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The mean leaf emergence delay fell, but the rise in reversed date order was uncertain for four species at 91 Swiss station pairs, 1961–1990 to 1996–2025

We tested whether a smaller elevation delay in leaf emergence came with more frequent reversed date order. We used open MeteoSwiss records for beech, hazel, larch and spruce. The main sample has 76 stations and 91 physical station pairs, with 247 species and pair combinations. Pairs were at most 30 km apart, differed by 200–800 m in elevation, and had at least 15 common years in each of 1961–1990 and 1996–2025. We gave species equal weight and pairs equal weight within species. The mean higher-minus-lower date gap fell from 13.01 to 10.69 days. Its change was −2.32 days, with a nominal 95% common-year block range of −3.60 to −1.02. The rate at which the higher station recorded emergence first rose from 17.65% to 19.18%. Its change of +1.53 percentage points had a range of −1.34 to +4.06. Thus, the main sample did not establish a clear rise in reversed order. Pairs up to 50 km apart and pairs with elevation gaps of 100–500 m gave clearer increases. A 20-year coverage rule gave an uncertain +0.28-point change. The result depends on the tested pair set. It does not prove stable order or identify a warming cause. Ranges condition on the selected stations and the year-resampling assumptions. Limits include missing dates, current station metadata, and unknown observer changes. The package preserves unchanged source data, all pair results, figures, resamples, code, source records and independent checks.

phenology · leaf emergence · elevation · date order · Switzerland · open data · reproducibility

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References

3
  1. doi:10.1073/pnas.1717342115

    This study reported a smaller Swiss elevation slope. We test local date order in related source records.

  2. doi:10.1111/gcb.14288

    This study gives European context for changes in the elevation delay.

  3. usesThe Swiss tree leaf-out elevation gradient stayed near 25 days per 1000 m in 2017–2025, about 3 days above the 1960–2016 decrease trend (four species, MeteoSwiss data) sci:sha256:afc41ed41413ca69d9e9ed2aefe6f5adbb89cd29b6d75953ef22fc44c0de72e4

    We reuse the retained unchanged MeteoSwiss source files collected for this study. We add a fixed local pair analysis with new code.

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