yes, it is possible to download the raw data of OSM. There a different possibilities available. Have a look on the osm-wiki page on downloading data (s. link below). One repository to get access to the data is Geofabrik.
Usually I use PostGIS and QGIS to analyse OSM data and made good experiences. But this is only one possibility amongst others...