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-002711
2026-01-21T17:07:00Z
security_camera
-50
36
22
1.06
0
0.977
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.977.
dns_security_risk
INC-000730
2026-01-06T13:56:00Z
iot_sensor
-45
27
126
1.18
4
0.01
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003843
2026-01-30T08:33:00Z
gaming_console
-50
38
435
9.63
0
0.123
gaming console reports latency of 435 ms and packet loss of 9.63%, causing slow or unstable application traffic.
high_latency
INC-003618
2026-01-28T15:18:00Z
laptop
-71
39
1
0.39
1
0.168
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001050
2026-01-09T00:40:00Z
smart_tv
-54
30
16
1.17
0
0.014
smart tv is connected normally with RSSI -54 dBm, latency 16 ms, channel utilization 30% and no material packet loss.
healthy
INC-005123
2026-02-09T03:23:00Z
iot_sensor
-58
50
34
0.44
1
0.856
iot sensor generated unusual DNS activity with risk score 0.856; review domains and resolver behaviour.
dns_security_risk
INC-003569
2026-01-28T06:25:00Z
tablet
-61
17
26
0.74
0
0.823
tablet generated unusual DNS activity with risk score 0.823; review domains and resolver behaviour.
dns_security_risk
INC-002047
2026-01-16T15:23:00Z
voice_assistant
-77
13
32
2.05
1
0.21
Poor Wi-Fi coverage detected for voice assistant; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-001606
2026-01-13T06:26:00Z
laptop
-40
49
145
0.64
15
0.093
laptop failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-001516
2026-01-12T13:57:00Z
iot_sensor
-53
12
119
0.02
13
0.102
iot sensor failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-000945
2026-01-08T05:22:00Z
smart_tv
-39
43
166
10.76
0
0.113
Network quality degradation for smart tv: elevated round-trip time and 10.76% packet loss despite an acceptable signal level.
high_latency
INC-001785
2026-01-14T15:17:00Z
iot_sensor
-50
63
583
20.71
0
0.176
Network quality degradation for iot sensor: elevated round-trip time and 20.71% packet loss despite an acceptable signal level.
high_latency
INC-002870
2026-01-22T22:11:00Z
security_camera
-53
86
64
3.43
0
0.035
security camera experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-000964
2026-01-08T08:46:00Z
security_camera
-49
9
47
0.93
12
0.088
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002761
2026-01-22T02:16:00Z
iot_sensor
-88
47
56
1.55
0
0.168
Poor Wi-Fi coverage detected for iot sensor; signal strength is -88 dBm and the client appears far from the access point.
weak_signal
INC-002464
2026-01-19T19:46:00Z
laptop
-38
41
123
0.93
9
0.081
laptop failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-005956
2026-02-15T12:03:00Z
security_camera
-47
30
128
0.14
15
0.197
security camera failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-004156
2026-02-01T18:05:00Z
security_camera
-48
37
132
1.01
8
0.081
security camera failed to obtain or renew an IP address; 8 DHCP failures were observed recently.
dhcp_failure
INC-004599
2026-02-05T03:19:00Z
smartphone
-45
74
270
22.39
0
0.066
smartphone reports latency of 270 ms and packet loss of 22.39%, causing slow or unstable application traffic.
high_latency
INC-002173
2026-01-17T14:27:00Z
voice_assistant
-82
25
50
1.6
0
0.146
voice assistant repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-000314
2026-01-03T09:35:00Z
iot_sensor
-45
100
127
0.88
0
0.034
iot sensor experiences reduced throughput while channel utilization is 100% and neighbouring traffic is heavy.
wifi_congestion
INC-002709
2026-01-21T16:39:00Z
smart_tv
-48
65
812
16.9
1
0.071
smart tv reports latency of 812 ms and packet loss of 16.9%, causing slow or unstable application traffic.
high_latency
INC-002209
2026-01-17T21:07:00Z
laptop
-89
20
11
1.07
0
0.021
laptop repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-000616
2026-01-05T17:06:00Z
laptop
-38
50
128
0.08
5
0.048
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005957
2026-02-15T12:15:00Z
tablet
-48
20
141
0.67
0
0.88
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.88.
dns_security_risk
INC-002162
2026-01-17T12:29:00Z
smart_tv
-51
89
108
2.47
1
0.119
Likely Wi-Fi congestion affecting smart tv: busy channel at 89% utilization with intermittent retransmissions.
wifi_congestion
INC-004256
2026-02-02T12:19:00Z
smartphone
-57
84
127
1.06
0
0.166
smartphone experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-003920
2026-01-30T22:40:00Z
voice_assistant
-58
88
127
6.56
0
0.064
voice assistant experiences reduced throughput while channel utilization is 88% and neighbouring traffic is heavy.
wifi_congestion
INC-000970
2026-01-08T09:52:00Z
security_camera
-42
47
104
0.62
6
0.109
security camera failed to obtain or renew an IP address; 6 DHCP failures were observed recently.
dhcp_failure
INC-003207
2026-01-25T11:57:00Z
gaming_console
-67
43
686
12.68
1
0.126
gaming console reports latency of 686 ms and packet loss of 12.68%, causing slow or unstable application traffic.
high_latency
INC-002737
2026-01-21T21:48:00Z
voice_assistant
-93
35
74
1.72
0
0.13
Poor Wi-Fi coverage detected for voice assistant; signal strength is -93 dBm and the client appears far from the access point.
weak_signal
INC-003770
2026-01-29T19:18:00Z
security_camera
-39
93
129
5.92
0
0.152
security camera experiences reduced throughput while channel utilization is 93% and neighbouring traffic is heavy.
wifi_congestion
INC-005187
2026-02-09T14:57:00Z
gaming_console
-38
37
361
6.39
0
0.041
gaming console reports latency of 361 ms and packet loss of 6.39%, causing slow or unstable application traffic.
high_latency
INC-002802
2026-01-22T09:44:00Z
smart_tv
-50
41
100
1.19
1
0.169
smart tv is connected normally with RSSI -50 dBm, latency 100 ms, channel utilization 41% and no material packet loss.
healthy
INC-005256
2026-02-10T03:46:00Z
smart_tv
-42
29
25
1.03
0
0.119
smart tv is connected normally with RSSI -42 dBm, latency 25 ms, channel utilization 29% and no material packet loss.
healthy
INC-004101
2026-02-01T07:51:00Z
voice_assistant
-62
39
777
11.64
1
0.098
Network quality degradation for voice assistant: elevated round-trip time and 11.64% packet loss despite an acceptable signal level.
high_latency
INC-001845
2026-01-15T02:20:00Z
security_camera
-46
41
612
16.39
1
0.203
security camera reports latency of 612 ms and packet loss of 16.39%, causing slow or unstable application traffic.
high_latency
INC-005724
2026-02-13T17:30:00Z
laptop
-38
34
44
0.26
0
0.205
laptop is connected normally with RSSI -38 dBm, latency 44 ms, channel utilization 34% and no material packet loss.
healthy
INC-004508
2026-02-04T10:37:00Z
voice_assistant
-45
96
83
2.99
0
0.168
Likely Wi-Fi congestion affecting voice assistant: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion
INC-004427
2026-02-03T19:46:00Z
voice_assistant
-58
28
142
0.28
1
0.974
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.974.
dns_security_risk
INC-001020
2026-01-08T19:09:00Z
iot_sensor
-38
42
16
0.45
0
0.03
iot sensor is connected normally with RSSI -38 dBm, latency 16 ms, channel utilization 42% and no material packet loss.
healthy
INC-003359
2026-01-26T15:56:00Z
laptop
-47
8
157
0.64
0
0.968
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.968.
dns_security_risk
INC-004887
2026-02-07T07:57:00Z
security_camera
-50
28
513
16.35
0
0.027
Network quality degradation for security camera: elevated round-trip time and 16.35% packet loss despite an acceptable signal level.
high_latency
INC-003522
2026-01-27T21:46:00Z
iot_sensor
-38
35
42
0.04
0
0.173
Routine health check for iot sensor: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004152
2026-02-01T17:14:00Z
gaming_console
-40
8
32
0.75
1
0.039
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003896
2026-01-30T18:19:00Z
security_camera
-57
81
121
0.87
0
0.208
Likely Wi-Fi congestion affecting security camera: busy channel at 81% utilization with intermittent retransmissions.
wifi_congestion
INC-002397
2026-01-19T07:28:00Z
smart_tv
-55
45
690
21.48
0
0.082
Network quality degradation for smart tv: elevated round-trip time and 21.48% packet loss despite an acceptable signal level.
high_latency
INC-005070
2026-02-08T17:40:00Z
security_camera
-66
45
17
0.17
0
0.053
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001774
2026-01-14T13:15:00Z
tablet
-67
8
55
0.1
11
0.218
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003170
2026-01-25T05:11:00Z
voice_assistant
-41
81
52
3.64
0
0.059
voice assistant experiences reduced throughput while channel utilization is 81% and neighbouring traffic is heavy.
wifi_congestion
INC-005391
2026-02-11T04:23:00Z
iot_sensor
-65
40
739
12.04
1
0.023
Network quality degradation for iot sensor: elevated round-trip time and 12.04% packet loss despite an acceptable signal level.
high_latency
INC-000363
2026-01-03T18:35:00Z
laptop
-60
77
656
17.37
0
0.052
laptop reports latency of 656 ms and packet loss of 17.37%, causing slow or unstable application traffic.
high_latency
INC-005267
2026-02-10T05:37:00Z
smart_tv
-62
22
90
0.91
0
0.884
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.884.
dns_security_risk
INC-002949
2026-01-23T12:48:00Z
iot_sensor
-43
57
636
19.9
0
0.083
iot sensor reports latency of 636 ms and packet loss of 19.9%, causing slow or unstable application traffic.
high_latency
INC-000124
2026-01-01T22:44:00Z
laptop
-43
18
76
0.54
4
0.185
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001120
2026-01-09T13:28:00Z
laptop
-40
41
167
0.8
12
0.201
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001536
2026-01-12T17:41:00Z
gaming_console
-42
42
13
0.26
0
0.017
gaming console is connected normally with RSSI -42 dBm, latency 13 ms, channel utilization 42% and no material packet loss.
healthy
INC-004345
2026-02-03T04:40:00Z
gaming_console
-77
24
53
0.94
1
0.056
Poor Wi-Fi coverage detected for gaming console; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-004690
2026-02-05T19:54:00Z
security_camera
-57
47
79
1.11
3
0.101
security camera failed to obtain or renew an IP address; 3 DHCP failures were observed recently.
dhcp_failure
INC-001163
2026-01-09T21:16:00Z
smartphone
-55
48
124
0.36
1
0.826
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.826.
dns_security_risk
INC-004933
2026-02-07T16:27:00Z
security_camera
-91
27
40
1.72
0
0.137
security camera repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal
INC-001032
2026-01-08T21:21:00Z
tablet
-43
23
24
0.41
1
0.079
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001091
2026-01-09T08:05:00Z
laptop
-70
58
127
1.82
1
0.982
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.982.
dns_security_risk
INC-000519
2026-01-04T23:12:00Z
laptop
-52
49
764
12.55
1
0.04
Network quality degradation for laptop: elevated round-trip time and 12.55% packet loss despite an acceptable signal level.
high_latency
INC-002344
2026-01-18T21:54:00Z
iot_sensor
-45
23
138
1.04
12
0.054
iot sensor failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-000473
2026-01-04T14:48:00Z
voice_assistant
-42
28
133
0.59
0
0.841
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.841.
dns_security_risk
INC-003301
2026-01-26T05:13:00Z
smartphone
-81
23
13
4.94
1
0.129
smartphone repeatedly disconnects with weak RSSI of -81 dBm while other network indicators remain mostly normal.
weak_signal
INC-005496
2026-02-11T23:42:00Z
tablet
-43
18
20
0.5
1
0.097
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004081
2026-02-01T04:14:00Z
gaming_console
-85
12
45
2.7
1
0.155
Poor Wi-Fi coverage detected for gaming console; signal strength is -85 dBm and the client appears far from the access point.
weak_signal
INC-005046
2026-02-08T13:06:00Z
voice_assistant
-53
36
26
0.2
0
0.186
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004644
2026-02-05T11:32:00Z
security_camera
-60
41
16
1.01
1
0.083
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002447
2026-01-19T16:45:00Z
voice_assistant
-65
41
112
1.12
0
0.904
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.904.
dns_security_risk
INC-004359
2026-02-03T07:18:00Z
laptop
-59
39
237
23.97
1
0.089
laptop reports latency of 237 ms and packet loss of 23.97%, causing slow or unstable application traffic.
high_latency
INC-004544
2026-02-04T17:13:00Z
laptop
-63
98
102
5.49
0
0.155
Likely Wi-Fi congestion affecting laptop: busy channel at 98% utilization with intermittent retransmissions.
wifi_congestion
INC-004210
2026-02-02T03:50:00Z
smartphone
-50
48
133
0.38
11
0.185
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002268
2026-01-18T07:49:00Z
voice_assistant
-58
10
16
0.99
0
0.199
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003327
2026-01-26T10:07:00Z
voice_assistant
-42
53
713
10.04
0
0.034
Network quality degradation for voice assistant: elevated round-trip time and 10.04% packet loss despite an acceptable signal level.
high_latency
INC-002503
2026-01-20T02:58:00Z
tablet
-76
25
12
4.04
0
0.057
tablet repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal
INC-000966
2026-01-08T09:14:00Z
security_camera
-61
27
28
1.56
0
0.185
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004978
2026-02-08T00:47:00Z
smart_tv
-48
12
22
0.53
4
0.135
smart tv failed to obtain or renew an IP address; 4 DHCP failures were observed recently.
dhcp_failure
INC-004432
2026-02-03T20:35:00Z
smartphone
-52
40
69
0.57
12
0.074
smartphone failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-000521
2026-01-04T23:35:00Z
security_camera
-31
29
70
1.72
0
0.887
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.887.
dns_security_risk
INC-003436
2026-01-27T06:05:00Z
voice_assistant
-50
23
147
0.59
14
0.013
voice assistant failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-000943
2026-01-08T04:56:00Z
smart_tv
-85
21
45
1
0
0.031
Poor Wi-Fi coverage detected for smart tv; signal strength is -85 dBm and the client appears far from the access point.
weak_signal
INC-004790
2026-02-06T14:12:00Z
voice_assistant
-41
82
35
3.64
1
0.137
Likely Wi-Fi congestion affecting voice assistant: busy channel at 82% utilization with intermittent retransmissions.
wifi_congestion
INC-001000
2026-01-08T15:29:00Z
laptop
-55
16
92
0.92
8
0.094
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004371
2026-02-03T09:29:00Z
iot_sensor
-55
69
574
9.64
0
0.112
Network quality degradation for iot sensor: elevated round-trip time and 9.64% packet loss despite an acceptable signal level.
high_latency
INC-003376
2026-01-26T19:03:00Z
tablet
-51
49
128
0.18
10
0.217
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003373
2026-01-26T18:26:00Z
security_camera
-79
27
25
5.4
0
0.191
security camera repeatedly disconnects with weak RSSI of -79 dBm while other network indicators remain mostly normal.
weak_signal
INC-005131
2026-02-09T04:46:00Z
tablet
-79
52
38
3.12
1
0.072
Poor Wi-Fi coverage detected for tablet; signal strength is -79 dBm and the client appears far from the access point.
weak_signal
INC-001553
2026-01-12T20:44:00Z
smart_tv
-67
33
56
0.55
0
0.762
smart tv generated unusual DNS activity with risk score 0.762; review domains and resolver behaviour.
dns_security_risk
INC-004711
2026-02-05T23:50:00Z
laptop
-82
32
59
0.9
0
0.103
Poor Wi-Fi coverage detected for laptop; signal strength is -82 dBm and the client appears far from the access point.
weak_signal
INC-003470
2026-01-27T12:15:00Z
voice_assistant
-48
80
58
2.64
0
0.054
voice assistant experiences reduced throughput while channel utilization is 80% and neighbouring traffic is heavy.
wifi_congestion
INC-000056
2026-01-01T10:19:00Z
voice_assistant
-56
84
75
1.28
0
0.058
voice assistant experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-003068
2026-01-24T10:38:00Z
gaming_console
-61
78
102
2.63
0
0.2
Likely Wi-Fi congestion affecting gaming console: busy channel at 78% utilization with intermittent retransmissions.
wifi_congestion
INC-001347
2026-01-11T07:06:00Z
security_camera
-42
63
266
14.43
1
0.121
security camera reports latency of 266 ms and packet loss of 14.43%, causing slow or unstable application traffic.
high_latency
INC-003004
2026-01-23T22:45:00Z
gaming_console
-65
40
75
0.75
8
0.123
gaming console failed to obtain or renew an IP address; 8 DHCP failures were observed recently.
dhcp_failure
INC-005290
2026-02-10T10:00:00Z
tablet
-61
26
45
1.02
4
0.063
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000850
2026-01-07T11:51:00Z
gaming_console
-38
15
59
0.73
15
0.119
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002689
2026-01-21T13:06:00Z
smartphone
-76
22
52
0.92
0
0.081
smartphone repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal