You can deploy this model and start earning money today!

kwwww/
test_16_2770

Name: test_16_2770
Availability: InStock

pytorch

generated_from_trainer

bionlp2004

apache-2.0

Views

No views yet

test_16_2770

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: 0.6607
Precision: 0.7753
Recall: 0.8003
F1: 0.7876
Accuracy: 0.9420

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
No log	1.0	174	0.2580	0.5740	0.6811	0.6230	0.9116
No log	2.0	348	0.2144	0.6861	0.7045	0.6952	0.9292
0.3061	3.0	522	0.2026	0.6843	0.7598	0.7201	0.9337
0.3061	4.0	696	0.1943	0.7174	0.7500	0.7333	0.9373
0.3061	5.0	870	0.2267	0.6492	0.6586	0.6539	0.9215
0.1644	6.0	1044	0.2055	0.7073	0.7518	0.7289	0.9365
0.1644	7.0	1218	0.2213	0.6942	0.7513	0.7216	0.9331
0.1644	8.0	1392	0.2047	0.7201	0.7745	0.7463	0.9375
0.121	9.0	1566	0.2138	0.7214	0.7837	0.7513	0.9372
0.121	10.0	1740	0.2279	0.6868	0.7769	0.7291	0.9330
0.121	11.0	1914	0.2437	0.7201	0.7430	0.7314	0.9335
0.0985	12.0	2088	0.2396	0.7210	0.7353	0.7281	0.9322
0.0985	13.0	2262	0.2532	0.6977	0.7542	0.7248	0.9333
0.0985	14.0	2436	0.2704	0.7227	0.7331	0.7279	0.9334
0.0801	15.0	2610	0.2632	0.7147	0.7598	0.7366	0.9347
0.0801	16.0	2784	0.2759	0.7110	0.7985	0.7522	0.9381
0.0801	17.0	2958	0.2968	0.7333	0.7724	0.7523	0.9356
0.0703	18.0	3132	0.2678	0.7169	0.7693	0.7422	0.9356
0.0703	19.0	3306	0.2808	0.7071	0.7785	0.7411	0.9357
0.0703	20.0	3480	0.2772	0.7103	0.7563	0.7326	0.9344
0.0606	21.0	3654	0.3072	0.7381	0.7572	0.7476	0.9373
0.0606	22.0	3828	0.3188	0.7152	0.7634	0.7385	0.9346
0.0503	23.0	4002	0.3239	0.7008	0.7612	0.7297	0.9306
0.0503	24.0	4176	0.3289	0.7190	0.7488	0.7336	0.9348
0.0503	25.0	4350	0.3337	0.7305	0.7776	0.7533	0.9365
0.046	26.0	4524	0.3233	0.7263	0.7709	0.7480	0.9358
0.046	27.0	4698	0.3178	0.7239	0.7655	0.7442	0.9368
0.046	28.0	4872	0.3252	0.7096	0.7801	0.7432	0.9367
0.0426	29.0	5046	0.3322	0.7202	0.7819	0.7498	0.9369
0.0426	30.0	5220	0.3316	0.7225	0.7785	0.7495	0.9380
0.0426	31.0	5394	0.3721	0.7110	0.7542	0.7320	0.9322
0.0383	32.0	5568	0.3529	0.7269	0.7619	0.7440	0.9366
0.0383	33.0	5742	0.3476	0.7302	0.7526	0.7412	0.9350
0.0383	34.0	5916	0.3328	0.7251	0.7632	0.7436	0.9360
0.0389	35.0	6090	0.3397	0.7212	0.7583	0.7393	0.9356
0.0389	36.0	6264	0.3500	0.7328	0.7641	0.7481	0.9354
0.0389	37.0	6438	0.3474	0.7339	0.7387	0.7363	0.9345
0.0325	38.0	6612	0.3530	0.7297	0.7765	0.7524	0.9364
0.0325	39.0	6786	0.3731	0.7124	0.7963	0.7520	0.9355
0.0325	40.0	6960	0.3618	0.7237	0.7522	0.7377	0.9339
0.0291	41.0	7134	0.3641	0.7266	0.7618	0.7437	0.9349
0.0291	42.0	7308	0.3776	0.7327	0.7749	0.7532	0.9361
0.0291	43.0	7482	0.3596	0.7314	0.7592	0.7451	0.9348
0.0304	44.0	7656	0.3564	0.7447	0.7506	0.7476	0.9364
0.0304	45.0	7830	0.3891	0.7243	0.7754	0.7490	0.9358
0.0305	46.0	8004	0.3380	0.7239	0.7580	0.7406	0.9358
0.0305	47.0	8178	0.3861	0.7271	0.7652	0.7456	0.9362
0.0305	48.0	8352	0.3934	0.7279	0.7688	0.7478	0.9350
0.0301	49.0	8526	0.3685	0.7424	0.7785	0.7600	0.9369
0.0301	50.0	8700	0.4242	0.7200	0.7551	0.7371	0.9331
0.0301	51.0	8874	0.4039	0.7457	0.7547	0.7502	0.9363
0.0254	52.0	9048	0.3900	0.7256	0.7645	0.7445	0.9348
0.0254	53.0	9222	0.3629	0.7399	0.7832	0.7609	0.9378
0.0254	54.0	9396	0.3840	0.7433	0.7735	0.7581	0.9378
0.0261	55.0	9570	0.3835	0.7303	0.7637	0.7467	0.9356
0.0261	56.0	9744	0.4042	0.7264	0.7612	0.7434	0.9343
0.0261	57.0	9918	0.3912	0.7121	0.7978	0.7525	0.9363
0.0253	58.0	10092	0.3733	0.7407	0.7690	0.7546	0.9377
0.0253	59.0	10266	0.3972	0.7302	0.7889	0.7584	0.9363
0.0253	60.0	10440	0.4311	0.7362	0.7522	0.7441	0.9348
0.0257	61.0	10614	0.4097	0.7361	0.7817	0.7583	0.9372
0.0257	62.0	10788	0.4141	0.7429	0.7801	0.7611	0.9373
0.0257	63.0	10962	0.4130	0.7289	0.7731	0.7503	0.9367
0.0224	64.0	11136	0.4004	0.7211	0.7837	0.7511	0.9361
0.0224	65.0	11310	0.3668	0.7269	0.7663	0.7460	0.9361
0.0224	66.0	11484	0.3736	0.7285	0.7875	0.7568	0.9368
0.0238	67.0	11658	0.3700	0.7253	0.7787	0.7510	0.9362
0.0238	68.0	11832	0.3940	0.7480	0.7562	0.7520	0.9360
0.0233	69.0	12006	0.4209	0.7308	0.7884	0.7585	0.9369
0.0233	70.0	12180	0.4140	0.7408	0.7718	0.7560	0.9371
0.0233	71.0	12354	0.3971	0.7501	0.7488	0.7495	0.9356
0.0223	72.0	12528	0.3904	0.7246	0.7918	0.7567	0.9387
0.0223	73.0	12702	0.4087	0.7408	0.7828	0.7612	0.9379
0.0223	74.0	12876	0.4145	0.7370	0.7942	0.7645	0.9379
0.021	75.0	13050	0.4130	0.7197	0.7891	0.7528	0.9357
0.021	76.0	13224	0.3953	0.7343	0.7852	0.7589	0.9368
0.021	77.0	13398	0.3903	0.7551	0.7639	0.7595	0.9377
0.0216	78.0	13572	0.4032	0.7371	0.7785	0.7572	0.9379
0.0216	79.0	13746	0.4310	0.7500	0.7808	0.7651	0.9370
0.0216	80.0	13920	0.3695	0.7297	0.7898	0.7586	0.9367
0.021	81.0	14094	0.3793	0.7370	0.7807	0.7582	0.9371
0.021	82.0	14268	0.4069	0.7427	0.7808	0.7613	0.9390
0.021	83.0	14442	0.4300	0.7136	0.7803	0.7455	0.9346
0.0198	84.0	14616	0.4073	0.7224	0.7704	0.7456	0.9356
0.0198	85.0	14790	0.3862	0.7402	0.7708	0.7552	0.9371
0.0198	86.0	14964	0.4018	0.7524	0.7832	0.7675	0.9390
0.0211	87.0	15138	0.4052	0.7384	0.7745	0.7560	0.9382
0.0211	88.0	15312	0.3972	0.7535	0.7850	0.7689	0.9397
0.0211	89.0	15486	0.4420	0.7318	0.8008	0.7647	0.9387
0.0197	90.0	15660	0.3784	0.7340	0.7731	0.7530	0.9372
0.0197	91.0	15834	0.4347	0.7452	0.7884	0.7662	0.9394
0.0183	92.0	16008	0.4245	0.7219	0.7733	0.7467	0.9358
0.0183	93.0	16182	0.4110	0.7436	0.7835	0.7631	0.9383
0.0183	94.0	16356	0.4004	0.7343	0.7933	0.7626	0.9386
0.0192	95.0	16530	0.4558	0.7298	0.7861	0.7569	0.9353
0.0192	96.0	16704	0.4076	0.7256	0.7677	0.7461	0.9343
0.0192	97.0	16878	0.4199	0.7338	0.7814	0.7568	0.9366
0.0215	98.0	17052	0.3818	0.7358	0.7508	0.7432	0.9351
0.0215	99.0	17226	0.4060	0.7305	0.7870	0.7577	0.9378
0.0215	100.0	17400	0.4262	0.7505	0.7585	0.7545	0.9361
0.0186	101.0	17574	0.3862	0.7306	0.7745	0.7519	0.9362
0.0186	102.0	17748	0.4218	0.7406	0.7518	0.7462	0.9349
0.0186	103.0	17922	0.3802	0.7380	0.7852	0.7608	0.9380
0.0207	104.0	18096	0.4168	0.7415	0.7736	0.7572	0.9375
0.0207	105.0	18270	0.4417	0.7349	0.7844	0.7589	0.9371
0.0207	106.0	18444	0.4423	0.7437	0.7821	0.7624	0.9375
0.0177	107.0	18618	0.4082	0.7336	0.7879	0.7597	0.9378
0.0177	108.0	18792	0.4681	0.7301	0.7598	0.7446	0.9339
0.0177	109.0	18966	0.4166	0.7415	0.7929	0.7663	0.9385
0.0165	110.0	19140	0.4409	0.7415	0.7808	0.7606	0.9369
0.0165	111.0	19314	0.4266	0.7468	0.7798	0.7629	0.9377
0.0165	112.0	19488	0.4671	0.7211	0.7837	0.7511	0.9343
0.0161	113.0	19662	0.4201	0.7484	0.7796	0.7637	0.9381
0.0161	114.0	19836	0.4184	0.7349	0.7699	0.7520	0.9363
0.0174	115.0	20010	0.4239	0.7287	0.7871	0.7568	0.9372
0.0174	116.0	20184	0.4236	0.7327	0.7927	0.7615	0.9370
0.0174	117.0	20358	0.4087	0.7529	0.7801	0.7663	0.9395
0.0155	118.0	20532	0.4413	0.7410	0.7751	0.7577	0.9359
0.0155	119.0	20706	0.4119	0.7247	0.8008	0.7609	0.9360
0.0155	120.0	20880	0.4476	0.7366	0.7726	0.7542	0.9370
0.0145	121.0	21054	0.4388	0.7429	0.7585	0.7506	0.9354
0.0145	122.0	21228	0.4221	0.7335	0.7875	0.7595	0.9365
0.0145	123.0	21402	0.4326	0.7454	0.7898	0.7670	0.9387
0.0162	124.0	21576	0.4151	0.7513	0.7724	0.7617	0.9377
0.0162	125.0	21750	0.4281	0.7330	0.7871	0.7591	0.9377
0.0162	126.0	21924	0.4078	0.7336	0.7742	0.7534	0.9362
0.0177	127.0	22098	0.4318	0.7340	0.7877	0.7599	0.9375
0.0177	128.0	22272	0.4145	0.7358	0.7684	0.7518	0.9358
0.0177	129.0	22446	0.4223	0.7482	0.7661	0.7570	0.9369
0.0172	130.0	22620	0.4315	0.7409	0.7695	0.7549	0.9361
0.0172	131.0	22794	0.4391	0.7533	0.7621	0.7577	0.9378
0.0172	132.0	22968	0.4387	0.7380	0.7938	0.7649	0.9380
0.016	133.0	23142	0.4193	0.7380	0.7904	0.7633	0.9374
0.016	134.0	23316	0.4047	0.7470	0.7614	0.7541	0.9359
0.016	135.0	23490	0.4181	0.7386	0.7835	0.7604	0.9362
0.0161	136.0	23664	0.4271	0.7404	0.7771	0.7583	0.9364
0.0161	137.0	23838	0.4196	0.7331	0.7686	0.7504	0.9351
0.0154	138.0	24012	0.4402	0.7405	0.7873	0.7632	0.9373
0.0154	139.0	24186	0.4462	0.7452	0.7767	0.7606	0.9371
0.0154	140.0	24360	0.4812	0.7377	0.7556	0.7466	0.9342
0.0135	141.0	24534	0.4427	0.7514	0.7637	0.7575	0.9363
0.0135	142.0	24708	0.4757	0.7391	0.7726	0.7555	0.9364
0.0135	143.0	24882	0.4717	0.7450	0.7801	0.7621	0.9365
0.0146	144.0	25056	0.4523	0.7422	0.7807	0.7609	0.9370
0.0146	145.0	25230	0.4064	0.7427	0.7814	0.7616	0.9369
0.0146	146.0	25404	0.4439	0.7458	0.7729	0.7591	0.9360
0.015	147.0	25578	0.4195	0.7435	0.7861	0.7642	0.9386
0.015	148.0	25752	0.4415	0.7197	0.7639	0.7412	0.9324
0.015	149.0	25926	0.4849	0.7352	0.7830	0.7584	0.9365
0.0152	150.0	26100	0.4361	0.7257	0.7933	0.7580	0.9376
0.0152	151.0	26274	0.4563	0.7441	0.7826	0.7629	0.9362
0.0152	152.0	26448	0.4426	0.7407	0.7839	0.7617	0.9383
0.0133	153.0	26622	0.4379	0.7487	0.7661	0.7573	0.9366
0.0133	154.0	26796	0.4207	0.7418	0.7819	0.7614	0.9372
0.0133	155.0	26970	0.4504	0.7445	0.7835	0.7635	0.9379
0.0129	156.0	27144	0.4425	0.7359	0.7668	0.7510	0.9350
0.0129	157.0	27318	0.4406	0.7484	0.7848	0.7662	0.9384
0.0129	158.0	27492	0.4338	0.7387	0.7745	0.7562	0.9375
0.0148	159.0	27666	0.4249	0.7403	0.7801	0.7597	0.9381
0.0148	160.0	27840	0.4369	0.7390	0.7859	0.7617	0.9375
0.0155	161.0	28014	0.4376	0.7416	0.7798	0.7602	0.9374
0.0155	162.0	28188	0.4598	0.7549	0.7774	0.7660	0.9387
0.0155	163.0	28362	0.4303	0.7420	0.7700	0.7557	0.9361
0.0132	164.0	28536	0.4221	0.7490	0.7798	0.7641	0.9383
0.0132	165.0	28710	0.4498	0.7387	0.7758	0.7568	0.9362
0.0132	166.0	28884	0.4304	0.7506	0.7888	0.7692	0.9386
0.0143	167.0	29058	0.4085	0.7404	0.7652	0.7526	0.9369
0.0143	168.0	29232	0.4363	0.7503	0.7677	0.7589	0.9370
0.0143	169.0	29406	0.4310	0.7378	0.7627	0.7500	0.9358
0.014	170.0	29580	0.4197	0.7469	0.7792	0.7627	0.9373
0.014	171.0	29754	0.4564	0.7534	0.7983	0.7752	0.9393
0.014	172.0	29928	0.4644	0.7487	0.7758	0.7620	0.9366
0.0129	173.0	30102	0.4530	0.7180	0.7850	0.7500	0.9341
0.0129	174.0	30276	0.3980	0.7447	0.7897	0.7665	0.9371
0.0129	175.0	30450	0.4738	0.7439	0.8075	0.7744	0.9374
0.0122	176.0	30624	0.4251	0.7400	0.7709	0.7552	0.9372
0.0122	177.0	30798	0.4782	0.7374	0.7834	0.7597	0.9357
0.0122	178.0	30972	0.4521	0.7515	0.7861	0.7684	0.9401
0.0123	179.0	31146	0.4303	0.7576	0.7695	0.7635	0.9370
0.0123	180.0	31320	0.4230	0.7389	0.7763	0.7572	0.9376
0.0123	181.0	31494	0.4576	0.7475	0.7535	0.7505	0.9353
0.0132	182.0	31668	0.4414	0.7397	0.7736	0.7563	0.9353
0.0132	183.0	31842	0.4430	0.7428	0.7735	0.7578	0.9361
0.0156	184.0	32016	0.4060	0.7486	0.7846	0.7662	0.9375
0.0156	185.0	32190	0.4421	0.7461	0.7740	0.7598	0.9366
0.0156	186.0	32364	0.4430	0.7455	0.7821	0.7633	0.9368
0.0137	187.0	32538	0.4059	0.7488	0.7745	0.7614	0.9380
0.0137	188.0	32712	0.4546	0.7648	0.7693	0.7670	0.9388
0.0137	189.0	32886	0.4378	0.7398	0.7891	0.7637	0.9384
0.0118	190.0	33060	0.4445	0.7561	0.7976	0.7763	0.9396
0.0118	191.0	33234	0.4536	0.7626	0.7745	0.7685	0.9389
0.0118	192.0	33408	0.4277	0.7469	0.7700	0.7583	0.9355
0.0117	193.0	33582	0.4446	0.7399	0.7911	0.7647	0.9378
0.0117	194.0	33756	0.4530	0.7556	0.7654	0.7604	0.9360
0.0117	195.0	33930	0.4741	0.7405	0.7713	0.7556	0.9358
0.0125	196.0	34104	0.4256	0.7408	0.7853	0.7624	0.9375
0.0125	197.0	34278	0.4774	0.7591	0.7850	0.7718	0.9375
0.0125	198.0	34452	0.4282	0.7428	0.7823	0.7620	0.9366
0.0146	199.0	34626	0.4427	0.7527	0.7812	0.7667	0.9383
0.0146	200.0	34800	0.4572	0.7424	0.7796	0.7605	0.9356
0.0146	201.0	34974	0.4586	0.7526	0.7691	0.7608	0.9365
0.0119	202.0	35148	0.4393	0.7412	0.7729	0.7567	0.9359
0.0119	203.0	35322	0.4489	0.7540	0.7808	0.7672	0.9383
0.0119	204.0	35496	0.4314	0.7498	0.7880	0.7685	0.9381
0.0116	205.0	35670	0.4501	0.7420	0.7868	0.7637	0.9379
0.0116	206.0	35844	0.4731	0.7589	0.7945	0.7763	0.9408
0.0119	207.0	36018	0.4493	0.7595	0.7630	0.7612	0.9378
0.0119	208.0	36192	0.4570	0.7508	0.7938	0.7717	0.9389
0.0119	209.0	36366	0.4698	0.7488	0.7823	0.7652	0.9374
0.0111	210.0	36540	0.4270	0.7456	0.7817	0.7633	0.9372
0.0111	211.0	36714	0.4625	0.7470	0.7897	0.7677	0.9385
0.0111	212.0	36888	0.4973	0.7254	0.7567	0.7407	0.9321
0.0113	213.0	37062	0.4465	0.7557	0.7720	0.7638	0.9361
0.0113	214.0	37236	0.4512	0.7569	0.7843	0.7703	0.9385
0.0113	215.0	37410	0.4488	0.7477	0.7610	0.7543	0.9350
0.0117	216.0	37584	0.4719	0.7524	0.7706	0.7614	0.9369
0.0117	217.0	37758	0.4410	0.7449	0.7682	0.7564	0.9354
0.0117	218.0	37932	0.4638	0.7537	0.7754	0.7644	0.9384
0.0123	219.0	38106	0.4629	0.7324	0.7796	0.7552	0.9347
0.0123	220.0	38280	0.4268	0.7688	0.7744	0.7716	0.9387
0.0123	221.0	38454	0.4265	0.7575	0.7796	0.7684	0.9379
0.0118	222.0	38628	0.4469	0.7496	0.7855	0.7671	0.9393
0.0118	223.0	38802	0.4554	0.7517	0.7925	0.7716	0.9386
0.0118	224.0	38976	0.4262	0.7447	0.7720	0.7581	0.9362
0.0115	225.0	39150	0.4910	0.7658	0.7661	0.7659	0.9362
0.0115	226.0	39324	0.5130	0.7545	0.7774	0.7658	0.9372
0.0115	227.0	39498	0.4266	0.7534	0.7857	0.7692	0.9376
0.01	228.0	39672	0.5057	0.7469	0.7799	0.7630	0.9385
0.01	229.0	39846	0.4558	0.7404	0.7961	0.7673	0.9373
0.0085	230.0	40020	0.4580	0.7675	0.7828	0.7751	0.9397
0.0085	231.0	40194	0.5008	0.7576	0.7774	0.7674	0.9379
0.0085	232.0	40368	0.4653	0.7545	0.7639	0.7592	0.9361
0.0113	233.0	40542	0.4747	0.7344	0.7756	0.7544	0.9359
0.0113	234.0	40716	0.4761	0.7567	0.7798	0.7681	0.9378
0.0113	235.0	40890	0.4616	0.7532	0.7745	0.7637	0.9374
0.0121	236.0	41064	0.4353	0.7492	0.7902	0.7691	0.9376
0.0121	237.0	41238	0.5062	0.7379	0.7819	0.7593	0.9364
0.0121	238.0	41412	0.4255	0.7377	0.7718	0.7544	0.9358
0.012	239.0	41586	0.4816	0.7296	0.7740	0.7511	0.9350
0.012	240.0	41760	0.4983	0.7507	0.7749	0.7626	0.9353
0.012	241.0	41934	0.4587	0.7533	0.7857	0.7691	0.9392
0.0087	242.0	42108	0.4976	0.7471	0.7949	0.7703	0.9391
0.0087	243.0	42282	0.4927	0.7510	0.7717	0.7612	0.9371
0.0087	244.0	42456	0.4677	0.7446	0.7763	0.7601	0.9362
0.009	245.0	42630	0.4708	0.7528	0.7745	0.7635	0.9384
0.009	246.0	42804	0.4398	0.7473	0.7632	0.7552	0.9356
0.009	247.0	42978	0.4850	0.7577	0.7886	0.7729	0.9381
0.0111	248.0	43152	0.4562	0.7456	0.7657	0.7555	0.9364
0.0111	249.0	43326	0.4476	0.7471	0.7720	0.7594	0.9370
0.0103	250.0	43500	0.4294	0.7628	0.7756	0.7692	0.9382
0.0103	251.0	43674	0.4518	0.7503	0.7796	0.7646	0.9378
0.0103	252.0	43848	0.4473	0.7552	0.8021	0.7779	0.9401
0.0108	253.0	44022	0.4770	0.7429	0.7760	0.7591	0.9371
0.0108	254.0	44196	0.4250	0.7636	0.7747	0.7691	0.9391
0.0108	255.0	44370	0.4571	0.7550	0.7925	0.7733	0.9404
0.0098	256.0	44544	0.4702	0.7534	0.7933	0.7728	0.9376
0.0098	257.0	44718	0.4349	0.7457	0.8012	0.7725	0.9391
0.0098	258.0	44892	0.4593	0.7603	0.7987	0.7790	0.9392
0.0082	259.0	45066	0.4534	0.7585	0.7861	0.7720	0.9397
0.0082	260.0	45240	0.4422	0.7447	0.7960	0.7695	0.9392
0.0082	261.0	45414	0.4863	0.7430	0.8059	0.7732	0.9368
0.009	262.0	45588	0.4416	0.7541	0.7893	0.7713	0.9379
0.009	263.0	45762	0.4348	0.7636	0.7934	0.7782	0.9394
0.009	264.0	45936	0.4388	0.7456	0.7979	0.7709	0.9377
0.01	265.0	46110	0.4662	0.7424	0.7906	0.7657	0.9376
0.01	266.0	46284	0.4444	0.7392	0.7673	0.7530	0.9364
0.01	267.0	46458	0.4596	0.7477	0.7862	0.7665	0.9373
0.0109	268.0	46632	0.4544	0.7588	0.7848	0.7716	0.9385
0.0109	269.0	46806	0.5061	0.7548	0.7961	0.7749	0.9383
0.0109	270.0	46980	0.4716	0.7675	0.7789	0.7731	0.9392
0.0106	271.0	47154	0.4670	0.7523	0.7762	0.7640	0.9378
0.0106	272.0	47328	0.4665	0.7437	0.7814	0.7621	0.9361
0.0094	273.0	47502	0.4735	0.7483	0.7855	0.7665	0.9372
0.0094	274.0	47676	0.4754	0.7443	0.7943	0.7685	0.9375
0.0094	275.0	47850	0.4715	0.7527	0.7787	0.7654	0.9381
0.0089	276.0	48024	0.4728	0.7660	0.7810	0.7734	0.9397
0.0089	277.0	48198	0.4669	0.7573	0.7855	0.7711	0.9389
0.0089	278.0	48372	0.4120	0.7557	0.7758	0.7656	0.9378
0.0093	279.0	48546	0.4624	0.7426	0.7823	0.7619	0.9378
0.0093	280.0	48720	0.4641	0.7562	0.7841	0.7699	0.9391
0.0093	281.0	48894	0.4328	0.7500	0.7695	0.7596	0.9383
0.0087	282.0	49068	0.4777	0.7547	0.7706	0.7625	0.9380
0.0087	283.0	49242	0.4657	0.7526	0.7877	0.7697	0.9378
0.0087	284.0	49416	0.4747	0.7571	0.7801	0.7684	0.9387
0.0089	285.0	49590	0.4648	0.7487	0.7799	0.7640	0.9366
0.0089	286.0	49764	0.4483	0.7335	0.7758	0.7541	0.9372
0.0089	287.0	49938	0.4479	0.7642	0.7970	0.7803	0.9419
0.0092	288.0	50112	0.4889	0.7656	0.7688	0.7672	0.9390
0.0092	289.0	50286	0.4417	0.7663	0.7771	0.7716	0.9390
0.0092	290.0	50460	0.4840	0.7610	0.7994	0.7797	0.9404
0.0105	291.0	50634	0.4518	0.7604	0.8001	0.7797	0.9403
0.0105	292.0	50808	0.4606	0.7577	0.7891	0.7731	0.9396
0.0105	293.0	50982	0.4604	0.7654	0.7769	0.7711	0.9396
0.0084	294.0	51156	0.4559	0.7564	0.7913	0.7735	0.9392
0.0084	295.0	51330	0.4397	0.7561	0.7933	0.7742	0.9396
0.008	296.0	51504	0.4298	0.7526	0.7909	0.7713	0.9401
0.008	297.0	51678	0.4616	0.7621	0.7880	0.7749	0.9404
0.008	298.0	51852	0.4714	0.7561	0.7999	0.7774	0.9409
0.0088	299.0	52026	0.4828	0.7509	0.7763	0.7634	0.9387
0.0088	300.0	52200	0.4897	0.7538	0.7871	0.7701	0.9388
0.0088	301.0	52374	0.4290	0.7636	0.7810	0.7722	0.9393
0.0098	302.0	52548	0.4747	0.7546	0.8024	0.7778	0.9411
0.0098	303.0	52722	0.4725	0.7595	0.7724	0.7659	0.9376
0.0098	304.0	52896	0.4325	0.7551	0.7897	0.7720	0.9390
0.0076	305.0	53070	0.4582	0.7573	0.7772	0.7672	0.9387
0.0076	306.0	53244	0.4364	0.7575	0.7792	0.7682	0.9387
0.0076	307.0	53418	0.4393	0.7439	0.7925	0.7675	0.9384
0.0077	308.0	53592	0.4559	0.7648	0.7862	0.7754	0.9394
0.0077	309.0	53766	0.4433	0.7556	0.7943	0.7745	0.9391
0.0077	310.0	53940	0.4418	0.7604	0.7945	0.7771	0.9402
0.0094	311.0	54114	0.4688	0.7552	0.7841	0.7694	0.9378
0.0094	312.0	54288	0.4746	0.7486	0.7690	0.7586	0.9351
0.0094	313.0	54462	0.4710	0.7535	0.7981	0.7752	0.9392
0.0084	314.0	54636	0.4606	0.7616	0.7927	0.7768	0.9386
0.0084	315.0	54810	0.4697	0.7488	0.7817	0.7649	0.9378
0.0084	316.0	54984	0.4446	0.7537	0.7835	0.7683	0.9380
0.0084	317.0	55158	0.4825	0.7537	0.7868	0.7699	0.9381
0.0084	318.0	55332	0.4835	0.7608	0.7882	0.7743	0.9390
0.0066	319.0	55506	0.4834	0.7663	0.7830	0.7746	0.9384
0.0066	320.0	55680	0.4519	0.7537	0.7826	0.7679	0.9381
0.0066	321.0	55854	0.4876	0.7611	0.7906	0.7755	0.9396
0.0074	322.0	56028	0.4718	0.7484	0.7823	0.7650	0.9384
0.0074	323.0	56202	0.4727	0.7550	0.7753	0.7650	0.9377
0.0074	324.0	56376	0.4820	0.7440	0.7753	0.7593	0.9375
0.0078	325.0	56550	0.4857	0.7538	0.7765	0.7650	0.9378
0.0078	326.0	56724	0.4881	0.7522	0.7828	0.7672	0.9384
0.0078	327.0	56898	0.4716	0.7538	0.7884	0.7707	0.9385
0.0079	328.0	57072	0.5031	0.7542	0.7508	0.7525	0.9335
0.0079	329.0	57246	0.4723	0.7592	0.7916	0.7751	0.9406
0.0079	330.0	57420	0.4659	0.7597	0.7978	0.7783	0.9400
0.0071	331.0	57594	0.4736	0.7503	0.7918	0.7705	0.9395
0.0071	332.0	57768	0.4928	0.7580	0.7729	0.7654	0.9373
0.0071	333.0	57942	0.4644	0.7553	0.7920	0.7732	0.9400
0.0084	334.0	58116	0.4374	0.7522	0.7812	0.7664	0.9382
0.0084	335.0	58290	0.4875	0.7513	0.8057	0.7775	0.9399
0.0084	336.0	58464	0.4719	0.7526	0.7763	0.7643	0.9374
0.0082	337.0	58638	0.4881	0.7439	0.7900	0.7663	0.9381
0.0082	338.0	58812	0.4615	0.7385	0.7952	0.7658	0.9388
0.0082	339.0	58986	0.4831	0.7529	0.7659	0.7593	0.9361
0.0071	340.0	59160	0.4570	0.7511	0.7803	0.7654	0.9372
0.0071	341.0	59334	0.4806	0.7453	0.7934	0.7686	0.9377
0.0073	342.0	59508	0.4975	0.7451	0.7807	0.7625	0.9373
0.0073	343.0	59682	0.4970	0.7489	0.8010	0.7741	0.9397
0.0073	344.0	59856	0.4881	0.7528	0.7727	0.7626	0.9380
0.0068	345.0	60030	0.4667	0.7534	0.7879	0.7702	0.9399
0.0068	346.0	60204	0.4656	0.7562	0.7787	0.7673	0.9383
0.0068	347.0	60378	0.4717	0.7473	0.7907	0.7684	0.9380
0.0078	348.0	60552	0.4204	0.7532	0.7945	0.7733	0.9398
0.0078	349.0	60726	0.4325	0.7525	0.7835	0.7677	0.9391
0.0078	350.0	60900	0.4657	0.7536	0.7893	0.7710	0.9384
0.0078	351.0	61074	0.4641	0.7576	0.8026	0.7795	0.9416
0.0078	352.0	61248	0.4661	0.7610	0.7877	0.7741	0.9395
0.0078	353.0	61422	0.4755	0.7596	0.8019	0.7802	0.9411
0.0076	354.0	61596	0.4923	0.7712	0.7960	0.7834	0.9413
0.0076	355.0	61770	0.4514	0.7624	0.7857	0.7739	0.9400
0.0076	356.0	61944	0.4318	0.7593	0.7913	0.7750	0.9402
0.0071	357.0	62118	0.4951	0.7578	0.7940	0.7755	0.9397
0.0071	358.0	62292	0.4920	0.7637	0.7997	0.7813	0.9406
0.0071	359.0	62466	0.4887	0.7631	0.7844	0.7736	0.9387
0.0051	360.0	62640	0.5305	0.7458	0.7607	0.7531	0.9343
0.0051	361.0	62814	0.4437	0.7676	0.7697	0.7686	0.9383
0.0051	362.0	62988	0.4742	0.7533	0.7934	0.7728	0.9399
0.008	363.0	63162	0.4632	0.7551	0.7803	0.7675	0.9382
0.008	364.0	63336	0.4493	0.7619	0.7861	0.7738	0.9401
0.0075	365.0	63510	0.4681	0.7410	0.7866	0.7631	0.9375
0.0075	366.0	63684	0.4856	0.7544	0.7799	0.7670	0.9388
0.0075	367.0	63858	0.4339	0.7516	0.7945	0.7725	0.9389
0.0065	368.0	64032	0.4757	0.7688	0.7837	0.7762	0.9401
0.0065	369.0	64206	0.4946	0.7516	0.7864	0.7686	0.9383
0.0065	370.0	64380	0.5174	0.7466	0.8006	0.7727	0.9386
0.0076	371.0	64554	0.4378	0.7624	0.7718	0.7671	0.9379
0.0076	372.0	64728	0.5206	0.7606	0.7828	0.7716	0.9396
0.0076	373.0	64902	0.4914	0.7545	0.7925	0.7731	0.9390
0.0053	374.0	65076	0.4985	0.7554	0.7949	0.7747	0.9398
0.0053	375.0	65250	0.4903	0.7624	0.7895	0.7757	0.9402
0.0053	376.0	65424	0.5177	0.7527	0.8001	0.7757	0.9404
0.0052	377.0	65598	0.4793	0.7386	0.7992	0.7677	0.9385
0.0052	378.0	65772	0.4765	0.7449	0.7713	0.7579	0.9379
0.0052	379.0	65946	0.4642	0.7652	0.7717	0.7684	0.9386
0.0075	380.0	66120	0.5118	0.7472	0.7873	0.7667	0.9370
0.0075	381.0	66294	0.4688	0.7616	0.7819	0.7716	0.9392
0.0075	382.0	66468	0.5202	0.7479	0.7859	0.7664	0.9383
0.0054	383.0	66642	0.5144	0.7525	0.7825	0.7672	0.9386
0.0054	384.0	66816	0.4795	0.7418	0.7873	0.7639	0.9377
0.0054	385.0	66990	0.4762	0.7508	0.8003	0.7748	0.9392
0.0059	386.0	67164	0.4670	0.7537	0.7947	0.7737	0.9402
0.0059	387.0	67338	0.4721	0.7398	0.8005	0.7690	0.9381
0.0069	388.0	67512	0.4492	0.7492	0.7961	0.7720	0.9387
0.0069	389.0	67686	0.5070	0.7641	0.7735	0.7687	0.9394
0.0069	390.0	67860	0.4798	0.7620	0.7803	0.7711	0.9387
0.007	391.0	68034	0.4535	0.7563	0.7942	0.7748	0.9408
0.007	392.0	68208	0.4686	0.7577	0.7933	0.7751	0.9400
0.007	393.0	68382	0.4634	0.7589	0.7753	0.7670	0.9386
0.0078	394.0	68556	0.4392	0.7509	0.8014	0.7753	0.9403
0.0078	395.0	68730	0.4722	0.7420	0.7853	0.7631	0.9383
0.0078	396.0	68904	0.4613	0.7578	0.7839	0.7706	0.9401
0.0055	397.0	69078	0.5001	0.7575	0.8015	0.7789	0.9403
0.0055	398.0	69252	0.4868	0.7626	0.7886	0.7754	0.9394
0.0055	399.0	69426	0.4913	0.7507	0.8026	0.7758	0.9396
0.0045	400.0	69600	0.4784	0.7771	0.7817	0.7794	0.9406
0.0045	401.0	69774	0.4706	0.7757	0.7745	0.7751	0.9391
0.0045	402.0	69948	0.5051	0.7397	0.7810	0.7598	0.9365
0.0062	403.0	70122	0.5176	0.7586	0.7888	0.7734	0.9391
0.0062	404.0	70296	0.4870	0.7412	0.7735	0.7570	0.9380
0.0062	405.0	70470	0.5023	0.7441	0.7762	0.7598	0.9373
0.0062	406.0	70644	0.4699	0.7606	0.7823	0.7713	0.9403
0.0062	407.0	70818	0.5008	0.7518	0.8008	0.7755	0.9397
0.0062	408.0	70992	0.4870	0.7601	0.7801	0.7700	0.9396
0.0057	409.0	71166	0.4738	0.7552	0.7776	0.7662	0.9392
0.0057	410.0	71340	0.4712	0.7631	0.7816	0.7722	0.9399
0.0061	411.0	71514	0.4595	0.7635	0.8033	0.7829	0.9411
0.0061	412.0	71688	0.4862	0.7581	0.7657	0.7619	0.9395
0.0061	413.0	71862	0.4364	0.7621	0.7796	0.7708	0.9409
0.005	414.0	72036	0.4589	0.7726	0.7857	0.7791	0.9408
0.005	415.0	72210	0.4529	0.7589	0.7884	0.7734	0.9394
0.005	416.0	72384	0.4667	0.7513	0.7771	0.7640	0.9388
0.0053	417.0	72558	0.5027	0.7534	0.8023	0.7771	0.9407
0.0053	418.0	72732	0.4874	0.7554	0.7934	0.7739	0.9400
0.0053	419.0	72906	0.4775	0.7632	0.7934	0.7780	0.9407
0.0049	420.0	73080	0.4605	0.7586	0.7981	0.7779	0.9418
0.0049	421.0	73254	0.4374	0.7660	0.7900	0.7778	0.9401
0.0049	422.0	73428	0.5087	0.7472	0.7958	0.7707	0.9385
0.0056	423.0	73602	0.4880	0.7657	0.7974	0.7812	0.9408
0.0056	424.0	73776	0.4488	0.7678	0.7776	0.7727	0.9396
0.0056	425.0	73950	0.4559	0.7536	0.7902	0.7714	0.9388
0.006	426.0	74124	0.4532	0.7528	0.8006	0.7760	0.9399
0.006	427.0	74298	0.4693	0.7679	0.7711	0.7695	0.9380
0.006	428.0	74472	0.4799	0.7580	0.7853	0.7714	0.9387
0.0056	429.0	74646	0.4685	0.7690	0.7859	0.7773	0.9401
0.0056	430.0	74820	0.4268	0.7468	0.7835	0.7647	0.9398
0.0056	431.0	74994	0.4773	0.7537	0.7873	0.7701	0.9401
0.0053	432.0	75168	0.5118	0.7501	0.8015	0.7750	0.9405
0.0053	433.0	75342	0.4640	0.7598	0.7848	0.7721	0.9403
0.0048	434.0	75516	0.4860	0.7640	0.7738	0.7689	0.9386
0.0048	435.0	75690	0.5147	0.7700	0.8017	0.7855	0.9417
0.0048	436.0	75864	0.4878	0.7557	0.7884	0.7717	0.9383
0.0046	437.0	76038	0.4966	0.7635	0.8017	0.7822	0.9408
0.0046	438.0	76212	0.4604	0.7448	0.7911	0.7673	0.9377
0.0046	439.0	76386	0.4839	0.7596	0.7951	0.7769	0.9411
0.0058	440.0	76560	0.4708	0.7476	0.7888	0.7676	0.9391
0.0058	441.0	76734	0.4490	0.7632	0.7922	0.7774	0.9407
0.0058	442.0	76908	0.4947	0.7613	0.7927	0.7767	0.9412
0.0059	443.0	77082	0.4897	0.7716	0.7835	0.7775	0.9409
0.0059	444.0	77256	0.5046	0.7500	0.8010	0.7746	0.9391
0.0059	445.0	77430	0.5258	0.7585	0.7920	0.7749	0.9398
0.0044	446.0	77604	0.4842	0.7675	0.7906	0.7789	0.9411
0.0044	447.0	77778	0.4685	0.7593	0.7864	0.7726	0.9402
0.0044	448.0	77952	0.4577	0.7629	0.7951	0.7787	0.9414
0.0053	449.0	78126	0.4895	0.7689	0.7999	0.7841	0.9411
0.0053	450.0	78300	0.5107	0.7650	0.7861	0.7754	0.9392
0.0053	451.0	78474	0.5035	0.7623	0.7832	0.7726	0.9399
0.0045	452.0	78648	0.5005	0.7485	0.7916	0.7695	0.9389
0.0045	453.0	78822	0.5180	0.7518	0.7918	0.7713	0.9387
0.0045	454.0	78996	0.5343	0.7341	0.7837	0.7581	0.9366
0.0045	455.0	79170	0.4669	0.7669	0.7736	0.7702	0.9385
0.0045	456.0	79344	0.5165	0.7749	0.7868	0.7808	0.9413
0.0045	457.0	79518	0.4796	0.7654	0.7699	0.7676	0.9377
0.0045	458.0	79692	0.4604	0.7682	0.7902	0.7791	0.9398
0.0045	459.0	79866	0.5214	0.7586	0.8100	0.7835	0.9412
0.0049	460.0	80040	0.4568	0.7582	0.7799	0.7689	0.9388
0.0049	461.0	80214	0.4892	0.7645	0.7852	0.7747	0.9398
0.0049	462.0	80388	0.4931	0.7583	0.7922	0.7749	0.9400
0.0049	463.0	80562	0.5158	0.7414	0.8133	0.7757	0.9387
0.0049	464.0	80736	0.5197	0.7661	0.7852	0.7755	0.9403
0.0049	465.0	80910	0.4984	0.7536	0.7949	0.7737	0.9385
0.005	466.0	81084	0.4820	0.7513	0.7866	0.7685	0.9383
0.005	467.0	81258	0.4978	0.7672	0.7846	0.7758	0.9392
0.005	468.0	81432	0.5128	0.7688	0.7832	0.7759	0.9387
0.0046	469.0	81606	0.5195	0.7563	0.7792	0.7676	0.9383
0.0046	470.0	81780	0.5055	0.7549	0.7931	0.7735	0.9388
0.0046	471.0	81954	0.5097	0.7558	0.7803	0.7679	0.9387
0.0049	472.0	82128	0.4984	0.7583	0.7864	0.7721	0.9391
0.0049	473.0	82302	0.5183	0.7599	0.7758	0.7678	0.9382
0.0049	474.0	82476	0.4980	0.7660	0.7988	0.7821	0.9407
0.0044	475.0	82650	0.4859	0.7629	0.7943	0.7783	0.9392
0.0044	476.0	82824	0.5509	0.7529	0.7803	0.7664	0.9369
0.0044	477.0	82998	0.5148	0.7595	0.7843	0.7717	0.9388
0.0042	478.0	83172	0.4807	0.7531	0.7904	0.7713	0.9390
0.0042	479.0	83346	0.4915	0.7534	0.7841	0.7684	0.9390
0.0054	480.0	83520	0.5090	0.7608	0.7576	0.7592	0.9351
0.0054	481.0	83694	0.4662	0.7541	0.7826	0.7681	0.9382
0.0054	482.0	83868	0.4960	0.7642	0.7735	0.7688	0.9376
0.005	483.0	84042	0.4847	0.7477	0.8017	0.7738	0.9385
0.005	484.0	84216	0.4850	0.7599	0.7974	0.7782	0.9400
0.005	485.0	84390	0.5291	0.7610	0.7913	0.7758	0.9394
0.0034	486.0	84564	0.5256	0.7447	0.8017	0.7722	0.9378
0.0034	487.0	84738	0.4953	0.7704	0.7697	0.7700	0.9384
0.0034	488.0	84912	0.4912	0.7609	0.7996	0.7798	0.9405
0.004	489.0	85086	0.5076	0.7558	0.7861	0.7707	0.9379
0.004	490.0	85260	0.4921	0.7336	0.7931	0.7622	0.9368
0.004	491.0	85434	0.4789	0.7504	0.7812	0.7655	0.9377
0.0044	492.0	85608	0.5116	0.7472	0.7816	0.7640	0.9383
0.0044	493.0	85782	0.4777	0.7525	0.7844	0.7681	0.9377
0.0044	494.0	85956	0.5414	0.7636	0.7884	0.7758	0.9392
0.004	495.0	86130	0.5056	0.7565	0.7949	0.7752	0.9400
0.004	496.0	86304	0.4655	0.7641	0.7844	0.7741	0.9393
0.004	497.0	86478	0.4739	0.7479	0.7843	0.7656	0.9385
0.0054	498.0	86652	0.4946	0.7629	0.7909	0.7767	0.9402
0.0054	499.0	86826	0.5502	0.7495	0.8014	0.7746	0.9392
0.0045	500.0	87000	0.4974	0.7721	0.7954	0.7836	0.9414
0.0045	501.0	87174	0.5209	0.7614	0.7994	0.7799	0.9393
0.0045	502.0	87348	0.5026	0.7644	0.7988	0.7813	0.9404
0.0039	503.0	87522	0.5084	0.7544	0.7961	0.7747	0.9396
0.0039	504.0	87696	0.5073	0.7638	0.7979	0.7805	0.9398
0.0039	505.0	87870	0.4764	0.7594	0.7900	0.7744	0.9399
0.0045	506.0	88044	0.5171	0.7596	0.8030	0.7807	0.9408
0.0045	507.0	88218	0.4914	0.7604	0.7909	0.7754	0.9389
0.0045	508.0	88392	0.4871	0.7607	0.7992	0.7795	0.9403
0.0035	509.0	88566	0.5326	0.7499	0.8052	0.7766	0.9382
0.0035	510.0	88740	0.5295	0.7626	0.7972	0.7795	0.9397
0.0035	511.0	88914	0.4840	0.7674	0.7979	0.7824	0.9420
0.0031	512.0	89088	0.5239	0.7603	0.7911	0.7754	0.9388
0.0031	513.0	89262	0.5085	0.7560	0.7949	0.7749	0.9392
0.0031	514.0	89436	0.4791	0.7512	0.7936	0.7718	0.9398
0.0046	515.0	89610	0.5041	0.7489	0.7870	0.7675	0.9386
0.0046	516.0	89784	0.4964	0.7587	0.7825	0.7704	0.9390
0.0046	517.0	89958	0.4531	0.7659	0.7915	0.7785	0.9406
0.0041	518.0	90132	0.5237	0.7605	0.7823	0.7712	0.9392
0.0041	519.0	90306	0.4824	0.7586	0.7916	0.7748	0.9390
0.0041	520.0	90480	0.4981	0.7499	0.8052	0.7766	0.9404
0.0034	521.0	90654	0.4819	0.7607	0.7744	0.7674	0.9383
0.0034	522.0	90828	0.4985	0.7687	0.7803	0.7744	0.9402
0.0037	523.0	91002	0.5253	0.7576	0.7859	0.7715	0.9392
0.0037	524.0	91176	0.4963	0.7606	0.7857	0.7730	0.9394
0.0037	525.0	91350	0.5193	0.7567	0.7886	0.7723	0.9399
0.0035	526.0	91524	0.4804	0.7638	0.7898	0.7766	0.9405
0.0035	527.0	91698	0.5161	0.7555	0.7812	0.7681	0.9392
0.0035	528.0	91872	0.5194	0.7498	0.7945	0.7715	0.9383
0.0041	529.0	92046	0.5046	0.7500	0.7875	0.7683	0.9387
0.0041	530.0	92220	0.4954	0.7517	0.7967	0.7736	0.9397
0.0041	531.0	92394	0.4996	0.7577	0.7913	0.7741	0.9392
0.0035	532.0	92568	0.5126	0.7661	0.7976	0.7815	0.9409
0.0035	533.0	92742	0.5498	0.7627	0.7924	0.7772	0.9403
0.0035	534.0	92916	0.5164	0.7485	0.8008	0.7738	0.9402
0.0038	535.0	93090	0.5013	0.7580	0.7958	0.7764	0.9414
0.0038	536.0	93264	0.4982	0.7552	0.8066	0.7800	0.9413
0.0038	537.0	93438	0.5042	0.7474	0.7994	0.7725	0.9401
0.0037	538.0	93612	0.5080	0.7701	0.7825	0.7762	0.9402
0.0037	539.0	93786	0.5246	0.7614	0.7967	0.7787	0.9402
0.0037	540.0	93960	0.4829	0.7586	0.7825	0.7703	0.9389
0.0027	541.0	94134	0.4933	0.7600	0.7814	0.7706	0.9378
0.0027	542.0	94308	0.5184	0.7519	0.7907	0.7708	0.9386
0.0027	543.0	94482	0.5012	0.7653	0.8021	0.7833	0.9405
0.0032	544.0	94656	0.5303	0.7568	0.7913	0.7737	0.9383
0.0032	545.0	94830	0.4911	0.7603	0.7787	0.7694	0.9386
0.0034	546.0	95004	0.5210	0.7597	0.7913	0.7752	0.9396
0.0034	547.0	95178	0.5194	0.7658	0.7790	0.7724	0.9396
0.0034	548.0	95352	0.5215	0.7549	0.7915	0.7727	0.9393
0.004	549.0	95526	0.5144	0.7606	0.7853	0.7727	0.9385
0.004	550.0	95700	0.5175	0.7524	0.7906	0.7710	0.9391
0.004	551.0	95874	0.5131	0.7439	0.7994	0.7707	0.9369
0.0031	552.0	96048	0.5553	0.7549	0.7826	0.7685	0.9375
0.0031	553.0	96222	0.5453	0.7624	0.7817	0.7719	0.9387
0.0031	554.0	96396	0.5477	0.7593	0.7949	0.7767	0.9396
0.0026	555.0	96570	0.5526	0.7521	0.7871	0.7692	0.9391
0.0026	556.0	96744	0.5737	0.7492	0.7780	0.7633	0.9378
0.0026	557.0	96918	0.5081	0.7701	0.7771	0.7736	0.9384
0.0028	558.0	97092	0.5219	0.7686	0.7834	0.7759	0.9389
0.0028	559.0	97266	0.5459	0.7731	0.7864	0.7797	0.9398
0.0028	560.0	97440	0.5346	0.7703	0.7825	0.7763	0.9398
0.0029	561.0	97614	0.5723	0.7462	0.7994	0.7719	0.9387
0.0029	562.0	97788	0.5396	0.7647	0.7924	0.7783	0.9404
0.0029	563.0	97962	0.5643	0.7574	0.7641	0.7607	0.9372
0.0025	564.0	98136	0.5477	0.7381	0.7844	0.7605	0.9369
0.0025	565.0	98310	0.5084	0.7539	0.7920	0.7725	0.9389
0.0025	566.0	98484	0.5373	0.7529	0.7967	0.7742	0.9383
0.0034	567.0	98658	0.5236	0.7463	0.7879	0.7665	0.9371
0.0034	568.0	98832	0.5198	0.7628	0.7819	0.7723	0.9387
0.0031	569.0	99006	0.5266	0.7546	0.7929	0.7733	0.9392
0.0031	570.0	99180	0.5165	0.7457	0.7886	0.7666	0.9385
0.0031	571.0	99354	0.5218	0.7698	0.7751	0.7724	0.9385
0.0026	572.0	99528	0.5182	0.7492	0.7720	0.7604	0.9375
0.0026	573.0	99702	0.5420	0.7680	0.7913	0.7795	0.9403
0.0026	574.0	99876	0.5034	0.7446	0.7963	0.7696	0.9386
0.0033	575.0	100050	0.5401	0.7447	0.7850	0.7643	0.9378
0.0033	576.0	100224	0.5312	0.7629	0.7774	0.7701	0.9392
0.0033	577.0	100398	0.5671	0.7669	0.7861	0.7763	0.9397
0.003	578.0	100572	0.5286	0.7548	0.7987	0.7761	0.9398
0.003	579.0	100746	0.5178	0.7605	0.7875	0.7738	0.9391
0.003	580.0	100920	0.5226	0.7599	0.7853	0.7724	0.9390
0.0032	581.0	101094	0.5105	0.7485	0.7825	0.7651	0.9390
0.0032	582.0	101268	0.5186	0.7642	0.7805	0.7723	0.9386
0.0032	583.0	101442	0.5425	0.7485	0.7931	0.7701	0.9386
0.0027	584.0	101616	0.5209	0.7622	0.7947	0.7781	0.9402
0.0027	585.0	101790	0.4974	0.7614	0.7846	0.7729	0.9393
0.0027	586.0	101964	0.5281	0.7684	0.7891	0.7786	0.9400
0.0034	587.0	102138	0.5201	0.7597	0.7954	0.7772	0.9408
0.0034	588.0	102312	0.5103	0.7654	0.7915	0.7782	0.9406
0.0034	589.0	102486	0.4906	0.7654	0.7913	0.7781	0.9397
0.0026	590.0	102660	0.5055	0.7630	0.7897	0.7761	0.9405
0.0026	591.0	102834	0.5294	0.7616	0.7650	0.7633	0.9368
0.0024	592.0	103008	0.5285	0.7595	0.8021	0.7802	0.9413
0.0024	593.0	103182	0.5331	0.7625	0.7690	0.7657	0.9386
0.0024	594.0	103356	0.4922	0.7676	0.7942	0.7807	0.9419
0.0041	595.0	103530	0.4910	0.7532	0.7846	0.7686	0.9381
0.0041	596.0	103704	0.4904	0.7639	0.7893	0.7764	0.9393
0.0041	597.0	103878	0.5110	0.7704	0.7898	0.7800	0.9405
0.0026	598.0	104052	0.5124	0.7621	0.7949	0.7781	0.9393
0.0026	599.0	104226	0.5524	0.7565	0.7943	0.7749	0.9388
0.0026	600.0	104400	0.5630	0.7688	0.7825	0.7755	0.9390
0.0026	601.0	104574	0.5817	0.7640	0.7790	0.7715	0.9391
0.0026	602.0	104748	0.5518	0.7670	0.7902	0.7784	0.9395
0.0026	603.0	104922	0.5181	0.7692	0.7798	0.7745	0.9404
0.003	604.0	105096	0.5178	0.7724	0.7848	0.7786	0.9395
0.003	605.0	105270	0.5312	0.7680	0.7742	0.7711	0.9390
0.003	606.0	105444	0.5384	0.7624	0.7803	0.7713	0.9388
0.0022	607.0	105618	0.5421	0.7640	0.7861	0.7749	0.9404
0.0022	608.0	105792	0.5437	0.7590	0.7934	0.7758	0.9401
0.0022	609.0	105966	0.5202	0.7552	0.7918	0.7731	0.9395
0.0027	610.0	106140	0.5404	0.7673	0.7947	0.7808	0.9404
0.0027	611.0	106314	0.5339	0.7744	0.7852	0.7798	0.9409
0.0027	612.0	106488	0.5324	0.7667	0.7835	0.7750	0.9394
0.0025	613.0	106662	0.5285	0.7568	0.7940	0.7749	0.9402
0.0025	614.0	106836	0.5031	0.7677	0.7976	0.7824	0.9402
0.0026	615.0	107010	0.5261	0.7597	0.7931	0.7760	0.9398
0.0026	616.0	107184	0.5660	0.7525	0.7983	0.7747	0.9397
0.0026	617.0	107358	0.5529	0.7661	0.7852	0.7755	0.9408
0.0018	618.0	107532	0.5499	0.7663	0.7889	0.7775	0.9402
0.0018	619.0	107706	0.5600	0.7717	0.7870	0.7792	0.9403
0.0018	620.0	107880	0.5538	0.7697	0.7814	0.7755	0.9403
0.0016	621.0	108054	0.5401	0.7680	0.7868	0.7773	0.9415
0.0016	622.0	108228	0.4978	0.7596	0.8064	0.7823	0.9416
0.0016	623.0	108402	0.5302	0.7728	0.7826	0.7777	0.9404
0.0034	624.0	108576	0.5106	0.7714	0.7729	0.7722	0.9391
0.0034	625.0	108750	0.5068	0.7563	0.7931	0.7743	0.9401
0.0034	626.0	108924	0.5524	0.7599	0.7992	0.7791	0.9410
0.0027	627.0	109098	0.5395	0.7661	0.7832	0.7745	0.9401
0.0027	628.0	109272	0.5157	0.7499	0.8050	0.7764	0.9396
0.0027	629.0	109446	0.5282	0.7681	0.7945	0.7811	0.9404
0.0025	630.0	109620	0.5317	0.7477	0.7931	0.7697	0.9395
0.0025	631.0	109794	0.5364	0.7618	0.7832	0.7723	0.9387
0.0025	632.0	109968	0.4884	0.7661	0.7916	0.7787	0.9403
0.0024	633.0	110142	0.5333	0.7540	0.7963	0.7746	0.9388
0.0024	634.0	110316	0.5084	0.7585	0.7835	0.7708	0.9397
0.0024	635.0	110490	0.5210	0.7782	0.7808	0.7795	0.9406
0.0026	636.0	110664	0.5327	0.7569	0.7879	0.7721	0.9395
0.0026	637.0	110838	0.5191	0.7653	0.7882	0.7766	0.9402
0.0021	638.0	111012	0.5605	0.7525	0.7848	0.7683	0.9386
0.0021	639.0	111186	0.5369	0.7667	0.7943	0.7803	0.9409
0.0021	640.0	111360	0.5572	0.7683	0.7916	0.7798	0.9404
0.0023	641.0	111534	0.5400	0.7603	0.7909	0.7753	0.9406
0.0023	642.0	111708	0.5253	0.7723	0.7841	0.7781	0.9404
0.0023	643.0	111882	0.5721	0.7658	0.7900	0.7777	0.9404
0.0017	644.0	112056	0.5509	0.7583	0.7837	0.7708	0.9398
0.0017	645.0	112230	0.5712	0.7584	0.7850	0.7714	0.9385
0.0017	646.0	112404	0.5586	0.7622	0.7879	0.7748	0.9397
0.0018	647.0	112578	0.5615	0.7656	0.7859	0.7756	0.9395
0.0018	648.0	112752	0.5791	0.7651	0.7970	0.7807	0.9402
0.0018	649.0	112926	0.5258	0.7628	0.7808	0.7717	0.9394
0.0018	650.0	113100	0.5469	0.7630	0.8010	0.7815	0.9406
0.0018	651.0	113274	0.5324	0.7582	0.7987	0.7779	0.9395
0.0018	652.0	113448	0.4993	0.7556	0.7850	0.7700	0.9376
0.0035	653.0	113622	0.5262	0.7615	0.7871	0.7741	0.9393
0.0035	654.0	113796	0.5184	0.7594	0.7916	0.7752	0.9397
0.0035	655.0	113970	0.5543	0.7581	0.7969	0.7770	0.9391
0.0019	656.0	114144	0.4987	0.7671	0.7898	0.7783	0.9398
0.0019	657.0	114318	0.5089	0.7602	0.7886	0.7742	0.9397
0.0019	658.0	114492	0.5449	0.7652	0.8012	0.7828	0.9413
0.0016	659.0	114666	0.5742	0.7604	0.8006	0.7800	0.9400
0.0016	660.0	114840	0.5332	0.7670	0.7927	0.7797	0.9396
0.0019	661.0	115014	0.5334	0.7639	0.7949	0.7791	0.9387
0.0019	662.0	115188	0.5694	0.7636	0.7778	0.7706	0.9386
0.0019	663.0	115362	0.5569	0.7596	0.8046	0.7815	0.9401
0.0024	664.0	115536	0.5129	0.7621	0.8021	0.7816	0.9413
0.0024	665.0	115710	0.5407	0.7607	0.7999	0.7798	0.9404
0.0024	666.0	115884	0.5797	0.7662	0.8005	0.7830	0.9400
0.0021	667.0	116058	0.5666	0.7727	0.7718	0.7723	0.9376
0.0021	668.0	116232	0.5306	0.7624	0.8052	0.7832	0.9411
0.0021	669.0	116406	0.5518	0.7668	0.8035	0.7847	0.9407
0.0016	670.0	116580	0.5288	0.7614	0.7963	0.7785	0.9406
0.0016	671.0	116754	0.5430	0.7538	0.8082	0.7800	0.9404
0.0016	672.0	116928	0.5247	0.7606	0.7942	0.7770	0.9391
0.0025	673.0	117102	0.5344	0.7610	0.8003	0.7801	0.9402
0.0025	674.0	117276	0.5360	0.7660	0.7880	0.7769	0.9396
0.0025	675.0	117450	0.5316	0.7660	0.7958	0.7806	0.9400
0.002	676.0	117624	0.5465	0.7662	0.7918	0.7788	0.9402
0.002	677.0	117798	0.5607	0.7578	0.8023	0.7794	0.9399
0.002	678.0	117972	0.5369	0.7659	0.7837	0.7747	0.9396
0.0019	679.0	118146	0.5474	0.7703	0.7846	0.7774	0.9403
0.0019	680.0	118320	0.5300	0.7694	0.7889	0.7791	0.9405
0.0019	681.0	118494	0.5401	0.7631	0.7940	0.7782	0.9400
0.002	682.0	118668	0.5301	0.7684	0.7873	0.7777	0.9397
0.002	683.0	118842	0.5432	0.7659	0.7958	0.7805	0.9410
0.0016	684.0	119016	0.5291	0.7690	0.7895	0.7791	0.9391
0.0016	685.0	119190	0.5592	0.7522	0.7979	0.7744	0.9398
0.0016	686.0	119364	0.5702	0.7662	0.7996	0.7825	0.9422
0.0015	687.0	119538	0.5173	0.7621	0.7915	0.7765	0.9396
0.0015	688.0	119712	0.5428	0.7737	0.7848	0.7792	0.9397
0.0015	689.0	119886	0.5510	0.7609	0.7893	0.7749	0.9398
0.0014	690.0	120060	0.5749	0.7610	0.7907	0.7756	0.9395
0.0014	691.0	120234	0.5699	0.7636	0.7889	0.7761	0.9386
0.0014	692.0	120408	0.5464	0.7586	0.8024	0.7799	0.9397
0.002	693.0	120582	0.5264	0.7512	0.7945	0.7723	0.9391
0.002	694.0	120756	0.5494	0.7561	0.7765	0.7662	0.9373
0.002	695.0	120930	0.5751	0.7660	0.7834	0.7746	0.9395
0.0016	696.0	121104	0.5758	0.7704	0.7832	0.7767	0.9392
0.0016	697.0	121278	0.5411	0.7635	0.7736	0.7685	0.9375
0.0016	698.0	121452	0.5433	0.7712	0.7945	0.7827	0.9417
0.0018	699.0	121626	0.5593	0.7624	0.7754	0.7689	0.9384
0.0018	700.0	121800	0.5865	0.7569	0.7916	0.7739	0.9401
0.0018	701.0	121974	0.5833	0.7668	0.7880	0.7773	0.9399
0.0015	702.0	122148	0.6080	0.7651	0.7742	0.7696	0.9388
0.0015	703.0	122322	0.5951	0.7491	0.7929	0.7704	0.9383
0.0015	704.0	122496	0.5523	0.7627	0.7897	0.7760	0.9407
0.0015	705.0	122670	0.5761	0.7600	0.7911	0.7753	0.9404
0.0015	706.0	122844	0.5807	0.7558	0.7785	0.7670	0.9385
0.001	707.0	123018	0.6004	0.7621	0.7888	0.7752	0.9404
0.001	708.0	123192	0.5895	0.7610	0.7911	0.7757	0.9403
0.001	709.0	123366	0.5402	0.7570	0.7940	0.7751	0.9393
0.0019	710.0	123540	0.5396	0.7575	0.7875	0.7722	0.9388
0.0019	711.0	123714	0.5586	0.7660	0.7936	0.7796	0.9402
0.0019	712.0	123888	0.5683	0.7728	0.7866	0.7797	0.9403
0.0012	713.0	124062	0.5357	0.7597	0.7891	0.7741	0.9395
0.0012	714.0	124236	0.5545	0.7608	0.7978	0.7788	0.9410
0.0012	715.0	124410	0.5560	0.7570	0.7990	0.7775	0.9409
0.0018	716.0	124584	0.5593	0.7516	0.7918	0.7712	0.9393
0.0018	717.0	124758	0.5748	0.7616	0.7823	0.7718	0.9390
0.0018	718.0	124932	0.5538	0.7656	0.7942	0.7796	0.9408
0.0012	719.0	125106	0.5552	0.7622	0.7956	0.7786	0.9401
0.0012	720.0	125280	0.5117	0.7664	0.7875	0.7768	0.9389
0.0012	721.0	125454	0.5464	0.7629	0.7868	0.7746	0.9387
0.0016	722.0	125628	0.5658	0.7519	0.7904	0.7707	0.9382
0.0016	723.0	125802	0.5788	0.7506	0.7947	0.7720	0.9380
0.0016	724.0	125976	0.5741	0.7683	0.7888	0.7784	0.9391
0.001	725.0	126150	0.5639	0.7647	0.7983	0.7811	0.9401
0.001	726.0	126324	0.5446	0.7604	0.7951	0.7774	0.9403
0.001	727.0	126498	0.5589	0.7609	0.7920	0.7761	0.9400
0.0011	728.0	126672	0.5671	0.7734	0.7916	0.7824	0.9409
0.0011	729.0	126846	0.5457	0.7742	0.7936	0.7838	0.9413
0.0007	730.0	127020	0.5840	0.7644	0.7904	0.7772	0.9403
0.0007	731.0	127194	0.6136	0.7714	0.8005	0.7857	0.9406
0.0007	732.0	127368	0.5445	0.7652	0.7933	0.7790	0.9396
0.0013	733.0	127542	0.5537	0.7685	0.7951	0.7816	0.9403
0.0013	734.0	127716	0.5724	0.7658	0.7897	0.7776	0.9399
0.0013	735.0	127890	0.5680	0.7571	0.7978	0.7769	0.9396
0.0012	736.0	128064	0.5754	0.7564	0.7990	0.7771	0.9396
0.0012	737.0	128238	0.5418	0.7625	0.7925	0.7772	0.9390
0.0012	738.0	128412	0.5433	0.7692	0.7920	0.7804	0.9400
0.0012	739.0	128586	0.5430	0.7694	0.7920	0.7805	0.9412
0.0012	740.0	128760	0.5885	0.7693	0.7920	0.7805	0.9403
0.0012	741.0	128934	0.5722	0.7655	0.7961	0.7805	0.9402
0.001	742.0	129108	0.5469	0.7640	0.7951	0.7792	0.9404
0.001	743.0	129282	0.5568	0.7511	0.7942	0.7721	0.9399
0.001	744.0	129456	0.5844	0.7586	0.8008	0.7792	0.9402
0.001	745.0	129630	0.5727	0.7551	0.7961	0.7751	0.9391
0.001	746.0	129804	0.5818	0.7589	0.8023	0.7800	0.9393
0.001	747.0	129978	0.5839	0.7615	0.7922	0.7765	0.9399
0.0008	748.0	130152	0.5749	0.7638	0.7904	0.7769	0.9399
0.0008	749.0	130326	0.5991	0.7659	0.7958	0.7805	0.9407
0.0009	750.0	130500	0.6038	0.7618	0.7877	0.7745	0.9396
0.0009	751.0	130674	0.5833	0.7588	0.7999	0.7788	0.9408
0.0009	752.0	130848	0.5638	0.7626	0.7925	0.7773	0.9399
0.0012	753.0	131022	0.5862	0.7635	0.7970	0.7799	0.9407
0.0012	754.0	131196	0.5842	0.7626	0.7954	0.7787	0.9403
0.0012	755.0	131370	0.5651	0.7574	0.7972	0.7768	0.9400
0.0016	756.0	131544	0.5734	0.7593	0.8017	0.7800	0.9401
0.0016	757.0	131718	0.5735	0.7619	0.7983	0.7797	0.9405
0.0016	758.0	131892	0.5512	0.7720	0.7916	0.7817	0.9414
0.0009	759.0	132066	0.5894	0.7620	0.7864	0.7740	0.9394
0.0009	760.0	132240	0.5505	0.7645	0.7915	0.7777	0.9393
0.0009	761.0	132414	0.5677	0.7621	0.7967	0.7790	0.9403
0.0008	762.0	132588	0.5627	0.7697	0.7886	0.7790	0.9409
0.0008	763.0	132762	0.5793	0.7599	0.7947	0.7769	0.9402
0.0008	764.0	132936	0.5742	0.7676	0.7918	0.7795	0.9406
0.0012	765.0	133110	0.5853	0.7739	0.7873	0.7806	0.9409
0.0012	766.0	133284	0.5557	0.7584	0.7970	0.7772	0.9391
0.0012	767.0	133458	0.5735	0.7719	0.7857	0.7788	0.9408
0.001	768.0	133632	0.5893	0.7690	0.7974	0.7830	0.9416
0.001	769.0	133806	0.5809	0.7743	0.7810	0.7777	0.9399
0.001	770.0	133980	0.5660	0.7666	0.8001	0.7830	0.9412
0.0011	771.0	134154	0.5704	0.7705	0.7780	0.7742	0.9403
0.0011	772.0	134328	0.5691	0.7617	0.7916	0.7764	0.9403
0.0011	773.0	134502	0.5652	0.7656	0.7952	0.7801	0.9409
0.0011	774.0	134676	0.5552	0.7668	0.8015	0.7838	0.9408
0.0011	775.0	134850	0.5624	0.7686	0.7906	0.7794	0.9404
0.001	776.0	135024	0.5560	0.7652	0.8041	0.7842	0.9413
0.001	777.0	135198	0.5596	0.7611	0.7844	0.7726	0.9392
0.001	778.0	135372	0.5857	0.7603	0.7846	0.7722	0.9394
0.001	779.0	135546	0.5912	0.7599	0.7916	0.7754	0.9399
0.001	780.0	135720	0.5629	0.7547	0.8061	0.7795	0.9406
0.001	781.0	135894	0.5644	0.7676	0.7960	0.7815	0.9412
0.0013	782.0	136068	0.5994	0.7694	0.7985	0.7837	0.9410
0.0013	783.0	136242	0.6031	0.7608	0.8055	0.7825	0.9406
0.0013	784.0	136416	0.5842	0.7659	0.7913	0.7784	0.9396
0.0007	785.0	136590	0.5773	0.7709	0.7727	0.7718	0.9395
0.0007	786.0	136764	0.5928	0.7619	0.8042	0.7825	0.9406
0.0007	787.0	136938	0.5765	0.7761	0.7819	0.7790	0.9399
0.0007	788.0	137112	0.5978	0.7662	0.8021	0.7837	0.9415
0.0007	789.0	137286	0.5927	0.7690	0.7884	0.7786	0.9399
0.0007	790.0	137460	0.5910	0.7576	0.7893	0.7732	0.9387
0.001	791.0	137634	0.5718	0.7716	0.7841	0.7778	0.9398
0.001	792.0	137808	0.5782	0.7659	0.7940	0.7797	0.9402
0.001	793.0	137982	0.6104	0.7506	0.7828	0.7664	0.9368
0.0008	794.0	138156	0.5699	0.7683	0.7974	0.7826	0.9410
0.0008	795.0	138330	0.5508	0.7667	0.7943	0.7803	0.9406
0.0007	796.0	138504	0.5677	0.7618	0.7861	0.7737	0.9397
0.0007	797.0	138678	0.5844	0.7675	0.7929	0.7800	0.9411
0.0007	798.0	138852	0.5848	0.7712	0.7947	0.7828	0.9410
0.0005	799.0	139026	0.6056	0.7608	0.8006	0.7802	0.9412
0.0005	800.0	139200	0.5993	0.7686	0.7938	0.7810	0.9407
0.0005	801.0	139374	0.6284	0.7581	0.7942	0.7757	0.9395
0.0008	802.0	139548	0.6304	0.7682	0.7859	0.7769	0.9391
0.0008	803.0	139722	0.5859	0.7608	0.7769	0.7688	0.9382
0.0008	804.0	139896	0.5932	0.7626	0.7909	0.7765	0.9398
0.0009	805.0	140070	0.5850	0.7652	0.8030	0.7837	0.9411
0.0009	806.0	140244	0.5932	0.7647	0.7738	0.7692	0.9391
0.0009	807.0	140418	0.6064	0.7604	0.7875	0.7737	0.9401
0.0007	808.0	140592	0.5680	0.7721	0.7803	0.7762	0.9391
0.0007	809.0	140766	0.6108	0.7544	0.7895	0.7716	0.9383
0.0007	810.0	140940	0.6156	0.7654	0.7936	0.7792	0.9397
0.0008	811.0	141114	0.6231	0.7654	0.7834	0.7743	0.9399
0.0008	812.0	141288	0.6274	0.7640	0.7823	0.7730	0.9387
0.0008	813.0	141462	0.6253	0.7670	0.7951	0.7808	0.9403
0.0005	814.0	141636	0.6335	0.7603	0.7895	0.7746	0.9396
0.0005	815.0	141810	0.6381	0.7606	0.7884	0.7743	0.9395
0.0005	816.0	141984	0.6253	0.7606	0.7983	0.7790	0.9401
0.0006	817.0	142158	0.6289	0.7647	0.7889	0.7766	0.9396
0.0006	818.0	142332	0.5973	0.7653	0.7934	0.7791	0.9410
0.0006	819.0	142506	0.6083	0.7586	0.7958	0.7768	0.9402
0.0006	820.0	142680	0.5842	0.7709	0.7961	0.7833	0.9413
0.0006	821.0	142854	0.6084	0.7610	0.7992	0.7796	0.9404
0.001	822.0	143028	0.6156	0.7610	0.7981	0.7791	0.9412
0.001	823.0	143202	0.6018	0.7592	0.7990	0.7786	0.9408
0.001	824.0	143376	0.5920	0.7628	0.7974	0.7797	0.9412
0.0007	825.0	143550	0.6093	0.7658	0.7913	0.7783	0.9400
0.0007	826.0	143724	0.6057	0.7636	0.7938	0.7784	0.9409
0.0007	827.0	143898	0.5992	0.7628	0.8003	0.7811	0.9411
0.0006	828.0	144072	0.6110	0.7717	0.7879	0.7797	0.9408
0.0006	829.0	144246	0.5798	0.7670	0.7972	0.7818	0.9411
0.0006	830.0	144420	0.5785	0.7685	0.7992	0.7835	0.9419
0.0007	831.0	144594	0.6012	0.7696	0.7855	0.7775	0.9404
0.0007	832.0	144768	0.6055	0.7649	0.7929	0.7787	0.9408
0.0007	833.0	144942	0.6022	0.7711	0.7924	0.7816	0.9413
0.0003	834.0	145116	0.6119	0.7718	0.7862	0.7789	0.9411
0.0003	835.0	145290	0.5827	0.7706	0.7960	0.7831	0.9421
0.0003	836.0	145464	0.5844	0.7682	0.7789	0.7735	0.9400
0.001	837.0	145638	0.6001	0.7695	0.7947	0.7819	0.9414
0.001	838.0	145812	0.6120	0.7651	0.7929	0.7787	0.9408
0.001	839.0	145986	0.6139	0.7631	0.8001	0.7812	0.9412
0.0007	840.0	146160	0.6323	0.7673	0.7855	0.7763	0.9404
0.0007	841.0	146334	0.6773	0.7647	0.7882	0.7763	0.9401
0.0005	842.0	146508	0.6406	0.7692	0.7916	0.7803	0.9407
0.0005	843.0	146682	0.6117	0.7626	0.7900	0.7760	0.9400
0.0005	844.0	146856	0.6223	0.7638	0.7846	0.7741	0.9399
0.0005	845.0	147030	0.6309	0.7693	0.7979	0.7833	0.9407
0.0005	846.0	147204	0.6475	0.7609	0.7999	0.7799	0.9401
0.0005	847.0	147378	0.6018	0.7672	0.7888	0.7778	0.9401
0.0008	848.0	147552	0.6146	0.7641	0.7967	0.7800	0.9409
0.0008	849.0	147726	0.6105	0.7647	0.7859	0.7751	0.9402
0.0008	850.0	147900	0.5892	0.7764	0.7911	0.7837	0.9417
0.0004	851.0	148074	0.5999	0.7736	0.8012	0.7872	0.9421
0.0004	852.0	148248	0.6043	0.7618	0.8017	0.7813	0.9413
0.0004	853.0	148422	0.6227	0.7597	0.7918	0.7754	0.9409
0.0004	854.0	148596	0.6485	0.7620	0.7888	0.7752	0.9400
0.0004	855.0	148770	0.6376	0.7638	0.7933	0.7783	0.9408
0.0004	856.0	148944	0.6426	0.7716	0.7965	0.7839	0.9413
0.0003	857.0	149118	0.6455	0.7723	0.8033	0.7875	0.9413
0.0003	858.0	149292	0.6459	0.7660	0.8086	0.7867	0.9417
0.0003	859.0	149466	0.6244	0.7628	0.7875	0.7749	0.9399
0.0003	860.0	149640	0.6304	0.7683	0.7810	0.7746	0.9399
0.0003	861.0	149814	0.6419	0.7692	0.7808	0.7750	0.9400
0.0003	862.0	149988	0.6350	0.7668	0.7992	0.7826	0.9419
0.0003	863.0	150162	0.6327	0.7769	0.7960	0.7863	0.9414
0.0003	864.0	150336	0.6530	0.7560	0.7934	0.7743	0.9402
0.0005	865.0	150510	0.6452	0.7549	0.7994	0.7765	0.9409
0.0005	866.0	150684	0.6417	0.7648	0.7857	0.7751	0.9405
0.0005	867.0	150858	0.6240	0.7566	0.8033	0.7793	0.9418
0.0004	868.0	151032	0.6317	0.7663	0.7956	0.7807	0.9417
0.0004	869.0	151206	0.6258	0.7652	0.7922	0.7784	0.9410
0.0004	870.0	151380	0.6313	0.7699	0.7961	0.7828	0.9422
0.0004	871.0	151554	0.6250	0.7710	0.7925	0.7816	0.9409
0.0004	872.0	151728	0.6365	0.7677	0.7902	0.7788	0.9408
0.0004	873.0	151902	0.6250	0.7713	0.7848	0.7780	0.9408
0.0004	874.0	152076	0.6261	0.7594	0.7965	0.7775	0.9410
0.0004	875.0	152250	0.6320	0.7700	0.7940	0.7818	0.9414
0.0004	876.0	152424	0.6377	0.7692	0.7969	0.7828	0.9420
0.0002	877.0	152598	0.6272	0.7673	0.8041	0.7853	0.9420
0.0002	878.0	152772	0.6190	0.7664	0.7994	0.7825	0.9412
0.0002	879.0	152946	0.6321	0.7687	0.7920	0.7802	0.9407
0.0003	880.0	153120	0.6322	0.7672	0.7933	0.7800	0.9411
0.0003	881.0	153294	0.6343	0.7683	0.7920	0.7800	0.9406
0.0003	882.0	153468	0.6101	0.7520	0.7895	0.7703	0.9387
0.0005	883.0	153642	0.6241	0.7665	0.7898	0.7780	0.9406
0.0005	884.0	153816	0.6413	0.7677	0.7934	0.7804	0.9408
0.0005	885.0	153990	0.6446	0.7592	0.7956	0.7770	0.9408
0.0002	886.0	154164	0.6245	0.7623	0.7897	0.7758	0.9399
0.0002	887.0	154338	0.6366	0.7666	0.7967	0.7813	0.9407
0.0003	888.0	154512	0.6413	0.7628	0.7942	0.7782	0.9403
0.0003	889.0	154686	0.6300	0.7632	0.7990	0.7807	0.9409
0.0003	890.0	154860	0.6219	0.7640	0.7956	0.7795	0.9400
0.0004	891.0	155034	0.6225	0.7647	0.7891	0.7767	0.9399
0.0004	892.0	155208	0.6477	0.7662	0.7816	0.7738	0.9395
0.0004	893.0	155382	0.6345	0.7694	0.7873	0.7783	0.9403
0.0004	894.0	155556	0.5839	0.7660	0.7931	0.7793	0.9402
0.0004	895.0	155730	0.6053	0.7579	0.7999	0.7783	0.9398
0.0004	896.0	155904	0.5843	0.7707	0.7834	0.7770	0.9401
0.0005	897.0	156078	0.6095	0.7651	0.7938	0.7792	0.9392
0.0005	898.0	156252	0.6045	0.7640	0.7958	0.7796	0.9406
0.0005	899.0	156426	0.6185	0.7625	0.7943	0.7781	0.9399
0.0004	900.0	156600	0.6091	0.7636	0.7900	0.7766	0.9401
0.0004	901.0	156774	0.6223	0.7673	0.7906	0.7788	0.9405
0.0004	902.0	156948	0.6251	0.7681	0.7927	0.7802	0.9417
0.0003	903.0	157122	0.6235	0.7657	0.7882	0.7768	0.9409
0.0003	904.0	157296	0.6192	0.7749	0.7958	0.7852	0.9417
0.0003	905.0	157470	0.6311	0.7724	0.7897	0.7809	0.9405
0.0002	906.0	157644	0.6373	0.7669	0.7967	0.7815	0.9419
0.0002	907.0	157818	0.6306	0.7643	0.7990	0.7813	0.9412
0.0002	908.0	157992	0.6225	0.7703	0.7945	0.7822	0.9412
0.0002	909.0	158166	0.6268	0.7733	0.7967	0.7848	0.9421
0.0002	910.0	158340	0.6422	0.7759	0.7994	0.7875	0.9421
0.0002	911.0	158514	0.6512	0.7676	0.8041	0.7854	0.9422
0.0002	912.0	158688	0.6567	0.7701	0.8012	0.7853	0.9420
0.0002	913.0	158862	0.6555	0.7672	0.7999	0.7832	0.9419
0.0002	914.0	159036	0.6499	0.7679	0.7978	0.7825	0.9416
0.0002	915.0	159210	0.6461	0.7659	0.7990	0.7821	0.9416
0.0002	916.0	159384	0.6302	0.7701	0.7909	0.7804	0.9413
0.0003	917.0	159558	0.6350	0.7665	0.7916	0.7789	0.9412
0.0003	918.0	159732	0.6447	0.7647	0.7940	0.7790	0.9413
0.0003	919.0	159906	0.6557	0.7666	0.7954	0.7807	0.9416
0.0001	920.0	160080	0.6554	0.7714	0.7954	0.7832	0.9417
0.0001	921.0	160254	0.6628	0.7657	0.7852	0.7753	0.9403
0.0001	922.0	160428	0.6537	0.7687	0.7826	0.7756	0.9407
0.0002	923.0	160602	0.6584	0.7642	0.7925	0.7781	0.9410
0.0002	924.0	160776	0.6516	0.7715	0.7965	0.7838	0.9414
0.0002	925.0	160950	0.6378	0.7691	0.7978	0.7832	0.9417
0.0003	926.0	161124	0.6408	0.7716	0.7934	0.7824	0.9407
0.0003	927.0	161298	0.6366	0.7717	0.7895	0.7805	0.9408
0.0003	928.0	161472	0.6325	0.7678	0.7983	0.7827	0.9410
0.0002	929.0	161646	0.6356	0.7723	0.7940	0.7830	0.9411
0.0002	930.0	161820	0.6340	0.7723	0.7981	0.7850	0.9414
0.0002	931.0	161994	0.6349	0.7755	0.7981	0.7867	0.9417
0.0002	932.0	162168	0.6261	0.7783	0.7913	0.7847	0.9416
0.0002	933.0	162342	0.6299	0.7783	0.7940	0.7861	0.9421
0.0001	934.0	162516	0.6277	0.7767	0.7911	0.7838	0.9411
0.0001	935.0	162690	0.6299	0.7733	0.7949	0.7839	0.9409
0.0001	936.0	162864	0.6429	0.7705	0.7967	0.7834	0.9406
0.0001	937.0	163038	0.6487	0.7734	0.7958	0.7844	0.9408
0.0001	938.0	163212	0.6485	0.7729	0.7925	0.7826	0.9408
0.0001	939.0	163386	0.6593	0.7687	0.7967	0.7825	0.9409
0.0002	940.0	163560	0.6535	0.7674	0.7960	0.7814	0.9404
0.0002	941.0	163734	0.6542	0.7684	0.8046	0.7861	0.9414
0.0002	942.0	163908	0.6575	0.77	0.8042	0.7868	0.9418
0.0001	943.0	164082	0.6625	0.7725	0.7969	0.7845	0.9415
0.0001	944.0	164256	0.6729	0.7747	0.7961	0.7853	0.9412
0.0001	945.0	164430	0.6757	0.7729	0.7956	0.7841	0.9416
0.0002	946.0	164604	0.6629	0.7720	0.8014	0.7864	0.9417
0.0002	947.0	164778	0.6645	0.7737	0.7999	0.7866	0.9420
0.0002	948.0	164952	0.6658	0.7777	0.7902	0.7839	0.9416
0.0001	949.0	165126	0.6666	0.7790	0.7933	0.7860	0.9421
0.0001	950.0	165300	0.6737	0.7688	0.8062	0.7871	0.9422
0.0001	951.0	165474	0.6776	0.7723	0.8046	0.7881	0.9424
0.0002	952.0	165648	0.6628	0.7735	0.7976	0.7854	0.9422
0.0002	953.0	165822	0.6619	0.7773	0.7918	0.7845	0.9414
0.0002	954.0	165996	0.6516	0.7765	0.7978	0.7870	0.9421
0.0002	955.0	166170	0.6534	0.7714	0.8003	0.7856	0.9420
0.0002	956.0	166344	0.6476	0.7754	0.7999	0.7874	0.9421
0.0003	957.0	166518	0.6444	0.7745	0.7974	0.7858	0.9417
0.0003	958.0	166692	0.6442	0.7754	0.7985	0.7868	0.9418
0.0003	959.0	166866	0.6619	0.7704	0.7976	0.7838	0.9409
0.0002	960.0	167040	0.6678	0.7732	0.7987	0.7857	0.9413
0.0002	961.0	167214	0.6673	0.7758	0.8003	0.7879	0.9417
0.0002	962.0	167388	0.6671	0.7749	0.8023	0.7884	0.9417
0.0001	963.0	167562	0.6559	0.7718	0.8019	0.7865	0.9415
0.0001	964.0	167736	0.6596	0.7728	0.7976	0.7850	0.9412
0.0001	965.0	167910	0.6554	0.7714	0.8028	0.7868	0.9418
0.0002	966.0	168084	0.6524	0.7716	0.8026	0.7868	0.9418
0.0002	967.0	168258	0.6546	0.7715	0.8019	0.7864	0.9416
0.0002	968.0	168432	0.6555	0.7708	0.8024	0.7863	0.9419
0.0001	969.0	168606	0.6524	0.7708	0.7990	0.7847	0.9418
0.0001	970.0	168780	0.6575	0.7697	0.7999	0.7845	0.9416
0.0001	971.0	168954	0.6583	0.7732	0.7996	0.7862	0.9418
0.0001	972.0	169128	0.6571	0.7717	0.8021	0.7866	0.9419
0.0001	973.0	169302	0.6606	0.7725	0.7985	0.7853	0.9417
0.0001	974.0	169476	0.6600	0.7718	0.8010	0.7861	0.9421
0.0001	975.0	169650	0.6629	0.7705	0.8046	0.7872	0.9422
0.0001	976.0	169824	0.6607	0.7732	0.8014	0.7871	0.9422
0.0001	977.0	169998	0.6619	0.7728	0.7987	0.7855	0.9418
0.0001	978.0	170172	0.6641	0.7715	0.8019	0.7864	0.9421
0.0001	979.0	170346	0.6599	0.7708	0.8001	0.7852	0.9419
0.0001	980.0	170520	0.6615	0.7721	0.8028	0.7871	0.9420
0.0001	981.0	170694	0.6620	0.7729	0.8033	0.7878	0.9421
0.0001	982.0	170868	0.6630	0.7725	0.8015	0.7867	0.9421
0.0001	983.0	171042	0.6621	0.7738	0.7976	0.7855	0.9418
0.0001	984.0	171216	0.6634	0.7733	0.7979	0.7854	0.9417
0.0001	985.0	171390	0.6642	0.7741	0.8008	0.7872	0.9417
0.0001	986.0	171564	0.6660	0.7713	0.8030	0.7868	0.9418
0.0001	987.0	171738	0.6668	0.7717	0.8030	0.7870	0.9418
0.0001	988.0	171912	0.6639	0.7717	0.7987	0.7850	0.9415
0.0	989.0	172086	0.6646	0.7720	0.7983	0.7849	0.9416
0.0	990.0	172260	0.6626	0.7745	0.7983	0.7862	0.9417
0.0	991.0	172434	0.6630	0.7740	0.7981	0.7859	0.9417
0.0001	992.0	172608	0.6630	0.7733	0.7978	0.7853	0.9417
0.0001	993.0	172782	0.6607	0.7746	0.7988	0.7865	0.9418
0.0001	994.0	172956	0.6612	0.7750	0.7996	0.7871	0.9418
0.0001	995.0	173130	0.6608	0.7749	0.7992	0.7869	0.9419
0.0001	996.0	173304	0.6601	0.7748	0.7988	0.7867	0.9418
0.0001	997.0	173478	0.6604	0.7743	0.7988	0.7864	0.9418
0.0	998.0	173652	0.6605	0.7751	0.7999	0.7873	0.9419
0.0	999.0	173826	0.6606	0.7753	0.8003	0.7876	0.9420
0.0003	1000.0	174000	0.6607	0.7753	0.8003	0.7876	0.9420

Framework versions

Transformers 4.29.2
Pytorch 2.0.1+cu117
Datasets 2.12.0
Tokenizers 0.13.3

kwwww/test_16_2770

test_16_2770

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

kwwww/
test_16_2770