scraping · qa · maps
Fitness industry client · US
1,398 competitor gyms, cleaned and dropped onto an interactive map.
The problem
A fitness-industry client needed a clean, mapped view of the competitive landscape across a whole market — 1,398 gyms — but the raw data was full of duplicates, bad addresses and gaps.
What I built
- Assembled the full 1,398-gym dataset and ran a thorough QA-and-correction pass to fix duplicates, addresses and missing fields.
- Geocoded and plotted everything on an interactive Leaflet.js map the client can actually explore by region.
- Packaged the findings into a clean infographic suitable for sharing and pitching.