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Table · dataset · 2026

Data and code for cross-scale phosphorus surveillance across cropland, food-carrier and dietary layers

Listed in figshare

<p dir="ltr">This Figshare item contains the analysis-ready data, figure source data and Python code used to examine phosphorus surveillance across cropland balances, food-carrier structure, processing-susceptible dietary architecture and individual dietary carrier signatures.

Description

The country-level component covers 171 countries, including 169 with complete observations for the 12-variable multiblock analysis. The individual-level component provides aggregate and figure-level outputs derived from NHANES 2005–2018, with carrier signatures defined in the 2017–2018 discovery sample and evaluated across six independent validation cycles from 2005 to 2016.</p><p dir="ltr">The deposited materials include source data for Figures 1–5, the analysis-ready 171-country registry, derived inputs and Python scripts for percentile-rank analysis, cross-block Spearman correlations with Benjamini–Hochberg false-discovery-rate correction, Spearman Mantel tests, permutation analyses, k-nearest-neighbour preservation, cropland-balance boundary sensitivity and dietary-rank discordance.

A verification script checks worksheet dimensions and key numerical relationships in the deposited NHANES figure data. File descriptions, variable definitions, units, software dependencies and execution instructions are provided in README.txt.</p><p dir="ltr">Raw third-party databases and participant-level NHANES records are not redistributed. The processing-susceptible variables describe food-carrier architecture and do not quantify added-phosphate dose.

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The deposited code reproduces the global multiblock and surveillance-boundary analyses and verifies the deposited NHANES outputs; it does not re-estimate the participant-level survey models. The deposited data, documentation and code are released under the Creative Commons Attribution 4.0 International licence.</p>

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Provenance · 1 source records, 20 field assertions
SourceKeyLast seenRaw
figshareoai:figshare.com:article/337239887 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].anzsrc:field:321004mapping · figshare comvocabulary-mapper@1.0.0keywords['Nutritional science']
concepts[field].anzsrc:field:321005mapping · figshare comvocabulary-mapper@1.0.0keywords['Public health nutrition']
concepts[field].anzsrc:field:420203mapping · figshare comvocabulary-mapper@1.0.0keywords['Environmental epidemiology']
concepts[field].anzsrc:field:420208mapping · figshare comvocabulary-mapper@1.0.0keywords['Nutritional Epidemiology']
concepts[field].local:field:astronomymapping · figshare comconnector:figshare_com@1.0.0
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