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kwwww/
test_64

Name: test_64
Availability: InStock

pytorch

generated_from_trainer

bionlp2004

apache-2.0

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test_64

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: 0.5893
Precision: 0.8007
Recall: 0.8210
F1: 0.8107
Accuracy: 0.9467

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
0.2129	1.0	1039	0.1893	0.7163	0.7463	0.7310	0.9356
0.1846	2.0	2078	0.1721	0.7311	0.8084	0.7678	0.9417
0.1704	3.0	3117	0.1702	0.7403	0.7920	0.7653	0.9441
0.1576	4.0	4156	0.1687	0.7521	0.8190	0.7841	0.9448
0.1505	5.0	5195	0.1719	0.7438	0.7952	0.7687	0.9449
0.1446	6.0	6234	0.1770	0.7403	0.8080	0.7727	0.9441
0.1341	7.0	7273	0.1784	0.7472	0.8363	0.7893	0.9460
0.1293	8.0	8312	0.1764	0.7657	0.8165	0.7903	0.9454
0.1303	9.0	9351	0.1678	0.7586	0.8082	0.7826	0.9462
0.1219	10.0	10390	0.1700	0.7686	0.8367	0.8012	0.9477
0.1165	11.0	11429	0.1845	0.7471	0.8221	0.7828	0.9456
0.11	12.0	12468	0.1794	0.7614	0.8277	0.7932	0.9447
0.1152	13.0	13507	0.1855	0.7410	0.8124	0.7750	0.9442
0.1096	14.0	14546	0.1756	0.7679	0.8037	0.7854	0.9452
0.1073	15.0	15585	0.1810	0.7537	0.8129	0.7822	0.9444
0.104	16.0	16624	0.1822	0.7548	0.8145	0.7835	0.9447
0.0996	17.0	17663	0.1871	0.7800	0.8109	0.7952	0.9462
0.0976	18.0	18702	0.2029	0.7601	0.8057	0.7822	0.9436
0.0929	19.0	19741	0.1986	0.7798	0.7859	0.7829	0.9444
0.091	20.0	20780	0.1909	0.7744	0.8080	0.7909	0.9455
0.0896	21.0	21819	0.2079	0.7651	0.8113	0.7875	0.9450
0.0867	22.0	22858	0.1948	0.7773	0.8084	0.7925	0.9453
0.0836	23.0	23897	0.1959	0.7613	0.8237	0.7913	0.9444
0.0816	24.0	24936	0.2181	0.7655	0.8120	0.7881	0.9441
0.0766	25.0	25975	0.2009	0.7706	0.8120	0.7908	0.9445
0.0859	26.0	27014	0.2032	0.7900	0.8050	0.7974	0.9461
0.0818	27.0	28053	0.2090	0.7670	0.8152	0.7904	0.9451
0.078	28.0	29092	0.2251	0.7683	0.7916	0.7798	0.9429
0.0764	29.0	30131	0.2134	0.7782	0.8010	0.7894	0.9455
0.0728	30.0	31170	0.2158	0.7699	0.8394	0.8031	0.9472
0.0713	31.0	32209	0.2129	0.7690	0.8136	0.7907	0.9446
0.069	32.0	33248	0.2261	0.7624	0.8024	0.7819	0.9436
0.0697	33.0	34287	0.2293	0.7648	0.8190	0.7910	0.9436
0.0673	34.0	35326	0.2190	0.7731	0.8046	0.7886	0.9447
0.0643	35.0	36365	0.2388	0.7654	0.8077	0.7859	0.9431
0.0602	36.0	37404	0.2319	0.7525	0.8115	0.7809	0.9440
0.063	37.0	38443	0.2226	0.7824	0.8127	0.7973	0.9448
0.0582	38.0	39482	0.2417	0.7813	0.7965	0.7888	0.9447
0.0657	39.0	40521	0.2430	0.7847	0.7927	0.7887	0.9431
0.0634	40.0	41560	0.2464	0.7728	0.8116	0.7917	0.9446
0.0609	41.0	42599	0.2421	0.7758	0.8151	0.7949	0.9451
0.0588	42.0	43638	0.2449	0.7657	0.8167	0.7903	0.9436
0.0578	43.0	44677	0.2339	0.7724	0.8111	0.7913	0.9448
0.0578	44.0	45716	0.2329	0.7718	0.8230	0.7966	0.9460
0.0551	45.0	46755	0.2458	0.7706	0.8001	0.7851	0.9431
0.0552	46.0	47794	0.2573	0.7821	0.7983	0.7901	0.9446
0.0532	47.0	48833	0.2313	0.7775	0.8062	0.7916	0.9460
0.052	48.0	49872	0.2848	0.7666	0.8075	0.7865	0.9420
0.052	49.0	50911	0.2535	0.7688	0.8095	0.7886	0.9447
0.0493	50.0	51950	0.2558	0.7765	0.8152	0.7954	0.9439
0.0495	51.0	52989	0.2525	0.7756	0.8104	0.7926	0.9442
0.054	52.0	54028	0.2570	0.7821	0.8118	0.7967	0.9447
0.0522	53.0	55067	0.2601	0.7932	0.8046	0.7989	0.9452
0.0517	54.0	56106	0.2734	0.7660	0.7924	0.7790	0.9414
0.0509	55.0	57145	0.2661	0.7687	0.7943	0.7813	0.9424
0.0511	56.0	58184	0.2528	0.7696	0.8010	0.7850	0.9427
0.049	57.0	59223	0.2567	0.7837	0.7961	0.7899	0.9442
0.0479	58.0	60262	0.2603	0.7842	0.7898	0.7870	0.9410
0.0461	59.0	61301	0.2435	0.7757	0.7933	0.7844	0.9423
0.044	60.0	62340	0.2474	0.7815	0.8037	0.7924	0.9444
0.0446	61.0	63379	0.2580	0.7713	0.8019	0.7863	0.9448
0.0456	62.0	64418	0.2757	0.7803	0.8131	0.7964	0.9446
0.0425	63.0	65457	0.2570	0.7676	0.8005	0.7837	0.9432
0.0413	64.0	66496	0.2668	0.7876	0.8098	0.7985	0.9452
0.047	65.0	67535	0.2730	0.7784	0.8179	0.7977	0.9450
0.0463	66.0	68574	0.2648	0.7914	0.8091	0.8002	0.9449
0.0446	67.0	69613	0.2635	0.7846	0.7961	0.7903	0.9438
0.0443	68.0	70652	0.2662	0.7739	0.8122	0.7925	0.9450
0.0434	69.0	71691	0.2804	0.7767	0.7916	0.7841	0.9411
0.0436	70.0	72730	0.2910	0.7705	0.8158	0.7925	0.9453
0.0417	71.0	73769	0.2640	0.7774	0.8012	0.7891	0.9426
0.0408	72.0	74808	0.2705	0.7802	0.8091	0.7944	0.9440
0.0417	73.0	75847	0.2744	0.7812	0.8203	0.8002	0.9460
0.0393	74.0	76886	0.2844	0.7719	0.7994	0.7854	0.9421
0.0389	75.0	77925	0.2861	0.7611	0.8187	0.7888	0.9429
0.0385	76.0	78964	0.2745	0.7848	0.7992	0.7919	0.9436
0.0422	77.0	80003	0.2776	0.7732	0.8111	0.7917	0.9438
0.0387	78.0	81042	0.2895	0.7819	0.7920	0.7869	0.9436
0.0384	79.0	82081	0.2769	0.7740	0.8059	0.7896	0.9442
0.0393	80.0	83120	0.2880	0.7739	0.8142	0.7935	0.9444
0.0365	81.0	84159	0.2819	0.7759	0.7931	0.7844	0.9425
0.0386	82.0	85198	0.2857	0.7784	0.8014	0.7897	0.9434
0.0375	83.0	86237	0.2838	0.7776	0.8086	0.7928	0.9440
0.0368	84.0	87276	0.2726	0.7781	0.8006	0.7892	0.9434
0.0367	85.0	88315	0.2799	0.7820	0.8035	0.7926	0.9434
0.035	86.0	89354	0.2941	0.7728	0.8091	0.7905	0.9441
0.0356	87.0	90393	0.2917	0.7868	0.8042	0.7954	0.9444
0.0336	88.0	91432	0.2893	0.7813	0.8185	0.7995	0.9459
0.0331	89.0	92471	0.3002	0.7744	0.7769	0.7756	0.9387
0.0405	90.0	93510	0.2852	0.7754	0.8028	0.7889	0.9434
0.0368	91.0	94549	0.2954	0.7814	0.8066	0.7938	0.9439
0.0359	92.0	95588	0.2982	0.7810	0.8163	0.7983	0.9434
0.0344	93.0	96627	0.3042	0.7799	0.8073	0.7934	0.9442
0.0339	94.0	97666	0.2940	0.7760	0.8165	0.7957	0.9434
0.0355	95.0	98705	0.2971	0.7666	0.8048	0.7852	0.9423
0.0349	96.0	99744	0.2742	0.7702	0.7974	0.7836	0.9413
0.0323	97.0	100783	0.2890	0.7637	0.8026	0.7827	0.9426
0.032	98.0	101822	0.3021	0.7662	0.8071	0.7861	0.9420
0.0308	99.0	102861	0.2876	0.7851	0.8046	0.7947	0.9444
0.0334	100.0	103900	0.2822	0.7878	0.8116	0.7995	0.9455
0.0315	101.0	104939	0.3095	0.7743	0.8019	0.7879	0.9418
0.0327	102.0	105978	0.2988	0.7736	0.8109	0.7918	0.9438
0.0348	103.0	107017	0.3122	0.7862	0.7861	0.7861	0.9416
0.0344	104.0	108056	0.2892	0.7762	0.8120	0.7937	0.9443
0.0327	105.0	109095	0.3022	0.7707	0.7965	0.7834	0.9424
0.034	106.0	110134	0.2841	0.7814	0.7936	0.7875	0.9428
0.0321	107.0	111173	0.2922	0.7726	0.8120	0.7918	0.9430
0.0323	108.0	112212	0.3233	0.7747	0.8057	0.7899	0.9432
0.0304	109.0	113251	0.3021	0.7716	0.7970	0.7841	0.9411
0.0305	110.0	114290	0.2870	0.7862	0.8097	0.7977	0.9457
0.0297	111.0	115329	0.3124	0.7817	0.8093	0.7953	0.9436
0.0328	112.0	116368	0.3088	0.7802	0.7952	0.7877	0.9422
0.0298	113.0	117407	0.2769	0.7857	0.8161	0.8006	0.9458
0.0284	114.0	118446	0.3048	0.7690	0.8154	0.7915	0.9435
0.0274	115.0	119485	0.3100	0.7927	0.7918	0.7923	0.9436
0.0304	116.0	120524	0.2863	0.7763	0.8010	0.7884	0.9441
0.0317	117.0	121563	0.3098	0.7751	0.8107	0.7925	0.9437
0.0314	118.0	122602	0.2933	0.7869	0.8035	0.7952	0.9442
0.0326	119.0	123641	0.3023	0.7800	0.7819	0.7809	0.9409
0.0277	120.0	124680	0.3110	0.7562	0.8012	0.7781	0.9411
0.0297	121.0	125719	0.2906	0.7857	0.8120	0.7986	0.9441
0.029	122.0	126758	0.3102	0.7936	0.8093	0.8014	0.9451
0.0289	123.0	127797	0.3026	0.7782	0.8228	0.7999	0.9451
0.0282	124.0	128836	0.2984	0.7740	0.8062	0.7898	0.9440
0.0295	125.0	129875	0.2900	0.7667	0.8250	0.7948	0.9461
0.0286	126.0	130914	0.3040	0.7932	0.7787	0.7859	0.9425
0.0274	127.0	131953	0.2921	0.7834	0.8039	0.7935	0.9450
0.0283	128.0	132992	0.3257	0.7713	0.8242	0.7969	0.9438
0.0279	129.0	134031	0.3063	0.7833	0.8111	0.7970	0.9442
0.0307	130.0	135070	0.3045	0.7844	0.8104	0.7972	0.9461
0.0293	131.0	136109	0.3011	0.7742	0.8021	0.7879	0.9429
0.0282	132.0	137148	0.3255	0.7764	0.7958	0.7859	0.9435
0.0282	133.0	138187	0.2971	0.7682	0.8217	0.7940	0.9428
0.027	134.0	139226	0.3143	0.7681	0.8111	0.7890	0.9434
0.0252	135.0	140265	0.3054	0.7645	0.8161	0.7895	0.9440
0.0282	136.0	141304	0.3010	0.7775	0.8066	0.7918	0.9441
0.0264	137.0	142343	0.3122	0.7899	0.8152	0.8024	0.9466
0.028	138.0	143382	0.2836	0.7811	0.8071	0.7939	0.9443
0.0242	139.0	144421	0.3166	0.7913	0.7906	0.7909	0.9430
0.025	140.0	145460	0.3153	0.7703	0.8194	0.7941	0.9446
0.0246	141.0	146499	0.2719	0.7853	0.8008	0.7930	0.9440
0.028	142.0	147538	0.3065	0.7784	0.8048	0.7914	0.9433
0.0272	143.0	148577	0.3227	0.7659	0.8005	0.7828	0.9410
0.0275	144.0	149616	0.3137	0.7726	0.8145	0.7930	0.9450
0.0262	145.0	150655	0.3089	0.7910	0.8082	0.7995	0.9453
0.0247	146.0	151694	0.3032	0.7748	0.8109	0.7924	0.9448
0.0253	147.0	152733	0.2783	0.7854	0.8115	0.7982	0.9455
0.0249	148.0	153772	0.3084	0.7852	0.8024	0.7937	0.9456
0.0272	149.0	154811	0.2993	0.7860	0.8082	0.7969	0.9456
0.0238	150.0	155850	0.3326	0.7780	0.8109	0.7941	0.9451
0.0256	151.0	156889	0.3337	0.7788	0.8052	0.7917	0.9430
0.023	152.0	157928	0.3001	0.7810	0.8124	0.7964	0.9453
0.0245	153.0	158967	0.3078	0.7818	0.7819	0.7818	0.9410
0.0254	154.0	160006	0.3284	0.7851	0.8163	0.8004	0.9443
0.0282	155.0	161045	0.3198	0.7827	0.7979	0.7903	0.9432
0.0265	156.0	162084	0.3110	0.7689	0.8120	0.7899	0.9440
0.025	157.0	163123	0.2954	0.7766	0.8151	0.7954	0.9456
0.0252	158.0	164162	0.3126	0.7815	0.8115	0.7962	0.9444
0.0271	159.0	165201	0.2926	0.7825	0.7999	0.7911	0.9431
0.0268	160.0	166240	0.3223	0.7884	0.8084	0.7983	0.9454
0.0236	161.0	167279	0.3068	0.7804	0.8088	0.7943	0.9444
0.025	162.0	168318	0.3086	0.7757	0.8221	0.7982	0.9440
0.0241	163.0	169357	0.3266	0.7702	0.8095	0.7894	0.9436
0.0213	164.0	170396	0.3026	0.7800	0.8079	0.7937	0.9433
0.024	165.0	171435	0.3311	0.7853	0.8149	0.7998	0.9448
0.0237	166.0	172474	0.3132	0.7893	0.8151	0.8020	0.9459
0.0246	167.0	173513	0.3349	0.7703	0.8152	0.7921	0.9425
0.025	168.0	174552	0.3099	0.7841	0.7981	0.7911	0.9430
0.0245	169.0	175591	0.3301	0.7798	0.7992	0.7894	0.9424
0.0218	170.0	176630	0.3341	0.7757	0.8122	0.7935	0.9431
0.0246	171.0	177669	0.3204	0.7870	0.8106	0.7986	0.9455
0.0244	172.0	178708	0.3327	0.7837	0.8149	0.7990	0.9438
0.0228	173.0	179747	0.3248	0.7716	0.8061	0.7884	0.9435
0.0219	174.0	180786	0.3262	0.7748	0.8170	0.7953	0.9433
0.023	175.0	181825	0.3176	0.7902	0.8107	0.8004	0.9448
0.0226	176.0	182864	0.3194	0.7838	0.8044	0.7940	0.9454
0.0216	177.0	183903	0.3479	0.7763	0.8138	0.7946	0.9433
0.0219	178.0	184942	0.3492	0.7770	0.8080	0.7922	0.9429
0.0228	179.0	185981	0.3373	0.7755	0.8192	0.7967	0.9446
0.0251	180.0	187020	0.3069	0.7731	0.8120	0.7921	0.9424
0.0237	181.0	188059	0.3228	0.7859	0.8057	0.7957	0.9444
0.0225	182.0	189098	0.3479	0.7684	0.8068	0.7871	0.9426
0.0231	183.0	190137	0.3362	0.7781	0.8077	0.7926	0.9449
0.0237	184.0	191176	0.3224	0.7774	0.8151	0.7958	0.9437
0.0193	185.0	192215	0.3221	0.7871	0.8084	0.7976	0.9449
0.0221	186.0	193254	0.3174	0.7856	0.7945	0.7900	0.9424
0.0231	187.0	194293	0.3108	0.7741	0.8134	0.7933	0.9438
0.022	188.0	195332	0.3096	0.7899	0.8091	0.7994	0.9453
0.0216	189.0	196371	0.3048	0.7848	0.7972	0.7910	0.9448
0.0192	190.0	197410	0.3289	0.7856	0.8075	0.7964	0.9448
0.0192	191.0	198449	0.3108	0.7638	0.8046	0.7837	0.9422
0.0206	192.0	199488	0.3262	0.7896	0.7942	0.7919	0.9425
0.0227	193.0	200527	0.3360	0.7856	0.8010	0.7932	0.9435
0.0217	194.0	201566	0.3168	0.7880	0.8026	0.7953	0.9438
0.021	195.0	202605	0.3495	0.7844	0.8057	0.7949	0.9433
0.0222	196.0	203644	0.3075	0.7746	0.8174	0.7954	0.9463
0.0227	197.0	204683	0.3246	0.7840	0.8084	0.7960	0.9451
0.0216	198.0	205722	0.3241	0.7697	0.8111	0.7898	0.9445
0.0211	199.0	206761	0.3279	0.7825	0.8080	0.7951	0.9449
0.0213	200.0	207800	0.3228	0.7910	0.8109	0.8008	0.9459
0.0204	201.0	208839	0.3320	0.7686	0.8163	0.7917	0.9439
0.0208	202.0	209878	0.3229	0.7917	0.8106	0.8010	0.9443
0.0206	203.0	210917	0.3157	0.7794	0.7891	0.7843	0.9420
0.0211	204.0	211956	0.3315	0.7890	0.8169	0.8027	0.9462
0.0193	205.0	212995	0.3102	0.7733	0.8174	0.7947	0.9442
0.0221	206.0	214034	0.3311	0.7747	0.8082	0.7911	0.9433
0.0211	207.0	215073	0.3161	0.7770	0.7974	0.7871	0.9426
0.0205	208.0	216112	0.3331	0.7938	0.8057	0.7997	0.9448
0.0201	209.0	217151	0.3379	0.7679	0.8174	0.7919	0.9431
0.0208	210.0	218190	0.3315	0.7800	0.8039	0.7918	0.9436
0.0196	211.0	219229	0.3211	0.7835	0.8107	0.7969	0.9447
0.0199	212.0	220268	0.3343	0.7812	0.8059	0.7934	0.9441
0.0202	213.0	221307	0.3343	0.7856	0.7956	0.7906	0.9425
0.0195	214.0	222346	0.3183	0.7894	0.7958	0.7926	0.9435
0.0205	215.0	223385	0.3334	0.7884	0.8107	0.7994	0.9450
0.0207	216.0	224424	0.3390	0.7692	0.8197	0.7937	0.9438
0.0177	217.0	225463	0.3283	0.7791	0.7933	0.7861	0.9422
0.021	218.0	226502	0.3357	0.7864	0.8136	0.7998	0.9454
0.0225	219.0	227541	0.3169	0.7902	0.7996	0.7948	0.9443
0.0198	220.0	228580	0.3412	0.7769	0.8100	0.7931	0.9436
0.0217	221.0	229619	0.3444	0.7921	0.8136	0.8027	0.9452
0.0176	222.0	230658	0.3332	0.7874	0.8082	0.7977	0.9449
0.0182	223.0	231697	0.3316	0.7702	0.8156	0.7923	0.9433
0.02	224.0	232736	0.3528	0.7702	0.8041	0.7868	0.9434
0.0188	225.0	233775	0.3411	0.7706	0.7978	0.7839	0.9424
0.0201	226.0	234814	0.3330	0.7793	0.8017	0.7903	0.9441
0.0186	227.0	235853	0.3601	0.7776	0.8010	0.7891	0.9420
0.019	228.0	236892	0.3545	0.7809	0.8093	0.7948	0.9433
0.0175	229.0	237931	0.3252	0.7711	0.8241	0.7967	0.9445
0.0171	230.0	238970	0.3310	0.7811	0.8070	0.7938	0.9433
0.0198	231.0	240009	0.3474	0.7857	0.8100	0.7977	0.9450
0.0177	232.0	241048	0.3353	0.7794	0.7970	0.7881	0.9424
0.0194	233.0	242087	0.3768	0.7718	0.8259	0.7979	0.9442
0.0186	234.0	243126	0.3491	0.7765	0.8172	0.7963	0.9439
0.0187	235.0	244165	0.3673	0.7800	0.7996	0.7897	0.9423
0.0163	236.0	245204	0.3397	0.7877	0.8057	0.7966	0.9438
0.0192	237.0	246243	0.3320	0.7805	0.8118	0.7958	0.9446
0.0187	238.0	247282	0.3540	0.7575	0.8262	0.7904	0.9418
0.0179	239.0	248321	0.3610	0.7877	0.8052	0.7963	0.9443
0.0182	240.0	249360	0.3588	0.7734	0.7947	0.7839	0.9411
0.0177	241.0	250399	0.3460	0.7781	0.8167	0.7969	0.9437
0.0173	242.0	251438	0.3598	0.7832	0.8014	0.7922	0.9436
0.0172	243.0	252477	0.3435	0.7786	0.8246	0.8009	0.9440
0.0181	244.0	253516	0.3653	0.7908	0.8120	0.8012	0.9451
0.0195	245.0	254555	0.3303	0.7714	0.8124	0.7913	0.9439
0.0192	246.0	255594	0.3423	0.7851	0.8160	0.8002	0.9447
0.0173	247.0	256633	0.3323	0.7780	0.8197	0.7983	0.9446
0.0197	248.0	257672	0.3343	0.7890	0.7988	0.7939	0.9434
0.017	249.0	258711	0.3493	0.7771	0.8073	0.7919	0.9439
0.0191	250.0	259750	0.3326	0.7890	0.8062	0.7975	0.9447
0.0165	251.0	260789	0.3326	0.7688	0.7999	0.7840	0.9416
0.0176	252.0	261828	0.3403	0.7807	0.7961	0.7883	0.9433
0.0178	253.0	262867	0.3189	0.7862	0.8091	0.7975	0.9456
0.0172	254.0	263906	0.3399	0.7932	0.8116	0.8023	0.9466
0.0163	255.0	264945	0.3478	0.7554	0.7952	0.7748	0.9407
0.0153	256.0	265984	0.3416	0.7820	0.8131	0.7972	0.9447
0.0187	257.0	267023	0.3300	0.7790	0.8100	0.7942	0.9442
0.0185	258.0	268062	0.3292	0.7854	0.7981	0.7917	0.9445
0.0177	259.0	269101	0.3468	0.7858	0.8179	0.8016	0.9451
0.0155	260.0	270140	0.3416	0.7596	0.7990	0.7788	0.9415
0.0176	261.0	271179	0.3435	0.7642	0.8298	0.7956	0.9435
0.0172	262.0	272218	0.3448	0.7817	0.7853	0.7835	0.9406
0.0161	263.0	273257	0.3306	0.7703	0.8075	0.7885	0.9418
0.0176	264.0	274296	0.3641	0.7767	0.8017	0.7890	0.9407
0.0172	265.0	275335	0.3492	0.7881	0.8098	0.7988	0.9436
0.0173	266.0	276374	0.3297	0.7971	0.8008	0.7990	0.9446
0.0177	267.0	277413	0.3643	0.7817	0.8156	0.7983	0.9442
0.016	268.0	278452	0.3521	0.7812	0.8142	0.7974	0.9446
0.0155	269.0	279491	0.3529	0.7717	0.8174	0.7939	0.9449
0.0177	270.0	280530	0.3479	0.7833	0.7949	0.7891	0.9424
0.0171	271.0	281569	0.3481	0.7864	0.8088	0.7974	0.9441
0.0176	272.0	282608	0.3356	0.7820	0.8152	0.7983	0.9442
0.017	273.0	283647	0.3488	0.7762	0.8044	0.7901	0.9432
0.0188	274.0	284686	0.3473	0.7907	0.8033	0.7970	0.9436
0.0162	275.0	285725	0.3469	0.7890	0.8187	0.8035	0.9453
0.0159	276.0	286764	0.3306	0.7948	0.8215	0.8079	0.9465
0.0147	277.0	287803	0.3399	0.7970	0.8100	0.8034	0.9457
0.0155	278.0	288842	0.3403	0.7846	0.8037	0.7941	0.9440
0.0141	279.0	289881	0.3460	0.7760	0.8046	0.7900	0.9427
0.0146	280.0	290920	0.3253	0.7810	0.8023	0.7915	0.9439
0.0156	281.0	291959	0.3400	0.7820	0.8080	0.7948	0.9439
0.0141	282.0	292998	0.3019	0.7944	0.7994	0.7969	0.9444
0.0157	283.0	294037	0.3610	0.7882	0.8136	0.8007	0.9454
0.0176	284.0	295076	0.3498	0.7767	0.8023	0.7893	0.9430
0.015	285.0	296115	0.3594	0.7722	0.7943	0.7831	0.9426
0.0161	286.0	297154	0.3613	0.7795	0.8138	0.7963	0.9438
0.0157	287.0	298193	0.3481	0.7824	0.7940	0.7882	0.9409
0.0161	288.0	299232	0.3201	0.7725	0.8134	0.7925	0.9446
0.0141	289.0	300271	0.3533	0.7821	0.8106	0.7961	0.9444
0.0149	290.0	301310	0.3384	0.7746	0.8138	0.7937	0.9444
0.0145	291.0	302349	0.3247	0.7836	0.8028	0.7931	0.9435
0.0155	292.0	303388	0.3420	0.7762	0.8093	0.7924	0.9444
0.0147	293.0	304427	0.3206	0.7821	0.8183	0.7998	0.9460
0.014	294.0	305466	0.3537	0.7869	0.8158	0.8011	0.9447
0.0163	295.0	306505	0.3416	0.7741	0.8111	0.7922	0.9443
0.0176	296.0	307544	0.3449	0.7855	0.8120	0.7985	0.9440
0.0168	297.0	308583	0.3476	0.7852	0.8170	0.8008	0.9447
0.0149	298.0	309622	0.3383	0.7828	0.8086	0.7955	0.9427
0.0162	299.0	310661	0.3481	0.7847	0.8059	0.7951	0.9432
0.0165	300.0	311700	0.3431	0.7828	0.8163	0.7992	0.9451
0.0146	301.0	312739	0.3549	0.7868	0.7981	0.7924	0.9416
0.0156	302.0	313778	0.3488	0.7646	0.8147	0.7888	0.9430
0.0133	303.0	314817	0.3357	0.7756	0.8122	0.7935	0.9450
0.0147	304.0	315856	0.3498	0.7757	0.8071	0.7911	0.9430
0.013	305.0	316895	0.3488	0.7726	0.8106	0.7911	0.9443
0.0137	306.0	317934	0.3634	0.7831	0.7895	0.7863	0.9425
0.0148	307.0	318973	0.3646	0.7816	0.8179	0.7994	0.9447
0.0151	308.0	320012	0.3213	0.7774	0.8061	0.7914	0.9427
0.0151	309.0	321051	0.3735	0.7774	0.8149	0.7957	0.9434
0.0165	310.0	322090	0.3389	0.7898	0.8006	0.7952	0.9440
0.0128	311.0	323129	0.3577	0.7760	0.8228	0.7987	0.9447
0.0139	312.0	324168	0.3309	0.7826	0.8070	0.7946	0.9455
0.0144	313.0	325207	0.3494	0.7748	0.8147	0.7942	0.9436
0.0139	314.0	326246	0.3397	0.7939	0.8014	0.7976	0.9439
0.0149	315.0	327285	0.3345	0.7826	0.8053	0.7938	0.9448
0.0152	316.0	328324	0.3359	0.7860	0.8223	0.8037	0.9454
0.0137	317.0	329363	0.3734	0.7810	0.8158	0.7980	0.9433
0.0146	318.0	330402	0.3523	0.7793	0.8052	0.7920	0.9426
0.0129	319.0	331441	0.3644	0.7899	0.8050	0.7974	0.9446
0.0117	320.0	332480	0.3527	0.7838	0.8055	0.7945	0.9429
0.0166	321.0	333519	0.3529	0.7856	0.8237	0.8042	0.9452
0.0146	322.0	334558	0.3277	0.7813	0.8147	0.7977	0.9450
0.0148	323.0	335597	0.3370	0.7861	0.8161	0.8008	0.9450
0.0139	324.0	336636	0.3834	0.7909	0.8052	0.7980	0.9434
0.0133	325.0	337675	0.3933	0.7801	0.7972	0.7886	0.9415
0.0138	326.0	338714	0.3436	0.7860	0.7925	0.7893	0.9428
0.0131	327.0	339753	0.3518	0.7872	0.8116	0.7993	0.9450
0.0142	328.0	340792	0.3439	0.7921	0.8039	0.7979	0.9444
0.0141	329.0	341831	0.3545	0.7934	0.8154	0.8043	0.9451
0.0119	330.0	342870	0.3294	0.7949	0.8048	0.7998	0.9449
0.0141	331.0	343909	0.3390	0.7886	0.8050	0.7967	0.9444
0.0128	332.0	344948	0.3819	0.7929	0.8046	0.7987	0.9448
0.0142	333.0	345987	0.3477	0.7907	0.8028	0.7967	0.9440
0.0133	334.0	347026	0.3668	0.7762	0.8120	0.7937	0.9434
0.0126	335.0	348065	0.3437	0.7859	0.8185	0.8019	0.9450
0.0133	336.0	349104	0.3728	0.7868	0.8122	0.7993	0.9447
0.0121	337.0	350143	0.3867	0.7818	0.8109	0.7961	0.9438
0.0146	338.0	351182	0.3942	0.7798	0.8059	0.7926	0.9408
0.014	339.0	352221	0.3535	0.7735	0.8033	0.7882	0.9427
0.0122	340.0	353260	0.3543	0.7733	0.7994	0.7862	0.9423
0.0115	341.0	354299	0.3537	0.7745	0.8021	0.7880	0.9418
0.0128	342.0	355338	0.3637	0.7797	0.8077	0.7935	0.9435
0.0115	343.0	356377	0.3860	0.7840	0.8106	0.7971	0.9428
0.0122	344.0	357416	0.3592	0.7791	0.8079	0.7932	0.9436
0.0112	345.0	358455	0.3458	0.7855	0.8001	0.7928	0.9437
0.012	346.0	359494	0.3819	0.7884	0.8010	0.7946	0.9434
0.0126	347.0	360533	0.3786	0.7716	0.8068	0.7888	0.9432
0.013	348.0	361572	0.3623	0.7854	0.8106	0.7978	0.9439
0.0152	349.0	362611	0.3389	0.7881	0.8102	0.7990	0.9450
0.0112	350.0	363650	0.3541	0.7843	0.8098	0.7968	0.9446
0.0124	351.0	364689	0.3576	0.7792	0.8104	0.7945	0.9431
0.0124	352.0	365728	0.3694	0.7838	0.8152	0.7992	0.9438
0.013	353.0	366767	0.3461	0.7882	0.8080	0.7980	0.9433
0.014	354.0	367806	0.3824	0.7734	0.7990	0.7860	0.9410
0.0111	355.0	368845	0.3578	0.7904	0.8014	0.7959	0.9435
0.012	356.0	369884	0.3593	0.7873	0.8068	0.7969	0.9446
0.0124	357.0	370923	0.3673	0.7915	0.8048	0.7981	0.9426
0.0126	358.0	371962	0.3591	0.7842	0.8142	0.7989	0.9444
0.0132	359.0	373001	0.3682	0.7844	0.8079	0.7960	0.9440
0.0132	360.0	374040	0.3725	0.7854	0.8140	0.7994	0.9439
0.0128	361.0	375079	0.3438	0.7909	0.8113	0.8010	0.9445
0.0121	362.0	376118	0.3889	0.7860	0.8021	0.7939	0.9421
0.0127	363.0	377157	0.3702	0.7817	0.8158	0.7984	0.9441
0.0124	364.0	378196	0.3529	0.7805	0.8075	0.7938	0.9435
0.0128	365.0	379235	0.3773	0.7850	0.8125	0.7985	0.9429
0.0117	366.0	380274	0.3635	0.7855	0.8205	0.8026	0.9454
0.0114	367.0	381313	0.3499	0.7825	0.8133	0.7976	0.9435
0.0111	368.0	382352	0.3495	0.7847	0.8156	0.7998	0.9442
0.0121	369.0	383391	0.3526	0.7844	0.8080	0.7961	0.9436
0.0115	370.0	384430	0.3585	0.7931	0.8113	0.8021	0.9444
0.0126	371.0	385469	0.3643	0.7757	0.8197	0.7971	0.9440
0.0132	372.0	386508	0.3442	0.7939	0.8053	0.7996	0.9435
0.0127	373.0	387547	0.3762	0.7825	0.8152	0.7986	0.9434
0.0132	374.0	388586	0.3675	0.7711	0.7994	0.7850	0.9409
0.0119	375.0	389625	0.3624	0.7762	0.8170	0.7961	0.9423
0.0125	376.0	390664	0.3796	0.7930	0.7920	0.7925	0.9430
0.0107	377.0	391703	0.3629	0.7840	0.8203	0.8017	0.9454
0.0129	378.0	392742	0.3430	0.7928	0.8122	0.8023	0.9440
0.011	379.0	393781	0.3596	0.7805	0.8115	0.7957	0.9431
0.0108	380.0	394820	0.3668	0.7815	0.8102	0.7956	0.9425
0.01	381.0	395859	0.3524	0.7755	0.8048	0.7899	0.9422
0.0111	382.0	396898	0.3805	0.7786	0.8089	0.7935	0.9432
0.0098	383.0	397937	0.3719	0.7931	0.8082	0.8006	0.9438
0.0113	384.0	398976	0.3659	0.7825	0.8071	0.7946	0.9433
0.0137	385.0	400015	0.3710	0.7872	0.8313	0.8086	0.9452
0.0125	386.0	401054	0.3621	0.7963	0.8012	0.7987	0.9428
0.011	387.0	402093	0.3650	0.7868	0.8001	0.7934	0.9430
0.0116	388.0	403132	0.3744	0.7884	0.8224	0.8050	0.9450
0.0103	389.0	404171	0.3562	0.7884	0.8253	0.8064	0.9454
0.012	390.0	405210	0.3662	0.7794	0.8088	0.7938	0.9425
0.0098	391.0	406249	0.3516	0.7868	0.8107	0.7986	0.9451
0.0126	392.0	407288	0.3481	0.7907	0.8015	0.7961	0.9432
0.0102	393.0	408327	0.3665	0.7868	0.8179	0.8020	0.9448
0.0113	394.0	409366	0.3466	0.7860	0.8151	0.8003	0.9450
0.0103	395.0	410405	0.3706	0.7888	0.8210	0.8046	0.9453
0.0114	396.0	411444	0.3326	0.7920	0.8181	0.8049	0.9454
0.0101	397.0	412483	0.3605	0.7839	0.8089	0.7962	0.9433
0.0114	398.0	413522	0.3731	0.7828	0.8091	0.7957	0.9433
0.0102	399.0	414561	0.3839	0.7932	0.8118	0.8024	0.9441
0.0101	400.0	415600	0.3379	0.7954	0.8080	0.8017	0.9445
0.0113	401.0	416639	0.3638	0.7820	0.8089	0.7953	0.9439
0.011	402.0	417678	0.3745	0.7916	0.8138	0.8025	0.9455
0.0095	403.0	418717	0.3398	0.7912	0.7983	0.7947	0.9436
0.0112	404.0	419756	0.3511	0.7889	0.8075	0.7981	0.9438
0.0105	405.0	420795	0.3366	0.7866	0.8118	0.7990	0.9439
0.0105	406.0	421834	0.3776	0.7900	0.8028	0.7964	0.9426
0.0095	407.0	422873	0.3801	0.7907	0.8089	0.7997	0.9428
0.0098	408.0	423912	0.3896	0.7903	0.8048	0.7975	0.9433
0.0119	409.0	424951	0.3674	0.7885	0.8206	0.8043	0.9456
0.0098	410.0	425990	0.3893	0.7953	0.8208	0.8079	0.9473
0.011	411.0	427029	0.3585	0.7917	0.8082	0.7999	0.9439
0.0102	412.0	428068	0.3466	0.7814	0.8100	0.7955	0.9440
0.0095	413.0	429107	0.3510	0.7851	0.8044	0.7946	0.9443
0.0106	414.0	430146	0.3690	0.7942	0.7979	0.7961	0.9434
0.0101	415.0	431185	0.3748	0.7882	0.8017	0.7949	0.9437
0.01	416.0	432224	0.3827	0.7975	0.8107	0.8041	0.9451
0.0098	417.0	433263	0.3955	0.7866	0.8163	0.8012	0.9439
0.0097	418.0	434302	0.3802	0.7813	0.8102	0.7955	0.9436
0.0113	419.0	435341	0.3745	0.7932	0.8122	0.8026	0.9440
0.01	420.0	436380	0.3807	0.7820	0.8088	0.7951	0.9427
0.01	421.0	437419	0.3646	0.7856	0.8118	0.7985	0.9447
0.0108	422.0	438458	0.3762	0.7940	0.8129	0.8033	0.9447
0.0083	423.0	439497	0.3698	0.7910	0.8106	0.8007	0.9444
0.0111	424.0	440536	0.3601	0.7886	0.8127	0.8005	0.9442
0.0115	425.0	441575	0.3628	0.7875	0.8115	0.7993	0.9440
0.0094	426.0	442614	0.3798	0.7921	0.8095	0.8007	0.9459
0.0102	427.0	443653	0.3651	0.7901	0.8093	0.7996	0.9447
0.0103	428.0	444692	0.3981	0.7850	0.8221	0.8031	0.9454
0.0087	429.0	445731	0.3641	0.7731	0.8077	0.7900	0.9446
0.01	430.0	446770	0.3666	0.7934	0.8138	0.8034	0.9449
0.0111	431.0	447809	0.3671	0.7868	0.8134	0.7999	0.9448
0.0091	432.0	448848	0.3768	0.7923	0.8133	0.8026	0.9457
0.0087	433.0	449887	0.3878	0.7917	0.8089	0.8002	0.9453
0.009	434.0	450926	0.3549	0.7906	0.8174	0.8038	0.9461
0.01	435.0	451965	0.3683	0.7902	0.7985	0.7943	0.9442
0.0097	436.0	453004	0.3642	0.7821	0.8158	0.7986	0.9444
0.0097	437.0	454043	0.3925	0.7826	0.8151	0.7985	0.9461
0.0095	438.0	455082	0.3749	0.7777	0.8003	0.7889	0.9432
0.0109	439.0	456121	0.3612	0.7906	0.8116	0.8010	0.9451
0.0088	440.0	457160	0.3803	0.7886	0.8102	0.7993	0.9449
0.0079	441.0	458199	0.3566	0.7761	0.8167	0.7959	0.9444
0.0086	442.0	459238	0.3849	0.7855	0.8143	0.7996	0.9446
0.0094	443.0	460277	0.3864	0.7756	0.8197	0.7971	0.9443
0.0087	444.0	461316	0.3944	0.7737	0.8133	0.7930	0.9439
0.0104	445.0	462355	0.3872	0.7777	0.8176	0.7971	0.9443
0.0086	446.0	463394	0.3769	0.7842	0.8125	0.7981	0.9449
0.0096	447.0	464433	0.3585	0.7834	0.8147	0.7987	0.9447
0.009	448.0	465472	0.3583	0.7795	0.8097	0.7943	0.9438
0.01	449.0	466511	0.3542	0.7800	0.8215	0.8002	0.9458
0.0091	450.0	467550	0.3506	0.7868	0.8109	0.7987	0.9457
0.01	451.0	468589	0.3771	0.7902	0.8235	0.8065	0.9465
0.0091	452.0	469628	0.3702	0.7889	0.8084	0.7985	0.9436
0.009	453.0	470667	0.3680	0.7855	0.8215	0.8031	0.9454
0.0083	454.0	471706	0.4019	0.7810	0.8079	0.7942	0.9443
0.0094	455.0	472745	0.3821	0.7742	0.8138	0.7935	0.9428
0.0092	456.0	473784	0.3624	0.7956	0.8181	0.8067	0.9461
0.0099	457.0	474823	0.3863	0.7852	0.8248	0.8045	0.9460
0.0085	458.0	475862	0.3794	0.7911	0.8161	0.8034	0.9446
0.008	459.0	476901	0.3801	0.7951	0.8196	0.8071	0.9467
0.0086	460.0	477940	0.3926	0.7900	0.8156	0.8026	0.9444
0.0088	461.0	478979	0.3718	0.8007	0.8296	0.8149	0.9465
0.009	462.0	480018	0.3865	0.7867	0.8134	0.7998	0.9443
0.0106	463.0	481057	0.3809	0.7976	0.8145	0.8060	0.9455
0.0101	464.0	482096	0.3658	0.8005	0.8131	0.8068	0.9458
0.0087	465.0	483135	0.3836	0.7959	0.8131	0.8044	0.9454
0.0086	466.0	484174	0.4016	0.7920	0.8124	0.8020	0.9450
0.0088	467.0	485213	0.3742	0.7833	0.8077	0.7953	0.9428
0.0091	468.0	486252	0.3755	0.7945	0.8172	0.8057	0.9461
0.0082	469.0	487291	0.4018	0.7814	0.8226	0.8015	0.9448
0.0078	470.0	488330	0.3838	0.7958	0.8156	0.8056	0.9461
0.0093	471.0	489369	0.3638	0.7861	0.8106	0.7981	0.9447
0.0075	472.0	490408	0.3524	0.7899	0.8179	0.8037	0.9456
0.0081	473.0	491447	0.3804	0.7842	0.8084	0.7961	0.9431
0.0081	474.0	492486	0.3866	0.7838	0.8082	0.7958	0.9431
0.0082	475.0	493525	0.3907	0.7859	0.8156	0.8005	0.9442
0.0074	476.0	494564	0.3899	0.7851	0.7996	0.7923	0.9416
0.009	477.0	495603	0.3617	0.7841	0.7992	0.7916	0.9429
0.0075	478.0	496642	0.3865	0.7943	0.8026	0.7985	0.9433
0.0073	479.0	497681	0.3827	0.7987	0.8131	0.8058	0.9450
0.009	480.0	498720	0.3815	0.7822	0.8143	0.7980	0.9438
0.0081	481.0	499759	0.3492	0.7899	0.8140	0.8018	0.9442
0.0075	482.0	500798	0.3606	0.7946	0.8233	0.8087	0.9463
0.0072	483.0	501837	0.3900	0.7900	0.8183	0.8039	0.9458
0.0096	484.0	502876	0.3813	0.7872	0.8194	0.8030	0.9453
0.0081	485.0	503915	0.4023	0.7865	0.8093	0.7977	0.9444
0.008	486.0	504954	0.4004	0.7834	0.8143	0.7986	0.9440
0.0069	487.0	505993	0.4039	0.7891	0.8111	0.7999	0.9435
0.0093	488.0	507032	0.3894	0.7901	0.8140	0.8018	0.9447
0.0066	489.0	508071	0.3817	0.7891	0.8134	0.8011	0.9447
0.0078	490.0	509110	0.3806	0.7914	0.8053	0.7983	0.9436
0.0089	491.0	510149	0.3932	0.7908	0.8044	0.7975	0.9439
0.0085	492.0	511188	0.4089	0.7951	0.8098	0.8024	0.9452
0.0081	493.0	512227	0.4139	0.7805	0.8041	0.7921	0.9431
0.0081	494.0	513266	0.3761	0.7890	0.8179	0.8032	0.9447
0.0078	495.0	514305	0.4036	0.7930	0.8235	0.8080	0.9459
0.0083	496.0	515344	0.3714	0.7950	0.8158	0.8053	0.9456
0.0085	497.0	516383	0.3776	0.7934	0.8015	0.7975	0.9439
0.0089	498.0	517422	0.3969	0.7872	0.8142	0.8005	0.9441
0.0079	499.0	518461	0.3750	0.7951	0.8122	0.8036	0.9454
0.0068	500.0	519500	0.3919	0.7976	0.8102	0.8038	0.9457
0.0088	501.0	520539	0.3727	0.7798	0.8226	0.8006	0.9433
0.0083	502.0	521578	0.3907	0.7837	0.8201	0.8015	0.9454
0.0088	503.0	522617	0.3784	0.7794	0.8032	0.7911	0.9436
0.0076	504.0	523656	0.3909	0.7845	0.8147	0.7993	0.9442
0.0074	505.0	524695	0.3740	0.7890	0.8190	0.8037	0.9452
0.0067	506.0	525734	0.3796	0.7782	0.8212	0.7991	0.9447
0.0062	507.0	526773	0.3793	0.7808	0.8102	0.7952	0.9448
0.0079	508.0	527812	0.3933	0.7998	0.8129	0.8063	0.9464
0.0074	509.0	528851	0.4202	0.7873	0.8201	0.8034	0.9459
0.0074	510.0	529890	0.3957	0.7858	0.8206	0.8029	0.9457
0.0071	511.0	530929	0.4042	0.7898	0.8023	0.7960	0.9446
0.0068	512.0	531968	0.3984	0.7860	0.8201	0.8027	0.9454
0.0075	513.0	533007	0.4054	0.7850	0.8062	0.7955	0.9433
0.0075	514.0	534046	0.4435	0.7976	0.7988	0.7982	0.9435
0.0081	515.0	535085	0.3894	0.7919	0.8244	0.8078	0.9457
0.0083	516.0	536124	0.3802	0.7947	0.8136	0.8041	0.9448
0.0065	517.0	537163	0.3587	0.7950	0.8226	0.8086	0.9472
0.0072	518.0	538202	0.3751	0.8074	0.8199	0.8136	0.9476
0.0079	519.0	539241	0.3975	0.7948	0.8167	0.8056	0.9464
0.0063	520.0	540280	0.4078	0.7831	0.8187	0.8005	0.9454
0.0072	521.0	541319	0.3884	0.7939	0.8246	0.8089	0.9459
0.007	522.0	542358	0.4058	0.7898	0.8044	0.7970	0.9437
0.0063	523.0	543397	0.3937	0.7906	0.8133	0.8018	0.9446
0.0072	524.0	544436	0.4096	0.7986	0.7992	0.7989	0.9444
0.0063	525.0	545475	0.4032	0.7921	0.8233	0.8074	0.9464
0.0065	526.0	546514	0.3913	0.7909	0.8050	0.7979	0.9434
0.0079	527.0	547553	0.4097	0.7974	0.8008	0.7991	0.9431
0.0072	528.0	548592	0.4014	0.7891	0.8088	0.7988	0.9447
0.0078	529.0	549631	0.3901	0.7880	0.8219	0.8046	0.9450
0.0065	530.0	550670	0.3945	0.7979	0.8064	0.8021	0.9445
0.0054	531.0	551709	0.4075	0.7874	0.8138	0.8004	0.9450
0.0069	532.0	552748	0.4054	0.7796	0.8095	0.7942	0.9432
0.0054	533.0	553787	0.3829	0.7970	0.8046	0.8008	0.9437
0.0069	534.0	554826	0.3878	0.7947	0.8066	0.8006	0.9431
0.0067	535.0	555865	0.3710	0.7950	0.8071	0.8010	0.9448
0.0078	536.0	556904	0.3909	0.7935	0.8026	0.7980	0.9441
0.007	537.0	557943	0.4149	0.7897	0.8151	0.8022	0.9459
0.0062	538.0	558982	0.4012	0.7965	0.8093	0.8029	0.9448
0.0065	539.0	560021	0.4038	0.7918	0.8102	0.8009	0.9433
0.0074	540.0	561060	0.3636	0.7828	0.8118	0.7970	0.9436
0.0067	541.0	562099	0.4026	0.7863	0.8151	0.8004	0.9440
0.0067	542.0	563138	0.4191	0.7772	0.8169	0.7966	0.9436
0.0062	543.0	564177	0.4094	0.7870	0.8116	0.7991	0.9438
0.0068	544.0	565216	0.4054	0.7862	0.8158	0.8007	0.9448
0.0066	545.0	566255	0.4296	0.7962	0.7985	0.7973	0.9425
0.0064	546.0	567294	0.3988	0.7975	0.8158	0.8066	0.9449
0.0067	547.0	568333	0.4084	0.7894	0.8237	0.8062	0.9458
0.0057	548.0	569372	0.4053	0.7879	0.8203	0.8038	0.9453
0.0055	549.0	570411	0.3914	0.7887	0.8107	0.7996	0.9450
0.0066	550.0	571450	0.4108	0.7782	0.8212	0.7991	0.9447
0.0057	551.0	572489	0.4022	0.7943	0.8071	0.8006	0.9440
0.0063	552.0	573528	0.3876	0.7783	0.8233	0.8002	0.9451
0.0062	553.0	574567	0.3941	0.7911	0.8066	0.7988	0.9442
0.0059	554.0	575606	0.3945	0.7741	0.8158	0.7944	0.9441
0.0053	555.0	576645	0.4183	0.7928	0.7943	0.7936	0.9430
0.0062	556.0	577684	0.4055	0.7847	0.8152	0.7997	0.9446
0.0057	557.0	578723	0.3932	0.7923	0.8044	0.7983	0.9443
0.0065	558.0	579762	0.4124	0.7929	0.8046	0.7987	0.9438
0.0063	559.0	580801	0.4255	0.7847	0.8106	0.7974	0.9445
0.0066	560.0	581840	0.3730	0.7931	0.8151	0.8039	0.9458
0.0062	561.0	582879	0.4098	0.7852	0.8134	0.7990	0.9448
0.0056	562.0	583918	0.3879	0.7920	0.8059	0.7989	0.9447
0.0051	563.0	584957	0.4032	0.7792	0.8199	0.7991	0.9440
0.0059	564.0	585996	0.3985	0.7922	0.8075	0.7998	0.9445
0.006	565.0	587035	0.4118	0.7936	0.8041	0.7988	0.9442
0.0068	566.0	588074	0.4133	0.7855	0.8237	0.8041	0.9455
0.0058	567.0	589113	0.4040	0.7901	0.8066	0.7983	0.9441
0.006	568.0	590152	0.3931	0.7941	0.8082	0.8011	0.9447
0.0056	569.0	591191	0.4148	0.7845	0.7907	0.7876	0.9406
0.0057	570.0	592230	0.3904	0.7851	0.8080	0.7964	0.9443
0.007	571.0	593269	0.3987	0.7922	0.8032	0.7976	0.9442
0.007	572.0	594308	0.3963	0.7848	0.8194	0.8017	0.9461
0.0051	573.0	595347	0.4039	0.7777	0.8064	0.7918	0.9436
0.0052	574.0	596386	0.4090	0.7931	0.7974	0.7953	0.9427
0.005	575.0	597425	0.4270	0.7770	0.8100	0.7932	0.9430
0.006	576.0	598464	0.4374	0.7952	0.8070	0.8010	0.9442
0.0069	577.0	599503	0.3872	0.7906	0.8120	0.8012	0.9449
0.0067	578.0	600542	0.4086	0.7919	0.8129	0.8023	0.9453
0.005	579.0	601581	0.4135	0.7948	0.8160	0.8052	0.9455
0.0058	580.0	602620	0.4064	0.7973	0.7938	0.7955	0.9430
0.0059	581.0	603659	0.4099	0.7924	0.8194	0.8057	0.9461
0.0055	582.0	604698	0.4078	0.7927	0.8172	0.8048	0.9464
0.0053	583.0	605737	0.4350	0.7821	0.8053	0.7935	0.9432
0.0053	584.0	606776	0.3975	0.7950	0.8116	0.8032	0.9452
0.0048	585.0	607815	0.4141	0.7831	0.8160	0.7992	0.9440
0.0051	586.0	608854	0.3891	0.7865	0.8185	0.8022	0.9457
0.0043	587.0	609893	0.3943	0.7892	0.8086	0.7988	0.9443
0.0058	588.0	610932	0.4133	0.7885	0.8017	0.7951	0.9440
0.0055	589.0	611971	0.3794	0.7884	0.8012	0.7947	0.9430
0.0061	590.0	613010	0.4011	0.7903	0.8131	0.8015	0.9447
0.0046	591.0	614049	0.4261	0.7924	0.8151	0.8036	0.9444
0.0058	592.0	615088	0.4138	0.7895	0.8071	0.7982	0.9438
0.0057	593.0	616127	0.4321	0.7894	0.8041	0.7967	0.9427
0.0046	594.0	617166	0.4165	0.7903	0.8037	0.7970	0.9440
0.0059	595.0	618205	0.4174	0.7877	0.8147	0.8010	0.9454
0.004	596.0	619244	0.4101	0.7920	0.8188	0.8052	0.9464
0.0061	597.0	620283	0.4158	0.7775	0.8230	0.7996	0.9451
0.0052	598.0	621322	0.4135	0.7916	0.8079	0.7996	0.9440
0.0053	599.0	622361	0.4278	0.7786	0.8158	0.7968	0.9434
0.0047	600.0	623400	0.4131	0.7932	0.8205	0.8066	0.9456
0.0049	601.0	624439	0.4169	0.7903	0.8122	0.8011	0.9448
0.0055	602.0	625478	0.4176	0.7872	0.8203	0.8034	0.9457
0.0048	603.0	626517	0.4157	0.7869	0.8165	0.8014	0.9458
0.0061	604.0	627556	0.4003	0.7920	0.8142	0.8029	0.9456
0.0046	605.0	628595	0.4210	0.7742	0.8109	0.7922	0.9430
0.005	606.0	629634	0.3944	0.7856	0.8082	0.7967	0.9441
0.0047	607.0	630673	0.4046	0.7858	0.8138	0.7995	0.9447
0.0048	608.0	631712	0.4203	0.7907	0.8033	0.7970	0.9446
0.0051	609.0	632751	0.4583	0.7886	0.8151	0.8016	0.9445
0.0056	610.0	633790	0.4231	0.7867	0.8098	0.7981	0.9441
0.0044	611.0	634829	0.4289	0.7819	0.8019	0.7918	0.9436
0.0053	612.0	635868	0.4020	0.7925	0.8082	0.8003	0.9440
0.0052	613.0	636907	0.3960	0.7872	0.8140	0.8004	0.9449
0.0047	614.0	637946	0.4419	0.7830	0.8064	0.7945	0.9442
0.0052	615.0	638985	0.4324	0.7875	0.8235	0.8051	0.9454
0.0047	616.0	640024	0.4212	0.7976	0.8111	0.8043	0.9452
0.005	617.0	641063	0.4215	0.7875	0.8203	0.8036	0.9452
0.0042	618.0	642102	0.4293	0.7951	0.8084	0.8017	0.9443
0.0047	619.0	643141	0.4402	0.7930	0.8161	0.8044	0.9461
0.0051	620.0	644180	0.4092	0.7921	0.8080	0.8000	0.9448
0.005	621.0	645219	0.4187	0.7927	0.8174	0.8049	0.9455
0.0048	622.0	646258	0.4018	0.7919	0.8169	0.8042	0.9461
0.0049	623.0	647297	0.4088	0.7915	0.8235	0.8072	0.9465
0.0054	624.0	648336	0.4178	0.7859	0.8152	0.8003	0.9453
0.0038	625.0	649375	0.4053	0.7976	0.8041	0.8008	0.9451
0.0052	626.0	650414	0.4076	0.7961	0.8091	0.8025	0.9449
0.0037	627.0	651453	0.4179	0.7879	0.8102	0.7989	0.9430
0.004	628.0	652492	0.4280	0.7844	0.8061	0.7951	0.9439
0.0039	629.0	653531	0.4373	0.7895	0.8215	0.8052	0.9467
0.005	630.0	654570	0.4213	0.7868	0.8116	0.7990	0.9453
0.0049	631.0	655609	0.4155	0.7908	0.8082	0.7994	0.9460
0.0043	632.0	656648	0.4265	0.7962	0.8086	0.8024	0.9449
0.0037	633.0	657687	0.4460	0.7902	0.8098	0.7999	0.9457
0.0049	634.0	658726	0.4411	0.7893	0.8082	0.7986	0.9451
0.0042	635.0	659765	0.4256	0.7845	0.8091	0.7966	0.9447
0.0042	636.0	660804	0.4087	0.7842	0.8169	0.8002	0.9453
0.005	637.0	661843	0.4191	0.7933	0.8140	0.8035	0.9463
0.0036	638.0	662882	0.4556	0.7807	0.8221	0.8009	0.9450
0.0041	639.0	663921	0.4145	0.7937	0.8111	0.8023	0.9454
0.004	640.0	664960	0.4288	0.7848	0.8093	0.7969	0.9445
0.0039	641.0	665999	0.4017	0.7897	0.8113	0.8003	0.9461
0.0044	642.0	667038	0.4181	0.7884	0.8084	0.7983	0.9451
0.0042	643.0	668077	0.4261	0.7896	0.8124	0.8008	0.9446
0.004	644.0	669116	0.4156	0.7939	0.8208	0.8072	0.9469
0.0042	645.0	670155	0.4201	0.7892	0.8232	0.8058	0.9460
0.0044	646.0	671194	0.4345	0.7943	0.8124	0.8032	0.9448
0.004	647.0	672233	0.4265	0.7944	0.8143	0.8043	0.9460
0.0036	648.0	673272	0.4316	0.7810	0.8304	0.8049	0.9462
0.0039	649.0	674311	0.4066	0.7922	0.8115	0.8017	0.9452
0.0048	650.0	675350	0.4306	0.7909	0.8223	0.8063	0.9458
0.0039	651.0	676389	0.4231	0.8006	0.8179	0.8092	0.9459
0.0042	652.0	677428	0.4020	0.7900	0.8169	0.8032	0.9452
0.0031	653.0	678467	0.3917	0.7954	0.8161	0.8056	0.9462
0.0041	654.0	679506	0.4286	0.7932	0.8156	0.8042	0.9461
0.0049	655.0	680545	0.3924	0.7934	0.8161	0.8046	0.9453
0.003	656.0	681584	0.4151	0.7940	0.8163	0.8050	0.9461
0.0037	657.0	682623	0.4409	0.7925	0.8192	0.8056	0.9457
0.0041	658.0	683662	0.4226	0.7951	0.8104	0.8026	0.9447
0.004	659.0	684701	0.4222	0.7978	0.8102	0.8040	0.9457
0.004	660.0	685740	0.4003	0.7958	0.8178	0.8066	0.9473
0.0038	661.0	686779	0.4494	0.7893	0.8088	0.7989	0.9445
0.0043	662.0	687818	0.4267	0.7914	0.8197	0.8053	0.9466
0.0032	663.0	688857	0.4261	0.7871	0.8167	0.8016	0.9460
0.0044	664.0	689896	0.4473	0.7904	0.8178	0.8039	0.9460
0.0035	665.0	690935	0.4303	0.7942	0.8145	0.8042	0.9450
0.0039	666.0	691974	0.4298	0.8003	0.8075	0.8039	0.9454
0.0034	667.0	693013	0.4435	0.7843	0.8203	0.8019	0.9458
0.0035	668.0	694052	0.4583	0.7872	0.8160	0.8013	0.9450
0.0038	669.0	695091	0.4348	0.7885	0.8098	0.7990	0.9446
0.0041	670.0	696130	0.4066	0.7887	0.8304	0.8090	0.9472
0.0038	671.0	697169	0.4265	0.7963	0.8232	0.8095	0.9476
0.0039	672.0	698208	0.4267	0.7927	0.8158	0.8040	0.9451
0.0039	673.0	699247	0.4245	0.7972	0.8185	0.8077	0.9468
0.0042	674.0	700286	0.4148	0.7990	0.8183	0.8085	0.9468
0.0032	675.0	701325	0.4403	0.7924	0.8124	0.8022	0.9458
0.0036	676.0	702364	0.4177	0.7879	0.8230	0.8051	0.9470
0.0033	677.0	703403	0.4098	0.7990	0.8277	0.8131	0.9473
0.0028	678.0	704442	0.4441	0.7920	0.8188	0.8052	0.9462
0.0034	679.0	705481	0.4288	0.7942	0.8167	0.8053	0.9461
0.0032	680.0	706520	0.4593	0.7868	0.8188	0.8025	0.9454
0.0035	681.0	707559	0.4404	0.7984	0.8116	0.8050	0.9456
0.0037	682.0	708598	0.4237	0.7929	0.8203	0.8063	0.9470
0.0035	683.0	709637	0.4301	0.7901	0.8217	0.8056	0.9464
0.004	684.0	710676	0.4287	0.7920	0.8181	0.8049	0.9465
0.0031	685.0	711715	0.4348	0.7886	0.8163	0.8022	0.9458
0.0031	686.0	712754	0.4507	0.7810	0.8201	0.8001	0.9453
0.0038	687.0	713793	0.4299	0.8003	0.8140	0.8071	0.9463
0.0041	688.0	714832	0.4361	0.7915	0.8210	0.8060	0.9466
0.0039	689.0	715871	0.4413	0.7987	0.8122	0.8054	0.9447
0.0027	690.0	716910	0.4446	0.7958	0.8136	0.8046	0.9453
0.0031	691.0	717949	0.4536	0.7978	0.8151	0.8063	0.9464
0.0036	692.0	718988	0.4469	0.7924	0.8133	0.8027	0.9452
0.0031	693.0	720027	0.4605	0.7945	0.8106	0.8025	0.9453
0.003	694.0	721066	0.4526	0.7932	0.8111	0.8021	0.9441
0.0036	695.0	722105	0.4492	0.7926	0.8208	0.8064	0.9467
0.003	696.0	723144	0.4359	0.7911	0.8206	0.8056	0.9463
0.0041	697.0	724183	0.4336	0.7948	0.8210	0.8077	0.9459
0.003	698.0	725222	0.4505	0.7930	0.8115	0.8021	0.9454
0.0034	699.0	726261	0.4347	0.7910	0.8106	0.8007	0.9448
0.0025	700.0	727300	0.4275	0.7909	0.8253	0.8077	0.9462
0.003	701.0	728339	0.4469	0.7893	0.8244	0.8065	0.9461
0.0038	702.0	729378	0.4315	0.7928	0.8109	0.8017	0.9440
0.0036	703.0	730417	0.4584	0.7873	0.8187	0.8027	0.9454
0.0028	704.0	731456	0.4466	0.7980	0.8082	0.8031	0.9448
0.0033	705.0	732495	0.4314	0.7799	0.8102	0.7947	0.9445
0.0035	706.0	733534	0.4332	0.7943	0.8048	0.7995	0.9448
0.0031	707.0	734573	0.4343	0.7937	0.8118	0.8026	0.9450
0.0032	708.0	735612	0.4278	0.7934	0.8187	0.8058	0.9458
0.0027	709.0	736651	0.4521	0.7909	0.8201	0.8052	0.9462
0.003	710.0	737690	0.4406	0.7853	0.8192	0.8019	0.9451
0.0038	711.0	738729	0.4325	0.7882	0.8224	0.8050	0.9450
0.0022	712.0	739768	0.4471	0.7984	0.8199	0.8090	0.9458
0.0037	713.0	740807	0.4173	0.7936	0.8131	0.8032	0.9445
0.003	714.0	741846	0.4355	0.7904	0.8201	0.8049	0.9454
0.0032	715.0	742885	0.4345	0.7967	0.8167	0.8066	0.9458
0.0031	716.0	743924	0.4513	0.7849	0.8131	0.7988	0.9448
0.0028	717.0	744963	0.4552	0.7731	0.8062	0.7893	0.9429
0.0033	718.0	746002	0.4608	0.7810	0.8077	0.7941	0.9434
0.0026	719.0	747041	0.4363	0.7904	0.8223	0.8060	0.9464
0.0024	720.0	748080	0.4570	0.7941	0.8235	0.8085	0.9453
0.0028	721.0	749119	0.4339	0.7926	0.8185	0.8054	0.9459
0.0032	722.0	750158	0.4595	0.7942	0.8188	0.8063	0.9455
0.003	723.0	751197	0.4534	0.7906	0.8165	0.8033	0.9455
0.003	724.0	752236	0.4430	0.7926	0.8125	0.8024	0.9444
0.0029	725.0	753275	0.4267	0.7960	0.8208	0.8082	0.9460
0.0022	726.0	754314	0.4292	0.7913	0.8196	0.8052	0.9458
0.0032	727.0	755353	0.4656	0.7909	0.8160	0.8032	0.9446
0.0029	728.0	756392	0.4333	0.7932	0.8129	0.8029	0.9453
0.0027	729.0	757431	0.4440	0.7939	0.8197	0.8066	0.9461
0.0027	730.0	758470	0.4384	0.7948	0.8219	0.8081	0.9458
0.0024	731.0	759509	0.4551	0.7966	0.8196	0.8079	0.9467
0.0022	732.0	760548	0.4627	0.7985	0.8219	0.8100	0.9471
0.0028	733.0	761587	0.4318	0.8007	0.8190	0.8098	0.9468
0.0029	734.0	762626	0.4360	0.8006	0.8208	0.8106	0.9464
0.0028	735.0	763665	0.4450	0.7955	0.8118	0.8036	0.9455
0.0025	736.0	764704	0.4452	0.7965	0.8232	0.8096	0.9460
0.0024	737.0	765743	0.4451	0.7930	0.8205	0.8065	0.9463
0.0024	738.0	766782	0.4868	0.7818	0.8286	0.8045	0.9453
0.0022	739.0	767821	0.4549	0.7953	0.8223	0.8086	0.9459
0.0024	740.0	768860	0.4878	0.7934	0.8097	0.8014	0.9451
0.0024	741.0	769899	0.4503	0.7944	0.8185	0.8063	0.9457
0.0032	742.0	770938	0.4700	0.7957	0.8185	0.8069	0.9454
0.003	743.0	771977	0.4781	0.7889	0.8163	0.8024	0.9453
0.0027	744.0	773016	0.4661	0.7956	0.8217	0.8085	0.9463
0.003	745.0	774055	0.4623	0.7993	0.8269	0.8129	0.9472
0.0032	746.0	775094	0.4405	0.8011	0.8230	0.8119	0.9470
0.0024	747.0	776133	0.4544	0.7884	0.8199	0.8038	0.9456
0.0027	748.0	777172	0.4450	0.7967	0.8152	0.8059	0.9463
0.0025	749.0	778211	0.4320	0.7978	0.8197	0.8086	0.9471
0.0026	750.0	779250	0.4498	0.7963	0.8262	0.8110	0.9462
0.0022	751.0	780289	0.4660	0.7972	0.8190	0.8080	0.9460
0.0028	752.0	781328	0.4457	0.7964	0.8192	0.8076	0.9466
0.0026	753.0	782367	0.4408	0.7994	0.8275	0.8132	0.9470
0.0027	754.0	783406	0.4623	0.7953	0.8075	0.8014	0.9449
0.002	755.0	784445	0.4495	0.7948	0.8156	0.8051	0.9461
0.0025	756.0	785484	0.4674	0.7939	0.8205	0.8069	0.9454
0.0023	757.0	786523	0.4515	0.7963	0.8077	0.8020	0.9456
0.0028	758.0	787562	0.4399	0.7977	0.8206	0.8090	0.9471
0.0024	759.0	788601	0.4261	0.7936	0.8149	0.8041	0.9456
0.002	760.0	789640	0.4786	0.7961	0.8107	0.8034	0.9456
0.0027	761.0	790679	0.4673	0.7930	0.8134	0.8031	0.9454
0.0021	762.0	791718	0.4832	0.7869	0.8145	0.8005	0.9452
0.0018	763.0	792757	0.4918	0.7971	0.8221	0.8094	0.9472
0.0018	764.0	793796	0.5213	0.7918	0.8102	0.8009	0.9448
0.0022	765.0	794835	0.4741	0.7951	0.8113	0.8031	0.9457
0.0021	766.0	795874	0.4708	0.7916	0.8201	0.8056	0.9463
0.0035	767.0	796913	0.4740	0.7942	0.8181	0.8060	0.9464
0.0024	768.0	797952	0.4632	0.7915	0.8109	0.8011	0.9457
0.0019	769.0	798991	0.4757	0.7960	0.8116	0.8037	0.9466
0.0023	770.0	800030	0.4700	0.7860	0.8196	0.8024	0.9468
0.0013	771.0	801069	0.4949	0.7938	0.8242	0.8087	0.9478
0.002	772.0	802108	0.4691	0.7976	0.8196	0.8084	0.9468
0.0022	773.0	803147	0.4645	0.7860	0.8161	0.8008	0.9459
0.0023	774.0	804186	0.4572	0.7911	0.8129	0.8018	0.9462
0.0021	775.0	805225	0.4681	0.8004	0.8042	0.8023	0.9454
0.0018	776.0	806264	0.4749	0.7894	0.8241	0.8063	0.9464
0.0018	777.0	807303	0.4586	0.7931	0.8145	0.8037	0.9460
0.0026	778.0	808342	0.4502	0.7997	0.8088	0.8042	0.9457
0.0022	779.0	809381	0.4517	0.7887	0.8169	0.8025	0.9450
0.0018	780.0	810420	0.4538	0.7916	0.8118	0.8016	0.9452
0.0017	781.0	811459	0.4789	0.7941	0.8097	0.8018	0.9448
0.0017	782.0	812498	0.4762	0.7916	0.8138	0.8025	0.9454
0.0019	783.0	813537	0.4563	0.7959	0.8230	0.8092	0.9466
0.0025	784.0	814576	0.4696	0.792	0.8201	0.8058	0.9452
0.0017	785.0	815615	0.4835	0.7997	0.8152	0.8074	0.9459
0.0016	786.0	816654	0.4955	0.7944	0.8160	0.8050	0.9454
0.0021	787.0	817693	0.4741	0.7928	0.8140	0.8033	0.9446
0.0015	788.0	818732	0.4985	0.7845	0.8136	0.7988	0.9443
0.0023	789.0	819771	0.4671	0.7954	0.8079	0.8016	0.9452
0.0024	790.0	820810	0.4795	0.7950	0.8095	0.8022	0.9453
0.0018	791.0	821849	0.4902	0.7925	0.8145	0.8034	0.9453
0.0017	792.0	822888	0.4746	0.7907	0.8125	0.8015	0.9454
0.0018	793.0	823927	0.4977	0.7812	0.8104	0.7955	0.9431
0.0022	794.0	824966	0.4832	0.7925	0.8062	0.7993	0.9439
0.0022	795.0	826005	0.4734	0.7775	0.8053	0.7912	0.9424
0.0018	796.0	827044	0.4914	0.7968	0.8093	0.8030	0.9449
0.0016	797.0	828083	0.4924	0.7886	0.8109	0.7996	0.9446
0.0015	798.0	829122	0.5124	0.7819	0.8232	0.8020	0.9452
0.0018	799.0	830161	0.4870	0.7924	0.8226	0.8072	0.9465
0.0013	800.0	831200	0.4897	0.7949	0.8152	0.8049	0.9459
0.002	801.0	832239	0.4733	0.7920	0.8199	0.8057	0.9465
0.0019	802.0	833278	0.4816	0.8005	0.8109	0.8057	0.9461
0.0016	803.0	834317	0.5166	0.7931	0.8071	0.8001	0.9441
0.0023	804.0	835356	0.4659	0.8043	0.8154	0.8098	0.9472
0.0017	805.0	836395	0.5199	0.7960	0.8163	0.8060	0.9460
0.0019	806.0	837434	0.5119	0.8	0.8269	0.8132	0.9470
0.0015	807.0	838473	0.4911	0.7910	0.8174	0.8040	0.9452
0.0015	808.0	839512	0.5130	0.7922	0.8196	0.8056	0.9459
0.0021	809.0	840551	0.4682	0.7976	0.8239	0.8105	0.9467
0.0012	810.0	841590	0.4880	0.7930	0.8181	0.8054	0.9458
0.0023	811.0	842629	0.4703	0.7934	0.8172	0.8051	0.9455
0.0016	812.0	843668	0.4727	0.7925	0.8219	0.8069	0.9468
0.0017	813.0	844707	0.4682	0.7951	0.8185	0.8066	0.9464
0.0014	814.0	845746	0.4761	0.7973	0.8120	0.8046	0.9451
0.0014	815.0	846785	0.4847	0.7929	0.8205	0.8064	0.9456
0.0013	816.0	847824	0.4930	0.7869	0.8091	0.7978	0.9442
0.0017	817.0	848863	0.4857	0.7924	0.8097	0.8009	0.9445
0.0014	818.0	849902	0.5136	0.7914	0.8098	0.8005	0.9440
0.0017	819.0	850941	0.5051	0.7877	0.8044	0.7960	0.9438
0.0013	820.0	851980	0.4995	0.7983	0.8089	0.8036	0.9438
0.0017	821.0	853019	0.4958	0.7937	0.8170	0.8052	0.9446
0.0016	822.0	854058	0.4868	0.7949	0.8167	0.8056	0.9458
0.0018	823.0	855097	0.4700	0.7900	0.8203	0.8048	0.9453
0.0013	824.0	856136	0.4725	0.7972	0.8233	0.8101	0.9470
0.0018	825.0	857175	0.5226	0.8029	0.8167	0.8097	0.9462
0.0016	826.0	858214	0.4596	0.7897	0.8127	0.8010	0.9452
0.0014	827.0	859253	0.4858	0.7960	0.8163	0.8060	0.9456
0.0013	828.0	860292	0.4978	0.7950	0.8257	0.8101	0.9461
0.0016	829.0	861331	0.4839	0.7964	0.8127	0.8045	0.9456
0.0009	830.0	862370	0.4902	0.7962	0.8174	0.8066	0.9456
0.0012	831.0	863409	0.4870	0.7976	0.8167	0.8070	0.9456
0.0016	832.0	864448	0.4764	0.8030	0.8154	0.8091	0.9455
0.001	833.0	865487	0.5190	0.7996	0.8140	0.8067	0.9446
0.0016	834.0	866526	0.4974	0.7908	0.8228	0.8065	0.9443
0.0013	835.0	867565	0.5002	0.7969	0.8190	0.8078	0.9461
0.0014	836.0	868604	0.4879	0.8002	0.8109	0.8055	0.9452
0.0014	837.0	869643	0.4731	0.7943	0.8131	0.8036	0.9448
0.0013	838.0	870682	0.4893	0.7951	0.8142	0.8045	0.9449
0.0012	839.0	871721	0.4717	0.7929	0.8082	0.8005	0.9449
0.0009	840.0	872760	0.5202	0.7976	0.8024	0.8000	0.9442
0.0014	841.0	873799	0.5112	0.7929	0.8188	0.8056	0.9455
0.0016	842.0	874838	0.4835	0.7985	0.8116	0.8050	0.9453
0.0012	843.0	875877	0.4781	0.8050	0.8244	0.8146	0.9471
0.0012	844.0	876916	0.4797	0.8014	0.8170	0.8092	0.9459
0.001	845.0	877955	0.4919	0.8047	0.8208	0.8127	0.9463
0.001	846.0	878994	0.4736	0.7971	0.8201	0.8085	0.9455
0.0013	847.0	880033	0.4985	0.7943	0.8190	0.8065	0.9456
0.0014	848.0	881072	0.5027	0.7992	0.8161	0.8076	0.9449
0.0012	849.0	882111	0.5396	0.7956	0.8091	0.8023	0.9445
0.0011	850.0	883150	0.5024	0.8031	0.8167	0.8098	0.9458
0.0015	851.0	884189	0.4753	0.8027	0.8174	0.8100	0.9459
0.001	852.0	885228	0.4900	0.8027	0.8169	0.8097	0.9454
0.001	853.0	886267	0.4898	0.7969	0.8201	0.8083	0.9461
0.0009	854.0	887306	0.5069	0.7961	0.8277	0.8116	0.9474
0.0011	855.0	888345	0.4986	0.8039	0.8181	0.8110	0.9467
0.0014	856.0	889384	0.4845	0.8009	0.8143	0.8076	0.9460
0.0011	857.0	890423	0.4704	0.7986	0.8239	0.8110	0.9470
0.0009	858.0	891462	0.4773	0.8015	0.8149	0.8081	0.9462
0.0009	859.0	892501	0.4992	0.8013	0.8230	0.8120	0.9470
0.0011	860.0	893540	0.5007	0.7990	0.8244	0.8115	0.9469
0.0012	861.0	894579	0.4777	0.7973	0.8251	0.8110	0.9472
0.0009	862.0	895618	0.5165	0.7955	0.8201	0.8076	0.9458
0.0011	863.0	896657	0.5115	0.7917	0.8235	0.8073	0.9462
0.0013	864.0	897696	0.5022	0.7986	0.8257	0.8119	0.9464
0.0009	865.0	898735	0.5226	0.7979	0.8287	0.8130	0.9468
0.0012	866.0	899774	0.4939	0.8002	0.8259	0.8128	0.9471
0.0009	867.0	900813	0.5016	0.8058	0.8248	0.8152	0.9476
0.001	868.0	901852	0.4974	0.8059	0.8232	0.8144	0.9471
0.0016	869.0	902891	0.4697	0.7994	0.8217	0.8104	0.9469
0.0011	870.0	903930	0.4896	0.7983	0.8239	0.8109	0.9470
0.0008	871.0	904969	0.4924	0.8019	0.8242	0.8129	0.9475
0.0009	872.0	906008	0.4997	0.8025	0.8181	0.8102	0.9468
0.0007	873.0	907047	0.5172	0.7912	0.8203	0.8055	0.9459
0.0009	874.0	908086	0.5148	0.7967	0.8194	0.8079	0.9462
0.0008	875.0	909125	0.5097	0.8034	0.8242	0.8137	0.9475
0.001	876.0	910164	0.4955	0.8002	0.8244	0.8121	0.9470
0.0012	877.0	911203	0.4828	0.8050	0.8239	0.8143	0.9468
0.001	878.0	912242	0.4906	0.7994	0.8152	0.8072	0.9464
0.0009	879.0	913281	0.5100	0.8028	0.8172	0.8099	0.9464
0.001	880.0	914320	0.4833	0.7968	0.8221	0.8093	0.9469
0.0009	881.0	915359	0.4925	0.7928	0.8147	0.8036	0.9455
0.0007	882.0	916398	0.5253	0.7965	0.8262	0.8111	0.9468
0.0006	883.0	917437	0.5365	0.7983	0.8253	0.8116	0.9465
0.0008	884.0	918476	0.5234	0.7961	0.8226	0.8091	0.9461
0.0007	885.0	919515	0.5323	0.8008	0.8161	0.8084	0.9452
0.0009	886.0	920554	0.5377	0.7877	0.8178	0.8024	0.9448
0.0008	887.0	921593	0.5289	0.7999	0.8215	0.8106	0.9466
0.0006	888.0	922632	0.5331	0.7976	0.8167	0.8070	0.9454
0.0007	889.0	923671	0.5433	0.8017	0.8134	0.8075	0.9459
0.0009	890.0	924710	0.5128	0.7992	0.8201	0.8095	0.9464
0.0008	891.0	925749	0.5092	0.8024	0.8212	0.8117	0.9457
0.0006	892.0	926788	0.5281	0.7970	0.8217	0.8092	0.9458
0.0009	893.0	927827	0.4930	0.8018	0.8187	0.8101	0.9463
0.0007	894.0	928866	0.5119	0.8013	0.8156	0.8084	0.9465
0.0008	895.0	929905	0.5281	0.7937	0.8275	0.8103	0.9471
0.0007	896.0	930944	0.5291	0.7995	0.8208	0.8100	0.9465
0.0007	897.0	931983	0.5391	0.8066	0.8151	0.8108	0.9465
0.0008	898.0	933022	0.5428	0.8003	0.8192	0.8096	0.9470
0.0008	899.0	934061	0.5463	0.7993	0.8212	0.8101	0.9460
0.0006	900.0	935100	0.5531	0.8021	0.8161	0.8091	0.9469
0.0006	901.0	936139	0.5665	0.8032	0.8116	0.8074	0.9460
0.0006	902.0	937178	0.5648	0.7992	0.8244	0.8116	0.9464
0.0006	903.0	938217	0.5461	0.8010	0.8185	0.8097	0.9462
0.0009	904.0	939256	0.5507	0.8011	0.8212	0.8110	0.9463
0.0007	905.0	940295	0.5507	0.7978	0.8187	0.8081	0.9455
0.0007	906.0	941334	0.5265	0.8027	0.8154	0.8090	0.9459
0.0007	907.0	942373	0.5403	0.7987	0.8230	0.8106	0.9463
0.0006	908.0	943412	0.5295	0.7980	0.8212	0.8094	0.9462
0.0006	909.0	944451	0.5407	0.7986	0.8203	0.8093	0.9464
0.001	910.0	945490	0.5218	0.8014	0.8199	0.8106	0.9470
0.0006	911.0	946529	0.5314	0.7997	0.8176	0.8085	0.9468
0.0008	912.0	947568	0.5052	0.7940	0.8224	0.8080	0.9464
0.0007	913.0	948607	0.5191	0.8031	0.8214	0.8121	0.9476
0.0007	914.0	949646	0.5203	0.8020	0.8248	0.8132	0.9477
0.0007	915.0	950685	0.5337	0.7969	0.8239	0.8102	0.9471
0.0007	916.0	951724	0.5192	0.7982	0.8194	0.8087	0.9469
0.0005	917.0	952763	0.5149	0.8025	0.8158	0.8091	0.9467
0.0005	918.0	953802	0.5294	0.7958	0.8248	0.8100	0.9473
0.0006	919.0	954841	0.5321	0.8008	0.8179	0.8093	0.9471
0.0006	920.0	955880	0.5382	0.8007	0.8190	0.8098	0.9464
0.0007	921.0	956919	0.5272	0.7991	0.8215	0.8102	0.9470
0.0004	922.0	957958	0.5427	0.8037	0.8160	0.8098	0.9463
0.0005	923.0	958997	0.5526	0.7973	0.8210	0.8090	0.9471
0.0005	924.0	960036	0.5417	0.8091	0.8142	0.8116	0.9469
0.0006	925.0	961075	0.5245	0.8036	0.8237	0.8135	0.9477
0.0005	926.0	962114	0.5453	0.8006	0.8269	0.8135	0.9477
0.0005	927.0	963153	0.5519	0.7970	0.8223	0.8094	0.9467
0.0008	928.0	964192	0.5326	0.8042	0.8226	0.8133	0.9467
0.0005	929.0	965231	0.5435	0.8004	0.8208	0.8105	0.9466
0.0004	930.0	966270	0.5637	0.7983	0.8223	0.8101	0.9468
0.0006	931.0	967309	0.5538	0.7988	0.8181	0.8084	0.9466
0.0005	932.0	968348	0.5329	0.8001	0.8197	0.8098	0.9465
0.0007	933.0	969387	0.5238	0.7967	0.8215	0.8089	0.9470
0.0003	934.0	970426	0.5384	0.8015	0.8203	0.8108	0.9472
0.0004	935.0	971465	0.5514	0.7968	0.8206	0.8086	0.9459
0.0004	936.0	972504	0.5423	0.8036	0.8253	0.8143	0.9472
0.0004	937.0	973543	0.5489	0.8016	0.8235	0.8124	0.9477
0.0003	938.0	974582	0.5641	0.7974	0.8221	0.8095	0.9462
0.0005	939.0	975621	0.5471	0.7982	0.8208	0.8094	0.9470
0.0004	940.0	976660	0.5547	0.7986	0.8190	0.8087	0.9465
0.0005	941.0	977699	0.5574	0.8030	0.8178	0.8103	0.9466
0.0006	942.0	978738	0.5537	0.8020	0.8194	0.8106	0.9469
0.0003	943.0	979777	0.5642	0.8029	0.8217	0.8122	0.9469
0.0004	944.0	980816	0.5575	0.7969	0.8237	0.8101	0.9468
0.0004	945.0	981855	0.5560	0.8017	0.8250	0.8132	0.9469
0.0007	946.0	982894	0.5472	0.8017	0.8278	0.8146	0.9472
0.0005	947.0	983933	0.5506	0.7993	0.8206	0.8098	0.9462
0.0004	948.0	984972	0.5486	0.7969	0.8275	0.8119	0.9458
0.0005	949.0	986011	0.5390	0.8019	0.8244	0.8130	0.9464
0.0004	950.0	987050	0.5459	0.8004	0.8260	0.8130	0.9472
0.0005	951.0	988089	0.5433	0.7983	0.8277	0.8127	0.9473
0.0004	952.0	989128	0.5575	0.7949	0.8241	0.8092	0.9460
0.0004	953.0	990167	0.5607	0.7953	0.8235	0.8092	0.9463
0.0003	954.0	991206	0.5659	0.8028	0.8228	0.8127	0.9471
0.0003	955.0	992245	0.5755	0.8015	0.8224	0.8118	0.9467
0.0004	956.0	993284	0.5596	0.8027	0.8226	0.8125	0.9469
0.0003	957.0	994323	0.5661	0.7988	0.8174	0.8080	0.9458
0.0003	958.0	995362	0.5691	0.7999	0.8242	0.8119	0.9469
0.0004	959.0	996401	0.5572	0.8028	0.8212	0.8119	0.9470
0.0002	960.0	997440	0.5651	0.8006	0.8284	0.8142	0.9471
0.0003	961.0	998479	0.5703	0.7989	0.8214	0.8100	0.9465
0.0002	962.0	999518	0.5838	0.8012	0.8223	0.8116	0.9464
0.0003	963.0	1000557	0.5831	0.8024	0.8206	0.8114	0.9468
0.0002	964.0	1001596	0.5915	0.8029	0.8199	0.8113	0.9469
0.0002	965.0	1002635	0.6012	0.8010	0.8212	0.8110	0.9467
0.0003	966.0	1003674	0.5766	0.8021	0.8239	0.8128	0.9471
0.0002	967.0	1004713	0.5802	0.8040	0.8208	0.8123	0.9470
0.0002	968.0	1005752	0.5982	0.8003	0.8226	0.8113	0.9468
0.0003	969.0	1006791	0.5910	0.8018	0.8230	0.8122	0.9472
0.0004	970.0	1007830	0.5951	0.7971	0.8251	0.8109	0.9471
0.0003	971.0	1008869	0.5956	0.8012	0.8232	0.8120	0.9464
0.0004	972.0	1009908	0.5847	0.7977	0.8242	0.8107	0.9468
0.0004	973.0	1010947	0.5894	0.8007	0.8203	0.8104	0.9468
0.0003	974.0	1011986	0.5888	0.8016	0.8214	0.8113	0.9469
0.0002	975.0	1013025	0.5888	0.7981	0.8181	0.8080	0.9465
0.0002	976.0	1014064	0.5864	0.7962	0.8237	0.8097	0.9462
0.0002	977.0	1015103	0.5911	0.7988	0.8217	0.8101	0.9465
0.0003	978.0	1016142	0.5955	0.7999	0.8176	0.8086	0.9462
0.0004	979.0	1017181	0.5881	0.8010	0.8176	0.8092	0.9462
0.0002	980.0	1018220	0.5868	0.7988	0.8206	0.8096	0.9467
0.0002	981.0	1019259	0.5834	0.8017	0.8206	0.8111	0.9470
0.0002	982.0	1020298	0.5843	0.7969	0.8237	0.8101	0.9469
0.0003	983.0	1021337	0.5830	0.7983	0.8246	0.8112	0.9470
0.0003	984.0	1022376	0.5822	0.7998	0.8230	0.8112	0.9468
0.0003	985.0	1023415	0.5826	0.8012	0.8221	0.8115	0.9468
0.0002	986.0	1024454	0.5883	0.8000	0.8217	0.8107	0.9467
0.0002	987.0	1025493	0.5917	0.7986	0.8242	0.8112	0.9465
0.0004	988.0	1026532	0.5864	0.8017	0.8214	0.8114	0.9466
0.0002	989.0	1027571	0.5880	0.7988	0.8235	0.8110	0.9466
0.0002	990.0	1028610	0.5873	0.7984	0.8230	0.8105	0.9471
0.0002	991.0	1029649	0.5871	0.8003	0.8235	0.8118	0.9469
0.0001	992.0	1030688	0.5874	0.7988	0.8224	0.8105	0.9466
0.0003	993.0	1031727	0.5878	0.8014	0.8217	0.8114	0.9468
0.0002	994.0	1032766	0.5920	0.7990	0.8217	0.8102	0.9464
0.0003	995.0	1033805	0.5899	0.8007	0.8206	0.8106	0.9466
0.0003	996.0	1034844	0.5906	0.8001	0.8205	0.8102	0.9467
0.0002	997.0	1035883	0.5907	0.8016	0.8214	0.8113	0.9467
0.0003	998.0	1036922	0.5888	0.8018	0.8210	0.8113	0.9468
0.0003	999.0	1037961	0.5893	0.8005	0.8206	0.8104	0.9467
0.0003	1000.0	1039000	0.5893	0.8007	0.8210	0.8107	0.9467

Framework versions

Transformers 4.29.2
Pytorch 2.0.1+cu117
Datasets 2.12.0
Tokenizers 0.13.3

kwwww/test_64

test_64

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

kwwww/
test_64