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-005068
2026-02-08T17:10:00Z
tablet
-63
39
104
0.33
10
0.129
tablet failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-000495
2026-01-04T18:53:00Z
gaming_console
-59
71
831
18.73
1
0.107
gaming console reports latency of 831 ms and packet loss of 18.73%, causing slow or unstable application traffic.
high_latency
INC-004429
2026-02-03T20:00:00Z
laptop
-78
35
38
3.53
1
0.214
Poor Wi-Fi coverage detected for laptop; signal strength is -78 dBm and the client appears far from the access point.
weak_signal
INC-003071
2026-01-24T11:01:00Z
gaming_console
-53
19
125
0.94
0
0.818
gaming console generated unusual DNS activity with risk score 0.818; review domains and resolver behaviour.
dns_security_risk
INC-001913
2026-01-15T14:43:00Z
laptop
-62
1
147
1.88
0
0.777
laptop generated unusual DNS activity with risk score 0.777; review domains and resolver behaviour.
dns_security_risk
INC-005867
2026-02-14T19:40:00Z
smartphone
-46
27
100
0.38
0
0.874
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.874.
dns_security_risk
INC-005197
2026-02-09T16:57:00Z
smart_tv
-78
24
70
2.12
1
0.095
Poor Wi-Fi coverage detected for smart tv; signal strength is -78 dBm and the client appears far from the access point.
weak_signal
INC-005556
2026-02-12T10:43:00Z
iot_sensor
-54
30
24
0.44
1
0.195
Routine health check for iot sensor: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004683
2026-02-05T18:33:00Z
smart_tv
-43
72
696
19.47
0
0.114
Network quality degradation for smart tv: elevated round-trip time and 19.47% packet loss despite an acceptable signal level.
high_latency
INC-000016
2026-01-01T03:06:00Z
tablet
-61
42
124
0.87
10
0.061
tablet failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-004174
2026-02-01T21:24:00Z
security_camera
-42
11
128
0.17
4
0.054
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001851
2026-01-15T03:22:00Z
gaming_console
-55
65
361
21.11
0
0.086
Network quality degradation for gaming console: elevated round-trip time and 21.11% packet loss despite an acceptable signal level.
high_latency
INC-002519
2026-01-20T05:54:00Z
smartphone
-52
47
55
0.91
0
0.835
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.835.
dns_security_risk
INC-005782
2026-02-14T04:04:00Z
laptop
-49
36
132
1.15
12
0.175
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004097
2026-02-01T07:09:00Z
laptop
-63
38
156
1.15
0
0.802
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.802.
dns_security_risk
INC-005909
2026-02-15T03:21:00Z
smart_tv
-48
17
43
0.19
0
0.818
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.818.
dns_security_risk
INC-005092
2026-02-08T21:38:00Z
iot_sensor
-54
37
148
0.41
12
0.094
iot sensor failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-002415
2026-01-19T10:50:00Z
laptop
-65
26
755
6.46
1
0.027
Network quality degradation for laptop: elevated round-trip time and 6.46% packet loss despite an acceptable signal level.
high_latency
INC-002208
2026-01-17T20:53:00Z
tablet
-64
9
30
0.16
1
0.112
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000390
2026-01-03T23:36:00Z
smartphone
-43
26
30
0.39
1
0.173
smartphone is connected normally with RSSI -43 dBm, latency 30 ms, channel utilization 26% and no material packet loss.
healthy
INC-002407
2026-01-19T09:22:00Z
smartphone
-90
52
41
2.03
0
0.095
smartphone repeatedly disconnects with weak RSSI of -90 dBm while other network indicators remain mostly normal.
weak_signal
INC-003101
2026-01-24T16:37:00Z
tablet
-61
18
11
2.4
0
0.852
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.852.
dns_security_risk
INC-001550
2026-01-12T20:16:00Z
voice_assistant
-49
95
127
0
0
0.041
voice assistant experiences reduced throughput while channel utilization is 95% and neighbouring traffic is heavy.
wifi_congestion
INC-004216
2026-02-02T05:01:00Z
smart_tv
-67
18
179
0.42
3
0.148
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004722
2026-02-06T01:52:00Z
smart_tv
-53
33
32
0.89
1
0.085
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001761
2026-01-14T10:59:00Z
smartphone
-41
53
662
12.18
0
0.123
smartphone reports latency of 662 ms and packet loss of 12.18%, causing slow or unstable application traffic.
high_latency
INC-005689
2026-02-13T11:05:00Z
tablet
-76
9
54
3.83
0
0.157
Poor Wi-Fi coverage detected for tablet; signal strength is -76 dBm and the client appears far from the access point.
weak_signal
INC-005567
2026-02-12T12:41:00Z
iot_sensor
-49
18
74
0.47
0
0.988
iot sensor generated unusual DNS activity with risk score 0.988; review domains and resolver behaviour.
dns_security_risk
INC-002968
2026-01-23T16:12:00Z
iot_sensor
-64
15
166
0.13
12
0.15
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002831
2026-01-22T15:10:00Z
security_camera
-61
31
106
0.84
1
0.772
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.772.
dns_security_risk
INC-002577
2026-01-20T16:27:00Z
smartphone
-47
78
208
4.92
0
0.079
smartphone reports latency of 208 ms and packet loss of 4.92%, causing slow or unstable application traffic.
high_latency
INC-000322
2026-01-03T11:03:00Z
laptop
-43
50
94
0
15
0.184
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002751
2026-01-22T00:26:00Z
iot_sensor
-56
57
835
9.98
1
0.18
Network quality degradation for iot sensor: elevated round-trip time and 9.98% packet loss despite an acceptable signal level.
high_latency
INC-002175
2026-01-17T14:47:00Z
smart_tv
-35
25
343
9.25
0
0.031
Network quality degradation for smart tv: elevated round-trip time and 9.25% packet loss despite an acceptable signal level.
high_latency
INC-001482
2026-01-12T07:47:00Z
smart_tv
-64
15
16
0.87
0
0.022
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002832
2026-01-22T15:14:00Z
laptop
-73
39
46
1.95
0
0.072
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002113
2026-01-17T03:29:00Z
smartphone
-83
14
24
3.97
0
0.181
smartphone repeatedly disconnects with weak RSSI of -83 dBm while other network indicators remain mostly normal.
weak_signal
INC-005592
2026-02-12T17:20:00Z
smartphone
-48
33
20
0.87
0
0.047
smartphone is connected normally with RSSI -48 dBm, latency 20 ms, channel utilization 33% and no material packet loss.
healthy
INC-004564
2026-02-04T20:48:00Z
smart_tv
-63
41
34
0.42
3
0.088
Address assignment problem for smart tv: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004121
2026-02-01T11:41:00Z
security_camera
-46
23
170
1.11
0
0.87
security camera generated unusual DNS activity with risk score 0.87; review domains and resolver behaviour.
dns_security_risk
INC-004428
2026-02-03T19:51:00Z
voice_assistant
-48
46
10
0.2
0
0.068
voice assistant is connected normally with RSSI -48 dBm, latency 10 ms, channel utilization 46% and no material packet loss.
healthy
INC-000734
2026-01-06T14:41:00Z
smart_tv
-59
94
35
2.94
0
0.03
Likely Wi-Fi congestion affecting smart tv: busy channel at 94% utilization with intermittent retransmissions.
wifi_congestion
INC-002350
2026-01-18T22:50:00Z
laptop
-43
20
97
0.2
13
0.166
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004779
2026-02-06T12:19:00Z
iot_sensor
-45
44
796
15.52
0
0.109
Network quality degradation for iot sensor: elevated round-trip time and 15.52% packet loss despite an acceptable signal level.
high_latency
INC-000692
2026-01-06T06:56:00Z
laptop
-42
95
60
2.67
0
0.086
Likely Wi-Fi congestion affecting laptop: busy channel at 95% utilization with intermittent retransmissions.
wifi_congestion
INC-000409
2026-01-04T03:02:00Z
voice_assistant
-84
17
77
4.42
0
0.112
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-003472
2026-01-27T12:39:00Z
laptop
-61
25
100
0.6
6
0.05
laptop failed to obtain or renew an IP address; 6 DHCP failures were observed recently.
dhcp_failure
INC-001886
2026-01-15T09:53:00Z
security_camera
-50
100
53
5.59
0
0.18
security camera experiences reduced throughput while channel utilization is 100% and neighbouring traffic is heavy.
wifi_congestion
INC-001395
2026-01-11T15:51:00Z
tablet
-59
56
819
23.44
0
0.161
Network quality degradation for tablet: elevated round-trip time and 23.44% packet loss despite an acceptable signal level.
high_latency
INC-002329
2026-01-18T19:09:00Z
security_camera
-88
40
21
0.84
0
0.093
Poor Wi-Fi coverage detected for security camera; signal strength is -88 dBm and the client appears far from the access point.
weak_signal
INC-004954
2026-02-07T20:17:00Z
iot_sensor
-63
37
73
0.27
14
0.092
iot sensor failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-001465
2026-01-12T04:38:00Z
smart_tv
-81
19
41
2.03
0
0.123
smart tv repeatedly disconnects with weak RSSI of -81 dBm while other network indicators remain mostly normal.
weak_signal
INC-003929
2026-01-31T00:29:00Z
iot_sensor
-40
44
76
1.01
0
0.817
iot sensor generated unusual DNS activity with risk score 0.817; review domains and resolver behaviour.
dns_security_risk
INC-002190
2026-01-17T17:33:00Z
gaming_console
-43
51
22
0.99
1
0.14
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-002818
2026-01-22T12:43:00Z
voice_assistant
-62
31
154
0.78
15
0.173
voice assistant failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-003147
2026-01-25T00:58:00Z
smart_tv
-61
74
396
7.24
0
0.179
smart tv reports latency of 396 ms and packet loss of 7.24%, causing slow or unstable application traffic.
high_latency
INC-004640
2026-02-05T10:49:00Z
smart_tv
-65
99
116
4.13
0
0.033
smart tv experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-002785
2026-01-22T06:36:00Z
smartphone
-81
34
40
3.21
1
0.117
Poor Wi-Fi coverage detected for smartphone; signal strength is -81 dBm and the client appears far from the access point.
weak_signal
INC-003286
2026-01-26T02:32:00Z
tablet
-54
33
65
0.34
14
0.078
tablet failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-000167
2026-01-02T06:46:00Z
tablet
-59
20
18
0.4
1
0.925
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.925.
dns_security_risk
INC-004022
2026-01-31T17:26:00Z
smart_tv
-59
94
92
0.91
0
0.192
smart tv experiences reduced throughput while channel utilization is 94% and neighbouring traffic is heavy.
wifi_congestion
INC-001253
2026-01-10T13:50:00Z
smartphone
-47
27
79
0.29
0
0.968
Potential DNS security incident for smartphone: anomalous query pattern and risk score 0.968.
dns_security_risk
INC-000758
2026-01-06T19:04:00Z
smartphone
-65
81
99
2.44
0
0.028
smartphone experiences reduced throughput while channel utilization is 81% and neighbouring traffic is heavy.
wifi_congestion
INC-003297
2026-01-26T04:33:00Z
gaming_console
-66
71
803
18.28
0
0.126
gaming console reports latency of 803 ms and packet loss of 18.28%, causing slow or unstable application traffic.
high_latency
INC-001349
2026-01-11T07:28:00Z
iot_sensor
-64
37
21
1.03
0
0.803
iot sensor generated unusual DNS activity with risk score 0.803; review domains and resolver behaviour.
dns_security_risk
INC-005648
2026-02-13T03:32:00Z
iot_sensor
-49
95
59
4.29
0
0.146
iot sensor experiences reduced throughput while channel utilization is 95% and neighbouring traffic is heavy.
wifi_congestion
INC-000023
2026-01-01T04:18:00Z
tablet
-48
44
104
0.09
0
0.79
tablet generated unusual DNS activity with risk score 0.79; review domains and resolver behaviour.
dns_security_risk
INC-000399
2026-01-04T01:15:00Z
security_camera
-42
35
587
11.29
1
0.195
Network quality degradation for security camera: elevated round-trip time and 11.29% packet loss despite an acceptable signal level.
high_latency
INC-004844
2026-02-07T00:14:00Z
gaming_console
-48
96
68
0.75
0
0.029
Likely Wi-Fi congestion affecting gaming console: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion
INC-000619
2026-01-05T17:39:00Z
voice_assistant
-96
39
41
1.41
0
0.036
voice assistant repeatedly disconnects with weak RSSI of -96 dBm while other network indicators remain mostly normal.
weak_signal
INC-004542
2026-02-04T16:48:00Z
tablet
-66
31
37
0.11
0
0.185
Routine health check for tablet: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001185
2026-01-10T01:23:00Z
smart_tv
-66
65
470
11.14
0
0.115
smart tv reports latency of 470 ms and packet loss of 11.14%, causing slow or unstable application traffic.
high_latency
INC-003055
2026-01-24T08:12:00Z
smartphone
-84
40
53
2.45
1
0.206
smartphone repeatedly disconnects with weak RSSI of -84 dBm while other network indicators remain mostly normal.
weak_signal
INC-000425
2026-01-04T05:58:00Z
gaming_console
-66
44
126
0.09
0
0.837
gaming console generated unusual DNS activity with risk score 0.837; review domains and resolver behaviour.
dns_security_risk
INC-001229
2026-01-10T09:24:00Z
tablet
-49
41
101
0.14
0
0.807
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.807.
dns_security_risk
INC-001868
2026-01-15T06:37:00Z
smart_tv
-59
86
43
4.74
1
0.164
smart tv experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-003876
2026-01-30T14:38:00Z
smart_tv
-40
33
24
0.99
1
0.078
smart tv is connected normally with RSSI -40 dBm, latency 24 ms, channel utilization 33% and no material packet loss.
healthy
INC-001676
2026-01-13T19:24:00Z
security_camera
-45
83
94
5.29
0
0.083
security camera experiences reduced throughput while channel utilization is 83% and neighbouring traffic is heavy.
wifi_congestion
INC-004413
2026-02-03T17:08:00Z
voice_assistant
-60
40
596
22.64
0
0.067
voice assistant reports latency of 596 ms and packet loss of 22.64%, causing slow or unstable application traffic.
high_latency
INC-005230
2026-02-09T22:50:00Z
security_camera
-46
31
29
0.34
3
0.042
security camera failed to obtain or renew an IP address; 3 DHCP failures were observed recently.
dhcp_failure
INC-001463
2026-01-12T04:15:00Z
gaming_console
-38
50
81
0.04
0
0.973
gaming console generated unusual DNS activity with risk score 0.973; review domains and resolver behaviour.
dns_security_risk
INC-003320
2026-01-26T08:41:00Z
gaming_console
-63
86
81
3.4
0
0.106
gaming console experiences reduced throughput while channel utilization is 86% and neighbouring traffic is heavy.
wifi_congestion
INC-001183
2026-01-10T00:56:00Z
laptop
-87
39
81
3.52
1
0.082
laptop repeatedly disconnects with weak RSSI of -87 dBm while other network indicators remain mostly normal.
weak_signal
INC-001078
2026-01-09T05:48:00Z
smartphone
-47
10
143
0.19
10
0.012
smartphone failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-000017
2026-01-01T03:09:00Z
iot_sensor
-54
26
41
0.13
0
0.986
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.986.
dns_security_risk
INC-004903
2026-02-07T11:03:00Z
tablet
-84
48
42
5.15
1
0.168
Poor Wi-Fi coverage detected for tablet; signal strength is -84 dBm and the client appears far from the access point.
weak_signal
INC-004686
2026-02-05T19:06:00Z
laptop
-56
19
41
1.05
0
0.011
laptop is connected normally with RSSI -56 dBm, latency 41 ms, channel utilization 19% and no material packet loss.
healthy
INC-005162
2026-02-09T10:31:00Z
tablet
-67
96
55
4.41
1
0.187
Likely Wi-Fi congestion affecting tablet: busy channel at 96% utilization with intermittent retransmissions.
wifi_congestion
INC-003812
2026-01-30T02:56:00Z
tablet
-39
84
67
4.62
0
0.184
Likely Wi-Fi congestion affecting tablet: busy channel at 84% utilization with intermittent retransmissions.
wifi_congestion
INC-004128
2026-02-01T12:57:00Z
gaming_console
-67
51
38
0.21
0
0.174
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004236
2026-02-02T08:39:00Z
gaming_console
-60
13
38
1.11
0
0.043
gaming console is connected normally with RSSI -60 dBm, latency 38 ms, channel utilization 13% and no material packet loss.
healthy
INC-003365
2026-01-26T17:02:00Z
voice_assistant
-49
39
96
0.28
1
0.892
voice assistant generated unusual DNS activity with risk score 0.892; review domains and resolver behaviour.
dns_security_risk
INC-005199
2026-02-09T17:19:00Z
security_camera
-44
66
295
7.95
1
0.15
security camera reports latency of 295 ms and packet loss of 7.95%, causing slow or unstable application traffic.
high_latency
INC-004327
2026-02-03T01:21:00Z
voice_assistant
-86
17
59
6.31
0
0.186
Poor Wi-Fi coverage detected for voice assistant; signal strength is -86 dBm and the client appears far from the access point.
weak_signal
INC-005977
2026-02-15T15:47:00Z
laptop
-93
46
59
5.34
0
0.134
Poor Wi-Fi coverage detected for laptop; signal strength is -93 dBm and the client appears far from the access point.
weak_signal
INC-002568
2026-01-20T14:56:00Z
smartphone
-45
48
24
1.1
0
0.047
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001244
2026-01-10T12:13:00Z
smartphone
-58
87
56
3.88
0
0.058
smartphone experiences reduced throughput while channel utilization is 87% and neighbouring traffic is heavy.
wifi_congestion
INC-001187
2026-01-10T01:41:00Z
voice_assistant
-45
13
16
1.06
0
0.795
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.795.
dns_security_risk
INC-004289
2026-02-02T18:23:00Z
gaming_console
-58
41
64
0.21
1
0.875
gaming console generated unusual DNS activity with risk score 0.875; review domains and resolver behaviour.
dns_security_risk
INC-000064
2026-01-01T11:51:00Z
laptop
-50
22
98
1.09
5
0.025
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure