test_1024

kwwww/test_1024

test_1024 is a machine learning model from kwwww. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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Public

Updated Oct 7, 2023

Repo size

1.2 GB

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Public

Hugging Face

Repo makeup

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.bin587 MB · 100%

At a glance

License: apache-2.0
Access: Public
Created: Oct 6, 2023
Updated: Oct 7, 2023
SHA: b177b5f9

Datasets

bionlp2004

Model card

From the Hugging Face model README

test_1024

This model is a fine-tuned version of bert-base-uncased on the bionlp2004 dataset. It achieves the following results on the evaluation set:

Loss: 0.5834
Precision: 0.8042
Recall: 0.8233
F1: 0.8137
Accuracy: 0.9480

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: 0.001
train_batch_size: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 1000

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
0.2111	1.0	1039	0.1834	0.7077	0.7812	0.7426	0.9381
0.1853	2.0	2078	0.1748	0.7260	0.7826	0.7533	0.9396
0.1689	3.0	3117	0.1688	0.7417	0.8068	0.7729	0.9446
0.1578	4.0	4156	0.1664	0.7549	0.8098	0.7814	0.9459
0.1494	5.0	5195	0.1648	0.7642	0.8165	0.7895	0.9475
0.1424	6.0	6234	0.1708	0.7421	0.8122	0.7756	0.9459
0.1345	7.0	7273	0.1703	0.7699	0.8304	0.7990	0.9476
0.1305	8.0	8312	0.1773	0.7656	0.8163	0.7901	0.9466
0.1296	9.0	9351	0.1718	0.7627	0.8111	0.7862	0.9459
0.1166	10.0	10390	0.1678	0.7704	0.8363	0.8020	0.9475
0.1135	11.0	11429	0.1809	0.7469	0.8179	0.7808	0.9435
0.1096	12.0	12468	0.1790	0.7719	0.8205	0.7955	0.9458
0.1111	13.0	13507	0.1858	0.7542	0.8097	0.7810	0.9444
0.1055	14.0	14546	0.1763	0.7640	0.8190	0.7905	0.9455
0.1042	15.0	15585	0.1956	0.7523	0.7981	0.7746	0.9429
0.1013	16.0	16624	0.1891	0.7546	0.8113	0.7819	0.9449
0.0992	17.0	17663	0.2038	0.7700	0.7940	0.7818	0.9427
0.0952	18.0	18702	0.1930	0.7686	0.8147	0.7910	0.9456
0.0895	19.0	19741	0.2008	0.7688	0.7970	0.7827	0.9437
0.091	20.0	20780	0.1861	0.7796	0.8223	0.8004	0.9477
0.0875	21.0	21819	0.2110	0.7683	0.8313	0.7985	0.9454
0.0807	22.0	22858	0.2041	0.7473	0.8149	0.7796	0.9430
0.0779	23.0	23897	0.2125	0.7599	0.8206	0.7891	0.9453
0.0781	24.0	24936	0.2101	0.7781	0.7925	0.7853	0.9441
0.0731	25.0	25975	0.1979	0.7867	0.8109	0.7986	0.9460
0.0804	26.0	27014	0.2117	0.7690	0.8197	0.7936	0.9442
0.0769	27.0	28053	0.2117	0.7806	0.8066	0.7934	0.9446
0.073	28.0	29092	0.2227	0.7709	0.7994	0.7849	0.9435
0.0716	29.0	30131	0.2167	0.7702	0.8053	0.7874	0.9438
0.0697	30.0	31170	0.2238	0.7675	0.8172	0.7916	0.9441
0.0692	31.0	32209	0.2281	0.7734	0.8062	0.7895	0.9448
0.0671	32.0	33248	0.2232	0.7706	0.8032	0.7865	0.9442
0.0675	33.0	34287	0.2302	0.7735	0.8192	0.7957	0.9461
0.0655	34.0	35326	0.2199	0.7780	0.7918	0.7848	0.9437
0.0627	35.0	36365	0.2511	0.7638	0.8014	0.7821	0.9417
0.0577	36.0	37404	0.2311	0.7699	0.8037	0.7864	0.9431
0.0583	37.0	38443	0.2280	0.7787	0.8179	0.7978	0.9456
0.0542	38.0	39482	0.2290	0.7701	0.8089	0.7890	0.9445
0.0633	39.0	40521	0.2385	0.7848	0.8021	0.7934	0.9446
0.0585	40.0	41560	0.2335	0.7669	0.8041	0.7851	0.9435
0.058	41.0	42599	0.2520	0.7732	0.8179	0.7950	0.9455
0.0563	42.0	43638	0.2405	0.7746	0.8088	0.7913	0.9448
0.0537	43.0	44677	0.2491	0.7739	0.8122	0.7925	0.9442
0.0564	44.0	45716	0.2460	0.7779	0.8116	0.7944	0.9452
0.0539	45.0	46755	0.2511	0.7754	0.8107	0.7927	0.9444
0.0518	46.0	47794	0.2477	0.7759	0.8055	0.7904	0.9448
0.0508	47.0	48833	0.2638	0.7688	0.8190	0.7931	0.9438
0.0514	48.0	49872	0.2640	0.7717	0.8037	0.7874	0.9428
0.0469	49.0	50911	0.2557	0.7836	0.8170	0.8000	0.9468
0.0489	50.0	51950	0.2584	0.7548	0.8042	0.7787	0.9424
0.0478	51.0	52989	0.2594	0.7878	0.8169	0.8021	0.9454
0.0492	52.0	54028	0.2510	0.7864	0.8226	0.8041	0.9465
0.0509	53.0	55067	0.2586	0.7874	0.8142	0.8005	0.9445
0.0495	54.0	56106	0.2624	0.7742	0.8106	0.7919	0.9456
0.0464	55.0	57145	0.2705	0.7771	0.8061	0.7913	0.9435
0.0477	56.0	58184	0.2553	0.7795	0.8066	0.7928	0.9447
0.0469	57.0	59223	0.2784	0.7740	0.8154	0.7942	0.9442
0.0442	58.0	60262	0.2814	0.7673	0.7988	0.7828	0.9417
0.046	59.0	61301	0.2741	0.7561	0.8167	0.7852	0.9428
0.0437	60.0	62340	0.2767	0.7596	0.7996	0.7791	0.9417
0.0433	61.0	63379	0.2708	0.7671	0.8115	0.7887	0.9446
0.0399	62.0	64418	0.2777	0.7653	0.8196	0.7915	0.9431
0.0399	63.0	65457	0.2516	0.7809	0.7960	0.7884	0.9434
0.0389	64.0	66496	0.2517	0.7727	0.8061	0.7890	0.9463
0.0446	65.0	67535	0.2642	0.7824	0.8212	0.8013	0.9461
0.0429	66.0	68574	0.2750	0.7728	0.8050	0.7886	0.9439
0.0403	67.0	69613	0.2626	0.7677	0.8082	0.7874	0.9429
0.0419	68.0	70652	0.2806	0.7658	0.8120	0.7882	0.9440
0.0408	69.0	71691	0.2777	0.7721	0.7902	0.7811	0.9420
0.0395	70.0	72730	0.2908	0.7627	0.8120	0.7866	0.9433
0.0401	71.0	73769	0.2801	0.7640	0.8196	0.7908	0.9438
0.0408	72.0	74808	0.2803	0.7700	0.7922	0.7809	0.9418
0.04	73.0	75847	0.2951	0.7578	0.8188	0.7872	0.9425
0.0341	74.0	76886	0.2720	0.7647	0.7934	0.7788	0.9413
0.0358	75.0	77925	0.2798	0.7704	0.8019	0.7858	0.9422
0.0372	76.0	78964	0.2868	0.7635	0.8028	0.7827	0.9415
0.0392	77.0	80003	0.3082	0.7750	0.7929	0.7839	0.9418
0.04	78.0	81042	0.2912	0.7618	0.8142	0.7871	0.9414
0.0356	79.0	82081	0.2842	0.7764	0.8010	0.7885	0.9424
0.0372	80.0	83120	0.2871	0.7739	0.7990	0.7863	0.9419
0.0386	81.0	84159	0.2846	0.7832	0.7898	0.7865	0.9414
0.0367	82.0	85198	0.2897	0.7816	0.7844	0.7830	0.9415
0.0383	83.0	86237	0.3040	0.7686	0.7996	0.7838	0.9416
0.036	84.0	87276	0.2934	0.7788	0.7976	0.7881	0.9426
0.0368	85.0	88315	0.2962	0.7726	0.8071	0.7895	0.9442
0.0368	86.0	89354	0.2967	0.7768	0.8086	0.7924	0.9432
0.0336	87.0	90393	0.2853	0.7864	0.7909	0.7887	0.9421
0.0324	88.0	91432	0.3130	0.7768	0.7958	0.7862	0.9418
0.0309	89.0	92471	0.2974	0.7773	0.7940	0.7856	0.9417
0.0362	90.0	93510	0.2749	0.7739	0.8006	0.7870	0.9435
0.0349	91.0	94549	0.2988	0.7609	0.8017	0.7808	0.9411
0.0337	92.0	95588	0.3255	0.7864	0.8010	0.7936	0.9434
0.0346	93.0	96627	0.2814	0.7823	0.8080	0.7949	0.9448
0.0349	94.0	97666	0.3108	0.7644	0.8187	0.7906	0.9433
0.0305	95.0	98705	0.3024	0.7796	0.7994	0.7894	0.9435
0.0349	96.0	99744	0.2989	0.7667	0.7828	0.7747	0.9398
0.0313	97.0	100783	0.3000	0.7721	0.8131	0.7920	0.9448
0.0298	98.0	101822	0.2966	0.7777	0.8052	0.7912	0.9431
0.0339	99.0	102861	0.2943	0.7736	0.8048	0.7889	0.9428
0.0328	100.0	103900	0.2856	0.7900	0.8161	0.8028	0.9460
0.029	101.0	104939	0.3081	0.7765	0.8089	0.7924	0.9433
0.0295	102.0	105978	0.2910	0.7699	0.7947	0.7821	0.9412
0.0329	103.0	107017	0.2997	0.7750	0.8059	0.7901	0.9427
0.0318	104.0	108056	0.3013	0.7819	0.8037	0.7926	0.9436
0.0291	105.0	109095	0.2810	0.7754	0.8059	0.7904	0.9433
0.0313	106.0	110134	0.3226	0.7625	0.8142	0.7875	0.9415
0.032	107.0	111173	0.3040	0.7805	0.8017	0.7910	0.9433
0.0331	108.0	112212	0.3069	0.7758	0.8046	0.7900	0.9440
0.0307	109.0	113251	0.2998	0.7693	0.8064	0.7874	0.9426
0.0274	110.0	114290	0.3051	0.7692	0.8035	0.7860	0.9428
0.0293	111.0	115329	0.3014	0.7668	0.8066	0.7862	0.9440
0.0289	112.0	116368	0.3046	0.7667	0.8068	0.7862	0.9426
0.0283	113.0	117407	0.2984	0.7780	0.7978	0.7878	0.9429
0.0272	114.0	118446	0.3167	0.7757	0.8158	0.7952	0.9447
0.0273	115.0	119485	0.3106	0.7756	0.8055	0.7903	0.9428
0.0317	116.0	120524	0.2959	0.7727	0.8014	0.7868	0.9431
0.0297	117.0	121563	0.3160	0.7887	0.8048	0.7967	0.9434
0.0288	118.0	122602	0.3042	0.7742	0.8118	0.7925	0.9429
0.0292	119.0	123641	0.3008	0.7759	0.7961	0.7859	0.9422
0.0285	120.0	124680	0.3286	0.7753	0.8084	0.7915	0.9430
0.0263	121.0	125719	0.2990	0.7691	0.8152	0.7915	0.9441
0.0257	122.0	126758	0.3015	0.7768	0.8073	0.7918	0.9434
0.0267	123.0	127797	0.3250	0.7813	0.8143	0.7975	0.9439
0.0296	124.0	128836	0.3159	0.7769	0.8091	0.7927	0.9436
0.0256	125.0	129875	0.3239	0.7789	0.8165	0.7973	0.9445
0.027	126.0	130914	0.3057	0.7733	0.8089	0.7907	0.9446
0.0261	127.0	131953	0.3195	0.7695	0.7924	0.7808	0.9407
0.0268	128.0	132992	0.3179	0.7632	0.8122	0.7869	0.9426
0.0291	129.0	134031	0.3141	0.7784	0.8073	0.7926	0.9431
0.0264	130.0	135070	0.3219	0.7755	0.7994	0.7873	0.9425
0.0279	131.0	136109	0.3212	0.7822	0.8006	0.7913	0.9427
0.0277	132.0	137148	0.3253	0.7626	0.8205	0.7905	0.9430
0.026	133.0	138187	0.3159	0.7744	0.8048	0.7893	0.9433
0.0271	134.0	139226	0.3392	0.7823	0.8005	0.7913	0.9431
0.0264	135.0	140265	0.3118	0.7744	0.8124	0.7929	0.9434
0.0262	136.0	141304	0.2872	0.7692	0.8163	0.7921	0.9435
0.0235	137.0	142343	0.3244	0.7860	0.8215	0.8034	0.9457
0.0266	138.0	143382	0.3037	0.7794	0.8082	0.7936	0.9438
0.0279	139.0	144421	0.3012	0.7763	0.8061	0.7909	0.9427
0.0227	140.0	145460	0.3105	0.7776	0.7904	0.7840	0.9403
0.0219	141.0	146499	0.3381	0.7702	0.8120	0.7906	0.9431
0.0269	142.0	147538	0.2908	0.7664	0.8183	0.7915	0.9435
0.0246	143.0	148577	0.3101	0.7728	0.8005	0.7864	0.9423
0.0278	144.0	149616	0.3130	0.7782	0.8115	0.7945	0.9447
0.0257	145.0	150655	0.3214	0.7879	0.7988	0.7933	0.9442
0.0234	146.0	151694	0.3287	0.7812	0.8106	0.7956	0.9439
0.0254	147.0	152733	0.3131	0.7821	0.8194	0.8003	0.9454
0.0232	148.0	153772	0.3072	0.7752	0.8005	0.7876	0.9437
0.0237	149.0	154811	0.3154	0.7702	0.8098	0.7895	0.9436
0.026	150.0	155850	0.3019	0.7813	0.8012	0.7911	0.9445
0.0224	151.0	156889	0.3369	0.7804	0.7974	0.7888	0.9430
0.0217	152.0	157928	0.3248	0.7797	0.7969	0.7882	0.9432
0.0236	153.0	158967	0.3192	0.7859	0.8023	0.7940	0.9435
0.0246	154.0	160006	0.2966	0.7814	0.8001	0.7906	0.9431
0.0245	155.0	161045	0.3147	0.7762	0.7945	0.7853	0.9428
0.0269	156.0	162084	0.3052	0.7861	0.8129	0.7993	0.9452
0.0219	157.0	163123	0.3413	0.7748	0.8073	0.7907	0.9433
0.0234	158.0	164162	0.2932	0.7748	0.8059	0.7900	0.9428
0.025	159.0	165201	0.3192	0.7785	0.7929	0.7856	0.9424
0.0224	160.0	166240	0.3385	0.7834	0.7972	0.7903	0.9444
0.0221	161.0	167279	0.3048	0.7769	0.8044	0.7904	0.9431
0.0214	162.0	168318	0.3028	0.7689	0.8196	0.7934	0.9437
0.0228	163.0	169357	0.3006	0.7798	0.7929	0.7863	0.9421
0.0234	164.0	170396	0.3341	0.7738	0.8077	0.7904	0.9428
0.0216	165.0	171435	0.3060	0.7751	0.8147	0.7944	0.9459
0.0196	166.0	172474	0.2981	0.7891	0.7938	0.7915	0.9434
0.0231	167.0	173513	0.3309	0.7775	0.8050	0.7910	0.9434
0.0222	168.0	174552	0.3128	0.7861	0.7920	0.7890	0.9425
0.0249	169.0	175591	0.3075	0.7796	0.7938	0.7867	0.9431
0.0238	170.0	176630	0.3174	0.7636	0.8035	0.7831	0.9422
0.0235	171.0	177669	0.3323	0.7658	0.8055	0.7852	0.9432
0.0232	172.0	178708	0.3053	0.7960	0.8015	0.7987	0.9449
0.0224	173.0	179747	0.3157	0.7752	0.8068	0.7907	0.9432
0.0205	174.0	180786	0.3214	0.7910	0.8044	0.7977	0.9440
0.022	175.0	181825	0.3210	0.7805	0.8005	0.7904	0.9437
0.022	176.0	182864	0.3326	0.7696	0.7906	0.7800	0.9414
0.0215	177.0	183903	0.3377	0.7691	0.7960	0.7823	0.9409
0.0203	178.0	184942	0.3227	0.7744	0.8005	0.7872	0.9429
0.0212	179.0	185981	0.3381	0.7847	0.7992	0.7919	0.9431
0.0212	180.0	187020	0.3323	0.7738	0.8008	0.7871	0.9423
0.0232	181.0	188059	0.3246	0.7813	0.8111	0.7959	0.9439
0.0217	182.0	189098	0.3141	0.7814	0.7965	0.7889	0.9435
0.0217	183.0	190137	0.3185	0.7891	0.7999	0.7945	0.9432
0.0217	184.0	191176	0.3418	0.7769	0.8066	0.7915	0.9430
0.021	185.0	192215	0.3240	0.7777	0.8012	0.7892	0.9423
0.021	186.0	193254	0.3347	0.7771	0.7997	0.7882	0.9420
0.0207	187.0	194293	0.3219	0.7707	0.7985	0.7844	0.9400
0.0203	188.0	195332	0.3060	0.7789	0.8080	0.7932	0.9432
0.0204	189.0	196371	0.3346	0.7664	0.8167	0.7908	0.9425
0.0208	190.0	197410	0.3303	0.7642	0.8251	0.7935	0.9437
0.0181	191.0	198449	0.3237	0.7822	0.8102	0.7959	0.9446
0.0205	192.0	199488	0.3164	0.7854	0.7970	0.7912	0.9429
0.0239	193.0	200527	0.3301	0.7920	0.8030	0.7975	0.9444
0.0226	194.0	201566	0.3292	0.7859	0.8057	0.7957	0.9446
0.0201	195.0	202605	0.3149	0.7765	0.8052	0.7906	0.9439
0.0199	196.0	203644	0.3379	0.7794	0.8143	0.7965	0.9440
0.0191	197.0	204683	0.3675	0.7803	0.8098	0.7948	0.9448
0.0201	198.0	205722	0.3303	0.7750	0.8050	0.7897	0.9435
0.0205	199.0	206761	0.3309	0.7714	0.8196	0.7947	0.9433
0.0215	200.0	207800	0.3343	0.7838	0.8039	0.7937	0.9435
0.0168	201.0	208839	0.3260	0.7895	0.8019	0.7957	0.9433
0.0204	202.0	209878	0.3313	0.7848	0.8125	0.7984	0.9442
0.0175	203.0	210917	0.3390	0.7734	0.8035	0.7882	0.9428
0.0177	204.0	211956	0.3545	0.7888	0.8026	0.7957	0.9430
0.0194	205.0	212995	0.3244	0.7808	0.8149	0.7975	0.9456
0.0197	206.0	214034	0.3383	0.7874	0.7999	0.7936	0.9436
0.0194	207.0	215073	0.3581	0.7722	0.8057	0.7886	0.9417
0.0201	208.0	216112	0.3508	0.7770	0.8131	0.7946	0.9432
0.0187	209.0	217151	0.3274	0.7730	0.8215	0.7965	0.9439
0.0206	210.0	218190	0.3515	0.7807	0.8061	0.7932	0.9431
0.0184	211.0	219229	0.3501	0.7793	0.7979	0.7885	0.9416
0.0186	212.0	220268	0.3321	0.7720	0.8006	0.7861	0.9418
0.0196	213.0	221307	0.3386	0.7798	0.8124	0.7957	0.9447
0.0165	214.0	222346	0.3349	0.7848	0.8086	0.7965	0.9452
0.019	215.0	223385	0.3102	0.7817	0.8075	0.7944	0.9441
0.0184	216.0	224424	0.3338	0.7816	0.8106	0.7958	0.9433
0.0179	217.0	225463	0.3600	0.7782	0.8199	0.7985	0.9445
0.0199	218.0	226502	0.3343	0.7852	0.8070	0.7959	0.9440
0.0188	219.0	227541	0.3092	0.7871	0.8061	0.7964	0.9439
0.02	220.0	228580	0.3240	0.7926	0.8136	0.8030	0.9463
0.0211	221.0	229619	0.3285	0.7916	0.8017	0.7966	0.9446
0.0187	222.0	230658	0.3205	0.7695	0.8055	0.7871	0.9418
0.0197	223.0	231697	0.3314	0.7765	0.8033	0.7897	0.9428
0.019	224.0	232736	0.3250	0.7859	0.7886	0.7872	0.9420
0.0171	225.0	233775	0.3299	0.7867	0.7929	0.7898	0.9441
0.0169	226.0	234814	0.3300	0.7840	0.8125	0.7980	0.9449
0.018	227.0	235853	0.3152	0.7847	0.8107	0.7975	0.9440
0.0177	228.0	236892	0.3553	0.7767	0.8003	0.7883	0.9428
0.0175	229.0	237931	0.3230	0.7758	0.8149	0.7948	0.9434
0.0176	230.0	238970	0.3179	0.7789	0.8019	0.7902	0.9436
0.0191	231.0	240009	0.3224	0.7681	0.7979	0.7827	0.9417
0.0176	232.0	241048	0.3449	0.7729	0.7985	0.7855	0.9425
0.0169	233.0	242087	0.3328	0.7903	0.8172	0.8035	0.9457
0.0182	234.0	243126	0.3285	0.7813	0.7933	0.7872	0.9430
0.0202	235.0	244165	0.3441	0.7840	0.8120	0.7978	0.9445
0.0167	236.0	245204	0.3351	0.7847	0.7979	0.7912	0.9427
0.0181	237.0	246243	0.3466	0.7800	0.8134	0.7964	0.9444
0.0195	238.0	247282	0.3135	0.7772	0.8079	0.7922	0.9430
0.0159	239.0	248321	0.3411	0.7779	0.8223	0.7994	0.9448
0.0194	240.0	249360	0.3307	0.7883	0.8008	0.7945	0.9442
0.0181	241.0	250399	0.3608	0.7844	0.8142	0.7990	0.9444
0.0167	242.0	251438	0.3494	0.7866	0.8044	0.7954	0.9445
0.0157	243.0	252477	0.3467	0.7793	0.8070	0.7929	0.9444
0.0161	244.0	253516	0.3383	0.7808	0.8046	0.7925	0.9439
0.0178	245.0	254555	0.3469	0.7814	0.8136	0.7972	0.9434
0.0183	246.0	255594	0.3235	0.7872	0.7947	0.7909	0.9434
0.0187	247.0	256633	0.3575	0.7841	0.8079	0.7958	0.9433
0.0178	248.0	257672	0.3305	0.7820	0.8070	0.7943	0.9441
0.0167	249.0	258711	0.3526	0.7859	0.8044	0.7951	0.9435
0.0171	250.0	259750	0.3350	0.7808	0.8082	0.7943	0.9429
0.0152	251.0	260789	0.3298	0.7880	0.8079	0.7978	0.9443
0.0166	252.0	261828	0.3206	0.7802	0.8008	0.7904	0.9434
0.0151	253.0	262867	0.3379	0.7816	0.8109	0.7960	0.9445
0.0152	254.0	263906	0.3340	0.7829	0.8125	0.7975	0.9453
0.0142	255.0	264945	0.3280	0.7790	0.8086	0.7935	0.9438
0.0143	256.0	265984	0.3182	0.7825	0.8152	0.7986	0.9452
0.0165	257.0	267023	0.3289	0.7763	0.8073	0.7915	0.9437
0.0187	258.0	268062	0.3224	0.7805	0.7999	0.7901	0.9431
0.0155	259.0	269101	0.3437	0.7807	0.8151	0.7975	0.9437
0.0179	260.0	270140	0.3547	0.7861	0.8068	0.7963	0.9437
0.0153	261.0	271179	0.3508	0.7740	0.8253	0.7988	0.9447
0.0138	262.0	272218	0.3376	0.7728	0.7997	0.7860	0.9418
0.0171	263.0	273257	0.3228	0.7784	0.7960	0.7871	0.9432
0.0158	264.0	274296	0.3384	0.7776	0.8073	0.7922	0.9424
0.0169	265.0	275335	0.3615	0.7661	0.8050	0.7850	0.9405
0.0153	266.0	276374	0.3688	0.7766	0.8026	0.7894	0.9411
0.0155	267.0	277413	0.3329	0.7869	0.8075	0.7971	0.9446
0.017	268.0	278452	0.3338	0.7780	0.8068	0.7921	0.9441
0.0137	269.0	279491	0.3544	0.7789	0.8165	0.7973	0.9444
0.018	270.0	280530	0.3434	0.7824	0.7983	0.7903	0.9430
0.0156	271.0	281569	0.3341	0.7739	0.8237	0.7980	0.9442
0.0171	272.0	282608	0.3431	0.7764	0.8124	0.7940	0.9445
0.017	273.0	283647	0.3394	0.7739	0.7909	0.7823	0.9417
0.0172	274.0	284686	0.3495	0.7769	0.8066	0.7915	0.9428
0.0149	275.0	285725	0.3508	0.7956	0.7956	0.7956	0.9435
0.0149	276.0	286764	0.3392	0.7741	0.8239	0.7982	0.9455
0.0148	277.0	287803	0.3641	0.7746	0.8109	0.7924	0.9441
0.0157	278.0	288842	0.3763	0.7788	0.8084	0.7933	0.9430
0.0144	279.0	289881	0.3475	0.7870	0.7996	0.7932	0.9430
0.0131	280.0	290920	0.3395	0.7775	0.8012	0.7892	0.9432
0.0146	281.0	291959	0.3391	0.7816	0.8077	0.7944	0.9429
0.0135	282.0	292998	0.3376	0.7763	0.8073	0.7915	0.9431
0.0152	283.0	294037	0.3535	0.7862	0.8053	0.7957	0.9435
0.0159	284.0	295076	0.3500	0.7887	0.8075	0.7980	0.9436
0.0154	285.0	296115	0.3398	0.7820	0.7992	0.7905	0.9434
0.0163	286.0	297154	0.3483	0.7772	0.7916	0.7844	0.9405
0.015	287.0	298193	0.3443	0.7826	0.7979	0.7902	0.9443
0.0128	288.0	299232	0.3502	0.7834	0.8224	0.8024	0.9448
0.0158	289.0	300271	0.3405	0.7703	0.8163	0.7926	0.9436
0.0144	290.0	301310	0.3562	0.7877	0.8042	0.7959	0.9441
0.014	291.0	302349	0.3326	0.7885	0.8215	0.8047	0.9456
0.0139	292.0	303388	0.3353	0.7919	0.8044	0.7981	0.9436
0.0139	293.0	304427	0.3471	0.7894	0.8133	0.8011	0.9454
0.0139	294.0	305466	0.3459	0.7887	0.8221	0.8050	0.9447
0.0134	295.0	306505	0.3615	0.7901	0.8044	0.7972	0.9441
0.016	296.0	307544	0.3371	0.7935	0.8104	0.8019	0.9460
0.0142	297.0	308583	0.3615	0.7845	0.8064	0.7953	0.9443
0.0145	298.0	309622	0.3339	0.7849	0.8082	0.7964	0.9453
0.0157	299.0	310661	0.3617	0.7624	0.8019	0.7816	0.9420
0.0161	300.0	311700	0.3482	0.7899	0.7978	0.7938	0.9435
0.0142	301.0	312739	0.3517	0.7869	0.8178	0.8020	0.9453
0.0129	302.0	313778	0.3371	0.7821	0.8068	0.7943	0.9448
0.0126	303.0	314817	0.3573	0.7783	0.8170	0.7972	0.9431
0.0145	304.0	315856	0.3219	0.7873	0.7947	0.7910	0.9424
0.0146	305.0	316895	0.3466	0.7760	0.8154	0.7952	0.9436
0.0114	306.0	317934	0.3449	0.7753	0.7952	0.7851	0.9413
0.0129	307.0	318973	0.3764	0.7779	0.8170	0.7970	0.9440
0.0135	308.0	320012	0.3423	0.7725	0.8012	0.7866	0.9419
0.0128	309.0	321051	0.3720	0.7959	0.8014	0.7986	0.9453
0.0148	310.0	322090	0.3536	0.7849	0.8122	0.7983	0.9448
0.012	311.0	323129	0.3424	0.7790	0.7916	0.7853	0.9414
0.0139	312.0	324168	0.3422	0.7808	0.8109	0.7956	0.9434
0.0124	313.0	325207	0.3570	0.7850	0.8174	0.8009	0.9446
0.0132	314.0	326246	0.3835	0.7878	0.8149	0.8011	0.9451
0.0133	315.0	327285	0.3544	0.7848	0.8039	0.7942	0.9434
0.0128	316.0	328324	0.3480	0.7995	0.7999	0.7997	0.9447
0.0136	317.0	329363	0.3501	0.7827	0.8071	0.7948	0.9438
0.0128	318.0	330402	0.3471	0.7964	0.7990	0.7977	0.9441
0.016	319.0	331441	0.3572	0.7893	0.8093	0.7991	0.9439
0.0107	320.0	332480	0.3659	0.7857	0.7987	0.7921	0.9434
0.0129	321.0	333519	0.3491	0.7970	0.8095	0.8032	0.9460
0.0126	322.0	334558	0.3480	0.7922	0.8134	0.8027	0.9464
0.0141	323.0	335597	0.3486	0.7926	0.8039	0.7982	0.9450
0.0137	324.0	336636	0.3553	0.7869	0.8098	0.7982	0.9458
0.0141	325.0	337675	0.3501	0.7851	0.8151	0.7998	0.9456
0.0122	326.0	338714	0.3521	0.7885	0.8178	0.8029	0.9455
0.0137	327.0	339753	0.3181	0.7826	0.8032	0.7927	0.9446
0.0136	328.0	340792	0.3684	0.7896	0.8122	0.8007	0.9447
0.0124	329.0	341831	0.3344	0.7856	0.7978	0.7916	0.9448
0.012	330.0	342870	0.3532	0.7814	0.8035	0.7923	0.9438
0.0122	331.0	343909	0.3748	0.7784	0.8023	0.7902	0.9434
0.0114	332.0	344948	0.3308	0.7899	0.8062	0.7980	0.9452
0.0124	333.0	345987	0.3567	0.7783	0.8088	0.7933	0.9438
0.0129	334.0	347026	0.3542	0.7811	0.8102	0.7954	0.9435
0.0125	335.0	348065	0.3680	0.7800	0.8075	0.7935	0.9438
0.0136	336.0	349104	0.3383	0.7803	0.7888	0.7845	0.9419
0.0133	337.0	350143	0.3653	0.7753	0.8073	0.7910	0.9433
0.0128	338.0	351182	0.3416	0.7784	0.8244	0.8008	0.9447
0.0129	339.0	352221	0.3431	0.7738	0.8052	0.7892	0.9428
0.0132	340.0	353260	0.3502	0.7931	0.8026	0.7978	0.9447
0.012	341.0	354299	0.3488	0.7813	0.7967	0.7889	0.9428
0.0114	342.0	355338	0.3640	0.7846	0.8106	0.7973	0.9438
0.009	343.0	356377	0.4008	0.7787	0.8084	0.7932	0.9434
0.0132	344.0	357416	0.3707	0.7726	0.7961	0.7842	0.9422
0.0109	345.0	358455	0.3650	0.7745	0.8086	0.7912	0.9428
0.0113	346.0	359494	0.3534	0.7814	0.8109	0.7959	0.9430
0.0139	347.0	360533	0.3852	0.7705	0.8033	0.7866	0.9420
0.0124	348.0	361572	0.3622	0.7790	0.8061	0.7923	0.9434
0.0139	349.0	362611	0.3589	0.7886	0.7983	0.7934	0.9422
0.0126	350.0	363650	0.3495	0.7937	0.8125	0.8030	0.9454
0.0107	351.0	364689	0.3584	0.7943	0.8030	0.7986	0.9440
0.0105	352.0	365728	0.3715	0.7896	0.8062	0.7978	0.9444
0.0115	353.0	366767	0.3758	0.7742	0.8156	0.7944	0.9443
0.0121	354.0	367806	0.3392	0.7837	0.7967	0.7901	0.9433
0.0108	355.0	368845	0.3318	0.7881	0.7936	0.7908	0.9431
0.013	356.0	369884	0.3469	0.7792	0.7994	0.7892	0.9431
0.0105	357.0	370923	0.3663	0.7813	0.8024	0.7918	0.9436
0.0117	358.0	371962	0.3609	0.7762	0.8127	0.7941	0.9431
0.0124	359.0	373001	0.3728	0.7767	0.8080	0.7921	0.9424
0.0118	360.0	374040	0.3818	0.7649	0.8093	0.7865	0.9419
0.0122	361.0	375079	0.3840	0.7711	0.8134	0.7917	0.9432
0.0131	362.0	376118	0.3666	0.7864	0.8136	0.7998	0.9443
0.013	363.0	377157	0.3768	0.7877	0.7886	0.7882	0.9428
0.0129	364.0	378196	0.3528	0.7827	0.8149	0.7985	0.9437
0.0099	365.0	379235	0.3640	0.7729	0.8158	0.7938	0.9430
0.0111	366.0	380274	0.3762	0.7819	0.8127	0.7970	0.9440
0.0125	367.0	381313	0.3528	0.7693	0.8124	0.7902	0.9427
0.0115	368.0	382352	0.3659	0.7848	0.8190	0.8016	0.9443
0.0127	369.0	383391	0.3769	0.7748	0.8136	0.7937	0.9441
0.011	370.0	384430	0.3823	0.7815	0.8019	0.7916	0.9423
0.0111	371.0	385469	0.3787	0.7793	0.8042	0.7916	0.9433
0.0114	372.0	386508	0.4017	0.7844	0.8079	0.7960	0.9440
0.0134	373.0	387547	0.3670	0.7889	0.8075	0.7981	0.9436
0.0117	374.0	388586	0.3626	0.7825	0.8109	0.7964	0.9458
0.0102	375.0	389625	0.3720	0.7837	0.8151	0.7991	0.9442
0.0106	376.0	390664	0.3693	0.7906	0.8030	0.7967	0.9442
0.012	377.0	391703	0.3745	0.7864	0.8129	0.7994	0.9447
0.0092	378.0	392742	0.3874	0.7784	0.8147	0.7961	0.9443
0.0108	379.0	393781	0.3881	0.7684	0.8050	0.7863	0.9428
0.0112	380.0	394820	0.3827	0.7757	0.8107	0.7928	0.9435
0.011	381.0	395859	0.3833	0.7789	0.8107	0.7945	0.9425
0.0108	382.0	396898	0.3598	0.7812	0.8187	0.7995	0.9442
0.0107	383.0	397937	0.3702	0.7958	0.8073	0.8015	0.9441
0.0096	384.0	398976	0.3559	0.7936	0.8115	0.8024	0.9445
0.0135	385.0	400015	0.3604	0.7879	0.7933	0.7906	0.9415
0.014	386.0	401054	0.3782	0.7894	0.8066	0.7979	0.9442
0.0118	387.0	402093	0.3711	0.7859	0.8059	0.7958	0.9433
0.0098	388.0	403132	0.3920	0.7749	0.8052	0.7897	0.9417
0.0111	389.0	404171	0.3649	0.7865	0.8062	0.7963	0.9434
0.0114	390.0	405210	0.3812	0.7889	0.8006	0.7947	0.9433
0.0101	391.0	406249	0.3572	0.7896	0.8183	0.8037	0.9456
0.0117	392.0	407288	0.3900	0.7838	0.7965	0.7901	0.9423
0.0107	393.0	408327	0.3626	0.7893	0.8033	0.7963	0.9440
0.0098	394.0	409366	0.3642	0.7872	0.8028	0.7949	0.9437
0.0089	395.0	410405	0.3546	0.7895	0.8064	0.7979	0.9440
0.0093	396.0	411444	0.3628	0.7907	0.8143	0.8023	0.9446
0.0095	397.0	412483	0.3504	0.7759	0.8005	0.7880	0.9421
0.0099	398.0	413522	0.3744	0.7812	0.8149	0.7977	0.9438
0.009	399.0	414561	0.3466	0.7905	0.8156	0.8029	0.9452
0.0106	400.0	415600	0.3699	0.7811	0.8116	0.7961	0.9439
0.0113	401.0	416639	0.3700	0.7805	0.8156	0.7976	0.9445
0.0114	402.0	417678	0.3646	0.7814	0.8178	0.7992	0.9444
0.0102	403.0	418717	0.3592	0.7810	0.8041	0.7924	0.9438
0.0093	404.0	419756	0.3799	0.7823	0.8048	0.7934	0.9428
0.0095	405.0	420795	0.3708	0.7930	0.8080	0.8005	0.9437
0.0092	406.0	421834	0.4054	0.7839	0.8037	0.7937	0.9438
0.0105	407.0	422873	0.3621	0.7894	0.8024	0.7959	0.9446
0.0096	408.0	423912	0.4025	0.7897	0.7999	0.7948	0.9428
0.0084	409.0	424951	0.3597	0.7807	0.8160	0.7979	0.9451
0.0107	410.0	425990	0.4082	0.7913	0.8023	0.7967	0.9440
0.0104	411.0	427029	0.3607	0.7894	0.8102	0.7997	0.9448
0.0094	412.0	428068	0.3638	0.7831	0.8003	0.7916	0.9435
0.009	413.0	429107	0.3649	0.7882	0.8190	0.8033	0.9466
0.0096	414.0	430146	0.3773	0.7882	0.8077	0.7978	0.9443
0.0097	415.0	431185	0.3692	0.7748	0.8127	0.7933	0.9433
0.009	416.0	432224	0.3849	0.7825	0.7978	0.7901	0.9433
0.0102	417.0	433263	0.3836	0.7872	0.8120	0.7994	0.9451
0.0095	418.0	434302	0.3605	0.7875	0.8068	0.7970	0.9443
0.0095	419.0	435341	0.3739	0.7911	0.8093	0.8001	0.9456
0.0087	420.0	436380	0.3935	0.7835	0.8214	0.8020	0.9454
0.0102	421.0	437419	0.3897	0.7756	0.8048	0.7899	0.9428
0.0102	422.0	438458	0.4104	0.7814	0.8073	0.7942	0.9433
0.0085	423.0	439497	0.3756	0.7826	0.8160	0.7989	0.9443
0.0108	424.0	440536	0.3696	0.7850	0.8100	0.7973	0.9445
0.0085	425.0	441575	0.3909	0.7870	0.8071	0.7969	0.9436
0.0097	426.0	442614	0.3867	0.7741	0.8125	0.7928	0.9424
0.0089	427.0	443653	0.3527	0.7817	0.8061	0.7937	0.9454
0.0103	428.0	444692	0.3897	0.7787	0.8116	0.7948	0.9433
0.0089	429.0	445731	0.3760	0.7789	0.8116	0.7950	0.9440
0.0091	430.0	446770	0.3309	0.7889	0.8203	0.8043	0.9455
0.0086	431.0	447809	0.3522	0.7871	0.7990	0.7930	0.9439
0.0091	432.0	448848	0.3656	0.7873	0.8059	0.7965	0.9443
0.0085	433.0	449887	0.3482	0.7848	0.8165	0.8004	0.9445
0.0086	434.0	450926	0.3678	0.7951	0.7951	0.7951	0.9435
0.0082	435.0	451965	0.4106	0.7823	0.8071	0.7945	0.9430
0.0094	436.0	453004	0.3759	0.7936	0.8068	0.8001	0.9453
0.0086	437.0	454043	0.3882	0.7865	0.8129	0.7995	0.9456
0.0096	438.0	455082	0.3658	0.7746	0.8014	0.7878	0.9429
0.0088	439.0	456121	0.3706	0.7914	0.8028	0.7971	0.9447
0.0092	440.0	457160	0.3814	0.7829	0.8104	0.7964	0.9440
0.0086	441.0	458199	0.4057	0.7740	0.8019	0.7877	0.9435
0.0088	442.0	459238	0.3757	0.7831	0.8172	0.7998	0.9446
0.0069	443.0	460277	0.3856	0.7777	0.8142	0.7955	0.9442
0.0091	444.0	461316	0.3890	0.7831	0.8120	0.7973	0.9443
0.0098	445.0	462355	0.3759	0.7891	0.8199	0.8042	0.9459
0.0088	446.0	463394	0.3704	0.7816	0.8118	0.7964	0.9445
0.0089	447.0	464433	0.3946	0.7938	0.8057	0.7997	0.9441
0.0075	448.0	465472	0.3821	0.7788	0.8057	0.7920	0.9434
0.0093	449.0	466511	0.3668	0.7848	0.8032	0.7939	0.9437
0.0085	450.0	467550	0.3756	0.7871	0.8129	0.7998	0.9455
0.0082	451.0	468589	0.3780	0.7839	0.8093	0.7964	0.9449
0.0092	452.0	469628	0.3837	0.7835	0.8161	0.7995	0.9457
0.008	453.0	470667	0.3873	0.7861	0.8062	0.7961	0.9441
0.0089	454.0	471706	0.3607	0.7766	0.8196	0.7975	0.9454
0.0081	455.0	472745	0.3804	0.7929	0.7990	0.7959	0.9430
0.0071	456.0	473784	0.3867	0.7913	0.8125	0.8018	0.9452
0.0092	457.0	474823	0.3674	0.7864	0.8156	0.8007	0.9440
0.0078	458.0	475862	0.3824	0.7823	0.8187	0.8001	0.9457
0.0079	459.0	476901	0.4021	0.7793	0.8064	0.7926	0.9435
0.0083	460.0	477940	0.4018	0.7828	0.8131	0.7976	0.9437
0.0095	461.0	478979	0.4047	0.7861	0.8134	0.7995	0.9448
0.0093	462.0	480018	0.3808	0.7893	0.8142	0.8015	0.9450
0.0083	463.0	481057	0.3875	0.7807	0.7925	0.7866	0.9424
0.0085	464.0	482096	0.3744	0.7865	0.8041	0.7952	0.9427
0.0079	465.0	483135	0.3886	0.7890	0.7961	0.7926	0.9429
0.0088	466.0	484174	0.3952	0.7875	0.8003	0.7939	0.9427
0.0082	467.0	485213	0.3827	0.7751	0.8064	0.7905	0.9432
0.0087	468.0	486252	0.3996	0.7726	0.8142	0.7928	0.9436
0.0084	469.0	487291	0.3783	0.7926	0.8133	0.8028	0.9455
0.0065	470.0	488330	0.3755	0.7846	0.7906	0.7876	0.9428
0.0068	471.0	489369	0.3816	0.7856	0.8134	0.7993	0.9461
0.0089	472.0	490408	0.3812	0.7886	0.8066	0.7975	0.9446
0.0074	473.0	491447	0.3710	0.7859	0.8082	0.7969	0.9445
0.0075	474.0	492486	0.3826	0.7805	0.8190	0.7993	0.9446
0.0075	475.0	493525	0.4106	0.7943	0.8172	0.8056	0.9469
0.0073	476.0	494564	0.3735	0.7811	0.8111	0.7958	0.9443
0.0084	477.0	495603	0.3744	0.7889	0.8033	0.7960	0.9446
0.0076	478.0	496642	0.3748	0.7935	0.8122	0.8027	0.9455
0.0072	479.0	497681	0.3832	0.7857	0.8142	0.7997	0.9448
0.0087	480.0	498720	0.3861	0.7807	0.8163	0.7981	0.9439
0.0072	481.0	499759	0.3944	0.7864	0.8210	0.8033	0.9453
0.0084	482.0	500798	0.3689	0.7878	0.8111	0.7993	0.9446
0.0071	483.0	501837	0.3825	0.7861	0.8102	0.7980	0.9454
0.0078	484.0	502876	0.3677	0.7870	0.8046	0.7957	0.9444
0.0067	485.0	503915	0.3642	0.7885	0.8129	0.8005	0.9464
0.007	486.0	504954	0.3915	0.7742	0.8109	0.7922	0.9440
0.0081	487.0	505993	0.3908	0.7830	0.8172	0.7997	0.9449
0.0066	488.0	507032	0.3826	0.7879	0.8262	0.8066	0.9462
0.0081	489.0	508071	0.3755	0.7888	0.8089	0.7987	0.9442
0.0074	490.0	509110	0.4019	0.7861	0.8219	0.8036	0.9446
0.0078	491.0	510149	0.3797	0.7886	0.8035	0.7960	0.9444
0.0086	492.0	511188	0.3663	0.7894	0.8091	0.7991	0.9448
0.0074	493.0	512227	0.3588	0.7810	0.8106	0.7955	0.9440
0.0066	494.0	513266	0.3726	0.7886	0.8158	0.8020	0.9452
0.0069	495.0	514305	0.3866	0.7808	0.8125	0.7963	0.9431
0.0069	496.0	515344	0.3953	0.7882	0.8124	0.8001	0.9447
0.0073	497.0	516383	0.4033	0.7958	0.8097	0.8026	0.9450
0.0074	498.0	517422	0.3865	0.7812	0.8097	0.7952	0.9437
0.0064	499.0	518461	0.3805	0.7868	0.8042	0.7954	0.9434
0.0081	500.0	519500	0.3642	0.7820	0.8109	0.7962	0.9443
0.008	501.0	520539	0.3539	0.7833	0.8118	0.7973	0.9446
0.0072	502.0	521578	0.3622	0.7966	0.8151	0.8057	0.9452
0.0057	503.0	522617	0.4188	0.7736	0.8196	0.7959	0.9450
0.0086	504.0	523656	0.3780	0.7865	0.8066	0.7964	0.9440
0.0075	505.0	524695	0.3763	0.7863	0.8124	0.7991	0.9447
0.0062	506.0	525734	0.3900	0.7887	0.8161	0.8022	0.9447
0.0072	507.0	526773	0.3958	0.7867	0.8050	0.7957	0.9435
0.0068	508.0	527812	0.3961	0.7926	0.8100	0.8012	0.9458
0.0067	509.0	528851	0.3845	0.7890	0.8093	0.7990	0.9447
0.0061	510.0	529890	0.3851	0.7857	0.8073	0.7963	0.9442
0.0076	511.0	530929	0.3861	0.7833	0.8097	0.7962	0.9432
0.007	512.0	531968	0.3947	0.7952	0.8070	0.8010	0.9438
0.0076	513.0	533007	0.3980	0.7846	0.8122	0.7982	0.9438
0.0069	514.0	534046	0.3888	0.7925	0.8061	0.7992	0.9457
0.0071	515.0	535085	0.3748	0.7899	0.8024	0.7961	0.9436
0.0077	516.0	536124	0.3921	0.7762	0.8024	0.7891	0.9424
0.0076	517.0	537163	0.3822	0.7795	0.8163	0.7975	0.9455
0.0063	518.0	538202	0.3998	0.7964	0.8129	0.8046	0.9463
0.0064	519.0	539241	0.3677	0.7915	0.8124	0.8018	0.9465
0.0062	520.0	540280	0.3974	0.7916	0.8152	0.8032	0.9449
0.0067	521.0	541319	0.4059	0.7901	0.8232	0.8063	0.9455
0.0064	522.0	542358	0.3886	0.7925	0.8111	0.8017	0.9450
0.0064	523.0	543397	0.4107	0.7845	0.8115	0.7977	0.9443
0.0065	524.0	544436	0.3957	0.7874	0.8118	0.7994	0.9448
0.006	525.0	545475	0.3902	0.7806	0.8235	0.8015	0.9450
0.0074	526.0	546514	0.3890	0.7882	0.8147	0.8012	0.9441
0.006	527.0	547553	0.3747	0.7971	0.8149	0.8059	0.9466
0.0062	528.0	548592	0.3984	0.7842	0.8172	0.8004	0.9452
0.0072	529.0	549631	0.3768	0.7940	0.8053	0.7996	0.9452
0.0053	530.0	550670	0.4013	0.7904	0.8093	0.7997	0.9456
0.0066	531.0	551709	0.3986	0.7859	0.8019	0.7938	0.9435
0.0069	532.0	552748	0.3916	0.7862	0.8131	0.7994	0.9454
0.0062	533.0	553787	0.3888	0.7879	0.8143	0.8009	0.9449
0.0064	534.0	554826	0.3732	0.7838	0.7999	0.7918	0.9432
0.0072	535.0	555865	0.4007	0.8022	0.7916	0.7969	0.9437
0.0064	536.0	556904	0.4133	0.7870	0.8172	0.8018	0.9437
0.0048	537.0	557943	0.3813	0.7936	0.8044	0.7990	0.9443
0.0049	538.0	558982	0.4053	0.7898	0.8127	0.8011	0.9452
0.0059	539.0	560021	0.3911	0.7883	0.8120	0.8000	0.9444
0.006	540.0	561060	0.3842	0.7949	0.8140	0.8043	0.9460
0.0054	541.0	562099	0.4047	0.7843	0.8003	0.7922	0.9431
0.0066	542.0	563138	0.3822	0.7882	0.8095	0.7987	0.9433
0.007	543.0	564177	0.3878	0.7913	0.8055	0.7983	0.9436
0.0053	544.0	565216	0.3775	0.7950	0.8061	0.8005	0.9448
0.0063	545.0	566255	0.3996	0.7860	0.8100	0.7978	0.9432
0.0058	546.0	567294	0.3995	0.7914	0.8028	0.7971	0.9434
0.0066	547.0	568333	0.4208	0.7892	0.8129	0.8009	0.9436
0.0055	548.0	569372	0.4142	0.7866	0.8133	0.7997	0.9438
0.0056	549.0	570411	0.3787	0.7923	0.8019	0.7971	0.9433
0.0067	550.0	571450	0.4285	0.7823	0.8160	0.7988	0.9436
0.0054	551.0	572489	0.3950	0.7822	0.8201	0.8007	0.9450
0.0058	552.0	573528	0.4185	0.7787	0.8174	0.7976	0.9435
0.0069	553.0	574567	0.3857	0.7887	0.8140	0.8011	0.9450
0.0056	554.0	575606	0.3753	0.7874	0.8082	0.7977	0.9424
0.005	555.0	576645	0.3873	0.7960	0.7933	0.7946	0.9428
0.0065	556.0	577684	0.3951	0.7905	0.8134	0.8018	0.9451
0.0052	557.0	578723	0.4060	0.7843	0.8086	0.7962	0.9434
0.0064	558.0	579762	0.4056	0.7893	0.8111	0.8001	0.9449
0.0055	559.0	580801	0.3979	0.7887	0.8212	0.8046	0.9460
0.0057	560.0	581840	0.4173	0.7878	0.8156	0.8015	0.9450
0.0054	561.0	582879	0.4067	0.7863	0.8026	0.7944	0.9431
0.005	562.0	583918	0.4231	0.7892	0.8008	0.7950	0.9433
0.0066	563.0	584957	0.3879	0.7894	0.8048	0.7970	0.9441
0.0059	564.0	585996	0.3844	0.7872	0.8061	0.7965	0.9435
0.0058	565.0	587035	0.3851	0.7961	0.8080	0.8020	0.9462
0.0067	566.0	588074	0.3964	0.7858	0.8230	0.8039	0.9463
0.0056	567.0	589113	0.4201	0.7885	0.8163	0.8022	0.9450
0.0054	568.0	590152	0.3914	0.7912	0.8095	0.8002	0.9459
0.0055	569.0	591191	0.4293	0.7814	0.8142	0.7974	0.9440
0.0053	570.0	592230	0.4001	0.7878	0.8082	0.7979	0.9442
0.0055	571.0	593269	0.3901	0.7886	0.8088	0.7985	0.9445
0.0061	572.0	594308	0.4077	0.7993	0.8116	0.8054	0.9453
0.0054	573.0	595347	0.3736	0.7887	0.8102	0.7993	0.9439
0.0055	574.0	596386	0.4231	0.7877	0.8212	0.8041	0.9445
0.0058	575.0	597425	0.3869	0.7848	0.8174	0.8007	0.9425
0.0054	576.0	598464	0.4040	0.7983	0.8127	0.8055	0.9452
0.0038	577.0	599503	0.4352	0.7966	0.8017	0.7991	0.9440
0.0049	578.0	600542	0.4004	0.7917	0.8154	0.8034	0.9452
0.0054	579.0	601581	0.4270	0.7853	0.8082	0.7966	0.9438
0.0059	580.0	602620	0.4051	0.7886	0.8104	0.7994	0.9443
0.0054	581.0	603659	0.4078	0.7973	0.8095	0.8033	0.9454
0.005	582.0	604698	0.4119	0.7855	0.8071	0.7962	0.9438
0.0061	583.0	605737	0.4104	0.7906	0.8154	0.8028	0.9450
0.0052	584.0	606776	0.4069	0.7821	0.8088	0.7952	0.9444
0.0053	585.0	607815	0.4161	0.7774	0.8215	0.7989	0.9436
0.0047	586.0	608854	0.4359	0.7871	0.8210	0.8037	0.9451
0.0055	587.0	609893	0.3978	0.7927	0.8030	0.7978	0.9444
0.0058	588.0	610932	0.3960	0.7897	0.8151	0.8022	0.9449
0.004	589.0	611971	0.3950	0.7858	0.8125	0.7989	0.9433
0.0054	590.0	613010	0.3757	0.7906	0.7988	0.7947	0.9426
0.0065	591.0	614049	0.4119	0.7878	0.8142	0.8007	0.9434
0.0046	592.0	615088	0.4352	0.7880	0.8147	0.8011	0.9443
0.0051	593.0	616127	0.3947	0.7787	0.8134	0.7957	0.9419
0.0048	594.0	617166	0.4211	0.7942	0.8026	0.7984	0.9441
0.0052	595.0	618205	0.3985	0.7973	0.8197	0.8084	0.9457
0.0051	596.0	619244	0.4073	0.7912	0.8046	0.7979	0.9445
0.0042	597.0	620283	0.3939	0.7822	0.8260	0.8035	0.9457
0.0046	598.0	621322	0.4126	0.7783	0.8055	0.7917	0.9424
0.0052	599.0	622361	0.3995	0.7960	0.8097	0.8028	0.9449
0.0043	600.0	623400	0.3973	0.7883	0.8179	0.8028	0.9456
0.0049	601.0	624439	0.3810	0.7915	0.8120	0.8016	0.9450
0.0045	602.0	625478	0.4229	0.7884	0.8091	0.7986	0.9440
0.0053	603.0	626517	0.4015	0.7948	0.8163	0.8054	0.9459
0.0045	604.0	627556	0.4241	0.8013	0.8179	0.8096	0.9458
0.0057	605.0	628595	0.4039	0.7874	0.8091	0.7981	0.9446
0.0053	606.0	629634	0.4146	0.7888	0.8172	0.8028	0.9453
0.0046	607.0	630673	0.4289	0.7933	0.8093	0.8012	0.9446
0.0055	608.0	631712	0.4017	0.7971	0.8066	0.8018	0.9459
0.0048	609.0	632751	0.3944	0.7898	0.8122	0.8009	0.9449
0.0042	610.0	633790	0.4153	0.7840	0.8149	0.7991	0.9442
0.0054	611.0	634829	0.4083	0.7862	0.8100	0.7979	0.9440
0.0042	612.0	635868	0.4141	0.7825	0.8064	0.7943	0.9441
0.0041	613.0	636907	0.3944	0.7895	0.8089	0.7991	0.9438
0.0039	614.0	637946	0.4104	0.7780	0.8077	0.7925	0.9430
0.004	615.0	638985	0.4168	0.7784	0.8156	0.7966	0.9440
0.0047	616.0	640024	0.4260	0.7843	0.8066	0.7953	0.9435
0.0053	617.0	641063	0.4090	0.7893	0.8188	0.8038	0.9453
0.0048	618.0	642102	0.4092	0.7929	0.8169	0.8047	0.9457
0.0045	619.0	643141	0.4250	0.7790	0.8196	0.7988	0.9441
0.0048	620.0	644180	0.4081	0.7924	0.8102	0.8012	0.9450
0.004	621.0	645219	0.4208	0.7922	0.8232	0.8074	0.9461
0.0044	622.0	646258	0.4305	0.7971	0.8086	0.8028	0.9459
0.0051	623.0	647297	0.4168	0.8015	0.7978	0.7996	0.9448
0.0037	624.0	648336	0.4078	0.7883	0.8125	0.8002	0.9441
0.0033	625.0	649375	0.4261	0.7999	0.8208	0.8102	0.9472
0.0048	626.0	650414	0.4317	0.7899	0.8217	0.8055	0.9458
0.004	627.0	651453	0.4064	0.7951	0.8224	0.8085	0.9466
0.0046	628.0	652492	0.4258	0.7951	0.8125	0.8037	0.9462
0.0042	629.0	653531	0.4113	0.7921	0.8082	0.8001	0.9449
0.0048	630.0	654570	0.4215	0.7949	0.8102	0.8025	0.9458
0.0043	631.0	655609	0.4052	0.8020	0.8127	0.8073	0.9468
0.0057	632.0	656648	0.4131	0.7899	0.8109	0.8002	0.9451
0.0046	633.0	657687	0.4088	0.7880	0.8214	0.8043	0.9461
0.004	634.0	658726	0.4152	0.7950	0.8122	0.8035	0.9464
0.0042	635.0	659765	0.4193	0.7930	0.8181	0.8054	0.9463
0.0043	636.0	660804	0.4097	0.7876	0.8221	0.8045	0.9456
0.0045	637.0	661843	0.3889	0.7840	0.8111	0.7973	0.9449
0.0037	638.0	662882	0.4187	0.8001	0.8136	0.8068	0.9460
0.0041	639.0	663921	0.4345	0.7912	0.8127	0.8018	0.9451
0.0041	640.0	664960	0.4086	0.7934	0.8194	0.8062	0.9464
0.0035	641.0	665999	0.4260	0.7866	0.8170	0.8015	0.9446
0.0048	642.0	667038	0.4068	0.7807	0.8142	0.7971	0.9449
0.0036	643.0	668077	0.4460	0.7857	0.8172	0.8011	0.9455
0.0042	644.0	669116	0.4404	0.7811	0.8266	0.8032	0.9445
0.004	645.0	670155	0.4216	0.7918	0.8118	0.8017	0.9451
0.0034	646.0	671194	0.4270	0.7848	0.8118	0.7981	0.9441
0.0037	647.0	672233	0.4023	0.7905	0.8100	0.8001	0.9454
0.0028	648.0	673272	0.4548	0.7864	0.8223	0.8039	0.9455
0.0041	649.0	674311	0.4137	0.7823	0.8100	0.7959	0.9440
0.0036	650.0	675350	0.4347	0.7917	0.8140	0.8027	0.9450
0.0036	651.0	676389	0.4148	0.7872	0.8214	0.8039	0.9449
0.0042	652.0	677428	0.4225	0.7831	0.8165	0.7994	0.9443
0.0041	653.0	678467	0.4318	0.7917	0.7942	0.7930	0.9431
0.0038	654.0	679506	0.4261	0.7986	0.8174	0.8079	0.9463
0.0034	655.0	680545	0.4392	0.7845	0.8188	0.8013	0.9453
0.0035	656.0	681584	0.4220	0.7933	0.8061	0.7996	0.9439
0.0042	657.0	682623	0.4267	0.7900	0.8154	0.8025	0.9448
0.0042	658.0	683662	0.4331	0.7899	0.8219	0.8056	0.9457
0.003	659.0	684701	0.4158	0.7937	0.8188	0.8061	0.9463
0.0038	660.0	685740	0.4120	0.7923	0.8250	0.8083	0.9471
0.004	661.0	686779	0.4514	0.7892	0.8151	0.8019	0.9443
0.0038	662.0	687818	0.4447	0.7859	0.8208	0.8030	0.9460
0.0036	663.0	688857	0.4288	0.7882	0.8118	0.7999	0.9445
0.0045	664.0	689896	0.4092	0.7897	0.8052	0.7973	0.9445
0.004	665.0	690935	0.4084	0.7913	0.8138	0.8024	0.9455
0.0042	666.0	691974	0.3930	0.7964	0.8075	0.8019	0.9444
0.0039	667.0	693013	0.4182	0.7921	0.8075	0.7997	0.9444
0.0034	668.0	694052	0.4424	0.7855	0.8064	0.7958	0.9436
0.0033	669.0	695091	0.4152	0.7923	0.8050	0.7986	0.9447
0.0037	670.0	696130	0.4009	0.7945	0.8147	0.8045	0.9455
0.0033	671.0	697169	0.4413	0.7851	0.8176	0.8010	0.9451
0.0031	672.0	698208	0.4329	0.7894	0.8134	0.8012	0.9457
0.0032	673.0	699247	0.4385	0.7866	0.8179	0.8020	0.9453
0.0042	674.0	700286	0.4488	0.7959	0.8098	0.8028	0.9450
0.0037	675.0	701325	0.4511	0.7829	0.8120	0.7972	0.9452
0.0046	676.0	702364	0.4060	0.7957	0.8250	0.8101	0.9464
0.0032	677.0	703403	0.4606	0.7855	0.8268	0.8056	0.9457
0.0026	678.0	704442	0.4187	0.7953	0.8208	0.8079	0.9466
0.0029	679.0	705481	0.4512	0.8047	0.8097	0.8072	0.9461
0.0044	680.0	706520	0.4165	0.7900	0.8215	0.8054	0.9460
0.0038	681.0	707559	0.4163	0.7988	0.8145	0.8066	0.9458
0.0034	682.0	708598	0.4481	0.7845	0.8206	0.8021	0.9448
0.0035	683.0	709637	0.4258	0.7906	0.8201	0.8051	0.9457
0.0037	684.0	710676	0.4318	0.7967	0.8188	0.8076	0.9463
0.0029	685.0	711715	0.4045	0.7979	0.8178	0.8077	0.9457
0.0037	686.0	712754	0.3963	0.7853	0.8239	0.8041	0.9462
0.0026	687.0	713793	0.4295	0.7938	0.8208	0.8071	0.9464
0.0035	688.0	714832	0.4049	0.7960	0.8152	0.8055	0.9469
0.0033	689.0	715871	0.4301	0.7903	0.7947	0.7925	0.9428
0.0029	690.0	716910	0.4177	0.7932	0.8187	0.8057	0.9453
0.0028	691.0	717949	0.4268	0.7932	0.8104	0.8017	0.9457
0.0028	692.0	718988	0.4240	0.7804	0.8129	0.7963	0.9445
0.0035	693.0	720027	0.4229	0.7821	0.8181	0.7997	0.9460
0.0024	694.0	721066	0.4529	0.7806	0.8133	0.7966	0.9443
0.004	695.0	722105	0.4427	0.7912	0.8102	0.8006	0.9449
0.0027	696.0	723144	0.4127	0.7913	0.8201	0.8054	0.9457
0.0031	697.0	724183	0.4201	0.7891	0.8152	0.8019	0.9454
0.0025	698.0	725222	0.4412	0.7862	0.8100	0.7979	0.9434
0.0031	699.0	726261	0.4225	0.7882	0.8169	0.8023	0.9454
0.003	700.0	727300	0.4400	0.7928	0.8257	0.8089	0.9464
0.0031	701.0	728339	0.4450	0.7890	0.8248	0.8065	0.9459
0.0027	702.0	729378	0.4433	0.7944	0.8098	0.8020	0.9438
0.003	703.0	730417	0.3895	0.7975	0.8127	0.8050	0.9453
0.0024	704.0	731456	0.4285	0.7873	0.8147	0.8008	0.9442
0.0027	705.0	732495	0.4321	0.7883	0.8199	0.8038	0.9450
0.003	706.0	733534	0.4406	0.7982	0.8133	0.8056	0.9448
0.0027	707.0	734573	0.4502	0.7846	0.8205	0.8021	0.9450
0.0029	708.0	735612	0.4427	0.7897	0.8151	0.8022	0.9450
0.0025	709.0	736651	0.4493	0.7871	0.8147	0.8006	0.9450
0.0026	710.0	737690	0.4518	0.7959	0.8158	0.8057	0.9459
0.0033	711.0	738729	0.4423	0.7929	0.8088	0.8007	0.9453
0.0029	712.0	739768	0.4597	0.7975	0.8080	0.8028	0.9456
0.0026	713.0	740807	0.4450	0.7959	0.8109	0.8033	0.9450
0.0032	714.0	741846	0.4234	0.7942	0.8147	0.8043	0.9454
0.0024	715.0	742885	0.4285	0.7917	0.8197	0.8054	0.9453
0.0026	716.0	743924	0.4647	0.7940	0.8178	0.8057	0.9456
0.0025	717.0	744963	0.4699	0.7891	0.8165	0.8025	0.9449
0.0029	718.0	746002	0.4515	0.7970	0.8188	0.8078	0.9462
0.0027	719.0	747041	0.4307	0.7990	0.8104	0.8046	0.9451
0.0025	720.0	748080	0.4154	0.7987	0.8161	0.8073	0.9459
0.0029	721.0	749119	0.4390	0.7916	0.8262	0.8085	0.9462
0.0027	722.0	750158	0.4241	0.7879	0.8142	0.8008	0.9445
0.0025	723.0	751197	0.4426	0.7957	0.8152	0.8054	0.9446
0.0021	724.0	752236	0.4232	0.7921	0.8102	0.8010	0.9447
0.0029	725.0	753275	0.4368	0.7927	0.8172	0.8048	0.9451
0.0027	726.0	754314	0.4435	0.7870	0.8125	0.7996	0.9444
0.0034	727.0	755353	0.4515	0.7949	0.8172	0.8059	0.9452
0.0023	728.0	756392	0.4692	0.7962	0.8152	0.8056	0.9456
0.0033	729.0	757431	0.4448	0.7955	0.8169	0.8060	0.9465
0.003	730.0	758470	0.4411	0.7925	0.8244	0.8081	0.9468
0.0025	731.0	759509	0.4307	0.7955	0.8120	0.8037	0.9453
0.0024	732.0	760548	0.4382	0.7943	0.8192	0.8066	0.9465
0.0027	733.0	761587	0.4574	0.7849	0.8088	0.7966	0.9429
0.0027	734.0	762626	0.4527	0.7928	0.8167	0.8046	0.9456
0.0034	735.0	763665	0.4234	0.7953	0.8187	0.8068	0.9470
0.0023	736.0	764704	0.4422	0.7940	0.8122	0.8030	0.9456
0.0024	737.0	765743	0.4431	0.7963	0.8181	0.8071	0.9470
0.0023	738.0	766782	0.4485	0.8021	0.8172	0.8096	0.9468
0.0022	739.0	767821	0.4424	0.7928	0.8205	0.8064	0.9467
0.0023	740.0	768860	0.4397	0.7905	0.8169	0.8035	0.9461
0.0027	741.0	769899	0.4477	0.7976	0.8224	0.8098	0.9469
0.0032	742.0	770938	0.4339	0.7930	0.8215	0.8070	0.9460
0.0023	743.0	771977	0.4320	0.7899	0.8192	0.8043	0.9451
0.0028	744.0	773016	0.4296	0.7932	0.8136	0.8033	0.9461
0.0031	745.0	774055	0.4203	0.7851	0.8187	0.8016	0.9452
0.0026	746.0	775094	0.4682	0.7934	0.8224	0.8077	0.9468
0.0026	747.0	776133	0.4391	0.7924	0.8196	0.8058	0.9461
0.002	748.0	777172	0.4618	0.7855	0.8304	0.8073	0.9463
0.0026	749.0	778211	0.4502	0.7971	0.8250	0.8108	0.9468
0.0019	750.0	779250	0.4532	0.8082	0.8181	0.8131	0.9474
0.0024	751.0	780289	0.4493	0.7974	0.8158	0.8065	0.9458
0.0031	752.0	781328	0.4499	0.7975	0.8169	0.8070	0.9459
0.0026	753.0	782367	0.4269	0.7968	0.8226	0.8095	0.9466
0.0017	754.0	783406	0.4538	0.7958	0.8167	0.8061	0.9463
0.0022	755.0	784445	0.4602	0.7883	0.8233	0.8054	0.9458
0.0023	756.0	785484	0.4468	0.7936	0.8169	0.8050	0.9453
0.0016	757.0	786523	0.4895	0.7988	0.8100	0.8044	0.9444
0.0022	758.0	787562	0.4699	0.7825	0.8228	0.8021	0.9438
0.0022	759.0	788601	0.4426	0.7901	0.8120	0.8009	0.9448
0.0025	760.0	789640	0.4644	0.7998	0.8251	0.8123	0.9473
0.0021	761.0	790679	0.4574	0.7941	0.8300	0.8117	0.9472
0.0021	762.0	791718	0.4587	0.7952	0.8264	0.8105	0.9472
0.0025	763.0	792757	0.4515	0.7975	0.8156	0.8064	0.9461
0.0018	764.0	793796	0.4458	0.7996	0.8089	0.8042	0.9458
0.0018	765.0	794835	0.4506	0.8019	0.8152	0.8085	0.9466
0.0019	766.0	795874	0.4440	0.8024	0.8059	0.8041	0.9458
0.0024	767.0	796913	0.4692	0.7915	0.8208	0.8059	0.9463
0.0017	768.0	797952	0.4579	0.7878	0.8091	0.7983	0.9442
0.0018	769.0	798991	0.4510	0.7986	0.8125	0.8055	0.9461
0.002	770.0	800030	0.4845	0.7931	0.8106	0.8017	0.9457
0.0018	771.0	801069	0.4827	0.7957	0.8190	0.8072	0.9458
0.0022	772.0	802108	0.4586	0.7937	0.8190	0.8062	0.9458
0.0023	773.0	803147	0.4674	0.7975	0.8113	0.8043	0.9454
0.0017	774.0	804186	0.4646	0.7935	0.8174	0.8053	0.9463
0.0024	775.0	805225	0.4393	0.7999	0.8170	0.8084	0.9469
0.0018	776.0	806264	0.4459	0.7937	0.8174	0.8054	0.9459
0.0019	777.0	807303	0.4731	0.7978	0.8116	0.8047	0.9456
0.0015	778.0	808342	0.4666	0.8037	0.8097	0.8067	0.9457
0.0023	779.0	809381	0.4582	0.7961	0.8142	0.8050	0.9455
0.0021	780.0	810420	0.4637	0.7930	0.8176	0.8051	0.9465
0.0021	781.0	811459	0.4458	0.8024	0.7979	0.8002	0.9443
0.0019	782.0	812498	0.4264	0.7943	0.8109	0.8025	0.9459
0.0016	783.0	813537	0.4700	0.7969	0.8176	0.8071	0.9465
0.0017	784.0	814576	0.4647	0.7951	0.8136	0.8043	0.9462
0.0019	785.0	815615	0.4754	0.7963	0.8102	0.8032	0.9459
0.0021	786.0	816654	0.4538	0.8004	0.8154	0.8079	0.9470
0.0017	787.0	817693	0.4712	0.7941	0.8271	0.8103	0.9476
0.0015	788.0	818732	0.4862	0.7938	0.8134	0.8035	0.9462
0.0016	789.0	819771	0.4723	0.7856	0.8327	0.8085	0.9469
0.0019	790.0	820810	0.4715	0.7964	0.8199	0.8080	0.9470
0.0016	791.0	821849	0.4785	0.7974	0.8269	0.8119	0.9470
0.0018	792.0	822888	0.4500	0.7978	0.8131	0.8054	0.9453
0.0018	793.0	823927	0.4555	0.7931	0.8147	0.8038	0.9459
0.0016	794.0	824966	0.4884	0.7887	0.8169	0.8025	0.9452
0.0017	795.0	826005	0.5032	0.7976	0.8169	0.8071	0.9456
0.0023	796.0	827044	0.4632	0.7962	0.8205	0.8082	0.9453
0.0025	797.0	828083	0.4627	0.7943	0.8163	0.8052	0.9455
0.0015	798.0	829122	0.4829	0.7867	0.8183	0.8022	0.9447
0.0019	799.0	830161	0.4256	0.8017	0.8205	0.8110	0.9463
0.0016	800.0	831200	0.4710	0.8016	0.8143	0.8079	0.9457
0.0019	801.0	832239	0.4812	0.7996	0.8147	0.8071	0.9460
0.0018	802.0	833278	0.4778	0.7998	0.8151	0.8073	0.9458
0.0017	803.0	834317	0.4807	0.7958	0.8154	0.8055	0.9457
0.0016	804.0	835356	0.4995	0.7961	0.8262	0.8109	0.9472
0.0015	805.0	836395	0.4787	0.7951	0.8107	0.8029	0.9456
0.0018	806.0	837434	0.4550	0.8000	0.8217	0.8107	0.9471
0.0018	807.0	838473	0.4724	0.7939	0.8197	0.8066	0.9463
0.002	808.0	839512	0.4575	0.7973	0.8203	0.8086	0.9468
0.0015	809.0	840551	0.4711	0.8011	0.8210	0.8109	0.9472
0.0016	810.0	841590	0.4773	0.7958	0.8251	0.8102	0.9458
0.0015	811.0	842629	0.4848	0.7879	0.8147	0.8011	0.9451
0.0017	812.0	843668	0.4760	0.7973	0.8138	0.8055	0.9461
0.002	813.0	844707	0.4717	0.7971	0.8185	0.8076	0.9462
0.0012	814.0	845746	0.4940	0.8056	0.8134	0.8095	0.9463
0.0014	815.0	846785	0.5032	0.7993	0.8102	0.8047	0.9449
0.0012	816.0	847824	0.4989	0.7965	0.8100	0.8032	0.9457
0.0016	817.0	848863	0.4786	0.7918	0.8149	0.8032	0.9455
0.0012	818.0	849902	0.4763	0.7965	0.8118	0.8041	0.9460
0.0015	819.0	850941	0.4900	0.7994	0.8097	0.8045	0.9448
0.002	820.0	851980	0.4788	0.7935	0.8187	0.8059	0.9468
0.0016	821.0	853019	0.4634	0.7994	0.8176	0.8084	0.9466
0.0013	822.0	854058	0.4892	0.7975	0.8127	0.8050	0.9456
0.0018	823.0	855097	0.4664	0.7968	0.8217	0.8090	0.9462
0.0017	824.0	856136	0.4987	0.7975	0.8115	0.8044	0.9458
0.0015	825.0	857175	0.5010	0.7927	0.8120	0.8022	0.9447
0.0015	826.0	858214	0.4911	0.7895	0.8125	0.8009	0.9449
0.0015	827.0	859253	0.4935	0.7991	0.8109	0.8050	0.9447
0.0011	828.0	860292	0.5120	0.7982	0.8134	0.8057	0.9458
0.0011	829.0	861331	0.5015	0.7962	0.8057	0.8009	0.9440
0.0015	830.0	862370	0.4795	0.7969	0.8039	0.8004	0.9448
0.0015	831.0	863409	0.4774	0.8033	0.8232	0.8131	0.9472
0.0011	832.0	864448	0.4770	0.7914	0.8214	0.8061	0.9465
0.0011	833.0	865487	0.4959	0.7997	0.8230	0.8111	0.9469
0.0017	834.0	866526	0.4687	0.7923	0.8163	0.8042	0.9455
0.0015	835.0	867565	0.4696	0.8036	0.8196	0.8115	0.9467
0.0012	836.0	868604	0.4724	0.7929	0.8244	0.8083	0.9464
0.0016	837.0	869643	0.4883	0.7967	0.8244	0.8103	0.9468
0.001	838.0	870682	0.4865	0.8017	0.8251	0.8133	0.9473
0.0014	839.0	871721	0.4942	0.7933	0.8226	0.8077	0.9468
0.0011	840.0	872760	0.5014	0.8013	0.8190	0.8100	0.9471
0.0012	841.0	873799	0.4845	0.7966	0.8172	0.8068	0.9468
0.0015	842.0	874838	0.4591	0.8048	0.8136	0.8092	0.9468
0.0012	843.0	875877	0.4804	0.7969	0.8217	0.8091	0.9477
0.0015	844.0	876916	0.4884	0.7987	0.8215	0.8099	0.9471
0.0012	845.0	877955	0.4731	0.8009	0.8251	0.8128	0.9476
0.001	846.0	878994	0.4691	0.7984	0.8224	0.8103	0.9471
0.0012	847.0	880033	0.4797	0.7983	0.8260	0.8119	0.9473
0.0012	848.0	881072	0.4992	0.8004	0.8217	0.8109	0.9474
0.0013	849.0	882111	0.4874	0.8019	0.8201	0.8109	0.9475
0.001	850.0	883150	0.5002	0.7976	0.8217	0.8095	0.9474
0.0012	851.0	884189	0.4827	0.8045	0.8102	0.8074	0.9463
0.0012	852.0	885228	0.4901	0.8029	0.8151	0.8089	0.9471
0.0011	853.0	886267	0.5054	0.7983	0.8217	0.8098	0.9473
0.0011	854.0	887306	0.4526	0.8008	0.8190	0.8098	0.9467
0.0014	855.0	888345	0.4813	0.7991	0.8208	0.8098	0.9469
0.0012	856.0	889384	0.4759	0.7999	0.8113	0.8055	0.9471
0.001	857.0	890423	0.4914	0.7918	0.8183	0.8048	0.9455
0.0009	858.0	891462	0.4937	0.7998	0.8192	0.8094	0.9468
0.0009	859.0	892501	0.5105	0.8023	0.8223	0.8122	0.9471
0.0012	860.0	893540	0.5094	0.7992	0.8197	0.8093	0.9469
0.0013	861.0	894579	0.4979	0.7920	0.8210	0.8063	0.9464
0.0011	862.0	895618	0.5016	0.8025	0.8158	0.8091	0.9473
0.0007	863.0	896657	0.5061	0.7969	0.8120	0.8044	0.9457
0.001	864.0	897696	0.5129	0.7979	0.8169	0.8073	0.9462
0.001	865.0	898735	0.5327	0.7925	0.8221	0.8070	0.9464
0.0011	866.0	899774	0.5030	0.8049	0.8024	0.8037	0.9462
0.0013	867.0	900813	0.5001	0.7994	0.8158	0.8075	0.9459
0.0011	868.0	901852	0.4920	0.7975	0.8129	0.8051	0.9457
0.0009	869.0	902891	0.5026	0.8023	0.8183	0.8102	0.9471
0.001	870.0	903930	0.4871	0.7991	0.8071	0.8031	0.9451
0.0014	871.0	904969	0.4960	0.8014	0.8111	0.8062	0.9461
0.0009	872.0	906008	0.5191	0.7987	0.8160	0.8072	0.9465
0.0007	873.0	907047	0.5024	0.8000	0.8188	0.8093	0.9468
0.001	874.0	908086	0.4847	0.8017	0.8188	0.8102	0.9471
0.0008	875.0	909125	0.4962	0.7989	0.8228	0.8107	0.9474
0.0008	876.0	910164	0.5308	0.7956	0.8140	0.8047	0.9457
0.0012	877.0	911203	0.5027	0.7971	0.8179	0.8074	0.9460
0.0009	878.0	912242	0.5007	0.7962	0.8230	0.8094	0.9464
0.0008	879.0	913281	0.5038	0.7996	0.8197	0.8095	0.9475
0.0006	880.0	914320	0.5296	0.7990	0.8098	0.8044	0.9458
0.0008	881.0	915359	0.5290	0.7966	0.8232	0.8097	0.9468
0.0006	882.0	916398	0.5315	0.7959	0.8201	0.8078	0.9464
0.0009	883.0	917437	0.5188	0.8007	0.8178	0.8092	0.9467
0.0011	884.0	918476	0.5093	0.8013	0.8161	0.8086	0.9459
0.0008	885.0	919515	0.5166	0.8071	0.8197	0.8134	0.9468
0.0008	886.0	920554	0.5166	0.7927	0.8165	0.8044	0.9455
0.0009	887.0	921593	0.5111	0.7984	0.8203	0.8092	0.9466
0.0007	888.0	922632	0.5176	0.8066	0.8215	0.8140	0.9484
0.0008	889.0	923671	0.5246	0.8040	0.8251	0.8144	0.9480
0.0009	890.0	924710	0.5153	0.8070	0.8221	0.8145	0.9481
0.001	891.0	925749	0.5252	0.8072	0.8170	0.8121	0.9472
0.0009	892.0	926788	0.5050	0.7956	0.8215	0.8084	0.9465
0.0006	893.0	927827	0.5037	0.8003	0.8235	0.8118	0.9471
0.0008	894.0	928866	0.5235	0.8017	0.8185	0.8100	0.9471
0.0005	895.0	929905	0.5017	0.7994	0.8224	0.8108	0.9470
0.0005	896.0	930944	0.5039	0.7990	0.8266	0.8125	0.9478
0.0007	897.0	931983	0.5152	0.7960	0.8266	0.8110	0.9473
0.0007	898.0	933022	0.5311	0.8059	0.8174	0.8116	0.9476
0.0008	899.0	934061	0.5276	0.7926	0.8217	0.8069	0.9469
0.0012	900.0	935100	0.5219	0.7915	0.8170	0.8041	0.9463
0.0008	901.0	936139	0.5077	0.8013	0.8255	0.8132	0.9474
0.0007	902.0	937178	0.5122	0.8031	0.8125	0.8078	0.9462
0.0005	903.0	938217	0.5216	0.8015	0.8248	0.8130	0.9480
0.0005	904.0	939256	0.5358	0.7868	0.8239	0.8049	0.9462
0.0013	905.0	940295	0.5141	0.7970	0.8221	0.8093	0.9468
0.0008	906.0	941334	0.5103	0.8044	0.8185	0.8114	0.9469
0.0007	907.0	942373	0.5035	0.8020	0.8205	0.8111	0.9467
0.0005	908.0	943412	0.5259	0.7965	0.8241	0.8101	0.9465
0.0007	909.0	944451	0.5237	0.7964	0.8201	0.8081	0.9464
0.0005	910.0	945490	0.5276	0.8105	0.8228	0.8166	0.9479
0.0004	911.0	946529	0.5498	0.7995	0.8246	0.8119	0.9468
0.0007	912.0	947568	0.5361	0.8002	0.8217	0.8108	0.9474
0.0007	913.0	948607	0.5038	0.7938	0.8210	0.8072	0.9469
0.0004	914.0	949646	0.5322	0.8069	0.8205	0.8136	0.9479
0.0006	915.0	950685	0.5281	0.7961	0.8214	0.8085	0.9469
0.0008	916.0	951724	0.5100	0.8032	0.8203	0.8117	0.9472
0.0004	917.0	952763	0.5286	0.8065	0.8278	0.8170	0.9489
0.0005	918.0	953802	0.5290	0.8044	0.8255	0.8148	0.9485
0.0005	919.0	954841	0.5132	0.8063	0.8163	0.8113	0.9473
0.0005	920.0	955880	0.5210	0.8010	0.8271	0.8139	0.9485
0.0005	921.0	956919	0.5106	0.8031	0.8161	0.8096	0.9472
0.0006	922.0	957958	0.5277	0.7983	0.8266	0.8122	0.9478
0.0005	923.0	958997	0.5359	0.8012	0.8167	0.8089	0.9468
0.0005	924.0	960036	0.5408	0.7992	0.8208	0.8099	0.9470
0.0006	925.0	961075	0.5380	0.8048	0.8138	0.8093	0.9466
0.0005	926.0	962114	0.5508	0.7975	0.8172	0.8073	0.9462
0.0006	927.0	963153	0.5237	0.7965	0.8147	0.8055	0.9457
0.0005	928.0	964192	0.5196	0.7996	0.8194	0.8094	0.9469
0.0005	929.0	965231	0.5362	0.8041	0.8188	0.8114	0.9470
0.0006	930.0	966270	0.5247	0.8012	0.8221	0.8115	0.9468
0.0005	931.0	967309	0.5414	0.8025	0.8212	0.8117	0.9474
0.0006	932.0	968348	0.5392	0.8019	0.8206	0.8111	0.9468
0.0003	933.0	969387	0.5513	0.7985	0.8221	0.8101	0.9468
0.0005	934.0	970426	0.5591	0.8042	0.8187	0.8114	0.9468
0.0005	935.0	971465	0.5431	0.8022	0.8194	0.8107	0.9470
0.0003	936.0	972504	0.5679	0.8038	0.8239	0.8137	0.9475
0.0004	937.0	973543	0.5852	0.8003	0.8255	0.8127	0.9473
0.0008	938.0	974582	0.5427	0.8006	0.8226	0.8114	0.9477
0.0004	939.0	975621	0.5397	0.7971	0.8264	0.8115	0.9475
0.0005	940.0	976660	0.5475	0.7973	0.8183	0.8077	0.9465
0.0004	941.0	977699	0.5390	0.7965	0.8228	0.8095	0.9472
0.0003	942.0	978738	0.5393	0.8004	0.8188	0.8095	0.9469
0.0004	943.0	979777	0.5407	0.8004	0.8248	0.8124	0.9476
0.0006	944.0	980816	0.5311	0.7944	0.8246	0.8092	0.9473
0.0004	945.0	981855	0.5406	0.8004	0.8205	0.8103	0.9474
0.0005	946.0	982894	0.5425	0.8000	0.8228	0.8113	0.9471
0.0003	947.0	983933	0.5538	0.8010	0.8271	0.8139	0.9477
0.0005	948.0	984972	0.5486	0.8041	0.8214	0.8127	0.9477
0.0004	949.0	986011	0.5518	0.8000	0.8199	0.8099	0.9471
0.0003	950.0	987050	0.5625	0.7991	0.8214	0.8101	0.9471
0.0004	951.0	988089	0.5537	0.8007	0.8221	0.8113	0.9476
0.0005	952.0	989128	0.5481	0.8005	0.8185	0.8094	0.9472
0.0004	953.0	990167	0.5525	0.7939	0.8208	0.8072	0.9468
0.0003	954.0	991206	0.5514	0.8022	0.8233	0.8127	0.9478
0.0004	955.0	992245	0.5552	0.8016	0.8253	0.8133	0.9476
0.0003	956.0	993284	0.5550	0.7998	0.8273	0.8133	0.9478
0.0003	957.0	994323	0.5499	0.8022	0.8255	0.8137	0.9480
0.0003	958.0	995362	0.5578	0.8016	0.8246	0.8130	0.9475
0.0004	959.0	996401	0.5684	0.8053	0.8228	0.8139	0.9476
0.0004	960.0	997440	0.5653	0.8011	0.8226	0.8117	0.9477
0.0003	961.0	998479	0.5695	0.7991	0.8230	0.8109	0.9476
0.0003	962.0	999518	0.5755	0.7995	0.8253	0.8122	0.9478
0.0004	963.0	1000557	0.5722	0.8036	0.8208	0.8121	0.9475
0.0004	964.0	1001596	0.5790	0.7987	0.8210	0.8097	0.9474
0.0004	965.0	1002635	0.5700	0.8013	0.8230	0.8120	0.9476
0.0003	966.0	1003674	0.5683	0.7993	0.8226	0.8108	0.9478
0.0003	967.0	1004713	0.5683	0.7979	0.8185	0.8081	0.9467
0.0003	968.0	1005752	0.5732	0.7987	0.8219	0.8102	0.9476
0.0003	969.0	1006791	0.5742	0.8015	0.8215	0.8114	0.9479
0.0003	970.0	1007830	0.5748	0.8044	0.8197	0.8120	0.9481
0.0001	971.0	1008869	0.5735	0.8010	0.8235	0.8121	0.9480
0.0002	972.0	1009908	0.5633	0.8037	0.8226	0.8130	0.9482
0.0004	973.0	1010947	0.5589	0.8009	0.8300	0.8152	0.9488
0.0002	974.0	1011986	0.5590	0.8003	0.8273	0.8136	0.9488
0.0003	975.0	1013025	0.5548	0.7994	0.8275	0.8132	0.9483
0.0002	976.0	1014064	0.5630	0.8008	0.8239	0.8122	0.9483
0.0001	977.0	1015103	0.5635	0.8017	0.8257	0.8135	0.9484
0.0003	978.0	1016142	0.5714	0.8051	0.8235	0.8142	0.9480
0.0002	979.0	1017181	0.5777	0.8016	0.8237	0.8125	0.9478
0.0002	980.0	1018220	0.5852	0.8018	0.8212	0.8114	0.9474
0.0004	981.0	1019259	0.5779	0.8021	0.8239	0.8128	0.9478
0.0001	982.0	1020298	0.5777	0.7993	0.8239	0.8114	0.9481
0.0003	983.0	1021337	0.5820	0.8008	0.8217	0.8111	0.9476
0.0003	984.0	1022376	0.5810	0.7985	0.8250	0.8115	0.9479
0.0003	985.0	1023415	0.5806	0.7994	0.8226	0.8109	0.9476
0.0003	986.0	1024454	0.5829	0.7984	0.8239	0.8110	0.9476
0.0002	987.0	1025493	0.5883	0.8013	0.8212	0.8111	0.9473
0.0002	988.0	1026532	0.5873	0.8004	0.8217	0.8109	0.9475
0.0003	989.0	1027571	0.5852	0.7997	0.8226	0.8110	0.9479
0.0002	990.0	1028610	0.5900	0.7995	0.8260	0.8126	0.9479
0.0002	991.0	1029649	0.5918	0.7996	0.8257	0.8124	0.9478
0.0002	992.0	1030688	0.5897	0.8010	0.8233	0.8120	0.9476
0.0003	993.0	1031727	0.5875	0.8015	0.8226	0.8119	0.9477
0.0002	994.0	1032766	0.5860	0.8015	0.8223	0.8117	0.9475
0.0003	995.0	1033805	0.5848	0.8040	0.8215	0.8127	0.9476
0.0002	996.0	1034844	0.5851	0.8039	0.8241	0.8139	0.9480
0.0003	997.0	1035883	0.5844	0.8043	0.8244	0.8142	0.9481
0.0001	998.0	1036922	0.5839	0.8037	0.8242	0.8138	0.9480
0.0002	999.0	1037961	0.5835	0.8036	0.8230	0.8132	0.9480
0.0003	1000.0	1039000	0.5834	0.8042	0.8233	0.8137	0.9480

Framework versions

Transformers 4.29.2
Pytorch 2.0.1+cu117
Datasets 2.12.0
Tokenizers 0.13.3

License: apache-2.0
Created: Oct 6, 2023
Updated: Oct 7, 2023