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-003050
2026-01-24T07:14:00Z
voice_assistant
-48
84
85
2.13
0
0.185
Likely Wi-Fi congestion affecting voice assistant: busy channel at 84% utilization with intermittent retransmissions.
wifi_congestion
INC-001838
2026-01-15T00:59:00Z
voice_assistant
-43
81
53
2.08
0
0.21
voice assistant experiences reduced throughput while channel utilization is 81% and neighbouring traffic is heavy.
wifi_congestion
INC-000563
2026-01-05T07:20:00Z
laptop
-44
18
118
0.44
0
0.897
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.897.
dns_security_risk
INC-001100
2026-01-09T09:48:00Z
tablet
-56
88
37
1.22
0
0.211
Likely Wi-Fi congestion affecting tablet: busy channel at 88% utilization with intermittent retransmissions.
wifi_congestion
INC-001928
2026-01-15T17:30:00Z
smartphone
-42
98
86
0.71
0
0.033
smartphone experiences reduced throughput while channel utilization is 98% and neighbouring traffic is heavy.
wifi_congestion
INC-005754
2026-02-13T22:55:00Z
tablet
-63
39
18
0.41
0
0.094
tablet is connected normally with RSSI -63 dBm, latency 18 ms, channel utilization 39% and no material packet loss.
healthy
INC-000255
2026-01-02T22:54:00Z
laptop
-42
65
550
10.82
0
0.037
laptop reports latency of 550 ms and packet loss of 10.82%, causing slow or unstable application traffic.
high_latency
INC-002924
2026-01-23T08:14:00Z
voice_assistant
-45
83
100
4.25
0
0.179
voice assistant experiences reduced throughput while channel utilization is 83% and neighbouring traffic is heavy.
wifi_congestion
INC-003524
2026-01-27T22:13:00Z
tablet
-45
91
65
6
0
0.113
Likely Wi-Fi congestion affecting tablet: busy channel at 91% utilization with intermittent retransmissions.
wifi_congestion
INC-003438
2026-01-27T06:18:00Z
security_camera
-61
23
15
0.97
0
0.151
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003688
2026-01-29T04:17:00Z
tablet
-38
29
42
1.02
10
0.054
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000083
2026-01-01T15:22:00Z
iot_sensor
-49
30
116
0.36
0
0.951
iot sensor generated unusual DNS activity with risk score 0.951; review domains and resolver behaviour.
dns_security_risk
INC-001207
2026-01-10T05:22:00Z
smart_tv
-92
9
30
1.69
0
0.184
Poor Wi-Fi coverage detected for smart tv; signal strength is -92 dBm and the client appears far from the access point.
weak_signal
INC-002607
2026-01-20T22:03:00Z
smartphone
-41
35
311
7.4
1
0.029
smartphone reports latency of 311 ms and packet loss of 7.4%, causing slow or unstable application traffic.
high_latency
INC-000369
2026-01-03T19:42:00Z
voice_assistant
-50
79
547
18.45
0
0.131
voice assistant reports latency of 547 ms and packet loss of 18.45%, causing slow or unstable application traffic.
high_latency
INC-003293
2026-01-26T03:53:00Z
voice_assistant
-61
12
100
0.55
0
0.96
voice assistant generated unusual DNS activity with risk score 0.96; review domains and resolver behaviour.
dns_security_risk
INC-004321
2026-02-03T00:13:00Z
laptop
-81
17
42
3.77
0
0.206
Poor Wi-Fi coverage detected for laptop; signal strength is -81 dBm and the client appears far from the access point.
weak_signal
INC-005078
2026-02-08T19:06:00Z
tablet
-48
89
40
5.74
0
0.071
Likely Wi-Fi congestion affecting tablet: busy channel at 89% utilization with intermittent retransmissions.
wifi_congestion
INC-003216
2026-01-25T13:44:00Z
voice_assistant
-64
14
15
0.38
1
0.11
voice assistant is connected normally with RSSI -64 dBm, latency 15 ms, channel utilization 14% and no material packet loss.
healthy
INC-004951
2026-02-07T19:44:00Z
voice_assistant
-93
51
60
1.78
0
0.078
voice assistant repeatedly disconnects with weak RSSI of -93 dBm while other network indicators remain mostly normal.
weak_signal
INC-002192
2026-01-17T18:00:00Z
smartphone
-50
79
102
2.86
0
0.033
smartphone experiences reduced throughput while channel utilization is 79% and neighbouring traffic is heavy.
wifi_congestion
INC-004678
2026-02-05T17:44:00Z
smartphone
-45
18
71
1.09
9
0.063
smartphone failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-001461
2026-01-12T03:54:00Z
tablet
-41
58
341
18.71
1
0.022
tablet reports latency of 341 ms and packet loss of 18.71%, causing slow or unstable application traffic.
high_latency
INC-000781
2026-01-06T23:19:00Z
gaming_console
-81
15
36
2.82
0
0.15
gaming console repeatedly disconnects with weak RSSI of -81 dBm while other network indicators remain mostly normal.
weak_signal
INC-003193
2026-01-25T09:29:00Z
tablet
-80
22
50
1.91
0
0.052
tablet repeatedly disconnects with weak RSSI of -80 dBm while other network indicators remain mostly normal.
weak_signal
INC-002834
2026-01-22T15:43:00Z
iot_sensor
-66
78
46
0.72
0
0.146
iot sensor experiences reduced throughput while channel utilization is 78% and neighbouring traffic is heavy.
wifi_congestion
INC-003189
2026-01-25T08:48:00Z
voice_assistant
-67
57
549
18.64
0
0.135
voice assistant reports latency of 549 ms and packet loss of 18.64%, causing slow or unstable application traffic.
high_latency
INC-000514
2026-01-04T22:21:00Z
laptop
-47
27
44
0.5
11
0.05
laptop failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-005725
2026-02-13T17:39:00Z
security_camera
-88
28
30
4.18
0
0.15
Poor Wi-Fi coverage detected for security camera; signal strength is -88 dBm and the client appears far from the access point.
weak_signal
INC-002664
2026-01-21T08:27:00Z
tablet
-61
25
27
0.55
0
0.156
tablet is connected normally with RSSI -61 dBm, latency 27 ms, channel utilization 25% and no material packet loss.
healthy
INC-003210
2026-01-25T12:39:00Z
tablet
-51
34
11
0.41
1
0.095
tablet is connected normally with RSSI -51 dBm, latency 11 ms, channel utilization 34% and no material packet loss.
healthy
INC-003685
2026-01-29T03:38:00Z
tablet
-81
19
54
3.61
1
0.015
Poor Wi-Fi coverage detected for tablet; signal strength is -81 dBm and the client appears far from the access point.
weak_signal
INC-005591
2026-02-12T17:03:00Z
iot_sensor
-52
19
36
0.29
0
0.83
iot sensor generated unusual DNS activity with risk score 0.83; review domains and resolver behaviour.
dns_security_risk
INC-000695
2026-01-06T07:28:00Z
security_camera
-51
45
63
0.91
1
0.78
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.78.
dns_security_risk
INC-001505
2026-01-12T11:57:00Z
tablet
-48
47
97
0.54
0
0.918
tablet generated unusual DNS activity with risk score 0.918; review domains and resolver behaviour.
dns_security_risk
INC-000833
2026-01-07T08:50:00Z
voice_assistant
-67
17
119
1.12
1
0.786
voice assistant generated unusual DNS activity with risk score 0.786; review domains and resolver behaviour.
dns_security_risk
INC-003551
2026-01-28T03:09:00Z
smartphone
-52
39
39
0.95
0
0.95
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.95.
dns_security_risk
INC-004752
2026-02-06T07:15:00Z
security_camera
-39
42
16
0.53
0
0.149
security camera is connected normally with RSSI -39 dBm, latency 16 ms, channel utilization 42% and no material packet loss.
healthy
INC-001250
2026-01-10T13:14:00Z
iot_sensor
-50
94
80
5.61
1
0.212
Likely Wi-Fi congestion affecting iot sensor: busy channel at 94% utilization with intermittent retransmissions.
wifi_congestion
INC-001512
2026-01-12T13:16:00Z
smart_tv
-38
9
40
1.01
1
0.16
smart tv is connected normally with RSSI -38 dBm, latency 40 ms, channel utilization 9% and no material packet loss.
healthy
INC-004800
2026-02-06T16:02:00Z
gaming_console
-50
50
18
1.19
0
0.055
gaming console is connected normally with RSSI -50 dBm, latency 18 ms, channel utilization 50% and no material packet loss.
healthy
INC-003009
2026-01-23T23:44:00Z
smart_tv
-67
34
257
10.72
0
0.175
smart tv reports latency of 257 ms and packet loss of 10.72%, causing slow or unstable application traffic.
high_latency
INC-002074
2026-01-16T20:21:00Z
laptop
-53
17
86
0.49
3
0.095
laptop failed to obtain or renew an IP address; 3 DHCP failures were observed recently.
dhcp_failure
INC-004405
2026-02-03T15:44:00Z
security_camera
-84
11
25
2.86
0
0.101
Poor Wi-Fi coverage detected for security camera; signal strength is -84 dBm and the client appears far from the access point.
weak_signal
INC-003306
2026-01-26T06:10:00Z
smart_tv
-58
44
30
1.02
0
0.059
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001228
2026-01-10T09:11:00Z
security_camera
-43
47
112
0.96
13
0.05
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002753
2026-01-22T00:51:00Z
gaming_console
-58
19
134
0.77
0
0.776
gaming console generated unusual DNS activity with risk score 0.776; review domains and resolver behaviour.
dns_security_risk
INC-003491
2026-01-27T16:01:00Z
tablet
-57
52
113
0.58
0
0.809
tablet generated unusual DNS activity with risk score 0.809; review domains and resolver behaviour.
dns_security_risk
INC-000126
2026-01-01T23:13:00Z
voice_assistant
-42
17
16
0.05
1
0.156
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003223
2026-01-25T14:55:00Z
iot_sensor
-77
19
43
3.72
0
0.054
Poor Wi-Fi coverage detected for iot sensor; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-000403
2026-01-04T01:54:00Z
laptop
-79
8
62
2.76
1
0.075
Poor Wi-Fi coverage detected for laptop; signal strength is -79 dBm and the client appears far from the access point.
weak_signal
INC-005517
2026-02-12T03:34:00Z
iot_sensor
-47
27
829
15.12
0
0.171
Network quality degradation for iot sensor: elevated round-trip time and 15.12% packet loss despite an acceptable signal level.
high_latency
INC-001916
2026-01-15T15:23:00Z
tablet
-54
85
75
6.91
1
0.192
tablet experiences reduced throughput while channel utilization is 85% and neighbouring traffic is heavy.
wifi_congestion
INC-003475
2026-01-27T13:08:00Z
smart_tv
-87
44
56
1.91
1
0.114
Poor Wi-Fi coverage detected for smart tv; signal strength is -87 dBm and the client appears far from the access point.
weak_signal
INC-005687
2026-02-13T10:45:00Z
smart_tv
-43
13
158
0.8
1
0.987
smart tv generated unusual DNS activity with risk score 0.987; review domains and resolver behaviour.
dns_security_risk
INC-001318
2026-01-11T01:45:00Z
laptop
-57
28
72
1.08
11
0.176
laptop failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-005643
2026-02-13T02:36:00Z
smartphone
-49
30
156
13.4
0
0.048
smartphone reports latency of 156 ms and packet loss of 13.4%, causing slow or unstable application traffic.
high_latency
INC-003443
2026-01-27T07:15:00Z
security_camera
-56
46
43
0.1
1
0.802
security camera generated unusual DNS activity with risk score 0.802; review domains and resolver behaviour.
dns_security_risk
INC-000054
2026-01-01T10:04:00Z
smart_tv
-51
20
13
0.29
1
0.113
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005259
2026-02-10T04:09:00Z
laptop
-57
81
637
4.41
0
0.099
Network quality degradation for laptop: elevated round-trip time and 4.41% packet loss despite an acceptable signal level.
high_latency
INC-001858
2026-01-15T04:45:00Z
tablet
-46
10
127
0.48
13
0.033
tablet failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-005086
2026-02-08T20:36:00Z
gaming_console
-58
49
124
0.9
7
0.041
gaming console failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-002710
2026-01-21T16:53:00Z
gaming_console
-56
39
96
0.86
12
0.101
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003764
2026-01-29T18:07:00Z
smartphone
-66
99
45
2.71
1
0.031
smartphone experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-005028
2026-02-08T09:53:00Z
smart_tv
-48
21
45
0.24
1
0.069
smart tv is connected normally with RSSI -48 dBm, latency 45 ms, channel utilization 21% and no material packet loss.
healthy
INC-000897
2026-01-07T20:27:00Z
iot_sensor
-63
66
450
3.72
1
0.012
Network quality degradation for iot sensor: elevated round-trip time and 3.72% packet loss despite an acceptable signal level.
high_latency
INC-003875
2026-01-30T14:27:00Z
gaming_console
-67
41
152
0.79
0
0.983
gaming console generated unusual DNS activity with risk score 0.983; review domains and resolver behaviour.
dns_security_risk
INC-004527
2026-02-04T14:05:00Z
gaming_console
-55
62
485
16.31
0
0.062
gaming console reports latency of 485 ms and packet loss of 16.31%, causing slow or unstable application traffic.
high_latency
INC-003864
2026-01-30T12:28:00Z
tablet
-46
21
43
0
0
0.081
tablet is connected normally with RSSI -46 dBm, latency 43 ms, channel utilization 21% and no material packet loss.
healthy
INC-001373
2026-01-11T11:44:00Z
security_camera
-71
13
58
0.15
0
0.949
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.949.
dns_security_risk
INC-004425
2026-02-03T19:16:00Z
laptop
-56
67
234
21.66
0
0.1
Network quality degradation for laptop: elevated round-trip time and 21.66% packet loss despite an acceptable signal level.
high_latency
INC-004381
2026-02-03T11:21:00Z
voice_assistant
-80
8
58
0.9
0
0.088
voice assistant repeatedly disconnects with weak RSSI of -80 dBm while other network indicators remain mostly normal.
weak_signal
INC-005201
2026-02-09T17:38:00Z
voice_assistant
-59
10
112
2.28
0
0.929
voice assistant generated unusual DNS activity with risk score 0.929; review domains and resolver behaviour.
dns_security_risk
INC-005832
2026-02-14T13:22:00Z
gaming_console
-40
47
63
0
0
0.149
gaming console is connected normally with RSSI -40 dBm, latency 63 ms, channel utilization 47% and no material packet loss.
healthy
INC-000220
2026-01-02T16:27:00Z
tablet
-52
18
77
0.68
7
0.071
tablet failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-002521
2026-01-20T06:13:00Z
smartphone
-94
19
49
1.09
0
0.054
smartphone repeatedly disconnects with weak RSSI of -94 dBm while other network indicators remain mostly normal.
weak_signal
INC-000507
2026-01-04T21:06:00Z
smart_tv
-57
67
356
19.95
0
0.095
smart tv reports latency of 356 ms and packet loss of 19.95%, causing slow or unstable application traffic.
high_latency
INC-000386
2026-01-03T22:54:00Z
voice_assistant
-40
99
64
5.79
0
0.216
voice assistant experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-002205
2026-01-17T20:21:00Z
laptop
-46
68
738
5.41
1
0.041
laptop reports latency of 738 ms and packet loss of 5.41%, causing slow or unstable application traffic.
high_latency
INC-000866
2026-01-07T14:47:00Z
voice_assistant
-43
89
106
5.93
0
0.159
voice assistant experiences reduced throughput while channel utilization is 89% and neighbouring traffic is heavy.
wifi_congestion
INC-000638
2026-01-05T21:01:00Z
gaming_console
-61
83
37
0.68
0
0.169
Likely Wi-Fi congestion affecting gaming console: busy channel at 83% utilization with intermittent retransmissions.
wifi_congestion
INC-004339
2026-02-03T03:36:00Z
laptop
-82
16
68
2.12
0
0.117
Poor Wi-Fi coverage detected for laptop; signal strength is -82 dBm and the client appears far from the access point.
weak_signal
INC-005891
2026-02-15T00:01:00Z
smart_tv
-50
47
35
0.81
0
0.965
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.965.
dns_security_risk
INC-001421
2026-01-11T20:31:00Z
smartphone
-48
13
76
0.98
1
0.911
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.911.
dns_security_risk
INC-002140
2026-01-17T08:22:00Z
tablet
-43
32
114
0.71
4
0.064
tablet failed to obtain or renew an IP address; 4 DHCP failures were observed recently.
dhcp_failure
INC-001693
2026-01-13T22:23:00Z
tablet
-78
11
70
1.23
0
0.147
tablet repeatedly disconnects with weak RSSI of -78 dBm while other network indicators remain mostly normal.
weak_signal
INC-002575
2026-01-20T16:05:00Z
tablet
-91
52
38
1.27
1
0.112
tablet repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal
INC-002152
2026-01-17T10:41:00Z
voice_assistant
-58
40
173
0.86
4
0.113
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001499
2026-01-12T10:56:00Z
tablet
-46
47
90
0.54
1
0.816
tablet generated unusual DNS activity with risk score 0.816; review domains and resolver behaviour.
dns_security_risk
INC-000172
2026-01-02T07:37:00Z
security_camera
-35
17
91
1.24
12
0.026
security camera failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-000274
2026-01-03T02:24:00Z
security_camera
-64
11
20
0.69
8
0.042
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004645
2026-02-05T11:42:00Z
iot_sensor
-76
12
23
2.36
1
0.154
iot sensor repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal
INC-004351
2026-02-03T05:42:00Z
iot_sensor
-93
51
74
1.68
0
0.188
iot sensor repeatedly disconnects with weak RSSI of -93 dBm while other network indicators remain mostly normal.
weak_signal
INC-003186
2026-01-25T08:07:00Z
voice_assistant
-53
34
30
0.17
0
0.211
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004211
2026-02-02T04:08:00Z
voice_assistant
-58
15
132
1.19
0
0.892
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.892.
dns_security_risk
INC-005870
2026-02-14T20:20:00Z
gaming_console
-46
88
96
3.92
0
0.049
gaming console experiences reduced throughput while channel utilization is 88% and neighbouring traffic is heavy.
wifi_congestion
INC-001877
2026-01-15T08:15:00Z
tablet
-38
44
144
0.93
0
0.864
tablet generated unusual DNS activity with risk score 0.864; review domains and resolver behaviour.
dns_security_risk
INC-001238
2026-01-10T11:03:00Z
security_camera
-60
84
169
5.85
1
0.103
Likely Wi-Fi congestion affecting security camera: busy channel at 84% utilization with intermittent retransmissions.
wifi_congestion
INC-001341
2026-01-11T05:52:00Z
gaming_console
-62
31
681
12.05
0
0.087
Network quality degradation for gaming console: elevated round-trip time and 12.05% packet loss despite an acceptable signal level.
high_latency
INC-002014
2026-01-16T09:23:00Z
gaming_console
-39
14
142
0.95
13
0.186
gaming console failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure