cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/by3yh79hx4.2
title: A synthetic 3D ground-penetrating radar (GPR) data set across a realistic sedimentary model

description: ______V1____________2019____________________
This data set includes a 3D modeled ground-penetrating radar (GPR) reflection data set as well as the underlying realistic sedimentary model.

We provide a 3D porosity model showing heterogeneities down to the sub-facies scale. We have inferred this model from the publicly available 3D Herten hydrofacies model ('Realization 1' in Supplementary Material of Comunian et al., 2011; see related links down below) and the associated porosity values and ranges (Bayer et al., 2011; see related links down below). Details on the generation of our porosity model are found in the associated article.
We deliver our unprocessed 3D GPR reflection data set modeled using gprMax (Warren et al., 2016; see related links down below) across the entire model surface assuming fresh-water saturated sediments. Details on the transformation of the porosity model into electrical parameter fields used as input for GPR modeling as well as information on the GPR modeling procedure are found in the associated article.

Additionally, we provide basic code to read and visualize the provided data in MATLAB and python. The Readme-file comprises detailed descriptions of the data files and formats and step-by-step instructions on code usage and ParaView visualization.

______V2____________2025____________________
We deliver a unprocessed 3D Multi-Offset (MO) dataset modeled using gprMax (Warren et al., 2016; see related links down below) along selected 2D lines (y = 2, 4, 6, 8 m) assuming fresh-water saturated sediments. Details on the GPR modeling procedure are found in the associated article.
DOI: 10.14457/ku.res.2022.177
title: The analysis of the metaphor translation strategies employed in the Thai translation of The Great Gatsby (Proceedings of 60th Kasetsart University Annual Conference: Education, Economics and Business Administration, Humanities and Social Sciences)
DOI: 10.15468/dl.s875f5
title: Occurrence Download

description: A dataset containing 4072754 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-100.9316 15.13191,-94.14489 15.13191,-94.14489 18.77477,-100.9316 18.77477,-100.9316 15.13191))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4072754 records from 1416 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023319-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14795587
title: GMAP Winter School 2025. QGIS training material: boulder mapping on the Moon

description: The dataset is designed for training on boulder mapping near a small and fresh crater on the Mare Crisium (Moon).

The dataset includes a basemap (tiff format - already stretched to allow for the best mapping result). Two vector files are included to aid the student in better visualizing his tasks and the expected outcome. Two additional vector files are present to delineate the working areas and to host the mapping results.
DOI: 10.5281/zenodo.14795588
title: GMAP Winter School 2025. QGIS training material: boulder mapping on the Moon

description: The dataset is designed for training on boulder mapping near a small and fresh crater on the Mare Crisium (Moon).

The dataset includes a basemap (tiff format - already stretched to allow for the best mapping result). Two vector files are included to aid the student in better visualizing his tasks and the expected outcome. Two additional vector files are present to delineate the working areas and to host the mapping results.
DOI: 10.5281/zenodo.14809246
title: GMAP Winter School 2025. QGIS training material: boulder mapping on the Moon

description: The dataset is designed for training on boulder mapping near a small and fresh crater on the Mare Crisium (Moon).

The dataset includes a basemap (tiff format - already stretched to allow for the best mapping result). Two vector files are included to aid the student in better visualizing his tasks and the expected outcome. Two additional vector files are present to delineate the working areas and to host the mapping results.
DOI: 10.5281/zenodo.14849118
title: GMAP Winter School 2025. QGIS training material: boulder mapping on the Moon

description: The dataset is designed for training on boulder mapping near a small and fresh crater on the Mare Crisium (Moon).

The dataset includes a basemap (tiff format - already stretched to allow for the best mapping result). Two vector files are included to aid the student in better visualizing his tasks and the expected outcome. Two additional vector files are present to delineate the working areas and to host the mapping results.
DOI: 10.15468/dl.566nyb
title: Occurrence Download

description: A dataset containing 66960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is one of (Tachinidae, Calliphoridae, Muscidae, Conopidae, Empididae, Stratiomyidae, Tipulidae, Anthomyiidae)"
 ]
}

 The dataset includes 66960 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023306-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3ccxd
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Erythrina edulis Triana ex Micheli"
 ]
}

 The dataset includes 159 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023324-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qg3h6w
title: Occurrence Download

description: A dataset containing 87740 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum tuberosum L."
 ]
}

 The dataset includes 87740 records from 650 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023328-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9y9qt
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heteradelphia paulowilhelmia Lindau"
 ]
}

 The dataset includes 77 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241907-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29j2gv
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ferocactus chrysacanthus (Orcutt) Britton & Rose"
 ]
}

 The dataset includes 108 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249215-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gagczp
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hetaeria pelota N.Pearce & P.J.Cribb"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241885-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86t3yv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Didelphimorphia",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257222-220831081235567/datasets/export for details.
DOI: 10.15468/dl.txsutt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cingulata",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257218-220831081235567/datasets/export for details.
DOI: 10.15468/dl.q8xrcz
title: Occurrence Download

description: A dataset containing 1046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-101.37216 28.15779,-93.94379 28.15779,-93.94379 35.94415,-101.37216 35.94415,-101.37216 28.15779))",
 "TaxonKey is Quercus buckleyi Nixon & Dorr"
 ]
}

 The dataset includes 1046 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0263268-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ty56wt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hetaeria vaginalis Rchb.f."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241892-230224095556074/datasets/export for details.
DOI: 10.15468/dl.mj9snm
title: Occurrence Download

description: A dataset containing 2723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Atlas of Amphibians and Reptiles of Portugal",
 "TaxonKey is Rana iberica Boulenger, 1879"
 ]
}

 The dataset includes 2723 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262944-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ad5u9q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geophila aschersoniana Büttner"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226725-230224095556074/datasets/export for details.
DOI: 10.15468/dl.we8gp8
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aristolochia tuberosa C.F.Liang & S.M.Hwang",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262945-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vgn3b
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (South America, North America)",
 "Country is one of (French Guiana, Bahamas, El Salvador, Cuba, Guyana, Nicaragua, Mexico)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nymphaea odorata Sol. ex Aiton"
 ]
}

 The dataset includes 130 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241888-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8svbu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trypanorhyncha",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257246-220831081235567/datasets/export for details.
DOI: 10.15468/dl.xqvrrr
title: Occurrence Download

description: A dataset containing 915 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (157925945, 209499012, Madoryx, Madoryx, 209498817, Madoryx Boisduval, Madoryx Boisduval, 1875, Madoryx Boisduval, 1875, 161481679, Madoryx Boisduval, 1874, Madoryx Boisduval, 1875, Madoryx Boisduval, 1875, Madoryx pseudothyreus Grote, 1865, Madoryx pseudothyreus Grote, 1865)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 915 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226753-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfpcth
title: Occurrence Download

description: A dataset containing 1117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ferocactus cylindraceus (Engelm.) Orcutt"
 ]
}

 The dataset includes 1117 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249219-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykgye4
title: Occurrence Download

description: A dataset containing 618700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen)",
 "Geometry POLYGON((14.09645 45.06951,16.00237 43.20452,18.94788 41.15039,22.49982 41.60543,21.89339 43.39367,18.42808 45.19175,16.089 45.85937,14.09645 45.06951))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 618700 records from 409 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257216-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfq8g2
title: Occurrence Download

description: A dataset containing 2101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton bonplandianus Baill."
 ]
}

 The dataset includes 2101 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254529-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkjcsf
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siphonophorida",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257244-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kpr95
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Ethiopia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Syzygium guineense (Willd.) DC."
 ]
}

 The dataset includes 75 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241896-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8264845
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.15468/dl.6n54wt
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arisaema lobatum Engl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 158 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262938-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4tdk5k
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hetaeria whitmeei Rchb.f."
 ]
}

 The dataset includes 84 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241894-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpahew
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000000.0",
 "Country is Chile",
 "TaxonKey is Prosopis chilensis (Molina) Stuntz"
 ]
}

 The dataset includes 46 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007712-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt9n32
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heterachne baileyi C.E.Hubb."
 ]
}

 The dataset includes 41 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241900-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8njfn4
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arisaema saxatile Buchet",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262940-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yt6pyv
title: Occurrence Download

description: A dataset containing 44472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (209209278, Hemaris, 209020897, Hemaris, Hemaris, Hemaris, 203508676, 157925562, Hemaris, Hemaris, Hemaris, 135232054, 208977220, 206291840, 209210142, 209289365, 199479767, 203796917, Hemaris, Hemaris, Hemaris, Hemaris Dalman, Hemaris Dalman, 1816, Hemaris Dalman, 1816, Hemaris Dalman, 1816, Hemaris Dalman, 1816, Hemaris Dalman, 1816, Hemaris Dalman, 1816, Hemaris Dalman, 1816, 161481499, Hemaris Dalman, 1816, Hemaris Dalman, 1816, Hemaris Dalman, 1816, Hemaris Dalman, 1816, Hemaris Dalman, 1816, Hemaris Dalman, 1816, Hemaris Dalman, 1817, Macroglossum Scopoli, 1777)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 44472 records from 491 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226727-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e201362
title: Collections Discovery and Curation Behavior

description: The study uses the data curation profiling (DCP) method to capture all actions across the data lifecycle. Participants responded to these open-ended questions that relate to aspects of the data lifecycle–the accession, organization, storage, and use of their collections. The purpose of this study is to understand the curation perceptions and behaviors of physical collection managers across domains to inform cross-disciplinary research data management. Ten focus groups were conducted with thirty-two participants across several physical collection communities. Participants responded to open-ended questions that relate to the entire data lifecycle for their physical objects. Results indicated that physical collections attempt to use universal metadata and data storage standards to increase discoverability, but interdisciplinary physical collections and derived data reuse require more investments to increase reusability of these invaluable items. This study concludes with a domain-agnostic reuse facets matrix to inform investment in cyberinfrastructure tools and services.
description: Purposive recruitment occurred through personal contacts from related projects and organizations that focus on understanding and improving discovery, access, use, and curation of physical research objects across several domains. A total of thirty-two participants from several physical sample communities participated in ten focus groups (https://isamplesorg.github.io/home/). Snowball recruitment led to participant managers of physical collections across disciplines, including anthropology, archaeology, botany, geology, ichthyology, entomology, herpetology, and paleontology. The participants were not part of the research team, but all full-time physical collection managers working at institutions housing and making access possible for other reusers.
description: computer-assisted telephone interview (CATI);
DOI: 10.3886/e201362v1
title: Collections Discovery and Curation Behavior

description: The study uses the data curation profiling (DCP) method to capture all actions across the data lifecycle. Participants responded to these open-ended questions that relate to aspects of the data lifecycle–the accession, organization, storage, and use of their collections. The purpose of this study is to understand the curation perceptions and behaviors of physical collection managers across domains to inform cross-disciplinary research data management. Ten focus groups were conducted with thirty-two participants across several physical collection communities. Participants responded to open-ended questions that relate to the entire data lifecycle for their physical objects. Results indicated that physical collections attempt to use universal metadata and data storage standards to increase discoverability, but interdisciplinary physical collections and derived data reuse require more investments to increase reusability of these invaluable items. This study concludes with a domain-agnostic reuse facets matrix to inform investment in cyberinfrastructure tools and services.
description: Purposive recruitment occurred through personal contacts from related projects and organizations that focus on understanding and improving discovery, access, use, and curation of physical research objects across several domains. A total of thirty-two participants from several physical sample communities participated in ten focus groups (https://isamplesorg.github.io/home/). Snowball recruitment led to participant managers of physical collections across disciplines, including anthropology, archaeology, botany, geology, ichthyology, entomology, herpetology, and paleontology. The participants were not part of the research team, but all full-time physical collection managers working at institutions housing and making access possible for other reusers.
description: computer-assisted telephone interview (CATI);