cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6sh5e9
title: Occurrence Download

description: A dataset containing 5732967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anas crecca)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 5732967 records from 1582 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044191-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ubc2r
title: Occurrence Download

description: A dataset containing 319875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthriscus sylvestris",
 "Continent is Europe",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Material citation"
 ]
 }
 }
 ]
}

 The dataset includes 319875 records from 453 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015608-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkvykd
title: Occurrence Download

description: A dataset containing 111563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthyllis vulneraria",
 "Continent is Europe",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Material citation"
 ]
 }
 }
 ]
}

 The dataset includes 111563 records from 371 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015609-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2j9qk
title: Occurrence Download

description: A dataset containing 1468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Pyrrhura devillei",
 "Year 2018-2024"
 ]
}

 The dataset includes 1468 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015657-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18621794
title: Complementary-Data-UPC-paper-2026-Margate

description: This dataset contains the computational and experimental vibrational data supporting the manuscript:

Synthesis and Vibrational Identification of the Uranyl Peroxodicarbonate [UO₂(O₂)(CO₃)₂]⁴⁻: Insights into Peroxo-Carbonate Bonding from ¹⁸O Labeling, DFT and QTAIM Analysis.

The repository includes:





Simulated Raman and FTIR spectra (B3LYP-COSMO)




Raw experimental Raman and ATR-FTIR spectra




Optimized geometries (.xyz)




Selected Gaussian input files
DOI: 10.5281/zenodo.18621795
title: Complementary-Data-UPC-paper-2026-Margate

description: This dataset contains the computational and experimental vibrational data supporting the manuscript:

Synthesis and Vibrational Identification of the Uranyl Peroxodicarbonate [UO₂(O₂)(CO₃)₂]⁴⁻: Insights into Peroxo-Carbonate Bonding from ¹⁸O Labeling, DFT and QTAIM Analysis.

The repository includes:





Simulated Raman and FTIR spectra (B3LYP-COSMO)




Raw experimental Raman and ATR-FTIR spectra




Optimized geometries (.xyz)




Selected Gaussian input files
DOI: 10.15468/dl.9fpbxm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parmelia skultii",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015658-260208012135463/datasets/export for details.
DOI: 10.15468/dl.u2qmjd
title: Occurrence Download

description: A dataset containing 66723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia melanoxylon",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 66723 records from 292 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015614-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tyraty
title: Occurrence Download

description: A dataset containing 57758 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aratinga acuticaudata"
 ]
}

 The dataset includes 57758 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015529-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhcynv
title: Occurrence Download

description: A dataset containing 1252 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhopornis ardesiacus"
 ]
}

 The dataset includes 1252 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015662-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgdv6s
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apistogramma cinilabra",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 29 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015659-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvk76u
title: Occurrence Download

description: A dataset containing 7960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Tremarctos ornatus"
 ]
}

 The dataset includes 7960 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015661-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/kkj7dc
title: Archeologisch vooronderzoek in het kader van het project Kabeltracé NuRijnland, bij Zoeterwoude-Dorp, Zoeterwoude-Rijndijk en Leiden, in de gemeenten Zoeterwoude en Leiden
title: Ruimtelijk advies op basis van bureauonderzoek

description: BO
DOI: 10.15468/dl.ephs3g
title: Occurrence Download

description: A dataset containing 1764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepanthes"
 ]
}

 The dataset includes 1764 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015663-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u78vs9
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mantalania sambiranensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 142 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015664-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6g25e
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Magnolia iltisiana"
 ]
}

 The dataset includes 154 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015666-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18633256
title: JINOYATLARNI OLDINI OLISH TIZIMINI RAQAMLASHTIRISH: NAZARIYA VA TENDENSIYALAR

description: mazkur maqolada jinoyatlarni oldini olish tizimini raqamlashtirishning nazariy-huquqiy asoslari, milliy qonunchilikdagi o‘rni va rivojlanish istiqbollari tahlil qilinadi. Unda raqamli transformatsiya sharoitida profilaktika mexanizmlarining sun’iy intellekt, katta ma’lumotlar va axborot tizimlari asosida modernizatsiyalashuvi ko‘rib chiqiladi hamda bu jarayonning konstitutsiyaviy kafolatlar, shaxsiy ma’lumotlarni himoya qilish va mutanosiblik prinsipi bilan uyg‘unligi asoslanadi.
DOI: 10.5281/zenodo.18633257
title: JINOYATLARNI OLDINI OLISH TIZIMINI RAQAMLASHTIRISH: NAZARIYA VA TENDENSIYALAR

description: mazkur maqolada jinoyatlarni oldini olish tizimini raqamlashtirishning nazariy-huquqiy asoslari, milliy qonunchilikdagi o‘rni va rivojlanish istiqbollari tahlil qilinadi. Unda raqamli transformatsiya sharoitida profilaktika mexanizmlarining sun’iy intellekt, katta ma’lumotlar va axborot tizimlari asosida modernizatsiyalashuvi ko‘rib chiqiladi hamda bu jarayonning konstitutsiyaviy kafolatlar, shaxsiy ma’lumotlarni himoya qilish va mutanosiblik prinsipi bilan uyg‘unligi asoslanadi.
DOI: 10.15468/dl.tjymgy
title: Occurrence Download

description: A dataset containing 1622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eurya muricata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1622 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015665-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20383/101.0162
title: High-Resolution Meteorological Forcing Data for Hydrological Modelling and Climate Change Impact Analysis in Mackenzie River Basin

description: This dataset provides an improved set of forcing data for large scale hydrological models for climate change impacts assessment in Mackenzie River Basin (MRB). The best available gridded data in the MRB is from the high resolution forecasts of the Global Environmental Multiscale (GEM) atmospheric model and outputs of the Canadian Precipitation Analysis (CaPA), but these datasets have a short historical record. The EU WATCH ERA-Interim reanalysis (WFDEI) has a longer historical record, but has often been found to be biased relative to observations over Canada. The strengths of both datasets (GEM-CaPA and WFDEI) were blended to produce a less-biased long record product (WFDEI-GEM-CaPA http://doi.org/10.20383/101.0111) for hydrological modelling and climate change impacts assessment over the MRB. This product is then used to bias-correct climate projections from the Canadian Centre for Climate Modelling and Analysis Canadian Regional Climate Model (CanRCM4) between 1951–2100 under Representative Concentration Pathway— RCP8.5, and an analysis of the datasets shows the biases in the original WFDEI product have been removed and the climate change signals in CanRCM4 are preserved. The resulting bias-corrected data (CanRCM4-WFDEI-GEM-CaPA 3h*0.125ᵒ resolution) are a consistent set of historical and climate projection data suitable for large-scale modelling and future climate scenario analysis. **Please note: This dataset is linked to an ESSD paper at https://doi.org/10.5194/essd-12-629-2020.  The authors kindly request that you reference this paper in addition to the dataset.
DOI: 10.6084/m9.figshare.31333790
title: Evaluation of the Forensic Utility of post-Total Oxidizable Precursor Assay Per- and Polyfluorinated Substances Composition from Aqueous Film Forming Foam

description: Chemical discrimination between various formulations of aqueous film-forming foam (AFFF) is an important capability for the forensic assessment of per- and polyfluoroalkyl substances (PFAS) impacts on the environment. Identification of AFFF chemical fingerprints has been constrained by the (1) lack of detailed chemical characterizations of AFFF, (2) presence of PFAS compounds in AFFF products that are not detected and/or quantified by current analytical methods, and (3) potential chemical degradation of certain AFFF-containing PFAS towards recalcitrant end-member PFAS following release to the environment. As proof-of-concept for a technique to overcome these limitations, AFFF product samples from various manufacturers and production years were analyzed before and after application of the total oxidizable precursor (TOP) assay, which oxidizes the PFAS in a sample to their terminal end-member products. The pre- and post-TOP assay PFAS results were evaluated to determine if (1) the TOP assay generated stable and reproducible PFAS profiles, and (2) the post-TOP assay PFAS profiles enabled discrimination between legacy perfluorooctanesulfonate (PFOS) AFFF, legacy fluorotelomer (FT) AFFF, and modern FT AFFF. Principal component analysis was used to explore the post-TOP assay PFAS data to identify which variables had the strongest statistical power for AFFF product discrimination. Based on this evaluation, specific chemical ratios of the resulting post-TOP assay PFAS show potential for differentiation among legacy PFOS AFFF, legacy FT AFFF, and modern FT AFFF.
DOI: 10.6084/m9.figshare.31333790.v1
title: Evaluation of the Forensic Utility of post-Total Oxidizable Precursor Assay Per- and Polyfluorinated Substances Composition from Aqueous Film Forming Foam

description: Chemical discrimination between various formulations of aqueous film-forming foam (AFFF) is an important capability for the forensic assessment of per- and polyfluoroalkyl substances (PFAS) impacts on the environment. Identification of AFFF chemical fingerprints has been constrained by the (1) lack of detailed chemical characterizations of AFFF, (2) presence of PFAS compounds in AFFF products that are not detected and/or quantified by current analytical methods, and (3) potential chemical degradation of certain AFFF-containing PFAS towards recalcitrant end-member PFAS following release to the environment. As proof-of-concept for a technique to overcome these limitations, AFFF product samples from various manufacturers and production years were analyzed before and after application of the total oxidizable precursor (TOP) assay, which oxidizes the PFAS in a sample to their terminal end-member products. The pre- and post-TOP assay PFAS results were evaluated to determine if (1) the TOP assay generated stable and reproducible PFAS profiles, and (2) the post-TOP assay PFAS profiles enabled discrimination between legacy perfluorooctanesulfonate (PFOS) AFFF, legacy fluorotelomer (FT) AFFF, and modern FT AFFF. Principal component analysis was used to explore the post-TOP assay PFAS data to identify which variables had the strongest statistical power for AFFF product discrimination. Based on this evaluation, specific chemical ratios of the resulting post-TOP assay PFAS show potential for differentiation among legacy PFOS AFFF, legacy FT AFFF, and modern FT AFFF.
DOI: 10.15468/dl.arjfd4
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Year 2021-2025",
 "IucnRedListCategory is one of (CR, EN, VU, NT, LC)",
 "GadmGid is one of (COL.12.14_2)",
 "PublishingOrg is one of (1a2bfe99-b7ca-4e3c-a5a2-18c85789e7d1, 188fd36a-2d61-4f35-8b67-d5529efb0005, e2e717bf-551a-4917-bdc9-4fa0f342c530, 8ee4c3d9-b194-4f81-b41a-402e5c077e05, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 67c63221-0c74-4c18-97f9-e2b2acb739ce, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, 112087f6-a6c0-4cee-8441-387f900d34f9, 69ad50d2-2560-42a4-b522-171f6eca4fa3, b8b274e0-3216-48b8-afea-5616ec326ce1)",
 "Country is one of (Colombia)",
 "BasisOfRecord is one of (Human Observation, Material sample, Machine Observation)",
 "OccurrenceStatus is one of (Present)",
 "StateProvince is one of (Cesar, La Jagua de Ibirico)",
 "TaxonKey is one of (Coleoptera [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 196 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015668-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/uygvcn
title: Archeologisch vooronderzoek plangebied Manpadslaan te Heemstede, gemeente Heemstede
title: Ruimtelijk advies op basis van inventariserend veldonderzoek door middel van boringen (karterende fase)

description: IVO-O
DOI: 10.5281/zenodo.18209418
title: Prostate-TriMod: A Multi-Scale Tri-Modal Histology Dataset Integrating Morphology, Immune Patterns, and Clinical Outcomes

description: Accurate prognostic assessment of prostate cancer (PCa) requires an integrated understanding of tumor morphology and the immune microenvironment. We present Prostate-TriMod, a novel tri-modal histology dataset designed to integrate high-resolution morphology with spatial immune patterns and clinical outcomes. This dataset, generated from the Cell DIVE multiplexed imaging platform, consists of three synchronized modalities: (1) multiscale virtual H&E (vH&E) tiles (224px, 256px, 512px, and 2040px), (2) spatial tissue maps identifying cancerous/non-cancerous epithelial, stroma and immune cell populations (via TOPAZ and CAT models), and (3) text captions generated from single-cell data and patterns. The dataset includes comprehensive clinical annotations, including Grade Groups and biochemical recurrence (BCR) status. By providing high-fidelity alignment between morphology, spatial tissue maps, and textual descriptions, this resource enables the development of advanced multimodal AI models including vision-language models (VLMs) and deep learning frameworks for precision oncology.
DOI: 10.5281/zenodo.18209419
title: Prostate-TriMod: A Multi-Scale Tri-Modal Histology Dataset Integrating Morphology, Immune Patterns, and Clinical Outcomes

description: Accurate prognostic assessment of prostate cancer (PCa) requires an integrated understanding of tumor morphology and the immune microenvironment. We present Prostate-TriMod, a novel tri-modal histology dataset designed to integrate high-resolution morphology with spatial immune patterns and clinical outcomes. This dataset, generated from the Cell DIVE multiplexed imaging platform, consists of three synchronized modalities: (1) multiscale virtual H&E (vH&E) tiles (224px, 256px, 512px, and 2040px), (2) spatial tissue maps identifying cancerous/non-cancerous epithelial, stroma and immune cell populations (via TOPAZ and CAT models), and (3) text captions generated from single-cell data and patterns. The dataset includes comprehensive clinical annotations, including Grade Groups and biochemical recurrence (BCR) status. By providing high-fidelity alignment between morphology, spatial tissue maps, and textual descriptions, this resource enables the development of advanced multimodal AI models including vision-language models (VLMs) and deep learning frameworks for precision oncology.
DOI: 10.15468/dl.65qdkc
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apistogramma cruzi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 29 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015671-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ypb7y
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parmelia serrana",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 40 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015670-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3s8r9t
title: Occurrence Download

description: A dataset containing 1105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agathis robusta",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1105 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015673-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqpeuv
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mazaea shaferi",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 32 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015674-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18633277
title: COMPARATIVE HISTOLOGICAL ANALYSIS OF NORMAL AND PATHOLOGICAL LIVER TISSUE UNDER LIGHT MICROSCOPY

description: The liver is a vital organ responsible for metabolic regulation, detoxification, and protein synthesis. Histological examination remains a primary method for identifying structural alterations associated with hepatic diseases. This study presents a comparative histological analysis of normal and pathological liver tissues using light microscopy. Paraffin-embedded liver specimens were stained with Hematoxylin and Eosin and Masson’s Trichrome techniques. Microscopic evaluation revealed well-organized hepatic lobules, intact hepatocytes, and normal sinusoidal structures in healthy liver tissue. In contrast, pathological specimens demonstrated cellular degeneration, inflammatory infiltration, fibrosis, and architectural distortion. The findings confirm that histological assessment is essential for distinguishing normal hepatic morphology from pathological changes and plays a critical role in clinical diagnostics and disease monitoring.