遇见数据集

Replication data and code for: Global Food Security in a Climate-Oscillating World: Spectral Evidence and Early Warning Implications for Sustainable Food Systems

收藏
Zenodo2026-08-11 更新2026-08-13 收录
官方服务:

资源简介:

This archive contains the data, analysis code, and generated figures required to reproduce all results reported in the manuscript "Global Food Security in a Climate-Oscillating World: Spectral Evidence and Early Warning Implications for Sustainable Food Systems" (submitted to Sustainability, MDPI; manuscript ID sustainability-4486005). The data comprise the FAO Food Price Index (headline and five sub-indices) together with seven climate oscillation indices (Niño 3.4, SOI, IOD, NAO, PDO, AMO, MEI v2), assembled at monthly resolution for 1990–2025 (432 observations) and at annual resolution for 1961–2025, plus a supporting country–year panel of food-import shares, undernourishment, and climate indices. Niño 3.4 is supplied as the sea surface temperature anomaly relative to the 1991–2020 climatology; the original absolute-SST series is retained alongside it for reference. The code implements the complete analysis pipeline: Welch cross-spectral coherence and phase estimation (segment length L = 128 months, 50% overlap, K = 5 segments), Monte Carlo AR(1) and IAAFT surrogate significance testing (500 surrogate pairs), lagged cross-correlation, sub-period comparison, and 15-year and 10-year rolling-window coherence. It also includes the first-round revision computations (10-year window sensitivity, IOD excluding-2025 robustness, Table 4 correlations with p-values, and per-cell significance counts for the sub-index heatmap) and the scripts that generate the updated Figure 5 (phase spectra with significant frequencies marked), Figure 7 (coherence heatmaps with significant cells marked), and Figure F1 (rolling-window comparison, Appendix F). A second-round revision script reproduces the additional analyses introduced during peer review: a seasonality diagnostic and deseasonalised coherence estimates; Morlet central-frequency sensitivity at ω₀ = 4, 6, and 8; Augmented Dickey–Fuller tests with the trend term inside the regression together with Phillips–Perron tests, both applied to the raw series; a Bonferroni-adjusted bound and a block-bootstrap distribution of the argmax lag for the IOD lead time; a block-bootstrap test of the sub-period coherence differences, which supersedes the Fisher z-test where the effective number of independent spectral estimates is small; and the frequency-band restriction reported in Appendix G. All stochastic components are seeded, so the values quoted in the manuscript are exactly reproducible. Climate indices are sourced from NOAA PSL/CPC and the food-price data from FAO; the assembled analysis-ready extracts are redistributed here for reproducibility. Code is released under the MIT Licence and data/figures under CC BY 4.0. See CHANGELOG.md for the differences between versions.

提供机构:
Zenodo
创建时间:
2026-08-11
二维码
社区交流群
二维码
科研交流群
商业服务