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This repo provides code for detecting point sources on a sphere (i.e., the sky) by applying the continuous wavelet transform on raw count data. We use this tool to detect faint gamma-ray point sources from Fermi-LAT. See my skysearch repo for a pipeline.

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edwarddramirez/allsky-point-source-detection

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Binder License: MIT Python Repo Size

allsky-point-source-detection

This repo provides code for detecting point sources on a sphere (i.e., the sky) by applying the continuous wavelet transform on raw count data. We use this tool to detect faint gamma-ray point sources from Fermi-LAT. See my skysearch repo for a pipeline. We use the technique originally proposed by arXiv:0212578.

Notebooks

  1. 01_ps_detection_cwt_flat.ipynb - Point Source Detection in a Flat Region with the Continuous Wavelet Transform
  2. 02_partition_sphere_into_flat_region.ipynb - Partition Sky into Flat Patches and Project Data into Flat Patches
  3. 03_ps_detection_cwt_spherical_patch.ipynb - Point Source Detection in Spherical Patch with the Continuous Wavelet Transform (Bare-Bones Version of skysearch repo)
  4. 04_skysearch_and_next_steps.ipynb - Discussion of skysearch Repo and Future Steps to Take

Installation

Run the environment.yml file by running the following command on the main repo directory:

conda env create

The installation works for conda==22.9.0.

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This repo provides code for detecting point sources on a sphere (i.e., the sky) by applying the continuous wavelet transform on raw count data. We use this tool to detect faint gamma-ray point sources from Fermi-LAT. See my skysearch repo for a pipeline.

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