Hugging Face's logo

Datasets:
KemalEmirkan
/
Ddos_Dataset

Modalities:
Tabular
Text
Formats:
csv
Size:
1M - 10M
Libraries:
Datasets
Dask
Dataset card Data Studio Files
xet
Community
1
Dataset Viewer
Auto-converted to Parquet Duplicate
Flow ID
string
Source IP
string
Destination IP
string
Source Port
float64
Destination Port
float64
Protocol
string
Timestamp
string
Packet Length
int64
SYN Flag
int64
ACK Flag
int64
FIN Flag
int64
RST Flag
float64
Flow Duration
float64
Total Fwd Packets
int64
Total Bwd Packets
int64
Total Length of Fwd Packets
int64
Total Length of Bwd Packets
int64
Fwd Packet Length Max
int64
Fwd Packet Length Min
int64
Fwd Packet Length Mean
float64
Fwd Packet Length Std
float64
Bwd Packet Length Max
int64
Bwd Packet Length Min
int64
Bwd Packet Length Mean
float64
Bwd Packet Length Std
float64
Flow Bytes/s
float64
Flow Packets/s
float64
SYN Flag Count
int64
ACK Flag Count
int64
FIN Flag Count
int64
RST Flag Count
float64
Label
string
192.168.1.153-34.110.164.207-53202-443
192.168.1.153
34.110.164.207
53,202
443
TLS
2025-05-16 20:57:05.359899
55
0
1
0
0
46.01222
4
4
218
218
55
54
54.5
0.57735
55
54
54.5
0.57735
4.737872
0.086933
0
4
1
0
BENIGN
34.110.164.207-192.168.1.153-443-53202
34.110.164.207
192.168.1.153
443
53,202
TCP
2025-05-16 20:57:05.397482
66
0
1
0
0
45.974564
3
3
186
186
66
54
62
6.928203
66
54
62
6.928203
4.045715
0.065253
0
3
1
0
BENIGN
192.168.1.153-46.8.206.72-53203-443
192.168.1.153
46.8.206.72
53,203
443
TLS
2025-05-16 20:57:06.239300
55
0
1
0
0
87.743083
6
6
357
357
85
54
59.5
12.502
85
54
59.5
12.502
4.068697
0.068381
0
5
1
2
BENIGN
46.8.206.72-192.168.1.153-443-53203
46.8.206.72
192.168.1.153
443
53,203
TCP
2025-05-16 20:57:06.312593
54
0
1
0
0
87.669401
5
5
301
301
85
54
60.2
13.863621
85
54
60.2
13.863621
3.433353
0.057032
0
5
1
0
BENIGN
192.168.1.157-192.168.1.255-45924-15600
192.168.1.157
192.168.1.255
45,924
15,600
UDP
2025-05-16 20:57:06.460601
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.183-192.168.1.255-42348-15600
192.168.1.183
192.168.1.255
42,348
15,600
UDP
2025-05-16 20:57:07.892414
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-32896-1900
192.168.1.1
239.255.255.250
32,896
1,900
SSDP
2025-05-16 20:57:08.473614
368
0
0
0
0
0.648704
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,628.773678
9.249211
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-50565-1900
192.168.1.1
239.255.255.250
50,565
1,900
SSDP
2025-05-16 20:57:08.474194
368
0
0
0
0
0.648879
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,627.795013
9.246716
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-32896-1900
192.168.1.1
239.255.255.250
32,896
1,900
SSDP
2025-05-16 20:57:08.602359
368
0
0
0
0
0.648704
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,628.773678
9.249211
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-50565-1900
192.168.1.1
239.255.255.250
50,565
1,900
SSDP
2025-05-16 20:57:08.602778
368
0
0
0
0
0.648879
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,627.795013
9.246716
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-32896-1900
192.168.1.1
239.255.255.250
32,896
1,900
SSDP
2025-05-16 20:57:08.732184
377
0
0
0
0
0.648704
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,628.773678
9.249211
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-50565-1900
192.168.1.1
239.255.255.250
50,565
1,900
SSDP
2025-05-16 20:57:08.732522
377
0
0
0
0
0.648879
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,627.795013
9.246716
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-32896-1900
192.168.1.1
239.255.255.250
32,896
1,900
SSDP
2025-05-16 20:57:08.868184
377
0
0
0
0
0.648704
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,628.773678
9.249211
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-50565-1900
192.168.1.1
239.255.255.250
50,565
1,900
SSDP
2025-05-16 20:57:08.868593
377
0
0
0
0
0.648879
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,627.795013
9.246716
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-32896-1900
192.168.1.1
239.255.255.250
32,896
1,900
SSDP
2025-05-16 20:57:08.993169
432
0
0
0
0
0.648704
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,628.773678
9.249211
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-50565-1900
192.168.1.1
239.255.255.250
50,565
1,900
SSDP
2025-05-16 20:57:08.993490
432
0
0
0
0
0.648879
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,627.795013
9.246716
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-32896-1900
192.168.1.1
239.255.255.250
32,896
1,900
SSDP
2025-05-16 20:57:09.122318
432
0
0
0
0
0.648704
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,628.773678
9.249211
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-50565-1900
192.168.1.1
239.255.255.250
50,565
1,900
SSDP
2025-05-16 20:57:09.123073
432
0
0
0
0
0.648879
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,627.795013
9.246716
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-39282-1900
192.168.1.1
239.255.255.250
39,282
1,900
SSDP
2025-05-16 20:57:09.252721
442
0
0
0
0
0.129817
2
2
884
884
442
442
442
0
442
442
442
0
6,809.585802
15.406303
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-46335-1900
192.168.1.1
239.255.255.250
46,335
1,900
SSDP
2025-05-16 20:57:09.253447
442
0
0
0
0
0.129344
2
2
884
884
442
442
442
0
442
442
442
0
6,834.487877
15.462642
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-39282-1900
192.168.1.1
239.255.255.250
39,282
1,900
SSDP
2025-05-16 20:57:09.382538
442
0
0
0
0
0.129817
2
2
884
884
442
442
442
0
442
442
442
0
6,809.585802
15.406303
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-46335-1900
192.168.1.1
239.255.255.250
46,335
1,900
SSDP
2025-05-16 20:57:09.382791
442
0
0
0
0
0.129344
2
2
884
884
442
442
442
0
442
442
442
0
6,834.487877
15.462642
0
0
0
0
BENIGN
192.168.1.157-192.168.1.255-37159-15600
192.168.1.157
192.168.1.255
37,159
15,600
UDP
2025-05-16 20:57:12.500505
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.183-192.168.1.255-53686-15600
192.168.1.183
192.168.1.255
53,686
15,600
UDP
2025-05-16 20:57:13.833594
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
208.103.161.2-192.168.1.153-443-53165
208.103.161.2
192.168.1.153
443
53,165
TLS
2025-05-16 20:57:14.241847
79
0
1
0
0
2,952.516211
432
432
31,570
31,570
108
54
73.078704
21.663495
108
54
73.078704
21.663495
10.692575
0.146316
0
432
0
0
BENIGN
192.168.1.153-208.103.161.2-53165-443
192.168.1.153
208.103.161.2
53,165
443
TLS
2025-05-16 20:57:14.242417
83
0
1
0
0
2,952.479214
216
216
20,770
20,770
112
83
96.157407
14.471246
112
83
96.157407
14.471246
7.034766
0.073159
0
216
0
0
BENIGN
208.103.161.2-192.168.1.153-443-53165
208.103.161.2
192.168.1.153
443
53,165
TCP
2025-05-16 20:57:14.263253
54
0
1
0
0
2,952.516211
432
432
31,570
31,570
108
54
73.078704
21.663495
108
54
73.078704
21.663495
10.692575
0.146316
0
432
0
0
BENIGN
192.168.1.157-192.168.1.255-41114-15600
192.168.1.157
192.168.1.255
41,114
15,600
UDP
2025-05-16 20:57:18.439897
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.183-192.168.1.255-53709-15600
192.168.1.183
192.168.1.255
53,709
15,600
UDP
2025-05-16 20:57:19.874993
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.157-192.168.1.255-60361-15600
192.168.1.157
192.168.1.255
60,361
15,600
UDP
2025-05-16 20:57:24.491065
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.183-192.168.1.255-58211-15600
192.168.1.183
192.168.1.255
58,211
15,600
UDP
2025-05-16 20:57:25.812366
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.153-20.199.120.151-52194-443
192.168.1.153
20.199.120.151
52,194
443
TLS
2025-05-16 20:57:25.820462
55
0
1
0
0
2,874.945892
16
16
1,078
1,078
155
54
67.375
34.206968
155
54
67.375
34.206968
0.374964
0.005565
0
16
0
0
BENIGN
20.199.120.151-192.168.1.153-443-52194
20.199.120.151
192.168.1.153
443
52,194
TCP
2025-05-16 20:57:25.878746
66
0
1
0
0
2,874.95857
14
14
1,242
1,242
225
66
88.714286
57.738707
225
66
88.714286
57.738707
0.432006
0.00487
0
14
0
0
BENIGN
208.103.161.2-192.168.1.153-443-53166
208.103.161.2
192.168.1.153
443
53,166
TLS
2025-05-16 20:57:28.172694
79
0
1
0
0
2,931.565594
495
495
50,903
50,903
605
54
102.834343
120.615127
605
54
102.834343
120.615127
17.36376
0.168852
0
495
0
0
BENIGN
192.168.1.153-208.103.161.2-53166-443
192.168.1.153
208.103.161.2
53,166
443
TLS
2025-05-16 20:57:28.173323
83
0
1
0
0
2,931.542674
276
276
42,871
42,871
792
54
155.32971
202.77243
792
54
155.32971
202.77243
14.624041
0.094148
0
276
0
0
BENIGN
208.103.161.2-192.168.1.153-443-53166
208.103.161.2
192.168.1.153
443
53,166
TCP
2025-05-16 20:57:28.195174
54
0
1
0
0
2,931.565594
495
495
50,903
50,903
605
54
102.834343
120.615127
605
54
102.834343
120.615127
17.36376
0.168852
0
495
0
0
BENIGN
192.168.1.1-239.255.255.250-56477-1900
192.168.1.1
239.255.255.250
56,477
1,900
SSDP
2025-05-16 20:57:29.472781
368
0
0
0
0
0.649463
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,624.532883
9.238402
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-38368-1900
192.168.1.1
239.255.255.250
38,368
1,900
SSDP
2025-05-16 20:57:29.473534
368
0
0
0
0
0.649197
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,626.017988
9.242187
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-56477-1900
192.168.1.1
239.255.255.250
56,477
1,900
SSDP
2025-05-16 20:57:29.605957
368
0
0
0
0
0.649463
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,624.532883
9.238402
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-38368-1900
192.168.1.1
239.255.255.250
38,368
1,900
SSDP
2025-05-16 20:57:29.606064
368
0
0
0
0
0.649197
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,626.017988
9.242187
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-56477-1900
192.168.1.1
239.255.255.250
56,477
1,900
SSDP
2025-05-16 20:57:29.732508
377
0
0
0
0
0.649463
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,624.532883
9.238402
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-38368-1900
192.168.1.1
239.255.255.250
38,368
1,900
SSDP
2025-05-16 20:57:29.732946
377
0
0
0
0
0.649197
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,626.017988
9.242187
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-56477-1900
192.168.1.1
239.255.255.250
56,477
1,900
SSDP
2025-05-16 20:57:29.867785
377
0
0
0
0
0.649463
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,624.532883
9.238402
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-38368-1900
192.168.1.1
239.255.255.250
38,368
1,900
SSDP
2025-05-16 20:57:29.868226
377
0
0
0
0
0.649197
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,626.017988
9.242187
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-56477-1900
192.168.1.1
239.255.255.250
56,477
1,900
SSDP
2025-05-16 20:57:29.992673
432
0
0
0
0
0.649463
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,624.532883
9.238402
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-38368-1900
192.168.1.1
239.255.255.250
38,368
1,900
SSDP
2025-05-16 20:57:29.992917
432
0
0
0
0
0.649197
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,626.017988
9.242187
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-56477-1900
192.168.1.1
239.255.255.250
56,477
1,900
SSDP
2025-05-16 20:57:30.122244
432
0
0
0
0
0.649463
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,624.532883
9.238402
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-38368-1900
192.168.1.1
239.255.255.250
38,368
1,900
SSDP
2025-05-16 20:57:30.122731
432
0
0
0
0
0.649197
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,626.017988
9.242187
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-50574-1900
192.168.1.1
239.255.255.250
50,574
1,900
SSDP
2025-05-16 20:57:30.253203
442
0
0
0
0
0.129035
2
2
884
884
442
442
442
0
442
442
442
0
6,850.854419
15.499671
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-34508-1900
192.168.1.1
239.255.255.250
34,508
1,900
SSDP
2025-05-16 20:57:30.253683
442
0
0
0
0
0.128805
2
2
884
884
442
442
442
0
442
442
442
0
6,863.087613
15.527348
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-50574-1900
192.168.1.1
239.255.255.250
50,574
1,900
SSDP
2025-05-16 20:57:30.382238
442
0
0
0
0
0.129035
2
2
884
884
442
442
442
0
442
442
442
0
6,850.854419
15.499671
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-34508-1900
192.168.1.1
239.255.255.250
34,508
1,900
SSDP
2025-05-16 20:57:30.382488
442
0
0
0
0
0.128805
2
2
884
884
442
442
442
0
442
442
442
0
6,863.087613
15.527348
0
0
0
0
BENIGN
0.0.0.0-224.0.0.1-nan-nan
0.0.0.0
224.0.0.1
null
null
IGMP
2025-05-16 20:57:31.135965
50
0
0
0
0
2,940.000442
65
65
3,170
3,170
50
46
48.769231
1.860521
50
46
48.769231
1.860521
1.078231
0.022109
0
0
0
0
BENIGN
192.168.1.163-224.0.0.251-nan-nan
192.168.1.163
224.0.0.251
null
null
IGMP
2025-05-16 20:57:31.340751
46
0
0
0
0
2,310.958962
9
9
414
414
46
46
46
0
46
46
46
0
0.179146
0.003894
0
0
0
0
BENIGN
192.168.1.153-224.0.0.252-nan-nan
192.168.1.153
224.0.0.252
null
null
IGMP
2025-05-16 20:57:31.351890
46
0
0
0
0
2,939.999592
70
70
3,220
3,220
46
46
46
0
46
46
46
0
1.095238
0.02381
0
0
0
0
BENIGN
192.168.1.153-239.255.255.250-nan-nan
192.168.1.153
239.255.255.250
null
null
IGMP
2025-05-16 20:57:31.352133
46
0
0
0
0
2,939.999443
65
65
2,990
2,990
46
46
46
0
46
46
46
0
1.017007
0.022109
0
0
0
0
BENIGN
192.168.1.183-192.168.1.255-43649-15600
192.168.1.183
192.168.1.255
43,649
15,600
UDP
2025-05-16 20:57:31.853925
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
208.103.161.2-192.168.1.153-443-53165
208.103.161.2
192.168.1.153
443
53,165
TLS
2025-05-16 20:57:34.623732
108
0
1
0
0
2,952.516211
432
432
31,570
31,570
108
54
73.078704
21.663495
108
54
73.078704
21.663495
10.692575
0.146316
0
432
0
0
BENIGN
192.168.1.153-208.103.161.2-53165-443
192.168.1.153
208.103.161.2
53,165
443
TLS
2025-05-16 20:57:34.624190
112
0
1
0
0
2,952.479214
216
216
20,770
20,770
112
83
96.157407
14.471246
112
83
96.157407
14.471246
7.034766
0.073159
0
216
0
0
BENIGN
208.103.161.2-192.168.1.153-443-53166
208.103.161.2
192.168.1.153
443
53,166
TLS
2025-05-16 20:57:34.627414
108
0
1
0
0
2,931.565594
495
495
50,903
50,903
605
54
102.834343
120.615127
605
54
102.834343
120.615127
17.36376
0.168852
0
495
0
0
BENIGN
192.168.1.153-208.103.161.2-53166-443
192.168.1.153
208.103.161.2
53,166
443
TLS
2025-05-16 20:57:34.627860
112
0
1
0
0
2,931.542674
276
276
42,871
42,871
792
54
155.32971
202.77243
792
54
155.32971
202.77243
14.624041
0.094148
0
276
0
0
BENIGN
208.103.161.2-192.168.1.153-443-53165
208.103.161.2
192.168.1.153
443
53,165
TCP
2025-05-16 20:57:34.645692
54
0
1
0
0
2,952.516211
432
432
31,570
31,570
108
54
73.078704
21.663495
108
54
73.078704
21.663495
10.692575
0.146316
0
432
0
0
BENIGN
208.103.161.2-192.168.1.153-443-53166
208.103.161.2
192.168.1.153
443
53,166
TCP
2025-05-16 20:57:34.650273
54
0
1
0
0
2,931.565594
495
495
50,903
50,903
605
54
102.834343
120.615127
605
54
102.834343
120.615127
17.36376
0.168852
0
495
0
0
BENIGN
192.168.1.153-172.64.155.209-53200-443
192.168.1.153
172.64.155.209
53,200
443
TLS
2025-05-16 20:57:37.488192
93
0
1
0
0
0.024142
4
4
279
279
93
54
69.75
19.189841
93
54
69.75
19.189841
11,556.623312
165.686356
0
4
1
0
BENIGN
192.168.1.153-172.64.155.209-53200-443
192.168.1.153
172.64.155.209
53,200
443
TLS
2025-05-16 20:57:37.488377
78
0
1
0
0
0.024142
4
4
279
279
93
54
69.75
19.189841
93
54
69.75
19.189841
11,556.623312
165.686356
0
4
1
0
BENIGN
192.168.1.153-172.64.155.209-53200-443
192.168.1.153
172.64.155.209
53,200
443
TCP
2025-05-16 20:57:37.488520
54
0
1
1
0
0.024142
4
4
279
279
93
54
69.75
19.189841
93
54
69.75
19.189841
11,556.623312
165.686356
0
4
1
0
BENIGN
172.64.155.209-192.168.1.153-443-53200
172.64.155.209
192.168.1.153
443
53,200
TCP
2025-05-16 20:57:37.512024
66
0
1
0
0
0
3
3
174
174
66
54
58
6.928203
66
54
58
6.928203
174
3
0
3
1
0
BENIGN
172.64.155.209-192.168.1.153-443-53200
172.64.155.209
192.168.1.153
443
53,200
TCP
2025-05-16 20:57:37.512024
54
0
1
0
0
0
3
3
174
174
66
54
58
6.928203
66
54
58
6.928203
174
3
0
3
1
0
BENIGN
172.64.155.209-192.168.1.153-443-53200
172.64.155.209
192.168.1.153
443
53,200
TCP
2025-05-16 20:57:37.512024
54
0
1
1
0
0
3
3
174
174
66
54
58
6.928203
66
54
58
6.928203
174
3
0
3
1
0
BENIGN
192.168.1.153-172.64.155.209-53200-443
192.168.1.153
172.64.155.209
53,200
443
TCP
2025-05-16 20:57:37.512334
54
0
1
0
0
0.024142
4
4
279
279
93
54
69.75
19.189841
93
54
69.75
19.189841
11,556.623312
165.686356
0
4
1
0
BENIGN
192.168.1.183-192.168.1.255-50247-15600
192.168.1.183
192.168.1.255
50,247
15,600
UDP
2025-05-16 20:57:37.897460
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.153-104.18.29.234-53198-443
192.168.1.153
104.18.29.234
53,198
443
TLS
2025-05-16 20:57:38.490318
93
0
1
0
0
0.025004
4
4
279
279
93
54
69.75
19.189841
93
54
69.75
19.189841
11,158.214686
159.974404
0
4
1
0
BENIGN
192.168.1.153-104.18.29.234-53198-443
192.168.1.153
104.18.29.234
53,198
443
TLS
2025-05-16 20:57:38.490948
78
0
1
0
0
0.025004
4
4
279
279
93
54
69.75
19.189841
93
54
69.75
19.189841
11,158.214686
159.974404
0
4
1
0
BENIGN
192.168.1.153-104.18.29.234-53198-443
192.168.1.153
104.18.29.234
53,198
443
TCP
2025-05-16 20:57:38.491286
54
0
1
1
0
0.025004
4
4
279
279
93
54
69.75
19.189841
93
54
69.75
19.189841
11,158.214686
159.974404
0
4
1
0
BENIGN
104.18.29.234-192.168.1.153-443-53198
104.18.29.234
192.168.1.153
443
53,198
TCP
2025-05-16 20:57:38.514762
54
0
1
0
0
0.000375
2
2
108
108
54
54
54
0
54
54
54
0
288,000
5,333.333333
0
2
1
0
BENIGN
104.18.29.234-192.168.1.153-443-53198
104.18.29.234
192.168.1.153
443
53,198
TCP
2025-05-16 20:57:38.515137
54
0
1
1
0
0.000375
2
2
108
108
54
54
54
0
54
54
54
0
288,000
5,333.333333
0
2
1
0
BENIGN
192.168.1.153-104.18.29.234-53198-443
192.168.1.153
104.18.29.234
53,198
443
TCP
2025-05-16 20:57:38.515322
54
0
1
0
0
0.025004
4
4
279
279
93
54
69.75
19.189841
93
54
69.75
19.189841
11,158.214686
159.974404
0
4
1
0
BENIGN
208.103.161.2-192.168.1.153-443-53165
208.103.161.2
192.168.1.153
443
53,165
TLS
2025-05-16 20:57:39.460443
79
0
1
0
0
2,952.516211
432
432
31,570
31,570
108
54
73.078704
21.663495
108
54
73.078704
21.663495
10.692575
0.146316
0
432
0
0
BENIGN
192.168.1.153-208.103.161.2-53165-443
192.168.1.153
208.103.161.2
53,165
443
TLS
2025-05-16 20:57:39.461238
83
0
1
0
0
2,952.479214
216
216
20,770
20,770
112
83
96.157407
14.471246
112
83
96.157407
14.471246
7.034766
0.073159
0
216
0
0
BENIGN
208.103.161.2-192.168.1.153-443-53165
208.103.161.2
192.168.1.153
443
53,165
TCP
2025-05-16 20:57:39.482157
54
0
1
0
0
2,952.516211
432
432
31,570
31,570
108
54
73.078704
21.663495
108
54
73.078704
21.663495
10.692575
0.146316
0
432
0
0
BENIGN
192.168.1.157-192.168.1.255-39378-15600
192.168.1.157
192.168.1.255
39,378
15,600
UDP
2025-05-16 20:57:42.505453
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.157-192.168.1.255-39738-15600
192.168.1.157
192.168.1.255
39,738
15,600
UDP
2025-05-16 20:57:48.443296
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.183-192.168.1.255-35391-15600
192.168.1.183
192.168.1.255
35,391
15,600
UDP
2025-05-16 20:57:49.886628
77
0
0
0
0
0
1
1
77
77
77
77
77
null
77
77
77
null
77
1
0
0
0
0
BENIGN
192.168.1.153-34.110.164.207-53202-443
192.168.1.153
34.110.164.207
53,202
443
TCP
2025-05-16 20:57:50.398148
55
0
1
0
0
46.01222
4
4
218
218
55
54
54.5
0.57735
55
54
54.5
0.57735
4.737872
0.086933
0
4
1
0
BENIGN
34.110.164.207-192.168.1.153-443-53202
34.110.164.207
192.168.1.153
443
53,202
TCP
2025-05-16 20:57:50.428104
66
0
1
0
0
45.974564
3
3
186
186
66
54
62
6.928203
66
54
62
6.928203
4.045715
0.065253
0
3
1
0
BENIGN
192.168.1.1-239.255.255.250-60610-1900
192.168.1.1
239.255.255.250
60,610
1,900
SSDP
2025-05-16 20:57:50.472507
368
0
0
0
0
0.652647
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,606.850257
9.193331
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-35302-1900
192.168.1.1
239.255.255.250
35,302
1,900
SSDP
2025-05-16 20:57:50.473248
368
0
0
0
0
0.651906
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,610.950045
9.203781
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-60610-1900
192.168.1.1
239.255.255.250
60,610
1,900
SSDP
2025-05-16 20:57:50.601913
368
0
0
0
0
0.652647
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,606.850257
9.193331
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-35302-1900
192.168.1.1
239.255.255.250
35,302
1,900
SSDP
2025-05-16 20:57:50.602278
368
0
0
0
0
0.651906
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,610.950045
9.203781
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-60610-1900
192.168.1.1
239.255.255.250
60,610
1,900
SSDP
2025-05-16 20:57:50.731832
377
0
0
0
0
0.652647
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,606.850257
9.193331
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-35302-1900
192.168.1.1
239.255.255.250
35,302
1,900
SSDP
2025-05-16 20:57:50.732086
377
0
0
0
0
0.651906
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,610.950045
9.203781
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-60610-1900
192.168.1.1
239.255.255.250
60,610
1,900
SSDP
2025-05-16 20:57:50.867173
377
0
0
0
0
0.652647
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,606.850257
9.193331
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-35302-1900
192.168.1.1
239.255.255.250
35,302
1,900
SSDP
2025-05-16 20:57:50.867526
377
0
0
0
0
0.651906
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,610.950045
9.203781
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-60610-1900
192.168.1.1
239.255.255.250
60,610
1,900
SSDP
2025-05-16 20:57:50.991910
432
0
0
0
0
0.652647
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,606.850257
9.193331
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-35302-1900
192.168.1.1
239.255.255.250
35,302
1,900
SSDP
2025-05-16 20:57:50.992269
432
0
0
0
0
0.651906
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,610.950045
9.203781
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-60610-1900
192.168.1.1
239.255.255.250
60,610
1,900
SSDP
2025-05-16 20:57:51.125154
432
0
0
0
0
0.652647
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,606.850257
9.193331
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-35302-1900
192.168.1.1
239.255.255.250
35,302
1,900
SSDP
2025-05-16 20:57:51.125154
432
0
0
0
0
0.651906
6
6
2,354
2,354
432
368
392.333333
30.98817
432
368
392.333333
30.98817
3,610.950045
9.203781
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-60132-1900
192.168.1.1
239.255.255.250
60,132
1,900
SSDP
2025-05-16 20:57:51.252145
442
0
0
0
0
0.129855
2
2
884
884
442
442
442
0
442
442
442
0
6,807.593085
15.401794
0
0
0
0
BENIGN
192.168.1.1-239.255.255.250-53368-1900
192.168.1.1
239.255.255.250
53,368
1,900
SSDP
2025-05-16 20:57:51.252715
442
0
0
0
0
0.129393
2
2
884
884
442
442
442
0
442
442
442
0
6,831.899716
15.456787
0
0
0
0
BENIGN
192.168.1.153-34.110.164.207-62913-443
192.168.1.153
34.110.164.207
62,913
443
QUIC
2025-05-16 20:57:51.281472
1,292
0
0
0
0
0.23064
12
12
7,829
7,829
1,292
75
652.416667
586.027684
1,292
75
652.416667
586.027684
33,944.675685
52.029136
0
0
0
0
BENIGN
End of preview. Expand in Data Studio

No dataset card yet

Downloads last month
65
Size of downloaded dataset files:
432 MB
Size of the auto-converted Parquet files:
83.5 MB
Number of rows:
1,921,488