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Datasets:
Mireu-Lab
/
NSL-KDD

Modalities:
Tabular
Text
Formats:
csv
Size:
100K - 1M
Tags:
Network Security
Libraries:
Datasets
pandas
License:
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duration
int64
0
42.9k
protocol_type
stringclasses
3 values
service
stringclasses
70 values
flag
stringclasses
11 values
src_bytes
int64
0
1.38B
dst_bytes
int64
0
1.31B
land
int64
0
1
wrong_fragment
int64
0
3
urgent
int64
0
3
hot
int64
0
77
num_failed_logins
int64
0
5
logged_in
int64
0
1
num_compromised
int64
0
7.48k
root_shell
int64
0
1
su_attempted
int64
0
2
num_root
int64
0
7.47k
num_file_creations
int64
0
43
num_shells
int64
0
2
num_access_files
int64
0
9
num_outbound_cmds
int64
0
0
is_host_login
int64
0
1
is_guest_login
int64
0
1
count
int64
0
511
srv_count
int64
0
511
serror_rate
float64
0
1
srv_serror_rate
float64
0
1
rerror_rate
float64
0
1
srv_rerror_rate
float64
0
1
same_srv_rate
float64
0
1
diff_srv_rate
float64
0
1
srv_diff_host_rate
float64
0
1
dst_host_count
int64
0
255
dst_host_srv_count
int64
0
255
dst_host_same_srv_rate
float64
0
1
dst_host_diff_srv_rate
float64
0
1
dst_host_same_src_port_rate
float64
0
1
dst_host_srv_diff_host_rate
float64
0
1
dst_host_serror_rate
float64
0
1
dst_host_srv_serror_rate
float64
0
1
dst_host_rerror_rate
float64
0
1
dst_host_srv_rerror_rate
float64
0
1
class
stringclasses
2 values
0
tcp
ftp_data
SF
491
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
150
25
0.17
0.03
0.17
0
0
0
0.05
0
normal
0
udp
other
SF
146
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
1
0
0
0
0
0.08
0.15
0
255
1
0
0.6
0.88
0
0
0
0
0
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
123
6
1
1
0
0
0.05
0.07
0
255
26
0.1
0.05
0
0
1
1
0
0
anomaly
0
tcp
http
SF
232
8,153
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5
5
0.2
0.2
0
0
1
0
0
30
255
1
0
0.03
0.04
0.03
0.01
0
0.01
normal
0
tcp
http
SF
199
420
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
30
32
0
0
0
0
1
0
0.09
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
121
19
0
0
1
1
0.16
0.06
0
255
19
0.07
0.07
0
0
0
0
1
1
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
166
9
1
1
0
0
0.05
0.06
0
255
9
0.04
0.05
0
0
1
1
0
0
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
117
16
1
1
0
0
0.14
0.06
0
255
15
0.06
0.07
0
0
1
1
0
0
anomaly
0
tcp
remote_job
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
270
23
1
1
0
0
0.09
0.05
0
255
23
0.09
0.05
0
0
1
1
0
0
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
133
8
1
1
0
0
0.06
0.06
0
255
13
0.05
0.06
0
0
1
1
0
0
anomaly
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
205
12
0
0
1
1
0.06
0.06
0
255
12
0.05
0.07
0
0
0
0
1
1
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
199
3
1
1
0
0
0.02
0.06
0
255
13
0.05
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
287
2,251
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3
7
0
0
0
0
1
0
0.43
8
219
1
0
0.12
0.03
0
0
0
0
normal
0
tcp
ftp_data
SF
334
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
2
20
1
0
1
0.2
0
0
0
0
anomaly
0
tcp
name
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
233
1
1
1
0
0
0
0.06
0
255
1
0
0.07
0
0
1
1
0
0
anomaly
0
tcp
netbios_ns
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
96
16
1
1
0
0
0.17
0.05
0
255
2
0.01
0.06
0
0
1
1
0
0
anomaly
0
tcp
http
SF
300
13,788
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
8
9
0
0.11
0
0
1
0
0.22
91
255
1
0
0.01
0.02
0
0
0
0
normal
0
icmp
eco_i
SF
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
1
16
1
0
1
1
0
0
0
0
anomaly
0
tcp
http
SF
233
616
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
66
255
1
0
0.02
0.03
0
0
0.02
0
normal
0
tcp
http
SF
343
1,178
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
9
10
0
0
0
0
1
0
0.2
157
255
1
0
0.01
0.04
0
0
0
0
normal
0
tcp
mtp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
223
23
1
1
0
0
0.1
0.05
0
255
23
0.09
0.05
0
0
1
1
0
0
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
280
17
1
1
0
0
0.06
0.05
0
238
17
0.07
0.06
0
0
0.99
1
0
0
anomaly
0
tcp
http
SF
253
11,905
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
8
10
0
0
0
0
1
0
0.2
87
255
1
0
0.01
0.02
0
0
0
0
normal
5,607
udp
other
SF
147
105
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
255
1
0
0.85
1
0
0
0
0
0
normal
0
tcp
mtp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
248
2
1
1
0
0
0.01
0.06
0
255
2
0.01
0.06
0
0
1
1
0
0
anomaly
507
tcp
telnet
SF
437
14,421
0
0
0
0
0
1
3
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
1
0
0
255
25
0.1
0.05
0
0
0.53
0
0.02
0.16
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
279
7
1
1
0
0
0.03
0.06
0
255
13
0.05
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
227
6,588
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5
22
0
0
0
0
1
0
0.18
43
255
1
0
0.02
0.14
0
0
0.56
0.57
normal
0
tcp
http
SF
215
10,499
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
14
14
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
http
SF
241
1,400
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
33
33
0
0
0.03
0.03
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
12
0
0
0
0
1
0
1
1
53
1
0
1
0.51
0
0
0
0
anomaly
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57
16
1
1
0
0
0.28
0.07
0
255
59
0.23
0.04
0.01
0
1
1
0
0
anomaly
0
tcp
http
SF
303
555
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
9
255
1
0
0.11
0.01
0
0
0
0
normal
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
0
0
1
1
0.5
1
0
255
1
0
0.31
0.28
0
0
0
0.29
1
anomaly
0
udp
domain_u
SF
45
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
181
181
0
0
0
0
1
0
0
255
250
0.98
0.01
0
0
0
0
0
0
normal
1
udp
private
SF
105
147
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
41
5
0.12
0.05
0.05
0
0
0
0
0
normal
0
udp
domain_u
SF
43
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
122
202
0
0
0
0
1
0
0.01
255
255
1
0
0.01
0
0
0
0
0
normal
0
tcp
supdup
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
205
17
1
1
0
0
0.08
0.06
0
255
17
0.07
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
324
2,302
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
22
28
0
0
0
0
1
0
0.14
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
uucp_path
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
228
13
1
1
0
0
0.06
0.07
0
255
13
0.05
0.07
0
0
1
1
0
0
anomaly
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50
11
1
1
0
0
0.22
0.08
0
255
63
0.25
0.02
0.01
0
1
1
0
0
anomaly
0
tcp
Z39_50
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
262
12
1
1
0
0
0.05
0.06
0
255
9
0.04
0.07
0
0
1
1
0
0
anomaly
2
tcp
smtp
SF
1,591
372
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
181
147
0.81
0.02
0.01
0
0
0
0
0
normal
9,052
udp
other
SF
146
105
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
2
0
0
0
0
0.5
0.5
0
255
2
0.01
0.66
0.99
0
0
0
0
0
normal
0
tcp
http
SF
290
3,006
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
csnet_ns
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108
11
1
1
0
0
0.1
0.08
0
255
11
0.04
0.07
0
0
1
1
0
0
anomaly
0
udp
private
SF
28
0
0
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80
80
0
0
0
0
1
0
0
255
80
0.31
0.02
0.31
0
0
0
0
0
anomaly
0
tcp
http
SF
255
861
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
44
44
0.02
0.02
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
ftp_data
SF
334
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
4
38
1
0
1
0.18
0
0
0
0
anomaly
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
258
17
1
1
0
0
0.07
0.05
0
255
5
0.02
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
302
498
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
10
10
0
0
0
0
1
0
0
131
255
1
0
0.01
0.04
0
0
0
0
normal
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
61
4
0
0
1
1
0.07
0.1
0
255
4
0.02
0.08
0
0
0
0
1
1
anomaly
0
udp
private
SF
28
0
0
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
255
2
0.01
0.02
0.01
0
0
0
0.77
0
anomaly
0
tcp
http
SF
220
1,398
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
26
42
0
0
0
0
1
0
0.05
26
255
1
0
0.04
0.03
0
0
0
0
normal
0
udp
domain_u
SF
43
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
120
120
0
0
0
0
1
0
0
255
245
0.96
0.01
0.01
0
0
0
0
0
normal
0
udp
domain_u
SF
44
133
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73
75
0
0
0
0
1
0
0.03
122
212
0.88
0.02
0.88
0.01
0
0
0.08
0
normal
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
15
0
0
0
0
1
0
1
2
46
1
0
1
0.26
0
0
0
0
anomaly
0
tcp
uucp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
135
9
1
1
0
0
0.07
0.06
0
255
11
0.04
0.07
0
0
1
1
0
0
anomaly
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
12
1
1
0
0
0.5
0.08
0
255
59
0.23
0.04
0
0
1
1
0
0
anomaly
0
udp
domain_u
SF
43
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
148
228
0
0
0
0
1
0
0.01
255
255
1
0
0.01
0
0
0
0
0
normal
0
tcp
ftp_data
SF
641
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
175
48
0.25
0.02
0.25
0.04
0
0
0
0
normal
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
206
4
0
0
1
1
0.02
0.06
0
255
4
0.02
0.08
0
0
0
0
1
1
anomaly
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
175
1
0.1
0
0.89
1
0.01
1
0
255
1
0
0.84
0
0
0.07
0
0.62
1
anomaly
0
tcp
http
SF
310
2,794
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63
10
0
0
1
1
0.16
0.08
0
255
10
0.04
0.07
0
0
0
0
1
1
anomaly
0
tcp
smtp
SF
696
333
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
109
133
0.39
0.04
0.01
0.02
0
0
0
0
normal
0
tcp
netbios_dgm
RSTR
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
1
0
0
236
1
0
0.58
0.58
0
0
0
0.58
1
anomaly
0
tcp
http
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52
19
1
1
0
0
0.37
0.08
0
255
67
0.26
0.02
0
0
1
1
0
0
anomaly
0
tcp
netbios_dgm
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
125
7
0
0
1
1
0.06
0.06
0
255
6
0.02
0.07
0
0
0
0
1
1
anomaly
0
tcp
supdup
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
168
21
1
1
0
0
0.12
0.06
0
255
21
0.08
0.06
0
0
1
1
0
0
anomaly
0
tcp
http
SF
221
2,878
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
21
58
1
0
0.05
0.03
0
0
0
0
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145
16
1
1
0
0
0.11
0.06
0
255
31
0.12
0.05
0
0
1
1
0
0
anomaly
0
icmp
urp_i
SF
181
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2
0
0
0
0
0.67
0.67
0
255
93
0.36
0.01
0.46
0
0
0
0
0
normal
0
udp
domain_u
SF
42
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9
14
0
0
0
0
1
0
0.21
84
83
0.99
0.02
0.01
0
0
0
0
0
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
138
6
1
1
0
0
0.04
0.06
0
255
6
0.02
0.07
0
0
1
1
0
0
anomaly
0
tcp
ftp_data
SF
12
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
44
47
0.55
0.07
0.55
0.04
0
0
0
0
normal
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
276
9
1
1
0
0
0.03
0.06
0
255
9
0.04
0.06
0
0
1
1
0
0
anomaly
0
tcp
http
SF
210
2,790
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
10
27
0
0
0
0
1
0
0.11
48
255
1
0
0.02
0.09
0
0
0
0
normal
0
tcp
http
SF
321
5,683
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
10
10
0
0
0
0
1
0
0
168
255
1
0
0.01
0.04
0
0
0
0
normal
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
248
8
0
0
1
1
0.03
0.06
0
255
8
0.03
0.07
0
0
0
0
1
1
anomaly
0
tcp
http
SF
329
3,982
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
31
0
0
0
0
1
0
0.1
24
255
1
0
0.04
0.05
0
0
0
0
normal
0
tcp
uucp_path
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
135
7
0
0
1
1
0.05
0.07
0
255
7
0.03
0.07
0
0
0
0
1
1
anomaly
0
tcp
domain
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
220
19
1
1
0
0
0.09
0.05
0
255
2
0.01
0.07
0
0
1
1
0
0
anomaly
0
icmp
eco_i
SF
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
44
0
0
0
0
1
0
1
1
95
1
0
1
0.51
0
0
0
0
anomaly
0
tcp
http
SF
320
379
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
9
9
0
0
0
0
1
0
0
123
255
1
0
0.01
0.02
0
0
0
0
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
212
7
1
1
0
0
0.03
0.05
0
72
7
0.1
0.11
0.01
0
0.97
1
0
0
anomaly
0
tcp
http
SF
225
3,762
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
10
10
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
ftp
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
250
13
1
1
0
0
0.05
0.06
0
255
1
0
0.07
0
0
1
1
0
0
anomaly
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
132
15
0
0
1
1
0.11
0.05
0
255
15
0.06
0.06
0
0
0
0
1
1
anomaly
315
udp
other
SF
146
105
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2
0
0
0
0
0.67
0.67
0
117
2
0.02
0.54
0.78
0
0
0
0
0
normal
0
tcp
http
SF
247
1,416
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
11
11
0
0
0
0
1
0
0
156
255
1
0
0.01
0.09
0
0
0.46
0.61
normal
0
tcp
http
SF
353
1,483
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3
9
0
0
0
0
1
0
0.33
255
255
1
0
0
0
0
0
0
0
normal
0
udp
domain_u
SF
44
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109
189
0
0
0
0
0.99
0.02
0.01
255
254
1
0.01
0.01
0
0
0
0
0
normal
0
tcp
private
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
146
18
0
0
1
1
0.12
0.05
0
255
10
0.04
0.08
0
0
0
0
1
1
anomaly
0
tcp
csnet_ns
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
300
6
1
1
0
0
0.02
0.06
0
255
3
0.01
0.07
0
0
1
1
0
0
anomaly
2
tcp
smtp
SF
3,065
331
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
243
119
0.48
0.02
0
0.02
0.01
0.02
0
0
normal
0
udp
other
SF
102
102
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
7
1
0.14
0.29
0.14
0
0
0
0
0
normal
0
tcp
http
SF
259
750
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
4
5
0
0
0
0
1
0
0.4
4
255
1
0
0.25
0.03
0
0
0
0
normal
1,082
udp
other
SF
147
105
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
255
2
0.01
0.42
0.86
0
0
0
0
0
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
129
16
1
1
0
0
0.12
0.05
0
255
12
0.05
0.05
0
0
1
1
0
0
anomaly
End of preview. Expand in Dataset Viewer.

NSL-KDD

The data set is a data set that converts the arff File provided by the link into CSV and results.

The data set is personally stored by converting data to float64.

If you want to obtain additional original files, they are organized in the Original Directory in the repo.

Labels

The label of the data set is as follows.

# Column Non-Null Count Dtype
0 duration 151165 non-null int64
1 protocol_type 151165 non-null object
2 service 151165 non-null object
3 flag 151165 non-null object
4 src_bytes 151165 non-null int64
5 dst_bytes 151165 non-null int64
6 land 151165 non-null int64
7 wrong_fragment 151165 non-null int64
8 urgent 151165 non-null int64
9 hot 151165 non-null int64
10 num_failed_logins 151165 non-null int64
11 logged_in 151165 non-null int64
12 num_compromised 151165 non-null int64
13 root_shell 151165 non-null int64
14 su_attempted 151165 non-null int64
15 num_root 151165 non-null int64
16 num_file_creations 151165 non-null int64
17 num_shells 151165 non-null int64
18 num_access_files 151165 non-null int64
19 num_outbound_cmds 151165 non-null int64
20 is_host_login 151165 non-null int64
21 is_guest_login 151165 non-null int64
22 count 151165 non-null int64
23 srv_count 151165 non-null int64
24 serror_rate 151165 non-null float64
25 srv_serror_rate 151165 non-null float64
26 rerror_rate 151165 non-null float64
27 srv_rerror_rate 151165 non-null float64
28 same_srv_rate 151165 non-null float64
29 diff_srv_rate 151165 non-null float64
30 srv_diff_host_rate 151165 non-null float64
31 dst_host_count 151165 non-null int64
32 dst_host_srv_count 151165 non-null int64
33 dst_host_same_srv_rate 151165 non-null float64
34 dst_host_diff_srv_rate 151165 non-null float64
35 dst_host_same_src_port_rate 151165 non-null float64
36 dst_host_srv_diff_host_rate 151165 non-null float64
37 dst_host_serror_rate 151165 non-null float64
38 dst_host_srv_serror_rate 151165 non-null float64
39 dst_host_rerror_rate 151165 non-null float64
40 dst_host_srv_rerror_rate 151165 non-null float64
41 class 151165 non-null float64
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Size of downloaded dataset files:
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Size of the auto-converted Parquet files:
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Number of rows:
185,559