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-005703
2026-02-13T13:35:00Z
tablet
-58
70
574
16.93
0
0.104
tablet reports latency of 574 ms and packet loss of 16.93%, causing slow or unstable application traffic.
high_latency
INC-004221
2026-02-02T05:59:00Z
security_camera
-44
36
210
7.03
0
0.187
security camera reports latency of 210 ms and packet loss of 7.03%, causing slow or unstable application traffic.
high_latency
INC-002102
2026-01-17T01:25:00Z
laptop
-51
92
109
6.98
0
0.011
laptop experiences reduced throughput while channel utilization is 92% and neighbouring traffic is heavy.
wifi_congestion
INC-002770
2026-01-22T03:53:00Z
iot_sensor
-49
18
28
1.08
9
0.149
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001018
2026-01-08T18:38:00Z
tablet
-50
30
100
0.25
15
0.074
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002959
2026-01-23T14:37:00Z
smart_tv
-86
15
41
5.93
0
0.156
Poor Wi-Fi coverage detected for smart tv; signal strength is -86 dBm and the client appears far from the access point.
weak_signal
INC-005410
2026-02-11T07:54:00Z
iot_sensor
-41
9
149
0.02
9
0.128
iot sensor failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-001303
2026-01-10T22:54:00Z
iot_sensor
-91
34
71
1.7
0
0.139
iot sensor repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal
INC-004284
2026-02-02T17:29:00Z
tablet
-67
17
28
0.3
0
0.175
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000727
2026-01-06T13:17:00Z
smart_tv
-80
31
18
1.7
0
0.065
smart tv repeatedly disconnects with weak RSSI of -80 dBm while other network indicators remain mostly normal.
weak_signal
INC-005033
2026-02-08T10:50:00Z
security_camera
-66
10
157
0.71
0
0.81
security camera generated unusual DNS activity with risk score 0.81; review domains and resolver behaviour.
dns_security_risk
INC-004687
2026-02-05T19:27:00Z
smart_tv
-82
18
12
2.15
0
0.135
smart tv repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-005678
2026-02-13T09:07:00Z
iot_sensor
-50
80
46
6.81
0
0.131
Likely Wi-Fi congestion affecting iot sensor: busy channel at 80% utilization with intermittent retransmissions.
wifi_congestion
INC-004700
2026-02-05T21:46:00Z
smartphone
-64
88
115
1.06
0
0.012
Likely Wi-Fi congestion affecting smartphone: busy channel at 88% utilization with intermittent retransmissions.
wifi_congestion
INC-001869
2026-01-15T06:44:00Z
voice_assistant
-60
50
414
6.66
0
0.111
voice assistant reports latency of 414 ms and packet loss of 6.66%, causing slow or unstable application traffic.
high_latency
INC-005119
2026-02-09T02:33:00Z
iot_sensor
-79
50
80
0.96
0
0.184
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-005930
2026-02-15T07:20:00Z
voice_assistant
-40
84
61
3.4
0
0.061
voice assistant experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-003806
2026-01-30T01:46:00Z
smart_tv
-40
94
55
3.96
0
0.198
smart tv experiences reduced throughput while channel utilization is 94% and neighbouring traffic is heavy.
wifi_congestion
INC-004362
2026-02-03T07:52:00Z
tablet
-55
12
17
0.83
1
0.096
tablet is connected normally with RSSI -55 dBm, latency 17 ms, channel utilization 12% and no material packet loss.
healthy
INC-001863
2026-01-15T05:39:00Z
iot_sensor
-39
64
758
9.14
0
0.176
Network quality degradation for iot sensor: elevated round-trip time and 9.14% packet loss despite an acceptable signal level.
high_latency
INC-001667
2026-01-13T17:41:00Z
smartphone
-48
42
33
0.81
0
0.83
smartphone generated unusual DNS activity with risk score 0.83; review domains and resolver behaviour.
dns_security_risk
INC-000907
2026-01-07T22:21:00Z
laptop
-77
41
48
0.51
1
0.058
Poor Wi-Fi coverage detected for laptop; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-000013
2026-01-01T02:26:00Z
tablet
-77
12
52
1.75
0
0.149
Poor Wi-Fi coverage detected for tablet; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-002979
2026-01-23T18:12:00Z
security_camera
-64
39
200
16.63
0
0.038
Network quality degradation for security camera: elevated round-trip time and 16.63% packet loss despite an acceptable signal level.
high_latency
INC-001940
2026-01-15T19:47:00Z
security_camera
-58
83
111
5.66
1
0.043
security camera experiences reduced throughput while channel utilization is 83% and neighbouring traffic is heavy.
wifi_congestion
INC-001197
2026-01-10T03:30:00Z
smart_tv
-46
42
413
3.51
1
0.053
smart tv reports latency of 413 ms and packet loss of 3.51%, causing slow or unstable application traffic.
high_latency
INC-003784
2026-01-29T21:53:00Z
iot_sensor
-44
4
163
1.31
5
0.173
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004521
2026-02-04T12:53:00Z
gaming_console
-41
66
257
22.83
0
0.216
gaming console reports latency of 257 ms and packet loss of 22.83%, causing slow or unstable application traffic.
high_latency
INC-001568
2026-01-12T23:29:00Z
smart_tv
-47
82
51
5.16
0
0.056
smart tv experiences reduced throughput while channel utilization is 82% and neighbouring traffic is heavy.
wifi_congestion
INC-005916
2026-02-15T04:44:00Z
tablet
-53
49
18
0.04
0
0.161
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002767
2026-01-22T03:18:00Z
iot_sensor
-90
30
43
4.76
1
0.089
iot sensor repeatedly disconnects with weak RSSI of -90 dBm while other network indicators remain mostly normal.
weak_signal
INC-003384
2026-01-26T20:29:00Z
security_camera
-40
10
34
0.73
1
0.048
security camera is connected normally with RSSI -40 dBm, latency 34 ms, channel utilization 10% and no material packet loss.
healthy
INC-001857
2026-01-15T04:34:00Z
smartphone
-58
51
145
17.59
0
0.09
smartphone reports latency of 145 ms and packet loss of 17.59%, causing slow or unstable application traffic.
high_latency
INC-002602
2026-01-20T21:10:00Z
security_camera
-40
12
23
0.16
14
0.054
security camera failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-003893
2026-01-30T17:44:00Z
smartphone
-59
19
16
0.74
0
0.916
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.916.
dns_security_risk
INC-002560
2026-01-20T13:27:00Z
laptop
-57
51
84
0.21
6
0.054
laptop failed to obtain or renew an IP address; 6 DHCP failures were observed recently.
dhcp_failure
INC-004350
2026-02-03T05:33:00Z
iot_sensor
-43
18
10
1.05
1
0.143
iot sensor is connected normally with RSSI -43 dBm, latency 10 ms, channel utilization 18% and no material packet loss.
healthy
INC-005330
2026-02-10T17:14:00Z
laptop
-49
96
68
1.22
0
0.141
Likely Wi-Fi congestion affecting laptop: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion
INC-000194
2026-01-02T11:43:00Z
iot_sensor
-55
80
98
5.99
0
0.158
Likely Wi-Fi congestion affecting iot sensor: busy channel at 80% utilization with intermittent retransmissions.
wifi_congestion
INC-005445
2026-02-11T14:23:00Z
security_camera
-44
54
452
16.62
0
0.015
Network quality degradation for security camera: elevated round-trip time and 16.62% packet loss despite an acceptable signal level.
high_latency
INC-001431
2026-01-11T22:21:00Z
smart_tv
-62
48
770
11.44
0
0.181
smart tv reports latency of 770 ms and packet loss of 11.44%, causing slow or unstable application traffic.
high_latency
INC-001909
2026-01-15T14:01:00Z
smartphone
-81
29
28
3.57
1
0.219
Poor Wi-Fi coverage detected for smartphone; signal strength is -81 dBm and the client appears far from the access point.
weak_signal
INC-005316
2026-02-10T14:42:00Z
gaming_console
-65
36
30
0.13
0
0.151
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001510
2026-01-12T12:50:00Z
smartphone
-39
44
74
1.18
11
0.159
smartphone failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-000879
2026-01-07T17:16:00Z
gaming_console
-40
60
896
15.89
1
0.034
Network quality degradation for gaming console: elevated round-trip time and 15.89% packet loss despite an acceptable signal level.
high_latency
INC-000343
2026-01-03T14:59:00Z
smart_tv
-85
12
35
1.84
0
0.071
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-003242
2026-01-25T18:27:00Z
tablet
-64
81
98
5.47
0
0.148
Likely Wi-Fi congestion affecting tablet: busy channel at 81% utilization with intermittent retransmissions.
wifi_congestion
INC-000568
2026-01-05T08:14:00Z
smart_tv
-66
19
145
0.79
5
0.196
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001881
2026-01-15T08:58:00Z
smartphone
-49
30
661
20.63
0
0.171
smartphone reports latency of 661 ms and packet loss of 20.63%, causing slow or unstable application traffic.
high_latency
INC-002898
2026-01-23T03:22:00Z
gaming_console
-60
45
25
0.32
0
0.023
gaming console is connected normally with RSSI -60 dBm, latency 25 ms, channel utilization 45% and no material packet loss.
healthy
INC-004499
2026-02-04T08:56:00Z
laptop
-63
20
132
0.39
0
0.82
laptop generated unusual DNS activity with risk score 0.82; review domains and resolver behaviour.
dns_security_risk
INC-005554
2026-02-12T10:24:00Z
smart_tv
-64
44
115
0.45
15
0.1
smart tv failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-005550
2026-02-12T09:33:00Z
smartphone
-46
27
13
1.18
0
0.166
smartphone is connected normally with RSSI -46 dBm, latency 13 ms, channel utilization 27% and no material packet loss.
healthy
INC-005034
2026-02-08T11:00:00Z
tablet
-35
23
71
2.73
0
0.141
tablet is connected normally with RSSI -35 dBm, latency 71 ms, channel utilization 23% and no material packet loss.
healthy
INC-001314
2026-01-11T00:59:00Z
security_camera
-47
33
44
0.68
0
0.09
security camera is connected normally with RSSI -47 dBm, latency 44 ms, channel utilization 33% and no material packet loss.
healthy
INC-001252
2026-01-10T13:39:00Z
iot_sensor
-58
31
131
0.38
6
0.168
iot sensor failed to obtain or renew an IP address; 6 DHCP failures were observed recently.
dhcp_failure
INC-001595
2026-01-13T04:30:00Z
iot_sensor
-51
48
65
0.59
0
0.806
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.806.
dns_security_risk
INC-003660
2026-01-28T23:10:00Z
security_camera
-64
46
44
1.17
1
0.103
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003296
2026-01-26T04:17:00Z
smart_tv
-44
94
123
1.2
0
0.033
Likely Wi-Fi congestion affecting smart tv: busy channel at 94% utilization with intermittent retransmissions.
wifi_congestion
INC-002249
2026-01-18T04:20:00Z
gaming_console
-62
52
131
0.24
0
0.952
gaming console generated unusual DNS activity with risk score 0.952; review domains and resolver behaviour.
dns_security_risk
INC-002484
2026-01-19T23:31:00Z
gaming_console
-48
20
20
0.98
0
0.103
gaming console is connected normally with RSSI -48 dBm, latency 20 ms, channel utilization 20% and no material packet loss.
healthy
INC-002511
2026-01-20T04:28:00Z
voice_assistant
-56
75
372
18.15
1
0.108
Network quality degradation for voice assistant: elevated round-trip time and 18.15% packet loss despite an acceptable signal level.
high_latency
INC-000158
2026-01-02T05:04:00Z
iot_sensor
-63
92
75
3.22
0
0.05
iot sensor experiences reduced throughput while channel utilization is 92% and neighbouring traffic is heavy.
wifi_congestion
INC-003288
2026-01-26T02:52:00Z
smart_tv
-57
36
22
0.22
0
0.089
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000518
2026-01-04T23:01:00Z
security_camera
-44
81
65
5.3
0
0.078
Likely Wi-Fi congestion affecting security camera: busy channel at 81% utilization with intermittent retransmissions.
wifi_congestion
INC-001552
2026-01-12T20:35:00Z
gaming_console
-45
51
93
0.86
12
0.149
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000152
2026-01-02T03:58:00Z
voice_assistant
-66
78
48
3.3
1
0.07
Likely Wi-Fi congestion affecting voice assistant: busy channel at 78% utilization with intermittent retransmissions.
wifi_congestion
INC-000178
2026-01-02T08:41:00Z
iot_sensor
-48
9
173
0.25
10
0.135
iot sensor failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-005779
2026-02-14T03:31:00Z
laptop
-91
64
73
1.29
0
0.025
laptop repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal
INC-000677
2026-01-06T04:15:00Z
voice_assistant
-58
45
89
0.93
0
0.899
voice assistant generated unusual DNS activity with risk score 0.899; review domains and resolver behaviour.
dns_security_risk
INC-005841
2026-02-14T14:56:00Z
security_camera
-47
34
749
9.19
1
0.051
Network quality degradation for security camera: elevated round-trip time and 9.19% packet loss despite an acceptable signal level.
high_latency
INC-002927
2026-01-23T08:44:00Z
laptop
-47
20
135
0.3
1
0.84
laptop generated unusual DNS activity with risk score 0.84; review domains and resolver behaviour.
dns_security_risk
INC-005476
2026-02-11T20:01:00Z
gaming_console
-43
50
171
1.04
3
0.169
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003352
2026-01-26T14:41:00Z
voice_assistant
-52
38
180
0.83
5
0.121
voice assistant failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-003672
2026-01-29T01:19:00Z
iot_sensor
-36
52
31
0.36
0
0.075
Routine health check for iot sensor: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000598
2026-01-05T13:47:00Z
tablet
-65
8
74
0.16
9
0.215
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002468
2026-01-19T20:30:00Z
security_camera
-40
85
44
5.94
0
0.087
security camera experiences reduced throughput while channel utilization is 85% and neighbouring traffic is heavy.
wifi_congestion
INC-004590
2026-02-05T01:32:00Z
gaming_console
-59
27
32
1.09
0
0.027
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003124
2026-01-24T20:48:00Z
voice_assistant
-73
45
39
0.78
7
0.116
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003445
2026-01-27T07:40:00Z
smartphone
-80
45
46
1.87
0
0.196
smartphone repeatedly disconnects with weak RSSI of -80 dBm while other network indicators remain mostly normal.
weak_signal
INC-001989
2026-01-16T04:47:00Z
iot_sensor
-62
76
682
22.39
0
0.088
Network quality degradation for iot sensor: elevated round-trip time and 22.39% packet loss despite an acceptable signal level.
high_latency
INC-001103
2026-01-09T10:23:00Z
security_camera
-50
17
77
0.03
0
0.986
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.986.
dns_security_risk
INC-000131
2026-01-02T00:02:00Z
voice_assistant
-63
10
137
0.66
0
0.917
voice assistant generated unusual DNS activity with risk score 0.917; review domains and resolver behaviour.
dns_security_risk
INC-002554
2026-01-20T12:24:00Z
smart_tv
-41
34
63
0.04
5
0.032
smart tv failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-001743
2026-01-14T07:34:00Z
tablet
-63
62
846
13.39
0
0.014
Network quality degradation for tablet: elevated round-trip time and 13.39% packet loss despite an acceptable signal level.
high_latency
INC-000301
2026-01-03T07:20:00Z
smart_tv
-89
36
56
4.4
0
0.131
smart tv repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-003558
2026-01-28T04:23:00Z
smart_tv
-50
25
1
0.28
0
0.078
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003732
2026-01-29T12:19:00Z
voice_assistant
-54
14
16
0.97
1
0.07
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000348
2026-01-03T15:57:00Z
security_camera
-64
26
12
1.08
0
0.112
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004154
2026-02-01T17:37:00Z
iot_sensor
-45
81
112
5.83
0
0.197
Likely Wi-Fi congestion affecting iot sensor: busy channel at 81% utilization with intermittent retransmissions.
wifi_congestion
INC-003624
2026-01-28T16:32:00Z
gaming_console
-58
49
26
0.27
0
0.135
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003285
2026-01-26T02:21:00Z
smartphone
-55
74
278
6.25
1
0.058
Network quality degradation for smartphone: elevated round-trip time and 6.25% packet loss despite an acceptable signal level.
high_latency
INC-001405
2026-01-11T17:36:00Z
laptop
-78
15
59
3.37
0
0.02
laptop repeatedly disconnects with weak RSSI of -78 dBm while other network indicators remain mostly normal.
weak_signal
INC-004192
2026-02-02T00:33:00Z
smart_tv
-42
19
156
0.42
9
0.091
smart tv failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-001765
2026-01-14T11:44:00Z
laptop
-90
8
24
1.11
0
0.091
Poor Wi-Fi coverage detected for laptop; signal strength is -90 dBm and the client appears far from the access point.
weak_signal
INC-004283
2026-02-02T17:14:00Z
laptop
-49
32
125
0.93
0
0.849
laptop generated unusual DNS activity with risk score 0.849; review domains and resolver behaviour.
dns_security_risk
INC-005825
2026-02-14T12:04:00Z
laptop
-56
31
121
0.46
0
0.825
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.825.
dns_security_risk
INC-002297
2026-01-18T13:08:00Z
iot_sensor
-57
31
60
1.01
0
0.839
iot sensor generated unusual DNS activity with risk score 0.839; review domains and resolver behaviour.
dns_security_risk
INC-000567
2026-01-05T08:04:00Z
voice_assistant
-42
45
261
11.06
0
0.218
Network quality degradation for voice assistant: elevated round-trip time and 11.06% packet loss despite an acceptable signal level.
high_latency
INC-000076
2026-01-01T13:56:00Z
smartphone
-52
10
45
0.6
10
0.193
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure