cynthiachan/finetune-roberta

training

This model is a fine-tuned version of roberta-base on the cynthiachan/FeedRef2022 dataset. It achieves the following results on the evaluation set:

• Loss: 0.0342
• Attackid Precision: 0.9444
• Attackid Recall: 0.9808
• Attackid F1: 0.9623
• Attackid Number: 52
• Bitcoinaddr Precision: 0.7778
• Bitcoinaddr Recall: 1.0
• Bitcoinaddr F1: 0.8750
• Bitcoinaddr Number: 7
• Cve Precision: 0.9118
• Cve Recall: 0.9841
• Cve F1: 0.9466
• Cve Number: 63
• Defenderthreat Precision: 1.0
• Defenderthreat Recall: 1.0
• Defenderthreat F1: 1.0
• Defenderthreat Number: 7
• Domain Precision: 0.9429
• Domain Recall: 0.9612
• Domain F1: 0.9519
• Domain Number: 206
• Email Precision: 0.875
• Email Recall: 0.9767
• Email F1: 0.9231
• Email Number: 43
• Filepath Precision: 0.9552
• Filepath Recall: 0.9667
• Filepath F1: 0.9609
• Filepath Number: 1654
• Fingerprint Precision: 0.0
• Fingerprint Recall: 0.0
• Fingerprint F1: 0.0
• Fingerprint Number: 2
• Hostname Precision: 0.8861
• Hostname Recall: 0.9722
• Hostname F1: 0.9272
• Hostname Number: 144
• Ipv4 Precision: 0.9828
• Ipv4 Recall: 1.0
• Ipv4 F1: 0.9913
• Ipv4 Number: 171
• Ipv6 Precision: 0.6
• Ipv6 Recall: 1.0
• Ipv6 F1: 0.7500
• Ipv6 Number: 3
• Md5 Precision: 0.9767
• Md5 Recall: 0.9952
• Md5 F1: 0.9859
• Md5 Number: 421
• Sha1 Precision: 0.9778
• Sha1 Recall: 0.8980
• Sha1 F1: 0.9362
• Sha1 Number: 49
• Sha256 Precision: 0.9440
• Sha256 Recall: 0.9959
• Sha256 F1: 0.9693
• Sha256 Number: 491
• Uri Precision: 1.0
• Uri Recall: 0.6364
• Uri F1: 0.7778
• Uri Number: 11
• Overall Precision: 0.9510
• Overall Recall: 0.9744
• Overall F1: 0.9626
• Overall Accuracy: 0.9917

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 5e-05
• train_batch_size: 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: 3.0

Training results

Training Loss	Epoch	Step	Validation Loss	Attackid Precision	Attackid Recall	Attackid F1	Attackid Number	Bitcoinaddr Precision	Bitcoinaddr Recall	Bitcoinaddr F1	Bitcoinaddr Number	Cve Precision	Cve Recall	Cve F1	Cve Number	Defenderthreat Precision	Defenderthreat Recall	Defenderthreat F1	Defenderthreat Number	Domain Precision	Domain Recall	Domain F1	Domain Number	Email Precision	Email Recall	Email F1	Email Number	Filepath Precision	Filepath Recall	Filepath F1	Filepath Number	Fingerprint Precision	Fingerprint Recall	Fingerprint F1	Fingerprint Number	Hostname Precision	Hostname Recall	Hostname F1	Hostname Number	Ipv4 Precision	Ipv4 Recall	Ipv4 F1	Ipv4 Number	Ipv6 Precision	Ipv6 Recall	Ipv6 F1	Ipv6 Number	Md5 Precision	Md5 Recall	Md5 F1	Md5 Number	Sha1 Precision	Sha1 Recall	Sha1 F1	Sha1 Number	Sha256 Precision	Sha256 Recall	Sha256 F1	Sha256 Number	Uri Precision	Uri Recall	Uri F1	Uri Number	Overall Precision	Overall Recall	Overall F1	Overall Accuracy
0.4668	0.04	500	0.3397	0.0	0.0	0.0	52	0.0	0.0	0.0	7	0.0	0.0	0.0	63	0.0	0.0	0.0	7	0.0	0.0	0.0	206	0.0	0.0	0.0	43	0.2430	0.4081	0.3046	1654	0.0	0.0	0.0	2	0.0	0.0	0.0	144	0.0813	0.7076	0.1458	171	0.0	0.0	0.0	3	0.0	0.0	0.0	421	0.0	0.0	0.0	49	0.3072	0.9593	0.4654	491	0.0	0.0	0.0	11	0.2184	0.3812	0.2777	0.9092
0.3019	0.07	1000	0.2731	0.0	0.0	0.0	52	0.0	0.0	0.0	7	0.2784	0.4286	0.3375	63	0.0	0.0	0.0	7	0.0	0.0	0.0	206	0.0	0.0	0.0	43	0.3912	0.5024	0.4399	1654	0.0	0.0	0.0	2	0.3409	0.8333	0.4839	144	0.2961	0.6199	0.4008	171	0.0	0.0	0.0	3	0.0341	0.0071	0.0118	421	0.0	0.0	0.0	49	0.3619	0.9369	0.5221	491	0.0	0.0	0.0	11	0.3606	0.4654	0.4064	0.9248
0.2221	0.11	1500	0.1838	0.4571	0.3077	0.3678	52	0.0	0.0	0.0	7	0.6552	0.9048	0.7600	63	0.0	0.0	0.0	7	0.4091	0.7864	0.5382	206	0.0	0.0	0.0	43	0.5131	0.7805	0.6192	1654	0.0	0.0	0.0	2	0.0073	0.0069	0.0071	144	0.7381	0.7251	0.7316	171	0.0	0.0	0.0	3	0.5632	0.7411	0.64	421	0.0	0.0	0.0	49	0.7054	0.9511	0.8101	491	0.0	0.0	0.0	11	0.5335	0.7310	0.6168	0.9542
0.1604	0.15	2000	0.1851	0.6053	0.4423	0.5111	52	0.0	0.0	0.0	7	0.6593	0.9524	0.7792	63	0.0	0.0	0.0	7	0.5053	0.6893	0.5832	206	0.0145	0.0233	0.0179	43	0.6389	0.8591	0.7329	1654	0.0	0.0	0.0	2	0.4274	0.7361	0.5408	144	0.5285	0.9766	0.6858	171	0.0	0.0	0.0	3	0.2347	0.3183	0.2702	421	0.0	0.0	0.0	49	0.6340	0.9633	0.7648	491	0.0	0.0	0.0	11	0.5513	0.7602	0.6391	0.9523
0.1648	0.19	2500	0.1463	0.6456	0.9808	0.7786	52	0.0	0.0	0.0	7	0.7590	1.0	0.8630	63	0.0	0.0	0.0	7	0.5135	0.6456	0.5720	206	0.0132	0.0233	0.0168	43	0.6734	0.8924	0.7676	1654	0.0	0.0	0.0	2	0.4586	0.5764	0.5108	144	0.8030	0.9298	0.8618	171	0.0	0.0	0.0	3	0.6868	0.9169	0.7854	421	0.0	0.0	0.0	49	0.8301	0.9654	0.8927	491	0.0	0.0	0.0	11	0.6727	0.8502	0.7511	0.9660
0.1393	0.22	3000	0.1464	0.4262	1.0	0.5977	52	0.0	0.0	0.0	7	0.8514	1.0	0.9197	63	0.0	0.0	0.0	7	0.7716	0.7379	0.7543	206	0.4186	0.4186	0.4186	43	0.6329	0.9154	0.7484	1654	0.0	0.0	0.0	2	0.7029	0.8542	0.7712	144	0.6055	0.7719	0.6787	171	0.0	0.0	0.0	3	0.6273	0.8836	0.7337	421	0.0	0.0	0.0	49	0.6398	0.9043	0.7494	491	0.0	0.0	0.0	11	0.6366	0.8634	0.7329	0.9630
0.1347	0.26	3500	0.2831	0.7193	0.7885	0.7523	52	0.0	0.0	0.0	7	0.7564	0.9365	0.8369	63	0.0	0.0	0.0	7	0.6289	0.7816	0.6970	206	0.2362	0.6977	0.3529	43	0.7747	0.7836	0.7791	1654	0.0	0.0	0.0	2	0.4041	0.9514	0.5673	144	0.6490	0.9298	0.7644	171	0.0	0.0	0.0	3	0.7306	0.4703	0.5723	421	0.0	0.0	0.0	49	0.4872	0.9267	0.6386	491	0.0	0.0	0.0	11	0.6372	0.7629	0.6944	0.9469
0.1446	0.3	4000	0.1517	0.6933	1.0	0.8189	52	0.0	0.0	0.0	7	0.7867	0.9365	0.8551	63	0.0	0.0	0.0	7	0.9007	0.6602	0.7619	206	0.6792	0.8372	0.7500	43	0.7423	0.8845	0.8072	1654	0.0	0.0	0.0	2	0.7671	0.7778	0.7724	144	0.7229	0.9766	0.8308	171	0.0	0.0	0.0	3	0.5802	0.7815	0.6660	421	0.0	0.0	0.0	49	0.7468	0.9491	0.8359	491	0.0	0.0	0.0	11	0.7244	0.8484	0.7815	0.9653
0.1432	0.34	4500	0.1731	0.8627	0.8462	0.8544	52	0.0	0.0	0.0	7	0.8267	0.9841	0.8986	63	0.0	0.0	0.0	7	0.7810	0.7961	0.7885	206	0.6032	0.8837	0.7170	43	0.7460	0.7902	0.7675	1654	0.0	0.0	0.0	2	0.7963	0.8958	0.8431	144	0.9064	0.9064	0.9064	171	0.0	0.0	0.0	3	0.7905	0.6722	0.7266	421	0.0	0.0	0.0	49	0.6094	0.9532	0.7434	491	0.0	0.0	0.0	11	0.7341	0.7972	0.7643	0.9637
0.15	0.37	5000	0.1349	0.3768	1.0	0.5474	52	0.0	0.0	0.0	7	0.7407	0.9524	0.8333	63	0.0	0.0	0.0	7	0.8	0.6602	0.7234	206	0.4933	0.8605	0.6271	43	0.7127	0.8670	0.7823	1654	0.0	0.0	0.0	2	0.6961	0.875	0.7754	144	0.7273	0.9357	0.8184	171	0.0	0.0	0.0	3	0.7753	0.9097	0.8372	421	0.0	0.0	0.0	49	0.7236	0.9491	0.8211	491	0.0	0.0	0.0	11	0.7108	0.8586	0.7778	0.9680
0.1143	0.41	5500	0.1367	0.7692	0.9615	0.8547	52	0.0	0.0	0.0	7	0.75	0.9524	0.8392	63	0.0	0.0	0.0	7	0.8770	0.7961	0.8346	206	0.6182	0.7907	0.6939	43	0.7857	0.8114	0.7983	1654	0.0	0.0	0.0	2	0.8	0.8889	0.8421	144	0.8564	0.9766	0.9126	171	0.0	0.0	0.0	3	0.7505	0.9572	0.8413	421	0.0	0.0	0.0	49	0.8140	0.9267	0.8667	491	0.0	0.0	0.0	11	0.7905	0.8433	0.8160	0.9678
0.1248	0.45	6000	0.1469	0.98	0.9423	0.9608	52	0.0	0.0	0.0	7	0.7922	0.9683	0.8714	63	0.0	0.0	0.0	7	0.7377	0.8738	0.8000	206	0.6441	0.8837	0.7451	43	0.7644	0.9081	0.8301	1654	0.0	0.0	0.0	2	0.8224	0.8681	0.8446	144	0.9506	0.9006	0.9249	171	0.0	0.0	0.0	3	0.8230	0.8171	0.8200	421	0.0	0.0	0.0	49	0.6504	0.9776	0.7811	491	0.0	0.0	0.0	11	0.7589	0.8824	0.8160	0.9669
0.114	0.49	6500	0.1515	0.6420	1.0	0.7820	52	0.0	0.0	0.0	7	0.6897	0.9524	0.8000	63	0.0	0.0	0.0	7	0.7682	0.8689	0.8155	206	0.5467	0.9535	0.6949	43	0.7419	0.8688	0.8003	1654	0.0	0.0	0.0	2	0.5690	0.9444	0.7102	144	0.6450	0.8713	0.7413	171	0.0	0.0	0.0	3	0.8210	0.8717	0.8456	421	0.0	0.0	0.0	49	0.5405	0.9919	0.6997	491	0.0	0.0	0.0	11	0.6873	0.8748	0.7698	0.9646
0.1155	0.52	7000	0.1072	0.7458	0.8462	0.7928	52	0.0	0.0	0.0	7	0.8529	0.9206	0.8855	63	0.0	0.0	0.0	7	0.8482	0.7864	0.8161	206	0.6667	0.6977	0.6818	43	0.7738	0.8851	0.8257	1654	0.0	0.0	0.0	2	0.7193	0.8542	0.7810	144	0.8713	0.8713	0.8713	171	0.0	0.0	0.0	3	0.7988	0.9430	0.8649	421	0.0	0.0	0.0	49	0.7748	0.9878	0.8684	491	0.0	0.0	0.0	11	0.7828	0.8761	0.8268	0.9750
0.114	0.56	7500	0.1010	0.7692	0.9615	0.8547	52	0.0	0.0	0.0	7	0.7945	0.9206	0.8529	63	0.0	0.0	0.0	7	0.8901	0.8252	0.8564	206	0.7018	0.9302	0.8	43	0.7897	0.9353	0.8564	1654	0.0	0.0	0.0	2	0.7831	0.9028	0.8387	144	0.8839	0.8012	0.8405	171	0.0	0.0	0.0	3	0.808	0.9596	0.8773	421	0.0714	0.0204	0.0317	49	0.8501	0.9470	0.8960	491	0.0	0.0	0.0	11	0.8055	0.9031	0.8515	0.9786
0.0875	0.6	8000	0.1046	0.8980	0.8462	0.8713	52	0.0	0.0	0.0	7	0.2754	0.3016	0.2879	63	0.0	0.0	0.0	7	0.8136	0.8689	0.8404	206	0.6667	0.9302	0.7767	43	0.7840	0.8863	0.8320	1654	0.0	0.0	0.0	2	0.8210	0.9236	0.8693	144	0.88	0.9006	0.8902	171	0.0	0.0	0.0	3	0.7318	0.9525	0.8277	421	0.0	0.0	0.0	49	0.8169	0.9633	0.8841	491	0.0	0.0	0.0	11	0.7793	0.8752	0.8244	0.9728
0.1037	0.64	8500	0.1160	0.8793	0.9808	0.9273	52	0.0	0.0	0.0	7	0.6941	0.9365	0.7973	63	0.0	0.0	0.0	7	0.6875	0.9078	0.7824	206	0.8077	0.9767	0.8842	43	0.8285	0.8005	0.8143	1654	0.0	0.0	0.0	2	0.7556	0.9444	0.8395	144	0.8542	0.9591	0.9036	171	0.0	0.0	0.0	3	0.8275	0.9572	0.8877	421	0.0	0.0	0.0	49	0.6814	0.9715	0.8010	491	0.0	0.0	0.0	11	0.7845	0.8553	0.8184	0.9768
0.1209	0.67	9000	0.0919	0.6842	1.0	0.8125	52	0.0	0.0	0.0	7	0.7778	1.0	0.8750	63	0.0	0.0	0.0	7	0.8579	0.8204	0.8387	206	0.4655	0.6279	0.5347	43	0.8362	0.8948	0.8645	1654	0.0	0.0	0.0	2	0.8481	0.9306	0.8874	144	0.9486	0.9708	0.9595	171	0.0	0.0	0.0	3	0.7771	0.9359	0.8491	421	0.0161	0.0204	0.0180	49	0.7703	0.9837	0.8640	491	0.0	0.0	0.0	11	0.7973	0.8932	0.8425	0.9784
0.0902	0.71	9500	0.1148	0.3881	1.0	0.5591	52	0.0	0.0	0.0	7	0.1702	0.1270	0.1455	63	0.0	0.0	0.0	7	0.8152	0.8350	0.8249	206	0.5556	0.9302	0.6957	43	0.8255	0.8664	0.8454	1654	0.0	0.0	0.0	2	0.7853	0.8889	0.8339	144	0.7981	0.9708	0.8760	171	0.0	0.0	0.0	3	0.7852	0.9810	0.8722	421	0.0	0.0	0.0	49	0.8889	0.9776	0.9311	491	0.0	0.0	0.0	11	0.7952	0.8700	0.8309	0.9767
0.1048	0.75	10000	0.0956	0.7429	1.0	0.8525	52	0.0	0.0	0.0	7	0.7532	0.9206	0.8286	63	0.0	0.0	0.0	7	0.8969	0.8447	0.87	206	0.7407	0.9302	0.8247	43	0.8253	0.9111	0.8661	1654	0.0	0.0	0.0	2	0.7299	0.8819	0.7987	144	0.7313	0.9708	0.8342	171	0.0	0.0	0.0	3	0.7490	0.9359	0.8321	421	0.1565	0.3673	0.2195	49	0.8010	0.9756	0.8797	491	0.0	0.0	0.0	11	0.7809	0.9070	0.8392	0.9776
0.0827	0.79	10500	0.0900	0.8621	0.9615	0.9091	52	0.0	0.0	0.0	7	0.7639	0.8730	0.8148	63	0.0	0.0	0.0	7	0.6941	0.8592	0.7679	206	0.5846	0.8837	0.7037	43	0.8162	0.9021	0.8570	1654	0.0	0.0	0.0	2	0.6974	0.9444	0.8024	144	0.8876	0.9240	0.9054	171	0.0	0.0	0.0	3	0.8450	0.9192	0.8805	421	0.3333	0.6327	0.4366	49	0.8385	0.9837	0.9053	491	0.0	0.0	0.0	11	0.7917	0.9046	0.8444	0.9811
0.1153	0.82	11000	0.1042	0.7183	0.9808	0.8293	52	0.0	0.0	0.0	7	0.6742	0.9524	0.7895	63	0.0	0.0	0.0	7	0.7038	0.8883	0.7854	206	0.6833	0.9535	0.7961	43	0.8374	0.8966	0.8660	1654	0.0	0.0	0.0	2	0.8	0.9722	0.8777	144	0.9148	0.9415	0.9280	171	0.0	0.0	0.0	3	0.8574	0.9572	0.9046	421	0.4872	0.3878	0.4318	49	0.8302	0.9756	0.8970	491	0.0	0.0	0.0	11	0.8131	0.9085	0.8582	0.9813
0.0794	0.86	11500	0.0795	0.6933	1.0	0.8189	52	0.0	0.0	0.0	7	0.0	0.0	0.0	63	0.0	0.0	0.0	7	0.8860	0.8301	0.8571	206	0.8333	0.9302	0.8791	43	0.8455	0.9432	0.8917	1654	0.0	0.0	0.0	2	0.8662	0.9444	0.9037	144	0.8743	0.9766	0.9227	171	0.0	0.0	0.0	3	0.8317	0.9857	0.9022	421	0.4333	0.2653	0.3291	49	0.9074	0.9776	0.9412	491	0.0	0.0	0.0	11	0.8477	0.9128	0.8790	0.9825
0.0887	0.9	12000	0.1001	0.65	1.0	0.7879	52	0.0	0.0	0.0	7	0.6495	1.0	0.7875	63	0.0	0.0	0.0	7	0.905	0.8786	0.8916	206	0.5775	0.9535	0.7193	43	0.8669	0.9329	0.8987	1654	0.0	0.0	0.0	2	0.8	0.9444	0.8662	144	0.3626	0.3626	0.3626	171	0.0	0.0	0.0	3	0.8659	0.9050	0.8850	421	0.41	0.8367	0.5503	49	0.5385	0.7984	0.6432	491	0.0	0.0	0.0	11	0.7433	0.8700	0.8017	0.9762
0.0674	0.94	12500	0.0807	0.9615	0.9615	0.9615	52	0.0	0.0	0.0	7	0.875	1.0	0.9333	63	0.0	0.0	0.0	7	0.8053	0.8835	0.8426	206	0.7222	0.9070	0.8041	43	0.8712	0.8380	0.8542	1654	0.0	0.0	0.0	2	0.6106	0.9583	0.7459	144	0.9244	0.9298	0.9271	171	0.0	0.0	0.0	3	0.8599	0.9620	0.9081	421	0.4921	0.6327	0.5536	49	0.8689	0.9715	0.9173	491	0.0	0.0	0.0	11	0.8364	0.8815	0.8584	0.9825
0.0774	0.97	13000	0.0793	0.68	0.9808	0.8031	52	0.0	0.0	0.0	7	0.7294	0.9841	0.8378	63	0.0	0.0	0.0	7	0.8288	0.8932	0.8598	206	0.8511	0.9302	0.8889	43	0.8534	0.9432	0.8960	1654	0.0	0.0	0.0	2	0.8397	0.9097	0.8733	144	0.9589	0.8187	0.8833	171	0.0	0.0	0.0	3	0.8516	0.9406	0.8939	421	0.3793	0.2245	0.2821	49	0.8382	0.9919	0.9086	491	0.0	0.0	0.0	11	0.8401	0.9212	0.8787	0.9824
0.0772	1.01	13500	0.0824	0.0	0.0	0.0	52	0.4286	0.8571	0.5714	7	0.8108	0.9524	0.8759	63	0.0	0.0	0.0	7	0.8194	0.9029	0.8591	206	0.5143	0.8372	0.6372	43	0.8282	0.9268	0.8748	1654	0.0	0.0	0.0	2	0.7740	0.9514	0.8536	144	0.7273	0.9357	0.8184	171	0.0	0.0	0.0	3	0.8744	0.9430	0.9074	421	0.6452	0.8163	0.7207	49	0.8056	0.9878	0.8875	491	0.0303	0.1818	0.0519	11	0.7961	0.9152	0.8515	0.9807
0.057	1.05	14000	0.0790	0.5652	1.0	0.7222	52	0.8571	0.8571	0.8571	7	0.7595	0.9524	0.8451	63	0.0	0.0	0.0	7	0.9669	0.8495	0.9044	206	0.7091	0.9070	0.7959	43	0.8491	0.9220	0.8841	1654	0.0	0.0	0.0	2	0.8023	0.9583	0.8734	144	0.8342	0.9123	0.8715	171	0.0	0.0	0.0	3	0.8865	0.9644	0.9238	421	0.6981	0.7551	0.7255	49	0.8254	0.9919	0.9010	491	0.0	0.0	0.0	11	0.8352	0.9269	0.8787	0.9834
0.0581	1.09	14500	0.0691	0.9623	0.9808	0.9714	52	0.75	0.8571	0.8000	7	0.8514	1.0	0.9197	63	0.0	0.0	0.0	7	0.8810	0.8981	0.8894	206	0.6452	0.9302	0.7619	43	0.8354	0.9667	0.8963	1654	0.0	0.0	0.0	2	0.8121	0.9306	0.8673	144	0.9497	0.8830	0.9152	171	0.0	0.0	0.0	3	0.8827	0.9834	0.9303	421	0.8529	0.5918	0.6988	49	0.8897	0.9695	0.9279	491	0.0	0.0	0.0	11	0.8490	0.9471	0.8953	0.9855
0.0671	1.12	15000	0.0735	0.8361	0.9808	0.9027	52	0.0	0.0	0.0	7	0.8955	0.9524	0.9231	63	0.0	0.0	0.0	7	0.9402	0.8398	0.8872	206	0.3936	0.8605	0.5401	43	0.8939	0.9528	0.9224	1654	0.0	0.0	0.0	2	0.8718	0.9444	0.9067	144	0.9651	0.9708	0.9679	171	0.0	0.0	0.0	3	0.9193	0.9739	0.9458	421	0.4396	0.8163	0.5714	49	0.8913	0.9857	0.9362	491	0.1818	0.3636	0.2424	11	0.8675	0.9437	0.9040	0.9857
0.0507	1.16	15500	0.0760	0.9623	0.9808	0.9714	52	0.1333	0.2857	0.1818	7	0.8873	1.0	0.9403	63	0.0	0.0	0.0	7	0.9609	0.8350	0.8935	206	0.7843	0.9302	0.8511	43	0.8168	0.9758	0.8893	1654	0.0	0.0	0.0	2	0.8831	0.9444	0.9128	144	0.9425	0.9591	0.9507	171	0.0	0.0	0.0	3	0.9249	0.9074	0.9161	421	0.4353	0.7551	0.5522	49	0.8336	0.9695	0.8964	491	0.5	0.4545	0.4762	11	0.8374	0.9452	0.8881	0.9833
0.0714	1.2	16000	0.0814	0.9123	1.0	0.9541	52	0.0	0.0	0.0	7	0.8472	0.9683	0.9037	63	0.0	0.0	0.0	7	0.9095	0.9272	0.9183	206	0.75	0.9070	0.8211	43	0.8395	0.9583	0.8950	1654	0.0	0.0	0.0	2	0.8092	0.9722	0.8833	144	0.9588	0.9532	0.9560	171	0.0	0.0	0.0	3	0.7399	0.9596	0.8356	421	0.2273	0.3061	0.2609	49	0.8227	0.9450	0.8796	491	0.0	0.0	0.0	11	0.8190	0.9368	0.8740	0.9807
0.0551	1.24	16500	0.0691	0.9444	0.9808	0.9623	52	0.5	0.7143	0.5882	7	0.6774	1.0	0.8077	63	0.0	0.0	0.0	7	0.8378	0.9029	0.8692	206	0.7843	0.9302	0.8511	43	0.9046	0.8888	0.8966	1654	0.0	0.0	0.0	2	0.7071	0.9722	0.8187	144	0.9135	0.9883	0.9494	171	0.0	0.0	0.0	3	0.9176	0.9525	0.9347	421	0.7031	0.9184	0.7965	49	0.9069	0.9919	0.9475	491	0.0	0.0	0.0	11	0.8749	0.9197	0.8967	0.9857
0.0511	1.27	17000	0.0797	0.9091	0.9615	0.9346	52	0.4444	0.5714	0.5	7	0.8841	0.9683	0.9242	63	0.0	0.0	0.0	7	0.895	0.8689	0.8818	206	0.8	0.9302	0.8602	43	0.8672	0.9674	0.9145	1654	0.0	0.0	0.0	2	0.8662	0.9444	0.9037	144	0.9639	0.9357	0.9496	171	0.0	0.0	0.0	3	0.8051	0.9810	0.8844	421	0.4545	0.2041	0.2817	49	0.8909	0.9817	0.9341	491	0.1111	0.0909	0.1000	11	0.8625	0.9434	0.9011	0.9835
0.0632	1.31	17500	0.0623	0.8475	0.9615	0.9009	52	0.25	0.1429	0.1818	7	0.95	0.9048	0.9268	63	0.0	0.0	0.0	7	0.8846	0.8932	0.8889	206	0.7925	0.9767	0.875	43	0.9011	0.9420	0.9211	1654	0.0	0.0	0.0	2	0.8395	0.9444	0.8889	144	0.9766	0.9766	0.9766	171	0.0	0.0	0.0	3	0.8727	0.9929	0.9289	421	0.8837	0.7755	0.8261	49	0.8991	0.9796	0.9376	491	0.1667	0.0909	0.1176	11	0.8928	0.9425	0.9170	0.9865
0.0613	1.35	18000	0.0628	0.85	0.9808	0.9107	52	0.5	0.7143	0.5882	7	0.8611	0.9841	0.9185	63	0.0	0.0	0.0	7	0.8768	0.8981	0.8873	206	0.7925	0.9767	0.875	43	0.9046	0.8996	0.9021	1654	0.0	0.0	0.0	2	0.7680	0.9653	0.8554	144	0.8930	0.9766	0.9330	171	0.0	0.0	0.0	3	0.8779	0.9905	0.9308	421	0.5968	0.7551	0.6667	49	0.8768	0.9715	0.9217	491	0.4286	0.5455	0.4800	11	0.8734	0.9254	0.8986	0.9860
0.0634	1.39	18500	0.0723	0.9623	0.9808	0.9714	52	0.8571	0.8571	0.8571	7	0.8873	1.0	0.9403	63	0.0	0.0	0.0	7	0.9010	0.8398	0.8693	206	0.7885	0.9535	0.8632	43	0.8700	0.9184	0.8935	1654	0.0	0.0	0.0	2	0.8509	0.9514	0.8984	144	0.8469	0.9708	0.9046	171	0.0	0.0	0.0	3	0.8320	0.9762	0.8984	421	0.6842	0.5306	0.5977	49	0.8585	0.9511	0.9024	491	0.75	0.5455	0.6316	11	0.8608	0.9224	0.8905	0.9852
0.042	1.42	19000	0.0690	0.8254	1.0	0.9043	52	0.7778	1.0	0.8750	7	0.8571	0.8571	0.8571	63	0.0	0.0	0.0	7	0.9154	0.8932	0.9042	206	0.6667	0.9302	0.7767	43	0.8049	0.9504	0.8716	1654	0.0	0.0	0.0	2	0.8333	0.9722	0.8974	144	0.8947	0.9942	0.9418	171	0.0	0.0	0.0	3	0.9035	0.9786	0.9396	421	0.7222	0.7959	0.7573	49	0.7677	0.9959	0.8670	491	0.25	0.6364	0.3590	11	0.8145	0.9525	0.8781	0.9838
0.0781	1.46	19500	0.0654	0.7286	0.9808	0.8361	52	0.875	1.0	0.9333	7	0.8571	0.9524	0.9023	63	0.0	0.0	0.0	7	0.9246	0.8932	0.9086	206	0.6462	0.9767	0.7778	43	0.8667	0.9516	0.9072	1654	0.0	0.0	0.0	2	0.7790	0.9792	0.8677	144	0.96	0.9825	0.9711	171	0.0	0.0	0.0	3	0.9060	0.9620	0.9332	421	0.7333	0.6735	0.7021	49	0.8060	0.9898	0.8885	491	0.1389	0.4545	0.2128	11	0.8461	0.9495	0.8948	0.9825
0.0763	1.5	20000	0.0569	0.7612	0.9808	0.8571	52	0.0	0.0	0.0	7	0.8514	1.0	0.9197	63	0.0	0.0	0.0	7	0.7677	0.9466	0.8478	206	0.4516	0.9767	0.6176	43	0.8981	0.9220	0.9099	1654	0.0	0.0	0.0	2	0.7640	0.9444	0.8447	144	0.9824	0.9766	0.9795	171	0.0	0.0	0.0	3	0.8242	0.9691	0.8908	421	0.6909	0.7755	0.7308	49	0.8010	0.9919	0.8863	491	0.1818	0.5455	0.2727	11	0.8290	0.9380	0.8802	0.9862
0.0497	1.54	20500	0.0678	0.6579	0.9615	0.7812	52	0.4667	1.0	0.6364	7	0.8243	0.9683	0.8905	63	0.0	0.0	0.0	7	0.8995	0.8689	0.8840	206	0.82	0.9535	0.8817	43	0.8717	0.9244	0.8973	1654	0.0	0.0	0.0	2	0.8144	0.9444	0.8746	144	0.8543	0.9942	0.9189	171	0.0	0.0	0.0	3	0.8686	0.9264	0.8966	421	0.7458	0.8980	0.8148	49	0.8780	0.9817	0.9269	491	0.1481	0.7273	0.2462	11	0.8430	0.9317	0.8851	0.9849
0.0623	1.57	21000	0.0612	0.8793	0.9808	0.9273	52	0.7778	1.0	0.8750	7	0.9	1.0	0.9474	63	0.0	0.0	0.0	7	0.8866	0.8350	0.86	206	0.7959	0.9070	0.8478	43	0.8753	0.9674	0.9190	1654	0.0	0.0	0.0	2	0.8684	0.9167	0.8919	144	0.9709	0.9766	0.9738	171	0.0	0.0	0.0	3	0.9069	0.9715	0.9381	421	0.6786	0.7755	0.7238	49	0.8417	0.9959	0.9123	491	0.3333	0.5455	0.4138	11	0.8719	0.9546	0.9114	0.9860
0.0536	1.61	21500	0.0570	0.9273	0.9808	0.9533	52	0.3043	1.0	0.4667	7	0.8873	1.0	0.9403	63	0.0	0.0	0.0	7	0.8976	0.8932	0.8954	206	0.8542	0.9535	0.9011	43	0.8753	0.9589	0.9152	1654	0.0	0.0	0.0	2	0.8355	0.8819	0.8581	144	0.9286	0.9883	0.9575	171	0.0	0.0	0.0	3	0.9541	0.9881	0.9708	421	0.8846	0.9388	0.9109	49	0.8696	0.9919	0.9267	491	0.3889	0.6364	0.4828	11	0.8738	0.9579	0.9139	0.9876
0.0546	1.65	22000	0.0605	0.3446	0.9808	0.51	52	0.0	0.0	0.0	7	0.8475	0.7937	0.8197	63	0.0	0.0	0.0	7	0.9681	0.8835	0.9239	206	0.8478	0.9070	0.8764	43	0.8773	0.9377	0.9065	1654	0.0	0.0	0.0	2	0.7674	0.9167	0.8354	144	0.7907	0.9942	0.8808	171	0.0	0.0	0.0	3	0.9241	0.9834	0.9528	421	0.9778	0.8980	0.9362	49	0.8938	0.9939	0.9412	491	0.0	0.0	0.0	11	0.8497	0.9389	0.8921	0.9870
0.0542	1.69	22500	0.0695	0.9444	0.9808	0.9623	52	0.4444	0.5714	0.5	7	0.9242	0.9683	0.9457	63	0.0	0.0	0.0	7	0.9503	0.8350	0.8889	206	0.78	0.9070	0.8387	43	0.8925	0.9486	0.9197	1654	0.0	0.0	0.0	2	0.8758	0.9306	0.9024	144	0.9492	0.9825	0.9655	171	0.0	0.0	0.0	3	0.9466	0.9264	0.9364	421	0.6522	0.9184	0.7627	49	0.8922	0.9776	0.9329	491	0.75	0.5455	0.6316	11	0.8940	0.9383	0.9156	0.9864
0.0482	1.72	23000	0.0567	0.9434	0.9615	0.9524	52	0.0	0.0	0.0	7	0.9118	0.9841	0.9466	63	0.0	0.0	0.0	7	0.9024	0.8981	0.9002	206	0.8667	0.9070	0.8864	43	0.9110	0.9341	0.9224	1654	0.0	0.0	0.0	2	0.9067	0.9444	0.9252	144	0.8824	0.9649	0.9218	171	0.0	0.0	0.0	3	0.9477	0.9905	0.9686	421	0.8148	0.8980	0.8544	49	0.9056	0.9959	0.9486	491	0.3846	0.4545	0.4167	11	0.9053	0.9437	0.9241	0.9884
0.034	1.76	23500	0.0528	0.8644	0.9808	0.9189	52	0.0	0.0	0.0	7	0.8451	0.9524	0.8955	63	0.0	0.0	0.0	7	0.8496	0.9320	0.8889	206	0.8077	0.9767	0.8842	43	0.8847	0.9510	0.9167	1654	0.0	0.0	0.0	2	0.8466	0.9583	0.8990	144	0.9548	0.9883	0.9713	171	0.0	0.0	0.0	3	0.9193	0.9739	0.9458	421	0.7931	0.9388	0.8598	49	0.9056	0.9959	0.9486	491	0.2143	0.5455	0.3077	11	0.8759	0.9555	0.9140	0.9881
0.0586	1.8	24000	0.0569	0.8793	0.9808	0.9273	52	0.0	0.0	0.0	7	0.8657	0.9206	0.8923	63	0.1429	0.1429	0.1429	7	0.8934	0.8544	0.8734	206	0.8864	0.9070	0.8966	43	0.8929	0.9625	0.9264	1654	0.0	0.0	0.0	2	0.9315	0.9444	0.9379	144	0.9293	1.0	0.9634	171	0.0	0.0	0.0	3	0.8903	0.9834	0.9345	421	0.7391	0.6939	0.7158	49	0.9165	0.9837	0.9489	491	0.4286	0.2727	0.3333	11	0.8936	0.9501	0.9210	0.9873
0.0415	1.84	24500	0.0479	0.8929	0.9615	0.9259	52	0.6667	0.8571	0.75	7	0.8986	0.9841	0.9394	63	0.1818	0.2857	0.2222	7	0.9585	0.8981	0.9273	206	0.7018	0.9302	0.8	43	0.9260	0.9607	0.9430	1654	0.0	0.0	0.0	2	0.8434	0.9722	0.9032	144	0.9716	1.0	0.9856	171	0.0	0.0	0.0	3	0.9295	0.9715	0.9501	421	0.88	0.8980	0.8889	49	0.8956	0.9959	0.9431	491	0.75	0.2727	0.4000	11	0.9117	0.9597	0.9351	0.9891
0.0243	1.87	25000	0.0529	0.9273	0.9808	0.9533	52	0.4286	0.8571	0.5714	7	0.9118	0.9841	0.9466	63	0.0	0.0	0.0	7	0.8472	0.9417	0.8920	206	0.7692	0.9302	0.8421	43	0.9218	0.9547	0.9379	1654	0.0	0.0	0.0	2	0.8323	0.8958	0.8629	144	0.9824	0.9766	0.9795	171	0.0	0.0	0.0	3	0.9519	0.9881	0.9697	421	0.9773	0.8776	0.9247	49	0.8956	0.9959	0.9431	491	0.4	0.7273	0.5161	11	0.9053	0.9579	0.9309	0.9886
0.0334	1.91	25500	0.0531	0.9273	0.9808	0.9533	52	0.5556	0.7143	0.6250	7	0.8333	0.9524	0.8889	63	0.2857	0.2857	0.2857	7	0.9038	0.9126	0.9082	206	0.6897	0.9302	0.7921	43	0.9032	0.9649	0.9331	1654	0.0	0.0	0.0	2	0.8333	0.9722	0.8974	144	0.9497	0.9942	0.9714	171	0.0	0.0	0.0	3	0.9107	0.9929	0.95	421	0.8627	0.8980	0.8800	49	0.8730	0.9939	0.9295	491	0.3913	0.8182	0.5294	11	0.8868	0.9660	0.9247	0.9886
0.0586	1.95	26000	0.0423	0.9444	0.9808	0.9623	52	0.5385	1.0	0.7000	7	0.9254	0.9841	0.9538	63	1.0	0.8571	0.9231	7	0.9490	0.9029	0.9254	206	0.9048	0.8837	0.8941	43	0.9160	0.9432	0.9294	1654	0.0	0.0	0.0	2	0.8868	0.9792	0.9307	144	0.8895	0.9883	0.9363	171	0.0	0.0	0.0	3	0.9123	0.9881	0.9487	421	0.9556	0.8776	0.9149	49	0.9139	0.9939	0.9522	491	0.3333	0.1818	0.2353	11	0.9112	0.9534	0.9318	0.9892
0.039	1.99	26500	0.0696	0.9273	0.9808	0.9533	52	0.0769	1.0	0.1429	7	0.8873	1.0	0.9403	63	0.4286	0.4286	0.4286	7	0.9417	0.9417	0.9417	206	0.7925	0.9767	0.875	43	0.9012	0.9655	0.9323	1654	0.0	0.0	0.0	2	0.8253	0.9514	0.8839	144	0.9086	0.9883	0.9468	171	0.0	0.0	0.0	3	0.9628	0.9834	0.9730	421	0.3333	0.0816	0.1311	49	0.9156	0.9939	0.9531	491	0.5	0.6364	0.56	11	0.8820	0.9555	0.9173	0.9853
0.0333	2.02	27000	0.0500	0.9623	0.9808	0.9714	52	0.5	1.0	0.6667	7	0.9118	0.9841	0.9466	63	1.0	1.0	1.0	7	0.9356	0.9175	0.9265	206	0.8723	0.9535	0.9111	43	0.9133	0.9686	0.9401	1654	0.0	0.0	0.0	2	0.8466	0.9583	0.8990	144	0.9657	0.9883	0.9769	171	0.0	0.0	0.0	3	0.9310	0.9929	0.9609	421	0.8571	0.8571	0.8571	49	0.8907	0.9959	0.9404	491	0.3333	0.6364	0.4375	11	0.9051	0.9693	0.9361	0.9895
0.0318	2.06	27500	0.0555	0.9444	0.9808	0.9623	52	0.875	1.0	0.9333	7	0.8857	0.9841	0.9323	63	0.2	0.2857	0.2353	7	0.8584	0.9709	0.9112	206	0.7925	0.9767	0.875	43	0.9261	0.9541	0.9398	1654	0.0	0.0	0.0	2	0.8344	0.9444	0.8860	144	0.9709	0.9766	0.9738	171	0.6	1.0	0.7500	3	0.9392	0.9905	0.9642	421	0.8936	0.8571	0.875	49	0.9173	0.9939	0.9541	491	0.3182	0.6364	0.4242	11	0.9104	0.9633	0.9361	0.9891
0.0291	2.1	28000	0.0511	0.9273	0.9808	0.9533	52	0.7	1.0	0.8235	7	0.875	1.0	0.9333	63	0.375	0.4286	0.4000	7	0.9314	0.9223	0.9268	206	0.8542	0.9535	0.9011	43	0.9342	0.9619	0.9479	1654	0.0	0.0	0.0	2	0.8408	0.9167	0.8771	144	0.9883	0.9883	0.9883	171	0.5	1.0	0.6667	3	0.9327	0.9881	0.9596	421	0.9773	0.8776	0.9247	49	0.9297	0.9959	0.9617	491	0.5	0.7273	0.5926	11	0.9250	0.9645	0.9443	0.9893
0.0359	2.14	28500	0.0447	0.9623	0.9808	0.9714	52	0.875	1.0	0.9333	7	0.8732	0.9841	0.9254	63	0.7	1.0	0.8235	7	0.9183	0.9272	0.9227	206	0.8542	0.9535	0.9011	43	0.9283	0.9468	0.9374	1654	0.0	0.0	0.0	2	0.9267	0.9653	0.9456	144	0.8942	0.9883	0.9389	171	0.5	1.0	0.6667	3	0.9584	0.9857	0.9719	421	0.9783	0.9184	0.9474	49	0.9234	0.9817	0.9516	491	0.7	0.6364	0.6667	11	0.9256	0.9582	0.9416	0.9899
0.0349	2.17	29000	0.0462	0.9444	0.9808	0.9623	52	0.875	1.0	0.9333	7	0.8873	1.0	0.9403	63	1.0	1.0	1.0	7	0.9074	0.9515	0.9289	206	0.7885	0.9535	0.8632	43	0.9306	0.9565	0.9434	1654	0.0	0.0	0.0	2	0.8765	0.9861	0.9281	144	0.8543	0.9942	0.9189	171	0.6	1.0	0.7500	3	0.9563	0.9881	0.9720	421	0.9556	0.8776	0.9149	49	0.9244	0.9959	0.9588	491	0.6667	0.5455	0.6	11	0.9210	0.9675	0.9437	0.9895
0.0337	2.21	29500	0.0498	0.9444	0.9808	0.9623	52	0.2188	1.0	0.3590	7	0.8289	1.0	0.9065	63	0.875	1.0	0.9333	7	0.9087	0.9660	0.9365	206	0.84	0.9767	0.9032	43	0.9319	0.9601	0.9458	1654	0.0	0.0	0.0	2	0.8537	0.9722	0.9091	144	0.9884	1.0	0.9942	171	0.6	1.0	0.7500	3	0.9584	0.9857	0.9719	421	0.9333	0.8571	0.8936	49	0.8891	0.9959	0.9395	491	0.4375	0.6364	0.5185	11	0.9136	0.9699	0.9409	0.9893
0.0379	2.25	30000	0.0438	0.8793	0.9808	0.9273	52	0.28	1.0	0.4375	7	0.8873	1.0	0.9403	63	0.7143	0.7143	0.7143	7	0.9070	0.9466	0.9264	206	0.7925	0.9767	0.875	43	0.9229	0.9698	0.9458	1654	0.0	0.0	0.0	2	0.8333	0.9722	0.8974	144	0.9591	0.9591	0.9591	171	0.6	1.0	0.7500	3	0.9516	0.9810	0.9661	421	0.8182	0.9184	0.8654	49	0.9368	0.9959	0.9654	491	1.0	0.5455	0.7059	11	0.9147	0.9708	0.9419	0.9893
0.0338	2.29	30500	0.0476	0.9107	0.9808	0.9444	52	0.2	1.0	0.3333	7	0.9118	0.9841	0.9466	63	0.8333	0.7143	0.7692	7	0.9234	0.9369	0.9301	206	0.84	0.9767	0.9032	43	0.9305	0.9547	0.9424	1654	0.0	0.0	0.0	2	0.8606	0.9861	0.9191	144	0.9605	0.9942	0.9770	171	0.6667	0.6667	0.6667	3	0.9630	0.9905	0.9766	421	1.0	0.9184	0.9574	49	0.9037	0.9939	0.9467	491	1.0	0.3636	0.5333	11	0.9194	0.9648	0.9416	0.9898
0.0282	2.32	31000	0.0419	0.9107	0.9808	0.9444	52	0.5385	1.0	0.7000	7	0.9	1.0	0.9474	63	0.75	0.8571	0.8000	7	0.9594	0.9175	0.9380	206	0.8511	0.9302	0.8889	43	0.9313	0.9752	0.9527	1654	0.0	0.0	0.0	2	0.9379	0.9444	0.9412	144	0.9444	0.9942	0.9687	171	0.6667	0.6667	0.6667	3	0.9541	0.9881	0.9708	421	1.0	0.8980	0.9462	49	0.9297	0.9959	0.9617	491	0.875	0.6364	0.7368	11	0.9330	0.9726	0.9524	0.9903
0.0427	2.36	31500	0.0465	0.9107	0.9808	0.9444	52	0.6667	0.2857	0.4	7	0.8378	0.9841	0.9051	63	1.0	1.0	1.0	7	0.9238	0.9417	0.9327	206	0.7925	0.9767	0.875	43	0.9469	0.9480	0.9474	1654	0.0	0.0	0.0	2	0.8903	0.9583	0.9231	144	0.9341	0.9942	0.9632	171	0.6	1.0	0.7500	3	0.9459	0.9976	0.9711	421	1.0	0.8776	0.9348	49	0.9278	0.9939	0.9597	491	0.375	0.8182	0.5143	11	0.9299	0.9618	0.9456	0.9898
0.0401	2.4	32000	0.0415	0.9107	0.9808	0.9444	52	0.4667	1.0	0.6364	7	0.9403	1.0	0.9692	63	0.7	1.0	0.8235	7	0.9372	0.9417	0.9395	206	0.875	0.9767	0.9231	43	0.9423	0.9583	0.9502	1654	0.0	0.0	0.0	2	0.8734	0.9583	0.9139	144	0.9607	1.0	0.9799	171	0.2	0.3333	0.25	3	0.9567	0.9976	0.9767	421	1.0	0.9184	0.9574	49	0.9332	0.9959	0.9635	491	0.9	0.8182	0.8571	11	0.9355	0.9693	0.9521	0.9913
0.0269	2.44	32500	0.0376	0.9444	0.9808	0.9623	52	0.7778	1.0	0.8750	7	0.9130	1.0	0.9545	63	1.0	1.0	1.0	7	0.9223	0.9223	0.9223	206	0.8571	0.9767	0.9130	43	0.9313	0.9589	0.9449	1654	0.0	0.0	0.0	2	0.8742	0.9653	0.9175	144	0.9825	0.9825	0.9825	171	0.6	1.0	0.7500	3	0.9436	0.9929	0.9676	421	0.7931	0.9388	0.8598	49	0.9279	0.9959	0.9607	491	0.7	0.6364	0.6667	11	0.9268	0.9675	0.9467	0.9901
0.0293	2.47	33000	0.0383	0.9444	0.9808	0.9623	52	0.75	0.8571	0.8000	7	0.9545	1.0	0.9767	63	1.0	1.0	1.0	7	0.9366	0.9320	0.9343	206	0.84	0.9767	0.9032	43	0.9328	0.9649	0.9486	1654	0.0	0.0	0.0	2	0.8758	0.9792	0.9246	144	0.9133	0.9240	0.9186	171	0.6	1.0	0.7500	3	0.9588	0.9952	0.9767	421	0.9792	0.9592	0.9691	49	0.9350	0.9959	0.9645	491	0.875	0.6364	0.7368	11	0.9320	0.9690	0.9501	0.9918
0.022	2.51	33500	0.0400	0.9444	0.9808	0.9623	52	0.7778	1.0	0.8750	7	0.9	1.0	0.9474	63	1.0	1.0	1.0	7	0.9282	0.9417	0.9349	206	0.75	0.9767	0.8485	43	0.9361	0.9480	0.9420	1654	0.0	0.0	0.0	2	0.8797	0.9653	0.9205	144	0.9767	0.9825	0.9796	171	0.6	1.0	0.7500	3	0.9524	0.9976	0.9745	421	1.0	0.9184	0.9574	49	0.9226	0.9959	0.9579	491	0.3214	0.8182	0.4615	11	0.9266	0.9642	0.9450	0.9905
0.0221	2.55	34000	0.0377	0.9444	0.9808	0.9623	52	0.4667	1.0	0.6364	7	0.8873	1.0	0.9403	63	1.0	1.0	1.0	7	0.9128	0.9660	0.9387	206	0.84	0.9767	0.9032	43	0.9318	0.9661	0.9486	1654	0.0	0.0	0.0	2	0.8868	0.9792	0.9307	144	0.9607	1.0	0.9799	171	0.75	1.0	0.8571	3	0.9677	0.9976	0.9825	421	0.9778	0.8980	0.9362	49	0.9386	0.9959	0.9664	491	0.3214	0.8182	0.4615	11	0.9255	0.9759	0.9501	0.9917
0.0195	2.59	34500	0.0366	0.9444	0.9808	0.9623	52	0.5833	1.0	0.7368	7	0.9130	1.0	0.9545	63	1.0	1.0	1.0	7	0.9461	0.9369	0.9415	206	0.84	0.9767	0.9032	43	0.9425	0.9704	0.9562	1654	0.0	0.0	0.0	2	0.9091	0.9722	0.9396	144	0.9827	0.9942	0.9884	171	0.6	1.0	0.7500	3	0.9654	0.9952	0.9801	421	0.9167	0.8980	0.9072	49	0.9314	0.9959	0.9626	491	0.45	0.8182	0.5806	11	0.9375	0.9753	0.9561	0.9920
0.0181	2.62	35000	0.0359	0.9444	0.9808	0.9623	52	0.7778	1.0	0.8750	7	0.9403	1.0	0.9692	63	0.875	1.0	0.9333	7	0.9272	0.9272	0.9272	206	0.84	0.9767	0.9032	43	0.9426	0.9728	0.9575	1654	0.0	0.0	0.0	2	0.9038	0.9792	0.9400	144	0.9826	0.9883	0.9854	171	0.6	1.0	0.7500	3	0.9607	0.9881	0.9742	421	1.0	0.9184	0.9574	49	0.9297	0.9959	0.9617	491	0.5625	0.8182	0.6667	11	0.9386	0.9753	0.9566	0.9917
0.0313	2.66	35500	0.0351	0.9623	0.9808	0.9714	52	0.7778	1.0	0.8750	7	0.9130	1.0	0.9545	63	1.0	1.0	1.0	7	0.9187	0.9320	0.9253	206	0.8936	0.9767	0.9333	43	0.9420	0.9722	0.9569	1654	0.0	0.0	0.0	2	0.9051	0.9931	0.9470	144	0.9884	1.0	0.9942	171	0.6	1.0	0.7500	3	0.9744	0.9952	0.9847	421	1.0	0.9184	0.9574	49	0.9279	0.9959	0.9607	491	0.4706	0.7273	0.5714	11	0.9398	0.9771	0.9581	0.9911
0.0184	2.7	36000	0.0350	0.9444	0.9808	0.9623	52	0.7	1.0	0.8235	7	0.9254	0.9841	0.9538	63	1.0	1.0	1.0	7	0.9378	0.9515	0.9446	206	0.8936	0.9767	0.9333	43	0.9477	0.9637	0.9556	1654	0.0	0.0	0.0	2	0.9396	0.9722	0.9556	144	0.9884	1.0	0.9942	171	0.6	1.0	0.7500	3	0.9789	0.9929	0.9858	421	0.9787	0.9388	0.9583	49	0.9314	0.9959	0.9626	491	0.7	0.6364	0.6667	11	0.9475	0.9726	0.9599	0.9925
0.0308	2.74	36500	0.0358	0.9444	0.9808	0.9623	52	0.7	1.0	0.8235	7	0.9265	1.0	0.9618	63	1.0	1.0	1.0	7	0.9213	0.9660	0.9431	206	0.8936	0.9767	0.9333	43	0.9378	0.9746	0.9558	1654	0.0	0.0	0.0	2	0.9333	0.9722	0.9524	144	1.0	1.0	1.0	171	0.6	1.0	0.7500	3	0.9676	0.9929	0.9801	421	1.0	0.9388	0.9684	49	0.9313	0.9939	0.9616	491	0.875	0.6364	0.7368	11	0.9413	0.9789	0.9597	0.9912
0.0144	2.77	37000	0.0382	0.9444	0.9808	0.9623	52	0.6364	1.0	0.7778	7	0.9254	0.9841	0.9538	63	1.0	1.0	1.0	7	0.9302	0.9709	0.9501	206	0.875	0.9767	0.9231	43	0.9505	0.9752	0.9627	1654	0.0	0.0	0.0	2	0.9333	0.9722	0.9524	144	0.9942	1.0	0.9971	171	0.6	1.0	0.7500	3	0.9677	0.9952	0.9813	421	1.0	0.8980	0.9462	49	0.9297	0.9959	0.9617	491	0.7	0.6364	0.6667	11	0.9465	0.9792	0.9626	0.9912
0.0414	2.81	37500	0.0377	0.9444	0.9808	0.9623	52	0.6364	1.0	0.7778	7	0.9254	0.9841	0.9538	63	1.0	1.0	1.0	7	0.9132	0.9709	0.9412	206	0.9130	0.9767	0.9438	43	0.9423	0.9680	0.9550	1654	0.0	0.0	0.0	2	0.8924	0.9792	0.9338	144	0.9553	1.0	0.9771	171	0.6	1.0	0.7500	3	0.9744	0.9929	0.9835	421	1.0	0.8980	0.9462	49	0.9386	0.9959	0.9664	491	1.0	0.6364	0.7778	11	0.9411	0.9756	0.9581	0.9912
0.0372	2.85	38000	0.0351	0.9444	0.9808	0.9623	52	0.7778	1.0	0.8750	7	0.8986	0.9841	0.9394	63	1.0	1.0	1.0	7	0.9340	0.9612	0.9474	206	0.9130	0.9767	0.9438	43	0.9504	0.9728	0.9615	1654	0.0	0.0	0.0	2	0.9276	0.9792	0.9527	144	0.9942	1.0	0.9971	171	0.6	1.0	0.7500	3	0.9721	0.9929	0.9824	421	1.0	0.9184	0.9574	49	0.9404	0.9959	0.9674	491	1.0	0.6364	0.7778	11	0.9500	0.9777	0.9637	0.9914
0.0287	2.89	38500	0.0356	0.9444	0.9808	0.9623	52	0.7778	1.0	0.8750	7	0.9254	0.9841	0.9538	63	1.0	1.0	1.0	7	0.9381	0.9563	0.9471	206	0.8571	0.9767	0.9130	43	0.9408	0.9704	0.9554	1654	0.0	0.0	0.0	2	0.8589	0.9722	0.9121	144	0.9771	1.0	0.9884	171	0.6	1.0	0.7500	3	0.9632	0.9952	0.9790	421	1.0	0.9184	0.9574	49	0.9404	0.9959	0.9674	491	1.0	0.6364	0.7778	11	0.9400	0.9762	0.9578	0.9913
0.0341	2.92	39000	0.0342	0.9444	0.9808	0.9623	52	0.7778	1.0	0.8750	7	0.9118	0.9841	0.9466	63	1.0	1.0	1.0	7	0.9429	0.9612	0.9519	206	0.875	0.9767	0.9231	43	0.9552	0.9667	0.9609	1654	0.0	0.0	0.0	2	0.8861	0.9722	0.9272	144	0.9828	1.0	0.9913	171	0.6	1.0	0.7500	3	0.9767	0.9952	0.9859	421	0.9778	0.8980	0.9362	49	0.9440	0.9959	0.9693	491	1.0	0.6364	0.7778	11	0.9510	0.9744	0.9626	0.9917
0.0232	2.96	39500	0.0349	0.9444	0.9808	0.9623	52	0.6667	0.8571	0.75	7	0.8986	0.9841	0.9394	63	1.0	1.0	1.0	7	0.9476	0.9660	0.9567	206	0.8571	0.9767	0.9130	43	0.9537	0.9710	0.9623	1654	0.0	0.0	0.0	2	0.9272	0.9722	0.9492	144	0.9884	1.0	0.9942	171	0.6	1.0	0.7500	3	0.9721	0.9929	0.9824	421	1.0	0.8980	0.9462	49	0.9440	0.9959	0.9693	491	1.0	0.6364	0.7778	11	0.9516	0.9762	0.9638	0.9915
0.0173	3.0	40000	0.0349	0.9444	0.9808	0.9623	52	0.7778	1.0	0.8750	7	0.9254	0.9841	0.9538	63	1.0	1.0	1.0	7	0.9431	0.9660	0.9544	206	0.8936	0.9767	0.9333	43	0.9481	0.9728	0.9603	1654	0.0	0.0	0.0	2	0.9524	0.9722	0.9622	144	0.9884	1.0	0.9942	171	0.6	1.0	0.7500	3	0.9721	0.9929	0.9824	421	1.0	0.8980	0.9462	49	0.9440	0.9959	0.9693	491	1.0	0.6364	0.7778	11	0.9511	0.9774	0.9641	0.9915

Framework versions

• Transformers 4.24.0
• Pytorch 1.12.1+cu113
• Datasets 2.6.1
• Tokenizers 0.13.2