Table · dataset · 2026
<b>Reproducibility package for </b><b>Synoptic Wind-Dependent Sampling Asymmetry Biases Satellite Sea Surface Chlorophyll-a</b><b> </b><b>in the Mid-to-High-Latitude North Pacific and North Atlantic</b>
Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.32687367.v1
<p dir="ltr">Satellite observations of sea surface chlorophyll-a concentration (SChl) provide a basin-scale record for interpreting marine productivity and upper ocean biogeochemical variability.
Description
However, clouds and other observational limits create gaps in SChl retrieval, which can bias the SChl record, especially in cloud-prone subpolar gyres. Here, we use satellite SChl data from 2010–2019 to quantify sampling bias associated with synoptic-scale wind speed conditions.
Compared with low wind speed conditions, high wind speed conditions are often cloudy, yielding fewer valid retrievals of SChl as well as lower observed SChl in subpolar gyres of North Atlantic and North Pacific. The wind-speed-dependent sampling asymmetry biases mean SChl upward; for instance, the largest SChl bias occurs in winter, with local values reaching over 10%. The resulting SChl bias also propagates into satellite-based estimates of ocean productivity.</p><p dir="ltr">This archive provides the reproducibility package associated with the manuscript.
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It includes the public analysis scripts, MATLAB builders for plot-ready NetCDF/CSV products, Python plotting scripts, and the plot-ready products used to generate the submitted main-text and supporting-information figures. Large original datasets are not included in this archive. They can be downloaded from the original public data providers listed in the manuscript Open Research statement.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.32687367.v1 ↗
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
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Provenance · 11 source records, 110 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/32687367 | 5 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/32687367 | 5 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/32687367 | 5 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/32687367 | 5 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/32687367 | 5 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/32687367 | 5 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/32687367 | 5 d ago | JSON v1 |
| figshare | oai:figshare.com:article/32687367 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/32687367 | 4 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/32687367 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/32687367 | 4 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:370801 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370801 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370801 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370801 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370801 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370801 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370801 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370801 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370801 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370801 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370801 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Biological oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:370803 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Physical oceanography'] |
| concepts[field].anzsrc:field:401304 | mapping · scholardata sun 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 · zivahub uct ac za | 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 · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| concepts[field].anzsrc:field:401304 | mapping · figshare dmu ac uk | 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 · figshare com | 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 · researchdata up 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:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@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 · dro deakin edu au | connector:dro_deakin_edu_au@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 · researchdata up ac za | connector:researchdata_up_ac_za@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 · 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 · repository lboro ac uk | connector:repository_lboro_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:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@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 · grantsdata jst go jp | connector:grantsdata_jst_go_jp@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 · 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 · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scholardata sun ac za | connector:scholardata_sun_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:humanities | mapping · figshare com | connector:figshare_com@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:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@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 · zivahub uct ac za | connector:zivahub_uct_ac_za@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:life-sciences | mapping · dro deakin edu au | connector:dro_deakin_edu_au@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 · scholardata sun ac za | connector:scholardata_sun_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 · 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 · 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:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@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: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 · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@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:psychology-behavioral | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@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 · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| 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 com | vocabulary-mapper@1.0.0 | keywords['remote sensing'] |
| 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 · researchdata up ac za | 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 · repository lboro ac uk | 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 · dro deakin edu au | 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 · zivahub uct ac za | 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 |