This PR adds code for comparing the color evolution of CMFGEN models against CSP DR3. It also includes figures of preliminary results. The relevant issue is #6.
Major changes include:
Further development of the analysis.lc_colors module
The addition of a command line interace
New plots in notebooks/gaussian_regression_colors.ipynb
Tabulated residuals in results/color_evolution/*.ecsv
Unfinished work includes:
I am currently skipping targets without a CSP published t0 value or E(B-V) value. In the future, we can fit for and / or look up these values in other literature sources.
The error values returned by the Gaussian regression are too small. A "correct" (a word I use loosely) error implementation would involve resampling and looking at the variation in the Gaussian fits.
I'm not sure what the term "reduced chi-squared" would mean for a Gaussian regression since the definition of the DOF is unclear. Comparing the chi-squared values between targets also doesn't make sense, since the chi-squared values are integrated over different phase ranges. This leaves me unclear on what a reasonable approach would be. In light of these issues and issue 2, I am currently considering the integrated residuals normalized by the phase range in notebooks/gaussian_regression_colors.ipynb.
This PR adds code for comparing the color evolution of CMFGEN models against CSP DR3. It also includes figures of preliminary results. The relevant issue is #6.
Major changes include:
analysis.lc_colors
moduleUnfinished work includes: