Reprint of: Computational approaches for mining user's opinions on the Web 2.0.

•We carry out an empirical analysis to determine characteristics of social media channels.•User generated content is “noisy” and contains mistakes, emoticons, etc.•We evaluate text preprocessing algorithms regarding user generated content.•Discussion of improvements to opinion mining process.