finetuned-bert-base

cynthiachan/finetuned-bert-base

finetuned-bert-base is a token classification model from cynthiachan. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Token Classification
Library: transformers
License: apache-2.0
Model type: bert
Access: Public
Created: Nov 7, 2022
Updated: Nov 7, 2022
SHA: 8acb6043

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Datasets

cynthiachan/FeedRef2022

Model card

From the Hugging Face model README

training

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

Loss: 0.0514
Attackid Precision: 0.8889
Attackid Recall: 0.9231
Attackid F1: 0.9057
Attackid Number: 52
Bitcoinaddr Precision: 0.875
Bitcoinaddr Recall: 1.0
Bitcoinaddr F1: 0.9333
Bitcoinaddr Number: 7
Cve Precision: 0.8378
Cve Recall: 0.9538
Cve F1: 0.8921
Cve Number: 65
Defenderthreat Precision: 0.875
Defenderthreat Recall: 1.0
Defenderthreat F1: 0.9333
Defenderthreat Number: 7
Domain Precision: 0.9279
Domain Recall: 0.9369
Domain F1: 0.9324
Domain Number: 206
Email Precision: 0.8333
Email Recall: 0.9302
Email F1: 0.8791
Email Number: 43
Filepath Precision: 0.8857
Filepath Recall: 0.9195
Filepath F1: 0.9023
Filepath Number: 1652
Fingerprint Precision: 0.0
Fingerprint Recall: 0.0
Fingerprint F1: 0.0
Fingerprint Number: 2
Hostname Precision: 0.8910
Hostname Recall: 0.9653
Hostname F1: 0.9267
Hostname Number: 144
Ipv4 Precision: 0.9767
Ipv4 Recall: 0.9825
Ipv4 F1: 0.9796
Ipv4 Number: 171
Ipv6 Precision: 0.3333
Ipv6 Recall: 1.0
Ipv6 F1: 0.5
Ipv6 Number: 3
Md5 Precision: 0.9141
Md5 Recall: 0.9857
Md5 F1: 0.9486
Md5 Number: 421
Sha1 Precision: 0.8545
Sha1 Recall: 0.9592
Sha1 F1: 0.9038
Sha1 Number: 49
Sha256 Precision: 0.9120
Sha256 Recall: 0.9919
Sha256 F1: 0.9502
Sha256 Number: 491
Uri Precision: 0.3333
Uri Recall: 0.4545
Uri F1: 0.3846
Uri Number: 11
Overall Precision: 0.8946
Overall Recall: 0.9446
Overall F1: 0.9189
Overall Accuracy: 0.9886

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
0.3691	0.04	500	0.3054	0.0	0.0	0.0	52	0.0	0.0	0.0	7	0.0	0.0	0.0	65	0.0	0.0	0.0	7	0.0	0.0	0.0	206	0.0	0.0	0.0	43	0.1917	0.5975	0.2903	1652	0.0	0.0	0.0	2	0.0	0.0	0.0	144	0.5747	0.5848	0.5797	171	0.0	0.0	0.0	3	0.4160	0.7648	0.5389	421	0.0	0.0	0.0	49	0.5131	0.9145	0.6574	491	0.0	0.0	0.0	11	0.2665	0.5590	0.3610	0.9297
0.2388	0.07	1000	0.2124	0.0	0.0	0.0	52	0.0	0.0	0.0	7	0.7467	0.8615	0.8	65	0.0	0.0	0.0	7	0.0	0.0	0.0	206	0.0	0.0	0.0	43	0.3846	0.4661	0.4215	1652	0.0	0.0	0.0	2	0.3534	0.6528	0.4585	144	0.6667	0.5614	0.6095	171	0.0	0.0	0.0	3	0.5275	0.9097	0.6678	421	0.0	0.0	0.0	49	0.8787	0.9002	0.8893	491	0.0	0.0	0.0	11	0.4932	0.5539	0.5218	0.9491
0.1817	0.11	1500	0.2025	0.4433	0.8269	0.5772	52	0.0	0.0	0.0	7	0.7941	0.8308	0.8120	65	0.0	0.0	0.0	7	0.2241	0.6602	0.3346	206	0.1538	0.2326	0.1852	43	0.4561	0.6816	0.5465	1652	0.0	0.0	0.0	2	0.0042	0.0069	0.0052	144	0.6522	0.7018	0.6761	171	0.0	0.0	0.0	3	0.5671	0.8527	0.6812	421	0.0	0.0	0.0	49	0.7623	0.9470	0.8447	491	0.0	0.0	0.0	11	0.4654	0.6961	0.5579	0.9563
0.1552	0.15	2000	0.1581	0.6119	0.7885	0.6891	52	0.0	0.0	0.0	7	0.8235	0.8615	0.8421	65	0.0	0.0	0.0	7	0.4979	0.5680	0.5306	206	0.4795	0.8140	0.6034	43	0.4876	0.7960	0.6047	1652	0.0	0.0	0.0	2	0.5682	0.6944	0.625	144	0.4692	0.8012	0.5918	171	0.0	0.0	0.0	3	0.5321	0.9240	0.6753	421	0.0	0.0	0.0	49	0.7951	0.9328	0.8585	491	0.0	0.0	0.0	11	0.5345	0.7966	0.6398	0.9622
0.1567	0.19	2500	0.1619	0.6032	0.7308	0.6609	52	0.0	0.0	0.0	7	0.8133	0.9385	0.8714	65	0.0	0.0	0.0	7	0.6257	0.5680	0.5954	206	0.1379	0.1860	0.1584	43	0.5788	0.7512	0.6538	1652	0.0	0.0	0.0	2	0.4981	0.9097	0.6437	144	0.7233	0.8713	0.7905	171	0.0	0.0	0.0	3	0.7723	0.9264	0.8423	421	0.0	0.0	0.0	49	0.7523	0.9837	0.8526	491	0.0	0.0	0.0	11	0.6308	0.7876	0.7006	0.9628
0.1588	0.22	3000	0.1409	0.4050	0.9423	0.5665	52	0.0	0.0	0.0	7	0.5962	0.9538	0.7337	65	0.0	0.0	0.0	7	0.6805	0.7961	0.7338	206	0.5821	0.9070	0.7091	43	0.6291	0.7712	0.6930	1652	0.0	0.0	0.0	2	0.6902	0.8819	0.7744	144	0.5737	0.8421	0.6825	171	0.0	0.0	0.0	3	0.5678	0.9454	0.7094	421	0.0	0.0	0.0	49	0.8582	0.9735	0.9122	491	0.0	0.0	0.0	11	0.6300	0.8228	0.7136	0.9664
0.1257	0.26	3500	0.1417	0.5541	0.7885	0.6508	52	0.0	0.0	0.0	7	0.6854	0.9385	0.7922	65	0.0	0.0	0.0	7	0.6828	0.7524	0.7159	206	0.5217	0.8372	0.6429	43	0.6314	0.7155	0.6708	1652	0.0	0.0	0.0	2	0.5261	0.9097	0.6667	144	0.7562	0.8889	0.8172	171	0.0	0.0	0.0	3	0.7435	0.9501	0.8342	421	0.0	0.0	0.0	49	0.7325	0.9817	0.8390	491	0.0	0.0	0.0	11	0.6627	0.7942	0.7225	0.9658
0.1229	0.3	4000	0.1455	0.6567	0.8462	0.7395	52	0.0	0.0	0.0	7	0.7391	0.7846	0.7612	65	0.0	0.0	0.0	7	0.6858	0.7524	0.7176	206	0.4321	0.8140	0.5645	43	0.6740	0.7809	0.7235	1652	0.0	0.0	0.0	2	0.6452	0.8333	0.7273	144	0.5455	0.5614	0.5533	171	0.0	0.0	0.0	3	0.7697	0.8575	0.8112	421	0.3645	0.7959	0.5	49	0.6948	0.9735	0.8109	491	0.0	0.0	0.0	11	0.6684	0.8029	0.7295	0.9667
0.1323	0.34	4500	0.1323	0.6719	0.8269	0.7414	52	0.0	0.0	0.0	7	0.7910	0.8154	0.8030	65	0.0	0.0	0.0	7	0.6064	0.7330	0.6637	206	0.74	0.8605	0.7957	43	0.6802	0.7391	0.7084	1652	0.0	0.0	0.0	2	0.5935	0.5069	0.5468	144	0.7826	0.7368	0.7590	171	0.0	0.0	0.0	3	0.7783	0.8171	0.7972	421	0.3810	0.8163	0.5195	49	0.8368	0.9715	0.8992	491	0.0	0.0	0.0	11	0.7049	0.7717	0.7368	0.9680
0.1379	0.37	5000	0.1088	0.5930	0.9808	0.7391	52	0.0	0.0	0.0	7	0.725	0.8923	0.8	65	0.0	0.0	0.0	7	0.7619	0.6990	0.7291	206	0.5556	0.9302	0.6957	43	0.6551	0.8360	0.7346	1652	0.0	0.0	0.0	2	0.7127	0.8958	0.7938	144	0.7989	0.8596	0.8282	171	0.0	0.0	0.0	3	0.7665	0.9359	0.8428	421	0.3729	0.4490	0.4074	49	0.7278	0.9695	0.8314	491	0.0	0.0	0.0	11	0.6886	0.8550	0.7629	0.9738
0.1162	0.41	5500	0.1205	0.5765	0.9423	0.7153	52	0.0	0.0	0.0	7	0.8026	0.9385	0.8652	65	0.0	0.0	0.0	7	0.7960	0.7767	0.7862	206	0.6032	0.8837	0.7170	43	0.6724	0.8099	0.7348	1652	0.0	0.0	0.0	2	0.6791	0.8819	0.7674	144	0.8041	0.9123	0.8548	171	0.0	0.0	0.0	3	0.7188	0.9287	0.8104	421	0.5714	0.8163	0.6723	49	0.8088	0.9735	0.8835	491	0.0	0.0	0.0	11	0.7033	0.8538	0.7713	0.9711
0.1128	0.45	6000	0.1165	0.6575	0.9231	0.768	52	0.0	0.0	0.0	7	0.7143	0.9231	0.8054	65	0.0	0.0	0.0	7	0.7703	0.7816	0.7759	206	0.6724	0.9070	0.7723	43	0.6634	0.7706	0.7130	1652	0.0	0.0	0.0	2	0.6580	0.8819	0.7537	144	0.8434	0.8187	0.8309	171	0.0	0.0	0.0	3	0.8032	0.9596	0.8745	421	0.6066	0.7551	0.6727	49	0.8554	0.9756	0.9115	491	0.0	0.0	0.0	11	0.7201	0.8327	0.7723	0.9736
0.11	0.49	6500	0.1374	0.7167	0.8269	0.7679	52	0.0	0.0	0.0	7	0.7273	0.8615	0.7887	65	0.0	0.0	0.0	7	0.7592	0.7039	0.7305	206	0.725	0.6744	0.6988	43	0.6129	0.7524	0.6755	1652	0.0	0.0	0.0	2	0.7151	0.8542	0.7785	144	0.7919	0.8012	0.7965	171	0.0	0.0	0.0	3	0.7821	0.9549	0.8599	421	0.0	0.0	0.0	49	0.6880	0.9837	0.8097	491	0.0	0.0	0.0	11	0.6710	0.8005	0.7300	0.9680
0.1152	0.52	7000	0.1152	0.6933	1.0	0.8189	52	0.0	0.0	0.0	7	0.6374	0.8923	0.7436	65	0.0	0.0	0.0	7	0.6103	0.6311	0.6205	206	0.6739	0.7209	0.6966	43	0.6969	0.7960	0.7431	1652	0.0	0.0	0.0	2	0.7721	0.7292	0.75	144	0.8526	0.7778	0.8135	171	0.0192	0.3333	0.0364	3	0.8549	0.9097	0.8815	421	0.4706	0.8163	0.5970	49	0.8625	0.9837	0.9191	491	0.0	0.0	0.0	11	0.7271	0.8216	0.7715	0.9722
0.1084	0.56	7500	0.1073	0.75	0.8077	0.7778	52	0.0	0.0	0.0	7	0.6484	0.9077	0.7564	65	0.0	0.0	0.0	7	0.7313	0.8058	0.7667	206	0.6452	0.9302	0.7619	43	0.6933	0.8196	0.7512	1652	0.0	0.0	0.0	2	0.6818	0.9375	0.7895	144	0.6872	0.9123	0.7839	171	0.0	0.0	0.0	3	0.8789	0.9477	0.9120	421	0.7451	0.7755	0.76	49	0.8374	0.9857	0.9055	491	0.0	0.0	0.0	11	0.7277	0.8643	0.7902	0.9741
0.0789	0.6	8000	0.0958	0.7719	0.8462	0.8073	52	0.0	0.0	0.0	7	0.7403	0.8769	0.8028	65	0.0	0.0	0.0	7	0.7731	0.8107	0.7915	206	0.74	0.8605	0.7957	43	0.7408	0.7924	0.7657	1652	0.0	0.0	0.0	2	0.6749	0.9514	0.7896	144	0.8011	0.8480	0.8239	171	0.0	0.0	0.0	3	0.8299	0.9620	0.8911	421	0.5686	0.5918	0.58	49	0.8770	0.9878	0.9291	491	0.0	0.0	0.0	11	0.7700	0.8469	0.8066	0.9760
0.1149	0.64	8500	0.1334	1.0	0.7692	0.8696	52	0.0	0.0	0.0	7	0.6795	0.8154	0.7413	65	0.0	0.0	0.0	7	0.7336	0.7621	0.7476	206	0.3824	0.6047	0.4685	43	0.6318	0.5454	0.5854	1652	0.0	0.0	0.0	2	0.8227	0.8056	0.8140	144	0.7707	0.7076	0.7378	171	0.0	0.0	0.0	3	0.8776	0.9026	0.8899	421	0.6129	0.7755	0.6847	49	0.8339	0.9817	0.9018	491	0.0	0.0	0.0	11	0.7231	0.6961	0.7094	0.9673
0.1155	0.67	9000	0.1052	0.6267	0.9038	0.7402	52	0.0	0.0	0.0	7	0.7294	0.9538	0.8267	65	0.0	0.0	0.0	7	0.7232	0.7864	0.7535	206	0.7391	0.7907	0.7640	43	0.7494	0.7312	0.7402	1652	0.0	0.0	0.0	2	0.7531	0.8472	0.7974	144	0.8708	0.9064	0.8883	171	0.0	0.0	0.0	3	0.8340	0.9667	0.8955	421	0.5714	0.5714	0.5714	49	0.8709	0.9756	0.9203	491	0.0	0.0	0.0	11	0.7664	0.8135	0.7893	0.9742
0.0926	0.71	9500	0.1048	0.6438	0.9038	0.752	52	0.0	0.0	0.0	7	0.6610	0.6	0.6290	65	0.0	0.0	0.0	7	0.7541	0.6699	0.7095	206	0.7308	0.8837	0.8	43	0.6768	0.8456	0.7519	1652	0.0	0.0	0.0	2	0.7119	0.875	0.7850	144	0.8343	0.8830	0.8580	171	0.0	0.0	0.0	3	0.8712	0.9477	0.9078	421	0.7193	0.8367	0.7736	49	0.8476	0.9857	0.9115	491	0.0	0.0	0.0	11	0.7322	0.8604	0.7911	0.9760
0.0982	0.75	10000	0.0985	0.6533	0.9423	0.7717	52	0.0	0.0	0.0	7	0.7027	0.8	0.7482	65	0.0	0.0	0.0	7	0.7671	0.8155	0.7906	206	0.7143	0.9302	0.8081	43	0.7465	0.8039	0.7741	1652	0.0	0.0	0.0	2	0.6507	0.9444	0.7705	144	0.9106	0.9532	0.9314	171	0.0	0.0	0.0	3	0.8008	0.9264	0.8590	421	0.5641	0.8980	0.6929	49	0.8460	0.9735	0.9053	491	0.0	0.0	0.0	11	0.7633	0.8568	0.8074	0.9769
0.085	0.79	10500	0.0972	0.6184	0.9038	0.7344	52	0.0	0.0	0.0	7	0.8154	0.8154	0.8154	65	0.0	0.0	0.0	7	0.7236	0.8641	0.7876	206	0.7755	0.8837	0.8261	43	0.7544	0.8105	0.7814	1652	0.0	0.0	0.0	2	0.7081	0.9097	0.7964	144	0.8778	0.9240	0.9003	171	0.0	0.0	0.0	3	0.8976	0.9572	0.9264	421	0.8039	0.8367	0.8200	49	0.8432	0.9857	0.9089	491	0.1111	0.0909	0.1000	11	0.7852	0.8643	0.8229	0.9779
0.0981	0.82	11000	0.1092	0.6944	0.9615	0.8065	52	0.2	0.1429	0.1667	7	0.7262	0.9385	0.8188	65	0.0	0.0	0.0	7	0.6842	0.8835	0.7712	206	0.6667	0.7907	0.7234	43	0.7117	0.8251	0.7642	1652	0.0	0.0	0.0	2	0.7159	0.875	0.7875	144	0.9337	0.9064	0.9199	171	0.0	0.0	0.0	3	0.7175	0.9715	0.8254	421	0.0	0.0	0.0	49	0.8620	0.9796	0.9171	491	0.0	0.0	0.0	11	0.7399	0.8610	0.7959	0.9737
0.0892	0.86	11500	0.0969	0.6049	0.9423	0.7368	52	0.4545	0.7143	0.5556	7	0.0	0.0	0.0	65	0.0	0.0	0.0	7	0.8	0.8155	0.8077	206	0.8696	0.9302	0.8989	43	0.6975	0.8571	0.7691	1652	0.0	0.0	0.0	2	0.7397	0.75	0.7448	144	0.8841	0.8480	0.8657	171	0.0	0.0	0.0	3	0.8821	0.9596	0.9192	421	0.9474	0.7347	0.8276	49	0.8251	0.9511	0.8836	491	0.25	0.1818	0.2105	11	0.7557	0.8544	0.8020	0.9759
0.0924	0.9	12000	0.0971	0.7059	0.9231	0.8000	52	0.4615	0.8571	0.6	7	0.8108	0.9231	0.8633	65	0.0	0.0	0.0	7	0.7331	0.8932	0.8053	206	0.8	0.9302	0.8602	43	0.7544	0.8535	0.8009	1652	0.0	0.0	0.0	2	0.7697	0.8819	0.8220	144	0.8947	0.8947	0.8947	171	0.0	0.0	0.0	3	0.7758	0.9454	0.8522	421	0.4516	0.8571	0.5915	49	0.8618	0.9776	0.9160	491	0.08	0.1818	0.1111	11	0.7664	0.8875	0.8225	0.9782
0.0784	0.94	12500	0.1113	0.6623	0.9808	0.7907	52	0.6667	0.8571	0.75	7	0.8406	0.8923	0.8657	65	0.0	0.0	0.0	7	0.6865	0.8398	0.7555	206	0.7547	0.9302	0.8333	43	0.7858	0.7863	0.7861	1652	0.0	0.0	0.0	2	0.8026	0.8472	0.8243	144	0.8629	0.8830	0.8728	171	0.0	0.0	0.0	3	0.8462	0.9406	0.8909	421	0.56	0.8571	0.6774	49	0.9119	0.9695	0.9398	491	0.0	0.0	0.0	11	0.8022	0.8466	0.8238	0.9774
0.1063	0.97	13000	0.0932	0.6538	0.9808	0.7846	52	0.0	0.0	0.0	7	0.7838	0.8923	0.8345	65	0.0	0.0	0.0	7	0.7738	0.8301	0.8009	206	0.75	0.8372	0.7912	43	0.6979	0.8529	0.7676	1652	0.0	0.0	0.0	2	0.7086	0.8611	0.7774	144	0.8703	0.9415	0.9045	171	0.0	0.0	0.0	3	0.6184	0.8931	0.7308	421	0.2424	0.1633	0.1951	49	0.8511	0.9776	0.9100	491	0.0	0.0	0.0	11	0.7176	0.8646	0.7843	0.9760
0.0765	1.01	13500	0.0892	0.6806	0.9423	0.7903	52	0.0	0.0	0.0	7	0.6714	0.7231	0.6963	65	0.0	0.0	0.0	7	0.8416	0.8252	0.8333	206	0.7917	0.8837	0.8352	43	0.7330	0.8559	0.7897	1652	0.0	0.0	0.0	2	0.7105	0.9375	0.8084	144	0.8757	0.9474	0.9101	171	0.125	1.0	0.2222	3	0.8769	0.9810	0.9260	421	0.5970	0.8163	0.6897	49	0.8761	0.9796	0.925	491	0.0	0.0	0.0	11	0.7696	0.8881	0.8246	0.9790
0.0677	1.05	14000	0.0804	0.6667	0.9231	0.7742	52	0.3333	0.7143	0.4545	7	0.7941	0.8308	0.8120	65	0.0	0.0	0.0	7	0.8112	0.7718	0.7910	206	0.7234	0.7907	0.7556	43	0.7725	0.8487	0.8088	1652	0.0	0.0	0.0	2	0.7949	0.8611	0.8267	144	0.9401	0.9181	0.9290	171	0.1765	1.0	0.3	3	0.8613	0.9739	0.9142	421	0.4868	0.7551	0.592	49	0.8881	0.9857	0.9344	491	0.2222	0.1818	0.2000	11	0.7978	0.8782	0.8360	0.9805
0.0544	1.09	14500	0.0924	0.9216	0.9038	0.9126	52	0.1875	0.4286	0.2609	7	0.7973	0.9077	0.8489	65	0.0	0.0	0.0	7	0.7511	0.8641	0.8036	206	0.78	0.9070	0.8387	43	0.7361	0.8747	0.7994	1652	0.0	0.0	0.0	2	0.6569	0.9306	0.7701	144	0.9253	0.9415	0.9333	171	0.0	0.0	0.0	3	0.9146	0.9667	0.9400	421	0.6308	0.8367	0.7193	49	0.8121	0.9857	0.8905	491	0.0833	0.1818	0.1143	11	0.7679	0.9025	0.8298	0.9793
0.0797	1.12	15000	0.0851	0.9057	0.9231	0.9143	52	0.0	0.0	0.0	7	0.7294	0.9538	0.8267	65	0.5	0.5714	0.5333	7	0.7909	0.8447	0.8169	206	0.8125	0.9070	0.8571	43	0.8104	0.8432	0.8265	1652	0.0	0.0	0.0	2	0.7	0.8264	0.7580	144	0.8804	0.9474	0.9127	171	0.2222	0.6667	0.3333	3	0.8834	0.9359	0.9089	421	0.5056	0.9184	0.6522	49	0.8436	0.9776	0.9057	491	0.0625	0.0909	0.0741	11	0.8077	0.8794	0.8420	0.9793
0.0544	1.16	15500	0.0905	0.7	0.9423	0.8033	52	0.0	0.0	0.0	7	0.6421	0.9385	0.7625	65	0.25	0.2857	0.2667	7	0.8018	0.8447	0.8227	206	0.7273	0.9302	0.8163	43	0.7642	0.8571	0.8080	1652	0.0	0.0	0.0	2	0.8098	0.9167	0.8599	144	0.9261	0.9532	0.9395	171	0.0	0.0	0.0	3	0.6976	0.9810	0.8154	421	0.6066	0.7551	0.6727	49	0.8948	0.9878	0.9390	491	0.3636	0.3636	0.3636	11	0.7664	0.8953	0.8259	0.9793
0.0815	1.2	16000	0.0799	0.9804	0.9615	0.9709	52	0.0	0.0	0.0	7	0.6593	0.9231	0.7692	65	0.0	0.0	0.0	7	0.825	0.8010	0.8128	206	0.6667	0.9302	0.7767	43	0.7140	0.8523	0.7770	1652	0.0	0.0	0.0	2	0.7016	0.9306	0.8000	144	0.9096	0.9415	0.9253	171	0.3	1.0	0.4615	3	0.7203	0.9359	0.8140	421	0.3193	0.7755	0.4524	49	0.8548	0.9470	0.8986	491	0.5	0.4545	0.4762	11	0.7339	0.8794	0.8001	0.9780
0.0647	1.24	16500	0.0739	0.8889	0.9231	0.9057	52	0.0	0.0	0.0	7	0.7692	0.9231	0.8392	65	0.0	0.0	0.0	7	0.8077	0.8155	0.8116	206	0.8	0.9302	0.8602	43	0.7750	0.8717	0.8205	1652	0.0	0.0	0.0	2	0.8467	0.8819	0.8639	144	0.92	0.9415	0.9306	171	0.0682	1.0	0.1277	3	0.8515	0.9810	0.9117	421	0.9318	0.8367	0.8817	49	0.9120	0.9919	0.9502	491	0.1875	0.2727	0.2222	11	0.8066	0.8998	0.8507	0.9820
0.0532	1.27	17000	0.0870	0.8491	0.8654	0.8571	52	0.0	0.0	0.0	7	0.8657	0.8923	0.8788	65	0.5714	0.5714	0.5714	7	0.7404	0.8447	0.7891	206	0.8163	0.9302	0.8696	43	0.8296	0.8547	0.8420	1652	0.0	0.0	0.0	2	0.8217	0.8958	0.8571	144	0.8931	0.8304	0.8606	171	0.0	0.0	0.0	3	0.8369	0.9382	0.8847	421	0.9574	0.9184	0.9375	49	0.9026	0.9817	0.9405	491	0.5714	0.3636	0.4444	11	0.8367	0.8815	0.8585	0.9810
0.0673	1.31	17500	0.0851	0.8929	0.9615	0.9259	52	0.5714	0.5714	0.5714	7	0.7024	0.9077	0.7919	65	0.4	0.2857	0.3333	7	0.7817	0.8689	0.8230	206	0.7959	0.9070	0.8478	43	0.8198	0.8511	0.8352	1652	0.0	0.0	0.0	2	0.7738	0.9028	0.8333	144	0.9162	0.9591	0.9371	171	0.0	0.0	0.0	3	0.8655	0.9786	0.9186	421	0.775	0.6327	0.6966	49	0.8377	0.9776	0.9023	491	0.2143	0.2727	0.2400	11	0.8231	0.8902	0.8553	0.9816
0.0715	1.35	18000	0.0821	0.8868	0.9038	0.8952	52	0.1	1.0	0.1818	7	0.6778	0.9385	0.7871	65	0.8	0.5714	0.6667	7	0.7653	0.7913	0.7780	206	0.78	0.9070	0.8387	43	0.7410	0.8989	0.8124	1652	0.0	0.0	0.0	2	0.7458	0.9167	0.8224	144	0.8713	0.8713	0.8713	171	0.2727	1.0	0.4286	3	0.8008	0.9644	0.875	421	0.4333	0.7959	0.5612	49	0.8920	0.9756	0.9319	491	0.8333	0.4545	0.5882	11	0.7578	0.9082	0.8262	0.9793
0.0778	1.39	18500	0.0661	0.9074	0.9423	0.9245	52	0.0714	0.1429	0.0952	7	0.8	0.9231	0.8571	65	1.0	0.2857	0.4444	7	0.8757	0.7864	0.8286	206	0.7547	0.9302	0.8333	43	0.7831	0.8674	0.8231	1652	0.0	0.0	0.0	2	0.8323	0.9306	0.8787	144	0.8859	0.9532	0.9183	171	0.1875	1.0	0.3158	3	0.9138	0.9572	0.9350	421	0.7963	0.8776	0.8350	49	0.8544	0.9919	0.9180	491	0.2	0.1818	0.1905	11	0.8172	0.8971	0.8553	0.9829
0.0672	1.42	19000	0.0841	0.6538	0.9808	0.7846	52	0.2593	1.0	0.4118	7	0.6703	0.9385	0.7821	65	0.4	0.2857	0.3333	7	0.8162	0.7330	0.7724	206	0.8696	0.9302	0.8989	43	0.7510	0.8747	0.8082	1652	0.0	0.0	0.0	2	0.7432	0.9444	0.8318	144	0.8477	0.9766	0.9076	171	0.1579	1.0	0.2727	3	0.8103	0.9739	0.8846	421	0.6327	0.6327	0.6327	49	0.7970	0.9674	0.8740	491	0.1190	0.4545	0.1887	11	0.7558	0.8977	0.8207	0.9787
0.0802	1.46	19500	0.0682	0.8276	0.9231	0.8727	52	0.4615	0.8571	0.6	7	0.7468	0.9077	0.8194	65	0.3333	0.2857	0.3077	7	0.7621	0.8398	0.7991	206	0.9091	0.9302	0.9195	43	0.7958	0.8801	0.8359	1652	0.0	0.0	0.0	2	0.7735	0.9722	0.8615	144	0.9357	0.9357	0.9357	171	0.3333	1.0	0.5	3	0.8385	0.9620	0.8960	421	0.5556	0.9184	0.6923	49	0.8845	0.9674	0.9241	491	0.2778	0.4545	0.3448	11	0.8074	0.9070	0.8543	0.9819
0.0886	1.5	20000	0.0633	0.9259	0.9615	0.9434	52	0.0	0.0	0.0	7	0.7568	0.8615	0.8058	65	0.5714	0.5714	0.5714	7	0.8980	0.8544	0.8756	206	0.9302	0.9302	0.9302	43	0.8470	0.8916	0.8688	1652	0.25	1.0	0.4	2	0.8373	0.9653	0.8968	144	0.9032	0.9825	0.9412	171	0.0	0.0	0.0	3	0.9044	0.9667	0.9346	421	0.7931	0.9388	0.8598	49	0.8342	0.9939	0.9071	491	0.1053	0.3636	0.1633	11	0.8471	0.9185	0.8814	0.9833
0.0525	1.54	20500	0.0632	0.8197	0.9615	0.8850	52	0.7	1.0	0.8235	7	0.6742	0.9231	0.7792	65	0.4444	0.5714	0.5	7	0.7819	0.9223	0.8463	206	0.6721	0.9535	0.7885	43	0.8220	0.8723	0.8464	1652	0.0909	0.5	0.1538	2	0.7812	0.8681	0.8224	144	0.9180	0.9825	0.9492	171	0.0	0.0	0.0	3	0.8838	0.9572	0.9190	421	0.5	0.9592	0.6573	49	0.8173	0.9837	0.8928	491	0.25	0.3636	0.2963	11	0.8092	0.9097	0.8565	0.9828
0.0664	1.57	21000	0.0671	0.8197	0.9615	0.8850	52	0.5385	1.0	0.7000	7	0.6778	0.9385	0.7871	65	0.375	0.4286	0.4000	7	0.7932	0.9126	0.8488	206	0.72	0.8372	0.7742	43	0.7546	0.8935	0.8182	1652	0.0	0.0	0.0	2	0.7571	0.9306	0.8349	144	0.8777	0.9649	0.9192	171	0.0	0.0	0.0	3	0.8867	0.9667	0.9250	421	0.8846	0.9388	0.9109	49	0.8199	0.9919	0.8977	491	0.3333	0.4545	0.3846	11	0.7829	0.9221	0.8468	0.9830
0.0524	1.61	21500	0.0674	0.8305	0.9423	0.8829	52	0.5833	1.0	0.7368	7	0.7763	0.9077	0.8369	65	0.375	0.4286	0.4000	7	0.8889	0.8544	0.8713	206	0.7692	0.9302	0.8421	43	0.8235	0.8838	0.8526	1652	0.0	0.0	0.0	2	0.9041	0.9167	0.9103	144	0.9527	0.9415	0.9471	171	0.4286	1.0	0.6	3	0.9470	0.9762	0.9614	421	0.7857	0.8980	0.8381	49	0.8857	0.9939	0.9367	491	0.5	0.4545	0.4762	11	0.8555	0.9140	0.8838	0.9844
0.0603	1.65	22000	0.0735	0.7812	0.9615	0.8621	52	0.0	0.0	0.0	7	0.9206	0.8923	0.9062	65	0.8	0.5714	0.6667	7	0.8062	0.8883	0.8453	206	0.6721	0.9535	0.7885	43	0.8402	0.8051	0.8223	1652	0.0	0.0	0.0	2	0.8036	0.9375	0.8654	144	0.9167	0.9649	0.9402	171	0.3	1.0	0.4615	3	0.9249	0.9359	0.9303	421	0.7077	0.9388	0.8070	49	0.9198	0.9817	0.9498	491	0.6667	0.5455	0.6	11	0.8558	0.8715	0.8636	0.9822
0.0674	1.69	22500	0.0639	0.8103	0.9038	0.8545	52	0.2	0.2857	0.2353	7	0.7838	0.8923	0.8345	65	1.0	0.5714	0.7273	7	0.8852	0.8981	0.8916	206	0.8163	0.9302	0.8696	43	0.8393	0.8759	0.8572	1652	0.0	0.0	0.0	2	0.8618	0.9097	0.8851	144	0.8771	0.9181	0.8971	171	0.0	0.0	0.0	3	0.9400	0.9667	0.9532	421	0.9388	0.9388	0.9388	49	0.9030	0.9857	0.9426	491	0.3846	0.4545	0.4167	11	0.8633	0.9064	0.8844	0.9843
0.0693	1.72	23000	0.0773	0.7143	0.9615	0.8197	52	0.8571	0.8571	0.8571	7	0.8356	0.9385	0.8841	65	0.625	0.7143	0.6667	7	0.8009	0.8786	0.8380	206	0.7119	0.9767	0.8235	43	0.7847	0.9001	0.8385	1652	0.0	0.0	0.0	2	0.7640	0.9444	0.8447	144	0.8836	0.9766	0.9278	171	0.0	0.0	0.0	3	0.7143	0.9501	0.8155	421	0.3780	0.9796	0.5455	49	0.8134	0.9674	0.8837	491	0.5714	0.3636	0.4444	11	0.7688	0.9212	0.8381	0.9808
0.0383	1.76	23500	0.0667	0.6410	0.9615	0.7692	52	0.7143	0.7143	0.7143	7	0.7692	0.9231	0.8392	65	0.8333	0.7143	0.7692	7	0.8326	0.8689	0.8504	206	0.7636	0.9767	0.8571	43	0.8580	0.8777	0.8677	1652	0.0	0.0	0.0	2	0.8571	0.9167	0.8859	144	0.9405	0.9240	0.9322	171	0.0	0.0	0.0	3	0.8901	0.9810	0.9333	421	0.88	0.8980	0.8889	49	0.9112	0.9817	0.9451	491	0.3636	0.3636	0.3636	11	0.8628	0.9097	0.8856	0.9845
0.0496	1.8	24000	0.0712	0.8	0.9231	0.8571	52	0.8571	0.8571	0.8571	7	0.7262	0.9385	0.8188	65	0.7143	0.7143	0.7143	7	0.8390	0.8350	0.8370	206	0.8889	0.9302	0.9091	43	0.8522	0.8692	0.8607	1652	0.0	0.0	0.0	2	0.8867	0.9236	0.9048	144	0.9598	0.9766	0.9681	171	0.0	0.0	0.0	3	0.8963	0.9857	0.9389	421	0.7015	0.9592	0.8103	49	0.9412	0.9776	0.9590	491	0.25	0.5455	0.3429	11	0.8659	0.9073	0.8861	0.9848
0.0465	1.84	24500	0.0612	0.6667	0.9615	0.7874	52	0.75	0.8571	0.8000	7	0.7625	0.9385	0.8414	65	0.7143	0.7143	0.7143	7	0.8287	0.8689	0.8483	206	0.7407	0.9302	0.8247	43	0.8236	0.8904	0.8557	1652	0.0	0.0	0.0	2	0.7919	0.9514	0.8644	144	0.9326	0.9708	0.9513	171	0.0513	0.6667	0.0952	3	0.9079	0.9834	0.9441	421	0.8958	0.8776	0.8866	49	0.9186	0.9878	0.9519	491	0.1765	0.2727	0.2143	11	0.8355	0.9212	0.8762	0.9853
0.0446	1.87	25000	0.0662	0.6410	0.9615	0.7692	52	0.6364	1.0	0.7778	7	0.8732	0.9538	0.9118	65	0.8333	0.7143	0.7692	7	0.9378	0.8786	0.9073	206	0.8333	0.9302	0.8791	43	0.8362	0.8747	0.8550	1652	0.0	0.0	0.0	2	0.8447	0.9444	0.8918	144	0.9598	0.9766	0.9681	171	0.0	0.0	0.0	3	0.92	0.9834	0.9506	421	0.9070	0.7959	0.8478	49	0.9186	0.9878	0.9519	491	0.3636	0.3636	0.3636	11	0.8659	0.9131	0.8889	0.9851
0.0496	1.91	25500	0.0653	0.7612	0.9808	0.8571	52	0.875	1.0	0.9333	7	0.8472	0.9385	0.8905	65	0.5	0.5714	0.5333	7	0.9158	0.8981	0.9069	206	0.8367	0.9535	0.8913	43	0.8487	0.8729	0.8606	1652	0.0	0.0	0.0	2	0.8889	0.9444	0.9158	144	0.9586	0.9474	0.9529	171	0.0	0.0	0.0	3	0.9077	0.9810	0.9429	421	0.7895	0.9184	0.8491	49	0.9120	0.9919	0.9502	491	0.5	0.2727	0.3529	11	0.8714	0.9137	0.8921	0.9854
0.0689	1.95	26000	0.0689	0.8596	0.9423	0.8991	52	0.875	1.0	0.9333	7	0.7887	0.8615	0.8235	65	0.5714	0.5714	0.5714	7	0.9064	0.8932	0.8998	206	0.8367	0.9535	0.8913	43	0.8217	0.9122	0.8646	1652	0.0	0.0	0.0	2	0.8232	0.9375	0.8766	144	0.9222	0.9708	0.9459	171	0.0	0.0	0.0	3	0.8827	0.9834	0.9303	421	0.9744	0.7755	0.8636	49	0.8574	0.9919	0.9197	491	0.4286	0.2727	0.3333	11	0.8441	0.9299	0.8849	0.9842
0.0465	1.99	26500	0.1060	0.8136	0.9231	0.8649	52	0.5	1.0	0.6667	7	0.7778	0.8615	0.8175	65	0.7143	0.7143	0.7143	7	0.8552	0.9175	0.8852	206	0.82	0.9535	0.8817	43	0.8698	0.8977	0.8835	1652	0.0	0.0	0.0	2	0.8904	0.9028	0.8966	144	0.9643	0.9474	0.9558	171	0.0	0.0	0.0	3	0.7361	0.9739	0.8384	421	0.25	0.0612	0.0984	49	0.8832	0.9552	0.9178	491	0.1	0.1818	0.1290	11	0.8384	0.9040	0.8700	0.9796
0.0448	2.02	27000	0.0686	0.7385	0.9231	0.8205	52	0.625	0.7143	0.6667	7	0.8714	0.9385	0.9037	65	0.625	0.7143	0.6667	7	0.8545	0.9126	0.8826	206	0.6727	0.8605	0.7551	43	0.8778	0.8959	0.8868	1652	0.0	0.0	0.0	2	0.9116	0.9306	0.9210	144	0.9538	0.9649	0.9593	171	0.0	0.0	0.0	3	0.9157	0.9549	0.9349	421	0.875	0.8571	0.8660	49	0.8855	0.9919	0.9356	491	0.4	0.3636	0.3810	11	0.8790	0.9200	0.8990	0.9854
0.0379	2.06	27500	0.0633	0.8421	0.9231	0.8807	52	0.2308	0.4286	0.3	7	0.8824	0.9231	0.9023	65	0.4545	0.7143	0.5556	7	0.8451	0.9272	0.8843	206	0.7037	0.8837	0.7835	43	0.8901	0.8674	0.8786	1652	0.0	0.0	0.0	2	0.8303	0.9514	0.8867	144	0.9706	0.9649	0.9677	171	0.3333	1.0	0.5	3	0.9300	0.9786	0.9537	421	0.9149	0.8776	0.8958	49	0.8385	0.9939	0.9096	491	0.2	0.3636	0.2581	11	0.8719	0.9116	0.8913	0.9859
0.0352	2.1	28000	0.0653	0.8772	0.9615	0.9174	52	0.5556	0.7143	0.6250	7	0.8158	0.9538	0.8794	65	0.75	0.8571	0.8000	7	0.8733	0.9369	0.9040	206	0.8913	0.9535	0.9213	43	0.8272	0.9128	0.8679	1652	0.0	0.0	0.0	2	0.8824	0.9375	0.9091	144	0.9706	0.9649	0.9677	171	0.375	1.0	0.5455	3	0.8790	0.9834	0.9283	421	0.9	0.9184	0.9091	49	0.8692	0.9878	0.9247	491	0.25	0.4545	0.3226	11	0.8493	0.9377	0.8913	0.9844
0.0328	2.14	28500	0.0599	0.8772	0.9615	0.9174	52	0.7143	0.7143	0.7143	7	0.8806	0.9077	0.8939	65	0.5556	0.7143	0.6250	7	0.8804	0.8932	0.8867	206	0.8542	0.9535	0.9011	43	0.8680	0.9074	0.8872	1652	0.0	0.0	0.0	2	0.85	0.9444	0.8947	144	0.9701	0.9474	0.9586	171	0.2727	1.0	0.4286	3	0.9452	0.9834	0.9639	421	0.6714	0.9592	0.7899	49	0.8937	0.9756	0.9328	491	0.5	0.4545	0.4762	11	0.8786	0.9293	0.9032	0.9867
0.0473	2.17	29000	0.0595	0.7692	0.9615	0.8547	52	0.2222	0.2857	0.25	7	0.8493	0.9538	0.8986	65	0.6667	0.5714	0.6154	7	0.8889	0.9320	0.9100	206	0.8367	0.9535	0.8913	43	0.8341	0.9189	0.8744	1652	0.0	0.0	0.0	2	0.8466	0.9583	0.8990	144	0.9711	0.9825	0.9767	171	0.2143	1.0	0.3529	3	0.9234	0.9739	0.9480	421	0.75	0.9184	0.8257	49	0.8844	0.9817	0.9305	491	0.5556	0.4545	0.5	11	0.8557	0.9386	0.8953	0.9855
0.0511	2.21	29500	0.0668	0.6849	0.9615	0.8000	52	0.1522	1.0	0.2642	7	0.7561	0.9538	0.8435	65	0.75	0.8571	0.8000	7	0.8761	0.9272	0.9009	206	0.8039	0.9535	0.8723	43	0.8154	0.9195	0.8643	1652	0.0	0.0	0.0	2	0.8491	0.9375	0.8911	144	0.9709	0.9766	0.9738	171	0.2727	1.0	0.4286	3	0.8939	0.9810	0.9354	421	0.5789	0.8980	0.704	49	0.8403	0.9857	0.9072	491	0.5	0.4545	0.4762	11	0.8214	0.9407	0.8770	0.9845
0.0369	2.25	30000	0.0695	0.6579	0.9615	0.7812	52	0.875	1.0	0.9333	7	0.8732	0.9538	0.9118	65	0.625	0.7143	0.6667	7	0.9154	0.8932	0.9042	206	0.9535	0.9535	0.9535	43	0.8883	0.9001	0.8942	1652	0.0	0.0	0.0	2	0.9013	0.9514	0.9257	144	0.9527	0.9415	0.9471	171	0.375	1.0	0.5455	3	0.9126	0.9430	0.9276	421	0.5104	1.0	0.6759	49	0.9286	0.9796	0.9534	491	0.3571	0.4545	0.4	11	0.8837	0.9233	0.9030	0.9854
0.041	2.29	30500	0.0623	0.9091	0.9615	0.9346	52	0.4375	1.0	0.6087	7	0.8378	0.9538	0.8921	65	0.75	0.8571	0.8000	7	0.9061	0.9369	0.9212	206	0.8723	0.9535	0.9111	43	0.8486	0.9225	0.8840	1652	0.0	0.0	0.0	2	0.8940	0.9375	0.9153	144	0.9708	0.9708	0.9708	171	1.0	1.0	1.0	3	0.9556	0.9715	0.9635	421	0.7705	0.9592	0.8545	49	0.9310	0.9898	0.9595	491	0.3333	0.4545	0.3846	11	0.8803	0.9428	0.9105	0.9853
0.0385	2.32	31000	0.0632	0.9091	0.9615	0.9346	52	0.875	1.0	0.9333	7	0.7848	0.9538	0.8611	65	0.5556	0.7143	0.6250	7	0.8915	0.9175	0.9043	206	0.9111	0.9535	0.9318	43	0.8486	0.9092	0.8778	1652	0.0	0.0	0.0	2	0.8961	0.9583	0.9262	144	0.9709	0.9766	0.9738	171	1.0	1.0	1.0	3	0.9180	0.9834	0.9495	421	0.8478	0.7959	0.8211	49	0.8959	0.9817	0.9368	491	0.3125	0.4545	0.3704	11	0.8724	0.9338	0.9021	0.9849
0.0415	2.36	31500	0.0647	0.8929	0.9615	0.9259	52	0.875	1.0	0.9333	7	0.8493	0.9538	0.8986	65	0.75	0.8571	0.8000	7	0.9363	0.9272	0.9317	206	0.875	0.9767	0.9231	43	0.8679	0.9025	0.8849	1652	0.0	0.0	0.0	2	0.8726	0.9514	0.9103	144	0.9429	0.9649	0.9538	171	0.3	1.0	0.4615	3	0.9154	0.9762	0.9448	421	0.7719	0.8980	0.8302	49	0.9067	0.9898	0.9464	491	0.1579	0.5455	0.2449	11	0.8767	0.9329	0.9039	0.9847
0.0454	2.4	32000	0.0606	0.9091	0.9615	0.9346	52	0.875	1.0	0.9333	7	0.8971	0.9385	0.9173	65	0.875	1.0	0.9333	7	0.9139	0.9272	0.9205	206	0.8542	0.9535	0.9011	43	0.8652	0.9056	0.8849	1652	0.0	0.0	0.0	2	0.9122	0.9375	0.9247	144	0.9483	0.9649	0.9565	171	0.3	1.0	0.4615	3	0.9321	0.9786	0.9548	421	0.8136	0.9796	0.8889	49	0.9455	0.9898	0.9672	491	0.2143	0.5455	0.3077	11	0.888	0.9350	0.9109	0.9869
0.0334	2.44	32500	0.0610	0.8929	0.9615	0.9259	52	0.875	1.0	0.9333	7	0.8714	0.9385	0.9037	65	0.875	1.0	0.9333	7	0.8977	0.9369	0.9169	206	0.9130	0.9767	0.9438	43	0.8463	0.9068	0.8755	1652	0.0	0.0	0.0	2	0.9007	0.9444	0.9220	144	0.9532	0.9532	0.9532	171	0.375	1.0	0.5455	3	0.9536	0.9762	0.9648	421	0.8545	0.9592	0.9038	49	0.9419	0.9898	0.9652	491	0.25	0.5455	0.3429	11	0.8813	0.9356	0.9076	0.9867
0.0453	2.47	33000	0.0610	0.8929	0.9615	0.9259	52	0.875	1.0	0.9333	7	0.8732	0.9538	0.9118	65	0.5556	0.7143	0.6250	7	0.9057	0.9320	0.9187	206	0.9302	0.9302	0.9302	43	0.8668	0.9098	0.8878	1652	0.0	0.0	0.0	2	0.8882	0.9375	0.9122	144	0.9588	0.9532	0.9560	171	0.375	1.0	0.5455	3	0.9303	0.9834	0.9561	421	1.0	0.8980	0.9462	49	0.9455	0.9898	0.9672	491	0.7143	0.4545	0.5556	11	0.8952	0.9353	0.9148	0.9875
0.0225	2.51	33500	0.0607	0.9259	0.9615	0.9434	52	0.875	1.0	0.9333	7	0.7949	0.9538	0.8671	65	0.875	1.0	0.9333	7	0.8733	0.9369	0.9040	206	0.8696	0.9302	0.8989	43	0.8641	0.9007	0.8820	1652	0.0	0.0	0.0	2	0.8616	0.9514	0.9043	144	0.9412	0.9357	0.9384	171	0.3333	1.0	0.5	3	0.9281	0.9810	0.9538	421	0.8868	0.9592	0.9216	49	0.9365	0.9919	0.9634	491	0.4545	0.4545	0.4545	11	0.8844	0.9323	0.9077	0.9876
0.0276	2.55	34000	0.0603	0.8909	0.9423	0.9159	52	0.875	1.0	0.9333	7	0.775	0.9538	0.8552	65	0.6667	0.8571	0.75	7	0.8894	0.9369	0.9125	206	0.9111	0.9535	0.9318	43	0.8661	0.9201	0.8923	1652	0.0	0.0	0.0	2	0.8688	0.9653	0.9145	144	0.9649	0.9649	0.9649	171	0.1667	1.0	0.2857	3	0.9649	0.9786	0.9717	421	0.9020	0.9388	0.92	49	0.9222	0.9898	0.9548	491	0.4545	0.4545	0.4545	11	0.8868	0.9428	0.9140	0.9877
0.0291	2.59	34500	0.0605	0.9074	0.9423	0.9245	52	0.875	1.0	0.9333	7	0.8378	0.9538	0.8921	65	0.75	0.8571	0.8000	7	0.9091	0.9223	0.9157	206	0.9524	0.9302	0.9412	43	0.8707	0.9213	0.8953	1652	0.0	0.0	0.0	2	0.8947	0.9444	0.9189	144	0.9758	0.9415	0.9583	171	0.25	1.0	0.4	3	0.9448	0.9762	0.9603	421	0.9787	0.9388	0.9583	49	0.8952	0.9919	0.9411	491	0.2632	0.4545	0.3333	11	0.8885	0.9401	0.9136	0.9881
0.0264	2.62	35000	0.0616	0.9074	0.9423	0.9245	52	0.875	1.0	0.9333	7	0.8493	0.9538	0.8986	65	0.75	0.8571	0.8000	7	0.9019	0.9369	0.9190	206	0.8913	0.9535	0.9213	43	0.8694	0.9310	0.8992	1652	0.0	0.0	0.0	2	0.8782	0.9514	0.9133	144	0.9422	0.9532	0.9477	171	0.25	1.0	0.4	3	0.9258	0.9786	0.9515	421	0.8679	0.9388	0.9020	49	0.9272	0.9857	0.9556	491	0.1852	0.4545	0.2632	11	0.8837	0.9465	0.9140	0.9875
0.0343	2.66	35500	0.0595	0.7083	0.9808	0.8226	52	0.6667	0.8571	0.75	7	0.7949	0.9538	0.8671	65	0.7143	0.7143	0.7143	7	0.8858	0.9417	0.9129	206	0.9091	0.9302	0.9195	43	0.8556	0.9110	0.8824	1652	0.0	0.0	0.0	2	0.8616	0.9514	0.9043	144	0.9270	0.9649	0.9456	171	1.0	1.0	1.0	3	0.9388	0.9834	0.9606	421	0.8868	0.9592	0.9216	49	0.8919	0.9919	0.9392	491	0.625	0.4545	0.5263	11	0.8728	0.9389	0.9046	0.9871
0.0284	2.7	36000	0.0569	0.9074	0.9423	0.9245	52	0.5385	1.0	0.7000	7	0.8052	0.9538	0.8732	65	0.5556	0.7143	0.6250	7	0.9143	0.9320	0.9231	206	0.9070	0.9070	0.9070	43	0.8724	0.9189	0.8950	1652	0.0	0.0	0.0	2	0.9145	0.9653	0.9392	144	0.9540	0.9708	0.9623	171	0.15	1.0	0.2609	3	0.9605	0.9810	0.9706	421	0.8364	0.9388	0.8846	49	0.8907	0.9959	0.9404	491	0.625	0.4545	0.5263	11	0.8865	0.9425	0.9137	0.9878
0.0377	2.74	36500	0.0554	0.7083	0.9808	0.8226	52	0.5833	1.0	0.7368	7	0.7654	0.9538	0.8493	65	0.875	1.0	0.9333	7	0.8981	0.9417	0.9194	206	0.9091	0.9302	0.9195	43	0.8700	0.9237	0.8961	1652	0.0	0.0	0.0	2	0.9205	0.9653	0.9424	144	0.9540	0.9708	0.9623	171	0.25	1.0	0.4	3	0.9063	0.9881	0.9455	421	0.9020	0.9388	0.92	49	0.8825	0.9939	0.9349	491	0.4545	0.4545	0.4545	11	0.8755	0.9477	0.9101	0.9883
0.0316	2.77	37000	0.0562	0.6711	0.9808	0.7969	52	0.875	1.0	0.9333	7	0.8052	0.9538	0.8732	65	0.6667	0.8571	0.75	7	0.9143	0.9320	0.9231	206	0.9524	0.9302	0.9412	43	0.8721	0.9243	0.8974	1652	0.0	0.0	0.0	2	0.9026	0.9653	0.9329	144	0.9653	0.9766	0.9709	171	0.2143	1.0	0.3529	3	0.9202	0.9857	0.9518	421	0.8070	0.9388	0.8679	49	0.8954	0.9939	0.9421	491	0.5	0.4545	0.4762	11	0.8801	0.9471	0.9123	0.9885
0.0454	2.81	37500	0.0555	0.8333	0.9615	0.8929	52	0.5	1.0	0.6667	7	0.8052	0.9538	0.8732	65	0.6667	0.8571	0.75	7	0.9023	0.9417	0.9216	206	0.8696	0.9302	0.8989	43	0.8782	0.9249	0.9009	1652	0.0	0.0	0.0	2	0.8642	0.9722	0.9150	144	0.9337	0.9883	0.9602	171	0.2143	1.0	0.3529	3	0.9498	0.9881	0.9686	421	0.94	0.9592	0.9495	49	0.8954	0.9939	0.9421	491	0.3125	0.4545	0.3704	11	0.8845	0.9492	0.9157	0.9881
0.0445	2.85	38000	0.0521	0.8889	0.9231	0.9057	52	0.5385	1.0	0.7000	7	0.8493	0.9538	0.8986	65	0.875	1.0	0.9333	7	0.9019	0.9369	0.9190	206	0.8511	0.9302	0.8889	43	0.8769	0.9183	0.8971	1652	0.0	0.0	0.0	2	0.8797	0.9653	0.9205	144	0.9767	0.9825	0.9796	171	0.25	1.0	0.4	3	0.9243	0.9857	0.9540	421	0.8103	0.9592	0.8785	49	0.8954	0.9939	0.9421	491	0.3125	0.4545	0.3704	11	0.8845	0.9443	0.9134	0.9884
0.0379	2.89	38500	0.0524	0.8727	0.9231	0.8972	52	0.875	1.0	0.9333	7	0.8611	0.9538	0.9051	65	0.875	1.0	0.9333	7	0.9147	0.9369	0.9257	206	0.8696	0.9302	0.8989	43	0.8903	0.9183	0.9041	1652	0.0	0.0	0.0	2	0.8742	0.9653	0.9175	144	0.9711	0.9825	0.9767	171	0.2308	1.0	0.375	3	0.9101	0.9857	0.9464	421	0.8214	0.9388	0.8762	49	0.9067	0.9898	0.9464	491	0.3571	0.4545	0.4	11	0.8932	0.9434	0.9176	0.9885
0.0372	2.92	39000	0.0514	0.8889	0.9231	0.9057	52	0.875	1.0	0.9333	7	0.8378	0.9538	0.8921	65	0.875	1.0	0.9333	7	0.9279	0.9369	0.9324	206	0.8333	0.9302	0.8791	43	0.8857	0.9195	0.9023	1652	0.0	0.0	0.0	2	0.8910	0.9653	0.9267	144	0.9767	0.9825	0.9796	171	0.3333	1.0	0.5	3	0.9141	0.9857	0.9486	421	0.8545	0.9592	0.9038	49	0.9120	0.9919	0.9502	491	0.3333	0.4545	0.3846	11	0.8946	0.9446	0.9189	0.9886
0.0263	2.96	39500	0.0515	0.8889	0.9231	0.9057	52	0.875	1.0	0.9333	7	0.8378	0.9538	0.8921	65	0.875	1.0	0.9333	7	0.9190	0.9369	0.9279	206	0.8511	0.9302	0.8889	43	0.8868	0.9201	0.9031	1652	0.0	0.0	0.0	2	0.8910	0.9653	0.9267	144	0.9825	0.9825	0.9825	171	0.3	1.0	0.4615	3	0.9326	0.9857	0.9584	421	0.8868	0.9592	0.9216	49	0.9137	0.9919	0.9512	491	0.3571	0.4545	0.4	11	0.8982	0.9449	0.9210	0.9885
0.0242	3.0	40000	0.0518	0.8889	0.9231	0.9057	52	0.875	1.0	0.9333	7	0.8267	0.9538	0.8857	65	0.875	1.0	0.9333	7	0.9190	0.9369	0.9279	206	0.8696	0.9302	0.8989	43	0.8827	0.9201	0.9010	1652	0.0	0.0	0.0	2	0.8688	0.9653	0.9145	144	0.9825	0.9825	0.9825	171	0.2727	1.0	0.4286	3	0.9220	0.9834	0.9517	421	0.9038	0.9592	0.9307	49	0.9086	0.9919	0.9484	491	0.3846	0.4545	0.4167	11	0.8933	0.9446	0.9183	0.9885

Framework versions

Transformers 4.24.0
Pytorch 1.12.1+cu113
Datasets 2.6.1
Tokenizers 0.13.1

Task: Token Classification
Library: transformers
Type: bert
License: apache-2.0
Created: Nov 7, 2022
Updated: Nov 7, 2022