ArabicNewSplits_FineTuningAraBERT_AugV5_k40_task1_organization_fold1

MayBashendy/ArabicNewSplits_FineTuningAraBERT_AugV5_k40_task1_organization_fold1

ArabicNewSplits_FineTuningAraBERT_AugV5_k40_task1_organization_fold1 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. --

Downloads · 30 days

19% of all-time downloads

All-time downloads

Public

Parameters

135M

2.2 GB on disk

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.safetensors541 MB · 100%

At a glance

Task: Text Classification
Library: transformers
Model type: bert
Access: Public
Created: Nov 26, 2024
Updated: Nov 26, 2024
SHA: 77520a55

Try a prompt

Base models

aubmindlab/bert-base-arabertv02

Model card

From the Hugging Face model README

ArabicNewSplits_FineTuningAraBERT_AugV5_k40_task1_organization_fold1

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: 0.9985
Qwk: 0.5346
Mse: 0.9985
Rmse: 0.9992

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	0.0110	2	5.1655	-0.0376	5.1655	2.2728
No log	0.0220	4	3.2572	0.0	3.2572	1.8048
No log	0.0330	6	2.3901	0.0575	2.3901	1.5460
No log	0.0440	8	1.9401	0.1553	1.9401	1.3929
No log	0.0549	10	1.9423	0.0171	1.9423	1.3937
No log	0.0659	12	2.3048	0.0003	2.3048	1.5182
No log	0.0769	14	2.0722	-0.0139	2.0722	1.4395
No log	0.0879	16	1.6819	-0.1242	1.6819	1.2969
No log	0.0989	18	1.2115	0.0905	1.2115	1.1007
No log	0.1099	20	1.2085	-0.0166	1.2085	1.0993
No log	0.1209	22	1.4752	0.0061	1.4752	1.2146
No log	0.1319	24	1.5918	0.0154	1.5918	1.2617
No log	0.1429	26	1.5632	0.0154	1.5632	1.2503
No log	0.1538	28	1.5627	-0.0191	1.5627	1.2501
No log	0.1648	30	1.8761	-0.0116	1.8761	1.3697
No log	0.1758	32	1.9173	0.0476	1.9173	1.3847
No log	0.1868	34	1.7615	0.0968	1.7615	1.3272
No log	0.1978	36	1.5167	0.0657	1.5167	1.2315
No log	0.2088	38	1.4620	0.0336	1.4620	1.2091
No log	0.2198	40	1.5613	0.0336	1.5613	1.2495
No log	0.2308	42	1.5939	0.0	1.5939	1.2625
No log	0.2418	44	1.4700	0.0	1.4700	1.2124
No log	0.2527	46	1.4660	0.0	1.4660	1.2108
No log	0.2637	48	1.4855	0.0	1.4855	1.2188
No log	0.2747	50	1.4379	0.0	1.4379	1.1991
No log	0.2857	52	1.3790	0.0	1.3790	1.1743
No log	0.2967	54	1.3706	0.0	1.3706	1.1707
No log	0.3077	56	1.3471	0.0	1.3471	1.1607
No log	0.3187	58	1.2049	0.0	1.2049	1.0977
No log	0.3297	60	1.0564	0.0379	1.0564	1.0278
No log	0.3407	62	1.0993	0.0	1.0993	1.0485
No log	0.3516	64	1.3467	0.0657	1.3467	1.1605
No log	0.3626	66	1.8117	0.0560	1.8117	1.3460
No log	0.3736	68	2.5454	-0.0465	2.5454	1.5954
No log	0.3846	70	2.4467	-0.0457	2.4467	1.5642
No log	0.3956	72	1.7654	0.1133	1.7654	1.3287
No log	0.4066	74	1.2248	0.2595	1.2248	1.1067
No log	0.4176	76	1.1512	0.2240	1.1512	1.0729
No log	0.4286	78	1.2879	0.2171	1.2879	1.1349
No log	0.4396	80	1.5062	0.2711	1.5062	1.2273
No log	0.4505	82	1.6959	0.2225	1.6959	1.3023
No log	0.4615	84	1.5872	0.1959	1.5872	1.2598
No log	0.4725	86	1.3309	0.1821	1.3309	1.1537
No log	0.4835	88	1.1661	0.1191	1.1661	1.0799
No log	0.4945	90	1.1382	0.0	1.1382	1.0669
No log	0.5055	92	1.0406	0.0	1.0406	1.0201
No log	0.5165	94	1.0234	0.0379	1.0234	1.0116
No log	0.5275	96	1.0231	0.0517	1.0231	1.0115
No log	0.5385	98	1.0183	0.0517	1.0183	1.0091
No log	0.5495	100	1.1988	0.0	1.1988	1.0949
No log	0.5604	102	1.3777	0.0	1.3777	1.1738
No log	0.5714	104	1.5754	0.0336	1.5754	1.2552
No log	0.5824	106	1.6881	0.0657	1.6881	1.2993
No log	0.5934	108	1.6523	0.0965	1.6523	1.2854
No log	0.6044	110	1.5247	0.0336	1.5247	1.2348
No log	0.6154	112	1.3505	0.0336	1.3505	1.1621
No log	0.6264	114	1.2384	0.0336	1.2384	1.1129
No log	0.6374	116	1.1847	0.0840	1.1847	1.0885
No log	0.6484	118	1.0831	0.1208	1.0831	1.0407
No log	0.6593	120	1.0103	0.2149	1.0103	1.0052
No log	0.6703	122	0.9931	0.2149	0.9931	0.9965
No log	0.6813	124	0.9662	0.3020	0.9662	0.9830
No log	0.6923	126	0.9319	0.4116	0.9319	0.9654
No log	0.7033	128	0.9689	0.1777	0.9689	0.9843
No log	0.7143	130	1.0381	0.0894	1.0381	1.0189
No log	0.7253	132	1.1278	0.0	1.1278	1.0620
No log	0.7363	134	1.1428	0.0336	1.1428	1.0690
No log	0.7473	136	1.1472	0.0657	1.1472	1.0711
No log	0.7582	138	1.1501	0.0657	1.1501	1.0724
No log	0.7692	140	1.1553	0.0657	1.1553	1.0749
No log	0.7802	142	1.1644	0.1798	1.1644	1.0791
No log	0.7912	144	1.0462	0.1868	1.0462	1.0228
No log	0.8022	146	0.8686	0.4606	0.8686	0.9320
No log	0.8132	148	0.8550	0.4606	0.8550	0.9247
No log	0.8242	150	0.9131	0.4136	0.9131	0.9556
No log	0.8352	152	1.0135	0.2366	1.0135	1.0067
No log	0.8462	154	1.0073	0.2581	1.0073	1.0037
No log	0.8571	156	1.1098	0.2634	1.1098	1.0535
No log	0.8681	158	0.9560	0.3216	0.9560	0.9778
No log	0.8791	160	0.8540	0.3514	0.8540	0.9241
No log	0.8901	162	0.9157	0.3208	0.9157	0.9569
No log	0.9011	164	0.8458	0.4145	0.8458	0.9197
No log	0.9121	166	0.9376	0.2488	0.9376	0.9683
No log	0.9231	168	1.0800	0.1838	1.0800	1.0392
No log	0.9341	170	1.1045	0.1473	1.1045	1.0509
No log	0.9451	172	0.9652	0.2744	0.9652	0.9825
No log	0.9560	174	0.9416	0.3639	0.9416	0.9704
No log	0.9670	176	1.2636	0.1485	1.2636	1.1241
No log	0.9780	178	1.5074	0.0545	1.5074	1.2278
No log	0.9890	180	1.3524	0.1975	1.3524	1.1629
No log	1.0	182	1.1848	0.3040	1.1848	1.0885
No log	1.0110	184	1.0459	0.4191	1.0459	1.0227
No log	1.0220	186	0.9487	0.4450	0.9487	0.9740
No log	1.0330	188	0.9315	0.4525	0.9315	0.9651
No log	1.0440	190	0.9109	0.4294	0.9109	0.9544
No log	1.0549	192	0.9702	0.4379	0.9702	0.9850
No log	1.0659	194	1.1105	0.3839	1.1105	1.0538
No log	1.0769	196	1.1142	0.3559	1.1142	1.0555
No log	1.0879	198	0.9301	0.3832	0.9301	0.9644
No log	1.0989	200	0.9312	0.4084	0.9312	0.9650
No log	1.1099	202	0.9488	0.4036	0.9488	0.9740
No log	1.1209	204	1.0467	0.3993	1.0467	1.0231
No log	1.1319	206	1.2792	0.3827	1.2792	1.1310
No log	1.1429	208	1.4601	0.2467	1.4601	1.2084
No log	1.1538	210	1.3926	0.2104	1.3926	1.1801
No log	1.1648	212	1.3129	0.2473	1.3129	1.1458
No log	1.1758	214	1.2590	0.2537	1.2590	1.1221
No log	1.1868	216	1.1954	0.2798	1.1954	1.0933
No log	1.1978	218	1.2028	0.2978	1.2028	1.0967
No log	1.2088	220	1.2784	0.3051	1.2784	1.1307
No log	1.2198	222	1.3292	0.2852	1.3292	1.1529
No log	1.2308	224	1.1895	0.3090	1.1895	1.0907
No log	1.2418	226	1.1115	0.3263	1.1115	1.0543
No log	1.2527	228	1.1712	0.3149	1.1712	1.0822
No log	1.2637	230	1.1944	0.3054	1.1944	1.0929
No log	1.2747	232	1.2617	0.2005	1.2617	1.1233
No log	1.2857	234	1.3843	0.2777	1.3843	1.1766
No log	1.2967	236	1.4371	0.3327	1.4371	1.1988
No log	1.3077	238	1.3668	0.3066	1.3668	1.1691
No log	1.3187	240	1.2949	0.2896	1.2949	1.1379
No log	1.3297	242	1.2383	0.2534	1.2383	1.1128
No log	1.3407	244	1.2003	0.3063	1.2003	1.0956
No log	1.3516	246	1.0569	0.2991	1.0569	1.0281
No log	1.3626	248	1.0069	0.3299	1.0069	1.0035
No log	1.3736	250	0.9711	0.2913	0.9711	0.9855
No log	1.3846	252	0.9739	0.3512	0.9739	0.9869
No log	1.3956	254	1.0030	0.3704	1.0030	1.0015
No log	1.4066	256	0.9444	0.3888	0.9444	0.9718
No log	1.4176	258	0.8807	0.3930	0.8807	0.9384
No log	1.4286	260	0.8581	0.4331	0.8581	0.9263
No log	1.4396	262	0.8859	0.4199	0.8859	0.9412
No log	1.4505	264	0.9408	0.3999	0.9408	0.9699
No log	1.4615	266	0.9057	0.4255	0.9057	0.9517
No log	1.4725	268	0.8891	0.4261	0.8891	0.9429
No log	1.4835	270	0.8844	0.4284	0.8844	0.9404
No log	1.4945	272	0.9474	0.4092	0.9474	0.9734
No log	1.5055	274	0.9604	0.4170	0.9604	0.9800
No log	1.5165	276	0.8279	0.4140	0.8279	0.9099
No log	1.5275	278	0.7827	0.3780	0.7827	0.8847
No log	1.5385	280	0.7974	0.3906	0.7974	0.8930
No log	1.5495	282	0.8331	0.3299	0.8331	0.9128
No log	1.5604	284	0.8083	0.3698	0.8083	0.8991
No log	1.5714	286	0.8122	0.3963	0.8122	0.9012
No log	1.5824	288	0.9575	0.3781	0.9575	0.9785
No log	1.5934	290	1.0990	0.3780	1.0990	1.0483
No log	1.6044	292	1.0687	0.3652	1.0687	1.0338
No log	1.6154	294	0.9230	0.4318	0.9230	0.9607
No log	1.6264	296	0.8405	0.4543	0.8405	0.9168
No log	1.6374	298	0.8308	0.4543	0.8308	0.9115
No log	1.6484	300	0.8582	0.4379	0.8582	0.9264
No log	1.6593	302	0.9695	0.4693	0.9695	0.9846
No log	1.6703	304	1.1875	0.4084	1.1875	1.0897
No log	1.6813	306	1.2292	0.3859	1.2292	1.1087
No log	1.6923	308	1.0379	0.4388	1.0379	1.0188
No log	1.7033	310	0.8637	0.5512	0.8637	0.9293
No log	1.7143	312	0.7856	0.5325	0.7856	0.8863
No log	1.7253	314	0.7784	0.4957	0.7784	0.8822
No log	1.7363	316	0.8164	0.5352	0.8164	0.9035
No log	1.7473	318	0.8749	0.5220	0.8749	0.9354
No log	1.7582	320	1.0561	0.4725	1.0561	1.0277
No log	1.7692	322	1.1992	0.4390	1.1992	1.0951
No log	1.7802	324	1.1184	0.4512	1.1184	1.0575
No log	1.7912	326	0.8985	0.4547	0.8985	0.9479
No log	1.8022	328	0.7804	0.5106	0.7804	0.8834
No log	1.8132	330	0.7525	0.4542	0.7525	0.8675
No log	1.8242	332	0.7242	0.4931	0.7242	0.8510
No log	1.8352	334	0.7503	0.4542	0.7503	0.8662
No log	1.8462	336	0.8399	0.4809	0.8399	0.9164
No log	1.8571	338	1.0074	0.3809	1.0074	1.0037
No log	1.8681	340	1.0869	0.4216	1.0869	1.0425
No log	1.8791	342	0.9747	0.4138	0.9747	0.9873
No log	1.8901	344	0.8071	0.4920	0.8071	0.8984
No log	1.9011	346	0.7365	0.4636	0.7365	0.8582
No log	1.9121	348	0.7218	0.4636	0.7218	0.8496
No log	1.9231	350	0.7192	0.4636	0.7192	0.8480
No log	1.9341	352	0.7220	0.4409	0.7220	0.8497
No log	1.9451	354	0.7594	0.4558	0.7594	0.8714
No log	1.9560	356	0.7873	0.4576	0.7873	0.8873
No log	1.9670	358	0.7867	0.4321	0.7867	0.8870
No log	1.9780	360	0.7842	0.4202	0.7842	0.8855
No log	1.9890	362	0.8199	0.4558	0.8199	0.9055
No log	2.0	364	0.8847	0.4272	0.8847	0.9406
No log	2.0110	366	0.9496	0.3273	0.9496	0.9745
No log	2.0220	368	1.0269	0.3510	1.0269	1.0134
No log	2.0330	370	1.1379	0.3602	1.1379	1.0667
No log	2.0440	372	1.1418	0.3455	1.1418	1.0686
No log	2.0549	374	1.0783	0.3548	1.0783	1.0384
No log	2.0659	376	1.1953	0.3654	1.1953	1.0933
No log	2.0769	378	1.2747	0.4112	1.2747	1.1290
No log	2.0879	380	1.2631	0.3931	1.2631	1.1239
No log	2.0989	382	1.1885	0.3592	1.1885	1.0902
No log	2.1099	384	1.0014	0.3336	1.0014	1.0007
No log	2.1209	386	0.8513	0.4541	0.8513	0.9227
No log	2.1319	388	0.8031	0.4620	0.8031	0.8962
No log	2.1429	390	0.8073	0.4294	0.8073	0.8985
No log	2.1538	392	0.8054	0.4406	0.8054	0.8974
No log	2.1648	394	0.8607	0.4192	0.8607	0.9277
No log	2.1758	396	1.0101	0.4239	1.0101	1.0050
No log	2.1868	398	1.0878	0.4689	1.0878	1.0430
No log	2.1978	400	1.0031	0.5057	1.0031	1.0015
No log	2.2088	402	1.0077	0.4820	1.0077	1.0038
No log	2.2198	404	1.0682	0.4757	1.0682	1.0335
No log	2.2308	406	0.9737	0.4023	0.9737	0.9868
No log	2.2418	408	0.8327	0.4502	0.8327	0.9125
No log	2.2527	410	0.8077	0.4880	0.8077	0.8987
No log	2.2637	412	0.8690	0.3950	0.8690	0.9322
No log	2.2747	414	0.9995	0.4014	0.9995	0.9998
No log	2.2857	416	1.0651	0.4497	1.0651	1.0320
No log	2.2967	418	0.9585	0.4014	0.9585	0.9790
No log	2.3077	420	0.8801	0.4465	0.8801	0.9381
No log	2.3187	422	0.8636	0.4446	0.8636	0.9293
No log	2.3297	424	0.7995	0.4482	0.7995	0.8941
No log	2.3407	426	0.7712	0.4463	0.7712	0.8782
No log	2.3516	428	0.7773	0.4809	0.7773	0.8816
No log	2.3626	430	0.7687	0.4701	0.7687	0.8768
No log	2.3736	432	0.7955	0.4701	0.7955	0.8919
No log	2.3846	434	0.8716	0.5126	0.8716	0.9336
No log	2.3956	436	0.9091	0.4743	0.9091	0.9535
No log	2.4066	438	0.8794	0.4609	0.8794	0.9378
No log	2.4176	440	0.8988	0.4318	0.8988	0.9480
No log	2.4286	442	0.9493	0.4551	0.9493	0.9743
No log	2.4396	444	0.8818	0.4609	0.8818	0.9390
No log	2.4505	446	0.8029	0.4463	0.8029	0.8960
No log	2.4615	448	0.7913	0.4442	0.7913	0.8896
No log	2.4725	450	0.8291	0.4703	0.8291	0.9105
No log	2.4835	452	0.8851	0.4926	0.8851	0.9408
No log	2.4945	454	1.0222	0.4682	1.0222	1.0110
No log	2.5055	456	1.0778	0.4512	1.0778	1.0382
No log	2.5165	458	1.0613	0.5035	1.0613	1.0302
No log	2.5275	460	0.9661	0.5334	0.9661	0.9829
No log	2.5385	462	0.9208	0.5167	0.9208	0.9596
No log	2.5495	464	0.8724	0.4857	0.8724	0.9340
No log	2.5604	466	0.8093	0.4926	0.8093	0.8996
No log	2.5714	468	0.7541	0.4501	0.7541	0.8684
No log	2.5824	470	0.7451	0.4482	0.7451	0.8632
No log	2.5934	472	0.7330	0.4576	0.7330	0.8562
No log	2.6044	474	0.7438	0.4576	0.7438	0.8624
No log	2.6154	476	0.8193	0.4934	0.8193	0.9052
No log	2.6264	478	0.8425	0.4934	0.8425	0.9179
No log	2.6374	480	0.7696	0.4993	0.7696	0.8773
No log	2.6484	482	0.7133	0.5441	0.7133	0.8446
No log	2.6593	484	0.7023	0.5309	0.7023	0.8381
No log	2.6703	486	0.7087	0.4949	0.7087	0.8419
No log	2.6813	488	0.7110	0.5251	0.7110	0.8432
No log	2.6923	490	0.7017	0.5416	0.7017	0.8377
No log	2.7033	492	0.7827	0.4593	0.7827	0.8847
No log	2.7143	494	0.9569	0.4352	0.9569	0.9782
No log	2.7253	496	1.1102	0.4260	1.1102	1.0537
No log	2.7363	498	1.0827	0.4399	1.0827	1.0406
0.5307	2.7473	500	1.0164	0.5163	1.0164	1.0082
0.5307	2.7582	502	0.9476	0.4756	0.9476	0.9734
0.5307	2.7692	504	0.8705	0.4318	0.8705	0.9330
0.5307	2.7802	506	0.8216	0.4482	0.8216	0.9064
0.5307	2.7912	508	0.8239	0.4593	0.8239	0.9077
0.5307	2.8022	510	0.8673	0.4743	0.8673	0.9313
0.5307	2.8132	512	0.9522	0.4356	0.9522	0.9758
0.5307	2.8242	514	0.9749	0.5	0.9749	0.9874
0.5307	2.8352	516	0.8735	0.5042	0.8735	0.9346
0.5307	2.8462	518	0.8002	0.5097	0.8002	0.8945
0.5307	2.8571	520	0.8037	0.5626	0.8037	0.8965
0.5307	2.8681	522	0.8653	0.5540	0.8653	0.9302
0.5307	2.8791	524	0.8911	0.5298	0.8911	0.9440
0.5307	2.8901	526	1.0163	0.4604	1.0163	1.0081
0.5307	2.9011	528	0.9925	0.4424	0.9925	0.9962
0.5307	2.9121	530	0.9704	0.4237	0.9704	0.9851
0.5307	2.9231	532	0.8904	0.3650	0.8904	0.9436
0.5307	2.9341	534	0.8715	0.4028	0.8715	0.9335
0.5307	2.9451	536	0.8858	0.4100	0.8858	0.9412
0.5307	2.9560	538	0.9108	0.4413	0.9108	0.9544
0.5307	2.9670	540	1.0522	0.4617	1.0522	1.0257
0.5307	2.9780	542	1.0923	0.4665	1.0923	1.0451
0.5307	2.9890	544	1.0351	0.4486	1.0351	1.0174
0.5307	3.0	546	0.9027	0.5401	0.9027	0.9501
0.5307	3.0110	548	0.7949	0.5092	0.7949	0.8916
0.5307	3.0220	550	0.7941	0.5392	0.7941	0.8911
0.5307	3.0330	552	0.8496	0.5661	0.8496	0.9217
0.5307	3.0440	554	0.8524	0.5214	0.8524	0.9233
0.5307	3.0549	556	0.9114	0.5139	0.9114	0.9547
0.5307	3.0659	558	0.9564	0.4531	0.9564	0.9780
0.5307	3.0769	560	1.0179	0.4668	1.0179	1.0089
0.5307	3.0879	562	0.9688	0.4890	0.9688	0.9843
0.5307	3.0989	564	0.9714	0.4180	0.9714	0.9856
0.5307	3.1099	566	0.9051	0.4610	0.9051	0.9513
0.5307	3.1209	568	0.8972	0.4703	0.8972	0.9472
0.5307	3.1319	570	0.9509	0.4313	0.9509	0.9751
0.5307	3.1429	572	0.9810	0.4899	0.9810	0.9904
0.5307	3.1538	574	1.0073	0.4576	1.0073	1.0036
0.5307	3.1648	576	1.0724	0.4365	1.0724	1.0356
0.5307	3.1758	578	1.0174	0.4576	1.0174	1.0087
0.5307	3.1868	580	1.0073	0.4576	1.0073	1.0036
0.5307	3.1978	582	0.9372	0.4943	0.9372	0.9681
0.5307	3.2088	584	0.9020	0.5016	0.9020	0.9497
0.5307	3.2198	586	0.8907	0.5016	0.8907	0.9438
0.5307	3.2308	588	1.0118	0.4497	1.0118	1.0059
0.5307	3.2418	590	1.0885	0.4542	1.0885	1.0433
0.5307	3.2527	592	1.0493	0.4513	1.0493	1.0244
0.5307	3.2637	594	1.0716	0.4513	1.0716	1.0352
0.5307	3.2747	596	1.0072	0.4737	1.0072	1.0036
0.5307	3.2857	598	0.8927	0.4268	0.8927	0.9448
0.5307	3.2967	600	0.7889	0.4576	0.7889	0.8882
0.5307	3.3077	602	0.7717	0.4764	0.7717	0.8785
0.5307	3.3187	604	0.8345	0.5211	0.8345	0.9135
0.5307	3.3297	606	0.9409	0.4915	0.9409	0.9700
0.5307	3.3407	608	1.0513	0.5111	1.0513	1.0253
0.5307	3.3516	610	1.0675	0.4815	1.0675	1.0332
0.5307	3.3626	612	0.9755	0.5154	0.9755	0.9877
0.5307	3.3736	614	1.0189	0.4473	1.0189	1.0094
0.5307	3.3846	616	1.1543	0.4231	1.1543	1.0744
0.5307	3.3956	618	1.2159	0.4046	1.2159	1.1027
0.5307	3.4066	620	1.1003	0.4208	1.1003	1.0490
0.5307	3.4176	622	0.9802	0.3993	0.9802	0.9900
0.5307	3.4286	624	0.9009	0.5265	0.9009	0.9491
0.5307	3.4396	626	0.8935	0.4870	0.8935	0.9453
0.5307	3.4505	628	0.9538	0.3829	0.9538	0.9766
0.5307	3.4615	630	1.0811	0.3818	1.0811	1.0398
0.5307	3.4725	632	1.2157	0.4163	1.2157	1.1026
0.5307	3.4835	634	1.2575	0.4184	1.2575	1.1214
0.5307	3.4945	636	1.2107	0.4184	1.2107	1.1003
0.5307	3.5055	638	1.0490	0.4528	1.0490	1.0242
0.5307	3.5165	640	0.8375	0.5254	0.8375	0.9152
0.5307	3.5275	642	0.7227	0.5413	0.7227	0.8501
0.5307	3.5385	644	0.6982	0.5591	0.6982	0.8356
0.5307	3.5495	646	0.6919	0.5502	0.6919	0.8318
0.5307	3.5604	648	0.7168	0.5324	0.7168	0.8467
0.5307	3.5714	650	0.8419	0.6004	0.8419	0.9175
0.5307	3.5824	652	1.0478	0.5336	1.0478	1.0236
0.5307	3.5934	654	1.1279	0.4794	1.1279	1.0620
0.5307	3.6044	656	1.0210	0.4957	1.0210	1.0104
0.5307	3.6154	658	0.9270	0.5397	0.9270	0.9628
0.5307	3.6264	660	0.7802	0.5275	0.7802	0.8833
0.5307	3.6374	662	0.6959	0.5247	0.6959	0.8342
0.5307	3.6484	664	0.6819	0.5502	0.6819	0.8258
0.5307	3.6593	666	0.6945	0.5245	0.6945	0.8334
0.5307	3.6703	668	0.7487	0.5077	0.7487	0.8653
0.5307	3.6813	670	0.8574	0.5203	0.8574	0.9259
0.5307	3.6923	672	0.9498	0.4846	0.9498	0.9746
0.5307	3.7033	674	0.9359	0.5090	0.9359	0.9674
0.5307	3.7143	676	0.8968	0.5412	0.8968	0.9470
0.5307	3.7253	678	0.8588	0.5566	0.8588	0.9267
0.5307	3.7363	680	0.9408	0.5248	0.9408	0.9699
0.5307	3.7473	682	0.9691	0.5651	0.9691	0.9844
0.5307	3.7582	684	0.8728	0.5399	0.8728	0.9342
0.5307	3.7692	686	0.8197	0.5402	0.8197	0.9054
0.5307	3.7802	688	0.8040	0.5583	0.8040	0.8967
0.5307	3.7912	690	0.7877	0.5217	0.7877	0.8875
0.5307	3.8022	692	0.8361	0.5595	0.8361	0.9144
0.5307	3.8132	694	0.9589	0.5111	0.9589	0.9792
0.5307	3.8242	696	1.0005	0.4976	1.0005	1.0003
0.5307	3.8352	698	0.9417	0.5495	0.9417	0.9704
0.5307	3.8462	700	0.9027	0.5806	0.9027	0.9501
0.5307	3.8571	702	0.8646	0.5901	0.8646	0.9298
0.5307	3.8681	704	0.8293	0.5479	0.8293	0.9107
0.5307	3.8791	706	0.8587	0.5477	0.8587	0.9267
0.5307	3.8901	708	0.8385	0.5628	0.8385	0.9157
0.5307	3.9011	710	0.8727	0.5764	0.8727	0.9342
0.5307	3.9121	712	0.9701	0.5462	0.9701	0.9849
0.5307	3.9231	714	0.9914	0.5462	0.9914	0.9957
0.5307	3.9341	716	1.0257	0.5179	1.0257	1.0128
0.5307	3.9451	718	0.9394	0.5777	0.9394	0.9692
0.5307	3.9560	720	0.8486	0.5645	0.8486	0.9212
0.5307	3.9670	722	0.7300	0.5740	0.7300	0.8544
0.5307	3.9780	724	0.6775	0.5172	0.6775	0.8231
0.5307	3.9890	726	0.7071	0.5649	0.7071	0.8409
0.5307	4.0	728	0.7496	0.6167	0.7496	0.8658
0.5307	4.0110	730	0.7309	0.6167	0.7309	0.8549
0.5307	4.0220	732	0.6525	0.6053	0.6525	0.8077
0.5307	4.0330	734	0.6473	0.6053	0.6473	0.8046
0.5307	4.0440	736	0.6837	0.6277	0.6837	0.8269
0.5307	4.0549	738	0.7548	0.6016	0.7548	0.8688
0.5307	4.0659	740	0.9612	0.5999	0.9612	0.9804
0.5307	4.0769	742	1.1997	0.5182	1.1997	1.0953
0.5307	4.0879	744	1.3633	0.4297	1.3633	1.1676
0.5307	4.0989	746	1.4230	0.4203	1.4230	1.1929
0.5307	4.1099	748	1.2600	0.4999	1.2600	1.1225
0.5307	4.1209	750	1.0399	0.5443	1.0399	1.0197
0.5307	4.1319	752	0.9713	0.5672	0.9713	0.9856
0.5307	4.1429	754	0.9116	0.5604	0.9116	0.9548
0.5307	4.1538	756	0.9495	0.5165	0.9495	0.9744
0.5307	4.1648	758	0.9862	0.5024	0.9862	0.9931
0.5307	4.1758	760	0.9461	0.4843	0.9461	0.9727
0.5307	4.1868	762	0.8719	0.5230	0.8719	0.9338
0.5307	4.1978	764	0.8410	0.5389	0.8410	0.9171
0.5307	4.2088	766	0.8148	0.5474	0.8148	0.9027
0.5307	4.2198	768	0.8445	0.5042	0.8445	0.9189
0.5307	4.2308	770	0.9358	0.5	0.9358	0.9674
0.5307	4.2418	772	1.0962	0.4583	1.0962	1.0470
0.5307	4.2527	774	1.1650	0.4390	1.1650	1.0794
0.5307	4.2637	776	1.1412	0.4540	1.1412	1.0683
0.5307	4.2747	778	1.0863	0.4736	1.0863	1.0422
0.5307	4.2857	780	0.9757	0.5006	0.9757	0.9878
0.5307	4.2967	782	0.9309	0.5489	0.9309	0.9648
0.5307	4.3077	784	0.9071	0.5491	0.9071	0.9524
0.5307	4.3187	786	0.8829	0.5491	0.8829	0.9396
0.5307	4.3297	788	0.9126	0.5489	0.9126	0.9553
0.5307	4.3407	790	0.9720	0.5806	0.9720	0.9859
0.5307	4.3516	792	0.9384	0.5806	0.9384	0.9687
0.5307	4.3626	794	0.9248	0.5491	0.9248	0.9617
0.5307	4.3736	796	0.8874	0.5673	0.8874	0.9420
0.5307	4.3846	798	0.8487	0.5499	0.8487	0.9212
0.5307	4.3956	800	0.7985	0.5499	0.7985	0.8936
0.5307	4.4066	802	0.8144	0.5499	0.8144	0.9024
0.5307	4.4176	804	0.8659	0.5673	0.8659	0.9305
0.5307	4.4286	806	0.9331	0.5570	0.9331	0.9660
0.5307	4.4396	808	0.9530	0.5791	0.9530	0.9762
0.5307	4.4505	810	0.9471	0.5791	0.9471	0.9732
0.5307	4.4615	812	0.9736	0.5784	0.9736	0.9867
0.5307	4.4725	814	0.9291	0.5928	0.9291	0.9639
0.5307	4.4835	816	0.8417	0.5958	0.8417	0.9175
0.5307	4.4945	818	0.7837	0.6038	0.7837	0.8853
0.5307	4.5055	820	0.7255	0.5867	0.7255	0.8518
0.5307	4.5165	822	0.7568	0.5949	0.7568	0.8699
0.5307	4.5275	824	0.8663	0.5827	0.8663	0.9307
0.5307	4.5385	826	1.0475	0.5622	1.0475	1.0235
0.5307	4.5495	828	1.1579	0.5054	1.1579	1.0761
0.5307	4.5604	830	1.1095	0.5258	1.1095	1.0533
0.5307	4.5714	832	1.0077	0.5840	1.0077	1.0038
0.5307	4.5824	834	0.9952	0.5840	0.9952	0.9976
0.5307	4.5934	836	0.9856	0.5840	0.9856	0.9928
0.5307	4.6044	838	0.9852	0.5840	0.9852	0.9926
0.5307	4.6154	840	0.9770	0.5840	0.9770	0.9884
0.5307	4.6264	842	0.8850	0.5958	0.8850	0.9407
0.5307	4.6374	844	0.8434	0.6147	0.8434	0.9184
0.5307	4.6484	846	0.8573	0.5968	0.8573	0.9259
0.5307	4.6593	848	0.9442	0.5718	0.9442	0.9717
0.5307	4.6703	850	0.9996	0.5707	0.9996	0.9998
0.5307	4.6813	852	1.0155	0.5266	1.0155	1.0077
0.5307	4.6923	854	0.9538	0.5335	0.9538	0.9766
0.5307	4.7033	856	0.8512	0.6014	0.8512	0.9226
0.5307	4.7143	858	0.8177	0.5673	0.8177	0.9042
0.5307	4.7253	860	0.8374	0.5673	0.8374	0.9151
0.5307	4.7363	862	0.8221	0.5130	0.8221	0.9067
0.5307	4.7473	864	0.7982	0.4820	0.7982	0.8934
0.5307	4.7582	866	0.7586	0.4891	0.7586	0.8710
0.5307	4.7692	868	0.7192	0.4670	0.7192	0.8481
0.5307	4.7802	870	0.7267	0.4670	0.7267	0.8525
0.5307	4.7912	872	0.7755	0.5023	0.7755	0.8806
0.5307	4.8022	874	0.8077	0.5217	0.8077	0.8987
0.5307	4.8132	876	0.8765	0.5673	0.8765	0.9362
0.5307	4.8242	878	0.9048	0.5244	0.9048	0.9512
0.5307	4.8352	880	0.8866	0.5489	0.8866	0.9416
0.5307	4.8462	882	0.9102	0.5806	0.9102	0.9540
0.5307	4.8571	884	0.9735	0.5707	0.9735	0.9867
0.5307	4.8681	886	0.9556	0.5928	0.9556	0.9775
0.5307	4.8791	888	0.9216	0.6128	0.9216	0.9600
0.5307	4.8901	890	0.8644	0.5619	0.8644	0.9297
0.5307	4.9011	892	0.7579	0.6074	0.7579	0.8706
0.5307	4.9121	894	0.7082	0.5643	0.7082	0.8415
0.5307	4.9231	896	0.7101	0.5379	0.7101	0.8427
0.5307	4.9341	898	0.7565	0.5291	0.7565	0.8698
0.5307	4.9451	900	0.8140	0.5583	0.8140	0.9022
0.5307	4.9560	902	0.8307	0.5499	0.8307	0.9114
0.5307	4.9670	904	0.8592	0.5331	0.8592	0.9269
0.5307	4.9780	906	0.8968	0.5250	0.8968	0.9470
0.5307	4.9890	908	0.9241	0.5019	0.9241	0.9613
0.5307	5.0	910	0.9365	0.5712	0.9365	0.9677
0.5307	5.0110	912	0.9216	0.5708	0.9216	0.9600
0.5307	5.0220	914	0.9446	0.5856	0.9446	0.9719
0.5307	5.0330	916	1.0470	0.5196	1.0470	1.0232
0.5307	5.0440	918	1.1366	0.5051	1.1366	1.0661
0.5307	5.0549	920	1.1428	0.5051	1.1428	1.0690
0.5307	5.0659	922	1.1629	0.4917	1.1629	1.0784
0.5307	5.0769	924	1.1932	0.4930	1.1932	1.0923
0.5307	5.0879	926	1.2599	0.4430	1.2599	1.1224
0.5307	5.0989	928	1.2394	0.4807	1.2394	1.1133
0.5307	5.1099	930	1.2416	0.4936	1.2416	1.1143
0.5307	5.1209	932	1.1714	0.4924	1.1714	1.0823
0.5307	5.1319	934	1.0070	0.5416	1.0070	1.0035
0.5307	5.1429	936	0.8808	0.5789	0.8808	0.9385
0.5307	5.1538	938	0.8110	0.5477	0.8110	0.9006
0.5307	5.1648	940	0.8300	0.5796	0.8300	0.9111
0.5307	5.1758	942	0.9011	0.5919	0.9011	0.9492
0.5307	5.1868	944	0.9387	0.5857	0.9387	0.9689
0.5307	5.1978	946	0.9464	0.5636	0.9464	0.9728
0.5307	5.2088	948	0.8718	0.5752	0.8718	0.9337
0.5307	5.2198	950	0.8006	0.5755	0.8006	0.8948
0.5307	5.2308	952	0.7738	0.5755	0.7738	0.8796
0.5307	5.2418	954	0.8129	0.5755	0.8129	0.9016
0.5307	5.2527	956	0.8551	0.5494	0.8551	0.9247
0.5307	5.2637	958	0.9172	0.5497	0.9172	0.9577
0.5307	5.2747	960	1.0053	0.5416	1.0053	1.0027
0.5307	5.2857	962	1.0200	0.5416	1.0200	1.0100
0.5307	5.2967	964	1.0261	0.5416	1.0261	1.0129
0.5307	5.3077	966	1.0133	0.5417	1.0133	1.0066
0.5307	5.3187	968	1.0359	0.5417	1.0359	1.0178
0.5307	5.3297	970	1.0419	0.5417	1.0419	1.0207
0.5307	5.3407	972	1.0405	0.5193	1.0405	1.0201
0.5307	5.3516	974	1.0517	0.5193	1.0517	1.0255
0.5307	5.3626	976	1.1081	0.5046	1.1081	1.0527
0.5307	5.3736	978	1.1195	0.5046	1.1195	1.0580
0.5307	5.3846	980	1.0455	0.5035	1.0455	1.0225
0.5307	5.3956	982	0.9352	0.4668	0.9352	0.9671
0.5307	5.4066	984	0.8748	0.5152	0.8748	0.9353
0.5307	5.4176	986	0.8351	0.5318	0.8351	0.9139
0.5307	5.4286	988	0.8448	0.5499	0.8448	0.9191
0.5307	5.4396	990	0.8963	0.5163	0.8963	0.9467
0.5307	5.4505	992	0.9924	0.4938	0.9924	0.9962
0.5307	5.4615	994	1.1011	0.4903	1.1011	1.0493
0.5307	5.4725	996	1.1941	0.4565	1.1941	1.0928
0.5307	5.4835	998	1.1718	0.4552	1.1718	1.0825
0.0974	5.4945	1000	1.0654	0.4900	1.0654	1.0322
0.0974	5.5055	1002	0.9522	0.4759	0.9522	0.9758
0.0974	5.5165	1004	0.8964	0.5333	0.8964	0.9468
0.0974	5.5275	1006	0.8530	0.5400	0.8530	0.9236
0.0974	5.5385	1008	0.8103	0.5579	0.8103	0.9001
0.0974	5.5495	1010	0.8298	0.5400	0.8298	0.9109
0.0974	5.5604	1012	0.8964	0.5410	0.8964	0.9468
0.0974	5.5714	1014	0.9284	0.5646	0.9284	0.9635
0.0974	5.5824	1016	0.9808	0.5191	0.9808	0.9904
0.0974	5.5934	1018	1.0027	0.5191	1.0027	1.0013
0.0974	5.6044	1020	1.0220	0.5264	1.0220	1.0109
0.0974	5.6154	1022	1.0464	0.4903	1.0464	1.0229
0.0974	5.6264	1024	1.0400	0.5405	1.0400	1.0198
0.0974	5.6374	1026	1.0102	0.5559	1.0102	1.0051
0.0974	5.6484	1028	0.9792	0.5718	0.9792	0.9895
0.0974	5.6593	1030	0.9123	0.5486	0.9123	0.9552
0.0974	5.6703	1032	0.8940	0.5486	0.8940	0.9455
0.0974	5.6813	1034	0.8864	0.5398	0.8864	0.9415
0.0974	5.6923	1036	0.9092	0.5398	0.9092	0.9535
0.0974	5.7033	1038	0.9468	0.5566	0.9468	0.9730
0.0974	5.7143	1040	1.0269	0.5405	1.0269	1.0133
0.0974	5.7253	1042	1.1347	0.5126	1.1347	1.0652
0.0974	5.7363	1044	1.1479	0.4988	1.1479	1.0714
0.0974	5.7473	1046	1.0765	0.4976	1.0765	1.0375
0.0974	5.7582	1048	0.9753	0.5420	0.9753	0.9876
0.0974	5.7692	1050	0.9218	0.5085	0.9218	0.9601
0.0974	5.7802	1052	0.9162	0.5085	0.9162	0.9572
0.0974	5.7912	1054	0.8972	0.5244	0.8972	0.9472
0.0974	5.8022	1056	0.8558	0.5154	0.8558	0.9251
0.0974	5.8132	1058	0.8104	0.5661	0.8104	0.9002
0.0974	5.8242	1060	0.8302	0.5402	0.8302	0.9112
0.0974	5.8352	1062	0.9198	0.5640	0.9198	0.9591
0.0974	5.8462	1064	0.9954	0.5346	0.9954	0.9977
0.0974	5.8571	1066	1.1027	0.4835	1.1027	1.0501
0.0974	5.8681	1068	1.2050	0.4884	1.2050	1.0977
0.0974	5.8791	1070	1.2007	0.4884	1.2007	1.0958
0.0974	5.8901	1072	1.1983	0.4947	1.1983	1.0947
0.0974	5.9011	1074	1.1377	0.5140	1.1377	1.0666
0.0974	5.9121	1076	0.9999	0.5477	0.9999	0.9999
0.0974	5.9231	1078	0.9217	0.5635	0.9217	0.9601
0.0974	5.9341	1080	0.8602	0.5232	0.8602	0.9275
0.0974	5.9451	1082	0.8696	0.5154	0.8696	0.9325
0.0974	5.9560	1084	0.9264	0.5635	0.9264	0.9625
0.0974	5.9670	1086	0.9965	0.5335	0.9965	0.9982
0.0974	5.9780	1088	1.0509	0.5046	1.0509	1.0251
0.0974	5.9890	1090	1.0597	0.5046	1.0597	1.0294
0.0974	6.0	1092	1.0112	0.5418	1.0112	1.0056
0.0974	6.0110	1094	0.9047	0.5154	0.9047	0.9512
0.0974	6.0220	1096	0.8307	0.5151	0.8307	0.9114
0.0974	6.0330	1098	0.7768	0.5575	0.7768	0.8814
0.0974	6.0440	1100	0.7821	0.5305	0.7821	0.8844
0.0974	6.0549	1102	0.8186	0.4793	0.8186	0.9048
0.0974	6.0659	1104	0.8847	0.5080	0.8847	0.9406
0.0974	6.0769	1106	0.9425	0.5085	0.9425	0.9708
0.0974	6.0879	1108	0.9782	0.4837	0.9782	0.9890
0.0974	6.0989	1110	1.0443	0.5270	1.0443	1.0219
0.0974	6.1099	1112	1.0773	0.5270	1.0773	1.0379
0.0974	6.1209	1114	1.0503	0.5270	1.0503	1.0249
0.0974	6.1319	1116	0.9792	0.5179	0.9792	0.9895
0.0974	6.1429	1118	0.8836	0.5151	0.8836	0.9400
0.0974	6.1538	1120	0.8200	0.5227	0.8200	0.9055
0.0974	6.1648	1122	0.8243	0.5308	0.8243	0.9079
0.0974	6.1758	1124	0.8488	0.5400	0.8488	0.9213
0.0974	6.1868	1126	0.8978	0.5154	0.8978	0.9475
0.0974	6.1978	1128	0.9477	0.5244	0.9477	0.9735
0.0974	6.2088	1130	1.0178	0.5270	1.0178	1.0089
0.0974	6.2198	1132	1.0393	0.5111	1.0393	1.0195
0.0974	6.2308	1134	1.0107	0.5176	1.0107	1.0054
0.0974	6.2418	1136	0.9402	0.5154	0.9402	0.9696
0.0974	6.2527	1138	0.8890	0.5399	0.8890	0.9429
0.0974	6.2637	1140	0.8394	0.5389	0.8394	0.9162
0.0974	6.2747	1142	0.8000	0.5474	0.8000	0.8945
0.0974	6.2857	1144	0.7787	0.5476	0.7787	0.8825
0.0974	6.2967	1146	0.7897	0.5295	0.7897	0.8887
0.0974	6.3077	1148	0.8415	0.5633	0.8415	0.9173
0.0974	6.3187	1150	0.9019	0.5704	0.9019	0.9497
0.0974	6.3297	1152	0.9768	0.5395	0.9768	0.9883
0.0974	6.3407	1154	1.0262	0.5326	1.0262	1.0130
0.0974	6.3516	1156	1.0509	0.5403	1.0509	1.0252
0.0974	6.3626	1158	1.1151	0.5055	1.1151	1.0560
0.0974	6.3736	1160	1.1071	0.5278	1.1071	1.0522
0.0974	6.3846	1162	1.0336	0.5276	1.0336	1.0167
0.0974	6.3956	1164	0.9566	0.4837	0.9566	0.9781
0.0974	6.4066	1166	0.9512	0.4837	0.9512	0.9753
0.0974	6.4176	1168	0.9519	0.5179	0.9519	0.9757
0.0974	6.4286	1170	0.9477	0.5182	0.9477	0.9735
0.0974	6.4396	1172	0.9423	0.5090	0.9423	0.9707
0.0974	6.4505	1174	0.9673	0.5482	0.9673	0.9835
0.0974	6.4615	1176	1.0103	0.5185	1.0103	1.0051
0.0974	6.4725	1178	1.0988	0.5270	1.0988	1.0482
0.0974	6.4835	1180	1.1727	0.5271	1.1727	1.0829
0.0974	6.4945	1182	1.1877	0.5271	1.1877	1.0898
0.0974	6.5055	1184	1.1251	0.5193	1.1251	1.0607
0.0974	6.5165	1186	1.0427	0.5044	1.0427	1.0211
0.0974	6.5275	1188	0.9212	0.5234	0.9212	0.9598
0.0974	6.5385	1190	0.8180	0.5294	0.8180	0.9045
0.0974	6.5495	1192	0.7701	0.5289	0.7701	0.8776
0.0974	6.5604	1194	0.7673	0.5092	0.7673	0.8760
0.0974	6.5714	1196	0.7949	0.5291	0.7949	0.8916
0.0974	6.5824	1198	0.8528	0.5389	0.8528	0.9235
0.0974	6.5934	1200	0.9501	0.4910	0.9501	0.9748
0.0974	6.6044	1202	1.0528	0.5185	1.0528	1.0261
0.0974	6.6154	1204	1.1241	0.5270	1.1241	1.0602
0.0974	6.6264	1206	1.1614	0.5134	1.1614	1.0777
0.0974	6.6374	1208	1.1109	0.5270	1.1109	1.0540
0.0974	6.6484	1210	1.0794	0.5196	1.0794	1.0390
0.0974	6.6593	1212	1.0001	0.5335	1.0001	1.0001
0.0974	6.6703	1214	0.9245	0.5	0.9245	0.9615
0.0974	6.6813	1216	0.8779	0.5244	0.8779	0.9370
0.0974	6.6923	1218	0.8825	0.5244	0.8825	0.9394
0.0974	6.7033	1220	0.8914	0.5244	0.8914	0.9441
0.0974	6.7143	1222	0.9054	0.5334	0.9054	0.9515
0.0974	6.7253	1224	0.9474	0.5334	0.9474	0.9733
0.0974	6.7363	1226	0.9613	0.5334	0.9613	0.9805
0.0974	6.7473	1228	0.9334	0.5334	0.9334	0.9661
0.0974	6.7582	1230	0.9392	0.5334	0.9392	0.9691
0.0974	6.7692	1232	0.9085	0.5334	0.9085	0.9531
0.0974	6.7802	1234	0.8505	0.5240	0.8505	0.9222
0.0974	6.7912	1236	0.8360	0.5240	0.8360	0.9143
0.0974	6.8022	1238	0.8044	0.5222	0.8044	0.8969
0.0974	6.8132	1240	0.7862	0.5305	0.7862	0.8867
0.0974	6.8242	1242	0.7936	0.5305	0.7936	0.8908
0.0974	6.8352	1244	0.8055	0.5307	0.8055	0.8975
0.0974	6.8462	1246	0.8535	0.5230	0.8535	0.9238
0.0974	6.8571	1248	0.9373	0.5480	0.9373	0.9682
0.0974	6.8681	1250	0.9968	0.5336	0.9968	0.9984
0.0974	6.8791	1252	1.0704	0.5336	1.0704	1.0346
0.0974	6.8901	1254	1.1377	0.5137	1.1377	1.0666
0.0974	6.9011	1256	1.1426	0.5137	1.1426	1.0689
0.0974	6.9121	1258	1.1021	0.5195	1.1021	1.0498
0.0974	6.9231	1260	1.0766	0.5195	1.0766	1.0376
0.0974	6.9341	1262	1.0262	0.5336	1.0262	1.0130
0.0974	6.9451	1264	0.9481	0.5631	0.9481	0.9737
0.0974	6.9560	1266	0.9006	0.5161	0.9006	0.9490
0.0974	6.9670	1268	0.9096	0.5480	0.9096	0.9538
0.0974	6.9780	1270	0.9160	0.5480	0.9159	0.9571
0.0974	6.9890	1272	0.9227	0.5480	0.9227	0.9606
0.0974	7.0	1274	0.9251	0.5631	0.9251	0.9618
0.0974	7.0110	1276	0.9821	0.5486	0.9821	0.9910
0.0974	7.0220	1278	1.0718	0.5337	1.0718	1.0353
0.0974	7.0330	1280	1.1276	0.4994	1.1276	1.0619
0.0974	7.0440	1282	1.1443	0.4727	1.1443	1.0697
0.0974	7.0549	1284	1.0936	0.5065	1.0936	1.0458
0.0974	7.0659	1286	1.0306	0.5484	1.0306	1.0152
0.0974	7.0769	1288	0.9759	0.5488	0.9759	0.9879
0.0974	7.0879	1290	0.9205	0.5712	0.9205	0.9594
0.0974	7.0989	1292	0.8891	0.5712	0.8891	0.9429
0.0974	7.1099	1294	0.8956	0.5712	0.8956	0.9464
0.0974	7.1209	1296	0.9284	0.5712	0.9284	0.9636
0.0974	7.1319	1298	0.9766	0.5701	0.9766	0.9882
0.0974	7.1429	1300	0.9954	0.5336	0.9954	0.9977
0.0974	7.1538	1302	0.9823	0.5701	0.9823	0.9911
0.0974	7.1648	1304	0.9780	0.5707	0.9780	0.9889
0.0974	7.1758	1306	1.0052	0.5336	1.0052	1.0026
0.0974	7.1868	1308	1.0097	0.5336	1.0097	1.0048
0.0974	7.1978	1310	0.9540	0.5712	0.9540	0.9768
0.0974	7.2088	1312	0.9299	0.5712	0.9299	0.9643
0.0974	7.2198	1314	0.9305	0.5488	0.9305	0.9646
0.0974	7.2308	1316	0.8996	0.5334	0.8996	0.9485
0.0974	7.2418	1318	0.8963	0.5334	0.8963	0.9467
0.0974	7.2527	1320	0.9291	0.5335	0.9291	0.9639
0.0974	7.2637	1322	0.9641	0.5188	0.9641	0.9819
0.0974	7.2747	1324	1.0360	0.5276	1.0360	1.0179
0.0974	7.2857	1326	1.0957	0.5279	1.0957	1.0468
0.0974	7.2967	1328	1.1087	0.5066	1.1087	1.0530
0.0974	7.3077	1330	1.1014	0.5062	1.1014	1.0495
0.0974	7.3187	1332	1.0535	0.5057	1.0535	1.0264
0.0974	7.3297	1334	0.9870	0.5272	0.9870	0.9935
0.0974	7.3407	1336	0.9326	0.5185	0.9326	0.9657
0.0974	7.3516	1338	0.8893	0.4828	0.8893	0.9430
0.0974	7.3626	1340	0.8872	0.4828	0.8872	0.9419
0.0974	7.3736	1342	0.9059	0.4828	0.9059	0.9518
0.0974	7.3846	1344	0.9467	0.5185	0.9467	0.9730
0.0974	7.3956	1346	0.9819	0.5271	0.9819	0.9909
0.0974	7.4066	1348	0.9941	0.5271	0.9941	0.9971
0.0974	7.4176	1350	1.0072	0.5274	1.0072	1.0036
0.0974	7.4286	1352	0.9871	0.5191	0.9871	0.9935
0.0974	7.4396	1354	0.9857	0.5185	0.9857	0.9928
0.0974	7.4505	1356	0.9604	0.5553	0.9604	0.9800
0.0974	7.4615	1358	0.9513	0.5474	0.9513	0.9753
0.0974	7.4725	1360	0.9460	0.5474	0.9460	0.9726
0.0974	7.4835	1362	0.9201	0.5543	0.9201	0.9592
0.0974	7.4945	1364	0.8913	0.5928	0.8913	0.9441
0.0974	7.5055	1366	0.8500	0.5778	0.8500	0.9219
0.0974	7.5165	1368	0.8395	0.6012	0.8395	0.9162
0.0974	7.5275	1370	0.8541	0.5796	0.8541	0.9241
0.0974	7.5385	1372	0.8931	0.5928	0.8931	0.9450
0.0974	7.5495	1374	0.9412	0.5474	0.9412	0.9702
0.0974	7.5604	1376	0.9711	0.5196	0.9711	0.9855
0.0974	7.5714	1378	0.9903	0.5196	0.9903	0.9951
0.0974	7.5824	1380	0.9891	0.5346	0.9891	0.9945
0.0974	7.5934	1382	0.9863	0.5346	0.9863	0.9931
0.0974	7.6044	1384	0.9745	0.5346	0.9745	0.9872
0.0974	7.6154	1386	0.9516	0.5179	0.9516	0.9755
0.0974	7.6264	1388	0.9191	0.4828	0.9191	0.9587
0.0974	7.6374	1390	0.8904	0.4828	0.8904	0.9436
0.0974	7.6484	1392	0.8790	0.4993	0.8790	0.9376
0.0974	7.6593	1394	0.8878	0.4828	0.8878	0.9422
0.0974	7.6703	1396	0.9221	0.4837	0.9221	0.9603
0.0974	7.6813	1398	0.9849	0.5346	0.9849	0.9924
0.0974	7.6923	1400	1.0782	0.5414	1.0782	1.0384
0.0974	7.7033	1402	1.1846	0.5136	1.1846	1.0884
0.0974	7.7143	1404	1.2530	0.4883	1.2530	1.1194
0.0974	7.7253	1406	1.2606	0.4760	1.2606	1.1228
0.0974	7.7363	1408	1.2004	0.5136	1.2004	1.0956
0.0974	7.7473	1410	1.0898	0.5336	1.0898	1.0439
0.0974	7.7582	1412	0.9830	0.5475	0.9830	0.9915
0.0974	7.7692	1414	0.9475	0.5480	0.9475	0.9734
0.0974	7.7802	1416	0.9303	0.5482	0.9303	0.9645
0.0974	7.7912	1418	0.9389	0.5566	0.9389	0.9690
0.0974	7.8022	1420	0.9500	0.5419	0.9500	0.9747
0.0974	7.8132	1422	0.9719	0.5188	0.9719	0.9859
0.0974	7.8242	1424	1.0017	0.5346	1.0017	1.0008
0.0974	7.8352	1426	1.0608	0.5198	1.0608	1.0300
0.0974	7.8462	1428	1.0811	0.5198	1.0811	1.0398
0.0974	7.8571	1430	1.0708	0.5198	1.0708	1.0348
0.0974	7.8681	1432	1.0576	0.5196	1.0576	1.0284
0.0974	7.8791	1434	1.0174	0.5196	1.0174	1.0086
0.0974	7.8901	1436	0.9647	0.5185	0.9647	0.9822
0.0974	7.9011	1438	0.9301	0.5006	0.9301	0.9644
0.0974	7.9121	1440	0.9309	0.5334	0.9309	0.9649
0.0974	7.9231	1442	0.9740	0.5335	0.9740	0.9869
0.0974	7.9341	1444	1.0356	0.5198	1.0356	1.0177
0.0974	7.9451	1446	1.1146	0.5055	1.1146	1.0558
0.0974	7.9560	1448	1.1633	0.4917	1.1633	1.0786
0.0974	7.9670	1450	1.1883	0.4924	1.1883	1.0901
0.0974	7.9780	1452	1.1760	0.4917	1.1760	1.0844
0.0974	7.9890	1454	1.1247	0.5055	1.1247	1.0605
0.0974	8.0	1456	1.0638	0.5198	1.0638	1.0314
0.0974	8.0110	1458	1.0412	0.5198	1.0412	1.0204
0.0974	8.0220	1460	1.0426	0.5198	1.0426	1.0211
0.0974	8.0330	1462	1.0274	0.5196	1.0274	1.0136
0.0974	8.0440	1464	1.0196	0.5346	1.0196	1.0097
0.0974	8.0549	1466	1.0321	0.5193	1.0321	1.0159
0.0974	8.0659	1468	1.0255	0.5346	1.0255	1.0127
0.0974	8.0769	1470	1.0060	0.5188	1.0060	1.0030
0.0974	8.0879	1472	0.9811	0.5420	0.9811	0.9905
0.0974	8.0989	1474	0.9748	0.5420	0.9748	0.9873
0.0974	8.1099	1476	1.0026	0.5573	1.0026	1.0013
0.0974	8.1209	1478	1.0541	0.5198	1.0541	1.0267
0.0974	8.1319	1480	1.1088	0.5055	1.1088	1.0530
0.0974	8.1429	1482	1.1380	0.4924	1.1380	1.0668
0.0974	8.1538	1484	1.1269	0.5055	1.1269	1.0616
0.0974	8.1648	1486	1.0988	0.5198	1.0988	1.0482
0.0974	8.1758	1488	1.0528	0.5198	1.0528	1.0261
0.0974	8.1868	1490	0.9905	0.5346	0.9905	0.9953
0.0974	8.1978	1492	0.9365	0.5094	0.9365	0.9677
0.0974	8.2088	1494	0.9113	0.5248	0.9113	0.9546
0.0974	8.2198	1496	0.9049	0.5248	0.9049	0.9512
0.0974	8.2308	1498	0.9210	0.5248	0.9210	0.9597
0.0635	8.2418	1500	0.9519	0.5712	0.9519	0.9756
0.0635	8.2527	1502	1.0107	0.5553	1.0107	1.0053
0.0635	8.2637	1504	1.0795	0.5336	1.0795	1.0390
0.0635	8.2747	1506	1.1422	0.4924	1.1422	1.0687
0.0635	8.2857	1508	1.1636	0.4924	1.1636	1.0787
0.0635	8.2967	1510	1.2022	0.4936	1.2022	1.0965
0.0635	8.3077	1512	1.2079	0.4936	1.2079	1.0990
0.0635	8.3187	1514	1.1820	0.4924	1.1820	1.0872
0.0635	8.3297	1516	1.1353	0.5060	1.1353	1.0655
0.0635	8.3407	1518	1.0739	0.5336	1.0739	1.0363
0.0635	8.3516	1520	1.0172	0.5553	1.0172	1.0085
0.0635	8.3626	1522	1.0017	0.5553	1.0017	1.0009
0.0635	8.3736	1524	0.9883	0.5707	0.9883	0.9941
0.0635	8.3846	1526	0.9704	0.5707	0.9704	0.9851
0.0635	8.3956	1528	0.9648	0.5626	0.9648	0.9823
0.0635	8.4066	1530	0.9669	0.5626	0.9669	0.9833
0.0635	8.4176	1532	0.9842	0.5474	0.9842	0.9921
0.0635	8.4286	1534	1.0036	0.5472	1.0036	1.0018
0.0635	8.4396	1536	1.0353	0.5550	1.0353	1.0175
0.0635	8.4505	1538	1.0847	0.5336	1.0847	1.0415
0.0635	8.4615	1540	1.1362	0.5195	1.1362	1.0659
0.0635	8.4725	1542	1.1717	0.5137	1.1717	1.0824
0.0635	8.4835	1544	1.2105	0.4745	1.2105	1.1002
0.0635	8.4945	1546	1.2402	0.4549	1.2402	1.1136
0.0635	8.5055	1548	1.2544	0.4549	1.2544	1.1200
0.0635	8.5165	1550	1.2318	0.4549	1.2318	1.1099
0.0635	8.5275	1552	1.1977	0.4928	1.1977	1.0944
0.0635	8.5385	1554	1.1535	0.5279	1.1535	1.0740
0.0635	8.5495	1556	1.0981	0.5198	1.0981	1.0479
0.0635	8.5604	1558	1.0417	0.5196	1.0417	1.0206
0.0635	8.5714	1560	1.0097	0.5346	1.0097	1.0049
0.0635	8.5824	1562	0.9971	0.5346	0.9971	0.9986
0.0635	8.5934	1564	0.9824	0.5346	0.9824	0.9912
0.0635	8.6044	1566	0.9728	0.5488	0.9728	0.9863
0.0635	8.6154	1568	0.9460	0.5712	0.9460	0.9726
0.0635	8.6264	1570	0.9312	0.5702	0.9312	0.9650
0.0635	8.6374	1572	0.9234	0.5702	0.9234	0.9609
0.0635	8.6484	1574	0.9369	0.5573	0.9369	0.9679
0.0635	8.6593	1576	0.9630	0.5346	0.9630	0.9813
0.0635	8.6703	1578	0.9999	0.5346	0.9999	1.0000
0.0635	8.6813	1580	1.0522	0.5196	1.0522	1.0258
0.0635	8.6923	1582	1.1106	0.5201	1.1106	1.0538
0.0635	8.7033	1584	1.1617	0.5060	1.1617	1.0778
0.0635	8.7143	1586	1.2116	0.4745	1.2116	1.1007
0.0635	8.7253	1588	1.2130	0.4745	1.2130	1.1013
0.0635	8.7363	1590	1.1902	0.5010	1.1902	1.0909
0.0635	8.7473	1592	1.1461	0.5201	1.1461	1.0705
0.0635	8.7582	1594	1.0916	0.5198	1.0916	1.0448
0.0635	8.7692	1596	1.0418	0.5196	1.0418	1.0207
0.0635	8.7802	1598	0.9971	0.5346	0.9971	0.9985
0.0635	8.7912	1600	0.9527	0.5188	0.9527	0.9760
0.0635	8.8022	1602	0.9311	0.5335	0.9311	0.9649
0.0635	8.8132	1604	0.9261	0.5018	0.9261	0.9624
0.0635	8.8242	1606	0.9170	0.5018	0.9170	0.9576
0.0635	8.8352	1608	0.9185	0.5018	0.9185	0.9584
0.0635	8.8462	1610	0.9221	0.5018	0.9221	0.9603
0.0635	8.8571	1612	0.9430	0.5188	0.9430	0.9711
0.0635	8.8681	1614	0.9722	0.5346	0.9722	0.9860
0.0635	8.8791	1616	1.0080	0.5346	1.0080	1.0040
0.0635	8.8901	1618	1.0282	0.5346	1.0282	1.0140
0.0635	8.9011	1620	1.0328	0.5346	1.0328	1.0163
0.0635	8.9121	1622	1.0361	0.5346	1.0361	1.0179
0.0635	8.9231	1624	1.0364	0.5346	1.0364	1.0181
0.0635	8.9341	1626	1.0202	0.5346	1.0202	1.0101
0.0635	8.9451	1628	1.0048	0.5346	1.0048	1.0024
0.0635	8.9560	1630	1.0083	0.5346	1.0083	1.0042
0.0635	8.9670	1632	1.0224	0.5346	1.0224	1.0111
0.0635	8.9780	1634	1.0305	0.5196	1.0305	1.0151
0.0635	8.9890	1636	1.0557	0.5198	1.0557	1.0275
0.0635	9.0	1638	1.0846	0.5201	1.0846	1.0414
0.0635	9.0110	1640	1.0925	0.5201	1.0925	1.0452
0.0635	9.0220	1642	1.0862	0.5201	1.0862	1.0422
0.0635	9.0330	1644	1.0672	0.5198	1.0672	1.0330
0.0635	9.0440	1646	1.0447	0.5198	1.0447	1.0221
0.0635	9.0549	1648	1.0341	0.5346	1.0341	1.0169
0.0635	9.0659	1650	1.0222	0.5346	1.0222	1.0111
0.0635	9.0769	1652	1.0178	0.5346	1.0178	1.0089
0.0635	9.0879	1654	1.0125	0.5346	1.0125	1.0062
0.0635	9.0989	1656	1.0071	0.5346	1.0071	1.0035
0.0635	9.1099	1658	1.0066	0.5346	1.0066	1.0033
0.0635	9.1209	1660	1.0046	0.5346	1.0046	1.0023
0.0635	9.1319	1662	1.0034	0.5346	1.0034	1.0017
0.0635	9.1429	1664	1.0017	0.5346	1.0017	1.0008
0.0635	9.1538	1666	0.9900	0.5188	0.9900	0.9950
0.0635	9.1648	1668	0.9908	0.5188	0.9908	0.9954
0.0635	9.1758	1670	0.9988	0.5188	0.9988	0.9994
0.0635	9.1868	1672	1.0110	0.5346	1.0110	1.0055
0.0635	9.1978	1674	1.0105	0.5346	1.0105	1.0053
0.0635	9.2088	1676	1.0075	0.5346	1.0075	1.0037
0.0635	9.2198	1678	1.0131	0.5346	1.0131	1.0065
0.0635	9.2308	1680	1.0029	0.5346	1.0029	1.0014
0.0635	9.2418	1682	0.9979	0.5346	0.9979	0.9990
0.0635	9.2527	1684	0.9936	0.5188	0.9936	0.9968
0.0635	9.2637	1686	0.9984	0.5346	0.9984	0.9992
0.0635	9.2747	1688	0.9979	0.5346	0.9979	0.9990
0.0635	9.2857	1690	1.0020	0.5346	1.0020	1.0010
0.0635	9.2967	1692	1.0104	0.5346	1.0104	1.0052
0.0635	9.3077	1694	1.0131	0.5346	1.0131	1.0065
0.0635	9.3187	1696	1.0185	0.5346	1.0185	1.0092
0.0635	9.3297	1698	1.0277	0.5346	1.0277	1.0137
0.0635	9.3407	1700	1.0275	0.5346	1.0275	1.0137
0.0635	9.3516	1702	1.0210	0.5346	1.0210	1.0105
0.0635	9.3626	1704	1.0209	0.5346	1.0209	1.0104
0.0635	9.3736	1706	1.0240	0.5346	1.0240	1.0120
0.0635	9.3846	1708	1.0169	0.5346	1.0169	1.0084
0.0635	9.3956	1710	1.0041	0.5346	1.0041	1.0020
0.0635	9.4066	1712	0.9936	0.5346	0.9936	0.9968
0.0635	9.4176	1714	0.9870	0.5188	0.9870	0.9935
0.0635	9.4286	1716	0.9844	0.5188	0.9844	0.9921
0.0635	9.4396	1718	0.9821	0.5188	0.9821	0.9910
0.0635	9.4505	1720	0.9829	0.5346	0.9829	0.9914
0.0635	9.4615	1722	0.9902	0.5346	0.9902	0.9951
0.0635	9.4725	1724	0.9973	0.5346	0.9973	0.9986
0.0635	9.4835	1726	1.0069	0.5346	1.0069	1.0035
0.0635	9.4945	1728	1.0160	0.5196	1.0160	1.0080
0.0635	9.5055	1730	1.0191	0.5196	1.0191	1.0095
0.0635	9.5165	1732	1.0172	0.5196	1.0172	1.0085
0.0635	9.5275	1734	1.0162	0.5196	1.0162	1.0081
0.0635	9.5385	1736	1.0186	0.5196	1.0186	1.0092
0.0635	9.5495	1738	1.0237	0.5196	1.0237	1.0118
0.0635	9.5604	1740	1.0348	0.5198	1.0348	1.0173
0.0635	9.5714	1742	1.0466	0.5198	1.0466	1.0231
0.0635	9.5824	1744	1.0553	0.5198	1.0553	1.0273
0.0635	9.5934	1746	1.0612	0.5198	1.0612	1.0301
0.0635	9.6044	1748	1.0658	0.5198	1.0658	1.0324
0.0635	9.6154	1750	1.0717	0.5198	1.0717	1.0352
0.0635	9.6264	1752	1.0775	0.5198	1.0775	1.0380
0.0635	9.6374	1754	1.0754	0.5198	1.0754	1.0370
0.0635	9.6484	1756	1.0692	0.5198	1.0692	1.0340
0.0635	9.6593	1758	1.0662	0.5198	1.0662	1.0326
0.0635	9.6703	1760	1.0635	0.5198	1.0635	1.0313
0.0635	9.6813	1762	1.0600	0.5198	1.0600	1.0296
0.0635	9.6923	1764	1.0584	0.5198	1.0584	1.0288
0.0635	9.7033	1766	1.0555	0.5198	1.0555	1.0274
0.0635	9.7143	1768	1.0501	0.5198	1.0501	1.0247
0.0635	9.7253	1770	1.0447	0.5198	1.0447	1.0221
0.0635	9.7363	1772	1.0419	0.5198	1.0419	1.0207
0.0635	9.7473	1774	1.0389	0.5198	1.0389	1.0192
0.0635	9.7582	1776	1.0353	0.5196	1.0353	1.0175
0.0635	9.7692	1778	1.0318	0.5196	1.0318	1.0158
0.0635	9.7802	1780	1.0307	0.5196	1.0307	1.0152
0.0635	9.7912	1782	1.0281	0.5196	1.0281	1.0140
0.0635	9.8022	1784	1.0247	0.5196	1.0247	1.0123
0.0635	9.8132	1786	1.0204	0.5196	1.0204	1.0101
0.0635	9.8242	1788	1.0159	0.5196	1.0159	1.0079
0.0635	9.8352	1790	1.0119	0.5196	1.0119	1.0059
0.0635	9.8462	1792	1.0099	0.5196	1.0099	1.0049
0.0635	9.8571	1794	1.0089	0.5196	1.0089	1.0044
0.0635	9.8681	1796	1.0082	0.5196	1.0082	1.0041
0.0635	9.8791	1798	1.0055	0.5196	1.0055	1.0027
0.0635	9.8901	1800	1.0027	0.5196	1.0027	1.0013
0.0635	9.9011	1802	1.0009	0.5196	1.0009	1.0004
0.0635	9.9121	1804	0.9999	0.5196	0.9999	0.9999
0.0635	9.9231	1806	0.9990	0.5346	0.9990	0.9995
0.0635	9.9341	1808	0.9983	0.5346	0.9983	0.9991
0.0635	9.9451	1810	0.9976	0.5346	0.9976	0.9988
0.0635	9.9560	1812	0.9974	0.5346	0.9974	0.9987
0.0635	9.9670	1814	0.9975	0.5346	0.9975	0.9988
0.0635	9.9780	1816	0.9980	0.5346	0.9980	0.9990
0.0635	9.9890	1818	0.9984	0.5346	0.9984	0.9992
0.0635	10.0	1820	0.9985	0.5346	0.9985	0.9992

Framework versions

Transformers 4.44.2
Pytorch 2.4.0+cu118
Datasets 2.21.0
Tokenizers 0.19.1

Task: Text Classification
Library: transformers
Type: bert
Created: Nov 26, 2024
Updated: Nov 26, 2024