cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ar2x8r
title: Occurrence Download

description: A dataset containing 70146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Geometry POLYGON((89 25, 91 25, 91 26, 89 26, 89 25))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 70146 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032961-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.16002.75203
title: Bioenergy Potential of Belgium until 2050
DOI: 10.18712/nsd-nsd3308-v1
title: NOKUT National Student Survey 2024, institutions

description: The National Student Survey (Studiebarometeret) is an annual survey aimed at students at universities and colleges, conducted by the Norwegian Agency for Quality Assurance in Education (NOKUT) on behalf of the Ministry of Education and Research. In the survey, students are asked about their views on various aspects related to study quality, such as teaching, supervision, learning environment, learning outcomes, and other important topics. The purpose of the survey is to provide more comprehensive information for individuals considering a study program and to contribute to quality development efforts at Norwegian universities and colleges. The results are published on a dedicated web portal and distributed through various reports. NOKUT also shares anonymized data with educational institutions and other relevant stakeholders so they can conduct their own analyses. Data is also made available for research through Sikt (the Norwegian Agency for Shared Services in Education and Research). Respondents are additionally asked if they would consider receiving more questions at a later time.

The National Student Survey 2024 consists of four files. This file contains information about institutions.
DOI: 10.15493/dea.mims.20240820
title: Raw data collected by Seaglider SG573 off Cape Town for CTD calibration (SeaTrials 1)

description: Raw data collected by Seaglider SG573 off Cape Town for CTD calibration
description: The Gliders in the Agulhas (GINA) project is a multi-institutional effort to implement sustained glider observations around South Africa’s coastline to enhance existing regional networks and complement larger international observations systems such as the Ocean Gliders Boundary Ocean Observing Network (BOON). This dataset includes all data collected by Seaglider SG573 during the first GINA deployment in 2018. The Seaglider was set-up to vertically profile the water column between depths of 0 and 1000m. Measurements collected included conductivity (salinity), temperature, depth (CTD), dissolved oxygen, chlorophyll-a fluorescence (proxy for phytoplankton concentration), Photosynthetically Active Radiation (PAR) and two wavelengths of optical back-scattering by particles, Bb(470) and Bb(700) (proxies for particle concentration). In addition, information collected from the Seaglider was used to derive surface and depth averaged currents. This is raw data collected by Seaglider SG573 off Cape Town for CTD calibration.
description: Raw data in their original format, as received from the instrument and unprocessed.
DOI: 10.15493/dea.mims.26052268
title: International Indian Ocean Expedition 2 (IIOE2) cruise on SA Agulhas II Voyage 032, June 2018

description: The International Indian Ocean Expedition 2 is a collaborative regional cruise to build capacity and strength within Africa. The focus will be on developing students in the region in the areas of physical oceanography, chemistry, biological oceanography, benthic biodiversity, marine top predators and marine plastics.
DOI: 10.15493/dea.mims.26500005
title: Processed Dissolved Inorganic Carbon (DIC) and Total Alkalinity (TA) data from the International Indian Ocean Expedition 2 (IIOE2) cruise on SA Agulhas II Voyage 032, June 2018

description: SA Agulhas II Voyage 032
description: This is processed Dissolved Inorganic Carbon (DIC) and Total Alkalinity (TA) data from the IIOE2 cruise on SA Agulhas II Voyage 032, between 18 June and 30 June 2018. The International Indian Ocean Expedition 2 is a collaborative regional cruise to build capacity and strength within Africa. The focus will be on developing students in the region in the areas of physical oceanography, chemistry, biological oceanography, benthic biodiversity, marine top predators and marine plastics.
description: Seawater samples were collected in 500 ml bottles at selected depths from CTD Niskin bottles and spiked with 100 ul HgCl2 before sealing the glass bottle with a stopper. Samples were collected and analysed onboard using a VINDTA 3C. The accuracy was checked using certified reference materials (CRMs) obtainable from the Andrew Dickson Laboratory (for more information about the oceanic CO2 reference materials, see http://www-mpl.ucsd.edu/people/adickson/CO2_QC/). Precision was checked by analysing 10 replicate samples taken from 500 m depth at selected offshore stations. The precision for Dissolved Inorganic Carbon (DIC) and Total Alkalinity (TA) was 4.25 µmol/kg and 1.51 µmol/kg, respectively. The data was cleaned to remove obvious outliers. Further data cleaning to the satisfaction of the user is recommended.
DOI: 10.15493/dea.mims.26052266
title: International Indian Ocean Expedition 2 (IIOE2) cruise on SA Agulhas II Voyage 028, October 2017

description: The International Indian Ocean Expedition 2 is a collaborative regional cruise to build capacity and strength within Africa. The focus will be on developing students in the region in the areas of physical oceanography, chemistry, biological oceanography, benthic biodiversity, marine top predators and marine plastics.
DOI: 10.15493/dea.mims.26500004
title: Processed Dissolved Inorganic Carbon (DIC) and Total Alkalinity (TA) data from the International Indian Ocean Expedition 2 (IIOE2) cruise on SA Agulhas II Voyage 028 in October 2017

description: SA Agulhas II Voyage 028
description: This is processed Dissolved Inorganic Carbon (DIC) and Total Alkalinity (TA) data from the IIOE2 cruise on SA Agulhas II Voyage 028, between 14 October and 15 November 2017. The International Indian Ocean Expedition 2 is a collaborative regional cruise to build capacity and strength within Africa. The focus will be on developing students in the region in the areas of physical oceanography, chemistry, biological oceanography, benthic biodiversity, marine top predators and marine plastics.
description: Seawater samples were collected in 500 ml bottles at selected depths from CTD Niskin bottles and spiked with 100 ul HgCl2 before sealing the glass bottle with a stopper. Samples were collected and analysed onboard using a VINDTA 3C. The accuracy was checked using certified reference materials (CRMs) obtainable from the Andrew Dickson Laboratory (for more information about the oceanic CO2 reference materials, see http://www-mpl.ucsd.edu/people/adickson/CO2_QC/). Precision was checked by analysing 10 replicate samples taken from 500 m depth at selected offshore stations. The precision for Dissolved Inorganic Carbon (DIC) and Total Alkalinity (TA) was 4.25 µmol/kg and 1.51 µmol/kg, respectively. The data was cleaned to remove obvious outliers. Further data cleaning to the satisfaction of the user is recommended.
DOI: 10.15493/saeon.egagasini.20250312
title: Statistically classified marine epifaunal bioregions on the Southern Benguela margin, South Africa

description: Data-driven bioregional maps have advantages over expert-derived maps, since they are able to predict the most probable bioregion at unsampled locations, are more ecologically meaningful and can incorporate measures of uncertainty. This dataset contains the site x species covariate matrix and stacked raster layers required to conduct Regions of Common Profile (RCP) analyses from Wozniak et al. (in review) to classify and map marine epifaunal, benthic invertebrate bioregions for the southern Benguela margin, South Africa. Applying an RCP approach using the ‘ecomix’ R package (Woolley, 2022), this dataset derived five marine epifaunal bioregions, including their associated spatial uncertainty, species profiles and environmental gradients. Data were collected by the Department of Forestry, Fisheries and the Environment (DFFE) and the South African Environmental Observation Network (SAEON) during annual demersal research trawl surveys between 2017 and 2020, and cover 325 trawl stations across the southern Benguela margin of South Africa ranging from 70 – 800m. Biological and environmental data associated with each trawl station are stored in a site x species counts + covariates matrix. Each observation consists of one trawl station with geospatial information provided, including the name of the survey, trawl number, a unique station number, date, trawl duration in minutes and coordinates of the trawl transect (start and end). Abundances (counts) for the 46 most commonly occurring epifaunal species are recorded for each trawl station. Zero values represent a species’ absence from that station. Values of nine environmental variables are included for each station. Temperature (˚C), pressure (db), depth (m), oxygen (ml/l), turbidity (NTU) and salinity (PSU) were recorded in-situ via a CTD attached to the headline of the trawl net and represent average values of the bottom trawl profile. Slope (˚) was derived from bathymetry compiled from digital single-beam echo-sounding data (de Wet & Compton, 2021). Substratum and sediment type, which were qualitative, were assigned to each trawl based on the national marine ecosystem classification and map (Sink et al. 2019; SANBI, 2022). Gridded multidimensional stacked raster layers of environmental variables (0.004˚ resolution) are used for spatial prediction of bioregions. After excluding highly correlated variables (Pearson correlation coefficient of r > 0.7), the environmental covariates included as predictors for modelling epifaunal bioregions were bottom temperature (˚C), bottom dissolved oxygen (ml/l) and slope (˚).
DOI: 10.15468/dl.4q8equ
title: Occurrence Download

description: A dataset containing 448562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-43.2895 -23.01341,-42.99489 -23.01341,-42.99489 -22.67572,-43.2895 -22.67572,-43.2895 -23.01341))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 448562 records from 536 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032989-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17639/nott.7618
title: Out of area housing placements by English local authority in 2023/24 with destinations (85 local authorities placing over 100 households in 2022/23)

description: The data shows the 85 local authorities placing the highest number of households out of area as a means of meeting their statutory duty to accommodate households in priority need. The subsequent columns show the destinations of the households, thereby allowing journeys to be mapped.
DOI: 10.17639/nott.7619
title: On-demand dopamine receptor activation via photoresponsive nanoparticle-dopamine conjugates in differentiated SH-SY5Y and transfected HEK293 cells

description: Data used to prepare the research article.
DOI: 10.17639/nott.7616
title: Quantifying Hidden Exploitation: Dual-Method Estimation of Labour Exploitation Risk Among UK Domestic Workers

description: Anonymized data for use in the paper "Quantifying Hidden Exploitation: Dual-Method Estimation of Labour Exploitation Risk Among UK Domestic Workers" by Caroline Emberson and Scott Moser
DOI: 10.5281/zenodo.17483233
title: Computational files associated with "MECHANISTIC INSIGHTS INTO THE THERMAL GROUND-STATE RECOVERY OF SALICYLIDENE ANILINE PHOTOSWITCHES"

description: Logfiles associated with the theoretical analysis made in "MECHANISTIC INSIGHTS INTO THE THERMAL GROUND-STATE RECOVERY OF SALICYLIDENE ANILINE PHOTOSWITCHES" article
DOI: 10.5281/zenodo.17609043
title: Computational files associated with "MECHANISTIC INSIGHTS INTO THE THERMAL GROUND-STATE RECOVERY OF SALICYLIDENE ANILINE PHOTOSWITCHES"

description: Logfiles associated with the theoretical analysis made in "MECHANISTIC INSIGHTS INTO THE THERMAL GROUND-STATE RECOVERY OF SALICYLIDENE ANILINE PHOTOSWITCHES" article
DOI: 10.15468/dl.md4fve
title: Occurrence Download

description: A dataset listing the 24 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHL.16.2_1",
 "TaxonKey is Fungi"
 ]
}

 The dataset's 24 records were derived from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033013-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2rj49
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Psammobates geometricus"
 ]
}

 The dataset includes 141 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033018-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/yklkze
title: CV-FigS7.txt

description: :unav
DOI: 10.57745/s87xwf
title: CV-FigS9A.txt

description: :unav
DOI: 10.57745/eipzna
title: CV-FigS4A.txt

description: :unav
DOI: 10.57745/tiradc
title: CV-Fig3A.txt

description: :unav
DOI: 10.57745/kdjkig
title: CV-Fig1A.txt

description: :unav
DOI: 10.57745/lkrrkx
title: RS-FigS9B.txt

description: :unav
DOI: 10.57745/pzrpg2
title: RS-FigS12.txt

description: :unav
DOI: 10.57745/dtclbw
title: RS-Fig3B.txt

description: :unav
DOI: 10.57745/rpie4a
title: RS-Fig5.txt

description: :unav
DOI: 10.57745/tqwtko
title: RS-FigS10.txt

description: :unav
DOI: 10.57745/ijepej
title: RS-FigS8.txt

description: :unav
DOI: 10.57745/sr5bqb
title: UVTIR-Fig1B.txt

description: :unav
DOI: 10.57745/1gsabp
title: UVTIR-FigS4B.txt

description: :unav
DOI: 10.57745/qq4ewx
title: UVTIR-treated-Fig2A.txt

description: :unav
DOI: 10.57745/i1h7mb
title: UVTIR-treated-Fig2B.txt

description: :unav
DOI: 10.57745/epwnyb
title: UVTIR-treated-FigS5.txt

description: :unav
DOI: 10.57745/crrody
title: Readme.txt

description: :unav
DOI: 10.57745/zijx1y
title: Dataset for 2D correlation SERS of organic ions using AuNP films at electrified soft interfaces

description: This dataset gathers experimental results in electrochemistry, Raman spectroscopy and UV-vis total internal reflectance. The dataset was generated during the the formation of gold nanoparticle films by electrochemical assembly at the polarized water | trifluorotoluene interface. Using a four-electrode configuration, cyclic modulation of the interfacial potential induced the growth of AuNP films, monitored in real time by total internal reflection (TIR) UV-Vis spectroscopy. These electrochemically generated films were subsequently evaluated as SERS-active substrates for two cationic probes: methylene blue (MB⁺) and norfloxacin (Nor⁺).
DOI: 10.6084/m9.figshare.28303442.v1
title: <b>Consistent global datasets on land use, biodiversity intactness index, and biodiversity intactness footprint of agricultural production from 2000 to 2020</b>

description: This archive provides consistent global datasets on harmonized and use, biodiversity intactness index (BII), and biodiversity intactness footprint of agricultural production from 2000 to 2020.Global high-resolution harmonized land use (HHLU) maps reflect land use and vegetation states in seven (07) categories: (1) Primary-minimal use vegetation, (2) Primary vegetation, (3) Secondary vegetation, (4) Cropland, (5) Urban lands, (6) Pasture/Grazing lands, (7) Agroforestry.Land use Fraction (LUF) maps present land use proportions for each aggregated location for land use classes corresponding to HHLU (value range, 0-1). <i>Primary minimal-use vegetation and Primary vegetation are combined into Primary vegetation.</i>Biodiversity Intactness Index (BII) maps simulate terrestrial biodiversity integrity across all land use, ranging from 0 to 1.Biodiversity loss footprint (BII loss) tabular data allocates biodiversity loss footprints induced by agricultural production (crops and livestock), which estimates BII loss over 14 biomes, 193 countries and territories, 154 crops, and 09 livestock categories from 2000 to 2020.<br><br>
DOI: 10.5281/zenodo.17600616
title: Urban Taxonomy using Hierarchical Morphotope Classification (BE, ES, FR, NL)

description: This data product contains an extension of the Urban Taxonomy database following the method for classification of built fabric outlined in the research manuscript “The Hierarchical Morphotope Classification: A Theory-Driven Framework for Large-Scale Analysis of Built Form”. It contains the classification of the entire building stock of 4 European countries, geographically split based on NUTS1 regions.

See details at urbantaxonomy.org and the original data release this extends.

Available data

Contents



{NUTS1}.parquet - Hierarchical Morphotope Classification results linked to building geometry

{NUTS1}_morphotopes.parquet - Hierarchical Morphotope Classification results linked to morphotope geometry

{NUTS1}_data.parquet - Underlying morphometric data linkable to building geometry

morphotope_data.parquet - Aggregate data linkable to individual morphotopes


File formats

Majority of the data is stored as Apache Parquet, with geospatial data being encoded as GeoParquet.

The data is split regionally based on NUTS1 regions.



{NUTS1}.parquet - GeoParquet 1.1.0. ZSTD compressed, with GeoArrow geometry encoding and covering bbox for fast spatial queries.

{NUTS1}_morphotopes.parquet - GeoParquet 1.1.0. ZSTD compressed, with GeoArrow geometry encoding and covering bbox for fast spatial queries.

{NUTS1}_data.parquet - Parquet, ZSTD compressed

morphotope_data.parquet - Parquet, Snappy compressed. All characters for non-outlier morphotopes - used to assign morphotopes to the taxonomy.


License

This dataset is based on data from multiple sources. The combined database is licensed under the Open Database License (ODbL) v1.0.

Attribution: © Charles University. Contains data © OpenStreetMap contributors, TomTom, IGN, 3DGI, DGC and others.

Individual source building data is available under the following licenses and attributions:



- France: Licence Ouverte / Open Licence 2.0 © IGN

- Belgium: Open Database License (ODbL) OpenStreetMap Contributors

- Netherlands: CC-BY-4.0 © 3DBAG by tudelft3d and 3DGI

- Spain: LICENCIA DE ACCESO Y USO DE LOS SERVICIOS Y CONJUNTOS DE DATOS INSPIRE DE LA DIRECCIÓN GENERAL DEL CATASTRO (c) DGC
DOI: 10.5281/zenodo.17600617
title: Urban Taxonomy using Hierarchical Morphotope Classification (BE, ES, FR, NL)

description: This data product contains an extension of the Urban Taxonomy database following the method for classification of built fabric outlined in the research manuscript “The Hierarchical Morphotope Classification: A Theory-Driven Framework for Large-Scale Analysis of Built Form”. It contains the classification of the entire building stock of 4 European countries, geographically split based on NUTS1 regions.

See details at urbantaxonomy.org and the original data release this extends.

Available data

Contents



{NUTS1}.parquet - Hierarchical Morphotope Classification results linked to building geometry

{NUTS1}_morphotopes.parquet - Hierarchical Morphotope Classification results linked to morphotope geometry

{NUTS1}_data.parquet - Underlying morphometric data linkable to building geometry

morphotope_data.parquet - Aggregate data linkable to individual morphotopes


File formats

Majority of the data is stored as Apache Parquet, with geospatial data being encoded as GeoParquet.

The data is split regionally based on NUTS1 regions.



{NUTS1}.parquet - GeoParquet 1.1.0. ZSTD compressed, with GeoArrow geometry encoding and covering bbox for fast spatial queries.

{NUTS1}_morphotopes.parquet - GeoParquet 1.1.0. ZSTD compressed, with GeoArrow geometry encoding and covering bbox for fast spatial queries.

{NUTS1}_data.parquet - Parquet, ZSTD compressed

morphotope_data.parquet - Parquet, Snappy compressed. All characters for non-outlier morphotopes - used to assign morphotopes to the taxonomy.


License

This dataset is based on data from multiple sources. The combined database is licensed under the Open Database License (ODbL) v1.0.

Attribution: © Charles University. Contains data © OpenStreetMap contributors, TomTom, IGN, 3DGI, DGC and others.

Individual source building data is available under the following licenses and attributions:



- France: Licence Ouverte / Open Licence 2.0 © IGN

- Belgium: Open Database License (ODbL) OpenStreetMap Contributors

- Netherlands: CC-BY-4.0 © 3DBAG by tudelft3d and 3DGI

- Spain: LICENCIA DE ACCESO Y USO DE LOS SERVICIOS Y CONJUNTOS DE DATOS INSPIRE DE LA DIRECCIÓN GENERAL DEL CATASTRO (c) DGC
DOI: 10.15468/dl.48a6r6
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "TaxonKey is Carum carvi"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033019-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5j6q6q
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Angostura quinquefolia"
 ]
}

 The dataset includes 28 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033023-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2d28x
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Daphnopsis filipedunculata"
 ]
}

 The dataset includes 112 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033025-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17609121
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS251114m Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS251114m Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.htwzt5
title: Occurrence Download

description: A dataset containing 39215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pecari tajacu"
 ]
}

 The dataset includes 39215 records from 428 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033022-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.