cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10864760
title: Upscaling Tower-Based Net Ecosystem Productivity to global 250m using the Data Augmentation Method by Considering their Spatial Distribution

description: Terrestrial ecosystems have emerged as critical carbon sinks, holding a crucial role in the carbon cycle. Net ecosystem productivity (NEP) is a highly significant parameter in terrestrial ecosystems, representing the net ecosystem exchange (NEE) between ecosystems and the atmosphere, without considering other carbon fluxes from disturbances. In this NEP product, we harmonized various sets of tower-based NEP from flux sites as target variable, remote sensing product and meteorological data as traning variables. We further optimizied these smaple sets to address the problems in spatial distribution, culminating in a global NEP product spanning the years 2001-2020, achieved through the application of the random forest method. This dataset contains NEP data for global terrestrial ecosystems for the period 2001-2020 in PgC with a temporal resolution of 1 year. The spatial resolution of the product is 250m and the data format is TIFF.

For detailed instructions on how to use the dataset, see User Guides.doc!
DOI: 10.5281/zenodo.13951122
title: Upscaling Tower-Based Net Ecosystem Productivity to global 250m using the Data Augmentation Method by Considering their Spatial Distribution

description: Terrestrial ecosystems have emerged as critical carbon sinks, holding a crucial role in the carbon cycle. Net ecosystem productivity (NEP) is a highly significant parameter in terrestrial ecosystems, representing the net ecosystem exchange (NEE) between ecosystems and the atmosphere, without considering other carbon fluxes from disturbances. In this NEP product, we harmonized various sets of tower-based NEP from flux sites as target variable, remote sensing product and meteorological data as traning variables. We further optimizied these smaple sets to address the problems in spatial distribution, culminating in a global NEP product spanning the years 2001-2022, achieved through the application of the random forest method. This dataset contains NEP data for global terrestrial ecosystems for the period 2001-2022 in MgC with a temporal resolution of 1 year. The spatial resolution of the product is 250m and the data format is TIFF.

For detailed instructions on how to use the dataset, see User Guides.doc!
DOI: 10.5281/zenodo.14628496
title: Upscaling Tower-Based Net Ecosystem Productivity to global 250m using the Data Augmentation Method by Considering their Spatial Distribution

description: Terrestrial ecosystems have emerged as critical carbon sinks, holding a crucial role in the carbon cycle. Net ecosystem productivity (NEP) is a highly significant parameter in terrestrial ecosystems, representing the net ecosystem exchange (NEE) between ecosystems and the atmosphere, without considering other carbon fluxes from disturbances. In this NEP product, we harmonized various sets of tower-based NEP from flux sites as target variable, remote sensing product and meteorological data as traning variables. We further optimizied these smaple sets to address the problems in spatial distribution, culminating in a global NEP product spanning the years 2001-2022, achieved through the application of the random forest method. This dataset contains NEP data for global terrestrial ecosystems for the period 2001-2022 in MgC with a temporal resolution of 1 year. The spatial resolution of the product is 250m and the data format is TIFF.

For detailed instructions on how to use the dataset, see User Guides.doc!
DOI: 10.5281/zenodo.8317551
title: Upscaling Tower-Based Net Ecosystem Productivity to global 250m using the Data Augmentation Method by Considering their Spatial Distribution

description: Terrestrial ecosystems have emerged as critical carbon sinks, holding a crucial role in the carbon cycle. Net ecosystem productivity (NEP) is a highly significant parameter in terrestrial ecosystems, representing the net ecosystem exchange (NEE) between ecosystems and the atmosphere, without considering other carbon fluxes from disturbances. In this NEP product, we harmonized various sets of tower-based NEP from flux sites as target variable, remote sensing product and meteorological data as traning variables. We further optimizied these smaple sets to address the problems in spatial distribution, culminating in a global NEP product spanning the years 2001-2022, achieved through the application of the random forest method. This dataset contains NEP data for global terrestrial ecosystems for the period 2001-2022 in MgC with a temporal resolution of 1 year. The spatial resolution of the product is 250m and the data format is TIFF.

For detailed instructions on how to use the dataset, see User Guides.doc!
DOI: 10.5281/zenodo.8317552
title: Upscaling Tower-Based Net Ecosystem Productivity to global 250m using the Data Augmentation Method by Considering their Spatial Distribution

description: Terrestrial ecosystems have emerged as critical carbon sinks, holding a crucial role in the carbon cycle. Net ecosystem productivity (NEP) is a highly significant parameter in terrestrial ecosystems, representing the net ecosystem exchange (NEE) between ecosystems and the atmosphere, without considering other carbon fluxes from disturbances. In this NEP product, we harmonized various sets of tower-based NEP from flux sites as target variable, remote sensing product and meteorological data as traning variables. We further optimizied these smaple sets to address the problems in spatial distribution, culminating in a global NEP product spanning the years 2001-2020, achieved through the application of the random forest method. This dataset contains NEP data for global terrestrial ecosystems for the period 2001-2020 in PgC with a temporal resolution of 1 year. The spatial resolution of the product is 250m and the data format is TIFF. Due to upload space limitations, the 2001 NEP is missing here, contact us if you need it! e-mail:hanqz27@163.com
DOI: 10.15468/dl.5j8ehf
title: Occurrence Download

description: A dataset containing 46 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 Aedes caballus (Theobald, 1912)"
 ]
}

 The dataset includes 46 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063811-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10427565
title: Data and R code for Reddin et al. 'Marine species and assemblage change foreshadowed by their thermal bias over Early Jurassic warming''

description: This repository holds the raw and prepared datasets and R code to handle them for the manuscript Reddin et al. 'Marine species and assemblage change foreshadowed by their thermal bias over Early Jurassic warming'. Nature Communications
DOI: 10.5281/zenodo.10427566
title: Data and R code for Reddin et al. 'Marine occupancy responses escalate according to species thermal bias over Early Jurassic warming'

description: This repository will hold the raw and prepared datasets and R code to handle them for the manuscript Reddin et al. 'Marine occupancy responses escalate according to species thermal bias over Early Jurassic warming'. Currently restricted while under peer review.
DOI: 10.5281/zenodo.12683981
title: Data and R code for Reddin et al. 'Marine occupancy responses escalate according to species thermal bias over Early Jurassic warming'

description: This repository will hold the raw and prepared datasets and R code to handle them for the manuscript Reddin et al. 'Marine occupancy responses escalate according to species thermal bias over Early Jurassic warming'. Currently restricted while under peer review.
DOI: 10.5281/zenodo.14626268
title: Data and R code for Reddin et al. 'Marine species and assemblage change foreshadowed by their thermal bias over Early Jurassic warming''

description: This repository holds the raw and prepared datasets and R code to handle them for the manuscript Reddin et al. 'Marine species and assemblage change foreshadowed by their thermal bias over Early Jurassic warming'. Nature Communications
DOI: 10.15468/dl.jf9r6e
title: Occurrence Download

description: A dataset containing 36114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Pennisetum glaucum (L.) R.Br."
 ]
}

 The dataset includes 36114 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063810-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8km5e
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes albopictus (Skuse, 1894)",
 "Country is Honduras",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063812-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57841/casdc.0004836
title: 陆稻版纳基地2024年植株光谱表型数据集
DOI: 10.15468/dl.af7tq7
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Leptodactylus vastus Lutz, 1930"
 ]
}

 The dataset includes 182 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063813-241126133413365/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.27635109
title: Data files

description: Raw data file of behavioural observations generated on BORIS.Data recorded about the study subjects, including treatment group and weight.Data file of tag reader detections generated on SPDLogtags with cctvtime column manually added to facilitate behavioural observations on BORIS. The columns tagstart and fishid were also manually extracted from tagnumber data to facilitate statistical analyses. <br>
DOI: 10.6084/m9.figshare.27635109.v1
title: Data files

description: Raw data file of behavioural observations generated on BORIS.Data recorded about the study subjects, including treatment group and weight.Data file of tag reader detections generated on SPDLogtags with cctvtime column manually added to facilitate behavioural observations on BORIS. The columns tagstart and fishid were also manually extracted from tagnumber data to facilitate statistical analyses. <br>
DOI: 10.15468/dl.u2qk4k
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is CHN.26.18_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2025"
 ]
}

 The dataset includes 115 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063814-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dse6yk
title: Occurrence Download

description: A dataset containing 462 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 Aedes camptorhynchus (Thomson, 1869)"
 ]
}

 The dataset includes 462 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063815-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unagxw
title: Occurrence Download

description: A dataset listing the 57 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Faroe Islands",
 "TaxonKey is Coleoptera"
 ]
}

 The dataset's 57 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063788-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4bpcjq
title: Occurrence Download

description: A dataset containing 3314 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaetomorpha aerea (Dillwyn) Kütz."
 ]
}

 The dataset includes 3314 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063817-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dt5m7t
title: Occurrence Download

description: A dataset containing 1227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "TaxonKey is Lepilemuridae"
 ]
}

 The dataset includes 1227 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063819-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgb6vb
title: Occurrence Download

description: A dataset containing 1314 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepilemur I.Geoffroy Saint-Hilaire, 1851"
 ]
}

 The dataset includes 1314 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063820-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kk59rh
title: Occurrence Download

description: A dataset containing 1314 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepilemur I.Geoffroy Saint-Hilaire, 1851"
 ]
}

 The dataset includes 1314 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063822-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jaexw5
title: Occurrence Download

description: A dataset containing 7139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is IRQ.7_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2025"
 ]
}

 The dataset includes 7139 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063823-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjaj8z
title: Occurrence Download

description: A dataset containing 9180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saccorhiza polyschides (Lightf.) Batters"
 ]
}

 The dataset includes 9180 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063821-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqnjgt
title: Occurrence Download

description: A dataset containing 13371 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 Aedes canadensis (Theobald, 1901)"
 ]
}

 The dataset includes 13371 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063824-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5s46hj4m
title: MassIVE MSV000096821 - Comparative Analysis of Glycoproteomic Software Using a Tailored Glycan Database
title: Glycoproteomics is a rapidly developing field, and data analysis has been stimulated by several technological innovations. As a result, there are many software tools from which to choose; and each comes with unique features that can be difficult to compare. This work presents a head-to-head comparison of five modern analytical software: Byonic, Protein Prospector, MSFraggerGlyco, pGlyco3, and GlycoDecipher. To enable a meaningful comparison, parameter variables were minimized. One potential confounding variable is the glycan database that informs glycoproteomic searches. We performed glycomic profiling of the samples and used the output to construct matched glycan databases for each software. Up to 17,000 glycopeptide spectra were identified across three replicates of wild-type SH-SY5Y cells. There was overlap among all software for glycoproteins identified, locations of glycosites, and glycans; but there was no clear winner. Incorporation of several comparative criteria was critically important for learning the most information in this study and should be used more broadly when assessing software. A single criterion, such as number of glycopeptide spectra found, is not sufficient. We present evidence that suggests Byonic reports many spurious results at the glycoprotein and glycosite level. Overall, our results indicate that glycoproteomic searches should involve more than one software, excluding the current version of Byonic, to generate confidence by consensus. It may be useful to consider software with peptide-first approaches and with glycan-first approaches.
DOI: 10.15468/dl.83kux3
title: Occurrence Download

description: A dataset containing 931 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is IDN.11.35_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2025"
 ]
}

 The dataset includes 931 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063825-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmssfv
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Lepilemuridae"
 ]
}

 The dataset includes 26 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063826-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5287/ora-deg26axdb
title: Specific ion effects enhance local structure in zwitterionic osmolyte solutions (data)

description: Supporting data and simulation files for the neutron and X-ray scattering measurements analysed and discussed in the associated manuscript.
DOI: 10.15468/dl.fv7tkd
title: Occurrence Download

description: A dataset containing 933 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 Aedes cantans (Meigen, 1818)"
 ]
}

 The dataset includes 933 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063827-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8kdmh
title: Occurrence Download

description: A dataset containing 22800 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is THA.67_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2025"
 ]
}

 The dataset includes 22800 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063828-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/6b865a28-683d-4ace-a537-dbaa8cf9ee63
title: Data underlying the PhD dissertation: Advanced Persistent Threat Detection and Correlation for Cyber-Physical Power Systems

description: This dataset contains the data related to the dissertation on advanced persistent threat detection and correlation for cyber-physical power systems. The data includes input data, processing script, output, and figures related to the dissertation.
DOI: 10.4121/6b865a28-683d-4ace-a537-dbaa8cf9ee63.v1
title: Data underlying the PhD dissertation: Advanced Persistent Threat Detection and Correlation for Cyber-Physical Power Systems

description: This dataset contains the data related to the dissertation on advanced persistent threat detection and correlation for cyber-physical power systems. The data includes input data, processing script, output, and figures related to the dissertation.
DOI: 10.15468/dl.nxgp48
title: Occurrence Download

description: A dataset containing 933 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 Aedes cantans (Meigen, 1818)"
 ]
}

 The dataset includes 933 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063830-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbma7t
title: Occurrence Download

description: A dataset containing 1148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes albopictus (Skuse, 1894)",
 "Country is Mexico",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 1148 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063832-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq9ux9
title: Occurrence Download

description: A dataset containing 29364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is CHN.15.7_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2025"
 ]
}

 The dataset includes 29364 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063831-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/z5kryrzdt3.1
title: (Dataset) Music Learning with AI for Inclusive Early Education

description: This dataset explores integrating artificial intelligence tools in music education to promote inclusive and sustainable early childhood education. It includes qualitative and quantitative data on preschool children's linguistic skills, motivation, and cognitive development, highlighting the impact of ICT-based strategies aligned with Sustainable Development Goals (SDGs).