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3d-xray-gammapy's Introduction

3D-Xray-gammapy

Showing the several steps of a 3D analysis of X-ray data using GMCA and gammapy:

  • Creating data cubes from X-ray event lists
  • Applying a blind source separation technique to disentangle physical components and retrieving their spatial and spectral signatures
  • Showcasing a 3D X-ray analysis following the 3D forward folding technique as in Fermi-LAT & Cherenkov telescopes

For this you first need to create data cube (RA, Dec, Energy) from the X-ray event list. So far the best way I found is using gammapy (a gamma-ray Python package). You will need to install gammapy first :
https://docs.gammapy.org/0.20/getting-started/index.html#quickstart-setup

Installing in a separate environment is recommended.

To create an X-ray cube for Chandra, XMM-Newton or eROSITA data follow the notebook : Create-cube-gammapy.ipynb

For the blind source separation application on real X-ray data cubes (no semi-blind mode) : sGMCA_source_separation_example.ipynb

For the 3D X-ray analysis check out: Cube_Xrayfitting_gammapy020.ipynb

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