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Analysis of the data from MIRI JWST and perform axion spectrocopy.

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Timwong313/axionJWST_2024

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axionJWST_2024 (Summer project 2024)

This repos is to analyse the data from MIRI JWST and perform axion DM spectrocopy.

Codes:

  1. MRS_main.py Main for performing spectroscopic data analysis
  2. MRS_func.py Functions for performing spectroscopic data analysis. Currently using multiprocessing pool for fittings of different energy windows. Computational efficiency is unexpectedly low.
  3. MRS_func_nopool.py Remove the multiprocessing pool function from the standard function file. Efficiency is increased.
  4. stackSpec.ipynb To read a directory containing fits files of different observations downloaded from MAST achive, and to stack all the read data files. Current problems: how to safely obtain as many data as possible and how to increase SNR.
  5. plotResult.ipynb Visualize the result file (in .npz format) produced by MRS_main.py

Data files: Processed data files are stored in analysis_data (.npz files). Raw files have to be obtained from MAST directly.

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Analysis of the data from MIRI JWST and perform axion spectrocopy.

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