cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17026/dans-2ck-5gca
title: Amsterdamse omnibus-enquête III 1984
title: Amsterdam omnibus survey III 1984

description: &lt;p&gt;To improve efficiency in performance of municipal departments. Evaluation of housing corporation periodical "Onder Dak" / pollution of streets and parks, use of public litter bins / experience of public sanitation department / need for public conveniences / experience of the office of the 'ombudswoman': "Stichting Ombudsvrouw" / health complaints, making use of health services / making use of bicycles, need for guarded bicycle-sheds / experience of crime and vandalism / evaluation of recent strikes at municipal departments / making use of public transport / interest in local politics / experience of district councils / extension of business hours of shops. Background variables: basic characteristics/ place of birth/ residence/ household characteristics/ education&lt;/p&gt;
DOI: 10.3535/1bt-j98-av3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aa3-ery-0eh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xzm-bskq
title: Dutch Parliamentary Election Study 1989 (DPES/NKO 1989)
title: Nationaal Kiezersonderzoek 1989 (NKO 1989)

description: &lt;p&gt;Systematic analysis of change in political opinions and behaviour of the Dutch electorate. Pre-election wave: reading of newspapers / tv newscast exposure / most important national problems / party identification and membership / evaluation of government policy on economic situation, labour market, personal income situation / political issues ( perception of main parties standpoint, own stand ): abortion, nuclear plants, differences in income / voting in last European Parliament elections / voting in last national election / coalition preference / opinion on cleaning pollution / sympathy rating of parties and leading politicians / party identification of parents / Post-election wave, additional variables: voting behaviour / time of vote decision / voting stability / political issues ( perception of main parties stand, own stand ): euthanasia, NATO nuclear arms on Dutch territory / expectations regarding own income situation, general prosperity and influence of coalition on that / prevalence of reduction of unemployment versus reduction of government debts / knowledge of, opinions on leading politicians / left, right rating of political parties / sense of political efficacy / civic competence, participation / party campaign activities / membership of and participation in extra-parliamentary organizations / influence of religion / pillarization - compartmentalization / confessionalism / secularism / self centredness / importance of national political goals /sympathy rating of politicians Background variables: basic characteristics/ residence/ housing situation/ household characteristics/ occupation/employment/ income/capital assets/ education/ social class/ politics/ religion/ readership, mass media, and 'cultural' exposure/ organizational membership.&lt;br&gt;The data- and documentation files of this dataset can be downloaded via the option Data Files.&lt;/p&gt;
DOI: 10.3535/ap6-84c-jb5
title: Polyaspididae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/haf-3n5-00g
title: Macronyssus flavus (Kolenati, 1856)

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

description: A dataset containing 541 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Williamsonia fletcheri Williamson, 1923"
 ]
}

 The dataset includes 541 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010247-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14641221
title: Source Data and Simulated Datasets for Sant et al. 2025 - CHOIR improves significance-based detection of cell types and states from single-cell data

description: This repository contains files related to Sant et al. Nature Genetics 2025 which were too large to include as part of the publication. Below, we describe each file and its contents.1. Simulated datasets and associated parameters

Simulated_Data_Parameters.xlsx - This file contains the parameters used to create the simulated datasets mentioned below. Briefly, using the R package Splatter, we generated 100 simulated datasets representing 1, 5, 10, or 20 distinct ground-truth cell populations, ranging from 500 to 25,000 cells. To assess how various aspects of snRNA-seq datasets affect CHOIR’s performance, we used five of the simulated datasets produced with Splatter as the baseline to generate 105 additional simulated datasets in which we incrementally reduced the prevalence of rare cell populations, the degree of differential expression, or the library size. Additionally, we generated 10 simulated datasets with multiple batches, with either balanced or imbalanced batch sizes, and 5 simulated datasets using Splatter’s simulation of cell differentiation trajectories. To ensure that our results were not dependent on the software used for data simulation, we also generated 10 datasets with the simulation method scDesign3 from real subsampled PBMC cell populations.Simulated_Datasets.tar.gz - This tar.gz archive contains the 230 simulated datasets which were used for benchmarking of clustering tools for single-cell analysis in Sant et al. Nature Genetics 2025. The individual datasets have been stored as Seurat objects and combined into a single tar.gz file.

 

2. Source data and results for real-world datasets

SourceData1_RealData.xlsx - This excel file contains the parameters used, the metrics obtained, the cell labels obtained, and any relevant single-cell-resolution results from the analyses of the following real-world datasets: snMultiome human retina (Wang et al. Cell Genomics 2022), atlas-scale snRNA-seq of human brain (Siletti et al. Science 2023), scRNA-seq of mixed cell lines (Kinker et al. Nature Genetics 2020), CITE-seq of human PBMCs (Hao et al. Cell 2021), and sci-Space of mouse embryo (Srivatsan et al. Science 2021).

 

3. Source data and results for simulated datasets

SourceData2_SimulatedData.xlsx - This excel file contains the parameters used, the metrics obtained, and the cell labels obtained for all simulated datasets analyzed in Sant et al. Nature Genetics 2025.
DOI: 10.5281/zenodo.15022223
title: Supporting data: Grid instability growth rates for explicit, electrostatic momentum- and energy-conserving particle-in-cell algorithms

description: This data archives the simulation results used to produce the figures in the paper "Grid instability growth rates for explicit, electrostatic momentum- and energy-conserving particle-in-cell algorithms".

The results in that paper are obtained by fitting the exponential growth regimes of the electron thermal energy in a series of electrostatic, periodic, 1D particle-in-cell simulations with a neutralizing background density. The independent variables in these simulations are the electron drift and thermal velocities, each normalized by the product of the plasma frequency and grid cell size.

Thus, this archive contains .csv files that give the electron thermal energy (among several other energies used for testing and simulation validation) as a function of time. The filename of each csv specifies the normalized drift and thermal energies of the electrons for that simulation.
DOI: 10.5281/zenodo.15022224
title: Supporting data: Grid instability growth rates for explicit, electrostatic momentum- and energy-conserving particle-in-cell algorithms

description: This data archives the simulation results used to produce the figures in the paper "Grid instability growth rates for explicit, electrostatic momentum- and energy-conserving particle-in-cell algorithms".

The results in that paper are obtained by fitting the exponential growth regimes of the electron thermal energy in a series of electrostatic, periodic, 1D particle-in-cell simulations with a neutralizing background density. The independent variables in these simulations are the electron drift and thermal velocities, each normalized by the product of the plasma frequency and grid cell size.

Thus, this archive contains .csv files that give the electron thermal energy (among several other energies used for testing and simulation validation) as a function of time. The filename of each csv specifies the normalized drift and thermal energies of the electrons for that simulation.
DOI: 10.15468/dl.4sqmxc
title: Occurrence Download

description: A dataset containing 3875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyalopterus pruni (Geoffroy, 1762)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3875 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010248-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjgfv8
title: Occurrence Download

description: A dataset containing 26734 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database of Vascular Plants of Himalaya"
 ]
}

 The dataset includes 26734 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010249-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sf25jy
title: Occurrence Download

description: A dataset containing 2417 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lestes inaequalis Walsh, 1862"
 ]
}

 The dataset includes 2417 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010250-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zzvpf
title: Occurrence Download

description: A dataset containing 3610 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nannothemis bella (Uhler, 1857)"
 ]
}

 The dataset includes 3610 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010251-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bddbq7
title: Occurrence Download

description: A dataset containing 45197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lestes dryas Kirby, 1890"
 ]
}

 The dataset includes 45197 records from 699 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010252-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyzu6c
title: Occurrence Download

description: A dataset containing 332 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophiogomphus anomalus Harvey, 1898"
 ]
}

 The dataset includes 332 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010253-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8rgjx
title: Occurrence Download

description: A dataset containing 33448 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Enallagma civile (Hagen, 1861)"
 ]
}

 The dataset includes 33448 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010254-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pr69gu
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Idiopterus nephrelepidis Davis, 1909",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010255-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvkges
title: Occurrence Download

description: A dataset containing 4833 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boyeria vinosa (Say, 1840)"
 ]
}

 The dataset includes 4833 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010256-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7df4n6
title: Occurrence Download

description: A dataset containing 14168 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachemys scripta scripta"
 ]
}

 The dataset includes 14168 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010257-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xm92nf
title: Occurrence Download

description: A dataset containing 2615 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lestes forcipatus Rambur, 1842"
 ]
}

 The dataset includes 2615 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010258-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gmj8x
title: Occurrence Download

description: A dataset containing 99142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythemis simplicicollis (Say, 1840)"
 ]
}

 The dataset includes 99142 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010244-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxspbp
title: Occurrence Download

description: A dataset containing 321 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemipholis elongata (Say, 1825)"
 ]
}

 The dataset includes 321 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010259-250310093411724/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.28602083
title: Supplementary files_ASR and VU.xlsx

description: Screen media acts as a fundamental aspect in the daily lives of children with and without autism spectrum disorders (ASDs). This systematic review evaluated and assembled articles on ASDs about excessive screen exposure and screen time. Nine electronic databases (i.e., Medline, Embase, ERIC/Proquest, ScienceDirect, Pubmed, PsycINFO, CINAHL, Scopus, and EBM Reviews - Cochrane Central Register of Controlled Trials) were searched from inception to Dec 2024. The general inclusion criteria were studies conducted on children and youths with ASDs. Of the 1307 unique articles screened after the early search, 12 research studies carried out on 124,913 participants altogether, fulfilled our inclusion criteria. The ASD symptoms were evaluated using various assessment measures. The three main themes discussed findings related to ASD and screen time as a trigger: withdrawal of screen time, and genetic predisposition. The empirical evidence has highlighted the significant increase in early childhood excessive screen exposure and various negative cognitive and behavioural consequences among children, showing the importance of a refined understanding of early and excessive exposure to digital devices and screens. The results are encouraging but need validation and refinement by more empirical investigations.
DOI: 10.6084/m9.figshare.28602083.v1
title: Supplementary files_ASR and VU.xlsx

description: Screen media acts as a fundamental aspect in the daily lives of children with and without autism spectrum disorders (ASDs). This systematic review evaluated and assembled articles on ASDs about excessive screen exposure and screen time. Nine electronic databases (i.e., Medline, Embase, ERIC/Proquest, ScienceDirect, Pubmed, PsycINFO, CINAHL, Scopus, and EBM Reviews - Cochrane Central Register of Controlled Trials) were searched from inception to Dec 2024. The general inclusion criteria were studies conducted on children and youths with ASDs. Of the 1307 unique articles screened after the early search, 12 research studies carried out on 124,913 participants altogether, fulfilled our inclusion criteria. The ASD symptoms were evaluated using various assessment measures. The three main themes discussed findings related to ASD and screen time as a trigger: withdrawal of screen time, and genetic predisposition. The empirical evidence has highlighted the significant increase in early childhood excessive screen exposure and various negative cognitive and behavioural consequences among children, showing the importance of a refined understanding of early and excessive exposure to digital devices and screens. The results are encouraging but need validation and refinement by more empirical investigations.
DOI: 10.15468/dl.fffbam
title: Occurrence Download

description: A dataset containing 44200 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ischnura posita (Hagen, 1861)"
 ]
}

 The dataset includes 44200 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010261-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7243kv
title: Occurrence Download

description: A dataset containing 3926 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucorrhinia frigida Hagen, 1890"
 ]
}

 The dataset includes 3926 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010262-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcn3cv
title: Occurrence Download

description: A dataset containing 1272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperomyzus lactucae (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1272 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010263-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsktqj
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "TaxonKey is Artibeus watsoni Thomas, 1901"
 ]
}

 The dataset includes 96 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010264-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15032556
title: Ciona tail regression_genotype_Ano6 (KH.C10.524)_video1 (part5)

description: Video that was collected using Ciona Tracker 2.0 as part of Liang et al 2025. Animals included in this video are Ano6 mutants used in CRISPR/Cas9 experiments addressing the role of Ano5 and Ano6 in Ciona sensory perception.
DOI: 10.5281/zenodo.15032557
title: Ciona tail regression_genotype_Ano6 (KH.C10.524)_video1 (part5)

description: Video that was collected using Ciona Tracker 2.0 as part of Liang et al 2025. Animals included in this video are Ano6 mutants used in CRISPR/Cas9 experiments addressing the role of Ano5 and Ano6 in Ciona sensory perception.
DOI: 10.15468/dl.etwe4a
title: Occurrence Download

description: A dataset containing 19368 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Libellula vibrans Fabricius, 1793"
 ]
}

 The dataset includes 19368 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010265-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zd37r9
title: Occurrence Download

description: A dataset containing 1552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeshna verticalis Hagen, 1861"
 ]
}

 The dataset includes 1552 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010266-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzhywm
title: Occurrence Download

description: A dataset containing 560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bhutan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea insignis Hume, 1878",
 "Year 1990-2025"
 ]
}

 The dataset includes 560 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010267-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vshug
title: Occurrence Download

description: A dataset containing 14168 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachemys scripta scripta"
 ]
}

 The dataset includes 14168 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010268-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5b684
title: Occurrence Download

description: A dataset containing 6114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Enallagma hageni (Walsh, 1863)"
 ]
}

 The dataset includes 6114 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010269-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xbytr
title: Occurrence Download

description: A dataset containing 32899 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celithemis eponina (Drury, 1773)"
 ]
}

 The dataset includes 32899 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010270-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.