cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.d8jc3f
title: Occurrence Download

description: A dataset containing 1097 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventario florístico y base de datos de la Reserva Ecológica Sierra de San Juan, Nayarit, México"
 ]
}

 The dataset includes 1097 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002085-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/mpnjpx
title: Transcriptomic Analysis of Human Mast Cell Gene Expression Reveals OR1S1, OR4A16, OR4K13, and OR52W1 as Potential Novel Biomarkers for Psoriasis

description: Annotated dataset of GSE217060 from NCBI GEO. Patient IDs and sample types were transposed from series matrix file (GSE217060_series_matrix.txt.gz). Data published in West PW, Tontini C, Atmoko H, Kiss O et al. Human Mast Cells Upregulate Cathepsin B, a Novel Marker of Itch in Psoriasis. Cells 2023 Aug 30;12(17). PMID: 37681909. File contains data from series RNA-Seq normalized counts matrix and series matrix files (GSE217060_norm_counts_FPKM_GRCh38.p13_NCBI.tsv.gz, GSE217060_series_matrix.txt.gz)
DOI: 10.7910/dvn/tocsln
title: Replication Data for: Financial Manager on Product Innovation Strategy

description: This data set was collated from financial managers across commercial banks in Nigeria.
DOI: 10.7910/dvn/dicorl
title: A90_3758.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/82a8cc27-3858-457c-9f6f-6f7c1629b172'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/82a8cc27-3858-457c-9f6f-6f7c1629b172
DOI: 10.7910/dvn/mqbpok
title: Another kind of cane: miscane

description: Fieldnote on another kind of cane, miscane.
DOI: 10.7910/dvn/td0drj
title: Different types of sugar: raw versus crystalline

description: Fieldnotes on different types of sugar: raw versus crystalline
DOI: 10.7910/dvn/tlqtfv
title: A10_18086.JPG

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/b9ba8e4b-b048-4cdd-88da-12adff1dc036'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b9ba8e4b-b048-4cdd-88da-12adff1dc036
DOI: 10.7910/dvn/4emmyx
title: Nobel Prize Winners

description: Nobel prize winners since 1901
DOI: 10.15468/dl.ar9bj5
title: Occurrence Download

description: A dataset containing 558 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicolasia S.Moore"
 ]
}

 The dataset includes 558 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002086-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p89qfe
title: Occurrence Download

description: A dataset containing 13422 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus horridus Linnaeus, 1758"
 ]
}

 The dataset includes 13422 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002087-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18457110
title: lygodactylus_somalicus_spades_01.fasta.gz
DOI: 10.5281/zenodo.18457111
title: lygodactylus_somalicus_spades_01.fasta.gz
DOI: 10.48544/f6295996-e320-44ca-a0c0-3da13032cc8b
title: Voorbeeldscripts  VO-module
DOI: 10.5519/qd.2zea5fhi
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (2367 records)
DOI: 10.5281/zenodo.18457097
title: XENO Dataset 03: Non-invasive Prenatal Testing (NIPT) and Trophoblast Analysis

description: Metadata for single-cell analysis of fetal cells and trophoblasts from maternal blood. Includes data generated in collaboration with diagnostic partners like BillionToOne for rare cell isolation. The underlying primary genomic data for this record is RESTRICTED and stored on a private secure infrastructure. Follow the instructions in the attached PDF to request access.
DOI: 10.5281/zenodo.18457098
title: XENO Dataset 03: Non-invasive Prenatal Testing (NIPT) and Trophoblast Analysis

description: Metadata for single-cell analysis of fetal cells and trophoblasts from maternal blood. Includes data generated in collaboration with diagnostic partners like BillionToOne for rare cell isolation. The underlying primary genomic data for this record is RESTRICTED and stored on a private secure infrastructure. Follow the instructions in the attached PDF to request access.
DOI: 10.25921/jw1y-0813
title: Marine Pollution Surveillance Reports in U.S. Exclusive Economic Zone and its approaches from 2011-04-24 to 2025-12-28 (NCEI Accession 0292122)

description: The Marine Pollution Surveillance Report (MPSR) is created manually in near real time by an operational analyst when an anomaly believed to be oil is identified in satellite imagery. Reports include the following information:

 Image date and time
 Satellite sensor, spatial resolution, and mode / polarization if applicable
 Report date and time
 Estimated surface area of the oil slick
 Confidence level based on internal criteria and practical experience
 Remarks and uncertainties
 Derived map products in JPEG format
 GIS files
DOI: 10.5281/zenodo.18124276
title: Leveraging Foundation Models for the Characterisation of Small RNA Properties

description: This repository contains the data, code, and supporting materials associated with a systematic analysis of small RNAs using RNA foundation models alongside biologically interpretable sequence and structural features. The resources enable comparative investigation of endogenous small RNAs (miRNAs and piRNAs) and synthetic or in silico–designed siRNAs, with emphasis on nucleotide composition, thermodynamic properties, and representations derived from RNA foundation models. In addition, the repository supports the RNAExplorer web application code, which provides interactive tools for analysing and visualising small RNA properties to assist small RNA research and siRNA therapeutic design.
DOI: 10.5281/zenodo.18124277
title: Leveraging Foundation Models for the Characterisation of Small RNA Properties

description: This repository contains the data, code, and supporting materials associated with a systematic analysis of small RNAs using RNA foundation models alongside biologically interpretable sequence and structural features. The resources enable comparative investigation of endogenous small RNAs (miRNAs and piRNAs) and synthetic or in silico–designed siRNAs, with emphasis on nucleotide composition, thermodynamic properties, and representations derived from RNA foundation models. In addition, the repository supports the RNAExplorer web application code, which provides interactive tools for analysing and visualising small RNA properties to assist small RNA research and siRNA therapeutic design.
DOI: 10.5281/zenodo.15594815
title: Militia, Boko Haram, Banditry, and Infrastructure Bursts: Impacts on Nigerian Energy Systems

description: Intentional attacks on energy systems by non-state actors are continuously rising in politically unstable regions, creating profound economic, environmental, and geopolitical risks. This study presents a comprehensive assessment of how non-state actor activities-particularly militancy, insurgency, and armed banditry-undermine Nigeria's energy systems through targeted attacks on oil and gas infrastructure as well as power transmission networks. By compiling and analysing two major datasets covering 2009-2025, we assess the economic and environmental impacts of these attacks and also analyse disruptions on power generation and supply on two case studies: the 2016 Shell Forcados terminal bombing and the 2024 Shiroro transmission line vandalization. Note: 1. The Combined_Energy_Attacks.csv dataset provides georeferenced records of attacks on oil and gas and electricity transmission infrastructure, including oil and gas facilities, transmission towers, substations, and related assets. 2. The Oil_Loss_2009_2024.xlsx contains annual aggregates of crude oil losses (million barrels) and corresponding monetary values (billion USD) from attacks on oil and gas infrastructure, crude theft and spill incidents, compiled from industry reports and prior studies.
DOI: 10.5281/zenodo.15974757
title: Militia, Boko Haram, Banditry, and Infrastructure Bursts: Impacts on Nigerian Energy Systems

description: Intentional attacks on energy systems by non-state actors are continuously rising in politically unstable regions, creating profound economic, environmental, and geopolitical risks. This study presents a comprehensive assessment of how non-state actor activities-particularly militancy, insurgency, and armed banditry-undermine Nigeria's energy systems through targeted attacks on oil and gas infrastructure as well as power transmission networks. By compiling and analysing two major datasets covering 2009-2025, we assess the economic and environmental impacts of these attacks and also analyse disruptions on power generation and supply on two case studies: the 2016 Shell Forcados terminal bombing and the 2024 Shiroro transmission line vandalization. Note: 1. The Combined_Energy_Attacks.csv dataset provides georeferenced records of attacks on oil and gas and electricity transmission infrastructure, including oil and gas facilities, transmission towers, substations, and related assets. 2. The Oil_Loss_2009_2024.xlsx contains annual aggregates of crude oil losses (million barrels) and corresponding monetary values (billion USD) from attacks on oil and gas infrastructure, crude theft and spill incidents, compiled from industry reports and prior studies.
DOI: 10.5281/zenodo.18456999
title: malva_cretica_spades_01.fasta.gz
DOI: 10.5281/zenodo.18457000
title: malva_cretica_spades_01.fasta.gz
DOI: 10.25824/redu/u5xmop
title: Project regarding the rate-determining step of the Morita-Baylis-Hillmann reaction in water using well-tempered metadynamics

description: Supporting information data for the article "Conformation-Driven Duality in the MBH Proton Transfer Mechanism: Dynamic View of Solvent and Entropic Eﬀects" including raw files of XYZ coordinates and NMR spectra.
DOI: 10.2908/earn_ses06_01
title: Arbeitnehmer nach Wirtschaftszweig, Tarifvertrag, Geschlecht (2006)
title: Salariés par activité économique, convention collective, sexe (2006)
title: Employees by economic activity, collective pay agreement and sex (2006)
DOI: 10.2908/earn_ses06_02
title: Salariés par activité économique, sexe, âge (2006)
title: Employees by economic activity, sex and age (2006)
title: Arbeitnehmer nach Wirtschaftszweig, Geschlecht, Alter (2006)
DOI: 10.2908/earn_ses06_03
title: Salariés par sexe, âge, profession - NACE Rév. 1.1, C-O excepté L (2006)
title: Arbeitnehmer nach Geschlecht, Alter, Beruf - NACE Rev. 1.1, C-O ohne L (2006)
title: Employees by sex, age and occupation - NACE Rev. 1.1, C-O excluding L (2006)
DOI: 10.5281/zenodo.18384351
title: Next generation of AI-driven remote sensing of water environment: From data-driven retrieval to autonomous spatiotemporal intelligence
DOI: 10.5281/zenodo.18384350
title: Next generation of AI-driven remote sensing of water environment: From data-driven retrieval to autonomous spatiotemporal intelligence
DOI: 10.5281/zenodo.18457189
title: labeo_macrostoma_spades_01.fasta.gz
DOI: 10.5281/zenodo.18457190
title: labeo_macrostoma_spades_01.fasta.gz
DOI: 10.34740/kaggle/dsv/14708216
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18457398
title: XENO Dataset 04: Cancer Relapse Monitoring and Cellular Aging Biomarkers

description: Single-cell transcriptomic metadata for Minimal Residual Disease (MRD) monitoring and biomarkers associated with cellular aging (CD34+, BCMA+). Developed in cooperation with clinical research centers. The underlying primary genomic data for this record is RESTRICTED and stored on a private secure infrastructure. Follow the instructions in the attached PDF to request access.
DOI: 10.5281/zenodo.18457399
title: XENO Dataset 04: Cancer Relapse Monitoring and Cellular Aging Biomarkers

description: Single-cell transcriptomic metadata for Minimal Residual Disease (MRD) monitoring and biomarkers associated with cellular aging (CD34+, BCMA+). Developed in cooperation with clinical research centers. The underlying primary genomic data for this record is RESTRICTED and stored on a private secure infrastructure. Follow the instructions in the attached PDF to request access.
DOI: 10.5281/zenodo.14679932
title: geoSABINA: Species distribution models (SDMs): Shrub species (files A - T)

description: This dataset provides information on the current and future potential distribution of shrubs in peninsular Spain, predicted using species distribution models (SDMs). The SDMs were projected under current (1990-2010) and four future (2071-2100) climate scenarios. SDMs were generated using the R package sabinaNSDM and an ensemble approachconbining three statistical algorithms: generalized linear models, gradient boosted machine, and random forests. Model training utilized shrubs species occurrence data alongside environmental variables from the geoSABINA dataset. This dataset includes both continuous suitability maps and binary presence-absence maps [derived from the suitability maps using thresholds based on True Skill Statistic (bin.TSS.tif files) and the Receiver Operating Characteristic curve (bin.ROC.tif)]. Additionally, uncertainty maps (EMcv.tif files) are provided. The full dataset comprises a total of  2,020 raster layers in TIFF format, with a spatial resolution of 1x1 km but is divided into two datasets, one for species whose name starts from A-T (95 species) - https://zenodo.org/records/14679933 , and another one for species with names from U-Z (6 species) -https://zenodo.org/records/14725791. Model thresholds and accuracy values are provided in the directory “values”. The detailed list of layers available is provided in data_table_sdms_shrubs.csv, which includes information on the category, dataset, description, resolution, time period, path, source, and bibliographic reference.

Raster information:



Resolution: 1 km

Extent: -75638.32, 1031361.68, 3976769.52, 4870769.52 (xmin, xmax, ymin, ymax)

CRS: WGS 84 / UTM Zone 30N (EPSG:32630)


References: The references in this list should be added to any publication using these data:



Goicolea, T., Morales-Barbero, J., García-Viñas, J.I, Gastón, A., Aroca-Fernández, M.J., Calleja, J.A., Moren, J.C. , Ramos-Gutiérrez, I., Rodríguez, M.A., Lima, H., Broennimann, O., Guisan, A, Adde, A., Pérez-Latorre, A.V., G. Mateo, R. (2025) Scientific Data.

Goicolea, T., Adde, A., Broennimann, O., García-Viñas, J.I., Gastón, A., Aroca-Fernández, M.J. et al. (2024). Spatially-Nested Hierarchical Species Distribution Models to Overcome Niche Truncation in National-Scale Studies. Ecography. https://doi.org/10.1111/ecog.07328
DOI: 10.5281/zenodo.14679933
title: geoSABINA: Species distribution models (SDMs): Shrub species (files A - T)

description: This dataset provides information on the current and future potential distribution of shrubs in peninsular Spain, predicted using species distribution models (SDMs). The SDMs were projected under current (1990-2010) and four future (2071-2100) climate scenarios. SDMs were generated using the R package sabinaNSDM and an ensemble approachconbining three statistical algorithms: generalized linear models, gradient boosted machine, and random forests. Model training utilized shrubs species occurrence data alongside environmental variables from the geoSABINA dataset. This dataset includes both continuous suitability maps and binary presence-absence maps [derived from the suitability maps using thresholds based on True Skill Statistic (bin.TSS.tif files) and the Receiver Operating Characteristic curve (bin.ROC.tif)]. Additionally, uncertainty maps (EMcv.tif files) are provided. The full dataset comprises a total of  2,020 raster layers in TIFF format, with a spatial resolution of 1x1 km but is divided into two datasets, one for species whose name starts from A-T (95 species) - https://zenodo.org/records/14679933 , and another one for species with names from U-Z (6 species) -https://zenodo.org/records/14725791. Model thresholds and accuracy values are provided in the directory “values”. The detailed list of layers available is provided in data_table_sdms_shrubs.csv, which includes information on the category, dataset, description, resolution, time period, path, source, and bibliographic reference.

Raster information:



Resolution: 1 km

Extent: -75638.32, 1031361.68, 3976769.52, 4870769.52 (xmin, xmax, ymin, ymax)

CRS: WGS 84 / UTM Zone 30N (EPSG:32630)


References: The references in this list should be added to any publication using these data:



Goicolea, T., Morales-Barbero, J., García-Viñas, J.I, Gastón, A., Aroca-Fernández, M.J., Calleja, J.A., Moren, J.C. , Ramos-Gutiérrez, I., Rodríguez, M.A., Lima, H., Broennimann, O., Guisan, A, Adde, A., Pérez-Latorre, A.V., G. Mateo, R. (2025) Scientific Data.

Goicolea, T., Adde, A., Broennimann, O., García-Viñas, J.I., Gastón, A., Aroca-Fernández, M.J. et al. (2024). Spatially-Nested Hierarchical Species Distribution Models to Overcome Niche Truncation in National-Scale Studies. Ecography. https://doi.org/10.1111/ecog.07328
DOI: 10.5281/zenodo.14603022
title: geoSABINA: Thematic conservation maps

description: This dataset consists of three types of thematic maps designed to guide the prioritization of target locations for conservation and restoration management in peninsular Spain. These maps are provided under current (1990-2010) and 4 future (2071-2100) climate scenarios. This dataset includes a total of 66 raster layers in TIFF format. The detailed list of layers available is provided in data_table_thematic.csv and includes information on the category, dataset, description, resolution, time period, path, source, and bibliographic reference. The thematic maps provided include:



Biodiversity maps: species richness maps at 1 km resolution of a) woody species, and b) protected plant species.

Distribution of main vegetation types: distribution of (1) high-mountain vegetation. (2) deciduous, (3) sclerophyllous, (4) hiperxerophilous, (5)subsclerophyllous, and (6)mountain conifers

Connectivity map: normalized importance of forests and corridors as connectivity providers for forest species with varying median dispersal capacities (1, 3, 5, 10, and 30 km). Additionally, an overall conservation network averaging the importance across dispersal distances and current and future connectivity scenarios.


Raster information:

Biodiversity maps:



Resolution: 1 km

Extent: -75638.32, 1031361.68, 3976769.52, 4870769.52 (xmin, xmax, ymin, ymax)

CRS: WGS84 / UTM Zone 30N (EPSG:32630)


Distribution of main vegetation types:



Resolution: 250 m

Extent: -75888.32, 1031611.68, 3977269.52, 4870519.52 (xmin, xmax, ymin, ymax)

CRS: WGS84 / UTM Zone 30N (EPSG:32630)

Clases: 




1
High-mountain vegetation


2
Deciduous


3
Sclerophyllous


4
Hiperxerophilous


5
Subsclerophyllous


6
Mountain conifers






Connectivity maps:



Resolution: 200 m

Extent: -75954.82, 1031645.18, 3977344.35, 4870544.35 (xmin, xmax, ymin, ymax)

CRS: WGS84 / UTM Zone 30N (EPSG:32630)


Associated publications:  The references in this list should be added to any publication using these data:



Goicolea, T., Morales-Barbero, J., García-Viñas, J.I, Gastón, A., Aroca-Fernández, M.J., Calleja, J.A., Moren, J.C. , Ramos-Gutiérrez, I., Rodríguez, M.A., Lima, H., Broennimann, O., Guisan, A, Adde, A., Pérez-Latorre, A.V., G. Mateo, R. (2025) Scientific Data.

Goicolea, T., Adde, A., Broennimann, O., García-Viñas, J.I., Gastón, A., Aroca-Fernández, M.J. et al. (2024). Spatially-Nested Hierarchical Species Distribution Models to Overcome Niche Truncation in National-Scale Studies. Ecography. https://doi.org/10.1111/ecog.07328

Goicolea, T., Aroca-Fernández, M.J., García Viñas, J.I., Saura, S., González-Ávila, S., G. Mateo, R., Gastón, A. Designing conservation networks to ensure connectivity in a changing climate: application to Spanish forests. Diversity and Distributions (2025).
DOI: 10.5281/zenodo.14603023
title: geoSABINA: Thematic conservation maps

description: This dataset consists of three types of thematic maps designed to guide the prioritization of target locations for conservation and restoration management in peninsular Spain. These maps are provided under current (1990-2010) and 4 future (2071-2100) climate scenarios. This dataset includes a total of 66 raster layers in TIFF format. The detailed list of layers available is provided in data_table_thematic.csv and includes information on the category, dataset, description, resolution, time period, path, source, and bibliographic reference. The thematic maps provided include:



Biodiversity maps: species richness maps at 1 km resolution of a) woody species, and b) protected plant species.

Distribution of main vegetation types: distribution of (1) high-mountain vegetation. (2) deciduous, (3) sclerophyllous, (4) hiperxerophilous, (5)subsclerophyllous, and (6)mountain conifers

Connectivity map: normalized importance of forests and corridors as connectivity providers for forest species with varying median dispersal capacities (1, 3, 5, 10, and 30 km). Additionally, an overall conservation network averaging the importance across dispersal distances and current and future connectivity scenarios.


Raster information:

Biodiversity maps:



Resolution: 1 km

Extent: -75638.32, 1031361.68, 3976769.52, 4870769.52 (xmin, xmax, ymin, ymax)

CRS: WGS84 / UTM Zone 30N (EPSG:32630)


Distribution of main vegetation types:



Resolution: 250 m

Extent: -75888.32, 1031611.68, 3977269.52, 4870519.52 (xmin, xmax, ymin, ymax)

CRS: WGS84 / UTM Zone 30N (EPSG:32630)

Clases: 




1
High-mountain vegetation


2
Deciduous


3
Sclerophyllous


4
Hiperxerophilous


5
Subsclerophyllous


6
Mountain conifers






Connectivity maps:



Resolution: 200 m

Extent: -75954.82, 1031645.18, 3977344.35, 4870544.35 (xmin, xmax, ymin, ymax)

CRS: WGS84 / UTM Zone 30N (EPSG:32630)


Associated publications:  The references in this list should be added to any publication using these data:



Goicolea, T., Morales-Barbero, J., García-Viñas, J.I, Gastón, A., Aroca-Fernández, M.J., Calleja, J.A., Moren, J.C. , Ramos-Gutiérrez, I., Rodríguez, M.A., Lima, H., Broennimann, O., Guisan, A, Adde, A., Pérez-Latorre, A.V., G. Mateo, R. (2025) Scientific Data.

Goicolea, T., Adde, A., Broennimann, O., García-Viñas, J.I., Gastón, A., Aroca-Fernández, M.J. et al. (2024). Spatially-Nested Hierarchical Species Distribution Models to Overcome Niche Truncation in National-Scale Studies. Ecography. https://doi.org/10.1111/ecog.07328

Goicolea, T., Aroca-Fernández, M.J., García Viñas, J.I., Saura, S., González-Ávila, S., G. Mateo, R., Gastón, A. Designing conservation networks to ensure connectivity in a changing climate: application to Spanish forests. Diversity and Distributions (2025).
DOI: 10.25921/xtvm-5m04
title: Surface seawater and marine boundary layer CO2 observations made from the Bute Inlet Ocean Observing Station (BIOOS) Buoy in British Columbia Coast, Gulf of Alaska; North Pacific Ocean from 2025-02-15 to 2025-11-21 (NCEI Accession 0311773)

description: This dataset includes continuous sea surface measurements of partial pressure of carbon dioxide (pCO2), sea surface temperature and salinity collected from the Bute Inlet Ocean Observing Station (BIOOS) Buoy in British Columbia Coast, Gulf of Alaska; North Pacific Ocean from 2025-02-15 to 2025-11-21. Bute Inlet, a prominent fjord on the British Columbia coast, has been a site for moored, high-resolution measurements of surface seawater and marine boundary layer CO2 content since February 2025. Measurements of temperature, salinity, seawater and atmospheric CO2 partial pressure were collected from a surface buoy located in the central fjord using a MApCO2 System.