network-accessibility-analysis

Installation
SKILL.md

Network & Accessibility Analysis

Purpose: replace as-the-crow-flies guesswork with network-true travel costs, at the right scale and with honest assumptions about speeds and modes. First decision on every task: Euclidean distance is only acceptable as a declared approximation — flag it whenever you see it standing in for access.

Tool selection by scale

Scale Tool
Neighborhood-city, research flexibility OSMnx + NetworkX
City-region, many-to-many OD (>10⁴×10⁴) r5py (multimodal + transit w/ GTFS) or pandana (contraction-hierarchy speed)
Production routing service Valhalla / OSRM / OpenRouteService API
Proprietary stacks ArcGIS Network Analyst (script it headlessly)

NetworkX chokes on metro-scale many-to-many — don't loop shortest_path over thousands of origins; switch tools instead.

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network-accessibility-analysis — muend/geoai-skills