def testLinRidge_test_data():
dX, y = get_test_data()
X = pd.DataFrame(data=dX, columns=["x0", "x1"])
X['y'] = y
#print hw2.linear_reg_errors(h_train, h_test, 'MEDV', True)
print hw2.linear_reg(X, 'y', False, True)
def testLinRidge():
h_test, h_train = utils.load_and_normalize_housing_set()
#print hw2.linear_reg_errors(h_train, h_test, 'MEDV', True)
print hw2.linear_reg(h_train, 'MEDV', False, False)
def lin_ridge_wrap(X, y):
df = pd.DataFrame(X)
df['is_spam'] = y
accuracy = hw2.linear_reg(df, 'is_spam', True, True) # returns accuracy
return accuracy
