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

# URL_Transformation_Key_Anomaly_Dataset

tags: Anomaly Detection, URL Analysis, Keyword Transformation

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

**Dataset Description:**

The 'URL_Transformation_Key_Anomaly_Dataset' is a curated dataset for anomaly detection tasks that focus on identifying unusual or suspicious patterns in transformed URLs. The dataset comprises of original URLs and their transformed versions post key-based integration. The transformed URLs could be a result of an anomaly in the transformation process, leading to unexpected or malicious endpoints. The dataset is structured to facilitate training machine learning models that aim to detect such anomalies by comparing the transformation results with standard practices.

**CSV Content Preview:**

```
id,original_url,transformed_url,transform_integrator,transformation_function,labels
1,https://example.com/index,https://malicious.com/index,URLParser,ApplyKey,Anomaly
2,https://blog.example.com/post/123,https://example.com/post/321,URLNormalizer,ReplaceKey,Benign
3,https://shop.example.com/product/456,https://product.example.com/order/654,URLMaker,SwapKey,Anomaly
4,https://api.example.com/data,https://secure.example.com/getData,URLDecoder,RemoveKey,Benign
5,https://vip.example.com/account,https://malicious.com/login,URLTranscoder,InvertKey,Anomaly
```

**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 'URLs KEY Transform Integrator Key Funktion':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=URLs+KEY+Transform+Integrator+Key+Funktion&dataset=URL_Transformation_Key_Anomaly_Dataset&tags=Anomaly+Detection,+URL+Analysis,+Keyword+Transformation
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
