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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) |