# phishing-detection-plugin

**Repository Path**: dengchengH/phishing-detection-plugin

## Basic Information

- **Project Name**: phishing-detection-plugin
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2022-03-03
- **Last Updated**: 2022-03-03

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Phishing Site Detector Plugin 
This lite chrome plugin aims to detect phishing websites and warn the user. It is built with a objective of privacy, so that the user browsing data need not collected for classification. The classification is done on the client side with one-time download of classifier model.

![License](https://img.shields.io/github/license/mashape/apistatus.svg?style=popout) ![Beta](https://img.shields.io/badge/beta-v1.0.01-blue.svg)

**Dataset:** [UCI Repository](https://archive.ics.uci.edu/ml/datasets/phishing+websites)  
**Technique:** Random Forest Classifier

## Requirements
```
Python3.7
sklearn==0.19.2
numpy==1.15.0
liac-arff==2.2.2
```

## Documentation
* [Wiki - Complete reference](https://github.com/picopalette/phishing-detection-plugin/wiki)
* [Prepare the dataset](backend/dataset/)
* [Train and Export the model](backend/classifier/)
* [Install plugin](frontend/)

## Screenshot
<img src="https://raw.githubusercontent.com/picopalette/phishing-detection-plugin/master/artifacts/pluginUI.png" alt="UI" height="400" width="250"></img>

**F1 score:** 0.905

Links to few phishing sites: [PDF](artifacts/url_list.pdf), [PhishTank](https://www.phishtank.com/)

### References
[Intelligent phishing website detection using random forest classifier](https://ieeexplore.ieee.org/abstract/document/8252051/)