Files to reproduce the creation, curation, simulation and binary classification of an attribute based mushroom data set. Bookbased mushroom data set, describing physical characteristics, binary classification in poisonous or edible. Data Set Description Files are reported for two data sets: Primary and Secondary. The primary data set encodes the textbook mushroom entries, while the secondary data set is a pilot data, result of simulation. The secondary data may be used to achieve a binary classification using the Random Forests classifier (Accuracy and F2 score of 1).