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-002107
2026-01-17T02:20:00Z
laptop
-79
15
60
1.44
1
0.015
laptop repeatedly disconnects with weak RSSI of -79 dBm while other network indicators remain mostly normal.
weak_signal
INC-005601
2026-02-12T19:00:00Z
smart_tv
-49
40
236
8.97
1
0.139
smart tv reports latency of 236 ms and packet loss of 8.97%, causing slow or unstable application traffic.
high_latency
INC-003195
2026-01-25T09:46:00Z
gaming_console
-41
53
406
11.21
1
0.017
gaming console reports latency of 406 ms and packet loss of 11.21%, causing slow or unstable application traffic.
high_latency
INC-001527
2026-01-12T16:01:00Z
voice_assistant
-52
70
548
7.61
0
0.023
Network quality degradation for voice assistant: elevated round-trip time and 7.61% packet loss despite an acceptable signal level.
high_latency
INC-003969
2026-01-31T07:47:00Z
smart_tv
-42
62
253
23.87
1
0.208
smart tv reports latency of 253 ms and packet loss of 23.87%, causing slow or unstable application traffic.
high_latency
INC-002358
2026-01-19T00:20:00Z
laptop
-43
20
8
0.09
0
0.02
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003950
2026-01-31T04:14:00Z
smartphone
-54
96
68
6.67
0
0.175
Likely Wi-Fi congestion affecting smartphone: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion
INC-002333
2026-01-18T19:49:00Z
iot_sensor
-55
39
19
1.11
0
0.856
iot sensor generated unusual DNS activity with risk score 0.856; review domains and resolver behaviour.
dns_security_risk
INC-003480
2026-01-27T14:01:00Z
tablet
-67
41
30
0.67
1
0.211
tablet is connected normally with RSSI -67 dBm, latency 30 ms, channel utilization 41% and no material packet loss.
healthy
INC-000549
2026-01-05T04:49:00Z
laptop
-51
68
463
20.36
0
0.124
Network quality degradation for laptop: elevated round-trip time and 20.36% packet loss despite an acceptable signal level.
high_latency
INC-003430
2026-01-27T05:00:00Z
iot_sensor
-42
10
146
0.01
7
0.217
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004562
2026-02-04T20:23:00Z
tablet
-49
91
43
3.52
0
0.093
Likely Wi-Fi congestion affecting tablet: busy channel at 91% utilization with intermittent retransmissions.
wifi_congestion
INC-002525
2026-01-20T07:03:00Z
laptop
-67
32
154
0.52
0
0.761
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.761.
dns_security_risk
INC-001617
2026-01-13T08:31:00Z
security_camera
-64
56
164
19.27
0
0.084
Network quality degradation for security camera: elevated round-trip time and 19.27% packet loss despite an acceptable signal level.
high_latency
INC-005308
2026-02-10T13:09:00Z
security_camera
-55
12
38
0.32
5
0.109
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001002
2026-01-08T15:46:00Z
smart_tv
-48
46
33
1.1
0
0.039
smart tv is connected normally with RSSI -48 dBm, latency 33 ms, channel utilization 46% and no material packet loss.
healthy
INC-001397
2026-01-11T16:07:00Z
smart_tv
-42
49
75
0.38
0
0.803
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.803.
dns_security_risk
INC-004507
2026-02-04T10:26:00Z
security_camera
-81
26
77
4.89
0
0.094
Poor Wi-Fi coverage detected for security camera; signal strength is -81 dBm and the client appears far from the access point.
weak_signal
INC-000342
2026-01-03T14:51:00Z
security_camera
-43
29
4
1.39
1
0.101
security camera is connected normally with RSSI -43 dBm, latency 4 ms, channel utilization 29% and no material packet loss.
healthy
INC-002596
2026-01-20T20:05:00Z
security_camera
-54
8
105
1.16
10
0.048
security camera failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-001888
2026-01-15T10:15:00Z
smart_tv
-72
26
177
2.38
13
0.199
smart tv failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-002739
2026-01-21T22:11:00Z
gaming_console
-53
79
238
11.21
0
0.051
Network quality degradation for gaming console: elevated round-trip time and 11.21% packet loss despite an acceptable signal level.
high_latency
INC-004784
2026-02-06T13:05:00Z
security_camera
-59
80
38
1.58
0
0.036
security camera experiences reduced throughput while channel utilization is 80% and neighbouring traffic is heavy.
wifi_congestion
INC-002715
2026-01-21T17:48:00Z
voice_assistant
-59
68
331
20.23
0
0.219
voice assistant reports latency of 331 ms and packet loss of 20.23%, causing slow or unstable application traffic.
high_latency
INC-002976
2026-01-23T17:36:00Z
gaming_console
-47
32
9
0.7
0
0.035
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000630
2026-01-05T19:38:00Z
laptop
-62
48
15
1.05
0
0.043
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005295
2026-02-10T10:46:00Z
security_camera
-47
30
363
15.67
1
0.202
security camera reports latency of 363 ms and packet loss of 15.67%, causing slow or unstable application traffic.
high_latency
INC-004935
2026-02-07T16:54:00Z
iot_sensor
-56
52
325
22.49
1
0.084
Network quality degradation for iot sensor: elevated round-trip time and 22.49% packet loss despite an acceptable signal level.
high_latency
INC-001810
2026-01-14T19:54:00Z
smart_tv
-56
12
138
0.12
11
0.053
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003902
2026-01-30T19:32:00Z
gaming_console
-56
84
96
0.76
1
0.055
Likely Wi-Fi congestion affecting gaming console: busy channel at 84% utilization with intermittent retransmissions.
wifi_congestion
INC-001638
2026-01-13T12:24:00Z
security_camera
-41
28
11
0.19
0
0.209
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001010
2026-01-08T17:10:00Z
smartphone
-47
100
114
2.09
0
0.214
Likely Wi-Fi congestion affecting smartphone: busy channel at 100% utilization with intermittent retransmissions.
wifi_congestion
INC-000439
2026-01-04T08:31:00Z
security_camera
-90
16
37
2.02
0
0.1
security camera repeatedly disconnects with weak RSSI of -90 dBm while other network indicators remain mostly normal.
weak_signal
INC-003330
2026-01-26T10:40:00Z
smart_tv
-66
43
15
0.03
0
0.03
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004680
2026-02-05T18:03:00Z
voice_assistant
-48
8
25
0.31
0
0.156
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005359
2026-02-10T22:35:00Z
smartphone
-77
49
19
1.11
0
0.027
smartphone repeatedly disconnects with weak RSSI of -77 dBm while other network indicators remain mostly normal.
weak_signal
INC-005523
2026-02-12T04:39:00Z
smartphone
-65
39
494
14.09
1
0.114
Network quality degradation for smartphone: elevated round-trip time and 14.09% packet loss despite an acceptable signal level.
high_latency
INC-002943
2026-01-23T11:35:00Z
smart_tv
-65
72
515
10.01
0
0.059
Network quality degradation for smart tv: elevated round-trip time and 10.01% packet loss despite an acceptable signal level.
high_latency
INC-000973
2026-01-08T10:31:00Z
smart_tv
-85
20
48
3.58
1
0.133
Poor Wi-Fi coverage detected for smart tv; signal strength is -85 dBm and the client appears far from the access point.
weak_signal
INC-005860
2026-02-14T18:20:00Z
tablet
-65
8
82
0.31
15
0.018
tablet failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-001171
2026-01-09T22:46:00Z
iot_sensor
-81
8
34
3.46
0
0.142
Poor Wi-Fi coverage detected for iot sensor; signal strength is -81 dBm and the client appears far from the access point.
weak_signal
INC-005089
2026-02-08T21:00:00Z
security_camera
-89
39
38
0.45
0
0.061
security camera repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-001387
2026-01-11T14:17:00Z
tablet
-84
47
95
3.39
1
0.095
tablet repeatedly disconnects with weak RSSI of -84 dBm while other network indicators remain mostly normal.
weak_signal
INC-005117
2026-02-09T02:17:00Z
security_camera
-62
17
153
0.99
0
0.785
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.785.
dns_security_risk
INC-000185
2026-01-02T10:02:00Z
security_camera
-44
15
97
1.1
0
0.815
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.815.
dns_security_risk
INC-000523
2026-01-05T00:00:00Z
smart_tv
-82
10
40
4.53
0
0.099
smart tv repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-001326
2026-01-11T03:14:00Z
laptop
-42
52
16
1.08
0
0.165
laptop is connected normally with RSSI -42 dBm, latency 16 ms, channel utilization 52% and no material packet loss.
healthy
INC-001003
2026-01-08T15:59:00Z
iot_sensor
-85
29
56
3.84
1
0.042
Poor Wi-Fi coverage detected for iot sensor; signal strength is -85 dBm and the client appears far from the access point.
weak_signal
INC-003566
2026-01-28T05:55:00Z
iot_sensor
-40
92
42
1.97
1
0.161
Likely Wi-Fi congestion affecting iot sensor: busy channel at 92% utilization with intermittent retransmissions.
wifi_congestion
INC-002186
2026-01-17T16:55:00Z
smartphone
-50
84
70
1.62
0
0.021
smartphone experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-005342
2026-02-10T19:22:00Z
security_camera
-60
98
89
5.35
0
0.106
security camera experiences reduced throughput while channel utilization is 98% and neighbouring traffic is heavy.
wifi_congestion
INC-000873
2026-01-07T16:06:00Z
smart_tv
-49
50
775
17.69
0
0.068
smart tv reports latency of 775 ms and packet loss of 17.69%, causing slow or unstable application traffic.
high_latency
INC-004654
2026-02-05T13:16:00Z
tablet
-58
37
144
0.77
9
0.124
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002462
2026-01-19T19:22:00Z
voice_assistant
-63
82
66
0.74
0
0.011
Likely Wi-Fi congestion affecting voice assistant: busy channel at 82% utilization with intermittent retransmissions.
wifi_congestion
INC-002185
2026-01-17T16:44:00Z
iot_sensor
-85
52
49
4.48
0
0.085
iot sensor repeatedly disconnects with weak RSSI of -85 dBm while other network indicators remain mostly normal.
weak_signal
INC-005156
2026-02-09T09:21:00Z
smartphone
-59
86
38
5.16
0
0.064
smartphone experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-001964
2026-01-16T00:14:00Z
security_camera
-63
81
51
1.16
0
0.198
security camera experiences reduced throughput while channel utilization is 81% and neighbouring traffic is heavy.
wifi_congestion
INC-005609
2026-02-12T20:27:00Z
smart_tv
-52
21
31
0.28
1
0.958
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.958.
dns_security_risk
INC-003683
2026-01-29T03:17:00Z
iot_sensor
-57
45
30
1.97
1
0.811
iot sensor generated unusual DNS activity with risk score 0.811; review domains and resolver behaviour.
dns_security_risk
INC-004067
2026-02-01T01:40:00Z
iot_sensor
-48
0
126
0
1
0.89
iot sensor generated unusual DNS activity with risk score 0.89; review domains and resolver behaviour.
dns_security_risk
INC-001701
2026-01-14T00:00:00Z
security_camera
-38
59
575
19.22
1
0.114
security camera reports latency of 575 ms and packet loss of 19.22%, causing slow or unstable application traffic.
high_latency
INC-004331
2026-02-03T02:01:00Z
smart_tv
-62
29
113
0.55
1
0.77
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.77.
dns_security_risk
INC-004243
2026-02-02T09:57:00Z
voice_assistant
-91
40
61
1.32
0
0.121
voice assistant repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal
INC-001216
2026-01-10T07:04:00Z
voice_assistant
-53
38
183
0.57
11
0.069
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005744
2026-02-13T21:10:00Z
security_camera
-63
90
57
5.98
0
0.027
security camera experiences reduced throughput while channel utilization is 90% and neighbouring traffic is heavy.
wifi_congestion
INC-000740
2026-01-06T15:42:00Z
tablet
-64
99
124
1.08
0
0.046
tablet experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-001737
2026-01-14T06:37:00Z
security_camera
-41
42
642
5.59
1
0.039
security camera reports latency of 642 ms and packet loss of 5.59%, causing slow or unstable application traffic.
high_latency
INC-003991
2026-01-31T11:45:00Z
tablet
-78
35
75
0.63
0
0.034
tablet repeatedly disconnects with weak RSSI of -78 dBm while other network indicators remain mostly normal.
weak_signal
INC-003995
2026-01-31T12:28:00Z
security_camera
-40
20
31
0.54
0
0.962
security camera generated unusual DNS activity with risk score 0.962; review domains and resolver behaviour.
dns_security_risk
INC-003283
2026-01-26T02:00:00Z
laptop
-90
40
48
2.53
0
0.196
Poor Wi-Fi coverage detected for laptop; signal strength is -90 dBm and the client appears far from the access point.
weak_signal
INC-005241
2026-02-10T00:59:00Z
gaming_console
-61
70
700
21.14
1
0.127
Network quality degradation for gaming console: elevated round-trip time and 21.14% packet loss despite an acceptable signal level.
high_latency
INC-003565
2026-01-28T05:36:00Z
smart_tv
-77
21
36
1.16
0
0.191
smart tv repeatedly disconnects with weak RSSI of -77 dBm while other network indicators remain mostly normal.
weak_signal
INC-001791
2026-01-14T16:29:00Z
smartphone
-64
37
203
23.99
0
0.053
Network quality degradation for smartphone: elevated round-trip time and 23.99% packet loss despite an acceptable signal level.
high_latency
INC-001576
2026-01-13T00:59:00Z
security_camera
-46
27
174
0.86
7
0.082
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005128
2026-02-09T04:18:00Z
voice_assistant
-56
37
135
0.66
9
0.082
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001388
2026-01-11T14:29:00Z
voice_assistant
-43
83
58
1.96
0
0.148
voice assistant experiences reduced throughput while channel utilization is 83% and neighbouring traffic is heavy.
wifi_congestion
INC-000883
2026-01-07T17:54:00Z
laptop
-85
39
52
3.79
0
0.12
Poor Wi-Fi coverage detected for laptop; signal strength is -85 dBm and the client appears far from the access point.
weak_signal
INC-004203
2026-02-02T02:41:00Z
tablet
-59
46
274
17.13
0
0.151
tablet reports latency of 274 ms and packet loss of 17.13%, causing slow or unstable application traffic.
high_latency
INC-001210
2026-01-10T05:53:00Z
tablet
-43
13
44
0.3
14
0.027
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004112
2026-02-01T09:58:00Z
security_camera
-47
91
39
2.31
1
0.125
security camera experiences reduced throughput while channel utilization is 91% and neighbouring traffic is heavy.
wifi_congestion
INC-001763
2026-01-14T11:13:00Z
laptop
-64
32
96
0
0
0.843
laptop generated unusual DNS activity with risk score 0.843; review domains and resolver behaviour.
dns_security_risk
INC-003453
2026-01-27T09:03:00Z
laptop
-53
78
529
10.51
0
0.109
laptop reports latency of 529 ms and packet loss of 10.51%, causing slow or unstable application traffic.
high_latency
INC-005790
2026-02-14T05:36:00Z
voice_assistant
-48
40
22
0.26
0
0.134
voice assistant is connected normally with RSSI -48 dBm, latency 22 ms, channel utilization 40% and no material packet loss.
healthy
INC-000360
2026-01-03T18:08:00Z
security_camera
-70
5
35
0.48
0
0.142
security camera is connected normally with RSSI -70 dBm, latency 35 ms, channel utilization 5% and no material packet loss.
healthy
INC-004204
2026-02-02T02:50:00Z
voice_assistant
-60
48
174
0.4
13
0.13
voice assistant failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-000165
2026-01-02T06:21:00Z
tablet
-53
79
775
5.98
0
0.077
tablet reports latency of 775 ms and packet loss of 5.98%, causing slow or unstable application traffic.
high_latency
INC-002463
2026-01-19T19:37:00Z
voice_assistant
-55
58
220
16.85
0
0.049
voice assistant reports latency of 220 ms and packet loss of 16.85%, causing slow or unstable application traffic.
high_latency
INC-002509
2026-01-20T04:05:00Z
iot_sensor
-83
18
44
4.31
0
0.046
iot sensor repeatedly disconnects with weak RSSI of -83 dBm while other network indicators remain mostly normal.
weak_signal
INC-004596
2026-02-05T02:39:00Z
security_camera
-60
42
30
0.97
0
0.104
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002123
2026-01-17T05:16:00Z
laptop
-45
33
71
0.48
1
0.805
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.805.
dns_security_risk
INC-004314
2026-02-02T22:54:00Z
smartphone
-40
21
23
0.68
0
0.205
smartphone is connected normally with RSSI -40 dBm, latency 23 ms, channel utilization 21% and no material packet loss.
healthy
INC-001614
2026-01-13T08:01:00Z
iot_sensor
-52
38
22
0.1
0
0.038
iot sensor is connected normally with RSSI -52 dBm, latency 22 ms, channel utilization 38% and no material packet loss.
healthy
INC-002606
2026-01-20T21:56:00Z
gaming_console
-62
79
77
1.5
0
0.104
gaming console experiences reduced throughput while channel utilization is 79% and neighbouring traffic is heavy.
wifi_congestion
INC-004394
2026-02-03T13:34:00Z
voice_assistant
-52
89
95
5.48
0
0.136
Likely Wi-Fi congestion affecting voice assistant: busy channel at 89% utilization with intermittent retransmissions.
wifi_congestion
INC-000821
2026-01-07T06:33:00Z
voice_assistant
-53
16
114
0.35
1
0.924
voice assistant generated unusual DNS activity with risk score 0.924; review domains and resolver behaviour.
dns_security_risk
INC-003116
2026-01-24T19:20:00Z
laptop
-56
86
82
6.88
0
0.18
laptop experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-000946
2026-01-08T05:30:00Z
smartphone
-41
37
146
1.1
9
0.103
smartphone failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-001205
2026-01-10T05:02:00Z
voice_assistant
-44
34
63
0.27
1
0.92
voice assistant generated unusual DNS activity with risk score 0.92; review domains and resolver behaviour.
dns_security_risk
INC-005364
2026-02-10T23:34:00Z
smart_tv
-44
18
22
0.07
1
0.034
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001588
2026-01-13T03:10:00Z
tablet
-54
37
61
2.26
13
0.057
tablet failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure