Update README.md

README.md

@@ -27,3 +27,35 @@ configs:
   - split: test
     path: data/test-*
 ---
+
+# PhishingEmailDetectionv2.0 Dataset
+
+A comprehensive dataset combining email messages and URLs for phishing detection.
+
+## Dataset Overview
+[![Downloads](https://img.shields.io/badge/downloads-statistics-blue)](https://huggingface.co/datasets/cybersectony/PhishingEmailDetectionv2.0/statistics)
+[![License](https://img.shields.io/badge/License-Apache%202.0-green.svg)](LICENSE)
+
+### Quick Facts
+- **Task Type**: Multi-class Classification
+- **Languages**: English
+- **Total Samples**: 200,000 entries
+- **Size Split**: 
+  - Email samples: 22,644
+  - URL samples: 177,356
+- **Label Distribution**: Four classes (0, 1, 2, 3)
+- **Format**: Two columns - `content` and `labels`
+
+## Dataset Structure
+
+### Features
+```python
+{
+    'content': Value(dtype='string', description='The text content - either email body or URL'),
+    'labels': ClassLabel(num_classes=4, names=[
+        'legitimate_email',    # 0
+        'phishing_email',       # 1
+        'legitimate_url',     # 2
+        'phishing_url'    # 3
+    ], description='Multi-class label for content classification')
+}