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-000904
2026-01-07T21:46:00Z
gaming_console
-60
44
124
0
11
0.101
gaming console failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-003652
2026-01-28T21:32:00Z
iot_sensor
-38
12
22
0.97
15
0.154
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001098
2026-01-09T09:23:00Z
voice_assistant
-44
33
30
0.94
0
0.187
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000575
2026-01-05T09:34:00Z
security_camera
-58
24
38
0.36
1
0.904
security camera generated unusual DNS activity with risk score 0.904; review domains and resolver behaviour.
dns_security_risk
INC-000886
2026-01-07T18:28:00Z
security_camera
-66
38
86
0.3
4
0.099
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004421
2026-02-03T18:37:00Z
security_camera
-44
19
118
0.53
0
0.856
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.856.
dns_security_risk
INC-002419
2026-01-19T11:34:00Z
security_camera
-80
27
53
2.93
0
0.191
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-003201
2026-01-25T10:52:00Z
gaming_console
-44
65
377
20.23
1
0.168
Network quality degradation for gaming console: elevated round-trip time and 20.23% packet loss despite an acceptable signal level.
high_latency
INC-005757
2026-02-13T23:32:00Z
laptop
-62
49
762
10.56
0
0.117
Network quality degradation for laptop: elevated round-trip time and 10.56% packet loss despite an acceptable signal level.
high_latency
INC-005942
2026-02-15T09:27:00Z
security_camera
-66
97
109
6.36
0
0.109
Likely Wi-Fi congestion affecting security camera: busy channel at 97% utilization with intermittent retransmissions.
wifi_congestion
INC-000385
2026-01-03T22:40:00Z
voice_assistant
-84
24
42
1.34
0
0.067
Poor Wi-Fi coverage detected for voice assistant; signal strength is -84 dBm and the client appears far from the access point.
weak_signal
INC-004188
2026-02-01T23:50:00Z
security_camera
-46
16
18
0.12
1
0.106
security camera is connected normally with RSSI -46 dBm, latency 18 ms, channel utilization 16% and no material packet loss.
healthy
INC-000564
2026-01-05T07:31:00Z
gaming_console
-43
45
45
0.33
1
0.085
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001911
2026-01-15T14:21:00Z
iot_sensor
-54
66
296
18.91
0
0.215
Network quality degradation for iot sensor: elevated round-trip time and 18.91% packet loss despite an acceptable signal level.
high_latency
INC-000502
2026-01-04T20:09:00Z
smart_tv
-38
10
20
0.32
12
0.2
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000757
2026-01-06T18:57:00Z
laptop
-80
21
35
1.03
0
0.011
laptop repeatedly disconnects with weak RSSI of -80 dBm while other network indicators remain mostly normal.
weak_signal
INC-000915
2026-01-07T23:49:00Z
security_camera
-41
63
184
9.6
1
0.048
security camera reports latency of 184 ms and packet loss of 9.6%, causing slow or unstable application traffic.
high_latency
INC-003345
2026-01-26T13:15:00Z
smart_tv
-45
20
569
7.01
0
0.093
smart tv reports latency of 569 ms and packet loss of 7.01%, causing slow or unstable application traffic.
high_latency
INC-000111
2026-01-01T20:26:00Z
iot_sensor
-51
65
312
4.6
0
0.057
iot sensor reports latency of 312 ms and packet loss of 4.6%, causing slow or unstable application traffic.
high_latency
INC-003028
2026-01-24T03:13:00Z
smart_tv
-55
30
101
0.6
10
0.082
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001027
2026-01-08T20:20:00Z
tablet
-78
23
43
4.5
0
0.214
tablet repeatedly disconnects with weak RSSI of -78 dBm while other network indicators remain mostly normal.
weak_signal
INC-000245
2026-01-02T21:01:00Z
voice_assistant
-60
34
28
0.33
0
0.787
voice assistant generated unusual DNS activity with risk score 0.787; review domains and resolver behaviour.
dns_security_risk
INC-001343
2026-01-11T06:19:00Z
iot_sensor
-42
22
20
0.41
0
0.981
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.981.
dns_security_risk
INC-002587
2026-01-20T18:25:00Z
smartphone
-98
41
65
5.12
1
0.165
smartphone repeatedly disconnects with weak RSSI of -98 dBm while other network indicators remain mostly normal.
weak_signal
INC-002234
2026-01-18T01:43:00Z
smartphone
-44
84
97
6.44
0
0.138
smartphone experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-003334
2026-01-26T11:15:00Z
gaming_console
-41
41
170
1.02
4
0.034
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005677
2026-02-13T08:52:00Z
security_camera
-77
38
43
2.48
1
0.179
Poor Wi-Fi coverage detected for security camera; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-003269
2026-01-25T23:19:00Z
tablet
-43
43
31
0.61
0
0.98
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.98.
dns_security_risk
INC-002928
2026-01-23T08:51:00Z
tablet
-56
8
43
0.66
0
0.129
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005261
2026-02-10T04:37:00Z
gaming_console
-42
11
36
1.04
0
0.826
gaming console generated unusual DNS activity with risk score 0.826; review domains and resolver behaviour.
dns_security_risk
INC-001132
2026-01-09T15:35:00Z
smart_tv
-52
38
41
0.13
5
0.185
smart tv failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-001180
2026-01-10T00:28:00Z
smartphone
-57
9
56
0.06
8
0.126
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004749
2026-02-06T06:49:00Z
smartphone
-61
59
823
19.73
0
0.068
Network quality degradation for smartphone: elevated round-trip time and 19.73% packet loss despite an acceptable signal level.
high_latency
INC-004370
2026-02-03T09:19:00Z
smart_tv
-46
91
124
4.69
0
0.141
smart tv experiences reduced throughput while channel utilization is 91% and neighbouring traffic is heavy.
wifi_congestion
INC-002885
2026-01-23T00:59:00Z
tablet
-61
31
142
0.14
0
0.873
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.873.
dns_security_risk
INC-005978
2026-02-15T16:05:00Z
voice_assistant
-43
85
106
1.06
1
0.193
voice assistant experiences reduced throughput while channel utilization is 85% and neighbouring traffic is heavy.
wifi_congestion
INC-005944
2026-02-15T09:51:00Z
security_camera
-48
32
27
0.38
11
0.103
security camera failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-005516
2026-02-12T03:23:00Z
tablet
-66
88
64
6.29
0
0.178
tablet experiences reduced throughput while channel utilization is 88% and neighbouring traffic is heavy.
wifi_congestion
INC-001749
2026-01-14T08:39:00Z
smartphone
-70
48
617
12.4
0
0.012
smartphone reports latency of 617 ms and packet loss of 12.4%, causing slow or unstable application traffic.
high_latency
INC-001398
2026-01-11T16:28:00Z
voice_assistant
-43
32
32
0.87
0
0.154
voice assistant is connected normally with RSSI -43 dBm, latency 32 ms, channel utilization 32% and no material packet loss.
healthy
INC-004400
2026-02-03T14:46:00Z
smart_tv
-67
79
95
5.98
1
0.173
Likely Wi-Fi congestion affecting smart tv: busy channel at 79% utilization with intermittent retransmissions.
wifi_congestion
INC-005853
2026-02-14T17:06:00Z
voice_assistant
-61
29
561
18.93
0
0.043
Network quality degradation for voice assistant: elevated round-trip time and 18.93% packet loss despite an acceptable signal level.
high_latency
INC-003058
2026-01-24T08:44:00Z
laptop
-53
28
113
0.24
11
0.182
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002745
2026-01-21T23:20:00Z
voice_assistant
-48
67
300
10.68
0
0.105
voice assistant reports latency of 300 ms and packet loss of 10.68%, causing slow or unstable application traffic.
high_latency
INC-003395
2026-01-26T22:35:00Z
iot_sensor
-40
44
76
1.11
1
0.942
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.942.
dns_security_risk
INC-000582
2026-01-05T10:42:00Z
gaming_console
-42
25
43
0.21
0
0.212
gaming console is connected normally with RSSI -42 dBm, latency 43 ms, channel utilization 25% and no material packet loss.
healthy
INC-002144
2026-01-17T09:11:00Z
smart_tv
-67
100
70
1.42
0
0.184
Likely Wi-Fi congestion affecting smart tv: busy channel at 100% utilization with intermittent retransmissions.
wifi_congestion
INC-002727
2026-01-21T20:03:00Z
gaming_console
-66
55
832
4.53
0
0.11
Network quality degradation for gaming console: elevated round-trip time and 4.53% packet loss despite an acceptable signal level.
high_latency
INC-004551
2026-02-04T18:27:00Z
iot_sensor
-61
51
337
19.14
0
0.118
iot sensor reports latency of 337 ms and packet loss of 19.14%, causing slow or unstable application traffic.
high_latency
INC-002902
2026-01-23T04:08:00Z
laptop
-40
34
105
1.01
7
0.091
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003665
2026-01-28T23:55:00Z
tablet
-40
17
148
0.08
0
0.936
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.936.
dns_security_risk
INC-005570
2026-02-12T13:18:00Z
iot_sensor
-60
99
114
6.31
0
0.072
Likely Wi-Fi congestion affecting iot sensor: busy channel at 99% utilization with intermittent retransmissions.
wifi_congestion
INC-001025
2026-01-08T19:57:00Z
security_camera
-62
44
114
0.82
0
0.898
security camera generated unusual DNS activity with risk score 0.898; review domains and resolver behaviour.
dns_security_risk
INC-005519
2026-02-12T03:51:00Z
laptop
-46
26
92
0
1
0.916
laptop generated unusual DNS activity with risk score 0.916; review domains and resolver behaviour.
dns_security_risk
INC-002971
2026-01-23T16:51:00Z
smartphone
-83
20
48
0.69
0
0.135
Poor Wi-Fi coverage detected for smartphone; signal strength is -83 dBm and the client appears far from the access point.
weak_signal
INC-000785
2026-01-07T00:00:00Z
laptop
-54
19
18
1.14
0
0.786
laptop generated unusual DNS activity with risk score 0.786; review domains and resolver behaviour.
dns_security_risk
INC-002263
2026-01-18T07:00:00Z
iot_sensor
-77
32
57
2.73
1
0.104
iot sensor repeatedly disconnects with weak RSSI of -77 dBm while other network indicators remain mostly normal.
weak_signal
INC-004108
2026-02-01T09:16:00Z
gaming_console
-61
13
163
1.12
5
0.045
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000728
2026-01-06T13:36:00Z
laptop
-43
84
89
1.58
0
0.119
Likely Wi-Fi congestion affecting laptop: busy channel at 84% utilization with intermittent retransmissions.
wifi_congestion
INC-002714
2026-01-21T17:37:00Z
smartphone
-60
97
116
1.58
1
0.069
Likely Wi-Fi congestion affecting smartphone: busy channel at 97% utilization with intermittent retransmissions.
wifi_congestion
INC-004657
2026-02-05T13:47:00Z
iot_sensor
-91
43
62
4.86
0
0.04
Poor Wi-Fi coverage detected for iot sensor; signal strength is -91 dBm and the client appears far from the access point.
weak_signal
INC-004223
2026-02-02T06:23:00Z
tablet
-51
43
23
0.5
0
0.869
tablet generated unusual DNS activity with risk score 0.869; review domains and resolver behaviour.
dns_security_risk
INC-002812
2026-01-22T11:35:00Z
smart_tv
-53
46
35
0.14
15
0.068
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003362
2026-01-26T16:31:00Z
iot_sensor
-60
100
90
6.48
0
0.043
iot sensor experiences reduced throughput while channel utilization is 100% and neighbouring traffic is heavy.
wifi_congestion
INC-000332
2026-01-03T13:00:00Z
iot_sensor
-60
90
88
6.72
0
0.205
Likely Wi-Fi congestion affecting iot sensor: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-001659
2026-01-13T16:12:00Z
gaming_console
-64
45
295
15.42
1
0.056
Network quality degradation for gaming console: elevated round-trip time and 15.42% packet loss despite an acceptable signal level.
high_latency
INC-001178
2026-01-10T00:05:00Z
gaming_console
-55
74
70
2.81
0
0.073
gaming console experiences reduced throughput while channel utilization is 74% and neighbouring traffic is heavy.
wifi_congestion
INC-004319
2026-02-02T23:54:00Z
security_camera
-57
51
86
0.42
0
0.97
security camera generated unusual DNS activity with risk score 0.97; review domains and resolver behaviour.
dns_security_risk
INC-001290
2026-01-10T20:31:00Z
voice_assistant
-62
41
42
0.23
0
0.016
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001304
2026-01-10T23:07:00Z
iot_sensor
-49
96
50
6.79
0
0.181
iot sensor experiences reduced throughput while channel utilization is 96% and neighbouring traffic is heavy.
wifi_congestion
INC-001716
2026-01-14T02:46:00Z
smartphone
-65
36
45
0.56
0
0.182
smartphone is connected normally with RSSI -65 dBm, latency 45 ms, channel utilization 36% and no material packet loss.
healthy
INC-001045
2026-01-08T23:42:00Z
tablet
-89
19
43
4.28
1
0.114
tablet repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-001381
2026-01-11T13:15:00Z
tablet
-88
42
72
0.78
1
0.035
Poor Wi-Fi coverage detected for tablet; signal strength is -88 dBm and the client appears far from the access point.
weak_signal
INC-000963
2026-01-08T08:40:00Z
gaming_console
-47
60
706
15.49
0
0.112
gaming console reports latency of 706 ms and packet loss of 15.49%, causing slow or unstable application traffic.
high_latency
INC-004715
2026-02-06T00:27:00Z
smart_tv
-65
46
149
0.05
0
0.904
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.904.
dns_security_risk
INC-002086
2026-01-16T22:35:00Z
voice_assistant
-56
39
159
0.71
3
0.157
voice assistant failed to obtain or renew an IP address; 3 DHCP failures were observed recently.
dhcp_failure
INC-000842
2026-01-07T10:30:00Z
iot_sensor
-61
98
84
6.85
1
0.037
Likely Wi-Fi congestion affecting iot sensor: busy channel at 98% utilization with intermittent retransmissions.
wifi_congestion
INC-002623
2026-01-21T00:55:00Z
gaming_console
-94
39
50
2.05
0
0.215
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-004102
2026-02-01T08:07:00Z
smart_tv
-49
23
69
1.17
12
0.092
smart tv failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-005551
2026-02-12T09:43:00Z
smartphone
-85
50
46
1.86
0
0.136
smartphone repeatedly disconnects with weak RSSI of -85 dBm while other network indicators remain mostly normal.
weak_signal
INC-005225
2026-02-09T22:04:00Z
smart_tv
-61
42
142
0.57
0
0.978
smart tv generated unusual DNS activity with risk score 0.978; review domains and resolver behaviour.
dns_security_risk
INC-002062
2026-01-16T18:06:00Z
smart_tv
-44
12
71
0.3
15
0.036
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003316
2026-01-26T08:02:00Z
smartphone
-60
52
129
0.99
14
0.186
smartphone failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-005674
2026-02-13T08:17:00Z
iot_sensor
-62
48
161
0.4
15
0.053
iot sensor failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-004619
2026-02-05T06:55:00Z
security_camera
-59
29
109
0.14
0
0.874
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.874.
dns_security_risk
INC-000733
2026-01-06T14:23:00Z
smartphone
-94
26
28
2.84
0
0.023
smartphone repeatedly disconnects with weak RSSI of -94 dBm while other network indicators remain mostly normal.
weak_signal
INC-002646
2026-01-21T05:16:00Z
tablet
-62
17
41
1.02
0
0.202
tablet is connected normally with RSSI -62 dBm, latency 41 ms, channel utilization 17% and no material packet loss.
healthy
INC-005926
2026-02-15T06:27:00Z
iot_sensor
-51
45
90
0.65
6
0.172
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003468
2026-01-27T11:50:00Z
smart_tv
-52
17
1
1.79
1
0.207
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001760
2026-01-14T10:46:00Z
gaming_console
-48
90
108
5.29
0
0.019
gaming console experiences reduced throughput while channel utilization is 90% and neighbouring traffic is heavy.
wifi_congestion
INC-000427
2026-01-04T06:26:00Z
security_camera
-85
11
58
1.15
0
0.057
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-001056
2026-01-09T01:46:00Z
voice_assistant
-39
36
21
0.22
1
0.058
voice assistant is connected normally with RSSI -39 dBm, latency 21 ms, channel utilization 36% and no material packet loss.
healthy
INC-000160
2026-01-02T05:24:00Z
voice_assistant
-50
30
162
0.73
7
0.211
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001064
2026-01-09T03:05:00Z
security_camera
-61
84
80
0.68
0
0.059
Likely Wi-Fi congestion affecting security camera: busy channel at 84% utilization with intermittent retransmissions.
wifi_congestion
INC-005673
2026-02-13T08:08:00Z
voice_assistant
-52
75
368
22.07
0
0.147
voice assistant reports latency of 368 ms and packet loss of 22.07%, causing slow or unstable application traffic.
high_latency
INC-004637
2026-02-05T10:12:00Z
tablet
-58
34
84
0
0
0.825
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.825.
dns_security_risk
INC-001488
2026-01-12T08:54:00Z
security_camera
-61
40
9
0.51
0
0.19
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001584
2026-01-13T02:32:00Z
iot_sensor
-69
31
28
1.87
0
0.07
Routine health check for iot sensor: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000748
2026-01-06T17:13:00Z
smartphone
-40
39
120
0.36
11
0.218
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002929
2026-01-23T09:07:00Z
voice_assistant
-90
38
70
2.41
1
0.036
Poor Wi-Fi coverage detected for voice assistant; signal strength is -90 dBm and the client appears far from the access point.
weak_signal