license:mit size_categories:n<1K format:csv modality:tabular modality:text library:datasets library:pandas library:mlcroissant library:polars region:us infinite-dataset-hub synthetic
---
license: mit
tags:
- infinite-dataset-hub
- synthetic
---

# DeviceScanSet

tags: Network Devices, Predictive Maintenance, Classification

_Note: This is an AI-generated dataset so its content may be inaccurate or false_

**Dataset Description:**

The 'DeviceScanSet' dataset compiles records from a series of network device scans aimed at predictive maintenance and classification of devices based on their operational status and health indicators. Each entry captures the essential attributes from the scans, such as device type, IP address, scan date, performance metrics, and a label indicating the device's condition (e.g., 'Operational', 'Underperforming', 'Critical'). The label helps machine learning models to train for device condition prediction.

**CSV Content Preview:**

```
timestamp,device_type,ip_address,scan_date,cpu_usage,memory_usage,disk_io,labels
2023-03-15T12:00:00Z,Router,192.168.1.1,2023-03-15,70%,45%,500,Operational
2023-03-15T12:05:00Z,Switch,192.168.1.2,2023-03-15,55%,40%,300,Operational
2023-03-15T12:10:00Z,Firewall,192.168.1.3,2023-03-15,80%,55%,750,Underperforming
2023-03-15T12:15:00Z,Router,192.168.1.4,2023-03-15,60%,50%,450,Critical
2023-03-15T12:20:00Z,Switch,192.168.1.5,2023-03-15,45%,35%,250,Operational
```

In this CSV preview, the first row is a header row with column names, and the subsequent rows are individual records with the scan data and labels indicating the condition of the device. The dataset is suitable for training machine learning models to automate the classification of network devices and potentially predict future maintenance requirements.

**Source of the data:**

The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query 'network device scan':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=network+device+scan&dataset=DeviceScanSet&tags=Network+Devices,+Predictive+Maintenance,+Classification
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
