This package includes functions and custom data types to help with performing dynamic linear model fits and analyzing the results.
Project description
dlmhelper
This package includes functions and custom data types to help with performing and analyzing dynamic linear model fits.
The initial version of this code was developed for the analysis performed in 'Zonal variability of methane trends derived from satellite data' (Hachmeister et al., 2023 ; DOI: 10.5194/acp-24-577-2024).
Version v0.1.0 of this package is also used by the supplementary example code provided for the above mentioned paper, available on Zenodo.
Requirements
- numpy
- matplotlib
- statsmodels
- tabulate
Version
v1.0.0
Installation
Install from PyPI using:
pip install dlmhelper
Usage
Look at the Nile or Manua Loa example from the examples folder for a basic introduction.
Documentation is available here
Known issues
- Sometimes variances (e.g., trend_cov) are negative. This is a numerical artifact from the underlying fitting routine used by the statsmodels package
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