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| import streamlit as st | |
| import pandas as pd | |
| import requests | |
| def run(): | |
| with st.form(key='form_parameters'): | |
| passenger_id = st.number_input('Passenger ID', step=1) | |
| passenger_class = st.radio('Passenger Class', (1, 2, 3)) | |
| passenger_name = st.text_input('Passenger Name') | |
| sex = st.radio('Sex', ('male', 'female')) | |
| age = st.number_input('Age', min_value=0, value=17) | |
| sibsp = st.number_input('Sibling/Spouse', min_value=0, value=0) | |
| parch = st.number_input('Parent/Children', min_value=0, value=0) | |
| ticket_number = st.text_input('Ticket Number') | |
| fare = st.number_input('Fare', min_value=0, value=10) | |
| cabin_number = st.text_input('Cabin Number') | |
| embarked = st.radio('Port of Embarkation', ('C', 'Q', 'S')) | |
| submitted = st.form_submit_button('Predict') | |
| # Create A New data | |
| data_inf = { | |
| 'PassengerId': passenger_id, | |
| 'Pclass': passenger_class, | |
| 'Name': passenger_name, | |
| 'Sex': sex, | |
| 'Age': age, | |
| 'SibSp': sibsp, | |
| 'Parch': parch, | |
| 'Ticket': ticket_number, | |
| 'Fare': fare, | |
| 'Cabin': cabin_number, | |
| 'Embarked': embarked | |
| } | |
| if submitted: | |
| # Show Inference DataFrame | |
| st.dataframe(pd.DataFrame([data_inf])) | |
| print('[DEBUG] Data Inference : \n', data_inf) | |
| # Predict | |
| URL = "http://backend-titanic-new-nadiaoktiarsy.koyeb.app/predict" | |
| r = requests.post(URL, json=data_inf) | |
| if r.status_code == 200: | |
| res = r.json() | |
| st.write('## Prediction : ', res['label_names']) | |
| print('[DEBUG] Result : ', res) | |
| print('') | |
| else: | |
| st.write('Error with status code ', str(r.status_code)) | |
| if __name__ == '__main__': | |
| run() |