Datasets:
Mireu-Lab
/
NSL-KDD

Dataset card Data Studio Files Community
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
domain
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
285
19
1
1
0
0
0.07
0.05
0
255
19
0.07
0.05
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
136
17
1
1
0
0
0.12
0.06
0
255
5
0.02
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
54,540
8,314
0
0
0
2
0
1
1
0
0
0
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
255
255
1
0
0
0
0
0
0.02
0.02
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
134
22
1
1
0
0
0.16
0.05
0
255
22
0.09
0.05
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
18
0
0
0
0
1
0
1
1
65
1
0
1
0.51
0
0
0
0
anomaly
0
tcp
http
SF
262
983
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
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
http
SF
316
1,478
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
36
255
1
0
0.03
0.05
0
0
0
0.01
normal
0
tcp
http
SF
319
307
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
17
18
0
0
0
0
1
0
0.11
255
255
1
0
0
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
255
118
0.46
0.03
0.47
0
0
0.01
0
0
normal
0
tcp
ftp_data
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38
17
0.97
1
0.03
0
0.45
0.08
0
255
18
0.07
0.06
0
0
1
1
0
0
anomaly
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
0
1
1
1
0
1
120
197
1
0
0.01
0.02
0
0
0.74
0.84
normal
0
tcp
ftp_data
SF
15,377
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
19
0
0
0
0
1
0
0
25
90
1
0
1
0.02
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
105
9
1
1
0
0
0.09
0.06
0
255
9
0.04
0.05
0
0
1
1
0
0
anomaly
0
udp
other
SF
516
4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
335
335
0
0
0
0
1
0
0
255
255
1
0
1
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
295
4
1
1
0
0
0.01
0.06
0
255
3
0.01
0.08
0
0
1
1
0
0
anomaly
0
tcp
http
SF
213
491
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
255
255
1
0
0
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
133
16
1
1
0
0
0.12
0.06
0
40
5
0.12
0.17
0.03
0
1
1
0
0
anomaly
0
tcp
ftp_data
SF
59
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
23
31
0
0
0
0
1
0
0.06
85
53
0.62
0.06
0.62
0
0
0
0.02
0
normal
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
250
8
1
1
0
0
0.03
0.07
0
255
8
0.03
0.07
0
0
1
1
0
0
anomaly
0
icmp
ecr_i
SF
1,032
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
511
511
0
0
0
0
1
0
0
255
153
0.6
0.02
0.6
0
0
0
0.02
0
anomaly
0
tcp
private
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
130
14
1
1
0
0
0.11
0.05
0
255
17
0.07
0.06
0
0
1
1
0
0
anomaly
0
tcp
http
SF
54,540
8,314
0
0
0
2
0
1
1
0
0
0
0
0
0
0
0
0
4
4
0
0
0
0
1
0
0
139
139
1
0
0.01
0
0
0
0.05
0.05
anomaly
0
tcp
http
SF
301
17,655
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
144
255
1
0
0.01
0.02
0
0
0.01
0
normal
0
tcp
ftp_data
SF
501,760
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
87
63
0.13
0.82
0.11
0.03
0
0
0.76
0.02
normal
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
0
1
1
1
0
1
18
214
1
0
0.06
0.23
0
0
1
0.93
normal
0
tcp
http
SF
225
52,866
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
8
0
0
0
0.12
1
0
0.25
137
255
1
0
0.01
0.02
0
0
0
0
normal
0
tcp
http
SF
283
2,531
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
6
10
0
0
0
0
1
0
0.2
72
72
1
0
0.01
0
0
0
0
0
normal
0
icmp
eco_i
SF
30
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
249
249
1
0
1
0
0
0
0
0
normal
0
tcp
http
SF
316
274
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
15
46
0
0.04
0
0
1
0
0.09
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
smtp
SF
1,870
331
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
117
106
0.91
0.03
0.01
0
0
0
0
0
normal
0
udp
domain_u
SF
30
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
3
0
0
0
0
1
0
0.67
255
255
1
0
0.01
0
0
0
0
0
normal
0
tcp
http
SF
214
8,435
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
255
255
1
0
0
0
0
0
0
0
normal
0
tcp
http
SF
285
283
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
17
18
0
0
0
0
1
0
0.11
17
255
1
0
0.06
0.03
0
0
0
0
normal
0
tcp
http
SF
230
12,471
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
icmp
ecr_i
SF
30
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
165
165
1
0
1
0
0
0
0
0
normal
0
tcp
ftp_data
SF
491
0
0
0
0
0
0
1
0
0
0
5
0
0
0
0
0
0
2
2
0
0
0
0
1
0
0
6
65
0.33
0.33
0.33
0.03
0
0
0
0
normal
1
tcp
smtp
SF
2,049
362
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
4
0
0
0
0
1
0
1
95
87
0.92
0.02
0.01
0
0
0
0
0
normal
0
tcp
http
SF
247
799
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
192
255
1
0
0.01
0.02
0
0
0
0
normal
0
tcp
finger
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
288
13
1
1
0
0
0.05
0.06
0
255
10
0.04
0.07
0
0
1
1
0
0
anomaly
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
2
218
1
0
1
0.25
0
0
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
126
17
1
1
0
0
0.13
0.06
0
255
13
0.05
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
0
1
1
1
0
1
255
255
1
0
0
0
0
0
0
0
normal
0
udp
private
SF
28
0
0
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
3
0
0
0
0
1
0
0
255
3
0.01
0.01
0.01
0
0
0
0
0
anomaly
0
tcp
http
SF
254
555
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
35
170
1
0
0.03
0.04
0
0
0
0
normal
0
tcp
smtp
SF
1,289
408
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
255
58
0.23
0.06
0
0
0.51
0
0.02
0
normal
0
tcp
auth
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109
9
1
1
0
0
0.08
0.05
0
255
9
0.04
0.04
0
0
1
1
0
0
anomaly
0
tcp
http
SF
269
10,939
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
20
0
0
0
0
1
0
0.15
20
255
1
0
0.05
0.04
0
0
0
0
normal
0
tcp
http
REJ
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
0
1
1
1
0
1
1
220
1
0
1
0.06
0
0
1
1
normal
0
icmp
eco_i
SF
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1
0
0
0
0
0.33
0.67
0
255
4
0.02
0.01
0.03
0
0
0
0
0
normal
1
tcp
smtp
SF
1,247
327
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
226
129
0.53
0.03
0
0.02
0.01
0.02
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
130
14
1
1
0
0
0.11
0.05
0
255
4
0.02
0.05
0
0
1
1
0
0
anomaly
0
tcp
http
SF
373
4,777
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5
5
0
0
0
0
1
0
0
62
255
1
0
0.02
0.04
0
0
0
0
normal
0
tcp
http
SF
329
885
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
236
2,698
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
2
2
0
0
0
0
1
0
0
255
247
0.97
0.01
0
0
0
0
0
0
normal
0
udp
domain_u
SF
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
0
0
0
1
0
1
127
17
0.13
0.03
0.13
0
0
0
0
0
normal
0
tcp
http
SF
334
1,600
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
255
255
1
0
0
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
128
9
1
1
0
0
0.07
0.05
0
255
12
0.05
0.06
0
0
1
1
0
0
anomaly
0
tcp
smtp
SF
2,233
365
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
1
2
1
0
1
1
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
113
3
1
1
0
0
0.03
0.07
0
255
13
0.05
0.07
0
0
1
1
0
0
anomaly
0
tcp
http
SF
359
375
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3
11
0.33
0.09
0
0
1
0
0.18
3
255
1
0
0.33
0.04
0.33
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
184
25
1
1
0
0
0.14
0.06
0
255
25
0.1
0.06
0
0
1
1
0
0
anomaly
8
udp
private
SF
105
145
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
244
0.96
0.01
0.01
0
0
0
0
0
normal
0
tcp
smtp
SF
2,231
384
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
255
30
0.12
0.06
0
0
0.72
0
0.01
0
normal
0
tcp
klogin
S0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144
8
1
1
0
0
0.06
0.05
0
255
8
0.03
0.05
0
0
1
1
0
0
anomaly
0
tcp
ftp_data
SF
151
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
255
77
0.3
0.03
0.3
0
0
0
0
0
normal