monolang_roberta

This model is a fine-tuned version of on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 1.6051

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: 5e-05
• train_batch_size: 128
• eval_batch_size: 128
• seed: 42
• gradient_accumulation_steps: 8
• total_train_batch_size: 1024
• optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: linear
• num_epochs: 200
• mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss
6.7975	0.1274	100	6.7048
6.2023	0.2549	200	6.1495
5.8466	0.3823	300	5.7661
5.5866	0.5097	400	5.4174
5.2614	0.6371	500	5.1473
5.0577	0.7646	600	4.9296
4.8877	0.8920	700	4.7503
4.7211	1.0204	800	4.6479
4.6077	1.1478	900	4.5016
4.4789	1.2752	1000	4.4050
4.3892	1.4027	1100	4.3082
4.3619	1.5301	1200	4.2195
4.2663	1.6575	1300	4.1431
4.1775	1.7850	1400	4.0766
4.0628	1.9124	1500	4.0324
4.0732	2.0408	1600	3.9685
3.9356	2.1682	1700	3.9459
4.0029	2.2956	1800	3.8723
3.9726	2.4231	1900	3.8474
3.8546	2.5505	2000	3.7936
3.8714	2.6779	2100	3.7465
3.8629	2.8054	2200	3.7287
3.7736	2.9328	2300	3.6937
3.6862	3.0612	2400	3.6666
3.7012	3.1886	2500	3.6186
3.6522	3.3160	2600	3.5861
3.6374	3.4435	2700	3.5685
3.6173	3.5709	2800	3.5441
3.5907	3.6983	2900	3.5067
3.5626	3.8257	3000	3.5035
3.5374	3.9532	3100	3.4484
3.5639	4.0816	3200	3.4496
3.5285	4.2090	3300	3.4307
3.4108	4.3364	3400	3.4222
3.4557	4.4638	3500	3.3925
3.4367	4.5913	3600	3.3703
3.4309	4.7187	3700	3.3582
3.3331	4.8461	3800	3.3265
3.379	4.9736	3900	3.3112
3.3792	5.1019	4000	3.3100
3.3194	5.2294	4100	3.2856
3.3367	5.3568	4200	3.2593
3.2914	5.4842	4300	3.2714
3.2791	5.6117	4400	3.2262
3.2434	5.7391	4500	3.2501
3.2918	5.8665	4600	3.2166
3.2836	5.9939	4700	3.2104
3.254	6.1223	4800	3.2038
3.2287	6.2498	4900	3.1858
3.2002	6.3772	5000	3.1584
3.3066	6.5046	5100	3.1480
3.1667	6.6320	5200	3.1426
3.2264	6.7595	5300	3.1316
3.1755	6.8869	5400	3.1162
3.1672	7.0153	5500	3.1025
3.2073	7.1427	5600	3.0884
3.1724	7.2701	5700	3.0973
3.0971	7.3976	5800	3.0702
3.1088	7.5250	5900	3.0769
3.1156	7.6524	6000	3.0483
3.0888	7.7799	6100	3.0272
3.0654	7.9073	6200	3.0264
3.0791	8.0357	6300	3.0137
3.0418	8.1631	6400	3.0198
3.0608	8.2905	6500	3.0104
3.0636	8.4180	6600	3.0039
3.0679	8.5454	6700	2.9884
3.0741	8.6728	6800	2.9732
3.017	8.8003	6900	2.9756
3.0718	8.9277	7000	2.9677
2.904	9.0561	7100	2.9533
2.9485	9.1835	7200	2.9507
3.0066	9.3109	7300	2.9205
2.924	9.4384	7400	2.9278
2.9856	9.5658	7500	2.9244
2.914	9.6932	7600	2.9191
2.907	9.8206	7700	2.8929
2.9441	9.9481	7800	2.9052
2.8946	10.0765	7900	2.8824
2.9134	10.2039	8000	2.8776
2.866	10.3313	8100	2.8793
2.9224	10.4587	8200	2.8806
2.8274	10.5862	8300	2.8656
2.8472	10.7136	8400	2.8571
2.8599	10.8410	8500	2.8544
2.9297	10.9685	8600	2.8543
2.8491	11.0968	8700	2.8293
2.8559	11.2243	8800	2.8241
2.8598	11.3517	8900	2.8191
2.8692	11.4791	9000	2.8263
2.864	11.6066	9100	2.8051
2.8244	11.7340	9200	2.8071
2.8162	11.8614	9300	2.7941
2.8445	11.9888	9400	2.7811
2.8122	12.1172	9500	2.7752
2.794	12.2447	9600	2.7791
2.7971	12.3721	9700	2.7676
2.7338	12.4995	9800	2.7628
2.7585	12.6270	9900	2.7608
2.7435	12.7544	10000	2.7558
2.7722	12.8818	10100	2.7431
2.8902	13.0102	10200	2.7470
2.7128	13.1376	10300	2.7295
2.7293	13.2651	10400	2.7386
2.7242	13.3925	10500	2.7332
2.7484	13.5199	10600	2.7228
2.7422	13.6473	10700	2.7074
2.7115	13.7748	10800	2.7158
2.6805	13.9022	10900	2.7032
2.7734	14.0306	11000	2.7035
2.707	14.1580	11100	2.7046
2.6957	14.2854	11200	2.6915
2.6587	14.4129	11300	2.6905
2.6904	14.5403	11400	2.6767
2.7244	14.6677	11500	2.6596
2.7165	14.7952	11600	2.6755
2.663	14.9226	11700	2.6792
2.6718	15.0510	11800	2.6684
2.6157	15.1784	11900	2.6586
2.6438	15.3058	12000	2.6558
2.6472	15.4333	12100	2.6525
2.6382	15.5607	12200	2.6450
2.6072	15.6881	12300	2.6409
2.6024	15.8155	12400	2.6305
2.6568	15.9430	12500	2.6382
2.6058	16.0714	12600	2.6193
2.5929	16.1988	12700	2.6325
2.6056	16.3262	12800	2.6079
2.5786	16.4536	12900	2.6215
2.6389	16.5811	13000	2.6254
2.6363	16.7085	13100	2.5989
2.6072	16.8359	13200	2.6000
2.6261	16.9634	13300	2.5987
2.5784	17.0917	13400	2.5852
2.5809	17.2192	13500	2.5809
2.5604	17.3466	13600	2.5835
2.5417	17.4740	13700	2.5870
2.5379	17.6015	13800	2.5905
2.5134	17.7289	13900	2.5726
2.5706	17.8563	14000	2.5620
2.5421	17.9838	14100	2.5660
2.5165	18.1121	14200	2.5652
2.4674	18.2396	14300	2.5469
2.5664	18.3670	14400	2.5571
2.4864	18.4944	14500	2.5527
2.4895	18.6219	14600	2.5375
2.5284	18.7493	14700	2.5524
2.5281	18.8767	14800	2.5353
2.593	19.0051	14900	2.5488
2.4456	19.1325	15000	2.5356
2.4849	19.2600	15100	2.5303
2.5538	19.3874	15200	2.5269
2.4961	19.5148	15300	2.5182
2.4995	19.6422	15400	2.5253
2.5389	19.7697	15500	2.5293
2.4821	19.8971	15600	2.5162
2.5	20.0255	15700	2.5049
2.4455	20.1529	15800	2.5043
2.4027	20.2803	15900	2.4972
2.4899	20.4078	16000	2.4921
2.409	20.5352	16100	2.5030
2.4453	20.6626	16200	2.4940
2.4257	20.7901	16300	2.4819
2.4199	20.9175	16400	2.4942
2.436	21.0459	16500	2.4693
2.4316	21.1733	16600	2.4730
2.4228	21.3007	16700	2.4629
2.4136	21.4282	16800	2.4675
2.4242	21.5556	16900	2.4770
2.4065	21.6830	17000	2.4685
2.4474	21.8104	17100	2.4542
2.3853	21.9379	17200	2.4613
2.3665	22.0663	17300	2.4474
2.3245	22.1937	17400	2.4501
2.3902	22.3211	17500	2.4738
2.3475	22.4486	17600	2.4539
2.3656	22.5760	17700	2.4482
2.352	22.7034	17800	2.4436
2.4101	22.8308	17900	2.4352
2.3747	22.9583	18000	2.4388
2.3491	23.0867	18100	2.4345
2.391	23.2141	18200	2.4461
2.346	23.3415	18300	2.4353
2.3995	23.4689	18400	2.4110
2.3309	23.5964	18500	2.4197
2.3475	23.7238	18600	2.3983
2.3446	23.8512	18700	2.4113
2.3727	23.9787	18800	2.4197
2.3458	24.1070	18900	2.4115
2.3305	24.2345	19000	2.4113
2.3345	24.3619	19100	2.3911
2.3229	24.4893	19200	2.4134
2.3413	24.6168	19300	2.4032
2.3206	24.7442	19400	2.3974
2.3599	24.8716	19500	2.3911
2.3596	24.9990	19600	2.3886
2.3265	25.1274	19700	2.3824
2.2918	25.2549	19800	2.3911
2.2998	25.3823	19900	2.3776
2.3109	25.5097	20000	2.3797
2.2988	25.6371	20100	2.3630
2.293	25.7646	20200	2.3745
2.314	25.8920	20300	2.3805
2.2577	26.0204	20400	2.3785
2.2655	26.1478	20500	2.3550
2.2524	26.2752	20600	2.3649
2.2812	26.4027	20700	2.3476
2.2748	26.5301	20800	2.3603
2.3185	26.6575	20900	2.3673
2.2491	26.7850	21000	2.3528
2.2451	26.9124	21100	2.3420
2.2834	27.0408	21200	2.3525
2.2429	27.1682	21300	2.3409
2.2663	27.2956	21400	2.3482
2.2127	27.4231	21500	2.3434
2.2755	27.5505	21600	2.3402
2.2293	27.6779	21700	2.3302
2.2556	27.8054	21800	2.3232
2.2783	27.9328	21900	2.3283
2.2593	28.0612	22000	2.3373
2.1675	28.1886	22100	2.3311
2.2144	28.3160	22200	2.3223
2.1935	28.4435	22300	2.3371
2.2239	28.5709	22400	2.3128
2.2372	28.6983	22500	2.3167
2.2751	28.8257	22600	2.3227
2.1776	28.9532	22700	2.3309
2.1624	29.0816	22800	2.3038
2.2269	29.2090	22900	2.3143
2.1936	29.3364	23000	2.3057
2.1957	29.4638	23100	2.3058
2.1855	29.5913	23200	2.2965
2.1739	29.7187	23300	2.3003
2.1982	29.8461	23400	2.3014
2.2169	29.9736	23500	2.2966
2.1735	30.1019	23600	2.3000
2.1957	30.2294	23700	2.3003
2.1479	30.3568	23800	2.2740
2.1699	30.4842	23900	2.2914
2.1979	30.6117	24000	2.2691
2.1381	30.7391	24100	2.2857
2.1802	30.8665	24200	2.2837
2.2048	30.9939	24300	2.2839
2.1566	31.1223	24400	2.2813
2.1694	31.2498	24500	2.2787
2.1976	31.3772	24600	2.2869
2.152	31.5046	24700	2.2791
2.14	31.6320	24800	2.2774
2.1354	31.7595	24900	2.2619
2.1862	31.8869	25000	2.2707
2.0825	32.0153	25100	2.2630
2.1356	32.1427	25200	2.2635
2.1405	32.2701	25300	2.2700
2.1272	32.3976	25400	2.2739
2.1186	32.5250	25500	2.2641
2.1061	32.6524	25600	2.2644
2.1034	32.7799	25700	2.2570
2.0876	32.9073	25800	2.2549
2.0709	33.0357	25900	2.2448
2.1251	33.1631	26000	2.2689
2.1576	33.2905	26100	2.2340
2.0931	33.4180	26200	2.2427
2.1202	33.5454	26300	2.2390
2.1185	33.6728	26400	2.2430
2.0915	33.8003	26500	2.2232
2.0959	33.9277	26600	2.2177
2.0969	34.0561	26700	2.2360
2.0519	34.1835	26800	2.2380
2.0262	34.3109	26900	2.2296
2.1246	34.4384	27000	2.2339
2.0783	34.5658	27100	2.2309
2.0957	34.6932	27200	2.2180
2.0986	34.8206	27300	2.2144
2.0616	34.9481	27400	2.2347
2.0744	35.0765	27500	2.2254
2.0973	35.2039	27600	2.2119
2.03	35.3313	27700	2.2230
2.0038	35.4587	27800	2.2203
2.0694	35.5862	27900	2.2210
2.0734	35.7136	28000	2.2202
2.0913	35.8410	28100	2.1996
2.0802	35.9685	28200	2.2046
2.0277	36.0968	28300	2.2198
2.0119	36.2243	28400	2.2066
2.0064	36.3517	28500	2.2031
2.053	36.4791	28600	2.2015
2.0106	36.6066	28700	2.2055
2.0484	36.7340	28800	2.1938
2.0536	36.8614	28900	2.2003
2.0232	36.9888	29000	2.1935
1.9961	37.1172	29100	2.2052
2.0647	37.2447	29200	2.2007
2.0391	37.3721	29300	2.1942
2.0219	37.4995	29400	2.1841
1.9992	37.6270	29500	2.1898
2.0711	37.7544	29600	2.1854
2.0198	37.8818	29700	2.1786
2.1334	38.0102	29800	2.1788
2.0198	38.1376	29900	2.1816
2.0064	38.2651	30000	2.1771
2.0123	38.3925	30100	2.1799
1.9852	38.5199	30200	2.1715
2.0338	38.6473	30300	2.1687
2.0016	38.7748	30400	2.1664
2.005	38.9022	30500	2.1651
2.0167	39.0306	30600	2.1693
2.022	39.1580	30700	2.1695
1.9913	39.2854	30800	2.1553
1.9994	39.4129	30900	2.1744
1.9945	39.5403	31000	2.1596
1.9746	39.6677	31100	2.1519
1.9768	39.7952	31200	2.1693
2.0143	39.9226	31300	2.1519
1.9356	40.0510	31400	2.1686
1.9613	40.1784	31500	2.1596
1.9306	40.3058	31600	2.1587
1.9084	40.4333	31700	2.1616
1.9189	40.5607	31800	2.1500
1.9553	40.6881	31900	2.1444
1.9785	40.8155	32000	2.1337
1.9349	40.9430	32100	2.1435
1.949	41.0714	32200	2.1393
1.9306	41.1988	32300	2.1493
1.9741	41.3262	32400	2.1444
1.9974	41.4536	32500	2.1467
1.9749	41.5811	32600	2.1600
1.9269	41.7085	32700	2.1367
1.9051	41.8359	32800	2.1265
1.935	41.9634	32900	2.1360
1.9389	42.0917	33000	2.1235
1.9379	42.2192	33100	2.1313
1.931	42.3466	33200	2.1263
1.9378	42.4740	33300	2.1283
1.98	42.6015	33400	2.1103
1.9165	42.7289	33500	2.1358
1.9424	42.8563	33600	2.1284
1.933	42.9838	33700	2.1227
1.9058	43.1121	33800	2.1266
1.9154	43.2396	33900	2.1288
1.9105	43.3670	34000	2.1213
1.8602	43.4944	34100	2.1102
1.9187	43.6219	34200	2.1133
1.8881	43.7493	34300	2.1133
1.9142	43.8767	34400	2.1122
1.9638	44.0051	34500	2.1143
1.9034	44.1325	34600	2.1241
1.9046	44.2600	34700	2.1208
1.8963	44.3874	34800	2.1069
1.8941	44.5148	34900	2.1161
1.872	44.6422	35000	2.1058
1.9173	44.7697	35100	2.1062
1.9495	44.8971	35200	2.0987
1.8787	45.0255	35300	2.1070
1.8901	45.1529	35400	2.1016
1.8804	45.2803	35500	2.1150
1.9042	45.4078	35600	2.0957
1.866	45.5352	35700	2.0874
1.8436	45.6626	35800	2.0932
1.8607	45.7901	35900	2.0941
1.8779	45.9175	36000	2.0973
1.9197	46.0459	36100	2.0686
1.8813	46.1733	36200	2.0947
1.8816	46.3007	36300	2.0923
1.8315	46.4282	36400	2.0808
1.8392	46.5556	36500	2.0797
1.8618	46.6830	36600	2.0879
1.8525	46.8104	36700	2.0831
1.902	46.9379	36800	2.0918
1.8627	47.0663	36900	2.0896
1.8186	47.1937	37000	2.0703
1.8706	47.3211	37100	2.0795
1.8611	47.4486	37200	2.0806
1.8696	47.5760	37300	2.0769
1.8722	47.7034	37400	2.0728
1.8432	47.8308	37500	2.0684
1.8588	47.9583	37600	2.0637
1.8512	48.0867	37700	2.0756
1.8446	48.2141	37800	2.0756
1.8021	48.3415	37900	2.0787
1.8051	48.4689	38000	2.0741
1.8405	48.5964	38100	2.0746
1.8681	48.7238	38200	2.0683
1.8252	48.8512	38300	2.0644
1.856	48.9787	38400	2.0641
1.7925	49.1070	38500	2.0520
1.7914	49.2345	38600	2.0673
1.8323	49.3619	38700	2.0573
1.8587	49.4893	38800	2.0749
1.8087	49.6168	38900	2.0586
1.8322	49.7442	39000	2.0649
1.8498	49.8716	39100	2.0410
1.8248	49.9990	39200	2.0464
1.7821	50.1274	39300	2.0493
1.8514	50.2549	39400	2.0545
1.8173	50.3823	39500	2.0541
1.8364	50.5097	39600	2.0439
1.8143	50.6371	39700	2.0484
1.7988	50.7646	39800	2.0501
1.8253	50.8920	39900	2.0522
1.7705	51.0204	40000	2.0474
1.835	51.1478	40100	2.0544
1.7774	51.2752	40200	2.0515
1.7968	51.4027	40300	2.0353
1.8071	51.5301	40400	2.0338
1.7769	51.6575	40500	2.0488
1.7706	51.7850	40600	2.0318
1.8081	51.9124	40700	2.0401
1.7967	52.0408	40800	2.0291
1.8161	52.1682	40900	2.0388
1.7668	52.2956	41000	2.0208
1.8153	52.4231	41100	2.0294
1.7712	52.5505	41200	2.0342
1.7497	52.6779	41300	2.0301
1.7806	52.8054	41400	2.0238
1.7782	52.9328	41500	2.0384
1.776	53.0612	41600	2.0287
1.8003	53.1886	41700	2.0204
1.7699	53.3160	41800	2.0245
1.7499	53.4435	41900	2.0224
1.7584	53.5709	42000	2.0206
1.769	53.6983	42100	2.0217
1.8093	53.8257	42200	2.0259
1.743	53.9532	42300	2.0367
1.7679	54.0816	42400	2.0084
1.7125	54.2090	42500	2.0119
1.7688	54.3364	42600	2.0155
1.7626	54.4638	42700	2.0276
1.7455	54.5913	42800	2.0124
1.75	54.7187	42900	2.0121
1.7475	54.8461	43000	2.0129
1.7703	54.9736	43100	2.0095
1.7499	55.1019	43200	2.0163
1.7199	55.2294	43300	2.0051
1.7403	55.3568	43400	2.0139
1.7734	55.4842	43500	2.0251
1.7075	55.6117	43600	2.0131
1.7321	55.7391	43700	1.9943
1.7387	55.8665	43800	2.0195
1.7202	55.9939	43900	2.0057
1.7191	56.1223	44000	2.0030
1.6977	56.2498	44100	1.9984
1.7135	56.3772	44200	1.9995
1.7435	56.5046	44300	2.0063
1.6887	56.6320	44400	1.9914
1.7249	56.7595	44500	2.0054
1.7041	56.8869	44600	2.0042
1.693	57.0153	44700	2.0088
1.7658	57.1427	44800	1.9989
1.7204	57.2701	44900	1.9999
1.6899	57.3976	45000	1.9837
1.7425	57.5250	45100	1.9994
1.7413	57.6524	45200	1.9773
1.749	57.7799	45300	1.9982
1.7218	57.9073	45400	1.9871
1.6985	58.0357	45500	1.9685
1.7334	58.1631	45600	1.9924
1.7255	58.2905	45700	1.9948
1.7105	58.4180	45800	1.9937
1.6771	58.5454	45900	1.9886
1.7131	58.6728	46000	1.9877
1.7304	58.8003	46100	1.9848
1.7099	58.9277	46200	1.9742
1.6979	59.0561	46300	1.9799
1.679	59.1835	46400	1.9839
1.6921	59.3109	46500	1.9760
1.6825	59.4384	46600	1.9811
1.6759	59.5658	46700	1.9819
1.6969	59.6932	46800	1.9826
1.6821	59.8206	46900	1.9806
1.7138	59.9481	47000	1.9667
1.666	60.0765	47100	1.9747
1.6498	60.2039	47200	1.9796
1.7061	60.3313	47300	1.9731
1.7077	60.4587	47400	1.9607
1.6679	60.5862	47500	1.9687
1.6951	60.7136	47600	1.9597
1.6722	60.8410	47700	1.9711
1.687	60.9685	47800	1.9686
1.637	61.0968	47900	1.9750
1.6615	61.2243	48000	1.9712
1.6838	61.3517	48100	1.9596
1.6803	61.4791	48200	1.9678
1.6685	61.6066	48300	1.9692
1.7129	61.7340	48400	1.9596
1.7424	61.8614	48500	1.9620
1.6681	61.9888	48600	1.9483
1.6837	62.1172	48700	1.9562
1.6562	62.2447	48800	1.9611
1.6709	62.3721	48900	1.9485
1.6466	62.4995	49000	1.9599
1.6834	62.6270	49100	1.9424
1.6472	62.7544	49200	1.9552
1.6902	62.8818	49300	1.9613
1.7177	63.0102	49400	1.9584
1.6177	63.1376	49500	1.9542
1.6288	63.2651	49600	1.9439
1.6708	63.3925	49700	1.9473
1.626	63.5199	49800	1.9464
1.6287	63.6473	49900	1.9535
1.6061	63.7748	50000	1.9493
1.6612	63.9022	50100	1.9486
1.6187	64.0306	50200	1.9568
1.6331	64.1580	50300	1.9398
1.6419	64.2854	50400	1.9338
1.6136	64.4129	50500	1.9501
1.62	64.5403	50600	1.9387
1.6288	64.6677	50700	1.9482
1.6631	64.7952	50800	1.9460
1.6134	64.9226	50900	1.9410
1.6437	65.0510	51000	1.9296
1.6315	65.1784	51100	1.9352
1.6544	65.3058	51200	1.9373
1.6474	65.4333	51300	1.9409
1.6376	65.5607	51400	1.9384
1.6141	65.6881	51500	1.9397
1.6258	65.8155	51600	1.9365
1.6393	65.9430	51700	1.9349
1.5785	66.0714	51800	1.9402
1.6151	66.1988	51900	1.9404
1.6268	66.3262	52000	1.9465
1.6838	66.4536	52100	1.9436
1.5797	66.5811	52200	1.9395
1.6454	66.7085	52300	1.9282
1.605	66.8359	52400	1.9335
1.641	66.9634	52500	1.9338
1.6325	67.0917	52600	1.9429
1.5594	67.2192	52700	1.9252
1.5968	67.3466	52800	1.9260
1.5983	67.4740	52900	1.9319
1.6475	67.6015	53000	1.9259
1.6142	67.7289	53100	1.9213
1.594	67.8563	53200	1.9272
1.576	67.9838	53300	1.9236
1.5604	68.1121	53400	1.9227
1.6265	68.2396	53500	1.9225
1.6292	68.3670	53600	1.9205
1.6198	68.4944	53700	1.9212
1.5976	68.6219	53800	1.9120
1.6046	68.7493	53900	1.9225
1.6262	68.8767	54000	1.9171
1.6686	69.0051	54100	1.9199
1.5964	69.1325	54200	1.9021
1.5163	69.2600	54300	1.9092
1.5901	69.3874	54400	1.9188
1.5852	69.5148	54500	1.9174
1.5901	69.6422	54600	1.9161
1.6073	69.7697	54700	1.9298
1.5657	69.8971	54800	1.9041
1.5771	70.0255	54900	1.8990
1.6131	70.1529	55000	1.9248
1.5401	70.2803	55100	1.9255
1.5934	70.4078	55200	1.9061
1.5507	70.5352	55300	1.9094
1.6183	70.6626	55400	1.9159
1.5569	70.7901	55500	1.8985
1.6062	70.9175	55600	1.9085
1.5312	71.0459	55700	1.9124
1.5384	71.1733	55800	1.9083
1.5325	71.3007	55900	1.9034
1.5942	71.4282	56000	1.9069
1.556	71.5556	56100	1.9068
1.5478	71.6830	56200	1.9038
1.5476	71.8104	56300	1.9074
1.5727	71.9379	56400	1.9029
1.5454	72.0663	56500	1.8995
1.5262	72.1937	56600	1.9103
1.5465	72.3211	56700	1.8867
1.5632	72.4486	56800	1.8972
1.5346	72.5760	56900	1.8916
1.5096	72.7034	57000	1.8988
1.5683	72.8308	57100	1.9121
1.5385	72.9583	57200	1.9024
1.5776	73.0867	57300	1.8987
1.5934	73.2141	57400	1.8953
1.535	73.3415	57500	1.9069
1.4981	73.4689	57600	1.9085
1.5313	73.5964	57700	1.8937
1.5571	73.7238	57800	1.8979
1.5811	73.8512	57900	1.8877
1.551	73.9787	58000	1.8771
1.4771	74.1070	58100	1.8916
1.5708	74.2345	58200	1.8956
1.5522	74.3619	58300	1.8876
1.5559	74.4893	58400	1.8811
1.5586	74.6168	58500	1.8838
1.5096	74.7442	58600	1.8907
1.503	74.8716	58700	1.8765
1.5314	74.9990	58800	1.8809
1.526	75.1274	58900	1.8866
1.5422	75.2549	59000	1.8748
1.5117	75.3823	59100	1.8716
1.5292	75.5097	59200	1.8900
1.521	75.6371	59300	1.8952
1.4969	75.7646	59400	1.8884
1.5217	75.8920	59500	1.8695
1.5071	76.0204	59600	1.8838
1.5225	76.1478	59700	1.8807
1.4582	76.2752	59800	1.8865
1.5245	76.4027	59900	1.8604
1.4978	76.5301	60000	1.8816
1.5219	76.6575	60100	1.8735
1.4982	76.7850	60200	1.8735
1.5093	76.9124	60300	1.8783
1.4908	77.0408	60400	1.8974
1.5285	77.1682	60500	1.8687
1.4826	77.2956	60600	1.8804
1.5441	77.4231	60700	1.8798
1.5407	77.5505	60800	1.8688
1.5033	77.6779	60900	1.8716
1.5419	77.8054	61000	1.8746
1.5233	77.9328	61100	1.8602
1.4943	78.0612	61200	1.8850
1.5037	78.1886	61300	1.8541
1.5103	78.3160	61400	1.8666
1.4681	78.4435	61500	1.8677
1.4879	78.5709	61600	1.8713
1.4845	78.6983	61700	1.8651
1.5092	78.8257	61800	1.8746
1.5203	78.9532	61900	1.8661
1.4706	79.0816	62000	1.8619
1.4864	79.2090	62100	1.8661
1.4642	79.3364	62200	1.8658
1.4734	79.4638	62300	1.8643
1.5052	79.5913	62400	1.8625
1.508	79.7187	62500	1.8490
1.4885	79.8461	62600	1.8759
1.4564	79.9736	62700	1.8729
1.5146	80.1019	62800	1.8499
1.465	80.2294	62900	1.8678
1.4475	80.3568	63000	1.8659
1.4586	80.4842	63100	1.8574
1.5133	80.6117	63200	1.8606
1.4966	80.7391	63300	1.8616
1.5143	80.8665	63400	1.8593
1.4876	80.9939	63500	1.8523
1.4484	81.1223	63600	1.8503
1.4432	81.2498	63700	1.8638
1.48	81.3772	63800	1.8458
1.4625	81.5046	63900	1.8475
1.4997	81.6320	64000	1.8510
1.4849	81.7595	64100	1.8487
1.4692	81.8869	64200	1.8456
1.4672	82.0153	64300	1.8525
1.4671	82.1427	64400	1.8481
1.4704	82.2701	64500	1.8444
1.4132	82.3976	64600	1.8561
1.4614	82.5250	64700	1.8491
1.4686	82.6524	64800	1.8332
1.4638	82.7799	64900	1.8498
1.5029	82.9073	65000	1.8519
1.4214	83.0357	65100	1.8353
1.4125	83.1631	65200	1.8435
1.4806	83.2905	65300	1.8364
1.4654	83.4180	65400	1.8475
1.4611	83.5454	65500	1.8427
1.4663	83.6728	65600	1.8166
1.4713	83.8003	65700	1.8456
1.4497	83.9277	65800	1.8502
1.4863	84.0561	65900	1.8380
1.4654	84.1835	66000	1.8500
1.468	84.3109	66100	1.8498
1.4434	84.4384	66200	1.8341
1.4409	84.5658	66300	1.8462
1.4713	84.6932	66400	1.8237
1.4234	84.8206	66500	1.8296
1.4464	84.9481	66600	1.8403
1.4547	85.0765	66700	1.8440
1.4147	85.2039	66800	1.8214
1.4668	85.3313	66900	1.8328
1.4348	85.4587	67000	1.8340
1.4317	85.5862	67100	1.8355
1.417	85.7136	67200	1.8421
1.4294	85.8410	67300	1.8279
1.4495	85.9685	67400	1.8291
1.3722	86.0968	67500	1.8379
1.4134	86.2243	67600	1.8297
1.4382	86.3517	67700	1.8312
1.4598	86.4791	67800	1.8315
1.3946	86.6066	67900	1.8319
1.4195	86.7340	68000	1.8205
1.4604	86.8614	68100	1.8225
1.4786	86.9888	68200	1.8279
1.418	87.1172	68300	1.8289
1.4077	87.2447	68400	1.8375
1.4773	87.3721	68500	1.8316
1.4452	87.4995	68600	1.8183
1.4259	87.6270	68700	1.8260
1.4213	87.7544	68800	1.8331
1.4512	87.8818	68900	1.8403
1.4716	88.0102	69000	1.8303
1.401	88.1376	69100	1.8299
1.4315	88.2651	69200	1.8220
1.3956	88.3925	69300	1.8200
1.4618	88.5199	69400	1.8215
1.4153	88.6473	69500	1.8106
1.4283	88.7748	69600	1.8231
1.4087	88.9022	69700	1.8149
1.4238	89.0306	69800	1.8227
1.46	89.1580	69900	1.8049
1.3988	89.2854	70000	1.8213
1.381	89.4129	70100	1.8181
1.41	89.5403	70200	1.8052
1.4009	89.6677	70300	1.8088
1.4039	89.7952	70400	1.8047
1.4004	89.9226	70500	1.8298
1.4416	90.0510	70600	1.8136
1.4193	90.1784	70700	1.8232
1.4151	90.3058	70800	1.8266
1.428	90.4333	70900	1.8186
1.3849	90.5607	71000	1.8126
1.4077	90.6881	71100	1.8170
1.3786	90.8155	71200	1.8178
1.4196	90.9430	71300	1.8270
1.3876	91.0714	71400	1.8072
1.4335	91.1988	71500	1.8096
1.4153	91.3262	71600	1.8081
1.4067	91.4536	71700	1.8020
1.4003	91.5811	71800	1.8004
1.4032	91.7085	71900	1.8122
1.3618	91.8359	72000	1.8005
1.3869	91.9634	72100	1.8174
1.3978	92.0917	72200	1.8082
1.3997	92.2192	72300	1.8036
1.3583	92.3466	72400	1.8108
1.3939	92.4740	72500	1.8147
1.405	92.6015	72600	1.7952
1.4128	92.7289	72700	1.7961
1.3921	92.8563	72800	1.7991
1.4008	92.9838	72900	1.8193
1.385	93.1121	73000	1.7970
1.3828	93.2396	73100	1.8019
1.3637	93.3670	73200	1.8122
1.4069	93.4944	73300	1.7972
1.4226	93.6219	73400	1.7947
1.4275	93.7493	73500	1.7861
1.3735	93.8767	73600	1.8088
1.4441	94.0051	73700	1.7817
1.369	94.1325	73800	1.8068
1.3817	94.2600	73900	1.8012
1.3619	94.3874	74000	1.8039
1.3832	94.5148	74100	1.8008
1.3754	94.6422	74200	1.7902
1.3635	94.7697	74300	1.7915
1.3549	94.8971	74400	1.7921
1.3855	95.0255	74500	1.7857
1.3603	95.1529	74600	1.7948
1.3155	95.2803	74700	1.8002
1.409	95.4078	74800	1.7897
1.4117	95.5352	74900	1.7967
1.3668	95.6626	75000	1.7888
1.3758	95.7901	75100	1.8024
1.3536	95.9175	75200	1.8002
1.3779	96.0459	75300	1.7865
1.368	96.1733	75400	1.7895
1.3971	96.3007	75500	1.8055
1.3451	96.4282	75600	1.7944
1.3694	96.5556	75700	1.7845
1.3575	96.6830	75800	1.7989
1.3791	96.8104	75900	1.7773
1.3672	96.9379	76000	1.7838
1.331	97.0663	76100	1.7951
1.3675	97.1937	76200	1.7899
1.3442	97.3211	76300	1.8031
1.3552	97.4486	76400	1.7863
1.3695	97.5760	76500	1.7742
1.3689	97.7034	76600	1.7953
1.3962	97.8308	76700	1.7801
1.3659	97.9583	76800	1.7892
1.3653	98.0867	76900	1.7817
1.3375	98.2141	77000	1.7896
1.3879	98.3415	77100	1.7854
1.3789	98.4689	77200	1.7809
1.3794	98.5964	77300	1.7861
1.3604	98.7238	77400	1.7794
1.3757	98.8512	77500	1.7768
1.3236	98.9787	77600	1.7735
1.334	99.1070	77700	1.7738
1.3225	99.2345	77800	1.7752
1.3536	99.3619	77900	1.7730
1.3443	99.4893	78000	1.7743
1.3519	99.6168	78100	1.7701
1.336	99.7442	78200	1.7807
1.3535	99.8716	78300	1.7767
1.3352	99.9990	78400	1.7888
1.3358	100.1274	78500	1.7706
1.325	100.2549	78600	1.7811
1.3674	100.3823	78700	1.7829
1.3227	100.5097	78800	1.7768
1.3642	100.6371	78900	1.7721
1.3512	100.7646	79000	1.7697
1.3243	100.8920	79100	1.7658
1.3289	101.0204	79200	1.7704
1.3415	101.1478	79300	1.7749
1.3164	101.2752	79400	1.7790
1.331	101.4027	79500	1.7592
1.3121	101.5301	79600	1.7632
1.3601	101.6575	79700	1.7842
1.3233	101.7850	79800	1.7784
1.3261	101.9124	79900	1.7770
1.327	102.0408	80000	1.7674
1.3345	102.1682	80100	1.7861
1.3441	102.2956	80200	1.7712
1.3229	102.4231	80300	1.7753
1.3298	102.5505	80400	1.7696
1.3235	102.6779	80500	1.7799
1.3255	102.8054	80600	1.7795
1.3659	102.9328	80700	1.7622
1.2973	103.0612	80800	1.7639
1.363	103.1886	80900	1.7586
1.3335	103.3160	81000	1.7686
1.3388	103.4435	81100	1.7684
1.341	103.5709	81200	1.7546
1.3187	103.6983	81300	1.7720
1.3069	103.8257	81400	1.7703
1.2929	103.9532	81500	1.7633
1.3223	104.0816	81600	1.7719
1.3207	104.2090	81700	1.7716
1.2998	104.3364	81800	1.7534
1.3481	104.4638	81900	1.7732
1.3314	104.5913	82000	1.7500
1.3524	104.7187	82100	1.7586
1.3532	104.8461	82200	1.7561
1.3112	104.9736	82300	1.7560
1.3239	105.1019	82400	1.7733
1.3024	105.2294	82500	1.7590
1.3104	105.3568	82600	1.7614
1.3068	105.4842	82700	1.7632
1.3163	105.6117	82800	1.7518
1.2965	105.7391	82900	1.7705
1.3409	105.8665	83000	1.7612
1.3045	105.9939	83100	1.7536
1.2708	106.1223	83200	1.7597
1.28	106.2498	83300	1.7441
1.2833	106.3772	83400	1.7424
1.3052	106.5046	83500	1.7501
1.2863	106.6320	83600	1.7507
1.3038	106.7595	83700	1.7464
1.3217	106.8869	83800	1.7365
1.3032	107.0153	83900	1.7472
1.3005	107.1427	84000	1.7565
1.3373	107.2701	84100	1.7605
1.3069	107.3976	84200	1.7589
1.2806	107.5250	84300	1.7559
1.2801	107.6524	84400	1.7448
1.3298	107.7799	84500	1.7551
1.3115	107.9073	84600	1.7640
1.305	108.0357	84700	1.7514
1.2705	108.1631	84800	1.7451
1.2707	108.2905	84900	1.7448
1.317	108.4180	85000	1.7517
1.2751	108.5454	85100	1.7518
1.2854	108.6728	85200	1.7527
1.3113	108.8003	85300	1.7361
1.305	108.9277	85400	1.7569
1.2881	109.0561	85500	1.7490
1.2928	109.1835	85600	1.7501
1.2586	109.3109	85700	1.7521
1.3008	109.4384	85800	1.7563
1.2855	109.5658	85900	1.7636
1.3013	109.6932	86000	1.7529
1.2823	109.8206	86100	1.7490
1.2914	109.9481	86200	1.7431
1.279	110.0765	86300	1.7429
1.2693	110.2039	86400	1.7385
1.2677	110.3313	86500	1.7336
1.2675	110.4587	86600	1.7400
1.273	110.5862	86700	1.7474
1.3197	110.7136	86800	1.7324
1.2834	110.8410	86900	1.7530
1.3192	110.9685	87000	1.7497
1.2499	111.0968	87100	1.7549
1.2913	111.2243	87200	1.7362
1.3007	111.3517	87300	1.7472
1.2596	111.4791	87400	1.7332
1.2811	111.6066	87500	1.7374
1.2613	111.7340	87600	1.7310
1.253	111.8614	87700	1.7400
1.3092	111.9888	87800	1.7379
1.2997	112.1172	87900	1.7352
1.2662	112.2447	88000	1.7341
1.3017	112.3721	88100	1.7418
1.2617	112.4995	88200	1.7444
1.2772	112.6270	88300	1.7525
1.3133	112.7544	88400	1.7203
1.3145	112.8818	88500	1.7464
1.3606	113.0102	88600	1.7296
1.3142	113.1376	88700	1.7372
1.2322	113.2651	88800	1.7454
1.2794	113.3925	88900	1.7308
1.2657	113.5199	89000	1.7366
1.2656	113.6473	89100	1.7314
1.2644	113.7748	89200	1.7352
1.3028	113.9022	89300	1.7268
1.2674	114.0306	89400	1.7243
1.2678	114.1580	89500	1.7390
1.2526	114.2854	89600	1.7437
1.2938	114.4129	89700	1.7412
1.2777	114.5403	89800	1.7294
1.2836	114.6677	89900	1.7375
1.2842	114.7952	90000	1.7185
1.2939	114.9226	90100	1.7273
1.2541	115.0510	90200	1.7320
1.2437	115.1784	90300	1.7222
1.2627	115.3058	90400	1.7276
1.2556	115.4333	90500	1.7324
1.2891	115.5607	90600	1.7293
1.2642	115.6881	90700	1.7230
1.2703	115.8155	90800	1.7328
1.2865	115.9430	90900	1.7332
1.2383	116.0714	91000	1.7297
1.2401	116.1988	91100	1.7300
1.2442	116.3262	91200	1.7187
1.2386	116.4536	91300	1.7230
1.2565	116.5811	91400	1.7339
1.2436	116.7085	91500	1.7223
1.2391	116.8359	91600	1.7347
1.2431	116.9634	91700	1.7312
1.2343	117.0917	91800	1.7335
1.2112	117.2192	91900	1.7281
1.2506	117.3466	92000	1.7256
1.2347	117.4740	92100	1.7205
1.2185	117.6015	92200	1.7166
1.2459	117.7289	92300	1.7165
1.2111	117.8563	92400	1.7118
1.2672	117.9838	92500	1.7181
1.2284	118.1121	92600	1.7187
1.2535	118.2396	92700	1.7313
1.2426	118.3670	92800	1.7178
1.2636	118.4944	92900	1.7223
1.2518	118.6219	93000	1.7226
1.2583	118.7493	93100	1.7146
1.2298	118.8767	93200	1.7169
1.2994	119.0051	93300	1.7146
1.229	119.1325	93400	1.7228
1.1991	119.2600	93500	1.7325
1.2216	119.3874	93600	1.7300
1.235	119.5148	93700	1.7121
1.2299	119.6422	93800	1.7116
1.2254	119.7697	93900	1.7212
1.2213	119.8971	94000	1.7152
1.2211	120.0255	94100	1.7086
1.2079	120.1529	94200	1.7150
1.2517	120.2803	94300	1.7115
1.2096	120.4078	94400	1.7080
1.2478	120.5352	94500	1.7165
1.2275	120.6626	94600	1.7039
1.2154	120.7901	94700	1.7278
1.2677	120.9175	94800	1.7042
1.262	121.0459	94900	1.7100
1.2169	121.1733	95000	1.7224
1.2506	121.3007	95100	1.7148
1.2363	121.4282	95200	1.7168
1.2355	121.5556	95300	1.7021
1.25	121.6830	95400	1.7123
1.2353	121.8104	95500	1.7081
1.2442	121.9379	95600	1.7077
1.2129	122.0663	95700	1.7082
1.2139	122.1937	95800	1.6935
1.2118	122.3211	95900	1.7095
1.2078	122.4486	96000	1.7071
1.2247	122.5760	96100	1.6963
1.2501	122.7034	96200	1.7065
1.2359	122.8308	96300	1.6980
1.221	122.9583	96400	1.7136
1.2102	123.0867	96500	1.7033
1.2135	123.2141	96600	1.6989
1.2501	123.3415	96700	1.7114
1.2135	123.4689	96800	1.6993
1.2355	123.5964	96900	1.7039
1.2582	123.7238	97000	1.7139
1.2497	123.8512	97100	1.6994
1.2144	123.9787	97200	1.7109
1.2447	124.1070	97300	1.7074
1.1797	124.2345	97400	1.7102
1.2084	124.3619	97500	1.7016
1.2107	124.4893	97600	1.7020
1.2263	124.6168	97700	1.7076
1.226	124.7442	97800	1.7009
1.2499	124.8716	97900	1.6900
1.18	124.9990	98000	1.6994
1.2117	125.1274	98100	1.6917
1.2105	125.2549	98200	1.7011
1.2706	125.3823	98300	1.7060
1.2275	125.5097	98400	1.6977
1.2013	125.6371	98500	1.7117
1.2291	125.7646	98600	1.7025
1.248	125.8920	98700	1.6993
1.1976	126.0204	98800	1.7057
1.2258	126.1478	98900	1.6967
1.1914	126.2752	99000	1.6896
1.1749	126.4027	99100	1.7068
1.1962	126.5301	99200	1.7097
1.2241	126.6575	99300	1.6961
1.1944	126.7850	99400	1.6935
1.2054	126.9124	99500	1.6976
1.2059	127.0408	99600	1.6993
1.1874	127.1682	99700	1.6903
1.1807	127.2956	99800	1.7038
1.2267	127.4231	99900	1.6963
1.2258	127.5505	100000	1.6825
1.1821	127.6779	100100	1.7023
1.2025	127.8054	100200	1.7051
1.2018	127.9328	100300	1.6957
1.2003	128.0612	100400	1.7062
1.2128	128.1886	100500	1.7002
1.1731	128.3160	100600	1.7022
1.2183	128.4435	100700	1.6824
1.2032	128.5709	100800	1.6913
1.2177	128.6983	100900	1.6989
1.2247	128.8257	101000	1.6841
1.2294	128.9532	101100	1.6946
1.219	129.0816	101200	1.6872
1.2334	129.2090	101300	1.6943
1.1968	129.3364	101400	1.6975
1.1832	129.4638	101500	1.6952
1.174	129.5913	101600	1.7012
1.1927	129.7187	101700	1.6810
1.2066	129.8461	101800	1.7012
1.2101	129.9736	101900	1.6881
1.1577	130.1019	102000	1.6940
1.1639	130.2294	102100	1.6941
1.2529	130.3568	102200	1.6841
1.2003	130.4842	102300	1.6907
1.1889	130.6117	102400	1.7033
1.2058	130.7391	102500	1.6923
1.2005	130.8665	102600	1.6852
1.1967	130.9939	102700	1.6967
1.1878	131.1223	102800	1.6927
1.1746	131.2498	102900	1.7043
1.204	131.3772	103000	1.6822
1.1661	131.5046	103100	1.6785
1.1991	131.6320	103200	1.6956
1.19	131.7595	103300	1.6886
1.1842	131.8869	103400	1.6862
1.1914	132.0153	103500	1.6971
1.1791	132.1427	103600	1.6829
1.1863	132.2701	103700	1.6704
1.212	132.3976	103800	1.6685
1.2017	132.5250	103900	1.6804
1.2102	132.6524	104000	1.6870
1.2011	132.7799	104100	1.6767
1.2131	132.9073	104200	1.6830
1.1998	133.0357	104300	1.6831
1.1776	133.1631	104400	1.6914
1.1806	133.2905	104500	1.7055
1.1592	133.4180	104600	1.6968
1.1762	133.5454	104700	1.6758
1.1754	133.6728	104800	1.6760
1.2002	133.8003	104900	1.6970
1.1585	133.9277	105000	1.6826
1.1741	134.0561	105100	1.6858
1.1652	134.1835	105200	1.6830
1.1583	134.3109	105300	1.6853
1.175	134.4384	105400	1.6762
1.1759	134.5658	105500	1.6845
1.195	134.6932	105600	1.6707
1.1703	134.8206	105700	1.6858
1.1858	134.9481	105800	1.6728
1.1943	135.0765	105900	1.6669
1.1683	135.2039	106000	1.6854
1.1935	135.3313	106100	1.6682
1.1744	135.4587	106200	1.6710
1.1921	135.5862	106300	1.6737
1.2403	135.7136	106400	1.6799
1.1701	135.8410	106500	1.6912
1.1923	135.9685	106600	1.6652
1.1224	136.0968	106700	1.6813
1.1403	136.2243	106800	1.6651
1.1711	136.3517	106900	1.6697
1.1555	136.4791	107000	1.6800
1.1862	136.6066	107100	1.6800
1.1815	136.7340	107200	1.6712
1.1337	136.8614	107300	1.6698
1.1868	136.9888	107400	1.6806
1.1603	137.1172	107500	1.6685
1.1747	137.2447	107600	1.6816
1.1512	137.3721	107700	1.6753
1.1679	137.4995	107800	1.6738
1.2	137.6270	107900	1.6640
1.18	137.7544	108000	1.6742
1.1812	137.8818	108100	1.6717
1.1959	138.0102	108200	1.6700
1.1598	138.1376	108300	1.6633
1.1807	138.2651	108400	1.6712
1.1419	138.3925	108500	1.6683
1.1973	138.5199	108600	1.6698
1.1996	138.6473	108700	1.6811
1.1754	138.7748	108800	1.6771
1.1479	138.9022	108900	1.6618
1.1605	139.0306	109000	1.6652
1.1701	139.1580	109100	1.6569
1.1277	139.2854	109200	1.6680
1.1367	139.4129	109300	1.6784
1.1253	139.5403	109400	1.6661
1.1957	139.6677	109500	1.6648
1.2114	139.7952	109600	1.6671
1.1789	139.9226	109700	1.6671
1.1593	140.0510	109800	1.6686
1.19	140.1784	109900	1.6687
1.1448	140.3058	110000	1.6612
1.1847	140.4333	110100	1.6839
1.1655	140.5607	110200	1.6738
1.1595	140.6881	110300	1.6720
1.1485	140.8155	110400	1.6638
1.165	140.9430	110500	1.6780
1.1567	141.0714	110600	1.6606
1.1436	141.1988	110700	1.6634
1.1915	141.3262	110800	1.6681
1.1247	141.4536	110900	1.6703
1.1565	141.5811	111000	1.6687
1.1511	141.7085	111100	1.6668
1.1591	141.8359	111200	1.6672
1.1789	141.9634	111300	1.6790
1.164	142.0917	111400	1.6708
1.1302	142.2192	111500	1.6611
1.1382	142.3466	111600	1.6691
1.127	142.4740	111700	1.6604
1.1308	142.6015	111800	1.6680
1.1357	142.7289	111900	1.6619
1.1588	142.8563	112000	1.6535
1.1336	142.9838	112100	1.6599
1.1572	143.1121	112200	1.6501
1.1385	143.2396	112300	1.6762
1.1467	143.3670	112400	1.6687
1.1559	143.4944	112500	1.6591
1.1401	143.6219	112600	1.6608
1.1714	143.7493	112700	1.6561
1.1568	143.8767	112800	1.6620
1.1727	144.0051	112900	1.6627
1.1666	144.1325	113000	1.6668
1.1402	144.2600	113100	1.6579
1.1394	144.3874	113200	1.6548
1.1267	144.5148	113300	1.6605
1.124	144.6422	113400	1.6526
1.1051	144.7697	113500	1.6593
1.1409	144.8971	113600	1.6549
1.1504	145.0255	113700	1.6531
1.1596	145.1529	113800	1.6671
1.1504	145.2803	113900	1.6463
1.1448	145.4078	114000	1.6590
1.1407	145.5352	114100	1.6490
1.1199	145.6626	114200	1.6516
1.1348	145.7901	114300	1.6611
1.1444	145.9175	114400	1.6554
1.1538	146.0459	114500	1.6642
1.1383	146.1733	114600	1.6590
1.1337	146.3007	114700	1.6674
1.1326	146.4282	114800	1.6601
1.1088	146.5556	114900	1.6506
1.114	146.6830	115000	1.6636
1.1278	146.8104	115100	1.6518
1.1603	146.9379	115200	1.6595
1.0999	147.0663	115300	1.6611
1.1361	147.1937	115400	1.6456
1.1253	147.3211	115500	1.6396
1.1462	147.4486	115600	1.6650
1.1168	147.5760	115700	1.6460
1.1444	147.7034	115800	1.6495
1.1701	147.8308	115900	1.6537
1.1186	147.9583	116000	1.6520
1.133	148.0867	116100	1.6685
1.1464	148.2141	116200	1.6453
1.1654	148.3415	116300	1.6574
1.1623	148.4689	116400	1.6452
1.1591	148.5964	116500	1.6599
1.1485	148.7238	116600	1.6458
1.171	148.8512	116700	1.6522
1.125	148.9787	116800	1.6447
1.1533	149.1070	116900	1.6530
1.1352	149.2345	117000	1.6568
1.14	149.3619	117100	1.6488
1.0912	149.4893	117200	1.6524
1.1345	149.6168	117300	1.6532
1.1365	149.7442	117400	1.6507
1.1442	149.8716	117500	1.6448
1.1338	149.9990	117600	1.6509
1.11	150.1274	117700	1.6489
1.12	150.2549	117800	1.6554
1.1308	150.3823	117900	1.6512
1.1018	150.5097	118000	1.6537
1.1068	150.6371	118100	1.6398
1.1145	150.7646	118200	1.6517
1.1365	150.8920	118300	1.6450
1.1102	151.0204	118400	1.6528
1.0965	151.1478	118500	1.6391
1.127	151.2752	118600	1.6553
1.1141	151.4027	118700	1.6553
1.125	151.5301	118800	1.6472
1.1249	151.6575	118900	1.6524
1.1014	151.7850	119000	1.6488
1.1126	151.9124	119100	1.6445
1.1063	152.0408	119200	1.6487
1.1347	152.1682	119300	1.6410
1.1265	152.2956	119400	1.6468
1.108	152.4231	119500	1.6331
1.1253	152.5505	119600	1.6452
1.1411	152.6779	119700	1.6486
1.1282	152.8054	119800	1.6401
1.1313	152.9328	119900	1.6479
1.1428	153.0612	120000	1.6413
1.0586	153.1886	120100	1.6322
1.125	153.3160	120200	1.6355
1.1283	153.4435	120300	1.6486
1.1128	153.5709	120400	1.6508
1.1469	153.6983	120500	1.6376
1.1073	153.8257	120600	1.6461
1.1259	153.9532	120700	1.6431
1.1029	154.0816	120800	1.6445
1.1059	154.2090	120900	1.6521
1.0997	154.3364	121000	1.6324
1.1324	154.4638	121100	1.6479
1.144	154.5913	121200	1.6517
1.1065	154.7187	121300	1.6525
1.0885	154.8461	121400	1.6468
1.1393	154.9736	121500	1.6427
1.1282	155.1019	121600	1.6180
1.1192	155.2294	121700	1.6396
1.1401	155.3568	121800	1.6568
1.1456	155.4842	121900	1.6346
1.1035	155.6117	122000	1.6405
1.1465	155.7391	122100	1.6444
1.1047	155.8665	122200	1.6486
1.122	155.9939	122300	1.6446
1.1007	156.1223	122400	1.6303
1.1296	156.2498	122500	1.6390
1.1077	156.3772	122600	1.6361
1.0894	156.5046	122700	1.6415
1.1102	156.6320	122800	1.6385
1.1181	156.7595	122900	1.6473
1.1307	156.8869	123000	1.6335
1.1102	157.0153	123100	1.6392
1.1174	157.1427	123200	1.6371
1.109	157.2701	123300	1.6384
1.1223	157.3976	123400	1.6465
1.1001	157.5250	123500	1.6421
1.124	157.6524	123600	1.6401
1.0822	157.7799	123700	1.6388
1.1312	157.9073	123800	1.6330
1.1279	158.0357	123900	1.6377
1.0966	158.1631	124000	1.6379
1.097	158.2905	124100	1.6317
1.0912	158.4180	124200	1.6409
1.0985	158.5454	124300	1.6447
1.1303	158.6728	124400	1.6411
1.1052	158.8003	124500	1.6284
1.1131	158.9277	124600	1.6280
1.1103	159.0561	124700	1.6317
1.1218	159.1835	124800	1.6331
1.0831	159.3109	124900	1.6294
1.1289	159.4384	125000	1.6306
1.0985	159.5658	125100	1.6443
1.0925	159.6932	125200	1.6406
1.1097	159.8206	125300	1.6404
1.0929	159.9481	125400	1.6363
1.0693	160.0765	125500	1.6252
1.1071	160.2039	125600	1.6376
1.0989	160.3313	125700	1.6335
1.0797	160.4587	125800	1.6225
1.067	160.5862	125900	1.6429
1.0851	160.7136	126000	1.6447
1.0812	160.8410	126100	1.6244
1.0929	160.9685	126200	1.6315
1.0807	161.0968	126300	1.6469
1.1143	161.2243	126400	1.6287
1.1233	161.3517	126500	1.6259
1.093	161.4791	126600	1.6295
1.0903	161.6066	126700	1.6359
1.1063	161.7340	126800	1.6266
1.1549	161.8614	126900	1.6204
1.1042	161.9888	127000	1.6306
1.0829	162.1172	127100	1.6368
1.0921	162.2447	127200	1.6219
1.0919	162.3721	127300	1.6165
1.0705	162.4995	127400	1.6509
1.0822	162.6270	127500	1.6212
1.0918	162.7544	127600	1.6222
1.1025	162.8818	127700	1.6290
1.101	163.0102	127800	1.6409
1.0962	163.1376	127900	1.6211
1.0767	163.2651	128000	1.6282
1.1039	163.3925	128100	1.6270
1.0956	163.5199	128200	1.6379
1.0979	163.6473	128300	1.6267
1.1193	163.7748	128400	1.6233
1.1083	163.9022	128500	1.6328
1.11	164.0306	128600	1.6311
1.1032	164.1580	128700	1.6291
1.0794	164.2854	128800	1.6295
1.0794	164.4129	128900	1.6279
1.1066	164.5403	129000	1.6303
1.105	164.6677	129100	1.6255
1.0988	164.7952	129200	1.6272
1.1169	164.9226	129300	1.6207
1.1104	165.0510	129400	1.6225
1.1177	165.1784	129500	1.6189
1.1007	165.3058	129600	1.6265
1.0973	165.4333	129700	1.6286
1.1026	165.5607	129800	1.6312
1.0861	165.6881	129900	1.6283
1.0772	165.8155	130000	1.6076
1.0672	165.9430	130100	1.6353
1.0814	166.0714	130200	1.6299
1.094	166.1988	130300	1.6212
1.1192	166.3262	130400	1.6305
1.1066	166.4536	130500	1.6330
1.0859	166.5811	130600	1.6305
1.0813	166.7085	130700	1.6261
1.0664	166.8359	130800	1.6253
1.0793	166.9634	130900	1.6273
1.0842	167.0917	131000	1.6093
1.0762	167.2192	131100	1.6297
1.078	167.3466	131200	1.6206
1.0714	167.4740	131300	1.6267
1.09	167.6015	131400	1.6375
1.0708	167.7289	131500	1.6291
1.1031	167.8563	131600	1.6127
1.0902	167.9838	131700	1.6273
1.0648	168.1121	131800	1.6251
1.0841	168.2396	131900	1.6294
1.079	168.3670	132000	1.6131
1.0758	168.4944	132100	1.6249
1.1146	168.6219	132200	1.6158
1.0826	168.7493	132300	1.6251
1.115	168.8767	132400	1.6258
1.1455	169.0051	132500	1.6238
1.0637	169.1325	132600	1.6296
1.0728	169.2600	132700	1.6167
1.0872	169.3874	132800	1.6334
1.0823	169.5148	132900	1.6106
1.0784	169.6422	133000	1.6236
1.0956	169.7697	133100	1.6180
1.0768	169.8971	133200	1.6178
1.0634	170.0255	133300	1.6230
1.0485	170.1529	133400	1.6170
1.0724	170.2803	133500	1.6238
1.0972	170.4078	133600	1.6237
1.0844	170.5352	133700	1.6283
1.0676	170.6626	133800	1.6308
1.1012	170.7901	133900	1.6158
1.0905	170.9175	134000	1.6148
1.1047	171.0459	134100	1.6295
1.0762	171.1733	134200	1.6204
1.0403	171.3007	134300	1.6156
1.0785	171.4282	134400	1.6257
1.0667	171.5556	134500	1.6324
1.0802	171.6830	134600	1.6156
1.0832	171.8104	134700	1.6130
1.0953	171.9379	134800	1.6264
1.0493	172.0663	134900	1.6205
1.0764	172.1937	135000	1.6216
1.0468	172.3211	135100	1.6164
1.0817	172.4486	135200	1.6099
1.0537	172.5760	135300	1.6186
1.0619	172.7034	135400	1.6233
1.0765	172.8308	135500	1.6235
1.1013	172.9583	135600	1.6253
1.0794	173.0867	135700	1.6152
1.0483	173.2141	135800	1.6174
1.0808	173.3415	135900	1.6131
1.0636	173.4689	136000	1.6110
1.0752	173.5964	136100	1.6112
1.0428	173.7238	136200	1.6273
1.1073	173.8512	136300	1.6149
1.085	173.9787	136400	1.6285
1.0979	174.1070	136500	1.6141
1.0831	174.2345	136600	1.6270
1.0768	174.3619	136700	1.6216
1.0674	174.4893	136800	1.6184
1.07	174.6168	136900	1.6123
1.0885	174.7442	137000	1.6201
1.0785	174.8716	137100	1.6142
1.0652	174.9990	137200	1.6143
1.073	175.1274	137300	1.6221
1.0678	175.2549	137400	1.6159
1.047	175.3823	137500	1.6046
1.1021	175.5097	137600	1.6120
1.1037	175.6371	137700	1.6035
1.0483	175.7646	137800	1.6257
1.0659	175.8920	137900	1.6150
1.0734	176.0204	138000	1.6207
1.0869	176.1478	138100	1.6134
1.0482	176.2752	138200	1.6141
1.0789	176.4027	138300	1.6103
1.0696	176.5301	138400	1.6164
1.1024	176.6575	138500	1.6150
1.1031	176.7850	138600	1.6099
1.1002	176.9124	138700	1.6135
1.1028	177.0408	138800	1.6255
1.0735	177.1682	138900	1.6121
1.0677	177.2956	139000	1.6060
1.0695	177.4231	139100	1.6191
1.0249	177.5505	139200	1.6118
1.0758	177.6779	139300	1.6247
1.0672	177.8054	139400	1.6126
1.0466	177.9328	139500	1.6098
1.0693	178.0612	139600	1.6286
1.0485	178.1886	139700	1.6031
1.066	178.3160	139800	1.6129
1.0617	178.4435	139900	1.6114
1.0784	178.5709	140000	1.6196
1.0854	178.6983	140100	1.6124
1.0748	178.8257	140200	1.6132
1.064	178.9532	140300	1.6195
1.0561	179.0816	140400	1.6158
1.0409	179.2090	140500	1.6083
1.063	179.3364	140600	1.6103
1.0584	179.4638	140700	1.6145
1.0921	179.5913	140800	1.6163
1.0603	179.7187	140900	1.6191
1.0772	179.8461	141000	1.6142
1.0365	179.9736	141100	1.6110
1.0666	180.1019	141200	1.6144
1.031	180.2294	141300	1.6128
1.0483	180.3568	141400	1.6018
1.0524	180.4842	141500	1.6028
1.0691	180.6117	141600	1.6087
1.0459	180.7391	141700	1.6116
1.0662	180.8665	141800	1.6013
1.0819	180.9939	141900	1.6153
1.0538	181.1223	142000	1.6113
1.0473	181.2498	142100	1.6111
1.084	181.3772	142200	1.6144
1.0628	181.5046	142300	1.6135
1.0406	181.6320	142400	1.6025
1.0781	181.7595	142500	1.6181
1.0502	181.8869	142600	1.6122
1.0851	182.0153	142700	1.6093
1.0761	182.1427	142800	1.6079
1.0568	182.2701	142900	1.6104
1.0553	182.3976	143000	1.6073
1.0705	182.5250	143100	1.6201
1.0857	182.6524	143200	1.6170
1.0494	182.7799	143300	1.6201
1.0421	182.9073	143400	1.5975
1.0549	183.0357	143500	1.6194
1.068	183.1631	143600	1.6032
1.0297	183.2905	143700	1.6118
1.0841	183.4180	143800	1.6034
1.0623	183.5454	143900	1.6137
1.0747	183.6728	144000	1.6083
1.0813	183.8003	144100	1.6114
1.0573	183.9277	144200	1.6123
1.0708	184.0561	144300	1.6149
1.0504	184.1835	144400	1.5958
1.0491	184.3109	144500	1.6027
1.0436	184.4384	144600	1.6099
1.0095	184.5658	144700	1.6164
1.0799	184.6932	144800	1.6052
1.0484	184.8206	144900	1.6034
1.0605	184.9481	145000	1.6187
1.0744	185.0765	145100	1.6092
1.1083	185.2039	145200	1.6087
1.0662	185.3313	145300	1.6159
1.064	185.4587	145400	1.6024
1.0714	185.5862	145500	1.6080
1.0697	185.7136	145600	1.6079
1.0526	185.8410	145700	1.6009
1.0592	185.9685	145800	1.6076
1.0767	186.0968	145900	1.6064
1.081	186.2243	146000	1.6121
1.0396	186.3517	146100	1.6032
1.0341	186.4791	146200	1.6149
1.0338	186.6066	146300	1.6102
1.0756	186.7340	146400	1.6046
1.0576	186.8614	146500	1.6059
1.0722	186.9888	146600	1.6050
1.0676	187.1172	146700	1.5976
1.062	187.2447	146800	1.6147
1.0233	187.3721	146900	1.6058
1.0293	187.4995	147000	1.6063
1.0786	187.6270	147100	1.6041
1.0603	187.7544	147200	1.6040
1.0571	187.8818	147300	1.6094
1.1079	188.0102	147400	1.6044
1.0512	188.1376	147500	1.5926
1.0741	188.2651	147600	1.6120
1.0736	188.3925	147700	1.6047
1.0712	188.5199	147800	1.6128
1.076	188.6473	147900	1.6088
1.0399	188.7748	148000	1.6018
1.0587	188.9022	148100	1.6134
1.0827	189.0306	148200	1.6015
1.0579	189.1580	148300	1.6081
1.0491	189.2854	148400	1.5900
1.0525	189.4129	148500	1.6107
1.0207	189.5403	148600	1.5956
1.0658	189.6677	148700	1.6025
1.0588	189.7952	148800	1.6084
1.0887	189.9226	148900	1.5994
1.0198	190.0510	149000	1.5934
1.0344	190.1784	149100	1.6146
1.0426	190.3058	149200	1.5942
1.0685	190.4333	149300	1.6123
1.0392	190.5607	149400	1.6066
1.0792	190.6881	149500	1.6025
1.0525	190.8155	149600	1.6047
1.0266	190.9430	149700	1.5960
1.1035	191.0714	149800	1.6060
1.0584	191.1988	149900	1.5970
1.0418	191.3262	150000	1.6020
1.0117	191.4536	150100	1.5990
1.0513	191.5811	150200	1.5996
1.0789	191.7085	150300	1.5989
1.0541	191.8359	150400	1.6025
1.0526	191.9634	150500	1.6023
1.0513	192.0917	150600	1.5862
1.0397	192.2192	150700	1.6099
1.0759	192.3466	150800	1.5915
1.0022	192.4740	150900	1.6190
1.0457	192.6015	151000	1.5930
1.0492	192.7289	151100	1.5941
1.0615	192.8563	151200	1.6050
1.0401	192.9838	151300	1.6170
1.0074	193.1121	151400	1.6096
1.0242	193.2396	151500	1.6027
1.0226	193.3670	151600	1.6006
1.0417	193.4944	151700	1.5921
1.0599	193.6219	151800	1.5991
1.0825	193.7493	151900	1.5921
1.0414	193.8767	152000	1.5941
1.0877	194.0051	152100	1.6127
1.0252	194.1325	152200	1.5983
1.0578	194.2600	152300	1.5940
1.0705	194.3874	152400	1.6038
1.0588	194.5148	152500	1.5949
1.0364	194.6422	152600	1.6019
1.0546	194.7697	152700	1.5985
1.0591	194.8971	152800	1.5937
1.0489	195.0255	152900	1.5998
1.067	195.1529	153000	1.6069
1.0689	195.2803	153100	1.5925
1.0308	195.4078	153200	1.5941
1.0309	195.5352	153300	1.6080
1.0729	195.6626	153400	1.5893
1.0476	195.7901	153500	1.5976
1.0378	195.9175	153600	1.6000
1.0328	196.0459	153700	1.6093
1.043	196.1733	153800	1.5954
1.032	196.3007	153900	1.5902
1.0267	196.4282	154000	1.5904
1.0611	196.5556	154100	1.5959
1.035	196.6830	154200	1.5994
1.0342	196.8104	154300	1.6018
1.0375	196.9379	154400	1.6207
1.0137	197.0663	154500	1.6038
1.0478	197.1937	154600	1.6006
1.0411	197.3211	154700	1.6007
1.0726	197.4486	154800	1.6009
1.0434	197.5760	154900	1.5972
1.0509	197.7034	155000	1.5945
1.0534	197.8308	155100	1.5906
1.048	197.9583	155200	1.6046
1.0606	198.0867	155300	1.6045
1.0694	198.2141	155400	1.6031
1.0574	198.3415	155500	1.5948
1.0592	198.4689	155600	1.6037
1.0491	198.5964	155700	1.6078
1.0604	198.7238	155800	1.5988
1.0206	198.8512	155900	1.5922
1.061	198.9787	156000	1.6050
1.0498	199.1070	156100	1.5927
1.0396	199.2345	156200	1.5976
1.0553	199.3619	156300	1.5973
1.0394	199.4893	156400	1.5961
1.0333	199.6168	156500	1.6057
1.0211	199.7442	156600	1.5940
1.03	199.8716	156700	1.6086
1.0821	199.9990	156800	1.6051

Framework versions

• Transformers 4.51.3
• Pytorch 2.7.0+cu126
• Datasets 3.5.0
• Tokenizers 0.21.1