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| import joblib | |
| import pandas as pd | |
| import streamlit as st | |
| purpose_1 = {'all_other': 1, | |
| 'credit_card': 2, | |
| 'debt_consolidation': 3, | |
| 'educational': 4, | |
| 'home_improvement': 5, | |
| 'major_purchase': 6, | |
| 'small_business': 7, | |
| } | |
| model = joblib.load('model.joblib') | |
| unique_values = joblib.load('unique_values.joblib') | |
| unique_Purpose = unique_values["purpose"] | |
| def main(): | |
| st.title("Loan Data") | |
| with st.form("questionaire"): | |
| purpose = st.selectbox("Purpose", options = unique_Purpose ) | |
| int_rate = st.slider("The interest rate of the loan", 0.0000,1.0000) | |
| installments = st.number_input("The monthly installments owed") | |
| log_annual_inc = st.number_input("The natural log of the self-reported annual income of the borrower") | |
| dti = st.number_input("The debt to income ratio of the borrower") | |
| fico = st.slider("The FICO credit score of the borrower.", 0,1000) | |
| days_with_cr_line = st.number_input("The number of days the borrower has had a credit line.") | |
| revol_bal = st.number_input("The borrower's revolving balance") | |
| revol_util= st.number_input("The borrower's revolving line utilization rate") | |
| inq_last_6mths= st.slider("The borrower's number of inquiries by creditors in the last 6 months.", 0,100) | |
| delinq_2yrs = st.slider("The number of times the borrower had been 30+ days past due on a payment in the past 2 year", 0,100 ) | |
| pub_rec= st.slider("The borrower's number of derogatory public records", 0,100 ) | |
| not_fully_paid = st.slider("not fully paid.", 0,100) | |
| # clicked==True only when the button is clicked | |
| clicked = st.form_submit_button("Predict loan") | |
| if clicked: | |
| result=model.predict(pd.DataFrame({"purpose":[purpose_1[purpose]], | |
| "int.rate":[int_rate], | |
| "installment":[installments], | |
| "log.annual.inc":[log_annual_inc], | |
| "dti":[dti], | |
| "fico":[fico], | |
| "days.with.cr.line":[days_with_cr_line], | |
| "revol.bal":[revol_bal], | |
| "revol.util":[revol_util], | |
| "inq.last.6mths":[inq_last_6mths], | |
| "delinq.2yrs":[delinq_2yrs], | |
| "pub.rec":[pub_rec], | |
| "not.fully.paid":[not_fully_paid]})) | |
| # Show prediction | |
| result = 'Pass' if result[0] == 0 else 'Not Pass' | |
| st.success("Your predicted loan is "+result) #แสดงผล | |
| # Run main() | |
| if __name__ == "__main__": | |
| main() |