Jason
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Parent(s):
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first commit
Browse files- app.py +56 -0
- requirements.txt +2 -0
app.py
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import streamlit as st
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import pandas as pd
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import requests
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def run():
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with st.form(key='form_parameters'):
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passenger_id = st.number_input('Passenger ID', step=1)
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passenger_class = st.radio('Passenger Class', (1, 2, 3))
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passenger_name = st.text_input('Passenger Name')
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sex = st.radio('Sex', ('male', 'female'))
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age = st.number_input('Age', min_value=0, value=17)
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sibsp = st.number_input('Sibling/Spouse', min_value=0, value=0)
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parch = st.number_input('Parent/Children', min_value=0, value=0)
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ticket_number = st.text_input('Ticket Number')
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fare = st.number_input('Fare', min_value=0, value=10)
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cabin_number = st.text_input('Cabin Number')
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embarked = st.radio('Port of Embarkation', ('C', 'Q', 'S'))
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submitted = st.form_submit_button('Predict')
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# Create A New data
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data_inf = {
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'PassengerId': [passenger_id],
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'Pclass': [passenger_class],
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'Name': [passenger_name],
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'Sex': [sex],
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'Age': [age],
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'SibSp': [sibsp],
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'Parch': [parch],
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'Ticket': [ticket_number],
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'Fare': [fare],
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'Cabin': [cabin_number],
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'Embarked': [embarked]
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}
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if submitted:
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# Show Inference DataFrame
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st.dataframe(pd.DataFrame(data_inf))
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print('[DEBUG] Data Inference : \n', data_inf)
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# Predict
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# URL = "http://192.168.1.4:5001/predict"
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URL = "https://backend-titanic-kidfrom.koyeb.app/predict"
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r = requests.post(URL, json=data_inf)
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if r.status_code == 200:
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res = r.json()
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st.write('## Prediction : ', res['label_names'][0])
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print('[DEBUG] Result : ', res)
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print('')
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else:
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st.write('Error with status code ', str(r.status_code))
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if __name__ == '__main__':
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run()
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requirements.txt
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@@ -0,0 +1,2 @@
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streamlit
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pandas
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