Kuan Butts who, what, where
Kuan is a software developer and researcher; currently at Mapbox, where I work on distributed pipelines for modality classification, speed profiling, and real-time ETAs.

Select posts from blog

Building a Lightweight Map Matcher in Go
A practical exploration of building a high volume, high concurrency, dependency-light road-snapping service in Go.
Self-Hosting Vector Tiles with Protomaps
Useful tooling for building light, controllable map clients without third-party APIs.
Map Matching Simplified (HMM map matching algorithm)
A practical explanation of implementing a map-matching algorithm from GPS traces using Python and state likelihood modeling.
Performant Spatial Analysis via Cell Clustering
Matrix-based techniques for efficient spatial clustering using vectorized operations in Python.
Identifying urban zones with spectral clustering
Walkthrough of computing centrality metrics on a transportation network using custom tools and graph libraries.