6045	0.9616	0.7534	0.9619	0.6844	0.7258
0.1153	0.5013	29000	0.1097	0.8657	0.4750	0.6134	0.9619	0.7434	0.9619	0.6793	0.7353
0.1153	0.5099	29500	0.1172	0.9170	0.4643	0.6165	0.9627	0.7674	0.9632	0.6936	0.7309
0.1127	0.5185	30000	0.1077	0.8627	0.4918	0.6265	0.9630	0.7497	0.9629	0.6964	0.7436
0.1127	0.5272	30500	0.1130	0.8873	0.4858	0.6279	0.9634	0.7615	0.9635	0.6907	0.7411
0.1152	0.5358	31000	0.1132	0.8074	0.5345	0.6432	0.9637	0.7326	0.9632	0.6985	0.7635
0.1152	0.5445	31500	0.1127	0.9086	0.4751	0.6240	0.9632	0.7684	0.9636	0.6902	0.7362
0.1148	0.5531	32000	0.1118	0.8976	0.4804	0.6258	0.9633	0.7647	0.9636	0.6882	0.7386
0.1148	0.5618	32500	0.1067	0.8718	0.5012	0.6365	0.9639	0.7595	0.9639	0.6985	0.7484
0.1093	0.5704	33000	0.1133	0.8224	0.5097	0.6293	0.9627	0.7325	0.9624	0.6933	0.7516
0.1093	0.5790	33500	0.1089	0.8397	0.5204	0.6425	0.9641	0.7479	0.9638	0.7050	0.7572
0.1137	0.5877	34000	0.1133	0.8246	0.5280	0.6438	0.9640	0.7413	0.9636	0.7016	0.7607
0.1137	0.5963	34500	0.1056	0.8461	0.5276	0.6499	0.9648	0.7549	0.9645	0.7087	0.7609
0.1077	0.6050	35000	0.1079	0.8344	0.5343	0.6514	0.9648	0.7501	0.9644	0.7092	0.7640
0.1077	0.6136	35500	0.1089	0.8906	0.5046	0.6442	0.9648	0.7725	0.9649	0.7055	0.7505
0.1067	0.6223	36000	0.1055	0.9266	0.4792	0.6318	0.9641	0.7808	0.9646	0.7108	0.7385
0.1067	0.6309	36500	0.1043	0.8360	0.5208	0.6418	0.9640	0.7457	0.9637	0.7098	0.7574
0.1119	0.6395	37000	0.1029	0.8442	0.5323	0.6529	0.9650	0.7556	0.9648	0.7162	0.7632
0.1119	0.6482	37500	0.1109	0.9243	0.4851	0.6362	0.9644	0.7825	0.9649	0.7054	0.7414
0.1117	0.6568	38000	0.1038	0.8178	0.5482	0.6564	0.9650	0.7446	0.9645	0.7133	0.7705
0.1117	0.6655	38500	0.1148	0.7740	0.5584	0.6487	0.9637	0.7185	0.9630	0.7075	0.7744
0.1054	0.6741	39000	0.1116	0.9015	0.4852	0.6308	0.9638	0.7694	0.9641	0.6958	0.7410
0.1054	0.6828	39500	0.1057	0.9082	0.5005	0.6453	0.9650	0.7809	0.9654	0.7171	0.7487
0.1078	0.6914	40000	0.1118	0.8825	0.5182	0.6530	0.9654	0.7737	0.9655	0.7140	0.7570
0.1078	0.7000	40500	0.1073	0.9098	0.5013	0.6465	0.9652	0.7823	0.9655	0.7138	0.7492
0.1035	0.7087	41000	0.1024	0.8911	0.5161	0.6537	0.9656	0.7781	0.9657	0.7212	0.7562
0.1035	0.7173	41500	0.1068	0.8780	0.5258	0.6577	0.9658	0.7743	0.9658	0.7182	0.7607
0.1079	0.7260	42000	0.1031	0.7953	0.5680	0.6627	0.9652	0.7363	0.9646	0.7205	0.7797
0.1079	0.7346	42500	0.1044	0.8828	0.5231	0.6569	0.9658	0.7761	0.9658	0.7226	0.7595
0.1056	0.7433	43000	0.1090	0.8926	0.5230	0.6595	0.9661	0.7820	0.9663	0.7174	0.7596
0.1056	0.7519	43500	0.1058	0.9126	0.5042	0.6495	0.9654	0.7853	0.9658	0.7205	0.7507
0.1024	0.7605	44000	0.1020	0.9073	0.5115	0.6542	0.9658	0.7857	0.9661	0.7250	0.7542
0.1024	0.7692	44500	0.1042	0.9330	0.4980	0.6494	0.9656	0.7943	0.9662	0.7238	0.7479
0.1096	0.7778	45000	0.1019	0.9274	0.5015	0.6510	0.9657	0.7928	0.9662	0.7293	0.7496
0.1096	0.7865	45500	0.1013	0.8728	0.5359	0.6641	0.9663	0.7754	0.9663	0.7334	0.7657
0.1026	0.7951	46000	0.0999	0.8803	0.5378	0.6677	0.9667	0.7808	0.9667	0.7304	0.7667
0.1026	0.8037	46500	0.1023	0.8890	0.5323	0.6659	0.9666	0.7840	0.9667	0.7324	0.7642
0.1036	0.8124	47000	0.1006	0.9042	0.5213	0.6613	0.9664	0.7884	0.9666	0.7326	0.7590
0.1036	0.8210	47500	0.0995	0.8811	0.5346	0.6654	0.9665	0.7800	0.9665	0.7343	0.7652
0.1043	0.8297	48000	0.1048	0.8819	0.5381	0.6684	0.9668	0.7820	0.9668	0.7335	0.7669
0.1043	0.8383	48500	0.1033	0.8801	0.5316	0.6628	0.9663	0.7780	0.9663	0.7347	0.7636
0.0991	0.8470	49000	0.1059	0.8550	0.5459	0.6663	0.9663	0.7680	0.9661	0.7228	0.7702
0.0991	0.8556	49500	0.0988	0.9027	0.5233	0.6625	0.9665	0.7884	0.9667	0.7358	0.7600
0.104	0.8642	50000	0.1035	0.8336	0.5490	0.6620	0.9656	0.7553	0.9653	0.7307	0.7713
0.104	0.8729	50500	0.1036	0.8808	0.5355	0.6661	0.9665	0.7802	0.9666	0.7337	0.7656
0.1054	0.8815	51000	0.0984	0.9006	0.5288	0.6663	0.9668	0.7896	0.9670	0.7393	0.7627
0.1054	0.8902	51500	0.1027	0.8287	0.5738	0.6781	0.9670	0.7611	0.9666	0.7385	0.7834
0.1046	0.8988	52000	0.0989	0.8769	0.5438	0.6713	0.9670	0.7812	0.9669	0.7379	0.7697
0.1046	0.9075	52500	0.1021	0.9141	0.5153	0.6590	0.9663	0.7916	0.9666	0.7329	0.7562
0.105	0.9161	53000	0.1017	0.7300	0.6338	0.6785	0.9654	0.7085	0.9649	0.7404	0.8100
0.105	0.9247	53500	0.1096	0.9201	0.5112	0.6572	0.9662	0.7932	0.9666	0.7307	0.7543
0.1009	0.9334	54000	0.1061	0.8924	0.5337	0.6679	0.9668	0.7866	0.9669	0.7304	0.7649
0.1009	0.9420	54500	0.0990	0.9028	0.5379	0.6741	0.9675	0.7949	0.9677	0.7424	0.7672
0.104	0.9507	55000	0.1011	0.8635	0.5618	0.6807	0.9676	0.7797	0.9675	0.7443	0.7783
0.104	0.9593	55500	0.1059	0.9572	0.4834	0.6424	0.9652	0.8003	0.9661	0.7326	0.7411
0.0984	0.9680	56000	0.1103	0.8990	0.5395	0.6743	0.9674	0.7933	0.9676	0.7336	0.7679
0.0984	0.9766	56500	0.1016	0.9079	0.5289	0.6684	0.9670	0.7941	0.9673	0.7346	0.7629
0.1006	0.9852	57000	0.0980	0.9127	0.5346	0.6743	0.9676	0.7996	0.9679	0.7425	0.7658
0.1006	0.9939	57500	0.1057	0.9153	0.5205	0.6637	0.9667	0.7948	0.9670	0.7338	0.7588
0.0965	1.0025	58000	0.1066	0.8682	0.5448	0.6695	0.9667	0.7761	0.9666	0.7320	0.7699
0.0965	1.0112	58500	0.1087	0.8519	0.5652	0.6796	0.9674	0.7734	0.9672	0.7356	0.7797
0.0925	1.0198	59000	0.1068	0.9160	0.5243	0.6669	0.9670	0.7969	0.9673	0.7377	0.7607
0.0925	1.0285	59500	0.0996	0.8841	0.5360	0.6674	0.9667	0.7824	0.9667	0.7387	0.7659
0.0964	1.0371	60000	0.1032	0.9104	0.5225	0.6639	0.9667	0.7927	0.9670	0.7382	0.7597
0.0964	1.0457	60500	0.1001	0.8984	0.5422	0.6763	0.9676	0.7941	0.9678	0.7399	0.7693
0.0942	1.0544	61000	0.1043	0.9233	0.5169	0.6628	0.9667	0.7979	0.9671	0.7376	0.7572
0.0942	1.0630	61500	0.1014	0.8054	0.6002	0.6878	0.9675	0.7538	0.9670	0.7440	0.7958
0.0939	1.0717	62000	0.1055	0.8674	0.5651	0.6844	0.9680	0.7835	0.9679	0.7398	0.7800
0.0939	1.0803	62500	0.1006	0.8853	0.5461	0.6756	0.9674	0.7875	0.9675	0.7442	0.7710
0.0967	1.0889	63000	0.1005	0.8357	0.5766	0.6823	0.9674	0.7667	0.9671	0.7429	0.7849
0.0967	1.0976	63500	0.1135	0.8949	0.5423	0.6754	0.9675	0.7919	0.9676	0.7289	0.7693
0.0978	1.1062	64000	0.1007	0.9159	0.5356	0.6759	0.9678	0.8020	0.9681	0.7424	0.7664
0.0978	1.1149	64500	0.1023	0.8947	0.5535	0.6839	0.9682	0.7965	0.9683	0.7458	0.7748
0.0916	1.1235	65000	0.1147	0.8984	0.5368	0.6721	0.9672	0.7918	0.9674	0.6811	0.7666
0.0916	1.1322	65500	0.1043	0.9104	0.5309	0.6707	0.9672	0.7965	0.9675	0.7226	0.7639
0.0961	1.1408	66000	0.0997	0.8835	0.5573	0.6835	0.9681	0.7909	0.9681	0.7458	0.7765
0.0961	1.1494	66500	0.1036	0.8896	0.5501	0.6799	0.9678	0.7919	0.9679	0.7435	0.7731
0.0955	1.1581	67000	0.1014	0.8774	0.5560	0.6806	0.9678	0.7864	0.9677	0.7446	0.7757
0.0955	1.1667	67500	0.0992	0.9155	0.5362	0.6763	0.9678	0.8020	0.9681	0.7429	0.7666
0.096	1.1754	68000	0.1021	0.8760	0.5575	0.6814	0.9678	0.7862	0.9678	0.7428	0.7764
0.096	1.1840	68500	0.4407	0.8787	0.5551	0.6804	0.9678	0.7869	0.9677	0.5832	0.7753
0.1045	1.1927	69000	0.1072	0.8729	0.5622	0.6839	0.9680	0.7860	0.9679	0.7272	0.7787
0.1045	1.2013	69500	0.1094	0.8622	0.5659	0.6833	0.9678	0.7805	0.9677	0.7341	0.7803
0.1046	1.2099	70000	0.1037	0.8354	0.5894	0.6912	0.9682	0.7710	0.9679	0.7409	0.7913
0.1046	1.2186	70500	0.1045	0.8692	0.5569	0.6789	0.9675	0.7816	0.9674	0.7376	0.7760
0.0989	1.2272	71000	0.1008	0.8983	0.5471	0.6800	0.9679	0.7961	0.9681	0.7451	0.7717
0.0989	1.2359	71500	0.1104	0.8918	0.5400	0.6727	0.9672	0.7890	0.9673	0.6576	0.7681
0.0969	1.2445	72000	0.1093	0.8466	0.5679	0.6798	0.9673	0.7709	0.9671	0.6530	0.7809
0.0969	1.2532	72500	0.1058	0.8675	0.5602	0.6808	0.9677	0.7818	0.9676	0.6956	0.7776
0.1079	1.2618	73000	0.1048	0.8194	0.5835	0.6816	0.9671	0.7581	0.9667	0.6850	0.7880
0.1079	1.2704	73500	0.1014	0.9189	0.5301	0.6724	0.9675	0.8014	0.9678	0.7423	0.7637
0.1007	1.2791	74000	0.1038	0.8489	0.5736	0.6846	0.9678	0.7745	0.9675	0.7329	0.7838
0.1007	1.2877	74500	0.1066	0.8986	0.5409	0.6753	0.9675	0.7936	0.9677	0.7196	0.7686
0.1039	1.2964	75000	0.1015	0.8853	0.5498	0.6783	0.9677	0.7890	0.9677	0.7358	0.7728
0.1039	1.3050	75500	0.1011	0.8558	0.5647	0.6804	0.9675	0.7758	0.9673	0.7463	0.7795
0.0995	1.3137	76000	0.1017	0.9143	0.5324	0.6729	0.9675	0.7996	0.9678	0.7392	0.7647
0.0995	1.3223	76500	0.1107	0.9182	0.5260	0.6688	0.9672	0.7991	0.9675	0.7351	0.7616
0.099	1.3309	77000	0.1111	0.8980	0.5440	0.6775	0.9677	0.7946	0.9679	0.7423	0.7702
0.099	1.3396	77500	0.1024	0.8843	0.5546	0.6817	0.9679	0.7903	0.9680	0.7485	0.7751
0.1036	1.3482	78000	0.0990	0.9020	0.5437	0.6785	0.9678	0.7970	0.9680	0.7484	0.7701
0.1036	1.3569	78500	0.1035	0.9257	0.5285	0.6728	0.9676	0.8047	0.9680	0.7421	0.7630
0.0998	1.3655	79000	0.1102	0.8905	0.5588	0.6867	0.9684	0.7960	0.9685	0.7221	0.7773
0.0998	1.3741	79500	0.1072	0.8848	0.5555	0.6825	0.9680	0.7910	0.9680	0.7409	0.7756
0.1034	1.3828	80000	0.1090	0.8471	0.5694	0.6810	0.9675	0.7718	0.9672	0.7457	0.7817
0.1034	1.3914	80500	0.1010	0.8956	0.5583	0.6878	0.9686	0.7990	0.9687	0.7495	0.7772
0.0959	1.4001	81000	0.1004	0.8948	0.5531	0.6836	0.9682	0.7964	0.9683	0.7459	0.7746
0.0959	1.4087	81500	0.1065	0.8888	0.5535	0.6822	0.9680	0.7927	0.9681	0.7354	0.7747
0.0962	1.4174	82000	0.0993	0.8646	0.5704	0.6874	0.9682	0.7838	0.9681	0.7487	0.7826
0.0962	1.4260	82500	0.1041	0.8636	0.5736	0.6893	0.9684	0.7843	0.9682	0.7379	0.7841
0.0984	1.4346	83000	0.1085	0.8651	0.5609	0.6806	0.9676	0.7805	0.9675	0.7341	0.7779
0.0984	1.4433	83500	0.1074	0.9072	0.5374	0.6750	0.9676	0.7974	0.9678	0.7229	0.7671
0.1048	1.4519	84000	0.1119	0.9151	0.5133	0.6577	0.9662	0.7912	0.9665	0.7176	0.7552
0.1048	1.4606	84500	0.1083	0.9221	0.5309	0.6738	0.9676	0.8037	0.9680	0.7267	0.7641
0.1013	1.4692	85000	0.1165	0.9191	0.5181	0.6627	0.9666	0.7959	0.9670	0.7011	0.7577
0.1013	1.4779	85500	0.1122	0.8674	0.5405	0.6660	0.9664	0.7738	0.9663	0.6785	0.7678
0.1078	1.4865	86000	0.1098	0.8438	0.5546	0.6693	0.9664	0.7641	0.9661	0.7128	0.7743
0.1078	1.4951	86500	0.1030	0.9068	0.5350	0.6730	0.9674	0.7961	0.9676	0.7388	0.7659
0.1037	1.5038	87000	0.1122	0.9113	0.5372	0.6760	0.9677	0.7999	0.9680	0.7274	0.7671
0.1037	1.5124	87500	0.1072	0.8976	0.5450	0.6782	0.9678	0.7948	0.9679	0.7313	0.7707
0.1015	1.5211	88000	0.1217	0.9372	0.5096	0.6602	0.9666	0.8025	0.9672	0.6776	0.7538
0.1015	1.5297	88500	0.1185	0.9430	0.4950	0.6492	0.9657	0.7984	0.9664	0.7008	0.7466
0.1092	1.5384	89000	0.1133	0.9031	0.5183	0.6587	0.9661	0.7864	0.9664	0.7113	0.7575
0.1092	1.5470	89500	0.1109	0.8724	0.5443	0.6703	0.9668	0.7785	0.9668	0.7322	0.7698
0.1043	1.5556	90000	0.1054	0.8659	0.5634	0.6827	0.9678	0.7820	0.9677	0.7419	0.7791
0.1043	1.5643	90500	0.1039	0.8853	0.5554	0.6826	0.9680	0.7913	0.9681	0.7381	0.7756
0.1026	1.5729	91000	0.1041	0.9143	0.5345	0.6746	0.9676	0.8005	0.9679	0.7341	0.7657
0.1026	1.5816	91500	0.1029	0.8960	0.5533	0.6841	0.9683	0.7972	0.9684	0.7438	0.7747
0.0988	1.5902	92000	0.1014	0.9228	0.5301	0.6734	0.9676	0.8037	0.9680	0.7380	0.7637
0.0988	1.5989	92500	0.1000	0.9011	0.5438	0.6783	0.9678	0.7965	0.9680	0.7426	0.7701
0.1016	1.6075	93000	0.1066	0.9421	0.5061	0.6584	0.9665	0.8036	0.9671	0.7281	0.7521
0.1016	1.6161	93500	0.0988	0.9017	0.5536	0.6860	0.9685	0.8010	0.9686	0.7444	0.7750
0.0983	1.6248	94000	0.0999	0.9093	0.5476	0.6836	0.9684	0.8032	0.9686	0.7454	0.7722
0.0983	1.6334	94500	0.1055	0.9164	0.5435	0.6823	0.9683	0.8058	0.9686	0.7471	0.7703
0.0991	1.6421	95000	0.1106	0.9410	0.5112	0.6625	0.9668	0.8055	0.9674	0.7268	0.7546
0.0991	1.6507	95500	0.0980	0.9092	0.5492	0.6848	0.9685	0.8038	0.9687	0.7473	0.7730
0.0958	1.6593	96000	0.0983	0.9025	0.5518	0.6849	0.9684	0.8007	0.9686	0.7433	0.7741
0.0958	1.6680	96500	0.1037	0.9421	0.5163	0.6670	0.9672	0.8087	0.9678	0.7374	0.7572
0.0961	1.6766	97000	0.0957	0.9465	0.5229	0.6736	0.9678	0.8145	0.9685	0.7490	0.7606
0.0961	1.6853	97500	0.0982	0.8270	0.5972	0.6935	0.9683	0.7679	0.9679	0.7457	0.7949
0.0977	1.6939	98000	0.0988	0.8745	0.5647	0.6862	0.9682	0.7880	0.9682	0.7521	0.7799
0.0977	1.7026	98500	0.0988	0.9126	0.5469	0.6839	0.9684	0.8050	0.9687	0.7541	0.7719
0.0904	1.7112	99000	0.1027	0.9034	0.5552	0.6878	0.9687	0.8027	0.9688	0.7441	0.7759
0.0904	1.7198	99500	0.0987	0.9199	0.5472	0.6862	0.9687	0.8096	0.9690	0.7551	0.7722
0.0962	1.7285	100000	0.1082	0.9447	0.5168	0.6681	0.9673	0.8104	0.9680	0.7370	0.7575
0.0962	1.7371	100500	0.1024	0.9112	0.5491	0.6853	0.9685	0.8050	0.9688	0.7488	0.7730
0.0954	1.7458	101000	0.1084	0.9070	0.5506	0.6853	0.9685	0.8030	0.9687	0.7425	0.7736
0.0954	1.7544	101500	0.1003	0.9131	0.5477	0.6847	0.9685	0.8056	0.9688	0.7506	0.7723
0.0907	1.7631	102000	0.1056	0.9034	0.5481	0.6822	0.9682	0.7997	0.9684	0.7489	0.7723
0.0907	1.7717	102500	0.1053	0.8682	0.5594	0.6804	0.9676	0.7818	0.9675	0.7290	0.7772
0.0946	1.7803	103000	0.1083	0.9498	0.5011	0.6560	0.9663	0.8055	0.9671	0.7190	0.7498
0.0946	1.7890	103500	0.1040	0.9246	0.5395	0.6814	0.9683	0.8091	0.9687	0.7445	0.7684
0.1015	1.7976	104000	0.1048	0.9016	0.5486	0.6821	0.9682	0.7988	0.9683	0.7396	0.7725
0.1015	1.8063	104500	0.1004	0.9032	0.5492	0.6831	0.9682	0.8001	0.9684	0.7472	0.7729
0.1019	1.8149	105000	0.0959	0.8901	0.5613	0.6885	0.9686	0.7968	0.9686	0.7560	0.7786
0.1019	1.8236	105500	0.1040	0.8886	0.5630	0.6893	0.9686	0.7965	0.9687	0.7493	0.7794
0.0943	1.8322	106000	0.1074	0.8742	0.5607	0.6832	0.9680	0.7863	0.9679	0.7323	0.7780
0.0943	1.8408	106500	0.0986	0.8890	0.5608	0.6877	0.9685	0.7958	0.9686	0.7470	0.7783
0.0973	1.8495	107000	0.1013	0.8981	0.5549	0.6859	0.9684	0.7992	0.9686	0.7483	0.7756
0.0973	1.8581	107500	0.0991	0.8598	0.5798	0.6926	0.9686	0.7841	0.9684	0.7494	0.7871
0.098	1.8668	108000	0.0976	0.8805	0.5663	0.6893	0.9686	0.7926	0.9685	0.7524	0.7809
0.098	1.8754	108500	0.1056	0.9199	0.5455	0.6849	0.9686	0.8089	0.9689	0.7479	0.7713
0.0973	1.8841	109000	0.1060	0.9070	0.5531	0.6871	0.9686	0.8041	0.9688	0.6961	0.7748
0.0973	1.8927	109500	0.1000	0.8775	0.5669	0.6888	0.9685	0.7909	0.9684	0.7151	0.7811
0.1063	1.9013	110000	0.0975	0.9300	0.5220	0.6687	0.9673	0.8043	0.9677	0.7346	0.7598
0.1063	1.9100	110500	0.1044	0.9132	0.5418	0.6801	0.9681	0.8031	0.9684	0.7354	0.7694
0.0988	1.9186	111000	0.1019	0.8781	0.5674	0.6893	0.9685	0.7914	0.9685	0.7446	0.7814
0.0988	1.9273	111500	0.1061	0.8570	0.5605	0.6777	0.9673	0.7750	0.9671	0.7416	0.7775
0.095	1.9359	112000	0.1084	0.9098	0.5434	0.6804	0.9681	0.8017	0.9683	0.7420	0.7701
0.095	1.9446	112500	0.1063	0.9468	0.5202	0.6715	0.9676	0.8134	0.9683	0.7466	0.7592
0.0984	1.9532	113000	0.0960	0.8758	0.5758	0.6948	0.9690	0.7931	0.9689	0.7594	0.7855
0.0984	1.9618	113500	0.0961	0.9293	0.5403	0.6833	0.9685	0.8123	0.9689	0.7503	0.7689
0.094	1.9705	114000	0.1014	0.8672	0.5846	0.6984	0.9692	0.7907	0.9691	0.7516	0.7896
0.094	1.9791	114500	0.1123	0.8065	0.6143	0.6974	0.9683	0.7590	0.9679	0.6240	0.8028
0.0945	1.9878	115000	0.1064	0.9128	0.5484	0.6852	0.9685	0.8058	0.9688	0.7412	0.7727
0.0945	1.9964	115500	0.0970	0.9080	0.5561	0.6898	0.9689	0.8060	0.9691	0.7514	0.7764
0.0937	2.0050	116000	0.1022	0.9267	0.5454	0.6867	0.9688	0.8130	0.9692	0.7494	0.7714
0.0937	2.0137	116500	0.0957	0.8992	0.5674	0.6958	0.9693	0.8051	0.9694	0.7573	0.7818
0.0889	2.0223	117000	0.0959	0.8932	0.5639	0.6913	0.9689	0.7998	0.9689	0.7616	0.7800
0.0889	2.0310	117500	0.1010	0.9069	0.5611	0.6933	0.9692	0.8074	0.9694	0.7521	0.7789
0.0924	2.0396	118000	0.1002	0.9127	0.5569	0.6917	0.9691	0.8093	0.9693	0.7409	0.7769
0.0924	2.0483	118500	0.0931	0.8967	0.5718	0.6983	0.9695	0.8052	0.9696	0.7610	0.7840
0.0914	2.0569	119000	0.0985	0.9029	0.5673	0.6968	0.9694	0.8074	0.9696	0.7478	0.7819
0.0914	2.0655	119500	0.1026	0.9190	0.5537	0.6911	0.9691	0.8119	0.9694	0.7588	0.7754
0.0837	2.0742	120000	0.0962	0.9490	0.5263	0.6771	0.9681	0.8177	0.9688	0.7573	0.7623
0.0837	2.0828	120500	0.1059	0.9244	0.5503	0.6899	0.9690	0.8137	0.9694	0.7507	0.7738
0.0849	2.0915	121000	0.1018	0.8904	0.5774	0.7005	0.9696	0.8033	0.9697	0.7581	0.7866
0.0849	2.1001	121500	0.1064	0.8944	0.5723	0.6980	0.9695	0.8039	0.9695	0.7508	0.7842
0.0845	2.1088	122000	0.1032	0.9349	0.5453	0.6888	0.9690	0.8180	0.9695	0.7534	0.7715
0.0845	2.1174	122500	0.0972	0.9308	0.5493	0.6909	0.9692	0.8173	0.9696	0.7564	0.7735
0.0871	2.1260	123000	0.1001	0.9066	0.5653	0.6964	0.9694	0.8089	0.9696	0.7566	0.7809
0.0871	2.1347	123500	0.1027	0.8599	0.5898	0.6997	0.9692	0.7878	0.9690	0.7593	0.7921
0.0858	2.1433	124000	0.1028	0.8538	0.5901	0.6979	0.9690	0.7838	0.9688	0.7482	0.7921
0.0858	2.1520	124500	0.1057	0.8834	0.5839	0.7031	0.9698	0.8012	0.9698	0.7568	0.7897
0.0857	2.1606	125000	0.1029	0.9150	0.5625	0.6967	0.9696	0.8131	0.9698	0.7587	0.7797
0.0857	2.1693	125500	0.0974	0.8924	0.5756	0.6998	0.9696	0.8039	0.9697	0.7642	0.7857
0.0833	2.1779	126000	0.1011	0.9298	0.5465	0.6884	0.9690	0.8155	0.9694	0.7626	0.7720
0.0833	2.1865	126500	0.1034	0.9006	0.5703	0.6983	0.9696	0.8071	0.9697	0.7641	0.7833
0.0882	2.1952	127000	0.1107	0.9434	0.5306	0.6792	0.9683	0.8164	0.9689	0.7406	0.7643
0.0882	2.2038	127500	0.0991	0.9235	0.5537	0.6923	0.9692	0.8147	0.9696	0.7586	0.7755
0.083	2.2125	128000	0.1037	0.9279	0.5541	0.6939	0.9694	0.8176	0.9698	0.7564	0.7758
0.083	2.2211	128500	0.0982	0.8550	0.6006	0.7056	0.9697	0.7882	0.9695	0.7581	0.7973
0.0917	2.2298	129000	0.1000	0.9017	0.5682	0.6971	0.9695	0.8069	0.9696	0.7430	0.7823
0.0917	2.2384	129500	0.1030	0.9040	0.5690	0.6984	0.9696	0.8087	0.9697	0.7613	0.7827
0.0892	2.2470	130000	0.1011	0.9046	0.5684	0.6981	0.9696	0.8089	0.9697	0.7616	0.7824
0.0892	2.2557	130500	0.1062	0.8968	0.5689	0.6962	0.9693	0.8041	0.9694	0.7621	0.7825
0.0878	2.2643	131000	0.1029	0.9141	0.5605	0.6949	0.9694	0.8117	0.9696	0.7597	0.7787
0.0878	2.2730	131500	0.0954	0.8886	0.5730	0.6967	0.9693	0.8004	0.9693	0.7623	0.7844
0.0884	2.2816	132000	0.0952	0.9107	0.5637	0.6964	0.9695	0.8109	0.9697	0.7649	0.7802
0.0884	2.2902	132500	0.1015	0.9179	0.5602	0.6958	0.9695	0.8140	0.9698	0.7594	0.7786
0.0925	2.2989	133000	0.0976	0.9083	0.5693	0.6999	0.9698	0.8117	0.9700	0.7654	0.7830
0.0925	2.3075	133500	0.0955	0.9046	0.5685	0.6982	0.9696	0.8090	0.9697	0.7674	0.7825
0.0846	2.3162	134000	0.1061	0.9239	0.5589	0.6965	0.9696	0.8172	0.9700	0.7373	0.7781
0.0846	2.3248	134500	0.1012	0.8821	0.5859	0.7041	0.9699	0.8011	0.9698	0.7624	0.7906
0.0892	2.3335	135000	0.1012	0.8681	0.5914	0.7035	0.9697	0.7938	0.9695	0.7594	0.7930
0.0892	2.3421	135500	0.1034	0.9032	0.5744	0.7022	0.9699	0.8104	0.9701	0.7606	0.7854
0.0916	2.3507	136000	0.1100	0.9201	0.5566	0.6936	0.9693	0.8138	0.9696	0.7538	0.7769
0.0916	2.3594	136500	0.0994	0.8991	0.5730	0.6999	0.9697	0.8072	0.9698	0.7593	0.7846
0.0846	2.3680	137000	0.1096	0.8987	0.5728	0.6997	0.9697	0.8069	0.9698	0.7559	0.7845
0.0846	2.3767	137500	0.0982	0.9308	0.5548	0.6952	0.9696	0.8197	0.9700	0.7565	0.7762
0.0916	2.3853	138000	0.0975	0.8990	0.5766	0.7026	0.9699	0.8086	0.9700	0.7615	0.7864
0.0916	2.3940	138500	0.0983	0.9292	0.5565	0.6961	0.9696	0.8194	0.9700	0.7599	0.7770
0.0936	2.4026	139000	0.0956	0.9249	0.5569	0.6952	0.9695	0.8169	0.9699	0.7643	0.7771
0.0936	2.4112	139500	0.1041	0.9070	0.5691	0.6994	0.9697	0.8107	0.9699	0.7601	0.7828
0.0835	2.4199	140000	0.0949	0.9123	0.5679	0.7000	0.9698	0.8136	0.9700	0.7680	0.7823
0.0835	2.4285	140500	0.0995	0.9146	0.5633	0.6972	0.9696	0.8132	0.9698	0.7578	0.7801
0.0859	2.4372	141000	0.0993	0.9075	0.5675	0.6983	0.9696	0.8104	0.9698	0.7600	0.7820
0.0859	2.4458	141500	0.0924	0.9131	0.5679	0.7003	0.9698	0.8141	0.9701	0.7659	0.7823
0.0878	2.4545	142000	0.1019	0.9112	0.5653	0.6978	0.9696	0.8118	0.9698	0.7647	0.7810
0.0878	2.4631	142500	0.0927	0.8759	0.5884	0.7039	0.9698	0.7979	0.9697	0.7648	0.7917
0.0912	2.4717	143000	0.0928	0.9100	0.5685	0.6998	0.9698	0.8124	0.9700	0.7641	0.7826
0.0912	2.4804	143500	0.0944	0.9127	0.5724	0.7035	0.9701	0.8157	0.9703	0.7673	0.7846
0.0857	2.4890	144000	0.0980	0.9210	0.5604	0.6968	0.9696	0.8160	0.9699	0.7652	0.7788
0.0857	2.4977	144500	0.1055	0.9411	0.5400	0.6862	0.9689	0.8194	0.9694	0.7481	0.7690
0.0942	2.5063	145000	0.0956	0.8834	0.5849	0.7038	0.9699	0.8016	0.9698	0.7655	0.7902
0.0942	2.5150	145500	0.1025	0.9111	0.5651	0.6976	0.9696	0.8117	0.9698	0.7603	0.7809
0.0917	2.5236	146000	0.1005	0.9166	0.5664	0.7002	0.9699	0.8157	0.9701	0.7627	0.7817
0.0917	2.5322	146500	0.0967	0.8771	0.5879	0.7039	0.9698	0.7985	0.9697	0.7667	0.7915
0.0874	2.5409	147000	0.0960	0.9177	0.5653	0.6996	0.9698	0.8160	0.9701	0.7681	0.7811
0.0874	2.5495	147500	0.0935	0.9216	0.5606	0.6971	0.9697	0.8164	0.9700	0.7651	0.7789
0.09	2.5582	148000	0.0940	0.9112	0.5736	0.7040	0.9702	0.8153	0.9704	0.7651	0.7852
0.09	2.5668	148500	0.0972	0.9055	0.5777	0.7053	0.9702	0.8132	0.9704	0.7676	0.7871
0.0855	2.5754	149000	0.1106	0.9265	0.5581	0.6966	0.9697	0.8185	0.9700	0.7522	0.7777
0.0855	2.5841	149500	0.0987	0.9242	0.5594	0.6969	0.9697	0.8175	0.9700	0.7548	0.7783
0.0919	2.5927	150000	0.0967	0.8971	0.5725	0.6989	0.9696	0.8057	0.9697	0.7663	0.7843
0.0919	2.6014	150500	0.0955	0.9100	0.5736	0.7036	0.9701	0.8144	0.9703	0.7688	0.7851
0.0906	2.6100	151000	0.0987	0.8987	0.5777	0.7033	0.9700	0.8089	0.9701	0.7698	0.7869
0.0906	2.6187	151500	0.0973	0.9289	0.5575	0.6968	0.9697	0.8197	0.9701	0.7682	0.7775
0.0884	2.6273	152000	0.0972	0.9224	0.5635	0.6996	0.9699	0.8182	0.9702	0.7665	0.7804
0.0884	2.6359	152500	0.1012	0.9238	0.5623	0.6991	0.9698	0.8186	0.9702	0.7658	0.7798
0.0923	2.6446	153000	0.0972	0.9058	0.5747	0.7032	0.9700	0.8122	0.9702	0.7574	0.7856
0.0923	2.6532	153500	0.0940	0.9247	0.5615	0.6987	0.9698	0.8188	0.9702	0.7689	0.7794
0.0897	2.6619	154000	0.0961	0.9091	0.5727	0.7027	0.9700	0.8135	0.9702	0.7666	0.7847
0.0897	2.6705	154500	0.1024	0.8904	0.5842	0.7055	0.9701	0.8059	0.9701	0.7612	0.7900
0.0887	2.6792	155000	0.0926	0.9212	0.5618	0.6980	0.9697	0.8167	0.9700	0.7687	0.7795
0.0887	2.6878	155500	0.1016	0.8969	0.5712	0.6979	0.9695	0.8051	0.9696	0.7478	0.7837
0.0916	2.6964	156000	0.1030	0.9309	0.5532	0.6940	0.9695	0.8190	0.9699	0.7581	0.7754
0.0916	2.7051	156500	0.1017	0.9234	0.5602	0.6974	0.9697	0.8175	0.9700	0.7661	0.7787
0.092	2.7137	157000	0.0956	0.9033	0.5708	0.6996	0.9697	0.8091	0.9698	0.7631	0.7836
0.092	2.7224	157500	0.0960	0.9152	0.5692	0.7019	0.9700	0.8160	0.9703	0.7691	0.7831
0.0861	2.7310	158000	0.0977	0.9119	0.5725	0.7034	0.9701	0.8152	0.9703	0.7665	0.7846
0.0861	2.7397	158500	0.0980	0.9056	0.5736	0.7023	0.9700	0.8116	0.9701	0.7645	0.7850
0.0922	2.7483	159000	0.0938	0.9187	0.5663	0.7007	0.9699	0.8170	0.9702	0.7533	0.7817
0.0922	2.7569	159500	0.0977	0.9370	0.5522	0.6949	0.9696	0.8224	0.9701	0.7574	0.7750
0.0895	2.7656	160000	0.1015	0.9212	0.5637	0.6994	0.9699	0.8175	0.9702	0.7540	0.7804
0.0895	2.7742	160500	0.1081	0.8988	0.5628	0.6922	0.9690	0.8029	0.9691	0.7424	0.7795
0.0877	2.7829	161000	0.0984	0.9085	0.5687	0.6996	0.9697	0.8116	0.9699	0.7656	0.7827
0.0877	2.7915	161500	0.1026	0.9001	0.5767	0.7030	0.9700	0.8093	0.9701	0.7622	0.7865
0.0893	2.8002	162000	0.0966	0.8848	0.5863	0.7053	0.9700	0.8031	0.9700	0.7674	0.7909
0.0893	2.8088	162500	0.0941	0.9012	0.5762	0.7030	0.9700	0.8099	0.9701	0.7680	0.7863
0.0905	2.8174	163000	0.0963	0.8262	0.6260	0.7123	0.9699	0.7765	0.9696	0.7714	0.8091
0.0905	2.8261	163500	0.0938	0.9176	0.5674	0.7012	0.9700	0.8168	0.9702	0.7682	0.7822
0.0878	2.8347	164000	0.0962	0.9174	0.5677	0.7014	0.9700	0.8168	0.9703	0.7682	0.7824
0.0878	2.8434	164500	0.0999	0.9373	0.5533	0.6958	0.9697	0.8230	0.9701	0.7638	0.7755
0.0909	2.8520	165000	0.1009	0.8933	0.5861	0.7078	0.9703	0.8086	0.9704	0.7699	0.7910
0.0909	2.8606	165500	0.0989	0.8842	0.5941	0.7107	0.9705	0.8055	0.9704	0.7701	0.7947
0.0906	2.8693	166000	0.1016	0.9350	0.5572	0.6983	0.9699	0.8234	0.9703	0.7621	0.7774
0.0906	2.8779	166500	0.0995	0.9002	0.5823	0.7072	0.9703	0.8116	0.9704	0.7654	0.7892
0.0872	2.8866	167000	0.0963	0.9210	0.5721	0.7058	0.9704	0.8209	0.9707	0.7684	0.7846
0.0872	2.8952	167500	0.0985	0.8127	0.6139	0.6995	0.9686	0.7633	0.9682	0.7693	0.8028
0.0903	2.9039	168000	0.0946	0.9065	0.5782	0.7061	0.9703	0.8140	0.9704	0.7727	0.7873
0.0903	2.9125	168500	0.0971	0.9164	0.5736	0.7056	0.9704	0.8186	0.9706	0.7696	0.7853
0.0851	2.9211	169000	0.0929	0.9162	0.5747	0.7063	0.9704	0.8189	0.9706	0.7741	0.7858
0.0851	2.9298	169500	0.0982	0.8990	0.5873	0.7104	0.9706	0.8127	0.9707	0.7687	0.7917
0.0889	2.9384	170000	0.0990	0.9177	0.5737	0.7060	0.9704	0.8194	0.9706	0.7701	0.7853
0.0889	2.9471	170500	0.0944	0.8882	0.5805	0.7021	0.9698	0.8031	0.9698	0.7645	0.7881
0.0842	2.9557	171000	0.0986	0.9022	0.5860	0.7105	0.9706	0.8143	0.9707	0.7741	0.7911
0.0842	2.9644	171500	0.0948	0.9047	0.5813	0.7078	0.9704	0.8141	0.9706	0.7712	0.7889
0.0812	2.9730	172000	0.0984	0.8975	0.5886	0.7110	0.9706	0.8123	0.9707	0.7760	0.7923
0.0812	2.9816	172500	0.0957	0.9339	0.5611	0.7010	0.9701	0.8244	0.9705	0.7711	0.7794
0.0823	2.9903	173000	0.1056	0.8942	0.5907	0.7115	0.9707	0.8109	0.9707	0.7698	0.7933
0.0823	2.9989	173500	0.0943	0.9278	0.5642	0.7017	0.9701	0.8219	0.9705	0.7689	0.7808
0.0835	3.0076	174000	0.0981	0.8390	0.6122	0.7079	0.9697	0.7811	0.9694	0.7611	0.8026
0.0835	3.0162	174500	0.0936	0.8851	0.6000	0.7152	0.9709	0.8083	0.9708	0.7760	0.7977
0.0776	3.0249	175000	0.0946	0.8875	0.5949	0.7123	0.9707	0.8080	0.9706	0.7740	0.7952
0.0776	3.0335	175500	0.0972	0.9079	0.5810	0.7085	0.9705	0.8160	0.9707	0.7692	0.7887
0.0805	3.0421	176000	0.0980	0.8859	0.5980	0.7140	0.9708	0.8081	0.9708	0.7722	0.7967
0.0805	3.0508	176500	0.1031	0.8689	0.6063	0.7142	0.9706	0.7996	0.9705	0.7694	0.8004
0.0804	3.0594	177000	0.0991	0.8731	0.6005	0.7116	0.9704	0.8005	0.9703	0.7715	0.7977
0.0804	3.0681	177500	0.0996	0.8936	0.5895	0.7104	0.9706	0.8100	0.9706	0.7702	0.7927
0.0788	3.0767	178000	0.1014	0.9082	0.5813	0.7089	0.9706	0.8164	0.9707	0.7659	0.7889
0.0788	3.0854	178500	0.1076	0.9179	0.5763	0.7081	0.9706	0.8206	0.9708	0.7622	0.7866
0.0842	3.0940	179000	0.1016	0.9340	0.5605	0.7006	0.9701	0.8242	0.9705	0.7698	0.7791
0.0842	3.1026	179500	0.1035	0.9243	0.5693	0.7046	0.9703	0.8218	0.9707	0.7538	0.7833
0.08	3.1113	180000	0.1085	0.9287	0.5633	0.7012	0.9701	0.8220	0.9704	0.7566	0.7803
0.08	3.1199	180500	0.1042	0.9033	0.5827	0.7084	0.9705	0.8137	0.9706	0.7673	0.7895
0.0791	3.1286	181000	0.1108	0.8815	0.5966	0.7116	0.9705	0.8046	0.9705	0.7666	0.7959
0.0791	3.1372	181500	0.1033	0.8704	0.6053	0.7140	0.9706	0.8003	0.9705	0.7743	0.8000
0.0804	3.1458	182000	0.0963	0.9051	0.5834	0.7095	0.9706	0.8152	0.9707	0.7742	0.7899
0.0804	3.1545	182500	0.0990	0.9051	0.5812	0.7079	0.9704	0.8143	0.9706	0.7723	0.7888
0.0761	3.1631	183000	0.1013	0.9080	0.5819	0.7093	0.9706	0.8165	0.9708	0.7730	0.7892
0.0761	3.1718	183500	0.0965	0.8933	0.5924	0.7124	0.9707	0.8110	0.9708	0.7705	0.7941
0.0796	3.1804	184000	0.1010	0.8880	0.5989	0.7154	0.9709	0.8098	0.9709	0.7690	0.7972
0.0796	3.1891	184500	0.0962	0.9171	0.5747	0.7066	0.9704	0.8194	0.9707	0.7711	0.7858
0.0824	3.1977	185000	0.0969	0.9179	0.5725	0.7052	0.9703	0.8191	0.9706	0.7708	0.7847
0.0824	3.2063	185500	0.0952	0.8892	0.5940	0.7122	0.9707	0.8088	0.9707	0.7742	0.7948
0.0811	3.2150	186000	0.1046	0.8928	0.5921	0.7120	0.9707	0.8105	0.9707	0.7733	0.7939
0.0811	3.2236	186500	0.0972	0.8771	0.6067	0.7173	0.9710	0.8053	0.9709	0.7763	0.8008
0.0814	3.2323	187000	0.0996	0.9005	0.5902	0.7130	0.9709	0.8148	0.9709	0.7735	0.7932
0.0814	3.2409	187500	0.0978	0.9067	0.5857	0.7117	0.9708	0.8172	0.9709	0.7717	0.7911
0.0781	3.2496	188000	0.1063	0.9125	0.5805	0.7096	0.9707	0.8188	0.9709	0.7671	0.7886
0.0781	3.2582	188500	0.1062	0.9194	0.5763	0.7085	0.9706	0.8216	0.9709	0.7685	0.7867
0.0781	3.2668	189000	0.1001	0.8981	0.5892	0.7116	0.9707	0.8129	0.9708	0.7718	0.7926
0.0781	3.2755	189500	0.1033	0.8871	0.5956	0.7127	0.9707	0.8080	0.9707	0.7684	0.7956
0.077	3.2841	190000	0.1009	0.8850	0.5969	0.7129	0.9707	0.8070	0.9706	0.7711	0.7961
0.077	3.2928	190500	0.0963	0.9053	0.5866	0.7119	0.9708	0.8166	0.9709	0.7754	0.7915
0.0777	3.3014	191000	0.0986	0.9142	0.5793	0.7092	0.9706	0.8194	0.9709	0.7685	0.7880
0.0777	3.3101	191500	0.1022	0.8922	0.5951	0.7139	0.9709	0.8112	0.9709	0.7724	0.7954
0.0785	3.3187	192000	0.1003	0.8547	0.6128	0.7138	0.9704	0.7922	0.9702	0.7713	0.8033
0.0785	3.3273	192500	0.1022	0.9036	0.5842	0.7096	0.9706	0.8146	0.9707	0.7657	0.7903
0.0787	3.3360	193000	0.0998	0.8816	0.6039	0.7168	0.9710	0.8073	0.9709	0.7729	0.7995
0.0787	3.3446	193500	0.0979	0.8915	0.5981	0.7159	0.9710	0.8119	0.9710	0.7748	0.7969
0.0774	3.3533	194000	0.0977	0.8967	0.5946	0.7150	0.9710	0.8140	0.9710	0.7750	0.7953
0.0774	3.3619	194500	0.1015	0.9299	0.5689	0.7059	0.9705	0.8252	0.9709	0.7656	0.7832
0.0782	3.3706	195000	0.1008	0.8900	0.5952	0.7133	0.9708	0.8098	0.9708	0.7754	0.7954
0.0782	3.3792	195500	0.1015	0.8865	0.6006	0.7161	0.9710	0.8095	0.9709	0.7736	0.7980
0.0788	3.3878	196000	0.1021	0.8901	0.5986	0.7158	0.9710	0.8111	0.9710	0.7708	0.7971
0.0788	3.3965	196500	0.1012	0.8864	0.5997	0.7154	0.9709	0.8091	0.9709	0.7736	0.7976
0.0814	3.4051	197000	0.0946	0.9082	0.5879	0.7137	0.9710	0.8189	0.9711	0.7722	0.7922
0.0814	3.4138	197500	0.1005	0.8922	0.5930	0.7124	0.9707	0.8104	0.9707	0.7755	0.7944
0.0781	3.4224	198000	0.0959	0.9191	0.5787	0.7102	0.9708	0.8223	0.9710	0.7750	0.7878
0.0781	3.4311	198500	0.0992	0.9184	0.5792	0.7104	0.9708	0.8221	0.9710	0.7679	0.7881
0.0769	3.4397	199000	0.0956	0.9032	0.5906	0.7142	0.9710	0.8168	0.9711	0.7725	0.7934
0.0769	3.4483	199500	0.1001	0.9087	0.5856	0.7122	0.9709	0.8184	0.9710	0.7745	0.7911
0.0779	3.4570	200000	0.0981	0.8954	0.5952	0.7150	0.9710	0.8133	0.9710	0.7756	0.7955
0.0779	3.4656	200500	0.0989	0.9221	0.5754	0.7086	0.9707	0.8229	0.9710	0.7768	0.7863
0.0808	3.4743	201000	0.0929	0.9151	0.5806	0.7105	0.9708	0.8206	0.9710	0.7758	0.7887
0.0808	3.4829	201500	0.0985	0.8938	0.5959	0.7151	0.9710	0.8126	0.9710	0.7723	0.7959
0.0816	3.4915	202000	0.0973	0.9105	0.5849	0.7122	0.9709	0.8193	0.9711	0.7706	0.7907
0.0816	3.5002	202500	0.1027	0.9213	0.5761	0.7090	0.9707	0.8227	0.9710	0.7688	0.7866
0.0799	3.5088	203000	0.0989	0.9056	0.5878	0.7129	0.9709	0.8172	0.9710	0.7779	0.7921
0.0799	3.5175	203500	0.1072	0.9033	0.5916	0.7150	0.9711	0.8172	0.9712	0.7687	0.7939
0.0795	3.5261	204000	0.0974	0.8957	0.5964	0.7160	0.9711	0.8140	0.9711	0.7776	0.7962
0.0795	3.5348	204500	0.0982	0.8842	0.6054	0.7187	0.9712	0.8096	0.9711	0.7764	0.8004
0.0785	3.5434	205000	0.0983	0.8825	0.6072	0.7194	0.9712	0.8091	0.9712	0.7645	0.8012
0.0785	3.5520	205500	0.0974	0.8941	0.5979	0.7166	0.9711	0.8135	0.9711	0.7795	0.7969
0.0812	3.5607	206000	0.1018	0.8949	0.5972	0.7163	0.9711	0.8138	0.9711	0.7779	0.7965
0.0812	3.5693	206500	0.0962	0.8791	0.6097	0.7200	0.9713	0.8077	0.9712	0.7784	0.8024
0.0766	3.5780	207000	0.1024	0.8959	0.5992	0.7181	0.9713	0.8151	0.9713	0.7762	0.7975
0.0766	3.5866	207500	0.0973	0.9116	0.5843	0.7122	0.9709	0.8198	0.9711	0.7804	0.7905
0.0808	3.5953	208000	0.0924	0.925	0.5742	0.7085	0.9707	0.8243	0.9710	0.7787	0.7857
0.0808	3.6039	208500	0.0974	0.8840	0.6065	0.7194	0.9713	0.8099	0.9712	0.7776	0.8009
0.079	3.6125	209000	0.1026	0.8842	0.6034	0.7173	0.9711	0.8089	0.9710	0.7777	0.7994
0.079	3.6212	209500	0.0965	0.8680	0.6157	0.7204	0.9712	0.8023	0.9710	0.7792	0.8051
0.0779	3.6298	210000	0.0923	0.8879	0.6041	0.7190	0.9713	0.8116	0.9712	0.7749	0.7998
0.0779	3.6385	210500	0.0930	0.8978	0.5980	0.7179	0.9713	0.8160	0.9713	0.7781	0.7970
0.081	3.6471	211000	0.0972	0.9057	0.5936	0.7172	0.9713	0.8195	0.9714	0.7803	0.7950
0.081	3.6558	211500	0.0907	0.8938	0.6039	0.7208	0.9715	0.8155	0.9715	0.7794	0.7998
0.0793	3.6644	212000	0.0951	0.8829	0.6104	0.7218	0.9715	0.8105	0.9714	0.7808	0.8028
0.0793	3.6730	212500	0.0941	0.8722	0.6151	0.7214	0.9713	0.8049	0.9712	0.7794	0.8049
0.0774	3.6817	213000	0.0950	0.9079	0.5906	0.7156	0.9712	0.8198	0.9713	0.7773	0.7935
0.0774	3.6903	213500	0.1021	0.8798	0.6090	0.7197	0.9712	0.8079	0.9712	0.7717	0.8020
0.0762	3.6990	214000	0.1013	0.8938	0.5988	0.7172	0.9712	0.8137	0.9712	0.7786	0.7973
0.0762	3.7076	214500	0.0977	0.9143	0.5872	0.7151	0.9712	0.8226	0.9714	0.7781	0.7920
0.0723	3.7163	215000	0.0990	0.9086	0.5900	0.7154	0.9711	0.8200	0.9713	0.7773	0.7932
0.0723	3.7249	215500	0.0994	0.8829	0.6064	0.7190	0.9712	0.8091	0.9711	0.7814	0.8008
0.0771	3.7335	216000	0.0991	0.8846	0.6043	0.7181	0.9711	0.8095	0.9711	0.7783	0.7998
0.0771	3.7422	216500	0.1017	0.9158	0.5872	0.7156	0.9712	0.8236	0.9714	0.7766	0.7920
0.078	3.7508	217000	0.0978	0.9072	0.5920	0.7165	0.9712	0.8199	0.9714	0.7778	0.7942
0.078	3.7595	217500	0.0988	0.8845	0.6065	0.7196	0.9713	0.8102	0.9712	0.7819	0.8009
0.0778	3.7681	218000	0.0900	0.9054	0.5929	0.7165	0.9712	0.8190	0.9713	0.7833	0.7946
0.0778	3.7767	218500	0.0931	0.9049	0.5946	0.7176	0.9713	0.8193	0.9714	0.7822	0.7954
0.0802	3.7854	219000	0.0934	0.9088	0.5900	0.7155	0.9712	0.8202	0.9713	0.7737	0.7933
0.0802	3.7940	219500	0.1003	0.8949	0.5984	0.7172	0.9712	0.8142	0.9712	0.7811	0.7971
0.0763	3.8027	220000	0.0945	0.9084	0.5890	0.7146	0.9711	0.8195	0.9712	0.7818	0.7927
0.0763	3.8113	220500	0.1007	0.9190	0.5824	0.7130	0.9710	0.8238	0.9713	0.7766	0.7897
0.0778	3.8200	221000	0.1016	0.9122	0.5864	0.7139	0.9711	0.8210	0.9712	0.7782	0.7916
0.0778	3.8286	221500	0.0936	0.9051	0.5913	0.7153	0.9711	0.8182	0.9712	0.7804	0.7938
0.0748	3.8372	222000	0.0944	0.8946	0.5952	0.7148	0.9710	0.8128	0.9710	0.7835	0.7955
0.0748	3.8459	222500	0.0967	0.8909	0.6012	0.7179	0.9712	0.8126	0.9712	0.7812	0.7984
0.0783	3.8545	223000	0.0938	0.9029	0.5947	0.7171	0.9712	0.8181	0.9713	0.7818	0.7954
0.0783	3.8632	223500	0.0953	0.9282	0.5777	0.7121	0.9710	0.8277	0.9714	0.7736	0.7875
0.0792	3.8718	224000	0.0938	0.8950	0.6011	0.7192	0.9713	0.8153	0.9714	0.7841	0.7985
0.0792	3.8805	224500	0.0954	0.8862	0.6101	0.7227	0.9716	0.8127	0.9715	0.7824	0.8028
0.0806	3.8891	225000	0.1026	0.8860	0.6084	0.7214	0.9715	0.8119	0.9714	0.7834	0.8019
0.0806	3.8977	225500	0.0921	0.8885	0.6065	0.7209	0.9714	0.8129	0.9714	0.7825	0.8010
0.0816	3.9064	226000	0.0945	0.8891	0.6070	0.7214	0.9715	0.8135	0.9715	0.7844	0.8012
0.0816	3.9150	226500	0.0939	0.8845	0.6074	0.7202	0.9713	0.8105	0.9713	0.7855	0.8014
0.077	3.9237	227000	0.0960	0.8831	0.6108	0.7222	0.9715	0.8109	0.9714	0.7834	0.8030
0.077	3.9323	227500	0.0965	0.9043	0.5992	0.7208	0.9716	0.8208	0.9717	0.7818	0.7977
0.08	3.9410	228000	0.0921	0.9007	0.5954	0.7169	0.9712	0.8169	0.9713	0.7844	0.7958
0.08	3.9496	228500	0.1009	0.9157	0.5888	0.7168	0.9713	0.8242	0.9715	0.7798	0.7928
0.0738	3.9582	229000	0.0987	0.9137	0.5882	0.7157	0.9712	0.8227	0.9714	0.7814	0.7925
0.0738	3.9669	229500	0.0951	0.9134	0.5901	0.7170	0.9713	0.8232	0.9715	0.7849	0.7934
0.0797	3.9755	230000	0.0972	0.8941	0.6012	0.7190	0.9713	0.8147	0.9713	0.7858	0.7985
0.0797	3.9842	230500	0.0945	0.8988	0.6027	0.7215	0.9716	0.8184	0.9716	0.7809	0.7993
0.0803	3.9928	231000	0.0936	0.9029	0.5979	0.7194	0.9714	0.8193	0.9715	0.7829	0.7971
0.0803	4.0015	231500	0.1078	0.8812	0.6122	0.7224	0.9715	0.8100	0.9714	0.7782	0.8036
0.0728	4.0101	232000	0.0975	0.8813	0.6116	0.7221	0.9715	0.8099	0.9714	0.7792	0.8033
0.0728	4.0187	232500	0.1048	0.8672	0.6181	0.7218	0.9713	0.8025	0.9711	0.7805	0.8063
0.0707	4.0274	233000	0.0978	0.8987	0.5971	0.7175	0.9712	0.8163	0.9713	0.7778	0.7966
0.0707	4.0360	233500	0.1003	0.8771	0.6104	0.7198	0.9712	0.8066	0.9711	0.7797	0.8027
0.0724	4.0447	234000	0.1060	0.8894	0.6040	0.7195	0.9713	0.8126	0.9713	0.7798	0.7998
0.0724	4.0533	234500	0.0968	0.8902	0.6041	0.7198	0.9714	0.8132	0.9713	0.7799	0.7998
0.0721	4.0619	235000	0.0979	0.8827	0.6065	0.7190	0.9712	0.8090	0.9711	0.7820	0.8008
0.0721	4.0706	235500	0.0998	0.9018	0.5969	0.7184	0.9713	0.8182	0.9714	0.7749	0.7965
0.0722	4.0792	236000	0.1017	0.8832	0.6068	0.7194	0.9712	0.8095	0.9712	0.7808	0.8010
0.0722	4.0879	236500	0.1028	0.8828	0.6090	0.7208	0.9714	0.8100	0.9713	0.7805	0.8021
0.0699	4.0965	237000	0.1054	0.8743	0.6140	0.7214	0.9713	0.8060	0.9712	0.7791	0.8044
0.0699	4.1052	237500	0.1003	0.8772	0.6124	0.7212	0.9713	0.8073	0.9712	0.7802	0.8037
0.0657	4.1138	238000	0.0978	0.8875	0.6084	0.7219	0.9715	0.8129	0.9715	0.7819	0.8019
0.0657	4.1224	238500	0.0993	0.8880	0.6081	0.7219	0.9715	0.8131	0.9715	0.7827	0.8018
0.0723	4.1311	239000	0.0984	0.9019	0.6006	0.7210	0.9716	0.8197	0.9717	0.7778	0.7984
0.0723	4.1397	239500	0.1046	0.8899	0.6080	0.7224	0.9716	0.8144	0.9716	0.7812	0.8018
0.0652	4.1484	240000	0.1001	0.8749	0.6175	0.7240	0.9716	0.8076	0.9714	0.7835	0.8062
0.0652	4.1570	240500	0.1024	0.8990	0.6031	0.7219	0.9716	0.8186	0.9717	0.7764	0.7995
0.0701	4.1657	241000	0.1021	0.9006	0.6013	0.7211	0.9716	0.8191	0.9716	0.7765	0.7987
0.0701	4.1743	241500	0.0937	0.8768	0.6161	0.7237	0.9716	0.8084	0.9714	0.7817	0.8055
0.0696	4.1829	242000	0.1027	0.8770	0.6150	0.7230	0.9715	0.8081	0.9714	0.7814	0.8049
0.0696	4.1916	242500	0.0935	0.8928	0.6053	0.7214	0.9715	0.8153	0.9715	0.7811	0.8005
0.0685	4.2002	243000	0.1029	0.8817	0.6129	0.7231	0.9716	0.8106	0.9715	0.7799	0.8040
0.0685	4.2089	243500	0.1036	0.8993	0.6016	0.7210	0.9716	0.8184	0.9716	0.7777	0.7988
0.0715	4.2175	244000	0.1042	0.8892	0.6079	0.7222	0.9716	0.8139	0.9715	0.7800	0.8017
0.0715	4.2262	244500	0.1050	0.8706	0.6162	0.7216	0.9713	0.8042	0.9712	0.7826	0.8054
0.0712	4.2348	245000	0.0980	0.8898	0.6078	0.7223	0.9716	0.8142	0.9715	0.7782	0.8017
0.0712	4.2434	245500	0.1007	0.8813	0.6133	0.7233	0.9716	0.8105	0.9715	0.7820	0.8042
0.0761	4.2521	246000	0.1029	0.8838	0.6129	0.7238	0.9716	0.8120	0.9716	0.7809	0.8041
0.0761	4.2607	246500	0.0991	0.8886	0.6093	0.7229	0.9716	0.8140	0.9716	0.7786	0.8024
0.072	4.2694	247000	0.0998	0.8843	0.6123	0.7236	0.9716	0.8122	0.9716	0.7784	0.8038
0.072	4.2780	247500	0.0985	0.8616	0.6255	0.7248	0.9715	0.8011	0.9713	0.7845	0.8098
0.0696	4.2867	248000	0.0979	0.8969	0.6037	0.7217	0.9716	0.8175	0.9716	0.7759	0.7998
0.0696	4.2953	248500	0.0967	0.8850	0.6113	0.7231	0.9716	0.8122	0.9715	0.7779	0.8033
0.0671	4.3039	249000	0.1019	0.8925	0.6074	0.7229	0.9717	0.8159	0.9716	0.7804	0.8015
0.0671	4.3126	249500	0.1023	0.8953	0.6047	0.7219	0.9716	0.8168	0.9716	0.7797	0.8003
0.07	4.3212	250000	0.1033	0.9078	0.5941	0.7181	0.9714	0.8210	0.9715	0.7780	0.7952
0.07	4.3299	250500	0.0977	0.9042	0.5969	0.7191	0.9714	0.8198	0.9715	0.7788	0.7966
0.0683	4.3385	251000	0.1025	0.8899	0.6080	0.7224	0.9716	0.8144	0.9716	0.7806	0.8018
0.0683	4.3471	251500	0.0980	0.8964	0.6047	0.7222	0.9716	0.8176	0.9717	0.7808	0.8003
0.0704	4.3558	252000	0.1066	0.9103	0.5945	0.7193	0.9715	0.8229	0.9717	0.7751	0.7955
0.0704	4.3644	252500	0.0982	0.9055	0.5979	0.7202	0.9715	0.8210	0.9716	0.7789	0.7971
0.0738	4.3731	253000	0.1015	0.8944	0.6041	0.7211	0.9715	0.8160	0.9715	0.7837	0.7999
0.0738	4.3817	253500	0.1042	0.9049	0.5981	0.7202	0.9715	0.8207	0.9716	0.7781	0.7972
0.0664	4.3904	254000	0.0979	0.9048	0.5975	0.7197	0.9715	0.8204	0.9716	0.7829	0.7969
0.0664	4.3990	254500	0.0993	0.9059	0.5985	0.7208	0.9716	0.8215	0.9717	0.7804	0.7974
0.075	4.4076	255000	0.0984	0.8962	0.6031	0.7210	0.9715	0.8168	0.9715	0.7825	0.7995
0.075	4.4163	255500	0.0983	0.8947	0.6054	0.7222	0.9716	0.8166	0.9716	0.7799	0.8006
0.0719	4.4249	256000	0.1019	0.9045	0.6001	0.7215	0.9717	0.8212	0.9717	0.7765	0.7982
0.0719	4.4336	256500	0.1027	0.8763	0.6167	0.7239	0.9716	0.8082	0.9715	0.7811	0.8058
0.0701	4.4422	257000	0.1030	0.9041	0.5983	0.7201	0.9715	0.8202	0.9716	0.7808	0.7973
0.0701	4.4509	257500	0.0946	0.9146	0.5923	0.7190	0.9715	0.8248	0.9717	0.7824	0.7945
0.0705	4.4595	258000	0.0997	0.9091	0.5953	0.7195	0.9715	0.8224	0.9716	0.7820	0.7959
0.0705	4.4681	258500	0.0989	0.9031	0.5982	0.7197	0.9715	0.8195	0.9716	0.7816	0.7972
0.0694	4.4768	259000	0.1002	0.8904	0.6043	0.7200	0.9714	0.8134	0.9714	0.7830	0.7999
0.0694	4.4854	259500	0.1033	0.8978	0.6009	0.7199	0.9714	0.8170	0.9715	0.7809	0.7984
0.0753	4.4941	260000	0.0997	0.8970	0.6022	0.7206	0.9715	0.8170	0.9715	0.7816	0.7990
0.0753	4.5027	260500	0.1044	0.8958	0.6030	0.7208	0.9715	0.8165	0.9715	0.7782	0.7994
0.0697	4.5114	261000	0.1048	0.9007	0.6015	0.7213	0.9716	0.8192	0.9717	0.7787	0.7988
0.0697	4.5200	261500	0.1008	0.8911	0.6061	0.7215	0.9715	0.8145	0.9715	0.7823	0.8009
0.0714	4.5286	262000	0.1010	0.8995	0.6006	0.7203	0.9715	0.8181	0.9715	0.7806	0.7983
0.0714	4.5373	262500	0.1005	0.8988	0.6006	0.7201	0.9715	0.8176	0.9715	0.7800	0.7983
0.0707	4.5459	263000	0.1023	0.8895	0.6068	0.7215	0.9715	0.8137	0.9715	0.7816	0.8012
0.0707	4.5546	263500	0.1032	0.8969	0.6037	0.7216	0.9716	0.8175	0.9716	0.7810	0.7998
0.0713	4.5632	264000	0.1040	0.8949	0.6062	0.7228	0.9717	0.8171	0.9717	0.7807	0.8010
0.0713	4.5719	264500	0.1014	0.8777	0.6174	0.7249	0.9717	0.8095	0.9716	0.7848	0.8062
0.064	4.5805	265000	0.1053	0.8892	0.6076	0.7219	0.9715	0.8138	0.9715	0.7827	0.8016
0.064	4.5891	265500	0.0988	0.8863	0.6090	0.7219	0.9715	0.8123	0.9715	0.7846	0.8022
0.072	4.5978	266000	0.1001	0.8941	0.6083	0.7240	0.9718	0.8173	0.9718	0.7799	0.8020
0.072	4.6064	266500	0.1015	0.8771	0.6178	0.7249	0.9717	0.8092	0.9716	0.7827	0.8063
0.0735	4.6151	267000	0.1000	0.8814	0.6152	0.7246	0.9717	0.8112	0.9716	0.7840	0.8052
0.0735	4.6237	267500	0.1027	0.8895	0.6111	0.7245	0.9718	0.8152	0.9717	0.7814	0.8033
0.0721	4.6324	268000	0.0994	0.8864	0.6122	0.7242	0.9717	0.8135	0.9717	0.7829	0.8038
0.0721	4.6410	268500	0.0984	0.8906	0.6114	0.7251	0.9718	0.8161	0.9718	0.7827	0.8035
0.0744	4.6496	269000	0.1009	0.8850	0.6132	0.7245	0.9717	0.8129	0.9717	0.7831	0.8042
0.0744	4.6583	269500	0.0981	0.8901	0.6119	0.7252	0.9718	0.8159	0.9718	0.7826	0.8037
0.068	4.6669	270000	0.1030	0.8978	0.6076	0.7247	0.9719	0.8195	0.9719	0.7800	0.8018
0.068	4.6756	270500	0.0980	0.8904	0.6095	0.7236	0.9717	0.8153	0.9717	0.7849	0.8025
0.0712	4.6842	271000	0.0978	0.8836	0.6146	0.7250	0.9717	0.8125	0.9717	0.7847	0.8049
0.0712	4.6928	271500	0.0981	0.8948	0.6070	0.7233	0.9717	0.8173	0.9717	0.7835	0.8014
0.0703	4.7015	272000	0.1009	0.8898	0.6094	0.7233	0.9717	0.8148	0.9716	0.7834	0.8025
0.0703	4.7101	272500	0.1004	0.8762	0.6192	0.7256	0.9717	0.8090	0.9716	0.7848	0.8070
0.0677	4.7188	273000	0.1014	0.8943	0.6084	0.7242	0.9718	0.8175	0.9718	0.7815	0.8021
0.0677	4.7274	273500	0.0989	0.8938	0.6089	0.7243	0.9718	0.8173	0.9718	0.7828	0.8023
0.0693	4.7361	274000	0.1017	0.8820	0.6160	0.7254	0.9718	0.8119	0.9717	0.7828	0.8056
0.0693	4.7447	274500	0.1062	0.8793	0.6172	0.7253	0.9717	0.8104	0.9716	0.7815	0.8061
0.069	4.7533	275000	0.0999	0.8845	0.6150	0.7255	0.9718	0.8132	0.9717	0.7826	0.8051
0.069	4.7620	275500	0.0991	0.8853	0.6134	0.7247	0.9717	0.8132	0.9717	0.7824	0.8044
0.0718	4.7706	276000	0.0997	0.8936	0.6091	0.7244	0.9718	0.8173	0.9718	0.7816	0.8024
0.0718	4.7793	276500	0.1018	0.8921	0.6101	0.7246	0.9718	0.8166	0.9718	0.7823	0.8029
0.0723	4.7879	277000	0.0989	0.8960	0.6072	0.7239	0.9718	0.8182	0.9718	0.7826	0.8015
0.0723	4.7966	277500	0.0991	0.8981	0.6059	0.7236	0.9718	0.8191	0.9718	0.7832	0.8009
0.0707	4.8052	278000	0.0998	0.9002	0.6029	0.7221	0.9717	0.8194	0.9717	0.7829	0.7995
0.0707	4.8138	278500	0.1052	0.9043	0.6005	0.7217	0.9717	0.8212	0.9718	0.7779	0.7984
0.0686	4.8225	279000	0.0999	0.8938	0.6070	0.7230	0.9717	0.8166	0.9717	0.7826	0.8014
0.0686	4.8311	279500	0.1002	0.8938	0.6075	0.7234	0.9717	0.8168	0.9717	0.7824	0.8016
0.0679	4.8398	280000	0.1002	0.8932	0.6083	0.7237	0.9717	0.8167	0.9717	0.7831	0.8020
0.0679	4.8484	280500	0.1020	0.9003	0.6027	0.7221	0.9717	0.8194	0.9717	0.7828	0.7994
0.0708	4.8571	281000	0.1022	0.8985	0.6036	0.7221	0.9716	0.8185	0.9717	0.7830	0.7998
0.0708	4.8657	281500	0.1006	0.8923	0.6085	0.7236	0.9717	0.8162	0.9717	0.7832	0.8021
0.0702	4.8743	282000	0.1002	0.8854	0.6117	0.7235	0.9716	0.8127	0.9716	0.7848	0.8035
0.0702	4.8830	282500	0.0999	0.8967	0.6049	0.7225	0.9717	0.8178	0.9717	0.7837	0.8004
0.065	4.8916	283000	0.1019	0.8949	0.6073	0.7236	0.9717	0.8175	0.9718	0.7828	0.8015
0.065	4.9003	283500	0.1024	0.8944	0.6077	0.7237	0.9717	0.8173	0.9718	0.7829	0.8017
0.073	4.9089	284000	0.0989	0.8899	0.6104	0.7241	0.9717	0.8153	0.9717	0.7838	0.8030
0.073	4.9176	284500	0.0994	0.8899	0.6106	0.7243	0.9718	0.8153	0.9717	0.7834	0.8031
0.0718	4.9262	285000	0.0994	0.8903	0.6106	0.7244	0.9718	0.8156	0.9717	0.7832	0.8031
0.0718	4.9348	285500	0.1024	0.8930	0.6090	0.7242	0.9718	0.8168	0.9718	0.7817	0.8024
0.0665	4.9435	286000	0.1005	0.8888	0.6116	0.7246	0.9718	0.8149	0.9717	0.7829	0.8035
0.0665	4.9521	286500	0.1009	0.8878	0.6122	0.7247	0.9718	0.8145	0.9717	0.7829	0.8038
0.0675	4.9608	287000	0.1006	0.8858	0.6131	0.7247	0.9717	0.8135	0.9717	0.7835	0.8042
0.0675	4.9694	287500	0.1004	0.8877	0.6122	0.7247	0.9718	0.8144	0.9717	0.7834	0.8038
0.0719	4.9780	288000	0.0997	0.8891	0.6113	0.7245	0.9718	0.8150	0.9717	0.7834	0.8034
0.0719	4.9867	288500	0.0996	0.8885	0.6118	0.7247	0.9718	0.8148	0.9717	0.7836	0.8036
0.0675	4.9953	289000	0.0999	0.8889	0.6117	0.7247	0.9718	0.8150	0.9717	0.7835	0.8036

Framework versions

—Transformers 4.46.3
—Pytorch 2.5.1
—Datasets 3.1.0
—Tokenizers 0.20.3