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-001981
2026-01-16T03:20:00Z
smart_tv
-79
21
49
5.44
1
0.168
smart tv repeatedly disconnects with weak RSSI of -79 dBm while other network indicators remain mostly normal.
weak_signal
INC-003844
2026-01-30T08:49:00Z
gaming_console
-48
42
26
0.03
3
0.188
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000788
2026-01-07T00:33:00Z
tablet
-43
91
105
5.13
0
0.037
Likely Wi-Fi congestion affecting tablet: busy channel at 91% utilization with intermittent retransmissions.
wifi_congestion
INC-004352
2026-02-03T06:02:00Z
smartphone
-45
85
77
5.29
0
0.017
Likely Wi-Fi congestion affecting smartphone: busy channel at 85% utilization with intermittent retransmissions.
wifi_congestion
INC-004503
2026-02-04T09:39:00Z
iot_sensor
-51
65
453
11.19
1
0.111
iot sensor reports latency of 453 ms and packet loss of 11.19%, causing slow or unstable application traffic.
high_latency
INC-002500
2026-01-20T02:22:00Z
security_camera
-47
34
52
1.16
5
0.025
security camera failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-002883
2026-01-23T00:37:00Z
smartphone
-63
79
517
11.43
0
0.214
Network quality degradation for smartphone: elevated round-trip time and 11.43% packet loss despite an acceptable signal level.
high_latency
INC-000870
2026-01-07T15:31:00Z
security_camera
-67
37
19
0.32
1
0.149
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001997
2026-01-16T06:07:00Z
iot_sensor
-36
49
186
0
0
0.766
iot sensor generated unusual DNS activity with risk score 0.766; review domains and resolver behaviour.
dns_security_risk
INC-000412
2026-01-04T03:41:00Z
gaming_console
-41
24
117
0.44
11
0.173
gaming console failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-001082
2026-01-09T06:24:00Z
gaming_console
-53
94
58
3.08
0
0.213
gaming console experiences reduced throughput while channel utilization is 94% and neighbouring traffic is heavy.
wifi_congestion
INC-000139
2026-01-02T01:32:00Z
gaming_console
-77
15
16
1.74
1
0.119
Poor Wi-Fi coverage detected for gaming console; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-000548
2026-01-05T04:32:00Z
voice_assistant
-53
91
116
6.43
0
0.067
Likely Wi-Fi congestion affecting voice assistant: busy channel at 91% utilization with intermittent retransmissions.
wifi_congestion
INC-001181
2026-01-10T00:39:00Z
smart_tv
-47
35
87
0.47
0
0.935
smart tv generated unusual DNS activity with risk score 0.935; review domains and resolver behaviour.
dns_security_risk
INC-000448
2026-01-04T10:09:00Z
voice_assistant
-53
9
84
0.54
4
0.195
voice assistant failed to obtain or renew an IP address; 4 DHCP failures were observed recently.
dhcp_failure
INC-002993
2026-01-23T20:43:00Z
tablet
-46
31
30
0.63
1
0.764
tablet generated unusual DNS activity with risk score 0.764; review domains and resolver behaviour.
dns_security_risk
INC-004249
2026-02-02T11:01:00Z
iot_sensor
-76
46
44
4.66
0
0.189
Poor Wi-Fi coverage detected for iot sensor; signal strength is -76 dBm and the client appears far from the access point.
weak_signal
INC-005132
2026-02-09T04:55:00Z
security_camera
-59
89
49
1.07
1
0.172
Likely Wi-Fi congestion affecting security camera: busy channel at 89% utilization with intermittent retransmissions.
wifi_congestion
INC-005120
2026-02-09T02:44:00Z
security_camera
-55
90
84
5.45
0
0.057
Likely Wi-Fi congestion affecting security camera: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-000765
2026-01-06T20:23:00Z
laptop
-42
47
641
5.01
0
0.134
Network quality degradation for laptop: elevated round-trip time and 5.01% packet loss despite an acceptable signal level.
high_latency
INC-003397
2026-01-26T22:57:00Z
smartphone
-77
26
96
1.15
0
0.112
Poor Wi-Fi coverage detected for smartphone; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-005939
2026-02-15T08:51:00Z
iot_sensor
-54
9
97
0.02
0
0.933
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.933.
dns_security_risk
INC-000435
2026-01-04T07:45:00Z
security_camera
-51
56
682
9.4
0
0.018
security camera reports latency of 682 ms and packet loss of 9.4%, causing slow or unstable application traffic.
high_latency
INC-003064
2026-01-24T09:45:00Z
security_camera
-56
48
175
0.37
5
0.137
security camera failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-000050
2026-01-01T09:11:00Z
security_camera
-64
96
40
2.76
0
0.177
Likely Wi-Fi congestion affecting security camera: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion
INC-001694
2026-01-13T22:43:00Z
laptop
-47
86
72
2.47
0
0.02
laptop experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-000875
2026-01-07T16:27:00Z
smartphone
-51
52
57
0.89
0
0.917
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.917.
dns_security_risk
INC-001922
2026-01-15T16:25:00Z
security_camera
-48
96
83
3.06
0
0.153
security camera experiences reduced throughput while channel utilization is 96% and neighbouring traffic is heavy.
wifi_congestion
INC-000787
2026-01-07T00:21:00Z
laptop
-80
48
21
0.78
0
0.051
Poor Wi-Fi coverage detected for laptop; signal strength is -80 dBm and the client appears far from the access point.
weak_signal
INC-004056
2026-01-31T23:44:00Z
laptop
-38
48
44
0.25
0
0.129
laptop is connected normally with RSSI -38 dBm, latency 44 ms, channel utilization 48% and no material packet loss.
healthy
INC-000662
2026-01-06T01:30:00Z
voice_assistant
-50
88
23
5.72
0
0.013
Likely Wi-Fi congestion affecting voice assistant: busy channel at 88% utilization with intermittent retransmissions.
wifi_congestion
INC-005964
2026-02-15T13:33:00Z
smartphone
-62
14
31
0.92
0
0.176
smartphone is connected normally with RSSI -62 dBm, latency 31 ms, channel utilization 14% and no material packet loss.
healthy
INC-004662
2026-02-05T14:46:00Z
laptop
-56
27
8
0.12
1
0.095
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005145
2026-02-09T07:23:00Z
iot_sensor
-56
34
307
6.51
1
0.178
iot sensor reports latency of 307 ms and packet loss of 6.51%, causing slow or unstable application traffic.
high_latency
INC-001212
2026-01-10T06:16:00Z
tablet
-65
40
19
0.56
1
0.178
tablet is connected normally with RSSI -65 dBm, latency 19 ms, channel utilization 40% and no material packet loss.
healthy
INC-005873
2026-02-14T20:47:00Z
security_camera
-55
40
20
0.65
0
0.804
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.804.
dns_security_risk
INC-003166
2026-01-25T04:32:00Z
security_camera
-49
29
39
1.18
8
0.038
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002049
2026-01-16T15:40:00Z
security_camera
-48
68
502
21.07
0
0.097
security camera reports latency of 502 ms and packet loss of 21.07%, causing slow or unstable application traffic.
high_latency
INC-001308
2026-01-10T23:56:00Z
smart_tv
-59
8
35
0.56
0
0.174
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003542
2026-01-28T01:25:00Z
tablet
-64
88
157
8.98
1
0.085
Likely Wi-Fi congestion affecting tablet: busy channel at 88% utilization with intermittent retransmissions.
wifi_congestion
INC-002861
2026-01-22T20:37:00Z
voice_assistant
-55
10
106
0.27
1
0.855
voice assistant generated unusual DNS activity with risk score 0.855; review domains and resolver behaviour.
dns_security_risk
INC-002904
2026-01-23T04:30:00Z
gaming_console
-67
39
13
0.9
0
0.15
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003824
2026-01-30T05:12:00Z
voice_assistant
-38
89
84
5.68
0
0.137
Likely Wi-Fi congestion affecting voice assistant: busy channel at 89% utilization with intermittent retransmissions.
wifi_congestion
INC-004915
2026-02-07T13:10:00Z
laptop
-76
30
57
1.38
0
0.211
laptop repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal
INC-002626
2026-01-21T01:35:00Z
voice_assistant
-52
26
54
0.38
3
0.179
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003020
2026-01-24T01:47:00Z
smart_tv
-58
81
86
4.96
0
0.131
Likely Wi-Fi congestion affecting smart tv: busy channel at 81% utilization with intermittent retransmissions.
wifi_congestion
INC-000988
2026-01-08T13:11:00Z
security_camera
-44
16
164
0.06
5
0.047
security camera failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-004854
2026-02-07T02:04:00Z
iot_sensor
-66
16
16
1
0
0.215
iot sensor is connected normally with RSSI -66 dBm, latency 16 ms, channel utilization 16% and no material packet loss.
healthy
INC-002640
2026-01-21T04:01:00Z
tablet
-65
31
45
2.87
0
0.035
tablet is connected normally with RSSI -65 dBm, latency 45 ms, channel utilization 31% and no material packet loss.
healthy
INC-000400
2026-01-04T01:23:00Z
security_camera
-59
13
156
0.75
14
0.07
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005231
2026-02-09T23:06:00Z
smartphone
-67
15
73
0.46
1
0.785
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.785.
dns_security_risk
INC-004977
2026-02-08T00:28:00Z
tablet
-51
57
360
15.26
1
0.019
tablet reports latency of 360 ms and packet loss of 15.26%, causing slow or unstable application traffic.
high_latency
INC-001870
2026-01-15T06:54:00Z
smart_tv
-34
18
180
1.17
7
0.122
smart tv failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-001256
2026-01-10T14:16:00Z
laptop
-56
81
53
5.34
0
0.012
laptop experiences reduced throughput while channel utilization is 81% and neighbouring traffic is heavy.
wifi_congestion
INC-004635
2026-02-05T09:46:00Z
security_camera
-59
43
496
20.7
0
0.116
security camera reports latency of 496 ms and packet loss of 20.7%, causing slow or unstable application traffic.
high_latency
INC-001780
2026-01-14T14:21:00Z
tablet
-40
17
156
0.28
9
0.027
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003781
2026-01-29T21:21:00Z
smart_tv
-91
33
34
4.88
1
0.205
smart tv repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal
INC-003531
2026-01-27T23:28:00Z
iot_sensor
-54
43
727
22.9
0
0.042
iot sensor reports latency of 727 ms and packet loss of 22.9%, causing slow or unstable application traffic.
high_latency
INC-002418
2026-01-19T11:22:00Z
security_camera
-43
49
35
0.85
1
0.111
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002405
2026-01-19T09:05:00Z
laptop
-45
10
20
0.63
0
0.778
laptop generated unusual DNS activity with risk score 0.778; review domains and resolver behaviour.
dns_security_risk
INC-005594
2026-02-12T17:37:00Z
smartphone
-49
91
102
1.2
0
0.099
Likely Wi-Fi congestion affecting smartphone: busy channel at 91% utilization with intermittent retransmissions.
wifi_congestion
INC-004729
2026-02-06T03:04:00Z
voice_assistant
-82
46
22
3.72
1
0.109
voice assistant repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-005479
2026-02-11T20:29:00Z
tablet
-94
26
34
3.54
1
0.166
Poor Wi-Fi coverage detected for tablet; signal strength is -94 dBm and the client appears far from the access point.
weak_signal
INC-005263
2026-02-10T05:03:00Z
tablet
-86
25
65
4.81
0
0.035
Poor Wi-Fi coverage detected for tablet; signal strength is -86 dBm and the client appears far from the access point.
weak_signal
INC-000801
2026-01-07T02:54:00Z
laptop
-50
44
594
20.12
1
0.17
laptop reports latency of 594 ms and packet loss of 20.12%, causing slow or unstable application traffic.
high_latency
INC-003281
2026-01-26T01:38:00Z
smart_tv
-45
26
133
0.61
0
0.925
smart tv generated unusual DNS activity with risk score 0.925; review domains and resolver behaviour.
dns_security_risk
INC-000472
2026-01-04T14:34:00Z
tablet
-58
51
86
0.56
12
0.04
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004581
2026-02-04T23:58:00Z
iot_sensor
-58
69
523
10.03
1
0.211
Network quality degradation for iot sensor: elevated round-trip time and 10.03% packet loss despite an acceptable signal level.
high_latency
INC-005973
2026-02-15T15:08:00Z
laptop
-49
69
446
9.7
0
0.201
Network quality degradation for laptop: elevated round-trip time and 9.7% packet loss despite an acceptable signal level.
high_latency
INC-001892
2026-01-15T10:55:00Z
iot_sensor
-40
78
106
0.72
1
0.092
iot sensor experiences reduced throughput while channel utilization is 78% and neighbouring traffic is heavy.
wifi_congestion
INC-005072
2026-02-08T17:57:00Z
tablet
-61
97
91
4.88
0
0.184
Likely Wi-Fi congestion affecting tablet: busy channel at 97% utilization with intermittent retransmissions.
wifi_congestion
INC-001770
2026-01-14T12:36:00Z
tablet
-57
32
44
0.73
0
0.07
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005794
2026-02-14T06:16:00Z
smartphone
-52
51
38
0.29
10
0.22
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004848
2026-02-07T00:55:00Z
smart_tv
-60
51
8
0.54
0
0.125
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000471
2026-01-04T14:22:00Z
voice_assistant
-58
30
616
14.92
0
0.214
Network quality degradation for voice assistant: elevated round-trip time and 14.92% packet loss despite an acceptable signal level.
high_latency
INC-000777
2026-01-06T22:37:00Z
tablet
-42
44
355
7.02
1
0.011
tablet reports latency of 355 ms and packet loss of 7.02%, causing slow or unstable application traffic.
high_latency
INC-002469
2026-01-19T20:45:00Z
iot_sensor
-46
67
758
19.01
0
0.175
iot sensor reports latency of 758 ms and packet loss of 19.01%, causing slow or unstable application traffic.
high_latency
INC-004994
2026-02-08T03:39:00Z
gaming_console
-50
100
97
2.19
0
0.172
Likely Wi-Fi congestion affecting gaming console: busy channel at 100% utilization with intermittent retransmissions.
wifi_congestion
INC-002991
2026-01-23T20:22:00Z
tablet
-60
54
354
20.67
0
0.11
tablet reports latency of 354 ms and packet loss of 20.67%, causing slow or unstable application traffic.
high_latency
INC-004358
2026-02-03T06:59:00Z
smart_tv
-67
85
41
6.21
0
0.023
Likely Wi-Fi congestion affecting smart tv: busy channel at 85% utilization with intermittent retransmissions.
wifi_congestion
INC-006000
2026-02-15T20:01:00Z
iot_sensor
-43
32
26
0.42
0
0.119
iot sensor is connected normally with RSSI -43 dBm, latency 26 ms, channel utilization 32% and no material packet loss.
healthy
INC-001703
2026-01-14T00:18:00Z
voice_assistant
-62
22
166
2.73
0
0.901
voice assistant generated unusual DNS activity with risk score 0.901; review domains and resolver behaviour.
dns_security_risk
INC-002388
2026-01-19T05:55:00Z
voice_assistant
-41
45
27
0.96
1
0.185
voice assistant is connected normally with RSSI -41 dBm, latency 27 ms, channel utilization 45% and no material packet loss.
healthy
INC-004726
2026-02-06T02:31:00Z
security_camera
-56
19
64
0
10
0.219
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-003872
2026-01-30T14:00:00Z
laptop
-58
96
99
5.83
0
0.142
Likely Wi-Fi congestion affecting laptop: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion
INC-001104
2026-01-09T10:30:00Z
security_camera
-63
8
26
0.29
0
0.19
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001796
2026-01-14T17:17:00Z
tablet
-51
79
126
1.97
1
0.136
Likely Wi-Fi congestion affecting tablet: busy channel at 79% utilization with intermittent retransmissions.
wifi_congestion
INC-005887
2026-02-14T23:26:00Z
smart_tv
-83
8
50
3.7
0
0.144
smart tv repeatedly disconnects with weak RSSI of -83 dBm while other network indicators remain mostly normal.
weak_signal
INC-000236
2026-01-02T19:21:00Z
security_camera
-44
81
65
3.75
0
0.114
security camera experiences reduced throughput while channel utilization is 81% and neighbouring traffic is heavy.
wifi_congestion
INC-004989
2026-02-08T02:41:00Z
iot_sensor
-62
79
194
21.77
0
0.109
iot sensor reports latency of 194 ms and packet loss of 21.77%, causing slow or unstable application traffic.
high_latency
INC-003934
2026-01-31T01:22:00Z
security_camera
-43
18
125
1.17
10
0.144
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004701
2026-02-05T21:52:00Z
security_camera
-41
44
252
4.35
1
0.022
security camera reports latency of 252 ms and packet loss of 4.35%, causing slow or unstable application traffic.
high_latency
INC-004450
2026-02-03T23:53:00Z
security_camera
-66
30
98
1.15
15
0.197
security camera failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-001652
2026-01-13T14:54:00Z
smartphone
-48
93
84
5.36
0
0.047
Likely Wi-Fi congestion affecting smartphone: busy channel at 93% utilization with intermittent retransmissions.
wifi_congestion
INC-002887
2026-01-23T01:23:00Z
iot_sensor
-90
45
47
4.7
0
0.047
iot sensor repeatedly disconnects with weak RSSI of -90 dBm while other network indicators remain mostly normal.
weak_signal
INC-003310
2026-01-26T06:59:00Z
security_camera
-56
25
164
1.01
8
0.118
security camera failed to obtain or renew an IP address; 8 DHCP failures were observed recently.
dhcp_failure
INC-005173
2026-02-09T12:31:00Z
laptop
-84
41
63
1.87
0
0.061
laptop repeatedly disconnects with weak RSSI of -84 dBm while other network indicators remain mostly normal.
weak_signal
INC-003892
2026-01-30T17:38:00Z
iot_sensor
-51
9
163
0.32
8
0.01
iot sensor failed to obtain or renew an IP address; 8 DHCP failures were observed recently.
dhcp_failure
INC-005924
2026-02-15T06:07:00Z
tablet
-47
84
106
2.45
0
0.07
tablet experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-005906
2026-02-15T02:52:00Z
voice_assistant
-53
93
45
3.69
0
0.102
Likely Wi-Fi congestion affecting voice assistant: busy channel at 93% utilization with intermittent retransmissions.
wifi_congestion