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ShreyasP123
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anomaly_detection_metrics_data

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metric_name
stringclasses
19 values
timestamp
stringlengths
32
32
value
float64
0
1,869B
attributes
dict
system.cpu.load_average.15m
2025-02-05T09:22:50.642616+00:00
0
{ "state": null, "protocol": null, "device": null, "direction": null, "cpu": null }
system.cpu.load_average.1m
2025-02-05T09:22:50.642616+00:00
0
{ "state": null, "protocol": null, "device": null, "direction": null, "cpu": null }
system.cpu.load_average.5m
2025-02-05T09:22:50.642616+00:00
0.005
{ "state": null, "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.usage
2025-02-05T09:22:50.642766+00:00
1,441,705,984
{ "state": "used", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.usage
2025-02-05T09:22:50.642766+00:00
277,905,408
{ "state": "free", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.usage
2025-02-05T09:22:50.642766+00:00
103,485,440
{ "state": "buffered", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.usage
2025-02-05T09:22:50.642766+00:00
2,226,442,240
{ "state": "cached", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.usage
2025-02-05T09:22:50.642766+00:00
182,628,352
{ "state": "slab_reclaimable", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.usage
2025-02-05T09:22:50.642766+00:00
69,488,640
{ "state": "slab_unreclaimable", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.utilization
2025-02-05T09:22:50.642766+00:00
0.356017
{ "state": "used", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.utilization
2025-02-05T09:22:50.642766+00:00
0.068626
{ "state": "free", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.utilization
2025-02-05T09:22:50.642766+00:00
0.025555
{ "state": "buffered", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.utilization
2025-02-05T09:22:50.642766+00:00
0.549801
{ "state": "cached", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.utilization
2025-02-05T09:22:50.642766+00:00
0.045099
{ "state": "slab_reclaimable", "protocol": null, "device": null, "direction": null, "cpu": null }
system.memory.utilization
2025-02-05T09:22:50.642766+00:00
0.01716
{ "state": "slab_unreclaimable", "protocol": null, "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
0
{ "state": "FIN_WAIT_2", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
0
{ "state": "LAST_ACK", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
17
{ "state": "LISTEN", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
1
{ "state": "CLOSE_WAIT", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
0
{ "state": "CLOSING", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
0
{ "state": "DELETE", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
0
{ "state": "SYN_SENT", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
0
{ "state": "SYN_RECV", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
0
{ "state": "TIME_WAIT", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
0
{ "state": "CLOSE", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
13
{ "state": "ESTABLISHED", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.connections
2025-02-05T09:22:50.642996+00:00
0
{ "state": "FIN_WAIT_1", "protocol": "tcp", "device": null, "direction": null, "cpu": null }
system.network.dropped
2025-02-05T09:22:50.642913+00:00
0
{ "state": null, "protocol": null, "device": "lo", "direction": "transmit", "cpu": null }
system.network.dropped
2025-02-05T09:22:50.642913+00:00
0
{ "state": null, "protocol": null, "device": "lo", "direction": "receive", "cpu": null }
system.network.dropped
2025-02-05T09:22:50.642913+00:00
0
{ "state": null, "protocol": null, "device": "eth0", "direction": "transmit", "cpu": null }
system.network.dropped
2025-02-05T09:22:50.642913+00:00
0
{ "state": null, "protocol": null, "device": "eth0", "direction": "receive", "cpu": null }
system.network.errors
2025-02-05T09:22:50.642913+00:00
0
{ "state": null, "protocol": null, "device": "lo", "direction": "transmit", "cpu": null }
system.network.errors
2025-02-05T09:22:50.642913+00:00
0
{ "state": null, "protocol": null, "device": "lo", "direction": "receive", "cpu": null }
system.network.errors
2025-02-05T09:22:50.642913+00:00
0
{ "state": null, "protocol": null, "device": "eth0", "direction": "transmit", "cpu": null }
system.network.errors
2025-02-05T09:22:50.642913+00:00
0
{ "state": null, "protocol": null, "device": "eth0", "direction": "receive", "cpu": null }
system.network.io
2025-02-05T09:22:50.642913+00:00
74,754,293
{ "state": null, "protocol": null, "device": "lo", "direction": "transmit", "cpu": null }
system.network.io
2025-02-05T09:22:50.642913+00:00
74,754,293
{ "state": null, "protocol": null, "device": "lo", "direction": "receive", "cpu": null }
system.network.io
2025-02-05T09:22:50.642913+00:00
86,296,979
{ "state": null, "protocol": null, "device": "eth0", "direction": "transmit", "cpu": null }
system.network.io
2025-02-05T09:22:50.642913+00:00
1,407,492,742
{ "state": null, "protocol": null, "device": "eth0", "direction": "receive", "cpu": null }
system.network.packets
2025-02-05T09:22:50.642913+00:00
308,785
{ "state": null, "protocol": null, "device": "lo", "direction": "transmit", "cpu": null }
system.network.packets
2025-02-05T09:22:50.642913+00:00
308,785
{ "state": null, "protocol": null, "device": "lo", "direction": "receive", "cpu": null }
system.network.packets
2025-02-05T09:22:50.642913+00:00
305,418
{ "state": null, "protocol": null, "device": "eth0", "direction": "transmit", "cpu": null }
system.network.packets
2025-02-05T09:22:50.642913+00:00
1,178,272
{ "state": null, "protocol": null, "device": "eth0", "direction": "receive", "cpu": null }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
689.93
{ "state": "user", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
88.33
{ "state": "system", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
18,886.32
{ "state": "idle", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
0
{ "state": "interrupt", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
3.6
{ "state": "nice", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
5.01
{ "state": "softirq", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
0
{ "state": "steal", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
119.72
{ "state": "wait", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
389.46
{ "state": "user", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
95.96
{ "state": "system", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
19,177.41
{ "state": "idle", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
0
{ "state": "interrupt", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
8.28
{ "state": "nice", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
5.74
{ "state": "softirq", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
0
{ "state": "steal", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.time
2025-02-05T09:22:50.645375+00:00
109.08
{ "state": "wait", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0.007703
{ "state": "user", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0.004354
{ "state": "system", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0.98359
{ "state": "idle", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0
{ "state": "interrupt", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0
{ "state": "nice", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0.000335
{ "state": "softirq", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0
{ "state": "steal", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0.004019
{ "state": "wait", "protocol": null, "device": null, "direction": null, "cpu": "cpu0" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0.009549
{ "state": "user", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0.005026
{ "state": "system", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0.983079
{ "state": "idle", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0
{ "state": "interrupt", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0
{ "state": "nice", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0.000335
{ "state": "softirq", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0
{ "state": "steal", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.cpu.utilization
2025-02-05T09:22:50.645375+00:00
0.00201
{ "state": "wait", "protocol": null, "device": null, "direction": null, "cpu": "cpu1" }
system.disk.io
2025-02-05T09:22:50.645455+00:00
925,696
{ "state": null, "protocol": null, "device": "sda14", "direction": "read", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
0
{ "state": null, "protocol": null, "device": "sda14", "direction": "write", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
993,990,656
{ "state": null, "protocol": null, "device": "sda", "direction": "read", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
9,231,194,112
{ "state": null, "protocol": null, "device": "sda", "direction": "write", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
974,691,328
{ "state": null, "protocol": null, "device": "sda1", "direction": "read", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
9,230,983,168
{ "state": null, "protocol": null, "device": "sda1", "direction": "write", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
9,214,976
{ "state": null, "protocol": null, "device": "sda15", "direction": "read", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
1,024
{ "state": null, "protocol": null, "device": "sda15", "direction": "write", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
6,914,048
{ "state": null, "protocol": null, "device": "sda16", "direction": "read", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
156,672
{ "state": null, "protocol": null, "device": "sda16", "direction": "write", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
9,966,592
{ "state": null, "protocol": null, "device": "sdb", "direction": "read", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
205,795,328
{ "state": null, "protocol": null, "device": "sdb", "direction": "write", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
8,582,144
{ "state": null, "protocol": null, "device": "sdb1", "direction": "read", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
205,795,328
{ "state": null, "protocol": null, "device": "sdb1", "direction": "write", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
286,720
{ "state": null, "protocol": null, "device": "sr0", "direction": "read", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
0
{ "state": null, "protocol": null, "device": "sr0", "direction": "write", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
14,336
{ "state": null, "protocol": null, "device": "loop0", "direction": "read", "cpu": null }
system.disk.io
2025-02-05T09:22:50.645455+00:00
0
{ "state": null, "protocol": null, "device": "loop0", "direction": "write", "cpu": null }
system.disk.io_time
2025-02-05T09:22:50.645455+00:00
231.522
{ "state": null, "protocol": null, "device": "sda", "direction": null, "cpu": null }
system.disk.io_time
2025-02-05T09:22:50.645455+00:00
0.046
{ "state": null, "protocol": null, "device": "sda14", "direction": null, "cpu": null }
system.disk.io_time
2025-02-05T09:22:50.645455+00:00
0.041
{ "state": null, "protocol": null, "device": "sr0", "direction": null, "cpu": null }
system.disk.io_time
2025-02-05T09:22:50.645455+00:00
0.008
{ "state": null, "protocol": null, "device": "loop0", "direction": null, "cpu": null }
system.disk.io_time
2025-02-05T09:22:50.645455+00:00
246.098
{ "state": null, "protocol": null, "device": "sda1", "direction": null, "cpu": null }
system.disk.io_time
2025-02-05T09:22:50.645455+00:00
0.056
{ "state": null, "protocol": null, "device": "sda15", "direction": null, "cpu": null }
system.disk.io_time
2025-02-05T09:22:50.645455+00:00
0.459
{ "state": null, "protocol": null, "device": "sda16", "direction": null, "cpu": null }
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Dataset Card: Anomaly Detection Metrics Data

Dataset Summary

This dataset contains system performance metrics collected over time for anomaly detection in time series data. It includes multiple system metrics such as CPU load, memory usage, and other resource utilization statistics, along with timestamps and additional attributes.

Dataset Details

  • Size: ~7.3 MB (raw JSON), 345 kB (auto-converted Parquet)
  • Rows: 46,669
  • Format: JSON
  • Libraries: datasets, pandas, croissant
  • License: MIT

Features

Feature Type Description
metric_name string Name of the system metric (e.g., system.cpu.load_average.1m, system.memory.usage)
timestamp string Timestamp of the recorded metric in ISO format
value float64 Recorded value of the metric
attributes dict Additional metadata (e.g., device, state, direction)

Usage Example

Load Dataset 

from datasets import load_dataset

dataset = load_dataset("ShreyasP123/anomaly_detection_metrics_data")
print(dataset["train"][0])  # View first record

Convert to Pandas DataFrame 

import pandas as pd

df = pd.DataFrame(dataset["train"])
print(df.head())

Applications

  • Anomaly detection in cloud and edge computing environments
  • Predictive maintenance based on system performance
  • Cybersecurity monitoring for unusual activity
  • Resource optimization in distributed systems

Limitations

  • Requires domain expertise for correct anomaly labeling
  • May not generalize well to all system configurations without retraining
  • Timestamp granularity may impact detection accuracy

Citation

If you use this dataset, please cite:

@dataset{shreyasP123_anomaly_detection_metrics_data,
  author = {ShreyasP123},
  title = {Anomaly Detection Metrics Data},
  year = {2025},
  url = {https://huggingface.co/datasets/ShreyasP123/anomaly_detection_metrics_data}
}

Maintainer

  • ShreyasP123

If you are having any queries then feel free to contact me .  :)

Downloads last month
4
Size of downloaded dataset files:
7.3 MB
Size of the auto-converted Parquet files:
345 kB
Number of rows:
46,669