cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.nc8phw
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum salangense Polatschek & Rech.f."
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203094-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ank4m2
title: Occurrence Download

description: A dataset containing 316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Boana punctata (Schneider, 1799)"
 ]
}

 The dataset includes 316 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056103-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbsek5
title: Occurrence Download

description: A dataset containing 3552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex stenophylla Wahlenb."
 ]
}

 The dataset includes 3552 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177014-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c527uy
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Operculina ventricosa (Bertero) Peter"
 ]
}

 The dataset includes 191 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177015-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.if6mw9
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Trembleya rosmarinoides DC.",
 "TaxonKey is Trembleya rosmarinioides DC."
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094282-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxc3xf
title: Occurrence Download

description: A dataset containing 14255 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senna occidentalis (L.) Link"
 ]
}

 The dataset includes 14255 records from 417 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068368-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvsqw4
title: Occurrence Download

description: A dataset listing the 10563 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is EOD – eBird Observation Dataset"
 ]
}

 The dataset's 10563 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004371-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtktdj
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "TaxonKey is Iris pseudacorus L."
 ]
}

 The dataset includes 101 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008303-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3n323p
title: Occurrence Download

description: A dataset containing 12280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Staurastrum Meyen ex Ralfs, 1848"
 ]
}

 The dataset includes 12280 records from 210 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008311-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xb4rwa
title: Occurrence Download

description: A dataset containing 1925 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((14.03488 50.8191,14.02621 50.80103,14.03824 50.69007,14.384 50.65503,14.41797 50.65286,14.46423 50.65358,14.59795 50.74321,14.64059 50.86825,14.66343 50.93575,14.57626 50.92608,14.63293 50.98378,14.58566 51.00992,14.54229 51.02944,14.50326 51.05185,14.44544 51.04245,14.41229 51.06721,14.40062 51.04173,14.28931 51.06413,14.25895 51.02366,14.24883 50.98029,14.37026 50.91813,14.31099 50.89283,14.22137 50.89644,14.20474 50.86392,14.17438 50.85958,14.0638 50.81983,14.03488 50.8191))",
 "HasGeospatialIssue is false",
 "Month is one of (August, September, October)",
 "Year 2021-2021"
 ]
}

 The dataset includes 1925 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004394-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dny5wu
title: Occurrence Download

description: A dataset containing 104886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((35.924964333333335 65.07073733333334, 35.924964333333335 82.15736799999999, 1.8796086666666671 82.15736799999999, 1.8796086666666671 65.07073733333334, 35.924964333333335 65.07073733333334))",
 "EventDate is 2022-05-01,2022-05-31"
 ]
}

 The dataset includes 104886 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064220-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nw4c5f
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barleria antunesii Lindau"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037630-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.runzib
title: Occurrence Download

description: A dataset containing 1713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetodon auriga Forsskål, 1775",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1713 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026587-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5aejr
title: Occurrence Download

description: A dataset containing 138743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus rubra L.)",
 "HasCoordinate is true",
 "Geometry POLYGON ((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 138743 records from 803 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004375-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59vm76
title: Occurrence Download

description: A dataset containing 674 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Herniaria polygama Gay"
 ]
}

 The dataset includes 674 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021386-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p64v58
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maxonia apiifolia (Sw.) C.Chr.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 131 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039909-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rn5x37
title: Occurrence Download

description: A dataset containing 4880035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Odonata, Mollusca)",
 "HasCoordinate is true",
 "Continent is North America"
 ]
}

 The dataset includes 4880035 records from 615 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008304-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4sza9
title: Occurrence Download

description: A dataset containing 528 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cicindela soluta"
 ]
}

 The dataset includes 528 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053316-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data2163
title: Leaf litter data from three Catalan rivers: Arbúcies, Llémena and Riera Major
title: Rivstress_UB_Leaf litter data - Task 1.1_20250407

description: Data of leaf litter decomposition, quality and fungal community of the task 1.1 of the project Rivstress (PID2020-115708RB-C21). The data was collected in an experiment conducted in three Catalan rivers: Arbúcies, Llémena and Riera Major. Leaf litter bags were placed into the rivers to study leaf litter decomposition and its associated fungal community. The bags were exposed to two intensities of drying (pulse: short and intermittent; press: prolonged drying) and, finally, to the effluent of a wastewater treatment plant (WWTP), to study the impact of both stressors on leaf litter and fungal parameters. See Pinilla-Rosa et al. (in press) for more detailed information. The data format allows to recreate every result presented in Pinilla-Rosa et al. (in press). The firsts four sheets of the excel present the data of leaf litter mass loss (decomposition), fungal biomass, C:N ratio and fungal richness of leaves, respectively, used to conduct Generalized Lineal Models (GLMs). The rest of the sheets present the OTUs matrices used to conduct different community analyses (Coverage, NMDS, PERMANOVA, beta diversity and SIMPER) for each river. Mass loss is expressed as the percentage of leaf biomass lost. Fungal biomass is expressed in milligrams (mg) of fungi per gram (g) of leaves.
description: The data format allows to recreate every result presented in Pinilla-Rosa et al. (in press). Mass loss is expressed as the percentage of leaf biomass lost. Fungal biomass is expressed in milligrams (mg) of fungi per gram (g) of leaves.
DOI: 10.15468/dl.yxy9xv
title: Occurrence Download

description: A dataset containing 40128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Human Observation, Machine Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sargassum horneri"
 ]
}

 The dataset includes 40128 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053315-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17937795
title: Data for paper "Mathematical modelling of chemical detection in porous substrates using sampling coatings"

description: The attached files contain the data for the paper "Mathematical modelling of chemical detection in porous substrates using sampling coatings" by Aoibheann Murray, Ellen Luckins, Yixuan Sun, Stuart Notman, Lesely Hetherington, Merlin Etzold, accepted for publication in Applied Mathematical Modelling (December 2025). See the READ ME file for a description of the data.
DOI: 10.5281/zenodo.17937796
title: Data for paper "Mathematical modelling of chemical detection in porous substrates using sampling coatings"

description: The attached files contain the data for the paper "Mathematical modelling of chemical detection in porous substrates using sampling coatings" by Aoibheann Murray, Ellen Luckins, Yixuan Sun, Stuart Notman, Lesely Hetherington, Merlin Etzold, accepted for publication in Applied Mathematical Modelling (December 2025). See the READ ME file for a description of the data.
DOI: 10.48436/kqn5e-1tb41
title: Hierarchically Micro- and Mesoporous Zeolitic Imidazolate Frameworks Through Selective Ligand Removal

description: Context and Methodology 

This dataset contains the underlying experimental data supporting the results reported in the research article published in DOI: 10.1002/smll.202307981. 

The data provided here covers the structural characterization, thermal stability, and adsorption performance of the reported materials. For detailed discussions on the synthesis protocols, experimental conditions, and comprehensive interpretation of these results, please refer to the original publication and its Supplementary Information.

Technical Details 

1. Dataset Structure and Naming Convention: 

Unlike datasets organized by manuscript figure numbers, this dataset is organized by characterization technique. Each file corresponds to a specific analytical method and contains data for multiple samples.



File Format: All data is provided in .xlsx format for broad accessibility.

Sample Identification: Inside each .xlsx file, specific datasets are clearly labeled with the corresponding Sample Names/Numbers as used in the manuscript.


2. Description of Files: The dataset consists of the following files:



XRD.xlsx: Powder X-ray Diffraction (PXRD) patterns used to analyze crystal structures.

IR.xlsx: Infrared Spectroscopy (IR) data showing functional group analysis.

NMR.xlsx: Nuclear Magnetic Resonance spectra data.

TGA.xlsx: Thermogravimetric Analysis data illustrating thermal stability and decomposition profiles.

Physisorption.xlsx: Nitrogen adsorption-desorption isotherms (pore size distribution data).

Methylene blue.xlsx: Performance data representing the adsorption capacity of the samples towards Methylene Blue (MB).


3. Software Requirements:

No proprietary instrument software is required to view this data. Any spreadsheet software (e.g., Microsoft Excel, LibreOffice Calc) can be used to open and process the .xlsx files.

Further Details Users are kindly requested to cite the original article when reusing any part of this dataset.
DOI: 10.48436/yy3d0-cap73
title: Hierarchically Micro- and Mesoporous Zeolitic Imidazolate Frameworks Through Selective Ligand Removal

description: Context and Methodology 

This dataset contains the underlying experimental data supporting the results reported in the research article published in DOI: 10.1002/smll.202307981. 

The data provided here covers the structural characterization, thermal stability, and adsorption performance of the reported materials. For detailed discussions on the synthesis protocols, experimental conditions, and comprehensive interpretation of these results, please refer to the original publication and its Supplementary Information.

Technical Details 

1. Dataset Structure and Naming Convention: 

Unlike datasets organized by manuscript figure numbers, this dataset is organized by characterization technique. Each file corresponds to a specific analytical method and contains data for multiple samples.



File Format: All data is provided in .xlsx format for broad accessibility.

Sample Identification: Inside each .xlsx file, specific datasets are clearly labeled with the corresponding Sample Names/Numbers as used in the manuscript.


2. Description of Files: The dataset consists of the following files:



XRD.xlsx: Powder X-ray Diffraction (PXRD) patterns used to analyze crystal structures.

IR.xlsx: Infrared Spectroscopy (IR) data showing functional group analysis.

NMR.xlsx: Nuclear Magnetic Resonance spectra data.

TGA.xlsx: Thermogravimetric Analysis data illustrating thermal stability and decomposition profiles.

Physisorption.xlsx: Nitrogen adsorption-desorption isotherms (pore size distribution data).

Methylene blue.xlsx: Performance data representing the adsorption capacity of the samples towards Methylene Blue (MB).


3. Software Requirements:

No proprietary instrument software is required to view this data. Any spreadsheet software (e.g., Microsoft Excel, LibreOffice Calc) can be used to open and process the .xlsx files.

Further Details Users are kindly requested to cite the original article when reusing any part of this dataset.
DOI: 10.7910/dvn/p3loww
title: Prime numbers generated by the formula a(n) = floor(n*(n+1)/e)

description: This dataset is a sequence of prime numbers generated by the formula 
a(n) = floor(n*(n+1)/e) that I discovered on the night of December 13, 2025. Can you find any interesting properties related to the prime numbers generated by this formula?
DOI: 10.5281/zenodo.17191646
title: Data from tracer experiments under varying flow rates in a 3D concrete printing system

description: This dataset contains measurements collected from tracer experiments conducted on a 3D concrete printing system. It includes the residence time distributions (RTD) obtained under varying flow rates, as well as continuously measured mass flow rate throughout the session. Additionally, the dataset includes data from in-line process measurements, such as pressure, temperature, and other relevant operational parameters. All data is described following the 3DCP.data framework of Eindhoven University of Technology.
DOI: 10.34810/data2819
title: Macroinvertebrate data from three Catalan rivers: Arbúcies, Llémena and Riera Major

description: Data of stream macroinvertebrate communities of the task 1.2 of the project Rivstress (PID2020-115708RB-C21). The data was collected in an experiment conducted in three Catalan rivers: Arbúcies, Llémena and Riera Major. Artificial substrates (bricks) were placed into the rivers to study freshwater macroinvertebrates. The bricks were exposed to two intensities of drying (pulse: short and intermittent; press: prolonged drying) and, finally, to the effluent of a wastewater treatment plant (WWTP), to study the impact of both stressors on the taxonomic and functional structure of macroinvertebrate communities. See Pinilla-Rosa et al. (in press) for more detailed information. The data format allows to recreate every result presented in Pinilla-Rosa et al. (in press). Four files present the data of taxonomic richness, abundance, biomass, functional richness and functional dissimilarity used to conduct Generalized Lineal Models (GLMs). The rest of the files present the community matrices used to conduct different community analyses (Coverage, NMDS, PERMANOVA, beta diversity, IndVal and CWMs) for each river. Biomass is expressed as AFDM (mg) of macroinvertebrates. Functional dissimilarity is expressed using the Rao index (ranged between 0: no dissimilarity, and 1: total dissimilarity). In addition, supporting files are included for concrete analysis such as the defined treatments for PERMANOVAs and the legend of CWM categories.
description: The data format allows to recreate every result presented in Pinilla-Rosa et al. (in press). Mass loss is expressed as the percentage of leaf biomass lost. Biomass is expressed as AFDM (mg) of macroinvertebrates. Functional dissimilarity is expressed using the Rao index (ranged between 0: no dissimilarity, and 1: total dissimilarity).
DOI: 10.15468/dl.yvuyr8
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((11.26791 44.54416,11.26902 44.54252,11.30378 44.53685,11.30609 44.53639,11.30761 44.54304,11.27759 44.54802,11.27067 44.54862,11.26791 44.54416))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erithacus rubecula",
 "Year 2019-2025"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053310-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17937716
title: Dataset for the ICSA submission with the title "Let LLMs Autoscale Microservices: A Quantitative Evaluation of Architectures"
DOI: 10.15468/dl.hqzm45
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mozambique",
 "OccurrenceStatus is Present",
 "TaxonKey is Cissus rotundifolia"
 ]
}

 The dataset includes 56 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053319-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17936869
title: Disparate estimates of intrinsic productivity for Antarctic krill across small spatial scales, under a rapidly changing ocean: code and processed data
title: Intrinsic productivity in Krill at Subarea 48.1 (Antarctic Peninsula)

description: This release contains the source code and processed krill length–frequency datasets used to reproduce the analyses presented in the study. The datasets are not original raw observations; they correspond to atomized and aggregated data derived from primary sources, prepared exclusively for methodological illustration, model execution, and reproducibility of the analytical workflow.

These processed data enable replication of the stock assessment and simulation exercises without disclosing original confidential datasets or proprietary monitoring records
DOI: 10.5281/zenodo.17936868
title: Disparate estimates of intrinsic productivity for Antarctic krill across small spatial scales, under a rapidly changing ocean: code and processed data
title: Intrinsic productivity in Krill at Subarea 48.1 (Antarctic Peninsula)

description: This release contains the source code and processed krill length–frequency datasets used to reproduce the analyses presented in the study. The datasets are not original raw observations; they correspond to atomized and aggregated data derived from primary sources, prepared exclusively for methodological illustration, model execution, and reproducibility of the analytical workflow.

These processed data enable replication of the stock assessment and simulation exercises without disclosing original confidential datasets or proprietary monitoring records
DOI: 10.5281/zenodo.15880295
title: The evolutionary dynamics between viral mimics and host proteins- input data for github repository

description: This dataset contains input files necessary for runnig our analysis pipeline, as describrd in 'The evolutionary dynamics between viral mimics and host proteins" by Fuchs, Schor, Naim et al. The pipeline can be found at out github repository- "domain_mimicry" by HagaiLab: https://github.com/HagaiLab/domain_mimicry