This document discusses tools and methods for collecting Twitter data for research purposes. It outlines Twitter's APIs that can be used to extract tweet data through queries or streams. It also notes legal issues around Twitter's terms of service and API rules. Several desktop and hosted tools for collecting and storing Twitter data are presented. Finally, it discusses different sampling approaches for gathering a representative subset of tweets, such as by hashtag or location filters.