feature,importance credit_score,0.13739304 debt_to_income,0.10605412 home_ownership,0.100115 age,0.09896107 income,0.09830476 loan_amount,0.097870015 employment_length,0.09592874 education,0.09347555 num_credit_lines,0.0879608 loan_purpose,0.0839369