Table · dataset · 2026
Data and code supporting “Beyond binary canopy recovery: Continuous margins retain information about signed late GPP state”
Listed in figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.32314854.v7
<p dir="ltr">This dataset and code archive supports the manuscript “Beyond binary canopy recovery: Continuous margins retain information about signed late GPP state”.
Description
It contains the verified 2001–2024 archived tropical and subtropical panel, event input, numbered Python analysis scripts, fixed spatial outer-fold predictions, inverse-probability weighting diagnostics, absolute-state construct comparisons, calibrated non-event negative-control outputs, result tables, figures, checksums, and a machine-readable manifest.</p><p><br></p><p dir="ltr">The archived panel comprises 208,224 cell-years from 8,676 land cells.
The primary event risk set contains 689 impact-confirmed, stable-land-cover records, of which 418 have an observed late GPP outcome without a repeat qualifying event in years +4:+5. The standardization baseline is 2001–2012, eligible event years are 2013–2019, recovery windows extend through 2022, and late GPP follow-up extends through 2024.</p><p><br></p><p dir="ltr">The data form a designed validation sample. Original cell-selection probabilities and some preprocessing provenance were not preserved, so the archive does not support area-weighted prevalence inference.
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The primary endpoint is a signed late GPP state rather than functional closure. The calibrated non-event control did not support compound-event-specific enhancement. Recovery margins outperformed absolute +1:+3 canopy state, but did not show resolved superiority over the four-variable pre-event-plus-recovery-state representation.
PML and MOD17 share inputs with the canopy predictors and are not independent physiological validation.</p><p><br></p><p dir="ltr">Detailed run order, software requirements, construct definitions, interpretation constraints, and SHA-256 checksums are provided inside the archive.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.32314854.v7 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Photogrammetry and remote sensing · Photogrammetry and remote sensing · Photogrammetry and remote sensing · Photogrammetry and remote sensing · Psychology & Behavioral Science · Satellite remote sensing · Satellite remote sensing · Satellite remote sensing · Satellite remote sensing · Social Science · Social Science · Social Science
Related
Provenance · 4 source records, 50 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/32314854 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/32314854 | 4 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/32314854 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/32314854 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:370403 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:370403 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:370403 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:370403 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:401304 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].anzsrc:field:401304 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].anzsrc:field:401304 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].anzsrc:field:401304 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[modality].local:modality:remote-sensing | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[modality].local:modality:remote-sensing | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[modality].local:modality:remote-sensing | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[modality].local:modality:remote-sensing | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |