The Python code used in the data analysis carried out during the Bachelor thesis of Amal Salman at Amsterdam University College (February-June 2021), supervised by Bert Bredeweg (University of Amsterdam). DynaLearn (dynalearn.nl) is an intelligent learning environment used in secondary education to build qualitative diagrammatic models and run simulations of scientific topics students have previously studied.