cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.pteg2n
title: Occurrence Download

description: A dataset containing 29862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxyura jamaicensis",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29862 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088907-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2reeas
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dactyloctenium aegyptium",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088910-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5jmdn
title: Occurrence Download

description: A dataset containing 497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cisticola eximius)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 497 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088911-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pc77y7
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eryngium foetidum",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088912-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfppwu
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pangio malayana)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088913-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16653520
title: Fleet Electrification of British Columbia

description: Inputs to: github.com/DeltaE/Fleet_Electrification/Dataset, including raw, processed, and output data to run Fleet Electrification workflow. Not included is the data for PyPSA BC, which is subject to an End User License Agreement (EULA). Full documentation on data supply chain, code base and API access retrieval process is available on GitHub documentation Pages. The primary sources for this dataset are ICBC Vehicle Population Data and NREL Fleet DNA Project Data.
DOI: 10.5281/zenodo.16653521
title: Fleet Electrification of British Columbia

description: Inputs to: github.com/DeltaE/Fleet_Electrification/Dataset, including raw, processed, and output data to run Fleet Electrification workflow. Not included is the data for PyPSA BC, which is subject to an End User License Agreement (EULA). Full documentation on data supply chain, code base and API access retrieval process is available on GitHub documentation Pages. The primary sources for this dataset are ICBC Vehicle Population Data and NREL Fleet DNA Project Data.
DOI: 10.15468/dl.5ggdy3
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dactyloctenium aegyptium",
 "Country is Tunisia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088916-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxy4rb
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbopogon citratus",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088915-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnnr8v
title: Occurrence Download

description: A dataset containing 939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cisticola guinea)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 939 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088917-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsfnj3
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratum houstonianum",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 281 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088919-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2k9amr
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratum houstonianum",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 52 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088920-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ys8yrr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratum houstonianum",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088918-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jc5ejz
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbopogon citratus",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 299 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088922-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8ewh4
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acrossocheilus hemispinus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088921-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.py24qy
title: Occurrence Download

description: A dataset containing 167549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cisticola fulvicapilla)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 167549 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088903-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fundtp
title: Occurrence Download

description: A dataset containing 6544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cisticola galactotes)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 6544 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088923-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16413856
title: Atomic Layer Deposition and Etching Process Schemas Extracted with Schema-Miner

description: This data repository contains the extracted JSON schemas for Atomic Layer Deposition (ALD) and Atomic Layer Etching (ALE) processes, extracted using the Schema-Miner tool. The schemas are categorized under two distinct use cases: experimental and simulation, to reflect the differing perspectives in ALD/E process modeling.

Each schema captures essential process properties, along with their respective constraints, data types, and other structural details necessary for standardized representation and interoperability. The schema extraction was conducted from a curated set of scientific publications related to ALD/E, leveraging large language models (LLMs) in combination with domain-expert insights to ensure both accuracy and relevance.

The complete methodology is described in our paper “LLMs4SchemaDiscovery: A Human-in-the-Loop Workflow for Scientific Schema Mining with Large Language Models,” presented at ESWC Conference 2025. Read the paper here.

The Schema-Miner tool is publicly available on GitHub: Access the repository.

The extracted schemas have also been uploaded as templates to the Open Research Knowledge Graph (ORKG), and can be accessed via the following links:

Atomic Layer Deposition: 



Experimental Schema: https://orkg.org/templates/R1434174

Simulation Schema: https://orkg.org/templates/R1368294


Atomic Layer Etching



Experimental Schema: https://orkg.org/templates/R1379646

Simulation Schema: https://orkg.org/templates/R1434008


What is New in Version 3?

This version introduces significant improvements only to the ALD Experimental schema, while other schemas remain unchanged from Version 2. The following updates have been made:



The schema now models ALD processes involving binary, ternary, or quaternary compounds, enhancing its applicability to complex material systems.

Processes utilizing supercycle-based ALD, such as those for IGZO (Indium Gallium Zinc Oxide), are now explicitly supported through extended schema structures.

The growthPerCycle property now includes growth values for each constituent compound within a super cycle, number of cycles per compound, total film thickness.

Flow rates of individual reactants are now captured as explicit process parameters.

Each property under material properties is now annotated with its corresponding characterization method, which shows the technique used to compute the corresponding property value.

A new device properties section has been added to capture Thin-Film Transistor (TFT) performance metrics, including field effect mobility, threshold voltage, subthreshold swing and onOffRatio.
DOI: 10.5281/zenodo.16708258
title: Atomic Layer Deposition and Etching Process Schemas Extracted with Schema-Miner

description: This data repository contains the extracted JSON schemas for Atomic Layer Deposition (ALD) and Atomic Layer Etching (ALE) processes, extracted using the Schema-Miner tool. The schemas are categorized under two distinct use cases: experimental and simulation, to reflect the differing perspectives in ALD/E process modeling.

Each schema captures essential process properties, along with their respective constraints, data types, and other structural details necessary for standardized representation and interoperability. The schema extraction was conducted from a curated set of scientific publications related to ALD/E, leveraging large language models (LLMs) in combination with domain-expert insights to ensure both accuracy and relevance.

The complete methodology is described in our paper “LLMs4SchemaDiscovery: A Human-in-the-Loop Workflow for Scientific Schema Mining with Large Language Models,” presented at ESWC Conference 2025. Read the paper here.

The Schema-Miner tool is publicly available on GitHub: Access the repository.

The extracted schemas have also been uploaded as templates to the Open Research Knowledge Graph (ORKG), and can be accessed via the following links:

Atomic Layer Deposition: 



Experimental Schema: https://orkg.org/templates/R1434174

Simulation Schema: https://orkg.org/templates/R1368294


Atomic Layer Etching



Experimental Schema: https://orkg.org/templates/R1379646

Simulation Schema: https://orkg.org/templates/R1434008


What is New in Version 3?

This version introduces significant improvements only to the ALD Experimental schema, while other schemas remain unchanged from Version 2. The following updates have been made:



The schema now models ALD processes involving binary, ternary, or quaternary compounds, enhancing its applicability to complex material systems.

Processes utilizing supercycle-based ALD, such as those for IGZO (Indium Gallium Zinc Oxide), are now explicitly supported through extended schema structures.

The growthPerCycle property now includes growth values for each constituent compound within a super cycle, number of cycles per compound, total film thickness.

Flow rates of individual reactants are now captured as explicit process parameters.

Each property under material properties is now annotated with its corresponding characterization method, which shows the technique used to compute the corresponding property value.

A new device properties section has been added to capture Thin-Film Transistor (TFT) performance metrics, including field effect mobility, threshold voltage, subthreshold swing and onOffRatio.
DOI: 10.15468/dl.sjekb5
title: Occurrence Download

description: A dataset containing 203941 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cisticola exilis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 203941 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088896-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjmeag
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleutheranthera ruderalis",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088926-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vaw4eh
title: Occurrence Download

description: A dataset containing 3057 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dactyloctenium aegyptium",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3057 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088924-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n23dus
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbopogon citratus",
 "Country is Cameroon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088925-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvkqfe
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleutheranthera ruderalis",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088927-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8j5uhj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Schistura macrocephalus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088928-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mq2kz
title: Occurrence Download

description: A dataset containing 1283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cisticola haematocephalus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1283 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088929-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yexa3w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbopogon citratus",
 "Country is Central African Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088930-250717081556266/datasets/export for details.
DOI: 10.15468/dl.7d2up7
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cisticola haesitatus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 60 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088932-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zktcbn
title: Occurrence Download

description: A dataset containing 5163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cisticola hunteri)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 5163 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088931-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23719/1532425
title: Retrievals of vertically integrated nitrogen dioxide (NO2) and formaldehyde (HCHO) column abundances from Pandora UV/Visible solar and sky radiance observations

description: The links in this ScienceHub entry provide a path to access archived data collected by EPA ORD researchers contributing to this publication. These include datasets collected at a number of locations within the United States in collaboration with various state and local air monitoring agencies. 

The data files relevant to this publication are those archiving the Pandora level 0 radiance measurements, from which total column formaldehyde is retrieved, and compared to that retrieved from airborne and satellite-based radiance measurements.

Each dataset has a DOI included in its metadata, with contract information for relevant principal investigators and data managers. These DOI are generated by NASA and by the Pandonia Global Network through collaborations with EPA Office of Research and Development.
DOI: 10.17632/6fb6888f9m.1
title: A functional subpopulation of human glioma associated macrophages linked to malignant glioma progression

description: Malignant gliomas are progressive brain cancers with poor prognosis. Pro-tumorigenic Glioma associated macrophages (GAM) have been implicated in disease progression however identification of pathogenic functional subsets is lacking. Macrophage functional specification is driven by transcription factor-associated gene regulatory networks, yet the core regulatory transcription factors that govern GAM functions remain unclear. Here we apply single cell RNA/ATAC sequencing to derive the imprint of the glioma tumor microenvironment on GAM transcriptional program specification and identify cell surface markers to prospectively isolate a functionally distinct subpopulation of GAMs in human samples present high grade tumors irrespective of IDH mutation status. This subset of GAMs, termed malignancy associated GAMs (mGAMs) spatially localize to hypoxic metabolic niches and possess a multitude of pro-tumorigenic functions. mGAMs also share somatic mutations with monocytes, suggesting a common bone marrow origin. mGAMs therefore represent a functional subset of GAMs in humans and a potential therapeutic target.
DOI: 10.15468/dl.nsxaz9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erechtites valerianaefolia",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088933-250717081556266/datasets/export for details.
DOI: 10.17632/ckykkd3zm7
title: Utility of nitrogen isotope ratios in iron meteorites for tracing the origin of volatiles on Earth

description: Data
DOI: 10.17632/ckykkd3zm7.1
title: Utility of nitrogen isotope ratios in iron meteorites for tracing the origin of volatiles on Earth

description: Data
DOI: 10.17632/d9pghf49hr
title: Gc inhibition preserves insulin sensitivity and reduces body weight without loss of muscle mass

description: Unmodified Western blots
DOI: 10.17632/d9pghf49hr.1
title: Gc inhibition preserves insulin sensitivity and reduces body weight without loss of muscle mass

description: Unmodified Western blots
DOI: 10.17632/s376s77sgb
title: Original western blot images

description: Original western blot images related to figures of the research article: "Unraveling mitochondrial pyruvate dysfunction to mitigate hyperlactatemia and lethality in sepsis" published at Cell Reports