# -*- coding: utf-8 -*-
"""
Created on Sat Oct 28 19:28:05 2017

@author: Viet
"""

import pandas as pd
from sklearn.ensemble import GradientBoostingClassifier

merged = pd.read_csv("merged.csv")
x_model = merged[["female","male"]].values
y_model = merged["is_churn"].values

test = pd.read_csv("test_model.csv")
x_test  = test[["female","male"]].values
y_test = []
clf = GradientBoostingClassifier().fit(X=x_model,y=y_model)
y_test  = clf.predict_proba(x_test)