teeth-seg-upernet-convnext-tiny

This model is a fine-tuned version of openmmlab/upernet-convnext-tiny on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.3710
• Mean Iou: 0.7871
• Mean Accuracy: 0.8577
• Overall Accuracy: 0.8628
• Accuracy Background: nan
• Accuracy 11: 0.9002
• Accuracy 12: 0.8915
• Accuracy 13: 0.8824
• Accuracy 14: 0.8296
• Accuracy 15: 0.8450
• Accuracy 16: 0.9027
• Accuracy 17: 0.8757
• Accuracy 18: 0.8080
• Accuracy 21: 0.9085
• Accuracy 22: 0.8828
• Accuracy 23: 0.9049
• Accuracy 24: 0.8117
• Accuracy 25: 0.8581
• Accuracy 26: 0.8913
• Accuracy 27: 0.8817
• Accuracy 28: 0.8016
• Accuracy 31: 0.8020
• Accuracy 32: 0.8415
• Accuracy 33: 0.9144
• Accuracy 34: 0.8550
• Accuracy 35: 0.8463
• Accuracy 36: 0.7861
• Accuracy 37: 0.8171
• Accuracy 38: 0.7589
• Accuracy 41: 0.7945
• Accuracy 42: 0.8365
• Accuracy 43: 0.9052
• Accuracy 44: 0.8953
• Accuracy 45: 0.8821
• Accuracy 46: 0.9060
• Accuracy 47: 0.8907
• Accuracy 48: 0.8379
• Iou Background: 0.0
• Iou 11: 0.8834
• Iou 12: 0.8894
• Iou 13: 0.8289
• Iou 14: 0.7931
• Iou 15: 0.8201
• Iou 16: 0.8654
• Iou 17: 0.8121
• Iou 18: 0.7384
• Iou 21: 0.8850
• Iou 22: 0.8611
• Iou 23: 0.8692
• Iou 24: 0.7985
• Iou 25: 0.8421
• Iou 26: 0.8666
• Iou 27: 0.7984
• Iou 28: 0.7187
• Iou 31: 0.7352
• Iou 32: 0.8019
• Iou 33: 0.8585
• Iou 34: 0.8109
• Iou 35: 0.7914
• Iou 36: 0.7229
• Iou 37: 0.7222
• Iou 38: 0.6444
• Iou 41: 0.7315
• Iou 42: 0.7954
• Iou 43: 0.8643
• Iou 44: 0.8586
• Iou 45: 0.8474
• Iou 46: 0.8721
• Iou 47: 0.8579
• Iou 48: 0.7878

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
0.5295	2.0	20	0.5705	0.3693	0.4864	0.5102	nan	0.6660	0.6025	0.2256	0.2383	0.5293	0.4207	0.8846	0.3753	0.8182	0.3237	0.6232	0.2812	0.6399	0.6618	0.6764	0.4635	0.0252	0.3484	0.1957	0.6712	0.3682	0.3457	0.6796	0.7324	0.2603	0.5354	0.2797	0.6598	0.0292	0.7681	0.6539	0.5822	0.0	0.6233	0.5033	0.2242	0.1650	0.3338	0.3730	0.5244	0.3470	0.5854	0.2774	0.5507	0.2598	0.4486	0.5669	0.5058	0.3429	0.0247	0.2780	0.1927	0.4048	0.3107	0.3272	0.5458	0.4902	0.2167	0.3776	0.2742	0.4256	0.0291	0.5509	0.5637	0.5439
0.2448	4.0	40	0.2991	0.5887	0.6953	0.7136	nan	0.6811	0.8060	0.6679	0.5066	0.5235	0.8112	0.8741	0.5758	0.7111	0.8458	0.8566	0.6791	0.5988	0.7784	0.8809	0.5861	0.4017	0.7194	0.8446	0.7975	0.5886	0.7339	0.7606	0.8302	0.2926	0.6158	0.8172	0.7268	0.3603	0.8592	0.7385	0.7803	0.0	0.6306	0.6644	0.5509	0.4412	0.5059	0.7433	0.7108	0.5484	0.6477	0.6935	0.7728	0.6081	0.5821	0.6970	0.6770	0.5408	0.3449	0.6180	0.7532	0.6290	0.5287	0.6391	0.6762	0.6395	0.2749	0.5694	0.7175	0.5336	0.3533	0.7319	0.6852	0.7184
0.1891	6.0	60	0.2480	0.7099	0.8102	0.8185	nan	0.8320	0.9361	0.8220	0.7888	0.7881	0.8815	0.8476	0.8525	0.8728	0.8866	0.9060	0.7780	0.7926	0.9079	0.7921	0.5081	0.6305	0.7426	0.8681	0.8267	0.8639	0.7897	0.6826	0.6853	0.7353	0.7977	0.8988	0.8911	0.8424	0.9268	0.8326	0.7209	0.0	0.8101	0.8389	0.7631	0.6989	0.7235	0.8345	0.7815	0.7432	0.8202	0.8176	0.8648	0.7239	0.7078	0.8062	0.6658	0.4883	0.5829	0.6593	0.7545	0.7036	0.7009	0.6213	0.6178	0.6280	0.6400	0.7144	0.8263	0.8214	0.7718	0.8335	0.7831	0.6782
0.142	8.0	80	0.2220	0.7432	0.8290	0.8375	nan	0.9272	0.8416	0.8423	0.8357	0.7614	0.8858	0.8784	0.8098	0.9096	0.8187	0.8913	0.7204	0.7897	0.8756	0.8605	0.6980	0.7977	0.8040	0.8678	0.8090	0.7701	0.7388	0.8419	0.8132	0.7318	0.7826	0.8803	0.9248	0.8227	0.8900	0.8975	0.8089	0.0	0.8748	0.8211	0.7930	0.7188	0.7259	0.8480	0.8219	0.7368	0.8616	0.7868	0.7992	0.6656	0.7269	0.8290	0.7662	0.6363	0.6997	0.7582	0.8056	0.7267	0.6949	0.6861	0.7484	0.7006	0.6503	0.7239	0.8544	0.8405	0.7800	0.8426	0.8356	0.7672
0.121	10.0	100	0.2229	0.7219	0.7949	0.7996	nan	0.7987	0.8738	0.8396	0.7012	0.7517	0.8736	0.7947	0.8365	0.8319	0.8346	0.8650	0.7732	0.7295	0.8180	0.8016	0.7830	0.6058	0.8049	0.8945	0.7730	0.8184	0.6879	0.7544	0.7472	0.6037	0.7619	0.9400	0.8392	0.8324	0.8749	0.8056	0.7851	0.0	0.7801	0.8427	0.7809	0.6545	0.7184	0.8377	0.7586	0.7293	0.8007	0.7990	0.8413	0.7363	0.7027	0.7892	0.7370	0.6711	0.5739	0.7524	0.8226	0.7303	0.7276	0.6424	0.6832	0.6190	0.5700	0.7082	0.8757	0.8183	0.7874	0.8190	0.7770	0.7371
0.1185	12.0	120	0.2124	0.7726	0.8560	0.8617	nan	0.9244	0.8476	0.8843	0.8211	0.7873	0.9101	0.8945	0.7770	0.9099	0.8908	0.8923	0.8549	0.8313	0.9166	0.8718	0.7914	0.8664	0.7936	0.9086	0.8484	0.8911	0.7393	0.8146	0.7671	0.8538	0.7941	0.9114	0.9369	0.8692	0.9277	0.8842	0.7797	0.0	0.8889	0.8364	0.8157	0.7346	0.7556	0.8700	0.8234	0.7258	0.8729	0.8551	0.8692	0.8038	0.7924	0.8645	0.7992	0.7260	0.7349	0.7521	0.8554	0.8018	0.7713	0.6854	0.7229	0.6504	0.7104	0.7423	0.8811	0.8699	0.8211	0.8767	0.8384	0.7491
0.0984	14.0	140	0.2208	0.7739	0.8595	0.8657	nan	0.9490	0.9128	0.8962	0.8253	0.7539	0.9246	0.8984	0.7897	0.9380	0.8858	0.9310	0.8379	0.8476	0.8976	0.8709	0.7775	0.8320	0.9091	0.9362	0.8658	0.8439	0.7374	0.8277	0.7055	0.8392	0.7942	0.9274	0.8978	0.8859	0.8739	0.8988	0.7922	0.0	0.8966	0.8839	0.8211	0.7391	0.7373	0.8769	0.8327	0.7373	0.8915	0.8625	0.8795	0.8062	0.8118	0.8549	0.7907	0.7095	0.7545	0.8280	0.8582	0.7878	0.7498	0.6809	0.7324	0.6174	0.7036	0.7396	0.8579	0.8322	0.8226	0.8422	0.8457	0.7535
0.088	16.0	160	0.2129	0.7686	0.8462	0.8502	nan	0.9346	0.8467	0.8415	0.8378	0.8160	0.8905	0.8795	0.8289	0.8865	0.8806	0.9255	0.8313	0.8110	0.8760	0.8472	0.8466	0.8202	0.8588	0.9264	0.8303	0.8335	0.7681	0.8038	0.7277	0.8325	0.7468	0.8744	0.8729	0.8475	0.8817	0.8680	0.8060	0.0	0.8923	0.8440	0.8088	0.7697	0.7788	0.8573	0.8190	0.7535	0.8670	0.8490	0.8891	0.7988	0.7850	0.8476	0.7862	0.7413	0.7456	0.8052	0.8576	0.7759	0.7561	0.7047	0.7156	0.6153	0.7042	0.7041	0.8316	0.8227	0.8079	0.8400	0.8290	0.7597
0.0867	18.0	180	0.2135	0.7713	0.8472	0.8513	nan	0.8976	0.8630	0.8430	0.8027	0.7800	0.8807	0.8798	0.8298	0.8762	0.8850	0.8698	0.7907	0.8350	0.8868	0.8142	0.8123	0.7537	0.8421	0.9114	0.8385	0.8537	0.7938	0.8031	0.7704	0.8517	0.7914	0.8984	0.9016	0.8803	0.9359	0.8737	0.8647	0.0	0.8601	0.8569	0.8097	0.7483	0.7630	0.8494	0.8084	0.7476	0.8491	0.8444	0.8490	0.7692	0.7966	0.8516	0.7566	0.7031	0.7109	0.7882	0.8524	0.7956	0.7754	0.7258	0.7148	0.6465	0.7368	0.7540	0.8725	0.8733	0.8332	0.8767	0.8402	0.7940
0.0894	20.0	200	0.2127	0.7848	0.8595	0.8660	nan	0.9027	0.9233	0.8937	0.8657	0.8329	0.9024	0.8788	0.7408	0.9053	0.8992	0.9131	0.8451	0.8353	0.8931	0.8870	0.7644	0.7776	0.8718	0.8944	0.8819	0.8443	0.7502	0.8499	0.7419	0.8036	0.8710	0.9102	0.9206	0.9158	0.9058	0.8852	0.7980	0.0	0.8926	0.9122	0.8470	0.7874	0.7979	0.8683	0.8100	0.6966	0.8799	0.8664	0.8753	0.8138	0.8139	0.8582	0.8043	0.7029	0.7202	0.8062	0.8461	0.8052	0.7707	0.6992	0.7472	0.6505	0.7243	0.8021	0.8812	0.8814	0.8545	0.8682	0.8413	0.7720
0.0783	22.0	220	0.2143	0.7693	0.8403	0.8452	nan	0.9020	0.8568	0.8926	0.7900	0.8053	0.9063	0.8436	0.7804	0.9017	0.8262	0.8909	0.8181	0.8170	0.8926	0.8519	0.8007	0.7980	0.8115	0.8891	0.8251	0.8303	0.7522	0.7738	0.7453	0.7793	0.8364	0.9179	0.9089	0.8647	0.8972	0.8580	0.8259	0.0	0.8772	0.8565	0.8294	0.7516	0.7773	0.8651	0.7865	0.7257	0.8659	0.8077	0.8572	0.7947	0.7976	0.8568	0.7850	0.7274	0.7298	0.7685	0.8356	0.7863	0.7657	0.6883	0.6934	0.6314	0.7135	0.7833	0.8843	0.8734	0.8207	0.8484	0.8272	0.7758
0.0732	24.0	240	0.2172	0.7921	0.8684	0.8748	nan	0.8932	0.9338	0.8866	0.8725	0.8231	0.9206	0.8931	0.7517	0.9252	0.9033	0.9087	0.8552	0.8321	0.9210	0.8964	0.7778	0.8392	0.9054	0.9214	0.8810	0.8538	0.8018	0.8395	0.7252	0.7975	0.8566	0.9170	0.9174	0.8888	0.9032	0.9020	0.8435	0.0	0.8778	0.9246	0.8399	0.7986	0.7966	0.8761	0.8123	0.7061	0.8898	0.8670	0.8738	0.8187	0.8162	0.8777	0.8127	0.7226	0.7625	0.8334	0.8673	0.8235	0.7849	0.7287	0.7415	0.6390	0.7292	0.8009	0.8778	0.8712	0.8478	0.8643	0.8600	0.7969
0.0744	26.0	260	0.2245	0.7973	0.8737	0.8804	nan	0.9386	0.9029	0.9040	0.8527	0.8445	0.9310	0.9051	0.7890	0.9252	0.8545	0.9099	0.8286	0.8742	0.9086	0.8897	0.8209	0.7806	0.8722	0.9222	0.8952	0.8919	0.8088	0.8197	0.7645	0.7837	0.8415	0.9318	0.9466	0.9097	0.9353	0.9218	0.8530	0.0	0.9116	0.9011	0.8491	0.7974	0.8149	0.8918	0.8283	0.7366	0.8887	0.8334	0.8731	0.8038	0.8423	0.8761	0.8118	0.7421	0.7205	0.8101	0.8677	0.8406	0.8093	0.7392	0.7263	0.6477	0.7124	0.7911	0.9001	0.9027	0.8614	0.8916	0.8764	0.8114
0.0664	28.0	280	0.2314	0.7614	0.8306	0.8376	nan	0.8956	0.8487	0.8471	0.8119	0.8138	0.9074	0.8795	0.7531	0.8855	0.8162	0.8612	0.7784	0.8145	0.8718	0.8659	0.7936	0.7495	0.8173	0.9050	0.8409	0.8330	0.7542	0.7897	0.7355	0.7424	0.7795	0.8838	0.8761	0.8477	0.8907	0.8793	0.8121	0.0	0.8727	0.8475	0.8070	0.7664	0.7854	0.8733	0.8107	0.7052	0.8572	0.7928	0.8349	0.7596	0.7874	0.8419	0.7933	0.7157	0.6905	0.7733	0.8499	0.7956	0.7683	0.6930	0.7024	0.6230	0.6777	0.7431	0.8437	0.8349	0.8130	0.8513	0.8435	0.7715
0.0662	30.0	300	0.2276	0.7767	0.8486	0.8543	nan	0.8929	0.9080	0.9040	0.7932	0.8282	0.9187	0.8828	0.7974	0.9172	0.8897	0.9006	0.8259	0.8477	0.8889	0.8642	0.8105	0.7995	0.8367	0.9056	0.8456	0.8310	0.7647	0.8003	0.7240	0.7641	0.7951	0.9265	0.8730	0.8498	0.9030	0.8702	0.7978	0.0	0.8807	0.9049	0.8406	0.7672	0.7967	0.8809	0.8170	0.7306	0.8834	0.8615	0.8679	0.8020	0.8205	0.8595	0.7927	0.7205	0.7317	0.7915	0.8478	0.7931	0.7685	0.7049	0.7108	0.6170	0.7051	0.7554	0.8728	0.8367	0.8149	0.8614	0.8382	0.7546
0.0676	32.0	320	0.2326	0.7882	0.8631	0.8669	nan	0.9143	0.9059	0.8931	0.8591	0.8473	0.9100	0.8491	0.7975	0.9093	0.8909	0.9025	0.8054	0.8349	0.8610	0.8595	0.8008	0.8495	0.8708	0.9245	0.8589	0.8735	0.7912	0.8071	0.7447	0.8244	0.8647	0.9452	0.9017	0.8766	0.9225	0.9043	0.8193	0.0	0.9032	0.9030	0.8406	0.7946	0.8147	0.8717	0.8026	0.7327	0.8820	0.8587	0.8642	0.7847	0.8135	0.8343	0.7888	0.7235	0.7631	0.8161	0.8659	0.8137	0.7992	0.7277	0.7154	0.6291	0.7479	0.8132	0.8851	0.8502	0.8389	0.8812	0.8658	0.7837
0.068	34.0	340	0.2367	0.7713	0.8399	0.8472	nan	0.8894	0.8712	0.8713	0.8312	0.8473	0.9081	0.8947	0.7783	0.8783	0.8609	0.9102	0.8144	0.8373	0.8922	0.8721	0.8168	0.7401	0.7938	0.8797	0.8363	0.8149	0.7615	0.7896	0.7233	0.7124	0.8145	0.8787	0.8821	0.8680	0.9020	0.8990	0.8071	0.0	0.8702	0.8693	0.8259	0.7918	0.8095	0.8748	0.8191	0.7228	0.8589	0.8372	0.8701	0.7915	0.8181	0.8647	0.7981	0.7306	0.6837	0.7523	0.8305	0.7924	0.7641	0.7011	0.7028	0.6164	0.6636	0.7660	0.8459	0.8446	0.8303	0.8631	0.8634	0.7793
0.0651	36.0	360	0.2402	0.7712	0.8425	0.8484	nan	0.8663	0.8808	0.8832	0.8155	0.8266	0.8999	0.8627	0.7735	0.8816	0.8650	0.9085	0.7976	0.8239	0.8880	0.8467	0.8142	0.7263	0.8478	0.9349	0.8671	0.8301	0.7737	0.8018	0.7411	0.7438	0.8209	0.9103	0.8838	0.8434	0.9181	0.8597	0.8250	0.0	0.8536	0.8771	0.8249	0.7788	0.7990	0.8639	0.7999	0.7252	0.8575	0.8406	0.8672	0.7795	0.8028	0.8552	0.7781	0.7169	0.6856	0.7992	0.8676	0.8133	0.7720	0.7135	0.7115	0.6247	0.6894	0.7750	0.8536	0.8311	0.8192	0.8729	0.8288	0.7728
0.0565	38.0	380	0.2418	0.7772	0.8480	0.8536	nan	0.8895	0.8898	0.8855	0.8337	0.8240	0.9044	0.8607	0.7951	0.8721	0.8692	0.8834	0.7847	0.8682	0.8885	0.8721	0.7822	0.7446	0.8566	0.9211	0.8683	0.8696	0.7740	0.7923	0.7468	0.7293	0.8204	0.9232	0.9004	0.8684	0.9169	0.8772	0.8256	0.0	0.8794	0.8836	0.8366	0.7937	0.7978	0.8682	0.8090	0.7295	0.8559	0.8395	0.8495	0.7708	0.8249	0.8604	0.7946	0.7064	0.6981	0.8038	0.8599	0.8238	0.7985	0.7101	0.7050	0.6322	0.6846	0.7719	0.8703	0.8554	0.8383	0.8735	0.8452	0.7765
0.066	40.0	400	0.2411	0.8032	0.8793	0.8836	nan	0.9239	0.9548	0.8867	0.8824	0.8747	0.9217	0.8881	0.8117	0.8967	0.9320	0.9197	0.8355	0.8643	0.9097	0.8903	0.8185	0.8073	0.8998	0.9253	0.8866	0.8642	0.8116	0.8331	0.7731	0.7994	0.8794	0.9252	0.9133	0.9162	0.9374	0.9001	0.8562	0.0	0.9018	0.9411	0.8580	0.8287	0.8308	0.8835	0.8264	0.7410	0.8807	0.8882	0.8776	0.8132	0.8437	0.8754	0.8123	0.7406	0.7519	0.8390	0.8706	0.8297	0.7960	0.7407	0.7348	0.6557	0.7323	0.8205	0.8950	0.8839	0.8579	0.8930	0.8636	0.7971
0.0598	42.0	420	0.2504	0.7612	0.8301	0.8350	nan	0.8864	0.8244	0.8576	0.7889	0.7703	0.8838	0.8521	0.7994	0.8643	0.8333	0.8487	0.7678	0.8372	0.8654	0.8543	0.8241	0.7807	0.8168	0.8951	0.8413	0.8101	0.7600	0.7934	0.7575	0.7551	0.7626	0.8859	0.8863	0.8594	0.9123	0.8592	0.8292	0.0	0.8697	0.8241	0.8098	0.7578	0.7525	0.8555	0.7982	0.7321	0.8417	0.8061	0.8242	0.7484	0.8039	0.8396	0.7798	0.7255	0.7133	0.7753	0.8479	0.7951	0.7591	0.7008	0.7044	0.6313	0.6840	0.7346	0.8544	0.8492	0.8242	0.8668	0.8312	0.7799
0.0648	44.0	440	0.2524	0.7666	0.8335	0.8403	nan	0.8808	0.8545	0.8561	0.7960	0.8371	0.9154	0.8596	0.7643	0.8837	0.8416	0.8862	0.8458	0.8228	0.8807	0.8506	0.7847	0.7646	0.8000	0.8854	0.8465	0.8263	0.7468	0.7987	0.7320	0.7338	0.7851	0.8759	0.8857	0.8427	0.9063	0.8659	0.8152	0.0	0.8624	0.8519	0.8077	0.7661	0.8063	0.8751	0.8010	0.7179	0.8678	0.8230	0.8650	0.8148	0.8103	0.8536	0.7777	0.7039	0.6954	0.7609	0.8348	0.7999	0.7685	0.6955	0.7086	0.6182	0.6836	0.7545	0.8430	0.8393	0.8145	0.8662	0.8353	0.7755
0.0594	46.0	460	0.2479	0.7749	0.8443	0.8507	nan	0.8960	0.8799	0.8862	0.8106	0.8352	0.9109	0.8804	0.8010	0.8900	0.8537	0.8982	0.7823	0.8240	0.8841	0.8714	0.7845	0.7958	0.7777	0.8872	0.8498	0.8335	0.7743	0.8126	0.7495	0.7875	0.8002	0.8896	0.9022	0.8340	0.9116	0.8811	0.8444	0.0	0.8796	0.8793	0.8328	0.7785	0.8050	0.8772	0.8200	0.7381	0.8717	0.8331	0.8664	0.7668	0.8025	0.8564	0.7936	0.7114	0.7276	0.7509	0.8315	0.8061	0.7786	0.7128	0.7181	0.6351	0.7190	0.7644	0.8487	0.8470	0.8126	0.8698	0.8468	0.7889
0.0462	48.0	480	0.2542	0.7670	0.8353	0.8408	nan	0.8832	0.8523	0.8451	0.8206	0.7938	0.8896	0.8669	0.8000	0.8843	0.8636	0.8767	0.8039	0.8338	0.8825	0.8629	0.7975	0.7750	0.8203	0.8868	0.8594	0.8342	0.7547	0.8057	0.7331	0.7811	0.7837	0.8438	0.8831	0.8371	0.9029	0.8725	0.7989	0.0	0.8646	0.8504	0.8050	0.7815	0.7723	0.8590	0.8090	0.7313	0.8598	0.8374	0.8478	0.7839	0.8123	0.8545	0.7878	0.7126	0.7106	0.7794	0.8383	0.8103	0.7762	0.6987	0.7149	0.6259	0.7095	0.7503	0.8128	0.8384	0.8109	0.8645	0.8425	0.7583
0.0449	50.0	500	0.2480	0.7989	0.8725	0.8778	nan	0.9244	0.9102	0.8890	0.8422	0.8651	0.9270	0.8958	0.8049	0.9148	0.9030	0.9106	0.8316	0.8625	0.9011	0.8791	0.8232	0.8149	0.8546	0.9244	0.8796	0.8738	0.7953	0.8338	0.7480	0.8235	0.8463	0.9288	0.9221	0.8980	0.9293	0.9091	0.8545	0.0	0.9024	0.9044	0.8356	0.8049	0.8339	0.8930	0.8286	0.7409	0.8939	0.8722	0.8728	0.8104	0.8424	0.8718	0.8036	0.7314	0.7488	0.8127	0.8682	0.8345	0.8120	0.7361	0.7348	0.6374	0.7465	0.8010	0.8816	0.8787	0.8674	0.8907	0.8690	0.8014
0.0448	52.0	520	0.2559	0.8012	0.8763	0.8819	nan	0.9216	0.9059	0.9052	0.8287	0.8806	0.9186	0.8991	0.8091	0.9162	0.9069	0.9370	0.8102	0.8687	0.9126	0.9039	0.8002	0.8226	0.8870	0.9297	0.8743	0.8699	0.8028	0.8401	0.7820	0.8187	0.8585	0.9174	0.9125	0.8939	0.9356	0.9118	0.8607	0.0	0.8973	0.9036	0.8426	0.8005	0.8311	0.8854	0.8292	0.7419	0.8930	0.8828	0.8894	0.7948	0.8410	0.8802	0.8174	0.7321	0.7601	0.8312	0.8717	0.8305	0.8051	0.7343	0.7401	0.6749	0.7445	0.8070	0.8741	0.8702	0.8552	0.8940	0.8737	0.8094
0.0505	54.0	540	0.2570	0.7800	0.8496	0.8555	nan	0.9140	0.8759	0.8746	0.8530	0.8391	0.9192	0.8693	0.8051	0.8930	0.8612	0.9111	0.8149	0.8550	0.8884	0.8805	0.8101	0.7609	0.7941	0.8991	0.8329	0.8562	0.7606	0.8032	0.7497	0.7925	0.8029	0.8819	0.9082	0.8620	0.9109	0.8846	0.8238	0.0	0.8961	0.8752	0.8262	0.8055	0.8095	0.8781	0.8103	0.7386	0.8764	0.8407	0.8759	0.7959	0.8350	0.8594	0.8008	0.7320	0.7039	0.7605	0.8452	0.7944	0.7902	0.7029	0.7120	0.6374	0.7247	0.7640	0.8518	0.8647	0.8319	0.8689	0.8529	0.7778
0.0472	56.0	560	0.2594	0.7872	0.8589	0.8648	nan	0.8957	0.9030	0.8712	0.7944	0.8715	0.9000	0.8745	0.7846	0.8981	0.8931	0.9176	0.8172	0.8343	0.8971	0.8697	0.7927	0.8183	0.8259	0.9367	0.8647	0.8694	0.7921	0.8256	0.7513	0.7939	0.8322	0.9160	0.8907	0.8963	0.9136	0.9118	0.8311	0.0	0.8780	0.8954	0.8276	0.7684	0.8216	0.8640	0.8185	0.7270	0.8761	0.8646	0.8747	0.7979	0.8204	0.8680	0.7939	0.7133	0.7427	0.7919	0.8713	0.8217	0.8015	0.7270	0.7293	0.6443	0.7279	0.7925	0.8666	0.8524	0.8569	0.8760	0.8703	0.7947
0.0464	58.0	580	0.2598	0.7990	0.8734	0.8782	nan	0.9162	0.8980	0.9062	0.8553	0.8626	0.9125	0.8961	0.8285	0.9149	0.8922	0.9177	0.8346	0.8713	0.9104	0.8992	0.8242	0.8430	0.8622	0.9158	0.8737	0.8816	0.7956	0.8298	0.7541	0.8101	0.8415	0.9126	0.9246	0.8934	0.9187	0.9095	0.8436	0.0	0.9021	0.8968	0.8420	0.8125	0.8296	0.8787	0.8263	0.7576	0.8926	0.8657	0.8819	0.8135	0.8499	0.8795	0.8171	0.7402	0.7623	0.8180	0.8629	0.8281	0.8108	0.7348	0.7319	0.6428	0.7384	0.7956	0.8715	0.8746	0.8554	0.8833	0.8723	0.7978
0.0445	60.0	600	0.2668	0.7860	0.8563	0.8620	nan	0.8982	0.9094	0.8928	0.8268	0.8407	0.9066	0.8856	0.8023	0.8952	0.8798	0.9093	0.8247	0.8337	0.8973	0.8874	0.7968	0.7965	0.8690	0.9140	0.8563	0.8617	0.7724	0.8231	0.7377	0.7689	0.8475	0.9091	0.8865	0.8579	0.9061	0.8911	0.8176	0.0	0.8892	0.9015	0.8383	0.7911	0.8102	0.8730	0.8204	0.7357	0.8814	0.8533	0.8748	0.8036	0.8186	0.8691	0.8036	0.7184	0.7404	0.8244	0.8607	0.8166	0.7975	0.7161	0.7260	0.6306	0.7168	0.7965	0.8606	0.8404	0.8294	0.8696	0.8556	0.7757
0.0397	62.0	620	0.2684	0.7821	0.8521	0.8583	nan	0.8942	0.8870	0.8730	0.8287	0.8499	0.9144	0.8740	0.7871	0.9078	0.8818	0.9002	0.7850	0.8450	0.9037	0.8824	0.7721	0.8032	0.8451	0.9031	0.8460	0.8412	0.7771	0.8123	0.7452	0.7711	0.8367	0.8877	0.8861	0.8741	0.9231	0.8900	0.8405	0.0	0.8818	0.8854	0.8247	0.7934	0.8134	0.8763	0.8170	0.7245	0.8831	0.8563	0.8624	0.7721	0.8232	0.8732	0.7997	0.7060	0.7342	0.8028	0.8520	0.8045	0.7858	0.7162	0.7183	0.6317	0.7122	0.7896	0.8500	0.8512	0.8392	0.8814	0.8569	0.7893
0.0459	64.0	640	0.2722	0.7817	0.8527	0.8582	nan	0.9030	0.8793	0.8777	0.7854	0.8405	0.9072	0.8654	0.8000	0.8955	0.8906	0.8970	0.7748	0.8525	0.8842	0.8758	0.7928	0.8002	0.8455	0.9248	0.8513	0.8652	0.7843	0.8220	0.7489	0.7839	0.8325	0.9087	0.8978	0.8658	0.9079	0.8935	0.8329	0.0	0.8915	0.8757	0.8165	0.7583	0.8086	0.8680	0.8085	0.7364	0.8747	0.8576	0.8602	0.7623	0.8274	0.8562	0.7975	0.7157	0.7342	0.8020	0.8668	0.8143	0.7996	0.7221	0.7264	0.6412	0.7207	0.7865	0.8609	0.8472	0.8380	0.8713	0.8580	0.7908
0.0457	66.0	660	0.2782	0.7845	0.8552	0.8610	nan	0.9125	0.8817	0.8962	0.7950	0.8310	0.9186	0.8652	0.7756	0.9134	0.8938	0.9054	0.7829	0.8507	0.8959	0.8817	0.8092	0.8122	0.8415	0.9282	0.8499	0.8564	0.7765	0.8129	0.7518	0.7750	0.8334	0.9134	0.8957	0.8697	0.9071	0.8924	0.8413	0.0	0.8999	0.8807	0.8294	0.7651	0.8027	0.8769	0.8074	0.7175	0.8919	0.8685	0.8652	0.7699	0.8295	0.8681	0.8014	0.7271	0.7441	0.8039	0.8646	0.8121	0.7952	0.7190	0.7198	0.6387	0.7224	0.7877	0.8689	0.8508	0.8371	0.8718	0.8576	0.7940
0.0415	68.0	680	0.2790	0.7824	0.8528	0.8579	nan	0.9168	0.8880	0.8815	0.8470	0.8209	0.8925	0.8714	0.8092	0.8954	0.8757	0.9027	0.8118	0.8442	0.8833	0.8920	0.7781	0.8103	0.8260	0.9062	0.8680	0.8410	0.7681	0.8115	0.7516	0.8134	0.8170	0.8855	0.9039	0.8726	0.8898	0.8875	0.8279	0.0	0.9068	0.8865	0.8257	0.7986	0.7940	0.8563	0.8103	0.7413	0.8807	0.8519	0.8672	0.7926	0.8292	0.8588	0.8043	0.7064	0.7373	0.7860	0.8543	0.8187	0.7848	0.7098	0.7184	0.6382	0.7365	0.7788	0.8509	0.8597	0.8377	0.8569	0.8538	0.7860
0.0409	70.0	700	0.3023	0.7520	0.8154	0.8212	nan	0.8520	0.8390	0.8507	0.7498	0.7831	0.8821	0.8405	0.7556	0.8703	0.8158	0.8589	0.7683	0.7563	0.8567	0.8333	0.7756	0.7619	0.7934	0.8508	0.8299	0.8264	0.7219	0.7814	0.7259	0.7502	0.7978	0.8852	0.8833	0.8609	0.8584	0.8779	0.7996	0.0	0.8447	0.8387	0.7978	0.7217	0.7594	0.8478	0.7900	0.7005	0.8501	0.7971	0.8282	0.7516	0.7506	0.8325	0.7639	0.6969	0.7033	0.7576	0.8109	0.7889	0.7691	0.6742	0.6948	0.6190	0.6998	0.7637	0.8559	0.8443	0.8212	0.8316	0.8447	0.7667
0.0426	72.0	720	0.2896	0.7694	0.8366	0.8420	nan	0.8912	0.8758	0.8773	0.7908	0.8292	0.8807	0.8659	0.8098	0.9025	0.8531	0.9009	0.7904	0.8105	0.8781	0.8751	0.7902	0.7435	0.7946	0.8909	0.8310	0.8543	0.7335	0.8033	0.7320	0.7827	0.8003	0.8751	0.8781	0.8825	0.8625	0.8663	0.8178	0.0	0.8764	0.8730	0.8206	0.7600	0.8008	0.8500	0.8102	0.7400	0.8830	0.8328	0.8633	0.7741	0.7994	0.8524	0.7957	0.7169	0.6896	0.7589	0.8350	0.7918	0.7866	0.6861	0.7106	0.6251	0.7213	0.7646	0.8429	0.8487	0.8389	0.8356	0.8322	0.7732
0.0426	74.0	740	0.2789	0.7918	0.8630	0.8679	nan	0.9084	0.8997	0.8915	0.8305	0.8551	0.9202	0.8797	0.7950	0.9121	0.8965	0.9158	0.7989	0.8535	0.8993	0.8837	0.8064	0.8145	0.8482	0.9253	0.8697	0.8583	0.7831	0.8104	0.7531	0.7925	0.8362	0.9221	0.9140	0.9002	0.9181	0.8791	0.8439	0.0	0.8946	0.8982	0.8341	0.7948	0.8225	0.8847	0.8187	0.7302	0.8872	0.8713	0.8741	0.7846	0.8375	0.8730	0.8050	0.7271	0.7442	0.8081	0.8697	0.8260	0.8009	0.7217	0.7175	0.6383	0.7304	0.7970	0.8848	0.8757	0.8587	0.8815	0.8488	0.7879
0.0445	76.0	760	0.2877	0.7828	0.8518	0.8574	nan	0.9015	0.8829	0.8845	0.8253	0.8374	0.9064	0.8727	0.8088	0.9003	0.8788	0.9056	0.7899	0.8481	0.8863	0.8829	0.7949	0.7764	0.8262	0.9141	0.8744	0.8496	0.7722	0.8133	0.7401	0.7853	0.8192	0.9006	0.8973	0.8745	0.9020	0.8869	0.8202	0.0	0.8859	0.8816	0.8287	0.7878	0.8119	0.8735	0.8227	0.7379	0.8821	0.8537	0.8657	0.7776	0.8279	0.8606	0.8022	0.7190	0.7153	0.7890	0.8587	0.8284	0.8002	0.7152	0.7193	0.6294	0.7236	0.7819	0.8608	0.8538	0.8426	0.8686	0.8544	0.7735
0.0421	78.0	780	0.2845	0.7993	0.8727	0.8781	nan	0.9210	0.9117	0.9079	0.8557	0.8528	0.9254	0.8916	0.7797	0.9180	0.8977	0.9206	0.8275	0.8618	0.9072	0.8868	0.8223	0.8310	0.8606	0.9346	0.8739	0.8683	0.8072	0.8180	0.7631	0.8109	0.8709	0.9302	0.9130	0.8661	0.9322	0.9109	0.8468	0.0	0.9014	0.9103	0.8489	0.8140	0.8260	0.8855	0.8208	0.7219	0.8996	0.8740	0.8835	0.8084	0.8470	0.8773	0.8072	0.7304	0.7589	0.8180	0.8753	0.8309	0.8076	0.7373	0.7230	0.6473	0.7477	0.8238	0.8842	0.8578	0.8428	0.8932	0.8732	0.8014
0.0448	80.0	800	0.2865	0.7881	0.8590	0.8639	nan	0.9020	0.8852	0.8972	0.8244	0.8597	0.8904	0.8854	0.8275	0.8952	0.9009	0.9090	0.7953	0.8433	0.8923	0.8951	0.7982	0.7935	0.8510	0.9062	0.8597	0.8553	0.7844	0.8150	0.7596	0.7979	0.8364	0.8992	0.9003	0.8787	0.9165	0.8888	0.8456	0.0	0.8884	0.8839	0.8385	0.7920	0.8233	0.8610	0.8202	0.7508	0.8779	0.8663	0.8718	0.7819	0.8256	0.8652	0.8079	0.7228	0.7289	0.8054	0.8534	0.8179	0.7989	0.7240	0.7206	0.6458	0.7333	0.7960	0.8640	0.8630	0.8493	0.8814	0.8562	0.7920
0.0401	82.0	820	0.2925	0.7896	0.8610	0.8657	nan	0.9069	0.8892	0.8971	0.8416	0.8432	0.9158	0.8780	0.8050	0.9168	0.8913	0.8982	0.8113	0.8516	0.8951	0.8710	0.8187	0.8108	0.8501	0.9090	0.8743	0.8521	0.7767	0.8231	0.7528	0.8036	0.8338	0.9134	0.9073	0.8738	0.9199	0.8785	0.8426	0.0	0.8893	0.8889	0.8409	0.7998	0.8185	0.8808	0.8211	0.7382	0.8886	0.8675	0.8654	0.7950	0.8333	0.8677	0.7937	0.7231	0.7408	0.8074	0.8604	0.8261	0.7972	0.7202	0.7257	0.6385	0.7356	0.7951	0.8714	0.8620	0.8472	0.8816	0.8490	0.7858
0.0447	84.0	840	0.2962	0.7895	0.8611	0.8668	nan	0.9117	0.8856	0.8962	0.8450	0.8255	0.9102	0.8769	0.7927	0.9127	0.8886	0.9089	0.8177	0.8632	0.8971	0.8818	0.8140	0.7877	0.8416	0.9208	0.8653	0.8732	0.7854	0.8214	0.7644	0.7943	0.8329	0.9050	0.8902	0.8915	0.9129	0.9009	0.8395	0.0	0.8912	0.8845	0.8304	0.7986	0.8055	0.8714	0.8118	0.7304	0.8901	0.8661	0.8747	0.8011	0.8421	0.8701	0.8016	0.7251	0.7257	0.8007	0.8615	0.8255	0.8105	0.7272	0.7241	0.6451	0.7307	0.7927	0.8634	0.8519	0.8548	0.8776	0.8665	0.8004
0.0425	86.0	860	0.2970	0.7882	0.8586	0.8644	nan	0.9105	0.8879	0.8968	0.8427	0.8260	0.9245	0.8745	0.8055	0.9078	0.8773	0.9064	0.8286	0.8562	0.8934	0.8824	0.7947	0.7984	0.8276	0.9118	0.8492	0.8567	0.7673	0.8225	0.7613	0.8027	0.8144	0.9049	0.8931	0.8871	0.9135	0.8932	0.8551	0.0	0.8933	0.8870	0.8380	0.8015	0.8066	0.8832	0.8190	0.7376	0.8843	0.8566	0.8725	0.8089	0.8409	0.8676	0.7995	0.7148	0.7315	0.7903	0.8562	0.8101	0.7969	0.7143	0.7262	0.6458	0.7324	0.7812	0.8638	0.8570	0.8518	0.8797	0.8599	0.8018
0.0384	88.0	880	0.2962	0.7918	0.8630	0.8687	nan	0.9020	0.8901	0.8854	0.8448	0.8397	0.9160	0.8806	0.8122	0.9119	0.8653	0.9114	0.8219	0.8446	0.8935	0.8937	0.7859	0.8262	0.8345	0.9267	0.8669	0.8573	0.7834	0.8291	0.7554	0.8039	0.8504	0.9191	0.9167	0.8779	0.9247	0.9006	0.8429	0.0	0.8873	0.8897	0.8306	0.8060	0.8164	0.8799	0.8178	0.7437	0.8860	0.8467	0.8739	0.8051	0.8297	0.8653	0.8080	0.7174	0.7530	0.7988	0.8641	0.8218	0.8002	0.7229	0.7312	0.6451	0.7399	0.8043	0.8797	0.8669	0.8495	0.8882	0.8660	0.7948
0.0397	90.0	900	0.3122	0.7700	0.8382	0.8434	nan	0.8877	0.8863	0.8615	0.8131	0.8525	0.8776	0.8639	0.8073	0.8913	0.8728	0.8794	0.8018	0.8299	0.8721	0.8764	0.7875	0.7507	0.8188	0.8858	0.8374	0.8273	0.7572	0.8021	0.7469	0.7510	0.8015	0.8897	0.8638	0.8635	0.8679	0.8715	0.8261	0.0	0.8764	0.8805	0.8101	0.7799	0.8151	0.8469	0.8046	0.7359	0.8672	0.8442	0.8491	0.7853	0.8187	0.8474	0.7888	0.7097	0.6936	0.7795	0.8366	0.7953	0.7753	0.7025	0.7096	0.6315	0.6992	0.7640	0.8517	0.8342	0.8264	0.8397	0.8397	0.7727
0.04	92.0	920	0.2981	0.7938	0.8654	0.8712	nan	0.9160	0.8924	0.9026	0.8475	0.8558	0.9185	0.8873	0.8032	0.9156	0.8908	0.9180	0.8115	0.8536	0.9045	0.8941	0.8061	0.8006	0.8497	0.9197	0.8532	0.8713	0.7883	0.8152	0.7509	0.8045	0.8358	0.9151	0.9137	0.8821	0.9218	0.9023	0.8517	0.0	0.8972	0.8913	0.8385	0.8087	0.8301	0.8809	0.8225	0.7399	0.8919	0.8680	0.8741	0.7971	0.8405	0.8761	0.8122	0.7291	0.7339	0.8085	0.8658	0.8152	0.8068	0.7270	0.7202	0.6364	0.7338	0.7990	0.8768	0.8684	0.8545	0.8856	0.8661	0.8008
0.0386	94.0	940	0.3098	0.7743	0.8422	0.8471	nan	0.8889	0.8898	0.8623	0.8042	0.8329	0.9002	0.8609	0.7922	0.8948	0.8745	0.8877	0.7929	0.8339	0.8762	0.8758	0.7755	0.7882	0.8183	0.9077	0.8472	0.8434	0.7634	0.7937	0.7544	0.7705	0.8067	0.8954	0.8903	0.8503	0.8880	0.8638	0.8261	0.0	0.8735	0.8868	0.8129	0.7745	0.8057	0.8635	0.8042	0.7270	0.8741	0.8537	0.8565	0.7792	0.8165	0.8530	0.7932	0.7030	0.7239	0.7816	0.8484	0.8074	0.7889	0.7062	0.7046	0.6365	0.7152	0.7726	0.8553	0.8461	0.8241	0.8566	0.8331	0.7737
0.0356	96.0	960	0.3046	0.7860	0.8572	0.8619	nan	0.9138	0.8999	0.8808	0.8120	0.8573	0.9090	0.8786	0.8007	0.9060	0.8973	0.9080	0.7937	0.8785	0.8876	0.8722	0.8068	0.7990	0.8365	0.9215	0.8536	0.8524	0.7762	0.8138	0.7577	0.8046	0.8235	0.9043	0.9004	0.8768	0.8981	0.8805	0.8296	0.0	0.8938	0.8965	0.8244	0.7819	0.8238	0.8728	0.8142	0.7353	0.8890	0.8705	0.8688	0.7831	0.8489	0.8643	0.7928	0.7172	0.7308	0.7960	0.8633	0.8142	0.7948	0.7159	0.7198	0.6435	0.7330	0.7877	0.8683	0.8582	0.8432	0.8660	0.8482	0.7783
0.0346	98.0	980	0.3051	0.7905	0.8618	0.8667	nan	0.9081	0.8995	0.8876	0.8384	0.8434	0.9008	0.8789	0.8138	0.9183	0.8882	0.9176	0.8078	0.8595	0.8907	0.8805	0.7978	0.8169	0.8415	0.9188	0.8643	0.8527	0.7955	0.8146	0.7574	0.8043	0.8381	0.9185	0.9097	0.8770	0.9042	0.8932	0.8402	0.0	0.8920	0.8969	0.8325	0.7994	0.8169	0.8676	0.8183	0.7421	0.8948	0.8680	0.8773	0.7950	0.8395	0.8647	0.7986	0.7136	0.7442	0.8019	0.8651	0.8220	0.7983	0.7308	0.7199	0.6398	0.7391	0.8025	0.8767	0.8638	0.8471	0.8716	0.8584	0.7885
0.0356	100.0	1000	0.3076	0.7946	0.8662	0.8713	nan	0.9066	0.9005	0.9010	0.8494	0.8540	0.9050	0.8895	0.8036	0.9122	0.8853	0.9085	0.8187	0.8700	0.8972	0.8894	0.8099	0.8145	0.8547	0.9269	0.8610	0.8626	0.7937	0.8237	0.7528	0.8042	0.8561	0.9200	0.8986	0.8925	0.9130	0.9030	0.8398	0.0	0.8895	0.8989	0.8423	0.8107	0.8254	0.8703	0.8210	0.7391	0.8870	0.8648	0.8748	0.8023	0.8475	0.8713	0.8071	0.7279	0.7450	0.8124	0.8698	0.8212	0.8049	0.7315	0.7267	0.6418	0.7405	0.8130	0.8769	0.8605	0.8576	0.8792	0.8667	0.7932
0.034	102.0	1020	0.3157	0.7783	0.8469	0.8522	nan	0.8907	0.8724	0.8803	0.8161	0.8341	0.8966	0.8743	0.8002	0.8982	0.8560	0.8926	0.8043	0.8411	0.8849	0.8722	0.8077	0.8016	0.8119	0.8961	0.8423	0.8483	0.7725	0.8027	0.7557	0.7793	0.7989	0.8984	0.8835	0.8716	0.8981	0.8868	0.8308	0.0	0.8771	0.8717	0.8250	0.7823	0.8084	0.8630	0.8123	0.7348	0.8743	0.8381	0.8612	0.7888	0.8248	0.8607	0.7947	0.7210	0.7301	0.7760	0.8443	0.8030	0.7912	0.7137	0.7111	0.6378	0.7184	0.7688	0.8592	0.8494	0.8396	0.8655	0.8534	0.7851
0.0335	104.0	1040	0.3151	0.7891	0.8592	0.8646	nan	0.9057	0.8939	0.8841	0.8242	0.8563	0.9077	0.8738	0.8107	0.9076	0.8790	0.9191	0.8086	0.8444	0.8930	0.8822	0.7954	0.7876	0.8346	0.9207	0.8652	0.8467	0.7757	0.8202	0.7578	0.8012	0.8493	0.8972	0.9109	0.8835	0.9211	0.8958	0.8402	0.0	0.8885	0.8916	0.8301	0.7897	0.8266	0.8719	0.8163	0.7418	0.8847	0.8602	0.8762	0.7939	0.8325	0.8661	0.7993	0.7173	0.7241	0.7962	0.8645	0.8202	0.7938	0.7169	0.7240	0.6437	0.7359	0.8047	0.8666	0.8711	0.8530	0.8841	0.8623	0.7931
0.0342	106.0	1060	0.3182	0.7894	0.8604	0.8656	nan	0.8993	0.8838	0.8935	0.8243	0.8545	0.9067	0.8675	0.8193	0.9077	0.8755	0.9099	0.8112	0.8562	0.8896	0.8853	0.8031	0.8058	0.8366	0.9169	0.8676	0.8512	0.7892	0.8178	0.7654	0.7882	0.8376	0.9220	0.9046	0.8845	0.9200	0.8974	0.8412	0.0	0.8855	0.8826	0.8342	0.7927	0.8234	0.8719	0.8131	0.7428	0.8824	0.8557	0.8709	0.7963	0.8392	0.8653	0.8016	0.7174	0.7368	0.7981	0.8619	0.8238	0.7970	0.7272	0.7222	0.6462	0.7291	0.7985	0.8803	0.8638	0.8501	0.8850	0.8625	0.7925
0.0321	108.0	1080	0.3199	0.7822	0.8517	0.8571	nan	0.9004	0.8860	0.8807	0.8234	0.8359	0.9035	0.8702	0.7944	0.8947	0.8879	0.8987	0.8072	0.8477	0.8862	0.8688	0.8026	0.7848	0.8332	0.9012	0.8439	0.8478	0.7819	0.8140	0.7481	0.7904	0.8238	0.9126	0.8946	0.8650	0.9091	0.8835	0.8310	0.0	0.8832	0.8843	0.8264	0.7886	0.8106	0.8679	0.8089	0.7271	0.8757	0.8586	0.8630	0.7929	0.8310	0.8598	0.7918	0.7162	0.7223	0.7953	0.8498	0.8046	0.7916	0.7198	0.7198	0.6370	0.7298	0.7882	0.8704	0.8537	0.8385	0.8745	0.8511	0.7790
0.0381	110.0	1100	0.3286	0.7756	0.8438	0.8496	nan	0.8865	0.8684	0.8710	0.8134	0.8210	0.8998	0.8678	0.7977	0.8958	0.8685	0.9011	0.8022	0.8317	0.8876	0.8727	0.7784	0.7746	0.8207	0.8965	0.8422	0.8438	0.7723	0.8031	0.7579	0.7877	0.7966	0.8822	0.8859	0.8744	0.8946	0.8787	0.8278	0.0	0.8692	0.8666	0.8191	0.7773	0.7986	0.8631	0.8074	0.7307	0.8748	0.8478	0.8676	0.7874	0.8191	0.8614	0.7922	0.7082	0.7122	0.7827	0.8439	0.8030	0.7883	0.7126	0.7114	0.6407	0.7170	0.7635	0.8489	0.8516	0.8385	0.8626	0.8475	0.7796
0.0362	112.0	1120	0.3211	0.7915	0.8631	0.8680	nan	0.9043	0.8993	0.8835	0.8413	0.8416	0.9152	0.8880	0.8091	0.9141	0.8907	0.8977	0.8319	0.8512	0.8945	0.8845	0.8177	0.8154	0.8421	0.9091	0.8663	0.8600	0.7931	0.8177	0.7686	0.8027	0.8237	0.9208	0.8936	0.8804	0.9202	0.8909	0.8487	0.0	0.8854	0.8973	0.8341	0.8019	0.8188	0.8797	0.8230	0.7409	0.8907	0.8666	0.8637	0.8117	0.8391	0.8685	0.8027	0.7309	0.7468	0.8030	0.8560	0.8210	0.8018	0.7311	0.7223	0.6468	0.7368	0.7875	0.8738	0.8539	0.8478	0.8839	0.8591	0.7918
0.033	114.0	1140	0.3208	0.7886	0.8582	0.8637	nan	0.9012	0.8864	0.8849	0.8190	0.8484	0.9052	0.8770	0.8176	0.9101	0.8802	0.9066	0.8154	0.8584	0.8920	0.8822	0.7936	0.7893	0.8354	0.9050	0.8615	0.8620	0.7836	0.8210	0.7648	0.7974	0.8250	0.8953	0.8993	0.8919	0.9170	0.8989	0.8369	0.0	0.8864	0.8849	0.8306	0.7869	0.8196	0.8699	0.8155	0.7440	0.8858	0.8605	0.8720	0.8006	0.8408	0.8664	0.7991	0.7157	0.7243	0.7960	0.8536	0.8204	0.8037	0.7224	0.7252	0.6498	0.7307	0.7888	0.8642	0.8695	0.8586	0.8801	0.8638	0.7928
0.034	116.0	1160	0.3246	0.7884	0.8589	0.8644	nan	0.8987	0.8911	0.9010	0.8133	0.8557	0.9065	0.8731	0.8035	0.9111	0.8783	0.9113	0.8221	0.8515	0.8925	0.8831	0.7997	0.8037	0.8263	0.9225	0.8490	0.8513	0.7806	0.8143	0.7565	0.8002	0.8311	0.9269	0.9028	0.8819	0.9141	0.8913	0.8408	0.0	0.8843	0.8901	0.8413	0.7807	0.8280	0.8712	0.8132	0.7367	0.8863	0.8581	0.8748	0.8060	0.8389	0.8664	0.8006	0.7183	0.7354	0.7887	0.8636	0.8083	0.7942	0.7223	0.7200	0.6395	0.7356	0.7941	0.8808	0.8600	0.8487	0.8804	0.8584	0.7906
0.0364	118.0	1180	0.3315	0.7785	0.8469	0.8524	nan	0.8895	0.8851	0.8787	0.8164	0.8315	0.9002	0.8722	0.7738	0.9066	0.8756	0.8930	0.8052	0.8363	0.8824	0.8622	0.7944	0.7872	0.8280	0.8964	0.8456	0.8440	0.7686	0.8072	0.7463	0.7979	0.8166	0.8917	0.8893	0.8778	0.8981	0.8816	0.8200	0.0	0.8756	0.8834	0.8222	0.7812	0.8089	0.8647	0.8070	0.7158	0.8785	0.8547	0.8608	0.7899	0.8240	0.8572	0.7861	0.7123	0.7237	0.7894	0.8456	0.8048	0.7897	0.7119	0.7147	0.6343	0.7288	0.7818	0.8564	0.8553	0.8432	0.8651	0.8488	0.7742
0.0343	120.0	1200	0.3273	0.7836	0.8533	0.8581	nan	0.8907	0.8805	0.8824	0.8249	0.8462	0.8991	0.8714	0.8178	0.9050	0.8788	0.8958	0.8097	0.8524	0.8913	0.8733	0.8071	0.7827	0.8439	0.9031	0.8443	0.8467	0.7795	0.8102	0.7680	0.7760	0.8305	0.8927	0.9009	0.8706	0.9138	0.8787	0.8388	0.0	0.8774	0.8790	0.8289	0.7887	0.8199	0.8655	0.8104	0.7431	0.8805	0.8530	0.8641	0.7947	0.8370	0.8656	0.7933	0.7222	0.7225	0.8040	0.8516	0.8061	0.7908	0.7199	0.7166	0.6465	0.7192	0.7880	0.8616	0.8598	0.8415	0.8780	0.8471	0.7808
0.0331	122.0	1220	0.3283	0.7882	0.8587	0.8636	nan	0.9013	0.8790	0.8832	0.8275	0.8429	0.9055	0.8747	0.8142	0.9133	0.8714	0.9005	0.8135	0.8589	0.8954	0.8743	0.8023	0.8222	0.8344	0.9125	0.8557	0.8532	0.7864	0.8147	0.7697	0.7954	0.8251	0.9114	0.9115	0.8842	0.9081	0.8952	0.8400	0.0	0.8841	0.8780	0.8297	0.7921	0.8171	0.8695	0.8136	0.7416	0.8875	0.8521	0.8682	0.7976	0.8415	0.8687	0.7957	0.7182	0.7474	0.7964	0.8584	0.8150	0.7975	0.7236	0.7206	0.6493	0.7292	0.7899	0.8752	0.8734	0.8526	0.8736	0.8609	0.7912
0.0351	124.0	1240	0.3326	0.7836	0.8525	0.8581	nan	0.9076	0.8898	0.8756	0.8328	0.8385	0.9039	0.8671	0.7891	0.9018	0.8814	0.9049	0.8148	0.8319	0.8869	0.8788	0.7759	0.7776	0.8524	0.9132	0.8557	0.8371	0.7790	0.8136	0.7495	0.7887	0.8498	0.8942	0.9018	0.8720	0.8973	0.8818	0.8370	0.0	0.8888	0.8874	0.8229	0.7938	0.8137	0.8656	0.8072	0.7268	0.8805	0.8607	0.8674	0.7993	0.8214	0.8626	0.7937	0.7040	0.7203	0.8108	0.8592	0.8101	0.7863	0.7181	0.7202	0.6431	0.7307	0.8024	0.8630	0.8604	0.8394	0.8655	0.8493	0.7837
0.0322	126.0	1260	0.3314	0.7906	0.8615	0.8669	nan	0.9099	0.8915	0.8953	0.8365	0.8498	0.9074	0.8751	0.8052	0.9127	0.8844	0.9056	0.8154	0.8656	0.8981	0.8849	0.8059	0.8071	0.8381	0.9214	0.8570	0.8611	0.7898	0.8163	0.7591	0.7887	0.8308	0.9153	0.9034	0.8830	0.9143	0.8940	0.8457	0.0	0.8954	0.8900	0.8374	0.7985	0.8219	0.8704	0.8113	0.7353	0.8924	0.8635	0.8711	0.8012	0.8463	0.8710	0.8034	0.7271	0.7397	0.8016	0.8644	0.8175	0.8041	0.7275	0.7214	0.6427	0.7279	0.7928	0.8733	0.8618	0.8484	0.8791	0.8594	0.7933
0.0331	128.0	1280	0.3324	0.7921	0.8636	0.8679	nan	0.9094	0.8960	0.8847	0.8443	0.8439	0.9112	0.8767	0.8257	0.9083	0.8975	0.9098	0.8153	0.8652	0.8971	0.8850	0.8020	0.8047	0.8592	0.9227	0.8577	0.8449	0.7881	0.8180	0.7700	0.8061	0.8579	0.9108	0.8949	0.8860	0.9154	0.8823	0.8449	0.0	0.8910	0.8943	0.8320	0.8033	0.8202	0.8742	0.8172	0.7496	0.8877	0.8722	0.8730	0.8020	0.8474	0.8721	0.8012	0.7208	0.7400	0.8173	0.8666	0.8170	0.7926	0.7252	0.7225	0.6489	0.7404	0.8121	0.8700	0.8587	0.8504	0.8787	0.8515	0.7879
0.0336	130.0	1300	0.3359	0.7855	0.8557	0.8611	nan	0.9003	0.8877	0.8845	0.8226	0.8442	0.9046	0.8810	0.7967	0.9093	0.8810	0.8950	0.8146	0.8541	0.8942	0.8852	0.8010	0.7967	0.8305	0.9114	0.8572	0.8469	0.7798	0.8144	0.7579	0.7977	0.8170	0.9068	0.8899	0.8853	0.9059	0.8842	0.8444	0.0	0.8848	0.8859	0.8292	0.7888	0.8188	0.8673	0.8131	0.7332	0.8857	0.8595	0.8625	0.7992	0.8392	0.8684	0.8007	0.7208	0.7299	0.7927	0.8580	0.8140	0.7915	0.7176	0.7202	0.6429	0.7291	0.7827	0.8667	0.8548	0.8490	0.8722	0.8531	0.7906
0.0312	132.0	1320	0.3390	0.7873	0.8576	0.8629	nan	0.9048	0.8878	0.8826	0.8303	0.8396	0.9117	0.8739	0.8135	0.9119	0.8809	0.9019	0.8082	0.8610	0.8899	0.8863	0.7884	0.8084	0.8365	0.9178	0.8525	0.8463	0.7902	0.8132	0.7615	0.7954	0.8270	0.9090	0.8870	0.8849	0.9086	0.8920	0.8401	0.0	0.8892	0.8860	0.8291	0.7929	0.8156	0.8728	0.8126	0.7431	0.8898	0.8604	0.8692	0.7950	0.8414	0.8649	0.8013	0.7158	0.7404	0.7988	0.8588	0.8119	0.7921	0.7240	0.7193	0.6454	0.7317	0.7900	0.8648	0.8530	0.8480	0.8736	0.8586	0.7902
0.037	134.0	1340	0.3357	0.7989	0.8717	0.8764	nan	0.9214	0.9023	0.9027	0.8552	0.8626	0.9088	0.8863	0.8300	0.9145	0.9012	0.9213	0.8255	0.8719	0.8982	0.8983	0.8064	0.8123	0.8578	0.9270	0.8713	0.8674	0.7905	0.8246	0.7676	0.8207	0.8507	0.9211	0.9086	0.8962	0.9214	0.8987	0.8524	0.0	0.9028	0.9009	0.8443	0.8150	0.8335	0.8743	0.8224	0.7552	0.8939	0.8769	0.8815	0.8107	0.8540	0.8718	0.8084	0.7269	0.7458	0.8162	0.8698	0.8285	0.8075	0.7283	0.7280	0.6519	0.7486	0.8076	0.8786	0.8705	0.8591	0.8851	0.8643	0.8014
0.0317	136.0	1360	0.3405	0.7961	0.8687	0.8735	nan	0.9090	0.8988	0.9003	0.8457	0.8569	0.9125	0.8882	0.8108	0.9177	0.8903	0.9170	0.8115	0.8760	0.9037	0.8931	0.8026	0.8287	0.8570	0.9222	0.8667	0.8622	0.7997	0.8180	0.7669	0.8065	0.8487	0.9301	0.9069	0.8955	0.9155	0.8962	0.8422	0.0	0.8916	0.8973	0.8412	0.8063	0.8313	0.8746	0.8190	0.7445	0.8941	0.8694	0.8794	0.7996	0.8546	0.8765	0.8079	0.7245	0.7552	0.8150	0.8669	0.8244	0.8049	0.7328	0.7228	0.6486	0.7405	0.8096	0.8832	0.8657	0.8561	0.8810	0.8622	0.7911
0.0299	138.0	1380	0.3511	0.7761	0.8448	0.8504	nan	0.8886	0.8724	0.8711	0.8228	0.8291	0.8978	0.8656	0.7850	0.8974	0.8611	0.8973	0.7973	0.8468	0.8860	0.8764	0.7883	0.7829	0.8342	0.8991	0.8464	0.8403	0.7655	0.8093	0.7550	0.7750	0.8132	0.8932	0.8847	0.8593	0.8876	0.8774	0.8279	0.0	0.8737	0.8714	0.8184	0.7856	0.8062	0.8584	0.8025	0.7237	0.8749	0.8411	0.8637	0.7847	0.8293	0.8596	0.7925	0.7114	0.7207	0.7947	0.8471	0.8058	0.7877	0.7087	0.7161	0.6389	0.7172	0.7777	0.8532	0.8414	0.8274	0.8562	0.8454	0.7776
0.0331	140.0	1400	0.3457	0.7866	0.8571	0.8622	nan	0.9042	0.8905	0.8734	0.8322	0.8420	0.9017	0.8764	0.7995	0.9133	0.8816	0.9002	0.8140	0.8562	0.8890	0.8803	0.7956	0.8006	0.8455	0.9159	0.8577	0.8543	0.7826	0.8187	0.7553	0.7982	0.8369	0.9053	0.8989	0.8736	0.9080	0.8850	0.8399	0.0	0.8857	0.8886	0.8253	0.7928	0.8165	0.8660	0.8117	0.7313	0.8888	0.8600	0.8672	0.7989	0.8385	0.8628	0.7981	0.7157	0.7357	0.8064	0.8597	0.8158	0.7960	0.7209	0.7233	0.6421	0.7338	0.7966	0.8680	0.8580	0.8404	0.8734	0.8530	0.7854
0.0321	142.0	1420	0.3484	0.7812	0.8501	0.8556	nan	0.8989	0.8834	0.8791	0.8193	0.8404	0.9003	0.8636	0.8090	0.9033	0.8742	0.8989	0.8031	0.8464	0.8853	0.8750	0.7900	0.7734	0.8260	0.9141	0.8410	0.8428	0.7789	0.8133	0.7473	0.7877	0.8272	0.9020	0.8933	0.8731	0.9010	0.8792	0.8335	0.0	0.8815	0.8820	0.8256	0.7848	0.8150	0.8643	0.8074	0.7364	0.8816	0.8552	0.8649	0.7898	0.8324	0.8602	0.7921	0.7122	0.7125	0.7889	0.8576	0.8022	0.7879	0.7171	0.7197	0.6381	0.7256	0.7885	0.8639	0.8546	0.8401	0.8678	0.8482	0.7809
0.0329	144.0	1440	0.3480	0.7838	0.8534	0.8588	nan	0.8997	0.8869	0.8797	0.8229	0.8465	0.8987	0.8728	0.8085	0.9018	0.8768	0.9008	0.8125	0.8549	0.8865	0.8762	0.7936	0.7819	0.8431	0.9089	0.8496	0.8398	0.7872	0.8127	0.7533	0.7911	0.8251	0.8949	0.8968	0.8783	0.9101	0.8882	0.8283	0.0	0.8847	0.8851	0.8260	0.7881	0.8202	0.8636	0.8099	0.7397	0.8823	0.8548	0.8666	0.7975	0.8385	0.8618	0.7948	0.7123	0.7220	0.8037	0.8542	0.8070	0.7873	0.7217	0.7186	0.6393	0.7274	0.7866	0.8590	0.8585	0.8439	0.8756	0.8555	0.7798
0.0313	146.0	1460	0.3484	0.7887	0.8599	0.8644	nan	0.9038	0.8987	0.8910	0.8264	0.8510	0.9043	0.8709	0.8091	0.9100	0.8884	0.9103	0.8031	0.8588	0.8908	0.8764	0.8005	0.8136	0.8421	0.9220	0.8562	0.8580	0.7866	0.8101	0.7617	0.8038	0.8406	0.9132	0.8878	0.8904	0.9058	0.8892	0.8413	0.0	0.8884	0.8965	0.8347	0.7915	0.8239	0.8657	0.8096	0.7400	0.8886	0.8657	0.8725	0.7912	0.8414	0.8657	0.7944	0.7156	0.7459	0.8036	0.8628	0.8155	0.7994	0.7252	0.7169	0.6415	0.7375	0.8008	0.8680	0.8534	0.8523	0.8728	0.8566	0.7895
0.0282	148.0	1480	0.3491	0.7920	0.8635	0.8691	nan	0.9075	0.8889	0.8947	0.8442	0.8469	0.9101	0.8846	0.8066	0.9133	0.8873	0.9073	0.8212	0.8658	0.8973	0.8912	0.7999	0.8127	0.8372	0.9210	0.8657	0.8554	0.7946	0.8215	0.7598	0.8070	0.8280	0.9198	0.8985	0.8831	0.9239	0.8948	0.8424	0.0	0.8910	0.8879	0.8377	0.8044	0.8226	0.8723	0.8170	0.7395	0.8903	0.8653	0.8730	0.8067	0.8469	0.8716	0.8048	0.7211	0.7420	0.7990	0.8647	0.8225	0.7997	0.7289	0.7257	0.6459	0.7386	0.7923	0.8743	0.8605	0.8515	0.8855	0.8619	0.7914
0.0339	150.0	1500	0.3484	0.7908	0.8617	0.8666	nan	0.9082	0.8975	0.8908	0.8209	0.8533	0.9066	0.8797	0.8114	0.9087	0.8913	0.9040	0.8241	0.8571	0.8963	0.8799	0.8108	0.7965	0.8523	0.9161	0.8606	0.8496	0.7905	0.8174	0.7611	0.8067	0.8392	0.9167	0.8974	0.8869	0.9120	0.8932	0.8377	0.0	0.8923	0.8953	0.8345	0.7882	0.8265	0.8708	0.8156	0.7429	0.8880	0.8686	0.8696	0.8083	0.8437	0.8702	0.7993	0.7245	0.7346	0.8112	0.8615	0.8171	0.7949	0.7264	0.7221	0.6432	0.7400	0.7991	0.8725	0.8595	0.8502	0.8772	0.8597	0.7891
0.0292	152.0	1520	0.3536	0.7845	0.8543	0.8594	nan	0.9020	0.8910	0.8798	0.8072	0.8464	0.8978	0.8752	0.8038	0.9075	0.8786	0.8943	0.8128	0.8536	0.8933	0.8700	0.7951	0.7962	0.8416	0.8990	0.8546	0.8539	0.7806	0.8143	0.7623	0.7898	0.8355	0.8949	0.9009	0.8706	0.9074	0.8870	0.8403	0.0	0.8859	0.8891	0.8248	0.7763	0.8189	0.8624	0.8120	0.7360	0.8854	0.8576	0.8631	0.7970	0.8384	0.8677	0.7914	0.7139	0.7310	0.8016	0.8478	0.8115	0.7952	0.7199	0.7200	0.6457	0.7276	0.7941	0.8617	0.8593	0.8389	0.8729	0.8543	0.7885
0.0285	154.0	1540	0.3564	0.7822	0.8518	0.8570	nan	0.8983	0.8810	0.8851	0.8198	0.8339	0.9036	0.8659	0.8027	0.9072	0.8775	0.9003	0.7951	0.8521	0.8857	0.8734	0.8012	0.7976	0.8412	0.9074	0.8466	0.8422	0.7847	0.8105	0.7525	0.7815	0.8234	0.9007	0.8905	0.8786	0.9028	0.8848	0.8297	0.0	0.8830	0.8794	0.8274	0.7861	0.8112	0.8664	0.8062	0.7333	0.8851	0.8568	0.8638	0.7834	0.8354	0.8605	0.7918	0.7173	0.7312	0.8021	0.8528	0.8054	0.7883	0.7217	0.7174	0.6381	0.7204	0.7847	0.8616	0.8561	0.8440	0.8692	0.8528	0.7811
0.0309	156.0	1560	0.3620	0.7801	0.8491	0.8547	nan	0.8950	0.8798	0.8789	0.8127	0.8398	0.8934	0.8716	0.8039	0.8973	0.8647	0.9004	0.7981	0.8431	0.8815	0.8775	0.7930	0.7805	0.8297	0.9035	0.8412	0.8453	0.7804	0.8127	0.7502	0.7923	0.8231	0.8925	0.8855	0.8785	0.9032	0.8907	0.8305	0.0	0.8794	0.8783	0.8241	0.7796	0.8129	0.8592	0.8090	0.7333	0.8776	0.8465	0.8643	0.7857	0.8278	0.8580	0.7947	0.7136	0.7174	0.7921	0.8507	0.8022	0.7901	0.7185	0.7186	0.6362	0.7275	0.7850	0.8548	0.8513	0.8430	0.8697	0.8573	0.7832
0.0315	158.0	1580	0.3538	0.7891	0.8597	0.8647	nan	0.9067	0.8899	0.8845	0.8205	0.8510	0.9082	0.8757	0.8111	0.9101	0.8842	0.9056	0.8201	0.8639	0.8912	0.8811	0.8029	0.8050	0.8414	0.9129	0.8560	0.8514	0.7882	0.8176	0.7659	0.7962	0.8390	0.9021	0.9010	0.8844	0.9099	0.8915	0.8423	0.0	0.8886	0.8877	0.8301	0.7880	0.8253	0.8705	0.8125	0.7399	0.8874	0.8617	0.8708	0.8053	0.8473	0.8667	0.7991	0.7209	0.7374	0.8020	0.8587	0.8134	0.7957	0.7249	0.7227	0.6481	0.7337	0.7968	0.8649	0.8641	0.85	0.8755	0.8589	0.7914
0.0335	160.0	1600	0.3589	0.7855	0.8560	0.8612	nan	0.9025	0.8896	0.8882	0.8169	0.8454	0.8988	0.8785	0.8042	0.9098	0.8841	0.9017	0.8111	0.8605	0.8875	0.8814	0.7996	0.7966	0.8374	0.9156	0.8511	0.8552	0.7817	0.8110	0.7529	0.7979	0.8166	0.9091	0.8967	0.8802	0.9076	0.8886	0.8325	0.0	0.8859	0.8879	0.8310	0.7856	0.8186	0.8632	0.8123	0.7359	0.8861	0.8618	0.8676	0.7977	0.8433	0.8629	0.7978	0.7168	0.7311	0.7984	0.8594	0.8104	0.7968	0.7206	0.7173	0.6360	0.7296	0.7823	0.8679	0.8599	0.8454	0.8726	0.8562	0.7818
0.028	162.0	1620	0.3628	0.7786	0.8473	0.8527	nan	0.8963	0.8801	0.8733	0.8120	0.8318	0.9001	0.8680	0.7979	0.9008	0.8720	0.8950	0.7942	0.8485	0.8856	0.8663	0.7912	0.7890	0.8235	0.9051	0.8448	0.8484	0.7726	0.8071	0.7513	0.7866	0.8183	0.8949	0.8890	0.8652	0.8937	0.8855	0.8260	0.0	0.8801	0.8781	0.8203	0.7792	0.8091	0.8631	0.8065	0.7307	0.8792	0.8510	0.8620	0.7820	0.8310	0.8609	0.7883	0.7109	0.7235	0.7870	0.8506	0.8037	0.7904	0.7143	0.7149	0.6365	0.7255	0.7804	0.8571	0.8501	0.8328	0.8617	0.8529	0.7792
0.0303	164.0	1640	0.3600	0.7887	0.8596	0.8648	nan	0.9006	0.8916	0.8880	0.8223	0.8452	0.9063	0.8746	0.8121	0.9100	0.8831	0.9081	0.8113	0.8573	0.8952	0.8826	0.8003	0.8068	0.8491	0.9132	0.8630	0.8403	0.7944	0.8188	0.7600	0.7920	0.8386	0.9142	0.8985	0.8833	0.9111	0.8941	0.8411	0.0	0.8839	0.8897	0.8301	0.7890	0.8204	0.8688	0.8125	0.7392	0.8857	0.8623	0.8698	0.7985	0.8427	0.8682	0.7993	0.7185	0.7389	0.8085	0.8596	0.8176	0.7903	0.7282	0.7236	0.6442	0.7311	0.7977	0.8700	0.8616	0.8502	0.8763	0.8605	0.7908
0.0313	166.0	1660	0.3619	0.7855	0.8555	0.8605	nan	0.8967	0.8879	0.8791	0.8327	0.8427	0.9018	0.8733	0.8099	0.9062	0.8764	0.9021	0.8080	0.8570	0.8929	0.8789	0.7959	0.8060	0.8450	0.9138	0.8514	0.8501	0.7811	0.8115	0.7541	0.7870	0.8323	0.8990	0.8989	0.8828	0.9035	0.8859	0.8334	0.0	0.8807	0.8860	0.8270	0.7959	0.8176	0.8649	0.8102	0.7390	0.8831	0.8555	0.8671	0.7951	0.8398	0.8667	0.7971	0.7158	0.7381	0.8051	0.8584	0.8101	0.7941	0.7200	0.7178	0.6372	0.7267	0.7922	0.8635	0.8632	0.8485	0.8702	0.8535	0.7825
0.028	168.0	1680	0.3627	0.7864	0.8571	0.8623	nan	0.8970	0.8875	0.8803	0.8288	0.8445	0.9018	0.8761	0.8016	0.9105	0.8782	0.8975	0.8053	0.8577	0.8945	0.8787	0.8005	0.8113	0.8378	0.9125	0.8566	0.8526	0.7858	0.8209	0.7598	0.8023	0.8255	0.9107	0.8939	0.8806	0.9096	0.8912	0.8358	0.0	0.8804	0.8858	0.8264	0.7917	0.8188	0.8647	0.8106	0.7348	0.8844	0.8572	0.8652	0.7923	0.8390	0.8683	0.7974	0.7170	0.7404	0.7989	0.8574	0.8129	0.7953	0.7240	0.7253	0.6469	0.7351	0.7903	0.8674	0.8568	0.8470	0.8746	0.8584	0.7872
0.0306	170.0	1700	0.3670	0.7833	0.8531	0.8588	nan	0.9008	0.8831	0.8795	0.8209	0.8382	0.9074	0.8705	0.8063	0.9071	0.8761	0.8993	0.8115	0.8501	0.8868	0.8751	0.7949	0.7984	0.8237	0.9116	0.8495	0.8400	0.7873	0.8147	0.7532	0.7951	0.8166	0.8974	0.8907	0.8773	0.9106	0.8924	0.8339	0.0	0.8831	0.8813	0.8251	0.7864	0.8148	0.8686	0.8100	0.7353	0.8834	0.8557	0.8649	0.7973	0.8352	0.8624	0.7920	0.7131	0.7303	0.7873	0.8553	0.8074	0.7876	0.7229	0.7206	0.6409	0.7295	0.7805	0.8575	0.8560	0.8454	0.8755	0.8591	0.7854
0.0291	172.0	1720	0.3625	0.7875	0.8581	0.8630	nan	0.9008	0.8902	0.8848	0.8310	0.8483	0.9058	0.8739	0.8080	0.9079	0.8795	0.9028	0.8110	0.8596	0.8924	0.8793	0.8015	0.8067	0.8395	0.9128	0.8549	0.8503	0.7875	0.8149	0.7632	0.7983	0.8361	0.9042	0.8993	0.8811	0.9071	0.8879	0.8376	0.0	0.8842	0.8884	0.8310	0.7950	0.8225	0.8671	0.8118	0.7374	0.8840	0.8585	0.8681	0.7978	0.8424	0.8672	0.7975	0.7190	0.7392	0.8006	0.8574	0.8113	0.7939	0.7236	0.7206	0.6466	0.7346	0.7965	0.8657	0.8626	0.8470	0.8730	0.8552	0.7870
0.0328	174.0	1740	0.3651	0.7845	0.8546	0.8597	nan	0.8950	0.8905	0.8777	0.8360	0.8396	0.8967	0.8734	0.8079	0.9057	0.8815	0.8994	0.8085	0.8575	0.8897	0.8785	0.7987	0.7936	0.8406	0.9072	0.8530	0.8433	0.7846	0.8159	0.7572	0.7846	0.8288	0.9025	0.8891	0.8793	0.9049	0.8895	0.8353	0.0	0.8792	0.8886	0.8272	0.7963	0.8157	0.8608	0.8099	0.7380	0.8821	0.8601	0.8660	0.7952	0.8400	0.8648	0.7957	0.7161	0.7284	0.8008	0.8532	0.8095	0.7888	0.7213	0.7215	0.6427	0.7249	0.7885	0.8615	0.8549	0.8459	0.8711	0.8565	0.7847
0.0288	176.0	1760	0.3657	0.7856	0.8556	0.8607	nan	0.8964	0.8904	0.8773	0.8275	0.8455	0.9003	0.8759	0.8061	0.9077	0.8814	0.9010	0.8136	0.8520	0.8907	0.8814	0.7994	0.8016	0.8402	0.9101	0.8533	0.8406	0.7863	0.8152	0.7556	0.7909	0.8336	0.8964	0.9000	0.8817	0.9049	0.8884	0.8323	0.0	0.8804	0.8884	0.8260	0.7914	0.8197	0.8646	0.8122	0.7369	0.8835	0.8590	0.8663	0.7995	0.8372	0.8654	0.7980	0.7187	0.7348	0.8012	0.8556	0.8092	0.7876	0.7221	0.7209	0.6420	0.7290	0.7924	0.8619	0.8652	0.8469	0.8711	0.8558	0.7834
0.0307	178.0	1780	0.3676	0.7852	0.8554	0.8604	nan	0.9005	0.8914	0.8792	0.8252	0.8459	0.9001	0.8738	0.8067	0.9046	0.8839	0.9013	0.8077	0.8571	0.8898	0.8801	0.7983	0.7944	0.8436	0.9117	0.8483	0.8438	0.7841	0.8144	0.7578	0.7961	0.8349	0.9043	0.8904	0.8806	0.8989	0.8881	0.8368	0.0	0.8831	0.8892	0.8265	0.7900	0.8203	0.8635	0.8105	0.7374	0.8826	0.8606	0.8659	0.7949	0.8403	0.8651	0.7969	0.7168	0.7294	0.8033	0.8569	0.8069	0.7890	0.7211	0.7202	0.6420	0.7318	0.7948	0.8634	0.8548	0.8452	0.8665	0.8550	0.7861
0.0274	180.0	1800	0.3672	0.7867	0.8573	0.8624	nan	0.8979	0.8908	0.8849	0.8286	0.8425	0.9012	0.8750	0.8071	0.9099	0.8835	0.9064	0.8105	0.8598	0.8910	0.8827	0.7998	0.8061	0.8406	0.9177	0.8561	0.8462	0.7834	0.8175	0.7576	0.7913	0.8328	0.9123	0.8922	0.8813	0.9028	0.8897	0.8353	0.0	0.8824	0.8889	0.8302	0.7930	0.8179	0.8647	0.8115	0.7372	0.8854	0.8617	0.8692	0.7979	0.8433	0.8663	0.7984	0.7182	0.7376	0.8011	0.8609	0.8117	0.7914	0.7213	0.7225	0.6438	0.7293	0.7931	0.8672	0.8551	0.8461	0.8699	0.8567	0.7859
0.0264	182.0	1820	0.3687	0.7875	0.8581	0.8633	nan	0.9034	0.8916	0.8838	0.8274	0.8479	0.9053	0.8754	0.8079	0.9076	0.8835	0.9085	0.8127	0.8561	0.8898	0.8827	0.7991	0.7950	0.8406	0.9123	0.8555	0.8478	0.7863	0.8192	0.7612	0.7964	0.8395	0.9009	0.8970	0.8862	0.9076	0.8919	0.8383	0.0	0.8860	0.8894	0.8287	0.7926	0.8229	0.8674	0.8119	0.7391	0.8843	0.8616	0.8711	0.7994	0.8409	0.8655	0.7978	0.7165	0.7295	0.8010	0.8572	0.8111	0.7926	0.7238	0.7238	0.6470	0.7326	0.7973	0.8633	0.8621	0.8503	0.8736	0.8586	0.7895
0.0316	184.0	1840	0.3667	0.7884	0.8592	0.8641	nan	0.9026	0.8933	0.8858	0.8345	0.8448	0.9019	0.8757	0.8107	0.9096	0.8859	0.9063	0.8118	0.8608	0.8891	0.8832	0.8024	0.8040	0.8459	0.9147	0.8550	0.8528	0.7857	0.8184	0.7615	0.7910	0.8378	0.9079	0.8988	0.8852	0.9056	0.8906	0.8405	0.0	0.8860	0.8914	0.8306	0.7963	0.8205	0.8650	0.8119	0.7407	0.8862	0.8638	0.8701	0.7991	0.8429	0.8652	0.7987	0.7195	0.7372	0.8055	0.8595	0.8121	0.7957	0.7238	0.7231	0.6466	0.7304	0.7966	0.8672	0.8622	0.8496	0.8719	0.8575	0.7893
0.0304	186.0	1860	0.3674	0.7887	0.8596	0.8648	nan	0.9038	0.8900	0.8852	0.8310	0.8473	0.9054	0.8777	0.8090	0.9107	0.8841	0.9070	0.8104	0.8626	0.8929	0.8834	0.8021	0.8080	0.8438	0.9165	0.8577	0.8479	0.7903	0.8187	0.7606	0.7957	0.8363	0.9061	0.8975	0.8840	0.9086	0.8935	0.8398	0.0	0.8863	0.8882	0.8306	0.7946	0.8224	0.8681	0.8134	0.7397	0.8871	0.8628	0.8702	0.7979	0.8449	0.8678	0.7997	0.7198	0.7397	0.8041	0.8607	0.8136	0.7931	0.7254	0.7235	0.6456	0.7321	0.7954	0.8649	0.8605	0.8493	0.8747	0.8601	0.7901
0.0316	188.0	1880	0.3676	0.7870	0.8576	0.8626	nan	0.9021	0.8923	0.8814	0.8284	0.8444	0.9030	0.8746	0.8093	0.9084	0.8847	0.9037	0.8105	0.8589	0.8920	0.8819	0.8006	0.7990	0.8428	0.9150	0.8553	0.8442	0.7867	0.8163	0.7600	0.7965	0.8358	0.9029	0.8963	0.8800	0.9065	0.8908	0.8384	0.0	0.8844	0.8901	0.8282	0.7922	0.8196	0.8657	0.8113	0.7392	0.8851	0.8624	0.8684	0.7976	0.8419	0.8671	0.7985	0.7178	0.7335	0.8030	0.8590	0.8115	0.7905	0.7232	0.7215	0.6440	0.7322	0.7950	0.8640	0.8599	0.8462	0.8724	0.8579	0.7881
0.0294	190.0	1900	0.3702	0.7848	0.8550	0.8601	nan	0.8976	0.8883	0.8790	0.8258	0.8423	0.9005	0.8736	0.8068	0.9057	0.8797	0.9039	0.8070	0.8548	0.8908	0.8796	0.7994	0.7974	0.8378	0.9130	0.8528	0.8454	0.7814	0.8167	0.7572	0.7913	0.8289	0.9023	0.8927	0.8794	0.9027	0.8883	0.8363	0.0	0.8814	0.8865	0.8265	0.7899	0.8175	0.8637	0.8103	0.7372	0.8824	0.8583	0.8677	0.7941	0.8389	0.8661	0.7969	0.7173	0.7312	0.7988	0.8573	0.8091	0.7903	0.7200	0.7218	0.6427	0.7285	0.7894	0.8623	0.8569	0.8452	0.8694	0.8557	0.7859
0.0288	192.0	1920	0.3679	0.7889	0.8598	0.8649	nan	0.9015	0.8923	0.8847	0.8332	0.8490	0.9040	0.8780	0.8092	0.9099	0.8865	0.9079	0.8123	0.8590	0.8937	0.8839	0.8012	0.8030	0.8438	0.9171	0.8577	0.8515	0.7880	0.8198	0.7591	0.7951	0.8373	0.9064	0.9002	0.8851	0.9083	0.8940	0.8395	0.0	0.8849	0.8904	0.8308	0.7959	0.8233	0.8669	0.8136	0.7395	0.8862	0.8641	0.8710	0.7992	0.8435	0.8685	0.8004	0.7194	0.7359	0.8039	0.8609	0.8134	0.7954	0.7250	0.7242	0.6452	0.7325	0.7964	0.8659	0.8628	0.8502	0.8745	0.8606	0.7902
0.0245	194.0	1940	0.3713	0.7865	0.8568	0.8619	nan	0.8997	0.8902	0.8828	0.8287	0.8432	0.9022	0.8737	0.8069	0.9080	0.8819	0.9039	0.8095	0.8563	0.8906	0.8814	0.8006	0.8015	0.8415	0.9136	0.8549	0.8461	0.7853	0.8169	0.7587	0.7927	0.8354	0.9043	0.8952	0.8819	0.9046	0.8908	0.8356	0.0	0.8832	0.8884	0.8289	0.7922	0.8186	0.8645	0.8107	0.7374	0.8843	0.8602	0.8680	0.7965	0.8402	0.8657	0.7981	0.7189	0.7347	0.8018	0.8580	0.8108	0.7916	0.7225	0.7220	0.6444	0.7308	0.7945	0.8645	0.8594	0.8468	0.8709	0.8579	0.7864
0.031	196.0	1960	0.3707	0.7859	0.8563	0.8614	nan	0.8981	0.8909	0.8809	0.8289	0.8438	0.9009	0.8745	0.8064	0.9076	0.8811	0.9037	0.8084	0.8569	0.8906	0.8808	0.8004	0.8010	0.8406	0.9136	0.8522	0.8471	0.7844	0.8168	0.7573	0.7914	0.8341	0.9046	0.8926	0.8817	0.9045	0.8888	0.8360	0.0	0.8815	0.8887	0.8281	0.7927	0.8190	0.8638	0.8111	0.7369	0.8835	0.8596	0.8678	0.7955	0.8405	0.8659	0.7977	0.7180	0.7339	0.8010	0.8580	0.8095	0.7919	0.7218	0.7219	0.6432	0.7295	0.7934	0.8633	0.8570	0.8470	0.8710	0.8563	0.7857
0.0283	198.0	1980	0.3707	0.7862	0.8566	0.8618	nan	0.8994	0.8914	0.8820	0.8268	0.8449	0.9020	0.8751	0.8071	0.9076	0.8824	0.9039	0.8100	0.8565	0.8916	0.8809	0.8001	0.7995	0.8409	0.9130	0.8532	0.8451	0.7856	0.8168	0.7573	0.7924	0.8355	0.9036	0.8941	0.8811	0.9057	0.8898	0.8365	0.0	0.8827	0.8892	0.8285	0.7914	0.8199	0.8648	0.8117	0.7377	0.8843	0.8605	0.8681	0.7970	0.8407	0.8667	0.7977	0.7180	0.7334	0.8012	0.8574	0.8095	0.7905	0.7222	0.7221	0.6439	0.7299	0.7943	0.8631	0.8577	0.8466	0.8718	0.8571	0.7867
0.0262	200.0	2000	0.3710	0.7871	0.8577	0.8628	nan	0.9002	0.8915	0.8824	0.8296	0.8450	0.9027	0.8757	0.8080	0.9085	0.8828	0.9049	0.8117	0.8581	0.8913	0.8817	0.8016	0.8020	0.8415	0.9144	0.8550	0.8463	0.7861	0.8171	0.7589	0.7945	0.8365	0.9052	0.8953	0.8821	0.9060	0.8907	0.8379	0.0	0.8834	0.8894	0.8289	0.7931	0.8201	0.8654	0.8121	0.7384	0.8850	0.8611	0.8692	0.7985	0.8421	0.8666	0.7984	0.7187	0.7352	0.8019	0.8585	0.8109	0.7914	0.7229	0.7222	0.6444	0.7315	0.7954	0.8643	0.8586	0.8474	0.8721	0.8579	0.7878

Framework versions

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