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