How to use the sncosmo.fitting.DataQualityError function in sncosmo

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github astrocatalogs / supernovae / tasks / sncosmo.py View on Github external
QUANTITY.VALUE: ''
        }])[0][QUANTITY.VALUE] == 'Ia'):
            source = sncosmo.get_source('salt2', version='2.4')
            model = sncosmo.Model(source=source)
            mredchisq = np.inf
            fm = None
            for zmin in np.linspace(0.0, 1.0, 19):
                zmax = zmin + 0.1  # Overlapping intervals
                try:
                    resl, fml = sncosmo.fit_lc(
                        table,
                        model, ['z', 't0', 'x0', 'x1', 'c'],
                        bounds={'z': (zmin, zmax)})
                except RuntimeError:
                    continue
                except sncosmo.fitting.DataQualityError:
                    break
                if resl.ndof < 15:
                    continue
                redchiq = resl.chisq / resl.ndof
                if (redchiq < mredchisq and redchiq < 2.0 and not np.isclose(
                        zmin, fml.get('z'), rtol=1.0e-3) and not np.isclose(
                            zmax, fml.get('z'), rtol=1.e-3)):
                    mredchisq = resl.chisq
                    res, fm = resl, fml

            if fm:
                print(event, res.chisq / res.ndof,
                      fm.get('z'),
                      catalog.entries[event][SUPERNOVA.REDSHIFT][0]['value']
                      if SUPERNOVA.REDSHIFT in catalog.entries[event] else
                      'no redshift')

sncosmo

Package for supernova cosmology based on astropy

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Latest version published 7 days ago

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