Component Fitting package
Project description
Python Component Fitting Tool (pycfit)
Python program to replicate many spectral fitting functions of the CFIT system from SolarSoft IDL.
Installation
pip install pycfit
🛠 Important: Conda Environments Must Have Python Installed
If using Conda, ensure your environment includes Python before installing:
conda create --name myenv python
conda activate myenv
pip install pycfit
Use
Use interactive fitter to find an initial model based on an averaged spectra
import pycfit
# Retrieve sample data
wavelength, intensity, uncertainty = pycfit.data.get_example_single_spectra()
# Call the GUI fitter
model = pycfit.cfit_gui(wavelength, intensity, uncertainty=uncertainty)
Use the interactive viewer to fit each point of the raster to the initial model and adjust or mask individual point fittings as needed
# Retrieve a small-patch of sample data
wavelength, intensity, uncertainty, mask = pycfit.data.get_example_grid_spectra(patch=True)
# Create a Grid fitter, using the previously defined model
myGrid = pycfit.cfit_grid(model, wavelength, intensity,
uncertainty=uncertainty, mask=mask)
# Fit the whole raster
myGrid.fit(parallel=True, maxiter=100) # Astropy fitter keywords like "maxiter" can be passed through
# Inspect and modify the fits at each point
print(myGrid.shape)
myGrid = pycfit.cfit_grid_gui(myGrid)
# Get results
results = myGrid.get_results()
Contacts:
Software Maintenance:
Ayris Narock: ayris.a.narock@nasa.gov
NASA Official:
Therese Kucera: therese.a.kucera@nasa.gov
License
This project is Copyright (c) National Aeronautics and Space Administration and licensed under
the terms of the Apache Software License 2.0 license. This package is based upon
the Openastronomy packaging guide <https://github.com/OpenAstronomy/packaging-guide>_
which is licensed under the BSD 3-clause licence. See the licenses folder for
more information.
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