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+
+By Predictra
+
+
+
+
+Table of Contents
+
+- [Description](#description)
+- [Links](#links)
+- [Tech Stack](#tech-stack)
+- [Progress](#progress)
+- [Future Scope](#future-scope)
+- [Applications](#applications)
+- [Project Setup](#project-setup)
+- [Team Members](#team-members)
+- [Mentors](#mentors)
+
+
+
+## ๐ Description
+A smart web-based flood-aware route planning system that calculates **real-world road routes** and integrates **flood risk scoring** to help users choose the safest path during heavy rainfall or waterlogging conditions.
+
+Built using **Next.js, Leaflet (OpenStreetMap), Mapbox APIs, and MongoDB**.
+
+
+## ๐ Links
+
+- [GitHub Repository](https://github.com/ap6458/flood-risk-score-routing-map.git)
+- [Demo Video](https://drive.google.com/file/d/1S0w_d-i7nakl6yh5uKN_lwVs9lK6WESI/view?usp=drivesdk)
+- [Project Screenshots/Drive](https://drive.google.com/drive/folders/1fnPG_TP159gvcEsdqOLZJNo-JOjYWISr)
+- [Hosted Website](https://flood-risk-score-routing-map.vercel.app/)
+
+## ๐ค Tech-Stack
+- Next.js 16
+- React
+- Leaflet.js
+- OpenStreetMap Tiles
+- TypeScript
+- Next.js API Routes
+- MongoDB
+- Mapbox Directions API
+- Mapbox Geocoding API
+- Scikit Learn
+
+### ๐๏ธ System Architecture
+
+```mermaid
+graph LR
+ User inputs source and destination --> Mapbox Geocoding API at backend fetches the coordinates
+ Coordinates --> Mapbox Directions API is called which displays alternate routes on the website
+ Mapbox Routing--> Risk score is calculated based on which safest route is shown
+ User can add flood reports either using their location or manually entering location --> Flood reports are saved in mongodb database at the backend
+ User Report --> The risk score gets updated and safest route is shown
+
+
+```
+
+### Front-end
+- Next.js 16
+- React
+- Leaflet.js
+- OpenStreetMap Tiles
+- TypeScript
+
+### Back-end
+- Next.js API Routes
+- MongoDB
+
+### External APIs
+- Mapbox Directions API
+- Mapbox Geocoding API
+
+
+## ๐ Progress
+
+### Fully Implemented Features
+
+* **Flood Risk Scoring Algorithm**: Each route is evaluated using:
+Distance from known waterlogging points
+Severity weighting (Low / Moderate / High)
+Distance-based risk multiplier
+Proximity to live user-reported flood points
+Output:
+Each route gets a numerical risk score
+Routes are sorted from lowest to highest risk
+Safest route is highlighted in the sidebar
+* **Location & Autocomplete**: Mapbox Geocoding API integration
+Autocomplete search suggestions
+Restricted to Mumbai region
+Manual coordinate input supported
+Voice Input supported
+โUse My Locationโ feature
+Dark Mode Toggle Feature
+* **Multi-Mode Route Planning**: Driving ๐
+Walking ๐ถ
+Cycling ๐ด
+Real ETA calculation
+Distance calculation (km)
+Multiple route alternatives
+Automatic safest route prioritization
+Routes are fetched using Mapbox API and rendered on Leaflet (OpenStreetMap).
+
+---
+
+### Partially Implemented Features / Work in Progress
+
+* **Real-Time Rainfall Data Integration**: Enhance route risk scoring using:
+Real-time rainfall intensity
+Short-term rainfall prediction
+Zone-wise rain severity mapping
+Planned Implementation
+Integrate OpenWeather / IMD API
+Map rainfall intensity to flood probability
+Dynamically increase risk score during heavy rainfall
+Display rainfall overlay layer on map
+
+## ๐ฎ Future Scope
+
+* User authentication system
+* Save favorite routes
+* Mobile optimized UI
+* Can be upgraded for the whole country if dataset of flood points is obtained
+## ๐ธ Applications
+
+1. **Urban Disaster Management Systems** - Where It Applies
+Municipal corporations
+Smart City projects
+Disaster management authorities
+Traffic control departments
+How It Helps
+Identifies high-risk flooded road segments
+Suggests safer alternative routes in real time
+Supports emergency vehicle routing during heavy rainfall
+Assists in flood-prone zone monitoring
+2. **Public Transportation & Logistics Optimization** - Where It Applies
+Cab aggregators (e.g., ride-sharing services)
+Delivery & logistics companies
+Bus and public transport systems
+Fleet management systems
+How It Helps
+Avoids waterlogged routes
+Minimizes vehicle damage due to flooding
+Improves on-time delivery rates
+Reduces fuel consumption from rerouting
+## ๐ Project Setup
+
+1. Clone the GitHub repo.
+
+```bash
+git clone https://github.com/ap6458/flood-risk-score-routing-map.git
+```
+
+2. Enter the project directory and install dependencies.
+
+```bash
+cd flood-risk-score-routing-map
+
+```
+3. Configure Environment Variables
+
+Create a file named:
+
+```
+.env.local
+```
+
+Add the following:
+
+```env
+NEXT_PUBLIC_MAPBOX_TOKEN=YOUR_MAPBOX_TOKEN
+MONGODB_URI=mongodb+srv://flooduser:flood12345@cluster0.5i4banq.mongodb.net/?appName=Cluster0
+
+```
+
+Where to get:
+*Mapbox Token*
+1. Go to https://account.mapbox.com
+2. Create a Public Token
+3. Ensure Directions API & Geocoding API are enabled
+
+
+- Example Local format for mongodb uri:
+
+```
+mongodb://127.0.0.1:27017/floodDB
+```
+
+---
+Install node.js
+
+```bash
+npm install
+```
+4. Run Development Server
+
+```bash
+
+npm run dev
+```
+
+Open in browser:
+
+```
+http://localhost:3000
+```
+## Website Hosted on Vercel
+https://flood-risk-score-routing-map.vercel.app/
+
+
+
+
+
+## ๐จโ๐ป Team Members
+
+* **Aryan Parab**: [https://github.com/ap6458]
+* **Arya Shirke**: [https://github.com/AryaShirke16]
+* **Rayon Biswas**: [https://github.com/RayonBiswas]
+* **Nihar Shah**
+## ๐จโ๐ซ Mentors
+
+* **Soham Rane**:[https://www.linkedin.com/in/sohamrane301]
+* **Harshal Kamble**: [https://www.linkedin.com/in/harshal-ishere]
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