Activity Recognition.ipynb contains the actual classifiers.
Visual analysis and stats.ipynb contains manual visual analysis and statistics of the dataset.
report.pdf is, well, a report.
datareader.py is used to read the csv files and slightly process them (splitting into chunks, generating features) into data usable for classification.