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

Table 1

Earthquakes dataset.

Number	Earthquakes	𝑋1	𝑋2	𝑋3	𝑋4	𝑋5	𝑋6	𝑋7	𝑋8	𝑋9	𝑋10
		𝑅𝑎𝑡𝑖𝑜1	𝑅𝑎𝑡𝑖𝑜2	𝑅𝑎𝑡𝑖𝑜3	𝑅𝑎𝑡𝑖𝑜4	𝑅𝑎𝑡𝑖𝑜5	𝑅𝑎𝑡𝑖𝑜6	𝑅𝑎𝑡𝑖𝑜7	𝑅𝑎𝑡𝑖𝑜8	𝑅𝑎𝑡𝑖𝑜9	AD
1	Baja California	0.123	0.495	−0.570	−0.145		−0.498		1.023	0.547	1.023
2	Baja California	−0.274	0.130	−0.207	−0.291		−0.824		2.904	1.407	2.031
3	Box elder Creek	0.515	0.741	0.624	0.471		0.531		−0.652	0.057	0.576
4	Bridgeport	−0.371	−0.101	−0.681	−0.994	0.040	−0.686	−0.531	−1.543	−0.833	−0.614
5	Cache Creek	−0.803	−1.188	−1.082	−1.038	−0.860	−1.001	−0.750	−0.393	−0.875	2.114
6	Cache Creek AS	−0.349	−0.157	−0.866	−0.771	−0.426	−0.578	−0.876	−0.910	−0.356	0.259
7	Colona	−0.309	0.011	−0.430	−0.420	0.710	0.416	0.308	−1.453	−1.047	0.108
8	Mont.-Wyoming Border	−0.446	0.243	−0.873	−0.462		−0.007		−0.661	−0.368	0.825
9	Pierre, S. Dakota	−1.354	−1.300	−1.574	−1.284		−1.131		−1.075	−0.719	2.498
10	Red Rock River	0.383	0.628	−0.231	0.120		0.315		−0.720	−0.579	0.945
11	Sierra De Juarez	−1.090	−0.992	0.624	−0.931		−1.004		1.102	4.306	1.002
12	Teton County	0.343	0.502	0.541	−0.164		0.044		−0.700	−0.442	−0.001
13	Western Mary land	−1.575	−1.546	−0.828	−1.365		−1.228		0.867	−0.459	−0.963
14	Western Vermont	−1.672	−1.602	−2.047	−1.438		−1.282		−1.472	−1.048	2.956
15	Western Vermont	−1.138	−1.034	−1.323	−0.779	−1.246	−0.896	2.417	1.004	0.238	1.184
16	Western Vermont	−1.010	−0.929	−1.538	−0.727	−1.204	−0.932	2.919	2.277	0.719	0.612
17	Western Vermont	−0.975	−0.844	−0.779	−1.023	−0.036	−0.751	0.018	−0.810	−0.842	−0.765
18	Western Vermont	0.013	0.046	0.116	−0.416	0.955	0.018	−0.758	−1.298	−0.902	−0.329
19	Western Vermont	−1.164	−1.202	−0.823	−0.754	−1.164	−0.925	1.084	1.480	1.614	0.950
20	Western Vermont	−0.494	−0.290	0.027	−0.462	−0.312	−0.245	0.567	−0.894	−0.476	1.023