This model is a fine-tuned version of meta-llama/Llama-3.1-8B-Instruct on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.2939
Prm accuracy: 0.8889
Prm precision: 0.9043
Prm recall: 0.9720
Prm specificty: 0.4211
Prm npv: 0.7273
Prm f1: 0.9369
Prm f1 neg: 0.5333
Prm f1 auc: 0.6965
Prm f1 auc (fixed): 0.8856

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 1.25e-06
train_batch_size: 1
eval_batch_size: 4
seed: 908932403
distributed_type: multi-GPU
num_devices: 8
gradient_accumulation_steps: 4
total_train_batch_size: 32
total_eval_batch_size: 32
optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.1
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Prm accuracy	Prm precision	Prm recall	Prm specificty	Prm npv	Prm f1	Prm f1 neg	Prm f1 auc	Prm f1 auc (fixed)
No log	0	0	5.1042	0.1508	0.0	0.0	1.0	0.1508	0.0	0.2621	0.5	0.5034
4.0334	0.002	5	5.1021	0.1508	0.0	0.0	1.0	0.1508	0.0	0.2621	0.5	0.5022
3.6146	0.004	10	5.1104	0.1508	0.0	0.0	1.0	0.1508	0.0	0.2621	0.5	0.5042
4.1636	0.006	15	5.0417	0.1508	0.0	0.0	1.0	0.1508	0.0	0.2621	0.5	0.5032
3.6919	0.008	20	5.0250	0.1508	0.0	0.0	1.0	0.1508	0.0	0.2621	0.5	0.5071
3.7705	0.01	25	4.8229	0.1508	0.0	0.0	1.0	0.1508	0.0	0.2621	0.5	0.5103
2.8815	0.012	30	4.2750	0.1508	0.0	0.0	1.0	0.1508	0.0	0.2621	0.5	0.5025
2.3646	0.014	35	4.0417	0.1508	0.0	0.0	1.0	0.1508	0.0	0.2621	0.5	0.5010
2.0104	0.016	40	2.9854	0.1667	0.75	0.0280	0.9474	0.1475	0.0541	0.2553	0.4877	0.4884
0.4913	0.018	45	1.9688	0.3095	0.7632	0.2710	0.5263	0.1136	0.4	0.1869	0.3987	0.4656
0.5196	0.02	50	1.6734	0.3968	0.7541	0.4299	0.2105	0.0615	0.5476	0.0952	0.3202	0.4702
0.466	0.022	55	1.4266	0.4365	0.7571	0.4953	0.1053	0.0357	0.5989	0.0533	0.3003	0.4904
0.3611	0.024	60	0.9964	0.5476	0.7907	0.6355	0.0526	0.025	0.7047	0.0339	0.3441	0.5344
0.4193	0.026	65	0.7026	0.6984	0.8286	0.8131	0.0526	0.0476	0.8208	0.05	0.4329	0.5876
0.3012	0.028	70	0.5633	0.7857	0.8448	0.9159	0.0526	0.1	0.8789	0.0690	0.4843	0.6139
0.2978	0.03	75	0.5190	0.8175	0.85	0.9533	0.0526	0.1667	0.8987	0.08	0.5030	0.6274
0.2773	0.032	80	0.4971	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.6331
0.2722	0.034	85	0.4785	0.8413	0.8537	0.9813	0.0526	0.3333	0.9130	0.0909	0.5170	0.6473
0.6274	0.036	90	0.4676	0.8333	0.8525	0.9720	0.0526	0.25	0.9083	0.0870	0.5123	0.6503
0.2947	0.038	95	0.4512	0.8492	0.8548	0.9907	0.0526	0.5	0.9177	0.0952	0.5216	0.6579
0.2777	0.04	100	0.4481	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.6667
0.3548	0.042	105	0.4727	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.6815
0.3101	0.044	110	0.4555	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.6889
0.2207	0.046	115	0.4779	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.6936
0.2927	0.048	120	0.4531	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7036
0.2304	0.05	125	0.4642	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7258
0.2687	0.052	130	0.4189	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7314
0.234	0.054	135	0.4292	0.8571	0.856	1.0	0.0526	1.0	0.9224	0.1	0.5263	0.7469
0.2413	0.056	140	0.4443	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7464
0.2855	0.058	145	0.4079	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7437
0.1763	0.06	150	0.4426	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7509
0.2035	0.062	155	0.4576	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7427
0.2241	0.064	160	0.4240	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7506
0.2523	0.066	165	0.4549	0.8651	0.8629	1.0	0.1053	1.0	0.9264	0.1905	0.5526	0.7543
0.1745	0.068	170	0.4136	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7664
0.3364	0.07	175	0.3866	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.7843
0.337	0.072	180	0.4115	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.7902
0.2549	0.074	185	0.4189	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7868
0.2001	0.076	190	0.3964	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7959
0.34	0.078	195	0.4298	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.8052
0.2102	0.08	200	0.3870	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7998
0.2159	0.082	205	0.4283	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.7939
0.2124	0.084	210	0.3814	0.8571	0.8678	0.9813	0.1579	0.6	0.9211	0.25	0.5696	0.7944
0.2197	0.086	215	0.4380	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8010
0.374	0.088	220	0.3829	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8077
0.196	0.09	225	0.4398	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8018
0.2128	0.092	230	0.3846	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.7981
0.2251	0.094	235	0.3674	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8089
0.19	0.096	240	0.3631	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8205
0.3125	0.098	245	0.3361	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8214
0.1395	0.1	250	0.3553	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8271
0.3567	0.102	255	0.3920	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8382
0.2037	0.104	260	0.3224	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8303
0.2636	0.106	265	0.3786	0.8571	0.8618	0.9907	0.1053	0.6667	0.9217	0.1818	0.5480	0.8305
0.1967	0.108	270	0.3236	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8266
0.1996	0.11	275	0.3483	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8409
0.267	0.112	280	0.3400	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8458
0.2457	0.114	285	0.3628	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8396
0.264	0.116	290	0.3329	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8382
0.1771	0.118	295	0.3459	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8635
0.1985	0.12	300	0.3191	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8593
0.1354	0.122	305	0.3239	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8524
0.1743	0.124	310	0.3502	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8507
0.2009	0.126	315	0.3423	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8564
0.1533	0.128	320	0.3574	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8549
0.1712	0.13	325	0.3387	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8424
0.1359	0.132	330	0.3729	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8426
0.1697	0.134	335	0.3199	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8502
0.1963	0.136	340	0.3704	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8428
0.1708	0.138	345	0.3375	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8416
0.3249	0.14	350	0.3220	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8377
0.2462	0.142	355	0.3216	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8330
0.2908	0.144	360	0.3192	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8436
0.2147	0.146	365	0.3150	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8487
0.1791	0.148	370	0.3141	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8546
0.1953	0.15	375	0.3079	0.8730	0.8957	0.9626	0.3684	0.6364	0.9279	0.4667	0.6655	0.8524
0.218	0.152	380	0.3614	0.8651	0.8689	0.9907	0.1579	0.75	0.9258	0.2609	0.5743	0.8473
0.1927	0.154	385	0.3109	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8527
0.1811	0.156	390	0.3231	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8578
0.1866	0.158	395	0.3122	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8613
0.2163	0.16	400	0.3342	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8642
0.2673	0.162	405	0.3077	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8581
0.2137	0.164	410	0.3082	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8551
0.2024	0.166	415	0.3035	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8576
0.146	0.168	420	0.3177	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8596
0.2463	0.17	425	0.3365	0.8651	0.875	0.9813	0.2105	0.6667	0.9251	0.32	0.5959	0.8608
0.1292	0.172	430	0.3156	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8546
0.23	0.174	435	0.3541	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8578
0.2046	0.176	440	0.3197	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8603
0.2019	0.178	445	0.3397	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8665
0.1239	0.18	450	0.3577	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8716
0.1746	0.182	455	0.3025	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8591
0.1952	0.184	460	0.3009	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8551
0.1523	0.186	465	0.3061	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8574
0.1711	0.188	470	0.3195	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8650
0.2835	0.19	475	0.2936	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8618
0.2026	0.192	480	0.3086	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8549
0.1742	0.194	485	0.2974	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8382
0.1451	0.196	490	0.3234	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8352
0.1421	0.198	495	0.3666	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8451
0.2816	0.2	500	0.3169	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8446
0.2379	0.202	505	0.3366	0.8730	0.8760	0.9907	0.2105	0.8	0.9298	0.3333	0.6006	0.8485
0.1756	0.204	510	0.3066	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8473
0.331	0.206	515	0.2968	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8581
0.1739	0.208	520	0.3072	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8665
0.2072	0.21	525	0.2911	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8645
0.2039	0.212	530	0.2987	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8716
0.209	0.214	535	0.2766	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.8837
0.1952	0.216	540	0.2791	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8810
0.1974	0.218	545	0.3214	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8773
0.2146	0.22	550	0.2942	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8765
0.258	0.222	555	0.2825	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8684
0.1187	0.224	560	0.3446	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8726
0.1622	0.226	565	0.3466	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8724
0.1248	0.228	570	0.2922	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8724
0.1873	0.23	575	0.3105	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8635
0.1738	0.232	580	0.3176	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8615
0.19	0.234	585	0.3256	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8682
0.1859	0.236	590	0.3415	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8699
0.1844	0.238	595	0.3187	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8633
0.2205	0.24	600	0.3177	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8701
0.1946	0.242	605	0.2901	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8692
0.1605	0.244	610	0.3176	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8635
0.191	0.246	615	0.2932	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8697
0.1727	0.248	620	0.2889	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8751
0.2275	0.25	625	0.2984	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8834
0.1463	0.252	630	0.2894	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8901
0.1637	0.254	635	0.2834	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8856
0.2655	0.256	640	0.2865	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8753
0.2186	0.258	645	0.2907	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8753
0.1895	0.26	650	0.2912	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8733
0.1365	0.262	655	0.2996	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8728
0.1734	0.264	660	0.3165	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8716
0.1461	0.266	665	0.2917	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8716
0.2718	0.268	670	0.3103	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8724
0.2234	0.27	675	0.3087	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8768
0.2055	0.272	680	0.2910	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8719
0.1745	0.274	685	0.3338	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8746
0.0765	0.276	690	0.2996	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8751
0.1551	0.278	695	0.2900	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8709
0.2535	0.28	700	0.2888	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8660
0.1782	0.282	705	0.2893	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8684
0.083	0.284	710	0.3114	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8758
0.1412	0.286	715	0.2973	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8736
0.1458	0.288	720	0.2967	0.8968	0.9196	0.9626	0.5263	0.7143	0.9406	0.6061	0.7445	0.8699
0.2573	0.29	725	0.3216	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8728
0.1399	0.292	730	0.3076	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8714
0.1631	0.294	735	0.2900	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8665
0.2247	0.296	740	0.3118	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8642
0.1226	0.298	745	0.3203	0.8730	0.8889	0.9720	0.3158	0.6667	0.9286	0.4286	0.6439	0.8665
0.1243	0.3	750	0.2942	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8672
0.107	0.302	755	0.2840	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8706
0.1901	0.304	760	0.2988	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8763
0.2056	0.306	765	0.2801	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8807
0.1641	0.308	770	0.2720	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8780
0.1122	0.31	775	0.2953	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8834
0.1741	0.312	780	0.2832	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8763
0.1098	0.314	785	0.2803	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8763
0.1841	0.316	790	0.2902	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8716
0.1545	0.318	795	0.2716	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8746
0.1592	0.32	800	0.2703	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8748
0.1807	0.322	805	0.2699	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8802
0.1572	0.324	810	0.2905	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8864
0.2053	0.326	815	0.2609	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8849
0.1908	0.328	820	0.2611	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8866
0.1768	0.33	825	0.2799	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8930
0.293	0.332	830	0.2799	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8888
0.1548	0.334	835	0.2620	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8827
0.1897	0.336	840	0.2650	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8854
0.1652	0.338	845	0.2731	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8893
0.1562	0.34	850	0.2651	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8950
0.1736	0.342	855	0.2651	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8965
0.213	0.344	860	0.2727	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8962
0.2333	0.346	865	0.2868	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8972
0.1151	0.348	870	0.2795	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8974
0.1182	0.35	875	0.2553	0.8968	0.9196	0.9626	0.5263	0.7143	0.9406	0.6061	0.7445	0.8972
0.1814	0.352	880	0.2716	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8979
0.1763	0.354	885	0.2654	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8950
0.1492	0.356	890	0.2591	0.8968	0.9196	0.9626	0.5263	0.7143	0.9406	0.6061	0.7445	0.8957
0.1828	0.358	895	0.2725	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8979
0.194	0.36	900	0.2689	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8997
0.1627	0.362	905	0.2632	0.9127	0.9211	0.9813	0.5263	0.8333	0.9502	0.6452	0.7538	0.8974
0.2158	0.364	910	0.2694	0.9127	0.9211	0.9813	0.5263	0.8333	0.9502	0.6452	0.7538	0.8967
0.1834	0.366	915	0.2703	0.8968	0.9196	0.9626	0.5263	0.7143	0.9406	0.6061	0.7445	0.8950
0.2143	0.368	920	0.2733	0.9048	0.9204	0.9720	0.5263	0.7692	0.9455	0.625	0.7491	0.8893
0.2105	0.37	925	0.2850	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8851
0.1573	0.372	930	0.2935	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8829
0.16	0.374	935	0.2874	0.9127	0.9211	0.9813	0.5263	0.8333	0.9502	0.6452	0.7538	0.8819
0.1128	0.376	940	0.2824	0.9127	0.9211	0.9813	0.5263	0.8333	0.9502	0.6452	0.7538	0.8797
0.1075	0.378	945	0.2966	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8792
0.1452	0.38	950	0.2914	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8763
0.2177	0.382	955	0.2939	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8728
0.1879	0.384	960	0.3060	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8699
0.1406	0.386	965	0.2963	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8692
0.1921	0.388	970	0.2993	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8689
0.1549	0.39	975	0.2980	0.8968	0.9196	0.9626	0.5263	0.7143	0.9406	0.6061	0.7445	0.8642
0.1531	0.392	980	0.3050	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8687
0.1324	0.394	985	0.3041	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8657
0.2252	0.396	990	0.2937	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8692
0.2008	0.398	995	0.2897	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8697
0.2458	0.4	1000	0.3011	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8711
0.1736	0.402	1005	0.2912	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8689
0.1347	0.404	1010	0.2999	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.8704
0.1342	0.406	1015	0.2813	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8697
0.2089	0.408	1020	0.2862	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8699
0.1239	0.41	1025	0.2949	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8768
0.0989	0.412	1030	0.3089	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8775
0.2778	0.414	1035	0.3202	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.8780
0.1054	0.416	1040	0.2865	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.8756
0.1456	0.418	1045	0.2762	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8770
0.1165	0.42	1050	0.3140	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8805
0.2055	0.422	1055	0.3074	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.8834
0.1722	0.424	1060	0.2894	0.8651	0.9091	0.9346	0.4737	0.5625	0.9217	0.5143	0.7041	0.8802
0.1757	0.426	1065	0.2932	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8832
0.2826	0.428	1070	0.3240	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8844
0.2267	0.43	1075	0.2875	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8797
0.2456	0.432	1080	0.2853	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8738
0.1659	0.434	1085	0.2948	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.8726
0.2032	0.436	1090	0.3016	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.8692
0.1618	0.438	1095	0.2805	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8672
0.1764	0.44	1100	0.2890	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8684
0.2181	0.442	1105	0.3173	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8719
0.1661	0.444	1110	0.2810	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8714
0.2064	0.446	1115	0.2791	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8704
0.1269	0.448	1120	0.2967	0.9048	0.9060	0.9907	0.4211	0.8889	0.9464	0.5714	0.7059	0.8721
0.1657	0.45	1125	0.2964	0.9127	0.9138	0.9907	0.4737	0.9	0.9507	0.6207	0.7322	0.8733
0.1465	0.452	1130	0.2857	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8768
0.2202	0.454	1135	0.2769	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8748
0.1654	0.456	1140	0.2811	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.8719
0.2502	0.458	1145	0.2868	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8728
0.2185	0.46	1150	0.2969	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8741
0.1272	0.462	1155	0.2757	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8697
0.1917	0.464	1160	0.2762	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8677
0.1629	0.466	1165	0.3058	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8768
0.1948	0.468	1170	0.3129	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8780
0.1045	0.47	1175	0.2880	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8778
0.1351	0.472	1180	0.2822	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8743
0.1912	0.474	1185	0.3250	0.8889	0.8908	0.9907	0.3158	0.8571	0.9381	0.4615	0.6532	0.8780
0.1498	0.476	1190	0.3212	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8748
0.2382	0.478	1195	0.2878	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8741
0.1189	0.48	1200	0.3045	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8780
0.2651	0.482	1205	0.3148	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8822
0.1785	0.484	1210	0.2845	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8756
0.1907	0.486	1215	0.2886	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8773
0.1147	0.488	1220	0.3194	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8834
0.1946	0.49	1225	0.3078	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8842
0.2079	0.492	1230	0.2913	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8785
0.1558	0.494	1235	0.2813	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8763
0.1909	0.496	1240	0.2854	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8760
0.2035	0.498	1245	0.2981	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8701
0.1628	0.5	1250	0.3001	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8684
0.1625	0.502	1255	0.3044	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8714
0.2466	0.504	1260	0.3455	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8728
0.1271	0.506	1265	0.3309	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8733
0.1866	0.508	1270	0.2965	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8679
0.1366	0.51	1275	0.3085	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8679
0.1534	0.512	1280	0.3292	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8768
0.1168	0.514	1285	0.3010	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8746
0.1151	0.516	1290	0.2953	0.9048	0.9130	0.9813	0.4737	0.8182	0.9459	0.6	0.7275	0.8741
0.1828	0.518	1295	0.3125	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8780
0.2143	0.52	1300	0.3034	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8812
0.1187	0.522	1305	0.2823	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8773
0.2251	0.524	1310	0.2963	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8802
0.1883	0.526	1315	0.2952	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8797
0.1076	0.528	1320	0.2966	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8810
0.0961	0.53	1325	0.3035	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8815
0.2101	0.532	1330	0.3032	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8810
0.1907	0.534	1335	0.3049	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8775
0.1299	0.536	1340	0.2980	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8783
0.1493	0.538	1345	0.2850	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8829
0.1712	0.54	1350	0.2960	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8797
0.1665	0.542	1355	0.2968	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8790
0.102	0.544	1360	0.3116	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8797
0.2277	0.546	1365	0.3073	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8795
0.2471	0.548	1370	0.2871	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8834
0.1873	0.55	1375	0.2829	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8822
0.1848	0.552	1380	0.2971	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8812
0.1643	0.554	1385	0.3282	0.8810	0.8833	0.9907	0.2632	0.8333	0.9339	0.4	0.6269	0.8824
0.2334	0.556	1390	0.3025	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8785
0.177	0.558	1395	0.2842	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8792
0.1181	0.56	1400	0.2759	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8790
0.1056	0.562	1405	0.2923	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8824
0.1016	0.564	1410	0.3184	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8834
0.1712	0.566	1415	0.3053	0.8968	0.8983	0.9907	0.3684	0.875	0.9422	0.5185	0.6795	0.8829
0.1223	0.568	1420	0.2900	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8827
0.228	0.57	1425	0.2838	0.8889	0.9189	0.9533	0.5263	0.6667	0.9358	0.5882	0.7398	0.8844
0.1388	0.572	1430	0.3002	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8834
0.1194	0.574	1435	0.3007	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8827
0.1678	0.576	1440	0.2868	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8810
0.1966	0.578	1445	0.2839	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8807
0.1669	0.58	1450	0.2860	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8832
0.1461	0.582	1455	0.3072	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8827
0.1174	0.584	1460	0.2987	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8844
0.1506	0.586	1465	0.2901	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8810
0.0936	0.588	1470	0.2861	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8832
0.1461	0.59	1475	0.3009	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8871
0.1793	0.592	1480	0.3066	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8837
0.1442	0.594	1485	0.3023	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8864
0.085	0.596	1490	0.2830	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8854
0.1499	0.598	1495	0.2775	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8824
0.1181	0.6	1500	0.2757	0.8889	0.9189	0.9533	0.5263	0.6667	0.9358	0.5882	0.7398	0.8856
0.1855	0.602	1505	0.2759	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8817
0.1365	0.604	1510	0.2918	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8859
0.1011	0.606	1515	0.2819	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8861
0.1929	0.608	1520	0.2699	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8832
0.1097	0.61	1525	0.2747	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8839
0.1684	0.612	1530	0.2817	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8824
0.1322	0.614	1535	0.2747	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8866
0.1677	0.616	1540	0.2783	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8888
0.1763	0.618	1545	0.2846	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8847
0.0962	0.62	1550	0.2819	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8844
0.178	0.622	1555	0.2842	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8856
0.1661	0.624	1560	0.2809	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8824
0.1231	0.626	1565	0.2810	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8802
0.1253	0.628	1570	0.2818	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8842
0.2685	0.63	1575	0.2796	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8829
0.1628	0.632	1580	0.2803	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8844
0.0912	0.634	1585	0.2907	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8854
0.1455	0.636	1590	0.3134	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8851
0.1632	0.638	1595	0.3073	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8851
0.2008	0.64	1600	0.2927	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8859
0.1241	0.642	1605	0.2925	0.8810	0.9182	0.9439	0.5263	0.625	0.9309	0.5714	0.7351	0.8832
0.0811	0.644	1610	0.2979	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8807
0.1841	0.646	1615	0.3274	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8832
0.1921	0.648	1620	0.3140	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8847
0.1052	0.65	1625	0.3020	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8807
0.1321	0.652	1630	0.3064	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8797
0.1453	0.654	1635	0.3150	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8807
0.152	0.656	1640	0.3295	0.8730	0.8824	0.9813	0.2632	0.7143	0.9292	0.3846	0.6222	0.8829
0.0921	0.658	1645	0.3197	0.8810	0.8898	0.9813	0.3158	0.75	0.9333	0.4444	0.6485	0.8827
0.1607	0.66	1650	0.3046	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8834
0.1117	0.662	1655	0.3083	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8876
0.1821	0.664	1660	0.3088	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8874
0.224	0.666	1665	0.3138	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8849
0.1809	0.668	1670	0.3090	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8849
0.1042	0.67	1675	0.2995	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8824
0.1537	0.672	1680	0.2956	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8829
0.1634	0.674	1685	0.2953	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8837
0.1952	0.676	1690	0.2937	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8844
0.1669	0.678	1695	0.2852	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8842
0.1737	0.68	1700	0.2871	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8810
0.1279	0.682	1705	0.2866	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8792
0.162	0.684	1710	0.2877	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8773
0.1065	0.686	1715	0.2949	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8792
0.1261	0.688	1720	0.3012	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8775
0.1807	0.69	1725	0.3031	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8756
0.1017	0.692	1730	0.2989	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8746
0.1292	0.694	1735	0.2951	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.8746
0.1016	0.696	1740	0.2968	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8704
0.1271	0.698	1745	0.3028	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8733
0.0857	0.7	1750	0.3067	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8753
0.1185	0.702	1755	0.3192	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8778
0.1002	0.704	1760	0.3324	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8760
0.1878	0.706	1765	0.3215	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8756
0.116	0.708	1770	0.3105	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8775
0.1474	0.71	1775	0.3018	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8788
0.2384	0.712	1780	0.3037	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8783
0.1713	0.714	1785	0.2989	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8810
0.0869	0.716	1790	0.2905	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8817
0.1558	0.718	1795	0.2973	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8810
0.1835	0.72	1800	0.3059	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8839
0.1361	0.722	1805	0.3016	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8819
0.1898	0.724	1810	0.2871	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8817
0.2094	0.726	1815	0.2853	0.8730	0.9099	0.9439	0.4737	0.6	0.9266	0.5294	0.7088	0.8819
0.162	0.728	1820	0.2871	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8817
0.2376	0.73	1825	0.2961	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8842
0.137	0.732	1830	0.2972	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8839
0.2225	0.734	1835	0.2943	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8829
0.1904	0.736	1840	0.2943	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8844
0.2026	0.738	1845	0.2944	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8842
0.1205	0.74	1850	0.2904	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8829
0.1714	0.742	1855	0.2887	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8834
0.1259	0.744	1860	0.2925	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8827
0.1044	0.746	1865	0.2883	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8847
0.1063	0.748	1870	0.2874	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8812
0.2288	0.75	1875	0.2879	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8832
0.1562	0.752	1880	0.2854	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8834
0.1064	0.754	1885	0.2862	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8834
0.1965	0.756	1890	0.2901	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8849
0.2178	0.758	1895	0.2945	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8834
0.2062	0.76	1900	0.2908	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8849
0.1036	0.762	1905	0.2884	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8834
0.1942	0.764	1910	0.2897	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8819
0.1088	0.766	1915	0.2890	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8847
0.1118	0.768	1920	0.2870	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8834
0.158	0.77	1925	0.2898	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8819
0.0904	0.772	1930	0.2912	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8837
0.12	0.774	1935	0.2919	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8829
0.0695	0.776	1940	0.2914	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8837
0.1258	0.778	1945	0.2909	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8832
0.1457	0.78	1950	0.2883	0.8730	0.9027	0.9533	0.4211	0.6154	0.9273	0.5	0.6872	0.8829
0.1787	0.782	1955	0.2885	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8824
0.1656	0.784	1960	0.2934	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8851
0.0675	0.786	1965	0.2963	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8824
0.129	0.788	1970	0.3020	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8822
0.2459	0.79	1975	0.3024	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8817
0.0945	0.792	1980	0.2976	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8819
0.1473	0.794	1985	0.2969	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8815
0.1448	0.796	1990	0.2924	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8815
0.1472	0.798	1995	0.2868	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8842
0.1737	0.8	2000	0.2842	0.8810	0.9035	0.9626	0.4211	0.6667	0.9321	0.5161	0.6918	0.8837
0.1329	0.802	2005	0.2863	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8815
0.1322	0.804	2010	0.2899	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8815
0.1695	0.806	2015	0.2893	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8827
0.2285	0.808	2020	0.2903	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8844
0.1205	0.81	2025	0.2909	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8844
0.2538	0.812	2030	0.2933	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8837
0.1315	0.814	2035	0.2953	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8829
0.1899	0.816	2040	0.2927	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8849
0.1244	0.818	2045	0.2902	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8834
0.1049	0.82	2050	0.2885	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8842
0.1074	0.822	2055	0.2901	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8849
0.2359	0.824	2060	0.2906	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8839
0.0951	0.826	2065	0.2919	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8847
0.1499	0.828	2070	0.2964	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8847
0.1672	0.83	2075	0.2980	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8859
0.0843	0.832	2080	0.3022	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8844
0.1146	0.834	2085	0.3058	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8893
0.1292	0.836	2090	0.3050	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8861
0.1355	0.838	2095	0.3016	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8856
0.1529	0.84	2100	0.2952	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8859
0.1419	0.842	2105	0.2924	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8847
0.1154	0.844	2110	0.2910	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8849
0.2466	0.846	2115	0.2913	0.8810	0.9107	0.9533	0.4737	0.6429	0.9315	0.5455	0.7135	0.8847
0.1774	0.848	2120	0.2921	0.8889	0.9115	0.9626	0.4737	0.6923	0.9364	0.5625	0.7182	0.8837
0.1442	0.85	2125	0.2943	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8851
0.1313	0.852	2130	0.2975	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8849
0.0961	0.854	2135	0.2986	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8837
0.1497	0.856	2140	0.3025	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8844
0.1047	0.858	2145	0.3029	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8856
0.0908	0.86	2150	0.3024	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8844
0.1772	0.862	2155	0.3003	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8834
0.1821	0.864	2160	0.2956	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8842
0.1401	0.866	2165	0.2935	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8837
0.1616	0.868	2170	0.2907	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8837
0.1067	0.87	2175	0.2899	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8839
0.0849	0.872	2180	0.2927	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8842
0.1514	0.874	2185	0.2907	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8849
0.1656	0.876	2190	0.2922	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8842
0.1103	0.878	2195	0.2920	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8844
0.2044	0.88	2200	0.2939	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8829
0.201	0.882	2205	0.2947	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8844
0.1348	0.884	2210	0.2937	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8829
0.0874	0.886	2215	0.2945	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8842
0.1226	0.888	2220	0.2953	0.8889	0.8974	0.9813	0.3684	0.7778	0.9375	0.5	0.6749	0.8844
0.1033	0.89	2225	0.2936	0.8968	0.9052	0.9813	0.4211	0.8	0.9417	0.5517	0.7012	0.8854
0.1753	0.892	2230	0.2930	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8851
0.1203	0.894	2235	0.2927	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8847
0.1624	0.896	2240	0.2923	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8851
0.0807	0.898	2245	0.2906	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8854
0.1122	0.9	2250	0.2898	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8856
0.0879	0.902	2255	0.2922	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8847
0.1394	0.904	2260	0.2901	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8851
0.2115	0.906	2265	0.2914	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8849
0.1046	0.908	2270	0.2916	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8842
0.1657	0.91	2275	0.2911	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8849
0.1439	0.912	2280	0.2916	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8842
0.1264	0.914	2285	0.2914	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8861
0.1969	0.916	2290	0.2902	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8834
0.0934	0.918	2295	0.2907	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8849
0.2012	0.92	2300	0.2930	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8837
0.1322	0.922	2305	0.2937	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8827
0.1471	0.924	2310	0.2942	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8819
0.1419	0.926	2315	0.2952	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8832
0.1417	0.928	2320	0.2938	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8844
0.0801	0.93	2325	0.2931	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8856
0.1458	0.932	2330	0.2938	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8834
0.1743	0.934	2335	0.2928	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8854
0.1113	0.936	2340	0.2927	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8851
0.1201	0.938	2345	0.2938	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8856
0.154	0.94	2350	0.2953	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8851
0.2195	0.942	2355	0.2939	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8842
0.142	0.944	2360	0.2942	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8851
0.1444	0.946	2365	0.2936	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8827
0.1711	0.948	2370	0.2930	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8842
0.1227	0.95	2375	0.2939	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8844
0.1869	0.952	2380	0.2934	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8847
0.1794	0.954	2385	0.2924	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8871
0.2631	0.956	2390	0.2924	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8859
0.2162	0.958	2395	0.2936	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8864
0.136	0.96	2400	0.2934	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8832
0.205	0.962	2405	0.2928	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8856
0.1709	0.964	2410	0.2941	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8839
0.1406	0.966	2415	0.2943	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8839
0.1593	0.968	2420	0.2942	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8837
0.0918	0.97	2425	0.2939	0.8810	0.8966	0.9720	0.3684	0.7	0.9327	0.4828	0.6702	0.8856
0.1123	0.972	2430	0.2922	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8859
0.1221	0.974	2435	0.2937	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8859
0.2073	0.976	2440	0.2949	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8842
0.1174	0.978	2445	0.2937	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8859
0.0696	0.98	2450	0.2937	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8837
0.0942	0.982	2455	0.2947	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8844
0.098	0.984	2460	0.2929	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8844
0.2044	0.986	2465	0.2936	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8851
0.1585	0.988	2470	0.2940	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8842
0.187	0.99	2475	0.2936	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8851
0.128	0.992	2480	0.2939	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8851
0.168	0.994	2485	0.2937	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8854
0.1972	0.996	2490	0.2941	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8859
0.1353	0.998	2495	0.2937	0.8968	0.9123	0.9720	0.4737	0.75	0.9412	0.5806	0.7228	0.8829
0.1103	1.0	2500	0.2939	0.8889	0.9043	0.9720	0.4211	0.7273	0.9369	0.5333	0.6965	0.8856

Framework versions

Transformers 4.46.0
Pytorch 2.4.0+cu118
Datasets 3.0.0
Tokenizers 0.20.1

Daewon0808/mmlu_noaugs_llamabase_fulltune_rerun

mmlu_noaugs_llamabase_fulltune_rerun

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Daewon0808/
mmlu_noaugs_llamabase_fulltune_rerun