Arabic_FineTuningAraBERT_run3_AugV5_k25_task1_organization_fold0

MayBashendy/Arabic_FineTuningAraBERT_run3_AugV5_k25_task1_organization_fold0

Arabic_FineTuningAraBERT_run3_AugV5_k25_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: 82e69d67

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Base models

aubmindlab/bert-base-arabertv02

Model card

From the Hugging Face model README

Arabic_FineTuningAraBERT_run3_AugV5_k25_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: 0.7107
Qwk: 0.7234
Mse: 0.7107
Rmse: 0.8430

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	0.0078	2	4.8965	0.0334	4.8965	2.2128
No log	0.0155	4	2.9369	0.0985	2.9369	1.7137
No log	0.0233	6	2.4526	0.0250	2.4526	1.5661
No log	0.0310	8	2.1324	0.0446	2.1324	1.4603
No log	0.0388	10	1.9061	0.1582	1.9061	1.3806
No log	0.0465	12	1.9119	0.1582	1.9119	1.3827
No log	0.0543	14	1.6487	0.0742	1.6487	1.2840
No log	0.0620	16	1.5053	0.0742	1.5053	1.2269
No log	0.0698	18	1.3897	0.1463	1.3897	1.1788
No log	0.0775	20	1.3890	0.1463	1.3890	1.1785
No log	0.0853	22	1.5255	0.0950	1.5255	1.2351
No log	0.0930	24	1.6144	0.0950	1.6144	1.2706
No log	0.1008	26	1.5143	0.0742	1.5143	1.2306
No log	0.1085	28	1.4188	0.0758	1.4188	1.1911
No log	0.1163	30	1.5305	0.0	1.5305	1.2371
No log	0.1240	32	1.5998	0.0	1.5998	1.2648
No log	0.1318	34	1.6209	0.0742	1.6209	1.2731
No log	0.1395	36	1.5473	0.0742	1.5473	1.2439
No log	0.1473	38	1.4751	0.1139	1.4751	1.2145
No log	0.1550	40	1.4842	0.2885	1.4842	1.2183
No log	0.1628	42	1.4628	0.2452	1.4628	1.2094
No log	0.1705	44	1.4292	0.3771	1.4292	1.1955
No log	0.1783	46	1.4166	0.3890	1.4166	1.1902
No log	0.1860	48	1.3157	0.5484	1.3157	1.1470
No log	0.1938	50	1.1757	0.4888	1.1757	1.0843
No log	0.2016	52	1.1071	0.3368	1.1071	1.0522
No log	0.2093	54	1.1854	0.3845	1.1854	1.0888
No log	0.2171	56	1.0180	0.4590	1.0180	1.0090
No log	0.2248	58	0.9042	0.4590	0.9042	0.9509
No log	0.2326	60	0.8460	0.4296	0.8460	0.9198
No log	0.2403	62	0.8351	0.5302	0.8351	0.9139
No log	0.2481	64	0.8480	0.5293	0.8480	0.9209
No log	0.2558	66	0.9277	0.5698	0.9277	0.9632
No log	0.2636	68	0.9026	0.5068	0.9026	0.9500
No log	0.2713	70	1.0306	0.4362	1.0306	1.0152
No log	0.2791	72	1.3308	0.1659	1.3308	1.1536
No log	0.2868	74	1.0696	0.3259	1.0696	1.0342
No log	0.2946	76	0.8884	0.3511	0.8884	0.9425
No log	0.3023	78	0.8409	0.3511	0.8409	0.9170
No log	0.3101	80	0.8266	0.4565	0.8266	0.9092
No log	0.3178	82	0.8750	0.4590	0.8750	0.9354
No log	0.3256	84	0.7799	0.5283	0.7799	0.8831
No log	0.3333	86	0.8384	0.5714	0.8384	0.9156
No log	0.3411	88	1.1150	0.3747	1.1150	1.0559
No log	0.3488	90	1.0390	0.2974	1.0390	1.0193
No log	0.3566	92	0.8771	0.5688	0.8771	0.9365
No log	0.3643	94	0.8546	0.6383	0.8546	0.9244
No log	0.3721	96	1.1246	0.4362	1.1246	1.0605
No log	0.3798	98	1.3077	0.4179	1.3077	1.1435
No log	0.3876	100	1.2028	0.4220	1.2028	1.0967
No log	0.3953	102	1.2779	0.4179	1.2779	1.1305
No log	0.4031	104	1.3677	0.3099	1.3677	1.1695
No log	0.4109	106	1.2558	0.2953	1.2558	1.1206
No log	0.4186	108	0.9161	0.6100	0.9161	0.9571
No log	0.4264	110	0.7711	0.7109	0.7711	0.8781
No log	0.4341	112	0.7881	0.6937	0.7881	0.8877
No log	0.4419	114	0.8433	0.5089	0.8433	0.9183
No log	0.4496	116	0.8288	0.6023	0.8288	0.9104
No log	0.4574	118	0.9180	0.6031	0.9180	0.9581
No log	0.4651	120	1.0060	0.6182	1.0060	1.0030
No log	0.4729	122	1.3698	0.4598	1.3698	1.1704
No log	0.4806	124	1.7026	0.3646	1.7026	1.3048
No log	0.4884	126	1.4766	0.4598	1.4766	1.2151
No log	0.4961	128	1.2542	0.4929	1.2542	1.1199
No log	0.5039	130	1.0007	0.5653	1.0007	1.0004
No log	0.5116	132	1.2259	0.4648	1.2259	1.1072
No log	0.5194	134	1.3502	0.4059	1.3502	1.1620
No log	0.5271	136	1.4563	0.3438	1.4563	1.2068
No log	0.5349	138	1.4065	0.3501	1.4065	1.1860
No log	0.5426	140	1.1500	0.4648	1.1500	1.0724
No log	0.5504	142	0.9679	0.5465	0.9679	0.9838
No log	0.5581	144	0.9122	0.7073	0.9122	0.9551
No log	0.5659	146	0.8653	0.6818	0.8653	0.9302
No log	0.5736	148	0.8503	0.6753	0.8503	0.9221
No log	0.5814	150	0.8550	0.6623	0.8550	0.9247
No log	0.5891	152	0.8335	0.6623	0.8335	0.9130
No log	0.5969	154	0.8288	0.6239	0.8288	0.9104
No log	0.6047	156	0.8447	0.5823	0.8447	0.9191
No log	0.6124	158	0.8452	0.5823	0.8452	0.9193
No log	0.6202	160	0.8342	0.6818	0.8342	0.9133
No log	0.6279	162	0.9669	0.5410	0.9669	0.9833
No log	0.6357	164	1.2088	0.3775	1.2088	1.0994
No log	0.6434	166	1.1853	0.4634	1.1853	1.0887
No log	0.6512	168	1.0302	0.5016	1.0302	1.0150
No log	0.6589	170	0.9182	0.5750	0.9182	0.9582
No log	0.6667	172	0.8660	0.6064	0.8660	0.9306
No log	0.6744	174	0.9234	0.5752	0.9234	0.9610
No log	0.6822	176	1.1384	0.5185	1.1384	1.0669
No log	0.6899	178	1.2329	0.4276	1.2329	1.1104
No log	0.6977	180	1.1141	0.4996	1.1141	1.0555
No log	0.7054	182	0.9160	0.6008	0.9160	0.9571
No log	0.7132	184	0.8433	0.5276	0.8433	0.9183
No log	0.7209	186	0.9308	0.5288	0.9308	0.9648
No log	0.7287	188	1.0481	0.5297	1.0481	1.0238
No log	0.7364	190	1.1056	0.5097	1.1056	1.0515
No log	0.7442	192	1.1142	0.4627	1.1142	1.0556
No log	0.7519	194	1.0941	0.4296	1.0941	1.0460
No log	0.7597	196	1.0568	0.4085	1.0568	1.0280
No log	0.7674	198	1.0292	0.4085	1.0292	1.0145
No log	0.7752	200	0.9766	0.4324	0.9766	0.9882
No log	0.7829	202	0.9325	0.4324	0.9325	0.9657
No log	0.7907	204	0.9040	0.4142	0.9040	0.9508
No log	0.7984	206	0.8842	0.5036	0.8842	0.9403
No log	0.8062	208	0.8540	0.4836	0.8540	0.9241
No log	0.8140	210	0.8817	0.5867	0.8817	0.9390
No log	0.8217	212	0.9954	0.5682	0.9954	0.9977
No log	0.8295	214	0.9073	0.5838	0.9073	0.9525
No log	0.8372	216	0.8166	0.6997	0.8166	0.9037
No log	0.8450	218	0.8956	0.5444	0.8956	0.9464
No log	0.8527	220	1.1715	0.3910	1.1715	1.0824
No log	0.8605	222	1.0881	0.3865	1.0881	1.0431
No log	0.8682	224	0.9553	0.5043	0.9553	0.9774
No log	0.8760	226	0.8900	0.5468	0.8900	0.9434
No log	0.8837	228	0.8863	0.5453	0.8863	0.9414
No log	0.8915	230	0.8658	0.6225	0.8658	0.9305
No log	0.8992	232	0.8327	0.5759	0.8327	0.9125
No log	0.9070	234	0.8133	0.5785	0.8133	0.9019
No log	0.9147	236	0.7500	0.6818	0.7500	0.8661
No log	0.9225	238	0.7181	0.7327	0.7181	0.8474
No log	0.9302	240	0.7181	0.7139	0.7181	0.8474
No log	0.9380	242	0.7217	0.6490	0.7217	0.8496
No log	0.9457	244	0.7199	0.6490	0.7199	0.8484
No log	0.9535	246	0.7371	0.6818	0.7371	0.8586
No log	0.9612	248	0.7898	0.6812	0.7898	0.8887
No log	0.9690	250	0.7602	0.6818	0.7602	0.8719
No log	0.9767	252	0.6875	0.7139	0.6875	0.8291
No log	0.9845	254	0.6988	0.6648	0.6988	0.8360
No log	0.9922	256	0.7836	0.6539	0.7836	0.8852
No log	1.0	258	0.7797	0.6595	0.7797	0.8830
No log	1.0078	260	0.7163	0.6301	0.7163	0.8464
No log	1.0155	262	0.6838	0.6497	0.6838	0.8269
No log	1.0233	264	0.6929	0.6769	0.6929	0.8324
No log	1.0310	266	0.7088	0.7412	0.7088	0.8419
No log	1.0388	268	0.6650	0.7327	0.6650	0.8155
No log	1.0465	270	0.6669	0.6962	0.6669	0.8166
No log	1.0543	272	0.7659	0.6781	0.7659	0.8752
No log	1.0620	274	0.7831	0.6781	0.7831	0.8850
No log	1.0698	276	0.7193	0.6582	0.7193	0.8481
No log	1.0775	278	0.7459	0.6648	0.7459	0.8637
No log	1.0853	280	0.8450	0.6067	0.8450	0.9193
No log	1.0930	282	0.8693	0.5706	0.8693	0.9324
No log	1.1008	284	0.9289	0.5660	0.9289	0.9638
No log	1.1085	286	0.8527	0.5682	0.8527	0.9234
No log	1.1163	288	0.7244	0.6893	0.7244	0.8511
No log	1.1240	290	0.7026	0.6635	0.7026	0.8382
No log	1.1318	292	0.7748	0.6818	0.7748	0.8802
No log	1.1395	294	0.7726	0.6818	0.7726	0.8790
No log	1.1473	296	0.7220	0.7221	0.7220	0.8497
No log	1.1550	298	0.7385	0.6346	0.7385	0.8594
No log	1.1628	300	0.7402	0.6346	0.7402	0.8604
No log	1.1705	302	0.7406	0.6346	0.7406	0.8606
No log	1.1783	304	0.7387	0.7112	0.7387	0.8595
No log	1.1860	306	0.7594	0.7221	0.7594	0.8714
No log	1.1938	308	0.7624	0.6623	0.7624	0.8732
No log	1.2016	310	0.7459	0.6623	0.7459	0.8637
No log	1.2093	312	0.7187	0.7221	0.7187	0.8477
No log	1.2171	314	0.7023	0.7430	0.7023	0.8381
No log	1.2248	316	0.7098	0.6829	0.7098	0.8425
No log	1.2326	318	0.7111	0.6829	0.7111	0.8433
No log	1.2403	320	0.6889	0.7704	0.6889	0.8300
No log	1.2481	322	0.6904	0.7172	0.6904	0.8309
No log	1.2558	324	0.6970	0.7249	0.6970	0.8348
No log	1.2636	326	0.7221	0.6818	0.7221	0.8498
No log	1.2713	328	0.7259	0.6818	0.7259	0.8520
No log	1.2791	330	0.7029	0.6623	0.7029	0.8384
No log	1.2868	332	0.6740	0.7172	0.6740	0.8209
No log	1.2946	334	0.6800	0.7172	0.6800	0.8246
No log	1.3023	336	0.6914	0.7172	0.6914	0.8315
No log	1.3101	338	0.7342	0.7095	0.7342	0.8569
No log	1.3178	340	0.7523	0.7095	0.7523	0.8674
No log	1.3256	342	0.7574	0.7172	0.7574	0.8703
No log	1.3333	344	0.7926	0.6693	0.7926	0.8903
No log	1.3411	346	0.8394	0.6543	0.8394	0.9162
No log	1.3488	348	0.8826	0.6008	0.8826	0.9395
No log	1.3566	350	0.8846	0.6008	0.8846	0.9406
No log	1.3643	352	0.8435	0.6008	0.8435	0.9184
No log	1.3721	354	0.8451	0.6356	0.8451	0.9193
No log	1.3798	356	0.8471	0.6356	0.8471	0.9204
No log	1.3876	358	0.8425	0.6356	0.8425	0.9179
No log	1.3953	360	0.8652	0.5933	0.8652	0.9302
No log	1.4031	362	0.9013	0.6260	0.9013	0.9494
No log	1.4109	364	0.9179	0.6213	0.9179	0.9581
No log	1.4186	366	0.9155	0.6213	0.9155	0.9568
No log	1.4264	368	0.8999	0.6213	0.8999	0.9486
No log	1.4341	370	0.8441	0.6797	0.8441	0.9187
No log	1.4419	372	0.7771	0.7426	0.7771	0.8815
No log	1.4496	374	0.7455	0.6196	0.7455	0.8634
No log	1.4574	376	0.7359	0.6196	0.7359	0.8578
No log	1.4651	378	0.7693	0.5867	0.7693	0.8771
No log	1.4729	380	0.7717	0.6482	0.7717	0.8785
No log	1.4806	382	0.7251	0.7704	0.7251	0.8515
No log	1.4884	384	0.7167	0.6882	0.7167	0.8466
No log	1.4961	386	0.7460	0.6982	0.7460	0.8637
No log	1.5039	388	0.8566	0.6435	0.8566	0.9255
No log	1.5116	390	0.9257	0.5896	0.9257	0.9622
No log	1.5194	392	1.0412	0.5862	1.0412	1.0204
No log	1.5271	394	1.0062	0.5862	1.0062	1.0031
No log	1.5349	396	0.8529	0.7204	0.8529	0.9235
No log	1.5426	398	0.7640	0.6641	0.7640	0.8740
No log	1.5504	400	0.7601	0.6698	0.7601	0.8718
No log	1.5581	402	0.8163	0.6356	0.8163	0.9035
No log	1.5659	404	0.9131	0.6008	0.9131	0.9556
No log	1.5736	406	0.8823	0.6008	0.8823	0.9393
No log	1.5814	408	0.8478	0.6008	0.8478	0.9208
No log	1.5891	410	0.7876	0.6934	0.7876	0.8875
No log	1.5969	412	0.7617	0.6882	0.7617	0.8728
No log	1.6047	414	0.7599	0.6882	0.7599	0.8717
No log	1.6124	416	0.7602	0.6182	0.7602	0.8719
No log	1.6202	418	0.7995	0.6356	0.7995	0.8942
No log	1.6279	420	0.8490	0.6356	0.8490	0.9214
No log	1.6357	422	0.7960	0.6356	0.7960	0.8922
No log	1.6434	424	0.7411	0.6818	0.7411	0.8609
No log	1.6512	426	0.7268	0.6564	0.7268	0.8526
No log	1.6589	428	0.7190	0.6564	0.7190	0.8479
No log	1.6667	430	0.7327	0.7053	0.7327	0.8560
No log	1.6744	432	0.7878	0.6934	0.7878	0.8876
No log	1.6822	434	0.7663	0.6746	0.7663	0.8754
No log	1.6899	436	0.7224	0.7516	0.7224	0.8499
No log	1.6977	438	0.7411	0.6143	0.7411	0.8609
No log	1.7054	440	0.7851	0.5674	0.7851	0.8861
No log	1.7132	442	0.7688	0.5674	0.7688	0.8768
No log	1.7209	444	0.7162	0.7237	0.7162	0.8463
No log	1.7287	446	0.6742	0.7618	0.6742	0.8211
No log	1.7364	448	0.7304	0.6812	0.7304	0.8546
No log	1.7442	450	0.7501	0.6812	0.7501	0.8661
No log	1.7519	452	0.7136	0.7515	0.7136	0.8448
No log	1.7597	454	0.7108	0.6403	0.7108	0.8431
No log	1.7674	456	0.7157	0.5302	0.7157	0.8460
No log	1.7752	458	0.6980	0.5742	0.6980	0.8354
No log	1.7829	460	0.6614	0.7618	0.6614	0.8133
No log	1.7907	462	0.6808	0.7705	0.6808	0.8251
No log	1.7984	464	0.7124	0.6934	0.7124	0.8440
No log	1.8062	466	0.7125	0.7234	0.7125	0.8441
No log	1.8140	468	0.6886	0.7234	0.6886	0.8298
No log	1.8217	470	0.6683	0.7337	0.6683	0.8175
No log	1.8295	472	0.7019	0.7337	0.7019	0.8378
No log	1.8372	474	0.7176	0.6977	0.7176	0.8471
No log	1.8450	476	0.7677	0.7153	0.7677	0.8762
No log	1.8527	478	0.8935	0.5862	0.8935	0.9453
No log	1.8605	480	0.9378	0.5862	0.9378	0.9684
No log	1.8682	482	0.9144	0.5686	0.9144	0.9562
No log	1.8760	484	0.8206	0.6303	0.8206	0.9059
No log	1.8837	486	0.7485	0.7515	0.7485	0.8652
No log	1.8915	488	0.7300	0.6988	0.7300	0.8544
No log	1.8992	490	0.7205	0.7321	0.7205	0.8488
No log	1.9070	492	0.7039	0.7902	0.7039	0.8390
No log	1.9147	494	0.7320	0.7234	0.7320	0.8556
No log	1.9225	496	0.7561	0.6356	0.7561	0.8695
No log	1.9302	498	0.7653	0.6356	0.7653	0.8748
0.5978	1.9380	500	0.8120	0.6356	0.8120	0.9011
0.5978	1.9457	502	0.8431	0.5769	0.8431	0.9182
0.5978	1.9535	504	0.8106	0.6303	0.8106	0.9004
0.5978	1.9612	506	0.7215	0.6860	0.7215	0.8494
0.5978	1.9690	508	0.7098	0.6860	0.7098	0.8425
0.5978	1.9767	510	0.7437	0.7153	0.7437	0.8624
0.5978	1.9845	512	0.8426	0.6303	0.8426	0.9179
0.5978	1.9922	514	0.9123	0.6253	0.9123	0.9551
0.5978	2.0	516	0.9103	0.6253	0.9103	0.9541
0.5978	2.0078	518	0.8519	0.6253	0.8519	0.9230
0.5978	2.0155	520	0.7168	0.7424	0.7168	0.8466
0.5978	2.0233	522	0.6601	0.7429	0.6601	0.8125
0.5978	2.0310	524	0.6722	0.7350	0.6722	0.8199
0.5978	2.0388	526	0.6995	0.7346	0.6995	0.8363
0.5978	2.0465	528	0.7140	0.7424	0.7140	0.8450
0.5978	2.0543	530	0.7009	0.7513	0.7009	0.8372
0.5978	2.0620	532	0.6883	0.7429	0.6883	0.8297
0.5978	2.0698	534	0.7086	0.7429	0.7086	0.8418
0.5978	2.0775	536	0.7797	0.6356	0.7797	0.8830
0.5978	2.0853	538	0.9306	0.5556	0.9306	0.9647
0.5978	2.0930	540	1.0145	0.5366	1.0145	1.0072
0.5978	2.1008	542	0.9442	0.5556	0.9442	0.9717
0.5978	2.1085	544	0.7895	0.6309	0.7895	0.8885
0.5978	2.1163	546	0.6497	0.7342	0.6497	0.8060
0.5978	2.1240	548	0.6598	0.6829	0.6598	0.8123
0.5978	2.1318	550	0.7286	0.6175	0.7286	0.8536
0.5978	2.1395	552	0.6936	0.6588	0.6936	0.8328
0.5978	2.1473	554	0.5988	0.7620	0.5988	0.7738
0.5978	2.1550	556	0.5947	0.7430	0.5947	0.7712
0.5978	2.1628	558	0.6880	0.6818	0.6880	0.8294
0.5978	2.1705	560	0.7525	0.6610	0.7525	0.8674
0.5978	2.1783	562	0.7122	0.7095	0.7122	0.8439
0.5978	2.1860	564	0.6576	0.6476	0.6576	0.8109
0.5978	2.1938	566	0.6599	0.6564	0.6599	0.8123
0.5978	2.2016	568	0.6844	0.6301	0.6844	0.8273
0.5978	2.2093	570	0.6766	0.6301	0.6766	0.8225
0.5978	2.2171	572	0.6393	0.7232	0.6393	0.7995
0.5978	2.2248	574	0.6599	0.7058	0.6599	0.8124
0.5978	2.2326	576	0.8286	0.6860	0.8286	0.9103
0.5978	2.2403	578	0.9017	0.6435	0.9017	0.9496
0.5978	2.2481	580	0.8891	0.6860	0.8891	0.9429
0.5978	2.2558	582	0.8693	0.6860	0.8693	0.9324
0.5978	2.2636	584	0.8273	0.6860	0.8273	0.9096
0.5978	2.2713	586	0.7213	0.6627	0.7213	0.8493
0.5978	2.2791	588	0.6488	0.6951	0.6488	0.8055
0.5978	2.2868	590	0.6393	0.6951	0.6393	0.7995
0.5978	2.2946	592	0.6462	0.6564	0.6462	0.8039
0.5978	2.3023	594	0.7206	0.6934	0.7206	0.8489
0.5978	2.3101	596	0.8692	0.6860	0.8692	0.9323
0.5978	2.3178	598	1.0023	0.6435	1.0023	1.0011
0.5978	2.3256	600	1.0342	0.6435	1.0342	1.0169
0.5978	2.3333	602	0.9544	0.6435	0.9544	0.9769
0.5978	2.3411	604	0.8186	0.6447	0.8186	0.9048
0.5978	2.3488	606	0.7429	0.6453	0.7429	0.8619
0.5978	2.3566	608	0.7283	0.6453	0.7283	0.8534
0.5978	2.3643	610	0.7343	0.6503	0.7343	0.8569
0.5978	2.3721	612	0.7561	0.6503	0.7561	0.8696
0.5978	2.3798	614	0.7691	0.6503	0.7691	0.8770
0.5978	2.3876	616	0.7921	0.6363	0.7921	0.8900
0.5978	2.3953	618	0.8252	0.6363	0.8252	0.9084
0.5978	2.4031	620	0.8304	0.6363	0.8304	0.9113
0.5978	2.4109	622	0.8101	0.6363	0.8101	0.9000
0.5978	2.4186	624	0.8084	0.6363	0.8084	0.8991
0.5978	2.4264	626	0.7763	0.6627	0.7763	0.8811
0.5978	2.4341	628	0.7483	0.6748	0.7483	0.8651
0.5978	2.4419	630	0.7433	0.7264	0.7433	0.8622
0.5978	2.4496	632	0.7429	0.7700	0.7429	0.8619
0.5978	2.4574	634	0.7317	0.7264	0.7317	0.8554
0.5978	2.4651	636	0.7290	0.6316	0.7290	0.8538
0.5978	2.4729	638	0.7947	0.6008	0.7947	0.8915
0.5978	2.4806	640	0.9284	0.5556	0.9284	0.9636
0.5978	2.4884	642	0.9880	0.5556	0.9880	0.9940
0.5978	2.4961	644	0.9380	0.5556	0.9380	0.9685
0.5978	2.5039	646	0.8379	0.6303	0.8379	0.9154
0.5978	2.5116	648	0.7720	0.7081	0.7720	0.8786
0.5978	2.5194	650	0.7415	0.7429	0.7415	0.8611
0.5978	2.5271	652	0.7284	0.6748	0.7284	0.8535
0.5978	2.5349	654	0.7258	0.6748	0.7258	0.8519
0.5978	2.5426	656	0.7426	0.6866	0.7426	0.8618
0.5978	2.5504	658	0.7627	0.6934	0.7627	0.8733
0.5978	2.5581	660	0.7443	0.7234	0.7443	0.8627
0.5978	2.5659	662	0.7198	0.7234	0.7198	0.8484
0.5978	2.5736	664	0.7107	0.6877	0.7107	0.8430
0.5978	2.5814	666	0.7133	0.6748	0.7133	0.8446
0.5978	2.5891	668	0.7257	0.6748	0.7257	0.8519
0.5978	2.5969	670	0.7579	0.6688	0.7579	0.8706
0.5978	2.6047	672	0.8164	0.6947	0.8164	0.9036
0.5978	2.6124	674	0.8789	0.6732	0.8789	0.9375
0.5978	2.6202	676	0.8775	0.6732	0.8775	0.9368
0.5978	2.6279	678	0.8234	0.6732	0.8234	0.9074
0.5978	2.6357	680	0.7588	0.7273	0.7588	0.8711
0.5978	2.6434	682	0.7285	0.6693	0.7285	0.8535
0.5978	2.6512	684	0.7262	0.6693	0.7262	0.8522
0.5978	2.6589	686	0.7186	0.6693	0.7186	0.8477
0.5978	2.6667	688	0.7158	0.6748	0.7158	0.8461
0.5978	2.6744	690	0.7492	0.7234	0.7492	0.8655
0.5978	2.6822	692	0.7745	0.7234	0.7745	0.8801
0.5978	2.6899	694	0.7706	0.7234	0.7706	0.8778
0.5978	2.6977	696	0.7571	0.6453	0.7571	0.8701
0.5978	2.7054	698	0.7540	0.7167	0.7540	0.8683
0.5978	2.7132	700	0.7533	0.7167	0.7533	0.8679
0.5978	2.7209	702	0.7555	0.7872	0.7555	0.8692
0.5978	2.7287	704	0.7714	0.7234	0.7714	0.8783
0.5978	2.7364	706	0.8272	0.6678	0.8272	0.9095
0.5978	2.7442	708	0.8588	0.5896	0.8588	0.9267
0.5978	2.7519	710	0.8577	0.6038	0.8577	0.9261
0.5978	2.7597	712	0.8176	0.6213	0.8176	0.9042
0.5978	2.7674	714	0.7620	0.7153	0.7620	0.8729
0.5978	2.7752	716	0.7332	0.7424	0.7332	0.8563
0.5978	2.7829	718	0.7426	0.7346	0.7426	0.8617
0.5978	2.7907	720	0.7895	0.7424	0.7895	0.8885
0.5978	2.7984	722	0.8516	0.6732	0.8516	0.9228
0.5978	2.8062	724	0.8587	0.6732	0.8587	0.9267
0.5978	2.8140	726	0.8205	0.6732	0.8205	0.9058
0.5978	2.8217	728	0.7833	0.7424	0.7833	0.8850
0.5978	2.8295	730	0.7474	0.7346	0.7474	0.8645
0.5978	2.8372	732	0.7147	0.7273	0.7147	0.8454
0.5978	2.8450	734	0.7084	0.7424	0.7084	0.8417
0.5978	2.8527	736	0.7414	0.7153	0.7414	0.8611
0.5978	2.8605	738	0.7695	0.7153	0.7695	0.8772
0.5978	2.8682	740	0.7790	0.7153	0.7790	0.8826
0.5978	2.8760	742	0.7752	0.7153	0.7752	0.8805
0.5978	2.8837	744	0.7495	0.7234	0.7495	0.8658
0.5978	2.8915	746	0.7119	0.7429	0.7119	0.8437
0.5978	2.8992	748	0.7195	0.7526	0.7195	0.8482
0.5978	2.9070	750	0.7331	0.7060	0.7331	0.8562
0.5978	2.9147	752	0.7300	0.6641	0.7300	0.8544
0.5978	2.9225	754	0.7651	0.7187	0.7651	0.8747
0.5978	2.9302	756	0.8308	0.7014	0.8308	0.9115
0.5978	2.9380	758	0.8538	0.6677	0.8538	0.9240
0.5978	2.9457	760	0.8124	0.7081	0.8124	0.9013
0.5978	2.9535	762	0.7561	0.7119	0.7561	0.8696
0.5978	2.9612	764	0.7427	0.6698	0.7427	0.8618
0.5978	2.9690	766	0.7384	0.7100	0.7384	0.8593
0.5978	2.9767	768	0.7289	0.6951	0.7289	0.8538
0.5978	2.9845	770	0.7305	0.7520	0.7305	0.8547
0.5978	2.9922	772	0.7392	0.7607	0.7392	0.8598
0.5978	3.0	774	0.7716	0.7234	0.7716	0.8784
0.5978	3.0078	776	0.7963	0.6678	0.7963	0.8924
0.5978	3.0155	778	0.7782	0.7234	0.7782	0.8822
0.5978	3.0233	780	0.7361	0.7705	0.7361	0.8580
0.5978	3.0310	782	0.7094	0.7426	0.7094	0.8422
0.5978	3.0388	784	0.7055	0.6951	0.7055	0.8400
0.5978	3.0465	786	0.7052	0.7095	0.7052	0.8397
0.5978	3.0543	788	0.7190	0.6748	0.7190	0.8480
0.5978	3.0620	790	0.7974	0.7157	0.7974	0.8930
0.5978	3.0698	792	0.9080	0.6677	0.9080	0.9529
0.5978	3.0775	794	0.9314	0.6732	0.9314	0.9651
0.5978	3.0853	796	0.8201	0.7153	0.8201	0.9056
0.5978	3.0930	798	0.7172	0.7157	0.7172	0.8469
0.5978	3.1008	800	0.7006	0.7705	0.7006	0.8370
0.5978	3.1085	802	0.7048	0.7705	0.7048	0.8395
0.5978	3.1163	804	0.6969	0.7705	0.6969	0.8348
0.5978	3.1240	806	0.6954	0.7705	0.6954	0.8339
0.5978	3.1318	808	0.7031	0.7157	0.7031	0.8385
0.5978	3.1395	810	0.7189	0.7157	0.7189	0.8479
0.5978	3.1473	812	0.7371	0.7081	0.7371	0.8585
0.5978	3.1550	814	0.7124	0.7157	0.7124	0.8440
0.5978	3.1628	816	0.7106	0.7429	0.7106	0.8430
0.5978	3.1705	818	0.7015	0.7157	0.7015	0.8375
0.5978	3.1783	820	0.7150	0.7234	0.7150	0.8456
0.5978	3.1860	822	0.7709	0.6678	0.7709	0.8780
0.5978	3.1938	824	0.8365	0.5744	0.8365	0.9146
0.5978	3.2016	826	0.8305	0.6161	0.8305	0.9113
0.5978	3.2093	828	0.7888	0.6356	0.7888	0.8881
0.5978	3.2171	830	0.7230	0.6934	0.7230	0.8503
0.5978	3.2248	832	0.6813	0.7705	0.6813	0.8254
0.5978	3.2326	834	0.6645	0.7607	0.6645	0.8152
0.5978	3.2403	836	0.6532	0.7426	0.6532	0.8082
0.5978	3.2481	838	0.6490	0.7426	0.6490	0.8056
0.5978	3.2558	840	0.6503	0.7426	0.6503	0.8064
0.5978	3.2636	842	0.6696	0.7157	0.6696	0.8183
0.5978	3.2713	844	0.7143	0.7157	0.7143	0.8452
0.5978	3.2791	846	0.7190	0.6866	0.7190	0.8480
0.5978	3.2868	848	0.6827	0.7157	0.6827	0.8263
0.5978	3.2946	850	0.6673	0.7872	0.6673	0.8169
0.5978	3.3023	852	0.6769	0.7696	0.6769	0.8228
0.5978	3.3101	854	0.6742	0.7696	0.6742	0.8211
0.5978	3.3178	856	0.6791	0.7429	0.6791	0.8241
0.5978	3.3256	858	0.7229	0.7157	0.7229	0.8502
0.5978	3.3333	860	0.7399	0.6866	0.7399	0.8602
0.5978	3.3411	862	0.7294	0.6866	0.7294	0.8541
0.5978	3.3488	864	0.7085	0.7157	0.7085	0.8417
0.5978	3.3566	866	0.6898	0.7429	0.6898	0.8305
0.5978	3.3643	868	0.6855	0.7517	0.6855	0.8279
0.5978	3.3721	870	0.6808	0.7517	0.6808	0.8251
0.5978	3.3798	872	0.6829	0.7429	0.6829	0.8264
0.5978	3.3876	874	0.7016	0.7234	0.7016	0.8376
0.5978	3.3953	876	0.7036	0.7234	0.7036	0.8388
0.5978	3.4031	878	0.7213	0.7234	0.7213	0.8493
0.5978	3.4109	880	0.7618	0.6934	0.7618	0.8728
0.5978	3.4186	882	0.7565	0.6934	0.7565	0.8698
0.5978	3.4264	884	0.7131	0.7234	0.7131	0.8445
0.5978	3.4341	886	0.7093	0.7234	0.7093	0.8422
0.5978	3.4419	888	0.7187	0.7234	0.7187	0.8478
0.5978	3.4496	890	0.7678	0.7234	0.7678	0.8763
0.5978	3.4574	892	0.7707	0.7234	0.7707	0.8779
0.5978	3.4651	894	0.7613	0.7234	0.7613	0.8725
0.5978	3.4729	896	0.7584	0.7234	0.7584	0.8709
0.5978	3.4806	898	0.6986	0.7337	0.6986	0.8358
0.5978	3.4884	900	0.6680	0.7337	0.6680	0.8173
0.5978	3.4961	902	0.6495	0.7187	0.6495	0.8059
0.5978	3.5039	904	0.6418	0.7028	0.6418	0.8011
0.5978	3.5116	906	0.6427	0.7696	0.6427	0.8017
0.5978	3.5194	908	0.6633	0.7053	0.6633	0.8144
0.5978	3.5271	910	0.6902	0.7234	0.6902	0.8308
0.5978	3.5349	912	0.6955	0.7234	0.6955	0.8339
0.5978	3.5426	914	0.6910	0.7234	0.6910	0.8313
0.5978	3.5504	916	0.6679	0.7234	0.6679	0.8172
0.5978	3.5581	918	0.6438	0.6748	0.6438	0.8024
0.5978	3.5659	920	0.6509	0.7028	0.6509	0.8068
0.5978	3.5736	922	0.6645	0.7529	0.6645	0.8151
0.5978	3.5814	924	0.6698	0.6593	0.6698	0.8184
0.5978	3.5891	926	0.6851	0.6593	0.6851	0.8277
0.5978	3.5969	928	0.7587	0.7590	0.7587	0.8710
0.5978	3.6047	930	0.8047	0.7752	0.8047	0.8970
0.5978	3.6124	932	0.7834	0.7429	0.7834	0.8851
0.5978	3.6202	934	0.7793	0.7429	0.7793	0.8828
0.5978	3.6279	936	0.7788	0.7513	0.7788	0.8825
0.5978	3.6357	938	0.7276	0.7513	0.7276	0.8530
0.5978	3.6434	940	0.6972	0.7513	0.6972	0.8350
0.5978	3.6512	942	0.6572	0.7513	0.6572	0.8107
0.5978	3.6589	944	0.6384	0.7513	0.6384	0.7990
0.5978	3.6667	946	0.6449	0.7234	0.6449	0.8031
0.5978	3.6744	948	0.6687	0.6934	0.6687	0.8178
0.5978	3.6822	950	0.7276	0.6934	0.7276	0.8530
0.5978	3.6899	952	0.7669	0.6934	0.7669	0.8757
0.5978	3.6977	954	0.7521	0.6934	0.7521	0.8672
0.5978	3.7054	956	0.6849	0.7234	0.6849	0.8276
0.5978	3.7132	958	0.6721	0.7234	0.6721	0.8198
0.5978	3.7209	960	0.6594	0.7429	0.6594	0.8121
0.5978	3.7287	962	0.6650	0.7429	0.6650	0.8154
0.5978	3.7364	964	0.6755	0.7429	0.6755	0.8219
0.5978	3.7442	966	0.6979	0.7429	0.6979	0.8354
0.5978	3.7519	968	0.7866	0.6797	0.7866	0.8869
0.5978	3.7597	970	0.8984	0.7426	0.8984	0.9478
0.5978	3.7674	972	0.9050	0.7426	0.9050	0.9513
0.5978	3.7752	974	0.8302	0.6732	0.8302	0.9111
0.5978	3.7829	976	0.7608	0.6797	0.7608	0.8722
0.5978	3.7907	978	0.7010	0.7234	0.7010	0.8372
0.5978	3.7984	980	0.6652	0.7234	0.6652	0.8156
0.5978	3.8062	982	0.6470	0.7337	0.6470	0.8044
0.5978	3.8140	984	0.6456	0.7337	0.6456	0.8035
0.5978	3.8217	986	0.6565	0.7234	0.6565	0.8102
0.5978	3.8295	988	0.7042	0.7234	0.7042	0.8392
0.5978	3.8372	990	0.7846	0.6797	0.7846	0.8858
0.5978	3.8450	992	0.8828	0.7426	0.8828	0.9396
0.5978	3.8527	994	0.9152	0.7429	0.9152	0.9567
0.5978	3.8605	996	0.8445	0.7429	0.8445	0.9189
0.5978	3.8682	998	0.7525	0.8035	0.7525	0.8674
0.162	3.8760	1000	0.6816	0.7259	0.6816	0.8256
0.162	3.8837	1002	0.6779	0.7259	0.6779	0.8233
0.162	3.8915	1004	0.7060	0.7513	0.7060	0.8403
0.162	3.8992	1006	0.7045	0.7513	0.7045	0.8393
0.162	3.9070	1008	0.6830	0.7513	0.6830	0.8264
0.162	3.9147	1010	0.6656	0.7429	0.6656	0.8159
0.162	3.9225	1012	0.6772	0.7433	0.6772	0.8229
0.162	3.9302	1014	0.7086	0.7433	0.7086	0.8418
0.162	3.9380	1016	0.7553	0.7429	0.7553	0.8691
0.162	3.9457	1018	0.8186	0.6213	0.8186	0.9048
0.162	3.9535	1020	0.8488	0.6213	0.8488	0.9213
0.162	3.9612	1022	0.8353	0.6462	0.8353	0.9139
0.162	3.9690	1024	0.7964	0.7273	0.7964	0.8924
0.162	3.9767	1026	0.7862	0.7273	0.7862	0.8867
0.162	3.9845	1028	0.7926	0.7273	0.7926	0.8903
0.162	3.9922	1030	0.8629	0.6420	0.8629	0.9289
0.162	4.0	1032	0.9399	0.6462	0.9399	0.9695
0.162	4.0078	1034	0.9463	0.6462	0.9463	0.9728
0.162	4.0155	1036	0.9017	0.6462	0.9017	0.9496
0.162	4.0233	1038	0.8250	0.6889	0.8250	0.9083
0.162	4.0310	1040	0.7548	0.7273	0.7548	0.8688
0.162	4.0388	1042	0.7301	0.7273	0.7301	0.8545
0.162	4.0465	1044	0.7201	0.7350	0.7201	0.8486
0.162	4.0543	1046	0.7279	0.7350	0.7279	0.8532
0.162	4.0620	1048	0.7847	0.7153	0.7847	0.8858
0.162	4.0698	1050	0.8282	0.6732	0.8282	0.9101
0.162	4.0775	1052	0.8146	0.6732	0.8146	0.9026
0.162	4.0853	1054	0.7454	0.7234	0.7454	0.8634
0.162	4.0930	1056	0.6804	0.7234	0.6804	0.8249
0.162	4.1008	1058	0.6450	0.7350	0.6450	0.8031
0.162	4.1085	1060	0.6418	0.7350	0.6418	0.8011
0.162	4.1163	1062	0.6609	0.7350	0.6609	0.8129
0.162	4.1240	1064	0.6944	0.7350	0.6944	0.8333
0.162	4.1318	1066	0.7485	0.7752	0.7485	0.8651
0.162	4.1395	1068	0.8034	0.7947	0.8034	0.8963
0.162	4.1473	1070	0.8953	0.7431	0.8953	0.9462
0.162	4.1550	1072	0.8842	0.7426	0.8842	0.9403
0.162	4.1628	1074	0.8305	0.7153	0.8305	0.9113
0.162	4.1705	1076	0.7766	0.7346	0.7766	0.8813
0.162	4.1783	1078	0.7439	0.7429	0.7439	0.8625
0.162	4.1860	1080	0.7113	0.7350	0.7113	0.8434
0.162	4.1938	1082	0.6978	0.7350	0.6978	0.8353
0.162	4.2016	1084	0.6973	0.7350	0.6973	0.8350
0.162	4.2093	1086	0.7110	0.7429	0.7110	0.8432
0.162	4.2171	1088	0.7243	0.7429	0.7243	0.8511
0.162	4.2248	1090	0.7223	0.7157	0.7223	0.8499
0.162	4.2326	1092	0.7176	0.7234	0.7176	0.8471
0.162	4.2403	1094	0.7278	0.6610	0.7278	0.8531
0.162	4.2481	1096	0.7239	0.6934	0.7239	0.8508
0.162	4.2558	1098	0.7195	0.7429	0.7195	0.8482
0.162	4.2636	1100	0.7249	0.7429	0.7249	0.8514
0.162	4.2713	1102	0.7170	0.7429	0.7170	0.8468
0.162	4.2791	1104	0.7080	0.7429	0.7080	0.8414
0.162	4.2868	1106	0.7226	0.7429	0.7226	0.8500
0.162	4.2946	1108	0.7538	0.7346	0.7538	0.8682
0.162	4.3023	1110	0.8076	0.7346	0.8076	0.8987
0.162	4.3101	1112	0.8564	0.7009	0.8564	0.9254
0.162	4.3178	1114	0.8853	0.6732	0.8853	0.9409
0.162	4.3256	1116	0.8707	0.6732	0.8707	0.9331
0.162	4.3333	1118	0.8455	0.7009	0.8455	0.9195
0.162	4.3411	1120	0.8269	0.7424	0.8269	0.9093
0.162	4.3488	1122	0.8180	0.7424	0.8180	0.9044
0.162	4.3566	1124	0.8281	0.7424	0.8281	0.9100
0.162	4.3643	1126	0.8108	0.7424	0.8108	0.9004
0.162	4.3721	1128	0.7914	0.7424	0.7914	0.8896
0.162	4.3798	1130	0.7382	0.7424	0.7382	0.8592
0.162	4.3876	1132	0.7059	0.7424	0.7059	0.8402
0.162	4.3953	1134	0.6941	0.7513	0.6941	0.8331
0.162	4.4031	1136	0.6839	0.7513	0.6839	0.8270
0.162	4.4109	1138	0.6820	0.7513	0.6820	0.8258
0.162	4.4186	1140	0.7175	0.7424	0.7175	0.8470
0.162	4.4264	1142	0.7726	0.7153	0.7726	0.8790
0.162	4.4341	1144	0.7905	0.6732	0.7905	0.8891
0.162	4.4419	1146	0.8004	0.6732	0.8004	0.8947
0.162	4.4496	1148	0.7603	0.7153	0.7603	0.8720
0.162	4.4574	1150	0.7102	0.7153	0.7102	0.8428
0.162	4.4651	1152	0.6604	0.7513	0.6604	0.8127
0.162	4.4729	1154	0.6394	0.7429	0.6394	0.7996
0.162	4.4806	1156	0.6458	0.7429	0.6458	0.8036
0.162	4.4884	1158	0.6640	0.7513	0.6640	0.8149
0.162	4.4961	1160	0.7047	0.7513	0.7047	0.8395
0.162	4.5039	1162	0.7402	0.7234	0.7402	0.8603
0.162	4.5116	1164	0.7377	0.7234	0.7377	0.8589
0.162	4.5194	1166	0.7524	0.7153	0.7524	0.8674
0.162	4.5271	1168	0.7543	0.7424	0.7543	0.8685
0.162	4.5349	1170	0.7152	0.7513	0.7152	0.8457
0.162	4.5426	1172	0.7103	0.7513	0.7103	0.8428
0.162	4.5504	1174	0.7220	0.7346	0.7220	0.8497
0.162	4.5581	1176	0.7506	0.7424	0.7506	0.8664
0.162	4.5659	1178	0.7624	0.7424	0.7624	0.8731
0.162	4.5736	1180	0.8028	0.7424	0.8028	0.8960
0.162	4.5814	1182	0.8045	0.7153	0.8045	0.8969
0.162	4.5891	1184	0.7862	0.6616	0.7862	0.8867
0.162	4.5969	1186	0.7472	0.6678	0.7472	0.8644
0.162	4.6047	1188	0.7048	0.7234	0.7048	0.8395
0.162	4.6124	1190	0.6886	0.7234	0.6886	0.8298
0.162	4.6202	1192	0.6869	0.7234	0.6869	0.8288
0.162	4.6279	1194	0.6859	0.7513	0.6859	0.8282
0.162	4.6357	1196	0.6879	0.7513	0.6879	0.8294
0.162	4.6434	1198	0.6929	0.7513	0.6929	0.8324
0.162	4.6512	1200	0.7122	0.7513	0.7122	0.8439
0.162	4.6589	1202	0.7472	0.7424	0.7472	0.8644
0.162	4.6667	1204	0.7665	0.7424	0.7665	0.8755
0.162	4.6744	1206	0.7709	0.7424	0.7709	0.8780
0.162	4.6822	1208	0.7267	0.7513	0.7267	0.8525
0.162	4.6899	1210	0.6811	0.7513	0.6811	0.8253
0.162	4.6977	1212	0.6615	0.7350	0.6615	0.8133
0.162	4.7054	1214	0.6615	0.7187	0.6615	0.8133
0.162	4.7132	1216	0.6670	0.7187	0.6670	0.8167
0.162	4.7209	1218	0.6842	0.7187	0.6842	0.8271
0.162	4.7287	1220	0.7171	0.7350	0.7171	0.8468
0.162	4.7364	1222	0.7612	0.7513	0.7612	0.8725
0.162	4.7442	1224	0.7547	0.7513	0.7547	0.8687
0.162	4.7519	1226	0.7022	0.7513	0.7022	0.8380
0.162	4.7597	1228	0.6538	0.7187	0.6538	0.8086
0.162	4.7674	1230	0.6406	0.7187	0.6406	0.8004
0.162	4.7752	1232	0.6530	0.7187	0.6530	0.8081
0.162	4.7829	1234	0.6609	0.7606	0.6609	0.8129
0.162	4.7907	1236	0.6542	0.7187	0.6542	0.8088
0.162	4.7984	1238	0.6487	0.7187	0.6487	0.8054
0.162	4.8062	1240	0.6595	0.7187	0.6595	0.8121
0.162	4.8140	1242	0.6610	0.7350	0.6610	0.8130
0.162	4.8217	1244	0.6524	0.7350	0.6524	0.8077
0.162	4.8295	1246	0.6477	0.7350	0.6477	0.8048
0.162	4.8372	1248	0.6573	0.7350	0.6573	0.8107
0.162	4.8450	1250	0.6684	0.7350	0.6684	0.8176
0.162	4.8527	1252	0.6891	0.7350	0.6891	0.8301
0.162	4.8605	1254	0.7159	0.7350	0.7159	0.8461
0.162	4.8682	1256	0.7481	0.7350	0.7481	0.8649
0.162	4.8760	1258	0.8121	0.7843	0.8121	0.9012
0.162	4.8837	1260	0.8711	0.7505	0.8711	0.9333
0.162	4.8915	1262	0.8759	0.7507	0.8759	0.9359
0.162	4.8992	1264	0.8686	0.7216	0.8686	0.9320
0.162	4.9070	1266	0.8599	0.6889	0.8599	0.9273
0.162	4.9147	1268	0.8411	0.7273	0.8411	0.9171
0.162	4.9225	1270	0.8422	0.6889	0.8422	0.9177
0.162	4.9302	1272	0.8274	0.7081	0.8274	0.9096
0.162	4.9380	1274	0.7764	0.7081	0.7764	0.8811
0.162	4.9457	1276	0.7466	0.7153	0.7466	0.8640
0.162	4.9535	1278	0.7394	0.7153	0.7394	0.8599
0.162	4.9612	1280	0.7183	0.7234	0.7183	0.8475
0.162	4.9690	1282	0.7006	0.7234	0.7006	0.8370
0.162	4.9767	1284	0.7048	0.7234	0.7048	0.8395
0.162	4.9845	1286	0.7233	0.7234	0.7233	0.8505
0.162	4.9922	1288	0.7388	0.7234	0.7388	0.8595
0.162	5.0	1290	0.7332	0.7234	0.7332	0.8563
0.162	5.0078	1292	0.6997	0.7053	0.6997	0.8365
0.162	5.0155	1294	0.6770	0.7337	0.6770	0.8228
0.162	5.0233	1296	0.6720	0.7337	0.6720	0.8198
0.162	5.0310	1298	0.6817	0.7337	0.6817	0.8257
0.162	5.0388	1300	0.7178	0.7053	0.7178	0.8472
0.162	5.0465	1302	0.7351	0.7234	0.7351	0.8574
0.162	5.0543	1304	0.7366	0.7234	0.7366	0.8583
0.162	5.0620	1306	0.7183	0.7053	0.7183	0.8475
0.162	5.0698	1308	0.7157	0.7053	0.7157	0.8460
0.162	5.0775	1310	0.7261	0.7234	0.7261	0.8521
0.162	5.0853	1312	0.7603	0.7234	0.7603	0.8720
0.162	5.0930	1314	0.7837	0.6934	0.7837	0.8853
0.162	5.1008	1316	0.8131	0.6860	0.8131	0.9017
0.162	5.1085	1318	0.7993	0.6934	0.7993	0.8940
0.162	5.1163	1320	0.7530	0.7234	0.7530	0.8677
0.162	5.1240	1322	0.6911	0.7234	0.6911	0.8314
0.162	5.1318	1324	0.6625	0.7513	0.6625	0.8139
0.162	5.1395	1326	0.6498	0.7337	0.6498	0.8061
0.162	5.1473	1328	0.6561	0.7259	0.6561	0.8100
0.162	5.1550	1330	0.6727	0.7513	0.6727	0.8202
0.162	5.1628	1332	0.7013	0.7513	0.7013	0.8374
0.162	5.1705	1334	0.7181	0.7234	0.7181	0.8474
0.162	5.1783	1336	0.7500	0.7234	0.7500	0.8661
0.162	5.1860	1338	0.7764	0.7153	0.7764	0.8811
0.162	5.1938	1340	0.7864	0.7153	0.7864	0.8868
0.162	5.2016	1342	0.7594	0.7153	0.7594	0.8715
0.162	5.2093	1344	0.7362	0.7513	0.7362	0.8580
0.162	5.2171	1346	0.7363	0.7337	0.7363	0.8581
0.162	5.2248	1348	0.7483	0.6748	0.7483	0.8650
0.162	5.2326	1350	0.7727	0.7337	0.7727	0.8790
0.162	5.2403	1352	0.8025	0.7424	0.8025	0.8958
0.162	5.2481	1354	0.8231	0.7424	0.8231	0.9072
0.162	5.2558	1356	0.8187	0.7424	0.8187	0.9048
0.162	5.2636	1358	0.7988	0.7255	0.7988	0.8938
0.162	5.2713	1360	0.7668	0.6693	0.7668	0.8757
0.162	5.2791	1362	0.7558	0.6693	0.7558	0.8694
0.162	5.2868	1364	0.7494	0.7259	0.7494	0.8657
0.162	5.2946	1366	0.7483	0.7513	0.7483	0.8650
0.162	5.3023	1368	0.7636	0.7153	0.7636	0.8739
0.162	5.3101	1370	0.7699	0.7153	0.7699	0.8774
0.162	5.3178	1372	0.7758	0.7153	0.7758	0.8808
0.162	5.3256	1374	0.7673	0.7153	0.7673	0.8759
0.162	5.3333	1376	0.7642	0.7153	0.7642	0.8742
0.162	5.3411	1378	0.7414	0.7153	0.7414	0.8610
0.162	5.3488	1380	0.7150	0.7153	0.7150	0.8456
0.162	5.3566	1382	0.6940	0.7424	0.6940	0.8331
0.162	5.3643	1384	0.6828	0.7424	0.6828	0.8263
0.162	5.3721	1386	0.7129	0.7424	0.7129	0.8443
0.162	5.3798	1388	0.7226	0.7153	0.7226	0.8500
0.162	5.3876	1390	0.7425	0.7153	0.7425	0.8617
0.162	5.3953	1392	0.7714	0.7153	0.7714	0.8783
0.162	5.4031	1394	0.8127	0.6860	0.8127	0.9015
0.162	5.4109	1396	0.8169	0.6860	0.8169	0.9038
0.162	5.4186	1398	0.7909	0.7153	0.7909	0.8893
0.162	5.4264	1400	0.7585	0.7153	0.7585	0.8709
0.162	5.4341	1402	0.7160	0.7153	0.7160	0.8462
0.162	5.4419	1404	0.6831	0.7259	0.6831	0.8265
0.162	5.4496	1406	0.6775	0.7259	0.6775	0.8231
0.162	5.4574	1408	0.6998	0.7259	0.6998	0.8365
0.162	5.4651	1410	0.7274	0.7081	0.7274	0.8529
0.162	5.4729	1412	0.7628	0.7153	0.7628	0.8734
0.162	5.4806	1414	0.7803	0.7153	0.7803	0.8834
0.162	5.4884	1416	0.7654	0.7153	0.7654	0.8749
0.162	5.4961	1418	0.7358	0.7234	0.7358	0.8578
0.162	5.5039	1420	0.6815	0.7053	0.6815	0.8255
0.162	5.5116	1422	0.6517	0.7053	0.6517	0.8073
0.162	5.5194	1424	0.6429	0.7337	0.6429	0.8018
0.162	5.5271	1426	0.6543	0.7337	0.6543	0.8089
0.162	5.5349	1428	0.6567	0.7337	0.6567	0.8104
0.162	5.5426	1430	0.6923	0.7053	0.6923	0.8320
0.162	5.5504	1432	0.7370	0.7234	0.7370	0.8585
0.162	5.5581	1434	0.7391	0.7234	0.7391	0.8597
0.162	5.5659	1436	0.7316	0.7234	0.7316	0.8553
0.162	5.5736	1438	0.7116	0.7053	0.7116	0.8435
0.162	5.5814	1440	0.6887	0.7337	0.6887	0.8299
0.162	5.5891	1442	0.6838	0.7337	0.6838	0.8269
0.162	5.5969	1444	0.6918	0.7053	0.6918	0.8317
0.162	5.6047	1446	0.7033	0.7234	0.7033	0.8387
0.162	5.6124	1448	0.6966	0.7234	0.6966	0.8346
0.162	5.6202	1450	0.6943	0.7234	0.6943	0.8333
0.162	5.6279	1452	0.6976	0.7234	0.6976	0.8352
0.162	5.6357	1454	0.7006	0.7234	0.7006	0.8370
0.162	5.6434	1456	0.6959	0.7234	0.6959	0.8342
0.162	5.6512	1458	0.6997	0.7337	0.6997	0.8365
0.162	5.6589	1460	0.6942	0.7259	0.6942	0.8332
0.162	5.6667	1462	0.6908	0.7187	0.6908	0.8312
0.162	5.6744	1464	0.6942	0.7259	0.6942	0.8332
0.162	5.6822	1466	0.7195	0.7337	0.7195	0.8482
0.162	5.6899	1468	0.7395	0.7053	0.7395	0.8599
0.162	5.6977	1470	0.7429	0.7234	0.7429	0.8619
0.162	5.7054	1472	0.7524	0.7234	0.7524	0.8674
0.162	5.7132	1474	0.7327	0.7234	0.7327	0.8560
0.162	5.7209	1476	0.7161	0.6982	0.7161	0.8462
0.162	5.7287	1478	0.6883	0.7259	0.6883	0.8296
0.162	5.7364	1480	0.6800	0.7259	0.6800	0.8246
0.162	5.7442	1482	0.6927	0.7259	0.6927	0.8323
0.162	5.7519	1484	0.7283	0.7429	0.7283	0.8534
0.162	5.7597	1486	0.7759	0.7153	0.7759	0.8808
0.162	5.7674	1488	0.8037	0.7153	0.8037	0.8965
0.162	5.7752	1490	0.7894	0.7153	0.7894	0.8885
0.162	5.7829	1492	0.7519	0.7234	0.7519	0.8671
0.162	5.7907	1494	0.6977	0.6982	0.6977	0.8353
0.162	5.7984	1496	0.6733	0.6982	0.6733	0.8205
0.162	5.8062	1498	0.6675	0.6982	0.6675	0.8170
0.0901	5.8140	1500	0.6721	0.6982	0.6721	0.8198
0.0901	5.8217	1502	0.6796	0.6982	0.6796	0.8244
0.0901	5.8295	1504	0.6931	0.6982	0.6931	0.8325
0.0901	5.8372	1506	0.7109	0.6982	0.7109	0.8431
0.0901	5.8450	1508	0.7313	0.7053	0.7313	0.8552
0.0901	5.8527	1510	0.7526	0.7053	0.7526	0.8676
0.0901	5.8605	1512	0.7799	0.7053	0.7799	0.8831
0.0901	5.8682	1514	0.7839	0.7234	0.7839	0.8854
0.0901	5.8760	1516	0.7627	0.7337	0.7627	0.8733
0.0901	5.8837	1518	0.7522	0.7337	0.7522	0.8673
0.0901	5.8915	1520	0.7519	0.7259	0.7519	0.8671
0.0901	5.8992	1522	0.7714	0.7259	0.7714	0.8783
0.0901	5.9070	1524	0.7766	0.7182	0.7766	0.8813
0.0901	5.9147	1526	0.7952	0.7182	0.7952	0.8917
0.0901	5.9225	1528	0.8151	0.7424	0.8151	0.9028
0.0901	5.9302	1530	0.8225	0.7424	0.8225	0.9069
0.0901	5.9380	1532	0.8292	0.7153	0.8292	0.9106
0.0901	5.9457	1534	0.8343	0.7153	0.8343	0.9134
0.0901	5.9535	1536	0.8192	0.7153	0.8192	0.9051
0.0901	5.9612	1538	0.8090	0.7153	0.8090	0.8994
0.0901	5.9690	1540	0.7757	0.7153	0.7757	0.8808
0.0901	5.9767	1542	0.7481	0.7513	0.7481	0.8649
0.0901	5.9845	1544	0.7499	0.7234	0.7499	0.8660
0.0901	5.9922	1546	0.7431	0.7513	0.7431	0.8620
0.0901	6.0	1548	0.7529	0.7513	0.7529	0.8677
0.0901	6.0078	1550	0.7913	0.7153	0.7913	0.8896
0.0901	6.0155	1552	0.8252	0.6732	0.8252	0.9084
0.0901	6.0233	1554	0.8396	0.6732	0.8396	0.9163
0.0901	6.0310	1556	0.8279	0.7009	0.8279	0.9099
0.0901	6.0388	1558	0.7875	0.7424	0.7875	0.8874
0.0901	6.0465	1560	0.7560	0.7424	0.7560	0.8695
0.0901	6.0543	1562	0.7235	0.7513	0.7235	0.8506
0.0901	6.0620	1564	0.7044	0.7513	0.7044	0.8393
0.0901	6.0698	1566	0.6981	0.7513	0.6981	0.8355
0.0901	6.0775	1568	0.7091	0.7513	0.7091	0.8421
0.0901	6.0853	1570	0.7310	0.7234	0.7310	0.8550
0.0901	6.0930	1572	0.7461	0.7234	0.7461	0.8638
0.0901	6.1008	1574	0.7557	0.7234	0.7557	0.8693
0.0901	6.1085	1576	0.7435	0.7234	0.7435	0.8623
0.0901	6.1163	1578	0.7282	0.6934	0.7282	0.8533
0.0901	6.1240	1580	0.7163	0.6934	0.7163	0.8463
0.0901	6.1318	1582	0.6851	0.6934	0.6851	0.8277
0.0901	6.1395	1584	0.6691	0.6934	0.6691	0.8180
0.0901	6.1473	1586	0.6675	0.6934	0.6675	0.8170
0.0901	6.1550	1588	0.6545	0.7234	0.6545	0.8090
0.0901	6.1628	1590	0.6667	0.6934	0.6667	0.8165
0.0901	6.1705	1592	0.6812	0.6934	0.6812	0.8254
0.0901	6.1783	1594	0.6918	0.6934	0.6918	0.8317
0.0901	6.1860	1596	0.6875	0.6934	0.6875	0.8292
0.0901	6.1938	1598	0.7135	0.6934	0.7135	0.8447
0.0901	6.2016	1600	0.7505	0.6934	0.7505	0.8663
0.0901	6.2093	1602	0.7452	0.6934	0.7452	0.8633
0.0901	6.2171	1604	0.7175	0.6934	0.7175	0.8470
0.0901	6.2248	1606	0.6854	0.6934	0.6854	0.8279
0.0901	6.2326	1608	0.6773	0.6934	0.6773	0.8230
0.0901	6.2403	1610	0.6860	0.6934	0.6860	0.8283
0.0901	6.2481	1612	0.7114	0.7234	0.7114	0.8435
0.0901	6.2558	1614	0.7308	0.7234	0.7308	0.8549
0.0901	6.2636	1616	0.7485	0.7153	0.7485	0.8652
0.0901	6.2713	1618	0.7942	0.7153	0.7942	0.8912
0.0901	6.2791	1620	0.8153	0.7153	0.8153	0.9030
0.0901	6.2868	1622	0.7867	0.7424	0.7867	0.8869
0.0901	6.2946	1624	0.7593	0.7424	0.7593	0.8714
0.0901	6.3023	1626	0.7527	0.7424	0.7527	0.8676
0.0901	6.3101	1628	0.7590	0.7424	0.7590	0.8712
0.0901	6.3178	1630	0.7889	0.7749	0.7889	0.8882
0.0901	6.3256	1632	0.8142	0.8003	0.8142	0.9023
0.0901	6.3333	1634	0.8474	0.8003	0.8474	0.9206
0.0901	6.3411	1636	0.8741	0.7640	0.8741	0.9349
0.0901	6.3488	1638	0.8428	0.8003	0.8428	0.9180
0.0901	6.3566	1640	0.8001	0.7424	0.8001	0.8945
0.0901	6.3643	1642	0.7696	0.7424	0.7696	0.8773
0.0901	6.3721	1644	0.7377	0.7337	0.7377	0.8589
0.0901	6.3798	1646	0.7187	0.7337	0.7187	0.8478
0.0901	6.3876	1648	0.7111	0.7337	0.7111	0.8433
0.0901	6.3953	1650	0.7299	0.7337	0.7299	0.8544
0.0901	6.4031	1652	0.7709	0.7424	0.7709	0.8780
0.0901	6.4109	1654	0.8031	0.7153	0.8031	0.8962
0.0901	6.4186	1656	0.8046	0.7153	0.8046	0.8970
0.0901	6.4264	1658	0.8168	0.7153	0.8168	0.9038
0.0901	6.4341	1660	0.8105	0.7153	0.8105	0.9003
0.0901	6.4419	1662	0.8158	0.7153	0.8158	0.9032
0.0901	6.4496	1664	0.8233	0.7153	0.8233	0.9074
0.0901	6.4574	1666	0.8130	0.7153	0.8130	0.9017
0.0901	6.4651	1668	0.8027	0.7153	0.8027	0.8959
0.0901	6.4729	1670	0.7749	0.7153	0.7749	0.8803
0.0901	6.4806	1672	0.7415	0.7234	0.7415	0.8611
0.0901	6.4884	1674	0.7072	0.7234	0.7072	0.8409
0.0901	6.4961	1676	0.6896	0.7234	0.6896	0.8304
0.0901	6.5039	1678	0.6893	0.7234	0.6893	0.8303
0.0901	6.5116	1680	0.6895	0.7234	0.6895	0.8303
0.0901	6.5194	1682	0.6975	0.7234	0.6975	0.8352
0.0901	6.5271	1684	0.7162	0.7234	0.7162	0.8463
0.0901	6.5349	1686	0.7170	0.7513	0.7170	0.8468
0.0901	6.5426	1688	0.7127	0.7513	0.7127	0.8442
0.0901	6.5504	1690	0.7135	0.7513	0.7135	0.8447
0.0901	6.5581	1692	0.6952	0.7513	0.6952	0.8338
0.0901	6.5659	1694	0.6873	0.7513	0.6873	0.8290
0.0901	6.5736	1696	0.6866	0.7513	0.6866	0.8286
0.0901	6.5814	1698	0.6981	0.7234	0.6981	0.8355
0.0901	6.5891	1700	0.7139	0.7234	0.7139	0.8449
0.0901	6.5969	1702	0.7260	0.7234	0.7260	0.8520
0.0901	6.6047	1704	0.7499	0.7153	0.7499	0.8660
0.0901	6.6124	1706	0.7514	0.7153	0.7514	0.8668
0.0901	6.6202	1708	0.7410	0.7234	0.7410	0.8608
0.0901	6.6279	1710	0.7140	0.7513	0.7140	0.8450
0.0901	6.6357	1712	0.6737	0.7513	0.6737	0.8208
0.0901	6.6434	1714	0.6390	0.7337	0.6390	0.7994
0.0901	6.6512	1716	0.6243	0.7259	0.6243	0.7901
0.0901	6.6589	1718	0.6206	0.7337	0.6206	0.7878
0.0901	6.6667	1720	0.6212	0.7337	0.6212	0.7882
0.0901	6.6744	1722	0.6302	0.7337	0.6302	0.7938
0.0901	6.6822	1724	0.6597	0.7513	0.6597	0.8122
0.0901	6.6899	1726	0.7013	0.7513	0.7013	0.8375
0.0901	6.6977	1728	0.7374	0.7234	0.7374	0.8587
0.0901	6.7054	1730	0.7345	0.7234	0.7345	0.8570
0.0901	6.7132	1732	0.7144	0.7234	0.7144	0.8452
0.0901	6.7209	1734	0.6957	0.7234	0.6957	0.8341
0.0901	6.7287	1736	0.6709	0.7234	0.6709	0.8191
0.0901	6.7364	1738	0.6532	0.7513	0.6532	0.8082
0.0901	6.7442	1740	0.6611	0.7513	0.6611	0.8131
0.0901	6.7519	1742	0.6726	0.7513	0.6726	0.8201
0.0901	6.7597	1744	0.6905	0.7513	0.6905	0.8309
0.0901	6.7674	1746	0.7157	0.7513	0.7157	0.8460
0.0901	6.7752	1748	0.7213	0.7513	0.7213	0.8493
0.0901	6.7829	1750	0.7188	0.7337	0.7188	0.8478
0.0901	6.7907	1752	0.7194	0.7337	0.7194	0.8482
0.0901	6.7984	1754	0.7265	0.7337	0.7265	0.8524
0.0901	6.8062	1756	0.7458	0.7513	0.7458	0.8636
0.0901	6.8140	1758	0.7787	0.7234	0.7787	0.8824
0.0901	6.8217	1760	0.8156	0.7153	0.8156	0.9031
0.0901	6.8295	1762	0.8425	0.6732	0.8425	0.9179
0.0901	6.8372	1764	0.8643	0.6732	0.8643	0.9297
0.0901	6.8450	1766	0.8564	0.6435	0.8564	0.9254
0.0901	6.8527	1768	0.8363	0.6860	0.8363	0.9145
0.0901	6.8605	1770	0.7926	0.6860	0.7926	0.8903
0.0901	6.8682	1772	0.7478	0.6934	0.7478	0.8648
0.0901	6.8760	1774	0.7129	0.7234	0.7129	0.8443
0.0901	6.8837	1776	0.7027	0.7234	0.7027	0.8383
0.0901	6.8915	1778	0.7045	0.7234	0.7045	0.8393
0.0901	6.8992	1780	0.7219	0.7234	0.7219	0.8497
0.0901	6.9070	1782	0.7530	0.6860	0.7530	0.8678
0.0901	6.9147	1784	0.8023	0.6860	0.8023	0.8957
0.0901	6.9225	1786	0.8731	0.6860	0.8731	0.9344
0.0901	6.9302	1788	0.9449	0.6435	0.9449	0.9721
0.0901	6.9380	1790	0.9897	0.6435	0.9897	0.9948
0.0901	6.9457	1792	0.9848	0.6435	0.9848	0.9924
0.0901	6.9535	1794	0.9327	0.6435	0.9327	0.9658
0.0901	6.9612	1796	0.8586	0.7153	0.8586	0.9266
0.0901	6.9690	1798	0.7839	0.7153	0.7839	0.8854
0.0901	6.9767	1800	0.7366	0.7153	0.7366	0.8582
0.0901	6.9845	1802	0.7146	0.7234	0.7146	0.8453
0.0901	6.9922	1804	0.7046	0.7234	0.7046	0.8394
0.0901	7.0	1806	0.7001	0.7234	0.7001	0.8367
0.0901	7.0078	1808	0.7198	0.7234	0.7198	0.8484
0.0901	7.0155	1810	0.7422	0.7153	0.7422	0.8615
0.0901	7.0233	1812	0.7686	0.7153	0.7686	0.8767
0.0901	7.0310	1814	0.7670	0.7153	0.7670	0.8758
0.0901	7.0388	1816	0.7450	0.7234	0.7450	0.8631
0.0901	7.0465	1818	0.7428	0.7234	0.7428	0.8619
0.0901	7.0543	1820	0.7457	0.7234	0.7457	0.8635
0.0901	7.0620	1822	0.7526	0.7234	0.7526	0.8675
0.0901	7.0698	1824	0.7321	0.7234	0.7321	0.8556
0.0901	7.0775	1826	0.7076	0.7234	0.7076	0.8412
0.0901	7.0853	1828	0.6736	0.7234	0.6736	0.8207
0.0901	7.0930	1830	0.6574	0.7234	0.6574	0.8108
0.0901	7.1008	1832	0.6534	0.7234	0.6534	0.8083
0.0901	7.1085	1834	0.6639	0.7234	0.6639	0.8148
0.0901	7.1163	1836	0.6633	0.7234	0.6633	0.8145
0.0901	7.1240	1838	0.6542	0.7234	0.6542	0.8088
0.0901	7.1318	1840	0.6576	0.7234	0.6576	0.8110
0.0901	7.1395	1842	0.6857	0.7234	0.6857	0.8281
0.0901	7.1473	1844	0.7266	0.7234	0.7266	0.8524
0.0901	7.1550	1846	0.7770	0.7234	0.7770	0.8815
0.0901	7.1628	1848	0.8020	0.7234	0.8020	0.8956
0.0901	7.1705	1850	0.8121	0.6934	0.8121	0.9012
0.0901	7.1783	1852	0.7867	0.6934	0.7867	0.8869
0.0901	7.1860	1854	0.7696	0.6934	0.7696	0.8773
0.0901	7.1938	1856	0.7634	0.6934	0.7634	0.8738
0.0901	7.2016	1858	0.7529	0.6934	0.7529	0.8677
0.0901	7.2093	1860	0.7357	0.6934	0.7357	0.8577
0.0901	7.2171	1862	0.7117	0.6934	0.7117	0.8436
0.0901	7.2248	1864	0.7028	0.7234	0.7028	0.8383
0.0901	7.2326	1866	0.7019	0.7234	0.7019	0.8378
0.0901	7.2403	1868	0.7123	0.7234	0.7123	0.8440
0.0901	7.2481	1870	0.7193	0.7234	0.7193	0.8481
0.0901	7.2558	1872	0.7070	0.7234	0.7070	0.8408
0.0901	7.2636	1874	0.6824	0.7234	0.6824	0.8261
0.0901	7.2713	1876	0.6740	0.7234	0.6740	0.8210
0.0901	7.2791	1878	0.6779	0.7234	0.6779	0.8233
0.0901	7.2868	1880	0.6885	0.7234	0.6885	0.8298
0.0901	7.2946	1882	0.7049	0.7234	0.7049	0.8396
0.0901	7.3023	1884	0.7330	0.7234	0.7330	0.8562
0.0901	7.3101	1886	0.7684	0.7594	0.7684	0.8766
0.0901	7.3178	1888	0.8300	0.7504	0.8300	0.9110
0.0901	7.3256	1890	0.8616	0.7123	0.8616	0.9282
0.0901	7.3333	1892	0.8632	0.7101	0.8632	0.9291
0.0901	7.3411	1894	0.8378	0.7506	0.8378	0.9153
0.0901	7.3488	1896	0.7887	0.7234	0.7887	0.8881
0.0901	7.3566	1898	0.7383	0.7234	0.7383	0.8592
0.0901	7.3643	1900	0.6848	0.7234	0.6848	0.8275
0.0901	7.3721	1902	0.6565	0.7234	0.6565	0.8102
0.0901	7.3798	1904	0.6401	0.7234	0.6401	0.8001
0.0901	7.3876	1906	0.6340	0.7234	0.6340	0.7963
0.0901	7.3953	1908	0.6335	0.7234	0.6335	0.7959
0.0901	7.4031	1910	0.6436	0.7234	0.6436	0.8023
0.0901	7.4109	1912	0.6636	0.7234	0.6636	0.8146
0.0901	7.4186	1914	0.6928	0.7234	0.6928	0.8323
0.0901	7.4264	1916	0.7158	0.7234	0.7158	0.8460
0.0901	7.4341	1918	0.7280	0.7234	0.7280	0.8533
0.0901	7.4419	1920	0.7196	0.7234	0.7196	0.8483
0.0901	7.4496	1922	0.7172	0.7234	0.7172	0.8469
0.0901	7.4574	1924	0.7104	0.7234	0.7104	0.8429
0.0901	7.4651	1926	0.7190	0.7234	0.7190	0.8479
0.0901	7.4729	1928	0.7166	0.7234	0.7166	0.8465
0.0901	7.4806	1930	0.7039	0.7234	0.7039	0.8390
0.0901	7.4884	1932	0.6849	0.7234	0.6849	0.8276
0.0901	7.4961	1934	0.6699	0.7234	0.6699	0.8185
0.0901	7.5039	1936	0.6639	0.7234	0.6639	0.8148
0.0901	7.5116	1938	0.6644	0.7234	0.6644	0.8151
0.0901	7.5194	1940	0.6757	0.7234	0.6757	0.8220
0.0901	7.5271	1942	0.6852	0.7234	0.6852	0.8277
0.0901	7.5349	1944	0.6941	0.7234	0.6941	0.8331
0.0901	7.5426	1946	0.7134	0.7234	0.7134	0.8446
0.0901	7.5504	1948	0.7312	0.7234	0.7312	0.8551
0.0901	7.5581	1950	0.7592	0.7234	0.7592	0.8713
0.0901	7.5659	1952	0.7882	0.7234	0.7882	0.8878
0.0901	7.5736	1954	0.7990	0.7153	0.7990	0.8939
0.0901	7.5814	1956	0.7837	0.7234	0.7837	0.8853
0.0901	7.5891	1958	0.7553	0.7234	0.7553	0.8691
0.0901	7.5969	1960	0.7430	0.7234	0.7430	0.8620
0.0901	7.6047	1962	0.7503	0.7234	0.7503	0.8662
0.0901	7.6124	1964	0.7521	0.7234	0.7521	0.8673
0.0901	7.6202	1966	0.7581	0.7234	0.7581	0.8707
0.0901	7.6279	1968	0.7469	0.7234	0.7469	0.8642
0.0901	7.6357	1970	0.7208	0.7234	0.7208	0.8490
0.0901	7.6434	1972	0.7048	0.7234	0.7048	0.8395
0.0901	7.6512	1974	0.6853	0.7234	0.6853	0.8278
0.0901	7.6589	1976	0.6770	0.7234	0.6770	0.8228
0.0901	7.6667	1978	0.6788	0.7234	0.6788	0.8239
0.0901	7.6744	1980	0.6773	0.7234	0.6773	0.8230
0.0901	7.6822	1982	0.6813	0.7234	0.6813	0.8254
0.0901	7.6899	1984	0.6799	0.7234	0.6799	0.8246
0.0901	7.6977	1986	0.6817	0.7234	0.6817	0.8257
0.0901	7.7054	1988	0.6800	0.7234	0.6800	0.8246
0.0901	7.7132	1990	0.6850	0.7234	0.6850	0.8276
0.0901	7.7209	1992	0.6849	0.7234	0.6849	0.8276
0.0901	7.7287	1994	0.6815	0.7234	0.6815	0.8255
0.0901	7.7364	1996	0.6915	0.7234	0.6915	0.8315
0.0901	7.7442	1998	0.6972	0.7234	0.6972	0.8350
0.0656	7.7519	2000	0.7045	0.7234	0.7045	0.8394
0.0656	7.7597	2002	0.7006	0.7234	0.7006	0.8370
0.0656	7.7674	2004	0.6933	0.7234	0.6933	0.8326
0.0656	7.7752	2006	0.6773	0.7234	0.6773	0.8230
0.0656	7.7829	2008	0.6590	0.7234	0.6590	0.8118
0.0656	7.7907	2010	0.6470	0.7234	0.6470	0.8043
0.0656	7.7984	2012	0.6449	0.7234	0.6449	0.8030
0.0656	7.8062	2014	0.6454	0.7234	0.6454	0.8034
0.0656	7.8140	2016	0.6514	0.7234	0.6514	0.8071
0.0656	7.8217	2018	0.6562	0.7234	0.6562	0.8101
0.0656	7.8295	2020	0.6658	0.7234	0.6658	0.8160
0.0656	7.8372	2022	0.6715	0.7234	0.6715	0.8195
0.0656	7.8450	2024	0.6671	0.7234	0.6671	0.8168
0.0656	7.8527	2026	0.6540	0.7234	0.6540	0.8087
0.0656	7.8605	2028	0.6391	0.7234	0.6391	0.7994
0.0656	7.8682	2030	0.6349	0.7234	0.6349	0.7968
0.0656	7.8760	2032	0.6361	0.7234	0.6361	0.7975
0.0656	7.8837	2034	0.6386	0.7234	0.6386	0.7991
0.0656	7.8915	2036	0.6433	0.7234	0.6433	0.8021
0.0656	7.8992	2038	0.6612	0.7234	0.6612	0.8132
0.0656	7.9070	2040	0.6675	0.7234	0.6675	0.8170
0.0656	7.9147	2042	0.6781	0.7234	0.6781	0.8234
0.0656	7.9225	2044	0.6888	0.7234	0.6888	0.8300
0.0656	7.9302	2046	0.7023	0.7234	0.7023	0.8380
0.0656	7.9380	2048	0.7134	0.7234	0.7134	0.8446
0.0656	7.9457	2050	0.7139	0.7234	0.7139	0.8449
0.0656	7.9535	2052	0.7161	0.7234	0.7161	0.8462
0.0656	7.9612	2054	0.6972	0.7234	0.6972	0.8350
0.0656	7.9690	2056	0.6788	0.7234	0.6788	0.8239
0.0656	7.9767	2058	0.6694	0.7234	0.6694	0.8182
0.0656	7.9845	2060	0.6706	0.7234	0.6706	0.8189
0.0656	7.9922	2062	0.6775	0.7234	0.6775	0.8231
0.0656	8.0	2064	0.6840	0.7234	0.6840	0.8271
0.0656	8.0078	2066	0.6903	0.7234	0.6903	0.8309
0.0656	8.0155	2068	0.6981	0.7234	0.6981	0.8355
0.0656	8.0233	2070	0.7056	0.7234	0.7056	0.8400
0.0656	8.0310	2072	0.7083	0.7234	0.7083	0.8416
0.0656	8.0388	2074	0.7073	0.7234	0.7073	0.8410
0.0656	8.0465	2076	0.6936	0.7234	0.6936	0.8328
0.0656	8.0543	2078	0.6770	0.7234	0.6770	0.8228
0.0656	8.0620	2080	0.6692	0.7234	0.6692	0.8180
0.0656	8.0698	2082	0.6659	0.7234	0.6659	0.8160
0.0656	8.0775	2084	0.6597	0.7234	0.6597	0.8122
0.0656	8.0853	2086	0.6504	0.7234	0.6504	0.8065
0.0656	8.0930	2088	0.6519	0.7234	0.6519	0.8074
0.0656	8.1008	2090	0.6488	0.7234	0.6488	0.8055
0.0656	8.1085	2092	0.6466	0.7234	0.6466	0.8041
0.0656	8.1163	2094	0.6487	0.7234	0.6487	0.8054
0.0656	8.1240	2096	0.6544	0.7234	0.6544	0.8090
0.0656	8.1318	2098	0.6718	0.7234	0.6718	0.8196
0.0656	8.1395	2100	0.6916	0.7234	0.6916	0.8316
0.0656	8.1473	2102	0.7034	0.7234	0.7034	0.8387
0.0656	8.1550	2104	0.7215	0.7234	0.7215	0.8494
0.0656	8.1628	2106	0.7399	0.7234	0.7399	0.8602
0.0656	8.1705	2108	0.7512	0.7234	0.7512	0.8667
0.0656	8.1783	2110	0.7602	0.7234	0.7602	0.8719
0.0656	8.1860	2112	0.7622	0.7234	0.7622	0.8730
0.0656	8.1938	2114	0.7682	0.7234	0.7682	0.8764
0.0656	8.2016	2116	0.7577	0.7234	0.7577	0.8705
0.0656	8.2093	2118	0.7370	0.7234	0.7370	0.8585
0.0656	8.2171	2120	0.7178	0.7234	0.7178	0.8473
0.0656	8.2248	2122	0.7055	0.7234	0.7055	0.8400
0.0656	8.2326	2124	0.6905	0.7234	0.6905	0.8310
0.0656	8.2403	2126	0.6727	0.7234	0.6727	0.8202
0.0656	8.2481	2128	0.6555	0.7234	0.6555	0.8096
0.0656	8.2558	2130	0.6476	0.7234	0.6476	0.8047
0.0656	8.2636	2132	0.6534	0.7234	0.6534	0.8083
0.0656	8.2713	2134	0.6657	0.7234	0.6657	0.8159
0.0656	8.2791	2136	0.6877	0.7234	0.6877	0.8293
0.0656	8.2868	2138	0.6997	0.7234	0.6997	0.8365
0.0656	8.2946	2140	0.7053	0.7234	0.7053	0.8398
0.0656	8.3023	2142	0.7072	0.7234	0.7072	0.8410
0.0656	8.3101	2144	0.7061	0.7234	0.7061	0.8403
0.0656	8.3178	2146	0.6964	0.7234	0.6964	0.8345
0.0656	8.3256	2148	0.6734	0.7234	0.6734	0.8206
0.0656	8.3333	2150	0.6476	0.7234	0.6476	0.8047
0.0656	8.3411	2152	0.6271	0.7234	0.6271	0.7919
0.0656	8.3488	2154	0.6109	0.7234	0.6109	0.7816
0.0656	8.3566	2156	0.6024	0.7234	0.6024	0.7761
0.0656	8.3643	2158	0.6005	0.7053	0.6005	0.7749
0.0656	8.3721	2160	0.6022	0.7053	0.6022	0.7760
0.0656	8.3798	2162	0.6056	0.7053	0.6056	0.7782
0.0656	8.3876	2164	0.6123	0.7234	0.6123	0.7825
0.0656	8.3953	2166	0.6260	0.7234	0.6260	0.7912
0.0656	8.4031	2168	0.6435	0.7234	0.6435	0.8022
0.0656	8.4109	2170	0.6593	0.7234	0.6593	0.8120
0.0656	8.4186	2172	0.6690	0.7234	0.6690	0.8180
0.0656	8.4264	2174	0.6728	0.7234	0.6728	0.8202
0.0656	8.4341	2176	0.6862	0.7234	0.6862	0.8284
0.0656	8.4419	2178	0.6990	0.7234	0.6990	0.8360
0.0656	8.4496	2180	0.7043	0.7234	0.7043	0.8392
0.0656	8.4574	2182	0.7038	0.7234	0.7038	0.8389
0.0656	8.4651	2184	0.6974	0.7513	0.6974	0.8351
0.0656	8.4729	2186	0.6825	0.7513	0.6825	0.8261
0.0656	8.4806	2188	0.6779	0.7234	0.6779	0.8234
0.0656	8.4884	2190	0.6767	0.7234	0.6767	0.8226
0.0656	8.4961	2192	0.6861	0.7234	0.6861	0.8283
0.0656	8.5039	2194	0.6984	0.7234	0.6984	0.8357
0.0656	8.5116	2196	0.7106	0.7234	0.7106	0.8430
0.0656	8.5194	2198	0.7163	0.7234	0.7163	0.8464
0.0656	8.5271	2200	0.7187	0.7234	0.7187	0.8477
0.0656	8.5349	2202	0.7181	0.7234	0.7181	0.8474
0.0656	8.5426	2204	0.7124	0.7234	0.7124	0.8440
0.0656	8.5504	2206	0.6990	0.7234	0.6990	0.8360
0.0656	8.5581	2208	0.6888	0.7234	0.6888	0.8299
0.0656	8.5659	2210	0.6759	0.7234	0.6759	0.8221
0.0656	8.5736	2212	0.6720	0.7234	0.6720	0.8197
0.0656	8.5814	2214	0.6793	0.7234	0.6793	0.8242
0.0656	8.5891	2216	0.6867	0.7234	0.6867	0.8287
0.0656	8.5969	2218	0.6926	0.7234	0.6926	0.8322
0.0656	8.6047	2220	0.7008	0.7234	0.7008	0.8371
0.0656	8.6124	2222	0.7019	0.7234	0.7019	0.8378
0.0656	8.6202	2224	0.7049	0.7234	0.7049	0.8396
0.0656	8.6279	2226	0.6932	0.7234	0.6932	0.8326
0.0656	8.6357	2228	0.6861	0.7234	0.6861	0.8283
0.0656	8.6434	2230	0.6845	0.7234	0.6845	0.8273
0.0656	8.6512	2232	0.6846	0.7234	0.6846	0.8274
0.0656	8.6589	2234	0.6855	0.7234	0.6855	0.8279
0.0656	8.6667	2236	0.6875	0.7234	0.6875	0.8291
0.0656	8.6744	2238	0.6935	0.7234	0.6935	0.8328
0.0656	8.6822	2240	0.7066	0.7234	0.7066	0.8406
0.0656	8.6899	2242	0.7213	0.7234	0.7213	0.8493
0.0656	8.6977	2244	0.7308	0.7234	0.7308	0.8549
0.0656	8.7054	2246	0.7308	0.7234	0.7308	0.8549
0.0656	8.7132	2248	0.7395	0.7234	0.7395	0.8599
0.0656	8.7209	2250	0.7485	0.7234	0.7485	0.8652
0.0656	8.7287	2252	0.7466	0.7234	0.7466	0.8640
0.0656	8.7364	2254	0.7441	0.7234	0.7441	0.8626
0.0656	8.7442	2256	0.7389	0.7234	0.7389	0.8596
0.0656	8.7519	2258	0.7324	0.7234	0.7324	0.8558
0.0656	8.7597	2260	0.7267	0.7234	0.7267	0.8525
0.0656	8.7674	2262	0.7229	0.7234	0.7229	0.8502
0.0656	8.7752	2264	0.7091	0.7234	0.7091	0.8421
0.0656	8.7829	2266	0.6939	0.7234	0.6939	0.8330
0.0656	8.7907	2268	0.6832	0.7234	0.6832	0.8266
0.0656	8.7984	2270	0.6776	0.7234	0.6776	0.8231
0.0656	8.8062	2272	0.6710	0.7234	0.6710	0.8191
0.0656	8.8140	2274	0.6673	0.7234	0.6673	0.8169
0.0656	8.8217	2276	0.6677	0.7234	0.6677	0.8171
0.0656	8.8295	2278	0.6720	0.7234	0.6720	0.8198
0.0656	8.8372	2280	0.6787	0.7234	0.6787	0.8238
0.0656	8.8450	2282	0.6843	0.7234	0.6843	0.8272
0.0656	8.8527	2284	0.6871	0.7234	0.6871	0.8289
0.0656	8.8605	2286	0.6885	0.7234	0.6885	0.8297
0.0656	8.8682	2288	0.6928	0.7234	0.6928	0.8324
0.0656	8.8760	2290	0.6961	0.7234	0.6961	0.8344
0.0656	8.8837	2292	0.7018	0.7234	0.7018	0.8377
0.0656	8.8915	2294	0.7020	0.7234	0.7020	0.8378
0.0656	8.8992	2296	0.6994	0.7234	0.6994	0.8363
0.0656	8.9070	2298	0.7064	0.7234	0.7064	0.8405
0.0656	8.9147	2300	0.7151	0.7234	0.7151	0.8456
0.0656	8.9225	2302	0.7235	0.7234	0.7235	0.8506
0.0656	8.9302	2304	0.7367	0.7234	0.7367	0.8583
0.0656	8.9380	2306	0.7525	0.7234	0.7525	0.8675
0.0656	8.9457	2308	0.7629	0.7234	0.7629	0.8735
0.0656	8.9535	2310	0.7683	0.7234	0.7683	0.8765
0.0656	8.9612	2312	0.7688	0.7234	0.7688	0.8768
0.0656	8.9690	2314	0.7668	0.7234	0.7668	0.8757
0.0656	8.9767	2316	0.7642	0.7234	0.7642	0.8742
0.0656	8.9845	2318	0.7606	0.7234	0.7606	0.8722
0.0656	8.9922	2320	0.7571	0.7234	0.7571	0.8701
0.0656	9.0	2322	0.7556	0.7234	0.7556	0.8693
0.0656	9.0078	2324	0.7545	0.7234	0.7545	0.8686
0.0656	9.0155	2326	0.7463	0.7234	0.7463	0.8639
0.0656	9.0233	2328	0.7382	0.7234	0.7382	0.8592
0.0656	9.0310	2330	0.7275	0.7234	0.7275	0.8529
0.0656	9.0388	2332	0.7126	0.7234	0.7126	0.8441
0.0656	9.0465	2334	0.7010	0.7234	0.7010	0.8373
0.0656	9.0543	2336	0.6935	0.7234	0.6935	0.8327
0.0656	9.0620	2338	0.6937	0.7513	0.6937	0.8329
0.0656	9.0698	2340	0.6983	0.7234	0.6983	0.8356
0.0656	9.0775	2342	0.7036	0.7234	0.7036	0.8388
0.0656	9.0853	2344	0.7132	0.7234	0.7132	0.8445
0.0656	9.0930	2346	0.7199	0.7234	0.7199	0.8485
0.0656	9.1008	2348	0.7301	0.7234	0.7301	0.8544
0.0656	9.1085	2350	0.7344	0.7234	0.7344	0.8570
0.0656	9.1163	2352	0.7358	0.7234	0.7358	0.8578
0.0656	9.1240	2354	0.7369	0.7234	0.7369	0.8585
0.0656	9.1318	2356	0.7315	0.7234	0.7315	0.8553
0.0656	9.1395	2358	0.7236	0.7234	0.7236	0.8507
0.0656	9.1473	2360	0.7192	0.7234	0.7192	0.8481
0.0656	9.1550	2362	0.7198	0.7234	0.7198	0.8484
0.0656	9.1628	2364	0.7186	0.7234	0.7186	0.8477
0.0656	9.1705	2366	0.7123	0.7234	0.7123	0.8440
0.0656	9.1783	2368	0.7064	0.7234	0.7064	0.8405
0.0656	9.1860	2370	0.7013	0.7234	0.7013	0.8374
0.0656	9.1938	2372	0.6983	0.7234	0.6983	0.8357
0.0656	9.2016	2374	0.7009	0.7234	0.7009	0.8372
0.0656	9.2093	2376	0.7061	0.7234	0.7061	0.8403
0.0656	9.2171	2378	0.7099	0.7234	0.7099	0.8426
0.0656	9.2248	2380	0.7089	0.7234	0.7089	0.8420
0.0656	9.2326	2382	0.7103	0.7234	0.7103	0.8428
0.0656	9.2403	2384	0.7148	0.7234	0.7148	0.8455
0.0656	9.2481	2386	0.7182	0.7234	0.7182	0.8475
0.0656	9.2558	2388	0.7197	0.7234	0.7197	0.8483
0.0656	9.2636	2390	0.7205	0.7234	0.7205	0.8488
0.0656	9.2713	2392	0.7177	0.7234	0.7177	0.8472
0.0656	9.2791	2394	0.7100	0.7234	0.7100	0.8426
0.0656	9.2868	2396	0.7043	0.7234	0.7043	0.8392
0.0656	9.2946	2398	0.7035	0.7234	0.7035	0.8388
0.0656	9.3023	2400	0.7031	0.7234	0.7031	0.8385
0.0656	9.3101	2402	0.7046	0.7234	0.7046	0.8394
0.0656	9.3178	2404	0.7075	0.7234	0.7075	0.8412
0.0656	9.3256	2406	0.7108	0.7234	0.7108	0.8431
0.0656	9.3333	2408	0.7161	0.7234	0.7161	0.8462
0.0656	9.3411	2410	0.7155	0.7234	0.7155	0.8458
0.0656	9.3488	2412	0.7091	0.7234	0.7091	0.8421
0.0656	9.3566	2414	0.7017	0.7234	0.7017	0.8377
0.0656	9.3643	2416	0.6968	0.7234	0.6968	0.8347
0.0656	9.3721	2418	0.6913	0.7234	0.6913	0.8314
0.0656	9.3798	2420	0.6920	0.7234	0.6920	0.8318
0.0656	9.3876	2422	0.6929	0.7234	0.6929	0.8324
0.0656	9.3953	2424	0.6911	0.7234	0.6911	0.8313
0.0656	9.4031	2426	0.6894	0.7234	0.6894	0.8303
0.0656	9.4109	2428	0.6874	0.7234	0.6874	0.8291
0.0656	9.4186	2430	0.6853	0.7234	0.6853	0.8278
0.0656	9.4264	2432	0.6848	0.7234	0.6848	0.8275
0.0656	9.4341	2434	0.6860	0.7234	0.6860	0.8282
0.0656	9.4419	2436	0.6885	0.7234	0.6885	0.8297
0.0656	9.4496	2438	0.6886	0.7234	0.6886	0.8298
0.0656	9.4574	2440	0.6873	0.7234	0.6873	0.8290
0.0656	9.4651	2442	0.6892	0.7234	0.6892	0.8302
0.0656	9.4729	2444	0.6935	0.7234	0.6935	0.8327
0.0656	9.4806	2446	0.6967	0.7234	0.6967	0.8347
0.0656	9.4884	2448	0.6970	0.7234	0.6970	0.8349
0.0656	9.4961	2450	0.6973	0.7234	0.6973	0.8351
0.0656	9.5039	2452	0.6962	0.7234	0.6962	0.8344
0.0656	9.5116	2454	0.6976	0.7234	0.6976	0.8352
0.0656	9.5194	2456	0.7010	0.7234	0.7010	0.8372
0.0656	9.5271	2458	0.7030	0.7234	0.7030	0.8384
0.0656	9.5349	2460	0.7032	0.7234	0.7032	0.8386
0.0656	9.5426	2462	0.7048	0.7234	0.7048	0.8395
0.0656	9.5504	2464	0.7042	0.7234	0.7042	0.8392
0.0656	9.5581	2466	0.7052	0.7234	0.7052	0.8398
0.0656	9.5659	2468	0.7051	0.7234	0.7051	0.8397
0.0656	9.5736	2470	0.7039	0.7234	0.7039	0.8390
0.0656	9.5814	2472	0.7038	0.7234	0.7038	0.8390
0.0656	9.5891	2474	0.7042	0.7234	0.7042	0.8392
0.0656	9.5969	2476	0.7071	0.7234	0.7071	0.8409
0.0656	9.6047	2478	0.7111	0.7234	0.7111	0.8433
0.0656	9.6124	2480	0.7146	0.7234	0.7146	0.8453
0.0656	9.6202	2482	0.7161	0.7234	0.7161	0.8462
0.0656	9.6279	2484	0.7166	0.7234	0.7166	0.8465
0.0656	9.6357	2486	0.7149	0.7234	0.7149	0.8455
0.0656	9.6434	2488	0.7164	0.7234	0.7164	0.8464
0.0656	9.6512	2490	0.7182	0.7234	0.7182	0.8474
0.0656	9.6589	2492	0.7201	0.7234	0.7201	0.8486
0.0656	9.6667	2494	0.7206	0.7234	0.7206	0.8489
0.0656	9.6744	2496	0.7215	0.7234	0.7215	0.8494
0.0656	9.6822	2498	0.7225	0.7234	0.7225	0.8500
0.0481	9.6899	2500	0.7235	0.7234	0.7235	0.8506
0.0481	9.6977	2502	0.7251	0.7234	0.7251	0.8515

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