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+---
+title: 4Point Hoops | AI Basketball Analytics Platform
+description: Advanced NBA analytics platform that combines live Basketball-Reference data with Perplexity Sonar to deliver deep-dive player stats, cross-season comparisons and expert-grade AI explanations
+sidebar_position: 14
+keywords: [4point hoops, nba, basketball, analytics, ai, perplexity, sonar, sports-data, comparisons]
+---
+
+![4Point Hoops Dashboard](https://d112y698adiu2z.cloudfront.net/photos/production/software_photos/003/442/047/datas/original.png)
+
+**4Point Hoops** is an advanced NBA analytics platform that turns raw basketball statistics into actionable, narrative-driven insights. By scraping Basketball-Reference in real time and routing context-rich prompts to Perplexity's Sonar Pro model, it helps fans, analysts, and fantasy players understand the "why" and "what's next" – not just the numbers.
+
+<iframe
+  className="w-full aspect-video rounded-xl"
+  src="https://www.youtube.com/embed/lThCWq0ij7k"
+  title="YouTube video player"
+  frameBorder="0"
+  allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
+  allowFullScreen
+></iframe>
+
+## Features
+
+* **Player Analytics** with season & playoff splits, shot-type breakdowns, and performance radar for any NBA player
+* **Cross-Era Comparisons** enabling side-by-side stat comparisons (e.g., Michael Jordan '97 vs. Stephen Curry '22)
+* **Team Dashboards** with standings, playoff-probability Sankey flows, and auto-refreshing KPI tiles
+* **AI Explain & Similar Players** providing one-click Sonar explanations of stat lines and AI-picked comparable athletes
+* **Basketball AI Chat** allowing users to ask an expert LLM about NBA history, rosters, or projections
+* **Credit-Based SaaS System** with Firebase Auth, Google login, credit wallets, and admin tooling
+
+## Prerequisites
+
+* Node.js 16+ and npm
+* Python 3.8+ and pip
+* Firebase project setup
+* Perplexity API key (Sonar Pro)
+* Basketball-Reference access
+
+## Installation
+
+```bash
+# Clone the frontend repository
+git clone https://github.com/rapha18th/hoop-ai-frontend-44.git
+cd hoop-ai-frontend-44
+npm install
+
+# Clone the backend repository
+git clone https://github.com/rapha18th/4Point-Hoops-Server.git
+cd 4Point-Hoops-Server
+pip install -r requirements.txt
+```
+
+## Configuration
+
+Create `.env` file in the backend directory:
+```ini
+PERPLEXITY_API_KEY=your_sonar_pro_api_key
+FIREBASE_PROJECT_ID=your_firebase_project_id
+FIREBASE_PRIVATE_KEY=your_firebase_private_key
+FIREBASE_CLIENT_EMAIL=your_firebase_client_email
+```
+
+## Usage
+
+1. **Start Backend**:
+   ```bash
+   cd 4Point-Hoops-Server
+   python app.py
+   ```
+
+2. **Start Frontend**:
+   ```bash
+   cd hoop-ai-frontend-44
+   npm run dev
+   ```
+
+3. **Access Application**: Open the frontend URL and explore NBA analytics with AI-powered insights
+
+4. **Use AI Features**: Click "AI Explain" on any player or stat to get intelligent analysis powered by Perplexity Sonar
+
+## Code Explanation
+
+* **Frontend**: React with shadcn/ui components and Recharts for data visualization
+* **Backend**: Python Flask API serving Basketball-Reference data and managing Perplexity API calls
+* **Data Pipeline**: BRScraper for real-time data collection with Firebase caching
+* **AI Integration**: Perplexity Sonar Pro for intelligent basketball analysis and explanations
+* **Authentication**: Firebase Auth with Google login and credit-based access control
+* **Deployment**: Frontend on Netlify, backend on Hugging Face Spaces with Docker
+
+## Links
+
+- [Frontend Repository](https://github.com/rapha18th/hoop-ai-frontend-44)
+- [Backend Repository](https://github.com/rapha18th/4Point-Hoops-Server)
+- [Live Demo](https://4pointhoops.netlify.app/)
+- [Devpost Submission](https://devpost.com/software/4point-hoops)