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| import streamlit as st | |
| import requests | |
| # Give the Name of the Application | |
| st.title('Prediction Churn of Customer') | |
| # Create Submit Form | |
| with st.form(key='form_parameters'): | |
| g = st.sidebar.selectbox(label='Gender', options=['Female', 'Male']) | |
| s = st.sidebar.selectbox(label='SeniorCitizen', options=[0,1]) | |
| p = st.sidebar.selectbox(label='Partner', options=['No', 'Yes']) | |
| d = st.sidebar.selectbox(label='Dependents', options=['No', 'Yes']) | |
| t = st.sidebar.selectbox(label='Tenure', options=[24,48,73]) | |
| ps = st.sidebar.selectbox(label='PhoneService', options=['No', 'Yes']) | |
| ml = st.sidebar.selectbox(label='MultipleLines', options=['No phone service','No','Yes']) | |
| ins = st.sidebar.selectbox(label='InternetService', options=['No','DSL','Fiber optic']) | |
| ons = st.sidebar.selectbox(label='OnlineSecurity', options=['No internet service','No','Yes']) | |
| onb = st.sidebar.selectbox(label='OnlineBackup', options=['No internet service','No','Yes']) | |
| dp = st.sidebar.selectbox(label='DeviceProtection', options=['No internet service','No','Yes']) | |
| ts = st.sidebar.selectbox(label='TechSupport', options=['No internet service','No','Yes']) | |
| stv = st.sidebar.selectbox(label='StreamingTV', options=['No internet service','No','Yes']) | |
| sm = st.sidebar.selectbox(label='StreamingMovies', options=['No internet service','No','Yes']) | |
| con = st.sidebar.selectbox(label='Contract', options=['Month-to-month','One year','Two year']) | |
| pb = st.sidebar.selectbox(label='PaperlessBilling', options=['No', 'Yes']) | |
| pm = st.sidebar.selectbox(label='PaymentMethod', options=['Electronic check','Mailed check','Bank transfer (automatic)','Credit card (automatic)']) | |
| mc = st.number_input('MonthlyCharges', min_value=18.25, step=0.05,max_value=118.75) | |
| tc = st.number_input('TotalCharges', min_value=18.8, step=0.02,max_value=8684.8) | |
| submitted = st.form_submit_button('Predict') | |
| # inference | |
| if submitted: | |
| URL = 'https://customerchurn-innoefawwaz1.koyeb.app/predict' | |
| param = {'gender': g, | |
| 'SeniorCitizen': s, | |
| 'Partner': p, | |
| 'Dependents': d, | |
| 'tenure': t, | |
| 'PhoneService': ps, | |
| 'MultipleLines': ml, | |
| 'InternetService': ins, | |
| 'OnlineSecurity': ons, | |
| 'OnlineBackup': onb, | |
| 'DeviceProtection': dp, | |
| 'TechSupport': ts, | |
| 'StreamingTV': stv, | |
| 'StreamingMovies':sm, | |
| 'Contract': con, | |
| 'PaperlessBilling': pb, | |
| 'PaymentMethod': pm, | |
| 'MonthlyCharges': mc, | |
| 'TotalCharges': tc} | |
| r = requests.post(URL, json=param) | |
| if r.status_code == 200: | |
| res = r.json() | |
| st.title('Telco Customer Churn is {}'.format(res['label_names'])) | |
| else: | |
| st.title("Unexpected Error") | |
| st.write(r.status_code) |