Cosmological Calculations (astropy.cosmology
)¶
Introduction¶
The astropy.cosmology
subpackage contains classes for representing
cosmologies and utility functions for calculating commonly used quantities that
depend on a cosmological model. This includes distances, ages, and lookback
times corresponding to a measured redshift or the transverse separation
corresponding to a measured angular separation.
astropy.cosmology.units
extends the astropy.units
subpackage,
adding and collecting cosmological units and equivalencies, like \(h\) for
keeping track of (dimensionless) factors of the Hubble constant.
For details on reading and writing cosmologies from files, see Read, Write, and Convert Cosmology Objects.
For notes on building custom Cosmology classes and interfacing
astropy.cosmology
with 3rdparty packages, see
Cosmology For Developers.
Getting Started¶
Cosmological quantities are calculated using methods of a Cosmology
object.
Examples¶
To calculate the Hubble constant at z=0 (i.e., H0
) and the number of
transverse proper kiloparsecs (kpc) corresponding to an arcminute at z=3:
>>> from astropy.cosmology import WMAP9 as cosmo
>>> cosmo.H(0)
<Quantity 69.32 km / (Mpc s)>
>>> cosmo.kpc_proper_per_arcmin(3)
<Quantity 472.97709620405266 kpc / arcmin>
Here WMAP9 is a builtin object describing a cosmology with the parameters
from the nineyear WMAP results. Several other builtin cosmologies are also
available (see Builtin Cosmologies). The available methods of the cosmology
object are listed in the methods summary for the FLRW
class.
All of these methods also accept an arbitrarilyshaped array of redshifts as input:
>>> import numpy as np
>>> from astropy.cosmology import WMAP9 as cosmo
>>> cosmo.comoving_distance(np.array([0.5, 1.0, 1.5]))
<Quantity [1916.06941724, 3363.07062107, 4451.7475201 ] Mpc>
You can create your own FLRWlike cosmology using one of the cosmology classes:
>>> from astropy.cosmology import FlatLambdaCDM
>>> cosmo = FlatLambdaCDM(H0=70, Om0=0.3, Tcmb0=2.725)
>>> cosmo
FlatLambdaCDM(H0=70.0 km / (Mpc s), Om0=0.3, Tcmb0=2.725 K,
Neff=3.04, m_nu=[0. 0. 0.] eV, Ob0=None)
Note the presence of additional cosmological parameters (e.g., Neff
, the
number of effective neutrino species) with default values; these can also be
specified explicitly in the call to the constructor.
The cosmology subpackage makes use of units
, so in many cases
returns values with units attached. Consult the documentation for that
subpackage for more details, but briefly here we will show how to access the
floating point or array values:
>>> from astropy.cosmology import WMAP9 as cosmo
>>> H0 = cosmo.H(0)
>>> H0.value, H0.unit
(69.32, Unit("km / (Mpc s)"))
Using astropy.cosmology
¶
More detailed information on using the package is provided on separate pages, listed below.
Most of the functionality is enabled by the FLRW
object. This represents a
homogeneous and isotropic cosmology (characterized by the
FriedmannLemaitreRobertsonWalker metric, named after the people who solved
Einstein’s field equation for this special case). However, you cannot work with
this class directly, as you must specify a dark energy model by using one of
its subclasses instead, such as FlatLambdaCDM
.
Examples¶
You can create a new FlatLambdaCDM
object with arguments giving the Hubble
parameter and Omega matter (both at z=0):
>>> from astropy.cosmology import FlatLambdaCDM
>>> cosmo = FlatLambdaCDM(H0=70, Om0=0.3)
>>> cosmo
FlatLambdaCDM(H0=70.0 km / (Mpc s), Om0=0.3, Tcmb0=0.0 K,
Neff=3.04, m_nu=None, Ob0=None)
This can also be done more explicitly using units, which is recommended:
>>> from astropy.cosmology import FlatLambdaCDM
>>> import astropy.units as u
>>> cosmo = FlatLambdaCDM(H0=70 * u.km / u.s / u.Mpc, Tcmb0=2.725 * u.K, Om0=0.3)
The predefined cosmologies described in the Getting Started section are
instances of FlatLambdaCDM
, and have the same methods. So we can find the
luminosity distance to redshift 4 by:
>>> cosmo.luminosity_distance(4)
<Quantity 35842.353618623194 Mpc>
Or the age of the universe at z = 0:
>>> cosmo.age(0)
<Quantity 13.461701658024014 Gyr>
They also accept arrays of redshifts:
>>> import astropy.cosmology.units as cu
>>> cosmo.age([0.5, 1, 1.5] * cu.redshift)
<Quantity [8.42128013, 5.74698021, 4.19645373] Gyr>
See the FLRW
and FlatLambdaCDM
object docstring for all of the methods and
attributes available.
In addition to flat universes, nonflat varieties are supported, such as
LambdaCDM
. A variety of standard cosmologies with the parameters already
defined are also available (see Builtin Cosmologies)
>>> from astropy.cosmology import WMAP7 # WMAP 7year cosmology
>>> WMAP7.critical_density(0) # critical density at z = 0
<Quantity 9.31000324385361e30 g / cm3>
You can see how the density parameters evolve with redshift as well:
>>> import numpy as np
>>> from astropy.cosmology import WMAP7 # WMAP 7year cosmology
>>> WMAP7.Om(np.array([0, 1.0, 2.0]))
array([0.272 , 0.74898522, 0.90905234])
>>> WMAP7.Ode(np.array([0., 1.0, 2.0]))
array([0.72791572, 0.2505506 , 0.0901026 ])
Note that these do not quite add up to one, even though WMAP7 assumes a flat
universe, because photons and neutrinos are included. Also note that the
density parameters are unitless and so are not Quantity
objects.
It is possible to specify the baryonic matter density at redshift zero at class
instantiation by passing the keyword argument Ob0
:
>>> from astropy.cosmology import FlatLambdaCDM
>>> cosmo = FlatLambdaCDM(H0=70, Om0=0.3, Ob0=0.05)
>>> cosmo
FlatLambdaCDM(H0=70.0 km / (Mpc s), Om0=0.3, Tcmb0=0.0 K,
Neff=3.04, m_nu=None, Ob0=0.05)
In this case the dark matteronly density at redshift 0 is available as class
attribute Odm0
and the redshift evolution of dark and baryonic matter
densities can be computed using the methods Odm
and Ob
, respectively.
If Ob0
is not specified at class instantiation, it defaults to None
and
any method relying on it being specified will raise a ValueError
:
>>> from astropy.cosmology import FlatLambdaCDM
>>> cosmo = FlatLambdaCDM(H0=70, Om0=0.3)
>>> cosmo.Odm(1)
Traceback (most recent call last):
...
ValueError: Baryonic density not set for this cosmology, unclear
meaning of dark matter density
Cosmological instances have an optional name
attribute which can be used to
describe the cosmology:
>>> from astropy.cosmology import FlatwCDM
>>> cosmo = FlatwCDM(name='SNLS3+WMAP7', H0=71.58, Om0=0.262, w0=1.016)
>>> cosmo
FlatwCDM(name="SNLS3+WMAP7", H0=71.58 km / (Mpc s), Om0=0.262,
w0=1.016, Tcmb0=0.0 K, Neff=3.04, m_nu=None, Ob0=None)
This is also an example with a different model for dark energy: a flat universe with a constant dark energy equation of state, but not necessarily a cosmological constant. A variety of additional dark energy models are also supported (see Specifying a dark energy model).
An important point is that the cosmological parameters of each instance are
immutable — that is, if you want to change, say, Om
, you need to make a new
instance of the class. To make this more convenient, a
clone()
operation is provided, which allows
you to make a copy with specified values changed. Note that you cannot change
the type of cosmology with this operation (e.g., flat to nonflat).
To make a copy of a cosmological instance using the clone
operation:
>>> from astropy.cosmology import WMAP9
>>> newcosmo = WMAP9.clone(name='WMAP9 modified', Om0=0.3141)
>>> WMAP9.H0, newcosmo.H0 # some values unchanged
(<Quantity 69.32 km / (Mpc s)>, <Quantity 69.32 km / (Mpc s)>)
>>> WMAP9.Om0, newcosmo.Om0 # some changed
(0.2865, 0.3141)
>>> WMAP9.Ode0, newcosmo.Ode0 # Indirectly changed since this is flat
(0.7134130719051658, 0.6858130719051657)
Finding the Redshift at a Given Value of a Cosmological Quantity¶
If you know a cosmological quantity and you want to know the redshift which it
corresponds to, you can use z_at_value()
.
Example¶
To find the redshift using z_at_value
:
>>> import astropy.units as u
>>> from astropy.cosmology import Planck13, z_at_value
>>> z_at_value(Planck13.age, 2 * u.Gyr)
<Quantity 3.19812061 redshift>
For some quantities, there can be more than one redshift that satisfies a value.
In this case you can use the zmin
and zmax
keywords to restrict the
search range or set bracket
to initialize it in the desired domain. See the
z_at_value()
docstring for more detailed usage examples.
Builtin Cosmologies¶
A number of preloaded cosmologies are available from analyses using the WMAP and Planck satellite data. For example:
>>> from astropy.cosmology import Planck13 # Planck 2013
>>> Planck13.lookback_time(2) # lookback time in Gyr at z=2
<Quantity 10.51184138 Gyr>
A full list of the predefined cosmologies is given by
cosmology.realizations.available
and summarized below:
Name 
Source 
H0 
Om 
Flat 

WMAP1 
Spergel et al. 2003 
72.0 
0.257 
Yes 
WMAP3 
Spergel et al. 2007 
70.1 
0.276 
Yes 
WMAP5 
Komatsu et al. 2009 
70.2 
0.277 
Yes 
WMAP7 
Komatsu et al. 2011 
70.4 
0.272 
Yes 
WMAP9 
Hinshaw et al. 2013 
69.3 
0.287 
Yes 
Planck13 
Planck Collab 2013, Paper XVI 
67.8 
0.307 
Yes 
Planck15 
Planck Collab 2015, Paper XIII 
67.7 
0.307 
Yes 
Planck18 
Planck Collab 2018, Paper VI 
67.7 
0.310 
Yes 
Note
Unlike the Planck 2015 paper, the Planck 2018 paper includes massive
neutrinos in Om0
but the Planck18 object includes them in m_nu
instead for consistency. Hence, the Om0
value in Planck18 differs
slightly from the Planck 2018 paper but represents the same cosmological
model.
Currently, all are instances of FlatLambdaCDM
. More details about exactly
where each set of parameters comes from are available in the docstring for each
object:
>>> from astropy.cosmology import WMAP7
>>> print(WMAP7.__doc__)
WMAP7 instance of FlatLambdaCDM cosmology
(from Komatsu et al. 2011, ApJS, 192, 18, doi: 10.1088/00670049/192/2/18.
Table 1 (WMAP + BAO + H0 ML).)
Specifying a Dark Energy Model¶
Along with the standard FlatLambdaCDM
model described above, a number of
additional dark energy models are provided. FlatLambdaCDM
and LambdaCDM
assume that dark energy is a cosmological constant, and should be the most
commonly used cases; the former assumes a flat universe, the latter allows for
spatial curvature. FlatwCDM
and wCDM
assume a constant dark energy equation
of state parameterized by \(w_{0}\). Two forms of a variable dark energy
equation of state are provided: the simple first order linear expansion
\(w(z) = w_{0} + w_{z} z\) by w0wzCDM
, as well as the common CPL form by
w0waCDM
: \(w(z) = w_{0} + w_{a} (1  a) = w_{0} + w_{a} z / (1 + z)\)
and its generalization to include a pivot redshift by wpwaCDM
:
\(w(z) = w_{p} + w_{a} (a_{p}  a)\).
Users can specify their own equation of state by subclassing FLRW
. See the
provided subclasses for examples. It is advisable to stick to subclassing
FLRW
rather than one of its subclasses, since some of them use internal
optimizations that also need to be propagated to any subclasses. Users wishing
to use similar tricks (which can make distance calculations much faster) should
consult the cosmology module source code for details.
Photons and Neutrinos¶
The cosmology classes (can) include the contribution to the energy density from
both photons and neutrinos. By default, the latter are assumed massless. The
three parameters controlling the properties of these species, which are
arguments to the initializers of all of the cosmological classes, are Tcmb0
(the temperature of the cosmic microwave background at z=0), Neff
(the
effective number of neutrino species), and m_nu
(the rest mass of the
neutrino species). Tcmb0
and m_nu
should be expressed as unit
Quantities. All three have standard default values — 0 K, 3.04, and 0 eV,
respectively. (The reason that Neff
is not 3 has to do primarily with a
small bump in the neutrino energy spectrum due to electronpositron
annihilation, but is also affected by weak interaction physics.) Setting the
CMB temperature to 0 removes the contribution of both neutrinos and photons.
This is the default to ensure these components are excluded unless the user
explicitly requests them.
Massive neutrinos are treated using the approach described in the WMAP sevenyear cosmology paper (Komatsu et al. 2011, ApJS, 192, 18, section 3.3). This is not the simple \(\Omega_{\nu 0} h^2 = \sum_i m_{\nu\, i} / 93.04\,\mathrm{eV}\) approximation. Also note that the values of \(\Omega_{\nu}(z)\) include both the kinetic energy and the rest mass energy components, and that the Planck13 and Planck15 cosmologies include a single species of neutrinos with nonzero mass (which is not included in \(\Omega_{m0}\)).
Adding massive neutrinos can have significant performance implications. In particular, the computation of distance measures and lookback times are factors of three to four times slower than in the massless neutrino case. Therefore, if you need to compute many distances in such a cosmology and performance is critical, it is particularly useful to calculate them on a grid and use interpolation.
Examples¶
The contribution of photons and neutrinos to the total massenergy density can be found as a function of redshift:
>>> from astropy.cosmology import WMAP7 # WMAP 7year cosmology
>>> WMAP7.Ogamma0, WMAP7.Onu0 # Current epoch values
(4.985694972799396e05, 3.442154948307989e05)
>>> z = np.array([0, 1.0, 2.0])
>>> WMAP7.Ogamma(z), WMAP7.Onu(z)
(array([4.98603986e05, 2.74593395e04, 4.99915942e04]),
array([3.44239306e05, 1.89580995e04, 3.45145089e04]))
If you want to exclude photons and neutrinos from your calculations, you can
set Tcmb0
to 0 (which is also the default):
>>> from astropy.cosmology import FlatLambdaCDM
>>> import astropy.units as u
>>> cos = FlatLambdaCDM(70.4 * u.km / u.s / u.Mpc, 0.272, Tcmb0 = 0.0 * u.K)
>>> cos.Ogamma0, cos.Onu0
(0.0, 0.0)
You can include photons but exclude any contributions from neutrinos by setting
Tcmb0
to be nonzero (2.725 K is the standard value for our Universe) but
setting Neff
to 0:
>>> from astropy.cosmology import FlatLambdaCDM
>>> cos = FlatLambdaCDM(70.4, 0.272, Tcmb0=2.725, Neff=0)
>>> cos.Ogamma(np.array([0, 1, 2])) # Photons are still present
array([4.98603986e05, 2.74642208e04, 5.00086413e04])
>>> cos.Onu(np.array([0, 1, 2])) # But not neutrinos
array([0., 0., 0.])
The number of neutrino species is assumed to be the floor of Neff
, which in
the default case is Neff=3
. Therefore, if nonzero neutrino masses are
desired, then three masses should be provided. However, if only one value is
provided, all of the species are assumed to have the same mass. Neff
is
assumed to be shared equally between each species.
>>> from astropy.cosmology import FlatLambdaCDM
>>> import astropy.units as u
>>> H0 = 70.4 * u.km / u.s / u.Mpc
>>> m_nu = 0 * u.eV
>>> cosmo = FlatLambdaCDM(H0, 0.272, Tcmb0=2.725, m_nu=m_nu)
>>> cosmo.has_massive_nu
False
>>> cosmo.m_nu
<Quantity [0., 0., 0.] eV>
>>> m_nu = [0.0, 0.05, 0.10] * u.eV
>>> cosmo = FlatLambdaCDM(H0, 0.272, Tcmb0=2.725, m_nu=m_nu)
>>> cosmo.has_massive_nu
True
>>> cosmo.m_nu
<Quantity [0. , 0.05, 0.1 ] eV>
>>> cosmo.Onu(np.array([0, 1.0, 15.0]))
array([0.00327011, 0.00896845, 0.01257946])
>>> cosmo.Onu(1) * cosmo.critical_density(1)
<Quantity 2.444380380370406e31 g / cm3>
While these examples used FlatLambdaCDM
, the above examples also apply for
all of the other cosmology classes.
See Also¶
Hogg, “Distance measures in cosmology”, https://arxiv.org/abs/astroph/9905116
Linder, “Exploring the Expansion History of the Universe”, https://arxiv.org/abs/astroph/0208512
NASA’s Legacy Archive for Microwave Background Data Analysis, https://lambda.gsfc.nasa.gov/
Range of Validity and Reliability¶
The code in this subpackage is tested against several widely used online
cosmology calculators and has been used to perform many calculations in
refereed papers. You can check the range of redshifts over which the code is
regularly tested in the module astropy.cosmology.tests.test_cosmology
. If
you find any bugs, please let us know by opening an issue at the GitHub
repository!
A more difficult question is the range of redshifts over which the code is
expected to return valid results. This is necessarily modeldependent, but in
general you should not expect the numeric results to be well behaved for
redshifts more than a few times larger than the epoch of matterradiation
equality (so, for typical models, not above z = 56,000, but for some models
much lower redshifts may be illbehaved). In particular, you should pay
attention to warnings from the scipy.integrate
package about integrals
failing to converge (which may only be issued once per session).
The builtin cosmologies use the parameters as listed in the respective papers. These provide only a limited range of precision, and so you should not expect derived quantities to match beyond that precision. For example, the Planck 2013 and 2015 results only provide the Hubble constant to four digits. Therefore, they should not be expected to match the age quoted by the Planck team to better than that, despite the fact that five digits are quoted in the papers.
Reference/API¶
More detailed information on using the package is provided on separate pages, listed below.
astropy.cosmology Package¶
astropy.cosmology
contains classes and functions for cosmological
distance measures and other cosmologyrelated calculations.
See the Astropy documentation for more detailed usage examples and references.
Functions¶

Find the redshift 

Return elementwise equality check on the cosmologies. 
Classes¶

Baseclass for all Cosmologies. 
Mixin class for flat cosmologies. 


A class describing an isotropic and homogeneous (FriedmannLemaitreRobertsonWalker) cosmology. 

Mixin class for flat FLRW cosmologies. 

FLRW cosmology with a cosmological constant and curvature. 

FLRW cosmology with a cosmological constant and no curvature. 

FLRW cosmology with a constant dark energy equation of state and curvature. 

FLRW cosmology with a constant dark energy equation of state and no spatial curvature. 

FLRW cosmology with a CPL dark energy equation of state and curvature. 

FLRW cosmology with a CPL dark energy equation of state and no curvature. 

FLRW cosmology with a CPL dark energy equation of state, a pivot redshift, and curvature. 

FLRW cosmology with a variable dark energy equation of state and curvature. 
The default cosmology to use. 


Cosmological parameter (descriptor). 