app.py

import streamlit as st
import pickle
import pandas as pd

model = pickle.load(open('flight_rf.pkl', 'rb'))

def main():
    st.title("Flight Price Prediction App")

    dep_time = st.text_input("Departure Time", "2023-01-01T12:00")
    arrival_time = st.text_input("Arrival Time", "2023-01-01T14:00")
    
    Total_stops = st.selectbox("Number of Stops", [0, 1, 2, 3, 4])

    airline = st.selectbox("Select Airline", ["Jet Airways", "IndiGo", "Air India", "Multiple carriers", "SpiceJet", "Vistara", "GoAir", "Multiple carriers Premium economy", "Jet Airways Business", "Vistara Premium economy", "Trujet"])

    Source = st.selectbox("Select Source", ["Delhi", "Kolkata", "Mumbai", "Chennai"])

    Destination = st.selectbox("Select Destination", ["Cochin", "Delhi", "Hyderabad", "Kolkata", "Banglore"])

    if st.button("Predict"):
        Journey_day = pd.to_datetime(dep_time, format="%Y-%m-%dT%H:%M").day
        Journey_month = pd.to_datetime(dep_time, format="%Y-%m-%dT%H:%M").month

        Departure_hour = pd.to_datetime(dep_time, format="%Y-%m-%dT%H:%M").hour
        Departure_min = pd.to_datetime(dep_time, format="%Y-%m-%dT%H:%M").minute

        Arrival_hour = pd.to_datetime(arrival_time, format="%Y-%m-%dT%H:%M").hour
        Arrival_min = pd.to_datetime(arrival_time, format="%Y-%m-%dT%H:%M").minute

        Jet_Airways, IndiGo, Air_India, Multiple_carriers, SpiceJet, Vistara, GoAir, Multiple_carriers_Premium_economy, Jet_Airways_Business, Vistara_Premium_economy, Trujet = [0] * 11

        if airline == 'Jet Airways':
            Jet_Airways = 1
        elif airline == 'IndiGo':
            IndiGo = 1
        elif airline == 'Air India':
            Air_India = 1
        elif airline == 'Multiple carriers':
            Multiple_carriers = 1
        elif airline == 'SpiceJet':
            SpiceJet = 1
        elif airline == 'Vistara':
            Vistara = 1
        elif airline == 'GoAir':
            GoAir = 1
        elif airline == 'Multiple carriers Premium economy':
            Multiple_carriers_Premium_economy = 1
        elif airline == 'Jet Airways Business':
            Jet_Airways_Business = 1
        elif airline == 'Vistara Premium economy':
            Vistara_Premium_economy = 1
        elif airline == 'Trujet':
            Trujet = 1

        s_Delhi, s_Kolkata, s_Mumbai, s_Chennai = 0, 0, 0, 0

        if Source == 'Delhi':
            s_Delhi = 1
        elif Source == 'Kolkata':
            s_Kolkata = 1
        elif Source == 'Mumbai':
            s_Mumbai = 1
        elif Source == 'Chennai':
            s_Chennai = 1

        d_Cochin, d_Delhi, d_Hyderabad, d_Kolkata = 0, 0, 0, 0

        if Destination == 'Cochin':
            d_Cochin = 1
        elif Destination == 'Delhi':
            d_Delhi = 1
        elif Destination == 'Hyderabad':
            d_Hyderabad = 1
        elif Destination == 'Kolkata':
            d_Kolkata = 1

        dur_hour = abs(Arrival_hour - Departure_hour)
        dur_min = abs(Arrival_min - Departure_min)

        prediction = model.predict([[Total_stops,
                                     Journey_day,
                                     Journey_month,
                                     Departure_hour,
                                     Departure_min,
                                     Arrival_hour,
                                     Arrival_min,
                                     dur_hour,
                                     dur_min,
                                     Air_India,
                                     GoAir,
                                     IndiGo,
                                     Jet_Airways,
                                     Jet_Airways_Business,
                                     Multiple_carriers,
                                     Multiple_carriers_Premium_economy,
                                     SpiceJet,
                                     Trujet,
                                     Vistara,
                                     Vistara_Premium_economy,
                                     s_Chennai,
                                     s_Delhi,
                                     s_Kolkata,
                                     s_Mumbai,
                                     d_Cochin,
                                     d_Delhi,
                                     d_Hyderabad,
                                     d_Kolkata]])

        prediction = round(prediction[0], 2)
        st.success('Predicted Price: Rs. {}'.format(prediction))


if __name__ == '__main__':
    main()