Athletic Performance Platform

Full-Stack Web Application for Rankings & Relay Team Management

Python + Flask
SQLite
Vanilla JavaScript
RESTful API
AWS Lightsail

System Overview

A sophisticated web application that aggregates athletic performance data, processes it into intelligent rankings, and provides an advanced relay team builder with pace-based time projections.

4
System Layers
15+
API Endpoints
5
Database Tables
8+
Event Types

System Architecture

🖥️Client Layer

Landing Page

  • →Access request
  • →Token delivery
  • →Responsive design

Rankings View

  • →Multi-event tabs
  • →PB/SB/Recent display
  • →CSV export

Team Builder SPA

  • →Drag-and-drop
  • →Pace calculations
  • →Time projections

🔗API Layer

REST Endpoints

  • →GET /api/rankings
  • →GET /api/athlete/:id
  • →POST /api/teams

Authentication

  • →Token-based access
  • →Request validation
  • →Rate limiting

Data Serialization

  • →JSON responses
  • →CSV generation
  • →Error handling

⚙️Business Logic Layer

Ranking Engine

  • →PB calculation
  • →SB tracking
  • →Recent form

Team Builder

  • →Pace matching
  • →Time prediction
  • →Optimization algorithms

Data Processing

  • →Web scraping
  • →Data cleaning
  • →Validation

🗄️Data Layer

SQLite Database

  • →Athlete profiles
  • →Performance records
  • →Team configurations

File Storage

  • →CSV exports
  • →Static assets
  • →Configuration files

External APIs

  • →Power of 10 data
  • →Results scraping
  • →Real-time updates

Data Flow

Web Scraping
→
Data Processing
→
Database Storage
→
API Layer
→
Client Display

Data flows seamlessly from external sources through our processing pipeline to deliver real-time insights to coaches and athletes. The system ensures data integrity and provides multiple access points for different user roles.

Key Features

🔄

Automated Data Collection

Scrapes performance data from multiple sources with intelligent parsing and validation.

PythonBeautifulSoupRequests
🏆

Real-time Rankings

Dynamic ranking system that updates automatically with new performance data.

SQLiteFlaskJavaScript
🧠

Intelligent Team Builder

AI-powered relay team optimization based on individual paces and performance history.

PythonAlgorithmsData Analysis
📋

Professional Exports

Generate publication-ready reports with advanced formatting and branding.

ReportLabPDFCSV
📱

Responsive Interface

Mobile-first design that works seamlessly across all devices and screen sizes.

HTML5CSS3JavaScript
📈

Scalable Architecture

Designed for growth with modular components and efficient database queries.

AWSDockerCI/CD