# Vite Data Science Workbench — MetricForge Reference Layout v3

A focused AI and Data Science application redesigned around the clean, isolated-workspace structure of MetricForge.

## Accurate purpose

Profile tabular data locally so structure and quality issues are visible before feature engineering or model training begins.

## Best used for

First-pass EDA, dataset quality checks, statistics teaching, and lightweight portfolio demonstrations.

## Outputs

Column types, missingness, unique counts, summary statistics, quality charts, and JSON profiles.

## Scope boundary

Browser memory and JavaScript numeric limits make it unsuitable for very large datasets or advanced modeling without dedicated compute.

## Cloudflare Pages

This folder is root-flat. Upload the folder or ZIP directly through Cloudflare Pages Direct Upload.

- Framework preset: None
- Build command: leave empty
- Build output directory: `.`
- Root directory: repository root

Original template: https://vite-react-template.yirassssindaba.workers.dev/

GitHub: https://github.com/yirassssindaba-coder/vite-react-template


## MetricForge Dynamic Review v4

- Layered animated flow-line background using local SVG assets.
- Local project and navigation icon images.
- Three original royalty-free review soundtracks with explicit play/pause, track switching, and volume.
- Audio never starts before user interaction.
- Motion can be paused and respects `prefers-reduced-motion`.


## Cinematic Background v5

This edition adds a project-specific animated scene, layered flow lines, circuit grid, orbit field, neural mesh, particles, aurora, scanning beam, pointer parallax, scroll depth, pause support, tab visibility pausing, mobile simplification, and `prefers-reduced-motion` handling. Animations are transform/opacity oriented to keep rendering efficient.