Analytics Engine

Photographic intelligence engineered for Islanders Cricket Club.

The Islanders analytics pipeline transforms raw media into insights in minutes. Layered automation ensures leadership appearances are captured, achievements are celebrated, and every stakeholder has the data they need ahead of the next fixture.

Technical Analysis

  • Image dimensions, aspect ratio, and brightness profiling.
  • Color histogram reviews for jersey and trophy detection.
  • Quality assurance to flag blurred or underexposed assets.

Content Recognition

  • Person counting, jersey identification, and role tagging.
  • Automatic trophy and award detection with OCR extraction.
  • Environmental classification for indoor, outdoor, and field contexts.

Contextual Intelligence

  • Event classification from pre-match strategy to post-match celebration.
  • Emotion and energy scoring to surface the most electric photos.
  • Key figure prioritization to ensure leadership coverage.

Semantic Understanding

  • Match phase detection (before, during, after).
  • Achievement versus preparation segmentation.
  • Social versus professional storytelling cues.

Operations

Analytics runtime and deployment.

The `islanders_cricket_analytics.py` engine catalogs images, extracts text, and enriches metadata for instant reporting. Pair it with serverless Netlify builds or schedule cron-based refreshes to ensure the site reflects the latest tournaments.

  1. Drop new match photos into the ingestion directory.
  2. Run the analytics engine to update JSON/markdown exports.
  3. Trigger a Netlify build to publish refreshed dashboards.
  4. Push commits to GitHub for transparent season journaling.
Configure Netlify build hooks →

Production Metrics

Transport Fleet
2 SUVs

Fuel, tolls, parking, and drivers covered for every squad outing.

Matchday Meals
3 per fixture

Breakfast, lunch, dinner plus protein shakes, ice, and hydration.

Equipment Coverage
Full kit

Bats, pads, gloves, and match essentials funded for all players.

Build Checklist

  • ✅ Optimize images (webp/avif) prior to publish.
  • ✅ Validate alt text coverage for accessibility.
  • ✅ Log analytics refresh timestamps in README.
  • ✅ Tag releases by tournament milestone.