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-002644
2026-01-21T04:49:00Z
gaming_console
-47
11
75
0.51
7
0.048
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003642
2026-01-28T19:49:00Z
voice_assistant
-47
11
17
0.14
0
0.178
voice assistant is connected normally with RSSI -47 dBm, latency 17 ms, channel utilization 11% and no material packet loss.
healthy
INC-003085
2026-01-24T13:37:00Z
laptop
-89
13
86
2.96
0
0.015
Poor Wi-Fi coverage detected for laptop; signal strength is -89 dBm and the client appears far from the access point.
weak_signal
INC-000233
2026-01-02T18:49:00Z
smartphone
-55
16
104
0.08
0
0.798
smartphone generated unusual DNS activity with risk score 0.798; review domains and resolver behaviour.
dns_security_risk
INC-005545
2026-02-12T08:36:00Z
laptop
-80
28
52
4.23
1
0.04
laptop repeatedly disconnects with weak RSSI of -80 dBm while other network indicators remain mostly normal.
weak_signal
INC-004105
2026-02-01T08:37:00Z
smartphone
-85
42
47
5.23
1
0.167
smartphone repeatedly disconnects with weak RSSI of -85 dBm while other network indicators remain mostly normal.
weak_signal
INC-005499
2026-02-12T00:19:00Z
iot_sensor
-59
62
791
4.54
0
0.178
Network quality degradation for iot sensor: elevated round-trip time and 4.54% packet loss despite an acceptable signal level.
high_latency
INC-003818
2026-01-30T03:59:00Z
voice_assistant
-45
99
75
5.5
0
0.169
Likely Wi-Fi congestion affecting voice assistant: busy channel at 99% utilization with intermittent retransmissions.
wifi_congestion
INC-005182
2026-02-09T14:11:00Z
security_camera
-57
50
37
1.1
6
0.06
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001490
2026-01-12T09:16:00Z
smart_tv
-67
82
72
1.68
0
0.035
Likely Wi-Fi congestion affecting smart tv: busy channel at 82% utilization with intermittent retransmissions.
wifi_congestion
INC-005352
2026-02-10T21:12:00Z
voice_assistant
-62
24
9
0.95
1
0.128
voice assistant is connected normally with RSSI -62 dBm, latency 9 ms, channel utilization 24% and no material packet loss.
healthy
INC-004867
2026-02-07T04:17:00Z
security_camera
-89
17
62
4.49
0
0.206
security camera repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-001453
2026-01-12T02:23:00Z
iot_sensor
-91
28
88
3.76
1
0.102
iot sensor repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal
INC-003309
2026-01-26T06:47:00Z
tablet
-59
40
656
7.2
0
0.154
tablet reports latency of 656 ms and packet loss of 7.2%, causing slow or unstable application traffic.
high_latency
INC-000527
2026-01-05T00:45:00Z
gaming_console
-45
47
100
0.69
0
0.779
gaming console generated unusual DNS activity with risk score 0.779; review domains and resolver behaviour.
dns_security_risk
INC-005211
2026-02-09T19:25:00Z
gaming_console
-66
56
585
8.24
0
0.054
Network quality degradation for gaming console: elevated round-trip time and 8.24% packet loss despite an acceptable signal level.
high_latency
INC-005242
2026-02-10T01:09:00Z
gaming_console
-43
45
80
0.75
9
0.143
gaming console failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-003236
2026-01-25T17:18:00Z
smartphone
-35
100
97
5.17
0
0.143
smartphone experiences reduced throughput while channel utilization is 100% and neighbouring traffic is heavy.
wifi_congestion
INC-000377
2026-01-03T21:14:00Z
gaming_console
-45
36
132
0.68
0
0.981
gaming console generated unusual DNS activity with risk score 0.981; review domains and resolver behaviour.
dns_security_risk
INC-001038
2026-01-08T22:22:00Z
security_camera
-44
20
31
0.8
1
0.142
security camera is connected normally with RSSI -44 dBm, latency 31 ms, channel utilization 20% and no material packet loss.
healthy
INC-000241
2026-01-02T20:12:00Z
smart_tv
-86
16
18
2.3
0
0.12
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-004938
2026-02-07T17:28:00Z
gaming_console
-52
33
10
0.41
1
0.104
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004913
2026-02-07T12:51:00Z
security_camera
-43
12
19
0.63
1
0.928
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.928.
dns_security_risk
INC-003874
2026-01-30T14:23:00Z
iot_sensor
-47
40
135
0.23
4
0.185
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000671
2026-01-06T03:02:00Z
security_camera
-64
38
75
1.15
0
0.88
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.88.
dns_security_risk
INC-000361
2026-01-03T18:13:00Z
iot_sensor
-88
44
37
3.49
0
0.209
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-001748
2026-01-14T08:34:00Z
iot_sensor
-53
79
111
2.68
0
0.174
Likely Wi-Fi congestion affecting iot sensor: busy channel at 79% utilization with intermittent retransmissions.
wifi_congestion
INC-000976
2026-01-08T11:01:00Z
tablet
-40
8
132
0.09
15
0.039
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004880
2026-02-07T06:40:00Z
tablet
-66
96
107
1.15
0
0.152
tablet experiences reduced throughput while channel utilization is 96% and neighbouring traffic is heavy.
wifi_congestion
INC-000808
2026-01-07T04:16:00Z
tablet
-54
38
82
0.72
13
0.039
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004437
2026-02-03T21:35:00Z
laptop
-51
31
818
5.65
0
0.026
laptop reports latency of 818 ms and packet loss of 5.65%, causing slow or unstable application traffic.
high_latency
INC-005899
2026-02-15T01:31:00Z
voice_assistant
-88
26
64
5.4
0
0.181
voice assistant repeatedly disconnects with weak RSSI of -88 dBm while other network indicators remain mostly normal.
weak_signal
INC-000169
2026-01-02T07:03:00Z
tablet
-86
23
29
1.94
0
0.104
tablet repeatedly disconnects with weak RSSI of -86 dBm while other network indicators remain mostly normal.
weak_signal
INC-000716
2026-01-06T11:19:00Z
smart_tv
-60
97
45
0.89
1
0.169
Likely Wi-Fi congestion affecting smart tv: busy channel at 97% utilization with intermittent retransmissions.
wifi_congestion
INC-004213
2026-02-02T04:29:00Z
iot_sensor
-89
25
49
1.74
0
0.181
iot sensor repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-005912
2026-02-15T04:02:00Z
security_camera
-48
83
101
1.16
1
0.129
Likely Wi-Fi congestion affecting security camera: busy channel at 83% utilization with intermittent retransmissions.
wifi_congestion
INC-002962
2026-01-23T15:10:00Z
iot_sensor
-43
26
117
0.16
8
0.181
iot sensor failed to obtain or renew an IP address; 8 DHCP failures were observed recently.
dhcp_failure
INC-000024
2026-01-01T04:26:00Z
gaming_console
-62
36
42
0.84
0
0.15
gaming console is connected normally with RSSI -62 dBm, latency 42 ms, channel utilization 36% and no material packet loss.
healthy
INC-000972
2026-01-08T10:17:00Z
tablet
-57
14
11
0.75
0
0.024
tablet is connected normally with RSSI -57 dBm, latency 11 ms, channel utilization 14% and no material packet loss.
healthy
INC-002136
2026-01-17T07:41:00Z
iot_sensor
-65
38
10
0.86
0
0.08
iot sensor is connected normally with RSSI -65 dBm, latency 10 ms, channel utilization 38% and no material packet loss.
healthy
INC-005388
2026-02-11T03:54:00Z
security_camera
-67
43
36
1.05
0
0.042
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001792
2026-01-14T16:33:00Z
smart_tv
-65
13
49
0.04
10
0.054
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001087
2026-01-09T07:18:00Z
iot_sensor
-89
17
64
2.39
0
0.092
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-003350
2026-01-26T14:13:00Z
laptop
-57
99
51
4.23
1
0.012
laptop experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-001934
2026-01-15T18:34:00Z
voice_assistant
-66
91
69
5.94
0
0.146
voice assistant experiences reduced throughput while channel utilization is 91% and neighbouring traffic is heavy.
wifi_congestion
INC-000737
2026-01-06T15:16:00Z
voice_assistant
-50
36
108
1.65
0
0.907
voice assistant generated unusual DNS activity with risk score 0.907; review domains and resolver behaviour.
dns_security_risk
INC-002422
2026-01-19T12:08:00Z
gaming_console
-67
46
126
0.5
10
0.111
gaming console failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-005661
2026-02-13T05:55:00Z
smartphone
-60
62
625
23.29
0
0.077
smartphone reports latency of 625 ms and packet loss of 23.29%, causing slow or unstable application traffic.
high_latency
INC-004071
2026-02-01T02:23:00Z
voice_assistant
-67
46
376
11.34
0
0.102
Network quality degradation for voice assistant: elevated round-trip time and 11.34% packet loss despite an acceptable signal level.
high_latency
INC-001673
2026-01-13T18:46:00Z
iot_sensor
-38
23
113
0.21
0
0.875
iot sensor generated unusual DNS activity with risk score 0.875; review domains and resolver behaviour.
dns_security_risk
INC-002948
2026-01-23T12:35:00Z
gaming_console
-57
92
127
1.95
0
0.145
gaming console experiences reduced throughput while channel utilization is 92% and neighbouring traffic is heavy.
wifi_congestion
INC-002110
2026-01-17T02:56:00Z
voice_assistant
-43
23
38
0.9
14
0.193
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005008
2026-02-08T06:08:00Z
smart_tv
-66
42
37
0.95
4
0.057
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003602
2026-01-28T12:25:00Z
smartphone
-54
80
77
5.61
0
0.219
smartphone experiences reduced throughput while channel utilization is 80% and neighbouring traffic is heavy.
wifi_congestion
INC-004556
2026-02-04T19:24:00Z
laptop
-51
100
110
4.65
1
0.103
laptop experiences reduced throughput while channel utilization is 100% and neighbouring traffic is heavy.
wifi_congestion
INC-004170
2026-02-01T20:34:00Z
smartphone
-38
17
1
2.26
0
0.14
smartphone is connected normally with RSSI -38 dBm, latency 1 ms, channel utilization 17% and no material packet loss.
healthy
INC-003664
2026-01-28T23:50:00Z
voice_assistant
-59
39
69
0.71
15
0.013
voice assistant failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-003012
2026-01-24T00:19:00Z
security_camera
-63
45
40
0.39
0
0.139
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004235
2026-02-02T08:25:00Z
voice_assistant
-62
28
19
0.84
1
0.833
voice assistant generated unusual DNS activity with risk score 0.833; review domains and resolver behaviour.
dns_security_risk
INC-001715
2026-01-14T02:27:00Z
smartphone
-50
31
147
0.39
0
0.789
smartphone generated unusual DNS activity with risk score 0.789; review domains and resolver behaviour.
dns_security_risk
INC-001034
2026-01-08T21:43:00Z
gaming_console
-52
87
84
2.17
0
0.041
gaming console experiences reduced throughput while channel utilization is 87% and neighbouring traffic is heavy.
wifi_congestion
INC-003852
2026-01-30T10:22:00Z
gaming_console
-52
23
30
1.05
0
0.1
gaming console is connected normally with RSSI -52 dBm, latency 30 ms, channel utilization 23% and no material packet loss.
healthy
INC-001337
2026-01-11T05:09:00Z
tablet
-66
34
19
0.29
1
0.941
tablet generated unusual DNS activity with risk score 0.941; review domains and resolver behaviour.
dns_security_risk
INC-003319
2026-01-26T08:31:00Z
voice_assistant
-84
22
33
3.42
0
0.04
voice assistant repeatedly disconnects with weak RSSI of -84 dBm while other network indicators remain mostly normal.
weak_signal
INC-003661
2026-01-28T23:19:00Z
smart_tv
-90
37
57
1.52
0
0.191
Poor Wi-Fi coverage detected for smart tv; signal strength is -90 dBm and the client appears far from the access point.
weak_signal
INC-000003
2026-01-01T00:34:00Z
voice_assistant
-64
59
184
18.32
0
0.137
Network quality degradation for voice assistant: elevated round-trip time and 18.32% packet loss despite an acceptable signal level.
high_latency
INC-005662
2026-02-13T06:05:00Z
tablet
-62
16
148
1.08
5
0.206
tablet failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-003754
2026-01-29T16:18:00Z
security_camera
-59
52
131
0.04
15
0.056
security camera failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-001007
2026-01-08T16:43:00Z
smartphone
-54
42
81
1.04
0
0.838
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.838.
dns_security_risk
INC-005170
2026-02-09T11:54:00Z
laptop
-61
41
137
1.02
14
0.057
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005074
2026-02-08T18:19:00Z
tablet
-41
34
124
0.86
3
0.038
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002735
2026-01-21T21:25:00Z
tablet
-38
14
82
0.05
0
0.89
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.89.
dns_security_risk
INC-004286
2026-02-02T17:51:00Z
tablet
-56
86
118
5.49
0
0.072
tablet experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-003349
2026-01-26T14:08:00Z
tablet
-76
52
13
2.82
0
0.119
Poor Wi-Fi coverage detected for tablet; signal strength is -76 dBm and the client appears far from the access point.
weak_signal
INC-005676
2026-02-13T08:42:00Z
security_camera
-37
47
39
1.91
1
0.173
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005059
2026-02-08T15:34:00Z
laptop
-93
49
58
1.37
1
0.14
Poor Wi-Fi coverage detected for laptop; signal strength is -93 dBm and the client appears far from the access point.
weak_signal
INC-002228
2026-01-18T00:28:00Z
smartphone
-44
79
84
2.64
0
0.111
smartphone experiences reduced throughput while channel utilization is 79% and neighbouring traffic is heavy.
wifi_congestion
INC-000611
2026-01-05T16:09:00Z
smartphone
-64
27
106
0.96
0
0.899
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.899.
dns_security_risk
INC-005452
2026-02-11T15:34:00Z
smartphone
-49
22
132
1.15
3
0.079
smartphone failed to obtain or renew an IP address; 3 DHCP failures were observed recently.
dhcp_failure
INC-002365
2026-01-19T01:36:00Z
voice_assistant
-91
28
59
3.8
0
0.033
Poor Wi-Fi coverage detected for voice assistant; signal strength is -91 dBm and the client appears far from the access point.
weak_signal
INC-004550
2026-02-04T18:14:00Z
voice_assistant
-53
97
42
1.43
0
0.138
voice assistant experiences reduced throughput while channel utilization is 97% and neighbouring traffic is heavy.
wifi_congestion
INC-003907
2026-01-30T20:25:00Z
laptop
-88
22
53
4.36
0
0.109
laptop repeatedly disconnects with weak RSSI of -88 dBm while other network indicators remain mostly normal.
weak_signal
INC-000759
2026-01-06T19:18:00Z
smart_tv
-60
56
595
5.94
0
0.148
Network quality degradation for smart tv: elevated round-trip time and 5.94% packet loss despite an acceptable signal level.
high_latency
INC-003965
2026-01-31T06:56:00Z
gaming_console
-45
39
24
1.14
0
0.955
Potential DNS security incident for gaming console: anomalous query pattern and risk score 0.955.
dns_security_risk
INC-005460
2026-02-11T17:01:00Z
tablet
-48
42
13
0.58
0
0.015
tablet is connected normally with RSSI -48 dBm, latency 13 ms, channel utilization 42% and no material packet loss.
healthy
INC-001133
2026-01-09T15:46:00Z
iot_sensor
-48
31
143
0.89
1
0.769
iot sensor generated unusual DNS activity with risk score 0.769; review domains and resolver behaviour.
dns_security_risk
INC-003715
2026-01-29T09:05:00Z
iot_sensor
-88
50
55
3.49
0
0.111
iot sensor repeatedly disconnects with weak RSSI of -88 dBm while other network indicators remain mostly normal.
weak_signal
INC-002290
2026-01-18T11:52:00Z
smartphone
-52
35
81
1.03
10
0.068
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003510
2026-01-27T19:33:00Z
smartphone
-47
26
43
0.89
1
0.128
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002849
2026-01-22T18:24:00Z
iot_sensor
-59
48
72
1.13
0
0.855
iot sensor generated unusual DNS activity with risk score 0.855; review domains and resolver behaviour.
dns_security_risk
INC-002379
2026-01-19T04:14:00Z
laptop
-67
41
631
9.54
0
0.189
laptop reports latency of 631 ms and packet loss of 9.54%, causing slow or unstable application traffic.
high_latency
INC-002537
2026-01-20T09:09:00Z
laptop
-31
24
115
0.6
0
0.923
laptop generated unusual DNS activity with risk score 0.923; review domains and resolver behaviour.
dns_security_risk
INC-000374
2026-01-03T20:35:00Z
security_camera
-47
89
120
3.07
0
0.174
security camera experiences reduced throughput while channel utilization is 89% and neighbouring traffic is heavy.
wifi_congestion
INC-005555
2026-02-12T10:25:00Z
smartphone
-40
17
54
0.49
0
0.866
smartphone generated unusual DNS activity with risk score 0.866; review domains and resolver behaviour.
dns_security_risk
INC-000436
2026-01-04T08:02:00Z
voice_assistant
-46
30
90
0.75
11
0.219
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003498
2026-01-27T17:28:00Z
security_camera
-73
8
62
0.89
0
0.191
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001700
2026-01-13T23:47:00Z
smartphone
-45
99
58
6.65
0
0.093
smartphone experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-000955
2026-01-08T07:15:00Z
voice_assistant
-86
51
31
1.77
1
0.099
Poor Wi-Fi coverage detected for voice assistant; signal strength is -86 dBm and the client appears far from the access point.
weak_signal
INC-005880
2026-02-14T22:01:00Z
gaming_console
-45
37
12
0.64
0
0.152
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004799
2026-02-06T15:53:00Z
gaming_console
-59
16
157
0.09
1
0.879
gaming console generated unusual DNS activity with risk score 0.879; review domains and resolver behaviour.
dns_security_risk