KEEL: A software tool to assess evolutionary algorithms for Data Mining problems (regression, classification, clustering, pattern mining and so on)

This section describes main characteristics of the kddcup-land_vs_satan data set and its attributes:

General information

KDD Cup (Imbalanced: land vs satan) data set
Type	Imbalanced	Origin	Real world
Features	41	(Real / Integer / Nominal)	(26 / 0 / 15)
Instances	1610	IR	75.67
% Positive instances	1.3	% Negative instances	98.7
Missing values?	No

Attribute description

Attribute	Domain	Attribute	Domain	Attribute	Domain
Atr-0	[0.0,58329.0]	Atr-14	{0, 1, 2}	Atr-28	[0.0,1.0]
Atr-1	{icmp, tcp, udp}	Atr-15	[0.0,993.0]	Atr-29	[0.0,1.0]
Atr-2	{auth, bgp, courier, csnet_ns, ctf, daytime, discard, domain, domain_u, echo, eco_i, ecr_i, efs, exec, finger, ftp, ftp_data, gopher, hostnames, http, http_443, imap4, IRC, iso_tsap, klogin, kshell, ldap, link, login, mtp, name, netbios_dgm, netbios_ns, n	Atr-16	[0.0,28.0]	Atr-30	[0.0,1.0]
Atr-3	{OTH, REJ, RSTO, RSTOS0, RSTR, S0, S1, S2, S3, SF, SH}	Atr-17	{0, 1, 2}	Atr-31	[0.0,255.0]
Atr-4	[0.0,6.9337564E8]	Atr-18	{0, 1, 2, 3, 4, 6, 8}	Atr-32	[0.0,255.0]
Atr-5	[0.0,5155468.0]	Atr-19	{0}	Atr-33	[0.0,1.0]
Atr-6	{0, 1}	Atr-20	{0}	Atr-34	[0.0,1.0]
Atr-7	{0, 1, 3}	Atr-21	{0, 1}	Atr-35	[0.0,1.0]
Atr-8	{0, 1, 2, 3}	Atr-22	[0.0,511.0]	Atr-36	[0.0,1.0]
Atr-9	[0.0,30.0]	Atr-23	[0.0,511.0]	Atr-37	[0.0,1.0]
Atr-10	{0, 1, 2, 3, 4, 5}	Atr-24	[0.0,1.0]	Atr-38	[0.0,1.0]
Atr-11	{0, 1}	Atr-25	[0.0,1.0]	Atr-39	[0.0,1.0]
Atr-12	[0.0,884.0]	Atr-26	[0.0,1.0]	Atr-40	[0.0,1.0]
Atr-13	{0, 1}	Atr-27	[0.0,1.0]	Class	{positive, negative}

Additional information

In this section you can download some files related to the kddcup-land_vs_satan data set: