Beginner tutorial: five-dimension matrix

Offline, deterministic, UHQS unchanged.

1. Install

python -m venv .venv && source .venv/bin/activate
pip install 'uhbs[experimental]'

2. Export and analyze

uhbs matrix example beginner --out matrix-beginner
cd matrix-beginner
uhbs matrix validate matrix-input.json
uhbs matrix analyze matrix-input.json --out matrix-report.json
uhbs matrix report matrix-report.json

Notice interaction_depth is missing (not scored as 0) and the composite averages only present dimensions.

Terms

Term	Meaning
Dimension	One of five experimental quality axes
Missing	Not collected — never silently filled
Composite	Equal-weight mean of present scored dimensions only