update all

Author: Md-Emon-Hasan

.github/workflows/ci-cd.yml

@@ -0,0 +1,73 @@
+from flask import Flask
+from flask import request
+from flask import render_template
+import pickle
+import numpy as np
+
+df = pickle.load(open('./models/df.pkl','rb'))
+classifier = pickle.load(open('./models/classifier.pkl','rb'))
+
+app = Flask(__name__)
+
+@app.route('/',methods=['GET'])
+def index():
+    # Sort the unique values
+    SeniorCitizen = sorted(df['SeniorCitizen'].unique())
+    Dependents = sorted(df['Dependents'].unique())
+    Contract_MonthToMonth = sorted(df['Contract_MonthToMonth'].unique())
+    Contract_One_year = sorted(df['Contract_One_year'].unique())
+    Contract_Two_year = sorted(df['Contract_Two_year'].unique())
+    tenure_bin_New = sorted(df['tenure_bin_New'].unique())
+    tenure_bin_Mid = sorted(df['tenure_bin_Mid'].unique())
+    tenure_bin_Long = sorted(df['tenure_bin_Long'].unique())
+    InternetService_Fiber_optic = sorted(df['InternetService_Fiber_optic'].unique())
+    OnlineSecurity = sorted(df['OnlineSecurity'].unique())
+    TechSupport = sorted(df['TechSupport'].unique())
+    PaymentMethod_Electronic_check = sorted(df['PaymentMethod_Electronic_check'].unique())
+    PaperlessBilling = sorted(df['PaperlessBilling'].unique())
+    
+    return render_template('index.html', SeniorCitizen=SeniorCitizen, Dependents=Dependents, Contract_MonthToMonth=Contract_MonthToMonth, Contract_One_year=Contract_One_year, Contract_Two_year=Contract_Two_year, tenure_bin_New=tenure_bin_New, tenure_bin_Mid=tenure_bin_Mid, tenure_bin_Long=tenure_bin_Long, InternetService_Fiber_optic=InternetService_Fiber_optic, OnlineSecurity=OnlineSecurity, TechSupport=TechSupport, PaymentMethod_Electronic_check=PaymentMethod_Electronic_check, PaperlessBilling=PaperlessBilling)
+
+@app.route('/predict',methods=['POST'])
+def predict():
+    SeniorCitizen = int(request.form['SeniorCitizen'])
+    Dependents = int(request.form['Dependents'])
+    Contract_MonthToMonth = float(request.form['Contract_MonthToMonth'])
+    Contract_One_year = float(request.form['Contract_One_year'])
+    Contract_Two_year = float(request.form['Contract_Two_year'])
+    tenure_bin_New = float(request.form['tenure_bin_New'])
+    tenure_bin_Mid = float(request.form['tenure_bin_Mid'])
+    tenure_bin_Long = float(request.form['tenure_bin_Long'])
+    InternetService_Fiber_optic = float(request.form['InternetService_Fiber_optic'])
+    OnlineSecurity = int(request.form['OnlineSecurity'])
+    TechSupport = int(request.form['TechSupport'])
+    PaymentMethod_Electronic_check = float(request.form['PaymentMethod_Electronic_check'])
+    PaperlessBilling = int(request.form['PaperlessBilling'])
+    MonthlyCharges = float(request.form['MonthlyCharges'])
+    TotalCharges = float(request.form['TotalCharges'])
+    
+    # predict
+    predict_churn = classifier.predict(np.array([SeniorCitizen, Dependents, Contract_One_year, Contract_MonthToMonth, Contract_Two_year, tenure_bin_New, tenure_bin_Mid, tenure_bin_Long, InternetService_Fiber_optic, OnlineSecurity, TechSupport, PaymentMethod_Electronic_check, PaperlessBilling, MonthlyCharges, TotalCharges]).reshape(1,15))
+    
+    return render_template(
+        'index.html',
+        predict_churn=predict_churn,
+        SeniorCitizen=SeniorCitizen,
+        Dependents=Dependents,
+        Contract_MonthToMonth=Contract_MonthToMonth,
+        Contract_One_year=Contract_One_year,
+        Contract_Two_year=Contract_Two_year,
+        tenure_bin_New=tenure_bin_New,
+        tenure_bin_Mid=tenure_bin_Mid,
+        tenure_bin_Long=tenure_bin_Long,
+        InternetService_Fiber_optic=InternetService_Fiber_optic,
+        OnlineSecurity=OnlineSecurity,
+        TechSupport=TechSupport,
+        PaymentMethod_Electronic_check=PaymentMethod_Electronic_check,
+        PaperlessBilling=PaperlessBilling,
+        MonthlyCharges=MonthlyCharges,
+        TotalCharges=TotalCharges
+        )
+
+if __name__ == '__main__':
+    app.run(debug=True,host='0.0.0.0',port=5000)