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

description: A dataset containing 151649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1801-2023"
 ]
}

 The dataset includes 151649 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235828-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2429t2
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heteropogon ritchiei (Hook.f.) Blatt. & McCann"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242077-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnvdm9
title: Occurrence Download

description: A dataset containing 882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Malus domestica (Suckow) Borkh."
 ]
}

 The dataset includes 882 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239984-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkyze6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coelacanthiformes",
 "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/0256766-220831081235567/datasets/export for details.
DOI: 10.15468/dl.amnaym
title: Occurrence Download

description: A dataset containing 5365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is Mesures compensatoires A65 - CDC Biodiversité-Inventaires faune",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 5365 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227097-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rf9722
title: Occurrence Download

description: A dataset containing 583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "TaxonKey is Condalia microphylla Cav."
 ]
}

 The dataset includes 583 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213201-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbaku8
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heteropolygonatum ginfushanicum (F.T.Wang & Tang) M.N.Tamura, S.C.Chen & Turland"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242079-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfm6sf
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-40.43907 30.40232,-5.04295 30.40232,-5.04295 44.57643,-40.43907 44.57643,-40.43907 30.40232))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nansenia oblita (Facciolà, 1887)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213198-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b45gph
title: Occurrence Download

description: A dataset containing 509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calolisianthus amplissimus (Mart.) Gilg"
 ]
}

 The dataset includes 509 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254688-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7agk34
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platyhelminthes",
 "DatasetKey is Convention de partenariat avec le Conservatoire du littoral-Données CEN L-R CDL",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219234-230224095556074/datasets/export for details.
DOI: 10.15468/dl.69fdc5
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is Actions Natura 2000-Données naturalistes dans le cadre de la participation au réseau N2000",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 176 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227072-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3dm8j
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diphasium alpinum (L.) Rothm.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 187 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219232-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfep46
title: Occurrence Download

description: A dataset containing 36381805 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is South Africa"
 ]
}

 The dataset includes 36381805 records from 2110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007716-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/tiillk
title: Three new spider species of Anapidae (Araneae) from China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Yucheng Lin, Shuqiang Li (2012): Three new spider species of Anapidae (Araneae) from China. The Journal of Arachnology 40: 159-166
DOI: 10.6084/m9.figshare.28386257.v1
title: <b>Thermal sensitivity of metabolic rate in a hemimetabolous insect: variation across life stages</b>

description: The metabolic rate (MR) impacts pivotal dimensions of fitness such as development, survival and reproduction. Ultimately, MR affects resource demand, population growth, and ecological interactions. In ectothermic insects, it strongly depends on environmental temperature. Therefore, understanding the thermal sensitivity of insects' MR is essential for predicting the impacts of environmental thermal variations on their ecology. Previous studies have shown that thermal sensitivity of insects vary across species, populations, and individuals. However, most research has focused on adults, and ontogenetic variation has received less attention, especially for hemimetabolous insects. This study aimed to estimate MR's thermal sensitivity across the ontogeny of <i>Rhodnius prolixus</i>, a hemimetabolous insect and an important Chagas disease vector. For that, we measured real-time CO<sub>2 </sub>production by open flow-respirometry as a proxy for MR at six temperatures (10, 15, 20, 25, 30, and 35 ºC). Then, we approximated, for each stage, the thermal sensitivity of resting MR through instantaneous Q<sub>10</sub> estimation. We found that thermal sensitivity of MR varies across ontogeny. Compared to adults, the nymphs showed higher thermal sensitivity at evaluated temperatures lower than 28°C (breeding temperature), but lower sensitivity at higher temperatures. Adults presented a constant thermal sensitivity of MR across the assayed thermal range. Our results provide novel insights into thermobiology of hemimetabolous insects and possible consequences in a warming world.
DOI: 10.15468/dl.y73yxc
title: Occurrence Download

description: A dataset containing 411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "DatasetKey is Atlas des papillons de jour et des libellules du Languedoc-Roussillon-Données CEN L-R papillons/libellule",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Parnassius apollo (Linnaeus, 1758)",
 "Year 2010-2025"
 ]
}

 The dataset includes 411 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023757-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csfx44
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.99163 49.17673,6.08904 49.17673,6.08904 49.24154,5.99163 49.24154,5.99163 49.17673))",
 "TaxonKey is Muscardinus avellanarius (Linnaeus, 1758)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023759-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8fc9n
title: Occurrence Download

description: A dataset containing 1056165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is ESP.6.1_1",
 "Geometry POLYGON((1.61441 41.05627,2.85723 41.05627,2.85723 41.75619,1.61441 41.75619,1.61441 41.05627))",
 "TaxonKey is Aves",
 "Year 2000-2025"
 ]
}

 The dataset includes 1056165 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023698-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qu2g5a
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.1_1",
 "TaxonKey is Ambystoma tigrinum (Green, 1825)",
 "Year 2018-2025"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023760-250127130748423/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.28382522
title: Integrating competency-based assessment into training with peer counsellors providing support at scale to children, adolescents and young adults living with HIV in Zimbabwe: an implementation pilot case study

description: Zvandiri is a differentiated psychosocial support program delivering peer-counselling to children, adolescents and young adults living with HIV (CAYALHIV) to improve HIV and mental health outcomes, functioning at a national scale in Zimbabwe and in 14 other African countries sought to pragmatically address the feasibility and effectiveness of integrating the World Health Organization's EQUIP (Ensuring Quality in Psychological Support) competency-based assessment into a standard peer-counsellor training program. Baseline and endline assessments using EQUIP were conducted. The pilot of the EQUIP's competency-based approach effectively identified gaps in counselling skills on baseline assessment, enabling trainers to target these competencies throughout the training. The endline assessment demonstrated that all 16 participants developed stronger foundational counselling skills. Based on these findings, Zvandiri will integrate EQUIP assessments i) into the initial training provided to peer-counsellors when they first join Zvandiri and ii) within the CATS’ regular group supervision, in a targeted way to support the identification of further skills strengthening required to maintain the quality delivery of counselling services at scale by peer-counsellors.
DOI: 10.15468/dl.t7nmfp
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.96656 49.17175,6.08905 49.17175,6.08905 49.26509,5.96656 49.26509,5.96656 49.17175))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 223 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023761-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3j6dzf
title: Occurrence Download

description: A dataset containing 269709 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Marine metagenomes from the bioGEOTRACES project"
 ]
}

 The dataset includes 269709 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023702-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvnevd
title: Occurrence Download

description: A dataset containing 361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ARG.14_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leptodactylidae"
 ]
}

 The dataset includes 361 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023765-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9p6ghv
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Paeonia coriacea Boiss."
 ]
}

 The dataset includes 202 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023767-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dugcqs
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turritopsis dohrnii (Weismann, 1883)"
 ]
}

 The dataset includes 69 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023769-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybysyy
title: Occurrence Download

description: A dataset containing 843 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halioglobus pacificus Park et al., 2012"
 ]
}

 The dataset includes 843 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023766-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrgafu
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "TaxonKey is Macaca nigra (Desmarest, 1822)"
 ]
}

 The dataset includes 235 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023764-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2tryg
title: Occurrence Download

description: A dataset containing 561 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panacea prola (Doubleday, 1848)"
 ]
}

 The dataset includes 561 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023768-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14501971
title: A wearable brain-computer interface to play an endless runner game by self-paced motor imagery
DOI: 10.5281/zenodo.14501972
title: Wearable self-paced MI-BCI
DOI: 10.5281/zenodo.14850421
title: A wearable brain-computer interface to play an endless runner game by self-paced motor imagery
DOI: 10.15468/dl.hkkvar
title: Occurrence Download

description: A dataset containing 20658 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Algae of the Recherche Archipelago , Western Australia (2002-2003)"
 ]
}

 The dataset includes 20658 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023701-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.933agt
title: Occurrence Download

description: A dataset containing 20950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abietinella abietina (Hedw.) M.Fleisch."
 ]
}

 The dataset includes 20950 records from 333 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023703-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pa77tz
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.96656 49.17175,6.08905 49.17175,6.08905 49.26509,5.96656 49.26509,5.96656 49.17175))",
 "TaxonKey is one of (Muscardinus avellanarius (Linnaeus, 1758), Mammalia)"
 ]
}

 The dataset includes 223 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023771-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g47xcv
title: Occurrence Download

description: A dataset containing 469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Arion lusitanicus Mabille, 1868",
 "Year 1900-2025"
 ]
}

 The dataset includes 469 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023770-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14840445
title: 2D_Multiscale_Hyperelasticity: a 2D quasistatic non-linear structural mechanics with finite elasticity and topology variations

description: This dataset contains 2D quasistatic non-linear structural mechanics solutions, with finite elasticity and topology variations.

The file format is PLAID, see the plaid documentation.

The variablity in the samples are 3 input scalars and the geometry (mesh). Outputs of interest are 1 scalar and 7 fields. Sample feature variable topology, in the form of variable number of holes in the meshes.

Various training and testing sets are provided (for all topologies together and for each topology), and outputs are not provided on the testing sets. 

 

Tips to access the data:

After decompressing the downloaded file:

from plaid.containers.dataset import Datasetfrom plaid.problem_definition import ProblemDefinition

dataset = Dataset()problem = ProblemDefinition()

problem._load_from_dir_(os.path.join(/path/to/data,'problem_definition'))dataset._load_from_dir_(os.path.join(/path/to/data,'dataset'), verbose = True)

print("problem =", problem)print("dataset =", dataset)

sample = dataset[0]print("sample =", sample)

for fn in sample.get_field_names():    print(f"{fn} =", sample.get_field(fn))for sn in sample.get_scalar_names():    print(f"{sn} =", sample.get_scalar(sn))

print("nodes =", sample.get_nodes())print("elements =", sample.get_elements())print("nodal_tags =", sample.get_nodal_tags())
DOI: 10.5281/zenodo.14840446
title: 2D_Multiscale_Hyperelasticity: a 2D quasistatic non-linear structural mechanics with finite elasticity and topology variations

description: This dataset contains 2D quasistatic non-linear structural mechanics solutions, with finite elasticity and topology variations.

The file format is PLAID, see the plaid documentation.

The variablity in the samples are 3 input scalars and the geometry (mesh). Outputs of interest are 1 scalar and 7 fields. Sample feature variable topology, in the form of variable number of holes in the meshes.

Various training and testing sets are provided (for all topologies together and for each topology), and outputs are not provided on the testing sets. 

 

Tips to access the data:

After decompressing the downloaded file:

from plaid.containers.dataset import Datasetfrom plaid.problem_definition import ProblemDefinition

dataset = Dataset()problem = ProblemDefinition()

problem._load_from_dir_(os.path.join(/path/to/data,'problem_definition'))dataset._load_from_dir_(os.path.join(/path/to/data,'dataset'), verbose = True)

print("problem =", problem)print("dataset =", dataset)

sample = dataset[0]print("sample =", sample)

for fn in sample.get_field_names():    print(f"{fn} =", sample.get_field(fn))for sn in sample.get_scalar_names():    print(f"{sn} =", sample.get_scalar(sn))

print("nodes =", sample.get_nodes())print("elements =", sample.get_elements())print("nodal_tags =", sample.get_nodal_tags())
DOI: 10.15468/dl.533gzu
title: Occurrence Download

description: A dataset containing 979679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is ESP.6.1_1",
 "Geometry POLYGON((1.70241 41.17558,2.66613 41.17558,2.66613 41.59846,1.70241 41.59846,1.70241 41.17558))",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2000-2025"
 ]
}

 The dataset includes 979679 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023707-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.