cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29341239
title: Data set of all the figures from Stability of buoyant viscoelastic fluid flow in a vertical porous layer with horizontal throughflow

description: The stability of buoyancy-driven convection in a viscoelastic fluid saturating a vertical porous layer under the influence of a horizontal throughflow is studied. The viscoelastic behaviour is displayed by means of the Oldroyd-B type fluid, and its flow is represented through a suitable extension of Darcy's Law. The basic velocity and temperature fields turn out to be independent of viscoelastic rheology but are significantly influenced by throughflow. A linear stability analysis leads to a differential eigenvalue problem, which is numerically solved to obtain the neutral stability curves and the critical Darcy–Rayleigh number marking the onset of instability. The transition to instability is governed by the Péclet number and viscoelastic parameters, both of which influence the position of the neutral stability curve and the critical Darcy–Rayleigh number. The elasticity of the fluid primarily drives instability, with stress relaxation and strain retardation parameters exerting opposing effects. Though throughflow by itself does not render the system unstable, it profoundly influences the onset of instability once it arises—regardless of direction—by inducing both stabilizing and destabilizing effects.
DOI: 10.6084/m9.figshare.29341239.v1
title: Data set of all the figures from Stability of buoyant viscoelastic fluid flow in a vertical porous layer with horizontal throughflow

description: The stability of buoyancy-driven convection in a viscoelastic fluid saturating a vertical porous layer under the influence of a horizontal throughflow is studied. The viscoelastic behaviour is displayed by means of the Oldroyd-B type fluid, and its flow is represented through a suitable extension of Darcy's Law. The basic velocity and temperature fields turn out to be independent of viscoelastic rheology but are significantly influenced by throughflow. A linear stability analysis leads to a differential eigenvalue problem, which is numerically solved to obtain the neutral stability curves and the critical Darcy–Rayleigh number marking the onset of instability. The transition to instability is governed by the Péclet number and viscoelastic parameters, both of which influence the position of the neutral stability curve and the critical Darcy–Rayleigh number. The elasticity of the fluid primarily drives instability, with stress relaxation and strain retardation parameters exerting opposing effects. Though throughflow by itself does not render the system unstable, it profoundly influences the onset of instability once it arises—regardless of direction—by inducing both stabilizing and destabilizing effects.
DOI: 10.17026/dans-xqc-pb5q
title: PAN-00030994 - monochrome glass bead barrel shaped (unspecified)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00030994&lt;/p&gt;
description: Modified: 2021-01-18T13:15:38+01:00
DOI: 10.3535/84e-bdt-f1c
title: Faunis menado (Hewitson, 1863)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jza-mgc-r71
title: Delias meeki Rothschild, 1904

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6gb-e81-23q
title: Delias toxopei Roepke, 1955

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wc7-7qm-5ft
title: Eurema simulatrix (Staudinger, 1891)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xqc-pu4k
title: PAN-00078027 - closed annular brooch with constriction group A2.2b

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00078027&lt;/p&gt;
description: Modified: 2020-08-27T09:29:13+02:00
DOI: 10.3535/6ac-pw7-xxg
title: Terinos taxiles amplior Fruhstorfer, 1906

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6mm-gx6-mb2
title: Pieridae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/en2-0pm-a67
title: Delias pasithoe (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n2w-z0f-blt
title: Parantica albata baliensis (Kalis, 1933)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xqc-q4v4
title: PAN-00108630 - Early Medieval single looped buckle with short, narrowed integral bar

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00108630&lt;/p&gt;
description: Modified: 2023-06-26T17:00:39+02:00
DOI: 10.3535/98d-ym2-msp
title: Amathusia phidippus (Linnaeus, 1763)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/czc-vv2-plq
title: Delias henningia Eschscholtz, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qb5-c4k-c9t
title: Ideopsis gaura palawana Fruhstorfer, 1910

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xqc-r372
title: PAN-00044778 - sheet metal (unspecified)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00044778&lt;/p&gt;
description: Modified: 2023-08-09T16:29:52+02:00
DOI: 10.3535/190-px5-sj8
title: Appias

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/klv-4jg-y0p
title: Saletara cycinna (Hewitson, 1868)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.mvdat4
title: Occurrence Download

description: A dataset containing 223945 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventaire permanent de la flore du massif armoricain"
 ]
}

 The dataset includes 223945 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090204-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/pnv-2bd-x1q
title: Euploea westwoodii Felder, C. & Felder, R., 1865

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y9e-7wj-dxg
title: Euploea crameri singaradha Fruhstorfer, 1908

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xqc-r3nq
title: PAN-00085783 - applique of unknown antropomorphic figure

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00085783&lt;/p&gt;
description: Modified: 2022-02-09T15:49:58+01:00
DOI: 10.3535/qev-q1b-zpd
title: Delias meeki Rothschild, 1904

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s2e-2ge-f9m
title: Discophora celinde Stolle, 1790

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ffb-6w2-90h
title: Cepora timnatha (Hewitson, 1862)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j70-7hz-45b
title: Delias nais Jordan, 1912

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xqc-rgw8
title: PAN-00076496 - coin/coin-related, Marcus Aurelius (161-180), denarius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00076496&lt;/p&gt;
description: Modified: 2023-06-01T15:34:29+02:00
DOI: 10.3535/yl9-1yc-8kl
title: Euploea leucostictos herbstii Boisduval, 1832

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/535-1gj-z0c
title: Delias isocharis Rothschild & Jordan, 1907

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s62-f81-nd5
title: Parantica schenkii (Koch, 1865)

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

description: A dataset containing 29956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((92.53984 27.08779,94.5446 27.08779,94.5446 28.41493,92.53984 28.41493,92.53984 27.08779))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29956 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018096-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shvgmg
title: Occurrence Download

description: A dataset containing 2848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-121.11171 32.52778,-114.05731 32.52778,-114.05731 35.56872,-121.11171 35.56872,-121.11171 32.52778))",
 "HasCoordinate is true",
 "TaxonKey is Tamarix ramosissima Ledeb."
 ]
}

 The dataset includes 2848 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018097-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32ezs8
title: Occurrence Download

description: A dataset containing 610 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phragmanthera capitata (Spreng.) Balle",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 610 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018098-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8vw4k
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthonomus eugenii Cano, 1894",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 222 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018099-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcqfnf
title: Occurrence Download

description: A dataset containing 9739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrangea macrophylla (Thunb.) Ser.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 9739 records from 282 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018100-250310093411724/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.28630454
title: SVHN.zip

description: The SVHN dataset is obtained by collecting door num-bers from Google Street View, and each sample contains aset of “0-9’ Arabic numerals.
DOI: 10.34740/kaggle/dsv/11097316
title: Egypt Gold Prices | Daily Updated
DOI: 10.25912/rdf_1742451338575
title: Gas-Phase Reactions of Chlorine Oxide Anions with Ozone: Atmospheric Implications
DOI: 10.15468/dl.px43bn
title: Occurrence Download

description: A dataset containing 2086 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthrenus fuscus Olivier, 1789",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2086 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018102-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25399/unisadata.28630349
title: Role of community libraries in provision of educational resources for disadvantaged rural schools in Limpopo Province, South Africa

description: Community libraries play a vital role in the provision of educational resources, particularly in the disadvantaged rural communities where there are shortages of school libraries. However, in South Africa, only a few schools have access to community libraries. In the Limpopo Province, in 2020, the province had a total of 74 community libraries to cover a population of 5.8 million. The shortage of community libraries in the province is mostly felt by both teachers and learners of the schools in disadvantaged rural communities. For teachers and learners from disadvantaged rural schools to access a community library, they must travel more than 30 kilometres. Interestingly, no plan exists to address the challenge of access to educational resources by Hlanganani and Vhembe West circuit schools. The purpose of the study was to investigate the role played by community libraries in providing educational resources in schools in disadvantaged rural communities in Limpopo Province, South Africa. With the availability of community libraries, disadvantaged rural community schools can access adequate educational resources. The study was limited to all teachers of 27 public high schools of Hlanganani, Vhembe West circuits only. To investigate this, both quantitative and qualitative research approaches were employed. Data were collected through self-administered questionnaires from a sample of 480 teachers, and the results were obtained using a simple random sampling technique. A face-to-face interview was also conducted with the senior library manager of Mukondeni Community Library using an interview schedule and purposive sampling.The findings of the study established that only 3% of the respondents have access to a community library. The findings further revealed that only 25% of schools have library facilities on their premises. The shortage of community and school libraries in the disadvantaged rural schools of Hlanganani, Vhembe West circuits, contributes to inadequate access to educational resources in these schools. The study recommends that mobile library services and resource sharing by the schools be prioritised by the Department of Basic Education (DBE) and the Department of Sport, Arts and Culture (DSAC) in Limpopo Province.<br>
DOI: 10.5281/zenodo.15055039
title: Data Set for Rapid Differentiation between Microplastic Particles Using Integrated Microwave Cytometry with 3D Electrodes

description: Raw Data Files have the filename format:

 

meas_plotter_XXX_uW#.txt : for microwave sensor output, where XXX designates the date stamp for each file, and # sign indicates the numbering for the files.  

 meas_plotter_XXX_CC#.txt : for low-frequency (Coulter) sensor output, where XXX designates the the date stamp for each file, and # sign indicates the numbering for the files.  

These files have the txt format and generated by the electronic instruments (lock-in amplifiers) used in the experiments. 

--

Raw data files are resampled to have same time-series spacing and synced, these files are shown as B#.mat . These are MATLAB files and indicate time-series information merged from both microwave and low-frequency sources. 

These files are generated from the rawfiles by using the ReSampleSyncH.m script. 

--

After the analysis of the peaks, a Matlab workspace is generated for each dataset. These workspaces are designated as B#ALL.mat. 

The analysis script is Analyze.m 

-- 

After the analysis, the PlotterPSS_PE.m script is used to generate plots. Associated MATLAB workspace files are B#s.mat.
DOI: 10.5281/zenodo.15055040
title: Data Set for Rapid Differentiation between Microplastic Particles Using Integrated Microwave Cytometry with 3D Electrodes

description: Raw Data Files have the filename format:

 

meas_plotter_XXX_uW#.txt : for microwave sensor output, where XXX designates the date stamp for each file, and # sign indicates the numbering for the files.  

 meas_plotter_XXX_CC#.txt : for low-frequency (Coulter) sensor output, where XXX designates the the date stamp for each file, and # sign indicates the numbering for the files.  

These files have the txt format and generated by the electronic instruments (lock-in amplifiers) used in the experiments. 

--

Raw data files are resampled to have same time-series spacing and synced, these files are shown as B#.mat . These are MATLAB files and indicate time-series information merged from both microwave and low-frequency sources. 

These files are generated from the rawfiles by using the ReSampleSyncH.m script. 

--

After the analysis of the peaks, a Matlab workspace is generated for each dataset. These workspaces are designated as B#ALL.mat. 

The analysis script is Analyze.m 

-- 

After the analysis, the PlotterPSS_PE.m script is used to generate plots. Associated MATLAB workspace files are B#s.mat.
DOI: 10.15468/dl.fhr8h9
title: Occurrence Download

description: A dataset containing 29903 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Oryza sativa L."
 ]
}

 The dataset includes 29903 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018103-250310093411724/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.28630484
title: Synthetic time series for multi series demand forecasting

description: <pre>Global feature importance methods are one of the core tools for interpreting the role of explanatory variables in machine learning models,<br>however, using them more complex forecasting tasks involving multiple time series can be challenging.<br>This study focuses on tree-based ensemble models, applied to multi-series product demand forecasting.<br>To evaluate the different global feature importance methods, we generate simulated datasets with controlled dependencies on<br>lagged values and external demand drivers.<br>We compare model-specific and model-agnostic global importance methods, including SHAP values, permutation importance, and tree-specific gain- and split-based importance.<br>Our analysis focuses on uncovering pitfalls in applying these methods, including problems introduced by auto-correlation and feature scaling.</pre>
DOI: 10.6084/m9.figshare.28630484.v1
title: Synthetic time series for multi series demand forecasting

description: <pre>Global feature importance methods are one of the core tools for interpreting the role of explanatory variables in machine learning models,<br>however, using them more complex forecasting tasks involving multiple time series can be challenging.<br>This study focuses on tree-based ensemble models, applied to multi-series product demand forecasting.<br>To evaluate the different global feature importance methods, we generate simulated datasets with controlled dependencies on<br>lagged values and external demand drivers.<br>We compare model-specific and model-agnostic global importance methods, including SHAP values, permutation importance, and tree-specific gain- and split-based importance.<br>Our analysis focuses on uncovering pitfalls in applying these methods, including problems introduced by auto-correlation and feature scaling.</pre>
DOI: 10.15468/dl.h2jpy8
title: Occurrence Download

description: A dataset containing 820 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Geometry POLYGON((-121.11171 32.52778,-114.05731 32.52778,-114.05731 35.56872,-121.11171 35.56872,-121.11171 32.52778))",
 "HasCoordinate is true",
 "TaxonKey is Tamarix ramosissima Ledeb."
 ]
}

 The dataset includes 820 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018105-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecabdf
title: Occurrence Download

description: A dataset containing 699 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptopsylla segnis (Schönherr, 1811)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 699 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018106-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vt2zbv
title: Occurrence Download

description: A dataset containing 1269936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Specimen, Occurrence evidence)",
 "Country is Colombia",
 "Year 2000-2025"
 ]
}

 The dataset includes 1269936 records from 1173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018104-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive110019.20251217.10
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive110020.20241212.9.2
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive110020.20251217.10
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15156/bio/sh0101718.10fu
title: SH0101718.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.