Communication Behaviour-Based Big Data Application to Classify and Detect HTTP Automated Software

Table 2

Malicious URLs detected in Phase 1 (preprocessing phase).

Number	Malicious URL	Requests		Access time (h)	Requests per second
		Count	Percent
1	URL1	237,291	1.71%	2.04	32.38
2	URL2	80,903	0.58%	0.68	32.98
3	URL3	80,032	0.58%	24.00	0.93
4	URL4	303,633	2.18%	10.56	7.98
5	URL5	81,256	0.58%	24.00	0.94
6	URL6	149,966	1.08%	12.53	3.32
7	URL7	496,781	3.57%	4.40	31.39
8	URL8	364,809	2.62%	11.69	8.67
9	URL9	80,761	0.58%	24.00	0.93
10	URL10	297,938	2.14%	16.65	4.97
11	URL11	80,423	0.58%	24.00	0.93
12	URL12	71,004	0.51%	24.00	0.82
13	URL13	80,549	0.58%	24.00	0.93
14	URL14	81,040	0.58%	24.00	0.94
Total		2,486,386	17.88%