cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18567069
title: ECHO - Enhanced Chemistry Optimization

description: ECHO dataset and analysis pipeline including molecular augmentation, MMPA analysis, cluster RMSD analysis, model validation, and chemical space exploration notebooks with associated data.
DOI: 10.34740/kaggle/dsv/14775673
title: A Dataset of Computer Science Research Papers
DOI: 10.5281/zenodo.18567062
title: binder_analysis - Protein Binder Analysis Pipeline

description: Protein binder analysis pipeline including Boltz structure prediction results, interaction analysis, and step-by-step analysis notebooks.
DOI: 10.5281/zenodo.18567063
title: binder_analysis - Protein Binder Analysis Pipeline

description: Protein binder analysis pipeline including Boltz structure prediction results, interaction analysis, and step-by-step analysis notebooks.
DOI: 10.15468/dl.knrtpv
title: Occurrence Download

description: A dataset listing the 108 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-123.99748 48.45623,-123.95811 48.45806,-123.93505 48.47501,-123.92579 48.50408,-123.93285 48.52024,-123.94383 48.52918,-123.97034 48.52965,-123.99152 48.52714,-124.00564 48.52588,-124.01662 48.5171,-124.02681 48.50439,-124.02917 48.48745,-124.02932 48.476,-124.01866 48.46298,-123.99748 48.45623))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 108 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003588-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3jqpm
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Castilla ulei",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 283 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003615-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrdjpj
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Berylsimpsonia crassinervis",
 "Year 1980-2026"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003616-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18553479
title: AOS example public dataset

description: Attached are cram files and metadata for two public datasets, that can be used as examples in the AOS workflow. The first is from Gaidatzis et al. (2025, 10.1101/2025.09.04.674194), the second sourced from Immgen - Yoshide et al. (2019, 10.1016/j.cell.2018.12.036). Data have been processed using snakePipes version 3.2.0, reference genomes and data sources are included in this repository. Note that this data is provided to exemplify the usage of AOS and should thus only be used within that context.
DOI: 10.5281/zenodo.18553480
title: AOS example public dataset

description: Attached are cram files and metadata for two public datasets, that can be used as examples in the AOS workflow. The first is from Gaidatzis et al. (2025, 10.1101/2025.09.04.674194), the second sourced from Immgen - Yoshide et al. (2019, 10.1016/j.cell.2018.12.036). Data have been processed using snakePipes version 3.2.0, reference genomes and data sources are included in this repository. Note that this data is provided to exemplify the usage of AOS and should thus only be used within that context.
DOI: 10.15468/dl.pcz527
title: Occurrence Download

description: A dataset containing 612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parkia multijuga",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 612 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003619-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rs6am
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus santosi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003618-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57761/qkvr-fe56
title: partner-mpib-de

description: This is a dataset for partner-mpib-de, current API params: {'dataset_id': 'partner-mpib-de', 'is_save_to_storage': True, 'is_force_uploading_to_redivis': False, 'slack_notification_mode': 'Full', 'orgs': "partner-mpib-de (users): Org (['TbyA1NTvwHUmezi1fezs']), Date range: No date limit"}
DOI: 10.15468/dl.yz7f2r
title: Occurrence Download

description: A dataset containing 1489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cecropia sciadophylla",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1489 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003622-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e244987v1
title: ECIN Replication Package for "Skill-Biased Technical Change and Employment in U.S. Manufacturing"

description: Replication Package for "Skill-Biased Technical Change and Employment in U.S. Manufacturing"
DOI: 10.15468/dl.g3mf6m
title: Occurrence Download

description: A dataset containing 7035456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Year is 2023",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 7035456 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003569-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zepf5e
title: Occurrence Download

description: A dataset containing 804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parkia nitida",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 804 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003623-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rc32j3
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus sexstriatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 112 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003624-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8wcgd
title: Occurrence Download

description: A dataset containing 5011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "IucnRedListCategory is LC",
 "OccurrenceStatus is Present",
 "TaxonKey is Antrozous pallidus"
 ]
}

 The dataset includes 5011 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003625-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14788684
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.26093/cds/vizier.17160198
title: The DiskMass survey. I.

description: VizieR online Data Catalogue associated with article published in journal Astrophysical Journal with title ' The DiskMass survey. I. Overview.' (bibcode: 2010ApJ...716..198B)
DOI: 10.15468/dl.7pcdvj
title: Occurrence Download

description: A dataset containing 715 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccoloba densifrons",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 715 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003626-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rstujk
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.68506 24.97316,-89.50488 24.69366,-80.0485 13.46713,-55.26627 13.88637,-64.0239 26.97624,-85.68506 24.97316))",
 "TaxonKey is Berylsimpsonia vanillosma",
 "Year 1987-2026"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003627-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsby8j
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stryphnodendron guianense",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 338 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003628-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18566803
title: Data and analysis scripts for: Microhabitat-specific restructuring of soil protist communities along a tropical land-use intensification gradient

description: This repository contains all processed data and analysis scripts used in the study "Microhabitat-specific restructuring of soil protist communities along a tropical land-use intensification gradient".

Contents:- analysis_code/: R scripts for preprocessing, diversity analyses, niche classification, and SEM- processed_data/: processed abundance tables and metadata- README.md: instructions for reproducing the analyses

All analyses were conducted in R (version 4.4.0). See README for details.
DOI: 10.5281/zenodo.18566804
title: Data and analysis scripts for: Microhabitat-specific restructuring of soil protist communities along a tropical land-use intensification gradient

description: This repository contains all processed data and analysis scripts used in the study "Microhabitat-specific restructuring of soil protist communities along a tropical land-use intensification gradient".

Contents:- analysis_code/: R scripts for preprocessing, diversity analyses, niche classification, and SEM- processed_data/: processed abundance tables and metadata- README.md: instructions for reproducing the analyses

All analyses were conducted in R (version 4.4.0). See README for details.
DOI: 10.15468/dl.dcxpm8
title: Occurrence Download

description: A dataset containing 856389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "DatasetKey is Observation.org, Nature data from around the World",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidoptera",
 "Year 1000-2023"
 ]
}

 The dataset includes 856389 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003593-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjq9bt
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus subniger",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 30 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003629-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5pd59m
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coussapoa orthoneura",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 349 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003631-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18553381
title: Forest canopy height, biomass, and carbon stock datasets for the West Usambara Mountains, Tanzania

description: This repository contains forest canopy height (FCH), above-ground biomass (AGB), and above-ground carbon (AGC) datasets derived from multi-source Earth observationdata for the West Usambara Mountains, Tanzania. The datasets support the analyses presented in the associated research study.
DOI: 10.5281/zenodo.17914045
title: Forest canopy height, biomass, and carbon stock datasets for the West Usambara Mountains, Tanzania

description: This repository contains forest canopy height (FCH), above-ground biomass (AGB), and above-ground carbon (AGC) datasets derived from multi-source Earth observationdata for the West Usambara Mountains, Tanzania. The datasets support the analyses presented in the associated research study.
DOI: 10.5281/zenodo.17258410
title: Supplementary data for "Structural design optimization of concrete slabs: A systematic review and practice-focused synthesis"

description: This supplementary material to "Structural design optimization of concrete slabs: A systematic review and practice-focused synthesis" includes the following resources:



 Data extraction sheet (data-extraction-sheet_V2.xlsx)

 List of 811 identified records in the database search (literature-retrieval_V2.xlsx)

 Documentation of literature selection and mapping of exclusion criteria (literature-selection_V1.xlsx)

 List of identified optimization methods and corresponding foundational references (method-overview_V1.xlsx)


While this data should be sufficient to reproduce the results presented in this article, do not hesitate to contact the authors if you have any questions.
DOI: 10.5281/zenodo.18567476
title: Supplementary data for "Structural design optimization of concrete slabs: A systematic review and practice-focused synthesis"

description: This supplementary material to "Structural design optimization of concrete slabs: A systematic review and practice-focused synthesis" includes the following resources:



 Data extraction sheet (data-extraction-sheet_V2.xlsx)

 List of 811 identified records in the database search (literature-retrieval_V2.xlsx)

 Documentation of literature selection and mapping of exclusion criteria (literature-selection_V1.xlsx)

 List of identified optimization methods and corresponding foundational references (method-overview_V1.xlsx)


While this data should be sufficient to reproduce the results presented in this article, do not hesitate to contact the authors if you have any questions.
DOI: 10.15468/dl.gra9kx
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Robrichia schomburgkii",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 108 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003632-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwypqt
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus taeniofasciatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 29 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003633-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ngata
title: Occurrence Download

description: A dataset containing 7019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus insipida",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 7019 records from 385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003634-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wy6trm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Iberolacerta aurelioi (Arribas, 1994)"
 ]
}

 The dataset includes 0 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0309795-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztegxt
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phyteuma hemisphaericum L.",
 "Year 1980-2021"
 ]
}

 The dataset includes 225 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297390-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfrpsj
title: Occurrence Download

description: A dataset containing 7462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-3.43151 37.14828,-3.48095 37.09791,-3.51803 37.05189,-3.53451 36.94989,-3.49056 36.91037,-3.28182 36.93233,-3.2159 36.96525,-3.18707 36.98062,-3.13488 36.99597,-3.01266 37.01133,-2.92614 37.00913,-2.79842 37.01791,-2.78606 37.05846,-2.8149 37.10996,-2.87395 37.14499,-3.13763 37.17345,-3.34911 37.17017,-3.41915 37.15156,-3.43151 37.14828)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Juniperus communis L."
 ]
}

 The dataset includes 7462 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220395-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecq8ya
title: Occurrence Download

description: A dataset containing 1934 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((23.60156 45.27076,193.45312 60.58697,193.89843 67.40298,162.96093 74.15449,140.27343 76.87811,104.41406 82.17283,86.13281 80.74178,63.63281 79.1493,46.75781 76.32422,58.05468 70.22776,23.60156 70.22776,23.60156 45.27076))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Galinsoga quadriradiata Ruiz & Pav."
 ]
}

 The dataset includes 1934 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315650-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbq3z3
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((4.725 53.225,4.775 53.225,4.775 53.275,4.725 53.275,4.725 53.225))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 47 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0305250-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xot2av
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Chile",
 "TaxonKey is Octodon degus (Molina, 1782)"
 ]
}

 The dataset includes 32 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009348-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3mjzz
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-119.61914 31.80289,-109.07227 18.97903,-90.08789 10.14193,-85.3418 18.47961,-86.04492 22.75592,-89.91211 22.75592,-95.36133 21.45307,-94.48242 25.00597,-102.56836 32.10119,-115.40039 33.87042,-119.61914 31.80289))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Octopus maya G.L.Voss & Solís, 1966"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229962-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kp9izb
title: Occurrence Download

description: A dataset containing 348804 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Country is Mexico",
 "Year 1950-2018",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 348804 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009351-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pes7q
title: Occurrence Download

description: A dataset containing 768 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quillaja saponaria Molina"
 ]
}

 The dataset includes 768 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0301853-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.