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-003313
2026-01-26T07:31:00Z
laptop
-93
21
40
5.02
1
0.185
laptop repeatedly disconnects with weak RSSI of -93 dBm while other network indicators remain mostly normal.
weak_signal
INC-000625
2026-01-05T18:42:00Z
voice_assistant
-82
46
63
4.65
0
0.162
Poor Wi-Fi coverage detected for voice assistant; signal strength is -82 dBm and the client appears far from the access point.
weak_signal
INC-004202
2026-02-02T02:26:00Z
smart_tv
-62
82
98
2.96
1
0.216
smart tv experiences reduced throughput while channel utilization is 82% and neighbouring traffic is heavy.
wifi_congestion
INC-001872
2026-01-15T07:17:00Z
tablet
-63
51
32
0.91
1
0.126
tablet is connected normally with RSSI -63 dBm, latency 32 ms, channel utilization 51% and no material packet loss.
healthy
INC-002114
2026-01-17T03:41:00Z
tablet
-40
86
75
6.63
0
0.112
tablet experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-005317
2026-02-10T14:48:00Z
voice_assistant
-87
17
61
2.57
0
0.117
Poor Wi-Fi coverage detected for voice assistant; signal strength is -87 dBm and the client appears far from the access point.
weak_signal
INC-004224
2026-02-02T06:25:00Z
voice_assistant
-48
45
9
0.02
0
0.117
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000688
2026-01-06T06:11:00Z
voice_assistant
-45
31
122
0.83
12
0.109
voice assistant failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-000251
2026-01-02T22:08:00Z
voice_assistant
-57
36
42
0.28
0
0.937
voice assistant generated unusual DNS activity with risk score 0.937; review domains and resolver behaviour.
dns_security_risk
INC-004053
2026-01-31T23:13:00Z
security_camera
-42
72
492
23.27
0
0.177
Network quality degradation for security camera: elevated round-trip time and 23.27% packet loss despite an acceptable signal level.
high_latency
INC-002332
2026-01-18T19:37:00Z
smart_tv
-42
21
76
1.09
8
0.025
smart tv failed to obtain or renew an IP address; 8 DHCP failures were observed recently.
dhcp_failure
INC-004033
2026-01-31T19:30:00Z
laptop
-92
30
63
0.98
0
0.19
laptop repeatedly disconnects with weak RSSI of -92 dBm while other network indicators remain mostly normal.
weak_signal
INC-005375
2026-02-11T01:26:00Z
smart_tv
-52
24
148
1.05
1
0.895
smart tv generated unusual DNS activity with risk score 0.895; review domains and resolver behaviour.
dns_security_risk
INC-001164
2026-01-09T21:25:00Z
smart_tv
-44
62
1
1.2
0
0.024
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002223
2026-01-17T23:36:00Z
smartphone
-61
36
540
21.6
0
0.073
smartphone reports latency of 540 ms and packet loss of 21.6%, causing slow or unstable application traffic.
high_latency
INC-000413
2026-01-04T03:51:00Z
voice_assistant
-43
47
114
0.38
0
0.884
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.884.
dns_security_risk
INC-002353
2026-01-18T23:33:00Z
gaming_console
-82
33
16
0.5
0
0.05
gaming console repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-000615
2026-01-05T16:49:00Z
laptop
-38
61
615
16.88
1
0.097
Network quality degradation for laptop: elevated round-trip time and 16.88% packet loss despite an acceptable signal level.
high_latency
INC-004027
2026-01-31T18:23:00Z
tablet
-81
22
92
1.79
0
0.166
tablet repeatedly disconnects with weak RSSI of -81 dBm while other network indicators remain mostly normal.
weak_signal
INC-000070
2026-01-01T12:51:00Z
voice_assistant
-48
39
93
0.91
5
0.066
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005301
2026-02-10T11:59:00Z
laptop
-43
28
439
11.41
0
0.026
laptop reports latency of 439 ms and packet loss of 11.41%, causing slow or unstable application traffic.
high_latency
INC-002187
2026-01-17T17:07:00Z
smart_tv
-45
65
744
9.61
1
0.2
Network quality degradation for smart tv: elevated round-trip time and 9.61% packet loss despite an acceptable signal level.
high_latency
INC-004418
2026-02-03T18:04:00Z
laptop
-38
81
44
5.79
0
0.045
laptop experiences reduced throughput while channel utilization is 81% and neighbouring traffic is heavy.
wifi_congestion
INC-002238
2026-01-18T02:21:00Z
voice_assistant
-44
26
31
0.62
0
0.116
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003850
2026-01-30T09:51:00Z
laptop
-44
51
83
0.81
8
0.215
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001233
2026-01-10T10:03:00Z
voice_assistant
-38
69
663
10.31
0
0.033
voice assistant reports latency of 663 ms and packet loss of 10.31%, causing slow or unstable application traffic.
high_latency
INC-002178
2026-01-17T15:18:00Z
iot_sensor
-63
24
44
0.54
0
0.109
Routine health check for iot sensor: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003003
2026-01-23T22:39:00Z
voice_assistant
-53
52
801
20.03
0
0.021
voice assistant reports latency of 801 ms and packet loss of 20.03%, causing slow or unstable application traffic.
high_latency
INC-004932
2026-02-07T16:15:00Z
security_camera
-65
40
42
0.63
1
0.033
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005393
2026-02-11T04:49:00Z
voice_assistant
-57
10
130
2.76
0
0.963
voice assistant generated unusual DNS activity with risk score 0.963; review domains and resolver behaviour.
dns_security_risk
INC-004759
2026-02-06T08:33:00Z
security_camera
-83
40
41
4.83
0
0.067
security camera repeatedly disconnects with weak RSSI of -83 dBm while other network indicators remain mostly normal.
weak_signal
INC-001918
2026-01-15T15:47:00Z
security_camera
-46
18
69
0.71
9
0.066
security camera failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-000823
2026-01-07T07:03:00Z
laptop
-70
24
71
4.14
0
0.024
Poor Wi-Fi coverage detected for laptop; signal strength is -70 dBm and the client appears far from the access point.
weak_signal
INC-001980
2026-01-16T03:05:00Z
smartphone
-50
25
15
0.25
1
0.138
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003639
2026-01-28T19:16:00Z
smartphone
-55
45
757
18.19
0
0.032
Network quality degradation for smartphone: elevated round-trip time and 18.19% packet loss despite an acceptable signal level.
high_latency
INC-004476
2026-02-04T04:41:00Z
iot_sensor
-54
25
19
1.58
0
0.055
Routine health check for iot sensor: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002672
2026-01-21T09:57:00Z
laptop
-58
96
99
2.07
0
0.213
Likely Wi-Fi congestion affecting laptop: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion
INC-004511
2026-02-04T11:08:00Z
voice_assistant
-47
44
54
0.84
0
0.792
voice assistant generated unusual DNS activity with risk score 0.792; review domains and resolver behaviour.
dns_security_risk
INC-000395
2026-01-04T00:27:00Z
smartphone
-67
10
153
1.03
0
0.867
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.867.
dns_security_risk
INC-005998
2026-02-15T19:40:00Z
tablet
-43
20
39
1.05
4
0.011
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002788
2026-01-22T07:14:00Z
iot_sensor
-39
30
133
0.97
11
0.164
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001593
2026-01-13T04:04:00Z
laptop
-67
68
295
13.16
0
0.018
laptop reports latency of 295 ms and packet loss of 13.16%, causing slow or unstable application traffic.
high_latency
INC-000794
2026-01-07T01:39:00Z
laptop
-67
100
105
2.22
0
0.078
Likely Wi-Fi congestion affecting laptop: busy channel at 100% utilization with intermittent retransmissions.
wifi_congestion
INC-005635
2026-02-13T01:07:00Z
iot_sensor
-82
26
33
3.08
0
0.036
iot sensor repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-004261
2026-02-02T13:13:00Z
iot_sensor
-83
39
48
5.19
0
0.068
Poor Wi-Fi coverage detected for iot sensor; signal strength is -83 dBm and the client appears far from the access point.
weak_signal
INC-005734
2026-02-13T19:24:00Z
tablet
-51
26
176
0
15
0.137
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005431
2026-02-11T11:48:00Z
laptop
-80
40
58
0.95
1
0.18
laptop repeatedly disconnects with weak RSSI of -80 dBm while other network indicators remain mostly normal.
weak_signal
INC-002283
2026-01-18T10:43:00Z
gaming_console
-44
46
572
10.67
0
0.147
gaming console reports latency of 572 ms and packet loss of 10.67%, causing slow or unstable application traffic.
high_latency
INC-002533
2026-01-20T08:28:00Z
smart_tv
-85
45
46
1.31
1
0.024
smart tv repeatedly disconnects with weak RSSI of -85 dBm while other network indicators remain mostly normal.
weak_signal
INC-001991
2026-01-16T05:03:00Z
smartphone
-60
16
143
0.87
0
0.787
smartphone generated unusual DNS activity with risk score 0.787; review domains and resolver behaviour.
dns_security_risk
INC-001784
2026-01-14T15:10:00Z
gaming_console
-51
88
69
5.78
0
0.036
Likely Wi-Fi congestion affecting gaming console: busy channel at 88% utilization with intermittent retransmissions.
wifi_congestion
INC-001013
2026-01-08T17:52:00Z
security_camera
-45
11
62
0.69
0
0.86
security camera generated unusual DNS activity with risk score 0.86; review domains and resolver behaviour.
dns_security_risk
INC-000253
2026-01-02T22:29:00Z
smartphone
-84
51
36
0.87
0
0.055
Poor Wi-Fi coverage detected for smartphone; signal strength is -84 dBm and the client appears far from the access point.
weak_signal
INC-001931
2026-01-15T18:01:00Z
gaming_console
-54
39
98
1.2
0
0.801
Potential DNS security incident for gaming console: anomalous query pattern and risk score 0.801.
dns_security_risk
INC-004217
2026-02-02T05:17:00Z
iot_sensor
-49
15
81
1.14
1
0.82
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.82.
dns_security_risk
INC-003928
2026-01-31T00:08:00Z
security_camera
-62
26
81
0.05
9
0.014
security camera failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-003726
2026-01-29T11:11:00Z
iot_sensor
-47
13
10
1.14
0
0.129
Routine health check for iot sensor: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003786
2026-01-29T22:11:00Z
gaming_console
-47
9
20
0.5
0
0.207
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004754
2026-02-06T07:42:00Z
tablet
-53
85
113
4.48
1
0.128
Likely Wi-Fi congestion affecting tablet: busy channel at 85% utilization with intermittent retransmissions.
wifi_congestion
INC-005344
2026-02-10T19:47:00Z
laptop
-55
34
141
0.08
13
0.155
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004435
2026-02-03T21:10:00Z
tablet
-79
36
34
3.33
1
0.051
Poor Wi-Fi coverage detected for tablet; signal strength is -79 dBm and the client appears far from the access point.
weak_signal
INC-004641
2026-02-05T10:57:00Z
smartphone
-53
45
570
22.96
0
0.145
Network quality degradation for smartphone: elevated round-trip time and 22.96% packet loss despite an acceptable signal level.
high_latency
INC-005208
2026-02-09T18:57:00Z
smart_tv
-71
51
1
0.61
0
0.195
smart tv is connected normally with RSSI -71 dBm, latency 1 ms, channel utilization 51% and no material packet loss.
healthy
INC-005613
2026-02-12T21:10:00Z
gaming_console
-38
79
324
15.05
0
0.202
gaming console reports latency of 324 ms and packet loss of 15.05%, causing slow or unstable application traffic.
high_latency
INC-005386
2026-02-11T03:34:00Z
smartphone
-42
11
193
2.73
13
0.015
smartphone failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-003038
2026-01-24T05:00:00Z
iot_sensor
-57
99
80
0.74
0
0.136
iot sensor experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-000974
2026-01-08T10:39:00Z
security_camera
-65
86
107
1.17
0
0.069
Likely Wi-Fi congestion affecting security camera: busy channel at 86% utilization with intermittent retransmissions.
wifi_congestion
INC-004011
2026-01-31T15:31:00Z
gaming_console
-52
45
369
6.15
0
0.185
gaming console reports latency of 369 ms and packet loss of 6.15%, causing slow or unstable application traffic.
high_latency
INC-005486
2026-02-11T21:47:00Z
iot_sensor
-46
90
62
2.08
1
0.075
Likely Wi-Fi congestion affecting iot sensor: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-002506
2026-01-20T03:34:00Z
gaming_console
-46
41
129
0.91
14
0.178
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003986
2026-01-31T10:55:00Z
tablet
-56
95
66
5.85
0
0.021
tablet experiences reduced throughput while channel utilization is 95% and neighbouring traffic is heavy.
wifi_congestion
INC-001535
2026-01-12T17:28:00Z
tablet
-43
15
146
1
0
0.942
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.942.
dns_security_risk
INC-000645
2026-01-05T22:24:00Z
tablet
-52
51
261
15.63
0
0.204
Network quality degradation for tablet: elevated round-trip time and 15.63% packet loss despite an acceptable signal level.
high_latency
INC-001611
2026-01-13T07:25:00Z
security_camera
-49
25
201
13.02
0
0.179
security camera reports latency of 201 ms and packet loss of 13.02%, causing slow or unstable application traffic.
high_latency
INC-002720
2026-01-21T18:45:00Z
security_camera
-61
99
86
0.51
1
0.16
Likely Wi-Fi congestion affecting security camera: busy channel at 99% utilization with intermittent retransmissions.
wifi_congestion
INC-004987
2026-02-08T02:19:00Z
iot_sensor
-87
18
32
3.86
0
0.072
iot sensor repeatedly disconnects with weak RSSI of -87 dBm while other network indicators remain mostly normal.
weak_signal
INC-000183
2026-01-02T09:39:00Z
security_camera
-59
78
234
14.25
1
0.188
Network quality degradation for security camera: elevated round-trip time and 14.25% packet loss despite an acceptable signal level.
high_latency
INC-002851
2026-01-22T18:51:00Z
smartphone
-91
51
63
1.1
0
0.106
smartphone repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal
INC-003916
2026-01-30T22:00:00Z
smart_tv
-63
41
144
0.05
13
0.011
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004864
2026-02-07T03:45:00Z
smart_tv
-41
31
103
0.54
11
0.016
smart tv failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-004113
2026-02-01T10:05:00Z
laptop
-55
62
393
7.12
0
0.108
laptop reports latency of 393 ms and packet loss of 7.12%, causing slow or unstable application traffic.
high_latency
INC-005012
2026-02-08T06:57:00Z
laptop
-49
82
97
1.29
0
0.113
Likely Wi-Fi congestion affecting laptop: busy channel at 82% utilization with intermittent retransmissions.
wifi_congestion
INC-002621
2026-01-21T00:38:00Z
security_camera
-61
37
48
1.01
0
0.865
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.865.
dns_security_risk
INC-005632
2026-02-13T00:32:00Z
gaming_console
-58
21
171
0.07
8
0.154
gaming console failed to obtain or renew an IP address; 8 DHCP failures were observed recently.
dhcp_failure
INC-005446
2026-02-11T14:29:00Z
smart_tv
-43
31
27
0.4
3
0.07
smart tv failed to obtain or renew an IP address; 3 DHCP failures were observed recently.
dhcp_failure
INC-003887
2026-01-30T16:41:00Z
gaming_console
-65
35
145
0.68
0
0.803
gaming console generated unusual DNS activity with risk score 0.803; review domains and resolver behaviour.
dns_security_risk
INC-002481
2026-01-19T23:01:00Z
smart_tv
-55
63
673
11.4
1
0.071
Network quality degradation for smart tv: elevated round-trip time and 11.4% packet loss despite an acceptable signal level.
high_latency
INC-000902
2026-01-07T21:29:00Z
tablet
-57
81
62
8.04
0
0.163
tablet experiences reduced throughput while channel utilization is 81% and neighbouring traffic is heavy.
wifi_congestion
INC-004205
2026-02-02T02:56:00Z
voice_assistant
-60
30
48
0.17
1
0.834
voice assistant generated unusual DNS activity with risk score 0.834; review domains and resolver behaviour.
dns_security_risk
INC-003656
2026-01-28T22:19:00Z
smartphone
-64
90
77
1.93
1
0.186
Likely Wi-Fi congestion affecting smartphone: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-005723
2026-02-13T17:19:00Z
smart_tv
-51
48
18
0.52
0
0.814
smart tv generated unusual DNS activity with risk score 0.814; review domains and resolver behaviour.
dns_security_risk
INC-003037
2026-01-24T04:48:00Z
laptop
-85
10
42
2.53
1
0.046
laptop repeatedly disconnects with weak RSSI of -85 dBm while other network indicators remain mostly normal.
weak_signal
INC-001493
2026-01-12T09:45:00Z
smart_tv
-64
38
158
0.62
1
0.874
smart tv generated unusual DNS activity with risk score 0.874; review domains and resolver behaviour.
dns_security_risk
INC-003772
2026-01-29T19:35:00Z
security_camera
-54
12
158
1.17
7
0.102
security camera failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-002139
2026-01-17T08:11:00Z
tablet
-48
35
667
10.16
0
0.011
Network quality degradation for tablet: elevated round-trip time and 10.16% packet loss despite an acceptable signal level.
high_latency
INC-004634
2026-02-05T09:40:00Z
voice_assistant
-51
99
124
5.1
0
0.122
Likely Wi-Fi congestion affecting voice assistant: busy channel at 99% utilization with intermittent retransmissions.
wifi_congestion
INC-004539
2026-02-04T16:11:00Z
iot_sensor
-63
43
419
15.27
0
0.21
Network quality degradation for iot sensor: elevated round-trip time and 15.27% packet loss despite an acceptable signal level.
high_latency
INC-002874
2026-01-22T22:54:00Z
security_camera
-60
49
12
0.59
0
0.219
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005398
2026-02-11T05:39:00Z
tablet
-58
20
62
0.78
7
0.081
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004917
2026-02-07T13:35:00Z
gaming_console
-61
39
481
22
0
0.029
Network quality degradation for gaming console: elevated round-trip time and 22.0% packet loss despite an acceptable signal level.
high_latency