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-001434
2026-01-11T22:54:00Z
laptop
-61
18
15
1.04
1
0.096
laptop is connected normally with RSSI -61 dBm, latency 15 ms, channel utilization 18% and no material packet loss.
healthy
INC-001211
2026-01-10T06:09:00Z
tablet
-66
28
17
0.66
1
0.854
tablet generated unusual DNS activity with risk score 0.854; review domains and resolver behaviour.
dns_security_risk
INC-003104
2026-01-24T17:06:00Z
voice_assistant
-47
89
125
3.76
1
0.175
Likely Wi-Fi congestion affecting voice assistant: busy channel at 89% utilization with intermittent retransmissions.
wifi_congestion
INC-001468
2026-01-12T05:09:00Z
smart_tv
-59
10
42
0.43
15
0.064
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005044
2026-02-08T12:47:00Z
iot_sensor
-55
34
96
1.02
3
0.214
iot sensor failed to obtain or renew an IP address; 3 DHCP failures were observed recently.
dhcp_failure
INC-003513
2026-01-27T20:04:00Z
laptop
-49
61
399
5.65
0
0.09
laptop reports latency of 399 ms and packet loss of 5.65%, causing slow or unstable application traffic.
high_latency
INC-003648
2026-01-28T20:56:00Z
iot_sensor
-46
25
28
1.16
1
0.047
iot sensor is connected normally with RSSI -46 dBm, latency 28 ms, channel utilization 25% and no material packet loss.
healthy
INC-003647
2026-01-28T20:46:00Z
voice_assistant
-53
46
83
0.88
0
0.829
voice assistant generated unusual DNS activity with risk score 0.829; review domains and resolver behaviour.
dns_security_risk
INC-005898
2026-02-15T01:22:00Z
voice_assistant
-57
40
19
0.01
0
0.169
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000149
2026-01-02T03:20:00Z
voice_assistant
-55
16
83
0.62
0
0.867
voice assistant generated unusual DNS activity with risk score 0.867; review domains and resolver behaviour.
dns_security_risk
INC-004757
2026-02-06T08:13:00Z
smart_tv
-56
10
121
0.61
0
0.78
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.78.
dns_security_risk
INC-003302
2026-01-26T05:31:00Z
gaming_console
-39
81
54
5.09
0
0.04
Likely Wi-Fi congestion affecting gaming console: busy channel at 81% utilization with intermittent retransmissions.
wifi_congestion
INC-000065
2026-01-01T12:00:00Z
laptop
-53
52
35
0.84
0
0.874
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.874.
dns_security_risk
INC-002229
2026-01-18T00:47:00Z
gaming_console
-66
35
314
5.69
0
0.124
gaming console reports latency of 314 ms and packet loss of 5.69%, causing slow or unstable application traffic.
high_latency
INC-002845
2026-01-22T17:35:00Z
smartphone
-93
50
30
2.79
1
0.039
Poor Wi-Fi coverage detected for smartphone; signal strength is -93 dBm and the client appears far from the access point.
weak_signal
INC-004306
2026-02-02T21:26:00Z
smartphone
-40
33
42
0.5
4
0.156
smartphone failed to obtain or renew an IP address; 4 DHCP failures were observed recently.
dhcp_failure
INC-005114
2026-02-09T01:38:00Z
smart_tv
-58
95
80
5.95
1
0.056
smart tv experiences reduced throughput while channel utilization is 95% and neighbouring traffic is heavy.
wifi_congestion
INC-003671
2026-01-29T01:11:00Z
laptop
-48
51
124
0.52
0
0.875
laptop generated unusual DNS activity with risk score 0.875; review domains and resolver behaviour.
dns_security_risk
INC-004478
2026-02-04T05:03:00Z
smart_tv
-57
99
42
6.99
0
0.206
Likely Wi-Fi congestion affecting smart tv: busy channel at 99% utilization with intermittent retransmissions.
wifi_congestion
INC-003880
2026-01-30T15:26:00Z
smartphone
-42
49
35
0.06
4
0.012
smartphone failed to obtain or renew an IP address; 4 DHCP failures were observed recently.
dhcp_failure
INC-004671
2026-02-05T16:29:00Z
laptop
-64
26
356
3.05
0
0.039
laptop reports latency of 356 ms and packet loss of 3.05%, causing slow or unstable application traffic.
high_latency
INC-002069
2026-01-16T19:29:00Z
voice_assistant
-58
11
28
0.85
0
0.81
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.81.
dns_security_risk
INC-003855
2026-01-30T10:54:00Z
gaming_console
-46
47
801
20.03
0
0.153
gaming console reports latency of 801 ms and packet loss of 20.03%, causing slow or unstable application traffic.
high_latency
INC-001735
2026-01-14T06:14:00Z
security_camera
-93
28
47
2.93
1
0.131
security camera repeatedly disconnects with weak RSSI of -93 dBm while other network indicators remain mostly normal.
weak_signal
INC-003364
2026-01-26T16:48:00Z
smartphone
-57
54
168
0.29
5
0.063
smartphone failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-001473
2026-01-12T06:09:00Z
smartphone
-67
57
549
14.19
0
0.066
smartphone reports latency of 549 ms and packet loss of 14.19%, causing slow or unstable application traffic.
high_latency
INC-001173
2026-01-09T23:12:00Z
tablet
-42
75
270
23.27
0
0.157
tablet reports latency of 270 ms and packet loss of 23.27%, causing slow or unstable application traffic.
high_latency
INC-001122
2026-01-09T13:52:00Z
smart_tv
-52
14
28
0.67
1
0.074
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004073
2026-02-01T02:48:00Z
laptop
-38
30
156
1.09
0
0.837
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.837.
dns_security_risk
INC-000113
2026-01-01T20:50:00Z
tablet
-53
44
53
0.54
0
0.904
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.904.
dns_security_risk
INC-004040
2026-01-31T20:43:00Z
iot_sensor
-56
90
85
7.55
0
0.161
Likely Wi-Fi congestion affecting iot sensor: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-000809
2026-01-07T04:24:00Z
tablet
-50
42
71
0.46
1
0.939
tablet generated unusual DNS activity with risk score 0.939; review domains and resolver behaviour.
dns_security_risk
INC-001281
2026-01-10T18:58:00Z
gaming_console
-50
29
782
23.27
0
0.096
Network quality degradation for gaming console: elevated round-trip time and 23.27% packet loss despite an acceptable signal level.
high_latency
INC-003312
2026-01-26T07:16:00Z
smartphone
-63
23
34
0.65
0
0.179
smartphone is connected normally with RSSI -63 dBm, latency 34 ms, channel utilization 23% and no material packet loss.
healthy
INC-000512
2026-01-04T21:54:00Z
tablet
-65
96
71
3.21
0
0.158
Likely Wi-Fi congestion affecting tablet: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion
INC-001241
2026-01-10T11:37:00Z
security_camera
-42
63
139
2.27
0
0.839
security camera generated unusual DNS activity with risk score 0.839; review domains and resolver behaviour.
dns_security_risk
INC-003682
2026-01-29T03:11:00Z
security_camera
-63
25
165
0.3
6
0.03
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001722
2026-01-14T03:52:00Z
laptop
-47
50
28
0.89
0
0.168
laptop is connected normally with RSSI -47 dBm, latency 28 ms, channel utilization 50% and no material packet loss.
healthy
INC-000005
2026-01-01T01:03:00Z
iot_sensor
-59
37
33
0.2
0
0.821
iot sensor generated unusual DNS activity with risk score 0.821; review domains and resolver behaviour.
dns_security_risk
INC-001875
2026-01-15T07:55:00Z
smart_tv
-60
50
391
7.44
1
0.134
Network quality degradation for smart tv: elevated round-trip time and 7.44% packet loss despite an acceptable signal level.
high_latency
INC-000072
2026-01-01T13:19:00Z
laptop
-47
17
39
1.12
0
0.117
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005748
2026-02-13T21:58:00Z
tablet
-53
28
22
0.81
0
0.064
tablet is connected normally with RSSI -53 dBm, latency 22 ms, channel utilization 28% and no material packet loss.
healthy
INC-003034
2026-01-24T04:15:00Z
iot_sensor
-51
31
164
0.58
10
0.05
iot sensor failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-004512
2026-02-04T11:15:00Z
smartphone
-63
20
10
0.95
0
0.088
smartphone is connected normally with RSSI -63 dBm, latency 10 ms, channel utilization 20% and no material packet loss.
healthy
INC-005847
2026-02-14T16:07:00Z
tablet
-51
35
673
5.42
0
0.078
tablet reports latency of 673 ms and packet loss of 5.42%, causing slow or unstable application traffic.
high_latency
INC-005641
2026-02-13T02:12:00Z
smartphone
-85
46
47
2.04
1
0.101
smartphone repeatedly disconnects with weak RSSI of -85 dBm while other network indicators remain mostly normal.
weak_signal
INC-004378
2026-02-03T10:43:00Z
security_camera
-52
31
93
1.16
15
0.122
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003669
2026-01-29T00:39:00Z
iot_sensor
-42
44
451
12.08
1
0.135
Network quality degradation for iot sensor: elevated round-trip time and 12.08% packet loss despite an acceptable signal level.
high_latency
INC-004444
2026-02-03T22:52:00Z
laptop
-40
41
37
0.64
11
0.198
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000221
2026-01-02T16:38:00Z
tablet
-50
40
108
0.69
0
0.949
tablet generated unusual DNS activity with risk score 0.949; review domains and resolver behaviour.
dns_security_risk
INC-004719
2026-02-06T01:10:00Z
smartphone
-57
76
591
14.93
0
0.177
Network quality degradation for smartphone: elevated round-trip time and 14.93% packet loss despite an acceptable signal level.
high_latency
INC-004709
2026-02-05T23:19:00Z
security_camera
-65
33
19
0.71
0
0.849
security camera generated unusual DNS activity with risk score 0.849; review domains and resolver behaviour.
dns_security_risk
INC-005190
2026-02-09T15:40:00Z
smart_tv
-65
42
35
0.08
0
0.196
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004816
2026-02-06T19:03:00Z
security_camera
-66
22
88
1.13
8
0.05
security camera failed to obtain or renew an IP address; 8 DHCP failures were observed recently.
dhcp_failure
INC-005373
2026-02-11T01:10:00Z
smart_tv
-60
45
314
20.18
0
0.03
smart tv reports latency of 314 ms and packet loss of 20.18%, causing slow or unstable application traffic.
high_latency
INC-005103
2026-02-08T23:42:00Z
gaming_console
-57
81
539
20.98
0
0.107
gaming console reports latency of 539 ms and packet loss of 20.98%, causing slow or unstable application traffic.
high_latency
INC-004334
2026-02-03T02:34:00Z
iot_sensor
-51
90
41
0.55
0
0.132
iot sensor experiences reduced throughput while channel utilization is 90% and neighbouring traffic is heavy.
wifi_congestion
INC-002601
2026-01-20T20:57:00Z
smartphone
-42
54
305
8.97
1
0.144
Network quality degradation for smartphone: elevated round-trip time and 8.97% packet loss despite an acceptable signal level.
high_latency
INC-005348
2026-02-10T20:36:00Z
laptop
-53
85
72
1.08
1
0.022
laptop experiences reduced throughput while channel utilization is 85% and neighbouring traffic is heavy.
wifi_congestion
INC-000368
2026-01-03T19:30:00Z
gaming_console
-59
90
61
3.19
0
0.218
Likely Wi-Fi congestion affecting gaming console: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-004398
2026-02-03T14:25:00Z
security_camera
-55
26
44
0.47
0
0.112
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002030
2026-01-16T12:11:00Z
laptop
-65
81
36
3.66
1
0.046
Likely Wi-Fi congestion affecting laptop: busy channel at 81% utilization with intermittent retransmissions.
wifi_congestion
INC-003777
2026-01-29T20:27:00Z
tablet
-38
40
351
17.25
0
0.141
Network quality degradation for tablet: elevated round-trip time and 17.25% packet loss despite an acceptable signal level.
high_latency
INC-001062
2026-01-09T02:45:00Z
tablet
-47
50
20
0.92
0
0.198
tablet is connected normally with RSSI -47 dBm, latency 20 ms, channel utilization 50% and no material packet loss.
healthy
INC-005106
2026-02-09T00:15:00Z
tablet
-47
34
14
0.16
0
0.1
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000985
2026-01-08T12:37:00Z
smart_tv
-72
22
48
4.95
0
0.024
Poor Wi-Fi coverage detected for smart tv; signal strength is -72 dBm and the client appears far from the access point.
weak_signal
INC-004555
2026-02-04T19:13:00Z
tablet
-84
38
12
2.04
1
0.081
Poor Wi-Fi coverage detected for tablet; signal strength is -84 dBm and the client appears far from the access point.
weak_signal
INC-000358
2026-01-03T17:43:00Z
smart_tv
-51
16
74
0.2
7
0.118
smart tv failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-004500
2026-02-04T09:09:00Z
voice_assistant
-67
14
33
0.24
1
0.143
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004000
2026-01-31T13:26:00Z
iot_sensor
-40
28
99
1.06
5
0.115
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001619
2026-01-13T08:55:00Z
iot_sensor
-52
33
37
0.69
1
0.964
iot sensor generated unusual DNS activity with risk score 0.964; review domains and resolver behaviour.
dns_security_risk
INC-000311
2026-01-03T09:05:00Z
tablet
-63
13
131
0.09
0
0.908
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.908.
dns_security_risk
INC-003981
2026-01-31T09:57:00Z
voice_assistant
-39
79
434
19.27
0
0.133
voice assistant reports latency of 434 ms and packet loss of 19.27%, causing slow or unstable application traffic.
high_latency
INC-005054
2026-02-08T14:35:00Z
smartphone
-54
93
54
0.89
1
0.088
smartphone experiences reduced throughput while channel utilization is 93% and neighbouring traffic is heavy.
wifi_congestion
INC-003265
2026-01-25T22:36:00Z
laptop
-86
51
52
0.56
0
0.1
laptop repeatedly disconnects with weak RSSI of -86 dBm while other network indicators remain mostly normal.
weak_signal
INC-004545
2026-02-04T17:15:00Z
iot_sensor
-52
54
487
5.88
1
0.048
Network quality degradation for iot sensor: elevated round-trip time and 5.88% packet loss despite an acceptable signal level.
high_latency
INC-002815
2026-01-22T12:14:00Z
security_camera
-88
11
63
2.23
0
0.159
Poor Wi-Fi coverage detected for security camera; signal strength is -88 dBm and the client appears far from the access point.
weak_signal
INC-004886
2026-02-07T07:51:00Z
iot_sensor
-43
86
121
3.86
0
0.185
iot sensor experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-001276
2026-01-10T18:02:00Z
gaming_console
-55
19
135
0.56
8
0.175
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000446
2026-01-04T09:54:00Z
iot_sensor
-51
87
71
3.5
1
0.094
iot sensor experiences reduced throughput while channel utilization is 87% and neighbouring traffic is heavy.
wifi_congestion
INC-000771
2026-01-06T21:23:00Z
voice_assistant
-60
81
312
17.16
0
0.138
voice assistant reports latency of 312 ms and packet loss of 17.16%, causing slow or unstable application traffic.
high_latency
INC-005817
2026-02-14T10:37:00Z
smartphone
-40
26
659
22.77
0
0.164
smartphone reports latency of 659 ms and packet loss of 22.77%, causing slow or unstable application traffic.
high_latency
INC-005842
2026-02-14T15:04:00Z
iot_sensor
-43
36
29
0.38
10
0.209
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002912
2026-01-23T05:56:00Z
voice_assistant
-50
76
147
1.68
0
0.07
Likely Wi-Fi congestion affecting voice assistant: busy channel at 76% utilization with intermittent retransmissions.
wifi_congestion
INC-005370
2026-02-11T00:34:00Z
smart_tv
-40
8
8
0.64
1
0.145
smart tv is connected normally with RSSI -40 dBm, latency 8 ms, channel utilization 8% and no material packet loss.
healthy
INC-004222
2026-02-02T06:11:00Z
smartphone
-62
11
81
0.34
14
0.148
smartphone failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-005000
2026-02-08T04:40:00Z
security_camera
-64
83
119
1.53
1
0.031
security camera experiences reduced throughput while channel utilization is 83% and neighbouring traffic is heavy.
wifi_congestion
INC-002609
2026-01-20T22:26:00Z
voice_assistant
-55
40
94
0.32
1
0.926
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.926.
dns_security_risk
INC-005980
2026-02-15T16:22:00Z
iot_sensor
-63
20
32
0.83
15
0.094
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002922
2026-01-23T07:47:00Z
laptop
-67
52
39
1.16
0
0.07
laptop is connected normally with RSSI -67 dBm, latency 39 ms, channel utilization 52% and no material packet loss.
healthy
INC-001889
2026-01-15T10:26:00Z
smart_tv
-45
50
118
2.18
0
0.962
smart tv generated unusual DNS activity with risk score 0.962; review domains and resolver behaviour.
dns_security_risk
INC-003053
2026-01-24T07:46:00Z
smart_tv
-40
48
138
1.08
1
0.834
smart tv generated unusual DNS activity with risk score 0.834; review domains and resolver behaviour.
dns_security_risk
INC-005530
2026-02-12T06:00:00Z
smartphone
-52
10
94
0.62
8
0.168
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000387
2026-01-03T23:04:00Z
iot_sensor
-40
56
149
6.71
0
0.109
Network quality degradation for iot sensor: elevated round-trip time and 6.71% packet loss despite an acceptable signal level.
high_latency
INC-000213
2026-01-02T15:05:00Z
laptop
-46
39
576
23.13
0
0.08
laptop reports latency of 576 ms and packet loss of 23.13%, causing slow or unstable application traffic.
high_latency
INC-001712
2026-01-14T01:55:00Z
iot_sensor
-59
81
41
3.96
0
0.155
Likely Wi-Fi congestion affecting iot sensor: busy channel at 81% utilization with intermittent retransmissions.
wifi_congestion
INC-004116
2026-02-01T10:36:00Z
tablet
-53
10
18
0.74
1
0.106
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000784
2026-01-06T23:48:00Z
laptop
-66
40
77
0.77
3
0.062
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002377
2026-01-19T03:55:00Z
security_camera
-82
33
16
1.12
0
0.21
security camera repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-001223
2026-01-10T08:22:00Z
tablet
-48
40
142
0.78
0
0.88
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.88.
dns_security_risk