vimassaru/segformer-b0-finetuned-teeth-segmentation

segformer-b0-finetuned-segments-sidewalk-oct-22

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

• Loss: 0.1880
• Mean Iou: 0.7311
• Mean Accuracy: 0.8106
• Overall Accuracy: 0.8184
• Accuracy Background: nan
• Accuracy 11: 0.8456
• Accuracy 12: 0.8351
• Accuracy 13: 0.8619
• Accuracy 14: 0.8112
• Accuracy 15: 0.8087
• Accuracy 16: 0.9141
• Accuracy 17: 0.8742
• Accuracy 18: 0.7394
• Accuracy 21: 0.8758
• Accuracy 22: 0.8579
• Accuracy 23: 0.8480
• Accuracy 24: 0.7169
• Accuracy 25: 0.8273
• Accuracy 26: 0.8481
• Accuracy 27: 0.8284
• Accuracy 28: 0.7298
• Accuracy 31: 0.7495
• Accuracy 32: 0.7987
• Accuracy 33: 0.8661
• Accuracy 34: 0.8392
• Accuracy 35: 0.7596
• Accuracy 36: 0.7482
• Accuracy 37: 0.8109
• Accuracy 38: 0.7016
• Accuracy 41: 0.7217
• Accuracy 42: 0.7480
• Accuracy 43: 0.8447
• Accuracy 44: 0.7868
• Accuracy 45: 0.8250
• Accuracy 46: 0.8762
• Accuracy 47: 0.8519
• Accuracy 48: 0.7878
• Iou Background: 0.0
• Iou 11: 0.8226
• Iou 12: 0.8155
• Iou 13: 0.8048
• Iou 14: 0.7807
• Iou 15: 0.7909
• Iou 16: 0.8609
• Iou 17: 0.8145
• Iou 18: 0.6999
• Iou 21: 0.8266
• Iou 22: 0.8160
• Iou 23: 0.8000
• Iou 24: 0.6900
• Iou 25: 0.7760
• Iou 26: 0.8065
• Iou 27: 0.7338
• Iou 28: 0.6771
• Iou 31: 0.6604
• Iou 32: 0.7394
• Iou 33: 0.7977
• Iou 34: 0.7577
• Iou 35: 0.6944
• Iou 36: 0.6774
• Iou 37: 0.7224
• Iou 38: 0.6099
• Iou 41: 0.6166
• Iou 42: 0.6741
• Iou 43: 0.7706
• Iou 44: 0.7386
• Iou 45: 0.7555
• Iou 46: 0.8271
• Iou 47: 0.8210
• Iou 48: 0.7466

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: 0.0006
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Background	Accuracy 11	Accuracy 12	Accuracy 13	Accuracy 14	Accuracy 15	Accuracy 16	Accuracy 17	Accuracy 18	Accuracy 21	Accuracy 22	Accuracy 23	Accuracy 24	Accuracy 25	Accuracy 26	Accuracy 27	Accuracy 28	Accuracy 31	Accuracy 32	Accuracy 33	Accuracy 34	Accuracy 35	Accuracy 36	Accuracy 37	Accuracy 38	Accuracy 41	Accuracy 42	Accuracy 43	Accuracy 44	Accuracy 45	Accuracy 46	Accuracy 47	Accuracy 48	Iou Background	Iou 11	Iou 12	Iou 13	Iou 14	Iou 15	Iou 16	Iou 17	Iou 18	Iou 21	Iou 22	Iou 23	Iou 24	Iou 25	Iou 26	Iou 27	Iou 28	Iou 31	Iou 32	Iou 33	Iou 34	Iou 35	Iou 36	Iou 37	Iou 38	Iou 41	Iou 42	Iou 43	Iou 44	Iou 45	Iou 46	Iou 47	Iou 48
1.5068	2.0	20	1.5257	0.0331	0.0872	0.1082	nan	0.0	0.0	0.0325	0.0	0.0	0.3861	0.7782	0.0	0.5551	0.0	0.0003	0.0	0.0	0.0025	0.5879	0.0	0.0	0.0	0.0	0.0	0.0	0.1233	0.1058	0.0	0.0	0.0	0.0001	0.0	0.0	0.0	0.2200	0.0	0.0	0.0	0.0	0.0298	0.0	0.0	0.2256	0.2666	0.0	0.0733	0.0	0.0003	0.0	0.0	0.0025	0.1063	0.0	0.0	0.0	0.0	0.0	0.0	0.0983	0.0956	0.0	0.0	0.0	0.0001	0.0	0.0	0.0	0.1930	0.0
0.6989	4.0	40	0.6959	0.0319	0.0406	0.0525	nan	0.0032	0.0	0.0	0.0	0.0	0.1235	0.5046	0.0	0.0025	0.0	0.0023	0.0	0.0	0.0821	0.2861	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0411	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.2543	0.0	0.0	0.0032	0.0	0.0	0.0	0.0	0.1124	0.3456	0.0	0.0024	0.0	0.0023	0.0	0.0	0.0706	0.2383	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0395	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.2387	0.0
0.5093	6.0	60	0.4954	0.1659	0.2494	0.3064	nan	0.4165	0.0	0.5606	0.2388	0.2757	0.7236	0.7757	0.0	0.6343	0.0	0.5877	0.0009	0.0374	0.7495	0.7771	0.0	0.0	0.0	0.0	0.0323	0.0	0.0006	0.8019	0.0	0.0	0.0	0.0	0.0436	0.0	0.0556	0.7505	0.5182	0.0	0.2822	0.0	0.3631	0.2026	0.2067	0.4694	0.5250	0.0	0.3620	0.0	0.4125	0.0009	0.0358	0.4261	0.5167	0.0	0.0	0.0	0.0	0.0299	0.0	0.0006	0.5306	0.0	0.0	0.0	0.0	0.0423	0.0	0.0555	0.5479	0.4643
0.3942	8.0	80	0.3680	0.3501	0.4658	0.5243	nan	0.5738	0.1433	0.7262	0.5454	0.5830	0.7900	0.8112	0.0005	0.7442	0.0533	0.8308	0.3071	0.5064	0.8316	0.7153	0.0	0.0000	0.0743	0.6079	0.4475	0.1634	0.6588	0.7590	0.2711	0.0	0.3319	0.4395	0.6430	0.2279	0.7393	0.6828	0.6962	0.0	0.4491	0.1389	0.5260	0.4596	0.5023	0.6223	0.5467	0.0005	0.5418	0.0531	0.5015	0.2715	0.4175	0.6065	0.4828	0.0	0.0000	0.0713	0.3230	0.3481	0.1586	0.5433	0.5740	0.2533	0.0	0.2423	0.3966	0.4280	0.2200	0.6234	0.6177	0.6324
0.2784	10.0	100	0.2889	0.4636	0.5684	0.6056	nan	0.7515	0.3831	0.6687	0.4978	0.5445	0.7171	0.8213	0.3704	0.8125	0.4238	0.7137	0.3553	0.3746	0.6771	0.7124	0.3304	0.2737	0.3675	0.6784	0.5418	0.5543	0.6343	0.7606	0.5879	0.0628	0.4605	0.6789	0.6545	0.4182	0.8261	0.8022	0.7318	0.0	0.5755	0.3346	0.5240	0.4448	0.5151	0.6337	0.6315	0.3573	0.5967	0.3743	0.5367	0.2860	0.3354	0.6064	0.5735	0.3130	0.2389	0.3153	0.5370	0.4762	0.4740	0.5568	0.6436	0.4934	0.0622	0.3368	0.5307	0.4908	0.4042	0.7224	0.7127	0.6656
0.2464	12.0	120	0.2468	0.5400	0.6505	0.6768	nan	0.7948	0.5458	0.7406	0.5603	0.6560	0.8367	0.8329	0.4258	0.8497	0.5678	0.7320	0.5367	0.6036	0.7622	0.7365	0.5251	0.4648	0.6275	0.7353	0.5512	0.6709	0.6991	0.7896	0.6117	0.2989	0.5592	0.6312	0.5789	0.6009	0.8589	0.7659	0.6656	0.0	0.6477	0.4822	0.5850	0.4886	0.6094	0.7392	0.6728	0.4202	0.6684	0.4945	0.6069	0.4492	0.4973	0.6686	0.6208	0.4915	0.3555	0.4906	0.5972	0.4926	0.5760	0.6233	0.6776	0.5277	0.2650	0.4418	0.5141	0.4982	0.5567	0.7441	0.6964	0.6216
0.1842	14.0	140	0.2142	0.6089	0.7198	0.7422	nan	0.7984	0.6803	0.7803	0.6313	0.7672	0.8662	0.8918	0.6084	0.8619	0.7294	0.8191	0.6076	0.7007	0.8122	0.8322	0.3832	0.5565	0.6651	0.8472	0.7226	0.7371	0.7750	0.7743	0.5362	0.5420	0.6400	0.7419	0.7320	0.6402	0.8401	0.8309	0.6816	0.0	0.7143	0.6368	0.7007	0.5825	0.6365	0.7816	0.7521	0.5826	0.7414	0.6622	0.7151	0.5453	0.5588	0.7077	0.6385	0.3652	0.4556	0.5434	0.7138	0.6374	0.6336	0.6464	0.6580	0.4844	0.4542	0.5349	0.6565	0.6279	0.5893	0.7605	0.7330	0.6423
0.1488	16.0	160	0.1933	0.6322	0.7373	0.7542	nan	0.7908	0.6508	0.7861	0.7352	0.7521	0.8892	0.8725	0.6348	0.8581	0.6927	0.8070	0.6642	0.7642	0.8278	0.8363	0.5789	0.6088	0.6556	0.8139	0.6966	0.6829	0.7853	0.7453	0.6678	0.5757	0.6036	0.7537	0.7381	0.7114	0.8446	0.8103	0.7584	0.0	0.6990	0.6113	0.7069	0.6612	0.7097	0.7968	0.7383	0.6079	0.7618	0.6629	0.7209	0.5896	0.6152	0.7371	0.6847	0.5395	0.5130	0.5606	0.6936	0.6153	0.5981	0.6347	0.6535	0.5868	0.4842	0.5324	0.6701	0.6410	0.6346	0.7595	0.7362	0.7052
0.1416	18.0	180	0.1841	0.6533	0.7530	0.7611	nan	0.8485	0.7657	0.8163	0.6475	0.6706	0.7889	0.8295	0.8478	0.8320	0.7455	0.7939	0.5882	0.6691	0.7761	0.7446	0.7167	0.5879	0.6785	0.7867	0.7367	0.7456	0.7522	0.7657	0.7979	0.6336	0.7404	0.8204	0.7517	0.6922	0.8420	0.8470	0.8352	0.0	0.7802	0.7301	0.7232	0.6005	0.6380	0.7526	0.7347	0.6939	0.7603	0.6879	0.6913	0.5221	0.5773	0.7374	0.6773	0.6223	0.5234	0.5861	0.7062	0.6492	0.6365	0.6644	0.6850	0.6211	0.5522	0.6502	0.7557	0.6860	0.6374	0.7636	0.7728	0.7395
0.1346	20.0	200	0.1742	0.6462	0.7375	0.7528	nan	0.8037	0.7862	0.7855	0.7327	0.7617	0.8752	0.8049	0.5045	0.8113	0.7420	0.8055	0.5818	0.6962	0.7828	0.8136	0.5866	0.5741	0.7100	0.8119	0.7525	0.6603	0.7224	0.8027	0.6645	0.6230	0.7702	0.8144	0.6772	0.7818	0.8084	0.8461	0.7052	0.0	0.7651	0.7384	0.7206	0.6790	0.7135	0.7803	0.6876	0.4954	0.7515	0.6922	0.7354	0.5483	0.6050	0.7345	0.6809	0.5512	0.5261	0.6238	0.7292	0.6495	0.5871	0.6396	0.7011	0.5818	0.5478	0.6583	0.7103	0.6303	0.6758	0.7516	0.7592	0.6734
0.1042	22.0	220	0.1637	0.6758	0.7706	0.7839	nan	0.8440	0.8257	0.8354	0.7495	0.7759	0.9255	0.8405	0.5792	0.8443	0.8035	0.8293	0.6949	0.8221	0.8176	0.7856	0.5664	0.6291	0.7734	0.8161	0.7754	0.6758	0.7612	0.7892	0.6925	0.6765	0.7656	0.8216	0.7656	0.7414	0.8543	0.8211	0.7612	0.0	0.7956	0.7843	0.7713	0.6988	0.7373	0.8287	0.7380	0.5596	0.7925	0.7543	0.7762	0.6417	0.6676	0.7463	0.6649	0.5328	0.5629	0.6537	0.7400	0.6748	0.6041	0.6581	0.6950	0.6081	0.5778	0.6579	0.7449	0.6918	0.6812	0.7902	0.7652	0.7059
0.1014	24.0	240	0.1628	0.6739	0.7704	0.7833	nan	0.8358	0.8065	0.8226	0.7126	0.7269	0.8906	0.8694	0.6430	0.8772	0.7933	0.8077	0.6404	0.7989	0.8127	0.7760	0.5488	0.7075	0.7579	0.8430	0.7868	0.7336	0.7986	0.7866	0.6533	0.6949	0.6935	0.7829	0.7970	0.7933	0.8418	0.8350	0.7834	0.0	0.7942	0.7717	0.7501	0.6543	0.7011	0.8332	0.7823	0.6183	0.8028	0.7212	0.7369	0.5974	0.6623	0.7291	0.6472	0.5168	0.6019	0.6628	0.7611	0.6877	0.6428	0.6768	0.6912	0.5835	0.5659	0.5941	0.7315	0.7195	0.7043	0.7870	0.7801	0.7295
0.1026	26.0	260	0.1600	0.7036	0.7975	0.8086	nan	0.8306	0.8021	0.8395	0.8163	0.8010	0.9308	0.8947	0.7863	0.8411	0.7763	0.8088	0.6931	0.8100	0.8361	0.8549	0.6659	0.6646	0.7211	0.8081	0.7935	0.7318	0.7776	0.8230	0.7290	0.6925	0.7631	0.8611	0.8405	0.7458	0.8987	0.8776	0.8035	0.0	0.7789	0.7732	0.7981	0.7548	0.7578	0.8710	0.8372	0.7335	0.7657	0.7307	0.7706	0.6434	0.6820	0.7926	0.7346	0.6132	0.5936	0.6512	0.7460	0.6843	0.6222	0.6729	0.7212	0.6212	0.5839	0.6754	0.8011	0.7558	0.6898	0.8159	0.8071	0.7388
0.084	28.0	280	0.1555	0.6998	0.7893	0.7998	nan	0.8122	0.7962	0.8345	0.7668	0.7207	0.8815	0.9032	0.7212	0.8329	0.7968	0.8244	0.7527	0.8032	0.8308	0.8524	0.7154	0.6876	0.7525	0.8473	0.8036	0.7202	0.7676	0.8123	0.7076	0.6789	0.7105	0.8426	0.8048	0.8069	0.8447	0.8490	0.7757	0.0	0.7794	0.7652	0.7627	0.6891	0.6996	0.8404	0.8134	0.6859	0.7800	0.7435	0.7758	0.6849	0.7065	0.7928	0.7470	0.6594	0.6171	0.6737	0.7581	0.6921	0.6345	0.6805	0.7251	0.6076	0.5847	0.6444	0.7949	0.7383	0.7164	0.7882	0.7837	0.7271
0.0833	30.0	300	0.1561	0.6956	0.7859	0.7970	nan	0.8366	0.8484	0.8740	0.7845	0.7260	0.9071	0.8607	0.7272	0.8362	0.8175	0.8326	0.7091	0.7824	0.8454	0.8095	0.6050	0.6899	0.7374	0.8240	0.7946	0.7254	0.7469	0.7926	0.7184	0.6670	0.7099	0.8738	0.8384	0.7947	0.8672	0.8294	0.7376	0.0	0.7987	0.8188	0.7940	0.7065	0.7027	0.8353	0.7950	0.6931	0.7850	0.7667	0.7680	0.6546	0.6978	0.7799	0.6885	0.5668	0.6143	0.6660	0.7517	0.6993	0.6363	0.6589	0.7118	0.6149	0.5743	0.6468	0.8047	0.7501	0.7138	0.7978	0.7651	0.6976
0.0824	32.0	320	0.1543	0.7109	0.7960	0.8060	nan	0.8509	0.8384	0.8601	0.7927	0.8072	0.8660	0.8671	0.7814	0.8639	0.8340	0.8483	0.7068	0.7814	0.8166	0.8125	0.7173	0.6564	0.7617	0.8475	0.7745	0.7266	0.7506	0.8202	0.6921	0.6683	0.7198	0.8480	0.8344	0.8031	0.8905	0.8563	0.7774	0.0	0.8177	0.8143	0.8060	0.7503	0.7626	0.8317	0.8088	0.7207	0.8040	0.7938	0.8027	0.6677	0.6924	0.7851	0.7154	0.6584	0.5943	0.6837	0.7704	0.6973	0.6296	0.6607	0.7231	0.5996	0.5774	0.6510	0.7985	0.7611	0.7318	0.8271	0.8028	0.7185
0.0723	34.0	340	0.1557	0.6945	0.7807	0.7881	nan	0.8142	0.7941	0.8237	0.7511	0.7073	0.8734	0.8676	0.8159	0.8608	0.7947	0.8292	0.7155	0.7700	0.7827	0.8070	0.7627	0.6978	0.7275	0.8387	0.7683	0.7554	0.7509	0.8002	0.6639	0.7231	0.7017	0.8350	0.7678	0.7631	0.8388	0.8231	0.7584	0.0	0.7804	0.7599	0.7532	0.6917	0.6949	0.8422	0.8220	0.7555	0.7997	0.7583	0.7800	0.6642	0.6893	0.7639	0.7098	0.6723	0.6146	0.6639	0.7536	0.6897	0.6526	0.6674	0.7148	0.5882	0.5982	0.6309	0.7618	0.6946	0.6893	0.7850	0.7720	0.7044
0.0698	36.0	360	0.1523	0.7141	0.8005	0.8103	nan	0.8578	0.8162	0.8537	0.8157	0.7768	0.8899	0.8776	0.7987	0.8764	0.8345	0.8257	0.7107	0.8293	0.8590	0.8323	0.6399	0.6852	0.7657	0.8407	0.8026	0.7116	0.7590	0.8231	0.7489	0.6981	0.7221	0.8288	0.8048	0.8054	0.8520	0.8476	0.8261	0.0	0.8173	0.7990	0.8041	0.7614	0.7533	0.8548	0.8267	0.7320	0.8152	0.7863	0.7887	0.6712	0.7290	0.8003	0.6995	0.5925	0.6193	0.6904	0.7656	0.7110	0.6409	0.6690	0.7318	0.6404	0.5937	0.6535	0.7776	0.7466	0.7242	0.8047	0.8067	0.7573
0.0634	38.0	380	0.1554	0.7284	0.8209	0.8313	nan	0.8666	0.8745	0.8763	0.8678	0.8072	0.9112	0.9292	0.6655	0.8992	0.8717	0.8572	0.7633	0.8456	0.8279	0.8630	0.7138	0.7027	0.8109	0.8767	0.8415	0.7641	0.7846	0.8168	0.7206	0.7123	0.7586	0.8802	0.8160	0.8257	0.8813	0.8567	0.7810	0.0	0.8428	0.8406	0.8132	0.7981	0.7843	0.8678	0.8113	0.6434	0.8351	0.8149	0.8119	0.7135	0.7373	0.7971	0.7440	0.6618	0.6258	0.7111	0.8028	0.7348	0.6718	0.6903	0.7266	0.6194	0.6041	0.6767	0.8105	0.7543	0.7418	0.8154	0.8005	0.7354
0.0713	40.0	400	0.1525	0.7218	0.8123	0.8201	nan	0.8704	0.8448	0.8440	0.8238	0.7767	0.8975	0.8755	0.7267	0.8803	0.8616	0.8490	0.7422	0.7974	0.8279	0.8353	0.7166	0.7667	0.7983	0.8684	0.8377	0.7420	0.7794	0.8101	0.7151	0.7616	0.7408	0.8664	0.8062	0.8180	0.8802	0.8365	0.7950	0.0	0.8312	0.8095	0.7830	0.7623	0.7541	0.8481	0.8065	0.6990	0.8168	0.8020	0.7944	0.6918	0.7074	0.7924	0.7342	0.6590	0.6746	0.7122	0.7795	0.7377	0.6698	0.6866	0.7207	0.6159	0.6364	0.6663	0.7890	0.7472	0.7391	0.8140	0.7936	0.7434
0.0643	42.0	420	0.1553	0.7148	0.8042	0.8125	nan	0.8499	0.8216	0.8582	0.8145	0.7421	0.9148	0.9039	0.7032	0.8476	0.8359	0.8361	0.6862	0.8163	0.8320	0.8711	0.6857	0.7295	0.7706	0.8683	0.8590	0.7374	0.7249	0.7984	0.7706	0.7609	0.7409	0.8611	0.8164	0.8064	0.8565	0.8488	0.7650	0.0	0.8118	0.7943	0.7992	0.7484	0.7254	0.8550	0.8101	0.6735	0.7970	0.7858	0.7818	0.6519	0.7299	0.7955	0.7341	0.6359	0.6543	0.7031	0.7862	0.7336	0.6665	0.6664	0.7158	0.6325	0.6354	0.6694	0.7977	0.7527	0.7212	0.8083	0.8006	0.7150
0.0736	44.0	440	0.1546	0.7082	0.7925	0.8019	nan	0.8349	0.8097	0.8161	0.7697	0.7851	0.8876	0.8887	0.7442	0.8519	0.8535	0.8236	0.7030	0.8141	0.8471	0.8394	0.6563	0.7174	0.7590	0.8509	0.8080	0.7455	0.7675	0.7895	0.7165	0.6985	0.7191	0.8403	0.7541	0.7865	0.8846	0.8307	0.7672	0.0	0.7948	0.7605	0.7549	0.7271	0.7573	0.8537	0.8262	0.7135	0.7982	0.7927	0.7788	0.6656	0.7290	0.8111	0.7311	0.6179	0.6431	0.6932	0.7715	0.7216	0.6715	0.6895	0.7092	0.5991	0.5982	0.6453	0.7688	0.7157	0.7171	0.8114	0.7870	0.7169
0.061	46.0	460	0.1509	0.7221	0.8067	0.8162	nan	0.8450	0.8356	0.8496	0.7940	0.7847	0.8876	0.9201	0.7856	0.8733	0.8131	0.8391	0.7294	0.8558	0.8497	0.8405	0.7322	0.6868	0.7573	0.8596	0.7881	0.7321	0.7653	0.8078	0.7268	0.6762	0.7257	0.8676	0.8073	0.8238	0.8874	0.8516	0.8170	0.0	0.8206	0.8087	0.8025	0.7576	0.7481	0.8499	0.8369	0.7417	0.8124	0.7749	0.7963	0.6909	0.7448	0.8059	0.7367	0.6721	0.6221	0.6917	0.7695	0.7114	0.6621	0.6866	0.7227	0.6101	0.5882	0.6541	0.8083	0.7590	0.7457	0.8294	0.8115	0.7571
0.0536	48.0	480	0.1521	0.7308	0.8173	0.8245	nan	0.8590	0.8676	0.8617	0.8409	0.8160	0.9215	0.8884	0.7822	0.8956	0.8719	0.8377	0.7602	0.8218	0.8316	0.8560	0.7428	0.7031	0.7863	0.8546	0.8231	0.7696	0.7685	0.8087	0.7229	0.7263	0.7567	0.8379	0.8288	0.8430	0.8626	0.8406	0.7670	0.0	0.8344	0.8360	0.8057	0.7941	0.7925	0.8777	0.8388	0.7420	0.8293	0.7991	0.7835	0.7108	0.7494	0.8075	0.7551	0.6756	0.6385	0.7085	0.7825	0.7440	0.6904	0.6901	0.7235	0.6201	0.6148	0.6691	0.7887	0.7640	0.7343	0.8044	0.7917	0.7213
0.076	50.0	500	0.1520	0.7336	0.8204	0.8296	nan	0.8641	0.8672	0.8854	0.8506	0.8172	0.8983	0.9032	0.7429	0.8765	0.8368	0.8308	0.7443	0.8053	0.8632	0.8471	0.7114	0.7605	0.7863	0.8809	0.8453	0.7561	0.7871	0.8335	0.7037	0.7512	0.7384	0.8678	0.8357	0.7978	0.8895	0.8628	0.8111	0.0	0.8336	0.8387	0.8238	0.7964	0.7937	0.8658	0.8315	0.7116	0.8165	0.7868	0.7900	0.6980	0.7288	0.8131	0.7442	0.6538	0.6699	0.7143	0.7932	0.7474	0.6859	0.7028	0.7366	0.6159	0.6315	0.6707	0.8037	0.7708	0.7340	0.8311	0.8219	0.7517
0.0562	52.0	520	0.1628	0.7150	0.8054	0.8084	nan	0.8622	0.8430	0.8413	0.8382	0.8163	0.8398	0.7818	0.8451	0.8844	0.8439	0.8295	0.6901	0.7747	0.8257	0.8079	0.7877	0.7749	0.7851	0.8438	0.8018	0.7190	0.7503	0.7810	0.7472	0.7554	0.7455	0.8367	0.7893	0.8200	0.8742	0.8448	0.7913	0.0	0.8255	0.8175	0.8066	0.7834	0.7810	0.8205	0.7279	0.6485	0.8254	0.8013	0.7820	0.6641	0.7145	0.7787	0.7157	0.6751	0.6732	0.7057	0.7626	0.7167	0.6539	0.6710	0.7056	0.6244	0.6314	0.6625	0.7731	0.7407	0.7382	0.8232	0.8138	0.7333
0.0682	54.0	540	0.1544	0.7273	0.8147	0.8239	nan	0.8486	0.8597	0.8338	0.8060	0.7833	0.9164	0.8783	0.6689	0.8977	0.8613	0.8336	0.7496	0.8304	0.8650	0.8593	0.6824	0.7622	0.7868	0.8478	0.8315	0.7794	0.7738	0.8061	0.7577	0.7475	0.7457	0.8716	0.8245	0.8340	0.8787	0.8517	0.7978	0.0	0.8216	0.8116	0.7853	0.7635	0.7660	0.8542	0.7961	0.6473	0.8352	0.8144	0.7992	0.7083	0.7510	0.8180	0.7399	0.6359	0.6697	0.7070	0.7719	0.7462	0.6891	0.6863	0.7279	0.6595	0.6366	0.6769	0.8054	0.7596	0.7396	0.8220	0.8085	0.7471
0.0478	56.0	560	0.1564	0.7253	0.8132	0.8223	nan	0.8486	0.8530	0.8762	0.8190	0.7620	0.9052	0.8812	0.6975	0.9016	0.8451	0.8575	0.7538	0.8509	0.8625	0.8264	0.7102	0.7573	0.7668	0.8688	0.8337	0.7683	0.7906	0.7989	0.7494	0.7500	0.7366	0.8623	0.7946	0.7657	0.8953	0.8399	0.7950	0.0	0.8231	0.8223	0.8105	0.7623	0.7461	0.8610	0.8095	0.6731	0.8305	0.8006	0.8120	0.7162	0.7677	0.8179	0.7354	0.6530	0.6614	0.7003	0.7871	0.7482	0.6905	0.6961	0.7200	0.6325	0.6232	0.6626	0.7738	0.7204	0.7057	0.8244	0.8010	0.7470
0.0512	58.0	580	0.1546	0.7298	0.8150	0.8235	nan	0.8586	0.8815	0.8680	0.8305	0.8242	0.9193	0.8879	0.7123	0.8771	0.8630	0.8356	0.7117	0.8269	0.8482	0.8489	0.6943	0.7425	0.7987	0.8770	0.8386	0.7397	0.7332	0.8208	0.7140	0.7405	0.7508	0.8443	0.8103	0.8435	0.8862	0.8513	0.7999	0.0	0.8338	0.8388	0.8168	0.7895	0.7902	0.8661	0.8277	0.6841	0.8246	0.8068	0.7864	0.6815	0.7506	0.8171	0.7428	0.6401	0.6576	0.7185	0.7898	0.7393	0.6714	0.6679	0.7291	0.6156	0.6306	0.6758	0.7821	0.7577	0.7551	0.8339	0.8141	0.7489
0.0509	60.0	600	0.1545	0.7353	0.8220	0.8302	nan	0.8592	0.8720	0.8776	0.8462	0.8195	0.9220	0.8871	0.7440	0.8924	0.8589	0.8449	0.7433	0.8409	0.8667	0.8295	0.7048	0.7500	0.7998	0.8735	0.8245	0.7994	0.7692	0.8092	0.7337	0.7343	0.7453	0.8745	0.7983	0.8337	0.8995	0.8459	0.8055	0.0	0.8356	0.8372	0.8225	0.7993	0.7965	0.8741	0.8249	0.7122	0.8357	0.8147	0.8049	0.7064	0.7649	0.8106	0.7248	0.6528	0.6648	0.7211	0.7911	0.7476	0.7076	0.6945	0.7237	0.6179	0.6177	0.6697	0.7939	0.7466	0.7526	0.8392	0.8083	0.7503
0.0435	62.0	620	0.1551	0.7266	0.8095	0.8188	nan	0.8571	0.8378	0.8806	0.8244	0.7731	0.8974	0.8916	0.7253	0.8926	0.8779	0.8292	0.7394	0.8426	0.8510	0.8405	0.6897	0.7349	0.7807	0.8512	0.8099	0.7835	0.7475	0.8269	0.7194	0.7203	0.7187	0.8435	0.7898	0.8434	0.8713	0.8395	0.7721	0.0	0.8293	0.8170	0.8173	0.7700	0.7571	0.8613	0.8173	0.6964	0.8389	0.8144	0.7866	0.7000	0.7620	0.8155	0.7395	0.6413	0.6535	0.7092	0.7790	0.7303	0.6927	0.6821	0.7387	0.6235	0.6178	0.6549	0.7860	0.7458	0.7499	0.8195	0.8017	0.7275
0.05	64.0	640	0.1608	0.7221	0.8067	0.8152	nan	0.8488	0.8286	0.8781	0.7988	0.7907	0.9218	0.8732	0.7222	0.8763	0.8504	0.8118	0.7154	0.7931	0.8343	0.8289	0.6667	0.7748	0.7844	0.8624	0.8260	0.7703	0.7547	0.8016	0.7299	0.7529	0.7077	0.8586	0.8032	0.8272	0.8605	0.8591	0.8017	0.0	0.8249	0.8068	0.8109	0.7560	0.7735	0.8627	0.8140	0.6892	0.8176	0.7994	0.7727	0.6770	0.7346	0.8053	0.7320	0.6090	0.6701	0.7123	0.7792	0.7336	0.6902	0.6858	0.7224	0.6134	0.6299	0.6523	0.7845	0.7433	0.7416	0.8153	0.8225	0.7489
0.0459	66.0	660	0.1576	0.7261	0.8120	0.8214	nan	0.8631	0.8474	0.8776	0.7995	0.8026	0.9172	0.8583	0.6941	0.8725	0.8579	0.8357	0.6982	0.8411	0.8560	0.8450	0.6744	0.7390	0.7989	0.8662	0.8403	0.7824	0.7822	0.8095	0.7108	0.7288	0.7710	0.8529	0.8120	0.8185	0.8926	0.8564	0.7811	0.0	0.8341	0.8175	0.8080	0.7581	0.7869	0.8494	0.7878	0.6688	0.8230	0.8118	0.7919	0.6771	0.7617	0.8151	0.7318	0.6268	0.6483	0.7184	0.7954	0.7654	0.7075	0.6965	0.7241	0.6160	0.6164	0.6757	0.7775	0.7471	0.7440	0.8312	0.8088	0.7404
0.0439	68.0	680	0.1598	0.7224	0.8018	0.8101	nan	0.8218	0.8233	0.8531	0.8371	0.7939	0.9067	0.8828	0.7340	0.8563	0.8277	0.8418	0.7215	0.8087	0.8318	0.8512	0.7260	0.7475	0.7617	0.8591	0.8351	0.7281	0.7451	0.8040	0.6741	0.7338	0.7377	0.8337	0.7935	0.7990	0.8600	0.8537	0.7724	0.0	0.8019	0.7945	0.8109	0.7917	0.7781	0.8646	0.8215	0.7020	0.8158	0.7960	0.7933	0.6862	0.7495	0.8034	0.7442	0.6638	0.6640	0.7041	0.7812	0.7349	0.6623	0.6755	0.7208	0.5887	0.6181	0.6632	0.7688	0.7450	0.7438	0.8133	0.8124	0.7250
0.0429	70.0	700	0.1567	0.7318	0.8169	0.8234	nan	0.8528	0.8642	0.8606	0.8186	0.7842	0.9068	0.8902	0.7569	0.8653	0.8556	0.8600	0.7249	0.8386	0.8292	0.8274	0.7651	0.7225	0.7881	0.8830	0.8518	0.7644	0.7596	0.8094	0.7457	0.7419	0.7706	0.8486	0.8048	0.8377	0.8595	0.8543	0.7989	0.0	0.8324	0.8198	0.7989	0.7664	0.7683	0.8598	0.8278	0.7256	0.8254	0.8086	0.8097	0.6964	0.7582	0.7994	0.7423	0.6893	0.6474	0.7181	0.8038	0.7661	0.6991	0.6877	0.7223	0.6216	0.6318	0.6820	0.7805	0.7464	0.7383	0.8097	0.8156	0.7518
0.0451	72.0	720	0.1599	0.7259	0.8108	0.8180	nan	0.8575	0.8445	0.8569	0.7949	0.7508	0.9182	0.8857	0.7585	0.8817	0.8459	0.8278	0.7283	0.8307	0.8325	0.8339	0.7285	0.7605	0.7848	0.8750	0.8350	0.7597	0.7324	0.8046	0.7325	0.7270	0.7560	0.8507	0.8074	0.8130	0.8853	0.8430	0.8029	0.0	0.8328	0.8076	0.7840	0.7446	0.7429	0.8682	0.8291	0.7225	0.8281	0.8035	0.7867	0.6942	0.7558	0.8016	0.7417	0.6661	0.6629	0.7118	0.7904	0.7454	0.6875	0.6717	0.7177	0.6107	0.6183	0.6711	0.7747	0.7439	0.7470	0.8309	0.8111	0.7506
0.0438	74.0	740	0.1589	0.7383	0.8252	0.8335	nan	0.8535	0.8510	0.8886	0.7967	0.8137	0.9233	0.8862	0.7682	0.8849	0.8755	0.8550	0.7480	0.8585	0.8498	0.8561	0.7181	0.7650	0.7855	0.8884	0.8541	0.7811	0.7735	0.8343	0.6991	0.7570	0.7538	0.8659	0.8262	0.8308	0.9056	0.8575	0.8012	0.0	0.8326	0.8242	0.8009	0.7576	0.7948	0.8759	0.8293	0.7336	0.8340	0.8217	0.8060	0.7140	0.7731	0.8162	0.7444	0.6609	0.6723	0.7180	0.7997	0.7656	0.7070	0.6972	0.7367	0.6091	0.6385	0.6746	0.7887	0.7608	0.7612	0.8432	0.8193	0.7545
0.0458	76.0	760	0.1601	0.7269	0.8121	0.8214	nan	0.8496	0.8397	0.8527	0.8475	0.7941	0.9220	0.8976	0.7672	0.8544	0.8667	0.8357	0.7116	0.8245	0.8729	0.8328	0.6342	0.7355	0.7903	0.8746	0.8412	0.7663	0.7404	0.8199	0.6719	0.7317	0.7733	0.8619	0.8197	0.8283	0.8852	0.8562	0.7875	0.0	0.8262	0.8090	0.8018	0.7990	0.7828	0.8765	0.8352	0.7289	0.8138	0.8143	0.7966	0.6834	0.7534	0.8096	0.7147	0.5933	0.6504	0.7155	0.7886	0.7423	0.6852	0.6693	0.7205	0.5887	0.6236	0.6879	0.7929	0.7577	0.7455	0.8230	0.8136	0.7431
0.0465	78.0	780	0.1574	0.7369	0.8213	0.8291	nan	0.8351	0.8481	0.8662	0.8399	0.8210	0.9261	0.8788	0.7511	0.8876	0.8659	0.8343	0.7471	0.8311	0.8514	0.8520	0.7376	0.7532	0.8092	0.8687	0.8439	0.7719	0.7718	0.8254	0.7229	0.7217	0.7521	0.8460	0.8123	0.8303	0.8966	0.8571	0.8238	0.0	0.8189	0.8116	0.8060	0.7959	0.7975	0.8742	0.8205	0.7198	0.8357	0.8136	0.7898	0.7078	0.7645	0.8182	0.7533	0.6787	0.6575	0.7309	0.7971	0.7619	0.7030	0.6908	0.7315	0.6232	0.6156	0.6728	0.7805	0.7588	0.7594	0.8367	0.8209	0.7706
0.0472	80.0	800	0.1581	0.7398	0.8240	0.8319	nan	0.8523	0.8478	0.8569	0.8497	0.8148	0.9077	0.9090	0.7707	0.8890	0.8710	0.8457	0.7326	0.8413	0.8534	0.8573	0.7417	0.7604	0.7896	0.8915	0.8587	0.7877	0.7637	0.8249	0.7050	0.7075	0.7400	0.8388	0.8288	0.8473	0.9037	0.8491	0.8298	0.0	0.8314	0.8178	0.8091	0.8070	0.7953	0.8692	0.8361	0.7350	0.8355	0.8235	0.7971	0.6969	0.7691	0.8213	0.7577	0.6832	0.6606	0.7202	0.8031	0.7647	0.7041	0.6895	0.7314	0.6169	0.6006	0.6666	0.7819	0.7754	0.7739	0.8431	0.8235	0.7715
0.0382	82.0	820	0.1604	0.7403	0.8266	0.8343	nan	0.8591	0.8582	0.8789	0.8152	0.8205	0.9297	0.8853	0.7376	0.9018	0.8919	0.8719	0.7329	0.8391	0.8647	0.8502	0.7493	0.7837	0.8071	0.8941	0.8678	0.7693	0.7661	0.8292	0.7238	0.7455	0.7454	0.8597	0.8130	0.8221	0.8851	0.8525	0.8015	0.0	0.8372	0.8320	0.8087	0.7724	0.7967	0.8729	0.8232	0.7083	0.8480	0.8377	0.8183	0.7049	0.7683	0.8204	0.7546	0.6896	0.6755	0.7341	0.8079	0.7696	0.7004	0.6932	0.7355	0.6306	0.6242	0.6749	0.7846	0.7499	0.7518	0.8345	0.8204	0.7512
0.0442	84.0	840	0.1602	0.7390	0.8225	0.8302	nan	0.8469	0.8636	0.8656	0.8214	0.8119	0.9160	0.8997	0.7620	0.8728	0.8538	0.8407	0.7200	0.8656	0.8623	0.8515	0.7622	0.7776	0.7777	0.8701	0.8395	0.7936	0.7658	0.8260	0.7419	0.7210	0.7438	0.8456	0.7999	0.8217	0.8964	0.8775	0.8064	0.0	0.8276	0.8309	0.8056	0.7837	0.7960	0.8768	0.8374	0.7284	0.8277	0.8097	0.7978	0.6942	0.7736	0.8200	0.7589	0.6973	0.6743	0.7147	0.7911	0.7617	0.7151	0.6981	0.7359	0.6366	0.6127	0.6653	0.7748	0.7463	0.7519	0.8417	0.8378	0.7623
0.045	86.0	860	0.1615	0.7351	0.8164	0.8236	nan	0.8602	0.8347	0.8650	0.8180	0.8123	0.9033	0.8974	0.7588	0.8922	0.8646	0.8608	0.7367	0.8179	0.8463	0.8300	0.7655	0.7742	0.7765	0.8641	0.8422	0.7663	0.7427	0.8051	0.7022	0.7413	0.7390	0.8461	0.8004	0.8476	0.8903	0.8514	0.7723	0.0	0.8395	0.8132	0.8107	0.7807	0.7913	0.8657	0.8293	0.7245	0.8426	0.8242	0.8086	0.7018	0.7566	0.8118	0.7474	0.6984	0.6687	0.7128	0.7916	0.7562	0.6928	0.6757	0.7181	0.6045	0.6275	0.6717	0.7856	0.7561	0.7628	0.8292	0.8143	0.7443
0.0372	88.0	880	0.1615	0.7345	0.8151	0.8228	nan	0.8501	0.8432	0.8601	0.8370	0.7936	0.9159	0.8956	0.7217	0.8874	0.8570	0.8584	0.7030	0.8326	0.8443	0.8394	0.7630	0.7447	0.8013	0.8724	0.8381	0.7680	0.7537	0.8095	0.7261	0.7406	0.7492	0.8459	0.7901	0.8240	0.8649	0.8693	0.7821	0.0	0.8303	0.8200	0.8122	0.7979	0.7812	0.8714	0.8228	0.6926	0.8368	0.8187	0.8106	0.6809	0.7613	0.8081	0.7474	0.6928	0.6641	0.7333	0.7950	0.7589	0.7026	0.6846	0.7242	0.6239	0.6259	0.6749	0.7725	0.7395	0.7564	0.8177	0.8299	0.7489
0.0374	90.0	900	0.1635	0.7259	0.8057	0.8148	nan	0.8591	0.8400	0.8580	0.7711	0.8184	0.9109	0.8792	0.7200	0.8711	0.8568	0.8521	0.7213	0.8264	0.8453	0.8146	0.7050	0.7370	0.7954	0.8592	0.8366	0.7650	0.7493	0.8102	0.6756	0.6970	0.7472	0.8469	0.7833	0.8377	0.8697	0.8496	0.7751	0.0	0.8369	0.8173	0.7969	0.7483	0.7888	0.8639	0.8139	0.6916	0.8248	0.8155	0.8037	0.6921	0.7614	0.8073	0.7249	0.6526	0.6468	0.7254	0.7886	0.7558	0.7013	0.6802	0.7164	0.5877	0.6011	0.6717	0.7772	0.7363	0.7569	0.8189	0.8122	0.7389
0.0384	92.0	920	0.1662	0.7294	0.8119	0.8203	nan	0.8282	0.8271	0.8567	0.8378	0.7946	0.9053	0.8808	0.7401	0.8701	0.8589	0.8436	0.7213	0.8308	0.8552	0.8439	0.6911	0.7356	0.7934	0.8829	0.8517	0.7629	0.7474	0.8203	0.7053	0.7211	0.7537	0.8616	0.8006	0.8185	0.8969	0.8312	0.8113	0.0	0.8096	0.8029	0.8050	0.7889	0.7801	0.8595	0.8151	0.7064	0.8158	0.8083	0.7966	0.6928	0.7656	0.8169	0.7399	0.6401	0.6575	0.7283	0.7965	0.7560	0.6938	0.6824	0.7235	0.6078	0.6164	0.6815	0.7879	0.7477	0.7537	0.8352	0.8107	0.7488
0.0438	94.0	940	0.1668	0.7331	0.8169	0.8256	nan	0.8588	0.8564	0.8736	0.8234	0.8153	0.9055	0.8821	0.7226	0.8809	0.8822	0.8553	0.7457	0.8471	0.8471	0.8523	0.7147	0.7399	0.7916	0.8845	0.8448	0.7651	0.7410	0.8162	0.6957	0.7298	0.7561	0.8573	0.8067	0.8185	0.8912	0.8541	0.7861	0.0	0.8350	0.8294	0.8091	0.7862	0.7920	0.8529	0.8077	0.6923	0.8300	0.8309	0.8144	0.7136	0.7743	0.8169	0.7471	0.6616	0.6505	0.7217	0.7928	0.7604	0.7004	0.6766	0.7234	0.6043	0.6203	0.6742	0.7783	0.7471	0.7520	0.8373	0.8209	0.7389
0.036	96.0	960	0.1674	0.7379	0.8217	0.8288	nan	0.8562	0.8515	0.8737	0.8185	0.8144	0.9195	0.8892	0.7625	0.8920	0.8553	0.8526	0.7277	0.8312	0.8595	0.8382	0.7206	0.7780	0.8313	0.8830	0.8468	0.7676	0.7622	0.8153	0.7412	0.7288	0.7703	0.8552	0.8082	0.8225	0.8717	0.8556	0.7941	0.0	0.8298	0.8227	0.8102	0.7819	0.7973	0.8743	0.8283	0.7266	0.8337	0.8152	0.8044	0.6983	0.7631	0.8144	0.7376	0.6675	0.6867	0.7528	0.8016	0.7655	0.7023	0.6916	0.7313	0.6315	0.6264	0.6847	0.7747	0.7466	0.7519	0.8261	0.8239	0.7469
0.0336	98.0	980	0.1666	0.7321	0.8133	0.8210	nan	0.8512	0.8465	0.8526	0.8285	0.8063	0.9100	0.8760	0.7369	0.8817	0.8537	0.8466	0.7324	0.8159	0.8514	0.8478	0.7347	0.7401	0.7874	0.8621	0.8562	0.7723	0.7436	0.8167	0.7125	0.7452	0.7370	0.8484	0.7910	0.8418	0.8693	0.8446	0.7867	0.0	0.8303	0.8223	0.8027	0.7934	0.7914	0.8688	0.8148	0.7023	0.8320	0.8147	0.8049	0.6995	0.7540	0.8128	0.7473	0.6752	0.6575	0.7213	0.7858	0.7661	0.6974	0.6766	0.7266	0.6161	0.6280	0.6708	0.7772	0.7430	0.7540	0.8177	0.8117	0.7435
0.0402	100.0	1000	0.1703	0.7283	0.8083	0.8167	nan	0.8417	0.8270	0.8618	0.8060	0.7990	0.9187	0.8680	0.7391	0.8604	0.8639	0.8454	0.7151	0.8381	0.8506	0.8240	0.7009	0.7356	0.7958	0.8773	0.8330	0.7522	0.7655	0.8111	0.6956	0.7258	0.7469	0.8437	0.7864	0.8300	0.8780	0.8506	0.7773	0.0	0.8190	0.8057	0.8047	0.7723	0.7831	0.8695	0.8148	0.7016	0.8134	0.8207	0.7982	0.6919	0.7658	0.8089	0.7312	0.6512	0.6577	0.7291	0.7901	0.7548	0.6958	0.6875	0.7229	0.6040	0.6209	0.6727	0.7701	0.7373	0.7581	0.8238	0.8180	0.7404
0.0347	102.0	1020	0.1680	0.7300	0.8095	0.8185	nan	0.8335	0.8526	0.8599	0.8135	0.8154	0.9168	0.8851	0.7336	0.8708	0.8607	0.8366	0.7145	0.8258	0.8478	0.8360	0.7021	0.7329	0.7911	0.8575	0.8391	0.7793	0.7499	0.8254	0.7139	0.6868	0.7281	0.8375	0.7948	0.8374	0.8808	0.8540	0.7907	0.0	0.8145	0.8159	0.8009	0.7799	0.7974	0.8760	0.8206	0.6990	0.8228	0.8132	0.7939	0.6895	0.7628	0.8095	0.7383	0.6521	0.6488	0.7220	0.7855	0.7690	0.7114	0.6840	0.7336	0.6189	0.5949	0.6616	0.7669	0.7456	0.7633	0.8265	0.8223	0.7484
0.035	104.0	1040	0.1709	0.7282	0.8072	0.8153	nan	0.8385	0.8355	0.8511	0.8131	0.8032	0.9103	0.8779	0.7489	0.8680	0.8531	0.8395	0.7471	0.8207	0.8457	0.8215	0.7057	0.7264	0.7784	0.8638	0.8373	0.7677	0.7568	0.8065	0.7143	0.7195	0.7515	0.8402	0.7681	0.8156	0.8734	0.8441	0.7879	0.0	0.8147	0.8090	0.7994	0.7804	0.7863	0.8696	0.8223	0.7123	0.8177	0.8129	0.8034	0.7119	0.7568	0.8036	0.7286	0.6583	0.6486	0.7185	0.7887	0.7588	0.7049	0.6852	0.7208	0.6119	0.6146	0.6757	0.7664	0.7245	0.7467	0.8158	0.8122	0.7505
0.0335	106.0	1060	0.1689	0.7300	0.8104	0.8182	nan	0.8563	0.8375	0.8646	0.8213	0.8099	0.9055	0.8828	0.7513	0.8787	0.8536	0.8481	0.7179	0.8123	0.8572	0.7962	0.7255	0.7425	0.7871	0.8624	0.8377	0.7535	0.7514	0.8050	0.7108	0.7213	0.7394	0.8308	0.7975	0.8429	0.8777	0.8517	0.8019	0.0	0.8308	0.8139	0.8088	0.7867	0.7939	0.8679	0.8210	0.7128	0.8253	0.8151	0.7990	0.6890	0.7583	0.7943	0.7122	0.6754	0.6602	0.7267	0.7851	0.7517	0.6909	0.6781	0.7182	0.6179	0.6152	0.6650	0.7644	0.7454	0.7630	0.8260	0.8216	0.7548
0.029	108.0	1080	0.1700	0.7333	0.8136	0.8212	nan	0.8593	0.8467	0.8682	0.8181	0.8034	0.9091	0.8770	0.7556	0.8722	0.8573	0.8582	0.7310	0.8322	0.8397	0.8298	0.7147	0.7410	0.8034	0.8671	0.8498	0.7648	0.7557	0.8068	0.7033	0.7165	0.7594	0.8566	0.8019	0.8280	0.8694	0.8471	0.7909	0.0	0.8341	0.8231	0.8103	0.7854	0.7882	0.8689	0.8238	0.7129	0.8249	0.8184	0.8094	0.7041	0.7673	0.8042	0.7326	0.6637	0.6579	0.7350	0.7960	0.7669	0.7013	0.6828	0.7193	0.6081	0.6149	0.6780	0.7786	0.7489	0.7559	0.8205	0.8165	0.7464
0.0417	110.0	1100	0.1772	0.7194	0.7972	0.8058	nan	0.8280	0.8238	0.8445	0.7908	0.8269	0.8967	0.8600	0.6878	0.8638	0.8630	0.8371	0.7040	0.8095	0.8234	0.8274	0.6681	0.7270	0.7865	0.8624	0.8220	0.7584	0.7468	0.7957	0.7270	0.7154	0.7303	0.8290	0.7464	0.8262	0.8746	0.8342	0.7745	0.0	0.8075	0.7958	0.7914	0.7650	0.8027	0.8522	0.7956	0.6631	0.8181	0.8149	0.7969	0.6840	0.7509	0.7863	0.7170	0.6226	0.6511	0.7267	0.7909	0.7570	0.7006	0.6756	0.7117	0.6107	0.6136	0.6580	0.7549	0.7100	0.7532	0.8196	0.8043	0.7387
0.0374	112.0	1120	0.1725	0.7319	0.8114	0.8198	nan	0.8322	0.8258	0.8711	0.8108	0.8157	0.9173	0.8848	0.7720	0.8807	0.8693	0.8443	0.7110	0.8353	0.8411	0.8234	0.7056	0.7309	0.7907	0.8726	0.8280	0.7818	0.7314	0.8230	0.6778	0.7216	0.7462	0.8578	0.7922	0.8357	0.8744	0.8664	0.7935	0.0	0.8132	0.8054	0.8010	0.7790	0.8020	0.8777	0.8298	0.7268	0.8316	0.8168	0.7957	0.6886	0.7706	0.8004	0.7338	0.6568	0.6538	0.7290	0.7916	0.7569	0.7091	0.6688	0.7263	0.5925	0.6175	0.6760	0.7787	0.7433	0.7608	0.8271	0.8359	0.7577
0.0297	114.0	1140	0.1727	0.7286	0.8091	0.8163	nan	0.8480	0.8568	0.8539	0.8107	0.8011	0.9095	0.8637	0.7787	0.8682	0.8601	0.8313	0.7293	0.8333	0.8472	0.8031	0.6997	0.7535	0.7978	0.8637	0.8442	0.7672	0.7536	0.7994	0.6785	0.7323	0.7394	0.8431	0.7923	0.8053	0.8831	0.8481	0.7952	0.0	0.8277	0.8237	0.8014	0.7776	0.7850	0.8648	0.8196	0.7270	0.8211	0.8147	0.7931	0.7001	0.7679	0.7956	0.7174	0.6506	0.6663	0.7323	0.7890	0.7627	0.7017	0.6809	0.7092	0.5732	0.6222	0.6654	0.7670	0.7410	0.7481	0.8236	0.8202	0.7549
0.0294	116.0	1160	0.1741	0.7289	0.8097	0.8181	nan	0.8451	0.8299	0.8669	0.8066	0.8102	0.9189	0.8663	0.7263	0.8787	0.8623	0.8572	0.7096	0.8258	0.8393	0.8254	0.7209	0.7396	0.7924	0.8813	0.8413	0.7707	0.7449	0.8108	0.7085	0.7097	0.7435	0.8482	0.7987	0.8178	0.8761	0.8525	0.7865	0.0	0.8209	0.8086	0.8036	0.7730	0.7910	0.8641	0.8041	0.6909	0.8297	0.8162	0.8059	0.6831	0.7628	0.7974	0.7325	0.6700	0.6527	0.7279	0.8020	0.7636	0.7085	0.6812	0.7240	0.6049	0.6047	0.6683	0.7679	0.7448	0.7561	0.8237	0.8200	0.7508
0.0359	118.0	1180	0.1696	0.7373	0.8183	0.8263	nan	0.8415	0.8324	0.8779	0.8223	0.8145	0.9132	0.8831	0.7632	0.8907	0.8551	0.8537	0.7395	0.8336	0.8347	0.8538	0.7489	0.7662	0.7845	0.8690	0.8365	0.7750	0.7394	0.8282	0.7179	0.7087	0.7534	0.8516	0.8153	0.8305	0.8821	0.8731	0.7971	0.0	0.8213	0.8147	0.8140	0.7900	0.7971	0.8686	0.8203	0.7237	0.8391	0.8161	0.8070	0.7056	0.7721	0.8014	0.7469	0.6930	0.6718	0.7250	0.7900	0.7569	0.7040	0.6781	0.7344	0.6230	0.6113	0.6740	0.7783	0.7598	0.7589	0.8341	0.8390	0.7620
0.0313	120.0	1200	0.1764	0.7273	0.8058	0.8135	nan	0.8369	0.8273	0.8485	0.8146	0.7969	0.9080	0.8679	0.7526	0.8618	0.8506	0.8432	0.7363	0.8113	0.8472	0.8241	0.7444	0.7278	0.7724	0.8587	0.8412	0.7388	0.7400	0.8219	0.7169	0.7267	0.7404	0.8295	0.7807	0.8083	0.8742	0.8474	0.7890	0.0	0.8122	0.8035	0.7992	0.7815	0.7815	0.8618	0.8129	0.7130	0.8159	0.8134	0.8015	0.7036	0.7602	0.8034	0.7366	0.6886	0.6460	0.7135	0.7851	0.7406	0.6792	0.6769	0.7315	0.6211	0.6179	0.6664	0.7607	0.7361	0.7435	0.8216	0.8177	0.7533
0.0329	122.0	1220	0.1771	0.7252	0.8059	0.8141	nan	0.8437	0.8362	0.8540	0.7926	0.8117	0.9154	0.8612	0.7062	0.8569	0.8485	0.8420	0.7121	0.8323	0.8448	0.7997	0.7292	0.7499	0.7871	0.8639	0.8462	0.7443	0.7533	0.8169	0.7038	0.7194	0.7506	0.8452	0.7877	0.8170	0.8761	0.8577	0.7840	0.0	0.8204	0.8071	0.7921	0.7643	0.7929	0.8554	0.7942	0.6749	0.8127	0.8085	0.8011	0.6862	0.7614	0.7949	0.7177	0.6742	0.6616	0.7244	0.7864	0.7570	0.6883	0.6835	0.7267	0.6077	0.6149	0.6708	0.7716	0.7383	0.7481	0.8252	0.8227	0.7478
0.0331	124.0	1240	0.1752	0.7266	0.8066	0.8152	nan	0.8327	0.8351	0.8520	0.8300	0.8021	0.9078	0.8735	0.7416	0.8724	0.8526	0.8503	0.7145	0.8238	0.8628	0.8091	0.6907	0.7477	0.7998	0.8757	0.8473	0.7857	0.7623	0.7796	0.6566	0.6925	0.7452	0.8477	0.7840	0.8092	0.8763	0.8595	0.7925	0.0	0.8133	0.8089	0.8030	0.7938	0.7893	0.8603	0.8155	0.7067	0.8229	0.8124	0.8022	0.6871	0.7651	0.8067	0.7168	0.6469	0.6612	0.7356	0.8006	0.7659	0.7079	0.6698	0.6958	0.5808	0.5977	0.6661	0.7631	0.7310	0.7430	0.8245	0.8265	0.7578
0.0361	126.0	1260	0.1760	0.7281	0.8066	0.8149	nan	0.8466	0.8424	0.8478	0.8209	0.8079	0.9042	0.8718	0.7475	0.8674	0.8598	0.8431	0.7180	0.8312	0.8591	0.8210	0.7164	0.7286	0.7876	0.8620	0.8371	0.7558	0.7635	0.8017	0.6584	0.7283	0.7397	0.8309	0.7813	0.8198	0.8722	0.8533	0.7845	0.0	0.8253	0.8165	0.7986	0.7862	0.7933	0.8552	0.8134	0.7104	0.8199	0.8164	0.8013	0.6914	0.7703	0.8109	0.7329	0.6689	0.6540	0.7295	0.7917	0.7571	0.6948	0.6801	0.7140	0.5799	0.6173	0.6632	0.7611	0.7343	0.7483	0.8242	0.8219	0.7448
0.0312	128.0	1280	0.1742	0.7341	0.8152	0.8232	nan	0.8516	0.8397	0.8645	0.8195	0.8220	0.9142	0.8781	0.7514	0.8924	0.8513	0.8453	0.7260	0.8381	0.8475	0.8443	0.7235	0.7607	0.7856	0.8649	0.8366	0.7681	0.7626	0.8138	0.7074	0.7219	0.7571	0.8486	0.7923	0.8338	0.8693	0.8587	0.7970	0.0	0.8313	0.8132	0.8057	0.7875	0.8008	0.8622	0.8182	0.7143	0.8354	0.8092	0.7986	0.6982	0.7714	0.8099	0.7470	0.6739	0.6682	0.7270	0.7921	0.7614	0.7032	0.6868	0.7228	0.6151	0.6166	0.6750	0.7740	0.7450	0.7576	0.8214	0.8268	0.7545
0.0352	130.0	1300	0.1762	0.7337	0.8138	0.8214	nan	0.8465	0.8373	0.8601	0.8223	0.8076	0.9237	0.8686	0.7449	0.8788	0.8631	0.8411	0.7332	0.8329	0.8459	0.8440	0.7533	0.7380	0.8051	0.8671	0.8474	0.7680	0.7653	0.8178	0.7100	0.7248	0.7397	0.8380	0.7731	0.8290	0.8703	0.8504	0.7949	0.0	0.8242	0.8128	0.8075	0.7872	0.7894	0.8733	0.8143	0.7046	0.8274	0.8169	0.8003	0.7033	0.7728	0.8140	0.7518	0.6947	0.6550	0.7367	0.7973	0.7702	0.7038	0.6868	0.7290	0.6183	0.6147	0.6654	0.7641	0.7300	0.7536	0.8197	0.8219	0.7516
0.0308	132.0	1320	0.1767	0.7336	0.8145	0.8229	nan	0.8483	0.8388	0.8638	0.8193	0.8139	0.9136	0.8830	0.7430	0.8761	0.8595	0.8565	0.7363	0.8355	0.8456	0.8410	0.7363	0.7327	0.7974	0.8752	0.8396	0.7640	0.7673	0.8122	0.6917	0.7051	0.7496	0.8453	0.7955	0.8435	0.8762	0.8540	0.8046	0.0	0.8244	0.8181	0.8043	0.7850	0.7983	0.8644	0.8190	0.7058	0.8264	0.8159	0.8095	0.7073	0.7770	0.8103	0.7450	0.6838	0.6462	0.7324	0.8007	0.7607	0.6988	0.6883	0.7210	0.6047	0.6040	0.6700	0.7729	0.7485	0.7593	0.8249	0.8245	0.7580
0.035	134.0	1340	0.1803	0.7278	0.8081	0.8162	nan	0.8446	0.8499	0.8584	0.8092	0.7799	0.9063	0.8774	0.7270	0.8824	0.8659	0.8517	0.7241	0.8169	0.8429	0.8405	0.7277	0.7534	0.8073	0.8616	0.8423	0.7534	0.7434	0.8055	0.6901	0.7149	0.7441	0.8304	0.7820	0.8303	0.8671	0.8533	0.7749	0.0	0.8253	0.8253	0.8002	0.7727	0.7689	0.8543	0.8127	0.6947	0.8321	0.8170	0.7998	0.6925	0.7684	0.8080	0.7446	0.6750	0.6590	0.7378	0.7909	0.7509	0.6843	0.6724	0.7162	0.6003	0.6115	0.6695	0.7651	0.7366	0.7534	0.8191	0.8223	0.7365
0.0277	136.0	1360	0.1799	0.7223	0.8025	0.8122	nan	0.8432	0.8488	0.8584	0.8239	0.8034	0.9104	0.8691	0.7429	0.8737	0.8555	0.8366	0.7177	0.8265	0.8570	0.8051	0.6303	0.7380	0.7781	0.8611	0.8211	0.7401	0.7377	0.8163	0.6755	0.7193	0.7427	0.8413	0.7722	0.8081	0.8594	0.8588	0.8084	0.0	0.8236	0.8221	0.8016	0.7879	0.7886	0.8592	0.8099	0.7052	0.8223	0.8106	0.7946	0.6935	0.7682	0.8002	0.6989	0.5919	0.6496	0.7201	0.7830	0.7299	0.6780	0.6707	0.7208	0.5938	0.6121	0.6670	0.7627	0.7224	0.7397	0.8182	0.8300	0.7590
0.0307	138.0	1380	0.1802	0.7245	0.8013	0.8095	nan	0.8385	0.8174	0.8352	0.8052	0.8034	0.8987	0.8775	0.7357	0.8731	0.8513	0.8348	0.7135	0.8138	0.8448	0.8180	0.7142	0.7243	0.7833	0.8580	0.8321	0.7576	0.7388	0.7974	0.7235	0.6939	0.7228	0.8385	0.7783	0.8230	0.8595	0.8492	0.7873	0.0	0.8155	0.7950	0.7886	0.7774	0.7849	0.8558	0.8145	0.7004	0.8249	0.8121	0.7952	0.6879	0.7599	0.8019	0.7250	0.6596	0.6484	0.7282	0.7865	0.7487	0.6937	0.6718	0.7151	0.6187	0.6004	0.6595	0.7698	0.7383	0.7514	0.8129	0.8199	0.7473
0.0283	140.0	1400	0.1792	0.7326	0.8125	0.8197	nan	0.8466	0.8472	0.8611	0.8056	0.8019	0.9130	0.8852	0.7560	0.8805	0.8542	0.8499	0.7225	0.8237	0.8454	0.8324	0.7328	0.7552	0.7947	0.8646	0.8414	0.7641	0.7516	0.8140	0.7148	0.7387	0.7463	0.8488	0.7753	0.8213	0.8729	0.8411	0.7963	0.0	0.8251	0.8231	0.8012	0.7725	0.7882	0.8639	0.8282	0.7158	0.8309	0.8158	0.8031	0.6937	0.7658	0.8063	0.7413	0.6777	0.6618	0.7335	0.7961	0.7604	0.7012	0.6825	0.7285	0.6238	0.6253	0.6738	0.7682	0.7284	0.7490	0.8214	0.8157	0.7530
0.032	142.0	1420	0.1782	0.7359	0.8148	0.8227	nan	0.8447	0.8586	0.8601	0.8306	0.8056	0.9163	0.8769	0.7472	0.8807	0.8624	0.8474	0.7149	0.8277	0.8526	0.8325	0.7280	0.7362	0.7980	0.8824	0.8403	0.7766	0.7512	0.8220	0.7046	0.7182	0.7597	0.8495	0.7981	0.8356	0.8716	0.8525	0.7917	0.0	0.8253	0.8349	0.8092	0.7952	0.7917	0.8619	0.8187	0.7090	0.8314	0.8187	0.7992	0.6885	0.7709	0.8074	0.7391	0.6736	0.6597	0.7402	0.8074	0.7667	0.7118	0.6832	0.7323	0.6161	0.6170	0.6827	0.7782	0.7522	0.7633	0.8251	0.8233	0.7493
0.029	144.0	1440	0.1780	0.7373	0.8182	0.8264	nan	0.8570	0.8497	0.8668	0.8319	0.8065	0.9194	0.8787	0.7312	0.8838	0.8607	0.8491	0.7423	0.8263	0.8604	0.8412	0.7344	0.7569	0.8025	0.8743	0.8491	0.7783	0.7626	0.8250	0.7136	0.7273	0.7537	0.8432	0.7922	0.8298	0.8805	0.8544	0.8006	0.0	0.8327	0.8304	0.8108	0.7923	0.7925	0.8637	0.8148	0.6967	0.8307	0.8200	0.8057	0.7088	0.7713	0.8156	0.7470	0.6800	0.6636	0.7417	0.8046	0.7709	0.7133	0.6905	0.7341	0.6251	0.6158	0.6745	0.7686	0.7426	0.7584	0.8307	0.8270	0.7567
0.0289	146.0	1460	0.1787	0.7346	0.8149	0.8229	nan	0.8505	0.8500	0.8619	0.8067	0.8082	0.9105	0.8871	0.7411	0.8737	0.8626	0.8506	0.7233	0.8163	0.8523	0.8352	0.7293	0.7532	0.8141	0.8757	0.8426	0.7655	0.7607	0.8212	0.7049	0.7267	0.7522	0.8479	0.8038	0.8267	0.8764	0.8507	0.7960	0.0	0.8249	0.8258	0.8040	0.7770	0.7921	0.8604	0.8229	0.7050	0.8246	0.8199	0.8038	0.6938	0.7631	0.8100	0.7388	0.6730	0.6690	0.7482	0.8026	0.7619	0.7020	0.6885	0.7293	0.6158	0.6216	0.6773	0.7779	0.7508	0.7559	0.8265	0.8222	0.7546
0.0281	148.0	1480	0.1775	0.7392	0.8203	0.8280	nan	0.8508	0.8442	0.8667	0.8302	0.8155	0.9178	0.8824	0.7545	0.8821	0.8560	0.8632	0.7410	0.8384	0.8568	0.8490	0.7439	0.7587	0.8097	0.8712	0.8525	0.7617	0.7538	0.8246	0.7197	0.7421	0.7511	0.8444	0.8008	0.8240	0.8784	0.8653	0.7978	0.0	0.8263	0.8225	0.8069	0.7944	0.7990	0.8648	0.8203	0.7155	0.8299	0.8172	0.8164	0.7091	0.7799	0.8189	0.7499	0.6866	0.6691	0.7456	0.8035	0.7649	0.6946	0.6838	0.7340	0.6297	0.6294	0.6793	0.7739	0.7465	0.7570	0.8306	0.8329	0.7607
0.0332	150.0	1500	0.1792	0.7336	0.8136	0.8217	nan	0.8568	0.8505	0.8623	0.8151	0.8078	0.9123	0.8824	0.7335	0.8848	0.8571	0.8517	0.7219	0.8249	0.8522	0.8308	0.7083	0.7610	0.7893	0.8641	0.8350	0.7722	0.7547	0.8089	0.7215	0.7347	0.7638	0.8456	0.7854	0.8360	0.8720	0.8656	0.7724	0.0	0.8330	0.8240	0.8081	0.7810	0.7891	0.8612	0.8186	0.6966	0.8358	0.8138	0.8052	0.6956	0.7701	0.8101	0.7335	0.6582	0.6690	0.7304	0.7977	0.7621	0.7050	0.6831	0.7228	0.6235	0.6289	0.6834	0.7737	0.7388	0.7567	0.8245	0.8295	0.7468
0.0291	152.0	1520	0.1799	0.7337	0.8141	0.8214	nan	0.8494	0.8450	0.8653	0.8177	0.8065	0.9123	0.8752	0.7344	0.8787	0.8574	0.8536	0.7175	0.8308	0.8506	0.8196	0.7452	0.7553	0.8132	0.8770	0.8531	0.7556	0.7567	0.8006	0.7159	0.7221	0.7552	0.8497	0.7921	0.8170	0.8732	0.8570	0.7982	0.0	0.8265	0.8223	0.8096	0.7854	0.7897	0.8597	0.8126	0.6968	0.8281	0.8128	0.8013	0.6905	0.7758	0.8091	0.7349	0.6885	0.6691	0.7480	0.8043	0.7622	0.6921	0.6835	0.7156	0.6130	0.6203	0.6812	0.7770	0.7415	0.7522	0.8277	0.8274	0.7545
0.0277	154.0	1540	0.1808	0.7323	0.8116	0.8195	nan	0.8513	0.8379	0.8606	0.8222	0.8142	0.9126	0.8771	0.7298	0.8759	0.8535	0.8461	0.7141	0.8245	0.8472	0.8311	0.7385	0.7372	0.7938	0.8634	0.8418	0.7667	0.7537	0.8095	0.7078	0.7253	0.7529	0.8392	0.7919	0.8226	0.8739	0.8571	0.7972	0.0	0.8285	0.8178	0.8094	0.7907	0.7973	0.8612	0.8096	0.6925	0.8260	0.8109	0.7993	0.6875	0.7680	0.8076	0.7380	0.6804	0.6574	0.7350	0.7975	0.7642	0.7014	0.6814	0.7207	0.6152	0.6193	0.6755	0.7714	0.7425	0.7518	0.8257	0.8278	0.7539
0.0292	156.0	1560	0.1859	0.7238	0.8011	0.8093	nan	0.8294	0.8357	0.8605	0.8069	0.7959	0.9057	0.8540	0.7322	0.8619	0.8489	0.8441	0.7070	0.8227	0.8408	0.8060	0.7021	0.7333	0.7911	0.8673	0.8255	0.7497	0.7470	0.8060	0.6920	0.7086	0.7381	0.8357	0.7860	0.8055	0.8674	0.8495	0.7777	0.0	0.8099	0.8138	0.8054	0.7749	0.7821	0.8557	0.8003	0.6927	0.8131	0.8067	0.7957	0.6830	0.7676	0.7967	0.7140	0.6517	0.6539	0.7342	0.7969	0.7492	0.6895	0.6757	0.7184	0.6024	0.6085	0.6675	0.7679	0.7360	0.7407	0.8194	0.8187	0.7420
0.0279	158.0	1580	0.1847	0.7279	0.8060	0.8142	nan	0.8367	0.8391	0.8552	0.8125	0.8153	0.9116	0.8662	0.7244	0.8689	0.8487	0.8458	0.7036	0.8311	0.8449	0.8109	0.7154	0.7376	0.7914	0.8641	0.8313	0.7614	0.7504	0.8056	0.6889	0.7204	0.7518	0.8379	0.7850	0.8219	0.8749	0.8583	0.7803	0.0	0.8173	0.8171	0.8043	0.7854	0.7943	0.8602	0.8086	0.6878	0.8179	0.8071	0.7973	0.6816	0.7720	0.8005	0.7206	0.6633	0.6571	0.7325	0.7954	0.7566	0.6982	0.6781	0.7175	0.6025	0.6164	0.6764	0.7686	0.7371	0.7524	0.8267	0.8253	0.7452
0.0298	160.0	1600	0.1824	0.7338	0.8144	0.8217	nan	0.8455	0.8396	0.8622	0.8193	0.8132	0.9161	0.8752	0.7435	0.8903	0.8611	0.8510	0.7263	0.8425	0.8508	0.8256	0.7413	0.7524	0.8004	0.8684	0.8540	0.7644	0.7460	0.8022	0.7112	0.7222	0.7507	0.8409	0.7912	0.8231	0.8810	0.8511	0.7977	0.0	0.8257	0.8205	0.8048	0.7884	0.7975	0.8641	0.8146	0.7048	0.8350	0.8171	0.8038	0.6999	0.7808	0.8122	0.7373	0.6832	0.6643	0.7409	0.8032	0.7667	0.6943	0.6754	0.7168	0.6070	0.6147	0.6741	0.7693	0.7405	0.7553	0.8296	0.8223	0.7522
0.0254	162.0	1620	0.1856	0.7297	0.8098	0.8177	nan	0.8487	0.8393	0.8513	0.8164	0.8033	0.9125	0.8814	0.7298	0.8786	0.8559	0.8537	0.7208	0.8270	0.8475	0.8300	0.7144	0.7444	0.7952	0.8683	0.8515	0.7607	0.7373	0.8042	0.7122	0.7206	0.7583	0.8391	0.7885	0.8128	0.8681	0.8472	0.7961	0.0	0.8252	0.8109	0.7970	0.7827	0.7869	0.8639	0.8172	0.6932	0.8278	0.8147	0.8044	0.6936	0.7733	0.8055	0.7300	0.6650	0.6587	0.7362	0.8000	0.7630	0.6908	0.6699	0.7170	0.6149	0.6166	0.6797	0.7666	0.7390	0.7466	0.8211	0.8200	0.7496
0.0275	164.0	1640	0.1851	0.7295	0.8084	0.8160	nan	0.8475	0.8370	0.8551	0.8002	0.8093	0.9130	0.8779	0.7404	0.8736	0.8540	0.8449	0.7173	0.8303	0.8507	0.8253	0.7393	0.7446	0.7915	0.8626	0.8431	0.7646	0.7365	0.8091	0.6926	0.7120	0.7572	0.8406	0.7791	0.8217	0.8647	0.8467	0.7854	0.0	0.8251	0.8155	0.8034	0.7728	0.7882	0.8621	0.8137	0.7022	0.8229	0.8112	0.7980	0.6913	0.7744	0.8073	0.7356	0.6850	0.6599	0.7334	0.7958	0.7616	0.6944	0.6678	0.7206	0.6069	0.6129	0.6772	0.7689	0.7345	0.7519	0.8166	0.8184	0.7442
0.029	166.0	1660	0.1840	0.7319	0.8120	0.8197	nan	0.8442	0.8316	0.8567	0.8064	0.8119	0.9196	0.8693	0.7249	0.8771	0.8643	0.8471	0.7223	0.8302	0.8456	0.8353	0.7415	0.7557	0.7994	0.8692	0.8477	0.7721	0.7368	0.8183	0.7002	0.7173	0.7560	0.8483	0.7923	0.8273	0.8705	0.8562	0.7885	0.0	0.8225	0.8129	0.8029	0.7779	0.7922	0.8616	0.8062	0.6881	0.8236	0.8180	0.8002	0.6952	0.7754	0.8064	0.7406	0.6888	0.6677	0.7397	0.8004	0.7627	0.6990	0.6710	0.7288	0.6150	0.6170	0.6768	0.7730	0.7413	0.7535	0.8219	0.8229	0.7508
0.0261	168.0	1680	0.1841	0.7311	0.8108	0.8188	nan	0.8462	0.8403	0.8589	0.8086	0.8042	0.9140	0.8736	0.7250	0.8793	0.8599	0.8408	0.7201	0.8344	0.8519	0.8209	0.7249	0.7517	0.7900	0.8691	0.8414	0.7688	0.7450	0.8147	0.7092	0.7171	0.7593	0.8458	0.7937	0.8229	0.8717	0.8535	0.7894	0.0	0.8238	0.8165	0.8046	0.7783	0.7868	0.8603	0.8095	0.6877	0.8267	0.8143	0.7973	0.6947	0.7759	0.8044	0.7286	0.6743	0.6628	0.7353	0.8006	0.7619	0.6998	0.6745	0.7272	0.6214	0.6163	0.6794	0.7738	0.7429	0.7535	0.8226	0.8213	0.7482
0.0245	170.0	1700	0.1876	0.7285	0.8066	0.8147	nan	0.8357	0.8356	0.8585	0.8069	0.8036	0.9098	0.8707	0.7247	0.8638	0.8570	0.8461	0.7160	0.8180	0.8456	0.8237	0.7374	0.7329	0.7946	0.8684	0.8429	0.7519	0.7456	0.8141	0.6880	0.7154	0.7514	0.8366	0.7872	0.8250	0.8723	0.8485	0.7848	0.0	0.8149	0.8165	0.8029	0.7754	0.7869	0.8586	0.8079	0.6861	0.8149	0.8149	0.7974	0.6883	0.7705	0.8049	0.7334	0.6821	0.6529	0.7384	0.8002	0.7576	0.6902	0.6753	0.7257	0.6044	0.6137	0.6751	0.7679	0.7407	0.7562	0.8241	0.8192	0.7435
0.0256	172.0	1720	0.1836	0.7363	0.8183	0.8267	nan	0.8529	0.8438	0.8728	0.8277	0.8176	0.9211	0.8840	0.7331	0.8799	0.8667	0.8582	0.7325	0.8303	0.8598	0.8328	0.7167	0.7596	0.8124	0.8778	0.8484	0.7648	0.7527	0.8207	0.7065	0.7303	0.7640	0.8577	0.7886	0.8302	0.8848	0.8643	0.7931	0.0	0.8307	0.8250	0.8146	0.7947	0.7984	0.8649	0.8164	0.6957	0.8281	0.8225	0.8087	0.7020	0.7792	0.8087	0.7316	0.6679	0.6669	0.7515	0.8068	0.7631	0.6983	0.6814	0.7287	0.6153	0.6229	0.6818	0.7775	0.7394	0.7584	0.8334	0.8303	0.7533
0.0264	174.0	1740	0.1903	0.7228	0.8005	0.8088	nan	0.8311	0.8224	0.8559	0.7999	0.8008	0.9034	0.8693	0.7272	0.8645	0.8519	0.8333	0.7081	0.8129	0.8380	0.8263	0.7127	0.7399	0.7811	0.8516	0.8377	0.7393	0.7429	0.8033	0.6958	0.7164	0.7352	0.8246	0.7811	0.8105	0.8734	0.8495	0.7764	0.0	0.8108	0.8055	0.8013	0.7703	0.7813	0.8546	0.8081	0.6896	0.8169	0.8091	0.7892	0.6828	0.7626	0.7990	0.7291	0.6637	0.6525	0.7266	0.7878	0.7504	0.6811	0.6734	0.7159	0.6009	0.6105	0.6637	0.7580	0.7328	0.7463	0.8242	0.8188	0.7358
0.0254	176.0	1760	0.1851	0.7329	0.8133	0.8210	nan	0.8454	0.8359	0.8607	0.8075	0.8079	0.9141	0.8796	0.7433	0.8770	0.8540	0.8512	0.7177	0.8306	0.8483	0.8371	0.7307	0.7700	0.7971	0.8656	0.8472	0.7533	0.7532	0.8147	0.7093	0.7321	0.7544	0.8442	0.7939	0.8231	0.8844	0.8553	0.7865	0.0	0.8231	0.8168	0.8074	0.7788	0.7869	0.8613	0.8164	0.7033	0.8245	0.8129	0.8027	0.6910	0.7781	0.8075	0.7378	0.6783	0.6715	0.7385	0.7993	0.7594	0.6900	0.6823	0.7255	0.6139	0.6236	0.6791	0.7742	0.7442	0.7569	0.8322	0.8235	0.7451
0.0308	178.0	1780	0.1852	0.7337	0.8138	0.8218	nan	0.8503	0.8397	0.8655	0.8156	0.8118	0.9154	0.8784	0.7386	0.8773	0.8570	0.8505	0.7158	0.8339	0.8476	0.8361	0.7338	0.7595	0.7961	0.8685	0.8398	0.7659	0.7532	0.8194	0.7005	0.7309	0.7517	0.8436	0.7897	0.8269	0.8776	0.8598	0.7928	0.0	0.8268	0.8195	0.8102	0.7848	0.7922	0.8614	0.8154	0.7008	0.8270	0.8153	0.8025	0.6906	0.7764	0.8065	0.7387	0.6817	0.6656	0.7383	0.7991	0.7626	0.6980	0.6813	0.7269	0.6126	0.6227	0.6760	0.7706	0.7422	0.7573	0.8297	0.8275	0.7506
0.0276	180.0	1800	0.1873	0.7312	0.8109	0.8189	nan	0.8443	0.8352	0.8662	0.8145	0.8125	0.9143	0.8711	0.7360	0.8739	0.8583	0.8472	0.7210	0.8280	0.8502	0.8326	0.7291	0.7501	0.7977	0.8652	0.8431	0.7609	0.7515	0.8124	0.7082	0.7151	0.7460	0.8429	0.7880	0.8217	0.8773	0.8523	0.7820	0.0	0.8220	0.8169	0.8089	0.7836	0.7938	0.8607	0.8113	0.6969	0.8228	0.8152	0.7999	0.6928	0.7756	0.8085	0.7378	0.6780	0.6600	0.7379	0.7968	0.7614	0.6951	0.6802	0.7246	0.6142	0.6103	0.6719	0.7691	0.7399	0.7546	0.8261	0.8200	0.7428
0.0257	182.0	1820	0.1877	0.7298	0.8088	0.8166	nan	0.8449	0.8334	0.8575	0.8103	0.8032	0.9135	0.8732	0.7342	0.8737	0.8544	0.8449	0.7154	0.8283	0.8480	0.8235	0.7249	0.7549	0.7946	0.8629	0.8491	0.7555	0.7506	0.8078	0.6947	0.7270	0.7445	0.8433	0.7819	0.8222	0.8744	0.8508	0.7826	0.0	0.8226	0.8132	0.8047	0.7797	0.7859	0.8607	0.8130	0.6960	0.8234	0.8133	0.7987	0.6898	0.7747	0.8050	0.7305	0.6734	0.6642	0.7372	0.7977	0.7624	0.6911	0.6786	0.7205	0.6045	0.6202	0.6722	0.7695	0.7364	0.7548	0.8250	0.8204	0.7434
0.026	184.0	1840	0.1863	0.7317	0.8112	0.8191	nan	0.8458	0.8364	0.8604	0.8130	0.8083	0.9127	0.8757	0.7385	0.8779	0.8557	0.8464	0.7177	0.8292	0.8525	0.8303	0.7248	0.7541	0.7961	0.8657	0.8440	0.7666	0.7510	0.8102	0.7000	0.7253	0.7503	0.8437	0.7840	0.8262	0.8763	0.8556	0.7829	0.0	0.8230	0.8154	0.8057	0.7824	0.7899	0.8607	0.8148	0.6988	0.8258	0.8163	0.8009	0.6915	0.7771	0.8084	0.7335	0.6725	0.6633	0.7387	0.7993	0.7628	0.6983	0.6794	0.7224	0.6090	0.6192	0.6759	0.7707	0.7374	0.7561	0.8284	0.8232	0.7439
0.0289	186.0	1860	0.1875	0.7302	0.8093	0.8173	nan	0.8412	0.8336	0.8576	0.8097	0.8073	0.9110	0.8750	0.7390	0.8742	0.8607	0.8443	0.7199	0.8323	0.8472	0.8270	0.7220	0.7408	0.7988	0.8599	0.8392	0.7653	0.7522	0.8111	0.7013	0.7143	0.7506	0.8392	0.7803	0.8271	0.8773	0.8531	0.7836	0.0	0.8196	0.8131	0.8034	0.7796	0.7895	0.8597	0.8148	0.6983	0.8239	0.8167	0.7992	0.6937	0.7756	0.8062	0.7326	0.6707	0.6550	0.7389	0.7958	0.7615	0.6987	0.6796	0.7237	0.6113	0.6111	0.6729	0.7675	0.7358	0.7563	0.8265	0.8213	0.7455
0.0258	188.0	1880	0.1875	0.7318	0.8117	0.8194	nan	0.8459	0.8376	0.8662	0.8114	0.8108	0.9142	0.8761	0.7311	0.8758	0.8572	0.8502	0.7221	0.8312	0.8503	0.8294	0.7372	0.7509	0.7980	0.8662	0.8423	0.7588	0.7480	0.8105	0.7155	0.7207	0.7486	0.8435	0.7893	0.8208	0.8752	0.8500	0.7879	0.0	0.8232	0.8173	0.8062	0.7807	0.7927	0.8608	0.8137	0.6929	0.8254	0.8164	0.8030	0.6946	0.7775	0.8094	0.7381	0.6829	0.6598	0.7387	0.7989	0.7613	0.6952	0.6791	0.7233	0.6162	0.6157	0.6727	0.7695	0.7393	0.7525	0.8261	0.8195	0.7471
0.0285	190.0	1900	0.1871	0.7306	0.8102	0.8183	nan	0.8448	0.8349	0.8621	0.8193	0.8042	0.9109	0.8756	0.7317	0.8754	0.8574	0.8481	0.7196	0.8264	0.8495	0.8323	0.7198	0.7453	0.7921	0.8648	0.8401	0.7619	0.7456	0.8120	0.7060	0.7283	0.7501	0.8450	0.7884	0.8223	0.8728	0.8511	0.7893	0.0	0.8222	0.8149	0.8062	0.7865	0.7884	0.8584	0.8127	0.6937	0.8258	0.8148	0.8006	0.6916	0.7753	0.8076	0.7341	0.6694	0.6588	0.7346	0.7965	0.7587	0.6946	0.6760	0.7239	0.6135	0.6213	0.6749	0.7712	0.7389	0.7522	0.8247	0.8207	0.7475
0.0334	192.0	1920	0.1871	0.7317	0.8114	0.8194	nan	0.8425	0.8345	0.8608	0.8102	0.8113	0.9146	0.8768	0.7392	0.8772	0.8562	0.8486	0.7204	0.8274	0.8481	0.8296	0.7253	0.7522	0.7959	0.8665	0.8412	0.7626	0.7533	0.8133	0.7042	0.7227	0.7496	0.8450	0.7897	0.8246	0.8783	0.8556	0.7859	0.0	0.8203	0.8136	0.8031	0.7806	0.7937	0.8613	0.8163	0.7001	0.8266	0.8148	0.8018	0.6933	0.7761	0.8068	0.7335	0.6733	0.6610	0.7373	0.7990	0.7612	0.6971	0.6811	0.7245	0.6110	0.6171	0.6751	0.7725	0.7410	0.7552	0.8289	0.8235	0.7462
0.0209	194.0	1940	0.1880	0.7311	0.8105	0.8184	nan	0.8476	0.8353	0.8611	0.8127	0.8063	0.9114	0.8740	0.7454	0.8760	0.8597	0.8502	0.7193	0.8253	0.8481	0.8298	0.7268	0.7446	0.7980	0.8653	0.8433	0.7607	0.7463	0.8123	0.7000	0.7201	0.7481	0.8438	0.7867	0.8235	0.8737	0.8521	0.7870	0.0	0.8244	0.8154	0.8046	0.7810	0.7901	0.8597	0.8154	0.7041	0.8272	0.8174	0.8014	0.6915	0.7763	0.8067	0.7342	0.6749	0.6572	0.7390	0.7983	0.7593	0.6943	0.6763	0.7235	0.6095	0.6153	0.6742	0.7707	0.7383	0.7530	0.8255	0.8211	0.7461
0.0274	196.0	1960	0.1877	0.7308	0.8101	0.8181	nan	0.8445	0.8356	0.8623	0.8141	0.8091	0.9131	0.8760	0.7369	0.8765	0.8584	0.8487	0.7158	0.8265	0.8497	0.8279	0.7256	0.7473	0.7972	0.8635	0.8395	0.7573	0.7462	0.8114	0.7015	0.7210	0.7511	0.8454	0.7854	0.8240	0.8745	0.8523	0.7857	0.0	0.8223	0.8166	0.8061	0.7833	0.7915	0.8604	0.8146	0.6981	0.8270	0.8162	0.8000	0.6891	0.7760	0.8073	0.7326	0.6736	0.6598	0.7385	0.7963	0.7567	0.6926	0.6765	0.7229	0.6099	0.6169	0.6753	0.7707	0.7378	0.7541	0.8260	0.8209	0.7453
0.0259	198.0	1980	0.1877	0.7309	0.8104	0.8184	nan	0.8458	0.8344	0.8619	0.8111	0.8092	0.9141	0.8752	0.7359	0.8780	0.8592	0.8490	0.7169	0.8276	0.8488	0.8287	0.7272	0.7489	0.7987	0.8668	0.8387	0.7594	0.7491	0.8117	0.7003	0.7217	0.7463	0.8436	0.7857	0.8229	0.8764	0.8517	0.7869	0.0	0.8231	0.8150	0.8045	0.7807	0.7914	0.8605	0.8139	0.6975	0.8282	0.8169	0.8007	0.6902	0.7764	0.8067	0.7335	0.6750	0.6600	0.7397	0.7981	0.7575	0.6945	0.6781	0.7228	0.6094	0.6163	0.6730	0.7695	0.7376	0.7544	0.8271	0.8207	0.7461
0.0276	200.0	2000	0.1880	0.7311	0.8106	0.8184	nan	0.8456	0.8351	0.8619	0.8112	0.8087	0.9141	0.8742	0.7394	0.8758	0.8579	0.8480	0.7169	0.8273	0.8481	0.8284	0.7298	0.7495	0.7987	0.8661	0.8392	0.7596	0.7482	0.8109	0.7016	0.7217	0.7480	0.8447	0.7868	0.8250	0.8762	0.8519	0.7878	0.0	0.8226	0.8155	0.8048	0.7807	0.7909	0.8609	0.8145	0.6999	0.8266	0.8160	0.8000	0.6900	0.7760	0.8065	0.7338	0.6771	0.6604	0.7394	0.7977	0.7577	0.6944	0.6774	0.7224	0.6099	0.6166	0.6741	0.7706	0.7386	0.7555	0.8271	0.8210	0.7466

Framework versions

• Transformers 4.30.2
• Pytorch 2.0.1+cu118
• Datasets 2.13.1
• Tokenizers 0.13.3