pynkowski
Welcome to Pynkowski's documentation!
A Python package to compute Minkowski Functionals of input fields, as well as their expected values in the case of Gaussian isotropic fields.
The formats supported for input data are the following:
- Scalar HEALPix maps, as the ones used by healpy (see paper).
...and more to come, feel free to contact us (by email or opening an issue) to implement more schemes.
The theoretical expectation for Gaussian isotropic fields are implemented in the following cases:
- Gaussian scalar maps on the sphere (such as CMB $T$, see paper).
- $\chi^2$ maps on the sphere (such as CMB $P^2$, see paper).
...and more to come, feel free to contact us (by email or opening an issue) to implement more theoretical expectations.
The repository can be found on https://github.com/javicarron/pynkowski.
Installation
This package can be installed with:
pip install pynkowski
The dependencies are:
Documentation
The documentation can be found on https://javicarron.github.io/pynkowski
Example notebooks
- Get the Minkowski Functionals of a CMB temperature $T$ map and compare with theory.
- Get the Minkowski Functionals of a CMB polarization $P^2=Q^2+U^2$ map and compare with theory (coming soon).
Authors
This package has been developed by Javier Carrón Duque and Alessandro Carones.
1'''# Welcome to Pynkowski's documentation! 2 3A Python package to compute Minkowski Functionals of input fields, as well as their expected values in the case of Gaussian isotropic fields. 4 5The formats supported for **input data** are the following: 6- Scalar HEALPix maps, as the ones used by [healpy](https://healpy.readthedocs.io/) (see paper). 7 8...and more to come, feel free to contact us (by [email](mailto:javier.carron@roma2.infn.it) or opening an issue) to implement more schemes. 9 10 11The **theoretical expectation** for Gaussian isotropic fields are implemented in the following cases: 12- Gaussian scalar maps on the sphere (such as CMB $T$, see paper). 13- $\chi^2$ maps on the sphere (such as CMB $P^2$, see paper). 14 15...and more to come, feel free to contact us (by [email](mailto:javier.carron@roma2.infn.it) or opening an issue) to implement more theoretical expectations. 16 17The repository can be found on [https://github.com/javicarron/pynkowski](https://github.com/javicarron/pynkowski). 18 19## Installation 20 21This package can be installed with: 22``` 23pip install pynkowski 24``` 25 26The dependencies are: 27- [numpy](https://numpy.org/) 28- [scipy](https://scipy.org/) 29- [healpy](https://healpy.readthedocs.io/) 30- [tqdm](https://github.com/tqdm/tqdm) (optional, notebook only) 31 32## Documentation 33 34The documentation can be found on <https://javicarron.github.io/pynkowski> 35 36## Example notebooks 37 38- [Get the Minkowski Functionals of a CMB temperature $T$ map and compare with theory](https://github.com/javicarron/pynkowski/blob/main/examples/Temperature.ipynb). 39- Get the Minkowski Functionals of a CMB polarization $P^2=Q^2+U^2$ map and compare with theory (coming soon). 40 41 42## Authors 43 44This package has been developed by [Javier Carrón Duque](https:www.javiercarron.com) and Alessandro Carones. 45''' 46 47from .data import Scalar 48 49from .theory import (get_μ, 50 TheoryTemperature, 51 TheoryP2) 52 53from .__version import __version__ 54 55 56 57 58__docformat__ = "numpy"