Before revision:  The most accurate model didn't use environmental sensor data and yet had multi-class classification F1 micro scores of 64\%, 80\% and 86\% for thermal, light, and noise preference, respectively.
After revision:  The most accurate model had multi-class classification F1 micro scores of 64\%, 80\% and 86\% for thermal, light, and noise preference, respectively.