import fairplay


# Initialize the client
client = fairplay.Client('your_api_key')

# Make a fair lending decision
decision = client.decide({
'applicant': applicant_data,
'loan_amount': 50000,
'product': 'personal_loan'
})

# Get fairness metrics
print(decision.approval_rate)
print(decision.fairness_score)
print(decision.bias_mitigation)