.. _dust-extinction-mainpage: ############################ Interstellar Dust Extinction ############################ ``dust_extinction`` is a python package to provide models of interstellar dust extinction curves. Extinction describes the effects of dust on a single star. The dust along the line-of-sight to the stars removes flux by absorbing photons or scattering photons out of the line-of-sight. In general, extinction models are used to model or correct the effects of dust on observations a single star. In contrast, dust attenuation refers to the effects of dust on the measurements of groups of stars mixed with dust or stars with circumstellar dust. See :ref:`ExtvsAtt`. For attenuation models, see the `dust_attenuation package `_. This package is an `astropy affiliated package `_ and uses the `astropy.modeling `_ framework. User Documentation ================== .. toctree:: :maxdepth: 2 Extinction versus Attenuation Flavors of Models How to choose a model Extinguish (or unextinguish) data Fitting extinction curves References Installation ============ .. toctree:: :maxdepth: 2 How to install Repository ========== GitHub: `dust_extinction `_ Quick Start =========== How to extinguish (redden) and unextinguish (deredden) a spectrum: Generate a spectrum to use. In this case a blackbody model, but can be an observed spectrum. The `dust_extinction` models are unit aware and the wavelength array should have astropy.units associated with it. .. code-block:: python import numpy as np from astropy.modeling.models import BlackBody import astropy.units as u # wavelengths and spectrum are 1D arrays # wavelengths between 1000 and 30000 A wavelengths = np.logspace(np.log10(1000), np.log10(3e4), num=1000)*u.AA bb_lam = BlackBody(10000*u.K, scale=1.0 * u.erg / (u.cm ** 2 * u.AA * u.s * u.sr)) spectrum = bb_lam(wavelengths) Define a model, specifically the F99 model with an R(V) = 3.1. .. code-block:: python from dust_extinction.parameter_averages import G23 # define the model ext = G23(Rv=3.1) Extinguish (redden) a spectrum with a screen of F99 dust with an E(B-V) of 0.5. Can also specify the dust column with Av (this case equivalent to Av = 0.5*Rv = 1.55). .. code-block:: python # extinguish (redden) the spectrum spectrum_ext = spectrum*ext.extinguish(wavelengths, Ebv=0.5) Unextinguish (deredden) a spectrum with a screen of F99 dust with the equivalent A(V) column. .. code-block:: python # unextinguish (deredden) the spectrum spectrum_noext = spectrum_ext/ext.extinguish(wavelengths, Av=1.55) .. plot:: import numpy as np import matplotlib.pyplot as plt import astropy.units as u from astropy.modeling.models import BlackBody from dust_extinction.parameter_averages import G23 # define the model ext = G23(Rv=3.1) # wavelengths and spectrum are 1D arrays # wavelengths between 1000 and 30000 A wavelengths = np.logspace(np.log10(1000), np.log10(3e4), num=1000)*u.AA bb_lam = BlackBody(10000*u.K, scale=1.0 * u.erg / (u.cm ** 2 * u.AA * u.s * u.sr)) spectrum = bb_lam(wavelengths) # extinguish (redden) the spectrum spectrum_ext = spectrum*ext.extinguish(wavelengths, Ebv=0.5) # unextinguish (deredden) the spectrum spectrum_noext = spectrum_ext/ext.extinguish(wavelengths, Av=1.55) # plot the intrinsic and extinguished fluxes fig, ax = plt.subplots() ax.plot(wavelengths, spectrum, label='spectrum', linewidth=6, alpha=0.5) ax.plot(wavelengths, spectrum_ext, label='spectrum_ext') ax.plot(wavelengths, spectrum_noext, 'k', label='spectrum_noext') ax.set_xlabel('$\lambda$ [{}]'.format(wavelengths.unit)) ax.set_ylabel('$Flux$ [{}]'.format(spectrum.unit)) ax.set_xscale('log') ax.set_yscale('log') ax.legend(loc='best') plt.tight_layout() plt.show() Reporting Issues ================ If you have found a bug in ``dust_extinction`` please report it by creating a new issue on the ``dust_extinction`` `GitHub issue tracker `_. Please include an example that demonstrates the issue sufficiently so that the developers can reproduce and fix the problem. You may also be asked to provide information about your operating system and a full Python stack trace. The developers will walk you through obtaining a stack trace if it is necessary. Contributing ============ Like the `Astropy`_ project, ``dust_extinction`` is made both by and for its users. We accept contributions at all levels, spanning the gamut from fixing a typo in the documentation to developing a major new feature. We welcome contributors who will abide by the `Python Software Foundation Code of Conduct `_. ``dust_extinction`` follows the same workflow and coding guidelines as `Astropy`_. The following pages will help you get started with contributing fixes, code, or documentation (no git or GitHub experience necessary): * `How to make a code contribution `_ * `Coding Guidelines `_ * `Developer Documentation `_ For the complete list of contributors please see the `dust_extinction contributors page on Github `_. Reference API ============= .. toctree:: :maxdepth: 2 dust_extinction/reference_api.rst