def test_standardization_axis1(self):
rdd = self.sc.parallelize([(0, array([1, 2], dtype='float16')), (0, array([3, 4], dtype='float16'))])
data = Series(rdd, dtype='float16')
centered = data.center(1)
standardized = data.standardize(1)
zscored = data.zscore(1)
assert(allclose(centered.first()[1], array([-1, -1]), atol=1e-3))
assert(allclose(standardized.first()[1], array([1, 2]), atol=1e-3))
assert(allclose(zscored.first()[1], array([-1, -1]), atol=1e-3))
def test_standardization_axis0(self):
rdd = self.sc.parallelize([(0, array([1, 2, 3, 4, 5], dtype='float16'))])
data = Series(rdd, dtype='float16')
centered = data.center(0)
standardized = data.standardize(0)
zscored = data.zscore(0)
assert(allclose(centered.first()[1], array([-2, -1, 0, 1, 2]), atol=1e-3))
assert(allclose(standardized.first()[1], array([0.70710, 1.41421, 2.12132, 2.82842, 3.53553]), atol=1e-3))
assert(allclose(zscored.first()[1], array([-1.41421, -0.70710, 0, 0.70710, 1.41421]), atol=1e-3))
