Rajasthan POLICE hackathon

Financial Fraud Detection App

Overview

This React.js application utilizes a robust tech stack for developing a financial fraud detection system. ReactApexCharts and Supabase handle data visualization and management, Kaagle datasets provide sample financial data, and Material-UI (MUI) ensures an elegant and responsive user interface. The core functionality focuses on detecting financial frauds using several machine learning algorithms, including Logistic Regression, Disjoint Tree, Random Clusters, and K-beans Clustering.

Tech Stack

• Frontend:
  • React.js: A JavaScript library for building user interfaces.
  • ReactApexCharts: A React wrapper for ApexCharts, enabling interactive data visualizations.
  • Material-UI (MUI): A popular React UI framework for creating responsive and visually appealing designs.
• Backend:
  • Supabase:
    • An open-source alternative to Firebase, providing a real-time database and authentication services.
  • Data Handling:
    • Kaagle Datasets: Utilized for providing realistic sample financial data for testing and demonstration.
    • Machine Learning Algorithms:
      • Logistic Regression: A regression algorithm used for binary classification tasks.
      • Random Forests: A clustering algorithm that assigns data points to random clusters.

Features

• Data Visualization: Utilizes ReactApexCharts to provide insightful visualizations of financial data.
• Data Management: Integrates Supabase for efficient data handling and database management.
• Sample Data: Utilizes Kaagle datasets for sample financial data to test and showcase the application.
• Machine Learning Algorithms:
  • Logistic Regression
  • Random Forests

Installation

1. Clone the repository:

cd financial-fraud-detection-app

2. Navigate to the project directory:

cd financial-fraud-detection-app

3. Install dependencies:

npm install

Usage

1. Start the development server:

npm start

2. Open your browser and visit http://localhost:3000/police

Configuration

Make sure to configure your Supabase credentials in the application for seamless data integration. Update the configuration file at src/createClient.js with your Supabase details.

//src/createClient.js  
const supabaseConfig = {   
	apiKey: 'YOUR_SUPABASE_API_KEY',   
	authDomain: 'YOUR_SUPABASE_AUTH_DOMAIN',   
	// ... other configurations 
};  
export default supabaseConfig;

Contributing

Feel free to contribute to the project. Create a fork of the repository, make your changes, and submit a pull request.

License

This project is licensed under the MIT License.

Acknowledgments

• A very Special Thanks to @Rajasthan_Police to give this wonderful appournity to partice in this Hackathon.

• Special thanks to Kaagle for providing the datasets used in this project.
• React.js, ReactApexCharts, Supabase, and Material-UI for making development enjoyable and efficient.

Warning⚠️⚠️

This application still under technical progress...