added python app file and requirements

README.md

@@ -1,10 +1,10 @@
 ---
-title: P2m1 Frontend Deployment
-emoji: 🏢
-colorFrom: green
-colorTo: gray
+title: Milestone1 Deploy
+emoji: 🌖
+colorFrom: gray
+colorTo: purple
 sdk: streamlit
-sdk_version: 1.15.2
+sdk_version: 1.10.0
 app_file: app.py
 pinned: false
 ---

app.py

@@ -0,0 +1,60 @@
+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.number_input('Tenure', min_value=0, step=1, max_value=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://milestone1-innoefawwaz.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)

requirements.txt

@@ -0,0 +1,6 @@
+pandas
+scikit-learn==1.0.2
+numpy
+flask
+gunicorn
+tensorflow-cpu