ArabicNewSplits2_FineTuningAraBERT_run4_AugV5_k40_task1_organization

MayBashendy/ArabicNewSplits2_FineTuningAraBERT_run4_AugV5_k40_task1_organization

ArabicNewSplits2_FineTuningAraBERT_run4_AugV5_k40_task1_organization 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

1% of all-time downloads

All-time downloads

299

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: Dec 3, 2024
Updated: Dec 3, 2024
SHA: bfbf7a9d

Try a prompt

Base models

aubmindlab/bert-base-arabertv02

Model card

From the Hugging Face model README

ArabicNewSplits2_FineTuningAraBERT_run4_AugV5_k40_task1_organization

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: 0.6984
Qwk: 0.6975
Mse: 0.6984
Rmse: 0.8357

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	0.0122	2	4.9621	-0.0551	4.9621	2.2276
No log	0.0244	4	3.3514	0.0534	3.3514	1.8307
No log	0.0366	6	2.8637	-0.0710	2.8637	1.6923
No log	0.0488	8	1.8781	0.0243	1.8781	1.3704
No log	0.0610	10	1.3147	0.1552	1.3147	1.1466
No log	0.0732	12	1.3983	0.1393	1.3983	1.1825
No log	0.0854	14	1.8182	0.1504	1.8182	1.3484
No log	0.0976	16	1.8126	0.1504	1.8126	1.3463
No log	0.1098	18	1.7266	0.2145	1.7266	1.3140
No log	0.1220	20	1.3020	0.1763	1.3020	1.1411
No log	0.1341	22	1.2335	0.1399	1.2335	1.1107
No log	0.1463	24	1.2128	0.1649	1.2128	1.1013
No log	0.1585	26	1.2278	0.1706	1.2278	1.1080
No log	0.1707	28	1.3980	0.2068	1.3980	1.1824
No log	0.1829	30	1.3252	0.1582	1.3252	1.1512
No log	0.1951	32	1.1017	0.3478	1.1017	1.0496
No log	0.2073	34	1.0833	0.3478	1.0833	1.0408
No log	0.2195	36	1.4408	0.1944	1.4408	1.2003
No log	0.2317	38	2.0232	0.1708	2.0232	1.4224
No log	0.2439	40	2.2163	0.1674	2.2163	1.4887
No log	0.2561	42	2.2400	0.1674	2.2400	1.4967
No log	0.2683	44	1.7365	0.1839	1.7365	1.3178
No log	0.2805	46	1.3388	0.2321	1.3388	1.1571
No log	0.2927	48	1.2311	0.2268	1.2311	1.1095
No log	0.3049	50	1.1392	0.3065	1.1392	1.0673
No log	0.3171	52	1.0690	0.3849	1.0690	1.0339
No log	0.3293	54	0.9849	0.3945	0.9849	0.9924
No log	0.3415	56	0.9514	0.4416	0.9514	0.9754
No log	0.3537	58	1.0147	0.4302	1.0147	1.0073
No log	0.3659	60	1.2659	0.3480	1.2659	1.1251
No log	0.3780	62	1.6147	0.2627	1.6147	1.2707
No log	0.3902	64	1.4360	0.3773	1.4360	1.1984
No log	0.4024	66	1.0699	0.4893	1.0699	1.0344
No log	0.4146	68	0.8095	0.5548	0.8095	0.8997
No log	0.4268	70	0.7457	0.5126	0.7457	0.8636
No log	0.4390	72	0.7258	0.5451	0.7258	0.8519
No log	0.4512	74	0.7701	0.5548	0.7701	0.8775
No log	0.4634	76	0.8985	0.4527	0.8985	0.9479
No log	0.4756	78	0.9133	0.4559	0.9133	0.9557
No log	0.4878	80	0.8073	0.4771	0.8073	0.8985
No log	0.5	82	0.7270	0.5361	0.7270	0.8526
No log	0.5122	84	0.8642	0.4734	0.8642	0.9296
No log	0.5244	86	0.9400	0.4199	0.9400	0.9696
No log	0.5366	88	0.7894	0.5685	0.7894	0.8885
No log	0.5488	90	0.6791	0.5635	0.6791	0.8241
No log	0.5610	92	0.6515	0.5659	0.6515	0.8071
No log	0.5732	94	0.6241	0.6184	0.6241	0.7900
No log	0.5854	96	0.7826	0.628	0.7826	0.8847
No log	0.5976	98	1.0889	0.4767	1.0889	1.0435
No log	0.6098	100	0.8908	0.5720	0.8908	0.9438
No log	0.6220	102	0.5866	0.6007	0.5866	0.7659
No log	0.6341	104	0.6629	0.5515	0.6629	0.8142
No log	0.6463	106	0.6322	0.5806	0.6322	0.7951
No log	0.6585	108	0.5962	0.6621	0.5962	0.7722
No log	0.6707	110	0.8328	0.5485	0.8328	0.9126
No log	0.6829	112	1.0218	0.3915	1.0218	1.0108
No log	0.6951	114	0.7885	0.5896	0.7885	0.8880
No log	0.7073	116	0.5898	0.6839	0.5898	0.7680
No log	0.7195	118	0.5721	0.5966	0.5721	0.7564
No log	0.7317	120	0.6680	0.6301	0.6680	0.8173
No log	0.7439	122	0.6779	0.6301	0.6779	0.8233
No log	0.7561	124	0.6231	0.6101	0.6231	0.7894
No log	0.7683	126	0.7490	0.5426	0.7490	0.8654
No log	0.7805	128	0.9917	0.5565	0.9917	0.9958
No log	0.7927	130	0.9226	0.6033	0.9226	0.9605
No log	0.8049	132	0.7121	0.6667	0.7121	0.8439
No log	0.8171	134	0.6410	0.6337	0.6410	0.8006
No log	0.8293	136	0.6595	0.6804	0.6595	0.8121
No log	0.8415	138	0.6674	0.6159	0.6674	0.8169
No log	0.8537	140	0.5948	0.5831	0.5948	0.7713
No log	0.8659	142	0.5820	0.6400	0.5820	0.7629
No log	0.8780	144	0.5874	0.625	0.5874	0.7664
No log	0.8902	146	0.6595	0.6433	0.6595	0.8121
No log	0.9024	148	0.7194	0.6529	0.7194	0.8482
No log	0.9146	150	0.6702	0.5486	0.6702	0.8187
No log	0.9268	152	0.6248	0.6007	0.6248	0.7905
No log	0.9390	154	0.6622	0.5115	0.6622	0.8137
No log	0.9512	156	0.7019	0.5645	0.7019	0.8378
No log	0.9634	158	0.5975	0.6173	0.5975	0.7730
No log	0.9756	160	0.5789	0.6704	0.5789	0.7609
No log	0.9878	162	0.5788	0.6388	0.5788	0.7608
No log	1.0	164	0.5814	0.6176	0.5814	0.7625
No log	1.0122	166	0.6423	0.6003	0.6423	0.8015
No log	1.0244	168	0.7590	0.5741	0.7590	0.8712
No log	1.0366	170	0.6824	0.5179	0.6824	0.8260
No log	1.0488	172	0.6612	0.625	0.6612	0.8132
No log	1.0610	174	0.8880	0.6228	0.8880	0.9423
No log	1.0732	176	0.9805	0.6300	0.9805	0.9902
No log	1.0854	178	0.8313	0.5836	0.8313	0.9118
No log	1.0976	180	0.6724	0.5661	0.6724	0.8200
No log	1.1098	182	0.7531	0.4639	0.7531	0.8678
No log	1.1220	184	0.7909	0.5294	0.7909	0.8893
No log	1.1341	186	0.6982	0.4677	0.6982	0.8356
No log	1.1463	188	0.6263	0.5966	0.6263	0.7914
No log	1.1585	190	0.6999	0.5831	0.6999	0.8366
No log	1.1707	192	0.8075	0.6280	0.8075	0.8986
No log	1.1829	194	0.7568	0.6548	0.7568	0.8700
No log	1.1951	196	0.6027	0.6484	0.6027	0.7763
No log	1.2073	198	0.5444	0.6887	0.5444	0.7378
No log	1.2195	200	0.6526	0.5673	0.6526	0.8078
No log	1.2317	202	0.6918	0.5156	0.6918	0.8318
No log	1.2439	204	0.6530	0.5566	0.6530	0.8081
No log	1.2561	206	0.6517	0.5966	0.6517	0.8073
No log	1.2683	208	0.6450	0.5825	0.6450	0.8031
No log	1.2805	210	0.6111	0.6704	0.6111	0.7817
No log	1.2927	212	0.6613	0.6478	0.6613	0.8132
No log	1.3049	214	0.7741	0.6567	0.7741	0.8798
No log	1.3171	216	0.7756	0.6434	0.7756	0.8807
No log	1.3293	218	0.6602	0.6686	0.6602	0.8125
No log	1.3415	220	0.6427	0.6686	0.6427	0.8017
No log	1.3537	222	0.6236	0.5909	0.6236	0.7897
No log	1.3659	224	0.5938	0.7009	0.5938	0.7706
No log	1.3780	226	0.6429	0.6587	0.6429	0.8018
No log	1.3902	228	0.6503	0.6786	0.6503	0.8064
No log	1.4024	230	0.5669	0.7117	0.5669	0.7529
No log	1.4146	232	0.6230	0.7089	0.6230	0.7893
No log	1.4268	234	0.8534	0.5887	0.8534	0.9238
No log	1.4390	236	0.9099	0.5887	0.9099	0.9539
No log	1.4512	238	0.7913	0.6631	0.7913	0.8896
No log	1.4634	240	0.6615	0.6139	0.6615	0.8133
No log	1.4756	242	0.7241	0.6050	0.7241	0.8510
No log	1.4878	244	0.8177	0.5457	0.8177	0.9043
No log	1.5	246	0.8966	0.5473	0.8966	0.9469
No log	1.5122	248	0.9475	0.5043	0.9475	0.9734
No log	1.5244	250	0.9565	0.5512	0.9565	0.9780
No log	1.5366	252	1.0278	0.5	1.0278	1.0138
No log	1.5488	254	0.9325	0.6260	0.9325	0.9657
No log	1.5610	256	0.7843	0.6150	0.7843	0.8856
No log	1.5732	258	0.7627	0.5943	0.7627	0.8733
No log	1.5854	260	0.7277	0.5933	0.7277	0.8531
No log	1.5976	262	0.6954	0.5873	0.6954	0.8339
No log	1.6098	264	0.7373	0.5411	0.7373	0.8586
No log	1.6220	266	0.7494	0.5135	0.7494	0.8657
No log	1.6341	268	0.7115	0.5190	0.7115	0.8435
No log	1.6463	270	0.6774	0.5033	0.6774	0.8231
No log	1.6585	272	0.6469	0.5223	0.6469	0.8043
No log	1.6707	274	0.6167	0.5895	0.6167	0.7853
No log	1.6829	276	0.6268	0.6226	0.6268	0.7917
No log	1.6951	278	0.6350	0.6484	0.6350	0.7969
No log	1.7073	280	0.6160	0.6484	0.6160	0.7848
No log	1.7195	282	0.5636	0.6982	0.5636	0.7507
No log	1.7317	284	0.5569	0.6362	0.5569	0.7462
No log	1.7439	286	0.5556	0.6786	0.5556	0.7454
No log	1.7561	288	0.6100	0.6433	0.6100	0.7810
No log	1.7683	290	0.5990	0.5859	0.5990	0.7739
No log	1.7805	292	0.5533	0.7130	0.5533	0.7439
No log	1.7927	294	0.6332	0.6480	0.6332	0.7957
No log	1.8049	296	0.7778	0.6033	0.7778	0.8819
No log	1.8171	298	0.8039	0.5678	0.8039	0.8966
No log	1.8293	300	0.7129	0.6757	0.7129	0.8443
No log	1.8415	302	0.6094	0.5987	0.6094	0.7806
No log	1.8537	304	0.5960	0.5670	0.5960	0.7720
No log	1.8659	306	0.6221	0.5598	0.6221	0.7887
No log	1.8780	308	0.6721	0.5227	0.6721	0.8198
No log	1.8902	310	0.7310	0.4655	0.7310	0.8550
No log	1.9024	312	0.8174	0.5374	0.8174	0.9041
No log	1.9146	314	0.8320	0.5198	0.8320	0.9121
No log	1.9268	316	0.8174	0.5623	0.8174	0.9041
No log	1.9390	318	0.7239	0.6193	0.7239	0.8508
No log	1.9512	320	0.6296	0.6506	0.6296	0.7935
No log	1.9634	322	0.6284	0.6274	0.6284	0.7927
No log	1.9756	324	0.7018	0.6111	0.7018	0.8377
No log	1.9878	326	0.7662	0.5528	0.7662	0.8753
No log	2.0	328	0.8096	0.5473	0.8096	0.8998
No log	2.0122	330	0.7129	0.5833	0.7129	0.8443
No log	2.0244	332	0.5887	0.6376	0.5887	0.7673
No log	2.0366	334	0.5456	0.6201	0.5456	0.7387
No log	2.0488	336	0.5492	0.6179	0.5492	0.7411
No log	2.0610	338	0.5539	0.7056	0.5539	0.7443
No log	2.0732	340	0.6135	0.6459	0.6135	0.7833
No log	2.0854	342	0.6593	0.6047	0.6593	0.8120
No log	2.0976	344	0.6559	0.5640	0.6559	0.8099
No log	2.1098	346	0.6365	0.5640	0.6365	0.7978
No log	2.1220	348	0.6007	0.6683	0.6007	0.7750
No log	2.1341	350	0.5866	0.6340	0.5866	0.7659
No log	2.1463	352	0.5827	0.6905	0.5827	0.7633
No log	2.1585	354	0.5861	0.6831	0.5861	0.7656
No log	2.1707	356	0.6198	0.6689	0.6198	0.7873
No log	2.1829	358	0.6812	0.6667	0.6812	0.8253
No log	2.1951	360	0.6955	0.5864	0.6955	0.8340
No log	2.2073	362	0.7228	0.5864	0.7228	0.8502
No log	2.2195	364	0.6737	0.5957	0.6737	0.8208
No log	2.2317	366	0.6449	0.6680	0.6449	0.8031
No log	2.2439	368	0.6347	0.6680	0.6347	0.7967
No log	2.2561	370	0.6285	0.6420	0.6285	0.7928
No log	2.2683	372	0.6438	0.6606	0.6438	0.8024
No log	2.2805	374	0.6551	0.6425	0.6551	0.8094
No log	2.2927	376	0.6558	0.6538	0.6558	0.8098
No log	2.3049	378	0.6992	0.6116	0.6992	0.8362
No log	2.3171	380	0.7637	0.5263	0.7637	0.8739
No log	2.3293	382	0.8035	0.4969	0.8035	0.8964
No log	2.3415	384	0.8518	0.5	0.8518	0.9229
No log	2.3537	386	0.8181	0.4715	0.8181	0.9045
No log	2.3659	388	0.7393	0.535	0.7393	0.8598
No log	2.3780	390	0.6664	0.5673	0.6664	0.8163
No log	2.3902	392	0.6485	0.5922	0.6485	0.8053
No log	2.4024	394	0.6750	0.6009	0.6750	0.8216
No log	2.4146	396	0.6736	0.6009	0.6736	0.8207
No log	2.4268	398	0.6976	0.5676	0.6976	0.8352
No log	2.4390	400	0.8191	0.5076	0.8191	0.9050
No log	2.4512	402	0.9170	0.5538	0.9170	0.9576
No log	2.4634	404	0.9363	0.5326	0.9363	0.9676
No log	2.4756	406	0.9084	0.4813	0.9084	0.9531
No log	2.4878	408	0.8723	0.4813	0.8723	0.9340
No log	2.5	410	0.8148	0.4813	0.8148	0.9027
No log	2.5122	412	0.7622	0.4984	0.7622	0.8731
No log	2.5244	414	0.7537	0.5248	0.7537	0.8681
No log	2.5366	416	0.7973	0.5248	0.7973	0.8929
No log	2.5488	418	0.9219	0.5565	0.9219	0.9601
No log	2.5610	420	0.9640	0.5538	0.9640	0.9818
No log	2.5732	422	0.8788	0.5565	0.8788	0.9374
No log	2.5854	424	0.7108	0.5650	0.7108	0.8431
No log	2.5976	426	0.6206	0.6116	0.6206	0.7878
No log	2.6098	428	0.6162	0.6358	0.6162	0.7850
No log	2.6220	430	0.6701	0.675	0.6701	0.8186
No log	2.6341	432	0.7400	0.6461	0.7400	0.8603
No log	2.6463	434	0.7628	0.6294	0.7628	0.8734
No log	2.6585	436	0.7045	0.5650	0.7045	0.8393
No log	2.6707	438	0.6423	0.6094	0.6423	0.8014
No log	2.6829	440	0.6161	0.6376	0.6161	0.7849
No log	2.6951	442	0.6208	0.6405	0.6208	0.7879
No log	2.7073	444	0.6973	0.6294	0.6973	0.8351
No log	2.7195	446	0.7975	0.6461	0.7975	0.8930
No log	2.7317	448	0.8801	0.5512	0.8801	0.9381
No log	2.7439	450	0.8260	0.6415	0.8260	0.9088
No log	2.7561	452	0.7674	0.6069	0.7674	0.8760
No log	2.7683	454	0.7354	0.6069	0.7354	0.8576
No log	2.7805	456	0.7058	0.6135	0.7058	0.8401
No log	2.7927	458	0.7199	0.5833	0.7199	0.8484
No log	2.8049	460	0.7275	0.5946	0.7275	0.8529
No log	2.8171	462	0.7385	0.5946	0.7385	0.8594
No log	2.8293	464	0.7877	0.6069	0.7877	0.8875
No log	2.8415	466	0.8128	0.5619	0.8128	0.9015
No log	2.8537	468	0.7584	0.5946	0.7584	0.8709
No log	2.8659	470	0.6668	0.6337	0.6668	0.8166
No log	2.8780	472	0.6337	0.6704	0.6338	0.7961
No log	2.8902	474	0.6579	0.6568	0.6579	0.8111
No log	2.9024	476	0.6982	0.6385	0.6982	0.8356
No log	2.9146	478	0.7688	0.6322	0.7688	0.8768
No log	2.9268	480	0.7976	0.5817	0.7976	0.8931
No log	2.9390	482	0.8490	0.5817	0.8490	0.9214
No log	2.9512	484	0.8103	0.5817	0.8103	0.9002
No log	2.9634	486	0.7479	0.6069	0.7479	0.8648
No log	2.9756	488	0.7410	0.6069	0.7410	0.8608
No log	2.9878	490	0.7774	0.6069	0.7774	0.8817
No log	3.0	492	0.7781	0.5650	0.7781	0.8821
No log	3.0122	494	0.7523	0.6294	0.7523	0.8674
No log	3.0244	496	0.7811	0.5850	0.7811	0.8838
No log	3.0366	498	0.7585	0.5850	0.7585	0.8709
0.4124	3.0488	500	0.6991	0.6216	0.6991	0.8361
0.4124	3.0610	502	0.7098	0.6458	0.7098	0.8425
0.4124	3.0732	504	0.7426	0.5991	0.7426	0.8618
0.4124	3.0854	506	0.8453	0.5424	0.8453	0.9194
0.4124	3.0976	508	0.9977	0.5512	0.9977	0.9989
0.4124	3.1098	510	0.9901	0.5135	0.9901	0.9951
0.4124	3.1220	512	0.8517	0.5424	0.8517	0.9229
0.4124	3.1341	514	0.6988	0.6337	0.6988	0.8359
0.4124	3.1463	516	0.6344	0.6568	0.6344	0.7965
0.4124	3.1585	518	0.6065	0.6747	0.6065	0.7788
0.4124	3.1707	520	0.6272	0.6747	0.6272	0.7919
0.4124	3.1829	522	0.6929	0.6337	0.6929	0.8324
0.4124	3.1951	524	0.8074	0.5765	0.8074	0.8986
0.4124	3.2073	526	0.8855	0.5448	0.8855	0.9410
0.4124	3.2195	528	0.8845	0.5448	0.8845	0.9405
0.4124	3.2317	530	0.8210	0.5207	0.8210	0.9061
0.4124	3.2439	532	0.8013	0.5227	0.8013	0.8952
0.4124	3.2561	534	0.8064	0.5207	0.8064	0.8980
0.4124	3.2683	536	0.7775	0.6029	0.7775	0.8817
0.4124	3.2805	538	0.8071	0.5207	0.8071	0.8984
0.4124	3.2927	540	0.8443	0.5448	0.8443	0.9188
0.4124	3.3049	542	0.8963	0.5448	0.8963	0.9467
0.4124	3.3171	544	0.8915	0.6070	0.8915	0.9442
0.4124	3.3293	546	0.8515	0.6567	0.8515	0.9228
0.4124	3.3415	548	0.7527	0.6716	0.7527	0.8676
0.4124	3.3537	550	0.6967	0.6846	0.6967	0.8347
0.4124	3.3659	552	0.6383	0.6704	0.6383	0.7989
0.4124	3.3780	554	0.6482	0.6478	0.6482	0.8051
0.4124	3.3902	556	0.6524	0.6239	0.6524	0.8077
0.4124	3.4024	558	0.6694	0.6239	0.6694	0.8182
0.4124	3.4146	560	0.6585	0.6431	0.6585	0.8115
0.4124	3.4268	562	0.6334	0.6653	0.6334	0.7959
0.4124	3.4390	564	0.6212	0.6653	0.6212	0.7882
0.4124	3.4512	566	0.6499	0.6846	0.6499	0.8062
0.4124	3.4634	568	0.7334	0.6716	0.7334	0.8564
0.4124	3.4756	570	0.7932	0.6649	0.7932	0.8906
0.4124	3.4878	572	0.7757	0.6698	0.7757	0.8807
0.4124	3.5	574	0.7664	0.6698	0.7664	0.8755
0.4124	3.5122	576	0.7522	0.6698	0.7522	0.8673
0.4124	3.5244	578	0.7651	0.6698	0.7651	0.8747
0.4124	3.5366	580	0.7787	0.6480	0.7787	0.8825
0.4124	3.5488	582	0.7392	0.6271	0.7392	0.8597
0.4124	3.5610	584	0.6959	0.6293	0.6959	0.8342
0.4124	3.5732	586	0.7104	0.6293	0.7104	0.8428
0.4124	3.5854	588	0.7777	0.65	0.7777	0.8819
0.4124	3.5976	590	0.8645	0.6345	0.8645	0.9298
0.4124	3.6098	592	0.8518	0.6132	0.8518	0.9229
0.4124	3.6220	594	0.7890	0.6053	0.7890	0.8882
0.4124	3.6341	596	0.7340	0.6076	0.7340	0.8567
0.4124	3.6463	598	0.6977	0.6139	0.6977	0.8353
0.4124	3.6585	600	0.6850	0.6121	0.6850	0.8277
0.4124	3.6707	602	0.7000	0.6492	0.7000	0.8367
0.4124	3.6829	604	0.7820	0.6716	0.7820	0.8843
0.4124	3.6951	606	0.8381	0.6345	0.8381	0.9155
0.4124	3.7073	608	0.7778	0.6716	0.7778	0.8819
0.4124	3.7195	610	0.6999	0.6622	0.6999	0.8366
0.4124	3.7317	612	0.6801	0.6622	0.6801	0.8247
0.4124	3.7439	614	0.6782	0.6622	0.6782	0.8235
0.4124	3.7561	616	0.6839	0.6622	0.6839	0.8270
0.4124	3.7683	618	0.6728	0.6622	0.6728	0.8203
0.4124	3.7805	620	0.6629	0.6425	0.6629	0.8142
0.4124	3.7927	622	0.6645	0.6261	0.6645	0.8151
0.4124	3.8049	624	0.6842	0.6569	0.6842	0.8271
0.4124	3.8171	626	0.7120	0.6139	0.7120	0.8438
0.4124	3.8293	628	0.7053	0.6672	0.7053	0.8398
0.4124	3.8415	630	0.6919	0.6455	0.6919	0.8318
0.4124	3.8537	632	0.6698	0.6814	0.6698	0.8184
0.4124	3.8659	634	0.6704	0.7017	0.6704	0.8188
0.4124	3.8780	636	0.7073	0.6768	0.7073	0.8410
0.4124	3.8902	638	0.7332	0.6768	0.7332	0.8563
0.4124	3.9024	640	0.7618	0.6322	0.7618	0.8728
0.4124	3.9146	642	0.7068	0.6901	0.7068	0.8407
0.4124	3.9268	644	0.6268	0.7155	0.6268	0.7917
0.4124	3.9390	646	0.5849	0.6870	0.5849	0.7648
0.4124	3.9512	648	0.5890	0.7009	0.5890	0.7674
0.4124	3.9634	650	0.6016	0.6318	0.6016	0.7756
0.4124	3.9756	652	0.6198	0.6991	0.6198	0.7873
0.4124	3.9878	654	0.6652	0.6956	0.6652	0.8156
0.4124	4.0	656	0.7018	0.6568	0.7018	0.8377
0.4124	4.0122	658	0.6976	0.6704	0.6976	0.8352
0.4124	4.0244	660	0.6502	0.6803	0.6502	0.8064
0.4124	4.0366	662	0.6027	0.7375	0.6027	0.7763
0.4124	4.0488	664	0.5857	0.7097	0.5857	0.7653
0.4124	4.0610	666	0.5886	0.7263	0.5886	0.7672
0.4124	4.0732	668	0.6093	0.6935	0.6093	0.7806
0.4124	4.0854	670	0.6793	0.6885	0.6793	0.8242
0.4124	4.0976	672	0.7596	0.6637	0.7596	0.8716
0.4124	4.1098	674	0.8205	0.6667	0.8205	0.9058
0.4124	4.1220	676	0.8644	0.6092	0.8644	0.9297
0.4124	4.1341	678	0.8401	0.6092	0.8401	0.9166
0.4124	4.1463	680	0.8107	0.5909	0.8107	0.9004
0.4124	4.1585	682	0.7941	0.5909	0.7941	0.8911
0.4124	4.1707	684	0.7481	0.6053	0.7481	0.8649
0.4124	4.1829	686	0.7223	0.6293	0.7223	0.8499
0.4124	4.1951	688	0.7355	0.6716	0.7355	0.8576
0.4124	4.2073	690	0.7358	0.6716	0.7358	0.8578
0.4124	4.2195	692	0.7208	0.6716	0.7208	0.8490
0.4124	4.2317	694	0.6968	0.6568	0.6968	0.8347
0.4124	4.2439	696	0.6904	0.6358	0.6904	0.8309
0.4124	4.2561	698	0.6882	0.6358	0.6882	0.8296
0.4124	4.2683	700	0.6799	0.6455	0.6799	0.8245
0.4124	4.2805	702	0.7111	0.6455	0.7111	0.8433
0.4124	4.2927	704	0.7577	0.5970	0.7577	0.8704
0.4124	4.3049	706	0.7523	0.6203	0.7523	0.8674
0.4124	4.3171	708	0.7536	0.5613	0.7536	0.8681
0.4124	4.3293	710	0.7488	0.6116	0.7488	0.8653
0.4124	4.3415	712	0.7539	0.6768	0.7539	0.8683
0.4124	4.3537	714	0.7270	0.6768	0.7270	0.8526
0.4124	4.3659	716	0.6802	0.6622	0.6802	0.8247
0.4124	4.3780	718	0.6798	0.6622	0.6798	0.8245
0.4124	4.3902	720	0.6664	0.6557	0.6664	0.8163
0.4124	4.4024	722	0.6691	0.6305	0.6691	0.8180
0.4124	4.4146	724	0.6679	0.6305	0.6679	0.8172
0.4124	4.4268	726	0.6813	0.6305	0.6813	0.8254
0.4124	4.4390	728	0.7118	0.6305	0.7118	0.8437
0.4124	4.4512	730	0.7346	0.6305	0.7346	0.8571
0.4124	4.4634	732	0.7285	0.5569	0.7285	0.8535
0.4124	4.4756	734	0.7161	0.5315	0.7161	0.8462
0.4124	4.4878	736	0.7282	0.5315	0.7282	0.8533
0.4124	4.5	738	0.7553	0.5571	0.7553	0.8691
0.4124	4.5122	740	0.7910	0.6139	0.7910	0.8894
0.4124	4.5244	742	0.8080	0.6139	0.8080	0.8989
0.4124	4.5366	744	0.8090	0.5734	0.8090	0.8994
0.4124	4.5488	746	0.7892	0.5884	0.7892	0.8884
0.4124	4.5610	748	0.8067	0.5734	0.8067	0.8982
0.4124	4.5732	750	0.8198	0.5970	0.8198	0.9054
0.4124	4.5854	752	0.7892	0.5970	0.7892	0.8884
0.4124	4.5976	754	0.7643	0.5884	0.7643	0.8742
0.4124	4.6098	756	0.7486	0.6116	0.7486	0.8652
0.4124	4.6220	758	0.7518	0.5859	0.7518	0.8671
0.4124	4.6341	760	0.7799	0.5708	0.7799	0.8831
0.4124	4.6463	762	0.7703	0.5708	0.7703	0.8777
0.4124	4.6585	764	0.7778	0.6195	0.7778	0.8819
0.4124	4.6707	766	0.7955	0.6567	0.7955	0.8919
0.4124	4.6829	768	0.7926	0.6567	0.7926	0.8903
0.4124	4.6951	770	0.7530	0.6519	0.7530	0.8677
0.4124	4.7073	772	0.7122	0.6358	0.7122	0.8439
0.4124	4.7195	774	0.7029	0.6358	0.7029	0.8384
0.4124	4.7317	776	0.7427	0.5970	0.7427	0.8618
0.4124	4.7439	778	0.8068	0.5708	0.8068	0.8982
0.4124	4.7561	780	0.8711	0.6173	0.8711	0.9333
0.4124	4.7683	782	0.8851	0.5765	0.8851	0.9408
0.4124	4.7805	784	0.8435	0.5708	0.8435	0.9184
0.4124	4.7927	786	0.7655	0.5777	0.7655	0.8749
0.4124	4.8049	788	0.7079	0.5962	0.7079	0.8414
0.4124	4.8171	790	0.6855	0.6378	0.6855	0.8279
0.4124	4.8293	792	0.6868	0.6227	0.6868	0.8287
0.4124	4.8415	794	0.7201	0.6116	0.7201	0.8486
0.4124	4.8537	796	0.7506	0.5970	0.7506	0.8664
0.4124	4.8659	798	0.7412	0.5970	0.7412	0.8609
0.4124	4.8780	800	0.7197	0.6116	0.7197	0.8484
0.4124	4.8902	802	0.7235	0.6433	0.7235	0.8506
0.4124	4.9024	804	0.7430	0.6284	0.7430	0.8620
0.4124	4.9146	806	0.7408	0.6284	0.7408	0.8607
0.4124	4.9268	808	0.7335	0.6284	0.7335	0.8564
0.4124	4.9390	810	0.7296	0.6284	0.7296	0.8542
0.4124	4.9512	812	0.7434	0.5970	0.7434	0.8622
0.4124	4.9634	814	0.7513	0.5970	0.7513	0.8668
0.4124	4.9756	816	0.7692	0.6195	0.7692	0.8770
0.4124	4.9878	818	0.7819	0.6195	0.7819	0.8842
0.4124	5.0	820	0.7813	0.6195	0.7813	0.8839
0.4124	5.0122	822	0.7593	0.6195	0.7593	0.8714
0.4124	5.0244	824	0.7369	0.6195	0.7369	0.8585
0.4124	5.0366	826	0.7309	0.6195	0.7309	0.8549
0.4124	5.0488	828	0.7420	0.5970	0.7420	0.8614
0.4124	5.0610	830	0.7422	0.6284	0.7422	0.8615
0.4124	5.0732	832	0.7569	0.6195	0.7569	0.8700
0.4124	5.0854	834	0.7987	0.6195	0.7987	0.8937
0.4124	5.0976	836	0.8891	0.55	0.8891	0.9429
0.4124	5.1098	838	0.9803	0.5920	0.9803	0.9901
0.4124	5.1220	840	1.0293	0.5920	1.0293	1.0146
0.4124	5.1341	842	1.0005	0.5920	1.0005	1.0002
0.4124	5.1463	844	0.9254	0.5527	0.9254	0.9620
0.4124	5.1585	846	0.8196	0.6195	0.8196	0.9053
0.4124	5.1707	848	0.7667	0.6652	0.7667	0.8756
0.4124	5.1829	850	0.7507	0.6652	0.7507	0.8664
0.4124	5.1951	852	0.7782	0.6195	0.7782	0.8821
0.4124	5.2073	854	0.8248	0.6195	0.8248	0.9082
0.4124	5.2195	856	0.8439	0.6195	0.8439	0.9186
0.4124	5.2317	858	0.8491	0.6410	0.8491	0.9215
0.4124	5.2439	860	0.8381	0.6195	0.8381	0.9155
0.4124	5.2561	862	0.8320	0.6195	0.8320	0.9122
0.4124	5.2683	864	0.7811	0.6337	0.7811	0.8838
0.4124	5.2805	866	0.7529	0.6358	0.7529	0.8677
0.4124	5.2927	868	0.7406	0.6672	0.7406	0.8606
0.4124	5.3049	870	0.7569	0.6358	0.7569	0.8700
0.4124	5.3171	872	0.8045	0.6195	0.8045	0.8969
0.4124	5.3293	874	0.8254	0.6195	0.8254	0.9085
0.4124	5.3415	876	0.8502	0.6154	0.8502	0.9220
0.4124	5.3537	878	0.8640	0.5965	0.8640	0.9295
0.4124	5.3659	880	0.8780	0.5763	0.8780	0.9370
0.4124	5.3780	882	0.8991	0.5736	0.8991	0.9482
0.4124	5.3902	884	0.8836	0.5736	0.8836	0.9400
0.4124	5.4024	886	0.8424	0.6133	0.8424	0.9178
0.4124	5.4146	888	0.7912	0.6519	0.7912	0.8895
0.4124	5.4268	890	0.7538	0.6337	0.7538	0.8682
0.4124	5.4390	892	0.7285	0.6337	0.7285	0.8535
0.4124	5.4512	894	0.7196	0.6795	0.7196	0.8483
0.4124	5.4634	896	0.7333	0.6652	0.7333	0.8563
0.4124	5.4756	898	0.7567	0.6507	0.7567	0.8699
0.4124	5.4878	900	0.7752	0.6507	0.7752	0.8804
0.4124	5.5	902	0.7659	0.6507	0.7659	0.8751
0.4124	5.5122	904	0.7305	0.6581	0.7305	0.8547
0.4124	5.5244	906	0.7155	0.6118	0.7155	0.8459
0.4124	5.5366	908	0.7215	0.6118	0.7215	0.8494
0.4124	5.5488	910	0.7183	0.5962	0.7183	0.8475
0.4124	5.5610	912	0.7314	0.5804	0.7314	0.8552
0.4124	5.5732	914	0.7286	0.5804	0.7286	0.8536
0.4124	5.5854	916	0.7398	0.6050	0.7398	0.8601
0.4124	5.5976	918	0.7478	0.6284	0.7478	0.8648
0.4124	5.6098	920	0.7461	0.5970	0.7461	0.8638
0.4124	5.6220	922	0.7553	0.6195	0.7553	0.8691
0.4124	5.6341	924	0.7509	0.6314	0.7509	0.8665
0.4124	5.6463	926	0.7181	0.6199	0.7181	0.8474
0.4124	5.6585	928	0.6983	0.6759	0.6983	0.8356
0.4124	5.6707	930	0.7051	0.6657	0.7051	0.8397
0.4124	5.6829	932	0.7310	0.6098	0.7310	0.8550
0.4124	5.6951	934	0.7744	0.6195	0.7744	0.8800
0.4124	5.7073	936	0.7918	0.6195	0.7918	0.8898
0.4124	5.7195	938	0.7779	0.5970	0.7779	0.8820
0.4124	5.7317	940	0.7559	0.6159	0.7559	0.8694
0.4124	5.7439	942	0.7302	0.5922	0.7302	0.8545
0.4124	5.7561	944	0.7184	0.5673	0.7184	0.8476
0.4124	5.7683	946	0.7098	0.625	0.7098	0.8425
0.4124	5.7805	948	0.7001	0.6373	0.7001	0.8367
0.4124	5.7927	950	0.6973	0.6373	0.6973	0.8350
0.4124	5.8049	952	0.6994	0.6228	0.6994	0.8363
0.4124	5.8171	954	0.7105	0.6447	0.7105	0.8429
0.4124	5.8293	956	0.7494	0.6098	0.7494	0.8657
0.4124	5.8415	958	0.7984	0.6314	0.7984	0.8935
0.4124	5.8537	960	0.8711	0.6567	0.8711	0.9333
0.4124	5.8659	962	0.8815	0.6327	0.8815	0.9389
0.4124	5.8780	964	0.8344	0.6468	0.8344	0.9135
0.4124	5.8902	966	0.7628	0.6451	0.7628	0.8734
0.4124	5.9024	968	0.6932	0.6490	0.6932	0.8326
0.4124	5.9146	970	0.6650	0.6488	0.6650	0.8154
0.4124	5.9268	972	0.6584	0.6628	0.6584	0.8114
0.4124	5.9390	974	0.6594	0.6150	0.6594	0.8121
0.4124	5.9512	976	0.6629	0.6021	0.6629	0.8142
0.4124	5.9634	978	0.6731	0.6518	0.6731	0.8204
0.4124	5.9756	980	0.6860	0.64	0.6860	0.8282
0.4124	5.9878	982	0.7063	0.6075	0.7063	0.8404
0.4124	6.0	984	0.7099	0.5994	0.7099	0.8426
0.4124	6.0122	986	0.6917	0.6455	0.6917	0.8317
0.4124	6.0244	988	0.6628	0.6476	0.6628	0.8141
0.4124	6.0366	990	0.6425	0.6766	0.6425	0.8016
0.4124	6.0488	992	0.6340	0.6766	0.6340	0.7962
0.4124	6.0610	994	0.6238	0.6870	0.6238	0.7898
0.4124	6.0732	996	0.6209	0.6766	0.6209	0.7879
0.4124	6.0854	998	0.6281	0.6766	0.6281	0.7925
0.0798	6.0976	1000	0.6495	0.6455	0.6495	0.8059
0.0798	6.1098	1002	0.6745	0.6581	0.6745	0.8213
0.0798	6.1220	1004	0.7009	0.6433	0.7009	0.8372
0.0798	6.1341	1006	0.7124	0.5970	0.7124	0.8440
0.0798	6.1463	1008	0.7052	0.6284	0.7052	0.8398
0.0798	6.1585	1010	0.6702	0.6581	0.6702	0.8187
0.0798	6.1707	1012	0.6299	0.64	0.6299	0.7937
0.0798	6.1829	1014	0.6138	0.64	0.6138	0.7834
0.0798	6.1951	1016	0.6227	0.64	0.6227	0.7891
0.0798	6.2073	1018	0.6402	0.6274	0.6402	0.8001
0.0798	6.2195	1020	0.6502	0.6274	0.6502	0.8064
0.0798	6.2317	1022	0.6693	0.6274	0.6693	0.8181
0.0798	6.2439	1024	0.6842	0.6118	0.6842	0.8272
0.0798	6.2561	1026	0.6946	0.6118	0.6946	0.8334
0.0798	6.2683	1028	0.7197	0.6203	0.7197	0.8484
0.0798	6.2805	1030	0.7516	0.5833	0.7516	0.8670
0.0798	6.2927	1032	0.7835	0.5527	0.7835	0.8851
0.0798	6.3049	1034	0.7939	0.5527	0.7939	0.8910
0.0798	6.3171	1036	0.7822	0.5527	0.7822	0.8844
0.0798	6.3293	1038	0.7627	0.6337	0.7627	0.8733
0.0798	6.3415	1040	0.7616	0.6337	0.7616	0.8727
0.0798	6.3537	1042	0.7707	0.6337	0.7707	0.8779
0.0798	6.3659	1044	0.7709	0.6431	0.7709	0.8780
0.0798	6.3780	1046	0.7724	0.6478	0.7724	0.8789
0.0798	6.3902	1048	0.7527	0.6478	0.7527	0.8676
0.0798	6.4024	1050	0.7377	0.6478	0.7377	0.8589
0.0798	6.4146	1052	0.7394	0.6478	0.7394	0.8599
0.0798	6.4268	1054	0.7546	0.6478	0.7546	0.8686
0.0798	6.4390	1056	0.7677	0.6239	0.7677	0.8762
0.0798	6.4512	1058	0.7832	0.6431	0.7832	0.8850
0.0798	6.4634	1060	0.8299	0.5909	0.8299	0.9110
0.0798	6.4756	1062	0.9101	0.5702	0.9101	0.9540
0.0798	6.4878	1064	0.9734	0.5537	0.9734	0.9866
0.0798	6.5	1066	0.9792	0.5649	0.9792	0.9895
0.0798	6.5122	1068	0.9341	0.5537	0.9341	0.9665
0.0798	6.5244	1070	0.8555	0.5943	0.8555	0.9249
0.0798	6.5366	1072	0.7711	0.6293	0.7711	0.8781
0.0798	6.5488	1074	0.7038	0.6314	0.7038	0.8389
0.0798	6.5610	1076	0.6777	0.6538	0.6777	0.8232
0.0798	6.5732	1078	0.6780	0.6538	0.6780	0.8234
0.0798	6.5854	1080	0.6960	0.6538	0.6960	0.8343
0.0798	6.5976	1082	0.7270	0.6431	0.7270	0.8526
0.0798	6.6098	1084	0.7401	0.6431	0.7401	0.8603
0.0798	6.6220	1086	0.7588	0.6431	0.7588	0.8711
0.0798	6.6341	1088	0.7547	0.6293	0.7547	0.8688
0.0798	6.6463	1090	0.7557	0.6337	0.7557	0.8693
0.0798	6.6585	1092	0.7575	0.6337	0.7575	0.8703
0.0798	6.6707	1094	0.7851	0.5757	0.7851	0.8860
0.0798	6.6829	1096	0.7876	0.5933	0.7876	0.8875
0.0798	6.6951	1098	0.7648	0.5933	0.7648	0.8745
0.0798	6.7073	1100	0.7236	0.6795	0.7236	0.8506
0.0798	6.7195	1102	0.6930	0.6938	0.6930	0.8324
0.0798	6.7317	1104	0.6710	0.6938	0.6710	0.8191
0.0798	6.7439	1106	0.6647	0.6814	0.6647	0.8153
0.0798	6.7561	1108	0.6762	0.6814	0.6762	0.8223
0.0798	6.7683	1110	0.7032	0.6672	0.7032	0.8386
0.0798	6.7805	1112	0.7250	0.6795	0.7250	0.8515
0.0798	6.7927	1114	0.7432	0.6293	0.7432	0.8621
0.0798	6.8049	1116	0.7471	0.6293	0.7471	0.8644
0.0798	6.8171	1118	0.7329	0.6293	0.7329	0.8561
0.0798	6.8293	1120	0.7225	0.6672	0.7225	0.8500
0.0798	6.8415	1122	0.7056	0.6672	0.7056	0.8400
0.0798	6.8537	1124	0.6957	0.6672	0.6957	0.8341
0.0798	6.8659	1126	0.6819	0.6672	0.6819	0.8258
0.0798	6.8780	1128	0.6792	0.6897	0.6792	0.8241
0.0798	6.8902	1130	0.6844	0.6897	0.6844	0.8273
0.0798	6.9024	1132	0.6819	0.6897	0.6819	0.8258
0.0798	6.9146	1134	0.6817	0.6587	0.6817	0.8257
0.0798	6.9268	1136	0.6980	0.6538	0.6980	0.8355
0.0798	6.9390	1138	0.7268	0.6314	0.7268	0.8525
0.0798	6.9512	1140	0.7467	0.6176	0.7467	0.8641
0.0798	6.9634	1142	0.7609	0.6293	0.7609	0.8723
0.0798	6.9756	1144	0.7747	0.6293	0.7747	0.8802
0.0798	6.9878	1146	0.7763	0.6293	0.7763	0.8811
0.0798	7.0	1148	0.7619	0.6293	0.7619	0.8729
0.0798	7.0122	1150	0.7303	0.6314	0.7303	0.8546
0.0798	7.0244	1152	0.6961	0.6672	0.6961	0.8344
0.0798	7.0366	1154	0.6803	0.6897	0.6803	0.8248
0.0798	7.0488	1156	0.6749	0.6897	0.6749	0.8216
0.0798	7.0610	1158	0.6777	0.6897	0.6777	0.8232
0.0798	7.0732	1160	0.6922	0.6672	0.6922	0.8320
0.0798	7.0854	1162	0.7202	0.6618	0.7202	0.8486
0.0798	7.0976	1164	0.7490	0.6176	0.7490	0.8654
0.0798	7.1098	1166	0.7768	0.6176	0.7768	0.8813
0.0798	7.1220	1168	0.7931	0.6293	0.7931	0.8905
0.0798	7.1341	1170	0.7850	0.6293	0.7850	0.8860
0.0798	7.1463	1172	0.7467	0.6314	0.7467	0.8641
0.0798	7.1585	1174	0.6977	0.6618	0.6977	0.8353
0.0798	7.1707	1176	0.6642	0.6974	0.6642	0.8150
0.0798	7.1829	1178	0.6475	0.7114	0.6475	0.8047
0.0798	7.1951	1180	0.6432	0.7114	0.6432	0.8020
0.0798	7.2073	1182	0.6477	0.6974	0.6477	0.8048
0.0798	7.2195	1184	0.6570	0.6956	0.6570	0.8105
0.0798	7.2317	1186	0.6713	0.6814	0.6713	0.8194
0.0798	7.2439	1188	0.7059	0.6758	0.7059	0.8402
0.0798	7.2561	1190	0.7534	0.6431	0.7534	0.8680
0.0798	7.2683	1192	0.8059	0.6154	0.8059	0.8977
0.0798	7.2805	1194	0.8337	0.6365	0.8337	0.9130
0.0798	7.2927	1196	0.8310	0.6365	0.8310	0.9116
0.0798	7.3049	1198	0.8021	0.6293	0.8021	0.8956
0.0798	7.3171	1200	0.7558	0.6431	0.7558	0.8694
0.0798	7.3293	1202	0.7205	0.6568	0.7205	0.8488
0.0798	7.3415	1204	0.7020	0.6451	0.7020	0.8378
0.0798	7.3537	1206	0.6986	0.6451	0.6986	0.8358
0.0798	7.3659	1208	0.7072	0.6568	0.7072	0.8410
0.0798	7.3780	1210	0.7262	0.6568	0.7262	0.8522
0.0798	7.3902	1212	0.7602	0.6431	0.7602	0.8719
0.0798	7.4024	1214	0.7942	0.65	0.7942	0.8912
0.0798	7.4146	1216	0.8170	0.65	0.8170	0.9039
0.0798	7.4268	1218	0.8423	0.6322	0.8423	0.9178
0.0798	7.4390	1220	0.8663	0.6092	0.8663	0.9307
0.0798	7.4512	1222	0.8509	0.6092	0.8509	0.9225
0.0798	7.4634	1224	0.8153	0.6365	0.8153	0.9029
0.0798	7.4756	1226	0.7772	0.6293	0.7772	0.8816
0.0798	7.4878	1228	0.7580	0.6293	0.7580	0.8706
0.0798	7.5	1230	0.7353	0.6478	0.7353	0.8575
0.0798	7.5122	1232	0.7007	0.6814	0.7007	0.8371
0.0798	7.5244	1234	0.6835	0.6814	0.6835	0.8268
0.0798	7.5366	1236	0.6793	0.6601	0.6793	0.8242
0.0798	7.5488	1238	0.6794	0.6601	0.6794	0.8242
0.0798	7.5610	1240	0.6887	0.6601	0.6887	0.8299
0.0798	7.5732	1242	0.7022	0.6814	0.7022	0.8380
0.0798	7.5854	1244	0.7090	0.6499	0.7090	0.8420
0.0798	7.5976	1246	0.7239	0.6618	0.7239	0.8508
0.0798	7.6098	1248	0.7389	0.6618	0.7389	0.8596
0.0798	7.6220	1250	0.7353	0.6618	0.7353	0.8575
0.0798	7.6341	1252	0.7182	0.6618	0.7182	0.8474
0.0798	7.6463	1254	0.6892	0.6814	0.6892	0.8302
0.0798	7.6585	1256	0.6708	0.6601	0.6708	0.8190
0.0798	7.6707	1258	0.6604	0.6601	0.6604	0.8126
0.0798	7.6829	1260	0.6602	0.6833	0.6602	0.8125
0.0798	7.6951	1262	0.6719	0.6814	0.6719	0.8197
0.0798	7.7073	1264	0.6912	0.6814	0.6912	0.8314
0.0798	7.7195	1266	0.7191	0.6618	0.7191	0.8480
0.0798	7.7317	1268	0.7470	0.6634	0.7470	0.8643
0.0798	7.7439	1270	0.7616	0.6429	0.7616	0.8727
0.0798	7.7561	1272	0.7578	0.6429	0.7578	0.8705
0.0798	7.7683	1274	0.7403	0.6768	0.7403	0.8604
0.0798	7.7805	1276	0.7190	0.6499	0.7190	0.8479
0.0798	7.7927	1278	0.6936	0.6723	0.6936	0.8328
0.0798	7.8049	1280	0.6689	0.6833	0.6689	0.8179
0.0798	7.8171	1282	0.6582	0.6974	0.6582	0.8113
0.0798	7.8293	1284	0.6544	0.6974	0.6544	0.8089
0.0798	7.8415	1286	0.6572	0.6974	0.6572	0.8107
0.0798	7.8537	1288	0.6598	0.6974	0.6598	0.8123
0.0798	7.8659	1290	0.6624	0.6974	0.6624	0.8139
0.0798	7.8780	1292	0.6676	0.6974	0.6676	0.8171
0.0798	7.8902	1294	0.6780	0.6974	0.6780	0.8234
0.0798	7.9024	1296	0.6937	0.6833	0.6937	0.8329
0.0798	7.9146	1298	0.6986	0.6833	0.6986	0.8358
0.0798	7.9268	1300	0.7043	0.6833	0.7043	0.8392
0.0798	7.9390	1302	0.7112	0.7034	0.7112	0.8434
0.0798	7.9512	1304	0.7065	0.7034	0.7065	0.8405
0.0798	7.9634	1306	0.7021	0.7034	0.7021	0.8379
0.0798	7.9756	1308	0.7056	0.7034	0.7056	0.8400
0.0798	7.9878	1310	0.6993	0.7034	0.6993	0.8362
0.0798	8.0	1312	0.6913	0.6974	0.6913	0.8314
0.0798	8.0122	1314	0.6859	0.6974	0.6859	0.8282
0.0798	8.0244	1316	0.6786	0.6974	0.6786	0.8238
0.0798	8.0366	1318	0.6735	0.7114	0.6735	0.8207
0.0798	8.0488	1320	0.6707	0.7114	0.6707	0.8190
0.0798	8.0610	1322	0.6694	0.7114	0.6694	0.8182
0.0798	8.0732	1324	0.6658	0.7068	0.6658	0.8160
0.0798	8.0854	1326	0.6652	0.7068	0.6652	0.8156
0.0798	8.0976	1328	0.6661	0.7068	0.6661	0.8162
0.0798	8.1098	1330	0.6703	0.7114	0.6703	0.8187
0.0798	8.1220	1332	0.6731	0.7114	0.6731	0.8204
0.0798	8.1341	1334	0.6768	0.7114	0.6768	0.8227
0.0798	8.1463	1336	0.6814	0.7114	0.6814	0.8254
0.0798	8.1585	1338	0.6825	0.7114	0.6825	0.8261
0.0798	8.1707	1340	0.6799	0.7114	0.6799	0.8246
0.0798	8.1829	1342	0.6778	0.7114	0.6778	0.8233
0.0798	8.1951	1344	0.6743	0.7114	0.6743	0.8212
0.0798	8.2073	1346	0.6734	0.7114	0.6734	0.8206
0.0798	8.2195	1348	0.6731	0.7114	0.6731	0.8204
0.0798	8.2317	1350	0.6752	0.7114	0.6752	0.8217
0.0798	8.2439	1352	0.6765	0.7114	0.6765	0.8225
0.0798	8.2561	1354	0.6821	0.6974	0.6821	0.8259
0.0798	8.2683	1356	0.6848	0.6974	0.6848	0.8275
0.0798	8.2805	1358	0.6898	0.7171	0.6898	0.8305
0.0798	8.2927	1360	0.6939	0.6814	0.6939	0.8330
0.0798	8.3049	1362	0.6976	0.6814	0.6976	0.8352
0.0798	8.3171	1364	0.6948	0.6814	0.6948	0.8335
0.0798	8.3293	1366	0.6914	0.7109	0.6914	0.8315
0.0798	8.3415	1368	0.6905	0.7109	0.6905	0.8310
0.0798	8.3537	1370	0.6828	0.7109	0.6828	0.8263
0.0798	8.3659	1372	0.6711	0.7242	0.6711	0.8192
0.0798	8.3780	1374	0.6630	0.7242	0.6630	0.8143
0.0798	8.3902	1376	0.6589	0.7242	0.6589	0.8118
0.0798	8.4024	1378	0.6532	0.7258	0.6532	0.8082
0.0798	8.4146	1380	0.6511	0.7258	0.6511	0.8069
0.0798	8.4268	1382	0.6499	0.7242	0.6499	0.8062
0.0798	8.4390	1384	0.6535	0.7242	0.6535	0.8084
0.0798	8.4512	1386	0.6632	0.7242	0.6632	0.8144
0.0798	8.4634	1388	0.6713	0.6803	0.6713	0.8194
0.0798	8.4756	1390	0.6807	0.6803	0.6807	0.8251
0.0798	8.4878	1392	0.6836	0.6671	0.6836	0.8268
0.0798	8.5	1394	0.6785	0.6671	0.6785	0.8237
0.0798	8.5122	1396	0.6774	0.6671	0.6774	0.8231
0.0798	8.5244	1398	0.6724	0.7109	0.6724	0.8200
0.0798	8.5366	1400	0.6656	0.7109	0.6656	0.8159
0.0798	8.5488	1402	0.6549	0.7308	0.6549	0.8093
0.0798	8.5610	1404	0.6495	0.7308	0.6495	0.8059
0.0798	8.5732	1406	0.6499	0.7114	0.6499	0.8062
0.0798	8.5854	1408	0.6555	0.7114	0.6555	0.8096
0.0798	8.5976	1410	0.6619	0.7308	0.6619	0.8136
0.0798	8.6098	1412	0.6677	0.7171	0.6677	0.8171
0.0798	8.6220	1414	0.6762	0.7171	0.6762	0.8223
0.0798	8.6341	1416	0.6802	0.7171	0.6802	0.8248
0.0798	8.6463	1418	0.6796	0.7171	0.6796	0.8244
0.0798	8.6585	1420	0.6773	0.6974	0.6773	0.8230
0.0798	8.6707	1422	0.6780	0.7171	0.6780	0.8234
0.0798	8.6829	1424	0.6798	0.7171	0.6798	0.8245
0.0798	8.6951	1426	0.6767	0.7171	0.6767	0.8226
0.0798	8.7073	1428	0.6727	0.6974	0.6727	0.8202
0.0798	8.7195	1430	0.6696	0.6974	0.6696	0.8183
0.0798	8.7317	1432	0.6690	0.7114	0.6690	0.8179
0.0798	8.7439	1434	0.6703	0.6974	0.6703	0.8187
0.0798	8.7561	1436	0.6757	0.6974	0.6757	0.8220
0.0798	8.7683	1438	0.6816	0.7171	0.6816	0.8256
0.0798	8.7805	1440	0.6833	0.7171	0.6833	0.8266
0.0798	8.7927	1442	0.6838	0.7171	0.6838	0.8269
0.0798	8.8049	1444	0.6801	0.7171	0.6801	0.8247
0.0798	8.8171	1446	0.6763	0.7171	0.6763	0.8224
0.0798	8.8293	1448	0.6727	0.7171	0.6727	0.8202
0.0798	8.8415	1450	0.6683	0.6974	0.6683	0.8175
0.0798	8.8537	1452	0.6663	0.6974	0.6663	0.8162
0.0798	8.8659	1454	0.6656	0.7114	0.6656	0.8158
0.0798	8.8780	1456	0.6700	0.7171	0.6700	0.8185
0.0798	8.8902	1458	0.6772	0.7171	0.6771	0.8229
0.0798	8.9024	1460	0.6827	0.6803	0.6827	0.8262
0.0798	8.9146	1462	0.6893	0.6803	0.6893	0.8302
0.0798	8.9268	1464	0.6981	0.6671	0.6981	0.8355
0.0798	8.9390	1466	0.7092	0.6671	0.7092	0.8421
0.0798	8.9512	1468	0.7209	0.6538	0.7209	0.8491
0.0798	8.9634	1470	0.7266	0.6314	0.7266	0.8524
0.0798	8.9756	1472	0.7326	0.6431	0.7326	0.8559
0.0798	8.9878	1474	0.7410	0.6431	0.7410	0.8608
0.0798	9.0	1476	0.7410	0.6431	0.7410	0.8608
0.0798	9.0122	1478	0.7382	0.6431	0.7382	0.8592
0.0798	9.0244	1480	0.7342	0.6314	0.7342	0.8569
0.0798	9.0366	1482	0.7329	0.6314	0.7329	0.8561
0.0798	9.0488	1484	0.7261	0.6314	0.7261	0.8521
0.0798	9.0610	1486	0.7174	0.6451	0.7174	0.8470
0.0798	9.0732	1488	0.7064	0.6671	0.7064	0.8404
0.0798	9.0854	1490	0.6994	0.6723	0.6994	0.8363
0.0798	9.0976	1492	0.6958	0.7034	0.6958	0.8342
0.0798	9.1098	1494	0.6943	0.6723	0.6943	0.8332
0.0798	9.1220	1496	0.6938	0.6723	0.6938	0.8329
0.0798	9.1341	1498	0.6935	0.6671	0.6935	0.8328
0.0493	9.1463	1500	0.6908	0.6671	0.6908	0.8311
0.0493	9.1585	1502	0.6906	0.6803	0.6906	0.8310
0.0493	9.1707	1504	0.6964	0.6671	0.6964	0.8345
0.0493	9.1829	1506	0.7058	0.6671	0.7058	0.8401
0.0493	9.1951	1508	0.7174	0.6466	0.7174	0.8470
0.0493	9.2073	1510	0.7293	0.6339	0.7293	0.8540
0.0493	9.2195	1512	0.7361	0.6339	0.7361	0.8579
0.0493	9.2317	1514	0.7386	0.6339	0.7386	0.8594
0.0493	9.2439	1516	0.7394	0.6530	0.7394	0.8599
0.0493	9.2561	1518	0.7443	0.6530	0.7443	0.8627
0.0493	9.2683	1520	0.7455	0.6319	0.7455	0.8634
0.0493	9.2805	1522	0.7486	0.6319	0.7486	0.8652
0.0493	9.2927	1524	0.7501	0.6319	0.7501	0.8661
0.0493	9.3049	1526	0.7467	0.6530	0.7467	0.8641
0.0493	9.3171	1528	0.7450	0.6530	0.7450	0.8631
0.0493	9.3293	1530	0.7390	0.6530	0.7390	0.8597
0.0493	9.3415	1532	0.7326	0.6339	0.7326	0.8559
0.0493	9.3537	1534	0.7254	0.6466	0.7254	0.8517
0.0493	9.3659	1536	0.7198	0.6671	0.7198	0.8484
0.0493	9.3780	1538	0.7167	0.6671	0.7167	0.8466
0.0493	9.3902	1540	0.7155	0.6671	0.7155	0.8459
0.0493	9.4024	1542	0.7131	0.6671	0.7131	0.8445
0.0493	9.4146	1544	0.7124	0.6671	0.7124	0.8440
0.0493	9.4268	1546	0.7126	0.6671	0.7126	0.8441
0.0493	9.4390	1548	0.7119	0.6671	0.7119	0.8437
0.0493	9.4512	1550	0.7109	0.6671	0.7109	0.8431
0.0493	9.4634	1552	0.7098	0.6671	0.7098	0.8425
0.0493	9.4756	1554	0.7075	0.6671	0.7075	0.8411
0.0493	9.4878	1556	0.7057	0.6671	0.7057	0.8401
0.0493	9.5	1558	0.7046	0.6671	0.7046	0.8394
0.0493	9.5122	1560	0.7040	0.6671	0.7040	0.8390
0.0493	9.5244	1562	0.7039	0.6671	0.7039	0.8390
0.0493	9.5366	1564	0.7040	0.6671	0.7040	0.8391
0.0493	9.5488	1566	0.7030	0.6671	0.7030	0.8385
0.0493	9.5610	1568	0.7034	0.6671	0.7034	0.8387
0.0493	9.5732	1570	0.7048	0.6671	0.7048	0.8395
0.0493	9.5854	1572	0.7071	0.6671	0.7071	0.8409
0.0493	9.5976	1574	0.7084	0.6671	0.7084	0.8417
0.0493	9.6098	1576	0.7104	0.6671	0.7104	0.8428
0.0493	9.6220	1578	0.7113	0.6671	0.7113	0.8434
0.0493	9.6341	1580	0.7114	0.6671	0.7114	0.8434
0.0493	9.6463	1582	0.7109	0.6671	0.7109	0.8431
0.0493	9.6585	1584	0.7107	0.6671	0.7107	0.8430
0.0493	9.6707	1586	0.7104	0.6671	0.7104	0.8428
0.0493	9.6829	1588	0.7090	0.6671	0.7090	0.8420
0.0493	9.6951	1590	0.7063	0.6671	0.7063	0.8404
0.0493	9.7073	1592	0.7033	0.6671	0.7033	0.8387
0.0493	9.7195	1594	0.7012	0.6671	0.7012	0.8373
0.0493	9.7317	1596	0.6999	0.6803	0.6999	0.8366
0.0493	9.7439	1598	0.6988	0.6803	0.6988	0.8360
0.0493	9.7561	1600	0.6984	0.6671	0.6984	0.8357
0.0493	9.7683	1602	0.6982	0.6671	0.6982	0.8356
0.0493	9.7805	1604	0.6973	0.6671	0.6973	0.8350
0.0493	9.7927	1606	0.6962	0.6975	0.6962	0.8344
0.0493	9.8049	1608	0.6956	0.6975	0.6956	0.8340
0.0493	9.8171	1610	0.6948	0.6975	0.6948	0.8336
0.0493	9.8293	1612	0.6948	0.6975	0.6948	0.8335
0.0493	9.8415	1614	0.6948	0.6975	0.6948	0.8335
0.0493	9.8537	1616	0.6950	0.6975	0.6950	0.8337
0.0493	9.8659	1618	0.6952	0.6975	0.6952	0.8338
0.0493	9.8780	1620	0.6956	0.6975	0.6956	0.8340
0.0493	9.8902	1622	0.6960	0.6975	0.6960	0.8342
0.0493	9.9024	1624	0.6963	0.6975	0.6963	0.8344
0.0493	9.9146	1626	0.6965	0.6975	0.6965	0.8345
0.0493	9.9268	1628	0.6971	0.6975	0.6971	0.8349
0.0493	9.9390	1630	0.6973	0.6975	0.6973	0.8351
0.0493	9.9512	1632	0.6975	0.6975	0.6975	0.8352
0.0493	9.9634	1634	0.6978	0.6975	0.6978	0.8353
0.0493	9.9756	1636	0.6981	0.6975	0.6981	0.8355
0.0493	9.9878	1638	0.6983	0.6975	0.6983	0.8357
0.0493	10.0	1640	0.6984	0.6975	0.6984	0.8357

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: Dec 3, 2024
Updated: Dec 3, 2024