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KEEL-dataset - data set description
dataset/images/kddcup-land_vs_portsweep.jpg



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

General information

KDD Cup (Imbalanced: land vs portsweep) data set
TypeImbalancedOriginReal world
Features 41(Real / Integer / Nominal)(26 / 0 / 15)
Instances1061 IR49.52
% Positive instances1.98% Negative instances98.02
Missing values?No

Attribute description

AttributeDomainAttributeDomainAttributeDomain
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, nAtr-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

An imbalanced version of the KDD Cup data set, where the possitive examples belong to the class land and the negative examples belong to the class portsweep.




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

  • The complete data set already formatted in KEEL format can be downloaded from herezip.gif.
  • A copy of the data set already partitioned by means of a 5-folds cross validation procedure can be downloaded from herezip.gif.
  • The header file associated to this data set can be downloaded from heretxt.png.


 
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