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-004585
2026-02-05T00:43:00Z
smartphone
-76
12
59
3.58
0
0.097
smartphone repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal
INC-005698
2026-02-13T12:40:00Z
iot_sensor
-63
21
94
1.18
6
0.148
iot sensor failed to obtain or renew an IP address; 6 DHCP failures were observed recently.
dhcp_failure
INC-002363
2026-01-19T01:18:00Z
gaming_console
-47
50
42
0.39
0
0.779
gaming console generated unusual DNS activity with risk score 0.779; review domains and resolver behaviour.
dns_security_risk
INC-003650
2026-01-28T21:13:00Z
voice_assistant
-67
82
79
1.08
0
0.198
voice assistant experiences reduced throughput while channel utilization is 82% and neighbouring traffic is heavy.
wifi_congestion
INC-001213
2026-01-10T06:33:00Z
laptop
-89
41
41
1.88
1
0.072
laptop repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-003247
2026-01-25T19:17:00Z
smart_tv
-87
18
74
1.57
1
0.181
Poor Wi-Fi coverage detected for smart tv; signal strength is -87 dBm and the client appears far from the access point.
weak_signal
INC-000357
2026-01-03T17:36:00Z
laptop
-51
47
501
20.16
0
0.118
Network quality degradation for laptop: elevated round-trip time and 20.16% packet loss despite an acceptable signal level.
high_latency
INC-000346
2026-01-03T15:34:00Z
iot_sensor
-39
49
69
0.17
7
0.056
iot sensor failed to obtain or renew an IP address; 7 DHCP failures were observed recently.
dhcp_failure
INC-001422
2026-01-11T20:49:00Z
smartphone
-45
36
15
0.77
0
0.023
smartphone is connected normally with RSSI -45 dBm, latency 15 ms, channel utilization 36% and no material packet loss.
healthy
INC-000620
2026-01-05T17:47:00Z
security_camera
-54
82
95
3.24
0
0.172
security camera experiences reduced throughput while channel utilization is 82% and neighbouring traffic is heavy.
wifi_congestion
INC-001043
2026-01-08T23:21:00Z
security_camera
-49
48
141
1.19
0
0.898
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.898.
dns_security_risk
INC-001439
2026-01-11T23:59:00Z
security_camera
-45
31
15
0.87
0
0.929
security camera generated unusual DNS activity with risk score 0.929; review domains and resolver behaviour.
dns_security_risk
INC-003681
2026-01-29T02:53:00Z
security_camera
-62
45
388
5.47
0
0.138
Network quality degradation for security camera: elevated round-trip time and 5.47% packet loss despite an acceptable signal level.
high_latency
INC-002591
2026-01-20T19:10:00Z
tablet
-38
43
87
0.86
0
0.956
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.956.
dns_security_risk
INC-005558
2026-02-12T10:59:00Z
security_camera
-38
100
92
4.11
0
0.217
Likely Wi-Fi congestion affecting security camera: busy channel at 100% utilization with intermittent retransmissions.
wifi_congestion
INC-000640
2026-01-05T21:25:00Z
gaming_console
-49
8
164
0.41
12
0.179
gaming console failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-005104
2026-02-08T23:51:00Z
tablet
-43
41
174
0.55
15
0.089
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004996
2026-02-08T04:04:00Z
smartphone
-53
46
91
0.08
14
0.211
smartphone failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-000341
2026-01-03T14:40:00Z
laptop
-44
51
60
0.03
0
0.777
laptop generated unusual DNS activity with risk score 0.777; review domains and resolver behaviour.
dns_security_risk
INC-002951
2026-01-23T13:09:00Z
security_camera
-43
23
22
0.22
0
0.833
security camera generated unusual DNS activity with risk score 0.833; review domains and resolver behaviour.
dns_security_risk
INC-003401
2026-01-26T23:37:00Z
smart_tv
-56
44
119
0.13
0
0.886
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.886.
dns_security_risk
INC-000497
2026-01-04T19:08:00Z
tablet
-56
22
70
0.3
0
0.781
tablet generated unusual DNS activity with risk score 0.781; review domains and resolver behaviour.
dns_security_risk
INC-003463
2026-01-27T10:56:00Z
gaming_console
-86
26
53
2.29
1
0.06
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-000138
2026-01-02T01:23:00Z
smartphone
-46
36
31
0.45
0
0.131
Routine health check for smartphone: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-005178
2026-02-09T13:21:00Z
smart_tv
-47
25
25
0.41
1
0.071
smart tv is connected normally with RSSI -47 dBm, latency 25 ms, channel utilization 25% and no material packet loss.
healthy
INC-001842
2026-01-15T01:42:00Z
iot_sensor
-64
17
9
1.07
1
0.035
iot sensor is connected normally with RSSI -64 dBm, latency 9 ms, channel utilization 17% and no material packet loss.
healthy
INC-005682
2026-02-13T09:52:00Z
gaming_console
-39
51
15
1.18
0
0.03
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004623
2026-02-05T07:41:00Z
smart_tv
-51
38
240
22.89
0
0.107
smart tv reports latency of 240 ms and packet loss of 22.89%, causing slow or unstable application traffic.
high_latency
INC-003859
2026-01-30T11:37:00Z
smart_tv
-76
13
54
2.48
0
0.068
smart tv repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal
INC-000539
2026-01-05T02:58:00Z
tablet
-58
54
108
0.16
0
0.887
tablet generated unusual DNS activity with risk score 0.887; review domains and resolver behaviour.
dns_security_risk
INC-000760
2026-01-06T19:29:00Z
security_camera
-45
14
54
0.28
6
0.04
security camera failed to obtain or renew an IP address; 6 DHCP failures were observed recently.
dhcp_failure
INC-001847
2026-01-15T02:40:00Z
laptop
-49
19
112
0.36
1
0.859
laptop generated unusual DNS activity with risk score 0.859; review domains and resolver behaviour.
dns_security_risk
INC-005196
2026-02-09T16:39:00Z
tablet
-40
48
44
0.5
0
0.159
tablet is connected normally with RSSI -40 dBm, latency 44 ms, channel utilization 48% and no material packet loss.
healthy
INC-004159
2026-02-01T18:38:00Z
iot_sensor
-83
40
55
3.97
0
0.053
iot sensor repeatedly disconnects with weak RSSI of -83 dBm while other network indicators remain mostly normal.
weak_signal
INC-000407
2026-01-04T02:42:00Z
security_camera
-54
41
135
0.45
0
0.851
security camera generated unusual DNS activity with risk score 0.851; review domains and resolver behaviour.
dns_security_risk
INC-002339
2026-01-18T20:51:00Z
voice_assistant
-65
50
138
0.84
0
0.775
voice assistant generated unusual DNS activity with risk score 0.775; review domains and resolver behaviour.
dns_security_risk
INC-004175
2026-02-01T21:32:00Z
gaming_console
-46
24
89
0.05
0
0.89
gaming console generated unusual DNS activity with risk score 0.89; review domains and resolver behaviour.
dns_security_risk
INC-000723
2026-01-06T12:33:00Z
smartphone
-54
65
554
14.39
0
0.105
smartphone reports latency of 554 ms and packet loss of 14.39%, causing slow or unstable application traffic.
high_latency
INC-002267
2026-01-18T07:44:00Z
voice_assistant
-67
25
119
0.91
0
0.94
voice assistant generated unusual DNS activity with risk score 0.94; review domains and resolver behaviour.
dns_security_risk
INC-000231
2026-01-02T18:26:00Z
iot_sensor
-47
68
747
7.75
1
0.026
iot sensor reports latency of 747 ms and packet loss of 7.75%, causing slow or unstable application traffic.
high_latency
INC-003719
2026-01-29T09:49:00Z
laptop
-55
30
43
0.72
0
0.764
Potential DNS security incident for laptop: anomalous query pattern and risk score 0.764.
dns_security_risk
INC-003290
2026-01-26T03:20:00Z
smart_tv
-56
86
72
1.1
1
0.122
Likely Wi-Fi congestion affecting smart tv: busy channel at 86% utilization with intermittent retransmissions.
wifi_congestion
INC-003836
2026-01-30T07:20:00Z
laptop
-57
93
72
0.95
0
0.186
Likely Wi-Fi congestion affecting laptop: busy channel at 93% utilization with intermittent retransmissions.
wifi_congestion
INC-004770
2026-02-06T10:39:00Z
smart_tv
-56
41
21
0.87
0
0.107
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-003206
2026-01-25T11:49:00Z
iot_sensor
-40
94
108
6.6
1
0.185
iot sensor experiences reduced throughput while channel utilization is 94% and neighbouring traffic is heavy.
wifi_congestion
INC-004136
2026-02-01T14:19:00Z
security_camera
-44
90
77
6.52
0
0.123
Likely Wi-Fi congestion affecting security camera: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-004171
2026-02-01T20:50:00Z
tablet
-83
51
56
1.05
0
0.159
tablet repeatedly disconnects with weak RSSI of -83 dBm while other network indicators remain mostly normal.
weak_signal
INC-003612
2026-01-28T14:22:00Z
voice_assistant
-55
31
39
0.32
0
0.128
Routine health check for voice assistant: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001075
2026-01-09T05:09:00Z
laptop
-90
39
58
3.76
0
0.118
Poor Wi-Fi coverage detected for laptop; signal strength is -90 dBm and the client appears far from the access point.
weak_signal
INC-000227
2026-01-02T17:40:00Z
tablet
-52
28
106
0
0
0.865
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.865.
dns_security_risk
INC-001275
2026-01-10T17:45:00Z
iot_sensor
-57
66
348
21.85
0
0.207
iot sensor reports latency of 348 ms and packet loss of 21.85%, causing slow or unstable application traffic.
high_latency
INC-003737
2026-01-29T13:10:00Z
smart_tv
-43
30
25
0.64
0
0.937
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.937.
dns_security_risk
INC-003802
2026-01-30T01:10:00Z
tablet
-41
20
165
1.2
10
0.17
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001523
2026-01-12T15:17:00Z
voice_assistant
-38
16
45
0.94
0
0.832
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.832.
dns_security_risk
INC-001767
2026-01-14T11:58:00Z
smart_tv
-66
71
261
21.7
0
0.062
Network quality degradation for smart tv: elevated round-trip time and 21.7% packet loss despite an acceptable signal level.
high_latency
INC-001085
2026-01-09T07:00:00Z
iot_sensor
-40
20
122
0.06
1
0.967
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.967.
dns_security_risk
INC-000171
2026-01-02T07:29:00Z
gaming_console
-56
63
605
18.7
0
0.11
Network quality degradation for gaming console: elevated round-trip time and 18.7% packet loss despite an acceptable signal level.
high_latency
INC-003094
2026-01-24T15:16:00Z
voice_assistant
-45
8
172
0.6
10
0.103
voice assistant failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-000810
2026-01-07T04:38:00Z
smart_tv
-58
8
18
0.55
0
0.203
smart tv is connected normally with RSSI -58 dBm, latency 18 ms, channel utilization 8% and no material packet loss.
healthy
INC-003499
2026-01-27T17:29:00Z
tablet
-90
32
6
4.72
0
0.21
tablet repeatedly disconnects with weak RSSI of -90 dBm while other network indicators remain mostly normal.
weak_signal
INC-005681
2026-02-13T09:37:00Z
voice_assistant
-43
20
33
0.21
1
0.982
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.982.
dns_security_risk
INC-002392
2026-01-19T06:39:00Z
security_camera
-51
16
133
0.94
15
0.017
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005140
2026-02-09T06:30:00Z
smartphone
-63
17
108
1.04
9
0.014
Address assignment problem for smartphone: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000143
2026-01-02T02:20:00Z
gaming_console
-55
38
96
0.49
1
0.777
Potential DNS security incident for gaming console: anomalous query pattern and risk score 0.777.
dns_security_risk
INC-001080
2026-01-09T06:01:00Z
gaming_console
-57
39
43
0.55
0
0.15
Routine health check for gaming console: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004426
2026-02-03T19:32:00Z
tablet
-65
10
56
1.04
9
0.203
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004397
2026-02-03T14:12:00Z
smart_tv
-58
40
84
0.9
0
0.872
Potential DNS security incident for smart tv: anomalous query pattern and risk score 0.872.
dns_security_risk
INC-001331
2026-01-11T04:01:00Z
voice_assistant
-62
48
127
0.1
0
0.945
Potential DNS security incident for voice assistant: anomalous query pattern and risk score 0.945.
dns_security_risk
INC-004316
2026-02-02T23:17:00Z
security_camera
-64
93
39
1.3
0
0.121
security camera experiences reduced throughput while channel utilization is 93% and neighbouring traffic is heavy.
wifi_congestion
INC-003712
2026-01-29T08:33:00Z
laptop
-66
27
112
0.33
3
0.112
Address assignment problem for laptop: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004120
2026-02-01T11:25:00Z
tablet
-62
45
57
0.49
15
0.208
tablet failed to obtain or renew an IP address; 15 DHCP failures were observed recently.
dhcp_failure
INC-001126
2026-01-09T14:29:00Z
security_camera
-49
48
49
0.05
14
0.053
security camera failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-001118
2026-01-09T13:08:00Z
tablet
-61
99
105
5.91
0
0.207
tablet experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-002057
2026-01-16T17:10:00Z
iot_sensor
-43
23
72
0.72
0
0.779
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.779.
dns_security_risk
INC-001441
2026-01-12T00:15:00Z
smartphone
-82
20
54
4.29
0
0.123
smartphone repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-002895
2026-01-23T02:48:00Z
voice_assistant
-52
64
610
6.32
0
0.199
voice assistant reports latency of 610 ms and packet loss of 6.32%, causing slow or unstable application traffic.
high_latency
INC-005010
2026-02-08T06:35:00Z
security_camera
-66
29
21
0.36
0
0.206
Routine health check for security camera: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-004877
2026-02-07T06:10:00Z
tablet
-46
20
89
0.53
1
0.947
Potential DNS security incident for tablet: anomalous query pattern and risk score 0.947.
dns_security_risk
INC-003559
2026-01-28T04:34:00Z
laptop
-77
42
24
1.31
1
0.202
Poor Wi-Fi coverage detected for laptop; signal strength is -77 dBm and the client appears far from the access point.
weak_signal
INC-002661
2026-01-21T07:52:00Z
gaming_console
-61
46
638
22.49
1
0.046
Network quality degradation for gaming console: elevated round-trip time and 22.49% packet loss despite an acceptable signal level.
high_latency
INC-000477
2026-01-04T15:32:00Z
laptop
-41
63
251
17.4
1
0.025
Network quality degradation for laptop: elevated round-trip time and 17.4% packet loss despite an acceptable signal level.
high_latency
INC-004509
2026-02-04T10:45:00Z
smartphone
-48
57
187
22.13
1
0.121
smartphone reports latency of 187 ms and packet loss of 22.13%, causing slow or unstable application traffic.
high_latency
INC-005826
2026-02-14T12:15:00Z
laptop
-44
26
29
0.55
0
0.14
laptop is connected normally with RSSI -44 dBm, latency 29 ms, channel utilization 26% and no material packet loss.
healthy
INC-000306
2026-01-03T08:16:00Z
smartphone
-64
31
10
0.45
0
0.172
smartphone is connected normally with RSSI -64 dBm, latency 10 ms, channel utilization 31% and no material packet loss.
healthy
INC-005701
2026-02-13T13:20:00Z
tablet
-87
23
61
4.65
0
0.124
tablet repeatedly disconnects with weak RSSI of -87 dBm while other network indicators remain mostly normal.
weak_signal
INC-001201
2026-01-10T04:18:00Z
tablet
-86
42
42
2.1
1
0.028
Poor Wi-Fi coverage detected for tablet; signal strength is -86 dBm and the client appears far from the access point.
weak_signal
INC-004107
2026-02-01T08:57:00Z
voice_assistant
-51
36
356
8.68
0
0.153
Network quality degradation for voice assistant: elevated round-trip time and 8.68% packet loss despite an acceptable signal level.
high_latency
INC-002352
2026-01-18T23:19:00Z
gaming_console
-64
43
30
0.86
0
0.219
gaming console is connected normally with RSSI -64 dBm, latency 30 ms, channel utilization 43% and no material packet loss.
healthy
INC-004971
2026-02-07T23:29:00Z
tablet
-46
67
570
4.83
0
0.197
tablet reports latency of 570 ms and packet loss of 4.83%, causing slow or unstable application traffic.
high_latency
INC-003106
2026-01-24T17:29:00Z
iot_sensor
-61
46
88
0.37
7
0.07
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-004651
2026-02-05T12:51:00Z
laptop
-84
21
48
4.47
0
0.011
laptop repeatedly disconnects with weak RSSI of -84 dBm while other network indicators remain mostly normal.
weak_signal
INC-003261
2026-01-25T21:54:00Z
gaming_console
-45
46
451
12.56
1
0.186
Network quality degradation for gaming console: elevated round-trip time and 12.56% packet loss despite an acceptable signal level.
high_latency
INC-005282
2026-02-10T08:27:00Z
tablet
-58
91
90
5.66
0
0.202
Likely Wi-Fi congestion affecting tablet: busy channel at 91% utilization with intermittent retransmissions.
wifi_congestion
INC-003013
2026-01-24T00:30:00Z
smart_tv
-82
39
16
4.64
0
0.115
smart tv repeatedly disconnects with weak RSSI of -82 dBm while other network indicators remain mostly normal.
weak_signal
INC-001547
2026-01-12T19:41:00Z
voice_assistant
-47
9
88
0.8
0
0.986
voice assistant generated unusual DNS activity with risk score 0.986; review domains and resolver behaviour.
dns_security_risk
INC-001416
2026-01-11T19:44:00Z
iot_sensor
-63
8
16
0.44
0
0.203
iot sensor is connected normally with RSSI -63 dBm, latency 16 ms, channel utilization 8% and no material packet loss.
healthy
INC-000444
2026-01-04T09:33:00Z
laptop
-62
36
39
0.83
1
0.196
laptop is connected normally with RSSI -62 dBm, latency 39 ms, channel utilization 36% and no material packet loss.
healthy
INC-005805
2026-02-14T08:19:00Z
gaming_console
-50
74
203
21.01
0
0.188
Network quality degradation for gaming console: elevated round-trip time and 21.01% packet loss despite an acceptable signal level.
high_latency
INC-004338
2026-02-03T03:22:00Z
smart_tv
-51
35
36
0.82
0
0.167
smart tv is connected normally with RSSI -51 dBm, latency 36 ms, channel utilization 35% and no material packet loss.
healthy
INC-005383
2026-02-11T03:03:00Z
gaming_console
-85
42
49
2.51
0
0.167
Poor Wi-Fi coverage detected for gaming console; signal strength is -85 dBm and the client appears far from the access point.
weak_signal