Python es Examples

Example #1

File: test_utils.py Project: python-polymatrix-games/probatus

def test_verbosity_true_(capsys):
    d1 = np.random.normal(size=1000)
    d2 = d1
    ks(d1, d2, verbose=True)
    captured = capsys.readouterr()
    assert captured.out == "\nKS: pvalue = 1.0\n\nKS: Null hypothesis cannot be rejected. Distributions not statistically different.\n"
    es(d1, d2, verbose=True)
    captured = capsys.readouterr()
    assert captured.out == "\nES: pvalue = 1.0\n\nES: Null hypothesis cannot be rejected. Distributions not statistically different.\n"

Example #2

File: test_stat_tests.py Project: orchardbirds/probatus

def test_es_returns_small():
    """
    Test.
    """
    d1 = np.random.normal(size=1000)
    d2 = np.random.weibull(1, size=1000) - 1
    assert es(d1, d2)[1] < 0.001

Example #3

File: test_stat_tests.py Project: orchardbirds/probatus

def test_es_returns_one():
    """
    Test.
    """
    d1 = np.random.normal(size=1000)
    d2 = d1
    assert es(d1, d2)[1] == 1.0

Example #4

def test_es_returns_small():
    '''Epps-Singleton test statistic returns small value (<0.001)'''
    d1 = np.random.normal(size=1000)
    d2 = np.random.weibull(1, size=1000) - 1
    assert es(d1, d2)[1] < 0.001

Example #5

def test_es_returns_one():
    '''Epps-Singleton test statistic returns one'''
    d1 = np.random.normal(size=1000)
    d2 = d1
    assert es(d1, d2)[1] == 1.0