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| # app.py | |
| import streamlit as st | |
| import pandas as pd | |
| import numpy as np | |
| import prediction | |
| import eda # Import the eda module | |
| # Set up the main structure of the app | |
| def main(): | |
| st.title("Rainfall Prediction in Australia") | |
| st.write("This app predicts whether it will rain tomorrow in Australia based on weather data.") | |
| # Sidebar navigation | |
| st.sidebar.title("Navigation") | |
| app_mode = st.sidebar.selectbox("Choose the app mode", | |
| ["Home", "Exploratory Data Analysis", "Make a Prediction"]) | |
| if app_mode == "Home": | |
| st.write("Welcome to the Weather Forecasting Application!") | |
| st.write("Navigate to different sections using the sidebar.") | |
| elif app_mode == "Exploratory Data Analysis": | |
| st.subheader("Exploratory Data Analysis") | |
| # Call the EDA function from eda.py | |
| eda.main() # Call the main function from eda.py | |
| elif app_mode == "Make a Prediction": | |
| st.subheader("Make a Prediction") | |
| # Get user input for prediction | |
| user_input = get_user_input() | |
| if st.button("Predict"): | |
| # Call the prediction function from prediction.py | |
| result = prediction.predict_rainfall(*user_input) | |
| st.write(f"Prediction: {'It will rain tomorrow.' if result else 'No rain tomorrow.'}") | |
| def get_user_input(): | |
| humidity_3pm = st.number_input('Humidity at 3 PM', min_value=0, max_value=100, value=50) | |
| rainfall = st.number_input('Rainfall (mm)', min_value=0.0, max_value=1000.0, value=0.0) | |
| rain_today = st.selectbox('Did it rain today?', options=['Yes', 'No']) | |
| temp_range = st.number_input('Temperature Range (°C)', min_value=0.0, max_value=50.0, value=10.0) | |
| wind_gust_speed = st.number_input('Wind Gust Speed (km/h)', min_value=0, max_value=100, value=20) | |
| pressure_9am = st.number_input('Pressure at 9 AM (hPa)', min_value=980, max_value=1040, value=1010) | |
| avg_pressure = st.number_input('Average Daily Pressure (hPa)', min_value=980, max_value=1040, value=1010) | |
| humidity_change = st.number_input('Change in Humidity', min_value=-100, max_value=100, value=0) | |
| avg_humidity = st.number_input('Average Daily Humidity', min_value=0, max_value=100, value=50) | |
| return humidity_3pm, rainfall, rain_today, temp_range, wind_gust_speed, pressure_9am, avg_pressure, humidity_change, avg_humidity | |
| if __name__ == "__main__": | |
| main() | |