cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16778553
title: Global 1km Resolution Solar Photovoltaic Resource,Technical,and Economic Potential:Raster Datasets,Country-Level Statistics and Google Earth Engine Code

description: DescriptionThis dataset accompanies the study “Global Fine-Scale Assessment of the Technical and Economic Potential of Solar Photovoltaic Power Using Google Earth Engine”, providing comprehensive geospatial data products and code to support replication and further analysis. It includes:





Global 1-km raster layers representing:





Solar resource potential (irradiance-based)




Technical potential, accounting for terrain, land use, slope, and protected area exclusions




Economic potential, defined as grid cells satisfying affordability and infrastructure-access criteria (payback period ≤ 15 years; distance to road/settlement ≤ 50 km)






Country-level summary tables, aggregating PV potential under each scenario (resource, technical, economic) using high-resolution administrative boundaries.




GEE JavaScript code, used to compute expected payback periods from multi-source global inputs including annual benchmark electricity prices, total installation costs, and geospatial constraints. The code also incorporates economic screen criteria and generates the above raster outputs.



All raster files are provided in GeoTIFF format with a 1 km spatial resolution in WGS 84 (EPSG:4326). Country-level statistics are provided in CSV format. The code is available as a GEE script and a downloadable .js file.

These resources allow researchers, planners, and policymakers to replicate our analysis or customize it for regional applications, infrastructure planning, and investment prioritization in support of Sustainable Development Goal 7 and global solar energy deployment strategies.

KeywordsSolar photovoltaic, global assessment, economic potential, Google Earth Engine, geospatial dataset, payback period, energy planning, 1 km resolution
DOI: 10.5281/zenodo.17699532
title: Global 1km Resolution Solar Photovoltaic Resource,Technical,and Economic Potential:Raster Datasets,Country-Level Statistics and Google Earth Engine Code

description: DescriptionThis dataset accompanies the study “Global Fine-Scale Assessment of the Technical and Economic Potential of Solar Photovoltaic Power Using Google Earth Engine”, providing comprehensive geospatial data products and code to support replication and further analysis. It includes:





Global 1-km raster layers representing:





Solar resource potential (irradiance-based)




Technical potential, accounting for terrain, land use, slope, and protected area exclusions




Economic potential, defined as grid cells satisfying affordability and infrastructure-access criteria (payback period ≤ 15 years; distance to road/settlement ≤ 50 km)






Country-level summary tables, aggregating PV potential under each scenario (resource, technical, economic) using high-resolution administrative boundaries.




GEE JavaScript code, used to compute expected payback periods from multi-source global inputs including annual benchmark electricity prices, total installation costs, and geospatial constraints. The code also incorporates economic screen criteria and generates the above raster outputs.



All raster files are provided in GeoTIFF format with a 1 km spatial resolution in WGS 84 (EPSG:4326). Country-level statistics are provided in CSV format. The code is available as a GEE script and a downloadable .js file.

These resources allow researchers, planners, and policymakers to replicate our analysis or customize it for regional applications, infrastructure planning, and investment prioritization in support of Sustainable Development Goal 7 and global solar energy deployment strategies.

KeywordsSolar photovoltaic, global assessment, economic potential, Google Earth Engine, geospatial dataset, payback period, energy planning, 1 km resolution
DOI: 10.6084/m9.figshare.29179996
title: Marine microbial enzymes as potential antibiofilm agents: expanding the arsenal of bioactive agents targeting biofilm-forming microorganisms

description: Biofilms are one of the most successful modes of life in the biosphere. In these assemblages, bacteria usually display higher resistance to environmental stressors, thus making their removal through the use of conventional approaches significantly more difficult. Currently, biofilms are one of the major challenges in healthcare settings, often resulting in higher mortality and morbidity rates. Therefore, seeking alternative approaches to manage biofilm-related infections is important. In the last decades, marine microbiomes have been increasingly harnessed as sources of molecules with wide-ranging applications in both the biomedical and pharmaceutical sectors. This review focuses on enzymes as potential antibiofilm agents, more specifically those derived from marine prokaryotes. An overview of the recent findings regarding four main classes of biofilm-disrupting enzymes and their respective marine microbial producers, namely nucleases, dextranases, alginate lyases, and peptidases is provided. Key biochemical and activity-related features from the current literature are presented to showcase the potential of these biocatalysts for biofilm control and prevention. Future research directions are also discussed, highlighting factors and strategies for successful prospecting of antibiofilm enzymes from marine microbiomes. By offering a snapshot of this infant but promising field, this review evidences the marine environment as a fruitful biocatalytic reservoirs of antibiofilm agents.
DOI: 10.6084/m9.figshare.29179996.v1
title: Marine microbial enzymes as potential antibiofilm agents: expanding the arsenal of bioactive agents targeting biofilm-forming microorganisms

description: Biofilms are one of the most successful modes of life in the biosphere. In these assemblages, bacteria usually display higher resistance to environmental stressors, thus making their removal through the use of conventional approaches significantly more difficult. Currently, biofilms are one of the major challenges in healthcare settings, often resulting in higher mortality and morbidity rates. Therefore, seeking alternative approaches to manage biofilm-related infections is important. In the last decades, marine microbiomes have been increasingly harnessed as sources of molecules with wide-ranging applications in both the biomedical and pharmaceutical sectors. This review focuses on enzymes as potential antibiofilm agents, more specifically those derived from marine prokaryotes. An overview of the recent findings regarding four main classes of biofilm-disrupting enzymes and their respective marine microbial producers, namely nucleases, dextranases, alginate lyases, and peptidases is provided. Key biochemical and activity-related features from the current literature are presented to showcase the potential of these biocatalysts for biofilm control and prevention. Future research directions are also discussed, highlighting factors and strategies for successful prospecting of antibiofilm enzymes from marine microbiomes. By offering a snapshot of this infant but promising field, this review evidences the marine environment as a fruitful biocatalytic reservoirs of antibiofilm agents.
DOI: 10.25921/8t7c-0p83
title: Total alkalinity (TA), pH on sea water scale, chlorofluorocarbons (CFC-11, CFC-12), dissolved oxygen, temperature and salinity collected from profile and discrete sample observations from R/V Thalassa cruise SUBPOLAR08 (EXPOCODE 35TH20080825) in the North Atlantic Ocean, Davis Strait and Labrador Sea from 2008-08-25 to 2008-09-15 (NCEI Accession 0209324)

description: This dataset includes discrete profile measurements of Total alkalinity (TA), pH on sea water scale, chlorofluorocarbons (CFC-11, CFC-12), dissolved oxygen, temperature and salinity collected from R/V Thalassa cruise SUBPOLAR08 (EXPOCODE 35TH20080825) in the North Atlantic Ocean, Davis Strait and Labrador Sea from 2008-08-25 to 2008-09-15.
DOI: 10.15468/dl.95ewq3
title: Occurrence Download

description: A dataset containing 1965 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global caridean shrimp fauna"
 ]
}

 The dataset includes 1965 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005626-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muuqqb
title: Occurrence Download

description: A dataset containing 651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-122.38012570561074 42.01491771855002, -122.39151666892506 42.01288873128303, -122.40215669560578 42.00924032851481, -122.41163620056766 42.00411305578394, -122.41959056043572 41.997704376348516, -122.42571417612997 41.990261017980465, -122.42977220398134 41.98206942342219, -122.43160950663032 41.973444681853394, -122.43115649113582 41.96471837596798, -122.42843162889926 41.956225818407944, -122.42354058414573 41.94829317122237, -122.41667200905259 41.941224942497534, -122.40809018898649 41.935292335933646, -122.39812483633558 41.93072289321386, -122.38715843260773 41.92769181738386, -122.3756116032039 41.926315300401406, -122.36392707573069 41.92664610209728, -122.3525528197121 41.92867154375217, -122.34192499238677 41.932313990197734, -122.33245132159946 41.93743380269238, -122.32449554252918 41.94383465373183, -122.31836347032161 41.951271007346435, -122.31429123607636 41.95945748720324, -122.31243613994697 41.96807978278862, -122.31287048376626 41.97680668378697, -122.3155786387212 41.985302786955835, -122.3204574841157 41.993241390460085, -122.32732022501514 42.000317079418735, -122.33590346425997 42.00625751437921, -122.34587727341015 42.010833961855695, -122.35685788353545 42.01387015239116, -122.36842250643892 42.01524911535943, -122.38012570561074 42.01491771855002))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 651 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005627-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2vfhb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vibidia duodecimguttata",
 "BasisOfRecord is Specimen",
 "LifeStage is Adult",
 "MediaType is Image"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005628-251120083545085/datasets/export for details.
DOI: 10.25921/n816-dy55
title: Total alkalinity, pH on NBS scale, temperature, salinity and other measurements collected from discrete samples and profile observations during the R/V Garcia Del Cid PEP83 cruise (EXPOCODE 29GD19830629) in the Mediterranean Sea, Balearic Sea from 1983-06-29 to 1983-07-15 (NCEI Accession 0213194)

description: This dataset includes discrete profile data collected during the R/V Garcia Del Cid PEP83 cruise (EXPOCODE 29GD19830629) in the Mediterranean Sea, Balearic Sea from 1983-06-29 to 1983-07-15. These data include total alkalinity, pH on NBS scale at 15ºC, temperature, salinity, dissolved oxygen, silicate, nitrate+nitrite and phosphate.
DOI: 10.15468/dl.cdsrzm
title: Occurrence Download

description: A dataset containing 1483 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Otatea"
 ]
}

 The dataset includes 1483 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005630-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xyyjwf
title: Occurrence Download

description: A dataset containing 4853 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-122.4322634260575 41.9890209156496, -122.44364715147785 41.986986081762375, -122.45427876739775 41.98333231991981, -122.46374901374054 41.97820038196722, -122.47169362466826 41.971787910579316, -122.47780737716187 41.96434177913905, -122.48185580746998 41.95614853661597, -122.4836841472736 41.94752333500259, -122.48322314758228 41.93879777405652, -122.4804915855147 41.93030713717234, -122.47559538120164 41.92237751205879, -122.46872338331887 41.91531329030626, -122.46014000704331 41.90938552149486, -122.45017502315876 41.90482156150656, -122.43921089812353 41.90179640302786, -122.42766816955466 41.90042601113193, -122.41598940794655 41.90076291088, -122.40462236234703 41.90279418982728, -122.39400291446049 41.90644198901172, -122.38453847189162 41.911566464349434, -122.37659241691057 41.91797110928176, -122.37047019238551 41.92541024193249, -122.36640755186086 41.93359837883366, -122.36456142703139 41.94222114527652, -122.36500377449245 41.95094731223558, -122.36771865675323 41.95944150405639, -122.37260269302924 41.96737709182412, -122.37946888711896 41.974448776189114, -122.38805370742442 41.98038437145672, -122.39802716332642 41.98495533023784, -122.40900549858188 41.98798559434243, -122.42056601219569 41.98935842141128, -122.4322634260575 41.9890209156496))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 4853 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005632-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekupvv
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong, Macao)",
 "OccurrenceStatus is Present",
 "TaxonKey is Oplismenus undulatifolius",
 "Year 2005-2024"
 ]
}

 The dataset includes 166 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005633-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14470/ks7575632014
title: The GEYER seismic network

description: A network of 400 continuously running, digital, short-period seismic stations was deployed for a time period of approximately 2 weeks in an area of ~1 x 1.7 km in the Geyer region (Saxony, Germany). The network is part of a feasibility study to check whether and to which extent passive seismic methods, i.e. ambient noise techniques with a large number of stations (LARGE-N) can be used in a mineral exploration context. The project is attached to the INFACT project ("Innovative, Non-invasive and Fully Acceptable Exploration Technologies") funded by the European Union's Horizon 2020 programme. At the same time it serves as a first field test for newly acquired LARGE-N instrumentation of the GIPP instrument pool. Waveform data are available from the GEOFON data centre, under network code XF.
DOI: 10.15468/dl.aae367
title: Occurrence Download

description: A dataset containing 440667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Footprint WKT mismatch, Country mismatch, Country derived from coordinates, Continent coordinate mismatch, Continent derived from coordinates, Recorded date mismatch, Recorded date invalid, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, Elevation min max swapped, Identified date invalid, References URI invalid, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ligustrum vulgare",
 "Year 1950-2025"
 ]
}

 The dataset includes 440667 records from 2171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007696-251120083545085/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.30722108
title: Ev-eye Dataset Annotated into Saccades and Fixations

description: The dataset contains numpy files of 2 classes of eye movements, saccades and fixations, annotated from the event-based vision benchmark dataset, EV-eye
DOI: 10.6084/m9.figshare.30722108.v1
title: Ev-eye Dataset Annotated into Saccades and Fixations

description: The dataset contains numpy files of 2 classes of eye movements, saccades and fixations, annotated from the event-based vision benchmark dataset, EV-eye
DOI: 10.5281/zenodo.17723597
title: Distinct nanoscale organization of voltage-gated calcium channels determines plasticity characteristics at broadly defined synapse types

description: Analysis files (GraphPad Prism) for manuscript entitled: Distinct nanoscale organization of voltage-gated calcium channels determines plasticity characteristics at broadly defined synapse types

 

Measurements were generated from experiments using electrophysiology, 3D-STORM super-resolution imaging, live-cell imaging of fluorescent probes for synaptic transmission, and electron microscopy.
DOI: 10.5281/zenodo.17723596
title: Distinct nanoscale organization of voltage-gated calcium channels determines plasticity characteristics at broadly defined synapse types

description: Analysis files (GraphPad Prism) for manuscript entitled: Distinct nanoscale organization of voltage-gated calcium channels determines plasticity characteristics at broadly defined synapse types

 

Measurements were generated from experiments using electrophysiology, 3D-STORM super-resolution imaging, live-cell imaging of fluorescent probes for synaptic transmission, and electron microscopy.
DOI: 10.5281/zenodo.17723576
title: SPHINX20 SiII spectra and escape fraction data

description: This dataset provides synthetic rest-frame UV spectra and galaxy properties from the SPHINX20 cosmological radiation-hydrodynamics simulation for galaxies at redshift z ≥ 4.64.

It includes:





Low-ionization absorption line spectra for each galaxy and 10 lines of sight, specificallySi II 1260 Å and Si II 1526 Å, stored in structured JSON files.


Table of line properties, such as the residual flux, the equivalent width, etc. Also contains the dust attenuation, A1500.



Table of escape fractions of ionising photons, including





global fesc (directional, wavelength-integrated)




fesc,900, the directional escape fraction measured at 900 Å






A tutorial Jupyter notebook that demonstrates how to load the spectra, extract individual sightlines, and make basic plots.



These data are intended to support studies of interstellar absorption lines, UV continuum properties, and the escape of ionising radiation from high-redshift galaxies.

An associated paper describing the methodology and scientific interpretation is in preparation and will be submitted soon.
DOI: 10.5281/zenodo.17723577
title: SPHINX20 SiII spectra and escape fraction data

description: This dataset provides synthetic rest-frame UV spectra and galaxy properties from the SPHINX20 cosmological radiation-hydrodynamics simulation for galaxies at redshift z ≥ 4.64.

It includes:





Low-ionization absorption line spectra for each galaxy and 10 lines of sight, specificallySi II 1260 Å and Si II 1526 Å, stored in structured JSON files.


Table of line properties, such as the residual flux, the equivalent width, etc. Also contains the dust attenuation, A1500.



Table of escape fractions of ionising photons, including





global fesc (directional, wavelength-integrated)




fesc,900, the directional escape fraction measured at 900 Å






A tutorial Jupyter notebook that demonstrates how to load the spectra, extract individual sightlines, and make basic plots.



These data are intended to support studies of interstellar absorption lines, UV continuum properties, and the escape of ionising radiation from high-redshift galaxies.

An associated paper describing the methodology and scientific interpretation is in preparation and will be submitted soon.
DOI: 10.15468/dl.rtvw7d
title: Occurrence Download

description: A dataset listing the 241449 species recorded in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Spain"
 ]
}

 The dataset's 241449 records were derived from 565 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009827-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13880000
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.57m8he
title: Occurrence Download

description: A dataset containing 7703 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey)) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey)) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey)) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey)) ordercount,
 COUNT(*) occurrences
FROM
 occurrence
WHERE
 occurrence.countrycode = 'ES'
 AND occurrence.occurrencestatus = 'PRESENT'
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.familykey IS NOT NULL
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey

 The dataset's 7703 records were derived from 2985 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009828-251120083545085/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.29203997
title: Husk.csv

description: these data look at empty seed after pollination
DOI: 10.6084/m9.figshare.29203997.v1
title: Husk.csv

description: these data look at empty seed after pollination
DOI: 10.15468/dl.akebmb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathytroctes microlepis Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((-9.5482 4.7175,-9.0352 4.4397,-9.0352 10.8496,-16.709 10.8496,-16.3297 10.5455,-15.1301 10.2973,-14.7679 9.8172,-14.3248 9.5834,-14.2456 9.1632,-13.8032 8.9309,-13.7341 8.0101,-13.3252 7.2036,-11.9532 6.6399,-11.0468 5.863,-10.545 5.6439,-9.5482 4.7175))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010705-250525065834625/datasets/export for details.