Unnamed: 0
int64
0
94.7k
id.orig_p
int64
0
65.5k
id.resp_p
int64
0
65.4k
proto
stringclasses
3 values
service
stringclasses
10 values
flow_duration
float64
0
21.7k
fwd_pkts_tot
int64
0
4.35k
bwd_pkts_tot
int64
0
10.1k
fwd_data_pkts_tot
int64
0
4.35k
bwd_data_pkts_tot
int64
0
10.1k
fwd_pkts_per_sec
float64
0
1.05M
bwd_pkts_per_sec
float64
0
1.05M
flow_pkts_per_sec
float64
0
2.1M
down_up_ratio
float64
0
6.09
fwd_header_size_tot
int64
0
69.3k
fwd_header_size_min
int64
0
44
fwd_header_size_max
int64
0
52
bwd_header_size_tot
int64
0
324k
bwd_header_size_min
int64
0
40
bwd_header_size_max
int64
0
44
flow_FIN_flag_count
int64
0
10
flow_SYN_flag_count
int64
0
8
flow_RST_flag_count
int64
0
10
fwd_PSH_flag_count
int64
0
864
bwd_PSH_flag_count
int64
0
1.45k
flow_ACK_flag_count
int64
0
11.8k
fwd_URG_flag_count
int64
0
1
bwd_URG_flag_count
int64
0
0
flow_CWR_flag_count
int64
0
4
flow_ECE_flag_count
int64
0
4
fwd_pkts_payload.min
float64
0
1.1k
fwd_pkts_payload.max
float64
0
1.42k
fwd_pkts_payload.tot
float64
0
747k
fwd_pkts_payload.avg
float64
0
1.32k
fwd_pkts_payload.std
float64
0
732
bwd_pkts_payload.min
float64
0
1.36k
bwd_pkts_payload.max
float64
0
5.12k
bwd_pkts_payload.tot
float64
0
13.6M
bwd_pkts_payload.avg
float64
0
1.46k
bwd_pkts_payload.std
float64
0
1.51k
flow_pkts_payload.min
float64
0
1.1k
flow_pkts_payload.max
float64
0
5.12k
flow_pkts_payload.tot
float64
0
13.6M
flow_pkts_payload.avg
float64
0
1.16k
flow_pkts_payload.std
float64
0
925
fwd_iat.min
float64
0
300M
fwd_iat.max
float64
0
300M
fwd_iat.tot
float64
0
21.7B
fwd_iat.avg
float64
0
300M
fwd_iat.std
float64
0
212M
bwd_iat.min
float64
0
43.2M
bwd_iat.max
float64
0
300M
bwd_iat.tot
float64
0
18.8B
bwd_iat.avg
float64
0
150M
bwd_iat.std
float64
0
212M
flow_iat.min
float64
0
43.5M
flow_iat.max
float64
0
300M
flow_iat.tot
float64
0
21.7B
flow_iat.avg
float64
0
72.8M
flow_iat.std
float64
0
134M
payload_bytes_per_second
float64
0
126M
fwd_subflow_pkts
float64
0
277
bwd_subflow_pkts
float64
0
1.69k
fwd_subflow_bytes
float64
0
52.1k
bwd_subflow_bytes
float64
0
2.27M
fwd_bulk_bytes
float64
0
465k
bwd_bulk_bytes
float64
0
6.81M
fwd_bulk_packets
float64
0
343
bwd_bulk_packets
float64
0
5.05k
fwd_bulk_rate
float64
0
46.3M
bwd_bulk_rate
float64
0
28.3M
active.min
float64
0
313M
active.max
float64
0
848M
active.tot
float64
0
2.95B
active.avg
float64
0
437M
active.std
float64
0
477M
idle.min
float64
0
300M
idle.max
float64
0
300M
idle.tot
float64
0
21B
idle.avg
float64
0
300M
idle.std
float64
0
121M
fwd_init_window_size
int64
0
65.5k
bwd_init_window_size
int64
0
65.5k
fwd_last_window_size
int64
0
65.5k
Attack_type
stringclasses
12 values
1,993
59,247
51,103
tcp
-
0.000006
1
1
0
0
161,319.384615
161,319.384615
322,638.769231
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.198883
6.198883
6.198883
6.198883
0
0
1
1
0
0
0
0
0
0
0
0
6.198883
6.198883
6.198883
6.198883
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
1,994
59,247
51,493
tcp
-
0.000008
1
1
0
0
127,100.121212
127,100.121212
254,200.242424
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.867813
7.867813
7.867813
7.867813
0
0
1
1
0
0
0
0
0
0
0
0
7.867813
7.867813
7.867813
7.867813
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
1,995
59,247
52,848
tcp
-
0.000003
1
1
0
0
322,638.769231
322,638.769231
645,277.538462
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.099442
3.099442
3.099442
3.099442
0
0
1
1
0
0
0
0
0
0
0
0
3.099442
3.099442
3.099442
3.099442
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
1,996
59,247
54,045
tcp
-
0.000007
1
1
0
0
144,631.172414
144,631.172414
289,262.344828
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.914139
6.914139
6.914139
6.914139
0
0
1
1
0
0
0
0
0
0
0
0
6.914139
6.914139
6.914139
6.914139
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
1,997
59,247
54,328
tcp
-
0.000006
1
1
0
0
167,772.16
167,772.16
335,544.32
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
1
1
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
1,998
59,247
55,055
tcp
-
0.000006
1
1
0
0
167,772.16
167,772.16
335,544.32
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
1
1
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
1,999
59,247
55,056
tcp
-
0.000002
1
1
0
0
524,288
524,288
1,048,576
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.907349
1.907349
1.907349
1.907349
0
0
1
1
0
0
0
0
0
0
0
0
1.907349
1.907349
1.907349
1.907349
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
2,000
59,247
55,600
tcp
-
0.000007
1
1
0
0
139,810.133333
139,810.133333
279,620.266667
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.152557
7.152557
7.152557
7.152557
0
0
1
1
0
0
0
0
0
0
0
0
7.152557
7.152557
7.152557
7.152557
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
2,001
59,247
57,797
tcp
-
0.000006
1
1
0
0
167,772.16
167,772.16
335,544.32
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
1
1
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
2,002
59,247
60,020
tcp
-
0.000007
1
1
0
0
139,810.133333
139,810.133333
279,620.266667
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.152557
7.152557
7.152557
7.152557
0
0
1
1
0
0
0
0
0
0
0
0
7.152557
7.152557
7.152557
7.152557
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
2,003
59,247
60,443
tcp
-
0.000006
1
1
0
0
167,772.16
167,772.16
335,544.32
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
1
1
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
2,004
59,247
61,900
tcp
-
0.000007
1
1
0
0
144,631.172414
144,631.172414
289,262.344828
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.914139
6.914139
6.914139
6.914139
0
0
1
1
0
0
0
0
0
0
0
0
6.914139
6.914139
6.914139
6.914139
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
2,005
59,247
63,331
tcp
-
0.000006
1
1
0
0
167,772.16
167,772.16
335,544.32
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
1
1
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
2,006
59,247
64,623
tcp
-
0.000007
1
1
0
0
144,631.172414
144,631.172414
289,262.344828
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.914139
6.914139
6.914139
6.914139
0
0
1
1
0
0
0
0
0
0
0
0
6.914139
6.914139
6.914139
6.914139
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
2,007
59,247
64,680
tcp
-
0.000006
1
1
0
0
167,772.16
167,772.16
335,544.32
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
1
1
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
2,008
59,247
65,000
tcp
-
0.000006
1
1
0
0
167,772.16
167,772.16
335,544.32
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
1
1
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN
2,009
59,247
65,129
tcp
-
0.000006
1
1
0
0
167,772.16
167,772.16
335,544.32
1
20
20
20
20
20
20
1
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
1
1
0
0
0
0
0
0
0
0
5.960464
5.960464
5.960464
5.960464
0
0
0
0
0
0
1,024
0
1,024
NMAP_XMAS_TREE_SCAN