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-000421
2026-01-04T05:19:00Z
security_camera
-82
43
24
4.1
1
0.104
security camera repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-000874
2026-01-07T16:15:00Z
gaming_console
-52
21
172
0.94
14
0.144
gaming console failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-002157
2026-01-17T11:27:00Z
voice_assistant
-65
32
286
13.41
0
0.069
voice assistant reports latency of 286 ms and packet loss of 13.41%, causing slow or unstable application traffic.
high_latency
INC-001340
2026-01-11T05:46:00Z
laptop
-55
90
114
4.91
0
0.04
Likely Wi-Fi congestion affecting laptop: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-005911
2026-02-15T03:48:00Z
security_camera
-89
48
40
3.24
1
0.031
Poor Wi-Fi coverage detected for security camera; signal strength is -89 dBm and the client appears far from the access point.
weak_signal
INC-004007
2026-01-31T14:37:00Z
security_camera
-61
39
93
0.63
0
0.933
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.933.
dns_security_risk
INC-000724
2026-01-06T12:54:00Z
smart_tv
-40
40
115
0.59
14
0.207
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004049
2026-01-31T22:28:00Z
iot_sensor
-58
12
19
0.77
0
0.891
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.891.
dns_security_risk
INC-005839
2026-02-14T14:35:00Z
laptop
-90
38
32
4.31
0
0.032
laptop repeatedly disconnects with weak RSSI of -90 dBm while other network indicators remain mostly normal.
weak_signal
INC-001277
2026-01-10T18:09:00Z
voice_assistant
-38
44
139
0.01
0
0.856
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.856.
dns_security_risk
INC-001782
2026-01-14T14:51:00Z
smartphone
-59
12
36
1.06
1
0.189
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005110
2026-02-09T00:57:00Z
voice_assistant
-38
24
81
2.12
4
0.197
voice assistant failed to obtain or renew an IP address; 4 DHCP failures were observed recently.
dhcp_failure
INC-002763
2026-01-22T02:37:00Z
voice_assistant
-49
39
587
23.53
0
0.056
Network quality degradation for voice assistant: elevated round-trip time and 23.53% packet loss despite an acceptable signal level.
high_latency
INC-003633
2026-01-28T18:08:00Z
laptop
-63
65
326
11.26
0
0.177
laptop reports latency of 326 ms and packet loss of 11.26%, causing slow or unstable application traffic.
high_latency
INC-001705
2026-01-14T00:38:00Z
security_camera
-80
17
34
2.22
0
0.034
Poor Wi-Fi coverage detected for security camera; signal strength is -80 dBm and the client appears far from the access point.
weak_signal
INC-001788
2026-01-14T15:57:00Z
gaming_console
-60
29
45
0.95
0
0.162
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005050
2026-02-08T13:51:00Z
gaming_console
-43
16
66
0.61
8
0.062
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001168
2026-01-09T22:13:00Z
voice_assistant
-67
35
120
0.18
3
0.056
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000019
2026-01-01T03:31:00Z
smart_tv
-78
19
49
1.1
1
0.055
Poor Wi-Fi coverage detected for smart tv; signal strength is -78 dBm and the client appears far from the access point.
weak_signal
INC-000015
2026-01-01T02:55:00Z
security_camera
-49
29
172
21.05
0
0.058
Network quality degradation for security camera: elevated round-trip time and 21.05% packet loss despite an acceptable signal level.
high_latency
INC-005105
2026-02-08T23:57:00Z
tablet
-38
19
145
0.93
0
0.799
tablet generated unusual DNS activity with risk score 0.799; review domains and resolver behaviour.
dns_security_risk
INC-003523
2026-01-27T22:00:00Z
smartphone
-79
46
51
4.49
0
0.02
smartphone repeatedly disconnects with weak RSSI of -79 dBm while other network indicators remain mostly normal.
weak_signal
INC-003163
2026-01-25T03:58:00Z
iot_sensor
-93
51
67
5.03
0
0.211
iot sensor repeatedly disconnects with weak RSSI of -93 dBm while other network indicators remain mostly normal.
weak_signal
INC-004949
2026-02-07T19:19:00Z
voice_assistant
-59
50
73
0.69
1
0.852
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.852.
dns_security_risk
INC-001015
2026-01-08T18:14:00Z
gaming_console
-84
46
42
0.72
0
0.014
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-004407
2026-02-03T15:58:00Z
smart_tv
-45
75
843
10.89
0
0.216
smart tv reports latency of 843 ms and packet loss of 10.89%, causing slow or unstable application traffic.
high_latency
INC-002603
2026-01-20T21:19:00Z
tablet
-50
11
145
0.5
0
0.829
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.829.
dns_security_risk
INC-005932
2026-02-15T07:39:00Z
smart_tv
-57
47
123
0.08
7
0.096
smart tv failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-001357
2026-01-11T08:53:00Z
iot_sensor
-89
51
50
1.7
0
0.031
iot sensor repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-002900
2026-01-23T03:43:00Z
laptop
-51
82
115
4.31
0
0.055
Likely Wi-Fi congestion affecting laptop: busy channel at 82% utilization with intermittent retransmissions.
wifi_congestion
INC-002180
2026-01-17T15:46:00Z
iot_sensor
-50
89
63
2.15
0
0.063
Likely Wi-Fi congestion affecting iot sensor: busy channel at 89% utilization with intermittent retransmissions.
wifi_congestion
INC-002362
2026-01-19T01:03:00Z
smartphone
-39
40
52
0.47
5
0.029
smartphone failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-001544
2026-01-12T19:09:00Z
smartphone
-70
97
139
7.93
0
0.175
smartphone experiences reduced throughput while channel utilization is 97% and neighbouring traffic is heavy.
wifi_congestion
INC-005254
2026-02-10T03:23:00Z
iot_sensor
-66
15
64
1.04
5
0.207
iot sensor failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-000485
2026-01-04T16:55:00Z
voice_assistant
-60
19
143
0.73
1
0.814
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.814.
dns_security_risk
INC-002300
2026-01-18T13:50:00Z
smart_tv
-37
74
67
0.84
0
0.042
Likely Wi-Fi congestion affecting smart tv: busy channel at 74% utilization with intermittent retransmissions.
wifi_congestion
INC-001950
2026-01-15T21:34:00Z
security_camera
-40
17
38
0.26
0
0.054
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003700
2026-01-29T06:21:00Z
tablet
-63
15
74
0.21
9
0.219
tablet failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-001653
2026-01-13T15:06:00Z
smartphone
-67
68
525
17.26
0
0.089
Network quality degradation for smartphone: elevated round-trip time and 17.26% packet loss despite an acceptable signal level.
high_latency
INC-004172
2026-02-01T20:55:00Z
smart_tv
-59
95
71
2.34
0
0.076
smart tv experiences reduced throughput while channel utilization is 95% and neighbouring traffic is heavy.
wifi_congestion
INC-002370
2026-01-19T02:30:00Z
smart_tv
-54
50
38
0.52
0
0.173
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004082
2026-02-01T04:32:00Z
security_camera
-49
81
113
6.11
0
0.103
security camera experiences reduced throughput while channel utilization is 81% and neighbouring traffic is heavy.
wifi_congestion
INC-002740
2026-01-21T22:30:00Z
iot_sensor
-64
38
169
0.81
8
0.197
iot sensor failed to obtain or renew an IP address; 8 DHCP failures were observed recently.
dhcp_failure
INC-001102
2026-01-09T10:02:00Z
voice_assistant
-55
16
102
0.12
4
0.139
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001031
2026-01-08T21:08:00Z
voice_assistant
-54
50
39
0.17
0
0.808
voice assistant generated unusual DNS activity with risk score 0.808; review domains and resolver behaviour.
dns_security_risk
INC-003827
2026-01-30T05:44:00Z
security_camera
-67
51
148
0.67
1
0.905
security camera generated unusual DNS activity with risk score 0.905; review domains and resolver behaviour.
dns_security_risk
INC-000188
2026-01-02T10:38:00Z
smartphone
-61
98
122
2.69
0
0.115
Likely Wi-Fi congestion affecting smartphone: busy channel at 98% utilization with intermittent retransmissions.
wifi_congestion
INC-004302
2026-02-02T20:52:00Z
voice_assistant
-50
37
33
0.41
0
0.089
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002491
2026-01-20T00:46:00Z
security_camera
-82
44
48
5.18
1
0.203
Poor Wi-Fi coverage detected for security camera; signal strength is -82 dBm and the client appears far from the access point.
weak_signal
INC-005520
2026-02-12T04:08:00Z
security_camera
-67
22
33
0.6
1
0.116
security camera is connected normally with RSSI -67 dBm, latency 33 ms, channel utilization 22% and no material packet loss.
healthy
INC-001753
2026-01-14T09:24:00Z
gaming_console
-94
16
28
2.15
0
0.146
Poor Wi-Fi coverage detected for gaming console; signal strength is -94 dBm and the client appears far from the access point.
weak_signal
INC-005695
2026-02-13T12:11:00Z
smart_tv
-84
39
50
2.3
0
0.187
smart tv repeatedly disconnects with weak RSSI of -84 dBm while other network indicators remain mostly normal.
weak_signal
INC-001109
2026-01-09T11:21:00Z
tablet
-54
16
92
0.26
1
0.92
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.92.
dns_security_risk
INC-000610
2026-01-05T15:54:00Z
iot_sensor
-59
19
61
1.16
6
0.029
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004069
2026-02-01T02:01:00Z
tablet
-85
23
25
1.9
0
0.092
Poor Wi-Fi coverage detected for tablet; signal strength is -85 dBm and the client appears far from the access point.
weak_signal
INC-001374
2026-01-11T12:04:00Z
gaming_console
-47
46
12
1.03
0
0.021
gaming console is connected normally with RSSI -47 dBm, latency 12 ms, channel utilization 46% and no material packet loss.
healthy
INC-001921
2026-01-15T16:11:00Z
tablet
-94
38
27
2.03
0
0.133
Poor Wi-Fi coverage detected for tablet; signal strength is -94 dBm and the client appears far from the access point.
weak_signal
INC-001022
2026-01-08T19:28:00Z
voice_assistant
-51
92
71
5.87
1
0.114
voice assistant experiences reduced throughput while channel utilization is 92% and neighbouring traffic is heavy.
wifi_congestion
INC-002536
2026-01-20T08:56:00Z
gaming_console
-57
51
111
0.11
12
0.01
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001174
2026-01-09T23:15:00Z
security_camera
-41
23
118
0.68
4
0.076
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002730
2026-01-21T20:40:00Z
laptop
-50
35
11
1
0
0.124
laptop is connected normally with RSSI -50 dBm, latency 11 ms, channel utilization 35% and no material packet loss.
healthy
INC-004961
2026-02-07T21:32:00Z
security_camera
-53
13
20
0.09
1
0.962
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.962.
dns_security_risk
INC-001149
2026-01-09T18:41:00Z
voice_assistant
-45
32
295
6.43
0
0.199
Network quality degradation for voice assistant: elevated round-trip time and 6.43% packet loss despite an acceptable signal level.
high_latency
INC-002501
2026-01-20T02:32:00Z
smart_tv
-55
9
102
0.2
1
0.788
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.788.
dns_security_risk
INC-002988
2026-01-23T19:52:00Z
voice_assistant
-64
10
8
0.17
0
0.113
voice assistant is connected normally with RSSI -64 dBm, latency 8 ms, channel utilization 10% and no material packet loss.
healthy
INC-000775
2026-01-06T22:06:00Z
smart_tv
-88
19
38
3.1
0
0.1
Poor Wi-Fi coverage detected for smart tv; signal strength is -88 dBm and the client appears far from the access point.
weak_signal
INC-004720
2026-02-06T01:24:00Z
gaming_console
-57
45
95
2.95
13
0.217
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000090
2026-01-01T16:39:00Z
tablet
-56
50
42
0.5
0
0.196
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002719
2026-01-21T18:37:00Z
voice_assistant
-93
34
42
4.42
0
0.144
Poor Wi-Fi coverage detected for voice assistant; signal strength is -93 dBm and the client appears far from the access point.
weak_signal
INC-001519
2026-01-12T14:37:00Z
security_camera
-76
34
68
1.21
0
0.089
security camera repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal
INC-005315
2026-02-10T14:31:00Z
smart_tv
-67
38
75
0.62
0
0.803
smart tv generated unusual DNS activity with risk score 0.803; review domains and resolver behaviour.
dns_security_risk
INC-003254
2026-01-25T20:42:00Z
gaming_console
-42
88
88
2.27
0
0.103
gaming console experiences reduced throughput while channel utilization is 88% and neighbouring traffic is heavy.
wifi_congestion
INC-004584
2026-02-05T00:27:00Z
tablet
-46
39
23
0.35
0
0.041
tablet is connected normally with RSSI -46 dBm, latency 23 ms, channel utilization 39% and no material packet loss.
healthy
INC-002570
2026-01-20T15:19:00Z
iot_sensor
-65
82
104
2.49
1
0.21
iot sensor experiences reduced throughput while channel utilization is 82% and neighbouring traffic is heavy.
wifi_congestion
INC-004447
2026-02-03T23:19:00Z
laptop
-79
40
62
1.62
0
0.016
Poor Wi-Fi coverage detected for laptop; signal strength is -79 dBm and the client appears far from the access point.
weak_signal
INC-003389
2026-01-26T21:24:00Z
voice_assistant
-53
23
128
0.35
0
0.931
voice assistant generated unusual DNS activity with risk score 0.931; review domains and resolver behaviour.
dns_security_risk
INC-004548
2026-02-04T17:53:00Z
security_camera
-68
34
43
1.15
0
0.012
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002538
2026-01-20T09:27:00Z
security_camera
-67
51
39
0.34
0
0.165
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000941
2026-01-08T04:32:00Z
smart_tv
-49
45
145
0.81
1
0.861
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.861.
dns_security_risk
INC-001556
2026-01-12T21:22:00Z
smart_tv
-56
85
36
1.48
1
0.117
smart tv experiences reduced throughput while channel utilization is 85% and neighbouring traffic is heavy.
wifi_congestion
INC-003519
2026-01-27T21:18:00Z
tablet
-55
82
328
3.07
0
0.155
tablet reports latency of 328 ms and packet loss of 3.07%, causing slow or unstable application traffic.
high_latency
INC-005766
2026-02-14T01:09:00Z
voice_assistant
-40
18
41
0.23
0
0.068
voice assistant is connected normally with RSSI -40 dBm, latency 41 ms, channel utilization 18% and no material packet loss.
healthy
INC-000936
2026-01-08T03:40:00Z
security_camera
-49
16
42
0.29
1
0.152
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003562
2026-01-28T05:06:00Z
voice_assistant
-62
36
128
0.89
6
0.122
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001805
2026-01-14T18:56:00Z
iot_sensor
-45
26
99
0.86
0
0.96
iot sensor generated unusual DNS activity with risk score 0.96; review domains and resolver behaviour.
dns_security_risk
INC-005425
2026-02-11T10:38:00Z
security_camera
-84
27
29
4.43
1
0.021
security camera repeatedly disconnects with weak RSSI of -84 dBm while other network indicators remain mostly normal.
weak_signal
INC-003162
2026-01-25T03:44:00Z
gaming_console
-56
38
28
1.01
1
0.083
gaming console is connected normally with RSSI -56 dBm, latency 28 ms, channel utilization 38% and no material packet loss.
healthy
INC-005284
2026-02-10T08:50:00Z
iot_sensor
-66
37
176
0.21
9
0.015
iot sensor failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-004589
2026-02-05T01:21:00Z
smartphone
-38
35
159
0.49
0
0.882
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.882.
dns_security_risk
INC-003501
2026-01-27T17:52:00Z
smartphone
-56
45
545
11.92
0
0.191
smartphone reports latency of 545 ms and packet loss of 11.92%, causing slow or unstable application traffic.
high_latency
INC-001204
2026-01-10T04:47:00Z
voice_assistant
-52
15
153
0.88
9
0.125
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001284
2026-01-10T19:25:00Z
iot_sensor
-67
40
27
0.92
0
0.114
Routine health check for iot sensor: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003150
2026-01-25T01:37:00Z
smart_tv
-63
32
24
0.02
0
0.178
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000461
2026-01-04T12:32:00Z
iot_sensor
-38
11
99
0.36
0
0.764
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.764.
dns_security_risk
INC-001982
2026-01-16T03:26:00Z
voice_assistant
-47
84
106
6.6
0
0.197
Likely Wi-Fi congestion affecting voice assistant: busy channel at 84% utilization with intermittent retransmissions.
wifi_congestion
INC-002109
2026-01-17T02:46:00Z
security_camera
-38
26
337
3.45
0
0.137
security camera reports latency of 337 ms and packet loss of 3.45%, causing slow or unstable application traffic.
high_latency
INC-005780
2026-02-14T03:50:00Z
smart_tv
-58
84
84
1.62
0
0.186
smart tv experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-000297
2026-01-03T06:33:00Z
smartphone
-44
39
483
16.74
0
0.209
Network quality degradation for smartphone: elevated round-trip time and 16.74% packet loss despite an acceptable signal level.
high_latency
INC-001469
2026-01-12T05:25:00Z
voice_assistant
-54
10
156
1.08
0
0.825
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.825.
dns_security_risk
INC-001279
2026-01-10T18:32:00Z
smart_tv
-91
8
61
4.33
0
0.081
smart tv repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal