cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.kz8aa2
title: Occurrence Download

description: A dataset containing 12995 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 1990",
 "Geometry POLYGON ((-85 12, -85 13, -86 13, -86 15, -87 15, -88 15, -89 15, -90 15, -90 14, -89 14, -89 13, -88 13, -87 13, -87 12, -86 12, -85 12))"
 ]
}

 The dataset includes 12995 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085763-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16681047
title: dataset paper Enhancing Sustainability through Bioeconomy: Does Governance and Technology Matter?
DOI: 10.5281/zenodo.16681048
title: dataset paper Enhancing Sustainability through Bioeconomy: Does Governance and Technology Matter?
DOI: 10.5281/zenodo.18771713
title: ENERGY-EFFICIENT AUTOMATION IN INDUSTRIAL ENTERPRISES

description: This article explores the integration of energy-efficient automation in industrial enterprises, highlighting its role in reducing operational costs, enhancing productivity, and supporting sustainability goals. It examines key technologies such as smart sensors, IoT devices, automated process control systems, predictive maintenance, and energy management software. The discussion emphasizes both economic and environmental benefits, addresses implementation challenges, and outlines future trends, including AI-driven optimization and renewable energy integration.
DOI: 10.5281/zenodo.18771714
title: ENERGY-EFFICIENT AUTOMATION IN INDUSTRIAL ENTERPRISES

description: This article explores the integration of energy-efficient automation in industrial enterprises, highlighting its role in reducing operational costs, enhancing productivity, and supporting sustainability goals. It examines key technologies such as smart sensors, IoT devices, automated process control systems, predictive maintenance, and energy management software. The discussion emphasizes both economic and environmental benefits, addresses implementation challenges, and outlines future trends, including AI-driven optimization and renewable energy integration.
DOI: 10.15468/dl.s5eatm
title: Occurrence Download

description: A dataset containing 13690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Spathodea"
 ]
}

 The dataset includes 13690 records from 356 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009910-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.234yd7
title: Occurrence Download

description: A dataset containing 11011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (haidar0, haleymccauley, hannahdodington, harrisonpriebe, hcrowle30, hilker24, hobiecat, huddyalbers, Hugo Morin-Brassard, human_landfill, Hunter Meinke, Ian G (HyperAggron), Ian Kenny, iansinclair86, icarusofsillyboys, ilyatreyger, Isaac, isolatedshrimp, ivanthe, j_lawrence9567, Jack VanAssche, jack2bob, jackbelleghem, jacktoms, Jacob Bowman, Jacob Drucker, Jacob Schick, jacobhc, jacobhood, jacobkorte, Jacqueline Palacios, Jaehyoung, jakemormando, Jakob Mueller, James Brown IV, James Maughn, James Parham, jameszoo, Jamie Hunter, Jamie Yates, jaminhein1215, jaredsittig, Jason Lins, jasonvodden, JaV, Jay Brasher, jaybom, jayce-the-creature-creator, Jazz (aka turtlehelper), jcowdog)",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 11011 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009912-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4sbtyn
title: Occurrence Download

description: A dataset containing 9619 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mobula alfredi"
 ]
}

 The dataset includes 9619 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009911-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqzwwg
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "TaxonKey is Handroanthus serratifolius"
 ]
}

 The dataset includes 398 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009913-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18754434
title: Results of simulation and regression models of vehicle electric systems

description: The attached data set contains the results of simulation and regression models.



The "EPAS" folder contains predictions of the vehicle's Electric Power-Assisted Steering system's energy consumption.

The "HVAC" folder contains predictions of the vehicle's heating, ventilation, and air conditioning system's energy consumption.

The "IVI" folder contains predictions for the energy consumption of the in-vehicle infotainment system.

The "Light" folder contains predictions of the vehicle lighting system's energy consumption.

The MotCalc folder contains predictions for the energy consumption of the vehicle's propulsion system.

The "Sim_Out" folder contains the simulation results for the machine learning validation routes.

The "Learning" folder contains the simulation results for the machine learning data input.


Uploaded data struture:

 

Upload/

├── Cross_validation/

│

├── Model_out/

│   ├── EPAS.zip

│   │   └── EPAS/

│   ├── HVAC.zip

│   │   └── HVAC/

│   ├── IVI.zip

│   │   └── IVI/

│   ├── Light.zip

│   │   └── Light/

│   ├── MotCalc.zip

│   │   └── MotCalc/

│   └── Sim_out.zip

│       └── Sim_out/

│

├── Learning.zip

│   └── Learning/
DOI: 10.15468/dl.dvd76j
title: Occurrence Download

description: A dataset containing 5507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Janthina"
 ]
}

 The dataset includes 5507 records from 157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009914-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18754433
title: Results of simulation and regression models of vehicle electric systems

description: The attached data set contains the results of simulation and regression models.



The "EPAS" folder contains predictions of the vehicle's Electric Power-Assisted Steering system's energy consumption.

The "HVAC" folder contains predictions of the vehicle's heating, ventilation, and air conditioning system's energy consumption.

The "IVI" folder contains predictions for the energy consumption of the in-vehicle infotainment system.

The "Light" folder contains predictions of the vehicle lighting system's energy consumption.

The MotCalc folder contains predictions for the energy consumption of the vehicle's propulsion system.

The "Sim_Out" folder contains the simulation results for the machine learning validation routes.

The "Learning" folder contains the simulation results for the machine learning data input.


Uploaded data struture:

 

Upload/

├── Cross_validation/

│

├── Model_out/

│   ├── EPAS.zip

│   │   └── EPAS/

│   ├── HVAC.zip

│   │   └── HVAC/

│   ├── IVI.zip

│   │   └── IVI/

│   ├── Light.zip

│   │   └── Light/

│   ├── MotCalc.zip

│   │   └── MotCalc/

│   └── Sim_out.zip

│       └── Sim_out/

│

├── Learning.zip

│   └── Learning/
DOI: 10.7807/immo:red:hm:suf:v14
title: RWI Real Estate Data - Houses for Rent - (SUF Off-site)
title: SUF Off-site

description: ImmobilienScout24 is the largest real estate internet platform in Germany. Properties for private as well as commercial use are offered on the website. However, the data only cover residential properties. The dataset covers most characteristics collected on the platform like price, size and characteristics of the housing unit but also automatically generated items like the duration of the advertisement spell. 
description: Sampled Universe: All houses for sale at ImmobilienScout24

Sampling: Full sample
description: Collection Mode: Observation.ComputerBased

description: Unit Type: HousingUnit

Numer of Units: 1,577,058
description: RWI-GEO
DOI: 10.15468/dl.bcw498
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phoenicurus auroreus"
 ]
}

 The dataset includes 381 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009916-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21950/n5wzjs
title: Dataset y Benchmark reproducible de lenguaje abusivo en español (IID vs OOD-LODO)

description: &lt;section aria-label="Descripción del repositorio"&gt;
 &lt;h2&gt;Benchmark reproducible (español) + harness de evaluación&lt;/h2&gt;

 &lt;p&gt;
 Este repositorio proporciona un &lt;strong&gt;benchmark reproducible&lt;/strong&gt; para detección de lenguaje abusivo en español,
 diseñado para comparar modelos bajo &lt;strong&gt;protocolos cerrados&lt;/strong&gt; y con &lt;strong&gt;trazabilidad por artefactos&lt;/strong&gt;.
 El foco es medir robustez &lt;em&gt;cross-dataset&lt;/em&gt; (IID vs. LODO) de forma auditable, evitando decisiones implícitas.
 &lt;/p&gt;

 &lt;h3&gt;Construido sobre&lt;/h3&gt;
 &lt;ul&gt;
 &lt;li&gt;
 &lt;strong&gt;Dataset unificado&lt;/strong&gt; (&lt;code&gt;data/all.csv&lt;/code&gt;) con contrato explícito:
 esquema canónico, procedencia (&lt;code&gt;dataset_id&lt;/code&gt;, &lt;code&gt;dialect_region&lt;/code&gt;) y mapeo trazable
 de &lt;code&gt;raw_label&lt;/code&gt; a un objetivo binario &lt;code&gt;y&lt;/code&gt;.
 &lt;/li&gt;
 &lt;li&gt;
 &lt;strong&gt;Protocolos versionados&lt;/strong&gt; como especificaciones:
 P1 (IID, split fijo) y P2 (LODO, Leave-One-Dataset-Out por &lt;code&gt;dataset_id&lt;/code&gt;).
 &lt;/li&gt;
 &lt;li&gt;
 &lt;strong&gt;Manifests deterministas&lt;/strong&gt; (&lt;code&gt;manifests/&lt;/code&gt;) que materializan splits y folds de forma estable.
 &lt;/li&gt;
 &lt;li&gt;
 &lt;strong&gt;Runs auditables&lt;/strong&gt; (&lt;code&gt;runs/&lt;run_id&gt;/&lt;/code&gt;) y reportes generados
 &lt;strong&gt;leyendo artefactos&lt;/strong&gt; (sin recomputación &lt;em&gt;ad hoc&lt;/em&gt; de métricas).
 &lt;/li&gt;
 &lt;/ul&gt;

 &lt;h3&gt;No es&lt;/h3&gt;
 &lt;ul&gt;
 &lt;li&gt;&lt;strong&gt;No&lt;/strong&gt; es un producto de moderación desplegable.&lt;/li&gt;
 &lt;li&gt;
 &lt;strong&gt;No&lt;/strong&gt; es un benchmark para inferir causalidad dialectal:
 &lt;code&gt;dialect_region&lt;/code&gt; es colineal con &lt;code&gt;dataset_id&lt;/code&gt; en este release y se usa como descriptor operacional.
 &lt;/li&gt;
 &lt;/ul&gt;
&lt;/section&gt;
DOI: 10.15468/dl.f43y7k
title: Occurrence Download

description: A dataset containing 17831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (jdsellman, Jean-Marc Vallières, jearickson, Jeff Steele, Jeffrey H. Skevington, jemicrobe2, Jennifer Aitkens, Jennifer C, Jennifer Danhaus, Jenny Glenn, Jenny M., JenWinnell, Jess Stevens, jessamy-ann, Jessica Moulton, jessicasmuk, jessie-petell, jhhf, Jia Yuan (Jerry) Han, Jimena Golcher-Benavides, jimteacher, jkayy, jkimmbo, jmass, jnaffy, jnhache, Joanne Muis, Joe Girgente, joelgillespie, John Aufderheide, jolietjack, Jomarc Estrada, Jon Pleizier, jonahgill, Jonathan Irons, jonnywieder, jonsense, Jorge Bogantes Montero, Joseph D Kurtz, Josh, Josh Ward, Joshua V. Addesi, José Garrido, julianalc, Julie Long, JulieAnn Morissette, justallama, Justin, Justin Donahue, K.D. Stutzman)",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 17831 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009917-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dcfc8
title: Occurrence Download

description: A dataset containing 13001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nepal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Potamogeton, Artemisia, Nymphoides, Stuckenia, Persicaria, Rhododendron, Acacia, Bauhinia, Cercis, Dalbergia, Inga, Senegalia, Sesbania, Sesbania, Spatholobus, Vachellia, Alnus, Betula, Carpinus, Castanopsis, Quercus, Coffea, Mitragyna, Nyctanthes, Cinnamomum, Phoebe, Magnolia, Mallotus, Salix, Rubroshorea, Shorea, Bombax, Hibiscus, Terminalia, Trapa, Syzygium, Nymphaea, Victoria, Pinus, Carex, Cyperus, Cynodon, Miscanthus, Oryza, Phragmites, Saccharum, Nelumbo, Cannabis, Hippophae, Ficus, Ziziphus, Prunus, Rosa, Rubus, Ulmus, Boehmeria, Acer, Tetrastigma, Vitis)"
 ]
}

 The dataset includes 13001 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009918-260221153910048/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.30273709
title: Dataset of <i>Effects of storage conditions on oxidative stress biomarkers: methodological implications for ecological and evolutionary studies</i>

description: Dataset of <i>Effects of storage conditions on oxidative stress biomarkers: methodological implications for ecological and evolutionary studies</i>, it includes two sheets: one with the full dataset and a read_me sheet explaining the information contained in the dataset.
DOI: 10.6084/m9.figshare.30273709.v1
title: Dataset of <i>Effects of storage conditions on oxidative stress biomarkers: methodological implications for ecological and evolutionary studies</i>

description: Dataset of <i>Effects of storage conditions on oxidative stress biomarkers: methodological implications for ecological and evolutionary studies</i>, it includes two sheets: one with the full dataset and a read_me sheet explaining the information contained in the dataset.
DOI: 10.15468/dl.r4n9cb
title: Occurrence Download

description: A dataset containing 225043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Fringilla montifringilla"
 ]
}

 The dataset includes 225043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009889-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60534/qv5j9-srm13
title: A chromosome-scale genome assembly of Hordeum erectifolium: genomic, transcriptomic and anatomical adaptations to drought in a wild barley relative

description: Wild crop relatives are valuable genetic resources for improving stress adaptation in cultivated species, but their effective use depends on high-quality reference genomes integrated with phenotypic and molecular datasets. Hordeum erectifolium, a wild relative of barley (H. vulgare), is adapted to intermittent and prolonged drought and saline soils, making it an excellent species for stress‐adaptation research. We assembled a chromosome‐scale, annotated reference genome of H. erectifolium comprising 3.85 Gbp, and identified 71,475 genes supported by a tissue‐specific gene expression atlas. Comparative morphological, physiological, and transcriptomic analyses under water limitation were conducted with cultivated and wild barley. H. erectifolium displayed a greater density of leaf veins and sclerenchyma cells, alongside rapid leaf rolling upon dehydration. Genomic comparisons revealed structural variations, independent transposon‐driven evolution, and copy number expansions of desiccation‐responsive gene families relative to barley. The transcriptional responses of H. erectifolium and barley to water limitation suggested contrasting drought‐adaptation strategies: metabolic downregulation and survival prioritization in H. erectifolium versus maintenance of metabolic activity and competitiveness in barley. Our data suggest that H. erectifolium is genetically primed for survival under drought through anatomical adaptations, gene family expansion, efficient shutdown of growth-related metabolism, and rapid recovery upon rehydration.
DOI: 10.60534/zehfm-cvd49
title: A chromosome-scale genome assembly of Hordeum erectifolium: genomic, transcriptomic and anatomical adaptations to drought in a wild barley relative

description: Wild crop relatives are valuable genetic resources for improving stress adaptation in cultivated species, but their effective use depends on high-quality reference genomes integrated with phenotypic and molecular datasets. Hordeum erectifolium, a wild relative of barley (H. vulgare), is adapted to intermittent and prolonged drought and saline soils, making it an excellent species for stress‐adaptation research. We assembled a chromosome‐scale, annotated reference genome of H. erectifolium comprising 3.85 Gbp, and identified 71,475 genes supported by a tissue‐specific gene expression atlas. Comparative morphological, physiological, and transcriptomic analyses under water limitation were conducted with cultivated and wild barley. H. erectifolium displayed a greater density of leaf veins and sclerenchyma cells, alongside rapid leaf rolling upon dehydration. Genomic comparisons revealed structural variations, independent transposon‐driven evolution, and copy number expansions of desiccation‐responsive gene families relative to barley. The transcriptional responses of H. erectifolium and barley to water limitation suggested contrasting drought‐adaptation strategies: metabolic downregulation and survival prioritization in H. erectifolium versus maintenance of metabolic activity and competitiveness in barley. Our data suggest that H. erectifolium is genetically primed for survival under drought through anatomical adaptations, gene family expansion, efficient shutdown of growth-related metabolism, and rapid recovery upon rehydration.
DOI: 10.15468/dl.mwum8r
title: Occurrence Download

description: A dataset containing 1542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Spatholobus"
 ]
}

 The dataset includes 1542 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009920-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18770846
title: FuXi-CFD Dataset and Pre-trained Model (v1.0)

description: This record provides the official archived metadata for the FuXi-CFD dataset and pre-trained model associated with the paper:

 

Lin, C., et al. *Reconstructing fine-scale 3D wind fields with terrain-informed machine learning*, Nature Communications (2026).

 

Version: v1.0

Total dataset size: ~250 GB

Total cases: ~12,000

 

Due to the large dataset size, the full data and model weights are hosted externally on HuggingFace.

 

Dataset repository:

https://huggingface.co/datasets/linchensen/FuXi-CFD-dataset

 

Model repository:

https://huggingface.co/linchensen/FuXi-CFD-model

 

This Zenodo record provides:

 

- Persistent DOI for citation

- Versioned metadata

- Documentation snapshot

- Long-term archival reference

 

All data are released under CC BY-NC 4.0.

 

For detailed data structure, variable definitions, and inference instructions, please refer to the corresponding HuggingFace repositories.
DOI: 10.5281/zenodo.18770845
title: FuXi-CFD Dataset and Pre-trained Model (v1.0)

description: This record provides the official archived metadata for the FuXi-CFD dataset and pre-trained model associated with the paper:

 

Lin, C., et al. *Reconstructing fine-scale 3D wind fields with terrain-informed machine learning*, Nature Communications (2026).

 

Version: v1.0

Total dataset size: ~250 GB

Total cases: ~12,000

 

Due to the large dataset size, the full data and model weights are hosted externally on HuggingFace.

 

Dataset repository:

https://huggingface.co/datasets/linchensen/FuXi-CFD-dataset

 

Model repository:

https://huggingface.co/linchensen/FuXi-CFD-model

 

This Zenodo record provides:

 

- Persistent DOI for citation

- Versioned metadata

- Documentation snapshot

- Long-term archival reference

 

All data are released under CC BY-NC 4.0.

 

For detailed data structure, variable definitions, and inference instructions, please refer to the corresponding HuggingFace repositories.
DOI: 10.15468/dl.2hp4hw
title: Occurrence Download

description: A dataset containing 3011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepus granatensis",
 "Country is Spain",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3011 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009923-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxub98
title: Occurrence Download

description: A dataset containing 40524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "DatasetKey is Global Roadkill Data: a dataset on terrestrial vertebrate mortality caused by collision with vehicles (Opportunistic Records)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is less than or equal to 3000"
 ]
}

 The dataset includes 40524 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009919-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.