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agumase/East-African-short-rains-forecasting

Domaine:

climate

Type de record:

software
Créateur:
agu
Hôte:
Python code for OND rainfall anomaly, climatology analysis and seasonal forecasting over East Africa using ERA5, GPCP, and C3S, with ENSO and IOD diagnostics # East-African-short-rains-forecasting 📌 About This repository contains the code used in the article: “Seasonal Forecasting of East African Short Rains” Tefera et al., 2025: nature.com. it also found in 'Code availability' in this paper zenodo.org It provides a reproducible workflow for analyzing OND (October–December) rainfall variability over East Africa using observational datasets and climate model outputs.Python code for OND rainfall anomaly, climatology analysis and seasonal forecasting over East Africa using ERA5, GPCP, and C3S, with ENSO and IOD diagnostics 👨‍🔬 Authors Agumase K. Tefera (PhD) ORCID: (orcid.org 0000-0003-1456-2189e) 📂 Repository Structure 🔹 Preprocess.ipynb Preprocesses raw NetCDF data from the Copernicus Climate Change Service (C3S). Extracts relevant variables Reduces dataset size Prepares inputs for analysis 🔹 Calculations.py Core analysis script used in the study: Climatology computation Anomaly calculation Correlation analysis Statistical diagnostics (e.g., ENSO/IOD relationships) 🔹 Figures.ipynb Generates all figures presented in the paper:nature.com Spatial maps (rainfall anomalies, climatology) Composite analysis plots Visualization of ENSO/IOD impacts

Visit

github.com

Licenses

MIT

Similaires

Codes used in the article "Seasonal Forecasting of East African Short Rains" by Tefera et al., 2025.Drivers of Subseasonal Forecast Errors of the East African Short RainsSkilful long‐lead hybrid predictions of the East African short‐rains seasonInterannual modulation of East African early short rains by the winter Arctic OscillationOn the predictability of the extreme drought in East Africa during the short rains seasonThe Impact of Indian Ocean Mean-State Biases in Climate Models on the Representation of the East African Short Rains

Codes used in the article "Seasonal Forecasting of East African Short Rains" by Tefera et al., 2025.

FILE DESCRIPTION Preprocess.ipynb: This Jupyter notebook preprocesses the raw netcdf files taken fr

Drivers of Subseasonal Forecast Errors of the East African Short Rains

Abstract The ‘short rains’ in East Africa from October to December have significant year‐to‐year va

Skilful long‐lead hybrid predictions of the East African short‐rains season

Abstract We evaluate the skill of predictions of the East African short‐rains (October–December) se

Interannual modulation of East African early short rains by the winter Arctic Oscillation

Abstract In the present study, we analyzed the interannual linkage between the boreal winter Arctic

On the predictability of the extreme drought in East Africa during the short rains season

The SINTEX-F2 re-forecast data for our manuscript "On the predictability of the extreme drought in E

The Impact of Indian Ocean Mean-State Biases in Climate Models on the Representation of the East African Short Rains

Abstract The role of the Indian Ocean dipole (IOD) in controlling interannual variability in the Ea