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RRIVis Notebooks

Jupyter notebooks exploring the sky models, beam patterns, and numerical precision considerations relevant to RRIVis.

Setup

Requires Pixi. From this directory:

pixi install
pixi run lab      # launch JupyterLab

This installs all dependencies (healpy, pygdsm, pysm3, etc.) and RRIVis itself in editable mode.

Notebooks

catalogs/ — Sky Models and Catalogs

Notebook Model Description
gleam.ipynb GLEAM EGC Hurley-Walker et al. (2017) MWA survey, 72–231 MHz. 20-band SEDs, spectral index analysis, source counts, curvature.
gleam_x.ipynb GLEAM-X DR1 (2022) & DR2 (2024) with MWA Phase II. Curved power-law fitting, peaked-spectrum sources, DR1/DR2 comparison.
gleam_galactic.ipynb GLEAM Galactic Hurley-Walker et al. (2019) Galactic plane catalog. Inner/outer Galaxy, HII/SNR populations, spectral index maps.
gsm2008.ipynb GSM2008 de Oliveira-Costa et al. (2008) PCA model, 10 MHz – 94 GHz. Basemap, interpolation, and CMB comparisons.
gsm2016.ipynb GSM2016 Zheng et al. (2017) PCA model, 10 MHz – 5 THz. Resolution, data unit, interpolation, and CMB comparisons.
haslam.ipynb Haslam 408 MHz Haslam et al. (1982) map with power-law spectral scaling. Spectral index sensitivity and GSM2008 comparison.
lfsm.ipynb LFSM Dowell et al. (2017) LWA1-based model, 10 – 408 MHz. GSM2008 comparison and CMB analysis.
pysm3.ipynb PySM3 Zonca et al. (2021) component-based model. Individual component SEDs, polarization, and dominance maps.

beams/ — Antenna Beam Patterns

Notebook Description
analytic_beam_plotting.ipynb Visualization of analytic beam patterns (Gaussian, 2D cuts, feed illumination).

precision/ — Numerical Precision

Notebook Description
exponential_precision_errors.ipynb Precision of exp(x) - 1 vs expm1(x) in the RIME phase term.
logarithm_precision_errors.ipynb Precision of log(1 + x) vs log1p(x) in the inverse Planck formula.
rayleigh_jeans_vs_planck.ipynb Rayleigh-Jeans approximation vs full Planck function across radio frequencies.

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