metric_name
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system.cpu.load_average.15m | 2025-02-05T09:22:50.642616+00:00 | 0 | {
"state": null,
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"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}
}
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- ShreyasP123
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