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-002916
2026-01-23T06:42:00Z
smart_tv
-39
14
14
0.23
0
0.195
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002805
2026-01-22T10:22:00Z
voice_assistant
-64
73
605
14.08
1
0.018
Network quality degradation for voice assistant: elevated round-trip time and 14.08% packet loss despite an acceptable signal level.
high_latency
INC-004078
2026-02-01T03:43:00Z
smart_tv
-68
17
119
0.68
7
0.099
smart tv failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-001596
2026-01-13T04:39:00Z
smartphone
-51
33
19
1.09
0
0.136
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003903
2026-01-30T19:43:00Z
laptop
-40
53
342
14.23
1
0.146
Network quality degradation for laptop: elevated round-trip time and 14.23% packet loss despite an acceptable signal level.
high_latency
INC-001403
2026-01-11T17:13:00Z
voice_assistant
-44
50
111
1.99
0
0.85
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.85.
dns_security_risk
INC-000932
2026-01-08T03:02:00Z
security_camera
-42
90
109
0.71
0
0.207
Likely Wi-Fi congestion affecting security camera: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-000285
2026-01-03T04:24:00Z
tablet
-40
45
593
19.25
0
0.038
Network quality degradation for tablet: elevated round-trip time and 19.25% packet loss despite an acceptable signal level.
high_latency
INC-002261
2026-01-18T06:31:00Z
iot_sensor
-52
19
139
0.96
0
0.868
iot sensor generated unusual DNS activity with risk score 0.868; review domains and resolver behaviour.
dns_security_risk
INC-001744
2026-01-14T07:46:00Z
security_camera
-55
35
87
1.13
13
0.186
security camera failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-003709
2026-01-29T08:05:00Z
smart_tv
-85
44
43
0.78
0
0.185
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-005694
2026-02-13T11:57:00Z
smart_tv
-42
12
33
0.1
1
0.209
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004608
2026-02-05T04:48:00Z
tablet
-67
51
10
1.15
0
0.123
tablet is connected normally with RSSI -67 dBm, latency 10 ms, channel utilization 51% and no material packet loss.
healthy
INC-002215
2026-01-17T22:15:00Z
laptop
-94
51
47
3.14
1
0.057
laptop repeatedly disconnects with weak RSSI of -94 dBm while other network indicators remain mostly normal.
weak_signal
INC-004147
2026-02-01T16:22:00Z
smartphone
-77
49
47
1.29
0
0.082
Poor Wi-Fi coverage detected for smartphone; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-001687
2026-01-13T21:19:00Z
gaming_console
-84
8
28
1
1
0.194
gaming console repeatedly disconnects with weak RSSI of -84 dBm while other network indicators remain mostly normal.
weak_signal
INC-000284
2026-01-03T04:08:00Z
iot_sensor
-39
89
37
2.7
1
0.203
Likely Wi-Fi congestion affecting iot sensor: busy channel at 89% utilization with intermittent retransmissions.
wifi_congestion
INC-003280
2026-01-26T01:22:00Z
tablet
-64
36
95
0.26
15
0.012
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003006
2026-01-23T23:12:00Z
tablet
-50
8
25
0.53
0
0.018
tablet is connected normally with RSSI -50 dBm, latency 25 ms, channel utilization 8% and no material packet loss.
healthy
INC-004475
2026-02-04T04:31:00Z
iot_sensor
-39
21
23
0.25
0
0.962
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.962.
dns_security_risk
INC-000036
2026-01-01T06:44:00Z
smart_tv
-58
26
21
0.52
0
0.108
smart tv is connected normally with RSSI -58 dBm, latency 21 ms, channel utilization 26% and no material packet loss.
healthy
INC-001086
2026-01-09T07:06:00Z
smartphone
-44
27
8
0.09
0
0.054
smartphone is connected normally with RSSI -44 dBm, latency 8 ms, channel utilization 27% and no material packet loss.
healthy
INC-005030
2026-02-08T10:11:00Z
laptop
-47
86
88
0.48
1
0.023
laptop experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-001486
2026-01-12T08:30:00Z
gaming_console
-42
43
131
0.52
15
0.021
gaming console failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-004515
2026-02-04T11:51:00Z
voice_assistant
-64
82
417
7.16
1
0.081
voice assistant reports latency of 417 ms and packet loss of 7.16%, causing slow or unstable application traffic.
high_latency
INC-002734
2026-01-21T21:23:00Z
laptop
-55
25
124
1.13
14
0.063
laptop failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-000950
2026-01-08T06:20:00Z
security_camera
-67
79
88
4.97
0
0.159
security camera experiences reduced throughput while channel utilization is 79% and neighbouring traffic is heavy.
wifi_congestion
INC-003235
2026-01-25T17:07:00Z
gaming_console
-84
28
56
3.54
0
0.122
Poor Wi-Fi coverage detected for gaming console; signal strength is -84 dBm and the client appears far from the access point.
weak_signal
INC-000675
2026-01-06T03:50:00Z
voice_assistant
-49
33
338
21.99
0
0.135
Network quality degradation for voice assistant: elevated round-trip time and 21.99% packet loss despite an acceptable signal level.
high_latency
INC-004206
2026-02-02T03:12:00Z
laptop
-58
47
74
1.17
1
0.062
laptop is connected normally with RSSI -58 dBm, latency 74 ms, channel utilization 47% and no material packet loss.
healthy
INC-002117
2026-01-17T04:14:00Z
smartphone
-49
34
28
0.46
0
0.793
smartphone generated unusual DNS activity with risk score 0.793; review domains and resolver behaviour.
dns_security_risk
INC-002243
2026-01-18T03:18:00Z
security_camera
-67
38
124
0.63
0
0.903
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.903.
dns_security_risk
INC-002256
2026-01-18T05:44:00Z
security_camera
-42
27
16
0.34
0
0.072
security camera is connected normally with RSSI -42 dBm, latency 16 ms, channel utilization 27% and no material packet loss.
healthy
INC-003553
2026-01-28T03:25:00Z
tablet
-85
39
36
5.01
0
0.196
Poor Wi-Fi coverage detected for tablet; signal strength is -85 dBm and the client appears far from the access point.
weak_signal
INC-003202
2026-01-25T11:02:00Z
security_camera
-64
44
76
0.38
11
0.115
security camera failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-002245
2026-01-18T03:38:00Z
tablet
-78
48
24
0.74
0
0.098
Poor Wi-Fi coverage detected for tablet; signal strength is -78 dBm and the client appears far from the access point.
weak_signal
INC-002732
2026-01-21T20:52:00Z
iot_sensor
-42
88
111
3.3
0
0.181
iot sensor experiences reduced throughput while channel utilization is 88% and neighbouring traffic is heavy.
wifi_congestion
INC-002975
2026-01-23T17:35:00Z
iot_sensor
-63
50
73
0.44
0
0.874
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.874.
dns_security_risk
INC-004255
2026-02-02T12:12:00Z
laptop
-76
32
26
3.13
0
0.033
laptop repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal
INC-004541
2026-02-04T16:35:00Z
tablet
-63
14
79
0.95
0
0.878
tablet generated unusual DNS activity with risk score 0.878; review domains and resolver behaviour.
dns_security_risk
INC-001504
2026-01-12T11:45:00Z
gaming_console
-38
50
73
0.31
11
0.021
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002514
2026-01-20T04:57:00Z
tablet
-40
35
14
0.12
0
0.209
tablet is connected normally with RSSI -40 dBm, latency 14 ms, channel utilization 35% and no material packet loss.
healthy
INC-000979
2026-01-08T11:32:00Z
gaming_console
-83
15
72
4.33
0
0.047
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-005426
2026-02-11T10:49:00Z
security_camera
-41
99
97
5.05
1
0.162
Likely Wi-Fi congestion affecting security camera: busy channel at 99% utilization with intermittent retransmissions.
wifi_congestion
INC-001898
2026-01-15T12:02:00Z
iot_sensor
-41
100
107
3.44
0
0.035
Likely Wi-Fi congestion affecting iot sensor: busy channel at 100% utilization with intermittent retransmissions.
wifi_congestion
INC-004731
2026-02-06T03:22:00Z
security_camera
-60
48
741
11.71
0
0.082
Network quality degradation for security camera: elevated round-trip time and 11.71% packet loss despite an acceptable signal level.
high_latency
INC-004774
2026-02-06T11:23:00Z
smartphone
-47
47
165
0.96
10
0.196
smartphone failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-003815
2026-01-30T03:35:00Z
security_camera
-41
29
125
0.41
0
0.839
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.839.
dns_security_risk
INC-000555
2026-01-05T05:46:00Z
security_camera
-64
44
399
3.91
1
0.035
security camera reports latency of 399 ms and packet loss of 3.91%, causing slow or unstable application traffic.
high_latency
INC-003423
2026-01-27T03:41:00Z
iot_sensor
-56
34
808
6.67
0
0.096
Network quality degradation for iot sensor: elevated round-trip time and 6.67% packet loss despite an acceptable signal level.
high_latency
INC-005414
2026-02-11T08:42:00Z
tablet
-67
86
53
5.67
1
0.201
Likely Wi-Fi congestion affecting tablet: busy channel at 86% utilization with intermittent retransmissions.
wifi_congestion
INC-005852
2026-02-14T16:54:00Z
security_camera
-51
97
109
2.58
1
0.147
security camera experiences reduced throughput while channel utilization is 97% and neighbouring traffic is heavy.
wifi_congestion
INC-000130
2026-01-01T23:59:00Z
tablet
-66
48
37
1.18
8
0.167
tablet failed to obtain or renew an IP address; 8 DHCP failures were observed recently.
dhcp_failure
INC-003390
2026-01-26T21:35:00Z
smart_tv
-58
10
19
0.39
0
0.015
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001954
2026-01-15T22:15:00Z
security_camera
-58
39
143
0.73
3
0.197
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003761
2026-01-29T17:38:00Z
laptop
-67
29
59
0.3
0
0.884
laptop generated unusual DNS activity with risk score 0.884; review domains and resolver behaviour.
dns_security_risk
INC-002214
2026-01-17T22:04:00Z
security_camera
-50
50
43
0.2
0
0.047
security camera is connected normally with RSSI -50 dBm, latency 43 ms, channel utilization 50% and no material packet loss.
healthy
INC-001072
2026-01-09T04:34:00Z
smart_tv
-57
9
158
0.04
3
0.202
smart tv failed to obtain or renew an IP address; 3 DHCP failures were observed recently.
dhcp_failure
INC-001661
2026-01-13T16:34:00Z
iot_sensor
-55
12
39
0.8
0
0.887
iot sensor generated unusual DNS activity with risk score 0.887; review domains and resolver behaviour.
dns_security_risk
INC-003508
2026-01-27T19:16:00Z
smartphone
-43
45
88
0.9
4
0.216
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005164
2026-02-09T10:44:00Z
tablet
-68
33
84
0
5
0.021
tablet failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-001442
2026-01-12T00:30:00Z
laptop
-39
91
50
2.85
1
0.205
laptop experiences reduced throughput while channel utilization is 91% and neighbouring traffic is heavy.
wifi_congestion
INC-001507
2026-01-12T12:21:00Z
smartphone
-90
52
41
0.93
0
0.111
smartphone repeatedly disconnects with weak RSSI of -90 dBm while other network indicators remain mostly normal.
weak_signal
INC-003705
2026-01-29T07:15:00Z
smartphone
-45
30
704
4.93
0
0.12
smartphone reports latency of 704 ms and packet loss of 4.93%, causing slow or unstable application traffic.
high_latency
INC-005327
2026-02-10T16:47:00Z
tablet
-59
30
18
0.97
1
0.923
tablet generated unusual DNS activity with risk score 0.923; review domains and resolver behaviour.
dns_security_risk
INC-005402
2026-02-11T06:31:00Z
smartphone
-66
86
130
0.54
0
0.138
Likely Wi-Fi congestion affecting smartphone: busy channel at 86% utilization with intermittent retransmissions.
wifi_congestion
INC-005077
2026-02-08T18:51:00Z
smartphone
-88
42
76
3.61
0
0.045
smartphone repeatedly disconnects with weak RSSI of -88 dBm while other network indicators remain mostly normal.
weak_signal
INC-005736
2026-02-13T19:37:00Z
laptop
-63
14
19
0.73
0
0.12
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002868
2026-01-22T21:52:00Z
gaming_console
-63
40
1
1.21
0
0.124
gaming console is connected normally with RSSI -63 dBm, latency 1 ms, channel utilization 40% and no material packet loss.
healthy
INC-004552
2026-02-04T18:39:00Z
smartphone
-54
45
141
0.1
10
0.092
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003644
2026-01-28T20:06:00Z
smart_tv
-40
84
98
5.93
0
0.079
smart tv experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-002271
2026-01-18T08:21:00Z
security_camera
-43
26
664
10.37
1
0.051
security camera reports latency of 664 ms and packet loss of 10.37%, causing slow or unstable application traffic.
high_latency
INC-003823
2026-01-30T04:58:00Z
smart_tv
-89
10
47
1.13
0
0.209
Poor Wi-Fi coverage detected for smart tv; signal strength is -89 dBm and the client appears far from the access point.
weak_signal
INC-004349
2026-02-03T05:24:00Z
laptop
-67
35
129
0.93
0
0.927
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.927.
dns_security_risk
INC-001656
2026-01-13T15:38:00Z
voice_assistant
-61
51
36
0.6
0
0.093
voice assistant is connected normally with RSSI -61 dBm, latency 36 ms, channel utilization 51% and no material packet loss.
healthy
INC-005296
2026-02-10T11:05:00Z
smartphone
-44
10
111
0.25
10
0.206
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004670
2026-02-05T16:17:00Z
security_camera
-60
96
63
1.37
1
0.037
Likely Wi-Fi congestion affecting security camera: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion
INC-005394
2026-02-11T04:54:00Z
smartphone
-56
49
33
0.68
0
0.062
smartphone is connected normally with RSSI -56 dBm, latency 33 ms, channel utilization 49% and no material packet loss.
healthy
INC-003378
2026-01-26T19:28:00Z
voice_assistant
-38
29
8
0.95
0
0.154
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000201
2026-01-02T12:52:00Z
iot_sensor
-64
25
472
21.14
0
0.135
Network quality degradation for iot sensor: elevated round-trip time and 21.14% packet loss despite an acceptable signal level.
high_latency
INC-004597
2026-02-05T02:55:00Z
smart_tv
-81
30
60
4.29
0
0.026
Poor Wi-Fi coverage detected for smart tv; signal strength is -81 dBm and the client appears far from the access point.
weak_signal
INC-003111
2026-01-24T18:24:00Z
security_camera
-61
32
511
19.78
0
0.066
Network quality degradation for security camera: elevated round-trip time and 19.78% packet loss despite an acceptable signal level.
high_latency
INC-000623
2026-01-05T18:20:00Z
smart_tv
-51
9
136
0.69
0
0.909
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.909.
dns_security_risk
INC-000283
2026-01-03T03:53:00Z
voice_assistant
-79
34
26
1.28
1
0.13
Poor Wi-Fi coverage detected for voice assistant; signal strength is -79 dBm and the client appears far from the access point.
weak_signal
INC-004646
2026-02-05T11:54:00Z
tablet
-46
90
80
3.46
1
0.156
Likely Wi-Fi congestion affecting tablet: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-005732
2026-02-13T19:00:00Z
gaming_console
-54
89
43
3.24
0
0.023
gaming console experiences reduced throughput while channel utilization is 89% and neighbouring traffic is heavy.
wifi_congestion
INC-003187
2026-01-25T08:20:00Z
voice_assistant
-90
25
63
3.27
0
0.197
Poor Wi-Fi coverage detected for voice assistant; signal strength is -90 dBm and the client appears far from the access point.
weak_signal
INC-002233
2026-01-18T01:30:00Z
voice_assistant
-89
23
43
5.4
0
0.184
Poor Wi-Fi coverage detected for voice assistant; signal strength is -89 dBm and the client appears far from the access point.
weak_signal
INC-005443
2026-02-11T14:02:00Z
laptop
-90
8
31
0.43
0
0.095
laptop repeatedly disconnects with weak RSSI of -90 dBm while other network indicators remain mostly normal.
weak_signal
INC-004100
2026-02-01T07:46:00Z
tablet
-57
88
62
1.42
0
0.015
tablet experiences reduced throughput while channel utilization is 88% and neighbouring traffic is heavy.
wifi_congestion
INC-000034
2026-01-01T06:19:00Z
iot_sensor
-65
50
149
0.75
7
0.161
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002056
2026-01-16T16:57:00Z
security_camera
-61
29
47
0.72
9
0.032
security camera failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-000909
2026-01-07T22:41:00Z
smart_tv
-50
41
173
10.1
0
0.147
smart tv reports latency of 173 ms and packet loss of 10.1%, causing slow or unstable application traffic.
high_latency
INC-005585
2026-02-12T16:00:00Z
smartphone
-50
14
149
0.58
0
0.901
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.901.
dns_security_risk
INC-001686
2026-01-13T21:10:00Z
iot_sensor
-44
45
42
0.97
0
0.219
iot sensor is connected normally with RSSI -44 dBm, latency 42 ms, channel utilization 45% and no material packet loss.
healthy
INC-001503
2026-01-12T11:37:00Z
laptop
-45
47
208
20.69
0
0.118
Network quality degradation for laptop: elevated round-trip time and 20.69% packet loss despite an acceptable signal level.
high_latency
INC-002075
2026-01-16T20:27:00Z
smart_tv
-46
10
111
0.35
0
0.811
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.811.
dns_security_risk
INC-003617
2026-01-28T15:16:00Z
tablet
-46
20
116
0.6
0
0.855
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.855.
dns_security_risk
INC-003514
2026-01-27T20:19:00Z
tablet
-54
45
127
1.01
8
0.121
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003182
2026-01-25T07:22:00Z
tablet
-45
88
41
5.79
0
0.132
tablet experiences reduced throughput while channel utilization is 88% and neighbouring traffic is heavy.
wifi_congestion