RFSignificantRules.py

pd.set_option('display.max_colwidth', 400) # Adjust row width to read the entire rule
pd.options.display.float_format = '{:.2f}'.format # Round decimals to 2 decimal places
rules = rulefit.get_rules() # Get the rules
rules = rules[rules['type']!='linear'] # Eliminate the existing explanatory variables
rules = rules[rules['coef'] != 0] # eliminate the insignificant rules
rules = rules.sort_values('support', ascending=False) # Sort the rules based on "support" value
rules = rules[rules['rule'].str.len()>30] # optional: To see more complex rules, filter the long rules
rules.iloc[0:5] # Show the first 5 rules