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weatherxbiodiversity-projection-nside128

LifeWatch ERIC

Iberian Bombus extirpation projection at HEALPix nside=128 — full GLMM refit on the DestinE Climate DT substrate. Methodological extension of weatherxbiodiversity-projection (HEALPix nside=64). Reference paper: Soroye et al. (2020)

This repository fits Soroye et al.'s (2020) thermal-niche extirpation GLMM at HEALPix nside=128 (~46 km) — the native pixelisation of DestinE Climate DT IFS-NEMO standard — for Iberian Bombus, then projects to SSP3-7.0.

It is a sibling resolution-doubling extension of weatherxbiodiversity-projection (nside=64). The combined results across substrates feed the methodological diagnostic in weatherxbiodiversity-substrate-sensitivity.

Headline result — Tier 1

Tier-1 GLMM coefficient summary at HEALPix nside=128 — sc_TEI_delta = +0.347, 95% HDI [+0.139, +0.533], substrate-robust against the canonical CEA replication

The GLMM coefficient on sc_TEI_delta at HEALPix nside=128 is +0.347, 95% HDI [+0.139, +0.533] — within ±30% of the original CEA replication (+0.479) and the nside=64 replication (+0.454). The TEI-based extirpation mechanism is substrate-robust.

Headline result — Tier 2

Iberian Bombus extirpation projection at HEALPix nside=128 — DestinE Climate DT SSP3-7.0 (community-mean η + species rank, mid-term horizon)

Tier-2 projects the substrate-matched GLMM forward to DestinE Climate DT SSP3-7.0 at the same native pixelisation it was fit on (no parent-aggregation deviation). Per-species rankings should be cross-checked against the substrate-sensitivity diagnostic (sibling repo).

Why this repo exists

The canonical replication (weatherxbiodiversity-projection) fits the GLMM at HEALPix nside=64 and projects DestinE data aggregated to that grid. This sibling repo refits the entire GLMM at nside=128, the native DestinE substrate, so that:

Quick start

git clone https://github.com/annefou/weatherxbiodiversity-projection-nside128.git
cd weatherxbiodiversity-projection-nside128
mamba env create -f environment.yml
mamba activate weatherxbiodiversity-projection-nside128
snakemake --cores 1            # Tier 1 (HEALPix nside=128 GLMM refit)
snakemake --cores 1 tier2      # Tier 2 (DestinE) — needs DestinE credentials

Pipeline structure

Citation

If you use this work, please cite:

References
  1. Soroye, P., Newbold, T., & Kerr, J. (2020). Climate change contributes to widespread declines among bumble bees across continents. Science, 367(6478), 685–688. 10.1126/science.aax8591
  2. Fouilloux, A. (2026). weatherxbiodiversity-projection-nside128. Zenodo. 10.5281/ZENODO.20113780