Download here the OSM30m and OSM60m datasets as used in the article:
Sieranoja, Sami, Tomi Kinnunen, and Pasi Fränti. "GPS Trajectory Biometrics: From Where You Were to How You Move." Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR). Springer International Publishing, 2016.
For more information, please see original article:
http://www.cs.joensuu.fi/pages/tkinnu/webpage/pdf/gpsbio_ssspr2016.pdf