cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/51t-8x7-sgs
title: Neottia cordata (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51t-aea-83d
title: Rubus idaeus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51t-d8z-alr
title: Selaginoides spinulosa (A. Braun ex Döll) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51t-dy5-6lz
title: Carex acuta L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51t-nhp-65n
title: Carex chordorrhiza L.f.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51t-ryz-58k
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51t-zl8-gt1
title: Chenopodiastrum hybridum (L.) S. Fuentes, Uotila & Borsch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51v-1c1-ccp
title: Tofieldia pusilla (Michx.) Pers.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51v-2aa-b0n
title: Sorbus aucuparia subsp. aucuparia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51v-86k-tjb
title: Draba incana L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51v-9zr-8db
title: Spinulum annotinum (L.) A. Haines

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51v-dc0-4d1
title: Draba glabella Pursh

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51v-fzb-tp5
title: Rumex hydrolapathum (Scop.) Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51v-r2e-sgr
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51v-tnp-efa
title: Vicia tetrasperma (L.) Schreb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51w-3ev-6na
title: Salix myrsinifolia subsp. myrsinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51w-8bk-sw3
title: Luzula spicata (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51w-bjm-z8d
title: Geranium bohemicum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51w-j2k-s9v
title: Equisetum sylvaticum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51w-lt3-488
title: Alnus incana f. subsp. incana var. incana f. lobata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51w-mtl-kk4
title: Juncus filiformis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51w-rs8-xaj
title: Dryopteris expansa (C. Presl) Fraser-Jenk. & Jermy

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51w-srr-kxh
title: Convallaria majalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51x-401-c8j
title: Neottia ovata (L.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51x-481-9v1
title: Equisetum palustre L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51x-dbh-dvq
title: Koeleria spicata (L.) Barberá, Quintanar, Soreng & P.M.Peterson

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51x-hkw-n7n
title: Danthonia decumbens (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51x-l37-a6d
title: Alnus incana (L.) Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51x-n68-kqr
title: Actaea spicata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51x-sfx-kes
title: Poa pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51y-2h9-enq
title: Saxifraga cespitosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51y-2sd-w5d
title: Noccaea Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51y-b1n-3dg
title: Lotus corniculatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51y-lpd-3h6
title: Alchemilla acutiloba Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51y-lre-m1e
title: Moehringia trinervia (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51y-mtn-gqr
title: Carex livida (Wahlenb.) Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51y-nl3-1j5
title: Delphinium hispanicum Costa

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51w-z8l-a6r
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51y-pz5-dqj
title: Scheuchzeria palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51y-y3p-gkn
title: Carex elongata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51z-ej5-bjq
title: Salix myrsinites L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51z-g12-fbv
title: Vicia hirsuta (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51z-hms-12t
title: Chenopodium suecicum Murr

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51z-l9n-meq
title: Potentilla neglecta Baumg.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51z-mbr-nt9
title: Eleocharis acicularis (L.) Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51z-qa6-rkn
title: Woodsia ilvensis (L.) R. Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51z-zc4-7gw
title: Lathyrus vernus (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/520-5kx-c0n
title: Carex vaginata Tausch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/520-94q-yss
title: Carex aquatilis Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/520-er2-yqh
title: Drosera intermedia Hayne

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/51z-7ya-tkw
title: Hylotelephium telephium (L.) H. Ohba

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/520-mmg-zjw
title: Carex cespitosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/520-xks-pgg
title: Trifolium spadiceum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/520-y57-zxb
title: Lycopodium clavatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/520-zwv-y07
title: Dryopteris carthusiana (Vill.) H. P. Fuchs

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/521-06f-egt
title: Sagina procumbens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.13244260
title: Climate Change Impacts the Value of Cultural Ecosystem Services: A Case Study from South Africa

description: This dataset supports the manuscript examining the impacts of climate change on the non-market value of birding cultural ecosystem services (CES) in South Africa. Using eBird citizen science data, Maxent modeling, and the travel cost method, the study maps current and future birding CES non-market use value and evaluates its vulnerability under various climate scenarios. The data highlights differences between domestic and international birders and provides insights into CES drivers and their resilience to global change.

 

Source Data:



eBird Data:



Period: 2010–2019

Original Source: eBird (downloaded from GBIF)

Filtered for user-days: One unique upload per user per day.

Excluded: Urban areas masked out using the Africapolis database.




Derived Data:



Birding Suitability Maps:



Generated using Maxent modeling.

Suitability scores: Range 0–1.

Separate models for domestic, international, and combined birders.



Travel Cost Method Data:



Travel distances: Calculated using Haversine formula (international) and Google Maps API (domestic).

Other attributes used to calculate travel costs for each datapoint.

Cost estimates: For international and domestic.



CES Value Maps:



Modeled from regression between suitability and travel cost data.

Future projections under SSP245 and SSP585 scenarios.



Future Scenarios:



Suitability and value for climate, biodiversity, and land cover scenarios.






File Inventory:

Processed Data:



ebirdPointswValues.shp: Geolocated user days with associated metadata.

ebirdObserverHomeState.csv: List of unique users in our dataset and the most common country they upload in throughout all eBird data and the count of uploads they have.

ValuationDataset.csv: Data associated with each upload used for valuation, along with the travel cost valuations.

TravelCostAnalysis_ZAgrid.shp: Grid of South Africa with associated travel costs and suitability scores within each grid cell.

MaxentOutput folder  : Folder of Maxent suitability output for all models.


 



Usage Notes:



Citation: Please cite the manuscript when using this dataset:Manley, K., Ayompe, L. M., & Egoh, B. N. (2025). Climate Change Impacts the Non-Market Value of Nature: A Case Study of Birding Cultural Ecosystem Services in South Africa. PLOS Climate.

Software Requirements:



Maxent: For replicating suitability modeling (ArcGIS Pro also has a Maxent tool).

Python/R: For travel cost and CES value calculations (requires geopy, googlemaps, and sklearn libraries for python).



Data Access:



eBird data requires an account and API key from eBird or can be directly downloaded from GBIF.

Covariate data sources and preprocessing steps are detailed in the methods sections and in detail in Table S1.
DOI: 10.5281/zenodo.13244261
title: Climate Change Impacts the Value of Cultural Ecosystem Services: A Case Study from South Africa

description: This dataset supports the manuscript examining the impacts of climate change on the non-market value of birding cultural ecosystem services (CES) in South Africa. Using eBird citizen science data, Maxent modeling, and the travel cost method, the study maps current and future birding CES non-market use value and evaluates its vulnerability under various climate scenarios. The data highlights differences between domestic and international birders and provides insights into CES drivers and their resilience to global change.

 

Source Data:



eBird Data:



Period: 2010–2019

Original Source: eBird (downloaded from GBIF)

Filtered for user-days: One unique upload per user per day.

Excluded: Urban areas masked out using the Africapolis database.




Derived Data:



Birding Suitability Maps:



Generated using Maxent modeling.

Suitability scores: Range 0–1.

Separate models for domestic, international, and combined birders.



Travel Cost Method Data:



Travel distances: Calculated using Haversine formula (international) and Google Maps API (domestic).

Other attributes used to calculate travel costs for each datapoint.

Cost estimates: For international and domestic.



CES Value Maps:



Modeled from regression between suitability and travel cost data.

Future projections under SSP245 and SSP585 scenarios.



Future Scenarios:



Suitability and value for climate, biodiversity, and land cover scenarios.






File Inventory:

Processed Data:



ebirdPointswValues.shp: Geolocated user days with associated metadata.

ebirdObserverHomeState.csv: List of unique users in our dataset and the most common country they upload in throughout all eBird data and the count of uploads they have.

ValuationDataset.csv: Data associated with each upload used for valuation, along with the travel cost valuations.

TravelCostAnalysis_ZAgrid.shp: Grid of South Africa with associated travel costs and suitability scores within each grid cell.

MaxentOutput folder  : Folder of Maxent suitability output for all models.


 



Usage Notes:



Citation: Please cite the manuscript when using this dataset:Manley, K., Ayompe, L. M., & Egoh, B. N. (2025). Climate Change Impacts the Non-Market Value of Nature: A Case Study of Birding Cultural Ecosystem Services in South Africa. PLOS Climate.

Software Requirements:



Maxent: For replicating suitability modeling (ArcGIS Pro also has a Maxent tool).

Python/R: For travel cost and CES value calculations (requires geopy, googlemaps, and sklearn libraries for python).



Data Access:



eBird data requires an account and API key from eBird or can be directly downloaded from GBIF.

Covariate data sources and preprocessing steps are detailed in the methods sections and in detail in Table S1.
DOI: 10.15468/dl.muzwvk
title: Occurrence Download

description: A dataset containing 2618 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nigeria",
 "OccurrenceStatus is Present",
 "Year 2000-2002"
 ]
}

 The dataset includes 2618 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002890-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.j00001.01385
title: Automatic meteorological station observation dataset of Chinese Qinling station in Antarctica from 2017 to 2024
title: 中国南极秦岭站自动气象站观测数据集（2017–2024年）

description: The Chinese Antarctic Qinling Station is situated along the coast of Terra Nova Bay in the Ross Sea region of Antarctica, a critical zone characterized by intensive multi-sphere interactions among the lithosphere, cryosphere, biosphere, and atmosphere. As Chinese first year-round research facility in the Pacific sector of Antarctica, it occupies a strategic position for interdisciplinary polar studies. Conventional meteorological observations, serving as the cornerstone of climatological research, yield fundamental datasets essential for earth system science investigations. This study systematically compiles and processes Qinling Station's routine meteorological records from 2017 to 2024, employing standardized quality control protocols to establish a continuous multi-year dataset encompassing air temperature, atmospheric pressure, wind speed/direction, relative humidity, and radiation. The curated dataset partially addresses observational gaps in Antarctica's coastal meteorological network and can be used for research on climate and synoptic process changes in Antarctica. In addition, in the context of the sharp reduction of Antarctic sea ice extent in recent years, this dataset can provide data support for revealing the impact of regional climate warming on sea ice melting, calibrating climate models, and analyzing the response mechanism of the Antarctic system under global climate change.
description: The Chinese Antarctic Qinling Station is situated along the coast of Terra Nova Bay in the Ross Sea region of Antarctica, a critical zone characterized by intensive multi-sphere interactions among the lithosphere, cryosphere, biosphere, and atmosphere. As Chinese first year-round research facility in the Pacific sector of Antarctica, it occupies a strategic position for interdisciplinary polar studies. Conventional meteorological observations, serving as the cornerstone of climatological research, yield fundamental datasets essential for earth system science investigations. This study systematically compiles and processes Qinling Station's routine meteorological records from 2017 to 2024, employing standardized quality control protocols to establish a continuous multi-year dataset encompassing air temperature, atmospheric pressure, wind speed/direction, relative humidity, and radiation. The curated dataset partially addresses observational gaps in Antarctica's coastal meteorological network and can be used for research on climate and synoptic process changes in Antarctica. In addition, in the context of the sharp reduction of Antarctic sea ice extent in recent years, this dataset can provide data support for revealing the impact of regional climate warming on sea ice melting, calibrating climate models, and analyzing the response mechanism of the Antarctic system under global climate change.
DOI: 10.34810/data159
title: Medieval sugar pots from Sicily: microstructural data

description: This dataset includes the microstructural data obtained by Scanning Electron Microscopy (SEM) examination on sugar pots retrieved in Sicily from 11th-16th cent. AD contexts. These data were collected as part of the project “SPotEU: Sugar Pot manufacture in Western Europe in the medieval and post-medieval period (11th -16th centuries AD)”, funded under the Horizon 2020 Marie Skłodowska-Curie actions https://cordis.europa.eu/project/id/797242).
description: SEM observations were performed on fresh cross-section fractures passing through the oro-aboral axis of the body wall in order to observe the microstructure. Bulk specimens were fixed on metal specimen stubs using silicone adhesive and the non-conductive ceramic specimens were made conductive. Colloidal silver paint was applied on excess silicone adhesive and lateral sides of ceramic bulk specimen. Then, the specimen surface was coated with a thin carbon film (~ 10 nm) by vacuum evaporation. The observations were made by using a FEI QUANTA 200 coupled with a microanalizer EDS: Thermo Ultradry – Pathfinder and photomicrograph taken at x1000, x2000 and x4000. The observations were performed using an acceleration voltage of 20 kV and a working distance of 10 mm. In a few cases, a JEOL J6510 coupled with an EDS Oxford Instruments Ultim Max – AZTecLive was used.
description: The photomicrographs show the micromorphology of the pots, where the vitrification stages could be identified. The photomicrographs were taken at the bottom margin, core and the top margin of the ceramic section. Microstructures are described and discussed in: Mentesana R., Hein A., Madrid i Fernàndez M., Kilikoglou V., Buxeda i Garrigòs J. 2022. “Think globally, act locally: global requirements and local transformation in sugar pots manufacture in Sicily in the medieval and post-medieval periods”. Minerals. At the bottom of the photomicrographs, the image detection method (det), the accelerating voltage (HV), the working distance (WD), the magnification (mag) parameters and the scalebar could be found. Photomicrographs were taken at the CCiTUB of the Universitat de Barcelona.
description: The dataset also includes a file with a description of the charactersitics of each sample.
DOI: 10.15468/dl.4pf7sv
title: Occurrence Download

description: A dataset containing 18443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Agrimonia pilosa"
 ]
}

 The dataset includes 18443 records from 231 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002891-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sjc3k
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stictocephala bisonia",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 531 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002893-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zy9h7n
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stictocephala bisonia",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002894-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14044326
title: Characterizing Metabolic Alterations in Early-stage chronic kidney disease (CKD) patients: A Pathway for Improved Diagnosis and Personalized Treatment.

description: The raw NMR data that I have uploaded contains the final concentration results that have been used for this study.
DOI: 10.5281/zenodo.14044327
title: Characterizing Metabolic Alterations in early-stages of CKD: A Pathway for Improved Diagnosis and Treatment

description: The data set that I have uploaded contains the final concentration results that have been used for this study.
DOI: 10.15468/dl.ux6d2x
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stictocephala bisonia",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002895-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17097359
title: Problem instances for "Iterated greedy algorithm with constraint programming for scheduling steelmaking-continuous casting process"
DOI: 10.57967/hf/6481
title: fasss
DOI: 10.57967/hf/6483
title: fasss
DOI: 10.57967/hf/6482
title: fasss