segformer-finetuned-biofilm-randaug

This model is a fine-tuned version of nvidia/mit-b0 on the heroza/biofilm dataset. It achieves the following results on the evaluation set:

• Loss: 0.4306
• Mean Iou: 0.3057
• Mean Accuracy: 0.6114
• Overall Accuracy: 0.6114
• Accuracy Background: nan
• Accuracy Biofilm: 0.6114
• Iou Background: 0.0
• Iou Biofilm: 0.6114

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: 6e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 1337
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: polynomial
• training_steps: 10000

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Background	Accuracy Biofilm	Iou Background	Iou Biofilm
No log	1.0	17	0.6674	0.4844	0.9688	0.9688	nan	0.9688	0.0	0.9688
No log	2.0	34	0.5518	0.4793	0.9586	0.9586	nan	0.9586	0.0	0.9586
No log	3.0	51	0.4222	0.4466	0.8932	0.8932	nan	0.8932	0.0	0.8932
No log	4.0	68	0.3177	0.4490	0.8981	0.8981	nan	0.8981	0.0	0.8981
No log	5.0	85	0.2738	0.3556	0.7111	0.7111	nan	0.7111	0.0	0.7111
0.4889	6.0	102	0.2759	0.2803	0.5605	0.5605	nan	0.5605	0.0	0.5605
0.4889	7.0	119	0.2249	0.2976	0.5952	0.5952	nan	0.5952	0.0	0.5952
0.4889	8.0	136	0.2192	0.3665	0.7330	0.7330	nan	0.7330	0.0	0.7330
0.4889	9.0	153	0.2162	0.3126	0.6251	0.6251	nan	0.6251	0.0	0.6251
0.4889	10.0	170	0.2030	0.2166	0.4333	0.4333	nan	0.4333	0.0	0.4333
0.4889	11.0	187	0.1832	0.1711	0.3421	0.3421	nan	0.3421	0.0	0.3421
0.2609	12.0	204	0.1986	0.1989	0.3979	0.3979	nan	0.3979	0.0	0.3979
0.2609	13.0	221	0.1815	0.2160	0.4319	0.4319	nan	0.4319	0.0	0.4319
0.2609	14.0	238	0.1765	0.2622	0.5245	0.5245	nan	0.5245	0.0	0.5245
0.2609	15.0	255	0.1582	0.3057	0.6114	0.6114	nan	0.6114	0.0	0.6114
0.2609	16.0	272	0.1587	0.2145	0.4289	0.4289	nan	0.4289	0.0	0.4289
0.2609	17.0	289	0.1613	0.2606	0.5212	0.5212	nan	0.5212	0.0	0.5212
0.1999	18.0	306	0.1600	0.2311	0.4623	0.4623	nan	0.4623	0.0	0.4623
0.1999	19.0	323	0.1679	0.3086	0.6173	0.6173	nan	0.6173	0.0	0.6173
0.1999	20.0	340	0.1552	0.3064	0.6129	0.6129	nan	0.6129	0.0	0.6129
0.1999	21.0	357	0.1766	0.2478	0.4956	0.4956	nan	0.4956	0.0	0.4956
0.1999	22.0	374	0.1458	0.2863	0.5726	0.5726	nan	0.5726	0.0	0.5726
0.1999	23.0	391	0.1632	0.2746	0.5492	0.5492	nan	0.5492	0.0	0.5492
0.1578	24.0	408	0.1879	0.2251	0.4501	0.4501	nan	0.4501	0.0	0.4501
0.1578	25.0	425	0.2066	0.1449	0.2898	0.2898	nan	0.2898	0.0	0.2898
0.1578	26.0	442	0.1912	0.2241	0.4482	0.4482	nan	0.4482	0.0	0.4482
0.1578	27.0	459	0.1981	0.2262	0.4524	0.4524	nan	0.4524	0.0	0.4524
0.1578	28.0	476	0.1459	0.3215	0.6431	0.6431	nan	0.6431	0.0	0.6431
0.1578	29.0	493	0.1668	0.2364	0.4728	0.4728	nan	0.4728	0.0	0.4728
0.1261	30.0	510	0.1760	0.2889	0.5777	0.5777	nan	0.5777	0.0	0.5777
0.1261	31.0	527	0.1763	0.2784	0.5569	0.5569	nan	0.5569	0.0	0.5569
0.1261	32.0	544	0.1706	0.2825	0.5649	0.5649	nan	0.5649	0.0	0.5649
0.1261	33.0	561	0.2034	0.2156	0.4311	0.4311	nan	0.4311	0.0	0.4311
0.1261	34.0	578	0.1936	0.3185	0.6371	0.6371	nan	0.6371	0.0	0.6371
0.1261	35.0	595	0.2123	0.3298	0.6596	0.6596	nan	0.6596	0.0	0.6596
0.1059	36.0	612	0.1412	0.3405	0.6809	0.6809	nan	0.6809	0.0	0.6809
0.1059	37.0	629	0.2145	0.1968	0.3937	0.3937	nan	0.3937	0.0	0.3937
0.1059	38.0	646	0.1642	0.3003	0.6006	0.6006	nan	0.6006	0.0	0.6006
0.1059	39.0	663	0.1624	0.2944	0.5887	0.5887	nan	0.5887	0.0	0.5887
0.1059	40.0	680	0.1407	0.3553	0.7107	0.7107	nan	0.7107	0.0	0.7107
0.1059	41.0	697	0.1870	0.3126	0.6252	0.6252	nan	0.6252	0.0	0.6252
0.0872	42.0	714	0.2347	0.1837	0.3674	0.3674	nan	0.3674	0.0	0.3674
0.0872	43.0	731	0.1563	0.3162	0.6325	0.6325	nan	0.6325	0.0	0.6325
0.0872	44.0	748	0.1643	0.3404	0.6808	0.6808	nan	0.6808	0.0	0.6808
0.0872	45.0	765	0.1649	0.3465	0.6930	0.6930	nan	0.6930	0.0	0.6930
0.0872	46.0	782	0.1919	0.2682	0.5364	0.5364	nan	0.5364	0.0	0.5364
0.0872	47.0	799	0.1742	0.2860	0.5721	0.5721	nan	0.5721	0.0	0.5721
0.0752	48.0	816	0.2261	0.2519	0.5038	0.5038	nan	0.5038	0.0	0.5038
0.0752	49.0	833	0.2543	0.1762	0.3525	0.3525	nan	0.3525	0.0	0.3525
0.0752	50.0	850	0.1658	0.3234	0.6467	0.6467	nan	0.6467	0.0	0.6467
0.0752	51.0	867	0.1978	0.2601	0.5202	0.5202	nan	0.5202	0.0	0.5202
0.0752	52.0	884	0.1715	0.3039	0.6078	0.6078	nan	0.6078	0.0	0.6078
0.0689	53.0	901	0.1934	0.3212	0.6424	0.6424	nan	0.6424	0.0	0.6424
0.0689	54.0	918	0.1992	0.2743	0.5487	0.5487	nan	0.5487	0.0	0.5487
0.0689	55.0	935	0.2585	0.2042	0.4084	0.4084	nan	0.4084	0.0	0.4084
0.0689	56.0	952	0.2068	0.3436	0.6873	0.6873	nan	0.6873	0.0	0.6873
0.0689	57.0	969	0.2734	0.1813	0.3626	0.3626	nan	0.3626	0.0	0.3626
0.0689	58.0	986	0.2364	0.2680	0.5361	0.5361	nan	0.5361	0.0	0.5361
0.0645	59.0	1003	0.1642	0.3341	0.6682	0.6682	nan	0.6682	0.0	0.6682
0.0645	60.0	1020	0.2442	0.2592	0.5184	0.5184	nan	0.5184	0.0	0.5184
0.0645	61.0	1037	0.2419	0.2353	0.4706	0.4706	nan	0.4706	0.0	0.4706
0.0645	62.0	1054	0.1654	0.2982	0.5964	0.5964	nan	0.5964	0.0	0.5964
0.0645	63.0	1071	0.2362	0.2378	0.4756	0.4756	nan	0.4756	0.0	0.4756
0.0645	64.0	1088	0.2227	0.2483	0.4965	0.4965	nan	0.4965	0.0	0.4965
0.0561	65.0	1105	0.2380	0.2635	0.5270	0.5270	nan	0.5270	0.0	0.5270
0.0561	66.0	1122	0.2745	0.1629	0.3258	0.3258	nan	0.3258	0.0	0.3258
0.0561	67.0	1139	0.1961	0.3244	0.6487	0.6487	nan	0.6487	0.0	0.6487
0.0561	68.0	1156	0.1577	0.3272	0.6544	0.6544	nan	0.6544	0.0	0.6544
0.0561	69.0	1173	0.1463	0.3780	0.7560	0.7560	nan	0.7560	0.0	0.7560
0.0561	70.0	1190	0.2141	0.2545	0.5091	0.5091	nan	0.5091	0.0	0.5091
0.0549	71.0	1207	0.2394	0.2334	0.4668	0.4668	nan	0.4668	0.0	0.4668
0.0549	72.0	1224	0.2085	0.2973	0.5946	0.5946	nan	0.5946	0.0	0.5946
0.0549	73.0	1241	0.3042	0.2044	0.4089	0.4089	nan	0.4089	0.0	0.4089
0.0549	74.0	1258	0.2356	0.2256	0.4511	0.4511	nan	0.4511	0.0	0.4511
0.0549	75.0	1275	0.3331	0.1956	0.3912	0.3912	nan	0.3912	0.0	0.3912
0.0549	76.0	1292	0.2038	0.2883	0.5765	0.5765	nan	0.5765	0.0	0.5765
0.052	77.0	1309	0.2562	0.2729	0.5458	0.5458	nan	0.5458	0.0	0.5458
0.052	78.0	1326	0.2636	0.2572	0.5144	0.5144	nan	0.5144	0.0	0.5144
0.052	79.0	1343	0.2173	0.2927	0.5855	0.5855	nan	0.5855	0.0	0.5855
0.052	80.0	1360	0.2501	0.2696	0.5392	0.5392	nan	0.5392	0.0	0.5392
0.052	81.0	1377	0.2161	0.2966	0.5931	0.5931	nan	0.5931	0.0	0.5931
0.052	82.0	1394	0.1909	0.3241	0.6483	0.6483	nan	0.6483	0.0	0.6483
0.0443	83.0	1411	0.2050	0.3288	0.6575	0.6575	nan	0.6575	0.0	0.6575
0.0443	84.0	1428	0.2235	0.2729	0.5457	0.5457	nan	0.5457	0.0	0.5457
0.0443	85.0	1445	0.1675	0.3638	0.7277	0.7277	nan	0.7277	0.0	0.7277
0.0443	86.0	1462	0.2688	0.2368	0.4736	0.4736	nan	0.4736	0.0	0.4736
0.0443	87.0	1479	0.2157	0.3284	0.6567	0.6567	nan	0.6567	0.0	0.6567
0.0443	88.0	1496	0.1939	0.3152	0.6305	0.6305	nan	0.6305	0.0	0.6305
0.0415	89.0	1513	0.2414	0.2721	0.5443	0.5443	nan	0.5443	0.0	0.5443
0.0415	90.0	1530	0.2420	0.2787	0.5574	0.5574	nan	0.5574	0.0	0.5574
0.0415	91.0	1547	0.2366	0.2895	0.5791	0.5791	nan	0.5791	0.0	0.5791
0.0415	92.0	1564	0.2166	0.3065	0.6129	0.6129	nan	0.6129	0.0	0.6129
0.0415	93.0	1581	0.2434	0.2527	0.5054	0.5054	nan	0.5054	0.0	0.5054
0.0415	94.0	1598	0.2563	0.2580	0.5160	0.5160	nan	0.5160	0.0	0.5160
0.0388	95.0	1615	0.2248	0.3255	0.6510	0.6510	nan	0.6510	0.0	0.6510
0.0388	96.0	1632	0.2401	0.3084	0.6168	0.6168	nan	0.6168	0.0	0.6168
0.0388	97.0	1649	0.2428	0.2843	0.5686	0.5686	nan	0.5686	0.0	0.5686
0.0388	98.0	1666	0.2312	0.3100	0.6201	0.6201	nan	0.6201	0.0	0.6201
0.0388	99.0	1683	0.1953	0.3197	0.6393	0.6393	nan	0.6393	0.0	0.6393
0.0373	100.0	1700	0.2306	0.3005	0.6011	0.6011	nan	0.6011	0.0	0.6011
0.0373	101.0	1717	0.2107	0.3189	0.6378	0.6378	nan	0.6378	0.0	0.6378
0.0373	102.0	1734	0.2802	0.2345	0.4690	0.4690	nan	0.4690	0.0	0.4690
0.0373	103.0	1751	0.2648	0.2681	0.5362	0.5362	nan	0.5362	0.0	0.5362
0.0373	104.0	1768	0.2315	0.2959	0.5917	0.5917	nan	0.5917	0.0	0.5917
0.0373	105.0	1785	0.1873	0.3414	0.6827	0.6827	nan	0.6827	0.0	0.6827
0.0342	106.0	1802	0.2400	0.2910	0.5820	0.5820	nan	0.5820	0.0	0.5820
0.0342	107.0	1819	0.2519	0.2744	0.5488	0.5488	nan	0.5488	0.0	0.5488
0.0342	108.0	1836	0.2480	0.3019	0.6039	0.6039	nan	0.6039	0.0	0.6039
0.0342	109.0	1853	0.1951	0.3181	0.6361	0.6361	nan	0.6361	0.0	0.6361
0.0342	110.0	1870	0.2524	0.2850	0.5700	0.5700	nan	0.5700	0.0	0.5700
0.0342	111.0	1887	0.2509	0.2905	0.5810	0.5810	nan	0.5810	0.0	0.5810
0.035	112.0	1904	0.2675	0.2813	0.5626	0.5626	nan	0.5626	0.0	0.5626
0.035	113.0	1921	0.2675	0.2514	0.5029	0.5029	nan	0.5029	0.0	0.5029
0.035	114.0	1938	0.2168	0.2963	0.5925	0.5925	nan	0.5925	0.0	0.5925
0.035	115.0	1955	0.2993	0.2421	0.4842	0.4842	nan	0.4842	0.0	0.4842
0.035	116.0	1972	0.2444	0.2834	0.5667	0.5667	nan	0.5667	0.0	0.5667
0.035	117.0	1989	0.2413	0.3029	0.6059	0.6059	nan	0.6059	0.0	0.6059
0.0309	118.0	2006	0.2579	0.2634	0.5268	0.5268	nan	0.5268	0.0	0.5268
0.0309	119.0	2023	0.2970	0.2105	0.4210	0.4210	nan	0.4210	0.0	0.4210
0.0309	120.0	2040	0.2393	0.3094	0.6188	0.6188	nan	0.6188	0.0	0.6188
0.0309	121.0	2057	0.2451	0.3052	0.6104	0.6104	nan	0.6104	0.0	0.6104
0.0309	122.0	2074	0.2217	0.3164	0.6328	0.6328	nan	0.6328	0.0	0.6328
0.0309	123.0	2091	0.3259	0.2213	0.4425	0.4425	nan	0.4425	0.0	0.4425
0.0309	124.0	2108	0.2079	0.3135	0.6271	0.6271	nan	0.6271	0.0	0.6271
0.0309	125.0	2125	0.2401	0.2751	0.5501	0.5501	nan	0.5501	0.0	0.5501
0.0309	126.0	2142	0.2544	0.2962	0.5923	0.5923	nan	0.5923	0.0	0.5923
0.0309	127.0	2159	0.2099	0.3293	0.6585	0.6585	nan	0.6585	0.0	0.6585
0.0309	128.0	2176	0.2413	0.2934	0.5868	0.5868	nan	0.5868	0.0	0.5868
0.0309	129.0	2193	0.2365	0.2859	0.5717	0.5717	nan	0.5717	0.0	0.5717
0.0292	130.0	2210	0.2953	0.2527	0.5054	0.5054	nan	0.5054	0.0	0.5054
0.0292	131.0	2227	0.2130	0.3461	0.6922	0.6922	nan	0.6922	0.0	0.6922
0.0292	132.0	2244	0.2623	0.2781	0.5562	0.5562	nan	0.5562	0.0	0.5562
0.0292	133.0	2261	0.2711	0.2683	0.5366	0.5366	nan	0.5366	0.0	0.5366
0.0292	134.0	2278	0.3353	0.2347	0.4693	0.4693	nan	0.4693	0.0	0.4693
0.0292	135.0	2295	0.2565	0.2801	0.5602	0.5602	nan	0.5602	0.0	0.5602
0.027	136.0	2312	0.2862	0.2654	0.5308	0.5308	nan	0.5308	0.0	0.5308
0.027	137.0	2329	0.2559	0.2845	0.5691	0.5691	nan	0.5691	0.0	0.5691
0.027	138.0	2346	0.3036	0.2306	0.4612	0.4612	nan	0.4612	0.0	0.4612
0.027	139.0	2363	0.2488	0.2880	0.5759	0.5759	nan	0.5759	0.0	0.5759
0.027	140.0	2380	0.3199	0.2499	0.4999	0.4999	nan	0.4999	0.0	0.4999
0.027	141.0	2397	0.2886	0.2628	0.5257	0.5257	nan	0.5257	0.0	0.5257
0.0252	142.0	2414	0.3268	0.2443	0.4886	0.4886	nan	0.4886	0.0	0.4886
0.0252	143.0	2431	0.2823	0.2895	0.5789	0.5789	nan	0.5789	0.0	0.5789
0.0252	144.0	2448	0.2377	0.3075	0.6150	0.6150	nan	0.6150	0.0	0.6150
0.0252	145.0	2465	0.2820	0.2937	0.5874	0.5874	nan	0.5874	0.0	0.5874
0.0252	146.0	2482	0.2880	0.2930	0.5859	0.5859	nan	0.5859	0.0	0.5859
0.0252	147.0	2499	0.2945	0.2652	0.5305	0.5305	nan	0.5305	0.0	0.5305
0.0259	148.0	2516	0.2535	0.3036	0.6071	0.6071	nan	0.6071	0.0	0.6071
0.0259	149.0	2533	0.2400	0.3087	0.6175	0.6175	nan	0.6175	0.0	0.6175
0.0259	150.0	2550	0.2727	0.2967	0.5935	0.5935	nan	0.5935	0.0	0.5935
0.0259	151.0	2567	0.2657	0.2979	0.5959	0.5959	nan	0.5959	0.0	0.5959
0.0259	152.0	2584	0.2841	0.2768	0.5535	0.5535	nan	0.5535	0.0	0.5535
0.0254	153.0	2601	0.2791	0.2798	0.5595	0.5595	nan	0.5595	0.0	0.5595
0.0254	154.0	2618	0.2479	0.3126	0.6253	0.6253	nan	0.6253	0.0	0.6253
0.0254	155.0	2635	0.2676	0.2962	0.5923	0.5923	nan	0.5923	0.0	0.5923
0.0254	156.0	2652	0.2739	0.2887	0.5774	0.5774	nan	0.5774	0.0	0.5774
0.0254	157.0	2669	0.2819	0.2740	0.5480	0.5480	nan	0.5480	0.0	0.5480
0.0254	158.0	2686	0.3070	0.2606	0.5212	0.5212	nan	0.5212	0.0	0.5212
0.0227	159.0	2703	0.3424	0.2430	0.4859	0.4859	nan	0.4859	0.0	0.4859
0.0227	160.0	2720	0.2430	0.3139	0.6277	0.6277	nan	0.6277	0.0	0.6277
0.0227	161.0	2737	0.2543	0.3147	0.6294	0.6294	nan	0.6294	0.0	0.6294
0.0227	162.0	2754	0.2940	0.2663	0.5326	0.5326	nan	0.5326	0.0	0.5326
0.0227	163.0	2771	0.2740	0.2860	0.5720	0.5720	nan	0.5720	0.0	0.5720
0.0227	164.0	2788	0.2627	0.3038	0.6077	0.6077	nan	0.6077	0.0	0.6077
0.0252	165.0	2805	0.2962	0.2780	0.5560	0.5560	nan	0.5560	0.0	0.5560
0.0252	166.0	2822	0.2378	0.3219	0.6438	0.6438	nan	0.6438	0.0	0.6438
0.0252	167.0	2839	0.2764	0.2984	0.5969	0.5969	nan	0.5969	0.0	0.5969
0.0252	168.0	2856	0.2967	0.2638	0.5275	0.5275	nan	0.5275	0.0	0.5275
0.0252	169.0	2873	0.3079	0.2656	0.5312	0.5312	nan	0.5312	0.0	0.5312
0.0252	170.0	2890	0.2756	0.2822	0.5644	0.5644	nan	0.5644	0.0	0.5644
0.0209	171.0	2907	0.2951	0.2918	0.5837	0.5837	nan	0.5837	0.0	0.5837
0.0209	172.0	2924	0.3033	0.2662	0.5323	0.5323	nan	0.5323	0.0	0.5323
0.0209	173.0	2941	0.3063	0.2787	0.5574	0.5574	nan	0.5574	0.0	0.5574
0.0209	174.0	2958	0.3466	0.2723	0.5447	0.5447	nan	0.5447	0.0	0.5447
0.0209	175.0	2975	0.2581	0.3308	0.6615	0.6615	nan	0.6615	0.0	0.6615
0.0209	176.0	2992	0.2857	0.2992	0.5984	0.5984	nan	0.5984	0.0	0.5984
0.023	177.0	3009	0.3121	0.2833	0.5667	0.5667	nan	0.5667	0.0	0.5667
0.023	178.0	3026	0.2946	0.2924	0.5848	0.5848	nan	0.5848	0.0	0.5848
0.023	179.0	3043	0.3218	0.2661	0.5322	0.5322	nan	0.5322	0.0	0.5322
0.023	180.0	3060	0.2708	0.2962	0.5923	0.5923	nan	0.5923	0.0	0.5923
0.023	181.0	3077	0.2583	0.3168	0.6335	0.6335	nan	0.6335	0.0	0.6335
0.023	182.0	3094	0.2973	0.2877	0.5753	0.5753	nan	0.5753	0.0	0.5753
0.0219	183.0	3111	0.2475	0.3187	0.6375	0.6375	nan	0.6375	0.0	0.6375
0.0219	184.0	3128	0.3199	0.2603	0.5206	0.5206	nan	0.5206	0.0	0.5206
0.0219	185.0	3145	0.3216	0.2710	0.5421	0.5421	nan	0.5421	0.0	0.5421
0.0219	186.0	3162	0.2588	0.3185	0.6370	0.6370	nan	0.6370	0.0	0.6370
0.0219	187.0	3179	0.3004	0.2752	0.5504	0.5504	nan	0.5504	0.0	0.5504
0.0219	188.0	3196	0.3277	0.2858	0.5715	0.5715	nan	0.5715	0.0	0.5715
0.0202	189.0	3213	0.3171	0.2589	0.5177	0.5177	nan	0.5177	0.0	0.5177
0.0202	190.0	3230	0.3149	0.3120	0.6240	0.6240	nan	0.6240	0.0	0.6240
0.0202	191.0	3247	0.3082	0.2806	0.5613	0.5613	nan	0.5613	0.0	0.5613
0.0202	192.0	3264	0.2720	0.3069	0.6138	0.6138	nan	0.6138	0.0	0.6138
0.0202	193.0	3281	0.3200	0.2755	0.5510	0.5510	nan	0.5510	0.0	0.5510
0.0202	194.0	3298	0.3433	0.2613	0.5227	0.5227	nan	0.5227	0.0	0.5227
0.0237	195.0	3315	0.3030	0.2728	0.5457	0.5457	nan	0.5457	0.0	0.5457
0.0237	196.0	3332	0.2819	0.3170	0.6340	0.6340	nan	0.6340	0.0	0.6340
0.0237	197.0	3349	0.3183	0.2835	0.5669	0.5669	nan	0.5669	0.0	0.5669
0.0237	198.0	3366	0.3097	0.2933	0.5866	0.5866	nan	0.5866	0.0	0.5866
0.0237	199.0	3383	0.3036	0.2938	0.5875	0.5875	nan	0.5875	0.0	0.5875
0.0205	200.0	3400	0.2574	0.3236	0.6472	0.6472	nan	0.6472	0.0	0.6472
0.0205	201.0	3417	0.3599	0.2607	0.5214	0.5214	nan	0.5214	0.0	0.5214
0.0205	202.0	3434	0.2962	0.2975	0.5949	0.5949	nan	0.5949	0.0	0.5949
0.0205	203.0	3451	0.3501	0.2784	0.5569	0.5569	nan	0.5569	0.0	0.5569
0.0205	204.0	3468	0.3454	0.2505	0.5010	0.5010	nan	0.5010	0.0	0.5010
0.0205	205.0	3485	0.2727	0.3116	0.6231	0.6231	nan	0.6231	0.0	0.6231
0.0193	206.0	3502	0.2819	0.3079	0.6158	0.6158	nan	0.6158	0.0	0.6158
0.0193	207.0	3519	0.3562	0.2504	0.5008	0.5008	nan	0.5008	0.0	0.5008
0.0193	208.0	3536	0.3218	0.2848	0.5695	0.5695	nan	0.5695	0.0	0.5695
0.0193	209.0	3553	0.3169	0.2918	0.5837	0.5837	nan	0.5837	0.0	0.5837
0.0193	210.0	3570	0.3461	0.2552	0.5104	0.5104	nan	0.5104	0.0	0.5104
0.0193	211.0	3587	0.2890	0.3014	0.6028	0.6028	nan	0.6028	0.0	0.6028
0.0189	212.0	3604	0.3352	0.2722	0.5444	0.5444	nan	0.5444	0.0	0.5444
0.0189	213.0	3621	0.3063	0.2986	0.5972	0.5972	nan	0.5972	0.0	0.5972
0.0189	214.0	3638	0.2891	0.3274	0.6548	0.6548	nan	0.6548	0.0	0.6548
0.0189	215.0	3655	0.3136	0.2936	0.5873	0.5873	nan	0.5873	0.0	0.5873
0.0189	216.0	3672	0.2965	0.3023	0.6046	0.6046	nan	0.6046	0.0	0.6046
0.0189	217.0	3689	0.2980	0.2987	0.5975	0.5975	nan	0.5975	0.0	0.5975
0.0172	218.0	3706	0.3808	0.2472	0.4944	0.4944	nan	0.4944	0.0	0.4944
0.0172	219.0	3723	0.2865	0.3246	0.6492	0.6492	nan	0.6492	0.0	0.6492
0.0172	220.0	3740	0.3163	0.2957	0.5914	0.5914	nan	0.5914	0.0	0.5914
0.0172	221.0	3757	0.2988	0.3035	0.6071	0.6071	nan	0.6071	0.0	0.6071
0.0172	222.0	3774	0.3583	0.2603	0.5206	0.5206	nan	0.5206	0.0	0.5206
0.0172	223.0	3791	0.3014	0.3014	0.6027	0.6027	nan	0.6027	0.0	0.6027
0.0177	224.0	3808	0.3326	0.2789	0.5578	0.5578	nan	0.5578	0.0	0.5578
0.0177	225.0	3825	0.3320	0.2892	0.5785	0.5785	nan	0.5785	0.0	0.5785
0.0177	226.0	3842	0.3026	0.3162	0.6325	0.6325	nan	0.6325	0.0	0.6325
0.0177	227.0	3859	0.3152	0.2933	0.5867	0.5867	nan	0.5867	0.0	0.5867
0.0177	228.0	3876	0.3405	0.2700	0.5399	0.5399	nan	0.5399	0.0	0.5399
0.0177	229.0	3893	0.3267	0.2962	0.5924	0.5924	nan	0.5924	0.0	0.5924
0.0176	230.0	3910	0.2928	0.3337	0.6675	0.6675	nan	0.6675	0.0	0.6675
0.0176	231.0	3927	0.2953	0.3159	0.6318	0.6318	nan	0.6318	0.0	0.6318
0.0176	232.0	3944	0.3160	0.2893	0.5785	0.5785	nan	0.5785	0.0	0.5785
0.0176	233.0	3961	0.3832	0.2587	0.5174	0.5174	nan	0.5174	0.0	0.5174
0.0176	234.0	3978	0.3068	0.3039	0.6078	0.6078	nan	0.6078	0.0	0.6078
0.0176	235.0	3995	0.2875	0.3287	0.6575	0.6575	nan	0.6575	0.0	0.6575
0.0183	236.0	4012	0.3400	0.2744	0.5487	0.5487	nan	0.5487	0.0	0.5487
0.0183	237.0	4029	0.3610	0.2548	0.5096	0.5096	nan	0.5096	0.0	0.5096
0.0183	238.0	4046	0.3143	0.2795	0.5590	0.5590	nan	0.5590	0.0	0.5590
0.0183	239.0	4063	0.3445	0.2789	0.5578	0.5578	nan	0.5578	0.0	0.5578
0.0183	240.0	4080	0.3204	0.2886	0.5773	0.5773	nan	0.5773	0.0	0.5773
0.0183	241.0	4097	0.3391	0.2724	0.5448	0.5448	nan	0.5448	0.0	0.5448
0.0176	242.0	4114	0.2673	0.3249	0.6498	0.6498	nan	0.6498	0.0	0.6498
0.0176	243.0	4131	0.3581	0.2691	0.5381	0.5381	nan	0.5381	0.0	0.5381
0.0176	244.0	4148	0.2896	0.3244	0.6487	0.6487	nan	0.6487	0.0	0.6487
0.0176	245.0	4165	0.3103	0.3114	0.6228	0.6228	nan	0.6228	0.0	0.6228
0.0176	246.0	4182	0.3214	0.2851	0.5701	0.5701	nan	0.5701	0.0	0.5701
0.0176	247.0	4199	0.3394	0.2713	0.5426	0.5426	nan	0.5426	0.0	0.5426
0.0176	248.0	4216	0.2937	0.3104	0.6209	0.6209	nan	0.6209	0.0	0.6209
0.0176	249.0	4233	0.3031	0.2906	0.5811	0.5811	nan	0.5811	0.0	0.5811
0.0176	250.0	4250	0.3393	0.2733	0.5465	0.5465	nan	0.5465	0.0	0.5465
0.0176	251.0	4267	0.3367	0.2670	0.5339	0.5339	nan	0.5339	0.0	0.5339
0.0176	252.0	4284	0.3201	0.2960	0.5919	0.5919	nan	0.5919	0.0	0.5919
0.0165	253.0	4301	0.3096	0.3043	0.6087	0.6087	nan	0.6087	0.0	0.6087
0.0165	254.0	4318	0.3716	0.2687	0.5375	0.5375	nan	0.5375	0.0	0.5375
0.0165	255.0	4335	0.3400	0.2955	0.5910	0.5910	nan	0.5910	0.0	0.5910
0.0165	256.0	4352	0.3462	0.2935	0.5871	0.5871	nan	0.5871	0.0	0.5871
0.0165	257.0	4369	0.3156	0.3052	0.6105	0.6105	nan	0.6105	0.0	0.6105
0.0165	258.0	4386	0.3513	0.2909	0.5818	0.5818	nan	0.5818	0.0	0.5818
0.0176	259.0	4403	0.3405	0.2740	0.5479	0.5479	nan	0.5479	0.0	0.5479
0.0176	260.0	4420	0.3940	0.2478	0.4957	0.4957	nan	0.4957	0.0	0.4957
0.0176	261.0	4437	0.3228	0.3051	0.6103	0.6103	nan	0.6103	0.0	0.6103
0.0176	262.0	4454	0.3313	0.2954	0.5907	0.5907	nan	0.5907	0.0	0.5907
0.0176	263.0	4471	0.3177	0.3012	0.6025	0.6025	nan	0.6025	0.0	0.6025
0.0176	264.0	4488	0.3824	0.2735	0.5471	0.5471	nan	0.5471	0.0	0.5471
0.0159	265.0	4505	0.3360	0.2949	0.5898	0.5898	nan	0.5898	0.0	0.5898
0.0159	266.0	4522	0.3452	0.2923	0.5846	0.5846	nan	0.5846	0.0	0.5846
0.0159	267.0	4539	0.3172	0.3009	0.6019	0.6019	nan	0.6019	0.0	0.6019
0.0159	268.0	4556	0.3600	0.2714	0.5428	0.5428	nan	0.5428	0.0	0.5428
0.0159	269.0	4573	0.3350	0.2964	0.5928	0.5928	nan	0.5928	0.0	0.5928
0.0159	270.0	4590	0.3303	0.3055	0.6110	0.6110	nan	0.6110	0.0	0.6110
0.015	271.0	4607	0.3159	0.3038	0.6075	0.6075	nan	0.6075	0.0	0.6075
0.015	272.0	4624	0.3426	0.2952	0.5904	0.5904	nan	0.5904	0.0	0.5904
0.015	273.0	4641	0.3598	0.2912	0.5823	0.5823	nan	0.5823	0.0	0.5823
0.015	274.0	4658	0.3687	0.2806	0.5612	0.5612	nan	0.5612	0.0	0.5612
0.015	275.0	4675	0.3577	0.2775	0.5549	0.5549	nan	0.5549	0.0	0.5549
0.015	276.0	4692	0.3415	0.3010	0.6020	0.6020	nan	0.6020	0.0	0.6020
0.015	277.0	4709	0.3399	0.2908	0.5815	0.5815	nan	0.5815	0.0	0.5815
0.015	278.0	4726	0.3701	0.2750	0.5500	0.5500	nan	0.5500	0.0	0.5500
0.015	279.0	4743	0.3450	0.2918	0.5835	0.5835	nan	0.5835	0.0	0.5835
0.015	280.0	4760	0.3458	0.2988	0.5976	0.5976	nan	0.5976	0.0	0.5976
0.015	281.0	4777	0.2950	0.3359	0.6718	0.6718	nan	0.6718	0.0	0.6718
0.015	282.0	4794	0.3417	0.2909	0.5817	0.5817	nan	0.5817	0.0	0.5817
0.0177	283.0	4811	0.3767	0.2765	0.5530	0.5530	nan	0.5530	0.0	0.5530
0.0177	284.0	4828	0.3312	0.3076	0.6153	0.6153	nan	0.6153	0.0	0.6153
0.0177	285.0	4845	0.3705	0.2740	0.5480	0.5480	nan	0.5480	0.0	0.5480
0.0177	286.0	4862	0.3555	0.2927	0.5853	0.5853	nan	0.5853	0.0	0.5853
0.0177	287.0	4879	0.2890	0.3176	0.6351	0.6351	nan	0.6351	0.0	0.6351
0.0177	288.0	4896	0.3108	0.3086	0.6171	0.6171	nan	0.6171	0.0	0.6171
0.0141	289.0	4913	0.3178	0.3024	0.6049	0.6049	nan	0.6049	0.0	0.6049
0.0141	290.0	4930	0.3496	0.2756	0.5513	0.5513	nan	0.5513	0.0	0.5513
0.0141	291.0	4947	0.3050	0.3160	0.6319	0.6319	nan	0.6319	0.0	0.6319
0.0141	292.0	4964	0.3678	0.2767	0.5534	0.5534	nan	0.5534	0.0	0.5534
0.0141	293.0	4981	0.3403	0.3096	0.6191	0.6191	nan	0.6191	0.0	0.6191
0.0141	294.0	4998	0.3362	0.2952	0.5904	0.5904	nan	0.5904	0.0	0.5904
0.0137	295.0	5015	0.3655	0.2832	0.5664	0.5664	nan	0.5664	0.0	0.5664
0.0137	296.0	5032	0.3423	0.2967	0.5935	0.5935	nan	0.5935	0.0	0.5935
0.0137	297.0	5049	0.3575	0.2761	0.5523	0.5523	nan	0.5523	0.0	0.5523
0.0137	298.0	5066	0.3543	0.2991	0.5982	0.5982	nan	0.5982	0.0	0.5982
0.0137	299.0	5083	0.3959	0.2557	0.5114	0.5114	nan	0.5114	0.0	0.5114
0.0134	300.0	5100	0.3686	0.2771	0.5543	0.5543	nan	0.5543	0.0	0.5543
0.0134	301.0	5117	0.3616	0.2870	0.5740	0.5740	nan	0.5740	0.0	0.5740
0.0134	302.0	5134	0.3575	0.3045	0.6090	0.6090	nan	0.6090	0.0	0.6090
0.0134	303.0	5151	0.4048	0.2654	0.5308	0.5308	nan	0.5308	0.0	0.5308
0.0134	304.0	5168	0.3203	0.3055	0.6111	0.6111	nan	0.6111	0.0	0.6111
0.0134	305.0	5185	0.3840	0.2958	0.5916	0.5916	nan	0.5916	0.0	0.5916
0.0149	306.0	5202	0.3473	0.3099	0.6198	0.6198	nan	0.6198	0.0	0.6198
0.0149	307.0	5219	0.3686	0.2898	0.5796	0.5796	nan	0.5796	0.0	0.5796
0.0149	308.0	5236	0.3559	0.3002	0.6003	0.6003	nan	0.6003	0.0	0.6003
0.0149	309.0	5253	0.3551	0.2998	0.5996	0.5996	nan	0.5996	0.0	0.5996
0.0149	310.0	5270	0.3639	0.3031	0.6061	0.6061	nan	0.6061	0.0	0.6061
0.0149	311.0	5287	0.3499	0.3016	0.6032	0.6032	nan	0.6032	0.0	0.6032
0.013	312.0	5304	0.3516	0.3023	0.6047	0.6047	nan	0.6047	0.0	0.6047
0.013	313.0	5321	0.3578	0.3069	0.6137	0.6137	nan	0.6137	0.0	0.6137
0.013	314.0	5338	0.3605	0.2896	0.5793	0.5793	nan	0.5793	0.0	0.5793
0.013	315.0	5355	0.3435	0.3082	0.6163	0.6163	nan	0.6163	0.0	0.6163
0.013	316.0	5372	0.3669	0.2863	0.5727	0.5727	nan	0.5727	0.0	0.5727
0.013	317.0	5389	0.3849	0.2894	0.5789	0.5789	nan	0.5789	0.0	0.5789
0.0127	318.0	5406	0.3881	0.2824	0.5648	0.5648	nan	0.5648	0.0	0.5648
0.0127	319.0	5423	0.4092	0.2698	0.5396	0.5396	nan	0.5396	0.0	0.5396
0.0127	320.0	5440	0.3684	0.2866	0.5731	0.5731	nan	0.5731	0.0	0.5731
0.0127	321.0	5457	0.4034	0.2695	0.5391	0.5391	nan	0.5391	0.0	0.5391
0.0127	322.0	5474	0.3403	0.2960	0.5920	0.5920	nan	0.5920	0.0	0.5920
0.0127	323.0	5491	0.3584	0.3027	0.6054	0.6054	nan	0.6054	0.0	0.6054
0.013	324.0	5508	0.3437	0.2961	0.5921	0.5921	nan	0.5921	0.0	0.5921
0.013	325.0	5525	0.3828	0.2776	0.5553	0.5553	nan	0.5553	0.0	0.5553
0.013	326.0	5542	0.3391	0.3048	0.6096	0.6096	nan	0.6096	0.0	0.6096
0.013	327.0	5559	0.3471	0.3090	0.6181	0.6181	nan	0.6181	0.0	0.6181
0.013	328.0	5576	0.3542	0.3043	0.6086	0.6086	nan	0.6086	0.0	0.6086
0.013	329.0	5593	0.3437	0.3135	0.6271	0.6271	nan	0.6271	0.0	0.6271
0.0132	330.0	5610	0.3819	0.2882	0.5763	0.5763	nan	0.5763	0.0	0.5763
0.0132	331.0	5627	0.3618	0.2909	0.5818	0.5818	nan	0.5818	0.0	0.5818
0.0132	332.0	5644	0.3527	0.3005	0.6011	0.6011	nan	0.6011	0.0	0.6011
0.0132	333.0	5661	0.3699	0.3012	0.6023	0.6023	nan	0.6023	0.0	0.6023
0.0132	334.0	5678	0.3810	0.2864	0.5728	0.5728	nan	0.5728	0.0	0.5728
0.0132	335.0	5695	0.3724	0.2967	0.5934	0.5934	nan	0.5934	0.0	0.5934
0.0119	336.0	5712	0.3927	0.2764	0.5528	0.5528	nan	0.5528	0.0	0.5528
0.0119	337.0	5729	0.3961	0.2872	0.5743	0.5743	nan	0.5743	0.0	0.5743
0.0119	338.0	5746	0.4118	0.2622	0.5244	0.5244	nan	0.5244	0.0	0.5244
0.0119	339.0	5763	0.3707	0.3027	0.6054	0.6054	nan	0.6054	0.0	0.6054
0.0119	340.0	5780	0.4401	0.2636	0.5273	0.5273	nan	0.5273	0.0	0.5273
0.0119	341.0	5797	0.4054	0.2786	0.5573	0.5573	nan	0.5573	0.0	0.5573
0.0121	342.0	5814	0.3708	0.2966	0.5932	0.5932	nan	0.5932	0.0	0.5932
0.0121	343.0	5831	0.3484	0.3136	0.6272	0.6272	nan	0.6272	0.0	0.6272
0.0121	344.0	5848	0.4617	0.2425	0.4850	0.4850	nan	0.4850	0.0	0.4850
0.0121	345.0	5865	0.3462	0.3117	0.6234	0.6234	nan	0.6234	0.0	0.6234
0.0121	346.0	5882	0.4022	0.2726	0.5452	0.5452	nan	0.5452	0.0	0.5452
0.0121	347.0	5899	0.3907	0.2866	0.5732	0.5732	nan	0.5732	0.0	0.5732
0.0126	348.0	5916	0.3738	0.3015	0.6029	0.6029	nan	0.6029	0.0	0.6029
0.0126	349.0	5933	0.3815	0.2915	0.5830	0.5830	nan	0.5830	0.0	0.5830
0.0126	350.0	5950	0.3698	0.2972	0.5944	0.5944	nan	0.5944	0.0	0.5944
0.0126	351.0	5967	0.3967	0.2870	0.5740	0.5740	nan	0.5740	0.0	0.5740
0.0126	352.0	5984	0.3529	0.3153	0.6306	0.6306	nan	0.6306	0.0	0.6306
0.0126	353.0	6001	0.3957	0.2905	0.5810	0.5810	nan	0.5810	0.0	0.5810
0.0126	354.0	6018	0.3360	0.3171	0.6341	0.6341	nan	0.6341	0.0	0.6341
0.0126	355.0	6035	0.4099	0.2797	0.5593	0.5593	nan	0.5593	0.0	0.5593
0.0126	356.0	6052	0.4151	0.2711	0.5421	0.5421	nan	0.5421	0.0	0.5421
0.0126	357.0	6069	0.3506	0.3159	0.6317	0.6317	nan	0.6317	0.0	0.6317
0.0126	358.0	6086	0.3742	0.2985	0.5969	0.5969	nan	0.5969	0.0	0.5969
0.0134	359.0	6103	0.3900	0.2913	0.5826	0.5826	nan	0.5826	0.0	0.5826
0.0134	360.0	6120	0.3736	0.3033	0.6066	0.6066	nan	0.6066	0.0	0.6066
0.0134	361.0	6137	0.3695	0.3157	0.6315	0.6315	nan	0.6315	0.0	0.6315
0.0134	362.0	6154	0.3773	0.2943	0.5886	0.5886	nan	0.5886	0.0	0.5886
0.0134	363.0	6171	0.3692	0.3104	0.6207	0.6207	nan	0.6207	0.0	0.6207
0.0134	364.0	6188	0.3700	0.3126	0.6253	0.6253	nan	0.6253	0.0	0.6253
0.0117	365.0	6205	0.3609	0.3122	0.6243	0.6243	nan	0.6243	0.0	0.6243
0.0117	366.0	6222	0.3590	0.3186	0.6372	0.6372	nan	0.6372	0.0	0.6372
0.0117	367.0	6239	0.3464	0.3221	0.6442	0.6442	nan	0.6442	0.0	0.6442
0.0117	368.0	6256	0.3958	0.2918	0.5836	0.5836	nan	0.5836	0.0	0.5836
0.0117	369.0	6273	0.3808	0.3016	0.6033	0.6033	nan	0.6033	0.0	0.6033
0.0117	370.0	6290	0.3834	0.2957	0.5914	0.5914	nan	0.5914	0.0	0.5914
0.0114	371.0	6307	0.3721	0.3046	0.6092	0.6092	nan	0.6092	0.0	0.6092
0.0114	372.0	6324	0.3786	0.3175	0.6350	0.6350	nan	0.6350	0.0	0.6350
0.0114	373.0	6341	0.3807	0.2941	0.5882	0.5882	nan	0.5882	0.0	0.5882
0.0114	374.0	6358	0.3935	0.3061	0.6123	0.6123	nan	0.6123	0.0	0.6123
0.0114	375.0	6375	0.3702	0.3025	0.6049	0.6049	nan	0.6049	0.0	0.6049
0.0114	376.0	6392	0.3514	0.3190	0.6380	0.6380	nan	0.6380	0.0	0.6380
0.012	377.0	6409	0.3828	0.3028	0.6056	0.6056	nan	0.6056	0.0	0.6056
0.012	378.0	6426	0.3852	0.2957	0.5915	0.5915	nan	0.5915	0.0	0.5915
0.012	379.0	6443	0.3942	0.3131	0.6262	0.6262	nan	0.6262	0.0	0.6262
0.012	380.0	6460	0.3838	0.2971	0.5943	0.5943	nan	0.5943	0.0	0.5943
0.012	381.0	6477	0.3799	0.2971	0.5943	0.5943	nan	0.5943	0.0	0.5943
0.012	382.0	6494	0.3492	0.3258	0.6516	0.6516	nan	0.6516	0.0	0.6516
0.0137	383.0	6511	0.4109	0.2858	0.5715	0.5715	nan	0.5715	0.0	0.5715
0.0137	384.0	6528	0.3701	0.3131	0.6261	0.6261	nan	0.6261	0.0	0.6261
0.0137	385.0	6545	0.3942	0.3056	0.6112	0.6112	nan	0.6112	0.0	0.6112
0.0137	386.0	6562	0.3748	0.3113	0.6227	0.6227	nan	0.6227	0.0	0.6227
0.0137	387.0	6579	0.3961	0.2857	0.5713	0.5713	nan	0.5713	0.0	0.5713
0.0137	388.0	6596	0.3775	0.3060	0.6120	0.6120	nan	0.6120	0.0	0.6120
0.013	389.0	6613	0.3553	0.3196	0.6392	0.6392	nan	0.6392	0.0	0.6392
0.013	390.0	6630	0.4183	0.2746	0.5493	0.5493	nan	0.5493	0.0	0.5493
0.013	391.0	6647	0.4013	0.2962	0.5923	0.5923	nan	0.5923	0.0	0.5923
0.013	392.0	6664	0.4183	0.2864	0.5729	0.5729	nan	0.5729	0.0	0.5729
0.013	393.0	6681	0.4034	0.2889	0.5777	0.5777	nan	0.5777	0.0	0.5777
0.013	394.0	6698	0.4180	0.2766	0.5531	0.5531	nan	0.5531	0.0	0.5531
0.0114	395.0	6715	0.4006	0.2946	0.5893	0.5893	nan	0.5893	0.0	0.5893
0.0114	396.0	6732	0.3759	0.3092	0.6184	0.6184	nan	0.6184	0.0	0.6184
0.0114	397.0	6749	0.4370	0.2754	0.5508	0.5508	nan	0.5508	0.0	0.5508
0.0114	398.0	6766	0.3669	0.3088	0.6176	0.6176	nan	0.6176	0.0	0.6176
0.0114	399.0	6783	0.4105	0.2878	0.5755	0.5755	nan	0.5755	0.0	0.5755
0.0125	400.0	6800	0.3808	0.3061	0.6121	0.6121	nan	0.6121	0.0	0.6121
0.0125	401.0	6817	0.3680	0.3080	0.6160	0.6160	nan	0.6160	0.0	0.6160
0.0125	402.0	6834	0.4110	0.2948	0.5896	0.5896	nan	0.5896	0.0	0.5896
0.0125	403.0	6851	0.3865	0.3077	0.6153	0.6153	nan	0.6153	0.0	0.6153
0.0125	404.0	6868	0.3828	0.3065	0.6130	0.6130	nan	0.6130	0.0	0.6130
0.0125	405.0	6885	0.3869	0.3053	0.6105	0.6105	nan	0.6105	0.0	0.6105
0.0117	406.0	6902	0.4107	0.2783	0.5565	0.5565	nan	0.5565	0.0	0.5565
0.0117	407.0	6919	0.4052	0.2900	0.5800	0.5800	nan	0.5800	0.0	0.5800
0.0117	408.0	6936	0.4042	0.2892	0.5784	0.5784	nan	0.5784	0.0	0.5784
0.0117	409.0	6953	0.4005	0.2936	0.5871	0.5871	nan	0.5871	0.0	0.5871
0.0117	410.0	6970	0.3994	0.2975	0.5949	0.5949	nan	0.5949	0.0	0.5949
0.0117	411.0	6987	0.3861	0.3029	0.6057	0.6057	nan	0.6057	0.0	0.6057
0.011	412.0	7004	0.4277	0.2810	0.5619	0.5619	nan	0.5619	0.0	0.5619
0.011	413.0	7021	0.3776	0.3246	0.6492	0.6492	nan	0.6492	0.0	0.6492
0.011	414.0	7038	0.4270	0.2907	0.5814	0.5814	nan	0.5814	0.0	0.5814
0.011	415.0	7055	0.3845	0.3086	0.6172	0.6172	nan	0.6172	0.0	0.6172
0.011	416.0	7072	0.4029	0.2980	0.5960	0.5960	nan	0.5960	0.0	0.5960
0.011	417.0	7089	0.4041	0.2979	0.5958	0.5958	nan	0.5958	0.0	0.5958
0.0111	418.0	7106	0.3687	0.3175	0.6350	0.6350	nan	0.6350	0.0	0.6350
0.0111	419.0	7123	0.4329	0.2840	0.5680	0.5680	nan	0.5680	0.0	0.5680
0.0111	420.0	7140	0.3608	0.3251	0.6503	0.6503	nan	0.6503	0.0	0.6503
0.0111	421.0	7157	0.3662	0.3171	0.6343	0.6343	nan	0.6343	0.0	0.6343
0.0111	422.0	7174	0.3927	0.3113	0.6226	0.6226	nan	0.6226	0.0	0.6226
0.0111	423.0	7191	0.3859	0.3161	0.6322	0.6322	nan	0.6322	0.0	0.6322
0.0114	424.0	7208	0.4033	0.2949	0.5898	0.5898	nan	0.5898	0.0	0.5898
0.0114	425.0	7225	0.3905	0.3066	0.6132	0.6132	nan	0.6132	0.0	0.6132
0.0114	426.0	7242	0.4054	0.3013	0.6026	0.6026	nan	0.6026	0.0	0.6026
0.0114	427.0	7259	0.3976	0.2998	0.5995	0.5995	nan	0.5995	0.0	0.5995
0.0114	428.0	7276	0.4032	0.2969	0.5938	0.5938	nan	0.5938	0.0	0.5938
0.0114	429.0	7293	0.3856	0.3159	0.6317	0.6317	nan	0.6317	0.0	0.6317
0.0107	430.0	7310	0.4234	0.2856	0.5712	0.5712	nan	0.5712	0.0	0.5712
0.0107	431.0	7327	0.3784	0.3183	0.6365	0.6365	nan	0.6365	0.0	0.6365
0.0107	432.0	7344	0.4185	0.2906	0.5812	0.5812	nan	0.5812	0.0	0.5812
0.0107	433.0	7361	0.4295	0.2887	0.5773	0.5773	nan	0.5773	0.0	0.5773
0.0107	434.0	7378	0.3991	0.3034	0.6068	0.6068	nan	0.6068	0.0	0.6068
0.0107	435.0	7395	0.3924	0.3143	0.6285	0.6285	nan	0.6285	0.0	0.6285
0.0104	436.0	7412	0.4117	0.3069	0.6138	0.6138	nan	0.6138	0.0	0.6138
0.0104	437.0	7429	0.3965	0.3102	0.6203	0.6203	nan	0.6203	0.0	0.6203
0.0104	438.0	7446	0.4059	0.3076	0.6153	0.6153	nan	0.6153	0.0	0.6153
0.0104	439.0	7463	0.4026	0.3072	0.6144	0.6144	nan	0.6144	0.0	0.6144
0.0104	440.0	7480	0.3962	0.3115	0.6229	0.6229	nan	0.6229	0.0	0.6229
0.0104	441.0	7497	0.3985	0.3039	0.6077	0.6077	nan	0.6077	0.0	0.6077
0.0108	442.0	7514	0.3926	0.3166	0.6332	0.6332	nan	0.6332	0.0	0.6332
0.0108	443.0	7531	0.3894	0.3161	0.6323	0.6323	nan	0.6323	0.0	0.6323
0.0108	444.0	7548	0.4121	0.3083	0.6166	0.6166	nan	0.6166	0.0	0.6166
0.0108	445.0	7565	0.4097	0.3075	0.6150	0.6150	nan	0.6150	0.0	0.6150
0.0108	446.0	7582	0.4162	0.3075	0.6150	0.6150	nan	0.6150	0.0	0.6150
0.0108	447.0	7599	0.4119	0.3048	0.6097	0.6097	nan	0.6097	0.0	0.6097
0.0108	448.0	7616	0.4082	0.3072	0.6144	0.6144	nan	0.6144	0.0	0.6144
0.0108	449.0	7633	0.3888	0.3153	0.6307	0.6307	nan	0.6307	0.0	0.6307
0.0108	450.0	7650	0.3877	0.3159	0.6318	0.6318	nan	0.6318	0.0	0.6318
0.0108	451.0	7667	0.3793	0.3185	0.6370	0.6370	nan	0.6370	0.0	0.6370
0.0108	452.0	7684	0.4008	0.3073	0.6146	0.6146	nan	0.6146	0.0	0.6146
0.0107	453.0	7701	0.4087	0.3082	0.6163	0.6163	nan	0.6163	0.0	0.6163
0.0107	454.0	7718	0.3860	0.3167	0.6334	0.6334	nan	0.6334	0.0	0.6334
0.0107	455.0	7735	0.3681	0.3211	0.6422	0.6422	nan	0.6422	0.0	0.6422
0.0107	456.0	7752	0.4282	0.2851	0.5701	0.5701	nan	0.5701	0.0	0.5701
0.0107	457.0	7769	0.4037	0.3032	0.6063	0.6063	nan	0.6063	0.0	0.6063
0.0107	458.0	7786	0.4016	0.3133	0.6266	0.6266	nan	0.6266	0.0	0.6266
0.0101	459.0	7803	0.4082	0.3082	0.6164	0.6164	nan	0.6164	0.0	0.6164
0.0101	460.0	7820	0.3902	0.3100	0.6199	0.6199	nan	0.6199	0.0	0.6199
0.0101	461.0	7837	0.4145	0.3007	0.6014	0.6014	nan	0.6014	0.0	0.6014
0.0101	462.0	7854	0.4340	0.2965	0.5930	0.5930	nan	0.5930	0.0	0.5930
0.0101	463.0	7871	0.4007	0.3137	0.6274	0.6274	nan	0.6274	0.0	0.6274
0.0101	464.0	7888	0.4244	0.3032	0.6064	0.6064	nan	0.6064	0.0	0.6064
0.0097	465.0	7905	0.4109	0.3110	0.6220	0.6220	nan	0.6220	0.0	0.6220
0.0097	466.0	7922	0.4293	0.2954	0.5908	0.5908	nan	0.5908	0.0	0.5908
0.0097	467.0	7939	0.3987	0.3122	0.6245	0.6245	nan	0.6245	0.0	0.6245
0.0097	468.0	7956	0.4166	0.3052	0.6104	0.6104	nan	0.6104	0.0	0.6104
0.0097	469.0	7973	0.3970	0.3126	0.6252	0.6252	nan	0.6252	0.0	0.6252
0.0097	470.0	7990	0.4261	0.3053	0.6107	0.6107	nan	0.6107	0.0	0.6107
0.0097	471.0	8007	0.4088	0.3096	0.6192	0.6192	nan	0.6192	0.0	0.6192
0.0097	472.0	8024	0.4416	0.2973	0.5947	0.5947	nan	0.5947	0.0	0.5947
0.0097	473.0	8041	0.4242	0.3044	0.6087	0.6087	nan	0.6087	0.0	0.6087
0.0097	474.0	8058	0.4208	0.3052	0.6105	0.6105	nan	0.6105	0.0	0.6105
0.0097	475.0	8075	0.4447	0.2909	0.5818	0.5818	nan	0.5818	0.0	0.5818
0.0097	476.0	8092	0.4183	0.3048	0.6096	0.6096	nan	0.6096	0.0	0.6096
0.0111	477.0	8109	0.4212	0.3041	0.6083	0.6083	nan	0.6083	0.0	0.6083
0.0111	478.0	8126	0.4192	0.3073	0.6146	0.6146	nan	0.6146	0.0	0.6146
0.0111	479.0	8143	0.4171	0.3075	0.6151	0.6151	nan	0.6151	0.0	0.6151
0.0111	480.0	8160	0.4600	0.2892	0.5784	0.5784	nan	0.5784	0.0	0.5784
0.0111	481.0	8177	0.4066	0.3174	0.6349	0.6349	nan	0.6349	0.0	0.6349
0.0111	482.0	8194	0.4315	0.2964	0.5928	0.5928	nan	0.5928	0.0	0.5928
0.0099	483.0	8211	0.4249	0.3095	0.6191	0.6191	nan	0.6191	0.0	0.6191
0.0099	484.0	8228	0.4291	0.3082	0.6165	0.6165	nan	0.6165	0.0	0.6165
0.0099	485.0	8245	0.4392	0.2976	0.5952	0.5952	nan	0.5952	0.0	0.5952
0.0099	486.0	8262	0.4413	0.2836	0.5672	0.5672	nan	0.5672	0.0	0.5672
0.0099	487.0	8279	0.4317	0.2995	0.5990	0.5990	nan	0.5990	0.0	0.5990
0.0099	488.0	8296	0.4282	0.2986	0.5972	0.5972	nan	0.5972	0.0	0.5972
0.0099	489.0	8313	0.4248	0.3041	0.6082	0.6082	nan	0.6082	0.0	0.6082
0.0099	490.0	8330	0.4262	0.3002	0.6004	0.6004	nan	0.6004	0.0	0.6004
0.0099	491.0	8347	0.4397	0.2947	0.5894	0.5894	nan	0.5894	0.0	0.5894
0.0099	492.0	8364	0.4129	0.3096	0.6192	0.6192	nan	0.6192	0.0	0.6192
0.0099	493.0	8381	0.4445	0.2948	0.5896	0.5896	nan	0.5896	0.0	0.5896
0.0099	494.0	8398	0.4180	0.3067	0.6134	0.6134	nan	0.6134	0.0	0.6134
0.0103	495.0	8415	0.4037	0.3168	0.6335	0.6335	nan	0.6335	0.0	0.6335
0.0103	496.0	8432	0.4360	0.3011	0.6021	0.6021	nan	0.6021	0.0	0.6021
0.0103	497.0	8449	0.4089	0.3125	0.6251	0.6251	nan	0.6251	0.0	0.6251
0.0103	498.0	8466	0.4218	0.3041	0.6083	0.6083	nan	0.6083	0.0	0.6083
0.0103	499.0	8483	0.3990	0.3191	0.6382	0.6382	nan	0.6382	0.0	0.6382
0.0101	500.0	8500	0.4184	0.3125	0.6250	0.6250	nan	0.6250	0.0	0.6250
0.0101	501.0	8517	0.4406	0.3017	0.6035	0.6035	nan	0.6035	0.0	0.6035
0.0101	502.0	8534	0.4314	0.3074	0.6148	0.6148	nan	0.6148	0.0	0.6148
0.0101	503.0	8551	0.4136	0.3128	0.6256	0.6256	nan	0.6256	0.0	0.6256
0.0101	504.0	8568	0.4214	0.3107	0.6214	0.6214	nan	0.6214	0.0	0.6214
0.0101	505.0	8585	0.4371	0.2995	0.5990	0.5990	nan	0.5990	0.0	0.5990
0.0099	506.0	8602	0.4210	0.3147	0.6293	0.6293	nan	0.6293	0.0	0.6293
0.0099	507.0	8619	0.4172	0.3103	0.6206	0.6206	nan	0.6206	0.0	0.6206
0.0099	508.0	8636	0.4155	0.3151	0.6301	0.6301	nan	0.6301	0.0	0.6301
0.0099	509.0	8653	0.4213	0.3067	0.6135	0.6135	nan	0.6135	0.0	0.6135
0.0099	510.0	8670	0.4401	0.3030	0.6059	0.6059	nan	0.6059	0.0	0.6059
0.0099	511.0	8687	0.4233	0.3088	0.6176	0.6176	nan	0.6176	0.0	0.6176
0.0105	512.0	8704	0.4015	0.3178	0.6356	0.6356	nan	0.6356	0.0	0.6356
0.0105	513.0	8721	0.4135	0.3101	0.6201	0.6201	nan	0.6201	0.0	0.6201
0.0105	514.0	8738	0.4162	0.3125	0.6250	0.6250	nan	0.6250	0.0	0.6250
0.0105	515.0	8755	0.4336	0.3040	0.6079	0.6079	nan	0.6079	0.0	0.6079
0.0105	516.0	8772	0.4240	0.3051	0.6102	0.6102	nan	0.6102	0.0	0.6102
0.0105	517.0	8789	0.4076	0.3139	0.6278	0.6278	nan	0.6278	0.0	0.6278
0.0098	518.0	8806	0.4194	0.3094	0.6188	0.6188	nan	0.6188	0.0	0.6188
0.0098	519.0	8823	0.4239	0.3107	0.6214	0.6214	nan	0.6214	0.0	0.6214
0.0098	520.0	8840	0.4383	0.3038	0.6077	0.6077	nan	0.6077	0.0	0.6077
0.0098	521.0	8857	0.4425	0.2987	0.5974	0.5974	nan	0.5974	0.0	0.5974
0.0098	522.0	8874	0.4407	0.3054	0.6108	0.6108	nan	0.6108	0.0	0.6108
0.0098	523.0	8891	0.4355	0.3058	0.6116	0.6116	nan	0.6116	0.0	0.6116
0.0111	524.0	8908	0.4116	0.3131	0.6262	0.6262	nan	0.6262	0.0	0.6262
0.0111	525.0	8925	0.3992	0.3193	0.6387	0.6387	nan	0.6387	0.0	0.6387
0.0111	526.0	8942	0.4194	0.3090	0.6181	0.6181	nan	0.6181	0.0	0.6181
0.0111	527.0	8959	0.4150	0.3094	0.6188	0.6188	nan	0.6188	0.0	0.6188
0.0111	528.0	8976	0.4173	0.3119	0.6238	0.6238	nan	0.6238	0.0	0.6238
0.0111	529.0	8993	0.4068	0.3142	0.6284	0.6284	nan	0.6284	0.0	0.6284
0.0094	530.0	9010	0.4142	0.3106	0.6212	0.6212	nan	0.6212	0.0	0.6212
0.0094	531.0	9027	0.4024	0.3167	0.6335	0.6335	nan	0.6335	0.0	0.6335
0.0094	532.0	9044	0.4090	0.3161	0.6322	0.6322	nan	0.6322	0.0	0.6322
0.0094	533.0	9061	0.4152	0.3138	0.6275	0.6275	nan	0.6275	0.0	0.6275
0.0094	534.0	9078	0.4090	0.3162	0.6325	0.6325	nan	0.6325	0.0	0.6325
0.0094	535.0	9095	0.4307	0.3008	0.6016	0.6016	nan	0.6016	0.0	0.6016
0.0096	536.0	9112	0.4160	0.3097	0.6193	0.6193	nan	0.6193	0.0	0.6193
0.0096	537.0	9129	0.4251	0.3118	0.6236	0.6236	nan	0.6236	0.0	0.6236
0.0096	538.0	9146	0.4290	0.3082	0.6164	0.6164	nan	0.6164	0.0	0.6164
0.0096	539.0	9163	0.4146	0.3167	0.6334	0.6334	nan	0.6334	0.0	0.6334
0.0096	540.0	9180	0.4129	0.3172	0.6343	0.6343	nan	0.6343	0.0	0.6343
0.0096	541.0	9197	0.4263	0.3117	0.6235	0.6235	nan	0.6235	0.0	0.6235
0.0094	542.0	9214	0.4300	0.3029	0.6058	0.6058	nan	0.6058	0.0	0.6058
0.0094	543.0	9231	0.4269	0.3073	0.6146	0.6146	nan	0.6146	0.0	0.6146
0.0094	544.0	9248	0.4189	0.3094	0.6187	0.6187	nan	0.6187	0.0	0.6187
0.0094	545.0	9265	0.4332	0.3026	0.6051	0.6051	nan	0.6051	0.0	0.6051
0.0094	546.0	9282	0.4467	0.2979	0.5958	0.5958	nan	0.5958	0.0	0.5958
0.0094	547.0	9299	0.4374	0.3061	0.6123	0.6123	nan	0.6123	0.0	0.6123
0.0091	548.0	9316	0.4544	0.3011	0.6022	0.6022	nan	0.6022	0.0	0.6022
0.0091	549.0	9333	0.4334	0.3091	0.6182	0.6182	nan	0.6182	0.0	0.6182
0.0091	550.0	9350	0.4388	0.3090	0.6180	0.6180	nan	0.6180	0.0	0.6180
0.0091	551.0	9367	0.4288	0.3101	0.6203	0.6203	nan	0.6203	0.0	0.6203
0.0091	552.0	9384	0.4325	0.3087	0.6174	0.6174	nan	0.6174	0.0	0.6174
0.0097	553.0	9401	0.4342	0.3069	0.6138	0.6138	nan	0.6138	0.0	0.6138
0.0097	554.0	9418	0.4279	0.3067	0.6133	0.6133	nan	0.6133	0.0	0.6133
0.0097	555.0	9435	0.4192	0.3115	0.6230	0.6230	nan	0.6230	0.0	0.6230
0.0097	556.0	9452	0.4240	0.3130	0.6259	0.6259	nan	0.6259	0.0	0.6259
0.0097	557.0	9469	0.4238	0.3152	0.6303	0.6303	nan	0.6303	0.0	0.6303
0.0097	558.0	9486	0.4146	0.3145	0.6290	0.6290	nan	0.6290	0.0	0.6290
0.0097	559.0	9503	0.4234	0.3160	0.6320	0.6320	nan	0.6320	0.0	0.6320
0.0097	560.0	9520	0.4238	0.3083	0.6165	0.6165	nan	0.6165	0.0	0.6165
0.0097	561.0	9537	0.4251	0.3055	0.6111	0.6111	nan	0.6111	0.0	0.6111
0.0097	562.0	9554	0.4217	0.3088	0.6175	0.6175	nan	0.6175	0.0	0.6175
0.0097	563.0	9571	0.4218	0.3069	0.6139	0.6139	nan	0.6139	0.0	0.6139
0.0097	564.0	9588	0.4234	0.3081	0.6162	0.6162	nan	0.6162	0.0	0.6162
0.0089	565.0	9605	0.4242	0.3043	0.6086	0.6086	nan	0.6086	0.0	0.6086
0.0089	566.0	9622	0.4392	0.3043	0.6086	0.6086	nan	0.6086	0.0	0.6086
0.0089	567.0	9639	0.4301	0.3066	0.6133	0.6133	nan	0.6133	0.0	0.6133
0.0089	568.0	9656	0.4300	0.3075	0.6150	0.6150	nan	0.6150	0.0	0.6150
0.0089	569.0	9673	0.4263	0.3081	0.6162	0.6162	nan	0.6162	0.0	0.6162
0.0089	570.0	9690	0.4302	0.3079	0.6159	0.6159	nan	0.6159	0.0	0.6159
0.0089	571.0	9707	0.4338	0.3061	0.6122	0.6122	nan	0.6122	0.0	0.6122
0.0089	572.0	9724	0.4309	0.3053	0.6105	0.6105	nan	0.6105	0.0	0.6105
0.0089	573.0	9741	0.4282	0.3086	0.6172	0.6172	nan	0.6172	0.0	0.6172
0.0089	574.0	9758	0.4399	0.3007	0.6013	0.6013	nan	0.6013	0.0	0.6013
0.0089	575.0	9775	0.4371	0.3050	0.6100	0.6100	nan	0.6100	0.0	0.6100
0.0089	576.0	9792	0.4344	0.3053	0.6106	0.6106	nan	0.6106	0.0	0.6106
0.0089	577.0	9809	0.4336	0.3069	0.6137	0.6137	nan	0.6137	0.0	0.6137
0.0089	578.0	9826	0.4437	0.3015	0.6030	0.6030	nan	0.6030	0.0	0.6030
0.0089	579.0	9843	0.4390	0.3007	0.6014	0.6014	nan	0.6014	0.0	0.6014
0.0089	580.0	9860	0.4377	0.3007	0.6013	0.6013	nan	0.6013	0.0	0.6013
0.0089	581.0	9877	0.4508	0.3004	0.6008	0.6008	nan	0.6008	0.0	0.6008
0.0089	582.0	9894	0.4440	0.3018	0.6035	0.6035	nan	0.6035	0.0	0.6035
0.0087	583.0	9911	0.4406	0.3015	0.6029	0.6029	nan	0.6029	0.0	0.6029
0.0087	584.0	9928	0.4355	0.3040	0.6080	0.6080	nan	0.6080	0.0	0.6080
0.0087	585.0	9945	0.4343	0.3042	0.6083	0.6083	nan	0.6083	0.0	0.6083
0.0087	586.0	9962	0.4317	0.3050	0.6100	0.6100	nan	0.6100	0.0	0.6100
0.0087	587.0	9979	0.4369	0.3048	0.6097	0.6097	nan	0.6097	0.0	0.6097
0.0087	588.0	9996	0.4315	0.3057	0.6113	0.6113	nan	0.6113	0.0	0.6113
0.0083	588.24	10000	0.4306	0.3057	0.6114	0.6114	nan	0.6114	0.0	0.6114

Framework versions

• Transformers 4.38.0.dev0
• Pytorch 2.1.0
• Datasets 2.14.4
• Tokenizers 0.15.1