ecape
ecape is a simple module that contains an entraining CAPE, or ECAPE, calculation described by Peters et al. [PCS+23]. Peters [Pet23]-provided MatLab scripts serve as a reference and test verification data. The module leans heavily on MetPy [May et al. [MAM+23]] for meteorological calculations.
Package published via Hatch.
Installation & Use
To use ecape, install it with pip:
pip install ecape
See the examples page.
from ecape.calc import calc_ecape
...
ecape = calc_ecape(height, pressure, temperature, specific_humidity, u_wind, v_wind)
Source
Contact
Robert Capella 🌪️
Questions, comments, and feedback are certainly welcome. This project is a personal exercise in learning how to publish packages to Github & PyPI, so excuse the excessive documentation for one function 😄.
Future Work
add support for other water content variables
if useful, incorporate into MetPy
provide cli .nc, .csv, & aws support
A note on undiluted CAPE & calculation accuracy
If users prefer their own CAPE calculations, use the undiluted_cape parameter:
When comparing calc_ecape.py & COMPUTE_ECAPE.m run on Peters [Pet23] sample data, there is a ~10% difference in the resultant ECAPE. This is almost entirely due to a difference in calculated MUCAPE. The tests describe other sources of variation (~1%).
- Given:
the methods here are within ~1% of Peters’ calculations when undiluted CAPE is equivalent
Peters et. al. specifically mention MetPy for determining undiluted CAPE
MetPy is a reliable, open-source, and frequently used meteorological calculation package
MetPy’s undiluted CAPE calculations were chosen for ease of readability and implementation.
References
Ryan M. May, Sean C. Arms, Patrick Marsh, Eric Bruning, John R. Leeman, Kevin Goebbert, Jonathan E. Thielen, Zachary S Bruick, and M. Drew. Camron. Metpy: a Python package for meteorological data. 2023. URL: Unidata/MetPy, doi:10.5065/D6WW7G29.
John Peters. ECAPE scripts. 2 2023. URL: https://figshare.com/articles/software/ECAPE_scripts/21859818, doi:10.6084/m9.figshare.21859818.v4.
John M. Peters, Daniel R. Chavas, Chun-Yian Su, Hugh Morrison, and Brice E. Coffer. An analytic formula for entraining cape in mid-latitude storm environments. Journal of the Atmospheric Sciences, 2023. URL: https://journals.ametsoc.org/view/journals/atsc/aop/JAS-D-23-0003.1/JAS-D-23-0003.1.xml, doi:https://doi.org/10.1175/JAS-D-23-0003.1.