# -*- coding: utf-8 -*-
"""
Created on Sat Jul  3 00:15:06 2021

@author: snara016
"""

from flask import Flask, request
import pandas as pd
import pickle

app=Flask(__name__)
# open classifier.pkl file in read byte mode 
pickle_in = open("classifier.pkl","rb")
classifier=pickle.load(pickle_in)

@app.route('/')
def welcome():
    return "Welcome All"

@app.route('/predict')
def predict_bank_note_auth():
    variance = request.args.get('variance')
    skewness = request.args.get('skewness')
    curtosis = request.args.get('curtosis')
    entropy = request.args.get('entropy')
    prediction = classifier.predict([[variance,skewness,curtosis,entropy]])
    return "The predicted value is " + str(prediction)


@app.route('/predict_file',methods=['POST'])
def predict_bank_note_auth_file():
    df_test = pd.read_csv(request.files.get("file"))
    prediction = classifier.predict(df_test)
    return "The predicted values for the csv is " + str(list(prediction))
    


if __name__ == '__main__':
    app.run(host='0.0.0.0',port=8000)