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-002675
2026-01-21T10:31:00Z
laptop
-43
49
30
0.99
0
0.853
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.853.
dns_security_risk
INC-000140
2026-01-02T01:50:00Z
gaming_console
-45
100
91
6.98
0
0.105
Likely Wi-Fi congestion affecting gaming console: busy channel at 100% utilization with intermittent retransmissions.
wifi_congestion
INC-004028
2026-01-31T18:35:00Z
iot_sensor
-54
95
101
5.2
1
0.14
Likely Wi-Fi congestion affecting iot sensor: busy channel at 95% utilization with intermittent retransmissions.
wifi_congestion
INC-002398
2026-01-19T07:42:00Z
smartphone
-51
29
87
0.58
9
0.017
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005775
2026-02-14T02:51:00Z
gaming_console
-57
32
307
22.09
0
0.035
Network quality degradation for gaming console: elevated round-trip time and 22.09% packet loss despite an acceptable signal level.
high_latency
INC-003198
2026-01-25T10:27:00Z
smartphone
-54
34
16
0.38
1
0.173
smartphone is connected normally with RSSI -54 dBm, latency 16 ms, channel utilization 34% and no material packet loss.
healthy
INC-001160
2026-01-09T20:45:00Z
smartphone
-61
99
64
1.87
0
0.011
Likely Wi-Fi congestion affecting smartphone: busy channel at 99% utilization with intermittent retransmissions.
wifi_congestion
INC-005713
2026-02-13T15:33:00Z
gaming_console
-82
42
28
4
1
0.197
gaming console repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-002886
2026-01-23T01:11:00Z
tablet
-53
46
23
0.45
0
0.147
tablet is connected normally with RSSI -53 dBm, latency 23 ms, channel utilization 46% and no material packet loss.
healthy
INC-000534
2026-01-05T02:01:00Z
voice_assistant
-54
45
29
0.79
0
0.112
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004087
2026-02-01T05:17:00Z
tablet
-79
37
23
2.04
0
0.202
Poor Wi-Fi coverage detected for tablet; signal strength is -79 dBm and the client appears far from the access point.
weak_signal
INC-002977
2026-01-23T17:49:00Z
tablet
-81
31
26
0.87
0
0.164
tablet repeatedly disconnects with weak RSSI of -81 dBm while other network indicators remain mostly normal.
weak_signal
INC-004743
2026-02-06T05:38:00Z
smart_tv
-41
82
488
20.39
0
0.075
Network quality degradation for smart tv: elevated round-trip time and 20.39% packet loss despite an acceptable signal level.
high_latency
INC-003385
2026-01-26T20:38:00Z
iot_sensor
-89
23
73
4.81
0
0.184
Poor Wi-Fi coverage detected for iot sensor; signal strength is -89 dBm and the client appears far from the access point.
weak_signal
INC-002906
2026-01-23T04:48:00Z
laptop
-66
84
78
1.37
0
0.033
laptop experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-001360
2026-01-11T09:27:00Z
smartphone
-54
10
33
0.28
4
0.139
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005488
2026-02-11T22:13:00Z
iot_sensor
-38
17
148
0.37
5
0.099
iot sensor failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-001563
2026-01-12T22:36:00Z
voice_assistant
-49
28
669
3.93
0
0.09
Network quality degradation for voice assistant: elevated round-trip time and 3.93% packet loss despite an acceptable signal level.
high_latency
INC-001138
2026-01-09T16:45:00Z
smart_tv
-49
42
118
0.02
13
0.207
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002451
2026-01-19T17:27:00Z
gaming_console
-56
41
406
11.14
1
0.197
Network quality degradation for gaming console: elevated round-trip time and 11.14% packet loss despite an acceptable signal level.
high_latency
INC-002312
2026-01-18T16:01:00Z
smart_tv
-54
90
123
6.87
0
0.105
smart tv experiences reduced throughput while channel utilization is 90% and neighbouring traffic is heavy.
wifi_congestion
INC-005300
2026-02-10T11:45:00Z
smartphone
-64
94
59
2.55
0
0.07
smartphone experiences reduced throughput while channel utilization is 94% and neighbouring traffic is heavy.
wifi_congestion
INC-003095
2026-01-24T15:28:00Z
smartphone
-49
9
38
1.02
0
0.843
smartphone generated unusual DNS activity with risk score 0.843; review domains and resolver behaviour.
dns_security_risk
INC-001900
2026-01-15T12:24:00Z
laptop
-63
31
64
0.37
13
0.213
laptop failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-005172
2026-02-09T12:19:00Z
smartphone
-48
50
29
2.04
0
0.202
smartphone is connected normally with RSSI -48 dBm, latency 29 ms, channel utilization 50% and no material packet loss.
healthy
INC-003794
2026-01-29T23:38:00Z
security_camera
-50
86
50
2.03
1
0.095
Likely Wi-Fi congestion affecting security camera: busy channel at 86% utilization with intermittent retransmissions.
wifi_congestion
INC-001389
2026-01-11T14:40:00Z
iot_sensor
-46
68
598
22.68
0
0.123
iot sensor reports latency of 598 ms and packet loss of 22.68%, causing slow or unstable application traffic.
high_latency
INC-001615
2026-01-13T08:15:00Z
voice_assistant
-81
44
63
1.61
1
0.146
voice assistant repeatedly disconnects with weak RSSI of -81 dBm while other network indicators remain mostly normal.
weak_signal
INC-000464
2026-01-04T13:12:00Z
laptop
-56
93
99
1.5
1
0.116
Likely Wi-Fi congestion affecting laptop: busy channel at 93% utilization with intermittent retransmissions.
wifi_congestion
INC-004021
2026-01-31T17:18:00Z
iot_sensor
-77
40
49
2.36
0
0.024
iot sensor repeatedly disconnects with weak RSSI of -77 dBm while other network indicators remain mostly normal.
weak_signal
INC-003663
2026-01-28T23:34:00Z
iot_sensor
-62
74
379
3.26
0
0.207
Network quality degradation for iot sensor: elevated round-trip time and 3.26% packet loss despite an acceptable signal level.
high_latency
INC-005153
2026-02-09T08:50:00Z
laptop
-48
23
30
0.33
0
0.889
laptop generated unusual DNS activity with risk score 0.889; review domains and resolver behaviour.
dns_security_risk
INC-003537
2026-01-28T00:28:00Z
laptop
-66
49
775
23.1
0
0.135
Network quality degradation for laptop: elevated round-trip time and 23.1% packet loss despite an acceptable signal level.
high_latency
INC-002021
2026-01-16T10:36:00Z
laptop
-59
26
31
0.74
0
0.957
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.957.
dns_security_risk
INC-002550
2026-01-20T11:33:00Z
security_camera
-57
52
29
0.97
0
0.141
security camera is connected normally with RSSI -57 dBm, latency 29 ms, channel utilization 52% and no material packet loss.
healthy
INC-004491
2026-02-04T07:30:00Z
tablet
-63
80
147
7.19
0
0.058
Network quality degradation for tablet: elevated round-trip time and 7.19% packet loss despite an acceptable signal level.
high_latency
INC-001438
2026-01-11T23:38:00Z
smartphone
-38
29
172
0.69
5
0.216
smartphone failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-000137
2026-01-02T01:16:00Z
smartphone
-40
46
107
0.04
0
0.908
smartphone generated unusual DNS activity with risk score 0.908; review domains and resolver behaviour.
dns_security_risk
INC-003322
2026-01-26T09:09:00Z
security_camera
-49
33
24
0.59
15
0.047
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000154
2026-01-02T04:22:00Z
laptop
-63
14
56
0.45
8
0.127
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005504
2026-02-12T01:04:00Z
smart_tv
-42
90
116
4.68
1
0.026
smart tv experiences reduced throughput while channel utilization is 90% and neighbouring traffic is heavy.
wifi_congestion
INC-002177
2026-01-17T15:13:00Z
smart_tv
-55
18
49
0.02
1
0.765
smart tv generated unusual DNS activity with risk score 0.765; review domains and resolver behaviour.
dns_security_risk
INC-003574
2026-01-28T07:14:00Z
smart_tv
-63
39
87
0.69
9
0.188
smart tv failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-002507
2026-01-20T03:42:00Z
laptop
-40
15
21
0.37
0
0.858
laptop generated unusual DNS activity with risk score 0.858; review domains and resolver behaviour.
dns_security_risk
INC-003505
2026-01-27T18:35:00Z
iot_sensor
-89
20
29
1.02
0
0.173
Poor Wi-Fi coverage detected for iot sensor; signal strength is -89 dBm and the client appears far from the access point.
weak_signal
INC-004766
2026-02-06T09:55:00Z
voice_assistant
-38
99
60
3.31
0
0.057
Likely Wi-Fi congestion affecting voice assistant: busy channel at 99% utilization with intermittent retransmissions.
wifi_congestion
INC-003329
2026-01-26T10:21:00Z
iot_sensor
-39
30
137
0.92
1
0.891
iot sensor generated unusual DNS activity with risk score 0.891; review domains and resolver behaviour.
dns_security_risk
INC-005494
2026-02-11T23:19:00Z
security_camera
-50
8
175
0
5
0.095
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005450
2026-02-11T15:20:00Z
tablet
-63
78
57
6.44
0
0.079
Likely Wi-Fi congestion affecting tablet: busy channel at 78% utilization with intermittent retransmissions.
wifi_congestion
INC-000453
2026-01-04T11:10:00Z
smartphone
-58
23
747
10.29
0
0.15
smartphone reports latency of 747 ms and packet loss of 10.29%, causing slow or unstable application traffic.
high_latency
INC-004259
2026-02-02T12:56:00Z
voice_assistant
-56
46
87
0.25
0
0.99
voice assistant generated unusual DNS activity with risk score 0.99; review domains and resolver behaviour.
dns_security_risk
INC-002052
2026-01-16T16:15:00Z
smartphone
-55
25
44
0.25
0
0.216
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003785
2026-01-29T21:56:00Z
iot_sensor
-49
33
147
0.87
0
0.934
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.934.
dns_security_risk
INC-002941
2026-01-23T11:15:00Z
laptop
-90
44
45
1.83
0
0.054
Poor Wi-Fi coverage detected for laptop; signal strength is -90 dBm and the client appears far from the access point.
weak_signal
INC-003348
2026-01-26T13:55:00Z
iot_sensor
-56
18
38
1.11
0
0.171
Routine health check for iot sensor: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002725
2026-01-21T19:44:00Z
smart_tv
-77
27
40
0.49
0
0.158
smart tv repeatedly disconnects with weak RSSI of -77 dBm while other network indicators remain mostly normal.
weak_signal
INC-004326
2026-02-03T01:12:00Z
smartphone
-60
51
31
0.89
0
0.192
smartphone is connected normally with RSSI -60 dBm, latency 31 ms, channel utilization 51% and no material packet loss.
healthy
INC-001169
2026-01-09T22:26:00Z
security_camera
-67
39
142
0.19
0
0.872
security camera generated unusual DNS activity with risk score 0.872; review domains and resolver behaviour.
dns_security_risk
INC-005191
2026-02-09T15:51:00Z
gaming_console
-83
52
38
3.01
0
0.174
Poor Wi-Fi coverage detected for gaming console; signal strength is -83 dBm and the client appears far from the access point.
weak_signal
INC-003989
2026-01-31T11:29:00Z
smart_tv
-53
42
15
0.92
0
0.884
smart tv generated unusual DNS activity with risk score 0.884; review domains and resolver behaviour.
dns_security_risk
INC-000721
2026-01-06T12:17:00Z
security_camera
-88
19
40
4.8
1
0.213
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-000039
2026-01-01T07:16:00Z
iot_sensor
-60
76
264
12.59
0
0.203
Network quality degradation for iot sensor: elevated round-trip time and 12.59% packet loss despite an acceptable signal level.
high_latency
INC-004076
2026-02-01T03:19:00Z
iot_sensor
-57
98
77
5.97
0
0.017
iot sensor experiences reduced throughput while channel utilization is 98% and neighbouring traffic is heavy.
wifi_congestion
INC-004016
2026-01-31T16:23:00Z
tablet
-55
93
50
2.34
0
0.073
tablet experiences reduced throughput while channel utilization is 93% and neighbouring traffic is heavy.
wifi_congestion
INC-003982
2026-01-31T10:09:00Z
laptop
-55
11
169
0.02
15
0.135
laptop failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-004502
2026-02-04T09:29:00Z
tablet
-38
86
122
2.54
1
0.209
Likely Wi-Fi congestion affecting tablet: busy channel at 86% utilization with intermittent retransmissions.
wifi_congestion
INC-002093
2026-01-16T23:52:00Z
security_camera
-40
33
22
0.39
0
0.825
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.825.
dns_security_risk
INC-004332
2026-02-03T02:17:00Z
voice_assistant
-45
17
35
0.1
0
0.098
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000489
2026-01-04T17:43:00Z
tablet
-41
46
784
3.33
0
0.18
Network quality degradation for tablet: elevated round-trip time and 3.33% packet loss despite an acceptable signal level.
high_latency
INC-003601
2026-01-28T12:12:00Z
tablet
-89
43
29
4
0
0.103
Poor Wi-Fi coverage detected for tablet; signal strength is -89 dBm and the client appears far from the access point.
weak_signal
INC-005897
2026-02-15T01:11:00Z
smartphone
-65
9
26
0.78
0
0.961
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.961.
dns_security_risk
INC-003993
2026-01-31T12:09:00Z
smartphone
-54
79
530
3.41
0
0.046
Network quality degradation for smartphone: elevated round-trip time and 3.41% packet loss despite an acceptable signal level.
high_latency
INC-000268
2026-01-03T01:13:00Z
voice_assistant
-38
47
104
0.77
5
0.207
voice assistant failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-004274
2026-02-02T15:34:00Z
smart_tv
-61
85
54
5.11
0
0.091
Likely Wi-Fi congestion affecting smart tv: busy channel at 85% utilization with intermittent retransmissions.
wifi_congestion
INC-004918
2026-02-07T13:43:00Z
smart_tv
-43
37
108
0.94
7
0.171
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000796
2026-01-07T01:58:00Z
gaming_console
-40
48
72
0.25
7
0.056
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003967
2026-01-31T07:23:00Z
gaming_console
-81
9
51
2.02
0
0.165
gaming console repeatedly disconnects with weak RSSI of -81 dBm while other network indicators remain mostly normal.
weak_signal
INC-003136
2026-01-24T23:03:00Z
gaming_console
-54
37
103
1.01
10
0.027
gaming console failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-002958
2026-01-23T14:25:00Z
gaming_console
-49
43
34
0.56
0
0.179
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005045
2026-02-08T13:04:00Z
smartphone
-61
51
34
0.32
0
0.851
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.851.
dns_security_risk
INC-004830
2026-02-06T21:31:00Z
voice_assistant
-67
49
67
1.51
0
0.028
voice assistant is connected normally with RSSI -67 dBm, latency 67 ms, channel utilization 49% and no material packet loss.
healthy
INC-000080
2026-01-01T14:47:00Z
smartphone
-60
80
113
6.16
0
0.046
smartphone experiences reduced throughput while channel utilization is 80% and neighbouring traffic is heavy.
wifi_congestion
INC-005739
2026-02-13T20:13:00Z
smartphone
-37
33
373
21.89
0
0.075
smartphone reports latency of 373 ms and packet loss of 21.89%, causing slow or unstable application traffic.
high_latency
INC-004695
2026-02-05T20:47:00Z
iot_sensor
-58
67
768
17.14
0
0.156
iot sensor reports latency of 768 ms and packet loss of 17.14%, causing slow or unstable application traffic.
high_latency
INC-003721
2026-01-29T10:16:00Z
gaming_console
-78
14
51
5.46
0
0.151
Poor Wi-Fi coverage detected for gaming console; signal strength is -78 dBm and the client appears far from the access point.
weak_signal
INC-000543
2026-01-05T03:42:00Z
gaming_console
-52
42
559
16.41
1
0.029
Network quality degradation for gaming console: elevated round-trip time and 16.41% packet loss despite an acceptable signal level.
high_latency
INC-002638
2026-01-21T03:38:00Z
laptop
-60
21
87
0.03
15
0.067
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002743
2026-01-21T22:55:00Z
smart_tv
-85
33
33
1.21
1
0.167
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-001162
2026-01-09T21:05:00Z
smartphone
-39
42
68
1.17
4
0.158
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003949
2026-01-31T04:00:00Z
voice_assistant
-88
15
60
3.73
0
0.197
Poor Wi-Fi coverage detected for voice assistant; signal strength is -88 dBm and the client appears far from the access point.
weak_signal
INC-003446
2026-01-27T07:56:00Z
tablet
-65
99
114
6.54
0
0.16
Likely Wi-Fi congestion affecting tablet: busy channel at 99% utilization with intermittent retransmissions.
wifi_congestion
INC-002856
2026-01-22T19:38:00Z
tablet
-39
49
26
0.7
1
0.086
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000933
2026-01-08T03:13:00Z
laptop
-65
58
264
20.8
1
0.123
Network quality degradation for laptop: elevated round-trip time and 20.8% packet loss despite an acceptable signal level.
high_latency
INC-003317
2026-01-26T08:10:00Z
iot_sensor
-54
36
9
1.21
0
0.924
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.924.
dns_security_risk
INC-001021
2026-01-08T19:21:00Z
gaming_console
-81
18
50
2.03
0
0.168
gaming console repeatedly disconnects with weak RSSI of -81 dBm while other network indicators remain mostly normal.
weak_signal
INC-002373
2026-01-19T03:07:00Z
gaming_console
-64
63
841
18.81
0
0.161
Network quality degradation for gaming console: elevated round-trip time and 18.81% packet loss despite an acceptable signal level.
high_latency
INC-002565
2026-01-20T14:16:00Z
tablet
-42
67
294
6.33
0
0.094
tablet reports latency of 294 ms and packet loss of 6.33%, causing slow or unstable application traffic.
high_latency
INC-004834
2026-02-06T22:24:00Z
gaming_console
-67
34
86
0.67
12
0.129
gaming console failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-000689
2026-01-06T06:23:00Z
security_camera
-39
20
111
1.04
1
0.858
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.858.
dns_security_risk
INC-000793
2026-01-07T01:26:00Z
security_camera
-86
42
31
1.78
0
0.208
security camera repeatedly disconnects with weak RSSI of -86 dBm while other network indicators remain mostly normal.
weak_signal