def test_coefficient_of_determination():
"""
Test the computation of coefficient of determination
"""
cod = ozm.coeff_of_determination(TM1, TM2)
# Test for regressions:
npt.assert_almost_equal(cod,
np.array([[[ -3.44661890e+00, -9.56966221e-01, -2.95984527e-01,
-2.14809778e-01],
[ -1.13823857e+00, -1.47624354e+00, -2.49836988e-01,
4.45058522e-01]],
[[ -2.12348903e+00, -1.03695127e+00, 3.43880861e-03,
-5.08955429e-01],
[ -2.70970026e+00, -8.62731412e-01, 3.21255708e-01,
1.52058544e-01]],
[[ -1.54499435e+00, -1.12129147e+00, -1.34573166e+00,
-5.70547139e-01],
[ -1.31661328e+00, -1.31546355e-02, -9.43582307e-03,
-4.12026495e-01]]]))
help='Bvals file (FSL format)')
parser.add_argument('out_file', action='store', metavar='File',
help='Output file name (.nii.gz)')
parser.add_argument('--mask_file', action='store', metavar='File',
help='Mask file (only the voxels within the binary mask will be analyzed (.nii.gz; default: analyze all) ',
default=None)
params = parser.parse_args()
if __name__ == "__main__":
Model1 = dti.TensorModel(params.dwi_file1,
params.bvecs_file1,
params.bvals_file1,
mask=params.mask_file,
params_file='temp')
Model2 = dti.TensorModel(params.dwi_file2,
params.bvecs_file2,
params.bvals_file2,
mask=params.mask_file,
params_file='temp')
# Do it and save:
nib.Nifti1Image(ana.coeff_of_determination(Model1, Model2),
Model1.affine).to_filename(params.out_file)
metavar='File',
help='Output file name (.nii.gz)')
parser.add_argument(
'--mask_file',
action='store',
metavar='File',
help=
'Mask file (only the voxels within the binary mask will be analyzed (.nii.gz; default: analyze all) ',
default=None)
params = parser.parse_args()
if __name__ == "__main__":
Model1 = dti.TensorModel(params.dwi_file1,
params.bvecs_file1,
params.bvals_file1,
mask=params.mask_file,
params_file='temp')
Model2 = dti.TensorModel(params.dwi_file2,
params.bvecs_file2,
params.bvals_file2,
mask=params.mask_file,
params_file='temp')
# Do it and save:
nib.Nifti1Image(ana.coeff_of_determination(Model1, Model2),
Model1.affine).to_filename(params.out_file)
