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Datasets:
codingkiddo
/
smartnet-network-incidents

Tasks:
Text Classification
Modalities:
Tabular
Text
Formats:
parquet
Languages:
English
Size:
1K - 10K
Tags:
networking
wifi
cybersecurity
synthetic-data
connected-home
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
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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
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SmartNet Network Incidents

Dataset description

SmartNet Network Incidents is a synthetic dataset for experimenting with classification of connected-home networking and security incidents.

Each record combines structured telemetry with a short natural-language incident description.

Supported tasks

  • Network incident classification
  • Support-ticket triage
  • Explainable troubleshooting demonstrations
  • Retrieval and RAG experiments
  • Model-serving and observability demonstrations

Labels

Label Meaning
healthy No material network problem detected
weak_signal Poor Wi-Fi signal or excessive distance/attenuation
wifi_congestion Heavy channel utilization or interference
high_latency Elevated latency or packet loss
dhcp_failure Address allocation or lease-renewal problem
dns_security_risk Suspicious or unusually risky DNS behaviour

Fields

Field Type Description
incident_id string Synthetic record identifier
timestamp string Synthetic UTC timestamp
device_type string Device category
rssi_dbm integer Received signal strength
channel_utilization_pct integer Wi-Fi channel utilization
latency_ms integer Observed network latency
packet_loss_pct float Estimated packet loss
dhcp_failures integer Recent DHCP failures
dns_risk_score float Synthetic DNS risk score
incident_text string Natural-language incident summary
label string Target incident category

Data generation

The records are generated programmatically with deterministic random seeds, label-specific telemetry ranges, varied text templates, and small amounts of noise. No customer records, personal data, or production telemetry are used.

Intended use

This dataset is intended for education, portfolio demonstrations, prototyping, testing pipelines, and comparing classification approaches.

Limitations

  • The data is synthetic.
  • Labels originate from generation rules rather than human annotation.
  • Reported model scores may overestimate real-world performance.
  • The dataset does not represent every router, client, environment, or attack.
  • It must not be used for safety-critical or production security decisions without validation on representative real-world data.

Privacy

The dataset contains no real users, addresses, identifiers, or customer telemetry.
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