cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17137530
title: Self Supervised Cloud Classification Data Supplement

description: Supplementary data for: "Self Supervised Cloud Classification" Geiss et al. 2023.

Includes trained neural networks and a copy of the image chips extracted from the "SGFF" dataset that were used for evaluating the trained networks.

Update 9-16-2025: Uploaded the correct 'modis_encoder' file. Previously the 'modis_projector' file was mistakenly uploaded as both the encoder and projector.
DOI: 10.5281/zenodo.7823777
title: Self Supervised Cloud Classification Data Supplement

description: Supplementary data for: "Self Supervised Cloud Classification" Geiss et al. 2023.

Includes trained neural networks and a copy of the image chips extracted from the "SGFF" dataset that were used for evaluating the trained networks.

Update 9-16-2025: Uploaded the correct 'modis_encoder' file. Previously the 'modis_projector' file was mistakenly uploaded as both the encoder and projector.
DOI: 10.57783/61yz-m032
title: LibreChat-DEV
DOI: 10.57783/sj33-4j35
title: LibreChat-DEV
DOI: 10.15468/dl.2uddfb
title: Occurrence Download

description: A dataset containing 189749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample)",
 "Continent is one of (North America, South America)",
 "Elevation 0.0-6079.0m",
 "GbifRegion is Latin America and the Caribbean",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ascomycota"
 ]
}

 The dataset includes 189749 records from 245 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007976-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57783/4vmc-mr78
title: LibreChat
DOI: 10.15468/dl.5u54qp
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardium maxicostatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008000-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60707/3r28-pa40
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.60707/v1pb-cs70
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.60707/ev4j-ry34
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.60707/cdzq-ns61
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.15468/dl.mmxcrj
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus carinatus",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 83 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008002-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60707/4yt2-9e47
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.60707/th58-gr30
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.60707/8km4-nf18
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.15468/dl.md5ctm
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A new riparian Andean Potamites (Reptilia, Squamata, Gymnophtalmidae) from El Sira Mountains, central Peru, with comments on P. ecpleopus Cope 1875, and on the taxonomy and biogeography of Potamites"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008003-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60707/3fcf-gc81
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.60707/56x1-ab43
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.60707/5xfm-hx16
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.60707/yrpm-zg08
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.5281/zenodo.17049349
title: tidyexposomics Data Bundle

description: This bundle contains curated datasets used in the vignettes and ontology annotation workflows of the tidyexposomics Bioconductor package. The data are derived from the ISGlobal Exposome Data Challenge 2021 (Maitre et al., Environment International, 2022; DOI: 10.1016/j.envint.2022.107422). The original challenge datasets are available on Figshare, Project 98813 (licensed under CC-BY 4.0) and on GitHub (isglobal-exposomeHub/ExposomeDataChallenge2021). Please cite the original study and data creators when using this bundle.

This Zenodo record provides a processed version of the challenge data to support reproducibility of examples within tidyexposomics. It is not a replacement for the full dataset and users requiring complete data should consult the original repositories.

Contents



omics_list.zip: multi-omics matrices (gene expression, DNA methylation, metabolomics).

fdata.zip: feature-level metadata corresponding to each omic dataset.

meta.zip: sample-level metadata.

annotated_cb.zip: annotated codebook for exposure variables.

expom_1.zip: pre-built example of an exposomicset.

chebi.zip: snapshot of the Chemical Entities of Biological Interest (ChEBI) ontology (retrieved 2025-06-19).

ecto.zip: snapshot of the Environmental Conditions, Treatments, and Exposures (ECTO) ontology (retrieved 2025-06-19).

hpo.zip: snapshot of the Human Phenotype Ontology (HPO) (retrieved 2025-06-19).


Citation

If you use this data bundle, please cite both:



The original ISGlobal Exposome Data Challenge paper (Maitre et al., 2022, Env. Int. DOI: 10.1016/j.envint.2022.107422).

This Zenodo record (DOI provided by Zenodo).
DOI: 10.5281/zenodo.17137560
title: tidyexposomics Data Bundle

description: This bundle contains curated datasets used in the vignettes and ontology annotation workflows of the tidyexposomics Bioconductor package. The data are derived from the ISGlobal Exposome Data Challenge 2021 (Maitre et al., Environment International, 2022; DOI: 10.1016/j.envint.2022.107422). The original challenge datasets are available on Figshare, Project 98813 (licensed under CC-BY 4.0) and on GitHub (isglobal-exposomeHub/ExposomeDataChallenge2021). Please cite the original study and data creators when using this bundle.

This Zenodo record provides a processed version of the challenge data to support reproducibility of examples within tidyexposomics. It is not a replacement for the full dataset and users requiring complete data should consult the original repositories.

Contents



omics_list.zip: multi-omics matrices (gene expression, DNA methylation, metabolomics).

fdata.zip: feature-level metadata corresponding to each omic dataset.

meta.zip: sample-level metadata.

annotated_cb.zip: annotated codebook for exposure variables.

expom_1.zip: pre-built example of an exposomicset.

chebi.zip: snapshot of the Chemical Entities of Biological Interest (ChEBI) ontology (retrieved 2025-06-19).

ecto.zip: snapshot of the Environmental Conditions, Treatments, and Exposures (ECTO) ontology (retrieved 2025-06-19).

hpo.zip: snapshot of the Human Phenotype Ontology (HPO) (retrieved 2025-06-19).


Citation

If you use this data bundle, please cite both:



The original ISGlobal Exposome Data Challenge paper (Maitre et al., 2022, Env. Int. DOI: 10.1016/j.envint.2022.107422).

This Zenodo record (DOI provided by Zenodo).
DOI: 10.60707/3w71-3v41
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.5066/p1nfmkwl
title: Field photographs of landslides triggered by the February 2023 Kahramanmaraş, Türkiye earthquake sequence

description: This dataset contains 212 geotagged photographs documenting landslides and other ground failure triggered by the February 2023 Kahramanmaraş, Türkiye earthquake sequence. The photographs were primarily taken by USGS scientists during field reconnaissance conducted with Turkish colleagues from 10-20 June 2023. The primary objective of the reconnaissance was to identify and investigate possible locations of continued threats (e.g. landslide dams, deep-seated landslides) and to validate remote sensing observations by visiting sites on the ground. The photographs in this dataset are a subset of the highest quality photos selected to represent the wide variety of landslide styles and types that were triggered by this earthquake sequence. The earthquake sequence started on 6 February 2023 at 1:17:34 UTC with the M 7.8 Pazarcık earthquake followed about 9 hours later with the M 7.5 Elbistan earthquake.

The June 2023 field reconnaissance team collected observations in select steep areas that span the length of the surface rupture of the M 7.8 earthquake. Many locations were unvisited on this trip due to the vast areas involved and access difficulties. The rupture zone of the second M 7.5 earthquake was not visited on this trip, though the ground shaking from that event may have contributed to triggering of some of the observed landslides. Heavy precipitation in the northeastern portion of the earthquake-affected area in March 2023 remobilized coseismic debris into large debris flows, the deposits and consequences of which are included in this photo collection. The March rainfall event may have also triggered additional movement of earthquake triggered landslides that is captured in the field photos.

This data release is accompanied by an interactive photo viewing application.

The data release contains a zip file of the photograph files (jpg format) with embedded metadata in each file including photographer name, captions, keywords, geolocations, and photo capture time (Turkiye_Syria_landslide_photos.zip). Key metadata extracted from these photos, including the latitude and longitude of the photographer and photo description/caption is included (Turkiye_Syria_landslide_photometadata.csv).

This work was funded by the USGS Earthquake Disaster Assistance Team.
DOI: 10.15468/dl.rcua4d
title: Occurrence Download

description: A dataset containing 46086 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Year is 2006",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 46086 records from 225 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008001-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60707/h58m-jm73
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.60707/djye-a766
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.60707/npvh-1p19
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.17632/8s4k3p75wp
title: Indonesia Monetary

description: Data presented here is sourced from Bank Indonesia's monetary reports
DOI: 10.60707/2xpy-s694
title: TEM data from apatite grains in FIB section OREX-803173-100
DOI: 10.17632/8s4k3p75wp.1
title: Indonesia Monetary

description: Data presented here is sourced from Bank Indonesia's monetary reports
DOI: 10.15468/dl.txetp9
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Revisión de las categorías en el proyecto de norma oficial mexicana (PROY-NOM-059-2000) para las especies de lagartijas de la familia Anguidae (Reptilia)"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008004-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mrn8ndm6kh
title: Survey on self-efficacy and technology anxiety, behavior to use E-learning

description: Survey on self-efficacy and technology anxiety, behavior to use E-learning
DOI: 10.17632/mrn8ndm6kh.1
title: Survey on self-efficacy and technology anxiety, behavior to use E-learning

description: Survey on self-efficacy and technology anxiety, behavior to use E-learning
DOI: 10.15468/dl.r9r45q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Acer saccharum"
 ]
 },
 "HasCoordinate is TRUE",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "DecimalLatitude is greater than or equal to 7.91381116676742",
 "DecimalLatitude is less than or equal to 11.808977498598198",
 "DecimalLongitude is greater than or equal to -24.288123679105386",
 "DecimalLongitude is less than or equal to -20.78432876275974",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008006-250914085247600/datasets/export for details.
DOI: 10.17632/wvpxwgfbmt
title: analisis keuangan dpr ri

description: analisis dpr terkait kondisi keuangan indonesia
DOI: 10.17632/wvpxwgfbmt.1
title: analisis keuangan dpr ri

description: analisis dpr terkait kondisi keuangan indonesia
DOI: 10.17632/spx5y93867
title: Data for Biosolarization to inhibit P. ramosa germination

description: Data collected and analyzed for biosolarization experiments to inhibit P. ramosa germination.
DOI: 10.17632/spx5y93867.1
title: Data for Biosolarization to inhibit P. ramosa germination

description: Data collected and analyzed for biosolarization experiments to inhibit P. ramosa germination.
DOI: 10.15468/dl.j5nhwe
title: Occurrence Download

description: A dataset containing 587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus carinatus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 587 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008007-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5s225szfrf
title: Research Paper: The Effect of Programming Language Choice (Visual Basic vs Python) on Student Learning

description: Language Performance Motivation Frustration Satisfaction
0 Visual Basic 64.967142 2.009240 4.178894 1.919703
1 Visual Basic 58.617357 2.705548 4.280392 2.107873
2 Visual Basic 66.476885 2.760100 4.541526 3.023106
3 Visual Basic 75.230299 2.438406 4.526901 2.927259
4 Visual Basic 57.658466 2.887100 3.311165 2.485369

وصف البيانات:
 Performance Motivation Frustration Satisfaction
count 200.000000 200.000000 200.000000 200.000000
mean 69.233594 3.565094 3.019384 3.425623
std 13.492327 0.812505 1.126010 1.008590
min 33.802549 1.656860 1.000000 1.013273
25% 58.786977 3.032835 1.980931 2.544087
50% 69.625347 3.606110 3.005692 3.527217
75% 79.339922 4.232570 4.044892 4.325437
max 100.000000 5.000000 5.000000 5.000000

إحصاءات لكل لغة:
 Performance Motivation Frustration \
 mean std mean std mean std 
Language 
Python 79.505654 8.383649 4.114576 0.520953 2.019153 0.517544 
Visual Basic 58.961535 9.081684 3.015613 0.667568 4.019616 0.509524 

 Satisfaction 
 mean std 
Language 
Python 4.276458 0.446451 
Visual Basic 2.574788 0.618871
DOI: 10.17909/1xdh-2r79
title: RZ Psc TESS FFIs
DOI: 10.17632/5s225szfrf.1
title: Research Paper: The Effect of Programming Language Choice (Visual Basic vs Python) on Student Learning

description: Language Performance Motivation Frustration Satisfaction
0 Visual Basic 64.967142 2.009240 4.178894 1.919703
1 Visual Basic 58.617357 2.705548 4.280392 2.107873
2 Visual Basic 66.476885 2.760100 4.541526 3.023106
3 Visual Basic 75.230299 2.438406 4.526901 2.927259
4 Visual Basic 57.658466 2.887100 3.311165 2.485369

وصف البيانات:
 Performance Motivation Frustration Satisfaction
count 200.000000 200.000000 200.000000 200.000000
mean 69.233594 3.565094 3.019384 3.425623
std 13.492327 0.812505 1.126010 1.008590
min 33.802549 1.656860 1.000000 1.013273
25% 58.786977 3.032835 1.980931 2.544087
50% 69.625347 3.606110 3.005692 3.527217
75% 79.339922 4.232570 4.044892 4.325437
max 100.000000 5.000000 5.000000 5.000000

إحصاءات لكل لغة:
 Performance Motivation Frustration \
 mean std mean std mean std 
Language 
Python 79.505654 8.383649 4.114576 0.520953 2.019153 0.517544 
Visual Basic 58.961535 9.081684 3.015613 0.667568 4.019616 0.509524 

 Satisfaction 
 mean std 
Language 
Python 4.276458 0.446451 
Visual Basic 2.574788 0.618871
DOI: 10.15468/dl.n39nyy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Rubus caesius, Rubus fruticosus agg., Rubus idaeus, Rumex acetosa, Rumex acetosella agg., Rumex crispus, Rumex obtusifolius, Rumex sanguineus, Sagina apetala agg., Sagina apetala ssp. erecta, Sagina procumbens, Salix caprea, Salix cinerea ssp. oleifolia, Sambucus nigra, Sanicula europaea, Scirpus sylvaticus, Scrophularia auriculata, Scrophularia nodosa, Scutellaria minor, Sedum telephium, Senecio erucifolius, Senecio jacobaea, Senecio sylvaticus, Senecio viscosus, Senecio vulgaris, Silene dioica, Solanum dulcamara, Solanum nigrum, Solidago virgaurea, Sonchus arvensis, Sonchus asper, Sonchus oleraceus, Sorbus aria agg., Sorbus aucuparia, Stachys officinalis, Stachys sylvatica, Stellaria graminea, Stellaria holostea, Stellaria media, Stellaria uliginosa, Succisa pratensis, Tamus communis, Taraxacum officinalis agg., Taxus baccata, Teucrium scorodonia, Thymus polytrichus, Tilia cordata, Tilia x vulgaris, Torilis japonica, Trifolium campestre)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007951-250914085247600/datasets/export for details.
DOI: 10.15468/dl.grqwtt
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudognaphalium inornatum"
 ]
}

 The dataset includes 285 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008010-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nj6zs8psmf
title: Subtype-specific modulation of inhibitory interneurons by general anesthetics

description: This dataset contains in vivo two-photon calcium imaging recordings of genetically identified excitatory neurons, parvalbumin-positive (PV+) interneurons, and somatostatin-positive (SST+) interneurons in the primary somatosensory cortex (S1) of adult mice under different general anesthetics (isoflurane, propofol, and ketamine).
Neuronal activity was measured via GCaMP6f fluorescence signals under awake conditions and 10–15 minutes after administration of each anesthetic. Imaging was performed through a chronic cranial window at 2 Hz frame rate using a laser-scanning two-photon microscope. Transgenic mouse lines (PV-Cre, SST-Cre) and Cre-dependent AAV vectors were used to achieve cell-type-specific expression of GCaMP6f. Imaging fields were matched across conditions for within-subject comparison.
The data include ΔF/F traces, event detection outputs, and metrics such as calcium event frequency, amplitude, and pairwise neuronal correlation (cosine similarity). The dataset highlights consistent suppression of neuronal activity by all anesthetics across cell types, with ketamine producing paradoxical activation in a subset of SST interneurons, suggesting disinhibitory network dynamics. Network-level synchrony was reduced in all anesthetic conditions.
These data provide insight into how distinct anesthetic agents modulate inhibitory and excitatory circuits in vivo. They may inform future studies on the cellular mechanisms of anesthesia and the development of subtype-targeted anesthetic strategies.
DOI: 10.17632/nj6zs8psmf.1
title: Subtype-specific modulation of inhibitory interneurons by general anesthetics

description: This dataset contains in vivo two-photon calcium imaging recordings of genetically identified excitatory neurons, parvalbumin-positive (PV+) interneurons, and somatostatin-positive (SST+) interneurons in the primary somatosensory cortex (S1) of adult mice under different general anesthetics (isoflurane, propofol, and ketamine).
Neuronal activity was measured via GCaMP6f fluorescence signals under awake conditions and 10–15 minutes after administration of each anesthetic. Imaging was performed through a chronic cranial window at 2 Hz frame rate using a laser-scanning two-photon microscope. Transgenic mouse lines (PV-Cre, SST-Cre) and Cre-dependent AAV vectors were used to achieve cell-type-specific expression of GCaMP6f. Imaging fields were matched across conditions for within-subject comparison.
The data include ΔF/F traces, event detection outputs, and metrics such as calcium event frequency, amplitude, and pairwise neuronal correlation (cosine similarity). The dataset highlights consistent suppression of neuronal activity by all anesthetics across cell types, with ketamine producing paradoxical activation in a subset of SST interneurons, suggesting disinhibitory network dynamics. Network-level synchrony was reduced in all anesthetic conditions.
These data provide insight into how distinct anesthetic agents modulate inhibitory and excitatory circuits in vivo. They may inform future studies on the cellular mechanisms of anesthesia and the development of subtype-targeted anesthetic strategies.
DOI: 10.15468/dl.hk3chf
title: Occurrence Download

description: A dataset containing 217 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A revision of the Mexican Anolis (Reptilia, Squamata, Dactyloidae) from the Pacific versant west of the Isthmus de Tehuantepec in the states of Oaxaca, Guerrero, and Puebla, with the description of six new species"
 ]
}

 The dataset includes 217 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008008-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufave2
title: Occurrence Download

description: A dataset containing 257360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Platanus hispanica"
 ]
}

 The dataset includes 257360 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007944-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17105266
title: Training processes of World Masters Orienteering Championship medalists

description: The database contains information obtained in a study that began on July 12, 2022, and ended on January 3, 2023. The study included 49 WMOC medalists.
DOI: 10.5281/zenodo.17137569
title: Training processes of World Masters Orienteering Championship medalists

description: The database contains information obtained in a study that began on July 12, 2022, and ended on January 3, 2023. The study included 49 WMOC medalists.