---
license: apache-2.0
language:
- en
tags:
- cybersecurity
- AI
pretty_name: url_defanged
size_categories:
- 1K<n<10K
---
# 🛡️ Phishing vs Legitimate URLs Dataset

This dataset contains **phishing-like** and **legitimate** URLs designed for training and fine-tuning machine learning models (e.g., BERT) to detect phishing attempts.  
All phishing samples are **defanged** (e.g., `hxxps://example[.]com`) to ensure safety when browsing the dataset.  

---

## 📂 Dataset Structure

The dataset includes the following columns:

- **url_defanged** *(string)* → The URL in a safe format (`hxxps://`, `[.]` instead of `.`)  
- **label** *(int)* →  
  - `1` → Phishing-like URL  
  - `0` → Legitimate URL  


-

---

## 📌 Usage

You can load the dataset directly with the 🤗 Datasets library:

```python
from datasets import load_dataset

# Load mixed dataset
dataset = load_dataset("Gamortsey/url_defanged", split="train")

print(dataset[0])