incident_id
large_stringlengths
10
10
timestamp
large_stringdate
2026-01-01 00:19:00
2026-02-15 20:01:00
device_type
large_stringclasses
8 values
rssi_dbm
int64
-98
-31
channel_utilization_pct
int64
0
100
latency_ms
int64
1
904
packet_loss_pct
float64
0
24.8
dhcp_failures
int64
0
15
dns_risk_score
float64
0.01
0.99
incident_text
large_stringlengths
87
132
label
large_stringclasses
6 values
INC-002120
2026-01-17T04:45:00Z
smartphone
-63
100
124
4.84
1
0.126
Likely Wi-Fi congestion affecting smartphone: busy channel at 100% utilization with intermittent retransmissions.
wifi_congestion
INC-004264
2026-02-02T13:54:00Z
voice_assistant
-59
1
141
2.15
5
0.069
voice assistant failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-002630
2026-01-21T02:11:00Z
tablet
-50
85
123
6.35
0
0.069
tablet experiences reduced throughput while channel utilization is 85% and neighbouring traffic is heavy.
wifi_congestion
INC-002150
2026-01-17T10:16:00Z
voice_assistant
-66
82
88
0.56
1
0.159
voice assistant experiences reduced throughput while channel utilization is 82% and neighbouring traffic is heavy.
wifi_congestion
INC-005818
2026-02-14T10:44:00Z
gaming_console
-38
47
148
0.19
4
0.08
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002750
2026-01-22T00:12:00Z
tablet
-48
79
122
4.18
0
0.147
Likely Wi-Fi congestion affecting tablet: busy channel at 79% utilization with intermittent retransmissions.
wifi_congestion
INC-004982
2026-02-08T01:30:00Z
iot_sensor
-69
100
113
3.77
1
0.087
iot sensor experiences reduced throughput while channel utilization is 100% and neighbouring traffic is heavy.
wifi_congestion
INC-001219
2026-01-10T07:33:00Z
smartphone
-94
52
40
3.08
0
0.117
smartphone repeatedly disconnects with weak RSSI of -94 dBm while other network indicators remain mostly normal.
weak_signal
INC-004237
2026-02-02T08:48:00Z
iot_sensor
-79
46
70
2.87
0
0.139
Poor Wi-Fi coverage detected for iot sensor; signal strength is -79 dBm and the client appears far from the access point.
weak_signal
INC-000053
2026-01-01T09:51:00Z
iot_sensor
-57
9
81
1.02
0
0.842
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.842.
dns_security_risk
INC-002313
2026-01-18T16:05:00Z
smart_tv
-55
25
894
9.97
0
0.101
Network quality degradation for smart tv: elevated round-trip time and 9.97% packet loss despite an acceptable signal level.
high_latency
INC-004931
2026-02-07T16:09:00Z
voice_assistant
-44
28
95
0.84
1
0.804
voice assistant generated unusual DNS activity with risk score 0.804; review domains and resolver behaviour.
dns_security_risk
INC-003975
2026-01-31T08:45:00Z
laptop
-56
78
582
11.09
0
0.151
laptop reports latency of 582 ms and packet loss of 11.09%, causing slow or unstable application traffic.
high_latency
INC-004308
2026-02-02T21:49:00Z
gaming_console
-63
45
22
0.04
1
0.151
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001725
2026-01-14T04:18:00Z
laptop
-66
29
612
7.34
0
0.073
Network quality degradation for laptop: elevated round-trip time and 7.34% packet loss despite an acceptable signal level.
high_latency
INC-005292
2026-02-10T10:14:00Z
security_camera
-40
44
26
0.21
0
0.189
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002792
2026-01-22T07:54:00Z
smart_tv
-43
84
128
3.97
0
0.122
smart tv experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-003259
2026-01-25T21:38:00Z
voice_assistant
-78
39
46
4.25
0
0.138
voice assistant repeatedly disconnects with weak RSSI of -78 dBm while other network indicators remain mostly normal.
weak_signal
INC-005463
2026-02-11T17:38:00Z
smartphone
-45
38
846
17.03
0
0.04
smartphone reports latency of 846 ms and packet loss of 17.03%, causing slow or unstable application traffic.
high_latency
INC-004110
2026-02-01T09:33:00Z
tablet
-48
30
89
1.2
0
0.035
tablet is connected normally with RSSI -48 dBm, latency 89 ms, channel utilization 30% and no material packet loss.
healthy
INC-001242
2026-01-10T11:42:00Z
gaming_console
-56
22
25
0.44
0
0.11
gaming console is connected normally with RSSI -56 dBm, latency 25 ms, channel utilization 22% and no material packet loss.
healthy
INC-004050
2026-01-31T22:36:00Z
gaming_console
-50
48
21
0.94
0
0.199
gaming console is connected normally with RSSI -50 dBm, latency 21 ms, channel utilization 48% and no material packet loss.
healthy
INC-002520
2026-01-20T06:02:00Z
voice_assistant
-70
58
17
1.09
0
0.196
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004963
2026-02-07T21:57:00Z
security_camera
-90
20
51
4.91
0
0.054
security camera repeatedly disconnects with weak RSSI of -90 dBm while other network indicators remain mostly normal.
weak_signal
INC-001130
2026-01-09T15:18:00Z
smartphone
-39
86
122
5.15
0
0.045
Likely Wi-Fi congestion affecting smartphone: busy channel at 86% utilization with intermittent retransmissions.
wifi_congestion
INC-002645
2026-01-21T05:04:00Z
tablet
-58
26
77
0.83
0
0.91
tablet generated unusual DNS activity with risk score 0.91; review domains and resolver behaviour.
dns_security_risk
INC-000229
2026-01-02T18:09:00Z
smart_tv
-94
14
64
1.43
0
0.103
smart tv repeatedly disconnects with weak RSSI of -94 dBm while other network indicators remain mostly normal.
weak_signal
INC-002293
2026-01-18T12:28:00Z
security_camera
-89
46
38
4.39
0
0.205
security camera repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-002827
2026-01-22T14:26:00Z
tablet
-94
17
39
4.36
0
0.082
Poor Wi-Fi coverage detected for tablet; signal strength is -94 dBm and the client appears far from the access point.
weak_signal
INC-002571
2026-01-20T15:21:00Z
smartphone
-49
47
559
7.62
0
0.159
Network quality degradation for smartphone: elevated round-trip time and 7.62% packet loss despite an acceptable signal level.
high_latency
INC-003340
2026-01-26T12:23:00Z
laptop
-43
18
82
0.92
11
0.092
laptop failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-001983
2026-01-16T03:42:00Z
smartphone
-47
33
754
23.47
0
0.201
Network quality degradation for smartphone: elevated round-trip time and 23.47% packet loss despite an acceptable signal level.
high_latency
INC-004009
2026-01-31T15:04:00Z
smart_tv
-84
11
57
0.4
1
0.104
smart tv repeatedly disconnects with weak RSSI of -84 dBm while other network indicators remain mostly normal.
weak_signal
INC-005670
2026-02-13T07:40:00Z
security_camera
-42
24
42
0.26
1
0.151
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001270
2026-01-10T16:52:00Z
laptop
-66
18
30
0.4
4
0.219
laptop failed to obtain or renew an IP address; 4 DHCP failures were observed recently.
dhcp_failure
INC-000408
2026-01-04T02:48:00Z
laptop
-60
18
39
0.11
0
0.205
laptop is connected normally with RSSI -60 dBm, latency 39 ms, channel utilization 18% and no material packet loss.
healthy
INC-001355
2026-01-11T08:25:00Z
tablet
-38
33
47
0.52
0
0.782
tablet generated unusual DNS activity with risk score 0.782; review domains and resolver behaviour.
dns_security_risk
INC-003152
2026-01-25T01:55:00Z
iot_sensor
-58
92
124
6.21
0
0.149
Likely Wi-Fi congestion affecting iot sensor: busy channel at 92% utilization with intermittent retransmissions.
wifi_congestion
INC-005269
2026-02-10T06:01:00Z
voice_assistant
-94
44
65
4.77
1
0.045
Poor Wi-Fi coverage detected for voice assistant; signal strength is -94 dBm and the client appears far from the access point.
weak_signal
INC-001644
2026-01-13T13:34:00Z
smartphone
-50
26
37
0.08
0
0.029
smartphone is connected normally with RSSI -50 dBm, latency 37 ms, channel utilization 26% and no material packet loss.
healthy
INC-003943
2026-01-31T02:56:00Z
gaming_console
-83
18
32
4.78
1
0.068
gaming console repeatedly disconnects with weak RSSI of -83 dBm while other network indicators remain mostly normal.
weak_signal
INC-001710
2026-01-14T01:37:00Z
laptop
-56
35
38
0.23
0
0.193
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001824
2026-01-14T22:27:00Z
tablet
-41
12
11
0.51
0
0.192
tablet is connected normally with RSSI -41 dBm, latency 11 ms, channel utilization 12% and no material packet loss.
healthy
INC-005456
2026-02-11T16:19:00Z
smartphone
-44
83
59
6.21
0
0.037
smartphone experiences reduced throughput while channel utilization is 83% and neighbouring traffic is heavy.
wifi_congestion
INC-002777
2026-01-22T05:17:00Z
smart_tv
-50
49
48
0.96
0
0.873
smart tv generated unusual DNS activity with risk score 0.873; review domains and resolver behaviour.
dns_security_risk
INC-001084
2026-01-09T06:52:00Z
security_camera
-45
41
178
0.45
13
0.153
security camera failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-000855
2026-01-07T12:48:00Z
iot_sensor
-58
36
470
12.02
0
0.034
iot sensor reports latency of 470 ms and packet loss of 12.02%, causing slow or unstable application traffic.
high_latency
INC-003415
2026-01-27T02:13:00Z
iot_sensor
-78
26
42
3.36
0
0.201
Poor Wi-Fi coverage detected for iot sensor; signal strength is -78 dBm and the client appears far from the access point.
weak_signal
INC-003161
2026-01-25T03:37:00Z
security_camera
-64
34
47
0.27
0
0.872
security camera generated unusual DNS activity with risk score 0.872; review domains and resolver behaviour.
dns_security_risk
INC-000198
2026-01-02T12:28:00Z
smart_tv
-47
25
36
0.59
0
0.126
smart tv is connected normally with RSSI -47 dBm, latency 36 ms, channel utilization 25% and no material packet loss.
healthy
INC-004207
2026-02-02T03:27:00Z
smart_tv
-94
42
32
3.83
0
0.076
Poor Wi-Fi coverage detected for smart tv; signal strength is -94 dBm and the client appears far from the access point.
weak_signal
INC-001852
2026-01-15T03:34:00Z
iot_sensor
-62
43
156
0.21
4
0.012
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000127
2026-01-01T23:18:00Z
smart_tv
-78
13
36
0.97
0
0.125
Poor Wi-Fi coverage detected for smart tv; signal strength is -78 dBm and the client appears far from the access point.
weak_signal
INC-002667
2026-01-21T09:02:00Z
laptop
-44
79
232
17.68
0
0.127
laptop reports latency of 232 ms and packet loss of 17.68%, causing slow or unstable application traffic.
high_latency
INC-004522
2026-02-04T13:08:00Z
security_camera
-52
17
117
2.37
13
0.111
security camera failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-002592
2026-01-20T19:19:00Z
gaming_console
-53
27
32
0.01
0
0.133
gaming console is connected normally with RSSI -53 dBm, latency 32 ms, channel utilization 27% and no material packet loss.
healthy
INC-002915
2026-01-23T06:26:00Z
voice_assistant
-48
14
95
0.37
0
0.893
voice assistant generated unusual DNS activity with risk score 0.893; review domains and resolver behaviour.
dns_security_risk
INC-005091
2026-02-08T21:29:00Z
laptop
-59
30
156
8.28
0
0.043
Network quality degradation for laptop: elevated round-trip time and 8.28% packet loss despite an acceptable signal level.
high_latency
INC-002967
2026-01-23T16:02:00Z
smartphone
-47
60
514
20.14
0
0.167
smartphone reports latency of 514 ms and packet loss of 20.14%, causing slow or unstable application traffic.
high_latency
INC-002302
2026-01-18T14:07:00Z
laptop
-46
14
97
0.74
11
0.086
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000380
2026-01-03T21:44:00Z
smartphone
-52
99
59
3.74
0
0.048
smartphone experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-005039
2026-02-08T11:59:00Z
iot_sensor
-54
46
34
0
0
0.815
iot sensor generated unusual DNS activity with risk score 0.815; review domains and resolver behaviour.
dns_security_risk
INC-003829
2026-01-30T05:59:00Z
tablet
-93
29
42
2.14
0
0.15
tablet repeatedly disconnects with weak RSSI of -93 dBm while other network indicators remain mostly normal.
weak_signal
INC-005774
2026-02-14T02:41:00Z
voice_assistant
-51
89
71
5.23
0
0.193
Likely Wi-Fi congestion affecting voice assistant: busy channel at 89% utilization with intermittent retransmissions.
wifi_congestion
INC-002291
2026-01-18T12:09:00Z
smartphone
-58
21
138
2.03
0
0.882
smartphone generated unusual DNS activity with risk score 0.882; review domains and resolver behaviour.
dns_security_risk
INC-002765
2026-01-22T03:03:00Z
smart_tv
-58
36
149
0.82
0
0.962
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.962.
dns_security_risk
INC-000442
2026-01-04T09:09:00Z
laptop
-45
38
67
0.6
8
0.16
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000459
2026-01-04T12:14:00Z
voice_assistant
-43
26
722
15.94
0
0.093
voice assistant reports latency of 722 ms and packet loss of 15.94%, causing slow or unstable application traffic.
high_latency
INC-001479
2026-01-12T07:17:00Z
smart_tv
-50
30
288
5.03
1
0.185
Network quality degradation for smart tv: elevated round-trip time and 5.03% packet loss despite an acceptable signal level.
high_latency
INC-004811
2026-02-06T18:08:00Z
laptop
-34
34
71
1.07
1
0.778
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.778.
dns_security_risk
INC-004802
2026-02-06T16:26:00Z
security_camera
-47
99
57
1.02
0
0.16
Likely Wi-Fi congestion affecting security camera: busy channel at 99% utilization with intermittent retransmissions.
wifi_congestion
INC-002081
2026-01-16T21:40:00Z
gaming_console
-72
38
49
2.83
0
0.867
gaming console generated unusual DNS activity with risk score 0.867; review domains and resolver behaviour.
dns_security_risk
INC-003963
2026-01-31T06:39:00Z
tablet
-52
46
257
5.2
0
0.123
tablet reports latency of 257 ms and packet loss of 5.2%, causing slow or unstable application traffic.
high_latency
INC-002032
2026-01-16T12:34:00Z
smart_tv
-63
35
38
0.79
14
0.204
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005023
2026-02-08T09:00:00Z
voice_assistant
-94
30
76
2.59
0
0.219
voice assistant repeatedly disconnects with weak RSSI of -94 dBm while other network indicators remain mostly normal.
weak_signal
INC-002176
2026-01-17T15:06:00Z
smart_tv
-55
50
124
0.18
6
0.044
smart tv failed to obtain or renew an IP address; 6 DHCP failures were observed recently.
dhcp_failure
INC-001923
2026-01-15T16:35:00Z
voice_assistant
-38
67
850
18.62
0
0.142
voice assistant reports latency of 850 ms and packet loss of 18.62%, causing slow or unstable application traffic.
high_latency
INC-005437
2026-02-11T12:48:00Z
security_camera
-91
51
61
4.64
0
0.067
Poor Wi-Fi coverage detected for security camera; signal strength is -91 dBm and the client appears far from the access point.
weak_signal
INC-003356
2026-01-26T15:20:00Z
tablet
-64
83
87
3.92
1
0.073
Likely Wi-Fi congestion affecting tablet: busy channel at 83% utilization with intermittent retransmissions.
wifi_congestion
INC-004383
2026-02-03T11:42:00Z
laptop
-66
62
784
12.66
1
0.067
Network quality degradation for laptop: elevated round-trip time and 12.66% packet loss despite an acceptable signal level.
high_latency
INC-000926
2026-01-08T01:53:00Z
voice_assistant
-52
80
70
6.33
0
0.132
voice assistant experiences reduced throughput while channel utilization is 80% and neighbouring traffic is heavy.
wifi_congestion
INC-005742
2026-02-13T20:48:00Z
gaming_console
-61
12
8
0.53
0
0.065
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004985
2026-02-08T01:55:00Z
smart_tv
-56
10
18
0.36
0
0.78
smart tv generated unusual DNS activity with risk score 0.78; review domains and resolver behaviour.
dns_security_risk
INC-000112
2026-01-01T20:34:00Z
voice_assistant
-44
49
174
0.28
5
0.064
voice assistant failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-002296
2026-01-18T12:58:00Z
voice_assistant
-39
15
238
2.25
12
0.082
voice assistant failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-002721
2026-01-21T18:53:00Z
smart_tv
-43
81
671
3.24
1
0.051
smart tv reports latency of 671 ms and packet loss of 3.24%, causing slow or unstable application traffic.
high_latency
INC-004763
2026-02-06T09:19:00Z
tablet
-54
34
155
0.53
1
0.806
tablet generated unusual DNS activity with risk score 0.806; review domains and resolver behaviour.
dns_security_risk
INC-004857
2026-02-07T02:29:00Z
gaming_console
-57
62
396
12.38
0
0.169
gaming console reports latency of 396 ms and packet loss of 12.38%, causing slow or unstable application traffic.
high_latency
INC-001476
2026-01-12T06:41:00Z
voice_assistant
-60
35
69
0.17
0
0.127
voice assistant is connected normally with RSSI -60 dBm, latency 69 ms, channel utilization 35% and no material packet loss.
healthy
INC-003500
2026-01-27T17:45:00Z
gaming_console
-45
90
102
5.65
0
0.141
Likely Wi-Fi congestion affecting gaming console: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-003392
2026-01-26T21:53:00Z
smart_tv
-42
78
101
4.86
0
0.095
smart tv experiences reduced throughput while channel utilization is 78% and neighbouring traffic is heavy.
wifi_congestion
INC-003437
2026-01-27T06:11:00Z
smart_tv
-44
20
73
0.53
0
0.962
smart tv generated unusual DNS activity with risk score 0.962; review domains and resolver behaviour.
dns_security_risk
INC-004781
2026-02-06T12:37:00Z
tablet
-59
34
67
0.92
1
0.95
tablet generated unusual DNS activity with risk score 0.95; review domains and resolver behaviour.
dns_security_risk
INC-001672
2026-01-13T18:39:00Z
smartphone
-38
34
156
0.79
9
0.023
smartphone failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-003506
2026-01-27T18:50:00Z
smartphone
-56
86
83
4.36
0
0.203
smartphone experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-003387
2026-01-26T21:05:00Z
smart_tv
-41
57
407
17.35
0
0.096
Network quality degradation for smart tv: elevated round-trip time and 17.35% packet loss despite an acceptable signal level.
high_latency
INC-004230
2026-02-02T07:31:00Z
smartphone
-41
44
16
0.14
0
0.197
smartphone is connected normally with RSSI -41 dBm, latency 16 ms, channel utilization 44% and no material packet loss.
healthy
INC-002665
2026-01-21T08:36:00Z
voice_assistant
-81
15
51
5.04
0
0.183
Poor Wi-Fi coverage detected for voice assistant; signal strength is -81 dBm and the client appears far from the access point.
weak_signal
INC-001974
2026-01-16T01:58:00Z
smart_tv
-67
11
32
0.63
0
0.119
smart tv is connected normally with RSSI -67 dBm, latency 32 ms, channel utilization 11% and no material packet loss.
healthy
INC-005043
2026-02-08T12:41:00Z
smartphone
-39
55
563
9.84
1
0.101
Network quality degradation for smartphone: elevated round-trip time and 9.84% packet loss despite an acceptable signal level.
high_latency