# -*- coding: utf-8 -*-
"""
Created on Wed Dec 11 18:57:24 2019

@author: Talha.Iftikhar
"""

import sklearn
from sklearn import datasets
from sklearn import svm
from sklearn import metrics

cancer=datasets.load_breast_cancer()

print(cancer.feature_names)
print(cancer.target_names)

x=cancer.data
y=cancer.target

x_train,x_test,y_train,y_test=sklearn.model_selection.train_test_split(x,y,test_size=0.2)

classes=['malignant','benign']

clf=svm.SVC(kernel="linear",C=2)
clf.fit(x_train,y_train)

y_pred=clf.predict(x_test)
acc=metrics.accuracy_score(y_test,y_pred)
