cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.s7js7s
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is RUS.18_1",
 "TaxonKey is Silene noctiflora"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031598-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7h4xc
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Commelina communis",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 112 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031600-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u42unt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Commelina communis",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031601-250717081556266/datasets/export for details.
DOI: 10.15468/dl.xfgwhz
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Commelina communis",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031602-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gmf6j
title: Occurrence Download

description: A dataset containing 3174633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3174633 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031567-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9am4j
title: Occurrence Download

description: A dataset containing 4612 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxalis obtusa"
 ]
}

 The dataset includes 4612 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031604-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmnf2n
title: Occurrence Download

description: A dataset containing 5870 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mycalesis gotama"
 ]
}

 The dataset includes 5870 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031603-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mee57c
title: Occurrence Download

description: A dataset containing 26421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucanthemum vulgare",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26421 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031605-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6dz6t
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cecropia pachystachya",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031606-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.raunwe
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Moschidae"
 ]
}

 The dataset includes 260 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031607-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvsvvn
title: Occurrence Download

description: A dataset containing 753758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-05-27",
 "EventDate is less than or equal to 2025-06-26",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 753758 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031586-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/r41e-km49
title: {Unknown X-ray and H II region is caused by wind collisions in a massive multiple star system
DOI: 10.15468/dl.wzzbhx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callitriche keniensis",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031609-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsbm7k
title: Occurrence Download

description: A dataset containing 289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Commelina communis",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 289 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031612-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5u8wc
title: Occurrence Download

description: A dataset containing 231748 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 (Cygnus columbianus)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 231748 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031575-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2kq61k
title: CCDC 2374818: Experimental Crystal Structure Determination

description: Related Article: Danil V. Kochelakov|2025|Zh.Neorg.Khim.|70|42|doi:10.1134/S0036023624603192
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kq62l
title: CCDC 2374819: Experimental Crystal Structure Determination

description: Related Article: Danil V. Kochelakov|2025|Zh.Neorg.Khim.|70|42|doi:10.1134/S0036023624603192
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.34740/kaggle/dsv/14793362
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.15468/dl.uv9w44
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coprosma ochracea",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 199 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004999-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2plbsf
title: CCDC 2490285: Experimental Crystal Structure Determination

description: Related Article: Jing Liao, Zi-Meng Wang, Zhi-Heng Zhou, Lei Mei, Ji-Pan Yu, Li-Yong Yuan, Zhi-Rong Liu, Kong-Qiu Hu, Wei-Qun Shi|2026|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c04880
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2qh7t9
title: CCDC 2517101: Experimental Crystal Structure Determination

description: Related Article: jiang Peng|2026|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.18187435
title: Boolean logic links chromatin accessibility states to gene expression variability across cell types

description: ocrRBBR is an R package to infer Boolean rules linking chromatin accessibility (ATAC-seq peaks) to gene expression (RNA-seq) in both bulk and single-cell multiomic datasets. The package identifies combinations of OCRs (Open Chromatin Regions) that best predict the expression state of a target gene.

Features



Supports bulk and single-cell multiome data with paired RNA-seq and ATAC-seq per cell or sample.

Outputs interpretable Boolean rules with associated performance metrics.

Enables parallel computing for faster processing of large datasets.


Data Requirements and Normalization



RNA-seq (bulk): Quantile-normalized or TPM-normalized to adjust for sequencing depth and gene length.

ATAC-seq (bulk): Signal intensities are quantile-normalized to adjust for sequencing depth differences across samples.

Single-cell RNA-seq: LogNormalized with a scale factor of 10,000 (using Seurat).

Single-cell ATAC-seq: Normalized using the ReadsInTSS method to adjust for cell-specific variations in sequencing depth.

ocrRBBR is data-efficient and works well even with small sample sizes. Unlike neural networks, which require many parameters, ocrRBBR uses ridge regression with fewer parameters, making it suitable for datasets with limited samples. It has been tested on both bulk (85 cell types) and single-cell (9,834 cells) datasets and performs similarly on smaller single-cell datasets.

In ocrRBBR, samples do not need to originate from the same tissue or cell type. When samples are from the same cell type or tissue, ocrRBBR partitions them into more homogeneous groups, each associated with a distinct Boolean rule within the inferred rule set.
DOI: 10.5281/zenodo.18187436
title: Boolean logic links chromatin accessibility states to gene expression variability across cell types

description: ocrRBBR is an R package to infer Boolean rules linking chromatin accessibility (ATAC-seq peaks) to gene expression (RNA-seq) in both bulk and single-cell multiomic datasets. The package identifies combinations of OCRs (Open Chromatin Regions) that best predict the expression state of a target gene.

Features



Supports bulk and single-cell multiome data with paired RNA-seq and ATAC-seq per cell or sample.

Outputs interpretable Boolean rules with associated performance metrics.

Enables parallel computing for faster processing of large datasets.


Data Requirements and Normalization



RNA-seq (bulk): Quantile-normalized or TPM-normalized to adjust for sequencing depth and gene length.

ATAC-seq (bulk): Signal intensities are quantile-normalized to adjust for sequencing depth differences across samples.

Single-cell RNA-seq: LogNormalized with a scale factor of 10,000 (using Seurat).

Single-cell ATAC-seq: Normalized using the ReadsInTSS method to adjust for cell-specific variations in sequencing depth.

ocrRBBR is data-efficient and works well even with small sample sizes. Unlike neural networks, which require many parameters, ocrRBBR uses ridge regression with fewer parameters, making it suitable for datasets with limited samples. It has been tested on both bulk (85 cell types) and single-cell (9,834 cells) datasets and performs similarly on smaller single-cell datasets.

In ocrRBBR, samples do not need to originate from the same tissue or cell type. When samples are from the same cell type or tissue, ocrRBBR partitions them into more homogeneous groups, each associated with a distinct Boolean rule within the inferred rule set.
DOI: 10.5517/ccdc.csd.cc2nrb5y
title: CCDC 2465280: Experimental Crystal Structure Determination

description: Related Article: yan Fan|2026|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2qwpbn
title: CCDC 2529052: Experimental Crystal Structure Determination

description: Related Article: Heinemann, F. W., Huguet Torrell, S., Zenneck, U.|2026|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.47bw9d
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Simira gardneriana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 78 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005000-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/qa4yks
title: Developing meat-based recipes suited to the oral capacities of older adults: a participatory approach from the ALIMADENT project

description: This dataset was generated from a home-use study conducted with a panel of French consumers aged 65 years and over, who evaluated a set of 15 recipes designed to produce tender and juicy meat-based dishes. The recipes covered five culinary techniques, with three recipes per category: pan-fried, oven-roasted, pot-braised, confit-style cooked and minced meat. Participants, who were financial contributors to the ALIMADENT project were invited to prepare the recipes at home using their own kitchen equipment and usual cooking conditions. After preparing each recipe, participants completed a questionnaire developed by the authors to capture detailed feedback on both the cooking process and the appreciation of the final dish. Collected data included: the origin of the meat (place and format of purchase) and perceived cost of the recipe (“Very inexpensive”, “Reasonable”, “Too expensive”); perceived ease of finding the ingredients, understanding the recipe, and preparing the dish (4-point scale from “Very easy” to “Very difficult”); perceived preparation time (“Short”, “Appropriate”, “Too long”); difficulties encountered and any modifications made to the recipe (open-ended responses); overall liking of the final dish (5-point hedonic scale from “I liked it very much” to “I did not like it at all”); perceived ease of chewing and swallowing (5-point scale from “Very easy” to “Very difficult”); perceived tenderness and juiciness (4-point scale from “Extremely” to “Not at all”); and intention to prepare the recipe again in the near future (from “Yes, very certainly” to “No, certainly not”). The dataset includes two worksheets: a glossary defining all variables and response scales, and a results sheet containing the data collected from the home-use tests. This work led to the development of a recipe booklet comprising four technical sheets and the 15 evaluated recipes, providing practical guidance for preparing tender and juicy meat dishes adapted to older adults’ needs https://hal.inrae.fr/hal-05368609v1.
DOI: 10.5281/zenodo.17939543
title: Fraction of annual number of hours suitable for wind power generation: A global dataset based on hourly CMIP6-based ISIMIP3b climate model data

description: This dataset provides the fraction of annual number of hours suitable for wind power generation as NetCDF files and compiled maps as PNG files.

The calculation is based on hourly CMIP6-based ISIMIP3b climate model data (GFDL-ESM4, IPSL-CM6A-LR, MPI-ESM1-2-HR, MRI-ESM2-0, UKESM1-0-LL) across the historical, ssp126, ssp370, and ssp585 experiments.

Historical data is provided from 1981-2010 in 5-year slices. Scenario data is provided from 2015-2100 in 5-year slices.

The Teddy-Toov (v1.3) is used for the temporal disaggregation of daily ISIMIP3b climate data to hourly data (Zabel and Poschlod 2023).
DOI: 10.5281/zenodo.17939542
title: Fraction of annual number of hours suitable for wind power generation: A global dataset based on hourly CMIP6-based ISIMIP3b climate model data

description: This dataset provides the fraction of annual number of hours suitable for wind power generation as NetCDF files and compiled maps as PNG files.

The calculation is based on hourly CMIP6-based ISIMIP3b climate model data (GFDL-ESM4, IPSL-CM6A-LR, MPI-ESM1-2-HR, MRI-ESM2-0, UKESM1-0-LL) across the historical, ssp126, ssp370, and ssp585 experiments.

Historical data is provided from 1981-2010 in 5-year slices. Scenario data is provided from 2015-2100 in 5-year slices.

The Teddy-Toov (v1.3) is used for the temporal disaggregation of daily ISIMIP3b climate data to hourly data (Zabel and Poschlod 2023).
DOI: 10.5281/zenodo.17939523
title: Fraction of wet hours: A global dataset based on hourly CMIP6-based ISIMIP3b climate model data

description: This dataset provides the fraction of wet hours (above 1mm/day) as NetCDF files and compiled maps as PNG files.

The calculation is based on hourly CMIP6-based ISIMIP3b climate model data (GFDL-ESM4, IPSL-CM6A-LR, MPI-ESM1-2-HR, MRI-ESM2-0, UKESM1-0-LL) across the historical, ssp126, ssp370, and ssp585 experiments.

Historical data is provided from 1981-2010 in 5-year slices. Scenario data is provided from 2015-2100 in 5-year slices.

The Teddy-Toov (v1.3) is used for the temporal disaggregation of daily ISIMIP3b climate data to hourly data (Zabel and Poschlod 2023).
DOI: 10.5281/zenodo.17939524
title: Fraction of wet hours: A global dataset based on hourly CMIP6-based ISIMIP3b climate model data

description: This dataset provides the fraction of wet hours (above 1mm/day) as NetCDF files and compiled maps as PNG files.

The calculation is based on hourly CMIP6-based ISIMIP3b climate model data (GFDL-ESM4, IPSL-CM6A-LR, MPI-ESM1-2-HR, MRI-ESM2-0, UKESM1-0-LL) across the historical, ssp126, ssp370, and ssp585 experiments.

Historical data is provided from 1981-2010 in 5-year slices. Scenario data is provided from 2015-2100 in 5-year slices.

The Teddy-Toov (v1.3) is used for the temporal disaggregation of daily ISIMIP3b climate data to hourly data (Zabel and Poschlod 2023).
DOI: 10.5281/zenodo.17939472
title: Photovoltaic power potential: A global dataset based on hourly CMIP6-based ISIMIP3b climate model data

description: This dataset provides the photocoltaic power potential as NetCDF files and compiled maps as PNG files.

The calculation is based on hourly CMIP6-based ISIMIP3b climate model data (GFDL-ESM4, IPSL-CM6A-LR, MPI-ESM1-2-HR, MRI-ESM2-0, UKESM1-0-LL) across the historical, ssp126, ssp370, and ssp585 experiments.

Historical data is provided from 1981-2010 in 5-year slices. Scenario data is provided from 2015-2100 in 5-year slices.

The Teddy-Toov (v1.3) is used for the temporal disaggregation of daily ISIMIP3b climate data to hourly data (Zabel and Poschlod 2023).
DOI: 10.5281/zenodo.17939473
title: Photovoltaic power potential: A global dataset based on hourly CMIP6-based ISIMIP3b climate model data

description: This dataset provides the photocoltaic power potential as NetCDF files and compiled maps as PNG files.

The calculation is based on hourly CMIP6-based ISIMIP3b climate model data (GFDL-ESM4, IPSL-CM6A-LR, MPI-ESM1-2-HR, MRI-ESM2-0, UKESM1-0-LL) across the historical, ssp126, ssp370, and ssp585 experiments.

Historical data is provided from 1981-2010 in 5-year slices. Scenario data is provided from 2015-2100 in 5-year slices.

The Teddy-Toov (v1.3) is used for the temporal disaggregation of daily ISIMIP3b climate data to hourly data (Zabel and Poschlod 2023).
DOI: 10.15468/dl.atmehs
title: Occurrence Download

description: A dataset containing 6016 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Computarización de las colectas del estado de Morelos depositadas en el Herbario HUMO de la Universidad Autónoma del Estado de Morelos"
 ]
}

 The dataset includes 6016 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006821-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.