Nonlinear Methodologies for Identifying Seismic Event and Nuclear Explosion Using Random Forest, Support Vector Machine, and Naive Bayes Classification

Table 2

Nuclear explosion dataset.

Number	Nuclear	𝑋1	𝑋2	𝑋3	𝑋4	𝑋5	𝑋6	𝑋7	𝑋8	𝑋9	𝑋10
	explosion	𝑅𝑎𝑡𝑖𝑜1	𝑅𝑎𝑡𝑖𝑜2	𝑅𝑎𝑡𝑖𝑜3	𝑅𝑎𝑡𝑖𝑜4	𝑅𝑎𝑡𝑖𝑜5	𝑅𝑎𝑡𝑖𝑜6	𝑅𝑎𝑡𝑖𝑜7	𝑅𝑎𝑡𝑖𝑜8	𝑅𝑎𝑡𝑖𝑜9	AD
1	Aardvark	1.027	1.575	2.096	1.015	0.342	0.903	−0.523	−0.334	−0.321	−0.313
2	Agouti	−0.067	−0.101	0.984	−0.124		−0.047		−0.054	−0.192	−0.547
3	Armadillo	1.164	1.042	0.761	2.079	0.202	1.315	0.535	1.102	0.324	−0.516
4	Chinchilla II	0.317	0.194	0.197	1.222		0.575		0.338	0.384	−0.562
5	Cimarron	0.335	0.095	−0.009	0.185	−0.579	−0.065	−0.515	0.827	0.093	−0.329
6	Codsaw	−0.402	−0.676	−0.830	−0.378	−0.731	−0.372	0.755	−0.152	0.453	−0.859
7	Danny Boy	−0.388	−0.480	−0.096	−0.458	−0.736	−0.426	0.120	−0.207	−0.209	−1.202
8	Des Moines	1.133	0.874	0.590	0.954		0.759		−0.074	−0.149	−0.646
9	Dormouse II	0.171	−0.290	0.094	−0.182		−0.278		1.160	−0.252	−0.640
10	Fisher	−0.314	−0.417	0.077	−0.136	−0.565	−0.332	−0.782	0.886	0.117	−0.802
11	Gnome	2.178	2.452	1.087	2.319	1.431	2.688	−1.393	−0.914	0.100	−0.656
12	Hardhat	3.293	3.321	2.319	3.245	2.420	3.505	−0.625	−0.740	−0.562	−0.396
13	Haymaker	2.495	0.965	2.235	2.208	1.889	2.276	−0.782	−0.399	−0.583	−0.074
14	Mad	−0.675	−0.746	−0.282	−0.527	−0.906	−0.545	0.206	−0.362	−0.934	−0.833
15	Madison	0.361	0.635	1.172	0.414	0.023	0.470	−0.452	−0.319	−0.020	−0.370
16	Marshmallow	−0.031	−0.150	0.094	−0.099	−0.530	−0.144	−0.170	−0.015	−0.356	−0.375
17	Mississippi	0.546	0.762	1.052	0.508	−0.178	0.427	−0.225	−0.221	−0.307	−0.084
18	Packrat	−0.177	−0.683	−0.657	−0.339	−1.351	−0.361		−0.230	−0.313	−1.041
19	Pampas	1.768	1.898	2.267	1.597	1.900	1.915	−1.119	−0.879	−0.614	0.134
20	Passaic	0.352	0.586	0.659	0.131	−0.257	0.156	0.002	−0.283	−0.227	−0.090
21	Platte	−0.181	−0.311	0.008	−0.197		−0.206		−0.211	0.014	−1.171
22	Sacramento	−0.221	−0.431	−0.436	0.145	−0.183	−0.202		0.063	−0.023	−0.599
23	Small Boy	−0.018	0.264	0.111	0.370		0.231	0.567	0.181	−0.356	−0.765
24	Stillwater	−0.622	−0.929	−0.916	−0.420		−0.643		1.170	0.926	−0.931
25	Stoat	−0.014	−0.627	−0.334	−0.199		−0.408		1.944	3.308	−1.311
26	Wichita	−0.468	−0.571	−0.300	−0.443		−0.441		−0.279	−0.330	−0.583
27	York	0.083	0.137	−0.026	−0.018		−0.086		−0.074	0.083	0.129