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

# UserAccessPatternAnomaly

tags: user behavior, cybersecurity, anomaly detection

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

**Dataset Description:**

The 'UserAccessPatternAnomaly' dataset is a curated collection of user access logs designed for the purpose of training machine learning models to detect anomalous user behavior in the context of cybersecurity. The dataset features user access patterns, which include login times, frequency, duration, and locations, as well as user activities performed within the system. Each row represents a single access event, and the dataset is labeled to facilitate the identification of anomalous behavior that may indicate a security threat or compromise.

**CSV Content Preview:**

```
timestamp,user_id,login_time,logout_time,duration,location,activity,label
2023-01-01T08:30:00,U123,2023-01-01T08:30:00,2023-01-01T08:45:00,15,Office,File_Access,Normal
2023-01-01T19:00:00,U124,2023-01-01T19:00:00,2023-01-01T19:30:00,30,Remote,Database_Update,Suspicious
2023-01-02T11:15:00,U125,2023-01-02T11:15:00,2023-01-02T11:20:00,5,Office,File_Access,Normal
2023-01-02T23:45:00,U126,2023-01-02T23:45:00,2023-01-03T00:15:00,30,Remote,Password_Reset,Suspicious
2023-01-03T03:00:00,U127,2023-01-03T03:00:00,2023-01-03T03:05:00,5,Home,Social_Media,Normal
```

The labels 'Normal' and 'Suspicious' represent the two possible outcomes of the anomaly detection task. 'Normal' signifies that the access pattern is typical and does not indicate a threat, while 'Suspicious' suggests that the access behavior deviates from the user's usual pattern and may require further investigation.

**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 '':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=&dataset=UserAccessPatternAnomaly&tags=user+behavior,+cybersecurity,+anomaly+detection
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
