Table · dataset · 2026
Ecosystem service and composite ecological function index (CEFI) for the Loess Plateau, China, supporting a dose–effect framework for protected area expansion
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.34045944.v1
<p><br></p><p dir="ltr">This dataset supports the study "A dose–effect framework for evaluating the effectiveness of protected area expansion: Integrating Cohen's d into systematic conservation planning" and provides the spatial layers and derived indices used in the analysis.
Description
The dataset covers the Loess Plateau region of China and includes the following components:</p><p dir="ltr">(1) Five normalized ecosystem service indicators — Soil Carbon, Soil Conservation, Water Yield, Habitat Quality, and Biodiversity.
Each layer has been min–max normalized to a 0–1 scale to ensure comparability across services.</p><p dir="ltr">(2) RankMap priority layers — Spatial prioritization maps generated by the Zonation algorithm, representing the relative conservation value of each grid cell. The output includes the ranking layer.</p><p dir="ltr">(3) Composite Ecological Function Index (CEFI) — A weighted sum index calculated from the five normalized ecosystem service layers, used as the response variable in the dose–effect analysis.
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The CEFI layer is provided at the same spatial resolution as the input service layers.</p><p dir="ltr">All layers are provided in GeoTIFF format with a consistent spatial extent and resolution (1000 m × 1000 m, WGS_1984_Albers). These data are freely available for reuse in conservation planning, ecosystem service mapping, and protected area effectiveness assessment studies. Proper attribution to the associated publication is kindly requested.</p><p dir="ltr"><br></p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34045944.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
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Conservation and biodiversity · Conservation and biodiversity · Conservation and biodiversity · Conservation and biodiversity · Conservation and biodiversity · Conservation and biodiversity · Conservation and biodiversity · Conservation and biodiversity · Conservation and biodiversity · Conservation and biodiversity · Conservation and biodiversity · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Ecosystem services · Ecosystem services · Ecosystem services · Ecosystem services · Ecosystem services · Ecosystem services · Ecosystem services · Ecosystem services · Ecosystem services · Ecosystem services · Ecosystem services · Engineering · Engineering · Engineering · Engineering · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Geoscience data visualisation · Humanities · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Natural resource management · Natural resource management · Natural resource management · Natural resource management · Natural resource management · Natural resource management · Natural resource management · Natural resource management · Natural resource management · Natural resource management · Natural resource management · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science · Wildlife and habitat management · Wildlife and habitat management · Wildlife and habitat management · Wildlife and habitat management · Wildlife and habitat management · Wildlife and habitat management · Wildlife and habitat management · Wildlife and habitat management · Wildlife and habitat management · Wildlife and habitat management · Wildlife and habitat management
Provenance · 11 source records, 107 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34045944 | 4 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34045944 | 4 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/34045944 | 4 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/34045944 | 4 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/34045944 | 4 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/34045944 | 4 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/34045944 | 4 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34045944 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34045944 | 3 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34045944 | 3 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34045944 | 3 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 · researchdata up 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 · repository lboro ac uk | 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 · figshare com | 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 · figshare swinburne 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 · dayta nwu ac za | 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 · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Geoscience data visualisation'] |
| concepts[field].anzsrc:field:410204 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410204 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410204 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410204 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410204 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410204 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410204 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410204 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410204 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410204 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410204 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Ecosystem Services'] |
| concepts[field].anzsrc:field:410401 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410401 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410401 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410401 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410401 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410401 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410401 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410401 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410401 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410401 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410401 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Conservation and biodiversity'] |
| concepts[field].anzsrc:field:410406 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410406 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410406 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410406 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410406 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410406 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410406 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410406 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410406 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410406 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410406 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Natural resource management'] |
| concepts[field].anzsrc:field:410407 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| concepts[field].anzsrc:field:410407 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| concepts[field].anzsrc:field:410407 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| concepts[field].anzsrc:field:410407 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| concepts[field].anzsrc:field:410407 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| concepts[field].anzsrc:field:410407 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| concepts[field].anzsrc:field:410407 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| concepts[field].anzsrc:field:410407 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| concepts[field].anzsrc:field:410407 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| concepts[field].anzsrc:field:410407 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| concepts[field].anzsrc:field:410407 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Wildlife and habitat management'] |
| 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 · dayta nwu ac za | connector:dayta_nwu_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 · dro deakin edu au | connector:dro_deakin_edu_au@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:earth-environmental | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@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 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 · 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 · dayta nwu ac za | connector:dayta_nwu_ac_za@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 · figshare com | connector:figshare_com@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:humanities | mapping · dayta nwu ac za | connector:dayta_nwu_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:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | 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 · figshare com | connector:figshare_com@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 · grantsdata jst go jp | connector:grantsdata_jst_go_jp@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 · figshare swinburne edu au | connector:figshare_swinburne_edu_au@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 dmu ac uk | connector:figshare_dmu_ac_uk@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 · zivahub uct ac za | connector:zivahub_uct_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 · 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 · 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 · researchdata up ac za | connector:researchdata_up_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 · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| 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 |