https://github.com/bunnysunny24/climasync

An intelligent weather forecasting tool that predicts and analyzes future weather trends using machine learning, sorting algorithms, and real-time data visualization.
https://github.com/bunnysunny24/climasync

csv fastapi machine-learning random-forest reactjs

Last synced: about 1 year ago
JSON representation

An intelligent weather forecasting tool that predicts and analyzes future weather trends using machine learning, sorting algorithms, and real-time data visualization.

• Host: GitHub
• URL: https://github.com/bunnysunny24/climasync
• Owner: bunnysunny24
• Created: 2025-03-17T07:34:12.000Z (about 1 year ago)
• Default Branch: main
• Last Pushed: 2025-03-19T17:56:31.000Z (about 1 year ago)
• Last Synced: 2025-03-19T18:29:38.939Z (about 1 year ago)
• Topics: csv, fastapi, machine-learning, random-forest, reactjs
• Language: JavaScript
• Homepage: https://clima-sync-gamma.vercel.app
• Size: 1.45 MB
• Stars: 1
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
# ClimaSync 🌤️

ClimaSync is a weather forecasting and analysis web application that provides real-time and future weather predictions based on historical data. It leverages machine learning models to predict weather parameters such as temperature, humidity, wind speed, rainfall, and pressure for the next 5 days. Additionally, the app allows users to sort and filter weather data using different algorithms like Merge Sort and Quick Sort.

This project combines **Python (FastAPI)** for the backend, **React** for the frontend, and **Machine Learning** techniques to predict future weather patterns, making it a comprehensive solution for analyzing and visualizing weather data.

---

## Features 🎯

- **Weather Forecasting**: Predicts weather parameters (Temperature, Humidity, Wind Speed, etc.) for the next 5 days.

- **Data Sorting**: Use algorithms (Merge Sort, Quick Sort) to sort weather data for better insights.

- **Weather Trend Analysis**: Visualizes weather trends over time with interactive charts.

- **City-based Data**: Supports weather data for multiple cities (e.g., Mumbai, Delhi, Bangalore).

- **Interactive Dashboard**: Provides a user-friendly interface to interact with data, view trends, and check forecasts.

- **Data Filtering**: Filter weather data for specific cities and parameters.

---

## Tech Stack 🚀

- **Backend**:

  - Python

  - FastAPI

  - Scikit-Learn (Random Forest Regressor for prediction)

  - Pandas

  - Matplotlib (for visualizations)

- **Frontend**:

  - React.js

  - Tailwind CSS

  - React Router

  - Axios (for API calls)

- **Machine Learning**:

  - RandomForestRegressor (for weather prediction)

---

![Screenshot 2025-03-19 232113](https://github.com/user-attachments/assets/a0c11628-6f06-4612-9b52-c67688f6f306)

![Screenshot 2025-03-19 232120](https://github.com/user-attachments/assets/19f948eb-69a1-427e-b6f8-dc795c5f19f6)

![Screenshot 2025-03-19 232032](https://github.com/user-attachments/assets/fc5d1236-2032-4526-8fbc-c8fb46bce5e6)

![Screenshot 2025-03-19 232044](https://github.com/user-attachments/assets/e1625fe4-fafb-40fe-9f02-61112278aadd)

![Screenshot 2025-03-19 232104](https://github.com/user-attachments/assets/a14297d4-23d9-438a-b756-ebe621bed554)

## Installation 🛠️

### Clone the repository:

```bash

git clone https://github.com/BunnySunny24/ClimaSync.git