Towards a big data framework for analyzing social media content.

•The authors present a two-stages framework for data analysis of social media content.•Data preparation stage takes raw data and continues to build a machine learning model.•Big data stage takes advantage of the machine learning model built in first stage.•Data analysis allows to determine sentiment score and the main terms in user reviews.•Multi-Layer Perceptron was the best classifier tested for binary classification.