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-000930
2026-01-08T02:35:00Z
iot_sensor
-65
49
35
1.05
0
0.015
Routine health check for iot sensor: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004329
2026-02-03T01:42:00Z
gaming_console
-39
36
390
7.21
0
0.03
gaming console reports latency of 390 ms and packet loss of 7.21%, causing slow or unstable application traffic.
high_latency
INC-005728
2026-02-13T18:17:00Z
laptop
-53
49
35
0.51
10
0.039
laptop failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-002104
2026-01-17T01:47:00Z
voice_assistant
-55
26
50
0.88
15
0.103
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002051
2026-01-16T16:09:00Z
iot_sensor
-66
38
123
0.93
0
0.823
iot sensor generated unusual DNS activity with risk score 0.823; review domains and resolver behaviour.
dns_security_risk
INC-000682
2026-01-06T05:05:00Z
gaming_console
-53
20
70
1.1
3
0.019
gaming console failed to obtain or renew an IP address; 3 DHCP failures were observed recently.
dhcp_failure
INC-005565
2026-02-12T12:15:00Z
security_camera
-52
80
382
5.32
1
0.039
Network quality degradation for security camera: elevated round-trip time and 5.32% packet loss despite an acceptable signal level.
high_latency
INC-004587
2026-02-05T01:06:00Z
smartphone
-52
64
446
11.24
0
0.064
Network quality degradation for smartphone: elevated round-trip time and 11.24% packet loss despite an acceptable signal level.
high_latency
INC-004991
2026-02-08T03:11:00Z
laptop
-45
49
130
0.69
0
0.913
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.913.
dns_security_risk
INC-000370
2026-01-03T19:52:00Z
tablet
-42
52
160
0.12
15
0.175
tablet failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-001745
2026-01-14T07:58:00Z
gaming_console
-50
37
80
0.7
1
0.85
Potential DNS security incident for gaming console: anomalous query pattern and risk score 0.85.
dns_security_risk
INC-002780
2026-01-22T05:47:00Z
iot_sensor
-64
98
119
4.42
0
0.075
Likely Wi-Fi congestion affecting iot sensor: busy channel at 98% utilization with intermittent retransmissions.
wifi_congestion
INC-000635
2026-01-05T20:30:00Z
smartphone
-39
44
156
1.17
0
0.964
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.964.
dns_security_risk
INC-001912
2026-01-15T14:38:00Z
gaming_console
-60
27
69
0.31
4
0.077
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002682
2026-01-21T11:42:00Z
smartphone
-51
14
36
1.2
0
0.115
smartphone is connected normally with RSSI -51 dBm, latency 36 ms, channel utilization 14% and no material packet loss.
healthy
INC-003822
2026-01-30T04:51:00Z
voice_assistant
-38
11
38
0.67
0
0.013
voice assistant is connected normally with RSSI -38 dBm, latency 38 ms, channel utilization 11% and no material packet loss.
healthy
INC-001261
2026-01-10T15:21:00Z
gaming_console
-86
21
38
4.41
0
0.19
gaming console repeatedly disconnects with weak RSSI of -86 dBm while other network indicators remain mostly normal.
weak_signal
INC-000876
2026-01-07T16:46:00Z
smart_tv
-46
38
35
0.4
0
0.215
smart tv is connected normally with RSSI -46 dBm, latency 35 ms, channel utilization 38% and no material packet loss.
healthy
INC-003526
2026-01-27T22:35:00Z
tablet
-57
5
28
2.01
10
0.054
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001603
2026-01-13T06:03:00Z
security_camera
-88
36
33
1.12
0
0.216
security camera repeatedly disconnects with weak RSSI of -88 dBm while other network indicators remain mostly normal.
weak_signal
INC-003599
2026-01-28T11:55:00Z
gaming_console
-59
22
92
1.46
1
0.906
gaming console generated unusual DNS activity with risk score 0.906; review domains and resolver behaviour.
dns_security_risk
INC-000578
2026-01-05T10:07:00Z
smartphone
-49
98
103
5.76
1
0.066
Likely Wi-Fi congestion affecting smartphone: busy channel at 98% utilization with intermittent retransmissions.
wifi_congestion
INC-002850
2026-01-22T18:34:00Z
iot_sensor
-64
24
35
0.43
0
0.178
iot sensor is connected normally with RSSI -64 dBm, latency 35 ms, channel utilization 24% and no material packet loss.
healthy
INC-001955
2026-01-15T22:28:00Z
voice_assistant
-41
25
97
0.15
1
0.973
voice assistant generated unusual DNS activity with risk score 0.973; review domains and resolver behaviour.
dns_security_risk
INC-000899
2026-01-07T20:55:00Z
laptop
-62
49
50
0.42
0
0.957
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.957.
dns_security_risk
INC-000174
2026-01-02T07:55:00Z
smart_tv
-52
43
6
0.01
1
0.063
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003774
2026-01-29T19:57:00Z
laptop
-52
41
19
0.74
0
0.202
laptop is connected normally with RSSI -52 dBm, latency 19 ms, channel utilization 41% and no material packet loss.
healthy
INC-003018
2026-01-24T01:22:00Z
voice_assistant
-49
9
8
0.55
0
0.054
voice assistant is connected normally with RSSI -49 dBm, latency 8 ms, channel utilization 9% and no material packet loss.
healthy
INC-003205
2026-01-25T11:42:00Z
tablet
-90
47
60
3.24
0
0.17
Poor Wi-Fi coverage detected for tablet; signal strength is -90 dBm and the client appears far from the access point.
weak_signal
INC-000700
2026-01-06T08:22:00Z
laptop
-53
11
120
0.62
9
0.079
laptop failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-000914
2026-01-07T23:34:00Z
security_camera
-57
85
87
5.36
0
0.134
security camera experiences reduced throughput while channel utilization is 85% and neighbouring traffic is heavy.
wifi_congestion
INC-001929
2026-01-15T17:47:00Z
smart_tv
-57
42
419
10.63
1
0.11
smart tv reports latency of 419 ms and packet loss of 10.63%, causing slow or unstable application traffic.
high_latency
INC-002174
2026-01-17T14:44:00Z
gaming_console
-48
93
79
4.66
1
0.128
gaming console experiences reduced throughput while channel utilization is 93% and neighbouring traffic is heavy.
wifi_congestion
INC-003613
2026-01-28T14:29:00Z
laptop
-89
19
69
3.94
0
0.111
Poor Wi-Fi coverage detected for laptop; signal strength is -89 dBm and the client appears far from the access point.
weak_signal
INC-003185
2026-01-25T08:01:00Z
laptop
-57
15
37
0.7
1
0.822
laptop generated unusual DNS activity with risk score 0.822; review domains and resolver behaviour.
dns_security_risk
INC-002015
2026-01-16T09:33:00Z
gaming_console
-41
43
47
0.83
1
0.929
gaming console generated unusual DNS activity with risk score 0.929; review domains and resolver behaviour.
dns_security_risk
INC-005650
2026-02-13T03:53:00Z
smart_tv
-53
22
163
0.46
9
0.123
smart tv failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-000912
2026-01-07T23:20:00Z
security_camera
-49
35
82
2.15
0
0.015
security camera is connected normally with RSSI -49 dBm, latency 82 ms, channel utilization 35% and no material packet loss.
healthy
INC-005291
2026-02-10T10:09:00Z
laptop
-40
22
17
0.8
0
0.95
laptop generated unusual DNS activity with risk score 0.95; review domains and resolver behaviour.
dns_security_risk
INC-005313
2026-02-10T14:04:00Z
smartphone
-65
78
533
3.05
0
0.013
Network quality degradation for smartphone: elevated round-trip time and 3.05% packet loss despite an acceptable signal level.
high_latency
INC-003439
2026-01-27T06:29:00Z
laptop
-83
6
32
3.5
0
0.196
Poor Wi-Fi coverage detected for laptop; signal strength is -83 dBm and the client appears far from the access point.
weak_signal
INC-000264
2026-01-03T00:24:00Z
tablet
-67
29
20
0.97
0
0.161
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001426
2026-01-11T21:35:00Z
security_camera
-62
33
84
0.3
7
0.13
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000741
2026-01-06T15:52:00Z
voice_assistant
-39
33
826
5.59
0
0.15
Network quality degradation for voice assistant: elevated round-trip time and 5.59% packet loss despite an acceptable signal level.
high_latency
INC-005244
2026-02-10T01:26:00Z
tablet
-66
22
40
0.19
0
0.187
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002793
2026-01-22T08:06:00Z
laptop
-60
26
423
20.04
0
0.156
Network quality degradation for laptop: elevated round-trip time and 20.04% packet loss despite an acceptable signal level.
high_latency
INC-000612
2026-01-05T16:21:00Z
security_camera
-52
36
32
0.57
1
0.029
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004600
2026-02-05T03:24:00Z
iot_sensor
-53
11
84
0.6
7
0.187
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005003
2026-02-08T05:20:00Z
laptop
-47
27
86
0.17
0
0.926
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.926.
dns_security_risk
INC-003307
2026-01-26T06:20:00Z
laptop
-76
25
50
1.37
1
0.04
laptop repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal
INC-002262
2026-01-18T06:51:00Z
voice_assistant
-59
16
43
0.61
1
0.055
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003110
2026-01-24T18:12:00Z
iot_sensor
-45
91
62
3.11
0
0.047
Likely Wi-Fi congestion affecting iot sensor: busy channel at 91% utilization with intermittent retransmissions.
wifi_congestion
INC-000337
2026-01-03T13:48:00Z
security_camera
-78
21
59
5.48
0
0.056
security camera repeatedly disconnects with weak RSSI of -78 dBm while other network indicators remain mostly normal.
weak_signal
INC-005986
2026-02-15T17:32:00Z
smart_tv
-42
39
138
0.37
3
0.185
smart tv failed to obtain or renew an IP address; 3 DHCP failures were observed recently.
dhcp_failure
INC-000994
2026-01-08T14:17:00Z
smartphone
-43
9
131
0.97
14
0.135
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002778
2026-01-22T05:22:00Z
tablet
-41
40
1
0.44
0
0.017
tablet is connected normally with RSSI -41 dBm, latency 1 ms, channel utilization 40% and no material packet loss.
healthy
INC-002663
2026-01-21T08:23:00Z
voice_assistant
-40
35
43
0.57
0
0.982
voice assistant generated unusual DNS activity with risk score 0.982; review domains and resolver behaviour.
dns_security_risk
INC-004739
2026-02-06T04:59:00Z
iot_sensor
-55
27
106
1.19
0
0.956
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.956.
dns_security_risk
INC-003263
2026-01-25T22:13:00Z
iot_sensor
-40
29
23
0.58
1
0.849
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.849.
dns_security_risk
INC-001740
2026-01-14T07:09:00Z
iot_sensor
-58
38
36
0.02
0
0.03
iot sensor is connected normally with RSSI -58 dBm, latency 36 ms, channel utilization 38% and no material packet loss.
healthy
INC-005892
2026-02-15T00:12:00Z
smartphone
-44
14
30
0.25
0
0.219
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003190
2026-01-25T09:00:00Z
voice_assistant
-32
33
115
0.61
12
0.204
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005642
2026-02-13T02:30:00Z
security_camera
-38
85
110
6.16
1
0.12
security camera experiences reduced throughput while channel utilization is 85% and neighbouring traffic is heavy.
wifi_congestion
INC-002141
2026-01-17T08:31:00Z
voice_assistant
-63
41
154
1.13
1
0.815
voice assistant generated unusual DNS activity with risk score 0.815; review domains and resolver behaviour.
dns_security_risk
INC-002864
2026-01-22T21:06:00Z
iot_sensor
-42
70
63
7.17
0
0.077
iot sensor experiences reduced throughput while channel utilization is 70% and neighbouring traffic is heavy.
wifi_congestion
INC-004972
2026-02-07T23:33:00Z
laptop
-47
12
168
0.48
5
0.149
laptop failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-000558
2026-01-05T06:23:00Z
smartphone
-39
42
8
1.17
0
0.204
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004348
2026-02-03T05:12:00Z
tablet
-39
39
81
0.27
14
0.045
tablet failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-005366
2026-02-10T23:50:00Z
laptop
-66
85
95
3.93
0
0.156
laptop experiences reduced throughput while channel utilization is 85% and neighbouring traffic is heavy.
wifi_congestion
INC-004655
2026-02-05T13:34:00Z
gaming_console
-48
41
110
0.99
1
0.806
gaming console generated unusual DNS activity with risk score 0.806; review domains and resolver behaviour.
dns_security_risk
INC-000633
2026-01-05T20:05:00Z
smartphone
-42
48
668
19.69
1
0.21
Network quality degradation for smartphone: elevated round-trip time and 19.69% packet loss despite an acceptable signal level.
high_latency
INC-004464
2026-02-04T02:29:00Z
security_camera
-41
9
18
0.22
0
0.16
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005176
2026-02-09T12:57:00Z
smartphone
-64
46
127
0.68
7
0.064
smartphone failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-004195
2026-02-02T01:13:00Z
gaming_console
-88
27
40
2.58
1
0.087
Poor Wi-Fi coverage detected for gaming console; signal strength is -88 dBm and the client appears far from the access point.
weak_signal
INC-000661
2026-01-06T01:14:00Z
gaming_console
-84
35
37
5.4
0
0.196
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-003019
2026-01-24T01:35:00Z
gaming_console
-86
24
37
4.14
1
0.025
Poor Wi-Fi coverage detected for gaming console; signal strength is -86 dBm and the client appears far from the access point.
weak_signal
INC-001806
2026-01-14T19:13:00Z
smart_tv
-57
9
15
1.06
0
0.202
smart tv is connected normally with RSSI -57 dBm, latency 15 ms, channel utilization 9% and no material packet loss.
healthy
INC-001908
2026-01-15T13:48:00Z
iot_sensor
-58
18
16
0.36
0
0.079
iot sensor is connected normally with RSSI -58 dBm, latency 16 ms, channel utilization 18% and no material packet loss.
healthy
INC-002341
2026-01-18T21:16:00Z
smartphone
-79
51
40
2.64
0
0.149
Poor Wi-Fi coverage detected for smartphone; signal strength is -79 dBm and the client appears far from the access point.
weak_signal
INC-001366
2026-01-11T10:31:00Z
iot_sensor
-39
9
78
0.21
14
0.075
iot sensor failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-003496
2026-01-27T16:56:00Z
tablet
-44
52
28
0.94
5
0.065
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004099
2026-02-01T07:32:00Z
gaming_console
-82
42
49
5.05
0
0.204
Poor Wi-Fi coverage detected for gaming console; signal strength is -82 dBm and the client appears far from the access point.
weak_signal
INC-000304
2026-01-03T07:49:00Z
laptop
-41
10
154
1.14
12
0.163
laptop failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-004943
2026-02-07T18:23:00Z
laptop
-64
33
115
0.3
0
0.987
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.987.
dns_security_risk
INC-001591
2026-01-13T03:44:00Z
iot_sensor
-90
29
44
2.44
1
0.107
iot sensor repeatedly disconnects with weak RSSI of -90 dBm while other network indicators remain mostly normal.
weak_signal
INC-004559
2026-02-04T19:49:00Z
security_camera
-42
30
138
1.11
0
0.913
security camera generated unusual DNS activity with risk score 0.913; review domains and resolver behaviour.
dns_security_risk
INC-003573
2026-01-28T07:10:00Z
voice_assistant
-48
77
462
18.7
0
0.143
Network quality degradation for voice assistant: elevated round-trip time and 18.7% packet loss despite an acceptable signal level.
high_latency
INC-000674
2026-01-06T03:41:00Z
iot_sensor
-60
97
114
1.16
1
0.177
iot sensor experiences reduced throughput while channel utilization is 97% and neighbouring traffic is heavy.
wifi_congestion
INC-003070
2026-01-24T10:50:00Z
tablet
-60
48
175
0.86
14
0.204
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003333
2026-01-26T11:12:00Z
gaming_console
-62
50
848
15.37
0
0.194
gaming console reports latency of 848 ms and packet loss of 15.37%, causing slow or unstable application traffic.
high_latency
INC-003171
2026-01-25T05:29:00Z
tablet
-55
40
654
21.11
0
0.13
tablet reports latency of 654 ms and packet loss of 21.11%, causing slow or unstable application traffic.
high_latency
INC-005562
2026-02-12T11:51:00Z
smartphone
-43
14
8
1.14
0
0.064
smartphone is connected normally with RSSI -43 dBm, latency 8 ms, channel utilization 14% and no material packet loss.
healthy
INC-000516
2026-01-04T22:36:00Z
smart_tv
-66
49
31
0.34
1
0.063
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001392
2026-01-11T15:16:00Z
security_camera
-46
42
35
1.17
0
0.117
security camera is connected normally with RSSI -46 dBm, latency 35 ms, channel utilization 42% and no material packet loss.
healthy
INC-004176
2026-02-01T21:43:00Z
tablet
-44
48
20
0.24
0
0.206
tablet is connected normally with RSSI -44 dBm, latency 20 ms, channel utilization 48% and no material packet loss.
healthy
INC-003856
2026-01-30T10:57:00Z
iot_sensor
-44
50
145
0.17
10
0.147
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005579
2026-02-12T14:49:00Z
voice_assistant
-60
27
105
0.16
1
0.877
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.877.
dns_security_risk
INC-005667
2026-02-13T07:06:00Z
smart_tv
-43
77
176
20.17
0
0.14
smart tv reports latency of 176 ms and packet loss of 20.17%, causing slow or unstable application traffic.
high_latency
INC-005174
2026-02-09T12:41:00Z
tablet
-46
88
65
6.65
1
0.214
tablet experiences reduced throughput while channel utilization is 88% and neighbouring traffic is heavy.
wifi_congestion
INC-003368
2026-01-26T17:35:00Z
gaming_console
-42
96
75
1.68
1
0.061
Likely Wi-Fi congestion affecting gaming console: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion