A tool to fetch, process, and visualize data for Gravitational Wave events.
Project description
playgwtc: A Gravitational-Wave Event Plotter
playgwtc is a user-friendly Python command-line tool for fetching, processing, and visualizing data for gravitational-wave events from the Gravitational Wave Open Science Center
This tool allows you to instantly generate high-quality plots, including time-frequency Q-transforms of the raw detector strain data and theoretical waveform models based on the event's physical parameters.
Visual Demonstration
Generate Q-transform plot and theoretical plus and cross polarization strains for any event in the catalog, such as the following example analysis of GW150914:
Key Features
- Easy Data Fetching: Automatically downloads GW event data from the Gravitational Wave Open Science Center (GWOSC) from a link of the CSV file provided in url.txt file.
- Q-Transform Plots: Generates detailed time-frequency plots of the actual detector data around the time of the event.
- Theoretical Waveforms: Produces waveform plots based on established models like
IMRPhenomXPHMusing the event's published mass, spin, and distance parameters. - Flexible & Customizable: Control the plots directly from the command line, with options to change the detector, waveform model, frequency cutoffs, and time windows.
- High-Quality Output: Uses
matplotlibto create publication-ready plots.
Installation
You can install playgwtc using either pip or directly from the source code.
From PyPI (Recommended)
For the stable version, you can install the package directly using pip:
pip install playgwtc==0.1.2
From Source (for Developers)
If you want to install the latest development version or modify the code, you can install from source.
1. Clone the repository:
git clone [https://github.com/DeveshGiri/playgwtc.git](https://github.com/DeveshGiri/playgwtc.git)
cd playgwtc
2. Set up the environment:
It's recommended to use a virtual environment (like conda or venv). Once your environment is activated, install the required dependencies:
pip install -r requirements.txt
3. Install the package:
Install playgwtc in editable mode. This will also set up the command-line tool.
pip install -e .
Usage
The tool is run from the terminal using the playgwtc command. The only required argument is the event name.
Basic Example
To generate the default plots for the famous first detection, GW150914:
playgwtc --event GW150914
This will produce two plots: a Q-transform and a theoretical waveform.
Advanced Example
You can customize the plots using optional arguments. For example, to plot the binary neutron star merger GW170817 using the LIGO-Livingston (L1) detector, a different waveform model (IMRPhenomD), and a lower frequency cutoff of 20 Hz:
playgwtc --event GW170817 --detector L1 --wf_model IMRPhenomD --flow 20
To see all available options, run:
playgwtc --help
Authors
- Devesh Giri
- Danielle N Smart
- Adiba Amira Siddiqa
License
This project is licensed under the MIT License. See the LICENSE file for details.
Acknowledgements
This project makes use of open data from the Gravitational Wave Open Science Center (GWOSC), a service of LIGO Laboratory, the LIGO Scientific Collaboration, and the Virgo Collaboration. We also make use of some open-source libraries including gwpy and pycbc.
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