Abbas1214/Lords

1# -*- coding: utf-8 -*-2"""3Created on Thu Oct 24 10:18:55 20244 5@author: HP6"""7 8import pickle9import streamlit as st10import numpy as np  # Ensure numpy is imported11import joblib12# Load the model13# load_model = pickle.load(open('C:/Users/HP/Desktop/Internship/Internship.sav','rb'))14load_model = joblib.load(r"model.h5")15def loan_prediction(input_data):16    # Convert input data to numpy array and reshape17    input_data_as_numpy_array = np.asarray(input_data)18    input_data_reshaped = input_data_as_numpy_array.reshape(1, -1)19    20    # Make prediction21    prediction = load_model.predict(input_data_reshaped)22    23    # Return the prediction result24    if prediction[0] == ' Rejected':25        return "Your approval is rejected"26    elif prediction[0] == ' Approved':27        return "Your approval is accepted"28 29def main():30    # Giving a title31    st.title("Hypnosis's Prediction")32    33      34    35    # Getting the input data from the user36    no_of_dependents = st.text_input("Enter the no. of dependents")37    education = st.text_input("Enter your education")38    self_employed = st.text_input("Enter your employment status")39    income_annum = st.text_input("Enter your income per annum")40    loan_amount = st.text_input("Enter your loan amount")41    loan_term = st.text_input("Enter your loan term")42    cibil_score = st.text_input("Enter your cibil score")43    residential_assets_value = st.text_input("Enter your residential assets value")44    commercial_assets_value = st.text_input("Enter your commercial assets value")45    luxury_assets_value = st.text_input("Enter your luxury assets value")46    bank_asset_value = st.text_input("Enter your bank asset value")47    48    # Code for prediction49    sanctioned = " "50    51    # Creating a button52    if st.button("Press for result :>"):53        sanctioned = loan_prediction([no_of_dependents, education, self_employed, income_annum, loan_amount, loan_term, cibil_score, residential_assets_value, commercial_assets_value, luxury_assets_value, bank_asset_value])54        55    st.success(sanctioned)56 57if __name__ == "__main__":58    main()59