Data
UNSW_NB15

UNSW_NB15

active ARFF Publicly available Visibility: public Uploaded 30-07-2024 by RAVI MANISANKAR REDDY
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A dataset for network intrusion detection.

46 features

label (target)numeric2 unique values
0 missing
Unnamed: 0numeric54296 unique values
0 missing
idnumeric54296 unique values
0 missing
durnumeric26621 unique values
0 missing
protostring131 unique values
0 missing
servicestring13 unique values
0 missing
statestring6 unique values
0 missing
spktsnumeric299 unique values
0 missing
dpktsnumeric294 unique values
0 missing
sbytesnumeric3053 unique values
0 missing
dbytesnumeric2683 unique values
0 missing
ratenumeric26995 unique values
0 missing
sttlnumeric10 unique values
0 missing
dttlnumeric7 unique values
0 missing
sloadnumeric28557 unique values
0 missing
dloadnumeric26946 unique values
0 missing
slossnumeric189 unique values
0 missing
dlossnumeric225 unique values
0 missing
sinpktnumeric26555 unique values
0 missing
dinpktnumeric24822 unique values
0 missing
sjitnumeric26483 unique values
0 missing
djitnumeric25258 unique values
0 missing
swinnumeric9 unique values
0 missing
stcpbnumeric25935 unique values
0 missing
dtcpbnumeric25866 unique values
0 missing
dwinnumeric6 unique values
0 missing
tcprttnumeric17503 unique values
0 missing
synacknumeric16912 unique values
0 missing
ackdatnumeric16417 unique values
0 missing
smeannumeric1135 unique values
0 missing
dmeannumeric1005 unique values
0 missing
trans_depthnumeric5 unique values
0 missing
response_body_lennumeric915 unique values
0 missing
ct_srv_srcnumeric57 unique values
0 missing
ct_state_ttlnumeric6 unique values
0 missing
ct_dst_ltmnumeric50 unique values
0 missing
ct_src_dport_ltmnumeric50 unique values
0 missing
ct_dst_sport_ltmnumeric33 unique values
0 missing
ct_dst_src_ltmnumeric57 unique values
0 missing
is_ftp_loginnumeric3 unique values
0 missing
ct_ftp_cmdnumeric3 unique values
0 missing
ct_flw_http_mthdnumeric8 unique values
0 missing
ct_src_ltmnumeric50 unique values
0 missing
ct_srv_dstnumeric57 unique values
0 missing
is_sm_ips_portsnumeric2 unique values
0 missing
attack_catstring10 unique values
0 missing

19 properties

54296
Number of instances (rows) of the dataset.
46
Number of attributes (columns) of the dataset.
0
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
42
Number of numeric attributes.
0
Number of nominal attributes.
0
Percentage of binary attributes.
0
Percentage of instances having missing values.
0
Percentage of missing values.
1
Average class difference between consecutive instances.
91.3
Percentage of numeric attributes.
0
Number of attributes divided by the number of instances.
0
Percentage of nominal attributes.
Percentage of instances belonging to the most frequent class.
Number of instances belonging to the most frequent class.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
0
Number of binary attributes.

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