Arabic_FineTuningAraBERT_run3_AugV5_k40_task1_organization_fold0

MayBashendy/Arabic_FineTuningAraBERT_run3_AugV5_k40_task1_organization_fold0

Arabic_FineTuningAraBERT_run3_AugV5_k40_task1_organization_fold0 is a text classification model from MayBashendy. Use it when you need a label for a piece of text. It is set up for transformers.

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

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At a glance

Task: Text Classification
Library: transformers
Model type: bert
Access: Public
Created: Nov 28, 2024
Updated: Nov 28, 2024
SHA: fa74b5a8

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Base models

aubmindlab/bert-base-arabertv02

Model card

From the Hugging Face model README

Arabic_FineTuningAraBERT_run3_AugV5_k40_task1_organization_fold0

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.7486
Qwk: 0.7148
Mse: 0.7486
Rmse: 0.8652

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: 2e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0049	2	5.8716	-0.1511	5.8716	2.4231
No log	0.0099	4	3.9923	-0.0269	3.9923	1.9981
No log	0.0148	6	3.0424	-0.2189	3.0424	1.7442
No log	0.0197	8	2.8759	-0.2481	2.8759	1.6958
No log	0.0246	10	3.2170	-0.2025	3.2170	1.7936
No log	0.0296	12	2.7754	-0.1566	2.7754	1.6660
No log	0.0345	14	2.3002	-0.0906	2.3002	1.5166
No log	0.0394	16	2.0100	0.0	2.0100	1.4178
No log	0.0443	18	1.8841	0.0	1.8841	1.3726
No log	0.0493	20	1.8789	0.0	1.8789	1.3707
No log	0.0542	22	2.0466	0.0	2.0466	1.4306
No log	0.0591	24	2.1124	0.0	2.1124	1.4534
No log	0.0640	26	1.9657	0.0	1.9657	1.4020
No log	0.0690	28	1.7883	0.0	1.7883	1.3373
No log	0.0739	30	1.9158	0.0742	1.9158	1.3841
No log	0.0788	32	2.0881	0.1876	2.0881	1.4450
No log	0.0837	34	1.9880	0.1582	1.9880	1.4100
No log	0.0887	36	1.8121	0.1414	1.8121	1.3461
No log	0.0936	38	1.7933	0.0	1.7933	1.3391
No log	0.0985	40	2.0723	0.0742	2.0723	1.4395
No log	0.1034	42	2.0897	0.0742	2.0897	1.4456
No log	0.1084	44	1.8319	0.0742	1.8319	1.3535
No log	0.1133	46	1.4248	0.1497	1.4248	1.1937
No log	0.1182	48	1.3230	0.3793	1.3230	1.1502
No log	0.1232	50	1.3843	0.2032	1.3843	1.1765
No log	0.1281	52	1.5941	0.0742	1.5941	1.2626
No log	0.1330	54	1.7150	0.0742	1.7150	1.3096
No log	0.1379	56	1.8019	0.0742	1.8019	1.3424
No log	0.1429	58	2.0962	0.0742	2.0962	1.4478
No log	0.1478	60	2.1062	-0.0442	2.1062	1.4513
No log	0.1527	62	1.7613	0.0742	1.7613	1.3271
No log	0.1576	64	1.4804	0.1497	1.4804	1.2167
No log	0.1626	66	1.4334	0.0172	1.4334	1.1972
No log	0.1675	68	1.4057	0.0937	1.4057	1.1856
No log	0.1724	70	1.4816	0.1497	1.4816	1.2172
No log	0.1773	72	1.4955	0.2032	1.4955	1.2229
No log	0.1823	74	1.6674	0.0742	1.6674	1.2913
No log	0.1872	76	1.8226	0.0742	1.8226	1.3500
No log	0.1921	78	1.8227	0.0742	1.8227	1.3501
No log	0.1970	80	1.7583	0.0742	1.7583	1.3260
No log	0.2020	82	1.6408	0.0742	1.6408	1.2809
No log	0.2069	84	1.6388	0.0742	1.6388	1.2802
No log	0.2118	86	1.7543	0.0742	1.7543	1.3245
No log	0.2167	88	1.7668	0.0742	1.7668	1.3292
No log	0.2217	90	1.8006	0.0950	1.8006	1.3419
No log	0.2266	92	1.7113	0.0742	1.7113	1.3082
No log	0.2315	94	1.5405	0.0742	1.5405	1.2412
No log	0.2365	96	1.3625	0.2032	1.3625	1.1673
No log	0.2414	98	1.3499	0.1765	1.3499	1.1618
No log	0.2463	100	1.5179	0.2012	1.5179	1.2320
No log	0.2512	102	1.6978	-0.0024	1.6978	1.3030
No log	0.2562	104	1.7705	-0.0024	1.7705	1.3306
No log	0.2611	106	2.1325	-0.0866	2.1325	1.4603
No log	0.2660	108	1.8708	0.0	1.8708	1.3678
No log	0.2709	110	1.4416	0.1497	1.4416	1.2006
No log	0.2759	112	1.1789	0.2741	1.1789	1.0858
No log	0.2808	114	1.1039	0.3762	1.1039	1.0507
No log	0.2857	116	1.1129	0.4044	1.1129	1.0549
No log	0.2906	118	1.1602	0.3542	1.1602	1.0771
No log	0.2956	120	1.2264	0.4074	1.2264	1.1074
No log	0.3005	122	1.4870	0.1463	1.4870	1.2194
No log	0.3054	124	1.5672	0.0742	1.5672	1.2519
No log	0.3103	126	1.5109	0.0742	1.5109	1.2292
No log	0.3153	128	1.5003	0.0742	1.5003	1.2249
No log	0.3202	130	1.4988	0.0742	1.4988	1.2243
No log	0.3251	132	1.3949	0.0	1.3949	1.1811
No log	0.3300	134	1.3344	0.2032	1.3344	1.1552
No log	0.3350	136	1.4215	0.1765	1.4215	1.1922
No log	0.3399	138	1.5900	0.0244	1.5900	1.2610
No log	0.3448	140	1.9482	0.0950	1.9482	1.3958
No log	0.3498	142	2.0594	0.0950	2.0594	1.4350
No log	0.3547	144	1.9340	0.0950	1.9340	1.3907
No log	0.3596	146	1.7233	0.0950	1.7233	1.3127
No log	0.3645	148	1.5797	0.0950	1.5797	1.2568
No log	0.3695	150	1.3895	0.0	1.3895	1.1788
No log	0.3744	152	1.2342	0.3478	1.2342	1.1109
No log	0.3793	154	1.1735	0.2687	1.1735	1.0833
No log	0.3842	156	1.1379	0.4296	1.1379	1.0667
No log	0.3892	158	1.2091	0.3384	1.2091	1.0996
No log	0.3941	160	1.1755	0.3292	1.1755	1.0842
No log	0.3990	162	1.1303	0.4310	1.1303	1.0632
No log	0.4039	164	1.1012	0.4296	1.1012	1.0494
No log	0.4089	166	1.0690	0.4535	1.0690	1.0339
No log	0.4138	168	1.1252	0.2687	1.1252	1.0607
No log	0.4187	170	1.2876	0.3017	1.2876	1.1347
No log	0.4236	172	1.3170	0.3810	1.3170	1.1476
No log	0.4286	174	1.1490	0.2416	1.1490	1.0719
No log	0.4335	176	0.9729	0.3747	0.9729	0.9864
No log	0.4384	178	1.0443	0.5096	1.0443	1.0219
No log	0.4433	180	1.0833	0.4462	1.0833	1.0408
No log	0.4483	182	1.0343	0.4059	1.0343	1.0170
No log	0.4532	184	0.9767	0.2974	0.9767	0.9883
No log	0.4581	186	1.0169	0.3747	1.0169	1.0084
No log	0.4631	188	1.0414	0.2957	1.0414	1.0205
No log	0.4680	190	1.0527	0.2723	1.0527	1.0260
No log	0.4729	192	1.0792	0.3778	1.0792	1.0389
No log	0.4778	194	1.0959	0.3778	1.0959	1.0469
No log	0.4828	196	1.0425	0.3778	1.0425	1.0211
No log	0.4877	198	1.0014	0.2974	1.0014	1.0007
No log	0.4926	200	0.9887	0.2957	0.9887	0.9943
No log	0.4975	202	1.0165	0.4786	1.0165	1.0082
No log	0.5025	204	1.0537	0.5011	1.0537	1.0265
No log	0.5074	206	0.9883	0.5474	0.9883	0.9942
No log	0.5123	208	0.9084	0.5270	0.9084	0.9531
No log	0.5172	210	0.8632	0.5522	0.8632	0.9291
No log	0.5222	212	0.9195	0.3527	0.9195	0.9589
No log	0.5271	214	0.9597	0.4351	0.9597	0.9796
No log	0.5320	216	0.8822	0.4603	0.8822	0.9392
No log	0.5369	218	0.8246	0.6165	0.8246	0.9081
No log	0.5419	220	0.8527	0.6157	0.8527	0.9234
No log	0.5468	222	0.9736	0.5927	0.9736	0.9867
No log	0.5517	224	1.0014	0.5243	1.0014	1.0007
No log	0.5567	226	0.8597	0.5474	0.8597	0.9272
No log	0.5616	228	0.7905	0.5714	0.7905	0.8891
No log	0.5665	230	0.7473	0.6395	0.7473	0.8645
No log	0.5714	232	0.7570	0.6839	0.7570	0.8701
No log	0.5764	234	0.8305	0.6157	0.8305	0.9113
No log	0.5813	236	0.8621	0.6157	0.8621	0.9285
No log	0.5862	238	0.8570	0.6157	0.8570	0.9257
No log	0.5911	240	0.7807	0.6157	0.7807	0.8836
No log	0.5961	242	0.7465	0.6157	0.7465	0.8640
No log	0.6010	244	0.7173	0.6839	0.7173	0.8469
No log	0.6059	246	0.6587	0.7106	0.6587	0.8116
No log	0.6108	248	0.6127	0.7525	0.6127	0.7828
No log	0.6158	250	0.6108	0.7525	0.6108	0.7815
No log	0.6207	252	0.5868	0.7525	0.5868	0.7660
No log	0.6256	254	0.5936	0.7898	0.5936	0.7704
No log	0.6305	256	0.7199	0.6934	0.7199	0.8485
No log	0.6355	258	0.8621	0.5404	0.8621	0.9285
No log	0.6404	260	0.9945	0.5200	0.9945	0.9972
No log	0.6453	262	0.9804	0.5200	0.9804	0.9901
No log	0.6502	264	0.9316	0.5965	0.9316	0.9652
No log	0.6552	266	0.9050	0.6812	0.9050	0.9513
No log	0.6601	268	0.9461	0.6476	0.9461	0.9727
No log	0.6650	270	0.8710	0.7101	0.8710	0.9333
No log	0.6700	272	0.9992	0.5679	0.9992	0.9996
No log	0.6749	274	1.1789	0.4190	1.1789	1.0858
No log	0.6798	276	1.0848	0.5393	1.0848	1.0416
No log	0.6847	278	0.9138	0.6738	0.9138	0.9559
No log	0.6897	280	0.8851	0.6797	0.8851	0.9408
No log	0.6946	282	0.9541	0.5744	0.9541	0.9768
No log	0.6995	284	1.0062	0.5000	1.0062	1.0031
No log	0.7044	286	0.7730	0.7709	0.7730	0.8792
No log	0.7094	288	0.7399	0.7815	0.7399	0.8602
No log	0.7143	290	0.8367	0.6890	0.8367	0.9147
No log	0.7192	292	0.7682	0.7815	0.7682	0.8764
No log	0.7241	294	0.7551	0.7705	0.7551	0.8689
No log	0.7291	296	0.8560	0.6860	0.8560	0.9252
No log	0.7340	298	1.1382	0.5197	1.1382	1.0669
No log	0.7389	300	1.2269	0.3702	1.2269	1.1077
No log	0.7438	302	1.0540	0.4349	1.0540	1.0266
No log	0.7488	304	0.8409	0.4845	0.8409	0.9170
No log	0.7537	306	0.8389	0.5279	0.8389	0.9159
No log	0.7586	308	0.8383	0.5286	0.8383	0.9156
No log	0.7635	310	0.9293	0.5062	0.9293	0.9640
No log	0.7685	312	1.0541	0.5022	1.0541	1.0267
No log	0.7734	314	1.0307	0.5804	1.0307	1.0153
No log	0.7783	316	0.8848	0.6414	0.8848	0.9407
No log	0.7833	318	0.7800	0.6627	0.7800	0.8832
No log	0.7882	320	0.7658	0.6987	0.7658	0.8751
No log	0.7931	322	0.8436	0.5759	0.8436	0.9185
No log	0.7980	324	1.0393	0.5540	1.0393	1.0195
No log	0.8030	326	1.2405	0.4465	1.2405	1.1138
No log	0.8079	328	1.1958	0.4984	1.1958	1.0935
No log	0.8128	330	0.9618	0.5563	0.9618	0.9807
No log	0.8177	332	0.8409	0.5973	0.8409	0.9170
No log	0.8227	334	0.8903	0.5581	0.8903	0.9436
No log	0.8276	336	1.0747	0.4819	1.0747	1.0367
No log	0.8325	338	1.1726	0.4634	1.1726	1.0829
No log	0.8374	340	1.1151	0.4634	1.1151	1.0560
No log	0.8424	342	0.9574	0.5185	0.9574	0.9785
No log	0.8473	344	0.8516	0.6680	0.8516	0.9228
No log	0.8522	346	0.9175	0.5965	0.9175	0.9578
No log	0.8571	348	0.9420	0.5965	0.9420	0.9706
No log	0.8621	350	0.8503	0.6680	0.8503	0.9221
No log	0.8670	352	0.7914	0.6476	0.7914	0.8896
No log	0.8719	354	0.8212	0.6476	0.8212	0.9062
No log	0.8768	356	0.9597	0.5965	0.9597	0.9796
No log	0.8818	358	1.2032	0.4808	1.2032	1.0969
No log	0.8867	360	1.3378	0.4119	1.3378	1.1566
No log	0.8916	362	1.2656	0.4808	1.2656	1.1250
No log	0.8966	364	1.1709	0.4808	1.1709	1.0821
No log	0.9015	366	1.1139	0.4808	1.1139	1.0554
No log	0.9064	368	1.0441	0.5385	1.0441	1.0218
No log	0.9113	370	0.9797	0.5385	0.9797	0.9898
No log	0.9163	372	1.0018	0.5385	1.0018	1.0009
No log	0.9212	374	1.0559	0.5385	1.0559	1.0276
No log	0.9261	376	1.0643	0.5385	1.0643	1.0317
No log	0.9310	378	0.9221	0.5965	0.9221	0.9603
No log	0.9360	380	0.8917	0.6008	0.8917	0.9443
No log	0.9409	382	0.8213	0.6686	0.8213	0.9062
No log	0.9458	384	0.7984	0.7226	0.7984	0.8935
No log	0.9507	386	0.8039	0.7144	0.8039	0.8966
No log	0.9557	388	0.8075	0.7430	0.8075	0.8986
No log	0.9606	390	0.8731	0.6356	0.8731	0.9344
No log	0.9655	392	1.0542	0.5556	1.0542	1.0268
No log	0.9704	394	1.3168	0.4092	1.3168	1.1475
No log	0.9754	396	1.3894	0.3723	1.3894	1.1787
No log	0.9803	398	1.2528	0.4806	1.2528	1.1193
No log	0.9852	400	1.0225	0.5777	1.0225	1.0112
No log	0.9901	402	0.8794	0.6447	0.8794	0.9378
No log	0.9951	404	0.8445	0.6196	0.8445	0.9190
No log	1.0	406	0.8441	0.5800	0.8441	0.9187
No log	1.0049	408	0.9321	0.6008	0.9321	0.9654
No log	1.0099	410	1.0799	0.5200	1.0799	1.0392
No log	1.0148	412	1.1185	0.5200	1.1185	1.0576
No log	1.0197	414	1.1250	0.4806	1.1250	1.0607
No log	1.0246	416	1.1103	0.4806	1.1103	1.0537
No log	1.0296	418	0.9723	0.5374	0.9723	0.9861
No log	1.0345	420	0.8665	0.6569	0.8665	0.9309
No log	1.0394	422	0.7843	0.6627	0.7843	0.8856
No log	1.0443	424	0.7901	0.6627	0.7901	0.8889
No log	1.0493	426	0.8510	0.6414	0.8510	0.9225
No log	1.0542	428	0.9573	0.5385	0.9573	0.9784
No log	1.0591	430	0.9473	0.5842	0.9473	0.9733
No log	1.0640	432	0.9015	0.5638	0.9015	0.9495
No log	1.0690	434	0.8320	0.6890	0.8320	0.9122
No log	1.0739	436	0.8691	0.5209	0.8691	0.9323
No log	1.0788	438	0.8751	0.5404	0.8751	0.9355
No log	1.0837	440	0.9499	0.5188	0.9499	0.9746
No log	1.0887	442	1.1154	0.4793	1.1154	1.0561
No log	1.0936	444	1.1148	0.4793	1.1148	1.0558
No log	1.0985	446	1.0641	0.4991	1.0641	1.0315
No log	1.1034	448	0.9947	0.5188	0.9947	0.9974
No log	1.1084	450	0.9989	0.5188	0.9989	0.9995
No log	1.1133	452	1.0187	0.5177	1.0187	1.0093
No log	1.1182	454	1.0728	0.5177	1.0728	1.0358
No log	1.1232	456	0.9463	0.5197	0.9463	0.9728
No log	1.1281	458	0.8374	0.6121	0.8374	0.9151
No log	1.1330	460	0.7534	0.6818	0.7534	0.8680
No log	1.1379	462	0.7517	0.6476	0.7517	0.8670
No log	1.1429	464	0.8179	0.5850	0.8179	0.9044
No log	1.1478	466	0.9101	0.5200	0.9101	0.9540
No log	1.1527	468	0.9271	0.5200	0.9271	0.9629
No log	1.1576	470	0.8804	0.5200	0.8804	0.9383
No log	1.1626	472	0.8440	0.5812	0.8440	0.9187
No log	1.1675	474	0.7531	0.7310	0.7531	0.8678
No log	1.1724	476	0.7396	0.6818	0.7396	0.8600
No log	1.1773	478	0.7598	0.6746	0.7598	0.8717
No log	1.1823	480	0.7561	0.6678	0.7561	0.8695
No log	1.1872	482	0.8537	0.6616	0.8537	0.9240
No log	1.1921	484	0.9461	0.5693	0.9461	0.9727
No log	1.1970	486	0.9047	0.6616	0.9047	0.9511
No log	1.2020	488	0.7653	0.6616	0.7653	0.8748
No log	1.2069	490	0.7208	0.6818	0.7208	0.8490
No log	1.2118	492	0.7846	0.6678	0.7846	0.8858
No log	1.2167	494	0.9731	0.5185	0.9731	0.9864
No log	1.2217	496	1.0707	0.4808	1.0707	1.0348
No log	1.2266	498	1.0034	0.5164	1.0034	1.0017
0.6989	1.2315	500	0.9135	0.6253	0.9135	0.9558
0.6989	1.2365	502	0.7932	0.6678	0.7932	0.8906
0.6989	1.2414	504	0.6732	0.6818	0.6732	0.8205
0.6989	1.2463	506	0.6240	0.6752	0.6240	0.7899
0.6989	1.2512	508	0.6380	0.6752	0.6380	0.7988
0.6989	1.2562	510	0.6859	0.6684	0.6859	0.8282
0.6989	1.2611	512	0.8188	0.6616	0.8188	0.9049
0.6989	1.2660	514	0.9447	0.6382	0.9447	0.9720
0.6989	1.2709	516	0.9490	0.6176	0.9490	0.9742
0.6989	1.2759	518	0.9210	0.6176	0.9210	0.9597
0.6989	1.2808	520	0.8592	0.6789	0.8592	0.9269
0.6989	1.2857	522	0.8666	0.6846	0.8666	0.9309
0.6989	1.2906	524	0.9581	0.5532	0.9581	0.9789
0.6989	1.2956	526	0.9847	0.5532	0.9847	0.9923
0.6989	1.3005	528	0.9321	0.5926	0.9321	0.9655
0.6989	1.3054	530	0.9105	0.5926	0.9105	0.9542
0.6989	1.3103	532	0.9257	0.6008	0.9257	0.9621
0.6989	1.3153	534	0.9972	0.5670	0.9972	0.9986
0.6989	1.3202	536	0.9546	0.6323	0.9546	0.9770
0.6989	1.3251	538	0.9358	0.6323	0.9358	0.9674
0.6989	1.3300	540	0.9080	0.7095	0.9080	0.9529
0.6989	1.3350	542	0.8814	0.6610	0.8814	0.9388
0.6989	1.3399	544	0.9406	0.6115	0.9406	0.9698
0.6989	1.3448	546	1.0530	0.5349	1.0530	1.0262
0.6989	1.3498	548	1.0479	0.5556	1.0479	1.0236
0.6989	1.3547	550	0.9158	0.6610	0.9158	0.9570
0.6989	1.3596	552	0.8019	0.7014	0.8019	0.8955
0.6989	1.3645	554	0.7906	0.7014	0.7906	0.8891
0.6989	1.3695	556	0.7903	0.7014	0.7903	0.8890
0.6989	1.3744	558	0.7949	0.7014	0.7949	0.8916
0.6989	1.3793	560	0.8653	0.6934	0.8653	0.9302
0.6989	1.3842	562	1.0007	0.5357	1.0007	1.0004
0.6989	1.3892	564	1.0657	0.5174	1.0657	1.0323
0.6989	1.3941	566	1.0145	0.5357	1.0145	1.0072
0.6989	1.3990	568	0.9265	0.6797	0.9265	0.9625
0.6989	1.4039	570	0.8614	0.6866	0.8614	0.9281
0.6989	1.4089	572	0.8396	0.6797	0.8396	0.9163
0.6989	1.4138	574	0.8769	0.6797	0.8769	0.9365
0.6989	1.4187	576	0.9536	0.5869	0.9536	0.9765
0.6989	1.4236	578	1.0959	0.5164	1.0959	1.0469
0.6989	1.4286	580	1.1072	0.5164	1.1072	1.0523
0.6989	1.4335	582	0.9945	0.5862	0.9945	0.9972
0.6989	1.4384	584	0.8478	0.6860	0.8478	0.9207
0.6989	1.4433	586	0.7653	0.6934	0.7653	0.8748
0.6989	1.4483	588	0.7491	0.7014	0.7491	0.8655
0.6989	1.4532	590	0.8379	0.6303	0.8379	0.9153
0.6989	1.4581	592	1.0326	0.5341	1.0326	1.0162
0.6989	1.4631	594	1.1750	0.4988	1.1750	1.0840
0.6989	1.4680	596	1.1813	0.4988	1.1813	1.0869
0.6989	1.4729	598	1.0756	0.5164	1.0756	1.0371
0.6989	1.4778	600	0.9523	0.5357	0.9523	0.9758
0.6989	1.4828	602	0.8103	0.6934	0.8103	0.9001
0.6989	1.4877	604	0.7794	0.7014	0.7794	0.8829
0.6989	1.4926	606	0.7835	0.6414	0.7835	0.8851
0.6989	1.4975	608	0.7339	0.6818	0.7339	0.8567
0.6989	1.5025	610	0.7371	0.6818	0.7371	0.8586
0.6989	1.5074	612	0.7932	0.7014	0.7932	0.8906
0.6989	1.5123	614	0.8130	0.7014	0.8130	0.9017
0.6989	1.5172	616	0.9066	0.5777	0.9066	0.9522
0.6989	1.5222	618	1.0902	0.5164	1.0902	1.0441
0.6989	1.5271	620	1.1377	0.5164	1.1377	1.0666
0.6989	1.5320	622	1.0329	0.5862	1.0329	1.0163
0.6989	1.5369	624	0.9523	0.5693	0.9523	0.9758
0.6989	1.5419	626	1.0220	0.5693	1.0220	1.0110
0.6989	1.5468	628	1.1154	0.5164	1.1154	1.0561
0.6989	1.5517	630	1.1332	0.4988	1.1332	1.0645
0.6989	1.5567	632	1.1364	0.4811	1.1364	1.0660
0.6989	1.5616	634	1.1033	0.4811	1.1033	1.0504
0.6989	1.5665	636	0.9899	0.5693	0.9899	0.9949
0.6989	1.5714	638	0.8664	0.5752	0.8664	0.9308
0.6989	1.5764	640	0.8307	0.6684	0.8307	0.9114
0.6989	1.5813	642	0.8400	0.6309	0.8400	0.9165
0.6989	1.5862	644	0.7830	0.6684	0.7830	0.8849
0.6989	1.5911	646	0.7760	0.6746	0.7760	0.8809
0.6989	1.5961	648	0.7383	0.7239	0.7383	0.8592
0.6989	1.6010	650	0.6743	0.7162	0.6743	0.8212
0.6989	1.6059	652	0.6236	0.7244	0.6236	0.7897
0.6989	1.6108	654	0.6377	0.7162	0.6377	0.7986
0.6989	1.6158	656	0.7351	0.6678	0.7351	0.8574
0.6989	1.6207	658	0.8322	0.6860	0.8322	0.9122
0.6989	1.6256	660	0.9401	0.5714	0.9401	0.9696
0.6989	1.6305	662	0.9130	0.5714	0.9130	0.9555
0.6989	1.6355	664	0.8182	0.6860	0.8182	0.9046
0.6989	1.6404	666	0.7132	0.6860	0.7132	0.8445
0.6989	1.6453	668	0.6894	0.6363	0.6894	0.8303
0.6989	1.6502	670	0.6924	0.6363	0.6924	0.8321
0.6989	1.6552	672	0.6784	0.6363	0.6784	0.8237
0.6989	1.6601	674	0.7207	0.6309	0.7207	0.8489
0.6989	1.6650	676	0.7958	0.7246	0.7958	0.8921
0.6989	1.6700	678	0.7707	0.7246	0.7707	0.8779
0.6989	1.6749	680	0.6738	0.7157	0.6738	0.8208
0.6989	1.6798	682	0.6335	0.7157	0.6335	0.7959
0.6989	1.6847	684	0.6255	0.7086	0.6255	0.7909
0.6989	1.6897	686	0.6747	0.7157	0.6747	0.8214
0.6989	1.6946	688	0.6654	0.7086	0.6654	0.8157
0.6989	1.6995	690	0.6615	0.7014	0.6615	0.8133
0.6989	1.7044	692	0.6503	0.7510	0.6503	0.8064
0.6989	1.7094	694	0.6403	0.7674	0.6403	0.8002
0.6989	1.7143	696	0.6576	0.7973	0.6576	0.8109
0.6989	1.7192	698	0.7514	0.7882	0.7514	0.8669
0.6989	1.7241	700	0.7993	0.75	0.7993	0.8940
0.6989	1.7291	702	0.8761	0.6816	0.8761	0.9360
0.6989	1.7340	704	0.8650	0.6382	0.8650	0.9301
0.6989	1.7389	706	0.8060	0.6382	0.8060	0.8978
0.6989	1.7438	708	0.7942	0.6791	0.7942	0.8912
0.6989	1.7488	710	0.7519	0.7417	0.7519	0.8671
0.6989	1.7537	712	0.7174	0.7417	0.7174	0.8470
0.6989	1.7586	714	0.7477	0.7328	0.7477	0.8647
0.6989	1.7635	716	0.8096	0.6791	0.8096	0.8998
0.6989	1.7685	718	0.7941	0.6382	0.7941	0.8911
0.6989	1.7734	720	0.8260	0.6382	0.8260	0.9089
0.6989	1.7783	722	0.9073	0.6207	0.9073	0.9525
0.6989	1.7833	724	0.9375	0.5686	0.9375	0.9682
0.6989	1.7882	726	0.9554	0.5686	0.9554	0.9775
0.6989	1.7931	728	0.8767	0.6207	0.8767	0.9363
0.6989	1.7980	730	0.8502	0.6207	0.8502	0.9221
0.6989	1.8030	732	0.8528	0.6207	0.8528	0.9235
0.6989	1.8079	734	0.7570	0.6673	0.7570	0.8701
0.6989	1.8128	736	0.7442	0.6673	0.7442	0.8627
0.6989	1.8177	738	0.7510	0.6673	0.7510	0.8666
0.6989	1.8227	740	0.7264	0.6673	0.7264	0.8523
0.6989	1.8276	742	0.7044	0.6812	0.7044	0.8393
0.6989	1.8325	744	0.6987	0.7014	0.6987	0.8359
0.6989	1.8374	746	0.7168	0.6860	0.7168	0.8467
0.6989	1.8424	748	0.7786	0.6610	0.7786	0.8824
0.6989	1.8473	750	0.8108	0.6207	0.8108	0.9005
0.6989	1.8522	752	0.7779	0.6610	0.7779	0.8820
0.6989	1.8571	754	0.7265	0.6791	0.7265	0.8523
0.6989	1.8621	756	0.7268	0.6860	0.7268	0.8525
0.6989	1.8670	758	0.7179	0.7014	0.7179	0.8473
0.6989	1.8719	760	0.7446	0.7014	0.7446	0.8629
0.6989	1.8768	762	0.8440	0.6071	0.8440	0.9187
0.6989	1.8818	764	0.9092	0.5532	0.9092	0.9535
0.6989	1.8867	766	1.0064	0.5349	1.0064	1.0032
0.6989	1.8916	768	1.0314	0.5349	1.0314	1.0156
0.6989	1.8966	770	0.9147	0.5532	0.9147	0.9564
0.6989	1.9015	772	0.8037	0.6791	0.8037	0.8965
0.6989	1.9064	774	0.7890	0.6791	0.7890	0.8883
0.6989	1.9113	776	0.8611	0.6253	0.8611	0.9279
0.6989	1.9163	778	0.9150	0.5532	0.9150	0.9565
0.6989	1.9212	780	0.9864	0.5164	0.9864	0.9932
0.6989	1.9261	782	0.9454	0.6115	0.9454	0.9723
0.6989	1.9310	784	0.8465	0.6115	0.8465	0.9201
0.6989	1.9360	786	0.7595	0.6303	0.7595	0.8715
0.6989	1.9409	788	0.7154	0.7234	0.7154	0.8458
0.6989	1.9458	790	0.6703	0.7234	0.6703	0.8187
0.6989	1.9507	792	0.6988	0.7234	0.6988	0.8359
0.6989	1.9557	794	0.7718	0.6727	0.7718	0.8785
0.6989	1.9606	796	0.8887	0.6552	0.8887	0.9427
0.6989	1.9655	798	0.9854	0.6085	0.9854	0.9927
0.6989	1.9704	800	0.9378	0.6085	0.9378	0.9684
0.6989	1.9754	802	0.8927	0.6244	0.8927	0.9448
0.6989	1.9803	804	0.8780	0.6164	0.8780	0.9370
0.6989	1.9852	806	0.8526	0.6164	0.8526	0.9233
0.6989	1.9901	808	0.8800	0.5994	0.8800	0.9381
0.6989	1.9951	810	0.8954	0.5532	0.8954	0.9462
0.6989	2.0	812	0.8214	0.5714	0.8214	0.9063
0.6989	2.0049	814	0.8361	0.5714	0.8361	0.9144
0.6989	2.0099	816	0.9366	0.5994	0.9366	0.9678
0.6989	2.0148	818	1.0242	0.5994	1.0242	1.0120
0.6989	2.0197	820	0.9461	0.5994	0.9461	0.9727
0.6989	2.0246	822	0.8009	0.6557	0.8009	0.8949
0.6989	2.0296	824	0.7821	0.6557	0.7821	0.8843
0.6989	2.0345	826	0.7654	0.6557	0.7654	0.8749
0.6989	2.0394	828	0.7513	0.6557	0.7513	0.8668
0.6989	2.0443	830	0.7586	0.6938	0.7586	0.8710
0.6989	2.0493	832	0.7885	0.6938	0.7885	0.8880
0.6989	2.0542	834	0.8326	0.6774	0.8326	0.9125
0.6989	2.0591	836	0.8910	0.6774	0.8910	0.9439
0.6989	2.0640	838	0.8686	0.6774	0.8686	0.9320
0.6989	2.0690	840	0.7640	0.6382	0.7640	0.8741
0.6989	2.0739	842	0.6506	0.7688	0.6506	0.8066
0.6989	2.0788	844	0.5916	0.6922	0.5916	0.7692
0.6989	2.0837	846	0.5857	0.6922	0.5857	0.7653
0.6989	2.0887	848	0.6319	0.6871	0.6319	0.7949
0.6989	2.0936	850	0.7454	0.6972	0.7454	0.8634
0.6989	2.0985	852	0.7864	0.6902	0.7864	0.8868
0.6989	2.1034	854	0.7079	0.7508	0.7079	0.8414
0.6989	2.1084	856	0.6382	0.7182	0.6382	0.7989
0.6989	2.1133	858	0.6262	0.6922	0.6262	0.7913
0.6989	2.1182	860	0.6626	0.7182	0.6626	0.8140
0.6989	2.1232	862	0.7611	0.6902	0.7611	0.8724
0.6989	2.1281	864	0.8314	0.6382	0.8314	0.9118
0.6989	2.1330	866	0.7981	0.6382	0.7981	0.8934
0.6989	2.1379	868	0.7887	0.6382	0.7887	0.8881
0.6989	2.1429	870	0.7527	0.6972	0.7527	0.8676
0.6989	2.1478	872	0.7319	0.7424	0.7319	0.8555
0.6989	2.1527	874	0.7782	0.6115	0.7782	0.8822
0.6989	2.1576	876	0.8587	0.6071	0.8587	0.9267
0.6989	2.1626	878	0.9190	0.6071	0.9190	0.9586
0.6989	2.1675	880	1.0076	0.5510	1.0076	1.0038
0.6989	2.1724	882	1.0017	0.5510	1.0017	1.0008
0.6989	2.1773	884	0.9148	0.6071	0.9148	0.9564
0.6989	2.1823	886	0.8033	0.6071	0.8033	0.8962
0.6989	2.1872	888	0.7640	0.6115	0.7640	0.8741
0.6989	2.1921	890	0.7024	0.7234	0.7024	0.8381
0.6989	2.1970	892	0.6457	0.7157	0.6457	0.8036
0.6989	2.2020	894	0.6043	0.7332	0.6043	0.7774
0.6989	2.2069	896	0.5846	0.7332	0.5846	0.7646
0.6989	2.2118	898	0.5893	0.7521	0.5893	0.7676
0.6989	2.2167	900	0.6370	0.7752	0.6370	0.7982
0.6989	2.2217	902	0.7923	0.7063	0.7923	0.8901
0.6989	2.2266	904	0.9357	0.6204	0.9357	0.9673
0.6989	2.2315	906	0.9650	0.6204	0.9650	0.9823
0.6989	2.2365	908	0.8341	0.7	0.8341	0.9133
0.6989	2.2414	910	0.7115	0.6738	0.7115	0.8435
0.6989	2.2463	912	0.6250	0.6807	0.6250	0.7906
0.6989	2.2512	914	0.6163	0.6987	0.6163	0.7851
0.6989	2.2562	916	0.6509	0.6802	0.6509	0.8068
0.6989	2.2611	918	0.7711	0.6972	0.7711	0.8781
0.6989	2.2660	920	0.9635	0.6071	0.9635	0.9816
0.6989	2.2709	922	0.9995	0.6071	0.9995	0.9997
0.6989	2.2759	924	0.8967	0.6071	0.8967	0.9469
0.6989	2.2808	926	0.7643	0.6616	0.7643	0.8742
0.6989	2.2857	928	0.6911	0.6682	0.6911	0.8313
0.6989	2.2906	930	0.6963	0.6441	0.6963	0.8345
0.6989	2.2956	932	0.7829	0.6557	0.7829	0.8848
0.6989	2.3005	934	0.9527	0.5889	0.9527	0.9761
0.6989	2.3054	936	1.1581	0.4988	1.1581	1.0761
0.6989	2.3103	938	1.1877	0.4811	1.1877	1.0898
0.6989	2.3153	940	1.0516	0.5510	1.0516	1.0255
0.6989	2.3202	942	0.8647	0.6115	0.8647	0.9299
0.6989	2.3251	944	0.7361	0.6740	0.7361	0.8580
0.6989	2.3300	946	0.7094	0.6740	0.7094	0.8422
0.6989	2.3350	948	0.7248	0.6740	0.7248	0.8513
0.6989	2.3399	950	0.7830	0.6740	0.7830	0.8849
0.6989	2.3448	952	0.9056	0.6071	0.9056	0.9516
0.6989	2.3498	954	0.9727	0.5889	0.9727	0.9862
0.6989	2.3547	956	0.9735	0.6071	0.9735	0.9867
0.6989	2.3596	958	0.9092	0.6071	0.9092	0.9535
0.6989	2.3645	960	0.8757	0.6071	0.8757	0.9358
0.6989	2.3695	962	0.8529	0.6610	0.8529	0.9235
0.6989	2.3744	964	0.8886	0.6071	0.8886	0.9426
0.6989	2.3793	966	0.9413	0.6071	0.9413	0.9702
0.6989	2.3842	968	0.9410	0.6071	0.9410	0.9701
0.6989	2.3892	970	0.8532	0.6071	0.8532	0.9237
0.6989	2.3941	972	0.7970	0.6673	0.7970	0.8927
0.6989	2.3990	974	0.7342	0.6740	0.7342	0.8569
0.6989	2.4039	976	0.6848	0.6812	0.6848	0.8275
0.6989	2.4089	978	0.6964	0.6812	0.6964	0.8345
0.6989	2.4138	980	0.7130	0.6812	0.7130	0.8444
0.6989	2.4187	982	0.7943	0.6161	0.7943	0.8912
0.6989	2.4236	984	0.8764	0.6115	0.8764	0.9361
0.6989	2.4286	986	0.8987	0.6115	0.8987	0.9480
0.6989	2.4335	988	0.8417	0.6673	0.8417	0.9174
0.6989	2.4384	990	0.7774	0.6622	0.7774	0.8817
0.6989	2.4433	992	0.7666	0.6569	0.7666	0.8756
0.6989	2.4483	994	0.7189	0.7162	0.7189	0.8479
0.6989	2.4532	996	0.7310	0.6627	0.7310	0.8550
0.6989	2.4581	998	0.7620	0.6514	0.7620	0.8729
0.157	2.4631	1000	0.8295	0.6610	0.8295	0.9108
0.157	2.4680	1002	0.8098	0.6610	0.8098	0.8999
0.157	2.4729	1004	0.7479	0.6740	0.7479	0.8648
0.157	2.4778	1006	0.7193	0.6812	0.7193	0.8481
0.157	2.4828	1008	0.7335	0.6812	0.7335	0.8564
0.157	2.4877	1010	0.7849	0.6740	0.7849	0.8860
0.157	2.4926	1012	0.8162	0.6071	0.8162	0.9034
0.157	2.4975	1014	0.9206	0.5889	0.9206	0.9595
0.157	2.5025	1016	0.9861	0.5510	0.9861	0.9930
0.157	2.5074	1018	0.9515	0.6031	0.9515	0.9755
0.157	2.5123	1020	0.9231	0.6135	0.9231	0.9608
0.157	2.5172	1022	0.9277	0.6135	0.9277	0.9632
0.157	2.5222	1024	0.8730	0.6135	0.8730	0.9343
0.157	2.5271	1026	0.8580	0.6170	0.8580	0.9263
0.157	2.5320	1028	0.7834	0.6170	0.7834	0.8851
0.157	2.5369	1030	0.7621	0.6673	0.7621	0.8730
0.157	2.5419	1032	0.7263	0.6673	0.7263	0.8522
0.157	2.5468	1034	0.8052	0.6207	0.8052	0.8973
0.157	2.5517	1036	0.9195	0.6207	0.9195	0.9589
0.157	2.5567	1038	0.9167	0.6207	0.9167	0.9574
0.157	2.5616	1040	0.8516	0.6610	0.8516	0.9228
0.157	2.5665	1042	0.8168	0.6610	0.8168	0.9038
0.157	2.5714	1044	0.8068	0.6610	0.8068	0.8982
0.157	2.5764	1046	0.8505	0.6610	0.8505	0.9222
0.157	2.5813	1048	0.8982	0.6071	0.8982	0.9477
0.157	2.5862	1050	0.8550	0.6610	0.8550	0.9247
0.157	2.5911	1052	0.7562	0.6934	0.7562	0.8696
0.157	2.5961	1054	0.6592	0.7417	0.6592	0.8119
0.157	2.6010	1056	0.6345	0.7327	0.6345	0.7966
0.157	2.6059	1058	0.6559	0.7417	0.6559	0.8099
0.157	2.6108	1060	0.7586	0.6616	0.7586	0.8710
0.157	2.6158	1062	0.9135	0.6667	0.9135	0.9558
0.157	2.6207	1064	1.0676	0.6049	1.0676	1.0332
0.157	2.6256	1066	1.0377	0.6416	1.0377	1.0187
0.157	2.6305	1068	0.8948	0.7029	0.8948	0.9459
0.157	2.6355	1070	0.7456	0.6860	0.7456	0.8635
0.157	2.6404	1072	0.6729	0.7322	0.6729	0.8203
0.157	2.6453	1074	0.6939	0.7234	0.6939	0.8330
0.157	2.6502	1076	0.8060	0.7	0.8060	0.8978
0.157	2.6552	1078	0.8637	0.6831	0.8637	0.9294
0.157	2.6601	1080	0.8472	0.6831	0.8472	0.9205
0.157	2.6650	1082	0.7623	0.7502	0.7623	0.8731
0.157	2.6700	1084	0.7112	0.7230	0.7112	0.8433
0.157	2.6749	1086	0.6474	0.7511	0.6474	0.8046
0.157	2.6798	1088	0.6298	0.7614	0.6298	0.7936
0.157	2.6847	1090	0.6568	0.7417	0.6568	0.8104
0.157	2.6897	1092	0.7395	0.7502	0.7395	0.8599
0.157	2.6946	1094	0.9040	0.6497	0.9040	0.9508
0.157	2.6995	1096	0.9810	0.6123	0.9810	0.9905
0.157	2.7044	1098	0.8995	0.6071	0.8995	0.9484
0.157	2.7094	1100	0.7414	0.7328	0.7414	0.8610
0.157	2.7143	1102	0.6054	0.7421	0.6054	0.7781
0.157	2.7192	1104	0.5631	0.7516	0.5631	0.7504
0.157	2.7241	1106	0.5748	0.7516	0.5748	0.7581
0.157	2.7291	1108	0.6219	0.7614	0.6219	0.7886
0.157	2.7340	1110	0.6860	0.6740	0.6860	0.8282
0.157	2.7389	1112	0.8062	0.6115	0.8062	0.8979
0.157	2.7438	1114	0.8898	0.6071	0.8898	0.9433
0.157	2.7488	1116	0.9080	0.6071	0.9080	0.9529
0.157	2.7537	1118	0.8524	0.6071	0.8524	0.9232
0.157	2.7586	1120	0.7853	0.6161	0.7853	0.8862
0.157	2.7635	1122	0.7759	0.6161	0.7759	0.8808
0.157	2.7685	1124	0.7814	0.6161	0.7814	0.8840
0.157	2.7734	1126	0.8236	0.6161	0.8236	0.9075
0.157	2.7783	1128	0.8067	0.6161	0.8067	0.8982
0.157	2.7833	1130	0.8205	0.6161	0.8205	0.9058
0.157	2.7882	1132	0.9022	0.5926	0.9022	0.9498
0.157	2.7931	1134	0.9171	0.5926	0.9171	0.9577
0.157	2.7980	1136	0.8297	0.6161	0.8297	0.9109
0.157	2.8030	1138	0.7518	0.6740	0.7518	0.8670
0.157	2.8079	1140	0.7218	0.6934	0.7218	0.8496
0.157	2.8128	1142	0.7423	0.6740	0.7423	0.8616
0.157	2.8177	1144	0.7475	0.6740	0.7475	0.8646
0.157	2.8227	1146	0.7367	0.6934	0.7367	0.8583
0.157	2.8276	1148	0.7381	0.6934	0.7381	0.8591
0.157	2.8325	1150	0.8034	0.6791	0.8034	0.8963
0.157	2.8374	1152	0.9056	0.6207	0.9056	0.9517
0.157	2.8424	1154	0.9737	0.6031	0.9737	0.9868
0.157	2.8473	1156	0.9488	0.6031	0.9488	0.9740
0.157	2.8522	1158	0.9062	0.6429	0.9062	0.9519
0.157	2.8571	1160	0.8290	0.6610	0.8290	0.9105
0.157	2.8621	1162	0.7764	0.6934	0.7764	0.8811
0.157	2.8670	1164	0.7284	0.6934	0.7284	0.8534
0.157	2.8719	1166	0.6910	0.6934	0.6910	0.8313
0.157	2.8768	1168	0.6680	0.7511	0.6680	0.8173
0.157	2.8818	1170	0.6352	0.7417	0.6352	0.7970
0.157	2.8867	1172	0.6307	0.7417	0.6307	0.7941
0.157	2.8916	1174	0.6512	0.7417	0.6512	0.8070
0.157	2.8966	1176	0.6858	0.6934	0.6858	0.8282
0.157	2.9015	1178	0.7245	0.6740	0.7245	0.8512
0.157	2.9064	1180	0.7251	0.7047	0.7251	0.8515
0.157	2.9113	1182	0.6810	0.7322	0.6810	0.8252
0.157	2.9163	1184	0.6211	0.7322	0.6211	0.7881
0.157	2.9212	1186	0.5982	0.7322	0.5982	0.7734
0.157	2.9261	1188	0.5958	0.7322	0.5958	0.7719
0.157	2.9310	1190	0.6084	0.7322	0.6084	0.7800
0.157	2.9360	1192	0.6984	0.7234	0.6984	0.8357
0.157	2.9409	1194	0.8371	0.7333	0.8371	0.9149
0.157	2.9458	1196	0.8612	0.6429	0.8612	0.9280
0.157	2.9507	1198	0.7591	0.6860	0.7591	0.8713
0.157	2.9557	1200	0.6678	0.7322	0.6678	0.8172
0.157	2.9606	1202	0.6197	0.7322	0.6197	0.7872
0.157	2.9655	1204	0.6369	0.7322	0.6369	0.7981
0.157	2.9704	1206	0.7225	0.7234	0.7225	0.8500
0.157	2.9754	1208	0.8660	0.6429	0.8660	0.9306
0.157	2.9803	1210	0.9268	0.6123	0.9268	0.9627
0.157	2.9852	1212	0.9692	0.5635	0.9692	0.9845
0.157	2.9901	1214	0.8760	0.6429	0.8760	0.9360
0.157	2.9951	1216	0.7186	0.7234	0.7186	0.8477
0.157	3.0	1218	0.6342	0.7322	0.6342	0.7963
0.157	3.0049	1220	0.6084	0.7417	0.6084	0.7800
0.157	3.0099	1222	0.6178	0.7417	0.6178	0.7860
0.157	3.0148	1224	0.6829	0.7234	0.6829	0.8264
0.157	3.0197	1226	0.7525	0.6860	0.7525	0.8674
0.157	3.0246	1228	0.8103	0.7	0.8103	0.9002
0.157	3.0296	1230	0.7979	0.7	0.7979	0.8932
0.157	3.0345	1232	0.7854	0.7	0.7854	0.8862
0.157	3.0394	1234	0.7728	0.7	0.7728	0.8791
0.157	3.0443	1236	0.7257	0.6791	0.7257	0.8519
0.157	3.0493	1238	0.6799	0.6678	0.6799	0.8245
0.157	3.0542	1240	0.7073	0.6616	0.7073	0.8410
0.157	3.0591	1242	0.7780	0.7	0.7780	0.8820
0.157	3.0640	1244	0.7463	0.7	0.7463	0.8639
0.157	3.0690	1246	0.6948	0.7005	0.6948	0.8335
0.157	3.0739	1248	0.6695	0.7076	0.6695	0.8183
0.157	3.0788	1250	0.6665	0.7153	0.6665	0.8164
0.157	3.0837	1252	0.6277	0.6818	0.6277	0.7922
0.157	3.0887	1254	0.6178	0.6818	0.6178	0.7860
0.157	3.0936	1256	0.6345	0.6818	0.6345	0.7966
0.157	3.0985	1258	0.7046	0.7328	0.7046	0.8394
0.157	3.1034	1260	0.8009	0.7029	0.8009	0.8949
0.157	3.1084	1262	0.8217	0.6557	0.8217	0.9065
0.157	3.1133	1264	0.8002	0.7097	0.8002	0.8946
0.157	3.1182	1266	0.7788	0.7097	0.7788	0.8825
0.157	3.1232	1268	0.8142	0.7029	0.8142	0.9023
0.157	3.1281	1270	0.7797	0.7071	0.7797	0.8830
0.157	3.1330	1272	0.7075	0.6673	0.7075	0.8411
0.157	3.1379	1274	0.7037	0.6673	0.7037	0.8389
0.157	3.1429	1276	0.7258	0.7071	0.7258	0.8519
0.157	3.1478	1278	0.7652	0.7	0.7652	0.8748
0.157	3.1527	1280	0.7547	0.7260	0.7547	0.8687
0.157	3.1576	1282	0.6753	0.7153	0.6753	0.8217
0.157	3.1626	1284	0.6217	0.7234	0.6217	0.7885
0.157	3.1675	1286	0.6308	0.7322	0.6308	0.7942
0.157	3.1724	1288	0.6323	0.7322	0.6323	0.7952
0.157	3.1773	1290	0.6444	0.7129	0.6444	0.8028
0.157	3.1823	1292	0.6563	0.7129	0.6563	0.8101
0.157	3.1872	1294	0.7044	0.6972	0.7044	0.8393
0.157	3.1921	1296	0.7293	0.6972	0.7293	0.8540
0.157	3.1970	1298	0.7562	0.6902	0.7562	0.8696
0.157	3.2020	1300	0.8080	0.6938	0.8080	0.8989
0.157	3.2069	1302	0.8337	0.7273	0.8337	0.9131
0.157	3.2118	1304	0.8225	0.7273	0.8225	0.9069
0.157	3.2167	1306	0.7327	0.7101	0.7327	0.8560
0.157	3.2217	1308	0.6553	0.7153	0.6553	0.8095
0.157	3.2266	1310	0.6236	0.7789	0.6236	0.7897
0.157	3.2315	1312	0.6329	0.7234	0.6329	0.7956
0.157	3.2365	1314	0.6863	0.7234	0.6863	0.8284
0.157	3.2414	1316	0.8243	0.6497	0.8243	0.9079
0.157	3.2463	1318	0.8835	0.6557	0.8835	0.9400
0.157	3.2512	1320	0.8708	0.6497	0.8708	0.9331
0.157	3.2562	1322	0.8166	0.6497	0.8166	0.9037
0.157	3.2611	1324	0.7067	0.6907	0.7067	0.8407
0.157	3.2660	1326	0.6563	0.7157	0.6563	0.8101
0.157	3.2709	1328	0.6565	0.7157	0.6565	0.8103
0.157	3.2759	1330	0.6829	0.6977	0.6829	0.8264
0.157	3.2808	1332	0.7260	0.6673	0.7260	0.8520
0.157	3.2857	1334	0.7977	0.6497	0.7977	0.8931
0.157	3.2906	1336	0.8280	0.5889	0.8280	0.9100
0.157	3.2956	1338	0.8108	0.5889	0.8108	0.9004
0.157	3.3005	1340	0.7971	0.5926	0.7971	0.8928
0.157	3.3054	1342	0.8202	0.5889	0.8202	0.9057
0.157	3.3103	1344	0.8000	0.6610	0.8000	0.8944
0.157	3.3153	1346	0.8180	0.6610	0.8180	0.9044
0.157	3.3202	1348	0.8195	0.7	0.8195	0.9053
0.157	3.3251	1350	0.8055	0.7169	0.8055	0.8975
0.157	3.3300	1352	0.8140	0.7	0.8140	0.9022
0.157	3.3350	1354	0.8408	0.7	0.8408	0.9170
0.157	3.3399	1356	0.8279	0.6610	0.8279	0.9099
0.157	3.3448	1358	0.7537	0.6610	0.7537	0.8681
0.157	3.3498	1360	0.7546	0.6610	0.7546	0.8687
0.157	3.3547	1362	0.7573	0.6610	0.7573	0.8702
0.157	3.3596	1364	0.7659	0.6673	0.7659	0.8752
0.157	3.3645	1366	0.8114	0.5926	0.8114	0.9008
0.157	3.3695	1368	0.8633	0.5926	0.8633	0.9291
0.157	3.3744	1370	0.8577	0.5926	0.8577	0.9261
0.157	3.3793	1372	0.8197	0.6485	0.8197	0.9054
0.157	3.3842	1374	0.7478	0.6673	0.7478	0.8647
0.157	3.3892	1376	0.6812	0.7053	0.6812	0.8253
0.157	3.3941	1378	0.6487	0.7053	0.6487	0.8054
0.157	3.3990	1380	0.6559	0.6907	0.6559	0.8099
0.157	3.4039	1382	0.6973	0.6907	0.6973	0.8350
0.157	3.4089	1384	0.7728	0.6557	0.7728	0.8791
0.157	3.4138	1386	0.8281	0.6429	0.8281	0.9100
0.157	3.4187	1388	0.8207	0.6429	0.8207	0.9059
0.157	3.4236	1390	0.8312	0.6429	0.8312	0.9117
0.157	3.4286	1392	0.7700	0.6610	0.7700	0.8775
0.157	3.4335	1394	0.6847	0.6902	0.6847	0.8275
0.157	3.4384	1396	0.6246	0.7333	0.6246	0.7903
0.157	3.4433	1398	0.6029	0.7337	0.6029	0.7765
0.157	3.4483	1400	0.6175	0.7517	0.6175	0.7858
0.157	3.4532	1402	0.6515	0.7517	0.6515	0.8071
0.157	3.4581	1404	0.6901	0.7255	0.6901	0.8307
0.157	3.4631	1406	0.7423	0.7009	0.7423	0.8616
0.157	3.4680	1408	0.7434	0.7009	0.7434	0.8622
0.157	3.4729	1410	0.8597	0.6452	0.8597	0.9272
0.157	3.4778	1412	0.9261	0.6870	0.9261	0.9623
0.157	3.4828	1414	0.9940	0.6905	0.9940	0.9970
0.157	3.4877	1416	0.9006	0.6994	0.9006	0.9490
0.157	3.4926	1418	0.8046	0.7029	0.8046	0.8970
0.157	3.4975	1420	0.7181	0.6610	0.7181	0.8474
0.157	3.5025	1422	0.7716	0.6610	0.7716	0.8784
0.157	3.5074	1424	0.9695	0.6994	0.9695	0.9846
0.157	3.5123	1426	1.1034	0.6562	1.1034	1.0504
0.157	3.5172	1428	1.0558	0.6562	1.0558	1.0275
0.157	3.5222	1430	0.9083	0.7029	0.9083	0.9530
0.157	3.5271	1432	0.7810	0.6610	0.7810	0.8837
0.157	3.5320	1434	0.7043	0.6902	0.7043	0.8392
0.157	3.5369	1436	0.6736	0.7047	0.6736	0.8207
0.157	3.5419	1438	0.6608	0.7047	0.6608	0.8129
0.157	3.5468	1440	0.6734	0.7047	0.6734	0.8206
0.157	3.5517	1442	0.7289	0.6740	0.7289	0.8537
0.157	3.5567	1444	0.8111	0.6115	0.8111	0.9006
0.157	3.5616	1446	0.8881	0.6071	0.8881	0.9424
0.157	3.5665	1448	0.8815	0.6071	0.8815	0.9389
0.157	3.5714	1450	0.9397	0.6071	0.9397	0.9694
0.157	3.5764	1452	1.0206	0.5686	1.0206	1.0102
0.157	3.5813	1454	1.0370	0.5994	1.0370	1.0183
0.157	3.5862	1456	0.9538	0.5686	0.9538	0.9766
0.157	3.5911	1458	0.8045	0.6610	0.8045	0.8969
0.157	3.5961	1460	0.7402	0.6610	0.7402	0.8604
0.157	3.6010	1462	0.7247	0.6610	0.7247	0.8513
0.157	3.6059	1464	0.6890	0.6673	0.6890	0.8301
0.157	3.6108	1466	0.6364	0.6491	0.6364	0.7978
0.157	3.6158	1468	0.6383	0.6491	0.6383	0.7989
0.157	3.6207	1470	0.6721	0.6491	0.6721	0.8198
0.157	3.6256	1472	0.7017	0.6673	0.7017	0.8377
0.157	3.6305	1474	0.6795	0.6673	0.6795	0.8243
0.157	3.6355	1476	0.6990	0.6673	0.6990	0.8361
0.157	3.6404	1478	0.7219	0.6673	0.7219	0.8497
0.157	3.6453	1480	0.7426	0.6673	0.7426	0.8617
0.157	3.6502	1482	0.7473	0.6673	0.7473	0.8645
0.157	3.6552	1484	0.7219	0.6491	0.7219	0.8496
0.157	3.6601	1486	0.7531	0.6673	0.7531	0.8678
0.157	3.6650	1488	0.8225	0.6673	0.8225	0.9069
0.157	3.6700	1490	0.8747	0.6610	0.8747	0.9353
0.157	3.6749	1492	0.8255	0.6673	0.8255	0.9086
0.157	3.6798	1494	0.7205	0.6491	0.7205	0.8488
0.157	3.6847	1496	0.6805	0.6678	0.6805	0.8249
0.157	3.6897	1498	0.6926	0.6678	0.6926	0.8322
0.0935	3.6946	1500	0.7741	0.6491	0.7741	0.8798
0.0935	3.6995	1502	0.8474	0.6673	0.8474	0.9205
0.0935	3.7044	1504	0.8673	0.6673	0.8673	0.9313
0.0935	3.7094	1506	0.8446	0.6673	0.8446	0.9190
0.0935	3.7143	1508	0.8074	0.6740	0.8074	0.8986
0.0935	3.7192	1510	0.7512	0.6551	0.7512	0.8667
0.0935	3.7241	1512	0.7100	0.6746	0.7100	0.8426
0.0935	3.7291	1514	0.7056	0.6746	0.7056	0.8400
0.0935	3.7340	1516	0.7447	0.6551	0.7447	0.8630
0.0935	3.7389	1518	0.8470	0.6115	0.8470	0.9203
0.0935	3.7438	1520	0.9292	0.6115	0.9292	0.9639
0.0935	3.7488	1522	0.9357	0.6115	0.9357	0.9673
0.0935	3.7537	1524	0.8906	0.6115	0.8906	0.9437
0.0935	3.7586	1526	0.8080	0.6115	0.8080	0.8989
0.0935	3.7635	1528	0.7197	0.6551	0.7197	0.8483
0.0935	3.7685	1530	0.6717	0.6746	0.6717	0.8196
0.0935	3.7734	1532	0.6706	0.6746	0.6706	0.8189
0.0935	3.7783	1534	0.7256	0.6551	0.7256	0.8518
0.0935	3.7833	1536	0.8099	0.6115	0.8099	0.8999
0.0935	3.7882	1538	0.9251	0.6071	0.9251	0.9618
0.0935	3.7931	1540	1.0834	0.5894	1.0834	1.0409
0.0935	3.7980	1542	1.1153	0.5714	1.1153	1.0561
0.0935	3.8030	1544	1.0413	0.5894	1.0413	1.0204
0.0935	3.8079	1546	0.9168	0.6557	0.9168	0.9575
0.0935	3.8128	1548	0.8854	0.6557	0.8854	0.9410
0.0935	3.8177	1550	0.7984	0.7	0.7984	0.8935
0.0935	3.8227	1552	0.6869	0.6491	0.6869	0.8288
0.0935	3.8276	1554	0.6605	0.7129	0.6605	0.8127
0.0935	3.8325	1556	0.7159	0.6836	0.7159	0.8461
0.0935	3.8374	1558	0.8586	0.7029	0.8586	0.9266
0.0935	3.8424	1560	0.9521	0.6562	0.9521	0.9758
0.0935	3.8473	1562	0.9844	0.6204	0.9844	0.9922
0.0935	3.8522	1564	0.8954	0.6610	0.8954	0.9463
0.0935	3.8571	1566	0.8072	0.6435	0.8072	0.8985
0.0935	3.8621	1568	0.8034	0.6435	0.8034	0.8963
0.0935	3.8670	1570	0.8830	0.6071	0.8830	0.9397
0.0935	3.8719	1572	0.9728	0.5889	0.9728	0.9863
0.0935	3.8768	1574	0.9732	0.5889	0.9732	0.9865
0.0935	3.8818	1576	0.9360	0.5357	0.9360	0.9675
0.0935	3.8867	1578	0.8858	0.6435	0.8858	0.9412
0.0935	3.8916	1580	0.8238	0.6435	0.8238	0.9076
0.0935	3.8966	1582	0.8276	0.6435	0.8276	0.9097
0.0935	3.9015	1584	0.8776	0.6435	0.8776	0.9368
0.0935	3.9064	1586	0.9901	0.4988	0.9901	0.9951
0.0935	3.9113	1588	1.1073	0.5318	1.1073	1.0523
0.0935	3.9163	1590	1.1218	0.5318	1.1218	1.0592
0.0935	3.9212	1592	1.0410	0.4988	1.0410	1.0203
0.0935	3.9261	1594	0.8787	0.5896	0.8787	0.9374
0.0935	3.9310	1596	0.7615	0.6972	0.7615	0.8727
0.0935	3.9360	1598	0.7258	0.7047	0.7258	0.8519
0.0935	3.9409	1600	0.7028	0.7216	0.7028	0.8383
0.0935	3.9458	1602	0.7339	0.7129	0.7339	0.8567
0.0935	3.9507	1604	0.8033	0.6115	0.8033	0.8963
0.0935	3.9557	1606	0.8633	0.5349	0.8633	0.9291
0.0935	3.9606	1608	0.9305	0.5349	0.9305	0.9646
0.0935	3.9655	1610	0.9441	0.5349	0.9441	0.9717
0.0935	3.9704	1612	0.8590	0.5889	0.8590	0.9268
0.0935	3.9754	1614	0.8231	0.5889	0.8231	0.9073
0.0935	3.9803	1616	0.8148	0.5889	0.8148	0.9026
0.0935	3.9852	1618	0.8371	0.5889	0.8371	0.9150
0.0935	3.9901	1620	0.8203	0.5889	0.8203	0.9057
0.0935	3.9951	1622	0.7527	0.7148	0.7527	0.8676
0.0935	4.0	1624	0.6852	0.7328	0.6852	0.8278
0.0935	4.0049	1626	0.6293	0.7234	0.6293	0.7933
0.0935	4.0099	1628	0.6367	0.7234	0.6367	0.7979
0.0935	4.0148	1630	0.7026	0.7153	0.7026	0.8382
0.0935	4.0197	1632	0.8280	0.6610	0.8280	0.9099
0.0935	4.0246	1634	0.9835	0.5349	0.9835	0.9917
0.0935	4.0296	1636	1.0420	0.4988	1.0420	1.0208
0.0935	4.0345	1638	1.0406	0.4988	1.0406	1.0201
0.0935	4.0394	1640	0.9729	0.4988	0.9729	0.9864
0.0935	4.0443	1642	0.8493	0.6610	0.8493	0.9216
0.0935	4.0493	1644	0.7584	0.6972	0.7584	0.8709
0.0935	4.0542	1646	0.7468	0.6972	0.7468	0.8642
0.0935	4.0591	1648	0.7882	0.7148	0.7882	0.8878
0.0935	4.0640	1650	0.8100	0.6610	0.8100	0.9000
0.0935	4.0690	1652	0.8322	0.6071	0.8322	0.9123
0.0935	4.0739	1654	0.8373	0.6071	0.8373	0.9150
0.0935	4.0788	1656	0.8252	0.6071	0.8252	0.9084
0.0935	4.0837	1658	0.8144	0.6610	0.8144	0.9024
0.0935	4.0887	1660	0.7715	0.7148	0.7715	0.8784
0.0935	4.0936	1662	0.7665	0.7230	0.7665	0.8755
0.0935	4.0985	1664	0.7346	0.7129	0.7346	0.8571
0.0935	4.1034	1666	0.7061	0.7129	0.7061	0.8403
0.0935	4.1084	1668	0.6698	0.7129	0.6698	0.8184
0.0935	4.1133	1670	0.6388	0.7417	0.6388	0.7993
0.0935	4.1182	1672	0.6288	0.7417	0.6288	0.7930
0.0935	4.1232	1674	0.6128	0.7417	0.6128	0.7828
0.0935	4.1281	1676	0.6056	0.7417	0.6056	0.7782
0.0935	4.1330	1678	0.6308	0.7322	0.6308	0.7942
0.0935	4.1379	1680	0.6979	0.7129	0.6979	0.8354
0.0935	4.1429	1682	0.7328	0.7047	0.7328	0.8560
0.0935	4.1478	1684	0.7970	0.7042	0.7970	0.8928
0.0935	4.1527	1686	0.8505	0.6429	0.8505	0.9222
0.0935	4.1576	1688	0.8564	0.6031	0.8564	0.9254
0.0935	4.1626	1690	0.8012	0.6791	0.8012	0.8951
0.0935	4.1675	1692	0.7100	0.7047	0.7100	0.8426
0.0935	4.1724	1694	0.6630	0.7234	0.6630	0.8142
0.0935	4.1773	1696	0.6491	0.7322	0.6491	0.8057
0.0935	4.1823	1698	0.6444	0.7322	0.6444	0.8028
0.0935	4.1872	1700	0.6592	0.7322	0.6592	0.8119
0.0935	4.1921	1702	0.7005	0.7129	0.7005	0.8370
0.0935	4.1970	1704	0.7222	0.7129	0.7222	0.8498
0.0935	4.2020	1706	0.7059	0.7129	0.7059	0.8402
0.0935	4.2069	1708	0.6875	0.7129	0.6875	0.8292
0.0935	4.2118	1710	0.7229	0.7129	0.7229	0.8503
0.0935	4.2167	1712	0.8349	0.6610	0.8349	0.9137
0.0935	4.2217	1714	0.9331	0.5510	0.9331	0.9660
0.0935	4.2266	1716	0.9505	0.5510	0.9505	0.9749
0.0935	4.2315	1718	0.9062	0.6031	0.9062	0.9519
0.0935	4.2365	1720	0.8650	0.6031	0.8650	0.9301
0.0935	4.2414	1722	0.7957	0.6610	0.7957	0.8920
0.0935	4.2463	1724	0.7608	0.7230	0.7608	0.8723
0.0935	4.2512	1726	0.7482	0.7318	0.7482	0.8650
0.0935	4.2562	1728	0.7556	0.7230	0.7556	0.8692
0.0935	4.2611	1730	0.7630	0.7230	0.7630	0.8735
0.0935	4.2660	1732	0.7379	0.7318	0.7379	0.8590
0.0935	4.2709	1734	0.7069	0.7318	0.7069	0.8408
0.0935	4.2759	1736	0.7303	0.7318	0.7303	0.8546
0.0935	4.2808	1738	0.8123	0.6610	0.8123	0.9013
0.0935	4.2857	1740	0.8667	0.6207	0.8667	0.9310
0.0935	4.2906	1742	0.9212	0.6031	0.9212	0.9598
0.0935	4.2956	1744	0.9745	0.5510	0.9745	0.9872
0.0935	4.3005	1746	0.9578	0.5510	0.9578	0.9787
0.0935	4.3054	1748	0.8926	0.6207	0.8926	0.9448
0.0935	4.3103	1750	0.7907	0.7148	0.7907	0.8892
0.0935	4.3153	1752	0.6871	0.7230	0.6871	0.8289
0.0935	4.3202	1754	0.6406	0.7216	0.6406	0.8004
0.0935	4.3251	1756	0.6303	0.7216	0.6303	0.7939
0.0935	4.3300	1758	0.6426	0.7129	0.6426	0.8016
0.0935	4.3350	1760	0.6754	0.7047	0.6754	0.8218
0.0935	4.3399	1762	0.7119	0.7230	0.7119	0.8438
0.0935	4.3448	1764	0.7648	0.6727	0.7648	0.8745
0.0935	4.3498	1766	0.8001	0.6727	0.8001	0.8945
0.0935	4.3547	1768	0.7727	0.6727	0.7727	0.8790
0.0935	4.3596	1770	0.7613	0.6727	0.7613	0.8725
0.0935	4.3645	1772	0.7642	0.6727	0.7642	0.8742
0.0935	4.3695	1774	0.7437	0.7230	0.7437	0.8624
0.0935	4.3744	1776	0.7265	0.7230	0.7265	0.8523
0.0935	4.3793	1778	0.7518	0.7230	0.7518	0.8671
0.0935	4.3842	1780	0.7868	0.6727	0.7868	0.8870
0.0935	4.3892	1782	0.8221	0.6727	0.8221	0.9067
0.0935	4.3941	1784	0.8495	0.6727	0.8495	0.9217
0.0935	4.3990	1786	0.8552	0.6727	0.8552	0.9248
0.0935	4.4039	1788	0.8248	0.6727	0.8248	0.9082
0.0935	4.4089	1790	0.7683	0.6727	0.7683	0.8765
0.0935	4.4138	1792	0.7070	0.7328	0.7070	0.8409
0.0935	4.4187	1794	0.6525	0.7688	0.6525	0.8078
0.0935	4.4236	1796	0.6304	0.7688	0.6304	0.7940
0.0935	4.4286	1798	0.6036	0.7513	0.6036	0.7769
0.0935	4.4335	1800	0.6053	0.7513	0.6053	0.7780
0.0935	4.4384	1802	0.6333	0.7333	0.6333	0.7958
0.0935	4.4433	1804	0.6508	0.7230	0.6508	0.8067
0.0935	4.4483	1806	0.6780	0.7148	0.6780	0.8234
0.0935	4.4532	1808	0.6855	0.7148	0.6855	0.8280
0.0935	4.4581	1810	0.7281	0.7148	0.7281	0.8533
0.0935	4.4631	1812	0.7330	0.7148	0.7330	0.8561
0.0935	4.4680	1814	0.6814	0.7148	0.6814	0.8255
0.0935	4.4729	1816	0.6109	0.7333	0.6109	0.7816
0.0935	4.4778	1818	0.5839	0.7421	0.5839	0.7641
0.0935	4.4828	1820	0.5893	0.7421	0.5893	0.7676
0.0935	4.4877	1822	0.6176	0.7333	0.6176	0.7859
0.0935	4.4926	1824	0.6826	0.7148	0.6826	0.8262
0.0935	4.4975	1826	0.7104	0.7076	0.7104	0.8429
0.0935	4.5025	1828	0.6697	0.6907	0.6697	0.8184
0.0935	4.5074	1830	0.6166	0.7337	0.6166	0.7853
0.0935	4.5123	1832	0.5859	0.7337	0.5859	0.7654
0.0935	4.5172	1834	0.5737	0.7426	0.5737	0.7575
0.0935	4.5222	1836	0.5827	0.7337	0.5827	0.7634
0.0935	4.5271	1838	0.6148	0.7053	0.6148	0.7841
0.0935	4.5320	1840	0.6590	0.7053	0.6590	0.8118
0.0935	4.5369	1842	0.6813	0.7053	0.6813	0.8254
0.0935	4.5419	1844	0.6864	0.7053	0.6864	0.8285
0.0935	4.5468	1846	0.6481	0.7053	0.6481	0.8050
0.0935	4.5517	1848	0.5924	0.7053	0.5924	0.7697
0.0935	4.5567	1850	0.5858	0.7053	0.5858	0.7654
0.0935	4.5616	1852	0.6001	0.7129	0.6001	0.7747
0.0935	4.5665	1854	0.6330	0.7129	0.6330	0.7956
0.0935	4.5714	1856	0.6865	0.7318	0.6865	0.8286
0.0935	4.5764	1858	0.7272	0.7230	0.7272	0.8528
0.0935	4.5813	1860	0.7075	0.7318	0.7075	0.8411
0.0935	4.5862	1862	0.6566	0.7318	0.6566	0.8103
0.0935	4.5911	1864	0.5982	0.7216	0.5982	0.7734
0.0935	4.5961	1866	0.5669	0.7216	0.5669	0.7529
0.0935	4.6010	1868	0.5661	0.7216	0.5661	0.7524
0.0935	4.6059	1870	0.5859	0.7412	0.5859	0.7654
0.0935	4.6108	1872	0.6252	0.7412	0.6252	0.7907
0.0935	4.6158	1874	0.7172	0.7318	0.7172	0.8469
0.0935	4.6207	1876	0.8264	0.6429	0.8264	0.9091
0.0935	4.6256	1878	0.9159	0.6031	0.9159	0.9570
0.0935	4.6305	1880	0.9536	0.6031	0.9536	0.9765
0.0935	4.6355	1882	0.9365	0.6031	0.9365	0.9677
0.0935	4.6404	1884	0.8801	0.6031	0.8801	0.9381
0.0935	4.6453	1886	0.8213	0.6207	0.8213	0.9063
0.0935	4.6502	1888	0.7471	0.7148	0.7471	0.8643
0.0935	4.6552	1890	0.6716	0.7318	0.6716	0.8195
0.0935	4.6601	1892	0.6479	0.7412	0.6479	0.8049
0.0935	4.6650	1894	0.6609	0.7318	0.6609	0.8129
0.0935	4.6700	1896	0.6957	0.7318	0.6957	0.8341
0.0935	4.6749	1898	0.7765	0.6610	0.7765	0.8812
0.0935	4.6798	1900	0.8269	0.6610	0.8269	0.9093
0.0935	4.6847	1902	0.8377	0.6610	0.8377	0.9152
0.0935	4.6897	1904	0.8653	0.5958	0.8653	0.9302
0.0935	4.6946	1906	0.8545	0.6123	0.8545	0.9244
0.0935	4.6995	1908	0.7907	0.6667	0.7907	0.8892
0.0935	4.7044	1910	0.7092	0.6740	0.7092	0.8421
0.0935	4.7094	1912	0.6801	0.6812	0.6801	0.8247
0.0935	4.7143	1914	0.6660	0.6812	0.6660	0.8161
0.0935	4.7192	1916	0.6667	0.6812	0.6667	0.8165
0.0935	4.7241	1918	0.6572	0.7412	0.6572	0.8107
0.0935	4.7291	1920	0.6650	0.7412	0.6650	0.8155
0.0935	4.7340	1922	0.6970	0.6740	0.6970	0.8349
0.0935	4.7389	1924	0.7299	0.6740	0.7299	0.8543
0.0935	4.7438	1926	0.7810	0.7029	0.7810	0.8838
0.0935	4.7488	1928	0.7815	0.7029	0.7815	0.8840
0.0935	4.7537	1930	0.7416	0.7029	0.7416	0.8612
0.0935	4.7586	1932	0.6995	0.7029	0.6995	0.8364
0.0935	4.7635	1934	0.6528	0.7688	0.6528	0.8079
0.0935	4.7685	1936	0.6352	0.7322	0.6352	0.7970
0.0935	4.7734	1938	0.6481	0.7322	0.6481	0.8050
0.0935	4.7783	1940	0.6567	0.7129	0.6567	0.8104
0.0935	4.7833	1942	0.6927	0.6972	0.6927	0.8323
0.0935	4.7882	1944	0.7304	0.7029	0.7304	0.8546
0.0935	4.7931	1946	0.7926	0.7029	0.7926	0.8903
0.0935	4.7980	1948	0.8300	0.7349	0.8300	0.9110
0.0935	4.8030	1950	0.7858	0.7029	0.7858	0.8864
0.0935	4.8079	1952	0.7118	0.6938	0.7118	0.8437
0.0935	4.8128	1954	0.6565	0.7508	0.6565	0.8102
0.0935	4.8177	1956	0.6299	0.7129	0.6299	0.7937
0.0935	4.8227	1958	0.6422	0.7129	0.6422	0.8014
0.0935	4.8276	1960	0.6813	0.6551	0.6813	0.8254
0.0935	4.8325	1962	0.6995	0.6740	0.6995	0.8364
0.0935	4.8374	1964	0.7082	0.6673	0.7082	0.8416
0.0935	4.8424	1966	0.7481	0.6610	0.7481	0.8649
0.0935	4.8473	1968	0.7594	0.6610	0.7594	0.8714
0.0935	4.8522	1970	0.7321	0.6610	0.7321	0.8556
0.0935	4.8571	1972	0.7051	0.6791	0.7051	0.8397
0.0935	4.8621	1974	0.7231	0.6610	0.7231	0.8503
0.0935	4.8670	1976	0.7788	0.6610	0.7788	0.8825
0.0935	4.8719	1978	0.8273	0.6207	0.8273	0.9095
0.0935	4.8768	1980	0.8645	0.6610	0.8645	0.9298
0.0935	4.8818	1982	0.8414	0.6207	0.8414	0.9173
0.0935	4.8867	1984	0.7694	0.6610	0.7694	0.8771
0.0935	4.8916	1986	0.7147	0.6610	0.7147	0.8454
0.0935	4.8966	1988	0.6871	0.6812	0.6871	0.8289
0.0935	4.9015	1990	0.6508	0.7417	0.6508	0.8067
0.0935	4.9064	1992	0.6418	0.7417	0.6418	0.8011
0.0935	4.9113	1994	0.6602	0.7216	0.6602	0.8125
0.0935	4.9163	1996	0.7196	0.6610	0.7196	0.8483
0.0935	4.9212	1998	0.8222	0.7	0.8222	0.9068
0.068	4.9261	2000	0.9188	0.6662	0.9188	0.9585
0.068	4.9310	2002	1.0110	0.6416	1.0110	1.0055
0.068	4.9360	2004	1.0061	0.6416	1.0061	1.0031
0.068	4.9409	2006	0.9345	0.6662	0.9345	0.9667
0.068	4.9458	2008	0.8404	0.6610	0.8404	0.9167
0.068	4.9507	2010	0.7363	0.6610	0.7363	0.8581
0.068	4.9557	2012	0.6818	0.7153	0.6818	0.8257
0.068	4.9606	2014	0.6691	0.7153	0.6691	0.8180
0.068	4.9655	2016	0.7026	0.7148	0.7026	0.8382
0.068	4.9704	2018	0.7425	0.6610	0.7425	0.8617
0.068	4.9754	2020	0.7593	0.6610	0.7593	0.8714
0.068	4.9803	2022	0.8162	0.6610	0.8162	0.9035
0.068	4.9852	2024	0.8660	0.6207	0.8660	0.9306
0.068	4.9901	2026	0.8522	0.6207	0.8522	0.9232
0.068	4.9951	2028	0.7865	0.6610	0.7865	0.8868
0.068	5.0	2030	0.7179	0.6610	0.7179	0.8473
0.068	5.0049	2032	0.6796	0.7148	0.6796	0.8244
0.068	5.0099	2034	0.6620	0.7047	0.6620	0.8136
0.068	5.0148	2036	0.6877	0.7148	0.6877	0.8292
0.068	5.0197	2038	0.7476	0.6610	0.7476	0.8646
0.068	5.0246	2040	0.7995	0.6610	0.7995	0.8941
0.068	5.0296	2042	0.8027	0.6610	0.8027	0.8960
0.068	5.0345	2044	0.7951	0.6610	0.7951	0.8917
0.068	5.0394	2046	0.7689	0.6610	0.7689	0.8769
0.068	5.0443	2048	0.7368	0.7148	0.7368	0.8583
0.068	5.0493	2050	0.7001	0.7148	0.7001	0.8367
0.068	5.0542	2052	0.6909	0.7148	0.6909	0.8312
0.068	5.0591	2054	0.6929	0.7148	0.6929	0.8324
0.068	5.0640	2056	0.7053	0.7230	0.7053	0.8398
0.068	5.0690	2058	0.7077	0.7230	0.7077	0.8412
0.068	5.0739	2060	0.6961	0.7230	0.6961	0.8343
0.068	5.0788	2062	0.6979	0.6972	0.6979	0.8354
0.068	5.0837	2064	0.7046	0.6972	0.7046	0.8394
0.068	5.0887	2066	0.6829	0.7047	0.6829	0.8264
0.068	5.0936	2068	0.6539	0.7047	0.6539	0.8086
0.068	5.0985	2070	0.6463	0.7047	0.6463	0.8039
0.068	5.1034	2072	0.6708	0.7047	0.6708	0.8190
0.068	5.1084	2074	0.6855	0.7047	0.6855	0.8279
0.068	5.1133	2076	0.6774	0.7047	0.6774	0.8230
0.068	5.1182	2078	0.6648	0.7047	0.6648	0.8154
0.068	5.1232	2080	0.6540	0.7047	0.6540	0.8087
0.068	5.1281	2082	0.6340	0.7047	0.6340	0.7963
0.068	5.1330	2084	0.6399	0.7047	0.6399	0.7999
0.068	5.1379	2086	0.6562	0.7047	0.6562	0.8101
0.068	5.1429	2088	0.6682	0.6972	0.6682	0.8174
0.068	5.1478	2090	0.6697	0.6972	0.6697	0.8183
0.068	5.1527	2092	0.6624	0.6972	0.6624	0.8139
0.068	5.1576	2094	0.6607	0.6972	0.6607	0.8128
0.068	5.1626	2096	0.6626	0.6972	0.6626	0.8140
0.068	5.1675	2098	0.6892	0.6972	0.6892	0.8302
0.068	5.1724	2100	0.6903	0.6972	0.6903	0.8309
0.068	5.1773	2102	0.6719	0.6972	0.6719	0.8197
0.068	5.1823	2104	0.6912	0.6972	0.6912	0.8314
0.068	5.1872	2106	0.7261	0.7148	0.7261	0.8521
0.068	5.1921	2108	0.7393	0.7148	0.7393	0.8598
0.068	5.1970	2110	0.7286	0.7148	0.7286	0.8536
0.068	5.2020	2112	0.6999	0.7148	0.6999	0.8366
0.068	5.2069	2114	0.6608	0.6972	0.6608	0.8129
0.068	5.2118	2116	0.6357	0.7047	0.6357	0.7973
0.068	5.2167	2118	0.6361	0.7047	0.6361	0.7975
0.068	5.2217	2120	0.6637	0.6972	0.6637	0.8147
0.068	5.2266	2122	0.6959	0.6972	0.6959	0.8342
0.068	5.2315	2124	0.6931	0.6972	0.6931	0.8325
0.068	5.2365	2126	0.6856	0.6972	0.6856	0.8280
0.068	5.2414	2128	0.6844	0.6972	0.6844	0.8273
0.068	5.2463	2130	0.6857	0.6972	0.6857	0.8280
0.068	5.2512	2132	0.6867	0.7047	0.6867	0.8287
0.068	5.2562	2134	0.6969	0.6972	0.6969	0.8348
0.068	5.2611	2136	0.7075	0.6972	0.7075	0.8411
0.068	5.2660	2138	0.7221	0.6972	0.7221	0.8498
0.068	5.2709	2140	0.7313	0.6972	0.7313	0.8551
0.068	5.2759	2142	0.7162	0.6972	0.7162	0.8463
0.068	5.2808	2144	0.6809	0.7047	0.6809	0.8252
0.068	5.2857	2146	0.6688	0.7129	0.6688	0.8178
0.068	5.2906	2148	0.6702	0.7129	0.6702	0.8187
0.068	5.2956	2150	0.7091	0.6972	0.7091	0.8421
0.068	5.3005	2152	0.7688	0.7148	0.7688	0.8768
0.068	5.3054	2154	0.8085	0.6610	0.8085	0.8992
0.068	5.3103	2156	0.8146	0.6610	0.8146	0.9025
0.068	5.3153	2158	0.7786	0.6610	0.7786	0.8824
0.068	5.3202	2160	0.7347	0.6972	0.7347	0.8571
0.068	5.3251	2162	0.7170	0.6972	0.7170	0.8467
0.068	5.3300	2164	0.7281	0.6972	0.7281	0.8533
0.068	5.3350	2166	0.7742	0.6435	0.7742	0.8799
0.068	5.3399	2168	0.7952	0.6435	0.7952	0.8917
0.068	5.3448	2170	0.8373	0.6435	0.8373	0.9150
0.068	5.3498	2172	0.8338	0.6435	0.8338	0.9131
0.068	5.3547	2174	0.7840	0.6972	0.7840	0.8854
0.068	5.3596	2176	0.7247	0.7047	0.7247	0.8513
0.068	5.3645	2178	0.7112	0.7047	0.7112	0.8433
0.068	5.3695	2180	0.7075	0.7047	0.7075	0.8411
0.068	5.3744	2182	0.6976	0.7047	0.6976	0.8352
0.068	5.3793	2184	0.7150	0.7047	0.7150	0.8456
0.068	5.3842	2186	0.7687	0.7005	0.7687	0.8768
0.068	5.3892	2188	0.8104	0.7647	0.8104	0.9002
0.068	5.3941	2190	0.8102	0.7647	0.8102	0.9001
0.068	5.3990	2192	0.8022	0.7647	0.8022	0.8957
0.068	5.4039	2194	0.7940	0.7647	0.7940	0.8910
0.068	5.4089	2196	0.7640	0.7647	0.7640	0.8741
0.068	5.4138	2198	0.7293	0.7346	0.7293	0.8540
0.068	5.4187	2200	0.7162	0.7005	0.7162	0.8463
0.068	5.4236	2202	0.7285	0.7005	0.7285	0.8535
0.068	5.4286	2204	0.7358	0.7346	0.7358	0.8578
0.068	5.4335	2206	0.7514	0.7647	0.7514	0.8668
0.068	5.4384	2208	0.7623	0.7647	0.7623	0.8731
0.068	5.4433	2210	0.8170	0.7647	0.8170	0.9039
0.068	5.4483	2212	0.8519	0.7349	0.8519	0.9230
0.068	5.4532	2214	0.8627	0.7349	0.8627	0.9288
0.068	5.4581	2216	0.8628	0.7349	0.8628	0.9289
0.068	5.4631	2218	0.8645	0.7349	0.8645	0.9298
0.068	5.4680	2220	0.8437	0.7346	0.8437	0.9186
0.068	5.4729	2222	0.8474	0.7346	0.8474	0.9205
0.068	5.4778	2224	0.8339	0.7005	0.8339	0.9132
0.068	5.4828	2226	0.7989	0.6972	0.7989	0.8938
0.068	5.4877	2228	0.7673	0.6972	0.7673	0.8759
0.068	5.4926	2230	0.7659	0.6972	0.7659	0.8752
0.068	5.4975	2232	0.7846	0.6972	0.7846	0.8858
0.068	5.5025	2234	0.8114	0.6972	0.8114	0.9008
0.068	5.5074	2236	0.8106	0.6972	0.8106	0.9003
0.068	5.5123	2238	0.8213	0.7148	0.8213	0.9062
0.068	5.5172	2240	0.8359	0.6610	0.8359	0.9143
0.068	5.5222	2242	0.8262	0.6972	0.8262	0.9090
0.068	5.5271	2244	0.8111	0.6972	0.8111	0.9006
0.068	5.5320	2246	0.7640	0.6972	0.7640	0.8741
0.068	5.5369	2248	0.7158	0.6907	0.7158	0.8460
0.068	5.5419	2250	0.6881	0.6977	0.6881	0.8295
0.068	5.5468	2252	0.6823	0.6977	0.6823	0.8260
0.068	5.5517	2254	0.6799	0.6977	0.6799	0.8246
0.068	5.5567	2256	0.6926	0.6977	0.6926	0.8322
0.068	5.5616	2258	0.7047	0.6977	0.7047	0.8395
0.068	5.5665	2260	0.7190	0.6977	0.7190	0.8480
0.068	5.5714	2262	0.7550	0.6972	0.7550	0.8689
0.068	5.5764	2264	0.8132	0.6435	0.8132	0.9018
0.068	5.5813	2266	0.8167	0.6435	0.8167	0.9037
0.068	5.5862	2268	0.7848	0.6972	0.7848	0.8859
0.068	5.5911	2270	0.7592	0.6972	0.7592	0.8713
0.068	5.5961	2272	0.7213	0.6972	0.7213	0.8493
0.068	5.6010	2274	0.7105	0.6907	0.7105	0.8429
0.068	5.6059	2276	0.7052	0.6972	0.7052	0.8398
0.068	5.6108	2278	0.7105	0.6972	0.7105	0.8429
0.068	5.6158	2280	0.7356	0.6972	0.7356	0.8577
0.068	5.6207	2282	0.7617	0.6972	0.7617	0.8728
0.068	5.6256	2284	0.8133	0.6435	0.8133	0.9018
0.068	5.6305	2286	0.8443	0.6435	0.8443	0.9188
0.068	5.6355	2288	0.8329	0.6435	0.8329	0.9126
0.068	5.6404	2290	0.7888	0.6435	0.7888	0.8881
0.068	5.6453	2292	0.7296	0.6972	0.7296	0.8542
0.068	5.6502	2294	0.6988	0.7047	0.6988	0.8359
0.068	5.6552	2296	0.6935	0.7047	0.6935	0.8327
0.068	5.6601	2298	0.6876	0.7047	0.6876	0.8292
0.068	5.6650	2300	0.7196	0.6972	0.7196	0.8483
0.068	5.6700	2302	0.7424	0.6972	0.7424	0.8616
0.068	5.6749	2304	0.7659	0.6435	0.7659	0.8751
0.068	5.6798	2306	0.7833	0.6435	0.7833	0.8850
0.068	5.6847	2308	0.7876	0.6435	0.7876	0.8875
0.068	5.6897	2310	0.7791	0.6972	0.7791	0.8826
0.068	5.6946	2312	0.7487	0.6972	0.7487	0.8653
0.068	5.6995	2314	0.7445	0.6907	0.7445	0.8628
0.068	5.7044	2316	0.7226	0.6907	0.7226	0.8501
0.068	5.7094	2318	0.6967	0.6977	0.6967	0.8347
0.068	5.7143	2320	0.7100	0.6977	0.7100	0.8426
0.068	5.7192	2322	0.7087	0.6977	0.7087	0.8418
0.068	5.7241	2324	0.7124	0.6977	0.7124	0.8441
0.068	5.7291	2326	0.7145	0.6977	0.7145	0.8453
0.068	5.7340	2328	0.7176	0.6977	0.7176	0.8471
0.068	5.7389	2330	0.7193	0.6977	0.7193	0.8481
0.068	5.7438	2332	0.7378	0.6977	0.7378	0.8590
0.068	5.7488	2334	0.7504	0.6977	0.7504	0.8663
0.068	5.7537	2336	0.7512	0.6977	0.7512	0.8667
0.068	5.7586	2338	0.7520	0.7047	0.7520	0.8672
0.068	5.7635	2340	0.7912	0.6435	0.7912	0.8895
0.068	5.7685	2342	0.8103	0.6435	0.8103	0.9002
0.068	5.7734	2344	0.7948	0.6435	0.7948	0.8915
0.068	5.7783	2346	0.7924	0.6435	0.7924	0.8902
0.068	5.7833	2348	0.8125	0.6435	0.8125	0.9014
0.068	5.7882	2350	0.8602	0.6071	0.8602	0.9275
0.068	5.7931	2352	0.8917	0.6071	0.8917	0.9443
0.068	5.7980	2354	0.8938	0.6164	0.8938	0.9454
0.068	5.8030	2356	0.8592	0.6	0.8592	0.9269
0.068	5.8079	2358	0.8179	0.6503	0.8179	0.9044
0.068	5.8128	2360	0.8005	0.6503	0.8005	0.8947
0.068	5.8177	2362	0.8093	0.6503	0.8093	0.8996
0.068	5.8227	2364	0.8071	0.6503	0.8071	0.8984
0.068	5.8276	2366	0.8288	0.6503	0.8288	0.9104
0.068	5.8325	2368	0.8573	0.6503	0.8573	0.9259
0.068	5.8374	2370	0.8627	0.6503	0.8627	0.9288
0.068	5.8424	2372	0.8506	0.6491	0.8506	0.9223
0.068	5.8473	2374	0.8463	0.6491	0.8463	0.9199
0.068	5.8522	2376	0.8067	0.6491	0.8067	0.8982
0.068	5.8571	2378	0.7682	0.6491	0.7682	0.8765
0.068	5.8621	2380	0.7538	0.6977	0.7538	0.8682
0.068	5.8670	2382	0.7397	0.6977	0.7397	0.8601
0.068	5.8719	2384	0.7328	0.6977	0.7328	0.8560
0.068	5.8768	2386	0.7517	0.6977	0.7517	0.8670
0.068	5.8818	2388	0.7927	0.6977	0.7927	0.8904
0.068	5.8867	2390	0.8277	0.6977	0.8277	0.9098
0.068	5.8916	2392	0.8192	0.6977	0.8192	0.9051
0.068	5.8966	2394	0.7753	0.6977	0.7753	0.8805
0.068	5.9015	2396	0.7456	0.6977	0.7456	0.8635
0.068	5.9064	2398	0.7251	0.6977	0.7251	0.8515
0.068	5.9113	2400	0.7331	0.6977	0.7331	0.8562
0.068	5.9163	2402	0.7593	0.6977	0.7593	0.8714
0.068	5.9212	2404	0.8061	0.6907	0.8061	0.8978
0.068	5.9261	2406	0.8537	0.6836	0.8537	0.9240
0.068	5.9310	2408	0.8601	0.7	0.8601	0.9274
0.068	5.9360	2410	0.8373	0.6610	0.8373	0.9150
0.068	5.9409	2412	0.7871	0.6610	0.7871	0.8872
0.068	5.9458	2414	0.7592	0.7047	0.7592	0.8713
0.068	5.9507	2416	0.7362	0.7047	0.7362	0.8580
0.068	5.9557	2418	0.7448	0.7230	0.7448	0.8630
0.068	5.9606	2420	0.7606	0.6673	0.7606	0.8721
0.068	5.9655	2422	0.7644	0.6673	0.7644	0.8743
0.068	5.9704	2424	0.7302	0.7047	0.7302	0.8545
0.068	5.9754	2426	0.6966	0.7047	0.6966	0.8346
0.068	5.9803	2428	0.6937	0.7047	0.6937	0.8329
0.068	5.9852	2430	0.7105	0.7047	0.7105	0.8429
0.068	5.9901	2432	0.7326	0.6673	0.7326	0.8559
0.068	5.9951	2434	0.7734	0.6673	0.7734	0.8794
0.068	6.0	2436	0.8396	0.6673	0.8396	0.9163
0.068	6.0049	2438	0.9101	0.5510	0.9101	0.9540
0.068	6.0099	2440	0.9531	0.5635	0.9531	0.9763
0.068	6.0148	2442	0.9653	0.5635	0.9653	0.9825
0.068	6.0197	2444	0.9382	0.5510	0.9382	0.9686
0.068	6.0246	2446	0.8878	0.5889	0.8878	0.9422
0.068	6.0296	2448	0.8390	0.6610	0.8390	0.9159
0.068	6.0345	2450	0.8032	0.6673	0.8032	0.8962
0.068	6.0394	2452	0.7909	0.6673	0.7909	0.8893
0.068	6.0443	2454	0.8035	0.6673	0.8035	0.8964
0.068	6.0493	2456	0.8192	0.6673	0.8192	0.9051
0.068	6.0542	2458	0.8133	0.6673	0.8133	0.9019
0.068	6.0591	2460	0.8246	0.6673	0.8246	0.9081
0.068	6.0640	2462	0.8649	0.6429	0.8649	0.9300
0.068	6.0690	2464	0.8739	0.5889	0.8739	0.9349
0.068	6.0739	2466	0.8821	0.5889	0.8821	0.9392
0.068	6.0788	2468	0.8509	0.6610	0.8509	0.9225
0.068	6.0837	2470	0.8132	0.6610	0.8132	0.9018

The model card is truncated. Read the rest on Hugging Face.

Task: Text Classification
Library: transformers
Type: bert
Created: Nov 28, 2024
Updated: Nov 28, 2024