This script retrieves posts tagged with a specific term from tumblr (the /tagged API endpoint documented here) and creates:

• a tabular file containing basic descriptions of the retrieved posts;
• a co-tag file (GDF format) to analyze e.g. in gephi;

Source code and some documentation are available here.