cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zvagp6
title: Occurrence Download

description: A dataset containing 427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.HKG",
 "OccurrenceStatus is Present",
 "TaxonKey is Ariadne ariadne"
 ]
}

 The dataset includes 427 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008743-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18142338
title: A statewide geospatial bridge inspection and vulnerability dataset for Florida (1900 - 2024)

description: This is a statewide geospatial dataset of bridges in Florida that integrates bridge inventory and inspection information with environmental and social exposure indicators. This dataset was compiled to support reproducible, spatially enabled research on transportation infrastructure by harmonizing multiple publicly available data sources into a single, standardized structure.

Motivation:

The driving force behind this dataset stems from the fragmented nature of bridge-related data, which are frequently dispersed across distinct administrative, hazard, and demographic datasets and are not easily usable for integrated spatial analysis. Although official bridge inventories from the NBI offer a wide range of structural and inspection characteristics, they are rarely presented in a way that makes it easier to link them spatially with information about flood hazards or community-level vulnerability indicators. 

The problem it solves:

This project creates a unified dataset for individual bridges with unique identification, structural, inspection, traffic, flood exposure, and social vulnerability values. With the ability to be updated in the future as new inspection data becomes available, it aims to facilitate a variety of analyses in transportation, infrastructure resilience, hazard exposure, and spatial planning.
DOI: 10.5281/zenodo.18142339
title: A statewide geospatial bridge inspection and vulnerability dataset for Florida (1900 - 2024)

description: This is a statewide geospatial dataset of bridges in Florida that integrates bridge inventory and inspection information with environmental and social exposure indicators. This dataset was compiled to support reproducible, spatially enabled research on transportation infrastructure by harmonizing multiple publicly available data sources into a single, standardized structure.

Motivation:

The driving force behind this dataset stems from the fragmented nature of bridge-related data, which are frequently dispersed across distinct administrative, hazard, and demographic datasets and are not easily usable for integrated spatial analysis. Although official bridge inventories from the NBI offer a wide range of structural and inspection characteristics, they are rarely presented in a way that makes it easier to link them spatially with information about flood hazards or community-level vulnerability indicators. 

The problem it solves:

This project creates a unified dataset for individual bridges with unique identification, structural, inspection, traffic, flood exposure, and social vulnerability values. With the ability to be updated in the future as new inspection data becomes available, it aims to facilitate a variety of analyses in transportation, infrastructure resilience, hazard exposure, and spatial planning.
DOI: 10.15468/dl.cuhy2q
title: Occurrence Download

description: A dataset containing 482 records in GBIF matching the query:
SELECT
 '237' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 12.166598047573723
 AND decimalLatitude &lt;= 16.25916876999866
 AND decimalLongitude &gt;= 20.23733615240383
 AND decimalLongitude &lt;= 25.58118991312289
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 482 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008733-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17857205
title: How university students express psychological stress online: An interpretable analysis of emotional language using SHAP

description: This deposit contains the full datasets, variable documentation, and computational scripts necessary to reproduce the methods and findings presented in the manuscript, "How university students express psychological stress online: An interpretable analysis of emotional language using SHAP." The materials are organized to enable thorough verification and scrutiny by editors and referees, addressing the request for data and supporting documentation (panel data study).
DOI: 10.5281/zenodo.17857206
title: How university students express psychological stress online: An interpretable analysis of emotional language using SHAP

description: This deposit contains the full datasets, variable documentation, and computational scripts necessary to reproduce the methods and findings presented in the manuscript, "How university students express psychological stress online: An interpretable analysis of emotional language using SHAP." The materials are organized to enable thorough verification and scrutiny by editors and referees, addressing the request for data and supporting documentation (panel data study).
DOI: 10.15468/dl.evbqa6
title: Occurrence Download

description: A dataset containing 1221729 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scincidae"
 ]
}

 The dataset includes 1221729 records from 1099 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008695-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bn7n92
title: Occurrence Download

description: A dataset containing 30364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Gallus gallus (Linnaeus, 1758))",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 30364 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016197-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcx37x
title: Occurrence Download

description: A dataset containing 933 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Dioscorea acanthogene Rusby, Dioscorea carpomaculata O.Téllez & B.G.Schub.)"
 ]
}

 The dataset includes 933 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001620-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se8vmg
title: Occurrence Download

description: A dataset containing 15497102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anthus trivialis (Linnaeus, 1758), Rana dalmatina Fitzinger, 1838, Fulica atra Linnaeus, 1758, Falco subbuteo Linnaeus, 1758, Triturus cristatus (Laurenti, 1768), Pipistrellus pygmaeus (Leach, 1825), Myotis mystacinus (Leisler, 1819), Falco peregrinus Tunstall, 1771, Anthus pratensis (Linnaeus, 1758), Luscinia svecica (Linnaeus, 1758), Myotis myotis (Borkhausen, 1797), Rana arvalis Nilsson, 1842, Alauda arvensis Linnaeus, 1758, Myotis bechsteinii (Kuhl, 1817), Myotis daubentonii (Kuhl, 1817), Saxicola rubicola (Linnaeus, 1766), Coronella austriaca Laurenti, 1768, Motacilla cinerea Tunstall, 1771, Linaria cannabina (Linnaeus, 1758), Accipiter gentilis (Linnaeus, 1758), Picus canus J.F.Gmelin, 1788, Coloeus monedula (Linnaeus, 1758), Proserpinus proserpina Pallas, 1772, Perdix perdix (Linnaeus, 1758), Dryobates minor (Linnaeus, 1758), Muscardinus avellanarius (Linnaeus, 1758), Anser anser (Linnaeus, 1758), Bufo calamita Cope, 1864, Myotis bechsteinii (Leisler, 1818))",
 "Year is not null",
 "Year is one of (2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023)",
 "HasCoordinate is TRUE",
 "DecimalLatitude is greater than or equal to 44.95782311925129",
 "DecimalLatitude is less than or equal to 58.30331634439415",
 "DecimalLongitude is greater than or equal to -10.001896207643075",
 "DecimalLongitude is less than or equal to 30.31691447027875",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 15497102 records from 6338 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013862-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6bg8w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus Vaillant, 1888",
 "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 ((37.8208 19.3058,37.7519 19.8496,35.9648 19.8496,35.9648 10.8496,44.9648 10.8496,44.9648 11.0757,44.5079 10.8984,44.021 11.3535,43.8449 12.4869,43.4392 13.1773,42.7805 13.6576,42.3014 14.2854,41.9925 14.3935,41.4722 15.0272,40.477 15.6908,40.2575 16.0951,39.9024 16.3482,38.9748 18.3342,37.8208 19.3058))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011129-250525065834625/datasets/export for details.
DOI: 10.15468/dl.aewxhw
title: Occurrence Download

description: A dataset containing 5512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cenchrus spinifex Cav.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5512 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011131-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15559747
title: METAPHORICAL SYNTAXEME ANALYSIS IN POLYSEMY
DOI: 10.5281/zenodo.15559748
title: METAPHORICAL SYNTAXEME ANALYSIS IN POLYSEMY
DOI: 10.15468/dl.gnjfdv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus Vaillant, 1888",
 "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 ((35.2593 -20.2058,35.9648 -19.5556,35.9648 -16.1504,26.9648 -16.1504,26.9648 -25.1504,35.1352 -25.1504,35.2524 -25.1064,35.8302 -24.5319,35.9648 -24.1383,35.9648 -21.4413,35.6073 -21.0389,35.2593 -20.2058))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011132-250525065834625/datasets/export for details.
DOI: 10.15468/dl.j5n6g2
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Aquilegia reuteri Boiss."
 ]
}

 The dataset includes 266 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011133-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ya9cdc
title: Occurrence Download

description: A dataset containing 2541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Centaurea iberica Trevis. ex Spreng.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2541 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011134-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v49v7y
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus Vaillant, 1888",
 "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 ((33.4566 -25.7816,35.1352 -25.1504,26.9648 -25.1504,26.9648 -34.0826,27.209 -34.0314,28.1962 -33.4486,30.3395 -31.6744,31.7308 -29.6968,32.7846 -28.846,33.3559 -27.1274,33.4566 -25.7816))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011136-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sj6n69
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gymnadenia conopsea (L.) R.Br."
 ]
}

 The dataset includes 176 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011137-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhvqbt
title: Occurrence Download

description: A dataset containing 91025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus strobus L."
 ]
}

 The dataset includes 91025 records from 500 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011122-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3rncw
title: Occurrence Download

description: A dataset containing 279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Aquilegia shockleyi Eastw."
 ]
}

 The dataset includes 279 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011138-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8vuk2
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Gymnadenia bicornis Tang & K.Y.Lang"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011140-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rx74v3
title: Occurrence Download

description: A dataset containing 27387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Centaurea melitensis L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 27387 records from 337 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011139-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17863/cam.108239
title: Research Data supporting "Low-temperature Epitaxy of Perovskite WO3 Thin Films under Atmospheric Conditions"

description: XRD scans of epitaxial WO3 on STO substratewith various thickness, plotting 2theta-omega scans, omega scans and phi scans. Resistivity plot of eptixial WO3 on STO substrate over a range of temperature with different post-deposition annealing conditions.
DOI: 10.17863/cam.111430
title: Research data supporting "Data-Driven Modeling of a Direct Detection System with an Electro-Absorption Modulated Laser"

description: The dataset provides the data computed for the research project "Data-Driven Modeling of a Direct Detection System with an Electro-Absorption Modulated Laser". The provided data originates from analysing the captured oscilliscope traces in MATLAB and Python.
DOI: 10.17863/cam.113049
title: Research Data supporting "Understanding Volatile Electrical Switching of hBN Nanodevices by Fully Optical Operando Investigation"

description: This research data originated from a study of the electrical and optical characteristics of vertical two-terminal devices based on an hBN monolayer. .txt files are named according to the Figure to which they below and to axis of the plot the data is assigned. (eg FIg_1a_x_axis... ) Files labelled as Fig_1a contain current-voltage data collected during electrical switching of the hBN device. Files labelled as Fig_2a contain simultaneous electrical and photoluminescence (PL) data collected during electrical switching of the hBN device. Files labelled as Fig_2b hold data describing variation of the PL intensity at 530nm, as well as the magnitude of the applied voltage. Files labelled Fig_2c contain average PL spectra for low and high resistance states of the hBN device. Files labelled as Fig_3a contain simultaneous electrical and dark-field scattering (DF) data collected during electrical switching of the hBN device. Files labelled Fig_3b contain average DF spectra for low and high resistance states of the hBN device. Files labelled as Fig_3c hold data describing variation of the mean DF peak location in nm, as well as the magnitude of the current in nA. Files labelled as Fig_3c hold data describing variation of the mean DF peak location in nm, as well as the applied voltage required to switch the device in V. Files labelled as Fig_4a contain experimental DF scattering data for low and high resistance states of the hBN device. Files labelled as Fig_4b contain simulated scattering spectra for models of the device with varying refractive indices.
DOI: 10.17863/cam.116115
title: Research Data supporting: "Tri-layer SiN-on-Si 8×8 Optical Switches with Thermo-optic and Electro-optic Actuators"

description: This Excel file contains the raw measurement data corresponding to nine figures in the manuscript: Figure 4 (a-d), Figure 5 (a-d), and Figure 6(b). Units and data categories are labeled within the Excel file or indicated on the axes of the respective figures. Please refer to the main manuscript for further details.
DOI: 10.15468/dl.aayttp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus Vaillant, 1888",
 "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 ((35.9648 1.8496,26.9648 1.8496,26.9648 -7.1504,35.9648 -7.1504,35.9648 1.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011141-250525065834625/datasets/export for details.
DOI: 10.15468/dl.9tpy6f
title: Occurrence Download

description: A dataset containing 67117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Bromus hordeaceus L.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 67117 records from 345 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011128-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ua9q7u
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gymnadenia crassinervis Finet"
 ]
}

 The dataset includes 22 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011142-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndgwtu
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Centaurea sulphurea Willd.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 239 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011144-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.