Table 1.

Feature order, cumulative feature order and results for the DF-95.

	XGB classifier order	LGBM classifier order	RandomForest classifier order	ExtraTrees classifier order	Bagging classifier order	AdaBoost classifier order	Decision tree classifier order	Cumulative ranking order	DF-95
1.kurtosis	21	15	28	26	15	34	17	156	24
2.mean absolute deviation	4	1	7	2	8	19	4	45	3
3. mean	27	23	30	32	19	27	12	170	28
4.median	30	30	31	31	32	14	23	191	34
5.root mean square	7	7	5	9	20	3	24	75	8
6.skewness	13	17	26	19	16	13	8	112	14
7.standard deviation	11	27	13	6	7	12	22	98	12
8.variance	32	34	12	21	30	22	16	167	26
9.correlation dimension	5	4	9	11	17	6	3	55	5
10.largest lyapunov exponent	16	3	11	1	18	1	7	57	6
11.peak max	9	5	20	7	29	5	11	86	10
12.peak min	20	13	29	24	21	15	19	141	20
13.instantaneous frequency max	18	10	33	30	14	11	18	134	18
14.instantaneous frequency min	12	8	19	25	28	2	21	115	16
15.energy	34	33	17	27	10	28	29	178	30
16.power	31	32	8	16	27	30	32	176	29
17.approximate entropy	10	14	6	3	23	32	34	122	17
18.harmonic mean	26	28	34	34	5	33	31	191	33
19.mode	29	26	32	33	4	31	25	180	31
20.shannon entropy	17	21	21	22	34	16	30	161	25
21.AR1	14	12	10	5	13	20	9	83	9
22.AR2	3	20	2	8	26	21	10	90	11
23.AR3	25	18	24	28	3	23	26	147	19
24.AR4	1	19	1	10	1	10	1	43	2
25.AR5	6	16	18	13	2	7	5	67	7
26.AR6	15	11	16	23	11	17	14	107	13
27.AR7	23	9	14	18	6	24	20	114	15
28.AR8	24	25	22	20	12	18	27	148	21
29. activity	33	31	15	15	22	25	15	156	23
30.mobility	28	24	23	14	25	26	28	168	27
31.complexity	8	2	4	4	24	4	6	52	4
32.recurrence rate	22	22	27	29	31	9	13	153	22
33.laminarity	2	6	3	12	9	8	2	42	1
34.MLV	19	29	25	17	33	29	33	185	32