cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15429450
title: c60_7.2Gb

description: Synthetic Metagenomic Dataset

- Number of samples: 10  - Total size: 64 GB  - Complexity: 60  - Depth: 7.2 Gb per sample  

Contents:- `processed_read/sample?.?.fastq.gz`: Anonymous processed reads (paired)- `contig/sample?.contigs.fasta`: Gold standard contigs- `gsa_mapping/sample?_gsa_mapping.tsv`: GSA mapping files

Split parts:- Part 1: https://doi.org/10.5281/zenodo.15311763- Part 2: https://doi.org/10.5281/zenodo.15312203- Part 3: https://doi.org/10.5281/zenodo.15312653

To reconstruct:cat c60_7_2Gb_part_* > c60_7.2Gb.tar.gztar -xzf c60_7.2Gb.tar.gz
DOI: 10.5281/zenodo.15429451
title: c60_7.2Gb

description: Synthetic Metagenomic Dataset

- Number of samples: 10  - Total size: 64 GB  - Complexity: 60  - Depth: 7.2 Gb per sample  

Contents:- `processed_read/sample?.?.fastq.gz`: Anonymous processed reads (paired)- `contig/sample?.contigs.fasta`: Gold standard contigs- `gsa_mapping/sample?_gsa_mapping.tsv`: GSA mapping files

Split parts:- Part 1: https://doi.org/10.5281/zenodo.15311763- Part 2: https://doi.org/10.5281/zenodo.15312203- Part 3: https://doi.org/10.5281/zenodo.15312653

To reconstruct:cat c60_7_2Gb_part_* > c60_7.2Gb.tar.gztar -xzf c60_7.2Gb.tar.gz
DOI: 10.15468/dl.9cyjwj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Pristimantis museosus)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080858-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.14624612
title: PUDL Raw Population Estimates Program's (PEP) Federal Information Processing Series (FIPS) Codes

description: Reference files for Federal Information Processing Series (FIPS) Geographic Codes. These FIPS Codes are a subset of a broader Population Estimates dataset. Archived from 
https://www.census.gov/geographies/reference-files/2023/demo/popest/2023-fips.html

This archive contains raw input data for the Public Utility Data Liberation (PUDL)
software developed by Catalyst Cooperative. It is
organized into Frictionless
Data Packages. For additional information about this data and PUDL, see the
following resources:


  
The PUDL Repository on GitHub
  
PUDL Documentation
  
Other Catalyst Cooperative data archives
DOI: 10.5281/zenodo.14648211
title: PUDL Raw Population Estimates Program's (PEP) Federal Information Processing Series (FIPS) Codes

description: Reference files for Federal Information Processing Series (FIPS) Geographic Codes. These FIPS Codes are a subset of a broader Population Estimates dataset. Archived from 
https://www.census.gov/geographies/reference-files/2023/demo/popest/2023-fips.html

This archive contains raw input data for the Public Utility Data Liberation (PUDL)
software developed by Catalyst Cooperative. It is
organized into Frictionless
Data Packages. For additional information about this data and PUDL, see the
following resources:


  
The PUDL Repository on GitHub
  
PUDL Documentation
  
Other Catalyst Cooperative data archives
DOI: 10.5281/zenodo.15257879
title: PUDL Raw Population Estimates Program's (PEP) Federal Information Processing Series (FIPS) Codes

description: Reference files for Federal Information Processing Series (FIPS) Geographic Codes. These FIPS Codes are a subset of a broader Population Estimates dataset. Archived from 
https://www.census.gov/geographies/reference-files/2023/demo/popest/2023-fips.html

This archive contains raw input data for the Public Utility Data Liberation (PUDL)
software developed by Catalyst Cooperative. It is
organized into Frictionless
Data Packages. For additional information about this data and PUDL, see the
following resources:


  
The PUDL Repository on GitHub
  
PUDL Documentation
  
Other Catalyst Cooperative data archives
DOI: 10.15468/dl.2werrq
title: Occurrence Download

description: A dataset containing 15846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ceriops tagal (Perr.) C.B.Rob."
 ]
}

 The dataset includes 15846 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012942-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fype5x
title: Occurrence Download

description: A dataset containing 4713 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizotechium (Fenzl) Rchb."
 ]
}

 The dataset includes 4713 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012945-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v5q4r
title: Occurrence Download

description: A dataset containing 301414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rubiaceae"
 ]
}

 The dataset includes 301414 records from 444 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012928-250426092105405/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.28685312.v34
title: Supplementary Material for: Evidence on protective factors for dementia and cognitive impairment in older adults: an umbrella review

description: Introduction: Dementia represents a global public health challenge, and no conclusive evidence exists on how to prevent its onset or at least reduce the risk. This umbrella review aims to identify interventions or exposures that can reduce the incidence of dementia or cognitive impairment.
Methods: A search of meta-analyses and systematic reviews published from 2018 to 2025 (January) was conducted across four databases. Articles assessing associations between interventions or exposures to protective factors and incidence of dementia or cognitive decline in non-demented older adults were selected.
Results: Out of 6,324 articles, 177 underwent full-text screening, and 17 were included. They showed that psychosocial factors (social engagement, purpose in life, life satisfaction, and cognitive reserve) and influenza vaccination protect against dementia. Evidence on antihypertensives is promising, while evidence on low-dose aspirin is promising yet inconclusive. No clear results emerged for both single- and multi-domain lifestyle interventions.
Conclusions: These results offer new insight on potential targets for dementia prevention, a global public health priority. In particular, favorable psychosocial factors and influenza vaccination, undervalued in the scientific debate on dementia prevention, emerged as promising and feasible targets for preventive initiatives. Future research should focus on fine-tuning interventions to promote brain health, exploring their underlying mechanisms, and developing targeted and personalized strategies for specific population subgroups.
DOI: 10.6084/m9.figshare.28925474
title: Supplementary Material for: Sociodemographic barriers to starting the kidney transplantation evaluation process and waitlisting in the Ohio River Valley

description: Introduction: Individuals with end-stage kidney disease face barriers and delays in access to kidney transplantation, but little is known about access before waitlisting due to the lack of national data on pre-waitlisting measures. The Early Steps to Transplant Access Registry (E-STAR) captures referral and evaluation data in four U.S. regions including the Ohio River Valley, and this study utilizes E-STAR data to describe sociodemographic factors associated with starting the transplant evaluation and waitlisting in this region.
Methods: Adults referred to a transplant center for evaluation within the Ohio River Valley during 2015-2021 and captured within E-STAR were included. Linked E-STAR, United States Renal Data System, and American Community Survey data were used to assess the association between sociodemographic (age, sex, race/ethnicity, insurance status), clinical, and neighborhood factors and time from referral to evaluation start and time from evaluation start to waitlisting by Cox proportional hazards analyses.
Results: Among 15,673 referred adults, the mean age was 55 years, and the majority were male (61.4%) and had public insurance (56.6%) while 21.3% were preemptively referred. Compared to individuals aged 18-29, all other age groups had less likelihood of starting evaluations in the adjusted model. Black adults (vs. white; adjusted hazard ratio: 0.89 [95% CI: 0.81-0.98]), and those with Medicaid or Medicare were less likely to start the evaluation (vs. employer-sponsored, 0.58 [0.50-0.66]; 0.66 [0.66-0.82], respectively). Among individuals who started the evaluation, those with Black (vs. white race), and Medicaid or Medicare (vs. employer-sponsored) were less likely to be waitlisted in the adjusted analysis.
Conclusions: Associations between age, sex, race and economic characteristics and access to evaluation start and waitlisting were observed. Future research investigating underlying causes and points of intervention in this region is warranted.
DOI: 10.6084/m9.figshare.28925474.v1
title: Supplementary Material for: Sociodemographic barriers to starting the kidney transplantation evaluation process and waitlisting in the Ohio River Valley

description: Introduction: Individuals with end-stage kidney disease face barriers and delays in access to kidney transplantation, but little is known about access before waitlisting due to the lack of national data on pre-waitlisting measures. The Early Steps to Transplant Access Registry (E-STAR) captures referral and evaluation data in four U.S. regions including the Ohio River Valley, and this study utilizes E-STAR data to describe sociodemographic factors associated with starting the transplant evaluation and waitlisting in this region.
Methods: Adults referred to a transplant center for evaluation within the Ohio River Valley during 2015-2021 and captured within E-STAR were included. Linked E-STAR, United States Renal Data System, and American Community Survey data were used to assess the association between sociodemographic (age, sex, race/ethnicity, insurance status), clinical, and neighborhood factors and time from referral to evaluation start and time from evaluation start to waitlisting by Cox proportional hazards analyses.
Results: Among 15,673 referred adults, the mean age was 55 years, and the majority were male (61.4%) and had public insurance (56.6%) while 21.3% were preemptively referred. Compared to individuals aged 18-29, all other age groups had less likelihood of starting evaluations in the adjusted model. Black adults (vs. white; adjusted hazard ratio: 0.89 [95% CI: 0.81-0.98]), and those with Medicaid or Medicare were less likely to start the evaluation (vs. employer-sponsored, 0.58 [0.50-0.66]; 0.66 [0.66-0.82], respectively). Among individuals who started the evaluation, those with Black (vs. white race), and Medicaid or Medicare (vs. employer-sponsored) were less likely to be waitlisted in the adjusted analysis.
Conclusions: Associations between age, sex, race and economic characteristics and access to evaluation start and waitlisting were observed. Future research investigating underlying causes and points of intervention in this region is warranted.
DOI: 10.15468/dl.g7p337
title: Occurrence Download

description: A dataset containing 2818 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 Axyris L."
 ]
}

 The dataset includes 2818 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012947-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dt2jwm
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sansarea circulifera (Hering, 1933), Sansarea formosana Solovyev, 2017, Sansarea circulifera (Hering, 1933), Sansarea alenae (Solovyev & Saldaitis, 2021), Sansarea zeta Solovyev & Witt, 2009, Sansarea grata Solovyev & Witt, 2009, Sansarea alenae (Solovyev & Saldaitis, 2021))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 170 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012946-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9yyyg
title: Occurrence Download

description: A dataset containing 32630 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 Azadirachta A.Juss."
 ]
}

 The dataset includes 32630 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012949-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezuv9x
title: Occurrence Download

description: A dataset containing 40868 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemigrapsus sanguineus (De Haan, 1835)"
 ]
}

 The dataset includes 40868 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012948-250426092105405/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/11659786
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.15468/dl.taxm9g
title: Occurrence Download

description: A dataset containing 6 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 Azanza Moc. & Sessé ex DC., 1824"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012951-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/78q-9n1-lzl
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y21-34l-14v
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6xm-gev-ejq
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7th-jrl-bnn
title: Hexaprotodon Falconer & Cautley, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7g7-f03-f32
title: Dicerorhinus Gloger, 1841

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z9n-lvt-t66
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/11v-ykz-4dw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fnd-rbk-84n
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pnj-j2k-zka
title: †Isocrinus (Chladocrinus) (Agassiz, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ng-1kl-vc7
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gn6-y8e-rw5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8at-p3w-ejy
title: Rusa C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p0l-1jg-vrr
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ab-vva-7s3
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p3n-gkg-c7f
title: †Lepidorbitoides minor (Schlumberger, 1902)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xds-ddg-awf
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5164/iab.lpp1224.de.en.v1
title: Linked Personnel Panel (LPP) – Version 1224 v1
title: LPP 1224 v1

description: Mit dem LPP bietet das IAB ein einzigartiges Datenprodukt für die personalökonomische Forschung in Deutschland an. Die simultane Betrachtung von Arbeitgeber- und Beschäftigtenperspektive ermöglicht sowohl Quer- als auch Längsschnittanalysen von Wirkungszusammenhängen zwischen Personalmanagement, individueller Arbeitsqualität und betrieblichem Erfolg. Zentrale Fragestellungen, die anhand der Daten untersucht werden können, sind unter anderem: Welche Personalmanagementinstrumente nutzen Betriebe? Gibt es Unterschiede in der Heterogenität der Nutzung, beispielsweise hinsichtlich Betriebsgrößenklasse oder Branche? Welche Veränderungen in der Nutzung zeigen sich über die Zeit? Kann man einen Einfluss bestimmter Maßnahmen auf den wirtschaftlichen Erfolg beobachten? Wie wirken bestimmte Instrumente auf Mitarbeitereinstellungen, Motivation, Arbeitszufriedenheit, Gesundheit, Bindung an den Betrieb etc.? Welche Änderungen zeigten sich während der Corona-Pandemie und durch die Einführung neuer Technologien? Die Verknüpfung der Befragungen mit dem IAB-Betriebspanel eröffnet zudem weitere Analysepotentiale.

Corona-Zusatzbefragung: Zu Beginn der Corona-Pandemie wurde eine – drei Erhebungswellen umfassende – Online-Sonderbefragung eines Teils der an Welle 4 teilnehmenden Beschäftigten durchgeführt. Die Daten der Corona-Zusatzbefragung können als Ergänzung zum LPP beantragt werden.
description: With the LPP, the IAB provides a unique data product for personnel economic research in Germany. The simultaneous observation of employer and employee perspective allows both cross and longitudinal analyses of the relationship between HR management, individual job quality and firm performance. The following central questions can be answered on the basis of the data: Which HR management instruments are used by establishments? Are there differences in the heterogeneity of application, for instance with respect to establishment size classes or sectors? How do HR management strategies develop over time? Is there an impact of certain HR management strategies on firm performance? Is there an impact of certain HR management strategies on employees’ attitudes, satisfaction, health status, commitment etc.? What changes occured during the Corona pandemic and with the introduction of new technologies? In addition, the linkage of the surveys with the IAB Establishment Panel offers further analytic potential.

Corona Special Survey: At the beginning of the Corona pandemic, a special corona online survey was conducted among a subset of the employees who participated in wave 4. The resulting data from three survey waves during 2020 are available as a supplementary module to the LPP data product upon request.
DOI: 10.3535/asf-rzj-pny
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fr2-x9t-7le
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16900340
title: Code to produce the data and figures of the paper arXiv:2508.09417
DOI: 10.5281/zenodo.16900341
title: Code to produce the data and figures of the paper arXiv:2508.09417
DOI: 10.3535/2vv-nty-qsd
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c45-31y-a6f
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/61f-gcf-gy9
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/85h-mj9-1zg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e4e-6qw-swg
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.y6fdxx
title: Occurrence Download

description: A dataset containing 56221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fundulus grandis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56221 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022047-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/68d-nxa-j21
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9tw-wke-jcb
title: †Platyceras Conrad, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/88m-0hx-hba
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/glf-t1g-qh4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gyg-7gs-0q4
title: †Cardiopelta Pomel, 1883

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vwa-7dz-v8x
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.9kdxgc
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus laoticus"
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022061-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/t98-e9d-g5x
title: †Plesiaster Pomel, 1883

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h82-p2z-vek
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.