finetune-electra

cynthiachan/finetune-electra

finetune-electra 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. --

Downloads · 30 days

3% of all-time downloads

All-time downloads

315

Public

Repo size

871 MB

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.bin436 MB · 100%

At a glance

Task: Token Classification
Library: transformers
License: apache-2.0
Model type: electra
Access: Public
Created: Nov 16, 2022
Updated: Nov 16, 2022
SHA: d6b65ffc

Try a prompt

Datasets

cynthiachan/FeedRef2022

Model card

From the Hugging Face model README

training

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

Loss: 0.0884
Attackid Precision: 0.7429
Attackid Recall: 1.0
Attackid F1: 0.8525
Attackid Number: 52
Bitcoinaddr Precision: 0.875
Bitcoinaddr Recall: 1.0
Bitcoinaddr F1: 0.9333
Bitcoinaddr Number: 7
Cve Precision: 0.9118
Cve Recall: 0.9538
Cve F1: 0.9323
Cve Number: 65
Defenderthreat Precision: 0.7143
Defenderthreat Recall: 0.7143
Defenderthreat F1: 0.7143
Defenderthreat Number: 7
Domain Precision: 0.9029
Domain Recall: 0.9029
Domain F1: 0.9029
Domain Number: 206
Email Precision: 0.8913
Email Recall: 0.9535
Email F1: 0.9213
Email Number: 43
Filepath Precision: 0.8909
Filepath Recall: 0.9129
Filepath F1: 0.9018
Filepath Number: 1654
Fingerprint Precision: 0.0
Fingerprint Recall: 0.0
Fingerprint F1: 0.0
Fingerprint Number: 2
Hostname Precision: 0.8679
Hostname Recall: 0.9583
Hostname F1: 0.9109
Hostname Number: 144
Ipv4 Precision: 0.9497
Ipv4 Recall: 0.9942
Ipv4 F1: 0.9714
Ipv4 Number: 171
Ipv6 Precision: 0.75
Ipv6 Recall: 1.0
Ipv6 F1: 0.8571
Ipv6 Number: 3
Md5 Precision: 0.8503
Md5 Recall: 0.9715
Md5 F1: 0.9069
Md5 Number: 421
Sha1 Precision: 0.3333
Sha1 Recall: 0.1224
Sha1 F1: 0.1791
Sha1 Number: 49
Sha256 Precision: 0.8954
Sha256 Recall: 0.9939
Sha256 F1: 0.9421
Sha256 Number: 491
Uri Precision: 0.5455
Uri Recall: 0.5455
Uri F1: 0.5455
Uri Number: 11
Overall Precision: 0.8816
Overall Recall: 0.9269
Overall F1: 0.9037
Overall Accuracy: 0.9764

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	Attackid F1	Attackid Number	Attackid Precision	Attackid Recall	Bitcoinaddr F1	Bitcoinaddr Number	Bitcoinaddr Precision	Bitcoinaddr Recall	Cve F1	Cve Number	Cve Precision	Cve Recall	Defenderthreat F1	Defenderthreat Number	Defenderthreat Precision	Defenderthreat Recall	Domain F1	Domain Number	Domain Precision	Domain Recall	Email F1	Email Number	Email Precision	Email Recall	Filepath F1	Filepath Number	Filepath Precision	Filepath Recall	Fingerprint F1	Fingerprint Number	Hostname F1	Hostname Number	Hostname Precision	Hostname Recall	Ipv4 F1	Ipv4 Number	Ipv4 Precision	Ipv4 Recall	Ipv6 F1	Ipv6 Number	Ipv6 Precision	Ipv6 Recall	Validation Loss	Md5 F1	Md5 Number	Md5 Precision	Md5 Recall	Overall Accuracy	Overall F1	Overall Precision	Overall Recall	Sha1 F1	Sha1 Number	Sha1 Precision	Sha1 Recall	Sha256 F1	Sha256 Number	Sha256 Precision	Sha256 Recall	Uri F1	Uri Number	Uri Precision	Uri Recall
0.4838	0.04	500	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	0.0	0.0	0.4518	1654	0.3605	0.6052	0.0	2	0.0	144	0.0	0.0	0.0	171	0.0	0.0	0.0	3	0.0	0.0	0.3340	0.5549	421	0.4253	0.7981	0.9215	0.4469	0.3813	0.5397	0.0	49	0.0	0.0	0.6464	491	0.4946	0.9328	0.0	11	0.0	0.0
0.2922	0.07	1000	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	0.0	0.0	0.3753	1654	0.3452	0.4111	0.0	2	0.0	144	0.0	0.0	0.0	171	0.0	0.0	0.0	3	0.0	0.0	0.3040	0.5829	421	0.4502	0.8266	0.9316	0.4377	0.4315	0.4441	0.0	49	0.0	0.0	0.7682	491	0.6622	0.9145	0.0	11	0.0	0.0
0.2461	0.11	1500	0.0	52	0.0	0.0	0.0	7	0.0	0.0	0.4380	65	0.4167	0.4615	0.0	7	0.0	0.0	0.0	206	0.0	0.0	0.0	43	0.0	0.0	0.5587	1654	0.4524	0.7304	0.0	2	0.1799	144	0.1429	0.2431	0.7196	171	0.6570	0.7953	0.0	3	0.0	0.0	0.2397	0.6929	421	0.6417	0.7530	0.9433	0.5597	0.4860	0.6597	0.0	49	0.0	0.0	0.7423	491	0.6078	0.9532	0.0	11	0.0	0.0
0.2191	0.15	2000	0.2020	52	0.2128	0.1923	0.0	7	0.0	0.0	0.7561	65	0.6263	0.9538	0.0	7	0.0	0.0	0.2556	206	0.1842	0.4175	0.0	43	0.0	0.0	0.6178	1654	0.5266	0.7473	0.0	2	0.0138	144	0.0138	0.0139	0.6541	171	0.5472	0.8129	0.0	3	0.0	0.0	0.1817	0.4803	421	0.3714	0.6793	0.9474	0.5668	0.4805	0.6909	0.0	49	0.0	0.0	0.8332	491	0.7294	0.9715	0.0	11	0.0	0.0
0.2037	0.19	2500	0.2642	52	0.2593	0.2692	0.0	7	0.0	0.0	0.6310	65	0.5146	0.8154	0.0	7	0.0	0.0	0.5358	206	0.7478	0.4175	0.0	43	0.0	0.0	0.6421	1654	0.6171	0.6693	0.0	2	0.4279	144	0.3333	0.5972	0.4890	171	0.3720	0.7135	0.0	3	0.0	0.0	0.2241	0.6914	421	0.5759	0.8646	0.9481	0.6376	0.5895	0.6942	0.0	49	0.0	0.0	0.8488	491	0.7536	0.9715	0.0	11	0.0	0.0
0.2001	0.22	3000	0.6984	52	0.5946	0.8462	0.0	7	0.0	0.0	0.7394	65	0.61	0.9385	0.0	7	0.0	0.0	0.5233	206	0.4816	0.5728	0.0	43	0.0	0.0	0.6453	1654	0.5858	0.7183	0.0	2	0.7219	144	0.6899	0.7569	0.7003	171	0.6408	0.7719	0.0	3	0.0	0.0	0.1874	0.7059	421	0.5815	0.8979	0.9516	0.6627	0.5976	0.7438	0.0	49	0.0	0.0	0.8346	491	0.7749	0.9043	0.0	11	0.0	0.0
0.1862	0.26	3500	0.6813	52	0.7949	0.5962	0.0	7	0.0	0.0	0.5286	65	0.3704	0.9231	0.0	7	0.0	0.0	0.6460	206	0.6906	0.6068	0.0	43	0.0	0.0	0.6589	1654	0.6483	0.6699	0.0	2	0.5817	144	0.4449	0.8403	0.7288	171	0.7049	0.7544	0.0	3	0.0	0.0	0.2125	0.7755	421	0.6895	0.8860	0.9491	0.6779	0.6292	0.7348	0.2609	49	0.1778	0.4898	0.8262	491	0.7232	0.9633	0.0	11	0.0	0.0
0.1909	0.3	4000	0.7167	52	0.6324	0.8269	0.0	7	0.0	0.0	0.7152	65	0.6279	0.8308	0.0	7	0.0	0.0	0.5940	206	0.6770	0.5291	0.0	43	0.0	0.0	0.6678	1654	0.6493	0.6874	0.0	2	0.6475	144	0.5188	0.8611	0.6435	171	0.5121	0.8655	0.0	3	0.0	0.0	0.1947	0.6991	421	0.6817	0.7173	0.9556	0.6856	0.6552	0.7189	0.0	49	0.0	0.0	0.8713	491	0.7940	0.9654	0.0	11	0.0	0.0
0.1851	0.34	4500	0.6875	52	0.5789	0.8462	0.0	7	0.0	0.0	0.8267	65	0.7294	0.9538	0.0	7	0.0	0.0	0.6075	206	0.5592	0.6650	0.0	43	0.0	0.0	0.6912	1654	0.6248	0.7733	0.0	2	0.7442	144	0.7134	0.7778	0.8380	171	0.8021	0.8772	0.0	3	0.0	0.0	0.1724	0.8067	421	0.7616	0.8575	0.9562	0.7281	0.6768	0.7877	0.0	49	0.0	0.0	0.8756	491	0.7997	0.9674	0.0	11	0.0	0.0
0.1612	0.37	5000	0.6711	52	0.51	0.9808	0.0	7	0.0	0.0	0.7006	65	0.5536	0.9538	0.0	7	0.0	0.0	0.6253	206	0.5451	0.7330	0.0	43	0.0	0.0	0.6994	1654	0.6089	0.8216	0.0	2	0.6373	144	0.4924	0.9028	0.7816	171	0.6680	0.9415	0.0	3	0.0	0.0	0.1733	0.7064	421	0.5813	0.9002	0.9513	0.7002	0.6031	0.8346	0.0	49	0.0	0.0	0.8180	491	0.7	0.9837	0.0	11	0.0	0.0
0.1593	0.41	5500	0.7969	52	0.6711	0.9808	0.0	7	0.0	0.0	0.8158	65	0.7126	0.9538	0.0	7	0.0	0.0	0.7007	206	0.6711	0.7330	0.0	43	0.0	0.0	0.7194	1654	0.6983	0.7418	0.0	2	0.7873	144	0.7251	0.8611	0.8845	171	0.8533	0.9181	0.0	3	0.0	0.0	0.1577	0.8013	421	0.725	0.8955	0.9599	0.7550	0.7259	0.7865	0.0	49	0.0	0.0	0.8964	491	0.8475	0.9511	0.0	11	0.0	0.0
0.1677	0.45	6000	0.8	52	0.6667	1.0	0.0	7	0.0	0.0	0.8378	65	0.7470	0.9538	0.0	7	0.0	0.0	0.6792	206	0.5949	0.7913	0.0	43	0.0	0.0	0.7040	1654	0.6612	0.7527	0.0	2	0.7892	144	0.6968	0.9097	0.8943	171	0.8333	0.9649	0.0	3	0.0	0.0	0.1656	0.7197	421	0.6507	0.8052	0.9576	0.7297	0.6752	0.7937	0.0	49	0.0	0.0	0.8496	491	0.7477	0.9837	0.0	11	0.0	0.0
0.1461	0.49	6500	0.7723	52	0.7959	0.75	0.0	7	0.0	0.0	0.8252	65	0.7564	0.9077	0.0	7	0.0	0.0	0.7281	206	0.7097	0.7476	0.5185	43	0.4308	0.6512	0.6906	1654	0.6619	0.7219	0.0	2	0.7188	144	0.6534	0.7986	0.7886	171	0.7709	0.8070	0.0	3	0.0	0.0	0.1581	0.7582	421	0.7055	0.8195	0.9597	0.7316	0.6986	0.7679	0.0	49	0.0	0.0	0.8844	491	0.8047	0.9817	0.0	11	0.0	0.0
0.1524	0.52	7000	0.8361	52	0.7286	0.9808	0.0	7	0.0	0.0	0.8079	65	0.7093	0.9385	0.0	7	0.0	0.0	0.7543	206	0.7716	0.7379	0.6538	43	0.5574	0.7907	0.7026	1654	0.6921	0.7134	0.0	2	0.8188	144	0.7922	0.8472	0.8176	171	0.8225	0.8129	0.0	3	0.0	0.0	0.1540	0.8055	421	0.7770	0.8361	0.9608	0.7532	0.7339	0.7736	0.0	49	0.0	0.0	0.8748	491	0.7889	0.9817	0.0	11	0.0	0.0
0.131	0.56	7500	0.7434	52	0.6885	0.8077	0.0	7	0.0	0.0	0.8276	65	0.75	0.9231	0.0	7	0.0	0.0	0.7913	206	0.7913	0.7913	0.5620	43	0.4359	0.7907	0.7632	1654	0.7282	0.8017	0.0	2	0.7251	144	0.6417	0.8333	0.8588	171	0.8466	0.8713	0.0	3	0.0	0.0	0.1551	0.8333	421	0.7923	0.8789	0.9594	0.7717	0.7216	0.8292	0.3644	49	0.2330	0.8367	0.8539	491	0.7947	0.9226	0.0	11	0.0	0.0
0.1221	0.6	8000	0.8264	52	0.7246	0.9615	0.0	7	0.0	0.0	0.6713	65	0.6154	0.7385	0.0	7	0.0	0.0	0.7599	206	0.7309	0.7913	0.6271	43	0.4933	0.8605	0.7447	1654	0.6826	0.8192	0.0	2	0.8333	144	0.8013	0.8681	0.8514	171	0.8324	0.8713	0.0	3	0.0	0.0	0.1619	0.7877	421	0.6931	0.9121	0.9620	0.7701	0.7117	0.8388	0.0	49	0.0	0.0	0.8773	491	0.7970	0.9756	0.0	11	0.0	0.0
0.1528	0.64	8500	0.8785	52	0.8545	0.9038	0.0	7	0.0	0.0	0.8143	65	0.76	0.8769	0.0	7	0.0	0.0	0.7364	206	0.6923	0.7864	0.7222	43	0.6	0.9070	0.6920	1654	0.7415	0.6487	0.0	2	0.8228	144	0.7558	0.9028	0.8363	171	0.8363	0.8363	0.0	3	0.0	0.0	0.1630	0.8562	421	0.8067	0.9121	0.9601	0.7623	0.7663	0.7583	0.0	49	0.0	0.0	0.8985	491	0.8212	0.9919	0.0	11	0.0	0.0
0.1591	0.67	9000	0.8364	52	0.7931	0.8846	0.0	7	0.0	0.0	0.8435	65	0.7561	0.9538	0.0	7	0.0	0.0	0.7724	206	0.8162	0.7330	0.6804	43	0.6111	0.7674	0.7192	1654	0.7379	0.7013	0.0	2	0.8217	144	0.7588	0.8958	0.9123	171	0.9123	0.9123	0.0	3	0.0	0.0	0.1433	0.8062	421	0.7589	0.8599	0.9616	0.7673	0.7576	0.7772	0.0	49	0.0	0.0	0.8998	491	0.8262	0.9878	0.0299	11	0.0179	0.0909
0.1295	0.71	9500	0.8430	52	0.7391	0.9808	0.0	7	0.0	0.0	0.7898	65	0.6739	0.9538	0.0	7	0.0	0.0	0.7873	206	0.7931	0.7816	0.6491	43	0.5211	0.8605	0.7527	1654	0.7046	0.8077	0.0	2	0.7479	144	0.6316	0.9167	0.8827	171	0.8449	0.9240	0.0	3	0.0	0.0	0.1468	0.7941	421	0.7119	0.8979	0.9601	0.7733	0.7091	0.8503	0.4943	49	0.344	0.8776	0.8864	491	0.8283	0.9532	0.0784	11	0.05	0.1818
0.1367	0.75	10000	0.784	52	0.6712	0.9423	0.0	7	0.0	0.0	0.8333	65	0.7595	0.9231	0.0	7	0.0	0.0	0.8019	206	0.7981	0.8058	0.7308	43	0.6230	0.8837	0.7757	1654	0.7819	0.7696	0.0	2	0.8505	144	0.8153	0.8889	0.9258	171	0.9398	0.9123	0.0	3	0.0	0.0	0.1565	0.7971	421	0.8010	0.7933	0.9633	0.8010	0.7937	0.8085	0.0	49	0.0	0.0	0.8915	491	0.8124	0.9878	0.0	11	0.0	0.0
0.133	0.79	10500	0.8125	52	0.6842	1.0	0.0	7	0.0	0.0	0.8414	65	0.7625	0.9385	0.0	7	0.0	0.0	0.8092	206	0.7686	0.8544	0.7170	43	0.6032	0.8837	0.7543	1654	0.6934	0.8271	0.0	2	0.8553	144	0.8125	0.9028	0.8958	171	0.8641	0.9298	0.0	3	0.0	0.0	0.1432	0.8186	421	0.7660	0.8789	0.9631	0.7788	0.7204	0.8476	0.0	49	0.0	0.0	0.8696	491	0.8113	0.9369	0.1020	11	0.0575	0.4545
0.1322	0.82	11000	0.8793	52	0.7969	0.9808	0.0	7	0.0	0.0	0.8108	65	0.7229	0.9231	0.0	7	0.0	0.0	0.7773	206	0.7308	0.8301	0.8	43	0.7018	0.9302	0.7871	1654	0.7350	0.8470	0.0	2	0.8036	144	0.7031	0.9375	0.9452	171	0.9318	0.9591	0.0	3	0.0	0.0	0.1262	0.8238	421	0.7447	0.9216	0.9678	0.8081	0.7552	0.8689	0.0	49	0.0	0.0	0.8881	491	0.8136	0.9776	0.0	11	0.0	0.0
0.1203	0.86	11500	0.8246	52	0.7581	0.9038	0.1538	7	0.1667	0.1429	0.0380	65	0.0323	0.0462	0.0	7	0.0	0.0	0.7855	206	0.8398	0.7379	0.7767	43	0.6667	0.9302	0.7845	1654	0.7177	0.8652	0.0	2	0.8632	144	0.8723	0.8542	0.9302	171	0.9249	0.9357	0.0	3	0.0	0.0	0.1293	0.8108	421	0.7179	0.9311	0.9637	0.7848	0.7303	0.8482	0.0	49	0.0	0.0	0.8605	491	0.7789	0.9613	0.0	11	0.0	0.0
0.1256	0.9	12000	0.7656	52	0.6447	0.9423	0.0	7	0.0	0.0	0.8026	65	0.7011	0.9385	0.0	7	0.0	0.0	0.8038	206	0.7925	0.8155	0.8454	43	0.7593	0.9535	0.7964	1654	0.7374	0.8658	0.0	2	0.8317	144	0.7925	0.875	0.8061	171	0.8365	0.7778	0.0	3	0.0	0.0	0.1337	0.8106	421	0.7341	0.9050	0.9656	0.8035	0.7511	0.8638	0.0	49	0.0	0.0	0.9072	491	0.8478	0.9756	0.1	11	0.0612	0.2727
0.1086	0.94	12500	0.7402	52	0.6267	0.9038	0.0	7	0.0	0.0	0.8841	65	0.8356	0.9385	0.0	7	0.0	0.0	0.6348	206	0.4895	0.9029	0.7664	43	0.6406	0.9535	0.7682	1654	0.7824	0.7545	0.0	2	0.7532	144	0.7073	0.8056	0.8500	171	0.8095	0.8947	0.0	3	0.0	0.0	0.1238	0.8212	421	0.7301	0.9382	0.9660	0.7841	0.7498	0.8217	0.0	49	0.0	0.0	0.9248	491	0.8679	0.9898	0.0	11	0.0	0.0
0.1293	0.97	13000	0.6753	52	0.5098	1.0	0.0	7	0.0	0.0	0.8435	65	0.7561	0.9538	0.0	7	0.0	0.0	0.8146	206	0.8814	0.7573	0.9130	43	0.8571	0.9767	0.8032	1654	0.7451	0.8712	0.0	2	0.8131	144	0.7702	0.8611	0.8947	171	0.8947	0.8947	0.0	3	0.0	0.0	0.1244	0.8307	421	0.8013	0.8622	0.9657	0.8167	0.7742	0.8641	0.0	49	0.0	0.0	0.8957	491	0.8250	0.9796	0.0	11	0.0	0.0
0.1241	1.01	13500	0.7313	52	0.5976	0.9423	0.6667	7	0.625	0.7143	0.8252	65	0.7564	0.9077	0.0	7	0.0	0.0	0.7291	206	0.6182	0.8883	0.7	43	0.5455	0.9767	0.7856	1654	0.7619	0.8108	0.0	2	0.7322	144	0.6036	0.9306	0.9116	171	0.8639	0.9649	0.0	3	0.0	0.0	0.1378	0.8284	421	0.7476	0.9287	0.9656	0.7927	0.7416	0.8515	0.0	49	0.0	0.0	0.8767	491	0.8206	0.9409	0.0667	11	0.0526	0.0909
0.1054	1.05	14000	0.8246	52	0.7581	0.9038	0.5714	7	0.5714	0.5714	0.8971	65	0.8592	0.9385	0.0	7	0.0	0.0	0.8244	206	0.8284	0.8204	0.8125	43	0.7358	0.9070	0.8384	1654	0.8242	0.8531	0.0	2	0.8771	144	0.8408	0.9167	0.9419	171	0.9364	0.9474	0.0	3	0.0	0.0	0.1249	0.8615	421	0.8016	0.9311	0.9682	0.8454	0.8217	0.8704	0.0	49	0.0	0.0	0.8803	491	0.8034	0.9735	0.0	11	0.0	0.0
0.1056	1.09	14500	0.9072	52	0.9778	0.8462	0.8571	7	0.8571	0.8571	0.8732	65	0.8052	0.9538	0.0	7	0.0	0.0	0.8067	206	0.7934	0.8204	0.8511	43	0.7843	0.9302	0.8215	1654	0.7854	0.8609	0.0	2	0.8428	144	0.7701	0.9306	0.9486	171	0.9274	0.9708	0.0	3	0.0	0.0	0.1260	0.8291	421	0.7534	0.9216	0.9661	0.8303	0.7811	0.8860	0.4719	49	0.3256	0.8571	0.8897	491	0.8281	0.9613	0.0	11	0.0	0.0
0.1116	1.12	15000	0.8247	52	0.8889	0.7692	0.0	7	0.0	0.0	0.7568	65	0.6747	0.8615	0.0	7	0.0	0.0	0.8198	206	0.8342	0.8058	0.8182	43	0.8	0.8372	0.8216	1654	0.8347	0.8089	0.0	2	0.8050	144	0.7356	0.8889	0.9593	171	0.9538	0.9649	0.0	3	0.0	0.0	0.1224	0.8476	421	0.7561	0.9644	0.9677	0.8337	0.8222	0.8455	0.0	49	0.0	0.0	0.9208	491	0.8752	0.9715	0.0	11	0.0	0.0
0.0975	1.16	15500	0.8364	52	0.7931	0.8846	0.0	7	0.0	0.0	0.3143	65	0.2933	0.3385	0.0	7	0.0	0.0	0.7268	206	0.7304	0.7233	0.7957	43	0.74	0.8605	0.8158	1654	0.7509	0.8930	0.0	2	0.8535	144	0.7882	0.9306	0.9352	171	0.9022	0.9708	0.0	3	0.0	0.0	0.1240	0.8531	421	0.7871	0.9311	0.9687	0.8185	0.7692	0.8746	0.0	49	0.0	0.0	0.9291	491	0.8770	0.9878	0.0588	11	0.0435	0.0909
0.1192	1.2	16000	0.8462	52	0.8462	0.8462	0.0	7	0.0	0.0	0.8116	65	0.7671	0.8615	0.0	7	0.0	0.0	0.8107	206	0.8994	0.7379	0.7955	43	0.7778	0.8140	0.8397	1654	0.8308	0.8489	0.0	2	0.8446	144	0.8224	0.8681	0.8443	171	0.7692	0.9357	0.0	3	0.0	0.0	0.1201	0.8310	421	0.7598	0.9169	0.9672	0.8356	0.8156	0.8566	0.0	49	0.0	0.0	0.8960	491	0.8171	0.9919	0.0	11	0.0	0.0
0.0867	1.24	16500	0.8491	52	0.8333	0.8654	0.5	7	0.4444	0.5714	0.8493	65	0.7654	0.9538	0.0	7	0.0	0.0	0.8235	206	0.8317	0.8155	0.8764	43	0.8478	0.9070	0.8426	1654	0.8250	0.8609	0.0	2	0.8552	144	0.8301	0.8819	0.9540	171	0.9379	0.9708	0.0	3	0.0	0.0	0.1170	0.8301	421	0.7982	0.8646	0.9691	0.8431	0.8193	0.8683	0.0	49	0.0	0.0	0.9117	491	0.8464	0.9878	0.1455	11	0.0909	0.3636
0.0997	1.27	17000	0.9273	52	0.8793	0.9808	0.4615	7	0.3158	0.8571	0.7470	65	0.6139	0.9538	0.0	7	0.0	0.0	0.7937	206	0.8721	0.7282	0.8889	43	0.8511	0.9302	0.8287	1654	0.7815	0.8821	0.0	2	0.8400	144	0.8077	0.875	0.8783	171	0.8019	0.9708	0.0	3	0.0	0.0	0.1082	0.8543	421	0.7876	0.9335	0.9676	0.8368	0.7948	0.8836	0.0	49	0.0	0.0	0.9275	491	0.8725	0.9898	0.0	11	0.0	0.0
0.1193	1.31	17500	0.7597	52	0.6364	0.9423	0.1667	7	0.2	0.1429	0.8435	65	0.7561	0.9538	0.0	7	0.0	0.0	0.8305	206	0.8408	0.8204	0.8889	43	0.8511	0.9302	0.8410	1654	0.7844	0.9063	0.0	2	0.8746	144	0.8144	0.9444	0.9366	171	0.8854	0.9942	0.0	3	0.0	0.0	0.1099	0.8435	421	0.7776	0.9216	0.9679	0.8319	0.7695	0.9053	0.1089	49	0.0719	0.2245	0.9196	491	0.8587	0.9898	0.0	11	0.0	0.0
0.1111	1.35	18000	0.8182	52	0.7759	0.8654	0.8750	7	0.7778	1.0	0.8267	65	0.7294	0.9538	0.0	7	0.0	0.0	0.8505	206	0.8198	0.8835	0.8817	43	0.82	0.9535	0.8304	1654	0.7952	0.8688	0.0	2	0.8202	144	0.7514	0.9028	0.8689	171	0.7752	0.9883	0.0	3	0.0	0.0	0.1014	0.8722	421	0.7852	0.9810	0.9702	0.8285	0.7715	0.8945	0.0	49	0.0	0.0	0.9166	491	0.8490	0.9959	0.0	11	0.0	0.0
0.1104	1.39	18500	0.8868	52	0.8704	0.9038	0.8571	7	0.8571	0.8571	0.9104	65	0.8841	0.9385	0.0	7	0.0	0.0	0.8403	206	0.8507	0.8301	0.8989	43	0.8696	0.9302	0.8186	1654	0.8161	0.8210	0.0	2	0.8682	144	0.8084	0.9375	0.9278	171	0.8836	0.9766	0.0	3	0.0	0.0	0.1038	0.8550	421	0.7853	0.9382	0.9711	0.8429	0.8244	0.8623	0.0	49	0.0	0.0	0.9216	491	0.8592	0.9939	0.0	11	0.0	0.0
0.0865	1.42	19000	0.7846	52	0.6538	0.9808	0.8571	7	0.8571	0.8571	0.7755	65	0.6951	0.8769	0.0	7	0.0	0.0	0.8765	206	0.8744	0.8786	0.8864	43	0.8667	0.9070	0.8394	1654	0.7790	0.9099	0.0	2	0.8932	144	0.8364	0.9583	0.9548	171	0.9235	0.9883	0.0	3	0.0	0.0	0.1109	0.8862	421	0.8215	0.9620	0.9677	0.8496	0.7931	0.9149	0.0	49	0.0	0.0	0.9276	491	0.8712	0.9919	0.1031	11	0.0581	0.4545
0.1138	1.46	19500	0.9107	52	0.85	0.9808	0.6250	7	0.5556	0.7143	0.8939	65	0.8806	0.9077	0.0	7	0.0	0.0	0.8419	206	0.8080	0.8786	0.8261	43	0.7755	0.8837	0.8348	1654	0.8044	0.8676	0.0	2	0.8824	144	0.8333	0.9375	0.9456	171	0.9270	0.9649	0.0	3	0.0	0.0	0.1022	0.8839	421	0.8337	0.9406	0.9710	0.8473	0.8093	0.8891	0.0	49	0.0	0.0	0.9322	491	0.8777	0.9939	0.1667	11	0.1081	0.3636
0.1199	1.5	20000	0.8793	52	0.7969	0.9808	0.9333	7	0.875	1.0	0.8921	65	0.8378	0.9538	0.0	7	0.0	0.0	0.8476	206	0.8318	0.8641	0.8602	43	0.8	0.9302	0.8380	1654	0.8184	0.8585	0.0	2	0.8662	144	0.8	0.9444	0.9057	171	0.84	0.9825	0.0	3	0.0	0.0	0.1024	0.8810	421	0.8091	0.9667	0.9701	0.8470	0.8077	0.8903	0.0	49	0.0	0.0	0.9349	491	0.8825	0.9939	0.0777	11	0.0435	0.3636
0.0921	1.54	20500	0.8762	52	0.8679	0.8846	0.7692	7	0.8333	0.7143	0.9323	65	0.9118	0.9538	0.0	7	0.0	0.0	0.8241	206	0.8182	0.8301	0.8043	43	0.7551	0.8605	0.8308	1654	0.8333	0.8283	0.0	2	0.8312	144	0.7557	0.9236	0.9162	171	0.8770	0.9591	0.0	3	0.0	0.0	0.1117	0.8518	421	0.7918	0.9216	0.9702	0.8307	0.8019	0.8617	0.0	49	0.0	0.0	0.9346	491	0.8852	0.9898	0.16	11	0.1026	0.3636
0.0958	1.57	21000	0.8387	52	0.7222	1.0	0.1538	7	0.1667	0.1429	0.9051	65	0.8611	0.9538	0.0	7	0.0	0.0	0.8333	206	0.8416	0.8252	0.8642	43	0.9211	0.8140	0.8512	1654	0.8093	0.8978	0.0	2	0.8318	144	0.7432	0.9444	0.9444	171	0.8995	0.9942	0.0	3	0.0	0.0	0.1141	0.8845	421	0.8169	0.9644	0.9704	0.8579	0.8162	0.9041	0.0	49	0.0	0.0	0.9354	491	0.8883	0.9878	0.1818	11	0.1136	0.4545
0.0986	1.61	21500	0.8293	52	0.7183	0.9808	0.8750	7	0.7778	1.0	0.8369	65	0.7763	0.9077	0.3226	7	0.2083	0.7143	0.8196	206	0.8736	0.7718	0.8333	43	0.7547	0.9302	0.8505	1654	0.8318	0.8700	0.0	2	0.8693	144	0.8210	0.9236	0.9507	171	0.9425	0.9591	0.2667	3	0.1667	0.6667	0.1108	0.8627	421	0.7968	0.9406	0.9708	0.8475	0.8125	0.8857	0.0	49	0.0	0.0	0.9446	491	0.9033	0.9898	0.5556	11	0.7143	0.4545
0.0959	1.65	22000	0.8189	52	0.6933	1.0	0.0	7	0.0	0.0	0.8421	65	0.8235	0.8615	0.0	7	0.0	0.0	0.8543	206	0.8693	0.8398	0.9195	43	0.9091	0.9302	0.8305	1654	0.8780	0.7878	0.0	2	0.8746	144	0.8144	0.9444	0.8689	171	0.8154	0.9298	0.3636	3	0.25	0.6667	0.1234	0.8681	421	0.8262	0.9145	0.9690	0.8460	0.8539	0.8382	0.0	49	0.0	0.0	0.9253	491	0.8833	0.9715	0.5556	11	0.7143	0.4545
0.0903	1.69	22500	0.8160	52	0.6986	0.9808	0.7143	7	0.7143	0.7143	0.8640	65	0.9	0.8308	0.0	7	0.0	0.0	0.8550	206	0.8657	0.8447	0.8352	43	0.7917	0.8837	0.8659	1654	0.8572	0.8748	0.0	2	0.8919	144	0.8684	0.9167	0.9595	171	0.9486	0.9708	0.0	3	0.0	0.0	0.1143	0.8739	421	0.8056	0.9549	0.9719	0.8719	0.8562	0.8882	0.0	49	0.0	0.0	0.9348	491	0.8955	0.9776	0.4545	11	0.4545	0.4545
0.1076	1.72	23000	0.8130	52	0.7042	0.9615	0.0	7	0.0	0.0	0.7559	65	0.7742	0.7385	0.0	7	0.0	0.0	0.8435	206	0.7915	0.9029	0.8632	43	0.7885	0.9535	0.8519	1654	0.8286	0.8767	0.0	2	0.8385	144	0.7584	0.9375	0.9570	171	0.9382	0.9766	0.0	3	0.0	0.0	0.1099	0.8731	421	0.8093	0.9477	0.9719	0.8572	0.8254	0.8915	0.0	49	0.0	0.0	0.9303	491	0.8759	0.9919	0.1739	11	0.1667	0.1818
0.0828	1.76	23500	0.8361	52	0.7286	0.9808	0.0	7	0.0	0.0	0.8806	65	0.8551	0.9077	0.0	7	0.0	0.0	0.8942	206	0.8857	0.9029	0.8387	43	0.78	0.9070	0.8791	1654	0.8749	0.8833	0.0	2	0.8544	144	0.8	0.9167	0.9201	171	0.8698	0.9766	0.0	3	0.0	0.0	0.0984	0.8652	421	0.8209	0.9145	0.9721	0.8750	0.8581	0.8927	0.0	49	0.0	0.0	0.9392	491	0.8919	0.9919	0.1739	11	0.1667	0.1818
0.0927	1.8	24000	0.8387	52	0.7222	1.0	0.8000	7	0.75	0.8571	0.8552	65	0.775	0.9538	0.0	7	0.0	0.0	0.8938	206	0.9095	0.8786	0.7143	43	0.7317	0.6977	0.8648	1654	0.8774	0.8525	0.0	2	0.8926	144	0.8636	0.9236	0.8819	171	0.8	0.9825	0.6	3	0.4286	1.0	0.1077	0.8870	421	0.8110	0.9786	0.9721	0.8674	0.8487	0.8870	0.0	49	0.0	0.0	0.9377	491	0.8859	0.9959	0.2286	11	0.1667	0.3636
0.0929	1.84	24500	0.8254	52	0.7027	1.0	0.9333	7	0.875	1.0	0.9630	65	0.9286	1.0	0.2222	7	0.1818	0.2857	0.8675	206	0.8612	0.8738	0.8936	43	0.8235	0.9767	0.8718	1654	0.8618	0.8821	0.0	2	0.8232	144	0.7337	0.9375	0.9568	171	0.9432	0.9708	0.0	3	0.0	0.0	0.0986	0.8726	421	0.8	0.9596	0.9725	0.8603	0.8225	0.9017	0.0	49	0.0	0.0	0.9324	491	0.8862	0.9837	0.4211	11	0.5	0.3636
0.0899	1.87	25000	0.8160	52	0.6986	0.9808	0.9333	7	0.875	1.0	0.9265	65	0.8873	0.9692	0.375	7	0.3333	0.4286	0.8852	206	0.8726	0.8981	0.8723	43	0.8039	0.9535	0.8776	1654	0.8605	0.8954	0.0	2	0.8919	144	0.8684	0.9167	0.9186	171	0.9133	0.9240	1.0	3	1.0	1.0	0.0998	0.8803	421	0.8063	0.9691	0.9742	0.8800	0.8532	0.9086	0.0	49	0.0	0.0	0.9345	491	0.8867	0.9878	0.3846	11	0.3333	0.4545
0.0862	1.91	25500	0.832	52	0.7123	1.0	0.9333	7	0.875	1.0	0.9104	65	0.8841	0.9385	0.4615	7	0.5	0.4286	0.8981	206	0.8981	0.8981	0.8421	43	0.7692	0.9302	0.8799	1654	0.8741	0.8857	0.0	2	0.8498	144	0.7870	0.9236	0.9560	171	0.9588	0.9532	1.0	3	1.0	1.0	0.1010	0.8925	421	0.8289	0.9667	0.9737	0.8825	0.8606	0.9056	0.0	49	0.0	0.0	0.9288	491	0.8701	0.9959	0.3077	11	0.2667	0.3636
0.1098	1.95	26000	0.8571	52	0.7612	0.9808	0.9333	7	0.875	1.0	0.8741	65	0.8429	0.9077	0.2222	7	0.1818	0.2857	0.8693	206	0.9010	0.8398	0.8696	43	0.8163	0.9302	0.8559	1654	0.8485	0.8634	0.0	2	0.8970	144	0.8599	0.9375	0.8877	171	0.8177	0.9708	0.0	3	0.0	0.0	0.0974	0.8852	421	0.8198	0.9620	0.9724	0.8671	0.8457	0.8897	0.0	49	0.0	0.0	0.9322	491	0.8777	0.9939	0.5556	11	0.7143	0.4545
0.0784	1.99	26500	0.7820	52	0.6420	1.0	0.8750	7	0.7778	1.0	0.9275	65	0.8767	0.9846	0.1818	7	0.1333	0.2857	0.9007	206	0.8986	0.9029	0.8842	43	0.8077	0.9767	0.8798	1654	0.8641	0.8960	0.0	2	0.8911	144	0.8491	0.9375	0.9494	171	0.9135	0.9883	0.0	3	0.0	0.0	0.1061	0.8891	421	0.8265	0.9620	0.9732	0.8834	0.8553	0.9134	0.0	49	0.0	0.0	0.9431	491	0.8956	0.9959	0.5	11	0.5556	0.4545
0.0825	2.02	27000	0.7820	52	0.6420	1.0	0.9333	7	0.875	1.0	0.8828	65	0.8	0.9846	0.0	7	0.0	0.0	0.8709	206	0.9101	0.8350	0.9231	43	0.875	0.9767	0.8773	1654	0.8523	0.9039	0.0	2	0.9017	144	0.8808	0.9236	0.9600	171	0.9385	0.9825	0.0	3	0.0	0.0	0.1070	0.8855	421	0.8185	0.9644	0.9725	0.8756	0.8420	0.9119	0.0	49	0.0	0.0	0.9457	491	0.9020	0.9939	0.2609	11	0.1714	0.5455
0.0852	2.06	27500	0.8387	52	0.7222	1.0	0.4000	7	0.375	0.4286	0.9333	65	0.9	0.9692	0.7273	7	1.0	0.5714	0.8867	206	0.8804	0.8932	0.8889	43	0.8511	0.9302	0.8816	1654	0.8854	0.8779	0.0	2	0.8469	144	0.7975	0.9028	0.9568	171	0.9432	0.9708	0.0	3	0.0	0.0	0.1072	0.8924	421	0.8528	0.9359	0.9732	0.8849	0.8742	0.8960	0.0	49	0.0	0.0	0.9421	491	0.8954	0.9939	0.3636	11	0.3636	0.3636
0.0812	2.1	28000	0.8254	52	0.7027	1.0	0.8000	7	0.75	0.8571	0.9078	65	0.8421	0.9846	0.6154	7	0.6667	0.5714	0.8845	206	0.8955	0.8738	0.8936	43	0.8235	0.9767	0.8763	1654	0.8309	0.9268	0.0	2	0.8851	144	0.8618	0.9097	0.9632	171	0.9341	0.9942	0.5	3	1.0	0.3333	0.1080	0.8852	421	0.8198	0.9620	0.9724	0.8814	0.8410	0.9257	0.0	49	0.0	0.0	0.9382	491	0.8917	0.9898	0.2703	11	0.1923	0.4545
0.0904	2.14	28500	0.8254	52	0.7027	1.0	0.8571	7	0.8571	0.8571	0.9254	65	0.8986	0.9538	0.6154	7	0.6667	0.5714	0.8916	206	0.905	0.8786	0.8723	43	0.8039	0.9535	0.8915	1654	0.8937	0.8894	0.0	2	0.8581	144	0.8012	0.9236	0.9570	171	0.9382	0.9766	0.2857	3	0.25	0.3333	0.0953	0.8962	421	0.8371	0.9644	0.9741	0.8907	0.8766	0.9053	0.0	49	0.0	0.0	0.9359	491	0.8942	0.9817	0.4762	11	0.5	0.4545
0.0826	2.17	29000	0.8254	52	0.7027	1.0	0.75	7	0.6667	0.8571	0.9333	65	0.9	0.9692	0.7273	7	1.0	0.5714	0.8943	206	0.9055	0.8835	0.9111	43	0.8723	0.9535	0.8828	1654	0.8567	0.9105	0.0	2	0.8608	144	0.7907	0.9444	0.9518	171	0.9231	0.9825	1.0	3	1.0	1.0	0.0983	0.8894	421	0.8252	0.9644	0.9735	0.8852	0.8535	0.9194	0.0	49	0.0	0.0	0.9382	491	0.8917	0.9898	0.4545	11	0.4545	0.4545
0.0766	2.21	29500	0.8197	52	0.7143	0.9615	0.6667	7	0.5	1.0	0.9403	65	0.9130	0.9692	0.6667	7	0.625	0.7143	0.8995	206	0.8868	0.9126	0.8723	43	0.8039	0.9535	0.8920	1654	0.8851	0.8990	0.0	2	0.8599	144	0.7941	0.9375	0.9711	171	0.96	0.9825	0.6667	3	0.5	1.0	0.1036	0.8869	421	0.8390	0.9406	0.9736	0.8910	0.8700	0.9131	0.0	49	0.0	0.0	0.9359	491	0.8827	0.9959	0.5263	11	0.625	0.4545
0.0847	2.25	30000	0.8226	52	0.7083	0.9808	0.9333	7	0.875	1.0	0.8652	65	0.8026	0.9385	0.6667	7	0.625	0.7143	0.9059	206	0.9242	0.8883	0.8864	43	0.8667	0.9070	0.8967	1654	0.8908	0.9027	0.0	2	0.9122	144	0.8882	0.9375	0.9625	171	0.9489	0.9766	1.0	3	1.0	1.0	0.0979	0.8914	421	0.8358	0.9549	0.9746	0.8979	0.8824	0.9140	0.0	49	0.0	0.0	0.9458	491	0.9006	0.9959	0.5882	11	0.8333	0.4545
0.0764	2.29	30500	0.8455	52	0.7324	1.0	0.7778	7	0.6364	1.0	0.9403	65	0.9130	0.9692	0.7692	7	0.8333	0.7143	0.9065	206	0.8957	0.9175	0.8454	43	0.7593	0.9535	0.8833	1654	0.8576	0.9105	0.0	2	0.8816	144	0.8375	0.9306	0.9767	171	0.9711	0.9825	1.0	3	1.0	1.0	0.1019	0.8833	421	0.8234	0.9525	0.9739	0.8901	0.8614	0.9209	0.0	49	0.0	0.0	0.9431	491	0.8956	0.9959	0.5882	11	0.8333	0.4545
0.0879	2.32	31000	0.8455	52	0.7324	1.0	0.7368	7	0.5833	1.0	0.9333	65	0.9	0.9692	0.6667	7	0.625	0.7143	0.9100	206	0.9122	0.9078	0.8889	43	0.8511	0.9302	0.8914	1654	0.8730	0.9105	0.0	2	0.8973	144	0.8851	0.9097	0.9711	171	0.96	0.9825	0.6667	3	0.5	1.0	0.1015	0.8662	421	0.8045	0.9382	0.9737	0.8905	0.8653	0.9173	0.0	49	0.0	0.0	0.9314	491	0.8748	0.9959	0.5	11	0.5556	0.4545
0.0797	2.36	31500	0.8387	52	0.7222	1.0	0.9333	7	0.875	1.0	0.9343	65	0.8889	0.9846	0.7143	7	0.7143	0.7143	0.9024	206	0.9069	0.8981	0.9213	43	0.8913	0.9535	0.8961	1654	0.8902	0.9021	0.0	2	0.8956	144	0.8693	0.9236	0.9770	171	0.9605	0.9942	0.8571	3	0.75	1.0	0.0932	0.9052	421	0.8529	0.9644	0.9752	0.8990	0.8811	0.9176	0.0	49	0.0	0.0	0.9386	491	0.8875	0.9959	0.3704	11	0.3125	0.4545
0.0841	2.4	32000	0.832	52	0.7123	1.0	0.7000	7	0.5385	1.0	0.9343	65	0.8889	0.9846	0.7143	7	0.7143	0.7143	0.9181	206	0.9391	0.8981	0.9011	43	0.8542	0.9535	0.8822	1654	0.8660	0.8990	0.0	2	0.8738	144	0.8182	0.9375	0.9577	171	0.9239	0.9942	0.6667	3	0.5	1.0	0.0963	0.9071	421	0.8489	0.9739	0.9749	0.8898	0.8617	0.9197	0.2	49	0.5455	0.1224	0.9448	491	0.9004	0.9939	0.2791	11	0.1875	0.5455
0.0747	2.44	32500	0.8455	52	0.7324	1.0	0.9333	7	0.875	1.0	0.9265	65	0.8873	0.9692	0.0	7	0.0	0.0	0.9020	206	0.9109	0.8932	0.8889	43	0.8511	0.9302	0.8851	1654	0.8827	0.8875	0.0	2	0.8710	144	0.8133	0.9375	0.9739	171	0.9655	0.9825	1.0	3	1.0	1.0	0.0960	0.8931	421	0.8333	0.9620	0.9746	0.8870	0.8673	0.9077	0.0312	49	0.0667	0.0204	0.9286	491	0.8714	0.9939	0.5556	11	0.7143	0.4545
0.0685	2.47	33000	0.8387	52	0.7222	1.0	0.9333	7	0.875	1.0	0.9275	65	0.8767	0.9846	0.25	7	0.2222	0.2857	0.9118	206	0.9208	0.9029	0.8817	43	0.82	0.9535	0.8840	1654	0.8532	0.9172	0.0	2	0.8710	144	0.8133	0.9375	0.9630	171	0.9389	0.9883	0.8571	3	0.75	1.0	0.0974	0.9044	421	0.8497	0.9667	0.9748	0.8902	0.8580	0.9248	0.0	49	0.0	0.0	0.9340	491	0.8809	0.9939	0.5263	11	0.625	0.4545
0.0715	2.51	33500	0.8387	52	0.7222	1.0	0.9333	7	0.875	1.0	0.8873	65	0.8182	0.9692	0.2857	7	0.2857	0.2857	0.9032	206	0.9239	0.8835	0.8571	43	0.8125	0.9070	0.8870	1654	0.8725	0.9021	0.0	2	0.8598	144	0.7797	0.9583	0.9714	171	0.9497	0.9942	0.8571	3	0.75	1.0	0.0943	0.9027	421	0.8447	0.9691	0.9749	0.8893	0.8626	0.9176	0.1	49	0.2727	0.0612	0.9376	491	0.8873	0.9939	0.3846	11	0.3333	0.4545
0.0686	2.55	34000	0.8387	52	0.7222	1.0	0.8235	7	0.7	1.0	0.9	65	0.84	0.9692	0.7143	7	0.7143	0.7143	0.8611	206	0.8230	0.9029	0.8667	43	0.8298	0.9070	0.8798	1654	0.8580	0.9027	0.0	2	0.8589	144	0.7829	0.9514	0.9632	171	0.9341	0.9942	0.25	3	0.1429	1.0	0.0968	0.8968	421	0.8417	0.9596	0.9743	0.8812	0.8475	0.9176	0.0	49	0.0	0.0	0.9331	491	0.8793	0.9939	0.4762	11	0.5	0.4545
0.0592	2.59	34500	0.832	52	0.7123	1.0	0.9333	7	0.875	1.0	0.9474	65	0.9265	0.9692	0.5714	7	0.5714	0.5714	0.9095	206	0.9163	0.9029	0.8696	43	0.8163	0.9302	0.8960	1654	0.8808	0.9117	0.0	2	0.8918	144	0.8447	0.9444	0.9683	171	0.9545	0.9825	1.0	3	1.0	1.0	0.0967	0.9030	421	0.8508	0.9620	0.9750	0.8979	0.8757	0.9212	0.0	49	0.0	0.0	0.9374	491	0.8887	0.9919	0.4762	11	0.5	0.4545
0.0591	2.62	35000	0.832	52	0.7123	1.0	0.9333	7	0.875	1.0	0.9333	65	0.9	0.9692	0.5333	7	0.5	0.5714	0.9095	206	0.9163	0.9029	0.8421	43	0.7692	0.9302	0.8975	1654	0.8924	0.9027	0.0	2	0.8580	144	0.7861	0.9444	0.9741	171	0.9602	0.9883	0.6667	3	0.5	1.0	0.1026	0.9077	421	0.8536	0.9691	0.9750	0.8931	0.8702	0.9173	0.0	49	0.0	0.0	0.9390	491	0.8948	0.9878	0.2941	11	0.2174	0.4545
0.0749	2.66	35500	0.8387	52	0.7222	1.0	0.9333	7	0.875	1.0	0.9	65	0.84	0.9692	0.5333	7	0.5	0.5714	0.9122	206	0.9167	0.9078	0.8817	43	0.82	0.9535	0.8976	1654	0.8919	0.9033	0.0	2	0.8947	144	0.85	0.9444	0.9799	171	0.9607	1.0	0.6667	3	0.5	1.0	0.0960	0.9117	421	0.8608	0.9691	0.9757	0.9007	0.8821	0.9200	0.0	49	0.0	0.0	0.9430	491	0.8971	0.9939	0.6316	11	0.75	0.5455
0.073	2.7	36000	0.832	52	0.7123	1.0	0.9333	7	0.875	1.0	0.9403	65	0.9130	0.9692	0.6154	7	0.6667	0.5714	0.8867	206	0.8804	0.8932	0.8791	43	0.8333	0.9302	0.8921	1654	0.8998	0.8845	0.0	2	0.8954	144	0.8457	0.9514	0.9798	171	0.9659	0.9942	0.8571	3	0.75	1.0	0.0982	0.8916	421	0.8418	0.9477	0.9752	0.8938	0.8818	0.9062	0.0	49	0.0	0.0	0.9383	491	0.8903	0.9919	0.5263	11	0.625	0.4545
0.0732	2.74	36500	0.832	52	0.7123	1.0	0.9333	7	0.875	1.0	0.9	65	0.84	0.9692	0.6250	7	0.5556	0.7143	0.8810	206	0.8645	0.8981	0.8817	43	0.82	0.9535	0.8959	1654	0.8767	0.9160	0.0	2	0.8762	144	0.8070	0.9583	0.9714	171	0.9497	0.9942	0.6667	3	0.5	1.0	0.0948	0.8972	421	0.8316	0.9739	0.9757	0.8938	0.8629	0.9269	0.0	49	0.0	0.0	0.9457	491	0.9020	0.9939	0.4800	11	0.4286	0.5455
0.0824	2.77	37000	0.832	52	0.7123	1.0	0.9333	7	0.875	1.0	0.9403	65	0.9130	0.9692	0.5714	7	0.5714	0.5714	0.8937	206	0.8894	0.8981	0.9213	43	0.8913	0.9535	0.9023	1654	0.8972	0.9075	0.0	2	0.8961	144	0.8415	0.9583	0.9657	171	0.9441	0.9883	0.8571	3	0.75	1.0	0.0931	0.8985	421	0.8392	0.9667	0.9762	0.9003	0.8800	0.9215	0.0312	49	0.0667	0.0204	0.9448	491	0.9004	0.9939	0.5714	11	0.6	0.5455
0.0809	2.81	37500	0.0934	0.7123	1.0	0.832	52	0.875	1.0	0.9333	7	0.9130	0.9692	0.9403	65	0.6667	0.5714	0.6154	7	0.8744	0.9126	0.8931	206	0.82	0.9535	0.8817	43	0.8809	0.9081	0.8943	1654	0.0	2	0.7886	0.9583	0.8652	144	0.9341	0.9942	0.9632	171	0.75	1.0	0.8571	3	0.8402	0.9620	0.8970	421	0.0	0.0	0.0	49	0.8938	0.9939	0.9412	491	0.5455	0.5455	0.5455	11	0.8654	0.9221	0.8929	0.9756
0.0893	2.85	38000	0.0908	0.7324	1.0	0.8455	52	0.875	1.0	0.9333	7	0.9118	0.9538	0.9323	65	0.7143	0.7143	0.7143	7	0.9163	0.9029	0.9095	206	0.8723	0.9535	0.9111	43	0.8867	0.9081	0.8973	1654	0.0	2	0.8466	0.9583	0.8990	144	0.9392	0.9942	0.9659	171	0.75	1.0	0.8571	3	0.8613	0.9739	0.9142	421	0.0769	0.0204	0.0323	49	0.8987	0.9939	0.9439	491	0.5455	0.5455	0.5455	11	0.8802	0.9233	0.9012	0.9764
0.0697	2.89	38500	0.0897	0.7324	1.0	0.8455	52	0.875	1.0	0.9333	7	0.9118	0.9538	0.9323	65	0.7143	0.7143	0.7143	7	0.8932	0.8932	0.8932	206	0.8913	0.9535	0.9213	43	0.9045	0.9051	0.9048	1654	0.0	2	0.8625	0.9583	0.9079	144	0.9389	0.9883	0.9630	171	0.75	1.0	0.8571	3	0.8485	0.9715	0.9059	421	0.0769	0.0204	0.0323	49	0.8971	0.9939	0.9430	491	0.5455	0.5455	0.5455	11	0.8863	0.9206	0.9031	0.9766
0.0833	2.92	39000	0.0891	0.7324	1.0	0.8455	52	0.875	1.0	0.9333	7	0.9118	0.9538	0.9323	65	0.7143	0.7143	0.7143	7	0.8981	0.8981	0.8981	206	0.8913	0.9535	0.9213	43	0.9036	0.9069	0.9053	1654	0.0	2	0.8571	0.9583	0.9049	144	0.9494	0.9883	0.9685	171	0.5	1.0	0.6667	3	0.8536	0.9691	0.9077	421	0.3333	0.0816	0.1311	49	0.9004	0.9939	0.9448	491	0.5455	0.5455	0.5455	11	0.8882	0.9224	0.9050	0.9764
0.0783	2.96	39500	0.0885	0.7429	1.0	0.8525	52	0.875	1.0	0.9333	7	0.9118	0.9538	0.9323	65	0.7143	0.7143	0.7143	7	0.9073	0.9029	0.9051	206	0.8913	0.9535	0.9213	43	0.8961	0.9129	0.9045	1654	0.0	2	0.8790	0.9583	0.9169	144	0.9551	0.9942	0.9742	171	0.75	1.0	0.8571	3	0.8482	0.9691	0.9047	421	0.4	0.1224	0.1875	49	0.8987	0.9939	0.9439	491	0.5455	0.5455	0.5455	11	0.8861	0.9266	0.9059	0.9764
0.0652	3.0	40000	0.0884	0.7429	1.0	0.8525	52	0.875	1.0	0.9333	7	0.9118	0.9538	0.9323	65	0.7143	0.7143	0.7143	7	0.9029	0.9029	0.9029	206	0.8913	0.9535	0.9213	43	0.8909	0.9129	0.9018	1654	0.0	2	0.8679	0.9583	0.9109	144	0.9497	0.9942	0.9714	171	0.75	1.0	0.8571	3	0.8503	0.9715	0.9069	421	0.3333	0.1224	0.1791	49	0.8954	0.9939	0.9421	491	0.5455	0.5455	0.5455	11	0.8816	0.9269	0.9037	0.9764

Framework versions

Transformers 4.24.0
Pytorch 1.12.1+cu113
Datasets 2.6.1
Tokenizers 0.13.2

Task: Token Classification
Library: transformers
Type: electra
License: apache-2.0
Created: Nov 16, 2022
Updated: Nov 16, 2022