Web Application Firewall Using Machine Learning and Features Engineering

Table 4

Sample of the dataset used to train the model, we have four features for every single request and its label.

payload_len	Alpha	non_alpha	attack_feature	Label
0	0	0	0	0
41	95.45454545	4.545454545	200	1
241	100	0	0	0
9	100	0	0	0
24	94.73684211	5.263157895	2600	1
54	77.77777778	22.22222222	90000	1
75	100	0	0	0
103	87.37864078	12.62135922	60000	1
91	84.61538462	15.38461538	90000	1