cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10514591
title: Determinants of rooftop solar uptake: a comparative analysis of the residential and non-residential sectors in the Basque Country (Spain)

description: Data for Determinants of rooftop solar uptake: a comparative analysis of the residential and non-residential sectors in the Basque Country (Spain)

Rooftop solar, both in the residential and the non-residential sector, is emerging rapidly as a popular source of clean electricity. Together with utility-scale photovoltaics, its future growth is essential to achieve decarbonization targets. Therefore, understanding adoption determinants for firms and households is key to efficiently promoting its diffusion. There is a gap, however, in the knowledge of non-residential adoption determinants, as less attention has been given to this sector compared to the residential sector. As a result of this gap, there is an absence of comparative analysis across sectors. As determinants of adoption cannot be assumed to be the same in both sectors, the objective of this research is threefold. First, to analyze whether the residential and non-residential sectors share key determinants of rooftop solar investment; second, to compare the sectoral differences in these determinants; and third, to assess the policy implications of the results obtained to further promote distributed solar photovoltaic energy. For this purpose, a regional case study in the Basque Country (Spain) was conducted, applying key theoretical frameworks to both sectors in a way that maximized the comparability of the results obtained across them. The results showed that adoption determinants are very different across sectors and, therefore, sector-specific policy actions need to be taken in each sector to efficiently promote rooftop solar. For the residential sector, policy actions could build upon behavioral aspects; for the non-residential sector, economic incentives are expected to be more successful, especially among medium size businesses, which are identified as the most promising segment.
DOI: 10.15468/dl.pmpuab
title: Occurrence Download

description: A dataset containing 81183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Muscari comosum (L.) Mill.)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 81183 records from 1163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035690-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30156718
title: A hybrid deep learning framework for toxicity prediction

description: ToxD4C, a novel multi-modal deep learning framework, was developed for the simultaneous classification and regression of diverse molecular toxicity endpoints. ToxD4C uniquely integrates three-dimensional molecular geometries, graph attention networks, and SE(3)-equivariant Transformer architectures, effectively capturing complex stereochemical and electronic molecular features.
DOI: 10.6084/m9.figshare.30156718.v1
title: A hybrid deep learning framework for toxicity prediction

description: ToxD4C, a novel multi-modal deep learning framework, was developed for the simultaneous classification and regression of diverse molecular toxicity endpoints. ToxD4C uniquely integrates three-dimensional molecular geometries, graph attention networks, and SE(3)-equivariant Transformer architectures, effectively capturing complex stereochemical and electronic molecular features.
DOI: 10.6084/m9.figshare.30157696
title: Corpus_leis_zh

description: O "Corpus_leis_zh" é um repositório criado por extração automatizada, contendo 100 leis em chinês do Governo da Região Administrativa Especial de Macau, coletadas em 18/04/2025.
DOI: 10.6084/m9.figshare.30157696.v1
title: Corpus_leis_zh

description: O "Corpus_leis_zh" é um repositório criado por extração automatizada, contendo 100 leis em chinês do Governo da Região Administrativa Especial de Macau, coletadas em 18/04/2025.
DOI: 10.14466/cefasdatahub.20
title: ScanFish – North and Celtic Seas

description: This dataset has been extracted as part of an exercise to assemble "all" Cefas Temperature Data and publish it in a Data paper. It is one of 17 Cefas data sources assembled.

ScanFish is a high performance towed undulating CTD which was deployed by Cefas, initially, to aid the understanding of the coupling between physical and biological processes (Brown et al., 1996). It was towed behind the vessel at approximately 8 knots and undulated from the near surface (~4m) to within a few meters (~5m) of the bed, down to water depths of 135m. The vertical ascent rate was controlled so that each undulation covered a horizontal distance of 1km, regardless of water depth.

Undulating profile data for temperature, salinity, flourescence, ambient light, turbidity data for the top 120 m (approx.) of the water column.

Accumulated data from a series of contracts looking at properties of seawater, investigating the extent of primary production and the existance of stratification and thermoclynes. Two cruises per year for 10 years.

Data storage & processing constraints at the time of collection means that locations (individual records are notionally 4m apart horizontally) are likely to be accurate to the order of meters (this includes the assumptions of constant towing speed). Timings are based on an accurate start time and the recording of data at 1s intervals.

The multiple sources are described in 17 separate metadata entries under the same Title, e.g. Seawater temperature records for the UK Shelf - 15 - RV Cefas Endeavour FerryBox Monitoring System. These data have been described in detail via the following publication. Morris, D. J., Pinnegar, J. K., Maxwell, D. L., Dye, S. R., Fernand, L. J., Flatman, S., Williams, O. J., and Rogers, S. I.: Over 10 million seawater temperature records for the United Kingdom Continental Shelf between 1880 and 2014 from 17 Cefas (United Kingdom government) marine data systems, Earth Syst. Sci. Data, 10, 27–51, https://doi.org/10.5194/essd-10-27-2018, 2018.
DOI: 10.15468/dl.kazzpq
title: Occurrence Download

description: A dataset containing 22880021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Branta canadensis)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Specimen, Unknown evidence, Machine Observation, Occurrence evidence)",
 "Year is greater than or equal to 1971",
 "Year is less than or equal to 2024",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22880021 records from 1475 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015139-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/pc4vnx
title: Sección Pteridophyta del Herbario Isidro Ramón Bermúdez Romero (IRBR), de la Universidad de Oriente, Núcleo de Sucre, Cumaná, estado Sucre (Venezuela)

description: La base de datos que se presenta corresponde a la colección de exsiccáta de la Sección Pteridophyta del Herbario Isidro Ramón Bermúdez Romero (IRBR), de la Universidad de Oriente, Núcleo de Sucre, Cumaná, estado Sucre - Venezuela. La colección incluye 1.808 ejemplares, agrupados taxonómicamente en 35 familias, 101 géneros y 288 especies de licófitas y helechos; representantes, en su mayoría, de las floras pteridofíticas de los estados orientales (Anzoátegui, Monagas y Sucre), centroccidentales (Aragua, Barinas, Miranda, Distrito Capital y Lara) y Guayana venezolana (Amazonas y Bolívar), provenientes principalmente de los Parques Nacionales y Áreas Protegidas. Se incluyen también muestras obtenidas por intercambios o donaciones de la flora mesoamericana (México), del Caribe (Puerto Rico, Trinidad y Tobago), suramericana (Brasil), de España y Andorra. El sistema taxonómico seguido es el sugerido por el Phylogeny Pteridophyte Group (PPG, 2016). Las familias con mayor numero de géneros presentes son: Polypodiaceae (16), Pteridaceae (13), Dryopteridaceae (10) y Thelypteridaceae (8). Los géneros con mayor número de especies son: Asplenium (20), Adiantum (16), Trichomanes (15) y Elaphoglossum (14). Es significativa la presencia de ejemplares de la especie Tectaria amphiblestra A. Tryon & R. Tryon, especie endémica de Venezuela, recolectada y descrita por primera vez por Humboldt & Bonpland (1799) en el municipio Montes del Estado Sucre.
DOI: 10.5281/zenodo.17153485
title: Quantitative Reconstruction of Precipitation and Its Impact on Vegetation during the Younger Dryas: Evidence from Pollen and Climate Simulation

description: This integrated dataset originates from a peat sediment core retrieved from Zhaogongting in southern Hunan Province, China. It comprises five key categories of paleoenvironmental proxies:





Pollen percentage data, detailing the relative abundance of terrestrial and wetland taxa;




Quantitative precipitation reconstructions (including mean annual, summer, and winter precipitation) derived using Modern Analogue Technique (MAT) and Weighted Averaging Partial Least Squares (WAPLS) regression;




Floristic richness indices (pollen taxon richness, evenness, and Shannon-Wiener diversity) calculated from terrestrial pollen counts;




Rate of vegetation change quantified using Bray-Curtis dissimilarity within a moving-window approach;




Climate simulation outputs from the TraCE-21ka experiment, highlighting moisture responses during the Younger Dryas period.



Together, these data provide a high-resolution record of vegetation dynamics, hydroclimate variability, and ecological responses in subtropical China during the Late Pleistocene and early Holocene (ca. 13.1–8.6 ka BP).
DOI: 10.5281/zenodo.17153486
title: Quantitative Reconstruction of Precipitation and Its Impact on Vegetation during the Younger Dryas: Evidence from Pollen and Climate Simulation

description: This integrated dataset originates from a peat sediment core retrieved from Zhaogongting in southern Hunan Province, China. It comprises five key categories of paleoenvironmental proxies:





Pollen percentage data, detailing the relative abundance of terrestrial and wetland taxa;




Quantitative precipitation reconstructions (including mean annual, summer, and winter precipitation) derived using Modern Analogue Technique (MAT) and Weighted Averaging Partial Least Squares (WAPLS) regression;




Floristic richness indices (pollen taxon richness, evenness, and Shannon-Wiener diversity) calculated from terrestrial pollen counts;




Rate of vegetation change quantified using Bray-Curtis dissimilarity within a moving-window approach;




Climate simulation outputs from the TraCE-21ka experiment, highlighting moisture responses during the Younger Dryas period.



Together, these data provide a high-resolution record of vegetation dynamics, hydroclimate variability, and ecological responses in subtropical China during the Late Pleistocene and early Holocene (ca. 13.1–8.6 ka BP).
DOI: 10.15468/dl.9azrwm
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Channallabes ogooensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015258-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhg686
title: Occurrence Download

description: A dataset containing 707160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-120.0",
 "HasCoordinate is True",
 "HasGeospatialIssue is False",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "GadmGid is USA.5_1",
 "Year 2024-2025"
 ]
}

 The dataset includes 707160 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015221-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5tgw6
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbascum virgatum",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015260-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17136008
title: databaseknee_and_genotypes_2025
DOI: 10.5281/zenodo.17136009
title: databaseknee_and_genotypes_2025
DOI: 10.6084/m9.figshare.30131878
title: Reflexivity Prompts_Researching People & Places You Know

description: This handout provides structured reflexivity prompts for researchers studying communities or contexts they already know. Organized by <b>novice, intermediate, and advanced entry points</b>, the prompts help researchers critically reflect on assumptions, prior roles, power dynamics, and ethical responsibilities when working as insiders. An <b>AI-infused extension</b> demonstrates how generative tools can supplement reflexivity practice by generating tailored questions, while keeping the researcher accountable for interpretation. This resource supports qualitative training, teaching, and ethical practice by strengthening habits of self-inquiry and transparency.
DOI: 10.6084/m9.figshare.30131878.v2
title: Reflexivity Prompts_Researching People & Places You Know

description: This handout provides structured reflexivity prompts for researchers studying communities or contexts they already know. Organized by <b>novice, intermediate, and advanced entry points</b>, the prompts help researchers critically reflect on assumptions, prior roles, power dynamics, and ethical responsibilities when working as insiders. An <b>AI-infused extension</b> demonstrates how generative tools can supplement reflexivity practice by generating tailored questions, while keeping the researcher accountable for interpretation. This resource supports qualitative training, teaching, and ethical practice by strengthening habits of self-inquiry and transparency.
DOI: 10.6084/m9.figshare.30131878.v1
title: Reflexivity Prompts_Researching People & Places You Know

description: This handout provides structured reflexivity prompts for researchers studying communities or contexts they already know. Organized by <b>novice, intermediate, and advanced entry points</b>, the prompts help researchers critically reflect on assumptions, prior roles, power dynamics, and ethical responsibilities when working as insiders. An <b>AI-infused extension</b> demonstrates how generative tools can supplement reflexivity practice by generating tailored questions, while keeping the researcher accountable for interpretation. This resource supports qualitative training, teaching, and ethical practice by strengthening habits of self-inquiry and transparency.
DOI: 10.15468/dl.84k9cy
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Espeletia grandiflora var. boyacana Cuatrec."
 ]
}

 The dataset's 2 records were derived from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219138-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzzeg9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is incertae sedis",
 "Year is greater than 2013",
 "Geometry MULTIPOLYGON (((12.715345 37.612095,12.716139 37.614203,12.716797 37.615842,12.716558 37.615878,12.716038 37.615917,12.716618 37.61968,12.717087 37.619643,12.717479 37.619542,12.717634 37.619591,12.71804 37.619677,12.718296 37.619589,12.718535 37.619423,12.718864 37.619491,12.719924 37.619233,12.720896 37.619267,12.72197 37.619179,12.723537 37.6189,12.723747 37.619059,12.72414 37.618942,12.72445 37.618979,12.72512 37.618729,12.727286 37.617965,12.726715 37.6169,12.728117 37.616261,12.728267 37.616465,12.730788 37.615538,12.730662 37.614575,12.730051 37.61289,12.721959 37.613183,12.71833 37.612618,12.717647 37.612444,12.717272 37.612314,12.716691 37.612213,12.715345 37.612095)),((12.715331 37.612094,12.715345 37.612095,12.715335 37.612069,12.715318 37.612111,12.715331 37.612094)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027304-230530130749713/datasets/export for details.
DOI: 10.15468/dl.ghuajf
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phycosoma mustelinum (Simon, 1889)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 159 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222566-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8fgzh
title: Occurrence Download

description: A dataset listing the 971049 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tracheophyta"
 ]
}

 The dataset's 971049 records were derived from 11672 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053637-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36jywf
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "HasCoordinate is true",
 "TaxonKey is Toxostoma curvirostre (Swainson, 1827)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078141-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3djt2
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-23.90625 14.45801,-22.32422 14.45801,-22.32422 16.04004,-23.90625 16.04004,-23.90625 14.45801))",
 "HasCoordinate is true",
 "TaxonKey is Conus raulsilvai Rolán, Monteiro & C.Fernandes, 1998",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066171-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8urk2
title: Occurrence Download

description: A dataset containing 8049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sciurus vulgaris Linnaeus, 1758",
 "Geometry POLYGON((-4.47763888888889 56.7401388888889, -2.79986111111111 56.7401388888889, -2.79986111111111 57.4134722222222, -4.47763888888889 57.4134722222222, -4.47763888888889 56.7401388888889))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8049 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057017-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9k48cy
title: Occurrence Download

description: A dataset containing 42977 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Natrix helvetica (Lacépède, 1789)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42977 records from 389 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077056-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.468sts
title: Occurrence Download

description: A dataset listing the 234 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "Geometry POLYGON((23.26904 -32.38297,23.31848 -32.38297,23.56979 -32.07615,23.31848 -31.8007,23.26904 -31.8007,23.26904 -32.38297))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 234 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075805-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xu69ha
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The publication of primary biological events in the international GBIF (Global Biodiversity Information Facility) network: A case study with a small dataset of field collected occurrence samples of Buriti palms (Mauritia flexuosa)."
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046654-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhpvy7
title: Occurrence Download

description: A dataset containing 36303 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36303 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075811-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6nvgn
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia nigra (Vell.) Allemão"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078851-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyz1ev
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aglaia brownii Pannell"
 ]
}

 The dataset includes 477 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036264-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mn4th
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Chile",
 "TaxonKey is Brachygalaxias bullocki (Regan, 1908)"
 ]
}

 The dataset includes 57 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077063-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.