cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.34p2b9
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Ancyloxypha arene"
 ]
}

 The dataset includes 192 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006992-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vy25ze
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melanocharacidium nigrum",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006993-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26181/28680965.v1
title: <b>Landscape and hydro-climatic drivers of fish communities in floodplain wetlands</b>

description: Floodplain wetlands are characterised by dynamic hydrological regimes and seasonal patterns of wetting and drying. Floodplain wetlands support distinct communities of fish many of which are adapted to dynamic and variable conditions. This study aimed to evaluate how broad-scale landscape and temporal environmental drivers of wetland ecosystems and biological traits of wetland fishes can determine occurrence patterns in floodplain wetlands fish assemblages.We analysed inundation and environmental data spanning 37 years (1986–2022) across floodplain wetlands in the southern Murray–Darling Basin (MDB). The data were gathered from open access sources such as: Atlas of Living Australia (ALA) https://www.ala.org.au/ ; Victorian Biodiversity Atlas https://www.environment.vic.gov.au/biodiversity/victorian-biodiversity-atlas ; Wetland Insight Too lhttps://knowledge.dea.ga.gov.au/notebooks/DEA_products/DEA_Wetlands_Insight_Tool/; Australian Hydrological Geospatial Fabric - Surface Catchments, Environmental Variables GEOFABRIC; https://digital.atlas.gov.au/maps/digitalatlas::australian-hydrological-geospatial-fabric-surface-catchments/about. Fish occurrence records for 14 species (10 native and 4 introduced) were sourced from public databases and combined with remotely sensed estimates of inundation frequency and land-cover data to assess species-environment-relationships. To better understand the potential influence of biological determinants of habitat use (i.e. biological traits and species interactions), we also incorporated species-specific traits related to life history, trophic levels and resilience, as well as phylogenetic relatedness. We applied Joint Species Distribution Models (JSDMs) to evaluate how environmental and biological factors jointly shape wetland fish community structure.Fish assemblages were primarily structured by environmental conditions, with inundation regime, water temperature, and wetland area acting as key drivers. Species-specific responses to these environmental filters were heterogeneous. Biological traits, including life history, trophic level, and resilience, collectively explained 26% of the variance in species occurrences, highlighting their role in habitat use. Spatial effects, accounting for variation among wetland locations and catchments, also contributed significantly to community structure. Phylogenetic relatedness did not influence species co-occurrence. After accounting for environmental, trait-based, and spatial factors, residual species associations suggested the potential for biotic interactions such as competition or facilitation acting at different scales
DOI: 10.26181/28680965
title: <b>Landscape and hydro-climatic drivers of fish communities in floodplain wetlands</b>

description: Floodplain wetlands are characterised by dynamic hydrological regimes and seasonal patterns of wetting and drying. Floodplain wetlands support distinct communities of fish many of which are adapted to dynamic and variable conditions. This study aimed to evaluate how broad-scale landscape and temporal environmental drivers of wetland ecosystems and biological traits of wetland fishes can determine occurrence patterns in floodplain wetlands fish assemblages.We analysed inundation and environmental data spanning 37 years (1986–2022) across floodplain wetlands in the southern Murray–Darling Basin (MDB). The data were gathered from open access sources such as: Atlas of Living Australia (ALA) https://www.ala.org.au/ ; Victorian Biodiversity Atlas https://www.environment.vic.gov.au/biodiversity/victorian-biodiversity-atlas ; Wetland Insight Too lhttps://knowledge.dea.ga.gov.au/notebooks/DEA_products/DEA_Wetlands_Insight_Tool/; Australian Hydrological Geospatial Fabric - Surface Catchments, Environmental Variables GEOFABRIC; https://digital.atlas.gov.au/maps/digitalatlas::australian-hydrological-geospatial-fabric-surface-catchments/about. Fish occurrence records for 14 species (10 native and 4 introduced) were sourced from public databases and combined with remotely sensed estimates of inundation frequency and land-cover data to assess species-environment-relationships. To better understand the potential influence of biological determinants of habitat use (i.e. biological traits and species interactions), we also incorporated species-specific traits related to life history, trophic levels and resilience, as well as phylogenetic relatedness. We applied Joint Species Distribution Models (JSDMs) to evaluate how environmental and biological factors jointly shape wetland fish community structure.Fish assemblages were primarily structured by environmental conditions, with inundation regime, water temperature, and wetland area acting as key drivers. Species-specific responses to these environmental filters were heterogeneous. Biological traits, including life history, trophic level, and resilience, collectively explained 26% of the variance in species occurrences, highlighting their role in habitat use. Spatial effects, accounting for variation among wetland locations and catchments, also contributed significantly to community structure. Phylogenetic relatedness did not influence species co-occurrence. After accounting for environmental, trait-based, and spatial factors, residual species associations suggested the potential for biotic interactions such as competition or facilitation acting at different scales
DOI: 10.6084/m9.figshare.31310665.v1
title: Table

description: This study employed a structured, two-round modified Delphi method to establish consensus on a clinical practice teaching system for Master of Nursing Specialist (MNS) students in cardiac rehabilitation. A multidisciplinary panel of 22 experts participated. Consensus was defined a priori as an item achieving a mean score ≥ 4.0 and a coefficient of variation &lt; 0.25. Data analysis was performed using SPSS. To ensure transparency and reproducibility, the de-identified underlying data and aggregated results have been deposited in the Figshare repository.
DOI: 10.15468/dl.t3n9ey
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((145.47768 -21.94268,151.88993 -21.94268,151.88993 -18.33961,145.47768 -18.33961,145.47768 -21.94268))",
 "TaxonKey is Mimosa pigra",
 "Year is 2016"
 ]
}

 The dataset includes 122 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006995-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94cpb3
title: Occurrence Download

description: A dataset containing 235 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 Atriplex incrassata"
 ]
}

 The dataset includes 235 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006996-260208012135463/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.28862405
title: Revisiting the Replication Study Design Used in Computing Education Research

description: Online Appendix for the paper "Revisiting the Replication Study Design Used in Computing Education Research". This Appendix contains the survey instrument and data collected from the SLR. We are unable to provide data collected from the survey, to adhere to the ethics requirements for this study.
DOI: 10.6084/m9.figshare.28862405.v2
title: Revisiting the Replication Study Design Used in Computing Education Research

description: Online Appendix for the paper "Revisiting the Replication Study Design Used in Computing Education Research". This Appendix contains the survey instrument and data collected from the SLR. We are unable to provide data collected from the survey, to adhere to the ethics requirements for this study.
DOI: 10.6084/m9.figshare.28862405.v3
title: Revisiting the Replication Study Design Used in Computing Education Research

description: Online Appendix for the paper "Revisiting the Replication Study Design Used in Computing Education Research". This Appendix contains the survey instrument and data collected from the SLR. We are unable to provide data collected from the survey, to adhere to the ethics requirements for this study.
DOI: 10.15468/dl.kww7et
title: Occurrence Download

description: A dataset containing 496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Aphrissa statira"
 ]
}

 The dataset includes 496 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007000-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fppak
title: Occurrence Download

description: A dataset containing 2413 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude 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 "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 66.79314043790278
 AND decimallatitude &lt;= 72.77152049497572
 AND decimallongitude &gt;= 107.76047075558493
 AND decimallongitude &lt;= 140.3993851042269
 AND GBIF_Within('POLYGON ((140.399385 66.793140, 140.399385 72.771520, 107.760471 72.771520, 107.760471 66.793140, 140.399385 66.793140))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 2413 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006983-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyu5ue
title: Occurrence Download

description: A dataset containing 5288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris domestica",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 5288 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007001-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nwwjc
title: Occurrence Download

description: A dataset containing 20972 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Auckland Museum Land Vertebrates Collection"
 ]
}

 The dataset includes 20972 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007002-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgwfax
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melanocharacidium rex",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007003-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/ky6spb
title: Parallel Sorting Dataset V2023

description: Performance analysis research of parallel sorting algorithms performance. Files are Caliper performance profiles (https://software.llnl.gov/Caliper/), which can be read with the performance analysis tool Thicket (see example https://github.com/LLNL/thicket-tutorial). Files are used for machine learning classification of the parallel sorting algorithm class using the performance data.

See example of how to analyze data (https://github.com/LLNL/thicket-tutorial/blob/develop/notebooks/08A_composing_parallel_sorting_data.ipynb).
DOI: 10.15468/dl.jd4szp
title: Occurrence Download

description: A dataset containing 10283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Ursus arctos"
 ]
}

 The dataset includes 10283 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007008-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk8gpb
title: Occurrence Download

description: A dataset containing 1485758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 7b8aff00-a9f8-11d8-944b-b8a03c50a862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Locality is not null"
 ]
}

 The dataset includes 1485758 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006997-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18603368
title: Biochar enhances blue carbon stability in seagrass ecosystems
DOI: 10.5281/zenodo.18463338
title: FinBERTimbau: Curated Brazilian Portuguese Financial Text Corpus and Sentiment Annotation Data

description: This repository provides the datasets used in the development of FinBERTimbau, a domain-adapted transformer model for sentiment analysis in Brazilian Portuguese financial texts.

The corpus is composed of regulatory filings, institutional communications, and financial news articles, including documents from the Brazilian Central Bank (BCB), the Brazilian Securities Commission (CVM), and major financial news outlets. The data were used for both domain-adaptive pretraining and supervised fine-tuning.

Sentence-level filtering procedures were applied to improve textual quality, including verb-based filtering and heuristic rules. Sentiment labels were constructed using a hybrid human-in-the-loop annotation process that combines large language model-assisted labeling with human validation under a strict consensus criterion.

Due to copyright and licensing restrictions associated with portions of the news content, the files in this repository are released with restricted access. Access may be granted upon reasonable request for academic and non-commercial research purposes.
DOI: 10.5281/zenodo.18463339
title: FinBERTimbau: Curated Brazilian Portuguese Financial Text Corpus and Sentiment Annotation Data

description: This repository provides the datasets used in the development of FinBERTimbau, a domain-adapted transformer model for sentiment analysis in Brazilian Portuguese financial texts.

The corpus is composed of regulatory filings, institutional communications, and financial news articles, including documents from the Brazilian Central Bank (BCB), the Brazilian Securities Commission (CVM), and major financial news outlets. The data were used for both domain-adaptive pretraining and supervised fine-tuning.

Sentence-level filtering procedures were applied to improve textual quality, including verb-based filtering and heuristic rules. Sentiment labels were constructed using a hybrid human-in-the-loop annotation process that combines large language model-assisted labeling with human validation under a strict consensus criterion.

Due to copyright and licensing restrictions associated with portions of the news content, the files in this repository are released with restricted access. Access may be granted upon reasonable request for academic and non-commercial research purposes.
DOI: 10.5281/zenodo.18603367
title: Biochar enhances blue carbon stability in seagrass ecosystems
DOI: 10.15468/dl.75d7uf
title: Occurrence Download

description: A dataset containing 1904167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is b4640710-8e03-11d8-b956-b8a03c50a862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Locality is not null"
 ]
}

 The dataset includes 1904167 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006998-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mujwfu
title: Occurrence Download

description: A dataset containing 5212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juglans mandshurica",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 5212 records from 158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007010-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7erdc
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microcharacidium geryi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007012-260208012135463/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.31310665
title: Data

description: This study employed a structured, two-round modified Delphi method to establish consensus on a clinical practice teaching system for Master of Nursing Specialist (MNS) students in cardiac rehabilitation. A multidisciplinary panel of 22 experts participated. Consensus was defined a priori as an item achieving a mean score ≥ 4.0 and a coefficient of variation &lt; 0.25. Data analysis was performed using SPSS. To ensure transparency and reproducibility, the de-identified underlying data and aggregated results have been deposited in the Figshare repository.
DOI: 10.6084/m9.figshare.31310665.v2
title: Search strategy

description: This study employed a structured, two-round modified Delphi method to establish consensus on a clinical practice teaching system for Master of Nursing Specialist (MNS) students in cardiac rehabilitation. A multidisciplinary panel of 22 experts participated. Consensus was defined a priori as an item achieving a mean score ≥ 4.0 and a coefficient of variation &lt; 0.25. Data analysis was performed using SPSS. To ensure transparency and reproducibility, the de-identified underlying data and aggregated results have been deposited in the Figshare repository.
DOI: 10.6084/m9.figshare.31310665.v3
title: Data

description: This study employed a structured, two-round modified Delphi method to establish consensus on a clinical practice teaching system for Master of Nursing Specialist (MNS) students in cardiac rehabilitation. A multidisciplinary panel of 22 experts participated. Consensus was defined a priori as an item achieving a mean score ≥ 4.0 and a coefficient of variation &lt; 0.25. Data analysis was performed using SPSS. To ensure transparency and reproducibility, the de-identified underlying data and aggregated results have been deposited in the Figshare repository.
DOI: 10.15468/dl.bezfbw
title: Occurrence Download

description: A dataset containing 639 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.37127 -56.02799,-63.09853 -57.07389,-63.2165 -46.74917,-78.41817 -46.26701,-76.37127 -56.02799))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Macrocystis"
 ]
}

 The dataset includes 639 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007013-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qz88af
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Curimata acutirostris",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 45 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007014-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aygq6s
title: Occurrence Download

description: A dataset containing 3933953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Repatriated is TRUE",
 "Country is Norway",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is null",
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is EBCC Atlas of European Breeding Birds"
 ]
 }
 },
 {
 "not" : {
 "DatasetKey" : [
 "is (Table 3) Relative abundance of Azolla spp., peridinoid dinocysts, gonyaulacoid dinocysts, non-saccate pollen, bisaccate pollen and spores from the Lomonosov Ridge during different Arctic coring expeditions"
 ]
 }
 }
 ]
}

 The dataset includes 3933953 records from 1843 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006934-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112043914
title: Cuneiform Tablet 1913.14.0146, Spurlock 1913.14.0146

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0146; CDLI P420527 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Pale Orange Yellow (10YR 8/3) ❧ [Physical Object Note:] 8.2x4.9 x 2.5 cm (110g)