orderbook_gradient_boosting.ipynb - the main file of research contained a full-cycle research (getting data, visualization, feature engineering, modeling, fine-tuning of the algorithm, quality estimation, and so on.).
data - folder with order book data. You should extract the files from archive to data folder.