Table 2.

Data set distribution and flow file processing results.

Binary	Category	Family	Samples	Number of Traffic Pcap/Png
				Train	Test	Total
Benign	None	None	1190	393,364	44,418	437,782
Malware	Adware	dowgin	10	18,785	2091	20,876
		ewind	10	21,950	2443	24,393
		feiwo	15	28,390	3163	31,553
		gooligan	14	44,211	4918	49,129
		kemoge	11	21,663	2410	24,073
		mobidash	10	15,618	1741	17,359
		selfmite	4	6472	721	7193
		shuanet	10	20,060	2234	22,294
		youmi	10	18,650	2078	20,728
		TOTAL	94	195,799	21,799	217,598
	Ransomware	charger	10	19,807	2207	22,014
		jisut	10	12,951	1445	14,396
		koler	10	22,516	2507	25,023
		lockerpin	10	12,732	1420	14,152
		pletor	10	2027	229	2256
		porndroid	10	24,692	2749	27,441
		RansomBO	10	20,090	2238	22,328
		simplocker	10	18,394	2051	20,445
		svpeng	11	27,512	3064	30,576
		wannalocker	10	16,352	1820	18,172
		TOTAL	101	177,073	19,730	196,803
	Scareware	android.spy.277	6	12,815	1427	14,242
		AndroidDefender	17	27,976	3117	31,093
		AvForAndroid	10	21,246	2365	23,611
		avpass	10	20,695	2304	22,999
		fakeapp	10	17,469	1946	19,415
		fakeav	9	18,790	2093	20,883
		fakejoboffer	9	15,124	1686	16,810
		FakeTaoBao	9	17,171	1911	19,082
		penetho	10	12,576	1402	13,978
		virusshield	10	14,728	1640	16,368
		TOTAL	100	178,590	19,891	198,481
	SMS	beanbot	9	3349	377	3726
		biige	11	18,563	2068	20,631
		fakeinst	10	7080	792	7872
		fakemart	10	3095	349	3444
		fakenotify	10	18,653	2078	20,731
		jifake	10	3442	388	3830
		mazarbot	9	3267	367	3634
		nandrobox	11	22,426	2496	24,922
		plankton	10	20,065	2234	22,299
		smssniffer	9	17,102	1905	19,007
		zsone	10	5587	625	6212
		TOTAL	109	122,629	13,679	136,308
	TOTAL	NaN	404	674,091	75,099	749,190
TOTAL	NaN	NaN	1594	1,067,455	119,517	1,186,972