Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask4_holistic

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: 12.1210
• Qwk: 0.7268
• Mse: 12.1210
• Rmse: 3.4815

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: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0187	2	327.9606	0.0005	327.9606	18.1097
No log	0.0374	4	312.9918	0.0070	312.9918	17.6916
No log	0.0561	6	293.5392	0.0089	293.5392	17.1330
No log	0.0748	8	272.2874	0.0080	272.2874	16.5011
No log	0.0935	10	257.0678	0.0027	257.0678	16.0333
No log	0.1121	12	243.3507	0.0124	243.3506	15.5997
No log	0.1308	14	233.0691	0.0096	233.0691	15.2666
No log	0.1495	16	216.4170	0.0093	216.4170	14.7111
No log	0.1682	18	208.6496	0.0112	208.6496	14.4447
No log	0.1869	20	205.9359	0.0098	205.9359	14.3505
No log	0.2056	22	191.1235	0.0045	191.1235	13.8247
No log	0.2243	24	184.0323	0.0072	184.0323	13.5658
No log	0.2430	26	183.3895	0.0084	183.3894	13.5421
No log	0.2617	28	174.1604	0.0044	174.1604	13.1970
No log	0.2804	30	167.4217	0.0005	167.4217	12.9392
No log	0.2991	32	167.0142	0.0066	167.0142	12.9234
No log	0.3178	34	161.6081	0.0103	161.6081	12.7125
No log	0.3364	36	155.4810	0.0031	155.4810	12.4692
No log	0.3551	38	152.4444	0.0011	152.4444	12.3468
No log	0.3738	40	149.0920	0.0006	149.0920	12.2103
No log	0.3925	42	145.3758	0.0006	145.3758	12.0572
No log	0.4112	44	143.1234	0.0028	143.1233	11.9634
No log	0.4299	46	141.1533	0.0096	141.1533	11.8808
No log	0.4486	48	135.8707	0.0012	135.8707	11.6564
No log	0.4673	50	132.3434	0.0007	132.3434	11.5041
No log	0.4860	52	129.9170	0.0007	129.9170	11.3981
No log	0.5047	54	127.3034	0.0007	127.3034	11.2829
No log	0.5234	56	124.0687	0.0	124.0687	11.1386
No log	0.5421	58	122.0760	0.0014	122.0760	11.0488
No log	0.5607	60	119.4642	0.0093	119.4642	10.9300
No log	0.5794	62	117.4327	0.0066	117.4327	10.8366
No log	0.5981	64	115.2793	0.0015	115.2793	10.7368
No log	0.6168	66	113.8884	0.0015	113.8884	10.6718
No log	0.6355	68	110.4750	0.0008	110.4751	10.5107
No log	0.6542	70	108.5370	0.0008	108.5370	10.4181
No log	0.6729	72	108.8422	0.0015	108.8422	10.4327
No log	0.6916	74	106.0364	0.0008	106.0364	10.2974
No log	0.7103	76	103.6847	0.0	103.6847	10.1826
No log	0.7290	78	104.2670	0.0065	104.2670	10.2111
No log	0.7477	80	101.5825	0.0197	101.5825	10.0788
No log	0.7664	82	99.7854	0.0096	99.7854	9.9893
No log	0.7850	84	98.5628	0.0053	98.5628	9.9279
No log	0.8037	86	99.8599	0.0187	99.8599	9.9930
No log	0.8224	88	96.4544	0.0042	96.4544	9.8211
No log	0.8411	90	95.0015	0.0017	95.0015	9.7469
No log	0.8598	92	93.7197	0.0009	93.7197	9.6809
No log	0.8785	94	93.8080	0.0017	93.8080	9.6855
No log	0.8972	96	91.8023	0.0009	91.8022	9.5813
No log	0.9159	98	90.1890	0.0	90.1890	9.4968
No log	0.9346	100	88.8218	0.0	88.8218	9.4245
No log	0.9533	102	88.1993	0.0	88.1993	9.3914
No log	0.9720	104	86.9630	0.0017	86.9630	9.3254
No log	0.9907	106	85.1362	0.0079	85.1362	9.2269
No log	1.0093	108	83.7396	0.0021	83.7396	9.1509
No log	1.0280	110	82.1772	0.0011	82.1772	9.0652
No log	1.0467	112	81.7364	0.0011	81.7364	9.0408
No log	1.0654	114	80.5027	0.0011	80.5027	8.9723
No log	1.0841	116	77.8259	0.0	77.8259	8.8219
No log	1.1028	118	76.9339	0.0	76.9339	8.7712
No log	1.1215	120	75.8928	0.0	75.8928	8.7116
No log	1.1402	122	74.8874	0.0	74.8874	8.6538
No log	1.1589	124	73.9728	0.0	73.9728	8.6007
No log	1.1776	126	72.8195	0.0	72.8195	8.5334
No log	1.1963	128	73.6849	0.0	73.6849	8.5840
No log	1.2150	130	72.3262	0.0094	72.3262	8.5045
No log	1.2336	132	70.9858	0.0084	70.9858	8.4253
No log	1.2523	134	70.2386	0.0039	70.2386	8.3808
No log	1.2710	136	69.2277	0.0025	69.2277	8.3203
No log	1.2897	138	68.8905	0.0025	68.8905	8.3000
No log	1.3084	140	67.7681	0.0013	67.7681	8.2321
No log	1.3271	142	67.1122	0.0013	67.1122	8.1922
No log	1.3458	144	66.4731	0.0	66.4731	8.1531
No log	1.3645	146	66.0032	0.0	66.0032	8.1242
No log	1.3832	148	65.5312	0.0	65.5312	8.0951
No log	1.4019	150	64.7024	0.0	64.7024	8.0438
No log	1.4206	152	64.2239	0.0	64.2239	8.0140
No log	1.4393	154	63.6433	0.0	63.6433	7.9777
No log	1.4579	156	63.2752	0.0	63.2752	7.9546
No log	1.4766	158	62.5308	0.0	62.5308	7.9076
No log	1.4953	160	61.9852	0.0	61.9852	7.8731
No log	1.5140	162	61.3605	0.0	61.3605	7.8333
No log	1.5327	164	60.8594	0.0	60.8594	7.8012
No log	1.5514	166	60.5582	0.0	60.5582	7.7819
No log	1.5701	168	59.7253	0.0462	59.7253	7.7282
No log	1.5888	170	59.2848	0.0157	59.2847	7.6997
No log	1.6075	172	58.9523	0.0055	58.9523	7.6780
No log	1.6262	174	58.1956	0.0047	58.1956	7.6286
No log	1.6449	176	58.0952	0.0093	58.0952	7.6220
No log	1.6636	178	57.5590	0.0074	57.5589	7.5868
No log	1.6822	180	56.8155	0.0030	56.8155	7.5376
No log	1.7009	182	56.6427	0.0030	56.6427	7.5261
No log	1.7196	184	56.0044	0.0016	56.0044	7.4836
No log	1.7383	186	55.4095	0.0016	55.4095	7.4438
No log	1.7570	188	55.2464	0.0030	55.2464	7.4328
No log	1.7757	190	54.5348	0.0016	54.5348	7.3848
No log	1.7944	192	54.1944	0.0016	54.1944	7.3617
No log	1.8131	194	53.7859	0.0	53.7859	7.3339
No log	1.8318	196	53.2953	0.0016	53.2953	7.3004
No log	1.8505	198	52.9443	0.0016	52.9442	7.2763
No log	1.8692	200	52.5980	0.0016	52.5980	7.2525
No log	1.8879	202	52.2138	0.0016	52.2138	7.2259
No log	1.9065	204	52.0053	0.0016	52.0053	7.2115
No log	1.9252	206	51.6510	0.0016	51.6510	7.1869
No log	1.9439	208	51.1249	0.0030	51.1249	7.1502
No log	1.9626	210	50.7662	0.0046	50.7662	7.1250
No log	1.9813	212	50.2840	0.0089	50.2840	7.0911
No log	2.0	214	49.7102	0.0089	49.7102	7.0505
No log	2.0187	216	49.5820	0.0278	49.5820	7.0414
No log	2.0374	218	48.8307	0.0669	48.8307	6.9879
No log	2.0561	220	48.4031	0.0700	48.4031	6.9572
No log	2.0748	222	47.8666	0.0934	47.8666	6.9186
No log	2.0935	224	48.1054	0.1184	48.1054	6.9358
No log	2.1121	226	47.2975	0.1293	47.2975	6.8773
No log	2.1308	228	46.7883	0.1433	46.7883	6.8402
No log	2.1495	230	46.4508	0.1623	46.4508	6.8155
No log	2.1682	232	50.0152	0.2089	50.0152	7.0721
No log	2.1869	234	45.7965	0.1899	45.7965	6.7673
No log	2.2056	236	45.2407	0.1822	45.2407	6.7261
No log	2.2243	238	45.8909	0.2139	45.8909	6.7743
No log	2.2430	240	45.2535	0.1982	45.2535	6.7271
No log	2.2617	242	44.2270	0.1645	44.2270	6.6503
No log	2.2804	244	46.4491	0.2313	46.4491	6.8154
No log	2.2991	246	46.9033	0.2404	46.9033	6.8486
No log	2.3178	248	44.0106	0.1993	44.0106	6.6340
No log	2.3364	250	44.4972	0.1262	44.4972	6.6706
No log	2.3551	252	42.6274	0.1230	42.6274	6.5290
No log	2.3738	254	43.4379	0.1290	43.4379	6.5907
No log	2.3925	256	42.9845	0.1412	42.9845	6.5563
No log	2.4112	258	41.7432	0.1325	41.7431	6.4609
No log	2.4299	260	41.7316	0.1222	41.7316	6.4600
No log	2.4486	262	41.3659	0.1222	41.3659	6.4316
No log	2.4673	264	41.0699	0.1827	41.0699	6.4086
No log	2.4860	266	43.8959	0.2561	43.8959	6.6254
No log	2.5047	268	42.3129	0.2499	42.3129	6.5048
No log	2.5234	270	40.1763	0.1667	40.1763	6.3385
No log	2.5421	272	39.7614	0.1398	39.7614	6.3057
No log	2.5607	274	39.3141	0.1473	39.3141	6.2701
No log	2.5794	276	39.3186	0.1370	39.3186	6.2705
No log	2.5981	278	39.3417	0.1531	39.3417	6.2723
No log	2.6168	280	39.2923	0.0984	39.2923	6.2684
No log	2.6355	282	38.5541	0.1451	38.5541	6.2092
No log	2.6542	284	37.8613	0.1960	37.8613	6.1532
No log	2.6729	286	37.6516	0.2528	37.6516	6.1361
No log	2.6916	288	38.3065	0.2980	38.3065	6.1892
No log	2.7103	290	37.0970	0.2644	37.0970	6.0907
No log	2.7290	292	36.6922	0.2366	36.6922	6.0574
No log	2.7477	294	36.4613	0.2197	36.4613	6.0383
No log	2.7664	296	36.3866	0.1865	36.3866	6.0321
No log	2.7850	298	35.9908	0.2329	35.9908	5.9992
No log	2.8037	300	36.5580	0.2901	36.5580	6.0463
No log	2.8224	302	36.5662	0.2951	36.5662	6.0470
No log	2.8411	304	36.6072	0.3077	36.6072	6.0504
No log	2.8598	306	35.1485	0.2572	35.1485	5.9286
No log	2.8785	308	35.0520	0.1960	35.0520	5.9205
No log	2.8972	310	35.2729	0.1506	35.2729	5.9391
No log	2.9159	312	34.9296	0.1338	34.9296	5.9101
No log	2.9346	314	34.3650	0.1924	34.3650	5.8622
No log	2.9533	316	36.4619	0.2921	36.4619	6.0384
No log	2.9720	318	38.4939	0.3203	38.4939	6.2043
No log	2.9907	320	33.8586	0.2295	33.8586	5.8188
No log	3.0093	322	34.3872	0.1082	34.3872	5.8641
No log	3.0280	324	34.7995	0.0850	34.7995	5.8991
No log	3.0467	326	33.6092	0.1424	33.6092	5.7973
No log	3.0654	328	33.0267	0.2412	33.0267	5.7469
No log	3.0841	330	36.4790	0.3444	36.4790	6.0398
No log	3.1028	332	36.1027	0.3448	36.1027	6.0085
No log	3.1215	334	32.7748	0.2745	32.7748	5.7249
No log	3.1402	336	32.4161	0.2117	32.4161	5.6935
No log	3.1589	338	32.4777	0.1705	32.4777	5.6989
No log	3.1776	340	32.0617	0.1913	32.0617	5.6623
No log	3.1963	342	31.7960	0.2031	31.7960	5.6388
No log	3.2150	344	31.6119	0.2945	31.6119	5.6224
No log	3.2336	346	31.4358	0.2864	31.4358	5.6068
No log	3.2523	348	31.2270	0.3312	31.2270	5.5881
No log	3.2710	350	31.5172	0.3722	31.5172	5.6140
No log	3.2897	352	33.1890	0.3946	33.1890	5.7610
No log	3.3084	354	34.2243	0.3983	34.2243	5.8502
No log	3.3271	356	31.4218	0.3847	31.4218	5.6055
No log	3.3458	358	30.3984	0.3071	30.3984	5.5135
No log	3.3645	360	30.5551	0.2653	30.5551	5.5277
No log	3.3832	362	29.8894	0.2993	29.8894	5.4671
No log	3.4019	364	29.5887	0.2984	29.5887	5.4395
No log	3.4206	366	29.7327	0.3460	29.7327	5.4528
No log	3.4393	368	31.9791	0.3850	31.9791	5.6550
No log	3.4579	370	32.0171	0.3929	32.0171	5.6584
No log	3.4766	372	29.0815	0.3318	29.0815	5.3927
No log	3.4953	374	29.4059	0.2293	29.4059	5.4227
No log	3.5140	376	29.8021	0.1803	29.8021	5.4591
No log	3.5327	378	29.4636	0.1913	29.4636	5.4280
No log	3.5514	380	28.7615	0.2556	28.7615	5.3630
No log	3.5701	382	28.4059	0.3142	28.4059	5.3297
No log	3.5888	384	28.5980	0.3480	28.5980	5.3477
No log	3.6075	386	28.3384	0.3502	28.3384	5.3234
No log	3.6262	388	27.8922	0.3364	27.8922	5.2813
No log	3.6449	390	27.6439	0.3268	27.6439	5.2577
No log	3.6636	392	27.6443	0.3020	27.6443	5.2578
No log	3.6822	394	27.6330	0.2875	27.6330	5.2567
No log	3.7009	396	27.3636	0.3036	27.3636	5.2310
No log	3.7196	398	27.1167	0.3478	27.1167	5.2074
No log	3.7383	400	27.4703	0.3782	27.4703	5.2412
No log	3.7570	402	31.6094	0.4226	31.6094	5.6222
No log	3.7757	404	30.2026	0.4163	30.2026	5.4957
No log	3.7944	406	26.5025	0.3507	26.5025	5.1481
No log	3.8131	408	27.1472	0.2268	27.1472	5.2103
No log	3.8318	410	27.1983	0.2167	27.1983	5.2152
No log	3.8505	412	26.6448	0.2519	26.6448	5.1619
No log	3.8692	414	25.9848	0.3519	25.9848	5.0975
No log	3.8879	416	28.2024	0.4116	28.2024	5.3106
No log	3.9065	418	27.5661	0.4075	27.5661	5.2503
No log	3.9252	420	25.8094	0.3657	25.8094	5.0803
No log	3.9439	422	26.0282	0.2820	26.0282	5.1018
No log	3.9626	424	26.3833	0.2433	26.3833	5.1365
No log	3.9813	426	26.2447	0.2871	26.2447	5.1230
No log	4.0	428	25.9945	0.3661	25.9945	5.0985
No log	4.0187	430	25.8481	0.3819	25.8481	5.0841
No log	4.0374	432	25.5669	0.4290	25.5669	5.0564
No log	4.0561	434	25.5505	0.4441	25.5505	5.0547
No log	4.0748	436	25.9128	0.4729	25.9128	5.0905
No log	4.0935	438	25.8585	0.4650	25.8585	5.0851
No log	4.1121	440	25.1572	0.4470	25.1572	5.0157
No log	4.1308	442	24.7712	0.4228	24.7712	4.9771
No log	4.1495	444	24.5503	0.3894	24.5503	4.9548
No log	4.1682	446	24.2793	0.4114	24.2793	4.9274
No log	4.1869	448	24.3306	0.4303	24.3306	4.9326
No log	4.2056	450	24.8599	0.4442	24.8599	4.9860
No log	4.2243	452	25.7151	0.4416	25.7151	5.0710
No log	4.2430	454	23.9720	0.4110	23.9720	4.8961
No log	4.2617	456	24.1531	0.3452	24.1531	4.9146
No log	4.2804	458	24.5766	0.2900	24.5766	4.9575
No log	4.2991	460	23.9367	0.3229	23.9367	4.8925
No log	4.3178	462	23.2556	0.3990	23.2556	4.8224
No log	4.3364	464	23.3825	0.4373	23.3825	4.8355
No log	4.3551	466	24.1121	0.4774	24.1121	4.9104
No log	4.3738	468	24.5547	0.4881	24.5547	4.9553
No log	4.3925	470	23.4570	0.4507	23.4570	4.8432
No log	4.4112	472	23.2315	0.4477	23.2315	4.8199
No log	4.4299	474	22.9760	0.4469	22.9760	4.7933
No log	4.4486	476	22.8852	0.4601	22.8852	4.7838
No log	4.4673	478	22.4476	0.4419	22.4476	4.7379
No log	4.4860	480	22.4138	0.3733	22.4138	4.7343
No log	4.5047	482	23.3235	0.2936	23.3235	4.8294
No log	4.5234	484	23.3882	0.2746	23.3882	4.8361
No log	4.5421	486	22.3841	0.3428	22.3841	4.7312
No log	4.5607	488	22.6787	0.4396	22.6787	4.7622
No log	4.5794	490	22.8825	0.4527	22.8825	4.7836
No log	4.5981	492	21.8876	0.4372	21.8876	4.6784
No log	4.6168	494	21.8274	0.3774	21.8274	4.6720
No log	4.6355	496	21.9438	0.3628	21.9438	4.6844
No log	4.6542	498	21.9077	0.3618	21.9077	4.6806
59.4844	4.6729	500	21.5863	0.3721	21.5863	4.6461
59.4844	4.6916	502	21.2496	0.3904	21.2496	4.6097
59.4844	4.7103	504	22.2029	0.4722	22.2029	4.7120
59.4844	4.7290	506	24.1765	0.4837	24.1765	4.9170
59.4844	4.7477	508	21.3471	0.4650	21.3471	4.6203
59.4844	4.7664	510	21.1431	0.3688	21.1431	4.5982
59.4844	4.7850	512	22.1388	0.3023	22.1388	4.7052
59.4844	4.8037	514	21.6702	0.3227	21.6702	4.6551
59.4844	4.8224	516	20.7376	0.3890	20.7376	4.5539
59.4844	4.8411	518	20.3816	0.4289	20.3816	4.5146
59.4844	4.8598	520	21.5817	0.4840	21.5817	4.6456
59.4844	4.8785	522	21.9271	0.4910	21.9271	4.6826
59.4844	4.8972	524	20.2544	0.5457	20.2544	4.5005
59.4844	4.9159	526	20.9450	0.4628	20.9450	4.5766
59.4844	4.9346	528	21.3641	0.4302	21.3641	4.6221
59.4844	4.9533	530	21.1620	0.4433	21.1620	4.6002
59.4844	4.9720	532	20.2947	0.5036	20.2947	4.5050
59.4844	4.9907	534	19.9681	0.5455	19.9681	4.4686
59.4844	5.0093	536	19.9810	0.5569	19.9810	4.4700
59.4844	5.0280	538	20.5704	0.5687	20.5704	4.5355
59.4844	5.0467	540	25.3030	0.5337	25.3030	5.0302
59.4844	5.0654	542	25.6504	0.5251	25.6504	5.0646
59.4844	5.0841	544	20.7130	0.5335	20.7130	4.5512
59.4844	5.1028	546	19.9628	0.4514	19.9628	4.4680
59.4844	5.1215	548	21.5278	0.3519	21.5278	4.6398
59.4844	5.1402	550	21.7802	0.3382	21.7802	4.6669
59.4844	5.1589	552	20.8921	0.3798	20.8921	4.5708
59.4844	5.1776	554	19.6532	0.4669	19.6532	4.4332
59.4844	5.1963	556	19.4194	0.5408	19.4194	4.4067
59.4844	5.2150	558	21.5977	0.5742	21.5977	4.6473
59.4844	5.2336	560	21.8299	0.5800	21.8299	4.6722
59.4844	5.2523	562	20.1607	0.5798	20.1607	4.4901
59.4844	5.2710	564	19.5241	0.5410	19.5241	4.4186
59.4844	5.2897	566	19.4913	0.5263	19.4913	4.4149
59.4844	5.3084	568	19.5685	0.4942	19.5685	4.4236
59.4844	5.3271	570	19.0652	0.5150	19.0652	4.3664
59.4844	5.3458	572	18.7716	0.5397	18.7716	4.3326
59.4844	5.3645	574	18.7835	0.5356	18.7835	4.3340
59.4844	5.3832	576	19.5613	0.5372	19.5613	4.4228
59.4844	5.4019	578	19.9787	0.5320	19.9787	4.4698
59.4844	5.4206	580	18.9931	0.5093	18.9931	4.3581
59.4844	5.4393	582	18.7920	0.4551	18.7920	4.3350
59.4844	5.4579	584	18.9011	0.4320	18.9011	4.3475
59.4844	5.4766	586	18.8074	0.4635	18.8074	4.3367
59.4844	5.4953	588	18.7609	0.4849	18.7609	4.3314
59.4844	5.5140	590	18.7611	0.5106	18.7611	4.3314
59.4844	5.5327	592	18.3717	0.5229	18.3717	4.2862
59.4844	5.5514	594	18.3826	0.4982	18.3826	4.2875
59.4844	5.5701	596	18.6814	0.4883	18.6814	4.3222
59.4844	5.5888	598	18.6733	0.4916	18.6733	4.3213
59.4844	5.6075	600	18.8398	0.4746	18.8398	4.3405
59.4844	5.6262	602	19.8093	0.4139	19.8093	4.4508
59.4844	5.6449	604	20.1013	0.3898	20.1013	4.4834
59.4844	5.6636	606	18.8575	0.4467	18.8575	4.3425
59.4844	5.6822	608	17.9016	0.5323	17.9016	4.2310
59.4844	5.7009	610	19.7362	0.5476	19.7362	4.4425
59.4844	5.7196	612	19.9175	0.5452	19.9175	4.4629
59.4844	5.7383	614	18.2528	0.5486	18.2528	4.2723
59.4844	5.7570	616	17.5410	0.5189	17.5410	4.1882
59.4844	5.7757	618	18.3047	0.4569	18.3047	4.2784
59.4844	5.7944	620	18.5838	0.4396	18.5838	4.3109
59.4844	5.8131	622	18.1073	0.4650	18.1073	4.2553
59.4844	5.8318	624	17.5923	0.5076	17.5923	4.1943
59.4844	5.8505	626	17.6146	0.5479	17.6146	4.1970
59.4844	5.8692	628	18.2386	0.5621	18.2386	4.2707
59.4844	5.8879	630	17.5224	0.5508	17.5224	4.1860
59.4844	5.9065	632	17.3924	0.5385	17.3924	4.1704
59.4844	5.9252	634	17.3840	0.5241	17.3840	4.1694
59.4844	5.9439	636	17.9778	0.4685	17.9778	4.2400
59.4844	5.9626	638	18.7609	0.4267	18.7609	4.3314
59.4844	5.9813	640	18.9070	0.4141	18.9070	4.3482
59.4844	6.0	642	18.6550	0.4917	18.6550	4.3191
59.4844	6.0187	644	17.6469	0.5624	17.6469	4.2008
59.4844	6.0374	646	17.0138	0.6118	17.0138	4.1248
59.4844	6.0561	648	17.1079	0.6158	17.1079	4.1362
59.4844	6.0748	650	17.1994	0.6092	17.1994	4.1472
59.4844	6.0935	652	16.5653	0.5952	16.5653	4.0700
59.4844	6.1121	654	16.4621	0.5832	16.4621	4.0574
59.4844	6.1308	656	16.3579	0.5887	16.3579	4.0445
59.4844	6.1495	658	16.3176	0.6010	16.3176	4.0395
59.4844	6.1682	660	16.3658	0.6107	16.3658	4.0455
59.4844	6.1869	662	16.5669	0.5944	16.5669	4.0703
59.4844	6.2056	664	17.1833	0.5538	17.1833	4.1453
59.4844	6.2243	666	17.0613	0.5541	17.0613	4.1305
59.4844	6.2430	668	16.5781	0.5826	16.5781	4.0716
59.4844	6.2617	670	16.3781	0.6125	16.3781	4.0470
59.4844	6.2804	672	17.3313	0.6293	17.3313	4.1631
59.4844	6.2991	674	18.6084	0.6271	18.6084	4.3137
59.4844	6.3178	676	18.3650	0.6258	18.3650	4.2854
59.4844	6.3364	678	16.5471	0.6206	16.5471	4.0678
59.4844	6.3551	680	16.5609	0.5722	16.5609	4.0695
59.4844	6.3738	682	17.4437	0.5067	17.4437	4.1766
59.4844	6.3925	684	17.5281	0.4987	17.5281	4.1867
59.4844	6.4112	686	16.6079	0.5441	16.6079	4.0753
59.4844	6.4299	688	15.9937	0.5843	15.9937	3.9992
59.4844	6.4486	690	15.8549	0.6110	15.8549	3.9818
59.4844	6.4673	692	15.7841	0.6066	15.7841	3.9729
59.4844	6.4860	694	15.7342	0.5975	15.7342	3.9666
59.4844	6.5047	696	15.6954	0.5854	15.6954	3.9617
59.4844	6.5234	698	15.6815	0.5777	15.6815	3.9600
59.4844	6.5421	700	15.4983	0.6012	15.4983	3.9368
59.4844	6.5607	702	15.6786	0.5985	15.6786	3.9596
59.4844	6.5794	704	16.0118	0.6006	16.0118	4.0015
59.4844	6.5981	706	16.4063	0.6060	16.4063	4.0505
59.4844	6.6168	708	16.1941	0.6047	16.1941	4.0242
59.4844	6.6355	710	16.0984	0.6071	16.0984	4.0123
59.4844	6.6542	712	15.4440	0.6058	15.4440	3.9299
59.4844	6.6729	714	15.4424	0.5821	15.4424	3.9297
59.4844	6.6916	716	15.3830	0.5845	15.3830	3.9221
59.4844	6.7103	718	15.3148	0.5902	15.3148	3.9134
59.4844	6.7290	720	15.3020	0.5917	15.3020	3.9118
59.4844	6.7477	722	15.3403	0.6129	15.3403	3.9167
59.4844	6.7664	724	15.3036	0.6032	15.3036	3.9120
59.4844	6.7850	726	15.6233	0.5792	15.6233	3.9526
59.4844	6.8037	728	15.7463	0.5749	15.7463	3.9682
59.4844	6.8224	730	15.4729	0.5826	15.4729	3.9336
59.4844	6.8411	732	15.1143	0.6059	15.1143	3.8877
59.4844	6.8598	734	14.9654	0.6143	14.9654	3.8685
59.4844	6.8785	736	14.9226	0.6111	14.9226	3.8630
59.4844	6.8972	738	15.0422	0.6110	15.0423	3.8784
59.4844	6.9159	740	14.7937	0.6045	14.7937	3.8463
59.4844	6.9346	742	14.8414	0.5764	14.8414	3.8525
59.4844	6.9533	744	14.8760	0.5696	14.8760	3.8569
59.4844	6.9720	746	15.1636	0.5529	15.1636	3.8940
59.4844	6.9907	748	15.0540	0.5675	15.0540	3.8799
59.4844	7.0093	750	15.0209	0.6027	15.0209	3.8757
59.4844	7.0280	752	15.3180	0.6174	15.3180	3.9138
59.4844	7.0467	754	15.3617	0.6077	15.3617	3.9194
59.4844	7.0654	756	15.2416	0.6091	15.2416	3.9041
59.4844	7.0841	758	15.1206	0.6083	15.1206	3.8885
59.4844	7.1028	760	15.0302	0.5960	15.0302	3.8769
59.4844	7.1215	762	15.2574	0.5694	15.2574	3.9061
59.4844	7.1402	764	15.1375	0.5657	15.1375	3.8907
59.4844	7.1589	766	14.8611	0.6396	14.8611	3.8550
59.4844	7.1776	768	14.6605	0.6541	14.6605	3.8289
59.4844	7.1963	770	15.1142	0.6510	15.1142	3.8877
59.4844	7.2150	772	17.3712	0.6063	17.3712	4.1679
59.4844	7.2336	774	18.3923	0.5791	18.3923	4.2886
59.4844	7.2523	776	15.5205	0.6123	15.5205	3.9396
59.4844	7.2710	778	14.7806	0.6145	14.7806	3.8445
59.4844	7.2897	780	15.6676	0.5813	15.6676	3.9582
59.4844	7.3084	782	15.3138	0.6142	15.3138	3.9133
59.4844	7.3271	784	14.5075	0.6601	14.5075	3.8089
59.4844	7.3458	786	14.9558	0.6745	14.9558	3.8673
59.4844	7.3645	788	15.7252	0.6680	15.7252	3.9655
59.4844	7.3832	790	14.8544	0.6738	14.8544	3.8541
59.4844	7.4019	792	14.5941	0.6670	14.5942	3.8202
59.4844	7.4206	794	15.2845	0.6238	15.2845	3.9095
59.4844	7.4393	796	15.3551	0.6210	15.3551	3.9186
59.4844	7.4579	798	14.7523	0.6578	14.7523	3.8409
59.4844	7.4766	800	15.3352	0.6793	15.3352	3.9160
59.4844	7.4953	802	15.9511	0.6761	15.9511	3.9939
59.4844	7.5140	804	16.6767	0.6621	16.6767	4.0837
59.4844	7.5327	806	15.1527	0.6706	15.1527	3.8926
59.4844	7.5514	808	14.0854	0.6572	14.0854	3.7530
59.4844	7.5701	810	14.0766	0.6393	14.0766	3.7519
59.4844	7.5888	812	14.0632	0.6378	14.0632	3.7501
59.4844	7.6075	814	14.0062	0.6428	14.0062	3.7425
59.4844	7.6262	816	13.9487	0.6414	13.9487	3.7348
59.4844	7.6449	818	13.9556	0.6423	13.9556	3.7357
59.4844	7.6636	820	14.0601	0.6415	14.0601	3.7497
59.4844	7.6822	822	14.3954	0.6314	14.3954	3.7941
59.4844	7.7009	824	14.4777	0.6405	14.4777	3.8050
59.4844	7.7196	826	14.4916	0.6724	14.4916	3.8068
59.4844	7.7383	828	14.6538	0.6732	14.6538	3.8280
59.4844	7.7570	830	15.1192	0.6444	15.1192	3.8883
59.4844	7.7757	832	15.1511	0.6429	15.1511	3.8924
59.4844	7.7944	834	14.8589	0.6624	14.8589	3.8547
59.4844	7.8131	836	14.6830	0.6635	14.6830	3.8318
59.4844	7.8318	838	14.4617	0.6528	14.4617	3.8029
59.4844	7.8505	840	14.0331	0.6692	14.0331	3.7461
59.4844	7.8692	842	14.1954	0.6719	14.1954	3.7677
59.4844	7.8879	844	13.9430	0.6673	13.9430	3.7340
59.4844	7.9065	846	13.8956	0.6674	13.8956	3.7277
59.4844	7.9252	848	13.8060	0.6574	13.8060	3.7156
59.4844	7.9439	850	13.7941	0.6542	13.7941	3.7140
59.4844	7.9626	852	13.6563	0.6641	13.6563	3.6954
59.4844	7.9813	854	13.5893	0.6505	13.5893	3.6864
59.4844	8.0	856	13.5848	0.6500	13.5848	3.6858
59.4844	8.0187	858	13.6043	0.6511	13.6043	3.6884
59.4844	8.0374	860	13.5697	0.6503	13.5697	3.6837
59.4844	8.0561	862	13.6193	0.6571	13.6193	3.6904
59.4844	8.0748	864	14.2080	0.6665	14.2080	3.7694
59.4844	8.0935	866	15.0843	0.6551	15.0843	3.8839
59.4844	8.1121	868	13.9118	0.6734	13.9118	3.7298
59.4844	8.1308	870	13.6524	0.6570	13.6524	3.6949
59.4844	8.1495	872	14.5372	0.6147	14.5372	3.8128
59.4844	8.1682	874	14.9111	0.5995	14.9111	3.8615
59.4844	8.1869	876	13.9465	0.6423	13.9465	3.7345
59.4844	8.2056	878	14.0501	0.6774	14.0501	3.7483
59.4844	8.2243	880	16.7107	0.6567	16.7107	4.0879
59.4844	8.2430	882	18.2950	0.6468	18.2950	4.2773
59.4844	8.2617	884	17.5018	0.6534	17.5018	4.1835
59.4844	8.2804	886	14.6945	0.6752	14.6945	3.8333
59.4844	8.2991	888	13.9403	0.6613	13.9403	3.7337
59.4844	8.3178	890	14.6926	0.6232	14.6926	3.8331
59.4844	8.3364	892	15.0742	0.6047	15.0742	3.8826
59.4844	8.3551	894	14.7495	0.6158	14.7495	3.8405
59.4844	8.3738	896	13.6418	0.6594	13.6418	3.6935
59.4844	8.3925	898	13.4565	0.6626	13.4565	3.6683
59.4844	8.4112	900	13.4819	0.6604	13.4819	3.6718
59.4844	8.4299	902	13.9716	0.6597	13.9716	3.7379
59.4844	8.4486	904	13.7284	0.6463	13.7284	3.7052
59.4844	8.4673	906	13.4475	0.6258	13.4475	3.6671
59.4844	8.4860	908	13.5586	0.6196	13.5586	3.6822
59.4844	8.5047	910	13.2999	0.6403	13.2999	3.6469
59.4844	8.5234	912	13.2895	0.6496	13.2895	3.6455
59.4844	8.5421	914	13.2361	0.6560	13.2361	3.6381
59.4844	8.5607	916	13.6631	0.6448	13.6631	3.6964
59.4844	8.5794	918	14.3066	0.6329	14.3066	3.7824
59.4844	8.5981	920	14.1092	0.6525	14.1092	3.7562
59.4844	8.6168	922	13.9648	0.6784	13.9648	3.7369
59.4844	8.6355	924	14.2136	0.6856	14.2136	3.7701
59.4844	8.6542	926	13.5599	0.6757	13.5599	3.6824
59.4844	8.6729	928	13.9387	0.6318	13.9387	3.7335
59.4844	8.6916	930	13.8278	0.6200	13.8278	3.7186
59.4844	8.7103	932	13.6073	0.6218	13.6073	3.6888
59.4844	8.7290	934	13.1909	0.6299	13.1909	3.6319
59.4844	8.7477	936	13.0320	0.6417	13.0320	3.6100
59.4844	8.7664	938	13.0170	0.6395	13.0170	3.6079
59.4844	8.7850	940	12.9737	0.6357	12.9737	3.6019
59.4844	8.8037	942	12.9196	0.6400	12.9196	3.5944
59.4844	8.8224	944	12.9605	0.6688	12.9605	3.6001
59.4844	8.8411	946	13.1948	0.6783	13.1948	3.6325
59.4844	8.8598	948	13.1064	0.7062	13.1064	3.6203
59.4844	8.8785	950	13.7285	0.6922	13.7285	3.7052
59.4844	8.8972	952	14.6235	0.6528	14.6235	3.8241
59.4844	8.9159	954	14.7687	0.6584	14.7687	3.8430
59.4844	8.9346	956	14.4444	0.6710	14.4444	3.8006
59.4844	8.9533	958	14.2846	0.6839	14.2846	3.7795
59.4844	8.9720	960	14.5326	0.6942	14.5326	3.8122
59.4844	8.9907	962	14.9761	0.7003	14.9761	3.8699
59.4844	9.0093	964	14.2964	0.6992	14.2964	3.7811
59.4844	9.0280	966	13.1587	0.6902	13.1587	3.6275
59.4844	9.0467	968	13.1592	0.6599	13.1592	3.6276
59.4844	9.0654	970	13.0207	0.6644	13.0207	3.6084
59.4844	9.0841	972	12.5781	0.6947	12.5781	3.5466
59.4844	9.1028	974	13.0510	0.6875	13.0510	3.6126
59.4844	9.1215	976	13.1731	0.6944	13.1731	3.6295
59.4844	9.1402	978	13.4350	0.6981	13.4350	3.6654
59.4844	9.1589	980	12.5022	0.7252	12.5022	3.5358
59.4844	9.1776	982	12.7382	0.7013	12.7382	3.5691
59.4844	9.1963	984	13.2572	0.6898	13.2572	3.6410
59.4844	9.2150	986	12.9058	0.7132	12.9058	3.5925
59.4844	9.2336	988	12.7652	0.7150	12.7652	3.5728
59.4844	9.2523	990	12.9335	0.7164	12.9335	3.5963
59.4844	9.2710	992	13.0973	0.7126	13.0973	3.6190
59.4844	9.2897	994	13.1066	0.7102	13.1066	3.6203
59.4844	9.3084	996	13.1950	0.6976	13.1950	3.6325
59.4844	9.3271	998	13.5699	0.6817	13.5699	3.6837
12.1107	9.3458	1000	13.6202	0.6767	13.6202	3.6905
12.1107	9.3645	1002	13.0274	0.6929	13.0274	3.6093
12.1107	9.3832	1004	12.5809	0.7068	12.5809	3.5470
12.1107	9.4019	1006	12.4083	0.7159	12.4083	3.5225
12.1107	9.4206	1008	12.3805	0.7120	12.3805	3.5186
12.1107	9.4393	1010	13.1753	0.6749	13.1753	3.6298
12.1107	9.4579	1012	13.9088	0.6514	13.9088	3.7295
12.1107	9.4766	1014	13.6060	0.6634	13.6060	3.6886
12.1107	9.4953	1016	12.6567	0.7022	12.6567	3.5576
12.1107	9.5140	1018	12.4905	0.7305	12.4905	3.5342
12.1107	9.5327	1020	13.1213	0.7274	13.1213	3.6223
12.1107	9.5514	1022	12.8121	0.7277	12.8121	3.5794
12.1107	9.5701	1024	12.3822	0.7170	12.3822	3.5188
12.1107	9.5888	1026	13.5100	0.6658	13.5100	3.6756
12.1107	9.6075	1028	14.4923	0.6276	14.4923	3.8069
12.1107	9.6262	1030	14.2361	0.6371	14.2361	3.7731
12.1107	9.6449	1032	12.9965	0.6753	12.9965	3.6051
12.1107	9.6636	1034	12.0697	0.7149	12.0697	3.4741
12.1107	9.6822	1036	13.1480	0.7045	13.1480	3.6260
12.1107	9.7009	1038	13.0558	0.7051	13.0558	3.6133
12.1107	9.7196	1040	12.1245	0.7143	12.1245	3.4820
12.1107	9.7383	1042	12.8619	0.6734	12.8619	3.5864
12.1107	9.7570	1044	14.9964	0.6086	14.9964	3.8725
12.1107	9.7757	1046	15.5202	0.5921	15.5202	3.9396
12.1107	9.7944	1048	14.3227	0.6350	14.3227	3.7845
12.1107	9.8131	1050	12.8132	0.6970	12.8132	3.5796
12.1107	9.8318	1052	12.4690	0.7267	12.4689	3.5311
12.1107	9.8505	1054	13.0974	0.7258	13.0974	3.6190
12.1107	9.8692	1056	13.8711	0.7157	13.8711	3.7244
12.1107	9.8879	1058	12.9362	0.7249	12.9362	3.5967
12.1107	9.9065	1060	12.4361	0.7142	12.4361	3.5265
12.1107	9.9252	1062	12.8945	0.6820	12.8945	3.5909
12.1107	9.9439	1064	13.0491	0.6765	13.0491	3.6124
12.1107	9.9626	1066	12.5778	0.6878	12.5778	3.5465
12.1107	9.9813	1068	12.4158	0.6971	12.4158	3.5236
12.1107	10.0	1070	12.4474	0.7023	12.4474	3.5281
12.1107	10.0187	1072	12.4929	0.6952	12.4929	3.5345
12.1107	10.0374	1074	12.6073	0.6993	12.6073	3.5507
12.1107	10.0561	1076	12.7888	0.7063	12.7888	3.5761
12.1107	10.0748	1078	12.7594	0.7060	12.7594	3.5720
12.1107	10.0935	1080	12.9203	0.6956	12.9203	3.5945
12.1107	10.1121	1082	13.7879	0.6727	13.7879	3.7132
12.1107	10.1308	1084	13.7552	0.6764	13.7552	3.7088
12.1107	10.1495	1086	12.9672	0.7001	12.9672	3.6010
12.1107	10.1682	1088	12.9908	0.7164	12.9908	3.6043
12.1107	10.1869	1090	13.4245	0.7115	13.4245	3.6640
12.1107	10.2056	1092	13.0379	0.7170	13.0379	3.6108
12.1107	10.2243	1094	12.7151	0.7167	12.7151	3.5658
12.1107	10.2430	1096	12.6249	0.7078	12.6249	3.5532
12.1107	10.2617	1098	12.6538	0.7030	12.6538	3.5572
12.1107	10.2804	1100	12.9621	0.6973	12.9621	3.6003
12.1107	10.2991	1102	13.3449	0.6832	13.3449	3.6531
12.1107	10.3178	1104	13.1924	0.6914	13.1924	3.6321
12.1107	10.3364	1106	12.9210	0.7066	12.9210	3.5946
12.1107	10.3551	1108	13.0104	0.7173	13.0104	3.6070
12.1107	10.3738	1110	13.1071	0.7139	13.1071	3.6204
12.1107	10.3925	1112	12.6264	0.7191	12.6264	3.5534
12.1107	10.4112	1114	12.4302	0.7021	12.4302	3.5257
12.1107	10.4299	1116	12.4836	0.6925	12.4836	3.5332
12.1107	10.4486	1118	12.3424	0.7010	12.3424	3.5132
12.1107	10.4673	1120	12.3097	0.7152	12.3097	3.5085
12.1107	10.4860	1122	12.7166	0.7158	12.7166	3.5660
12.1107	10.5047	1124	13.1778	0.7092	13.1778	3.6301
12.1107	10.5234	1126	12.5653	0.7172	12.5653	3.5448
12.1107	10.5421	1128	12.2410	0.7090	12.2410	3.4987
12.1107	10.5607	1130	12.2052	0.7030	12.2052	3.4936
12.1107	10.5794	1132	12.1515	0.7122	12.1515	3.4859
12.1107	10.5981	1134	12.1837	0.7160	12.1837	3.4905
12.1107	10.6168	1136	12.2198	0.7129	12.2198	3.4957
12.1107	10.6355	1138	12.2324	0.7052	12.2324	3.4975
12.1107	10.6542	1140	12.4714	0.6916	12.4714	3.5315
12.1107	10.6729	1142	12.7529	0.6778	12.7529	3.5711
12.1107	10.6916	1144	12.5430	0.6817	12.5430	3.5416
12.1107	10.7103	1146	12.3636	0.6979	12.3636	3.5162
12.1107	10.7290	1148	12.4355	0.7031	12.4355	3.5264
12.1107	10.7477	1150	12.4881	0.7097	12.4881	3.5339
12.1107	10.7664	1152	12.4317	0.7189	12.4317	3.5259
12.1107	10.7850	1154	12.1192	0.7133	12.1192	3.4813
12.1107	10.8037	1156	12.2720	0.6968	12.2720	3.5031
12.1107	10.8224	1158	12.2241	0.7007	12.2241	3.4963
12.1107	10.8411	1160	12.0050	0.7171	12.0050	3.4648
12.1107	10.8598	1162	12.4229	0.7165	12.4229	3.5246
12.1107	10.8785	1164	12.2541	0.7187	12.2541	3.5006
12.1107	10.8972	1166	12.1012	0.7108	12.1012	3.4787
12.1107	10.9159	1168	12.8293	0.6821	12.8293	3.5818
12.1107	10.9346	1170	13.3165	0.6667	13.3165	3.6492
12.1107	10.9533	1172	13.1056	0.6767	13.1056	3.6202
12.1107	10.9720	1174	12.5919	0.6924	12.5919	3.5485
12.1107	10.9907	1176	12.3534	0.7184	12.3534	3.5147
12.1107	11.0093	1178	12.7297	0.7198	12.7297	3.5679
12.1107	11.0280	1180	12.2821	0.7164	12.2821	3.5046
12.1107	11.0467	1182	12.1359	0.7075	12.1359	3.4837
12.1107	11.0654	1184	11.9520	0.6979	11.9520	3.4572
12.1107	11.0841	1186	11.9214	0.6908	11.9214	3.4527
12.1107	11.1028	1188	11.8582	0.6926	11.8582	3.4436
12.1107	11.1215	1190	11.8813	0.6999	11.8813	3.4469
12.1107	11.1402	1192	12.1525	0.6961	12.1525	3.4860
12.1107	11.1589	1194	12.0009	0.7111	12.0009	3.4642
12.1107	11.1776	1196	12.2660	0.7270	12.2660	3.5023
12.1107	11.1963	1198	12.7776	0.7307	12.7776	3.5746
12.1107	11.2150	1200	12.4734	0.7267	12.4734	3.5318
12.1107	11.2336	1202	12.6752	0.7120	12.6752	3.5602
12.1107	11.2523	1204	12.5356	0.7117	12.5356	3.5406
12.1107	11.2710	1206	12.1584	0.7149	12.1584	3.4869
12.1107	11.2897	1208	11.8668	0.7171	11.8668	3.4448
12.1107	11.3084	1210	11.8307	0.7081	11.8307	3.4396
12.1107	11.3271	1212	11.8286	0.7067	11.8286	3.4393
12.1107	11.3458	1214	11.9574	0.7018	11.9574	3.4579
12.1107	11.3645	1216	11.8771	0.7044	11.8771	3.4463
12.1107	11.3832	1218	11.8447	0.7052	11.8447	3.4416
12.1107	11.4019	1220	12.0033	0.7161	12.0033	3.4646
12.1107	11.4206	1222	12.1249	0.7149	12.1249	3.4821
12.1107	11.4393	1224	12.1191	0.7124	12.1191	3.4812
12.1107	11.4579	1226	12.0912	0.7092	12.0912	3.4772
12.1107	11.4766	1228	12.0943	0.7109	12.0943	3.4777
12.1107	11.4953	1230	12.0183	0.7129	12.0183	3.4667
12.1107	11.5140	1232	11.9130	0.7256	11.9130	3.4515
12.1107	11.5327	1234	11.9805	0.7301	11.9805	3.4613
12.1107	11.5514	1236	11.8664	0.7286	11.8664	3.4448
12.1107	11.5701	1238	11.9580	0.7084	11.9580	3.4580
12.1107	11.5888	1240	12.5200	0.6824	12.5200	3.5384
12.1107	11.6075	1242	12.2671	0.6988	12.2671	3.5024
12.1107	11.6262	1244	11.9254	0.7205	11.9254	3.4533
12.1107	11.6449	1246	11.8461	0.7393	11.8461	3.4418
12.1107	11.6636	1248	12.0100	0.7434	12.0100	3.4655
12.1107	11.6822	1250	11.8602	0.7500	11.8602	3.4439
12.1107	11.7009	1252	11.7412	0.7434	11.7412	3.4265
12.1107	11.7196	1254	11.8887	0.7397	11.8887	3.4480
12.1107	11.7383	1256	11.9585	0.7382	11.9585	3.4581
12.1107	11.7570	1258	11.9087	0.7429	11.9087	3.4509
12.1107	11.7757	1260	11.8792	0.7386	11.8792	3.4466
12.1107	11.7944	1262	11.9133	0.7383	11.9133	3.4516
12.1107	11.8131	1264	11.9326	0.7301	11.9326	3.4544
12.1107	11.8318	1266	11.7457	0.7378	11.7457	3.4272
12.1107	11.8505	1268	11.5804	0.7369	11.5804	3.4030
12.1107	11.8692	1270	12.5568	0.6964	12.5568	3.5436
12.1107	11.8879	1272	12.6593	0.6861	12.6593	3.5580
12.1107	11.9065	1274	12.0174	0.7165	12.0174	3.4666
12.1107	11.9252	1276	11.5124	0.7369	11.5124	3.3930
12.1107	11.9439	1278	12.1347	0.7301	12.1347	3.4835
12.1107	11.9626	1280	12.0944	0.7324	12.0944	3.4777
12.1107	11.9813	1282	11.7660	0.7350	11.7660	3.4302
12.1107	12.0	1284	12.4906	0.7182	12.4906	3.5342
12.1107	12.0187	1286	12.4006	0.7245	12.4006	3.5215
12.1107	12.0374	1288	12.0372	0.7346	12.0372	3.4695
12.1107	12.0561	1290	12.0731	0.7378	12.0731	3.4746
12.1107	12.0748	1292	12.4979	0.7389	12.4979	3.5352
12.1107	12.0935	1294	12.1759	0.7384	12.1759	3.4894
12.1107	12.1121	1296	11.8504	0.7371	11.8504	3.4424
12.1107	12.1308	1298	12.5289	0.7115	12.5289	3.5396
12.1107	12.1495	1300	12.4604	0.7107	12.4604	3.5299
12.1107	12.1682	1302	11.8774	0.7272	11.8774	3.4464
12.1107	12.1869	1304	11.8851	0.7387	11.8851	3.4475
12.1107	12.2056	1306	12.0642	0.7337	12.0642	3.4734
12.1107	12.2243	1308	11.8921	0.7391	11.8921	3.4485
12.1107	12.2430	1310	12.2326	0.7267	12.2326	3.4975
12.1107	12.2617	1312	12.6398	0.7223	12.6398	3.5552
12.1107	12.2804	1314	12.9915	0.6908	12.9915	3.6044
12.1107	12.2991	1316	12.5893	0.6993	12.5893	3.5481
12.1107	12.3178	1318	12.0108	0.7327	12.0108	3.4657
12.1107	12.3364	1320	12.3544	0.7282	12.3544	3.5149
12.1107	12.3551	1322	12.2547	0.7252	12.2547	3.5007
12.1107	12.3738	1324	11.8721	0.7364	11.8721	3.4456
12.1107	12.3925	1326	12.0707	0.7150	12.0707	3.4743
12.1107	12.4112	1328	12.6767	0.7008	12.6767	3.5604
12.1107	12.4299	1330	12.1751	0.7171	12.1751	3.4893
12.1107	12.4486	1332	11.7965	0.7368	11.7965	3.4346
12.1107	12.4673	1334	11.7955	0.7392	11.7955	3.4345
12.1107	12.4860	1336	11.6612	0.7381	11.6612	3.4149
12.1107	12.5047	1338	11.9308	0.7287	11.9308	3.4541
12.1107	12.5234	1340	11.9077	0.7389	11.9077	3.4508
12.1107	12.5421	1342	11.6827	0.7407	11.6827	3.4180
12.1107	12.5607	1344	11.7027	0.7414	11.7027	3.4209
12.1107	12.5794	1346	11.6217	0.7428	11.6217	3.4091
12.1107	12.5981	1348	11.6391	0.7416	11.6391	3.4116
12.1107	12.6168	1350	11.4856	0.7440	11.4856	3.3890
12.1107	12.6355	1352	11.4233	0.7496	11.4233	3.3798
12.1107	12.6542	1354	11.3298	0.7442	11.3298	3.3660
12.1107	12.6729	1356	11.4009	0.7392	11.4009	3.3765
12.1107	12.6916	1358	11.5956	0.7272	11.5956	3.4052
12.1107	12.7103	1360	11.2897	0.7313	11.2897	3.3600
12.1107	12.7290	1362	11.4860	0.7263	11.4860	3.3891
12.1107	12.7477	1364	12.6591	0.7033	12.6591	3.5580
12.1107	12.7664	1366	11.5582	0.7263	11.5582	3.3997
12.1107	12.7850	1368	11.4702	0.7375	11.4702	3.3868
12.1107	12.8037	1370	11.6975	0.7365	11.6975	3.4202
12.1107	12.8224	1372	11.7145	0.7431	11.7145	3.4226
12.1107	12.8411	1374	11.7710	0.7344	11.7710	3.4309
12.1107	12.8598	1376	11.7742	0.7399	11.7742	3.4313
12.1107	12.8785	1378	11.9178	0.7298	11.9178	3.4522
12.1107	12.8972	1380	11.8679	0.7274	11.8679	3.4450
12.1107	12.9159	1382	13.4094	0.6977	13.4094	3.6619
12.1107	12.9346	1384	11.9825	0.7252	11.9825	3.4616
12.1107	12.9533	1386	11.5671	0.7409	11.5671	3.4010
12.1107	12.9720	1388	11.4991	0.7344	11.4991	3.3910
12.1107	12.9907	1390	11.5502	0.7283	11.5502	3.3986
12.1107	13.0093	1392	12.1017	0.7144	12.1017	3.4787
12.1107	13.0280	1394	11.7836	0.7216	11.7836	3.4327
12.1107	13.0467	1396	11.5239	0.7368	11.5239	3.3947
12.1107	13.0654	1398	11.4121	0.7410	11.4121	3.3782
12.1107	13.0841	1400	11.9219	0.7198	11.9219	3.4528
12.1107	13.1028	1402	12.1852	0.7215	12.1852	3.4907
12.1107	13.1215	1404	11.5297	0.7435	11.5297	3.3955
12.1107	13.1402	1406	12.1450	0.7280	12.1450	3.4850
12.1107	13.1589	1408	12.1683	0.7336	12.1683	3.4883
12.1107	13.1776	1410	11.5474	0.7375	11.5474	3.3981
12.1107	13.1963	1412	11.2253	0.7441	11.2253	3.3504
12.1107	13.2150	1414	11.5033	0.7270	11.5033	3.3917
12.1107	13.2336	1416	12.6303	0.6791	12.6303	3.5539
12.1107	13.2523	1418	12.7003	0.6811	12.7003	3.5638
12.1107	13.2710	1420	11.5947	0.7172	11.5947	3.4051
12.1107	13.2897	1422	11.3726	0.7231	11.3726	3.3723
12.1107	13.3084	1424	11.5030	0.7365	11.5030	3.3916
12.1107	13.3271	1426	11.4600	0.7416	11.4600	3.3853
12.1107	13.3458	1428	11.4297	0.7406	11.4297	3.3808
12.1107	13.3645	1430	11.7919	0.7394	11.7919	3.4339
12.1107	13.3832	1432	11.9398	0.7326	11.9398	3.4554
12.1107	13.4019	1434	11.8734	0.7364	11.8734	3.4458
12.1107	13.4206	1436	11.6072	0.7448	11.6072	3.4069
12.1107	13.4393	1438	11.2605	0.7494	11.2605	3.3557
12.1107	13.4579	1440	11.8712	0.7448	11.8712	3.4455
12.1107	13.4766	1442	11.7426	0.7505	11.7426	3.4268
12.1107	13.4953	1444	11.7431	0.7468	11.7431	3.4268
12.1107	13.5140	1446	11.3698	0.7582	11.3698	3.3719
12.1107	13.5327	1448	11.1034	0.7527	11.1034	3.3322
12.1107	13.5514	1450	11.9810	0.7235	11.9810	3.4614
12.1107	13.5701	1452	12.6162	0.7106	12.6162	3.5519
12.1107	13.5888	1454	12.5125	0.7171	12.5125	3.5373
12.1107	13.6075	1456	11.7474	0.7412	11.7474	3.4274
12.1107	13.6262	1458	11.5328	0.7499	11.5328	3.3960
12.1107	13.6449	1460	11.7489	0.7480	11.7489	3.4277
12.1107	13.6636	1462	11.5953	0.7410	11.5953	3.4052
12.1107	13.6822	1464	11.3325	0.7397	11.3325	3.3664
12.1107	13.7009	1466	11.7585	0.7264	11.7585	3.4291
12.1107	13.7196	1468	11.7095	0.7222	11.7095	3.4219
12.1107	13.7383	1470	11.1100	0.7401	11.1100	3.3332
12.1107	13.7570	1472	11.3338	0.7431	11.3338	3.3666
12.1107	13.7757	1474	12.1590	0.7269	12.1590	3.4870
12.1107	13.7944	1476	12.5447	0.7123	12.5447	3.5419
12.1107	13.8131	1478	11.2971	0.7329	11.2971	3.3611
12.1107	13.8318	1480	10.9633	0.7360	10.9633	3.3111
12.1107	13.8505	1482	11.1019	0.7347	11.1019	3.3319
12.1107	13.8692	1484	11.2318	0.7370	11.2318	3.3514
12.1107	13.8879	1486	11.2172	0.7376	11.2172	3.3492
12.1107	13.9065	1488	11.3915	0.7286	11.3915	3.3751
12.1107	13.9252	1490	11.2342	0.7375	11.2342	3.3518
12.1107	13.9439	1492	11.3743	0.7415	11.3743	3.3726
12.1107	13.9626	1494	11.4551	0.7471	11.4551	3.3845
12.1107	13.9813	1496	11.3160	0.7478	11.3160	3.3639
12.1107	14.0	1498	11.0516	0.7400	11.0516	3.3244
5.9954	14.0187	1500	11.0596	0.7322	11.0596	3.3256
5.9954	14.0374	1502	11.2212	0.7213	11.2212	3.3498
5.9954	14.0561	1504	10.8802	0.7379	10.8802	3.2985
5.9954	14.0748	1506	10.9477	0.7440	10.9477	3.3087
5.9954	14.0935	1508	11.3537	0.7527	11.3537	3.3695
5.9954	14.1121	1510	11.2237	0.7514	11.2237	3.3502
5.9954	14.1308	1512	11.0711	0.7539	11.0710	3.3273
5.9954	14.1495	1514	10.9787	0.7470	10.9787	3.3134
5.9954	14.1682	1516	10.6488	0.7447	10.6488	3.2632
5.9954	14.1869	1518	10.7409	0.7328	10.7409	3.2773
5.9954	14.2056	1520	11.1077	0.7324	11.1077	3.3328
5.9954	14.2243	1522	10.9087	0.7435	10.9087	3.3028
5.9954	14.2430	1524	10.6307	0.7562	10.6307	3.2605
5.9954	14.2617	1526	11.0084	0.7517	11.0084	3.3179
5.9954	14.2804	1528	11.8492	0.7329	11.8492	3.4423
5.9954	14.2991	1530	13.6928	0.7033	13.6928	3.7004
5.9954	14.3178	1532	13.2217	0.7172	13.2217	3.6362
5.9954	14.3364	1534	12.0305	0.7399	12.0305	3.4685
5.9954	14.3551	1536	11.1544	0.7491	11.1544	3.3398
5.9954	14.3738	1538	10.7958	0.7585	10.7958	3.2857
5.9954	14.3925	1540	10.5250	0.7562	10.5250	3.2442
5.9954	14.4112	1542	10.5203	0.7564	10.5203	3.2435
5.9954	14.4299	1544	10.5555	0.7600	10.5555	3.2489
5.9954	14.4486	1546	10.6062	0.7561	10.6062	3.2567
5.9954	14.4673	1548	10.6832	0.7552	10.6832	3.2685
5.9954	14.4860	1550	10.6512	0.7658	10.6512	3.2636
5.9954	14.5047	1552	10.8660	0.7633	10.8660	3.2964
5.9954	14.5234	1554	11.2048	0.7640	11.2048	3.3474
5.9954	14.5421	1556	11.4967	0.7641	11.4967	3.3907
5.9954	14.5607	1558	11.3482	0.7681	11.3482	3.3687
5.9954	14.5794	1560	10.9484	0.7703	10.9484	3.3088
5.9954	14.5981	1562	10.8343	0.7583	10.8343	3.2915
5.9954	14.6168	1564	10.6618	0.7539	10.6618	3.2652
5.9954	14.6355	1566	10.5172	0.7585	10.5172	3.2430
5.9954	14.6542	1568	10.5189	0.7617	10.5189	3.2433
5.9954	14.6729	1570	10.6575	0.7595	10.6575	3.2646
5.9954	14.6916	1572	10.6834	0.7607	10.6834	3.2685
5.9954	14.7103	1574	11.1278	0.7487	11.1278	3.3358
5.9954	14.7290	1576	12.0739	0.7206	12.0739	3.4747
5.9954	14.7477	1578	11.4563	0.7466	11.4563	3.3847
5.9954	14.7664	1580	10.6670	0.7635	10.6670	3.2660
5.9954	14.7850	1582	11.9989	0.7456	11.9989	3.4639
5.9954	14.8037	1584	12.1688	0.7439	12.1688	3.4884
5.9954	14.8224	1586	11.0383	0.7642	11.0383	3.3224
5.9954	14.8411	1588	11.0802	0.7523	11.0802	3.3287
5.9954	14.8598	1590	12.1606	0.7311	12.1606	3.4872
5.9954	14.8785	1592	11.8648	0.7455	11.8648	3.4445
5.9954	14.8972	1594	11.0417	0.7662	11.0417	3.3229
5.9954	14.9159	1596	10.8721	0.7673	10.8721	3.2973
5.9954	14.9346	1598	11.0623	0.7662	11.0624	3.3260
5.9954	14.9533	1600	10.7756	0.7649	10.7756	3.2826
5.9954	14.9720	1602	10.9348	0.7571	10.9348	3.3068
5.9954	14.9907	1604	11.6657	0.7290	11.6657	3.4155
5.9954	15.0093	1606	11.9688	0.7139	11.9688	3.4596
5.9954	15.0280	1608	11.2639	0.7361	11.2639	3.3562
5.9954	15.0467	1610	11.1606	0.7358	11.1606	3.3407
5.9954	15.0654	1612	11.2323	0.7276	11.2323	3.3515
5.9954	15.0841	1614	11.0661	0.7345	11.0661	3.3266
5.9954	15.1028	1616	11.0510	0.7272	11.0510	3.3243
5.9954	15.1215	1618	10.9999	0.7375	10.9999	3.3166
5.9954	15.1402	1620	10.7619	0.7551	10.7619	3.2805
5.9954	15.1589	1622	10.8550	0.7671	10.8550	3.2947
5.9954	15.1776	1624	10.9384	0.7674	10.9384	3.3073
5.9954	15.1963	1626	11.4361	0.7598	11.4361	3.3817
5.9954	15.2150	1628	11.7286	0.7574	11.7286	3.4247
5.9954	15.2336	1630	11.4573	0.7630	11.4573	3.3849
5.9954	15.2523	1632	11.2488	0.7587	11.2488	3.3539
5.9954	15.2710	1634	11.3116	0.7539	11.3116	3.3633
5.9954	15.2897	1636	11.4845	0.7391	11.4845	3.3889
5.9954	15.3084	1638	12.7854	0.7162	12.7854	3.5757
5.9954	15.3271	1640	13.6391	0.6975	13.6391	3.6931
5.9954	15.3458	1642	13.2333	0.7145	13.2333	3.6378
5.9954	15.3645	1644	13.3020	0.7183	13.3020	3.6472
5.9954	15.3832	1646	12.4297	0.7356	12.4297	3.5256
5.9954	15.4019	1648	11.3744	0.7759	11.3744	3.3726
5.9954	15.4206	1650	11.3982	0.7703	11.3982	3.3761
5.9954	15.4393	1652	10.9895	0.7618	10.9895	3.3150
5.9954	15.4579	1654	10.5198	0.7660	10.5198	3.2434
5.9954	15.4766	1656	10.8189	0.7488	10.8189	3.2892
5.9954	15.4953	1658	11.1192	0.7319	11.1192	3.3345
5.9954	15.5140	1660	10.8107	0.7377	10.8107	3.2880
5.9954	15.5327	1662	10.7145	0.7449	10.7145	3.2733
5.9954	15.5514	1664	10.9099	0.7425	10.9099	3.3030
5.9954	15.5701	1666	11.6360	0.7320	11.6360	3.4112
5.9954	15.5888	1668	11.1679	0.7456	11.1679	3.3418
5.9954	15.6075	1670	11.0997	0.7559	11.0997	3.3316
5.9954	15.6262	1672	11.3331	0.7459	11.3331	3.3665
5.9954	15.6449	1674	11.2603	0.7446	11.2603	3.3556
5.9954	15.6636	1676	11.1742	0.7491	11.1742	3.3428
5.9954	15.6822	1678	11.1772	0.7444	11.1772	3.3432
5.9954	15.7009	1680	10.9327	0.7457	10.9327	3.3065
5.9954	15.7196	1682	10.8502	0.7511	10.8502	3.2940
5.9954	15.7383	1684	10.8993	0.7455	10.8993	3.3014
5.9954	15.7570	1686	10.9051	0.7529	10.9051	3.3023
5.9954	15.7757	1688	10.9136	0.7535	10.9136	3.3036
5.9954	15.7944	1690	11.0150	0.7515	11.0150	3.3189
5.9954	15.8131	1692	11.1768	0.7530	11.1768	3.3432
5.9954	15.8318	1694	11.1073	0.7550	11.1073	3.3328
5.9954	15.8505	1696	11.8454	0.7389	11.8454	3.4417
5.9954	15.8692	1698	11.9346	0.7429	11.9346	3.4547
5.9954	15.8879	1700	11.5872	0.7533	11.5872	3.4040
5.9954	15.9065	1702	11.8613	0.7457	11.8613	3.4440
5.9954	15.9252	1704	11.3518	0.7591	11.3518	3.3692
5.9954	15.9439	1706	11.3243	0.7568	11.3243	3.3652
5.9954	15.9626	1708	12.1293	0.7348	12.1293	3.4827
5.9954	15.9813	1710	11.7625	0.7373	11.7625	3.4296
5.9954	16.0	1712	11.2149	0.7461	11.2149	3.3489
5.9954	16.0187	1714	10.7890	0.7461	10.7890	3.2847
5.9954	16.0374	1716	10.6270	0.7503	10.6270	3.2599
5.9954	16.0561	1718	10.5502	0.7519	10.5502	3.2481
5.9954	16.0748	1720	10.6365	0.7586	10.6365	3.2614
5.9954	16.0935	1722	10.6396	0.7617	10.6396	3.2618
5.9954	16.1121	1724	10.9030	0.7605	10.9030	3.3020
5.9954	16.1308	1726	11.3359	0.7565	11.3359	3.3669
5.9954	16.1495	1728	11.6381	0.7505	11.6381	3.4115
5.9954	16.1682	1730	11.4104	0.7605	11.4104	3.3779
5.9954	16.1869	1732	11.3977	0.7647	11.3977	3.3760
5.9954	16.2056	1734	11.2213	0.7592	11.2213	3.3498
5.9954	16.2243	1736	10.8546	0.7489	10.8546	3.2946
5.9954	16.2430	1738	10.7234	0.7456	10.7234	3.2747
5.9954	16.2617	1740	10.7540	0.7421	10.7540	3.2793
5.9954	16.2804	1742	10.8216	0.7371	10.8216	3.2896
5.9954	16.2991	1744	11.3354	0.7339	11.3354	3.3668
5.9954	16.3178	1746	10.9670	0.7436	10.9670	3.3116
5.9954	16.3364	1748	10.9576	0.7532	10.9576	3.3102
5.9954	16.3551	1750	11.8042	0.7331	11.8042	3.4357
5.9954	16.3738	1752	11.3756	0.7513	11.3756	3.3728
5.9954	16.3925	1754	11.0943	0.7642	11.0943	3.3308
5.9954	16.4112	1756	11.1062	0.7648	11.1062	3.3326
5.9954	16.4299	1758	10.9052	0.7605	10.9052	3.3023
5.9954	16.4486	1760	11.5331	0.7434	11.5331	3.3960
5.9954	16.4673	1762	12.2794	0.7281	12.2794	3.5042
5.9954	16.4860	1764	11.8371	0.7312	11.8371	3.4405
5.9954	16.5047	1766	10.7527	0.7562	10.7527	3.2791
5.9954	16.5234	1768	10.7386	0.7601	10.7386	3.2770
5.9954	16.5421	1770	10.8000	0.7648	10.8000	3.2863
5.9954	16.5607	1772	10.7301	0.7524	10.7301	3.2757
5.9954	16.5794	1774	10.8050	0.7598	10.8050	3.2871
5.9954	16.5981	1776	12.1801	0.7229	12.1801	3.4900
5.9954	16.6168	1778	12.7457	0.7153	12.7457	3.5701
5.9954	16.6355	1780	11.5537	0.7501	11.5537	3.3991
5.9954	16.6542	1782	11.1442	0.7654	11.1442	3.3383
5.9954	16.6729	1784	12.5097	0.7448	12.5097	3.5369
5.9954	16.6916	1786	12.2298	0.7464	12.2298	3.4971
5.9954	16.7103	1788	10.9269	0.7580	10.9269	3.3056
5.9954	16.7290	1790	11.2429	0.7398	11.2429	3.3530
5.9954	16.7477	1792	12.6315	0.7015	12.6315	3.5541
5.9954	16.7664	1794	13.0900	0.6887	13.0900	3.6180
5.9954	16.7850	1796	12.8971	0.6898	12.8971	3.5913
5.9954	16.8037	1798	11.2483	0.7344	11.2483	3.3539
5.9954	16.8224	1800	10.5281	0.7590	10.5281	3.2447
5.9954	16.8411	1802	11.2485	0.7533	11.2485	3.3539
5.9954	16.8598	1804	12.2101	0.7387	12.2101	3.4943
5.9954	16.8785	1806	13.7308	0.7081	13.7308	3.7055
5.9954	16.8972	1808	17.2275	0.6412	17.2275	4.1506
5.9954	16.9159	1810	18.5550	0.6113	18.5550	4.3075
5.9954	16.9346	1812	16.3153	0.6590	16.3153	4.0392
5.9954	16.9533	1814	12.1210	0.7268	12.1210	3.4815

Framework versions

• Transformers 4.44.2
• Pytorch 2.4.0+cu118
• Datasets 2.21.0
• Tokenizers 0.19.1