segformer-finetuned-biofilm

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: 0.3028
• Mean Iou: 0.3319
• Mean Accuracy: 0.6638
• Overall Accuracy: 0.6638
• Accuracy Background: nan
• Accuracy Biofilm: 0.6638
• Iou Background: 0.0
• Iou Biofilm: 0.6638

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	0.6476	0.4955	0.9910	0.9910	nan	0.9910	0.0	0.9910
No log	2.0	34	0.5609	0.4991	0.9981	0.9981	nan	0.9981	0.0	0.9981
No log	3.0	51	0.4363	0.4869	0.9738	0.9738	nan	0.9738	0.0	0.9738
No log	4.0	68	0.3583	0.3954	0.7908	0.7908	nan	0.7908	0.0	0.7908
No log	5.0	85	0.3015	0.4016	0.8033	0.8033	nan	0.8033	0.0	0.8033
0.4792	6.0	102	0.2964	0.0504	0.1008	0.1008	nan	0.1008	0.0	0.1008
0.4792	7.0	119	0.2995	0.2103	0.4206	0.4206	nan	0.4206	0.0	0.4206
0.4792	8.0	136	0.2895	0.0417	0.0833	0.0833	nan	0.0833	0.0	0.0833
0.4792	9.0	153	0.2499	0.0562	0.1123	0.1123	nan	0.1123	0.0	0.1123
0.4792	10.0	170	0.2770	0.0570	0.1140	0.1140	nan	0.1140	0.0	0.1140
0.4792	11.0	187	0.2268	0.2041	0.4082	0.4082	nan	0.4082	0.0	0.4082
0.3238	12.0	204	0.2684	0.1290	0.2580	0.2580	nan	0.2580	0.0	0.2580
0.3238	13.0	221	0.2584	0.2469	0.4938	0.4938	nan	0.4938	0.0	0.4938
0.3238	14.0	238	0.2409	0.1139	0.2278	0.2278	nan	0.2278	0.0	0.2278
0.3238	15.0	255	0.2800	0.0000	0.0000	0.0000	nan	0.0000	0.0	0.0000
0.3238	16.0	272	0.2348	0.0002	0.0004	0.0004	nan	0.0004	0.0	0.0004
0.3238	17.0	289	0.2290	0.0009	0.0018	0.0018	nan	0.0018	0.0	0.0018
0.289	18.0	306	0.2077	0.2453	0.4906	0.4906	nan	0.4906	0.0	0.4906
0.289	19.0	323	0.2471	0.0117	0.0233	0.0233	nan	0.0233	0.0	0.0233
0.289	20.0	340	0.2226	0.0346	0.0692	0.0692	nan	0.0692	0.0	0.0692
0.289	21.0	357	0.2539	0.0044	0.0088	0.0088	nan	0.0088	0.0	0.0088
0.289	22.0	374	0.2323	0.0029	0.0058	0.0058	nan	0.0058	0.0	0.0058
0.289	23.0	391	0.2700	0.0000	0.0000	0.0000	nan	0.0000	0.0	0.0000
0.2751	24.0	408	0.2107	0.2176	0.4351	0.4351	nan	0.4351	0.0	0.4351
0.2751	25.0	425	0.1984	0.0114	0.0228	0.0228	nan	0.0228	0.0	0.0228
0.2751	26.0	442	0.2531	0.1690	0.3379	0.3379	nan	0.3379	0.0	0.3379
0.2751	27.0	459	0.2402	0.0000	0.0001	0.0001	nan	0.0001	0.0	0.0001
0.2751	28.0	476	0.2446	0.1299	0.2597	0.2597	nan	0.2597	0.0	0.2597
0.2751	29.0	493	0.2327	0.0069	0.0139	0.0139	nan	0.0139	0.0	0.0139
0.2736	30.0	510	0.2440	0.0031	0.0061	0.0061	nan	0.0061	0.0	0.0061
0.2736	31.0	527	0.2527	0.0060	0.0119	0.0119	nan	0.0119	0.0	0.0119
0.2736	32.0	544	0.2185	0.0897	0.1795	0.1795	nan	0.1795	0.0	0.1795
0.2736	33.0	561	0.2256	0.2468	0.4936	0.4936	nan	0.4936	0.0	0.4936
0.2736	34.0	578	0.2347	0.0419	0.0837	0.0837	nan	0.0837	0.0	0.0837
0.2736	35.0	595	0.2034	0.1546	0.3091	0.3091	nan	0.3091	0.0	0.3091
0.2661	36.0	612	0.2182	0.0437	0.0873	0.0873	nan	0.0873	0.0	0.0873
0.2661	37.0	629	0.1937	0.3058	0.6116	0.6116	nan	0.6116	0.0	0.6116
0.2661	38.0	646	0.2028	0.0014	0.0028	0.0028	nan	0.0028	0.0	0.0028
0.2661	39.0	663	0.1853	0.0649	0.1298	0.1298	nan	0.1298	0.0	0.1298
0.2661	40.0	680	0.2272	0.3264	0.6527	0.6527	nan	0.6527	0.0	0.6527
0.2661	41.0	697	0.2654	0.4513	0.9027	0.9027	nan	0.9027	0.0	0.9027
0.256	42.0	714	0.2408	0.3147	0.6295	0.6295	nan	0.6295	0.0	0.6295
0.256	43.0	731	0.2253	0.0708	0.1415	0.1415	nan	0.1415	0.0	0.1415
0.256	44.0	748	0.2025	0.3538	0.7076	0.7076	nan	0.7076	0.0	0.7076
0.256	45.0	765	0.2271	0.0238	0.0476	0.0476	nan	0.0476	0.0	0.0476
0.256	46.0	782	0.2171	0.0911	0.1821	0.1821	nan	0.1821	0.0	0.1821
0.256	47.0	799	0.2525	0.2226	0.4453	0.4453	nan	0.4453	0.0	0.4453
0.2588	48.0	816	0.2044	0.3965	0.7929	0.7929	nan	0.7929	0.0	0.7929
0.2588	49.0	833	0.2328	0.3985	0.7969	0.7969	nan	0.7969	0.0	0.7969
0.2588	50.0	850	0.2241	0.4584	0.9168	0.9168	nan	0.9168	0.0	0.9168
0.2588	51.0	867	0.1806	0.3473	0.6946	0.6946	nan	0.6946	0.0	0.6946
0.2588	52.0	884	0.2081	0.3036	0.6071	0.6071	nan	0.6071	0.0	0.6071
0.2462	53.0	901	0.2037	0.1534	0.3068	0.3068	nan	0.3068	0.0	0.3068
0.2462	54.0	918	0.2024	0.2510	0.5021	0.5021	nan	0.5021	0.0	0.5021
0.2462	55.0	935	0.2100	0.3440	0.6880	0.6880	nan	0.6880	0.0	0.6880
0.2462	56.0	952	0.1887	0.3399	0.6799	0.6799	nan	0.6799	0.0	0.6799
0.2462	57.0	969	0.2333	0.2049	0.4097	0.4097	nan	0.4097	0.0	0.4097
0.2462	58.0	986	0.2432	0.0556	0.1112	0.1112	nan	0.1112	0.0	0.1112
0.2414	59.0	1003	0.2298	0.0935	0.1870	0.1870	nan	0.1870	0.0	0.1870
0.2414	60.0	1020	0.2172	0.1357	0.2714	0.2714	nan	0.2714	0.0	0.2714
0.2414	61.0	1037	0.1975	0.2473	0.4945	0.4945	nan	0.4945	0.0	0.4945
0.2414	62.0	1054	0.2019	0.3072	0.6144	0.6144	nan	0.6144	0.0	0.6144
0.2414	63.0	1071	0.2331	0.2901	0.5802	0.5802	nan	0.5802	0.0	0.5802
0.2414	64.0	1088	0.2391	0.0202	0.0405	0.0405	nan	0.0405	0.0	0.0405
0.2244	65.0	1105	0.2013	0.2051	0.4103	0.4103	nan	0.4103	0.0	0.4103
0.2244	66.0	1122	0.2076	0.2277	0.4554	0.4554	nan	0.4554	0.0	0.4554
0.2244	67.0	1139	0.2289	0.2376	0.4752	0.4752	nan	0.4752	0.0	0.4752
0.2244	68.0	1156	0.2293	0.2633	0.5266	0.5266	nan	0.5266	0.0	0.5266
0.2244	69.0	1173	0.1907	0.2973	0.5946	0.5946	nan	0.5946	0.0	0.5946
0.2244	70.0	1190	0.2714	0.4149	0.8298	0.8298	nan	0.8298	0.0	0.8298
0.2067	71.0	1207	0.2621	0.1077	0.2154	0.2154	nan	0.2154	0.0	0.2154
0.2067	72.0	1224	0.2028	0.3925	0.7849	0.7849	nan	0.7849	0.0	0.7849
0.2067	73.0	1241	0.2457	0.3271	0.6543	0.6543	nan	0.6543	0.0	0.6543
0.2067	74.0	1258	0.2533	0.2758	0.5516	0.5516	nan	0.5516	0.0	0.5516
0.2067	75.0	1275	0.2223	0.2553	0.5106	0.5106	nan	0.5106	0.0	0.5106
0.2067	76.0	1292	0.2784	0.1558	0.3116	0.3116	nan	0.3116	0.0	0.3116
0.2111	77.0	1309	0.2238	0.2742	0.5485	0.5485	nan	0.5485	0.0	0.5485
0.2111	78.0	1326	0.2486	0.3661	0.7322	0.7322	nan	0.7322	0.0	0.7322
0.2111	79.0	1343	0.2279	0.2980	0.5961	0.5961	nan	0.5961	0.0	0.5961
0.2111	80.0	1360	0.2106	0.4261	0.8522	0.8522	nan	0.8522	0.0	0.8522
0.2111	81.0	1377	0.2611	0.1272	0.2544	0.2544	nan	0.2544	0.0	0.2544
0.2111	82.0	1394	0.2742	0.2939	0.5879	0.5879	nan	0.5879	0.0	0.5879
0.1945	83.0	1411	0.2058	0.2690	0.5380	0.5380	nan	0.5380	0.0	0.5380
0.1945	84.0	1428	0.2239	0.2701	0.5401	0.5401	nan	0.5401	0.0	0.5401
0.1945	85.0	1445	0.3142	0.3677	0.7355	0.7355	nan	0.7355	0.0	0.7355
0.1945	86.0	1462	0.3306	0.1677	0.3353	0.3353	nan	0.3353	0.0	0.3353
0.1945	87.0	1479	0.2530	0.2969	0.5938	0.5938	nan	0.5938	0.0	0.5938
0.1945	88.0	1496	0.2500	0.2320	0.4640	0.4640	nan	0.4640	0.0	0.4640
0.192	89.0	1513	0.2924	0.1946	0.3891	0.3891	nan	0.3891	0.0	0.3891
0.192	90.0	1530	0.3585	0.0835	0.1670	0.1670	nan	0.1670	0.0	0.1670
0.192	91.0	1547	0.3411	0.1406	0.2813	0.2813	nan	0.2813	0.0	0.2813
0.192	92.0	1564	0.2961	0.2882	0.5764	0.5764	nan	0.5764	0.0	0.5764
0.192	93.0	1581	0.2800	0.1694	0.3387	0.3387	nan	0.3387	0.0	0.3387
0.192	94.0	1598	0.3560	0.3134	0.6269	0.6269	nan	0.6269	0.0	0.6269
0.1913	95.0	1615	0.3817	0.2125	0.4251	0.4251	nan	0.4251	0.0	0.4251
0.1913	96.0	1632	0.3245	0.0876	0.1753	0.1753	nan	0.1753	0.0	0.1753
0.1913	97.0	1649	0.3458	0.1685	0.3369	0.3369	nan	0.3369	0.0	0.3369
0.1913	98.0	1666	0.3581	0.2758	0.5515	0.5515	nan	0.5515	0.0	0.5515
0.1913	99.0	1683	0.3175	0.2537	0.5074	0.5074	nan	0.5074	0.0	0.5074
0.1731	100.0	1700	0.2857	0.2969	0.5939	0.5939	nan	0.5939	0.0	0.5939
0.1731	101.0	1717	0.3411	0.3170	0.6340	0.6340	nan	0.6340	0.0	0.6340
0.1731	102.0	1734	0.3221	0.2288	0.4576	0.4576	nan	0.4576	0.0	0.4576
0.1731	103.0	1751	0.2913	0.3578	0.7156	0.7156	nan	0.7156	0.0	0.7156
0.1731	104.0	1768	0.2708	0.3599	0.7197	0.7197	nan	0.7197	0.0	0.7197
0.1731	105.0	1785	0.3456	0.2584	0.5168	0.5168	nan	0.5168	0.0	0.5168
0.1581	106.0	1802	0.2770	0.3497	0.6995	0.6995	nan	0.6995	0.0	0.6995
0.1581	107.0	1819	0.2698	0.3113	0.6226	0.6226	nan	0.6226	0.0	0.6226
0.1581	108.0	1836	0.2393	0.3194	0.6389	0.6389	nan	0.6389	0.0	0.6389
0.1581	109.0	1853	0.3066	0.2162	0.4324	0.4324	nan	0.4324	0.0	0.4324
0.1581	110.0	1870	0.2795	0.3652	0.7304	0.7304	nan	0.7304	0.0	0.7304
0.1581	111.0	1887	0.2847	0.3003	0.6007	0.6007	nan	0.6007	0.0	0.6007
0.1441	112.0	1904	0.2758	0.3359	0.6718	0.6718	nan	0.6718	0.0	0.6718
0.1441	113.0	1921	0.3062	0.3258	0.6516	0.6516	nan	0.6516	0.0	0.6516
0.1441	114.0	1938	0.2293	0.3128	0.6256	0.6256	nan	0.6256	0.0	0.6256
0.1441	115.0	1955	0.2223	0.3407	0.6813	0.6813	nan	0.6813	0.0	0.6813
0.1441	116.0	1972	0.3118	0.4092	0.8185	0.8185	nan	0.8185	0.0	0.8185
0.1441	117.0	1989	0.2838	0.2334	0.4668	0.4668	nan	0.4668	0.0	0.4668
0.1393	118.0	2006	0.3241	0.2276	0.4551	0.4551	nan	0.4551	0.0	0.4551
0.1393	119.0	2023	0.2716	0.3810	0.7621	0.7621	nan	0.7621	0.0	0.7621
0.1393	120.0	2040	0.3328	0.3760	0.7520	0.7520	nan	0.7520	0.0	0.7520
0.1393	121.0	2057	0.3282	0.2801	0.5602	0.5602	nan	0.5602	0.0	0.5602
0.1393	122.0	2074	0.3348	0.3117	0.6233	0.6233	nan	0.6233	0.0	0.6233
0.1393	123.0	2091	0.3851	0.2782	0.5564	0.5564	nan	0.5564	0.0	0.5564
0.1449	124.0	2108	0.3402	0.3162	0.6323	0.6323	nan	0.6323	0.0	0.6323
0.1449	125.0	2125	0.3053	0.2355	0.4711	0.4711	nan	0.4711	0.0	0.4711
0.1449	126.0	2142	0.3265	0.2472	0.4944	0.4944	nan	0.4944	0.0	0.4944
0.1449	127.0	2159	0.4374	0.1463	0.2927	0.2927	nan	0.2927	0.0	0.2927
0.1449	128.0	2176	0.3182	0.2567	0.5134	0.5134	nan	0.5134	0.0	0.5134
0.1449	129.0	2193	0.3109	0.3480	0.6960	0.6960	nan	0.6960	0.0	0.6960
0.1245	130.0	2210	0.3833	0.1749	0.3498	0.3498	nan	0.3498	0.0	0.3498
0.1245	131.0	2227	0.3002	0.2612	0.5224	0.5224	nan	0.5224	0.0	0.5224
0.1245	132.0	2244	0.3869	0.3064	0.6129	0.6129	nan	0.6129	0.0	0.6129
0.1245	133.0	2261	0.3192	0.3360	0.6720	0.6720	nan	0.6720	0.0	0.6720
0.1245	134.0	2278	0.2726	0.3727	0.7453	0.7453	nan	0.7453	0.0	0.7453
0.1245	135.0	2295	0.2383	0.3435	0.6869	0.6869	nan	0.6869	0.0	0.6869
0.1235	136.0	2312	0.2310	0.3693	0.7386	0.7386	nan	0.7386	0.0	0.7386
0.1235	137.0	2329	0.3270	0.3227	0.6453	0.6453	nan	0.6453	0.0	0.6453
0.1235	138.0	2346	0.2932	0.3149	0.6298	0.6298	nan	0.6298	0.0	0.6298
0.1235	139.0	2363	0.2976	0.3455	0.6911	0.6911	nan	0.6911	0.0	0.6911
0.1235	140.0	2380	0.3069	0.3496	0.6991	0.6991	nan	0.6991	0.0	0.6991
0.1235	141.0	2397	0.2529	0.2496	0.4993	0.4993	nan	0.4993	0.0	0.4993
0.1128	142.0	2414	0.2553	0.2952	0.5904	0.5904	nan	0.5904	0.0	0.5904
0.1128	143.0	2431	0.2483	0.3372	0.6743	0.6743	nan	0.6743	0.0	0.6743
0.1128	144.0	2448	0.2817	0.3429	0.6857	0.6857	nan	0.6857	0.0	0.6857
0.1128	145.0	2465	0.2906	0.1424	0.2847	0.2847	nan	0.2847	0.0	0.2847
0.1128	146.0	2482	0.2827	0.2326	0.4653	0.4653	nan	0.4653	0.0	0.4653
0.1128	147.0	2499	0.2806	0.2263	0.4525	0.4525	nan	0.4525	0.0	0.4525
0.1086	148.0	2516	0.3055	0.2203	0.4406	0.4406	nan	0.4406	0.0	0.4406
0.1086	149.0	2533	0.2875	0.2702	0.5403	0.5403	nan	0.5403	0.0	0.5403
0.1086	150.0	2550	0.4335	0.2037	0.4074	0.4074	nan	0.4074	0.0	0.4074
0.1086	151.0	2567	0.3218	0.2663	0.5326	0.5326	nan	0.5326	0.0	0.5326
0.1086	152.0	2584	0.2494	0.3017	0.6035	0.6035	nan	0.6035	0.0	0.6035
0.1059	153.0	2601	0.2533	0.3175	0.6351	0.6351	nan	0.6351	0.0	0.6351
0.1059	154.0	2618	0.3656	0.2223	0.4447	0.4447	nan	0.4447	0.0	0.4447
0.1059	155.0	2635	0.3427	0.2402	0.4803	0.4803	nan	0.4803	0.0	0.4803
0.1059	156.0	2652	0.3269	0.2970	0.5939	0.5939	nan	0.5939	0.0	0.5939
0.1059	157.0	2669	0.3159	0.2391	0.4783	0.4783	nan	0.4783	0.0	0.4783
0.1059	158.0	2686	0.3799	0.3644	0.7287	0.7287	nan	0.7287	0.0	0.7287
0.0998	159.0	2703	0.3057	0.2416	0.4831	0.4831	nan	0.4831	0.0	0.4831
0.0998	160.0	2720	0.3725	0.2123	0.4245	0.4245	nan	0.4245	0.0	0.4245
0.0998	161.0	2737	0.4095	0.2383	0.4767	0.4767	nan	0.4767	0.0	0.4767
0.0998	162.0	2754	0.3927	0.3185	0.6371	0.6371	nan	0.6371	0.0	0.6371
0.0998	163.0	2771	0.3511	0.3410	0.6820	0.6820	nan	0.6820	0.0	0.6820
0.0998	164.0	2788	0.3122	0.2452	0.4904	0.4904	nan	0.4904	0.0	0.4904
0.1008	165.0	2805	0.4119	0.2560	0.5119	0.5119	nan	0.5119	0.0	0.5119
0.1008	166.0	2822	0.4577	0.2518	0.5035	0.5035	nan	0.5035	0.0	0.5035
0.1008	167.0	2839	0.3426	0.2673	0.5346	0.5346	nan	0.5346	0.0	0.5346
0.1008	168.0	2856	0.3069	0.3632	0.7265	0.7265	nan	0.7265	0.0	0.7265
0.1008	169.0	2873	0.4477	0.2209	0.4417	0.4417	nan	0.4417	0.0	0.4417
0.1008	170.0	2890	0.3307	0.2525	0.5049	0.5049	nan	0.5049	0.0	0.5049
0.0998	171.0	2907	0.3338	0.2725	0.5450	0.5450	nan	0.5450	0.0	0.5450
0.0998	172.0	2924	0.3028	0.3637	0.7275	0.7275	nan	0.7275	0.0	0.7275
0.0998	173.0	2941	0.3716	0.2877	0.5753	0.5753	nan	0.5753	0.0	0.5753
0.0998	174.0	2958	0.4544	0.3364	0.6729	0.6729	nan	0.6729	0.0	0.6729
0.0998	175.0	2975	0.3750	0.2699	0.5399	0.5399	nan	0.5399	0.0	0.5399
0.0998	176.0	2992	0.3580	0.3064	0.6128	0.6128	nan	0.6128	0.0	0.6128
0.0944	177.0	3009	0.3519	0.2820	0.5641	0.5641	nan	0.5641	0.0	0.5641
0.0944	178.0	3026	0.4045	0.2488	0.4975	0.4975	nan	0.4975	0.0	0.4975
0.0944	179.0	3043	0.4432	0.2521	0.5041	0.5041	nan	0.5041	0.0	0.5041
0.0944	180.0	3060	0.4220	0.1950	0.3900	0.3900	nan	0.3900	0.0	0.3900
0.0944	181.0	3077	0.3030	0.3492	0.6983	0.6983	nan	0.6983	0.0	0.6983
0.0944	182.0	3094	0.3034	0.2901	0.5803	0.5803	nan	0.5803	0.0	0.5803
0.0934	183.0	3111	0.3266	0.2783	0.5566	0.5566	nan	0.5566	0.0	0.5566
0.0934	184.0	3128	0.3688	0.2025	0.4051	0.4051	nan	0.4051	0.0	0.4051
0.0934	185.0	3145	0.3183	0.3159	0.6318	0.6318	nan	0.6318	0.0	0.6318
0.0934	186.0	3162	0.2926	0.3334	0.6668	0.6668	nan	0.6668	0.0	0.6668
0.0934	187.0	3179	0.3351	0.2926	0.5851	0.5851	nan	0.5851	0.0	0.5851
0.0934	188.0	3196	0.3440	0.3410	0.6821	0.6821	nan	0.6821	0.0	0.6821
0.0835	189.0	3213	0.2707	0.3727	0.7454	0.7454	nan	0.7454	0.0	0.7454
0.0835	190.0	3230	0.2855	0.3325	0.6649	0.6649	nan	0.6649	0.0	0.6649
0.0835	191.0	3247	0.3349	0.3753	0.7505	0.7505	nan	0.7505	0.0	0.7505
0.0835	192.0	3264	0.3246	0.3052	0.6105	0.6105	nan	0.6105	0.0	0.6105
0.0835	193.0	3281	0.3379	0.3133	0.6266	0.6266	nan	0.6266	0.0	0.6266
0.0835	194.0	3298	0.2440	0.3287	0.6573	0.6573	nan	0.6573	0.0	0.6573
0.0886	195.0	3315	0.2616	0.3371	0.6743	0.6743	nan	0.6743	0.0	0.6743
0.0886	196.0	3332	0.3202	0.3586	0.7173	0.7173	nan	0.7173	0.0	0.7173
0.0886	197.0	3349	0.3853	0.3157	0.6315	0.6315	nan	0.6315	0.0	0.6315
0.0886	198.0	3366	0.2670	0.3694	0.7387	0.7387	nan	0.7387	0.0	0.7387
0.0886	199.0	3383	0.2904	0.3741	0.7483	0.7483	nan	0.7483	0.0	0.7483
0.0852	200.0	3400	0.2935	0.3762	0.7525	0.7525	nan	0.7525	0.0	0.7525
0.0852	201.0	3417	0.2990	0.2311	0.4623	0.4623	nan	0.4623	0.0	0.4623
0.0852	202.0	3434	0.4198	0.2415	0.4830	0.4830	nan	0.4830	0.0	0.4830
0.0852	203.0	3451	0.2925	0.3272	0.6543	0.6543	nan	0.6543	0.0	0.6543
0.0852	204.0	3468	0.3397	0.3312	0.6625	0.6625	nan	0.6625	0.0	0.6625
0.0852	205.0	3485	0.3388	0.3187	0.6374	0.6374	nan	0.6374	0.0	0.6374
0.0799	206.0	3502	0.4443	0.2287	0.4573	0.4573	nan	0.4573	0.0	0.4573
0.0799	207.0	3519	0.3457	0.2403	0.4807	0.4807	nan	0.4807	0.0	0.4807
0.0799	208.0	3536	0.2849	0.3857	0.7714	0.7714	nan	0.7714	0.0	0.7714
0.0799	209.0	3553	0.2780	0.3685	0.7370	0.7370	nan	0.7370	0.0	0.7370
0.0799	210.0	3570	0.3077	0.4219	0.8438	0.8438	nan	0.8438	0.0	0.8438
0.0799	211.0	3587	0.3165	0.3990	0.7980	0.7980	nan	0.7980	0.0	0.7980
0.0814	212.0	3604	0.2359	0.3532	0.7065	0.7065	nan	0.7065	0.0	0.7065
0.0814	213.0	3621	0.2817	0.3445	0.6890	0.6890	nan	0.6890	0.0	0.6890
0.0814	214.0	3638	0.2271	0.3884	0.7767	0.7767	nan	0.7767	0.0	0.7767
0.0814	215.0	3655	0.2554	0.3485	0.6970	0.6970	nan	0.6970	0.0	0.6970
0.0814	216.0	3672	0.3288	0.2850	0.5700	0.5700	nan	0.5700	0.0	0.5700
0.0814	217.0	3689	0.3606	0.2887	0.5775	0.5775	nan	0.5775	0.0	0.5775
0.076	218.0	3706	0.3455	0.2865	0.5730	0.5730	nan	0.5730	0.0	0.5730
0.076	219.0	3723	0.2988	0.2831	0.5662	0.5662	nan	0.5662	0.0	0.5662
0.076	220.0	3740	0.2780	0.3819	0.7639	0.7639	nan	0.7639	0.0	0.7639
0.076	221.0	3757	0.3546	0.3373	0.6745	0.6745	nan	0.6745	0.0	0.6745
0.076	222.0	3774	0.2463	0.3351	0.6701	0.6701	nan	0.6701	0.0	0.6701
0.076	223.0	3791	0.2828	0.3337	0.6673	0.6673	nan	0.6673	0.0	0.6673
0.0695	224.0	3808	0.2713	0.3310	0.6620	0.6620	nan	0.6620	0.0	0.6620
0.0695	225.0	3825	0.2579	0.3943	0.7886	0.7886	nan	0.7886	0.0	0.7886
0.0695	226.0	3842	0.2866	0.3328	0.6656	0.6656	nan	0.6656	0.0	0.6656
0.0695	227.0	3859	0.2017	0.3899	0.7799	0.7799	nan	0.7799	0.0	0.7799
0.0695	228.0	3876	0.2404	0.3488	0.6977	0.6977	nan	0.6977	0.0	0.6977
0.0695	229.0	3893	0.2647	0.3062	0.6124	0.6124	nan	0.6124	0.0	0.6124
0.0711	230.0	3910	0.3399	0.3073	0.6146	0.6146	nan	0.6146	0.0	0.6146
0.0711	231.0	3927	0.2394	0.2819	0.5637	0.5637	nan	0.5637	0.0	0.5637
0.0711	232.0	3944	0.2756	0.2701	0.5402	0.5402	nan	0.5402	0.0	0.5402
0.0711	233.0	3961	0.3077	0.1907	0.3815	0.3815	nan	0.3815	0.0	0.3815
0.0711	234.0	3978	0.2459	0.3408	0.6817	0.6817	nan	0.6817	0.0	0.6817
0.0711	235.0	3995	0.2907	0.3307	0.6613	0.6613	nan	0.6613	0.0	0.6613
0.0708	236.0	4012	0.2833	0.3640	0.7280	0.7280	nan	0.7280	0.0	0.7280
0.0708	237.0	4029	0.3665	0.2503	0.5006	0.5006	nan	0.5006	0.0	0.5006
0.0708	238.0	4046	0.3428	0.2794	0.5589	0.5589	nan	0.5589	0.0	0.5589
0.0708	239.0	4063	0.3150	0.2842	0.5684	0.5684	nan	0.5684	0.0	0.5684
0.0708	240.0	4080	0.2640	0.3057	0.6114	0.6114	nan	0.6114	0.0	0.6114
0.0708	241.0	4097	0.2757	0.3047	0.6095	0.6095	nan	0.6095	0.0	0.6095
0.0723	242.0	4114	0.3195	0.2267	0.4534	0.4534	nan	0.4534	0.0	0.4534
0.0723	243.0	4131	0.2558	0.3521	0.7042	0.7042	nan	0.7042	0.0	0.7042
0.0723	244.0	4148	0.2594	0.3304	0.6608	0.6608	nan	0.6608	0.0	0.6608
0.0723	245.0	4165	0.3000	0.2973	0.5946	0.5946	nan	0.5946	0.0	0.5946
0.0723	246.0	4182	0.2605	0.2818	0.5635	0.5635	nan	0.5635	0.0	0.5635
0.0723	247.0	4199	0.4257	0.2287	0.4573	0.4573	nan	0.4573	0.0	0.4573
0.071	248.0	4216	0.2179	0.3327	0.6654	0.6654	nan	0.6654	0.0	0.6654
0.071	249.0	4233	0.2834	0.3390	0.6780	0.6780	nan	0.6780	0.0	0.6780
0.071	250.0	4250	0.2524	0.3294	0.6587	0.6587	nan	0.6587	0.0	0.6587
0.071	251.0	4267	0.2615	0.3814	0.7628	0.7628	nan	0.7628	0.0	0.7628
0.071	252.0	4284	0.3364	0.3251	0.6502	0.6502	nan	0.6502	0.0	0.6502
0.0698	253.0	4301	0.2771	0.3535	0.7069	0.7069	nan	0.7069	0.0	0.7069
0.0698	254.0	4318	0.2185	0.3216	0.6432	0.6432	nan	0.6432	0.0	0.6432
0.0698	255.0	4335	0.3342	0.2726	0.5452	0.5452	nan	0.5452	0.0	0.5452
0.0698	256.0	4352	0.3268	0.2718	0.5436	0.5436	nan	0.5436	0.0	0.5436
0.0698	257.0	4369	0.2967	0.2964	0.5929	0.5929	nan	0.5929	0.0	0.5929
0.0698	258.0	4386	0.2684	0.3280	0.6559	0.6559	nan	0.6559	0.0	0.6559
0.0669	259.0	4403	0.3126	0.2626	0.5251	0.5251	nan	0.5251	0.0	0.5251
0.0669	260.0	4420	0.2726	0.3176	0.6353	0.6353	nan	0.6353	0.0	0.6353
0.0669	261.0	4437	0.3289	0.2687	0.5374	0.5374	nan	0.5374	0.0	0.5374
0.0669	262.0	4454	0.2902	0.3025	0.6050	0.6050	nan	0.6050	0.0	0.6050
0.0669	263.0	4471	0.2427	0.3462	0.6925	0.6925	nan	0.6925	0.0	0.6925
0.0669	264.0	4488	0.3117	0.2864	0.5727	0.5727	nan	0.5727	0.0	0.5727
0.062	265.0	4505	0.2793	0.3098	0.6195	0.6195	nan	0.6195	0.0	0.6195
0.062	266.0	4522	0.2447	0.3196	0.6391	0.6391	nan	0.6391	0.0	0.6391
0.062	267.0	4539	0.2943	0.2910	0.5821	0.5821	nan	0.5821	0.0	0.5821
0.062	268.0	4556	0.2506	0.2764	0.5527	0.5527	nan	0.5527	0.0	0.5527
0.062	269.0	4573	0.2507	0.3380	0.6760	0.6760	nan	0.6760	0.0	0.6760
0.062	270.0	4590	0.2783	0.2740	0.5480	0.5480	nan	0.5480	0.0	0.5480
0.0565	271.0	4607	0.2896	0.3476	0.6952	0.6952	nan	0.6952	0.0	0.6952
0.0565	272.0	4624	0.2855	0.3333	0.6665	0.6665	nan	0.6665	0.0	0.6665
0.0565	273.0	4641	0.2183	0.3395	0.6790	0.6790	nan	0.6790	0.0	0.6790
0.0565	274.0	4658	0.2132	0.3567	0.7134	0.7134	nan	0.7134	0.0	0.7134
0.0565	275.0	4675	0.2632	0.3130	0.6260	0.6260	nan	0.6260	0.0	0.6260
0.0565	276.0	4692	0.2548	0.2878	0.5756	0.5756	nan	0.5756	0.0	0.5756
0.0585	277.0	4709	0.2379	0.3666	0.7333	0.7333	nan	0.7333	0.0	0.7333
0.0585	278.0	4726	0.3023	0.2528	0.5056	0.5056	nan	0.5056	0.0	0.5056
0.0585	279.0	4743	0.2598	0.3065	0.6130	0.6130	nan	0.6130	0.0	0.6130
0.0585	280.0	4760	0.2836	0.3839	0.7679	0.7679	nan	0.7679	0.0	0.7679
0.0585	281.0	4777	0.2904	0.2997	0.5994	0.5994	nan	0.5994	0.0	0.5994
0.0585	282.0	4794	0.2363	0.3810	0.7621	0.7621	nan	0.7621	0.0	0.7621
0.0622	283.0	4811	0.2126	0.3643	0.7286	0.7286	nan	0.7286	0.0	0.7286
0.0622	284.0	4828	0.2295	0.3264	0.6528	0.6528	nan	0.6528	0.0	0.6528
0.0622	285.0	4845	0.2663	0.2939	0.5879	0.5879	nan	0.5879	0.0	0.5879
0.0622	286.0	4862	0.3011	0.2987	0.5974	0.5974	nan	0.5974	0.0	0.5974
0.0622	287.0	4879	0.2626	0.3025	0.6051	0.6051	nan	0.6051	0.0	0.6051
0.0622	288.0	4896	0.2773	0.2663	0.5326	0.5326	nan	0.5326	0.0	0.5326
0.0608	289.0	4913	0.2915	0.2532	0.5064	0.5064	nan	0.5064	0.0	0.5064
0.0608	290.0	4930	0.2915	0.2240	0.4480	0.4480	nan	0.4480	0.0	0.4480
0.0608	291.0	4947	0.2605	0.3051	0.6103	0.6103	nan	0.6103	0.0	0.6103
0.0608	292.0	4964	0.3391	0.2572	0.5145	0.5145	nan	0.5145	0.0	0.5145
0.0608	293.0	4981	0.2621	0.2815	0.5629	0.5629	nan	0.5629	0.0	0.5629
0.0608	294.0	4998	0.2932	0.3072	0.6144	0.6144	nan	0.6144	0.0	0.6144
0.0536	295.0	5015	0.3546	0.2762	0.5524	0.5524	nan	0.5524	0.0	0.5524
0.0536	296.0	5032	0.2652	0.2772	0.5545	0.5545	nan	0.5545	0.0	0.5545
0.0536	297.0	5049	0.2781	0.2515	0.5030	0.5030	nan	0.5030	0.0	0.5030
0.0536	298.0	5066	0.2777	0.2666	0.5333	0.5333	nan	0.5333	0.0	0.5333
0.0536	299.0	5083	0.2573	0.2863	0.5726	0.5726	nan	0.5726	0.0	0.5726
0.0572	300.0	5100	0.2443	0.3174	0.6348	0.6348	nan	0.6348	0.0	0.6348
0.0572	301.0	5117	0.2724	0.3107	0.6214	0.6214	nan	0.6214	0.0	0.6214
0.0572	302.0	5134	0.2443	0.3254	0.6509	0.6509	nan	0.6509	0.0	0.6509
0.0572	303.0	5151	0.2556	0.2854	0.5708	0.5708	nan	0.5708	0.0	0.5708
0.0572	304.0	5168	0.2798	0.3086	0.6171	0.6171	nan	0.6171	0.0	0.6171
0.0572	305.0	5185	0.2805	0.3136	0.6271	0.6271	nan	0.6271	0.0	0.6271
0.057	306.0	5202	0.1925	0.3286	0.6572	0.6572	nan	0.6572	0.0	0.6572
0.057	307.0	5219	0.2125	0.4029	0.8058	0.8058	nan	0.8058	0.0	0.8058
0.057	308.0	5236	0.2009	0.3365	0.6731	0.6731	nan	0.6731	0.0	0.6731
0.057	309.0	5253	0.2251	0.3493	0.6986	0.6986	nan	0.6986	0.0	0.6986
0.057	310.0	5270	0.2298	0.3558	0.7116	0.7116	nan	0.7116	0.0	0.7116
0.057	311.0	5287	0.2192	0.2883	0.5767	0.5767	nan	0.5767	0.0	0.5767
0.0522	312.0	5304	0.2349	0.3551	0.7102	0.7102	nan	0.7102	0.0	0.7102
0.0522	313.0	5321	0.1832	0.4190	0.8379	0.8379	nan	0.8379	0.0	0.8379
0.0522	314.0	5338	0.2119	0.3985	0.7971	0.7971	nan	0.7971	0.0	0.7971
0.0522	315.0	5355	0.2038	0.4374	0.8747	0.8747	nan	0.8747	0.0	0.8747
0.0522	316.0	5372	0.2124	0.3713	0.7427	0.7427	nan	0.7427	0.0	0.7427
0.0522	317.0	5389	0.1980	0.3498	0.6995	0.6995	nan	0.6995	0.0	0.6995
0.0523	318.0	5406	0.2483	0.3521	0.7042	0.7042	nan	0.7042	0.0	0.7042
0.0523	319.0	5423	0.2873	0.3058	0.6116	0.6116	nan	0.6116	0.0	0.6116
0.0523	320.0	5440	0.2366	0.3530	0.7060	0.7060	nan	0.7060	0.0	0.7060
0.0523	321.0	5457	0.2613	0.3360	0.6720	0.6720	nan	0.6720	0.0	0.6720
0.0523	322.0	5474	0.2392	0.3401	0.6802	0.6802	nan	0.6802	0.0	0.6802
0.0523	323.0	5491	0.2279	0.3464	0.6928	0.6928	nan	0.6928	0.0	0.6928
0.05	324.0	5508	0.2718	0.2724	0.5449	0.5449	nan	0.5449	0.0	0.5449
0.05	325.0	5525	0.2367	0.3879	0.7758	0.7758	nan	0.7758	0.0	0.7758
0.05	326.0	5542	0.2976	0.3504	0.7008	0.7008	nan	0.7008	0.0	0.7008
0.05	327.0	5559	0.2424	0.3214	0.6429	0.6429	nan	0.6429	0.0	0.6429
0.05	328.0	5576	0.2852	0.3042	0.6084	0.6084	nan	0.6084	0.0	0.6084
0.05	329.0	5593	0.2473	0.2739	0.5479	0.5479	nan	0.5479	0.0	0.5479
0.0552	330.0	5610	0.2461	0.3971	0.7943	0.7943	nan	0.7943	0.0	0.7943
0.0552	331.0	5627	0.2122	0.3252	0.6503	0.6503	nan	0.6503	0.0	0.6503
0.0552	332.0	5644	0.2318	0.2996	0.5993	0.5993	nan	0.5993	0.0	0.5993
0.0552	333.0	5661	0.2186	0.3774	0.7547	0.7547	nan	0.7547	0.0	0.7547
0.0552	334.0	5678	0.2682	0.2615	0.5230	0.5230	nan	0.5230	0.0	0.5230
0.0552	335.0	5695	0.2490	0.3225	0.6451	0.6451	nan	0.6451	0.0	0.6451
0.0524	336.0	5712	0.2334	0.3464	0.6927	0.6927	nan	0.6927	0.0	0.6927
0.0524	337.0	5729	0.2234	0.3504	0.7008	0.7008	nan	0.7008	0.0	0.7008
0.0524	338.0	5746	0.2413	0.3737	0.7473	0.7473	nan	0.7473	0.0	0.7473
0.0524	339.0	5763	0.2368	0.3699	0.7399	0.7399	nan	0.7399	0.0	0.7399
0.0524	340.0	5780	0.2442	0.3809	0.7619	0.7619	nan	0.7619	0.0	0.7619
0.0524	341.0	5797	0.2208	0.3740	0.7481	0.7481	nan	0.7481	0.0	0.7481
0.0513	342.0	5814	0.2509	0.3849	0.7698	0.7698	nan	0.7698	0.0	0.7698
0.0513	343.0	5831	0.2194	0.3553	0.7106	0.7106	nan	0.7106	0.0	0.7106
0.0513	344.0	5848	0.2536	0.3990	0.7980	0.7980	nan	0.7980	0.0	0.7980
0.0513	345.0	5865	0.2803	0.3740	0.7479	0.7479	nan	0.7479	0.0	0.7479
0.0513	346.0	5882	0.2732	0.3944	0.7889	0.7889	nan	0.7889	0.0	0.7889
0.0513	347.0	5899	0.2759	0.3588	0.7176	0.7176	nan	0.7176	0.0	0.7176
0.0504	348.0	5916	0.2941	0.3472	0.6945	0.6945	nan	0.6945	0.0	0.6945
0.0504	349.0	5933	0.2170	0.3646	0.7292	0.7292	nan	0.7292	0.0	0.7292
0.0504	350.0	5950	0.2464	0.3842	0.7685	0.7685	nan	0.7685	0.0	0.7685
0.0504	351.0	5967	0.2394	0.3697	0.7395	0.7395	nan	0.7395	0.0	0.7395
0.0504	352.0	5984	0.2645	0.3719	0.7438	0.7438	nan	0.7438	0.0	0.7438
0.0497	353.0	6001	0.2226	0.3932	0.7865	0.7865	nan	0.7865	0.0	0.7865
0.0497	354.0	6018	0.2579	0.3718	0.7436	0.7436	nan	0.7436	0.0	0.7436
0.0497	355.0	6035	0.2149	0.3905	0.7810	0.7810	nan	0.7810	0.0	0.7810
0.0497	356.0	6052	0.2202	0.3803	0.7606	0.7606	nan	0.7606	0.0	0.7606
0.0497	357.0	6069	0.2281	0.3398	0.6795	0.6795	nan	0.6795	0.0	0.6795
0.0497	358.0	6086	0.2857	0.3210	0.6419	0.6419	nan	0.6419	0.0	0.6419
0.0464	359.0	6103	0.2393	0.3573	0.7146	0.7146	nan	0.7146	0.0	0.7146
0.0464	360.0	6120	0.2901	0.2873	0.5747	0.5747	nan	0.5747	0.0	0.5747
0.0464	361.0	6137	0.2689	0.3335	0.6669	0.6669	nan	0.6669	0.0	0.6669
0.0464	362.0	6154	0.3531	0.2828	0.5655	0.5655	nan	0.5655	0.0	0.5655
0.0464	363.0	6171	0.2432	0.4020	0.8039	0.8039	nan	0.8039	0.0	0.8039
0.0464	364.0	6188	0.2345	0.3927	0.7855	0.7855	nan	0.7855	0.0	0.7855
0.0513	365.0	6205	0.3075	0.3593	0.7185	0.7185	nan	0.7185	0.0	0.7185
0.0513	366.0	6222	0.2853	0.3391	0.6782	0.6782	nan	0.6782	0.0	0.6782
0.0513	367.0	6239	0.3308	0.3121	0.6243	0.6243	nan	0.6243	0.0	0.6243
0.0513	368.0	6256	0.2364	0.3805	0.7610	0.7610	nan	0.7610	0.0	0.7610
0.0513	369.0	6273	0.2420	0.3628	0.7257	0.7257	nan	0.7257	0.0	0.7257
0.0513	370.0	6290	0.2562	0.3500	0.7000	0.7000	nan	0.7000	0.0	0.7000
0.0491	371.0	6307	0.2455	0.3431	0.6863	0.6863	nan	0.6863	0.0	0.6863
0.0491	372.0	6324	0.2793	0.3599	0.7198	0.7198	nan	0.7198	0.0	0.7198
0.0491	373.0	6341	0.2232	0.3733	0.7466	0.7466	nan	0.7466	0.0	0.7466
0.0491	374.0	6358	0.2899	0.3353	0.6706	0.6706	nan	0.6706	0.0	0.6706
0.0491	375.0	6375	0.2351	0.3562	0.7124	0.7124	nan	0.7124	0.0	0.7124
0.0491	376.0	6392	0.2447	0.3252	0.6504	0.6504	nan	0.6504	0.0	0.6504
0.0477	377.0	6409	0.2346	0.3344	0.6689	0.6689	nan	0.6689	0.0	0.6689
0.0477	378.0	6426	0.2468	0.3630	0.7259	0.7259	nan	0.7259	0.0	0.7259
0.0477	379.0	6443	0.3616	0.3322	0.6645	0.6645	nan	0.6645	0.0	0.6645
0.0477	380.0	6460	0.2846	0.3387	0.6775	0.6775	nan	0.6775	0.0	0.6775
0.0477	381.0	6477	0.3733	0.2779	0.5558	0.5558	nan	0.5558	0.0	0.5558
0.0477	382.0	6494	0.3140	0.3178	0.6356	0.6356	nan	0.6356	0.0	0.6356
0.0446	383.0	6511	0.3926	0.3009	0.6018	0.6018	nan	0.6018	0.0	0.6018
0.0446	384.0	6528	0.2901	0.3070	0.6140	0.6140	nan	0.6140	0.0	0.6140
0.0446	385.0	6545	0.3247	0.3514	0.7027	0.7027	nan	0.7027	0.0	0.7027
0.0446	386.0	6562	0.3177	0.3340	0.6681	0.6681	nan	0.6681	0.0	0.6681
0.0446	387.0	6579	0.2939	0.3542	0.7084	0.7084	nan	0.7084	0.0	0.7084
0.0446	388.0	6596	0.2585	0.3410	0.6820	0.6820	nan	0.6820	0.0	0.6820
0.0489	389.0	6613	0.3240	0.3161	0.6321	0.6321	nan	0.6321	0.0	0.6321
0.0489	390.0	6630	0.2895	0.3698	0.7396	0.7396	nan	0.7396	0.0	0.7396
0.0489	391.0	6647	0.2994	0.3214	0.6428	0.6428	nan	0.6428	0.0	0.6428
0.0489	392.0	6664	0.2779	0.3668	0.7336	0.7336	nan	0.7336	0.0	0.7336
0.0489	393.0	6681	0.2841	0.3098	0.6197	0.6197	nan	0.6197	0.0	0.6197
0.0489	394.0	6698	0.3211	0.2982	0.5964	0.5964	nan	0.5964	0.0	0.5964
0.0449	395.0	6715	0.3262	0.2988	0.5977	0.5977	nan	0.5977	0.0	0.5977
0.0449	396.0	6732	0.3133	0.3101	0.6202	0.6202	nan	0.6202	0.0	0.6202
0.0449	397.0	6749	0.3241	0.3381	0.6762	0.6762	nan	0.6762	0.0	0.6762
0.0449	398.0	6766	0.3566	0.3000	0.5999	0.5999	nan	0.5999	0.0	0.5999
0.0449	399.0	6783	0.2994	0.3600	0.7199	0.7199	nan	0.7199	0.0	0.7199
0.0463	400.0	6800	0.2672	0.3268	0.6536	0.6536	nan	0.6536	0.0	0.6536
0.0463	401.0	6817	0.2945	0.3565	0.7131	0.7131	nan	0.7131	0.0	0.7131
0.0463	402.0	6834	0.2970	0.3397	0.6794	0.6794	nan	0.6794	0.0	0.6794
0.0463	403.0	6851	0.2687	0.3577	0.7154	0.7154	nan	0.7154	0.0	0.7154
0.0463	404.0	6868	0.2877	0.3387	0.6774	0.6774	nan	0.6774	0.0	0.6774
0.0463	405.0	6885	0.2600	0.3489	0.6977	0.6977	nan	0.6977	0.0	0.6977
0.0443	406.0	6902	0.3077	0.3165	0.6330	0.6330	nan	0.6330	0.0	0.6330
0.0443	407.0	6919	0.2634	0.3436	0.6873	0.6873	nan	0.6873	0.0	0.6873
0.0443	408.0	6936	0.2766	0.3393	0.6786	0.6786	nan	0.6786	0.0	0.6786
0.0443	409.0	6953	0.2781	0.3096	0.6191	0.6191	nan	0.6191	0.0	0.6191
0.0443	410.0	6970	0.2749	0.3357	0.6714	0.6714	nan	0.6714	0.0	0.6714
0.0443	411.0	6987	0.3368	0.3182	0.6364	0.6364	nan	0.6364	0.0	0.6364
0.0429	412.0	7004	0.3096	0.3016	0.6032	0.6032	nan	0.6032	0.0	0.6032
0.0429	413.0	7021	0.3003	0.3402	0.6804	0.6804	nan	0.6804	0.0	0.6804
0.0429	414.0	7038	0.2831	0.3491	0.6983	0.6983	nan	0.6983	0.0	0.6983
0.0429	415.0	7055	0.3294	0.2715	0.5430	0.5430	nan	0.5430	0.0	0.5430
0.0429	416.0	7072	0.2549	0.3333	0.6665	0.6665	nan	0.6665	0.0	0.6665
0.0429	417.0	7089	0.3011	0.2956	0.5911	0.5911	nan	0.5911	0.0	0.5911
0.0394	418.0	7106	0.2614	0.3257	0.6514	0.6514	nan	0.6514	0.0	0.6514
0.0394	419.0	7123	0.3040	0.3185	0.6369	0.6369	nan	0.6369	0.0	0.6369
0.0394	420.0	7140	0.2870	0.3443	0.6885	0.6885	nan	0.6885	0.0	0.6885
0.0394	421.0	7157	0.2593	0.3536	0.7072	0.7072	nan	0.7072	0.0	0.7072
0.0394	422.0	7174	0.2808	0.3458	0.6915	0.6915	nan	0.6915	0.0	0.6915
0.0394	423.0	7191	0.2958	0.3261	0.6522	0.6522	nan	0.6522	0.0	0.6522
0.0432	424.0	7208	0.2818	0.3377	0.6753	0.6753	nan	0.6753	0.0	0.6753
0.0432	425.0	7225	0.3045	0.3385	0.6769	0.6769	nan	0.6769	0.0	0.6769
0.0432	426.0	7242	0.3077	0.3070	0.6139	0.6139	nan	0.6139	0.0	0.6139
0.0432	427.0	7259	0.3225	0.3227	0.6455	0.6455	nan	0.6455	0.0	0.6455
0.0432	428.0	7276	0.3013	0.3387	0.6774	0.6774	nan	0.6774	0.0	0.6774
0.0432	429.0	7293	0.2909	0.3348	0.6697	0.6697	nan	0.6697	0.0	0.6697
0.0419	430.0	7310	0.3022	0.3250	0.6501	0.6501	nan	0.6501	0.0	0.6501
0.0419	431.0	7327	0.2724	0.3467	0.6934	0.6934	nan	0.6934	0.0	0.6934
0.0419	432.0	7344	0.3426	0.3265	0.6529	0.6529	nan	0.6529	0.0	0.6529
0.0419	433.0	7361	0.2962	0.3380	0.6760	0.6760	nan	0.6760	0.0	0.6760
0.0419	434.0	7378	0.2787	0.3242	0.6484	0.6484	nan	0.6484	0.0	0.6484
0.0419	435.0	7395	0.3095	0.3365	0.6730	0.6730	nan	0.6730	0.0	0.6730
0.0398	436.0	7412	0.3047	0.3122	0.6243	0.6243	nan	0.6243	0.0	0.6243
0.0398	437.0	7429	0.3225	0.3024	0.6048	0.6048	nan	0.6048	0.0	0.6048
0.0398	438.0	7446	0.3274	0.2866	0.5731	0.5731	nan	0.5731	0.0	0.5731
0.0398	439.0	7463	0.3423	0.2367	0.4735	0.4735	nan	0.4735	0.0	0.4735
0.0398	440.0	7480	0.3609	0.2558	0.5117	0.5117	nan	0.5117	0.0	0.5117
0.0398	441.0	7497	0.2948	0.3113	0.6227	0.6227	nan	0.6227	0.0	0.6227
0.0455	442.0	7514	0.3299	0.2566	0.5132	0.5132	nan	0.5132	0.0	0.5132
0.0455	443.0	7531	0.2974	0.3005	0.6011	0.6011	nan	0.6011	0.0	0.6011
0.0455	444.0	7548	0.3208	0.2764	0.5529	0.5529	nan	0.5529	0.0	0.5529
0.0455	445.0	7565	0.2894	0.3427	0.6854	0.6854	nan	0.6854	0.0	0.6854
0.0455	446.0	7582	0.2981	0.3060	0.6119	0.6119	nan	0.6119	0.0	0.6119
0.0455	447.0	7599	0.2535	0.3309	0.6618	0.6618	nan	0.6618	0.0	0.6618
0.0434	448.0	7616	0.2865	0.2696	0.5392	0.5392	nan	0.5392	0.0	0.5392
0.0434	449.0	7633	0.2940	0.3166	0.6332	0.6332	nan	0.6332	0.0	0.6332
0.0434	450.0	7650	0.3000	0.3000	0.6001	0.6001	nan	0.6001	0.0	0.6001
0.0434	451.0	7667	0.3164	0.2847	0.5694	0.5694	nan	0.5694	0.0	0.5694
0.0434	452.0	7684	0.2465	0.3287	0.6575	0.6575	nan	0.6575	0.0	0.6575
0.0412	453.0	7701	0.2836	0.3172	0.6344	0.6344	nan	0.6344	0.0	0.6344
0.0412	454.0	7718	0.3480	0.2801	0.5603	0.5603	nan	0.5603	0.0	0.5603
0.0412	455.0	7735	0.3047	0.3197	0.6394	0.6394	nan	0.6394	0.0	0.6394
0.0412	456.0	7752	0.3430	0.3214	0.6428	0.6428	nan	0.6428	0.0	0.6428
0.0412	457.0	7769	0.3213	0.3358	0.6717	0.6717	nan	0.6717	0.0	0.6717
0.0412	458.0	7786	0.2413	0.3538	0.7076	0.7076	nan	0.7076	0.0	0.7076
0.0399	459.0	7803	0.2633	0.3588	0.7176	0.7176	nan	0.7176	0.0	0.7176
0.0399	460.0	7820	0.2632	0.3204	0.6409	0.6409	nan	0.6409	0.0	0.6409
0.0399	461.0	7837	0.2530	0.3445	0.6890	0.6890	nan	0.6890	0.0	0.6890
0.0399	462.0	7854	0.2841	0.3305	0.6610	0.6610	nan	0.6610	0.0	0.6610
0.0399	463.0	7871	0.3084	0.3473	0.6945	0.6945	nan	0.6945	0.0	0.6945
0.0399	464.0	7888	0.2717	0.3447	0.6893	0.6893	nan	0.6893	0.0	0.6893
0.0368	465.0	7905	0.3134	0.3144	0.6288	0.6288	nan	0.6288	0.0	0.6288
0.0368	466.0	7922	0.2957	0.3273	0.6546	0.6546	nan	0.6546	0.0	0.6546
0.0368	467.0	7939	0.3295	0.3207	0.6413	0.6413	nan	0.6413	0.0	0.6413
0.0368	468.0	7956	0.2908	0.3230	0.6461	0.6461	nan	0.6461	0.0	0.6461
0.0368	469.0	7973	0.2739	0.3202	0.6405	0.6405	nan	0.6405	0.0	0.6405
0.0368	470.0	7990	0.2764	0.3203	0.6406	0.6406	nan	0.6406	0.0	0.6406
0.0368	471.0	8007	0.3048	0.3294	0.6587	0.6587	nan	0.6587	0.0	0.6587
0.0368	472.0	8024	0.2829	0.3251	0.6502	0.6502	nan	0.6502	0.0	0.6502
0.0368	473.0	8041	0.2717	0.3276	0.6551	0.6551	nan	0.6551	0.0	0.6551
0.0368	474.0	8058	0.2902	0.3323	0.6647	0.6647	nan	0.6647	0.0	0.6647
0.0368	475.0	8075	0.2730	0.3443	0.6886	0.6886	nan	0.6886	0.0	0.6886
0.0368	476.0	8092	0.2629	0.3312	0.6624	0.6624	nan	0.6624	0.0	0.6624
0.0399	477.0	8109	0.2836	0.3352	0.6704	0.6704	nan	0.6704	0.0	0.6704
0.0399	478.0	8126	0.2831	0.3203	0.6405	0.6405	nan	0.6405	0.0	0.6405
0.0399	479.0	8143	0.2949	0.3243	0.6487	0.6487	nan	0.6487	0.0	0.6487
0.0399	480.0	8160	0.2918	0.3236	0.6471	0.6471	nan	0.6471	0.0	0.6471
0.0399	481.0	8177	0.3012	0.3402	0.6805	0.6805	nan	0.6805	0.0	0.6805
0.0399	482.0	8194	0.2733	0.3648	0.7297	0.7297	nan	0.7297	0.0	0.7297
0.0369	483.0	8211	0.2584	0.3431	0.6862	0.6862	nan	0.6862	0.0	0.6862
0.0369	484.0	8228	0.2849	0.3199	0.6397	0.6397	nan	0.6397	0.0	0.6397
0.0369	485.0	8245	0.2702	0.3411	0.6822	0.6822	nan	0.6822	0.0	0.6822
0.0369	486.0	8262	0.2605	0.3625	0.7251	0.7251	nan	0.7251	0.0	0.7251
0.0369	487.0	8279	0.2785	0.3134	0.6269	0.6269	nan	0.6269	0.0	0.6269
0.0369	488.0	8296	0.2773	0.3261	0.6521	0.6521	nan	0.6521	0.0	0.6521
0.0383	489.0	8313	0.2727	0.3387	0.6774	0.6774	nan	0.6774	0.0	0.6774
0.0383	490.0	8330	0.2823	0.3219	0.6438	0.6438	nan	0.6438	0.0	0.6438
0.0383	491.0	8347	0.2764	0.3363	0.6727	0.6727	nan	0.6727	0.0	0.6727
0.0383	492.0	8364	0.2678	0.3299	0.6598	0.6598	nan	0.6598	0.0	0.6598
0.0383	493.0	8381	0.2692	0.3311	0.6621	0.6621	nan	0.6621	0.0	0.6621
0.0383	494.0	8398	0.2727	0.3456	0.6911	0.6911	nan	0.6911	0.0	0.6911
0.0394	495.0	8415	0.2802	0.3402	0.6804	0.6804	nan	0.6804	0.0	0.6804
0.0394	496.0	8432	0.3122	0.3183	0.6367	0.6367	nan	0.6367	0.0	0.6367
0.0394	497.0	8449	0.3404	0.3141	0.6281	0.6281	nan	0.6281	0.0	0.6281
0.0394	498.0	8466	0.2993	0.3081	0.6162	0.6162	nan	0.6162	0.0	0.6162
0.0394	499.0	8483	0.3233	0.3339	0.6679	0.6679	nan	0.6679	0.0	0.6679
0.0367	500.0	8500	0.2986	0.3229	0.6458	0.6458	nan	0.6458	0.0	0.6458
0.0367	501.0	8517	0.3184	0.3021	0.6042	0.6042	nan	0.6042	0.0	0.6042
0.0367	502.0	8534	0.3128	0.3209	0.6419	0.6419	nan	0.6419	0.0	0.6419
0.0367	503.0	8551	0.3056	0.2974	0.5949	0.5949	nan	0.5949	0.0	0.5949
0.0367	504.0	8568	0.3157	0.3028	0.6056	0.6056	nan	0.6056	0.0	0.6056
0.0367	505.0	8585	0.3014	0.3058	0.6115	0.6115	nan	0.6115	0.0	0.6115
0.0391	506.0	8602	0.2977	0.3321	0.6643	0.6643	nan	0.6643	0.0	0.6643
0.0391	507.0	8619	0.2992	0.3053	0.6105	0.6105	nan	0.6105	0.0	0.6105
0.0391	508.0	8636	0.3318	0.3268	0.6536	0.6536	nan	0.6536	0.0	0.6536
0.0391	509.0	8653	0.2701	0.3549	0.7097	0.7097	nan	0.7097	0.0	0.7097
0.0391	510.0	8670	0.2745	0.3606	0.7212	0.7212	nan	0.7212	0.0	0.7212
0.0391	511.0	8687	0.2766	0.3344	0.6687	0.6687	nan	0.6687	0.0	0.6687
0.0386	512.0	8704	0.2634	0.3547	0.7094	0.7094	nan	0.7094	0.0	0.7094
0.0386	513.0	8721	0.2668	0.3444	0.6888	0.6888	nan	0.6888	0.0	0.6888
0.0386	514.0	8738	0.2762	0.3647	0.7295	0.7295	nan	0.7295	0.0	0.7295
0.0386	515.0	8755	0.2736	0.3652	0.7304	0.7304	nan	0.7304	0.0	0.7304
0.0386	516.0	8772	0.2756	0.3618	0.7236	0.7236	nan	0.7236	0.0	0.7236
0.0386	517.0	8789	0.2841	0.3720	0.7440	0.7440	nan	0.7440	0.0	0.7440
0.0338	518.0	8806	0.2861	0.3610	0.7220	0.7220	nan	0.7220	0.0	0.7220
0.0338	519.0	8823	0.2724	0.3430	0.6861	0.6861	nan	0.6861	0.0	0.6861
0.0338	520.0	8840	0.2911	0.3522	0.7044	0.7044	nan	0.7044	0.0	0.7044
0.0338	521.0	8857	0.2740	0.3668	0.7335	0.7335	nan	0.7335	0.0	0.7335
0.0338	522.0	8874	0.2657	0.3511	0.7023	0.7023	nan	0.7023	0.0	0.7023
0.0338	523.0	8891	0.2856	0.3520	0.7041	0.7041	nan	0.7041	0.0	0.7041
0.0369	524.0	8908	0.2662	0.3424	0.6848	0.6848	nan	0.6848	0.0	0.6848
0.0369	525.0	8925	0.2772	0.3398	0.6796	0.6796	nan	0.6796	0.0	0.6796
0.0369	526.0	8942	0.2844	0.3388	0.6776	0.6776	nan	0.6776	0.0	0.6776
0.0369	527.0	8959	0.2786	0.3548	0.7096	0.7096	nan	0.7096	0.0	0.7096
0.0369	528.0	8976	0.2524	0.3508	0.7016	0.7016	nan	0.7016	0.0	0.7016
0.0369	529.0	8993	0.2647	0.3509	0.7017	0.7017	nan	0.7017	0.0	0.7017
0.0361	530.0	9010	0.2829	0.3421	0.6842	0.6842	nan	0.6842	0.0	0.6842
0.0361	531.0	9027	0.2837	0.3338	0.6676	0.6676	nan	0.6676	0.0	0.6676
0.0361	532.0	9044	0.2799	0.3444	0.6888	0.6888	nan	0.6888	0.0	0.6888
0.0361	533.0	9061	0.2871	0.3425	0.6850	0.6850	nan	0.6850	0.0	0.6850
0.0361	534.0	9078	0.2889	0.3486	0.6971	0.6971	nan	0.6971	0.0	0.6971
0.0361	535.0	9095	0.2979	0.3557	0.7115	0.7115	nan	0.7115	0.0	0.7115
0.0367	536.0	9112	0.2985	0.3555	0.7109	0.7109	nan	0.7109	0.0	0.7109
0.0367	537.0	9129	0.2993	0.3417	0.6835	0.6835	nan	0.6835	0.0	0.6835
0.0367	538.0	9146	0.2988	0.3512	0.7023	0.7023	nan	0.7023	0.0	0.7023
0.0367	539.0	9163	0.3023	0.3459	0.6918	0.6918	nan	0.6918	0.0	0.6918
0.0367	540.0	9180	0.2876	0.3139	0.6277	0.6277	nan	0.6277	0.0	0.6277
0.0367	541.0	9197	0.2854	0.3197	0.6394	0.6394	nan	0.6394	0.0	0.6394
0.0393	542.0	9214	0.2806	0.3452	0.6904	0.6904	nan	0.6904	0.0	0.6904
0.0393	543.0	9231	0.2664	0.3571	0.7142	0.7142	nan	0.7142	0.0	0.7142
0.0393	544.0	9248	0.2923	0.3503	0.7006	0.7006	nan	0.7006	0.0	0.7006
0.0393	545.0	9265	0.2719	0.3553	0.7105	0.7105	nan	0.7105	0.0	0.7105
0.0393	546.0	9282	0.2820	0.3617	0.7234	0.7234	nan	0.7234	0.0	0.7234
0.0393	547.0	9299	0.2697	0.3491	0.6982	0.6982	nan	0.6982	0.0	0.6982
0.0354	548.0	9316	0.2908	0.3322	0.6645	0.6645	nan	0.6645	0.0	0.6645
0.0354	549.0	9333	0.2798	0.3340	0.6680	0.6680	nan	0.6680	0.0	0.6680
0.0354	550.0	9350	0.2844	0.3518	0.7037	0.7037	nan	0.7037	0.0	0.7037
0.0354	551.0	9367	0.2983	0.3524	0.7047	0.7047	nan	0.7047	0.0	0.7047
0.0354	552.0	9384	0.2837	0.3202	0.6405	0.6405	nan	0.6405	0.0	0.6405
0.0376	553.0	9401	0.2840	0.3301	0.6603	0.6603	nan	0.6603	0.0	0.6603
0.0376	554.0	9418	0.2836	0.3496	0.6993	0.6993	nan	0.6993	0.0	0.6993
0.0376	555.0	9435	0.2829	0.3432	0.6864	0.6864	nan	0.6864	0.0	0.6864
0.0376	556.0	9452	0.2956	0.3330	0.6659	0.6659	nan	0.6659	0.0	0.6659
0.0376	557.0	9469	0.2928	0.3373	0.6745	0.6745	nan	0.6745	0.0	0.6745
0.0376	558.0	9486	0.2903	0.3444	0.6888	0.6888	nan	0.6888	0.0	0.6888
0.0409	559.0	9503	0.3086	0.3323	0.6646	0.6646	nan	0.6646	0.0	0.6646
0.0409	560.0	9520	0.3257	0.3188	0.6377	0.6377	nan	0.6377	0.0	0.6377
0.0409	561.0	9537	0.3098	0.3307	0.6614	0.6614	nan	0.6614	0.0	0.6614
0.0409	562.0	9554	0.2905	0.3315	0.6631	0.6631	nan	0.6631	0.0	0.6631
0.0409	563.0	9571	0.2886	0.3368	0.6736	0.6736	nan	0.6736	0.0	0.6736
0.0409	564.0	9588	0.2952	0.3354	0.6709	0.6709	nan	0.6709	0.0	0.6709
0.0336	565.0	9605	0.3089	0.3303	0.6605	0.6605	nan	0.6605	0.0	0.6605
0.0336	566.0	9622	0.3004	0.3305	0.6611	0.6611	nan	0.6611	0.0	0.6611
0.0336	567.0	9639	0.3005	0.3417	0.6835	0.6835	nan	0.6835	0.0	0.6835
0.0336	568.0	9656	0.2944	0.3374	0.6748	0.6748	nan	0.6748	0.0	0.6748
0.0336	569.0	9673	0.2885	0.3375	0.6750	0.6750	nan	0.6750	0.0	0.6750
0.0336	570.0	9690	0.2940	0.3365	0.6731	0.6731	nan	0.6731	0.0	0.6731
0.0379	571.0	9707	0.2970	0.3249	0.6498	0.6498	nan	0.6498	0.0	0.6498
0.0379	572.0	9724	0.3117	0.3362	0.6723	0.6723	nan	0.6723	0.0	0.6723
0.0379	573.0	9741	0.3093	0.3406	0.6813	0.6813	nan	0.6813	0.0	0.6813
0.0379	574.0	9758	0.3059	0.3450	0.6901	0.6901	nan	0.6901	0.0	0.6901
0.0379	575.0	9775	0.2997	0.3425	0.6849	0.6849	nan	0.6849	0.0	0.6849
0.0379	576.0	9792	0.3000	0.3420	0.6840	0.6840	nan	0.6840	0.0	0.6840
0.0355	577.0	9809	0.3034	0.3334	0.6669	0.6669	nan	0.6669	0.0	0.6669
0.0355	578.0	9826	0.3058	0.3415	0.6831	0.6831	nan	0.6831	0.0	0.6831
0.0355	579.0	9843	0.2928	0.3354	0.6708	0.6708	nan	0.6708	0.0	0.6708
0.0355	580.0	9860	0.2982	0.3291	0.6582	0.6582	nan	0.6582	0.0	0.6582
0.0355	581.0	9877	0.3069	0.3263	0.6526	0.6526	nan	0.6526	0.0	0.6526
0.0355	582.0	9894	0.3015	0.3348	0.6696	0.6696	nan	0.6696	0.0	0.6696
0.0339	583.0	9911	0.2990	0.3225	0.6450	0.6450	nan	0.6450	0.0	0.6450
0.0339	584.0	9928	0.3005	0.3259	0.6518	0.6518	nan	0.6518	0.0	0.6518
0.0339	585.0	9945	0.3164	0.3330	0.6661	0.6661	nan	0.6661	0.0	0.6661
0.0339	586.0	9962	0.3049	0.3255	0.6510	0.6510	nan	0.6510	0.0	0.6510
0.0339	587.0	9979	0.3079	0.3267	0.6534	0.6534	nan	0.6534	0.0	0.6534
0.0339	588.0	9996	0.3019	0.3333	0.6667	0.6667	nan	0.6667	0.0	0.6667
0.0328	588.24	10000	0.3028	0.3319	0.6638	0.6638	nan	0.6638	0.0	0.6638

Framework versions

• Transformers 4.38.0.dev0
• Pytorch 2.0.1
• Datasets 2.14.4
• Tokenizers 0.15.1