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-003952
2026-01-31T04:42:00Z
iot_sensor
-57
25
76
0.17
7
0.143
iot sensor failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-005865
2026-02-14T19:17:00Z
smartphone
-66
27
276
10.14
1
0.217
smartphone reports latency of 276 ms and packet loss of 10.14%, causing slow or unstable application traffic.
high_latency
INC-004158
2026-02-01T18:27:00Z
voice_assistant
-47
28
18
0.61
0
0.05
voice assistant is connected normally with RSSI -47 dBm, latency 18 ms, channel utilization 28% and no material packet loss.
healthy
INC-004458
2026-02-04T01:21:00Z
voice_assistant
-43
37
11
0.25
0
0.026
voice assistant is connected normally with RSSI -43 dBm, latency 11 ms, channel utilization 37% and no material packet loss.
healthy
INC-005229
2026-02-09T22:44:00Z
security_camera
-51
71
322
23.57
0
0.19
security camera reports latency of 322 ms and packet loss of 23.57%, causing slow or unstable application traffic.
high_latency
INC-004412
2026-02-03T16:52:00Z
smart_tv
-46
79
78
3.09
0
0.121
smart tv experiences reduced throughput while channel utilization is 79% and neighbouring traffic is heavy.
wifi_congestion
INC-005541
2026-02-12T07:53:00Z
smartphone
-42
48
636
5.3
0
0.202
smartphone reports latency of 636 ms and packet loss of 5.3%, causing slow or unstable application traffic.
high_latency
INC-003251
2026-01-25T20:05:00Z
smart_tv
-41
28
30
0.67
0
0.799
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.799.
dns_security_risk
INC-001959
2026-01-15T23:16:00Z
gaming_console
-60
45
291
22.37
0
0.163
Network quality degradation for gaming console: elevated round-trip time and 22.37% packet loss despite an acceptable signal level.
high_latency
INC-002301
2026-01-18T13:58:00Z
voice_assistant
-56
44
334
4.24
0
0.057
Network quality degradation for voice assistant: elevated round-trip time and 4.24% packet loss despite an acceptable signal level.
high_latency
INC-001412
2026-01-11T18:57:00Z
gaming_console
-70
89
64
6.38
0
0.213
Likely Wi-Fi congestion affecting gaming console: busy channel at 89% utilization with intermittent retransmissions.
wifi_congestion
INC-005062
2026-02-08T16:02:00Z
iot_sensor
-44
51
54
0.76
7
0.175
iot sensor failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-005610
2026-02-12T20:30:00Z
smart_tv
-67
37
43
0.46
0
0.203
smart tv is connected normally with RSSI -67 dBm, latency 43 ms, channel utilization 37% and no material packet loss.
healthy
INC-004043
2026-01-31T21:14:00Z
tablet
-63
15
144
0.17
0
0.795
tablet generated unusual DNS activity with risk score 0.795; review domains and resolver behaviour.
dns_security_risk
INC-005730
2026-02-13T18:36:00Z
smart_tv
-42
9
9
0.22
0
0.153
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000522
2026-01-04T23:51:00Z
smart_tv
-44
35
23
0.3
1
0.132
smart tv is connected normally with RSSI -44 dBm, latency 23 ms, channel utilization 35% and no material packet loss.
healthy
INC-001713
2026-01-14T02:13:00Z
smart_tv
-50
43
559
16.93
0
0.123
smart tv reports latency of 559 ms and packet loss of 16.93%, causing slow or unstable application traffic.
high_latency
INC-005588
2026-02-12T16:30:00Z
iot_sensor
-50
93
47
4.32
1
0.163
Likely Wi-Fi congestion affecting iot sensor: busy channel at 93% utilization with intermittent retransmissions.
wifi_congestion
INC-003570
2026-01-28T06:31:00Z
gaming_console
-67
47
36
0.67
1
0.182
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001930
2026-01-15T17:53:00Z
smartphone
-38
48
38
0.1
14
0.071
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005908
2026-02-15T03:11:00Z
laptop
-57
42
60
0
13
0.158
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004465
2026-02-04T02:37:00Z
laptop
-90
14
69
2.21
0
0.039
Poor Wi-Fi coverage detected for laptop; signal strength is -90 dBm and the client appears far from the access point.
weak_signal
INC-003776
2026-01-29T20:25:00Z
smartphone
-54
81
36
3.91
1
0.077
smartphone experiences reduced throughput while channel utilization is 81% and neighbouring traffic is heavy.
wifi_congestion
INC-004440
2026-02-03T22:05:00Z
voice_assistant
-55
47
14
0.33
0
0.09
voice assistant is connected normally with RSSI -55 dBm, latency 14 ms, channel utilization 47% and no material packet loss.
healthy
INC-002687
2026-01-21T12:40:00Z
voice_assistant
-41
21
49
0.87
1
0.808
voice assistant generated unusual DNS activity with risk score 0.808; review domains and resolver behaviour.
dns_security_risk
INC-005403
2026-02-11T06:35:00Z
gaming_console
-45
41
664
21.15
0
0.206
Network quality degradation for gaming console: elevated round-trip time and 21.15% packet loss despite an acceptable signal level.
high_latency
INC-002028
2026-01-16T11:51:00Z
voice_assistant
-61
12
16
1.05
0
0.071
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002395
2026-01-19T07:09:00Z
smart_tv
-87
42
21
4.42
0
0.059
smart tv repeatedly disconnects with weak RSSI of -87 dBm while other network indicators remain mostly normal.
weak_signal
INC-003455
2026-01-27T09:26:00Z
smartphone
-40
26
59
0.15
0
0.935
smartphone generated unusual DNS activity with risk score 0.935; review domains and resolver behaviour.
dns_security_risk
INC-000731
2026-01-06T14:03:00Z
smartphone
-62
31
43
0.84
0
0.876
smartphone generated unusual DNS activity with risk score 0.876; review domains and resolver behaviour.
dns_security_risk
INC-004227
2026-02-02T07:05:00Z
iot_sensor
-51
69
767
23.08
0
0.19
Network quality degradation for iot sensor: elevated round-trip time and 23.08% packet loss despite an acceptable signal level.
high_latency
INC-002316
2026-01-18T16:45:00Z
iot_sensor
-67
25
38
1
0
0.15
iot sensor is connected normally with RSSI -67 dBm, latency 38 ms, channel utilization 25% and no material packet loss.
healthy
INC-005785
2026-02-14T04:42:00Z
laptop
-80
16
14
3.49
0
0.172
laptop repeatedly disconnects with weak RSSI of -80 dBm while other network indicators remain mostly normal.
weak_signal
INC-004166
2026-02-01T19:52:00Z
gaming_console
-67
92
37
1.81
1
0.144
Likely Wi-Fi congestion affecting gaming console: busy channel at 92% utilization with intermittent retransmissions.
wifi_congestion
INC-001525
2026-01-12T15:40:00Z
iot_sensor
-76
19
22
2.69
1
0.08
Poor Wi-Fi coverage detected for iot sensor; signal strength is -76 dBm and the client appears far from the access point.
weak_signal
INC-004245
2026-02-02T10:19:00Z
gaming_console
-68
71
806
14.17
1
0.16
gaming console reports latency of 806 ms and packet loss of 14.17%, causing slow or unstable application traffic.
high_latency
INC-004958
2026-02-07T21:01:00Z
tablet
-51
92
78
5.69
0
0.074
tablet experiences reduced throughput while channel utilization is 92% and neighbouring traffic is heavy.
wifi_congestion
INC-005660
2026-02-13T05:43:00Z
tablet
-59
82
84
1.57
1
0.063
Likely Wi-Fi congestion affecting tablet: busy channel at 82% utilization with intermittent retransmissions.
wifi_congestion
INC-001975
2026-01-16T02:06:00Z
smart_tv
-90
12
45
4.95
0
0.078
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-003502
2026-01-27T18:08:00Z
security_camera
-51
10
48
0.72
11
0.029
security camera failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-004685
2026-02-05T19:01:00Z
tablet
-53
15
87
0.74
0
0.869
tablet generated unusual DNS activity with risk score 0.869; review domains and resolver behaviour.
dns_security_risk
INC-003444
2026-01-27T07:24:00Z
smartphone
-42
41
32
0.57
0
0.021
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002619
2026-01-21T00:12:00Z
iot_sensor
-60
76
262
4.79
0
0.053
iot sensor reports latency of 262 ms and packet loss of 4.79%, causing slow or unstable application traffic.
high_latency
INC-001894
2026-01-15T11:24:00Z
smartphone
-46
33
119
0.63
4
0.199
smartphone failed to obtain or renew an IP address; 4 DHCP failures were observed recently.
dhcp_failure
INC-005121
2026-02-09T02:56:00Z
security_camera
-58
54
285
12.03
0
0.072
Network quality degradation for security camera: elevated round-trip time and 12.03% packet loss despite an acceptable signal level.
high_latency
INC-002182
2026-01-17T16:06:00Z
security_camera
-46
30
75
1.13
10
0.189
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001199
2026-01-10T03:54:00Z
voice_assistant
-65
46
110
0.55
1
0.846
voice assistant generated unusual DNS activity with risk score 0.846; review domains and resolver behaviour.
dns_security_risk
INC-000079
2026-01-01T14:35:00Z
iot_sensor
-93
48
34
4.46
0
0.2
Poor Wi-Fi coverage detected for iot sensor; signal strength is -93 dBm and the client appears far from the access point.
weak_signal
INC-000790
2026-01-07T00:57:00Z
smart_tv
-49
11
151
0.89
11
0.114
smart tv failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-002650
2026-01-21T05:59:00Z
iot_sensor
-45
29
81
0.12
4
0.113
iot sensor failed to obtain or renew an IP address; 4 DHCP failures were observed recently.
dhcp_failure
INC-001258
2026-01-10T14:44:00Z
laptop
-39
36
164
0.52
11
0.15
laptop failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-003699
2026-01-29T06:12:00Z
smart_tv
-60
41
818
13.62
0
0.216
Network quality degradation for smart tv: elevated round-trip time and 13.62% packet loss despite an acceptable signal level.
high_latency
INC-004148
2026-02-01T16:29:00Z
tablet
-67
98
124
4.63
0
0.169
tablet experiences reduced throughput while channel utilization is 98% and neighbouring traffic is heavy.
wifi_congestion
INC-004896
2026-02-07T09:43:00Z
smartphone
-52
39
29
0.03
0
0.041
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004688
2026-02-05T19:37:00Z
gaming_console
-43
80
62
0.82
0
0.113
gaming console experiences reduced throughput while channel utilization is 80% and neighbouring traffic is heavy.
wifi_congestion
INC-002738
2026-01-21T22:08:00Z
gaming_console
-63
98
91
6.4
0
0.105
gaming console experiences reduced throughput while channel utilization is 98% and neighbouring traffic is heavy.
wifi_congestion
INC-004567
2026-02-04T21:17:00Z
smart_tv
-82
20
38
5.33
0
0.145
smart tv repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-000713
2026-01-06T10:53:00Z
iot_sensor
-56
17
93
0
0
0.763
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.763.
dns_security_risk
INC-001597
2026-01-13T04:50:00Z
voice_assistant
-90
31
40
1.17
0
0.201
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-004964
2026-02-07T22:11:00Z
smartphone
-64
87
117
3.99
0
0.2
smartphone experiences reduced throughput while channel utilization is 87% and neighbouring traffic is heavy.
wifi_congestion
INC-004907
2026-02-07T11:47:00Z
tablet
-39
8
106
0.88
1
0.908
tablet generated unusual DNS activity with risk score 0.908; review domains and resolver behaviour.
dns_security_risk
INC-002594
2026-01-20T19:38:00Z
tablet
-40
95
102
3.5
1
0.134
Likely Wi-Fi congestion affecting tablet: busy channel at 95% utilization with intermittent retransmissions.
wifi_congestion
INC-002995
2026-01-23T21:12:00Z
iot_sensor
-78
10
45
5.22
0
0.181
Poor Wi-Fi coverage detected for iot sensor; signal strength is -78 dBm and the client appears far from the access point.
weak_signal
INC-004673
2026-02-05T16:52:00Z
iot_sensor
-67
39
53
0.11
0
0.971
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.971.
dns_security_risk
INC-003863
2026-01-30T12:15:00Z
iot_sensor
-46
18
149
0.85
0
0.84
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.84.
dns_security_risk
INC-002974
2026-01-23T17:18:00Z
gaming_console
-54
26
150
0.06
11
0.091
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003400
2026-01-26T23:23:00Z
tablet
-61
12
156
0.99
9
0.196
tablet failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-000877
2026-01-07T16:48:00Z
smart_tv
-78
25
82
1.14
1
0.193
smart tv repeatedly disconnects with weak RSSI of -78 dBm while other network indicators remain mostly normal.
weak_signal
INC-000871
2026-01-07T15:47:00Z
laptop
-89
46
73
1.37
1
0.117
laptop repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-001895
2026-01-15T11:28:00Z
voice_assistant
-61
40
105
0.92
0
0.865
voice assistant generated unusual DNS activity with risk score 0.865; review domains and resolver behaviour.
dns_security_risk
INC-003159
2026-01-25T03:09:00Z
smart_tv
-44
72
491
21.98
0
0.169
smart tv reports latency of 491 ms and packet loss of 21.98%, causing slow or unstable application traffic.
high_latency
INC-000570
2026-01-05T08:40:00Z
voice_assistant
-66
9
45
0.05
0
0.083
voice assistant is connected normally with RSSI -66 dBm, latency 45 ms, channel utilization 9% and no material packet loss.
healthy
INC-005436
2026-02-11T12:43:00Z
laptop
-46
17
14
0.4
0
0.207
laptop is connected normally with RSSI -46 dBm, latency 14 ms, channel utilization 17% and no material packet loss.
healthy
INC-002860
2026-01-22T20:26:00Z
smartphone
-66
26
42
0.1
6
0.103
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002380
2026-01-19T04:25:00Z
laptop
-67
18
82
0.37
11
0.042
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004037
2026-01-31T20:08:00Z
voice_assistant
-43
46
129
0.35
0
0.935
voice assistant generated unusual DNS activity with risk score 0.935; review domains and resolver behaviour.
dns_security_risk
INC-005116
2026-02-09T02:01:00Z
voice_assistant
-50
40
168
0.69
6
0.145
voice assistant failed to obtain or renew an IP address; 6 DHCP failures were observed recently.
dhcp_failure
INC-005108
2026-02-09T00:30:00Z
laptop
-62
87
39
4.13
0
0.162
laptop experiences reduced throughput while channel utilization is 87% and neighbouring traffic is heavy.
wifi_congestion
INC-002892
2026-01-23T02:15:00Z
tablet
-54
48
43
0.97
0
0.132
tablet is connected normally with RSSI -54 dBm, latency 43 ms, channel utilization 48% and no material packet loss.
healthy
INC-005963
2026-02-15T13:16:00Z
smartphone
-49
34
155
0.86
0
0.773
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.773.
dns_security_risk
INC-005532
2026-02-12T06:22:00Z
laptop
-38
52
32
0.59
0
0.064
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001709
2026-01-14T01:20:00Z
smartphone
-64
36
138
0.49
0
0.928
smartphone generated unusual DNS activity with risk score 0.928; review domains and resolver behaviour.
dns_security_risk
INC-004387
2026-02-03T12:27:00Z
voice_assistant
-78
15
61
5.11
0
0.089
voice assistant repeatedly disconnects with weak RSSI of -78 dBm while other network indicators remain mostly normal.
weak_signal
INC-000259
2026-01-02T23:36:00Z
gaming_console
-77
16
35
5.45
0
0.142
Poor Wi-Fi coverage detected for gaming console; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-002260
2026-01-18T06:29:00Z
voice_assistant
-62
43
22
0.97
10
0.138
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000102
2026-01-01T18:48:00Z
tablet
-60
14
30
1.01
0
0.034
tablet is connected normally with RSSI -60 dBm, latency 30 ms, channel utilization 14% and no material packet loss.
healthy
INC-005759
2026-02-13T23:57:00Z
security_camera
-40
36
103
0.47
1
0.917
security camera generated unusual DNS activity with risk score 0.917; review domains and resolver behaviour.
dns_security_risk
INC-005412
2026-02-11T08:16:00Z
smart_tv
-53
34
43
0.59
0
0.047
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003970
2026-01-31T07:54:00Z
tablet
-40
27
111
0.4
15
0.141
tablet failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-005016
2026-02-08T07:41:00Z
security_camera
-44
23
15
0.03
0
0.116
security camera is connected normally with RSSI -44 dBm, latency 15 ms, channel utilization 23% and no material packet loss.
healthy
INC-000061
2026-01-01T11:14:00Z
security_camera
-76
41
59
1.96
1
0.072
security camera repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal
INC-000155
2026-01-02T04:27:00Z
smart_tv
-66
10
146
0.86
1
0.794
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.794.
dns_security_risk
INC-001620
2026-01-13T09:05:00Z
voice_assistant
-54
52
10
0.31
0
0.017
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004322
2026-02-03T00:22:00Z
tablet
-52
82
41
5
1
0.148
Likely Wi-Fi congestion affecting tablet: busy channel at 82% utilization with intermittent retransmissions.
wifi_congestion
INC-005627
2026-02-12T23:38:00Z
tablet
-42
49
45
0.31
0
0.912
tablet generated unusual DNS activity with risk score 0.912; review domains and resolver behaviour.
dns_security_risk
INC-004356
2026-02-03T06:37:00Z
laptop
-47
47
11
1.12
0
0.178
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005761
2026-02-14T00:16:00Z
security_camera
-85
35
66
1.75
0
0.071
Poor Wi-Fi coverage detected for security camera; signal strength is -85 dBm and the client appears far from the access point.
weak_signal
INC-004833
2026-02-06T22:10:00Z
tablet
-62
71
588
20.15
0
0.071
tablet reports latency of 588 ms and packet loss of 20.15%, causing slow or unstable application traffic.
high_latency
INC-005228
2026-02-09T22:35:00Z
smart_tv
-64
85
70
2.95
0
0.219
Likely Wi-Fi congestion affecting smart tv: busy channel at 85% utilization with intermittent retransmissions.
wifi_congestion
INC-000447
2026-01-04T10:03:00Z
smartphone
-53
69
739
22.69
0
0.048
Network quality degradation for smartphone: elevated round-trip time and 22.69% packet loss despite an acceptable signal level.
high_latency