https://github.com/mkstratos/detectable_climate

Design and test improvements to MVK from evv4esm
https://github.com/mkstratos/detectable_climate

climate climate-model-evaluation climate-modelling statistics

Last synced: 8 months ago
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Design and test improvements to MVK from evv4esm

• Host: GitHub
• URL: https://github.com/mkstratos/detectable_climate
• Owner: mkstratos
• License: bsd-3-clause
• Created: 2022-11-28T17:59:52.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2025-10-24T05:28:41.000Z (8 months ago)
• Last Synced: 2025-10-24T07:17:07.002Z (8 months ago)
• Topics: climate, climate-model-evaluation, climate-modelling, statistics
• Language: Jupyter Notebook
• Homepage:
• Size: 688 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Detectable Climate

Scripts and notebooks related to the manuscript titled:

"Improving Climate Reproducibility Testing with False Discovery Rate Correction".

Submitted to [Earth System Dynamics](https://egusphere.copernicus.org/preprints/2025/egusphere-2025-2311/) special issue on "Theoretical and computational aspects of ensemble design, implementation, and interpretation in climate science"

## About

This investigation was set to improve the usability of non bit-for-bit testing in

the E3SM Earth system model primarily by reducing the number of false positive tests

(i.e. a statistical type I error where the test claims two ensembles have different

simulated climates when in fact they are not)

## Status

[![Pre-Commit](https://github.com/mkstratos/detectable_climate/actions/workflows/pre-commit.yml/badge.svg)](https://github.com/mkstratos/detectable_climate/actions/workflows/pre-commit.yml)

[![Python Tests](https://github.com/mkstratos/detectable_climate/actions/workflows/python-tests.yml/badge.svg)](https://github.com/mkstratos/detectable_climate/actions/workflows/python-tests.yml)

[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.15343054.svg)](https://doi.org/10.5281/zenodo.15343054)

## Package directories

- The `run_scripts` directory contains scripts nessecary for setup and execution of

E3SM (specific to the LCRC cluster "chrysalis")

- The `detclim` directory contains analysis scripts

- The `detclim/notebooks` directory contains exploratory notebooks

## Requirements

As described in `pyproject.toml`:

- setuptools

- numpy

- scipy

- pandas>=2.0.1

- matplotlib

- statsmodels

- xarray

- cartopy

- jupyter

- cftime

- dask

- nco

- nc-time-axis

- dask-mpi

- seaborn

- hvplot

- bokeh

- holoviews