cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vfc25f
title: Occurrence Download

description: A dataset containing 1858 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Psilopogon monticola (Sharpe, 1889)"
 ]
}

 The dataset includes 1858 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039965-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cgvte
title: Occurrence Download

description: A dataset containing 900 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalea leporina (Aiton) Bullock"
 ]
}

 The dataset includes 900 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009674-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6fnfje
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Thorius narismagnus Shannon & Werler, 1955"
 ]
}

 The dataset includes 47 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049074-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvsjun
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Laticilla burnesii (Blyth, 1844)"
 ]
}

 The dataset includes 199 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040052-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av4vbw
title: Occurrence Download

description: A dataset containing 371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miscanthus sinensis Andersson",
 {
 "or" : [
 "Country is Japan",
 "Country is China"
 ]
 },
 "HasCoordinate is true",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 371 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009674-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbekm7
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Emilia leptocephala (Mattf.) C.Jeffrey"
 ]
}

 The dataset includes 32 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039980-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a82752
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bistorta tenuifolia (H.W.Kung) Miyam. & H.Ohba"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054602-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkxzna
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Pilidiostigma rhytispermum (F.Muell.) Burret"
 ]
}

 The dataset includes 186 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009674-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ej4rv8
title: Occurrence Download

description: A dataset containing 5515 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Tachyeres brachypterus (Latham, 1790)"
 ]
}

 The dataset includes 5515 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054578-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmpgus
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Englerodaphne ovalifolia (Meisn.) E.Phillips"
 ]
}

 The dataset includes 92 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040008-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.30mnij
title: Occurrence Download

description: A dataset containing 137837 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Emydidae"
 ]
}

 The dataset includes 137837 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009675-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukfxsh
title: Occurrence Download

description: A dataset containing 918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is TRUE",
 "TaxonKey is one of (Osphronemus goramy Lacepède, 1801, Monopterus albus (Zuiew, 1793), Oreochromis niloticus (Linnaeus, 1758), Rasbora argyrotaenia (Bleeker, 1849), Barbodes binotatus (Valenciennes, 1842))"
 ]
}

 The dataset includes 918 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069481-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9uz37
title: Occurrence Download

description: A dataset containing 3660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Butea monosperma (Lam.) Kuntze"
 ]
}

 The dataset includes 3660 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019650-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6asqj
title: Occurrence Download

description: A dataset containing 2036 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Monitoreos de fauna en el departamento de Cundinamarca del 2016 al 2019 por la CAR"
 ]
}

 The dataset includes 2036 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044696-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nui6ra
title: Occurrence Download

description: A dataset containing 1215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acropora cervicornis (Lamarck, 1816)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1215 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003557-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ytxp9d
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is LSUMZ",
 "OccurrenceStatus is Present",
 "TaxonKey is Parachromis Agassiz, 1859"
 ]
}

 The dataset includes 99 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056026-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vapr4
title: Occurrence Download

description: A dataset containing 6065 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is LISU Herbario Angola"
 ]
}

 The dataset includes 6065 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003557-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9235u
title: Occurrence Download

description: A dataset containing 54079 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silybum marianum (L.) Gaertn."
 ]
}

 The dataset includes 54079 records from 855 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034907-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfbcdz
title: Occurrence Download

description: A dataset containing 28862635 species occurrences available in GBIF matching the query:
{
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 28862635 records from 4509 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049259-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpugsz
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symplocos tetragona"
 ]
}

 The dataset includes 53 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033454-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11174442
title: Projections of Earth's technosphere: Worldbuilding pipelines

description: This repository contains the ten worldbuilding pipeline documents from the paper titled "Projections of Earth’s technosphere: Scenario modeling, worldbuilding, and overview of remotely detectable technosignatures" by Haqq-Misra, Profitiliotis, and Kopparapu (2025, Technological Forecasting and Social Change, 218: 124194, doi:10.1016/j.techfore.2025.124194).

For more information about this project, visit futures.bmsis.org.
DOI: 10.5281/zenodo.11174443
title: Projections of Earth's technosphere: Worldbuilding pipelines

description: This repository contains the ten worldbuilding pipeline documents from the paper titled "Projections of Earth’s technosphere: Scenario modeling, worldbuilding, and overview of remotely detectable technosignatures" by Haqq-Misra, Profitiliotis, and Kopparapu (2025, Technological Forecasting and Social Change, 218: 124194, doi:10.1016/j.techfore.2025.124194).

For more information about this project, visit futures.bmsis.org.
DOI: 10.15468/dl.2an6jg
title: Occurrence Download

description: A dataset containing 85375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Oenothera biennis"
 ]
}

 The dataset includes 85375 records from 1262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033321-250920141307145/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.30246778
title: Dataset for 'An Automated Workflow of Deep Learning Ensemble Model with Principal Component Analysis for Enhanced Material Characterisation in Energy Dispersive Spectroscopy'

description: The dataset captures elemental composition information obtained via STEM–EDS spectroscopy. In STEM–EDS, each element produces characteristic peaks at specific energies corresponding to its atomic structure. The intensity of each peak is proportional to the element’s concentration in the specimen, enabling quantitative compositional analysis. This relationship allows simultaneous identification and quantification of multiple elements across the sample.Raw spectrum images in the dataset provide both qualitative and quantitative information for each pixel. Peak energies indicate elemental identity, while intensity variations reflect local concentration differences. The high spatial resolution of STEM–EDS, combined with multi-frame accumulation, ensures accurate mapping of compositional heterogeneities.For preprocessing, PCA decomposition was applied to reduce dimensionality and enhance signal-to-noise ratio, followed by Gaussian blurring and intensity distribution analysis to classify components as ‘signal’ or ‘noise’. Offline data augmentation, including colour jittering, random greyscale conversion, and Gaussian noise addition, was employed to balance the dataset. The resulting dataset comprises approximately 3,000 labelled images, partitioned into training, validation, and test subsets.This dataset provides a comprehensive resource for machine learning and computational analyses aimed at material characterisation, compositional mapping, and signal denoising in high-resolution elemental imaging studies.
DOI: 10.6084/m9.figshare.30246778.v1
title: Dataset for 'An Automated Workflow of Deep Learning Ensemble Model with Principal Component Analysis for Enhanced Material Characterisation in Energy Dispersive Spectroscopy'

description: The dataset captures elemental composition information obtained via STEM–EDS spectroscopy. In STEM–EDS, each element produces characteristic peaks at specific energies corresponding to its atomic structure. The intensity of each peak is proportional to the element’s concentration in the specimen, enabling quantitative compositional analysis. This relationship allows simultaneous identification and quantification of multiple elements across the sample.Raw spectrum images in the dataset provide both qualitative and quantitative information for each pixel. Peak energies indicate elemental identity, while intensity variations reflect local concentration differences. The high spatial resolution of STEM–EDS, combined with multi-frame accumulation, ensures accurate mapping of compositional heterogeneities.For preprocessing, PCA decomposition was applied to reduce dimensionality and enhance signal-to-noise ratio, followed by Gaussian blurring and intensity distribution analysis to classify components as ‘signal’ or ‘noise’. Offline data augmentation, including colour jittering, random greyscale conversion, and Gaussian noise addition, was employed to balance the dataset. The resulting dataset comprises approximately 3,000 labelled images, partitioned into training, validation, and test subsets.This dataset provides a comprehensive resource for machine learning and computational analyses aimed at material characterisation, compositional mapping, and signal denoising in high-resolution elemental imaging studies.
DOI: 10.25592/uhhfdm.17994
title: Multispectral Imaging Data of Torah scroll "Vat. Ebr. 2" captured at Biblioteca Apostolica Vaticana

description: This multispectral data of the Torah scroll "Vat. Ebr 2" was captured at the Biblioteca Apostolica Vaticana in June 2023. The goal of the imaging session was to visualize reinked letters, corrections and other otherwise invisible features of the scroll. The MSI images are intended to help choose smaller areas and spots for measurements with XRF, Raman or FTIR. Additionally, they provide information about the conservation condition, for example displaying levels of mold damage. The scroll was previously digitized in great resolution from both sides. Link to digitized scroll (Biblioteca Apostolica Vaticana) In this MSI campaign only the text side of the scroll was imaged. The MSI campaign was co-organised by the Biblioteca Apostolica Vaticana, the Centre for the Study of Manuscript Cultures (CSMC), the Bundesanstalt für Materialforschung und -prüfung (BAM). Imaging was carried out using the CSMC MegaVision multispectral imaging system. The MSI system was operated by the CSMC staff, the scroll was handled by the staff of the Vatican Library digitization and conservation departments. (See contributors)

Preview JPEGs in sRGB color space are compressed and of lower quality and are only intended for quick previewing. Original, high quality, CIELAB TIF images can be found in the PROCESSED folders within each ZIP file. Each uploaded ZIP file contains the flattened, processed and color images for a single sheet of the scroll. Raw images are not included in this dataset simply for size reduction purposes. Raw images are stored internally on the servers of CSMC and, if necessary, can be separately accessed upon a reasonable request. For information about filenames and folder structure as well as MSI system, please see the files in the "info" folder and read the Brief Descriptions of Multispectral Imaging (MSI) Datasets.

Image processing was performed with Hoku image processing software. In each processed folder there are 6 images. A visible light color image called "PSC", an image highlighting the reinking called "Reinking", an image highlighting the texture called "Texture", an image showing the mold damage on sheets where mold is present called "Mold", as well as two pseudocolor images called "UVB_Composite" showing fluorescing materials present on the sheets and a "Pseudocolor" image which color-codes the reinking in blue and red for better visibility and as an alternative to the greyscale "Reinking" image.

 
description: The research for this project was funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) within the Cluster of Excellence «Understanding Written Artefacts: Material, Interaction and Transmission in Manuscript Cultures». The research was conducted within the scope of the Centre for the Study of Manuscript Cultures (CSMC) at Universität Hamburg in collaboration with the Bundesanstalt für Materialforschung und -prüfung (BAM).
DOI: 10.25592/uhhfdm.17906
title: Multispectral Imaging Data of Torah scroll "Vat. Ebr. 2" captured at Biblioteca Apostolica Vaticana

description: This multispectral data of the Torah scroll "Vat. Ebr 2" was captured at the Biblioteca Apostolica Vaticana in June 2023. The goal of the imaging session was to visualize reinked letters, corrections and other otherwise invisible features of the scroll. The MSI images are intended to help choose smaller areas and spots for measurements with XRF, Raman or FTIR. Additionally, they provide information about the conservation condition, for example displaying levels of mold damage. The scroll was previously digitized in great resolution from both sides. Link to digitized scroll (Biblioteca Apostolica Vaticana) In this MSI campaign only the text side of the scroll was imaged. The MSI campaign was co-organised by the Biblioteca Apostolica Vaticana, the Centre for the Study of Manuscript Cultures (CSMC), the Bundesanstalt für Materialforschung und -prüfung (BAM). Imaging was carried out using the CSMC MegaVision multispectral imaging system. The MSI system was operated by the CSMC staff, the scroll was handled by the staff of the Vatican Library digitization and conservation departments. (See contributors)

Preview JPEGs in sRGB color space are compressed and of lower quality and are only intended for quick previewing. Original, high quality, CIELAB TIF images can be found in the PROCESSED folders within each ZIP file. Each uploaded ZIP file contains the flattened, processed and color images for a single sheet of the scroll. Raw images are not included in this dataset simply for size reduction purposes. Raw images are stored internally on the servers of CSMC and, if necessary, can be separately accessed upon a reasonable request. For information about filenames and folder structure as well as MSI system, please see the files in the "info" folder and read the Brief Descriptions of Multispectral Imaging (MSI) Datasets.

Image processing was performed with Hoku image processing software. In each processed folder there are 6 images. A visible light color image called "PSC", an image highlighting the reinking called "Reinking", an image highlighting the texture called "Texture", an image showing the mold damage on sheets where mold is present called "Mold", as well as two pseudocolor images called "UVB_Composite" showing fluorescing materials present on the sheets and a "Pseudocolor" image which color-codes the reinking in blue and red for better visibility and as an alternative to the greyscale "Reinking" image.

 
description: The research for this project was funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) within the Cluster of Excellence «Understanding Written Artefacts: Material, Interaction and Transmission in Manuscript Cultures». The research was conducted within the scope of the Centre for the Study of Manuscript Cultures (CSMC) at Universität Hamburg in collaboration with the Bundesanstalt für Materialforschung und -prüfung (BAM).
DOI: 10.15468/dl.c6nt7z
title: Occurrence Download

description: A dataset containing 24900 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is LC",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Vipera berus",
 "Year 1960-2025"
 ]
}

 The dataset includes 24900 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033456-250920141307145/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.30246550
title: Available Interactomes (Networks)

description: Networks
DOI: 10.6084/m9.figshare.30246550.v1
title: Available Interactomes (Networks)

description: Networks
DOI: 10.15468/dl.363dpf
title: Occurrence Download

description: A dataset containing 78987552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year 2015-2025"
 ]
}

 The dataset includes 78987552 records from 945 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033316-250920141307145/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.18666493
title: Additional file 1 of Etiologies of fever of unknown origin in HIV/AIDS patients, Hanoi, Vietnam

description: Additional file 1. The data of HIV/AIDS patients in the National Hospital for Tropical Diseases.