Data · dataset · 2026
Data and code supporting “Beyond binary canopy recovery: Continuous margins retain information about signed late GPP state”
Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData — shown once because both records carry DOI 10.6084/m9.figshare.32314854.v6
<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.v6 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Engineering · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Photogrammetry and remote sensing · Photogrammetry and remote sensing · Photogrammetry and remote sensing · Photogrammetry and remote sensing · Photogrammetry and remote sensing · Photogrammetry and remote sensing · Photogrammetry and remote sensing · Satellite remote sensing · Satellite remote sensing · Satellite remote sensing · Satellite remote sensing · Satellite remote sensing · Satellite remote sensing · Satellite remote sensing · Social Science
Related
Provenance · 7 source records, 50 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/32314854 | 5 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/32314854 | 5 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/32314854 | 5 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/32314854 | 5 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/32314854 | 5 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/32314854 | 5 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/32314854 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:370403 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:370403 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:370403 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:370403 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:370403 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:370403 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:370403 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:401304 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].anzsrc:field:401304 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].anzsrc:field:401304 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].anzsrc:field:401304 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].anzsrc:field:401304 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].anzsrc:field:401304 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].anzsrc:field:401304 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].local:field:earth-environmental | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[modality].local:modality:remote-sensing | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[modality].local:modality:remote-sensing | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[modality].local:modality:remote-sensing | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[modality].local:modality:remote-sensing | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[modality].local:modality:remote-sensing | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[modality].local:modality:remote-sensing | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[modality].local:modality:remote-sensing | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |