Tutorial to go with the 15 year isotropic GWB analysis
Authors: Aaron Johnson, Pat Meyers, Stephen Taylor, Sarah Vigeland for the NANOGrav Collaboration
Please send questions about this tutorial to aaron.johnson (at) nanograv.org
If you want to use our data for publications, the full data are available for download here (add link here).
Data used in the tutorials
section of this repository have been reduced to make them available on GitHub and may not reproduce the results of the 15-year analysis exactly.
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Install Miniconda
- Download and install the relevant Miniforge file from here: https://github.com/conda-forge/miniforge
-
To install a new environment:
conda create -n enterprise -c conda-forge enterprise_extensions la_forge h5pulsar ipympl jupyterlab
- Newer Macs (M1/M2/M3) can make a conda environment and install
enterprise
by first following the instructions here to create an environment and then usingconda install -c conda-forge enterprise_extensions la_forge h5pulsar ipympl jupyterlab
- Newer Macs (M1/M2/M3) can make a conda environment and install
-
This will create a conda environment that can be activated by
conda activate enterprise
-
Next run
jupyter notebook
-
Set the Kernel
- when opening a new notebook: click
New
and selectPython [conda env:enterprise]
- when opening an existing notebook (like these tutorials): click
Kernel
-->Change Kernel
-->Python [conda env:enterprise]
- when opening a new notebook: click
These tutorials are split into several different files. The topic of each tutorial is shown below. These are roughly in the order that they should be viewed in to get a complete picture of how the isotropic GWB analysis is performed in NANOGrav.
NANOGrav uses data files that may be unfamiliar to users that are new to pulsar timing or data analysis. Here, we investigate what information exists inside each par
and tim
file, how to load them into enterprise
, and what information enterprise
can use.
This tutorial is split into two files, one for parameter estimation and one for model selection. We work through the Bayesian analysis of the full NANOGrav 15 year data to show what values each of the searched-over parameters prefers. Next, we show how to compare models and compute Bayes factors.
This tutorial gives an introduction to frequentist methods we can use to look for an isotropic GWB.