Arabic_FineTuningAraBERT_AugV4_k10_task2_organization_fold1

MayBashendy/Arabic_FineTuningAraBERT_AugV4_k10_task2_organization_fold1

Arabic_FineTuningAraBERT_AugV4_k10_task2_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. --

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1.6 GB on disk

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At a glance

Task: Text Classification
Library: transformers
Model type: bert
Access: Public
Created: Nov 16, 2024
Updated: Nov 16, 2024
SHA: a16136c5

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Base models

aubmindlab/bert-base-arabertv02

Model card

From the Hugging Face model README

Arabic_FineTuningAraBERT_AugV4_k10_task2_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: 0.7066
Qwk: 0.3544
Mse: 0.7066
Rmse: 0.8406

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	0.0127	2	3.5435	0.0	3.5435	1.8824
No log	0.0255	4	1.8454	0.1395	1.8454	1.3584
No log	0.0382	6	0.7111	0.1905	0.7111	0.8433
No log	0.0510	8	0.7424	-0.125	0.7424	0.8616
No log	0.0637	10	0.9666	0.0400	0.9666	0.9832
No log	0.0764	12	1.1204	0.1000	1.1204	1.0585
No log	0.0892	14	0.6583	0.1356	0.6583	0.8113
No log	0.1019	16	0.5957	0.2500	0.5957	0.7718
No log	0.1146	18	0.6660	0.1724	0.6660	0.8161
No log	0.1274	20	0.5778	0.2909	0.5778	0.7601
No log	0.1401	22	0.6811	-0.0385	0.6811	0.8253
No log	0.1529	24	1.1668	0.0842	1.1668	1.0802
No log	0.1656	26	1.0179	0.0	1.0179	1.0089
No log	0.1783	28	0.8773	0.0400	0.8773	0.9367
No log	0.1911	30	0.7181	0.0	0.7181	0.8474
No log	0.2038	32	0.6166	0.0	0.6166	0.7852
No log	0.2166	34	0.5974	0.0	0.5974	0.7729
No log	0.2293	36	0.6421	0.0	0.6421	0.8013
No log	0.2420	38	0.7306	0.0	0.7306	0.8547
No log	0.2548	40	0.7731	0.0400	0.7731	0.8793
No log	0.2675	42	0.7178	0.0400	0.7178	0.8473
No log	0.2803	44	0.9617	0.3143	0.9617	0.9807
No log	0.2930	46	1.1307	0.1882	1.1307	1.0633
No log	0.3057	48	0.8346	0.3200	0.8346	0.9135
No log	0.3185	50	0.5876	0.1818	0.5876	0.7666
No log	0.3312	52	0.5734	0.1818	0.5734	0.7572
No log	0.3439	54	0.5459	0.1053	0.5459	0.7389
No log	0.3567	56	0.5424	0.25	0.5424	0.7365
No log	0.3694	58	0.7102	0.3684	0.7102	0.8428
No log	0.3822	60	0.8170	0.3684	0.8170	0.9039
No log	0.3949	62	0.9877	0.3250	0.9877	0.9938
No log	0.4076	64	1.0776	0.1882	1.0776	1.0381
No log	0.4204	66	1.1619	0.1333	1.1619	1.0779
No log	0.4331	68	0.9776	0.1882	0.9776	0.9888
No log	0.4459	70	0.7181	0.3133	0.7181	0.8474
No log	0.4586	72	0.6122	0.3846	0.6122	0.7824
No log	0.4713	74	0.6539	0.4857	0.6539	0.8086
No log	0.4841	76	0.6198	0.3514	0.6198	0.7873
No log	0.4968	78	0.6264	0.3415	0.6264	0.7914
No log	0.5096	80	0.7148	0.4304	0.7148	0.8455
No log	0.5223	82	0.8228	0.1750	0.8228	0.9071
No log	0.5350	84	0.8560	0.1750	0.8560	0.9252
No log	0.5478	86	0.8140	0.1750	0.8140	0.9022
No log	0.5605	88	0.7361	0.4304	0.7361	0.8579
No log	0.5732	90	0.7339	0.4304	0.7339	0.8567
No log	0.5860	92	0.7223	0.4444	0.7223	0.8499
No log	0.5987	94	0.7303	0.3294	0.7303	0.8546
No log	0.6115	96	0.6937	0.4138	0.6937	0.8329
No log	0.6242	98	0.6578	0.3544	0.6578	0.8111
No log	0.6369	100	0.7063	0.4270	0.7063	0.8404
No log	0.6497	102	0.8872	0.3721	0.8872	0.9419
No log	0.6624	104	1.0509	0.2857	1.0509	1.0251
No log	0.6752	106	1.0318	0.2979	1.0318	1.0158
No log	0.6879	108	0.8859	0.3133	0.8859	0.9412
No log	0.7006	110	0.7127	0.2963	0.7127	0.8442
No log	0.7134	112	0.6194	0.3855	0.6194	0.7870
No log	0.7261	114	0.6293	0.3846	0.6293	0.7933
No log	0.7389	116	0.6946	0.3855	0.6946	0.8334
No log	0.7516	118	0.8044	0.3294	0.8044	0.8969
No log	0.7643	120	0.8113	0.4286	0.8113	0.9007
No log	0.7771	122	0.7621	0.4286	0.7621	0.8730
No log	0.7898	124	0.7045	0.4	0.7045	0.8394
No log	0.8025	126	0.6746	0.3143	0.6746	0.8214
No log	0.8153	128	0.7270	0.3824	0.7270	0.8526
No log	0.8280	130	0.8475	0.1127	0.8475	0.9206
No log	0.8408	132	0.8859	0.1127	0.8859	0.9412
No log	0.8535	134	0.7930	0.4615	0.7930	0.8905
No log	0.8662	136	0.7484	0.3250	0.7484	0.8651
No log	0.8790	138	0.8367	0.4304	0.8367	0.9147
No log	0.8917	140	0.9968	0.2581	0.9968	0.9984
No log	0.9045	142	1.1080	0.2174	1.1080	1.0526
No log	0.9172	144	1.0384	0.2581	1.0384	1.0190
No log	0.9299	146	0.8519	0.2410	0.8519	0.9230
No log	0.9427	148	0.6148	0.3704	0.6148	0.7841
No log	0.9554	150	0.5712	0.2941	0.5712	0.7558
No log	0.9682	152	0.5686	0.3014	0.5686	0.7541
No log	0.9809	154	0.6586	0.4578	0.6586	0.8116
No log	0.9936	156	0.8245	0.3023	0.8245	0.9080
No log	1.0064	158	0.8324	0.3023	0.8324	0.9124
No log	1.0191	160	0.7494	0.4138	0.7494	0.8657
No log	1.0318	162	0.7334	0.3514	0.7334	0.8564
No log	1.0446	164	0.7538	0.3514	0.7538	0.8682
No log	1.0573	166	0.7443	0.3514	0.7443	0.8627
No log	1.0701	168	0.7054	0.3077	0.7054	0.8399
No log	1.0828	170	0.8347	0.4286	0.8347	0.9136
No log	1.0955	172	1.0014	0.2857	1.0014	1.0007
No log	1.1083	174	1.1196	0.2683	1.1196	1.0581
No log	1.1210	176	1.0313	0.2683	1.0313	1.0155
No log	1.1338	178	0.8491	0.2683	0.8491	0.9214
No log	1.1465	180	0.7031	0.3684	0.7031	0.8385
No log	1.1592	182	0.6399	0.4	0.6399	0.7999
No log	1.1720	184	0.6378	0.3514	0.6378	0.7986
No log	1.1847	186	0.6877	0.4578	0.6877	0.8293
No log	1.1975	188	0.8352	0.3133	0.8352	0.9139
No log	1.2102	190	0.9093	0.2683	0.9093	0.9536
No log	1.2229	192	0.9246	0.2683	0.9246	0.9616
No log	1.2357	194	0.8612	0.4615	0.8612	0.9280
No log	1.2484	196	0.8251	0.3704	0.8251	0.9083
No log	1.2611	198	0.7772	0.3855	0.7772	0.8816
No log	1.2739	200	0.6736	0.3721	0.6736	0.8207
No log	1.2866	202	0.6377	0.3077	0.6377	0.7986
No log	1.2994	204	0.6467	0.3721	0.6467	0.8042
No log	1.3121	206	0.6698	0.5301	0.6698	0.8184
No log	1.3248	208	0.7208	0.5063	0.7208	0.8490
No log	1.3376	210	0.8070	0.4156	0.8070	0.8983
No log	1.3503	212	0.8771	0.2683	0.8771	0.9365
No log	1.3631	214	0.8806	0.2683	0.8806	0.9384
No log	1.3758	216	0.7604	0.5063	0.7604	0.8720
No log	1.3885	218	0.6712	0.4156	0.6712	0.8192
No log	1.4013	220	0.5939	0.4474	0.5939	0.7706
No log	1.4140	222	0.6265	0.3544	0.6265	0.7915
No log	1.4268	224	0.7088	0.3571	0.7088	0.8419
No log	1.4395	226	0.8488	0.4000	0.8488	0.9213
No log	1.4522	228	0.9987	0.3607	0.9987	0.9994
No log	1.4650	230	1.0288	0.3182	1.0288	1.0143
No log	1.4777	232	0.9641	0.2703	0.9641	0.9819
No log	1.4904	234	0.8507	0.4706	0.8507	0.9223
No log	1.5032	236	0.7758	0.3864	0.7758	0.8808
No log	1.5159	238	0.7118	0.3704	0.7118	0.8437
No log	1.5287	240	0.6673	0.3836	0.6673	0.8169
No log	1.5414	242	0.6557	0.4167	0.6557	0.8097
No log	1.5541	244	0.7121	0.4	0.7121	0.8438
No log	1.5669	246	0.7537	0.3721	0.7537	0.8681
No log	1.5796	248	0.7407	0.5185	0.7407	0.8607
No log	1.5924	250	0.6641	0.3824	0.6641	0.8150
No log	1.6051	252	0.6662	0.3824	0.6662	0.8162
No log	1.6178	254	0.7946	0.3846	0.7946	0.8914
No log	1.6306	256	0.9148	0.2581	0.9148	0.9565
No log	1.6433	258	0.9877	0.2581	0.9877	0.9938
No log	1.6561	260	0.8663	0.3864	0.8663	0.9307
No log	1.6688	262	0.6472	0.4146	0.6472	0.8045
No log	1.6815	264	0.5650	0.4156	0.5650	0.7516
No log	1.6943	266	0.5938	0.3014	0.5938	0.7706
No log	1.7070	268	0.6819	0.4935	0.6819	0.8258
No log	1.7197	270	0.7167	0.4878	0.7167	0.8466
No log	1.7325	272	0.6974	0.4138	0.6974	0.8351
No log	1.7452	274	0.8064	0.4375	0.8064	0.8980
No log	1.7580	276	0.8764	0.4396	0.8764	0.9362
No log	1.7707	278	0.8008	0.4255	0.8008	0.8949
No log	1.7834	280	0.7393	0.4375	0.7393	0.8598
No log	1.7962	282	0.6868	0.4706	0.6868	0.8287
No log	1.8089	284	0.6439	0.4000	0.6439	0.8024
No log	1.8217	286	0.6505	0.3133	0.6505	0.8065
No log	1.8344	288	0.6463	0.2963	0.6463	0.8039
No log	1.8471	290	0.7262	0.5301	0.7262	0.8522
No log	1.8599	292	0.7986	0.4304	0.7986	0.8937
No log	1.8726	294	0.7778	0.3846	0.7778	0.8819
No log	1.8854	296	0.7338	0.3846	0.7338	0.8566
No log	1.8981	298	0.6546	0.4	0.6546	0.8091
No log	1.9108	300	0.5810	0.4935	0.5810	0.7622
No log	1.9236	302	0.5834	0.4935	0.5834	0.7638
No log	1.9363	304	0.5840	0.4615	0.5840	0.7642
No log	1.9490	306	0.5941	0.4615	0.5941	0.7708
No log	1.9618	308	0.6596	0.5000	0.6596	0.8121
No log	1.9745	310	0.7031	0.4632	0.7031	0.8385
No log	1.9873	312	0.7468	0.4894	0.7468	0.8642
No log	2.0	314	0.7742	0.4667	0.7742	0.8799
No log	2.0127	316	0.7888	0.3415	0.7888	0.8881
No log	2.0255	318	0.7169	0.4156	0.7169	0.8467
No log	2.0382	320	0.7012	0.3333	0.7012	0.8374
No log	2.0510	322	0.7813	0.2963	0.7813	0.8839
No log	2.0637	324	0.8420	0.2500	0.8420	0.9176
No log	2.0764	326	0.8202	0.2105	0.8202	0.9057
No log	2.0892	328	0.7073	0.3836	0.7073	0.8410
No log	2.1019	330	0.6169	0.24	0.6169	0.7854
No log	2.1146	332	0.6321	0.2597	0.6321	0.7950
No log	2.1274	334	0.6701	0.2683	0.6701	0.8186
No log	2.1401	336	0.7416	0.4474	0.7416	0.8611
No log	2.1529	338	0.7605	0.4474	0.7605	0.8721
No log	2.1656	340	0.7112	0.3544	0.7112	0.8433
No log	2.1783	342	0.6874	0.3544	0.6874	0.8291
No log	2.1911	344	0.6880	0.3544	0.6880	0.8295
No log	2.2038	346	0.6691	0.3544	0.6691	0.8180
No log	2.2166	348	0.6843	0.2963	0.6843	0.8272
No log	2.2293	350	0.6795	0.2963	0.6795	0.8243
No log	2.2420	352	0.6782	0.2963	0.6782	0.8235
No log	2.2548	354	0.6782	0.2963	0.6782	0.8235
No log	2.2675	356	0.7306	0.3182	0.7306	0.8548
No log	2.2803	358	0.7924	0.3125	0.7924	0.8902
No log	2.2930	360	0.7774	0.3368	0.7774	0.8817
No log	2.3057	362	0.7787	0.3368	0.7787	0.8824
No log	2.3185	364	0.7574	0.2963	0.7574	0.8703
No log	2.3312	366	0.7313	0.3721	0.7313	0.8552
No log	2.3439	368	0.7342	0.4706	0.7342	0.8569
No log	2.3567	370	0.7172	0.4878	0.7172	0.8469
No log	2.3694	372	0.7452	0.5063	0.7452	0.8633
No log	2.3822	374	0.7132	0.5063	0.7132	0.8445
No log	2.3949	376	0.6168	0.4324	0.6168	0.7853
No log	2.4076	378	0.5463	0.4000	0.5463	0.7391
No log	2.4204	380	0.5433	0.2895	0.5433	0.7371
No log	2.4331	382	0.5450	0.2895	0.5450	0.7383
No log	2.4459	384	0.5705	0.4156	0.5705	0.7553
No log	2.4586	386	0.6661	0.5063	0.6661	0.8162
No log	2.4713	388	0.7479	0.5063	0.7479	0.8648
No log	2.4841	390	0.7323	0.5500	0.7323	0.8557
No log	2.4968	392	0.6584	0.5185	0.6584	0.8114
No log	2.5096	394	0.6066	0.2963	0.6066	0.7789
No log	2.5223	396	0.6068	0.3415	0.6068	0.7790
No log	2.5350	398	0.6107	0.4000	0.6107	0.7815
No log	2.5478	400	0.6313	0.4878	0.6313	0.7945
No log	2.5605	402	0.6563	0.5500	0.6563	0.8101
No log	2.5732	404	0.6786	0.5500	0.6786	0.8238
No log	2.5860	406	0.6805	0.5500	0.6805	0.8249
No log	2.5987	408	0.6493	0.5500	0.6493	0.8058
No log	2.6115	410	0.6139	0.48	0.6139	0.7835
No log	2.6242	412	0.6020	0.4304	0.6020	0.7759
No log	2.6369	414	0.6255	0.4304	0.6255	0.7909
No log	2.6497	416	0.6882	0.4935	0.6882	0.8296
No log	2.6624	418	0.7527	0.5185	0.7527	0.8676
No log	2.6752	420	0.7242	0.5185	0.7242	0.8510
No log	2.6879	422	0.6369	0.4146	0.6369	0.7980
No log	2.7006	424	0.6192	0.3544	0.6192	0.7869
No log	2.7134	426	0.6694	0.2609	0.6694	0.8182
No log	2.7261	428	0.6472	0.3544	0.6472	0.8045
No log	2.7389	430	0.5977	0.3855	0.5977	0.7731
No log	2.7516	432	0.6035	0.4935	0.6035	0.7769
No log	2.7643	434	0.6730	0.475	0.6730	0.8204
No log	2.7771	436	0.7840	0.2222	0.7840	0.8854
No log	2.7898	438	0.8303	0.2222	0.8303	0.9112
No log	2.8025	440	0.7817	0.3571	0.7817	0.8841
No log	2.8153	442	0.7285	0.5063	0.7285	0.8535
No log	2.8280	444	0.7111	0.48	0.7111	0.8433
No log	2.8408	446	0.6958	0.4156	0.6958	0.8341
No log	2.8535	448	0.7029	0.4156	0.7029	0.8384
No log	2.8662	450	0.7231	0.4474	0.7231	0.8504
No log	2.8790	452	0.8209	0.3836	0.8209	0.9060
No log	2.8917	454	0.9118	0.1818	0.9118	0.9549
No log	2.9045	456	0.9112	0.2683	0.9112	0.9546
No log	2.9172	458	0.8734	0.3333	0.8734	0.9346
No log	2.9299	460	0.7898	0.3836	0.7898	0.8887
No log	2.9427	462	0.6730	0.3824	0.6730	0.8204
No log	2.9554	464	0.6036	0.4857	0.6036	0.7769
No log	2.9682	466	0.5734	0.4167	0.5734	0.7572
No log	2.9809	468	0.5732	0.4167	0.5732	0.7571
No log	2.9936	470	0.6088	0.4857	0.6088	0.7802
No log	3.0064	472	0.6832	0.5063	0.6832	0.8266
No log	3.0191	474	0.7477	0.5063	0.7477	0.8647
No log	3.0318	476	0.7661	0.5500	0.7661	0.8753
No log	3.0446	478	0.7060	0.5185	0.7060	0.8402
No log	3.0573	480	0.6529	0.2597	0.6529	0.8080
No log	3.0701	482	0.6550	0.3077	0.6550	0.8093
No log	3.0828	484	0.6514	0.3077	0.6514	0.8071
No log	3.0955	486	0.6297	0.3133	0.6297	0.7935
No log	3.1083	488	0.6016	0.3077	0.6016	0.7756
No log	3.1210	490	0.5914	0.4146	0.5914	0.7690
No log	3.1338	492	0.5887	0.4146	0.5887	0.7673
No log	3.1465	494	0.5961	0.4615	0.5961	0.7721
No log	3.1592	496	0.6448	0.5610	0.6448	0.8030
No log	3.1720	498	0.7325	0.475	0.7325	0.8558
0.4502	3.1847	500	0.7259	0.475	0.7259	0.8520
0.4502	3.1975	502	0.6181	0.5185	0.6181	0.7862
0.4502	3.2102	504	0.5351	0.3704	0.5351	0.7315
0.4502	3.2229	506	0.5492	0.475	0.5492	0.7411
0.4502	3.2357	508	0.5409	0.5385	0.5409	0.7355
0.4502	3.2484	510	0.5451	0.4304	0.5451	0.7383
0.4502	3.2611	512	0.6130	0.3684	0.6130	0.7830
0.4502	3.2739	514	0.6982	0.475	0.6982	0.8356
0.4502	3.2866	516	0.7670	0.5063	0.7670	0.8758
0.4502	3.2994	518	0.7544	0.4615	0.7544	0.8686
0.4502	3.3121	520	0.6783	0.4324	0.6783	0.8236
0.4502	3.3248	522	0.6447	0.4324	0.6447	0.8029
0.4502	3.3376	524	0.6273	0.4324	0.6273	0.7920
0.4502	3.3503	526	0.6666	0.4324	0.6666	0.8164
0.4502	3.3631	528	0.7367	0.4324	0.7367	0.8583
0.4502	3.3758	530	0.8252	0.4286	0.8252	0.9084
0.4502	3.3885	532	0.8343	0.3855	0.8343	0.9134
0.4502	3.4013	534	0.7691	0.3855	0.7691	0.8770
0.4502	3.4140	536	0.7162	0.475	0.7162	0.8463
0.4502	3.4268	538	0.6559	0.4156	0.6559	0.8099
0.4502	3.4395	540	0.6229	0.4000	0.6229	0.7893
0.4502	3.4522	542	0.6262	0.2963	0.6262	0.7913
0.4502	3.4650	544	0.6288	0.4000	0.6288	0.7930
0.4502	3.4777	546	0.6528	0.4615	0.6528	0.8080
0.4502	3.4904	548	0.6717	0.4615	0.6717	0.8196
0.4502	3.5032	550	0.6948	0.4474	0.6948	0.8335
0.4502	3.5159	552	0.6678	0.4474	0.6678	0.8172
0.4502	3.5287	554	0.6788	0.4474	0.6788	0.8239
0.4502	3.5414	556	0.7016	0.5500	0.7016	0.8376
0.4502	3.5541	558	0.6988	0.5185	0.6988	0.8359
0.4502	3.5669	560	0.6377	0.4474	0.6377	0.7985
0.4502	3.5796	562	0.6024	0.4000	0.6024	0.7762
0.4502	3.5924	564	0.5972	0.4	0.5972	0.7728
0.4502	3.6051	566	0.6177	0.4000	0.6177	0.7859
0.4502	3.6178	568	0.6457	0.4000	0.6457	0.8036
0.4502	3.6306	570	0.7202	0.5000	0.7202	0.8486
0.4502	3.6433	572	0.7381	0.5610	0.7381	0.8591
0.4502	3.6561	574	0.7127	0.5000	0.7127	0.8442
0.4502	3.6688	576	0.6855	0.2963	0.6855	0.8280
0.4502	3.6815	578	0.6613	0.3133	0.6613	0.8132
0.4502	3.6943	580	0.6487	0.3571	0.6487	0.8054
0.4502	3.7070	582	0.6702	0.4894	0.6702	0.8187
0.4502	3.7197	584	0.6701	0.4848	0.6701	0.8186
0.4502	3.7325	586	0.6551	0.3415	0.6551	0.8094
0.4502	3.7452	588	0.6787	0.4304	0.6787	0.8238
0.4502	3.7580	590	0.6903	0.4156	0.6903	0.8308
0.4502	3.7707	592	0.6650	0.4304	0.6650	0.8155
0.4502	3.7834	594	0.6177	0.2963	0.6177	0.7859
0.4502	3.7962	596	0.5887	0.2963	0.5887	0.7672
0.4502	3.8089	598	0.5842	0.2895	0.5842	0.7643
0.4502	3.8217	600	0.5943	0.2895	0.5943	0.7709
0.4502	3.8344	602	0.6304	0.4000	0.6304	0.7940
0.4502	3.8471	604	0.6929	0.3846	0.6929	0.8324
0.4502	3.8599	606	0.7669	0.4474	0.7669	0.8757
0.4502	3.8726	608	0.7979	0.48	0.7979	0.8932
0.4502	3.8854	610	0.7604	0.48	0.7604	0.8720
0.4502	3.8981	612	0.6799	0.4474	0.6799	0.8246
0.4502	3.9108	614	0.6316	0.3514	0.6316	0.7947
0.4502	3.9236	616	0.6291	0.2105	0.6291	0.7931
0.4502	3.9363	618	0.6403	0.3836	0.6403	0.8002
0.4502	3.9490	620	0.6863	0.48	0.6863	0.8284
0.4502	3.9618	622	0.7221	0.4324	0.7221	0.8497
0.4502	3.9745	624	0.6820	0.4324	0.6820	0.8258
0.4502	3.9873	626	0.6280	0.4507	0.6280	0.7924
0.4502	4.0	628	0.6069	0.4167	0.6069	0.7790
0.4502	4.0127	630	0.6009	0.3200	0.6009	0.7752
0.4502	4.0255	632	0.6325	0.2597	0.6325	0.7953
0.4502	4.0382	634	0.6657	0.2857	0.6657	0.8159
0.4502	4.0510	636	0.6618	0.2857	0.6618	0.8135
0.4502	4.0637	638	0.6537	0.4000	0.6537	0.8085
0.4502	4.0764	640	0.6502	0.4000	0.6502	0.8064
0.4502	4.0892	642	0.6533	0.4615	0.6533	0.8082
0.4502	4.1019	644	0.6640	0.4156	0.6640	0.8149
0.4502	4.1146	646	0.6639	0.4156	0.6639	0.8148
0.4502	4.1274	648	0.6649	0.4156	0.6649	0.8154
0.4502	4.1401	650	0.6352	0.4156	0.6352	0.7970
0.4502	4.1529	652	0.5896	0.4156	0.5896	0.7678
0.4502	4.1656	654	0.5676	0.4324	0.5676	0.7534
0.4502	4.1783	656	0.5900	0.3077	0.5900	0.7681
0.4502	4.1911	658	0.6208	0.3294	0.6208	0.7879
0.4502	4.2038	660	0.6506	0.3077	0.6506	0.8066
0.4502	4.2166	662	0.7188	0.2963	0.7188	0.8478
0.4502	4.2293	664	0.7899	0.3133	0.7899	0.8888
0.4502	4.2420	666	0.8130	0.3505	0.8130	0.9016
0.4502	4.2548	668	0.8202	0.3654	0.8202	0.9056
0.4502	4.2675	670	0.8004	0.3636	0.8004	0.8947
0.4502	4.2803	672	0.7780	0.3636	0.7780	0.8820
0.4502	4.2930	674	0.7190	0.3294	0.7190	0.8480
0.4502	4.3057	676	0.6658	0.3684	0.6658	0.8160
0.4502	4.3185	678	0.6784	0.4156	0.6784	0.8237
0.4502	4.3312	680	0.7114	0.5063	0.7114	0.8435
0.4502	4.3439	682	0.7218	0.5063	0.7218	0.8496
0.4502	4.3567	684	0.7387	0.5063	0.7387	0.8595
0.4502	4.3694	686	0.7287	0.5185	0.7287	0.8536
0.4502	4.3822	688	0.7013	0.4156	0.7013	0.8374
0.4502	4.3949	690	0.6873	0.3514	0.6873	0.8291
0.4502	4.4076	692	0.6967	0.2597	0.6967	0.8347
0.4502	4.4204	694	0.7157	0.2105	0.7157	0.8460
0.4502	4.4331	696	0.7473	0.3333	0.7473	0.8644
0.4502	4.4459	698	0.7542	0.4156	0.7542	0.8684
0.4502	4.4586	700	0.7168	0.4474	0.7168	0.8466
0.4502	4.4713	702	0.6551	0.4156	0.6551	0.8094
0.4502	4.4841	704	0.6348	0.4156	0.6348	0.7968
0.4502	4.4968	706	0.6446	0.4474	0.6446	0.8029
0.4502	4.5096	708	0.6749	0.48	0.6749	0.8215
0.4502	4.5223	710	0.7108	0.5500	0.7108	0.8431
0.4502	4.5350	712	0.6918	0.5500	0.6918	0.8318
0.4502	4.5478	714	0.6404	0.4474	0.6404	0.8003
0.4502	4.5605	716	0.5965	0.3836	0.5965	0.7723
0.4502	4.5732	718	0.5955	0.2597	0.5955	0.7717
0.4502	4.5860	720	0.6091	0.3077	0.6091	0.7805
0.4502	4.5987	722	0.6095	0.3684	0.6095	0.7807
0.4502	4.6115	724	0.6290	0.3836	0.6290	0.7931
0.4502	4.6242	726	0.6178	0.3836	0.6178	0.7860
0.4502	4.6369	728	0.5971	0.3200	0.5971	0.7727
0.4502	4.6497	730	0.5856	0.3200	0.5856	0.7653
0.4502	4.6624	732	0.5906	0.3200	0.5906	0.7685
0.4502	4.6752	734	0.6129	0.3514	0.6129	0.7829
0.4502	4.6879	736	0.6573	0.4474	0.6573	0.8108
0.4502	4.7006	738	0.6933	0.3846	0.6933	0.8327
0.4502	4.7134	740	0.6977	0.3704	0.6977	0.8353
0.4502	4.7261	742	0.6938	0.3077	0.6938	0.8330
0.4502	4.7389	744	0.6961	0.3077	0.6961	0.8343
0.4502	4.7516	746	0.6776	0.3077	0.6776	0.8232
0.4502	4.7643	748	0.6515	0.3077	0.6515	0.8071
0.4502	4.7771	750	0.6222	0.3684	0.6222	0.7888
0.4502	4.7898	752	0.6262	0.3846	0.6262	0.7913
0.4502	4.8025	754	0.6485	0.4474	0.6485	0.8053
0.4502	4.8153	756	0.6693	0.4324	0.6693	0.8181
0.4502	4.8280	758	0.6509	0.4324	0.6509	0.8068
0.4502	4.8408	760	0.6138	0.4324	0.6138	0.7835
0.4502	4.8535	762	0.5891	0.4474	0.5891	0.7675
0.4502	4.8662	764	0.5840	0.3836	0.5840	0.7642
0.4502	4.8790	766	0.6017	0.3846	0.6017	0.7757
0.4502	4.8917	768	0.6078	0.3514	0.6078	0.7796
0.4502	4.9045	770	0.6003	0.3514	0.6003	0.7748
0.4502	4.9172	772	0.5951	0.4167	0.5951	0.7714
0.4502	4.9299	774	0.5904	0.4167	0.5904	0.7684
0.4502	4.9427	776	0.6132	0.4156	0.6132	0.7831
0.4502	4.9554	778	0.6552	0.4	0.6552	0.8094
0.4502	4.9682	780	0.6827	0.4	0.6827	0.8262
0.4502	4.9809	782	0.6655	0.4	0.6655	0.8158
0.4502	4.9936	784	0.6222	0.3684	0.6222	0.7888
0.4502	5.0064	786	0.5720	0.3544	0.5720	0.7563
0.4502	5.0191	788	0.5660	0.3684	0.5660	0.7523
0.4502	5.0318	790	0.5772	0.3377	0.5772	0.7597
0.4502	5.0446	792	0.5931	0.4615	0.5931	0.7701
0.4502	5.0573	794	0.6069	0.3415	0.6069	0.7791
0.4502	5.0701	796	0.6394	0.3704	0.6394	0.7996
0.4502	5.0828	798	0.6673	0.3704	0.6673	0.8169
0.4502	5.0955	800	0.6819	0.3704	0.6819	0.8258
0.4502	5.1083	802	0.6760	0.3704	0.6760	0.8222
0.4502	5.1210	804	0.6679	0.3415	0.6679	0.8173
0.4502	5.1338	806	0.6613	0.3133	0.6613	0.8132
0.4502	5.1465	808	0.6842	0.475	0.6842	0.8272
0.4502	5.1592	810	0.6895	0.4828	0.6895	0.8303
0.4502	5.1720	812	0.6830	0.475	0.6830	0.8264
0.4502	5.1847	814	0.6562	0.3133	0.6562	0.8101
0.4502	5.1975	816	0.6356	0.3704	0.6356	0.7972
0.4502	5.2102	818	0.6456	0.3704	0.6456	0.8035
0.4502	5.2229	820	0.6614	0.2785	0.6614	0.8132
0.4502	5.2357	822	0.6553	0.2785	0.6553	0.8095
0.4502	5.2484	824	0.6425	0.3200	0.6425	0.8016
0.4502	5.2611	826	0.6312	0.2895	0.6312	0.7945
0.4502	5.2739	828	0.6332	0.24	0.6332	0.7957
0.4502	5.2866	830	0.6295	0.2895	0.6295	0.7934
0.4502	5.2994	832	0.6379	0.24	0.6379	0.7987
0.4502	5.3121	834	0.6520	0.3836	0.6520	0.8075
0.4502	5.3248	836	0.6777	0.4156	0.6777	0.8232
0.4502	5.3376	838	0.6771	0.4474	0.6771	0.8228
0.4502	5.3503	840	0.6439	0.4167	0.6439	0.8024
0.4502	5.3631	842	0.6137	0.3836	0.6137	0.7834
0.4502	5.3758	844	0.6089	0.3200	0.6089	0.7804
0.4502	5.3885	846	0.6165	0.2703	0.6165	0.7852
0.4502	5.4013	848	0.6270	0.3836	0.6270	0.7919
0.4502	5.4140	850	0.6446	0.3836	0.6446	0.8029
0.4502	5.4268	852	0.6435	0.3836	0.6435	0.8022
0.4502	5.4395	854	0.6389	0.3514	0.6389	0.7993
0.4502	5.4522	856	0.6275	0.2105	0.6275	0.7921
0.4502	5.4650	858	0.6298	0.2105	0.6298	0.7936
0.4502	5.4777	860	0.6422	0.3514	0.6422	0.8014
0.4502	5.4904	862	0.6648	0.3514	0.6648	0.8154
0.4502	5.5032	864	0.6665	0.3514	0.6665	0.8164
0.4502	5.5159	866	0.6722	0.3514	0.6722	0.8199
0.4502	5.5287	868	0.6812	0.3514	0.6812	0.8254
0.4502	5.5414	870	0.7020	0.3544	0.7020	0.8379
0.4502	5.5541	872	0.7348	0.4474	0.7348	0.8572
0.4502	5.5669	874	0.7396	0.48	0.7396	0.8600
0.4502	5.5796	876	0.7288	0.48	0.7288	0.8537
0.4502	5.5924	878	0.7085	0.48	0.7085	0.8417
0.4502	5.6051	880	0.7068	0.48	0.7068	0.8407
0.4502	5.6178	882	0.7009	0.48	0.7009	0.8372
0.4502	5.6306	884	0.6849	0.48	0.6849	0.8276
0.4502	5.6433	886	0.6725	0.4507	0.6725	0.8201
0.4502	5.6561	888	0.6741	0.3514	0.6741	0.8211
0.4502	5.6688	890	0.7020	0.4156	0.7020	0.8378
0.4502	5.6815	892	0.7262	0.4156	0.7262	0.8522
0.4502	5.6943	894	0.7520	0.4156	0.7520	0.8672
0.4502	5.7070	896	0.7478	0.3544	0.7478	0.8647
0.4502	5.7197	898	0.7260	0.2105	0.7260	0.8521
0.4502	5.7325	900	0.7279	0.2105	0.7279	0.8531
0.4502	5.7452	902	0.7406	0.2105	0.7406	0.8606
0.4502	5.7580	904	0.7454	0.2105	0.7454	0.8634
0.4502	5.7707	906	0.7354	0.2105	0.7354	0.8575
0.4502	5.7834	908	0.7133	0.2105	0.7133	0.8446
0.4502	5.7962	910	0.6989	0.2105	0.6989	0.8360
0.4502	5.8089	912	0.6959	0.2105	0.6959	0.8342
0.4502	5.8217	914	0.6891	0.2105	0.6891	0.8301
0.4502	5.8344	916	0.6904	0.2222	0.6904	0.8309
0.4502	5.8471	918	0.7012	0.3846	0.7012	0.8374
0.4502	5.8599	920	0.7133	0.4156	0.7133	0.8446
0.4502	5.8726	922	0.7216	0.4156	0.7216	0.8494
0.4502	5.8854	924	0.7231	0.3846	0.7231	0.8504
0.4502	5.8981	926	0.7222	0.2222	0.7222	0.8498
0.4502	5.9108	928	0.7314	0.2105	0.7314	0.8552
0.4502	5.9236	930	0.7409	0.3077	0.7409	0.8607
0.4502	5.9363	932	0.7412	0.3544	0.7412	0.8609
0.4502	5.9490	934	0.7307	0.2597	0.7307	0.8548
0.4502	5.9618	936	0.7256	0.2105	0.7256	0.8518
0.4502	5.9745	938	0.7286	0.2222	0.7286	0.8536
0.4502	5.9873	940	0.7393	0.4156	0.7393	0.8598
0.4502	6.0	942	0.7270	0.4156	0.7270	0.8527
0.4502	6.0127	944	0.7190	0.4156	0.7190	0.8479
0.4502	6.0255	946	0.6841	0.4156	0.6841	0.8271
0.4502	6.0382	948	0.6700	0.4156	0.6700	0.8185
0.4502	6.0510	950	0.6542	0.2105	0.6542	0.8088
0.4502	6.0637	952	0.6521	0.2597	0.6521	0.8076
0.4502	6.0764	954	0.6650	0.2105	0.6650	0.8155
0.4502	6.0892	956	0.6703	0.2703	0.6703	0.8187
0.4502	6.1019	958	0.6864	0.4156	0.6864	0.8285
0.4502	6.1146	960	0.7003	0.4156	0.7003	0.8368
0.4502	6.1274	962	0.7140	0.4878	0.7140	0.8450
0.4502	6.1401	964	0.7112	0.4878	0.7112	0.8433
0.4502	6.1529	966	0.6883	0.4156	0.6883	0.8296
0.4502	6.1656	968	0.6702	0.2105	0.6702	0.8186
0.4502	6.1783	970	0.6650	0.2597	0.6650	0.8155
0.4502	6.1911	972	0.6674	0.2597	0.6674	0.8170
0.4502	6.2038	974	0.6827	0.3250	0.6827	0.8262
0.4502	6.2166	976	0.6907	0.4156	0.6907	0.8311
0.4502	6.2293	978	0.6884	0.3544	0.6884	0.8297
0.4502	6.2420	980	0.6926	0.3250	0.6926	0.8322
0.4502	6.2548	982	0.6963	0.3704	0.6963	0.8344
0.4502	6.2675	984	0.7013	0.3250	0.7013	0.8374
0.4502	6.2803	986	0.7099	0.3544	0.7099	0.8425
0.4502	6.2930	988	0.7139	0.3846	0.7139	0.8449
0.4502	6.3057	990	0.7311	0.4878	0.7311	0.8551
0.4502	6.3185	992	0.7519	0.5185	0.7519	0.8671
0.4502	6.3312	994	0.7464	0.5500	0.7464	0.8640
0.4502	6.3439	996	0.7087	0.5500	0.7087	0.8418
0.4502	6.3567	998	0.6749	0.4474	0.6749	0.8215
0.1227	6.3694	1000	0.6462	0.4474	0.6462	0.8039
0.1227	6.3822	1002	0.6373	0.4156	0.6373	0.7983
0.1227	6.3949	1004	0.6410	0.4156	0.6410	0.8006
0.1227	6.4076	1006	0.6401	0.4156	0.6401	0.8001
0.1227	6.4204	1008	0.6512	0.3846	0.6512	0.8070
0.1227	6.4331	1010	0.6831	0.5185	0.6831	0.8265
0.1227	6.4459	1012	0.7125	0.5500	0.7125	0.8441
0.1227	6.4586	1014	0.7053	0.5500	0.7053	0.8398
0.1227	6.4713	1016	0.6869	0.5500	0.6869	0.8288
0.1227	6.4841	1018	0.6531	0.48	0.6531	0.8082
0.1227	6.4968	1020	0.6258	0.3836	0.6258	0.7911
0.1227	6.5096	1022	0.6183	0.3836	0.6183	0.7863
0.1227	6.5223	1024	0.6153	0.3514	0.6153	0.7844
0.1227	6.5350	1026	0.6150	0.4	0.6150	0.7842
0.1227	6.5478	1028	0.6158	0.4	0.6158	0.7847
0.1227	6.5605	1030	0.6169	0.4	0.6169	0.7854
0.1227	6.5732	1032	0.6301	0.3836	0.6301	0.7938
0.1227	6.5860	1034	0.6435	0.4857	0.6435	0.8022
0.1227	6.5987	1036	0.6650	0.4857	0.6650	0.8155
0.1227	6.6115	1038	0.6758	0.4857	0.6758	0.8220
0.1227	6.6242	1040	0.6690	0.4857	0.6690	0.8179
0.1227	6.6369	1042	0.6690	0.4857	0.6690	0.8180
0.1227	6.6497	1044	0.6560	0.4857	0.6560	0.8100
0.1227	6.6624	1046	0.6335	0.4857	0.6335	0.7959
0.1227	6.6752	1048	0.6190	0.4507	0.6190	0.7868
0.1227	6.6879	1050	0.6211	0.4167	0.6211	0.7881
0.1227	6.7006	1052	0.6208	0.4658	0.6208	0.7879
0.1227	6.7134	1054	0.6278	0.4658	0.6278	0.7924
0.1227	6.7261	1056	0.6432	0.4658	0.6432	0.8020
0.1227	6.7389	1058	0.6494	0.4658	0.6494	0.8058
0.1227	6.7516	1060	0.6594	0.4167	0.6594	0.8120
0.1227	6.7643	1062	0.6815	0.4167	0.6815	0.8255
0.1227	6.7771	1064	0.7142	0.5185	0.7142	0.8451
0.1227	6.7898	1066	0.7305	0.5500	0.7305	0.8547
0.1227	6.8025	1068	0.7621	0.5063	0.7621	0.8730
0.1227	6.8153	1070	0.7564	0.5063	0.7564	0.8697
0.1227	6.8280	1072	0.7173	0.48	0.7173	0.8470
0.1227	6.8408	1074	0.6663	0.4857	0.6663	0.8163
0.1227	6.8535	1076	0.6221	0.4167	0.6221	0.7887
0.1227	6.8662	1078	0.6047	0.4324	0.6047	0.7777
0.1227	6.8790	1080	0.6024	0.2597	0.6024	0.7761
0.1227	6.8917	1082	0.6113	0.3836	0.6113	0.7819
0.1227	6.9045	1084	0.6316	0.4167	0.6316	0.7947
0.1227	6.9172	1086	0.6532	0.4167	0.6532	0.8082
0.1227	6.9299	1088	0.6866	0.4167	0.6866	0.8286
0.1227	6.9427	1090	0.7351	0.4474	0.7351	0.8574
0.1227	6.9554	1092	0.7541	0.48	0.7541	0.8684
0.1227	6.9682	1094	0.7469	0.48	0.7469	0.8642
0.1227	6.9809	1096	0.7247	0.4474	0.7247	0.8513
0.1227	6.9936	1098	0.7131	0.4474	0.7131	0.8445
0.1227	7.0064	1100	0.6917	0.4167	0.6917	0.8317
0.1227	7.0191	1102	0.6841	0.4167	0.6841	0.8271
0.1227	7.0318	1104	0.6769	0.4167	0.6769	0.8227
0.1227	7.0446	1106	0.6693	0.4324	0.6693	0.8181
0.1227	7.0573	1108	0.6640	0.4	0.6640	0.8149
0.1227	7.0701	1110	0.6643	0.2597	0.6643	0.8151
0.1227	7.0828	1112	0.6683	0.2597	0.6683	0.8175
0.1227	7.0955	1114	0.6674	0.2597	0.6674	0.8169
0.1227	7.1083	1116	0.6664	0.2597	0.6664	0.8163
0.1227	7.1210	1118	0.6693	0.4	0.6693	0.8181
0.1227	7.1338	1120	0.6795	0.4304	0.6795	0.8243
0.1227	7.1465	1122	0.6856	0.5185	0.6856	0.8280
0.1227	7.1592	1124	0.6938	0.5185	0.6938	0.8329
0.1227	7.1720	1126	0.6846	0.5185	0.6846	0.8274
0.1227	7.1847	1128	0.6677	0.4474	0.6677	0.8171
0.1227	7.1975	1130	0.6627	0.4167	0.6627	0.8141
0.1227	7.2102	1132	0.6701	0.4167	0.6701	0.8186
0.1227	7.2229	1134	0.6750	0.4167	0.6750	0.8216
0.1227	7.2357	1136	0.6832	0.4167	0.6832	0.8266
0.1227	7.2484	1138	0.6972	0.4156	0.6972	0.8350
0.1227	7.2611	1140	0.7070	0.4156	0.7070	0.8409
0.1227	7.2739	1142	0.7079	0.4156	0.7079	0.8414
0.1227	7.2866	1144	0.6980	0.4167	0.6980	0.8354
0.1227	7.2994	1146	0.6993	0.4167	0.6993	0.8363
0.1227	7.3121	1148	0.6952	0.3836	0.6952	0.8338
0.1227	7.3248	1150	0.6918	0.3514	0.6918	0.8317
0.1227	7.3376	1152	0.6985	0.4167	0.6985	0.8358
0.1227	7.3503	1154	0.7183	0.4857	0.7183	0.8475
0.1227	7.3631	1156	0.7308	0.48	0.7308	0.8549
0.1227	7.3758	1158	0.7473	0.48	0.7473	0.8645
0.1227	7.3885	1160	0.7439	0.48	0.7439	0.8625
0.1227	7.4013	1162	0.7290	0.48	0.7290	0.8538
0.1227	7.4140	1164	0.7057	0.4507	0.7057	0.8401
0.1227	7.4268	1166	0.6799	0.3836	0.6799	0.8245
0.1227	7.4395	1168	0.6700	0.3200	0.6700	0.8185
0.1227	7.4522	1170	0.6693	0.3200	0.6693	0.8181
0.1227	7.4650	1172	0.6670	0.3200	0.6670	0.8167
0.1227	7.4777	1174	0.6720	0.3200	0.6720	0.8198
0.1227	7.4904	1176	0.6794	0.3200	0.6794	0.8242
0.1227	7.5032	1178	0.6867	0.3836	0.6867	0.8287
0.1227	7.5159	1180	0.6893	0.4167	0.6893	0.8302
0.1227	7.5287	1182	0.6888	0.3836	0.6888	0.8299
0.1227	7.5414	1184	0.6884	0.4167	0.6884	0.8297
0.1227	7.5541	1186	0.6805	0.3836	0.6805	0.8249
0.1227	7.5669	1188	0.6691	0.3514	0.6691	0.8180
0.1227	7.5796	1190	0.6625	0.3514	0.6625	0.8140
0.1227	7.5924	1192	0.6600	0.3514	0.6600	0.8124
0.1227	7.6051	1194	0.6648	0.4167	0.6648	0.8153
0.1227	7.6178	1196	0.6748	0.4507	0.6748	0.8214
0.1227	7.6306	1198	0.6897	0.4857	0.6897	0.8305
0.1227	7.6433	1200	0.6984	0.4857	0.6984	0.8357
0.1227	7.6561	1202	0.6918	0.4857	0.6918	0.8318
0.1227	7.6688	1204	0.6765	0.4167	0.6765	0.8225
0.1227	7.6815	1206	0.6587	0.3514	0.6587	0.8116
0.1227	7.6943	1208	0.6514	0.3514	0.6514	0.8071
0.1227	7.7070	1210	0.6552	0.3514	0.6552	0.8094
0.1227	7.7197	1212	0.6647	0.4507	0.6647	0.8153
0.1227	7.7325	1214	0.6713	0.4507	0.6713	0.8193
0.1227	7.7452	1216	0.6645	0.4507	0.6645	0.8152
0.1227	7.7580	1218	0.6516	0.4507	0.6516	0.8072
0.1227	7.7707	1220	0.6370	0.3836	0.6370	0.7981
0.1227	7.7834	1222	0.6353	0.3514	0.6353	0.7970
0.1227	7.7962	1224	0.6386	0.3514	0.6386	0.7991
0.1227	7.8089	1226	0.6475	0.3836	0.6475	0.8047
0.1227	7.8217	1228	0.6555	0.3836	0.6555	0.8096
0.1227	7.8344	1230	0.6635	0.3836	0.6635	0.8145
0.1227	7.8471	1232	0.6626	0.3514	0.6626	0.8140
0.1227	7.8599	1234	0.6586	0.24	0.6586	0.8116
0.1227	7.8726	1236	0.6626	0.24	0.6626	0.8140
0.1227	7.8854	1238	0.6610	0.24	0.6610	0.8130
0.1227	7.8981	1240	0.6559	0.2597	0.6559	0.8099
0.1227	7.9108	1242	0.6513	0.24	0.6513	0.8070
0.1227	7.9236	1244	0.6494	0.24	0.6494	0.8059
0.1227	7.9363	1246	0.6533	0.24	0.6533	0.8083
0.1227	7.9490	1248	0.6557	0.3846	0.6557	0.8098
0.1227	7.9618	1250	0.6538	0.3846	0.6538	0.8086
0.1227	7.9745	1252	0.6528	0.4156	0.6528	0.8080
0.1227	7.9873	1254	0.6578	0.4474	0.6578	0.8110
0.1227	8.0	1256	0.6604	0.5185	0.6604	0.8126
0.1227	8.0127	1258	0.6631	0.4878	0.6631	0.8143
0.1227	8.0255	1260	0.6656	0.4304	0.6656	0.8159
0.1227	8.0382	1262	0.6715	0.2963	0.6715	0.8194
0.1227	8.0510	1264	0.6774	0.2963	0.6774	0.8231
0.1227	8.0637	1266	0.6806	0.2683	0.6806	0.8250
0.1227	8.0764	1268	0.6844	0.2683	0.6844	0.8273
0.1227	8.0892	1270	0.6854	0.3294	0.6854	0.8279
0.1227	8.1019	1272	0.6797	0.3077	0.6797	0.8244
0.1227	8.1146	1274	0.6707	0.3077	0.6707	0.8190
0.1227	8.1274	1276	0.6588	0.2597	0.6588	0.8117
0.1227	8.1401	1278	0.6487	0.2597	0.6487	0.8054
0.1227	8.1529	1280	0.6511	0.2963	0.6511	0.8069
0.1227	8.1656	1282	0.6594	0.3250	0.6594	0.8120
0.1227	8.1783	1284	0.6629	0.4156	0.6629	0.8142
0.1227	8.1911	1286	0.6594	0.4156	0.6594	0.8120
0.1227	8.2038	1288	0.6541	0.4156	0.6541	0.8088
0.1227	8.2166	1290	0.6522	0.4474	0.6522	0.8076
0.1227	8.2293	1292	0.6535	0.4474	0.6535	0.8084
0.1227	8.2420	1294	0.6591	0.4474	0.6591	0.8119
0.1227	8.2548	1296	0.6557	0.4474	0.6557	0.8098
0.1227	8.2675	1298	0.6527	0.4156	0.6527	0.8079
0.1227	8.2803	1300	0.6559	0.4156	0.6559	0.8099
0.1227	8.2930	1302	0.6605	0.3836	0.6605	0.8127
0.1227	8.3057	1304	0.6716	0.2703	0.6716	0.8195
0.1227	8.3185	1306	0.6826	0.2785	0.6826	0.8262
0.1227	8.3312	1308	0.6911	0.24	0.6911	0.8313
0.1227	8.3439	1310	0.6992	0.24	0.6992	0.8362
0.1227	8.3567	1312	0.7077	0.2500	0.7077	0.8413
0.1227	8.3694	1314	0.7089	0.2500	0.7089	0.8420
0.1227	8.3822	1316	0.7041	0.2963	0.7041	0.8391
0.1227	8.3949	1318	0.6967	0.2500	0.6967	0.8347
0.1227	8.4076	1320	0.6914	0.2500	0.6914	0.8315
0.1227	8.4204	1322	0.6862	0.2500	0.6862	0.8283
0.1227	8.4331	1324	0.6783	0.2500	0.6783	0.8236
0.1227	8.4459	1326	0.6734	0.2500	0.6734	0.8206
0.1227	8.4586	1328	0.6664	0.2785	0.6664	0.8163
0.1227	8.4713	1330	0.6615	0.2785	0.6615	0.8133
0.1227	8.4841	1332	0.6607	0.3846	0.6607	0.8128
0.1227	8.4968	1334	0.6620	0.4156	0.6620	0.8136
0.1227	8.5096	1336	0.6610	0.4156	0.6610	0.8130
0.1227	8.5223	1338	0.6608	0.4156	0.6608	0.8129
0.1227	8.5350	1340	0.6626	0.4156	0.6626	0.8140
0.1227	8.5478	1342	0.6665	0.4156	0.6665	0.8164
0.1227	8.5605	1344	0.6682	0.4156	0.6682	0.8175
0.1227	8.5732	1346	0.6746	0.4156	0.6746	0.8213
0.1227	8.5860	1348	0.6817	0.4156	0.6817	0.8257
0.1227	8.5987	1350	0.6834	0.4156	0.6834	0.8267
0.1227	8.6115	1352	0.6797	0.4156	0.6797	0.8244
0.1227	8.6242	1354	0.6737	0.4156	0.6737	0.8208
0.1227	8.6369	1356	0.6688	0.4156	0.6688	0.8178
0.1227	8.6497	1358	0.6630	0.3846	0.6630	0.8143
0.1227	8.6624	1360	0.6607	0.3846	0.6607	0.8128
0.1227	8.6752	1362	0.6594	0.3836	0.6594	0.8120
0.1227	8.6879	1364	0.6622	0.3836	0.6622	0.8137
0.1227	8.7006	1366	0.6688	0.3836	0.6688	0.8178
0.1227	8.7134	1368	0.6793	0.3846	0.6793	0.8242
0.1227	8.7261	1370	0.6953	0.4156	0.6953	0.8338
0.1227	8.7389	1372	0.7117	0.4156	0.7117	0.8436
0.1227	8.7516	1374	0.7225	0.4156	0.7225	0.8500
0.1227	8.7643	1376	0.7280	0.4156	0.7280	0.8532
0.1227	8.7771	1378	0.7315	0.4156	0.7315	0.8553
0.1227	8.7898	1380	0.7305	0.3846	0.7305	0.8547
0.1227	8.8025	1382	0.7299	0.3846	0.7299	0.8543
0.1227	8.8153	1384	0.7308	0.3846	0.7308	0.8549
0.1227	8.8280	1386	0.7347	0.3846	0.7347	0.8572
0.1227	8.8408	1388	0.7423	0.4156	0.7423	0.8615
0.1227	8.8535	1390	0.7435	0.4156	0.7435	0.8623
0.1227	8.8662	1392	0.7382	0.3846	0.7382	0.8592
0.1227	8.8790	1394	0.7288	0.3846	0.7288	0.8537
0.1227	8.8917	1396	0.7204	0.3846	0.7204	0.8487
0.1227	8.9045	1398	0.7164	0.3846	0.7164	0.8464
0.1227	8.9172	1400	0.7169	0.3846	0.7169	0.8467
0.1227	8.9299	1402	0.7177	0.3846	0.7177	0.8472
0.1227	8.9427	1404	0.7165	0.3846	0.7165	0.8465
0.1227	8.9554	1406	0.7185	0.3846	0.7185	0.8476
0.1227	8.9682	1408	0.7229	0.3846	0.7229	0.8503
0.1227	8.9809	1410	0.7262	0.3846	0.7262	0.8522
0.1227	8.9936	1412	0.7294	0.3544	0.7294	0.8541
0.1227	9.0064	1414	0.7282	0.3544	0.7282	0.8534
0.1227	9.0191	1416	0.7254	0.3544	0.7254	0.8517
0.1227	9.0318	1418	0.7240	0.3544	0.7240	0.8509
0.1227	9.0446	1420	0.7201	0.3544	0.7201	0.8486
0.1227	9.0573	1422	0.7148	0.3544	0.7148	0.8454
0.1227	9.0701	1424	0.7101	0.3544	0.7101	0.8427
0.1227	9.0828	1426	0.7075	0.3544	0.7075	0.8411
0.1227	9.0955	1428	0.7047	0.3544	0.7047	0.8395
0.1227	9.1083	1430	0.7025	0.3514	0.7025	0.8381
0.1227	9.1210	1432	0.7023	0.3544	0.7023	0.8380
0.1227	9.1338	1434	0.7020	0.3544	0.7020	0.8379
0.1227	9.1465	1436	0.7033	0.3544	0.7033	0.8386
0.1227	9.1592	1438	0.7036	0.3544	0.7036	0.8388
0.1227	9.1720	1440	0.7071	0.3846	0.7071	0.8409
0.1227	9.1847	1442	0.7119	0.4156	0.7119	0.8438
0.1227	9.1975	1444	0.7134	0.4156	0.7134	0.8446
0.1227	9.2102	1446	0.7132	0.4156	0.7132	0.8445
0.1227	9.2229	1448	0.7109	0.4156	0.7109	0.8432
0.1227	9.2357	1450	0.7111	0.4156	0.7111	0.8432
0.1227	9.2484	1452	0.7092	0.3846	0.7092	0.8422
0.1227	9.2611	1454	0.7100	0.3846	0.7100	0.8426
0.1227	9.2739	1456	0.7123	0.3846	0.7123	0.8439
0.1227	9.2866	1458	0.7145	0.3846	0.7145	0.8453
0.1227	9.2994	1460	0.7167	0.3846	0.7167	0.8466
0.1227	9.3121	1462	0.7170	0.3846	0.7170	0.8468
0.1227	9.3248	1464	0.7173	0.3846	0.7173	0.8469
0.1227	9.3376	1466	0.7157	0.3544	0.7157	0.8460
0.1227	9.3503	1468	0.7158	0.3544	0.7158	0.8460
0.1227	9.3631	1470	0.7172	0.3544	0.7172	0.8469
0.1227	9.3758	1472	0.7174	0.3544	0.7174	0.8470
0.1227	9.3885	1474	0.7165	0.3544	0.7165	0.8464
0.1227	9.4013	1476	0.7134	0.24	0.7134	0.8447
0.1227	9.4140	1478	0.7110	0.24	0.7110	0.8432
0.1227	9.4268	1480	0.7073	0.24	0.7073	0.8410
0.1227	9.4395	1482	0.7053	0.24	0.7053	0.8398
0.1227	9.4522	1484	0.7058	0.24	0.7058	0.8401
0.1227	9.4650	1486	0.7072	0.24	0.7072	0.8409
0.1227	9.4777	1488	0.7079	0.24	0.7079	0.8414
0.1227	9.4904	1490	0.7079	0.24	0.7079	0.8414
0.1227	9.5032	1492	0.7087	0.24	0.7087	0.8418
0.1227	9.5159	1494	0.7092	0.24	0.7092	0.8421
0.1227	9.5287	1496	0.7097	0.24	0.7097	0.8424
0.1227	9.5414	1498	0.7103	0.3514	0.7103	0.8428
0.07	9.5541	1500	0.7096	0.3514	0.7096	0.8424
0.07	9.5669	1502	0.7097	0.3544	0.7097	0.8425
0.07	9.5796	1504	0.7101	0.3544	0.7101	0.8426
0.07	9.5924	1506	0.7112	0.3544	0.7112	0.8433
0.07	9.6051	1508	0.7134	0.3544	0.7134	0.8446
0.07	9.6178	1510	0.7164	0.3544	0.7164	0.8464
0.07	9.6306	1512	0.7186	0.3846	0.7186	0.8477
0.07	9.6433	1514	0.7214	0.4156	0.7214	0.8494
0.07	9.6561	1516	0.7246	0.4156	0.7246	0.8512
0.07	9.6688	1518	0.7260	0.4156	0.7260	0.8520
0.07	9.6815	1520	0.7257	0.4156	0.7257	0.8519
0.07	9.6943	1522	0.7250	0.4156	0.7250	0.8515
0.07	9.7070	1524	0.7240	0.4156	0.7240	0.8509
0.07	9.7197	1526	0.7224	0.4156	0.7224	0.8500
0.07	9.7325	1528	0.7212	0.4156	0.7212	0.8492
0.07	9.7452	1530	0.7194	0.3544	0.7194	0.8482
0.07	9.7580	1532	0.7174	0.3544	0.7174	0.8470
0.07	9.7707	1534	0.7164	0.3544	0.7164	0.8464
0.07	9.7834	1536	0.7153	0.3544	0.7153	0.8457
0.07	9.7962	1538	0.7142	0.3544	0.7142	0.8451
0.07	9.8089	1540	0.7131	0.3544	0.7131	0.8444
0.07	9.8217	1542	0.7122	0.3544	0.7122	0.8439
0.07	9.8344	1544	0.7112	0.3544	0.7112	0.8433
0.07	9.8471	1546	0.7102	0.3544	0.7102	0.8428
0.07	9.8599	1548	0.7091	0.3544	0.7091	0.8421
0.07	9.8726	1550	0.7087	0.3544	0.7087	0.8419
0.07	9.8854	1552	0.7085	0.3544	0.7085	0.8417
0.07	9.8981	1554	0.7080	0.3544	0.7080	0.8414
0.07	9.9108	1556	0.7075	0.3544	0.7075	0.8412
0.07	9.9236	1558	0.7073	0.3544	0.7073	0.8410
0.07	9.9363	1560	0.7070	0.3544	0.7070	0.8409
0.07	9.9490	1562	0.7068	0.3544	0.7068	0.8407
0.07	9.9618	1564	0.7066	0.3544	0.7066	0.8406
0.07	9.9745	1566	0.7065	0.3544	0.7065	0.8405
0.07	9.9873	1568	0.7065	0.3544	0.7065	0.8405
0.07	10.0	1570	0.7066	0.3544	0.7066	0.8406

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 16, 2024
Updated: Nov 16, 2024