infinite-dataset-hub/URL_Transformation_Key_Anomaly_Dataset

---
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

---
许可证：MIT许可证
标签：
- 无限数据集中心（Infinite Dataset Hub）
- 合成数据集
---

# URL_Transformation_Key_Anomaly_Dataset

tags: 异常检测（Anomaly Detection）、URL分析（URL Analysis）、关键词转换（Keyword Transformation）

**注意：本数据集由人工智能生成，其内容可能存在不准确或虚假信息**

**数据集说明：**

'URL_Transformation_Key_Anomaly_Dataset' 是一款经过精心整理的数据集，用于聚焦于识别经过转换的URL中异常或可疑模式的异常检测任务。该数据集包含原始URL及其经过基于密钥整合后的转换版本。转换后的URL可能因转换过程中的异常而生成意外或恶意的端点。本数据集的结构旨在助力机器学习模型的训练，此类模型旨在通过对比转换结果与标准规范来检测此类异常。

**CSV内容预览：**

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

**数据集来源：**

本数据集通过[无限数据集中心（Infinite Dataset Hub）](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) 与微软（Microsoft）Phi-3-mini-4k-instruct 大语言模型（Large Language Model）结合查询语句“URLs KEY Transform Integrator Key Funktion”生成：
- **数据集生成页面**：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
- **模型**：https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **更多数据集**：https://huggingface.co/datasets?other=infinite-dataset-hub