HSL provide several public transport related data sets through GIS data portal. The data is available in multiple formats, including Excel, GeoJSON and ArcGIS.
Note that these data sets are mainly intended for research purposes and updated roughly once a year. For more regularly updated data, use Digitransit and Park & Ride APIs.
For more information regarding HSL GIS data, contact firstname.lastname@example.org