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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>

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Catalogue records · 1

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Provenance · 7 source records, 50 field assertions
SourceKeyLast seenRaw
ZivaHuboai:figshare.com:article/323148545 d agoJSON v1
Deakin Research Onlineoai:figshare.com:article/323148545 d agoJSON v1
DMU Figshareoai:figshare.com:article/323148545 d agoJSON v1
HKU DataHuboai:figshare.com:article/323148545 d agoJSON v1
Swinburne Figshareoai:figshare.com:article/323148545 d agoJSON v1
DaYta Ya Ronaoai:figshare.com:article/323148545 d agoJSON v1
SUNScholarDataoai:figshare.com:article/323148545 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].anzsrc:field:370403mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Geoscience data visualisation']
concepts[field].anzsrc:field:370403mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Geoscience data visualisation']
concepts[field].anzsrc:field:370403mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Geoscience data visualisation']
concepts[field].anzsrc:field:370403mapping · dayta nwu ac zavocabulary-mapper@1.0.0keywords['Geoscience data visualisation']
concepts[field].anzsrc:field:370403mapping · figshare swinburne edu auvocabulary-mapper@1.0.0keywords['Geoscience data visualisation']
concepts[field].anzsrc:field:401304mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['remote sensing']
concepts[field].anzsrc:field:401304mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['remote sensing']
concepts[field].anzsrc:field:401304mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['remote sensing']
concepts[field].anzsrc:field:401304mapping · figshare swinburne edu auvocabulary-mapper@1.0.0keywords['remote sensing']
concepts[field].anzsrc:field:401304mapping · datahub hku hkvocabulary-mapper@1.0.0keywords['remote sensing']
concepts[field].anzsrc:field:401304mapping · scholardata sun ac zavocabulary-mapper@1.0.0keywords['remote sensing']
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concepts[field].local:field:earth-environmentalmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare swinburne edu auconnector:figshare_swinburne_edu_au@1.0.0
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concepts[field].local:field:earth-environmentalmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
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concepts[field].local:field:life-sciencesmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare swinburne edu auconnector:figshare_swinburne_edu_au@1.0.0
concepts[field].local:field:life-sciencesmapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · figshare swinburne edu auconnector:figshare_swinburne_edu_au@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
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concepts[field].local:field:social-sciencemapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
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concepts[modality].local:modality:remote-sensingmapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['remote sensing']
concepts[modality].local:modality:remote-sensingmapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['remote sensing']
concepts[modality].local:modality:remote-sensingmapping · dayta nwu ac zavocabulary-mapper@1.0.0keywords['remote sensing']
concepts[modality].local:modality:remote-sensingmapping · figshare swinburne edu auvocabulary-mapper@1.0.0keywords['remote sensing']
concepts[modality].local:modality:remote-sensingmapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['remote sensing']
concepts[modality].local:modality:remote-sensingmapping · scholardata sun ac zavocabulary-mapper@1.0.0keywords['remote sensing']
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