CTA_BrighteningAnalysis is an analysis of the sources filtered by Paolo Goldoni from the 4LAC Fermi-LAT Catalog. This can be useful for the AGN Population Task Force and also the AGN Flares Task Forces of the Cherenkov Telescope Array Collaboration.
You must change the path in __init__ and set it to this folder on your computer (CTA_BrighteningAnalysis/ folder)
__init__.ipynb << Initial imports, functions and dataframes for the 4LAC Analysis
From that point on, you can reproduce all plots/analysis, by opening the following files:
1_Plot_lightcurves_and_spectrum.ipynb << Light Curve and Spectrum Plots of a chosen range of sources from the 4LAC Catalog
2_Histogram_analysis.ipynb << Histogram Analysis of the 4LAC Catalog
3_Fvar_analysis.ipynb << Fractional Variability Parameter analysis
4_UL_analysis.ipynb << Upper Limits analysis, when setting FluxUL = 0 and weighting the average to compute Fvar and Excess Variance
5_Excess_variance_analysis.ipynb << Fvar^2 analysis
- Fermi LAT Light Curve Repository: https://fermi.gsfc.nasa.gov/ssc/data/access/lat/LightCurveRepository/
- LAT 10-year Source Catalog (4FGL-DR2): https://fermi.gsfc.nasa.gov/ssc/data/access/lat/10yr_catalog/
- Fermi Light Curve Repository Data Description: https://fermi.gsfc.nasa.gov/ssc/data/access/lat/LightCurveRepository/table_description.html
- Fermi Large Area Telescope Fourth Source Catalog Collaboration paper: https://arxiv.org/pdf/1902.10045.pdf
- Fvar is calculated with equation 2 from this paper: https://arxiv.org/pdf/2001.08678.pdf
- To calculate the uncertainty of Fvar, the prescription is in: https://articles.adsabs.harvard.edu/pdf/2003MNRAS.345.1271V