This repository contains some experiments with analytics for cycling data.
See this blog post for some background.
To produce the kinds of maps in that post, place a bunch of TCX files with GPS and wattage data in a directory called activities
and then run sbt console
. Once the code is done compiling and you're at the REPL prompt, type this to generate a map:
com.freevariable.surlaplaque.GPSClusterApp.main(Array("-dactivities"))
By default, the map will go into a file in the current directory called slp.json
. Currently all configuration is done through environment variables; some influential ones include:
SLP_MMP_PERIOD
defines the period, in seconds, to calculate mean maximal power for (defaults to 60 seconds)SLP_CLUSTERS
defines the value of k for k-means clustering (defaults to 128)SLP_ITERATIONS
defines the iteration count for clustering (defaults to 10)SLP_MASTER
defines the Spark master to use (defaults tolocal[8]
)SLP_OUTPUT_FILE
defines the name of the output file for GeoJSON data (defaults toslp.json
)
There are other applications here too but their interfaces and functionality are rather more subject to change. More documentation is forthcoming.