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ENH: compute kcorrect remaining stellar mass #476

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May 23, 2022
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22 changes: 22 additions & 0 deletions skypy/galaxies/spectrum.py
Original file line number Diff line number Diff line change
Expand Up @@ -143,6 +143,28 @@ def stellar_mass(self, coefficients, magnitudes, filter):
Mt = self.absolute_magnitudes(coefficients, filter)
return np.power(10, 0.4*(Mt-magnitudes))

def stellar_mass_remain(self, coefficients, magnitudes, filter):
r'''Compute total surviving stellar mass from absolute magnitudes.

Parameters
----------
coefficients : (ng, nt) array_like
Array of template coefficients.
magnitudes : (ng,) array_like
The magnitudes to match in the reference bandpass.
filter : str
A single reference bandpass filter specification for
`~speclite.filters.load_filters`.

Returns
-------
stellar_mass : (ng,) array_like
Total surviving stellar mass of each galaxy in template units.
'''
m = self.stellar_mass(coefficients, magnitudes, filter)
m *= np.dot(coefficients, self.mremain)
return m

def metallicity(self, coefficients):
r'''Galaxy metallicities from kcorrect templates.

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33 changes: 33 additions & 0 deletions skypy/galaxies/tests/test_spectrum.py
Original file line number Diff line number Diff line change
Expand Up @@ -158,6 +158,39 @@ def test_kcorrect_stellar_mass():
np.testing.assert_allclose(stellar_mass, truth)


@pytest.mark.skipif(not HAS_SPECLITE, reason='test requires speclite')
def test_kcorrect_stellar_mass_remain():

from astropy import units
from skypy.galaxies.spectrum import kcorrect
from speclite.filters import FilterResponse

# Gaussian bandpass
filt_lam = np.logspace(3, 4, 1000) * units.AA
filt_mean = 5000 * units.AA
filt_width = 100 * units.AA
filt_tx = np.exp(-((filt_lam-filt_mean)/filt_width)**2)
filt_tx[[0, -1]] = 0
FilterResponse(wavelength=filt_lam, response=filt_tx,
meta=dict(group_name='test', band_name='filt'))

# Using the identity matrix for the coefficients yields trivial test cases
coeff = np.eye(5)
Mt = kcorrect.absolute_magnitudes(coeff, 'test-filt')

# Using the absolute magnitudes of the templates as reference magnitudes
# should return one solar mass for each template.
stellar_mass = kcorrect.stellar_mass_remain(coeff, Mt, 'test-filt')
truth = kcorrect.mremain
np.testing.assert_allclose(stellar_mass, truth)

# Solution for given magnitudes without template mixing
Mb = np.array([10, 20, 30, 40, 50])
stellar_mass = kcorrect.stellar_mass_remain(coeff, Mb, 'test-filt')
truth = np.power(10, -0.4*(Mb-Mt)) * kcorrect.mremain
np.testing.assert_allclose(stellar_mass, truth)


def test_kcorrect_metallicity():

from skypy.galaxies.spectrum import kcorrect
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