def test_rsq_from_b():
data = np.loadtxt(test_dir + 'box16.1_air_pollution.txt',
usecols=range(1,8))
Y = data[:,0]
X = data[:,1:3]
b = multiregress(X,Y)
calc_rsq = rsq_from_b(X, Y, b)
supplied_rsq = 0.5162
assert np.abs(calc_rsq - supplied_rsq) < 0.5162
print 'rsq_from_coeffs okay'
def test_multiregress():
data = np.loadtxt(test_dir + 'box16.1_air_pollution.txt',
usecols=range(1,8))
Y = data[...,0]
X = data[...,1:3]
coefs, ses = multiregress(X,Y)
supplied_coefs = np.array((77.231, -1.0480, 0.0243))
assert np.all((coefs - supplied_coefs) < 1e-2)
supplied_ses = np.array((0.37327, 0.0047880))
assert np.all((ses - supplied_ses) < 1e-4)
print "multiregress ok"