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-005505
2026-02-12T01:19:00Z
iot_sensor
-61
76
569
4.85
0
0.13
iot sensor reports latency of 569 ms and packet loss of 4.85%, causing slow or unstable application traffic.
high_latency
INC-005879
2026-02-14T21:58:00Z
iot_sensor
-63
43
125
1.12
1
0.833
iot sensor generated unusual DNS activity with risk score 0.833; review domains and resolver behaviour.
dns_security_risk
INC-002572
2026-01-20T15:41:00Z
voice_assistant
-55
33
122
0.62
13
0.026
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002859
2026-01-22T20:12:00Z
laptop
-55
32
345
20.29
0
0.179
Network quality degradation for laptop: elevated round-trip time and 20.29% packet loss despite an acceptable signal level.
high_latency
INC-002199
2026-01-17T19:19:00Z
iot_sensor
-44
59
770
20.25
0
0.16
iot sensor reports latency of 770 ms and packet loss of 20.25%, causing slow or unstable application traffic.
high_latency
INC-005434
2026-02-11T12:16:00Z
security_camera
-57
25
48
1.16
10
0.07
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000049
2026-01-01T09:08:00Z
laptop
-76
18
51
2.42
0
0.205
laptop repeatedly disconnects with weak RSSI of -76 dBm while other network indicators remain mostly normal.
weak_signal
INC-001155
2026-01-09T19:54:00Z
gaming_console
-53
33
480
14.58
1
0.148
gaming console reports latency of 480 ms and packet loss of 14.58%, causing slow or unstable application traffic.
high_latency
INC-003630
2026-01-28T17:34:00Z
gaming_console
-46
30
32
0.42
0
0.147
gaming console is connected normally with RSSI -46 dBm, latency 32 ms, channel utilization 30% and no material packet loss.
healthy
INC-004843
2026-02-06T23:53:00Z
laptop
-91
49
49
1.88
1
0.114
laptop repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal
INC-000768
2026-01-06T20:52:00Z
smartphone
-53
30
37
0.6
0
0.21
smartphone is connected normally with RSSI -53 dBm, latency 37 ms, channel utilization 30% and no material packet loss.
healthy
INC-005647
2026-02-13T03:18:00Z
gaming_console
-89
18
71
0.87
0
0.065
Poor Wi-Fi coverage detected for gaming console; signal strength is -89 dBm and the client appears far from the access point.
weak_signal
INC-004566
2026-02-04T21:15:00Z
iot_sensor
-63
19
9
0.2
1
0.077
iot sensor is connected normally with RSSI -63 dBm, latency 9 ms, channel utilization 19% and no material packet loss.
healthy
INC-001047
2026-01-09T00:06:00Z
gaming_console
-38
75
336
19.09
0
0.078
gaming console reports latency of 336 ms and packet loss of 19.09%, causing slow or unstable application traffic.
high_latency
INC-004448
2026-02-03T23:33:00Z
smartphone
-61
84
53
6.46
0
0.022
smartphone experiences reduced throughput while channel utilization is 84% and neighbouring traffic is heavy.
wifi_congestion
INC-003799
2026-01-30T00:32:00Z
voice_assistant
-94
47
38
2.69
0
0.09
voice assistant repeatedly disconnects with weak RSSI of -94 dBm while other network indicators remain mostly normal.
weak_signal
INC-002108
2026-01-17T02:34:00Z
tablet
-64
90
116
3.86
0
0.192
Likely Wi-Fi congestion affecting tablet: busy channel at 90% utilization with intermittent retransmissions.
wifi_congestion
INC-000424
2026-01-04T05:53:00Z
iot_sensor
-49
21
167
0.87
14
0.046
iot sensor failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-001893
2026-01-15T11:13:00Z
laptop
-53
38
410
8.89
1
0.051
Network quality degradation for laptop: elevated round-trip time and 8.89% packet loss despite an acceptable signal level.
high_latency
INC-004178
2026-02-01T22:00:00Z
laptop
-51
99
38
4.04
0
0.152
laptop experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-002952
2026-01-23T13:17:00Z
voice_assistant
-40
34
37
0.01
0
0.165
voice assistant is connected normally with RSSI -40 dBm, latency 37 ms, channel utilization 34% and no material packet loss.
healthy
INC-000828
2026-01-07T07:57:00Z
gaming_console
-53
10
42
0.19
1
0.041
gaming console is connected normally with RSSI -53 dBm, latency 42 ms, channel utilization 10% and no material packet loss.
healthy
INC-003199
2026-01-25T10:29:00Z
voice_assistant
-82
11
34
4.64
0
0.174
Poor Wi-Fi coverage detected for voice assistant; signal strength is -82 dBm and the client appears far from the access point.
weak_signal
INC-002910
2026-01-23T05:40:00Z
smart_tv
-45
29
19
0.89
0
0.134
smart tv is connected normally with RSSI -45 dBm, latency 19 ms, channel utilization 29% and no material packet loss.
healthy
INC-005925
2026-02-15T06:23:00Z
smartphone
-50
58
546
7.23
1
0.023
smartphone reports latency of 546 ms and packet loss of 7.23%, causing slow or unstable application traffic.
high_latency
INC-004439
2026-02-03T21:50:00Z
iot_sensor
-59
46
104
0.37
0
0.816
iot sensor generated unusual DNS activity with risk score 0.816; review domains and resolver behaviour.
dns_security_risk
INC-002508
2026-01-20T03:58:00Z
tablet
-52
13
29
0.38
0
0.135
tablet is connected normally with RSSI -52 dBm, latency 29 ms, channel utilization 13% and no material packet loss.
healthy
INC-004893
2026-02-07T09:03:00Z
smart_tv
-41
78
182
16.94
0
0.182
smart tv reports latency of 182 ms and packet loss of 16.94%, causing slow or unstable application traffic.
high_latency
INC-005305
2026-02-10T12:44:00Z
voice_assistant
-91
28
31
2.12
0
0.04
Poor Wi-Fi coverage detected for voice assistant; signal strength is -91 dBm and the client appears far from the access point.
weak_signal
INC-004299
2026-02-02T20:19:00Z
voice_assistant
-58
32
769
14.49
0
0.187
Network quality degradation for voice assistant: elevated round-trip time and 14.49% packet loss despite an acceptable signal level.
high_latency
INC-002863
2026-01-22T21:03:00Z
security_camera
-84
48
45
0.44
0
0.105
Poor Wi-Fi coverage detected for security camera; signal strength is -84 dBm and the client appears far from the access point.
weak_signal
INC-005983
2026-02-15T16:59:00Z
smartphone
-88
24
37
1.13
0
0.134
smartphone repeatedly disconnects with weak RSSI of -88 dBm while other network indicators remain mostly normal.
weak_signal
INC-004785
2026-02-06T13:22:00Z
gaming_console
-49
30
272
3.95
0
0.028
Network quality degradation for gaming console: elevated round-trip time and 3.95% packet loss despite an acceptable signal level.
high_latency
INC-002164
2026-01-17T12:48:00Z
iot_sensor
-52
20
162
0.74
4
0.216
iot sensor failed to obtain or renew an IP address; 4 DHCP failures were observed recently.
dhcp_failure
INC-002414
2026-01-19T10:39:00Z
security_camera
-43
81
78
3.98
0
0.135
Likely Wi-Fi congestion affecting security camera: busy channel at 81% utilization with intermittent retransmissions.
wifi_congestion
INC-000961
2026-01-08T08:14:00Z
gaming_console
-77
13
21
0.89
1
0.014
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-004975
2026-02-08T00:06:00Z
smartphone
-93
51
44
3.59
1
0.119
Poor Wi-Fi coverage detected for smartphone; signal strength is -93 dBm and the client appears far from the access point.
weak_signal
INC-004054
2026-01-31T23:24:00Z
smart_tv
-40
27
104
0.05
14
0.068
smart tv failed to obtain or renew an IP address; 14 DHCP failures were observed recently.
dhcp_failure
INC-001218
2026-01-10T07:22:00Z
gaming_console
-52
12
19
0.7
0
0.128
gaming console is connected normally with RSSI -52 dBm, latency 19 ms, channel utilization 12% and no material packet loss.
healthy
INC-005163
2026-02-09T10:39:00Z
laptop
-39
36
373
13.08
0
0.146
laptop reports latency of 373 ms and packet loss of 13.08%, causing slow or unstable application traffic.
high_latency
INC-000287
2026-01-03T04:37:00Z
smartphone
-65
27
66
0.48
0
0.961
smartphone generated unusual DNS activity with risk score 0.961; review domains and resolver behaviour.
dns_security_risk
INC-001017
2026-01-08T18:37:00Z
tablet
-40
67
401
11.46
0
0.151
tablet reports latency of 401 ms and packet loss of 11.46%, causing slow or unstable application traffic.
high_latency
INC-004610
2026-02-05T05:11:00Z
laptop
-41
92
80
6.33
0
0.065
laptop experiences reduced throughput while channel utilization is 92% and neighbouring traffic is heavy.
wifi_congestion
INC-003258
2026-01-25T21:21:00Z
security_camera
-55
38
41
0.08
0
0.041
security camera is connected normally with RSSI -55 dBm, latency 41 ms, channel utilization 38% and no material packet loss.
healthy
INC-000257
2026-01-02T23:09:00Z
iot_sensor
-41
33
62
0.04
1
0.809
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.809.
dns_security_risk
INC-001271
2026-01-10T17:10:00Z
iot_sensor
-41
39
87
0.32
0
0.881
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.881.
dns_security_risk
INC-003873
2026-01-30T14:08:00Z
gaming_console
-58
53
215
5.84
0
0.106
gaming console reports latency of 215 ms and packet loss of 5.84%, causing slow or unstable application traffic.
high_latency
INC-003996
2026-01-31T12:46:00Z
gaming_console
-50
36
34
0.1
0
0.074
gaming console is connected normally with RSSI -50 dBm, latency 34 ms, channel utilization 36% and no material packet loss.
healthy
INC-004976
2026-02-08T00:17:00Z
smart_tv
-51
88
66
3.66
0
0.063
Likely Wi-Fi congestion affecting smart tv: busy channel at 88% utilization with intermittent retransmissions.
wifi_congestion
INC-003177
2026-01-25T06:35:00Z
iot_sensor
-63
70
820
21.37
0
0.203
iot sensor reports latency of 820 ms and packet loss of 21.37%, causing slow or unstable application traffic.
high_latency
INC-001485
2026-01-12T08:21:00Z
smart_tv
-66
28
734
8.25
0
0.073
Network quality degradation for smart tv: elevated round-trip time and 8.25% packet loss despite an acceptable signal level.
high_latency
INC-002044
2026-01-16T14:48:00Z
iot_sensor
-54
27
168
0.32
9
0.056
iot sensor failed to obtain or renew an IP address; 9 DHCP failures were observed recently.
dhcp_failure
INC-004005
2026-01-31T14:18:00Z
smart_tv
-42
57
217
10.54
1
0.208
smart tv reports latency of 217 ms and packet loss of 10.54%, causing slow or unstable application traffic.
high_latency
INC-000033
2026-01-01T06:08:00Z
laptop
-55
72
691
17.42
1
0.01
laptop reports latency of 691 ms and packet loss of 17.42%, causing slow or unstable application traffic.
high_latency
INC-005806
2026-02-14T08:32:00Z
voice_assistant
-65
45
65
0.85
13
0.021
voice assistant failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-000600
2026-01-05T14:09:00Z
gaming_console
-51
47
32
0.36
1
0.151
gaming console is connected normally with RSSI -51 dBm, latency 32 ms, channel utilization 47% and no material packet loss.
healthy
INC-001124
2026-01-09T14:12:00Z
smart_tv
-66
99
90
5.3
0
0.183
smart tv experiences reduced throughput while channel utilization is 99% and neighbouring traffic is heavy.
wifi_congestion
INC-000388
2026-01-03T23:18:00Z
gaming_console
-59
43
75
0.06
3
0.155
Address assignment problem for gaming console: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-002369
2026-01-19T02:19:00Z
security_camera
-38
32
89
0.23
1
0.851
Potential DNS security incident for security camera: anomalous query pattern and risk score 0.851.
dns_security_risk
INC-003886
2026-01-30T16:36:00Z
security_camera
-67
52
173
0.7
12
0.067
security camera failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-000949
2026-01-08T06:07:00Z
iot_sensor
-89
22
51
1.84
0
0.112
iot sensor repeatedly disconnects with weak RSSI of -89 dBm while other network indicators remain mostly normal.
weak_signal
INC-000364
2026-01-03T18:54:00Z
tablet
-39
47
53
1.05
13
0.03
tablet failed to obtain or renew an IP address; 13 DHCP failures were observed recently.
dhcp_failure
INC-004409
2026-02-03T16:23:00Z
voice_assistant
-66
28
53
1.04
0
0.891
voice assistant generated unusual DNS activity with risk score 0.891; review domains and resolver behaviour.
dns_security_risk
INC-002251
2026-01-18T04:45:00Z
gaming_console
-80
30
22
2.03
0
0.198
gaming console repeatedly disconnects with weak RSSI of -80 dBm while other network indicators remain mostly normal.
weak_signal
INC-001060
2026-01-09T02:29:00Z
tablet
-39
17
130
0.09
15
0.105
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-005639
2026-02-13T01:56:00Z
iot_sensor
-56
34
36
0.65
0
0.906
iot sensor generated unusual DNS activity with risk score 0.906; review domains and resolver behaviour.
dns_security_risk
INC-005424
2026-02-11T10:28:00Z
smart_tv
-60
35
30
1.16
0
0.108
Routine health check for smart tv: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-001581
2026-01-13T01:56:00Z
smart_tv
-53
49
212
20.49
0
0.209
smart tv reports latency of 212 ms and packet loss of 20.49%, causing slow or unstable application traffic.
high_latency
INC-004805
2026-02-06T17:05:00Z
smart_tv
-51
21
28
1.01
0
0.772
smart tv generated unusual DNS activity with risk score 0.772; review domains and resolver behaviour.
dns_security_risk
INC-001802
2026-01-14T18:24:00Z
voice_assistant
-53
81
48
3.11
0
0.186
Likely Wi-Fi congestion affecting voice assistant: busy channel at 81% utilization with intermittent retransmissions.
wifi_congestion
INC-002488
2026-01-20T00:14:00Z
iot_sensor
-45
15
75
0.78
10
0.059
Address assignment problem for iot sensor: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001001
2026-01-08T15:39:00Z
iot_sensor
-50
12
75
0.59
0
0.9
Potential DNS security incident for iot sensor: anomalous query pattern and risk score 0.9.
dns_security_risk
INC-002691
2026-01-21T13:26:00Z
laptop
-47
74
515
11.37
0
0.122
laptop reports latency of 515 ms and packet loss of 11.37%, causing slow or unstable application traffic.
high_latency
INC-001876
2026-01-15T08:02:00Z
security_camera
-67
33
66
0.84
5
0.125
Address assignment problem for security camera: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000562
2026-01-05T07:08:00Z
voice_assistant
-62
8
41
0.81
13
0.102
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001333
2026-01-11T04:31:00Z
gaming_console
-78
13
46
1.17
1
0.07
Poor Wi-Fi coverage detected for gaming console; signal strength is -78 dBm and the client appears far from the access point.
weak_signal
INC-000764
2026-01-06T20:10:00Z
voice_assistant
-47
85
70
0.56
0
0.041
voice assistant experiences reduced throughput while channel utilization is 85% and neighbouring traffic is heavy.
wifi_congestion
INC-002600
2026-01-20T20:50:00Z
laptop
-55
87
65
2.11
1
0.143
Likely Wi-Fi congestion affecting laptop: busy channel at 87% utilization with intermittent retransmissions.
wifi_congestion
INC-003165
2026-01-25T04:18:00Z
security_camera
-54
69
519
9.59
0
0.082
security camera reports latency of 519 ms and packet loss of 9.59%, causing slow or unstable application traffic.
high_latency
INC-005082
2026-02-08T19:49:00Z
laptop
-57
22
9
0.2
0
0.053
Routine health check for laptop: stable connection, low DNS risk and normal DHCP behaviour.
healthy
INC-000940
2026-01-08T04:22:00Z
voice_assistant
-53
34
54
0.89
10
0.071
voice assistant failed to obtain or renew an IP address; 10 DHCP failures were observed recently.
dhcp_failure
INC-004890
2026-02-07T08:33:00Z
voice_assistant
-66
35
21
0.36
0
0.106
voice assistant is connected normally with RSSI -66 dBm, latency 21 ms, channel utilization 35% and no material packet loss.
healthy
INC-004870
2026-02-07T04:55:00Z
laptop
-55
17
175
0.83
5
0.083
laptop failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-005455
2026-02-11T16:08:00Z
gaming_console
-91
32
57
1.1
0
0.186
gaming console repeatedly disconnects with weak RSSI of -91 dBm while other network indicators remain mostly normal.
weak_signal
INC-003930
2026-01-31T00:33:00Z
laptop
-40
27
17
1
0
0.125
laptop is connected normally with RSSI -40 dBm, latency 17 ms, channel utilization 27% and no material packet loss.
healthy
INC-002404
2026-01-19T08:49:00Z
laptop
-54
8
21
0.23
11
0.124
laptop failed to obtain or renew an IP address; 11 DHCP failures were observed recently.
dhcp_failure
INC-003014
2026-01-24T00:37:00Z
smart_tv
-66
87
60
3.02
1
0.218
Likely Wi-Fi congestion affecting smart tv: busy channel at 87% utilization with intermittent retransmissions.
wifi_congestion
INC-000144
2026-01-02T02:25:00Z
voice_assistant
-63
43
45
0.22
0
0.101
voice assistant is connected normally with RSSI -63 dBm, latency 45 ms, channel utilization 43% and no material packet loss.
healthy
INC-000059
2026-01-01T10:56:00Z
gaming_console
-52
38
44
0.41
0
0.958
Potential DNS security incident for gaming console: anomalous query pattern and risk score 0.958.
dns_security_risk
INC-004732
2026-02-06T03:39:00Z
iot_sensor
-55
20
44
0.86
5
0.219
iot sensor failed to obtain or renew an IP address; 5 DHCP failures were observed recently.
dhcp_failure
INC-001695
2026-01-13T22:51:00Z
smart_tv
-55
48
550
20.19
1
0.127
smart tv reports latency of 550 ms and packet loss of 20.19%, causing slow or unstable application traffic.
high_latency
INC-001999
2026-01-16T06:37:00Z
gaming_console
-87
40
55
0.63
1
0.203
Poor Wi-Fi coverage detected for gaming console; signal strength is -87 dBm and the client appears far from the access point.
weak_signal
INC-003866
2026-01-30T12:56:00Z
voice_assistant
-43
80
94
1.18
0
0.11
voice assistant experiences reduced throughput while channel utilization is 80% and neighbouring traffic is heavy.
wifi_congestion
INC-000542
2026-01-05T03:25:00Z
tablet
-44
91
52
5.93
1
0.163
tablet experiences reduced throughput while channel utilization is 91% and neighbouring traffic is heavy.
wifi_congestion
INC-001720
2026-01-14T03:21:00Z
laptop
-59
29
166
0.01
12
0.165
laptop failed to obtain or renew an IP address; 12 DHCP failures were observed recently.
dhcp_failure
INC-002523
2026-01-20T06:42:00Z
smartphone
-40
52
545
7.64
0
0.193
Network quality degradation for smartphone: elevated round-trip time and 7.64% packet loss despite an acceptable signal level.
high_latency
INC-001443
2026-01-12T00:36:00Z
tablet
-59
80
227
12.06
0
0.103
Network quality degradation for tablet: elevated round-trip time and 12.06% packet loss despite an acceptable signal level.
high_latency
INC-003994
2026-01-31T12:18:00Z
voice_assistant
-44
29
101
0.17
12
0.159
Address assignment problem for voice assistant: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-000934
2026-01-08T03:17:00Z
tablet
-57
25
82
1
8
0.201
Address assignment problem for tablet: repeated DHCP negotiation failures prevent stable connectivity.
dhcp_failure
INC-001436
2026-01-11T23:26:00Z
smartphone
-46
98
148
5.25
0
0.052
smartphone experiences reduced throughput while channel utilization is 98% and neighbouring traffic is heavy.
wifi_congestion