cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.eg5npq
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Abronia graminea",
 "Year 2015-2026"
 ]
}

 The dataset includes 93 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002301-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zu7k2
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "GadmGid is IND.13_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus semecarpifolia"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002307-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18434612
title: DavidWu421/BeyondGRQNMs: Beyond-GR Quasinormal Mode Shifts v1.0.0

description: This release contains the full set of gravitational quasinormal mode (QNM) frequency shifts
for the slowly rotating Johannsen-Psaltis (JP) metric, computed for 2 ≤ ℓ ≤ 10 and overtones n = 0,1,2.
It also has fits for the shifts in the QNMs for weakly charged Kerr-Newman black holes for various QNMs
important for ringdown data analysis.

Included files:

LinearizedJPShifts.csv: column-delineated CSV with real and imaginary parts for even and odd parities QNM shifts.
-WeaklyChargedKN/KNlmn.csv: column-deliniated csv with fit parameters for weakly charged KN QNM shifts.
README.md: documentation for data conventions.
Each release is versioned for reproducibility; this release corresponds to the version cited in the associated paper.
DOI: 10.5281/zenodo.18434613
title: DavidWu421/BeyondGRQNMs: Beyond-GR Quasinormal Mode Shifts v1.0.0

description: This release contains the full set of gravitational quasinormal mode (QNM) frequency shifts
for the slowly rotating Johannsen-Psaltis (JP) metric, computed for 2 ≤ ℓ ≤ 10 and overtones n = 0,1,2.
It also has fits for the shifts in the QNMs for weakly charged Kerr-Newman black holes for various QNMs
important for ringdown data analysis.

Included files:

LinearizedJPShifts.csv: column-delineated CSV with real and imaginary parts for even and odd parities QNM shifts.
-WeaklyChargedKN/KNlmn.csv: column-deliniated csv with fit parameters for weakly charged KN QNM shifts.
README.md: documentation for data conventions.
Each release is versioned for reproducibility; this release corresponds to the version cited in the associated paper.
DOI: 10.15468/dl.ujzebw
title: Occurrence Download

description: A dataset containing 16319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tilia tomentosa",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset includes 16319 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002306-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt4nrr
title: Occurrence Download

description: A dataset containing 613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphthona cyparissiae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 613 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002305-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epb6ze
title: Occurrence Download

description: A dataset containing 3556 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhytachne"
 ]
}

 The dataset includes 3556 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002304-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.82263/uandes/skg7bu
title: Consultancy-Based Project Management Competency Dataset

description: This dataset contains pre- and post-intervention self-efficacy scores, global perceived learning measures, and project experience information from undergraduate engineering students participating in a consultancy-based project implemented in a logistics course. The data support analyses of project management competency development and student self-assessment patterns. (2026)
DOI: 10.5281/zenodo.16286509
title: TRcompDB v2.0, a global reference of human tandem repeat composition and mutation rate from long-read assemblies

description: The following motif catalogs are provided. Including



the vamos genomic catalog expanded by TRExplore v1.0 (4,422,661 loci) for GRCh38

the vamos genomic catalog for CHM13 (1,175,989 loci)

the vamos genomic catalog expanded by TRExplore v1.0 (4,155,246 loci) for CHM13

the curated functional catalog for GRCh38 (72 loci)


All motif catalogs are generated under the v3.0 infrastructure of the catalog construction pipeline. “oriMotifs” stands for the full motif set before efficient motif selection. “effMotifs-0.1” stands for the efficient motifs selected under q=0.1.

TR annotations are provided as combined vcf for 416 publicly available diploid long-read assemblies.

Locus-specific ANOVAs by allelic length or compositions are provided in "anova.annoLen.tsv.gz" and "anova.ed2Major.tsv.gz".

Estimated locus-specific mutation rates for GRCh38 are provided in a master table with locus features (mutRate_GRCh38_masterFile.tsv.gz). Columns are explained in the txt file (mutRate_GRCh38_masterFile.txt).
DOI: 10.15468/dl.333zng
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.65468 15.49988,-94.85189 15.49988,-94.85189 17.8832,-98.65468 17.8832,-98.65468 15.49988))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Strategus aloeus"
 ]
}

 The dataset includes 44 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002312-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13263614
title: TRcompDB v2.0, a global reference of human tandem repeat composition and mutation rate from long-read assemblies

description: The following motif catalogs are provided. Including



the vamos genomic catalog expanded by TRExplore v1.0 (4,422,661 loci) for GRCh38

the vamos genomic catalog for CHM13 (1,175,989 loci)

the vamos genomic catalog expanded by TRExplore v1.0 (4,155,246 loci) for CHM13

the curated functional catalog for GRCh38 (72 loci)


All motif catalogs are generated under the v3.0 infrastructure of the catalog construction pipeline. “oriMotifs” stands for the full motif set before efficient motif selection. “effMotifs-0.1” stands for the efficient motifs selected under q=0.1.

TR annotations are provided as combined vcf for 416 publicly available diploid long-read assemblies.

Locus-specific ANOVAs by allelic length or compositions are provided in "anova.annoLen.tsv.gz" and "anova.ed2Major.tsv.gz".

Estimated locus-specific mutation rates for GRCh38 are provided in a master table with locus features (mutRate_GRCh38_masterFile.tsv.gz). Columns are explained in the txt file (mutRate_GRCh38_masterFile.txt).
DOI: 10.15468/dl.y5r2mf
title: Occurrence Download

description: A dataset listing the 205 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aves del Parque Nacional Cumbres de Monterrey, Nuevo León, México"
 ]
}

 The dataset's 205 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002309-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqb49k
title: Occurrence Download

description: A dataset containing 22390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ukraine",
 "Geometry POLYGON((30.49446 50.54963,30.43081 50.52528,30.43579 50.4417,30.47841 50.3465,30.54206 50.33267,30.57859 50.40407,30.54317 50.45886,30.52103 50.51034,30.49446 50.54963))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2020-2025"
 ]
}

 The dataset includes 22390 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002311-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3w2yh
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena sayi"
 ]
}

 The dataset includes 199 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002313-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5063/f17h1h28
title: Data for manuscript: Cattle regenerative grazing alters bat activity in southern Appalachia

description: This dataset is for the manuscript: Cattle rangeland grazing alters bat activity in southern Appalachia. This dataset includes files used to model bat activity response to cattle rotational grazing, weather variables (wind speed, precipitation, and temperature), moon luminosity, and forest cover (%). This dataset also includes data on insect abundance responses to cattle rotational grazing.
DOI: 10.15468/dl.b44xmy
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (f9b67ad0-9c9b-11d9-b9db-b8a03c50a862, c2ecae57-6701-485e-9ebd-5f87b2945cb2)",
 "TaxonKey is Melanoplus devius",
 "Year 1900-2026"
 ]
}

 The dataset includes 134 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002314-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbhyc4
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Brazil, Colombia, Peru, Ecuador, Bolivia (Plurinational State of))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Theobroma grandiflorum",
 "Year 1970-2026"
 ]
}

 The dataset includes 318 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002317-260129131611470/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.30903272
title: GHG estimation datas in north and south Benin

description: The dataset describe datas related to greenhouse gas emissions for sedentary cattle farm types in Sudanian and guineo-congolian zones of Benin.
DOI: 10.6084/m9.figshare.30903272.v1
title: GHG estimation datas in north and south Benin

description: The dataset describe datas related to greenhouse gas emissions for sedentary cattle farm types in Sudanian and guineo-congolian zones of Benin.
DOI: 10.6084/m9.figshare.30903272.v2
title: GHG estimation datas in north and south Benin

description: The dataset describe datas related to greenhouse gas emissions for sedentary cattle farm types in Sudanian and guineo-congolian zones of Benin.
DOI: 10.15468/dl.ymnkjr
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panthera leo",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Kenya",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2000"
 ]
}

 The dataset includes 74 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002316-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18434860
title: Protisten.de gallery
DOI: 10.25345/c5g44j443
title: MassIVE MSV000100666 - Bridging Simplicity and Depth in Single-Cell Proteomics: A Cost-Effective Workflow and Expanded Framework for Data Evaluation
title: Single-cell proteomics (SCP) offers direct insight into functional protein states that drive cellular heterogeneity, complementing genomic and transcriptomic analyses. Although recent reports have demonstrated improved proteome coverage, their reliance on specialized instrumentation limits broader adoption. Additionally, current evaluation practices remain largely centered on protein and peptide identification counts, which alone do not fully reflect data quality or biological interpretability. Here, we describe an accessible, label-free SCP workflow which implements easily accessible laboratory equipment: a single-cell dispenser, conventional multiwell plates, and an incubator with water-bath-based humidity control. Using trapped ion mobility spectrometry-time-of-flight mass spectrometry (timsTOF), we systematically optimize key sample preparation variables, including trypsin concentration, incubation time, reduction/alkylation, digestion conditions, and plate types, which together maximize data quality and reproducibility. We further introduce a data-quality framework that moves beyond identification counts, emphasizing quantitative consistency and biological interpretability via individual protein coverage completeness across cells, coefficients of variation across technical replicates, peptide-to-protein ratios, and single-cell-to-bulk correlations. Collectively, our approach lowers technical barriers to accessing SCP while enabling more rigorous, interpretable, and scalable SCP analysis across diverse research contexts.
DOI: 10.15468/dl.ezsmnc
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (f9b67ad0-9c9b-11d9-b9db-b8a03c50a862, c2ecae57-6701-485e-9ebd-5f87b2945cb2, 6ea87510-0561-11d8-b851-b8a03c50a862)",
 "TaxonKey is Melanoplus digitifer",
 "Year 1900-2026"
 ]
}

 The dataset includes 220 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002322-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7gx8f
title: Occurrence Download

description: A dataset containing 5568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Conostegia xalapensis"
 ]
}

 The dataset includes 5568 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002318-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dnvkn
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Academy of Natural Sciences of Philadelphia Mammalogy Collection",
 "TaxonKey is Vulpes vulpes"
 ]
}

 The dataset includes 71 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002321-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s59xy7
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is LACM Vertebrate Collection",
 "TaxonKey is Vulpes vulpes"
 ]
}

 The dataset includes 46 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002325-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpdqgm
title: Occurrence Download

description: A dataset containing 1337 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (f9b67ad0-9c9b-11d9-b9db-b8a03c50a862, c2ecae57-6701-485e-9ebd-5f87b2945cb2, 6ea87510-0561-11d8-b851-b8a03c50a862)",
 "TaxonKey is Melanoplus differentialis",
 "Year 1900-2026"
 ]
}

 The dataset includes 1337 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002320-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwfecp
title: Occurrence Download

description: A dataset containing 439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Leopardus pardalis",
 "Year 1000-2000"
 ]
}

 The dataset includes 439 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002327-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60521/332598
title: Processed Acoustic Backscatter, Sidescan and Swath Bathymetry Data (EM302) acquired during E/V Nautilus expedition NA165 (2024)

description: This data set was acquired with a Kongsberg EM302 Multibeam Sonar during E/V Nautilus expedition NA165 conducted in 2024. These data files are of MBSystem-compatible format and include Acoustic Backscatter, Sidescan and Swath Bathymetry data that were processed after acquisition. This data was processed by Ocean Exploration Trust and was included in the Global Multi-Resolution Topography (GMRT) Synthesis (version 4.4.1). Data were acquired as part of the project: NOAA Ocean Exploration Cooperative Institute (OECI). Funding was provided by: NA19OAR4320072.
DOI: 10.60521/332658
title: Processed Gridded Bathymetry Data (EM302) acquired during E/V Nautilus expedition NA165 (2024)

description: This data set was acquired with a Kongsberg EM302 Multibeam Sonar during E/V Nautilus expedition NA165 conducted in 2024. These data files are of GeoTIFF (Raster) format and include Bathymetry data that were processed after acquisition. Data were acquired as part of the project: NOAA Ocean Exploration Cooperative Institute (OECI). Funding was provided by: NA19OAR4320072.
DOI: 10.60521/332659
title: Processed Gridded Acoustic Backscatter Data (EM302) acquired during E/V Nautilus expedition NA165 (2024)

description: This data set was acquired with a Kongsberg EM302 Multibeam Sonar during E/V Nautilus expedition NA165 conducted in 2024. These data files are of GeoTIFF (Raster) format and include Acoustic Backscatter data that were processed after acquisition. Data were acquired as part of the project: NOAA Ocean Exploration Cooperative Institute (OECI). Funding was provided by: NA19OAR4320072.
DOI: 10.60521/332662
title: Google Earth files of Acoustic Backscatter and Bathymetry Data (EM302) acquired during E/V Nautilus expedition NA165 (2024)

description: This data set was acquired with a Kongsberg EM302 Multibeam Sonar during E/V Nautilus expedition NA165 conducted in 2024. These data files are of Google Earth (KML/KMZ) format and include Acoustic Backscatter and Bathymetry data that were processed after acquisition. Data were acquired as part of the project: NOAA Ocean Exploration Cooperative Institute (OECI). Funding was provided by: NA19OAR4320072.
DOI: 10.60521/332663
title: ROV Hercules Navigation Data acquired during E/V Nautilus expedition NA165 (2024)

description: This data set was acquired with a Navigation System on ROV Hercules during E/V Nautilus expedition NA165 conducted in 2024. These data files are of Text File (ASCII) format and include Navigation data that have not been processed. Data were acquired as part of the project: NOAA Ocean Exploration Cooperative Institute (OECI). Funding was provided by: NA19OAR4320072.
DOI: 10.60521/332664
title: Dive Documentation acquired during E/V Nautilus expedition NA165 (2024)

description: This data set was acquired with a Navigation System on ROV Hercules during E/V Nautilus expedition NA165 conducted in 2024. These data files are of Text File (ASCII) format and include Documentation. Data were acquired as part of the project: NOAA Ocean Exploration Cooperative Institute (OECI). Funding was provided by: NA19OAR4320072.
DOI: 10.60521/332665
title: Dive Documentation acquired during E/V Nautilus expedition NA165 (2024)

description: This data set was acquired with an Ocean Exploration Trust Hercules Event Logger on ROV Hercules during E/V Nautilus expedition NA165 conducted in 2024. These data files are of Text File (ASCII) format and include Documentation. Data were acquired as part of the project: NOAA Ocean Exploration Cooperative Institute (OECI). Funding was provided by: NA19OAR4320072.
DOI: 10.15468/dl.ek5qjc
title: Occurrence Download

description: A dataset containing 816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-123.65645 42.56425,-104.64218 42.56425,-104.64218 50.16565,-123.65645 50.16565,-123.65645 42.56425))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus suckleyi"
 ]
}

 The dataset includes 816 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002335-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60521/332666
title: Processed Google Earth Visualization Data acquired during E/V Nautilus expedition NA165 (2024)

description: This data set was acquired with a Navigation System on ROV Hercules during E/V Nautilus expedition NA165 conducted in 2024. These data files are of Google Earth (KML/KMZ) format and include Google Earth Visualization data that were processed after acquisition. Data were acquired as part of the project: NOAA Ocean Exploration Cooperative Institute (OECI). Funding was provided by: NA19OAR4320072.
DOI: 10.15468/dl.n2pnzw
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Month is January",
 "TaxonKey is Usnea ceratina",
 "Year 1994-2024"
 ]
}

 The dataset includes 37 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002336-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6pstc
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea piauhyensis"
 ]
}

 The dataset includes 11 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002328-260129131611470/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.14672040
title: cdg2020-bip-mdd

description: GWAS summary statistics from the Psychiatric Genomics Consortium (PGC)