cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4121/34c5d95d-2e34-4087-b970-5f14b7463d44
title: BioBrAIn: Stavanger 22m3 bioreactor - CFD-derived data

description: Access to publicly available detailed information on industrial-scale fermentors is limited; most studies date back to the 1980s and 1990s, before the widespread availability of affordable computing power. Among these, the EU-Project "Bioprocess Scale-up Strategy" analyzed a 30 cubic meter reactor design for a fed-batch process with a maximum working volume of 22 cubic meters equipped with Rushton Turbine (RT) impellers. Here, we focus on the configuration using solely RT-impellers. The studies by Bylund et al. and Vrábel et. al provide detailed descriptions of the reactor geometry, pulse-response experiments for mixing time determination, and the process conditions. Notably, the available data spans a wide range of operating conditions—both aerated and non-aerated—resulting in distinct impeller flow regimes (i.e., flooding, loading, and transitional states). <br>Based on these studies, CFD simulations were conducted across the operating conditions summarized in the `dp_op_conditions.csv` file and also the README.md file. Further information on the dimensions of the stirred tank, mesh, and model parameterization can be found in the README.md file and config.json files per design point, respectively. <br>The accompanying documentation for the entire data collection (database) and a visualization manual can be found in DOI: <strong>10.4121/27fd363b-1310-4a69-9635-aa50d9bb7823</strong><br>This dataset is part of the <strong>BioBrAIn </strong>collection -<em> A CFD database of bioreactors </em>(DOI: <strong>10.4121/b99ff905-7bfa-4d13-a429-e2daad2d7579)</strong>.This project was supported by the 4th edition of the FAIR Data Fund from 4TU.ResearchData.
DOI: 10.4121/34c5d95d-2e34-4087-b970-5f14b7463d44.v1
title: BioBrAIn: Stavanger 22m3 bioreactor - CFD-derived data

description: Access to publicly available detailed information on industrial-scale fermentors is limited; most studies date back to the 1980s and 1990s, before the widespread availability of affordable computing power. Among these, the EU-Project "Bioprocess Scale-up Strategy" analyzed a 30 cubic meter reactor design for a fed-batch process with a maximum working volume of 22 cubic meters equipped with Rushton Turbine (RT) impellers. Here, we focus on the configuration using solely RT-impellers. The studies by Bylund et al. and Vrábel et. al provide detailed descriptions of the reactor geometry, pulse-response experiments for mixing time determination, and the process conditions. Notably, the available data spans a wide range of operating conditions—both aerated and non-aerated—resulting in distinct impeller flow regimes (i.e., flooding, loading, and transitional states). <br>Based on these studies, CFD simulations were conducted across the operating conditions summarized in the `dp_op_conditions.csv` file and also the README.md file. Further information on the dimensions of the stirred tank, mesh, and model parameterization can be found in the README.md file and config.json files per design point, respectively. <br>The accompanying documentation for the entire data collection (database) and a visualization manual can be found in DOI: <strong>10.4121/27fd363b-1310-4a69-9635-aa50d9bb7823</strong><br>This dataset is part of the <strong>BioBrAIn </strong>collection -<em> A CFD database of bioreactors </em>(DOI: <strong>10.4121/b99ff905-7bfa-4d13-a429-e2daad2d7579)</strong>.This project was supported by the 4th edition of the FAIR Data Fund from 4TU.ResearchData.
DOI: 10.60686/t-fsd3928
title: FSD3928 Citizens' Opinion: Finnish Views on Activities of Citizens’ Jury on Climate Actions 2021
DOI: 10.15468/dl.d9xenr
title: Occurrence Download

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

 The dataset includes 154 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013159-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17514652
title: Reporting and dataset - Trusted Execution Environments in Systems-of-Systems: A Systematic Mapping Study

description: Reporting and dataset - Trusted Execution Environments in Systems-of-Systems: A Systematic Mapping StudyExtracted from parsif.al
DOI: 10.15468/dl.fun5av
title: Occurrence Download

description: A dataset containing 1201969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "License is CC0 1.0",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1201969 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013155-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhq8f5
title: Occurrence Download

description: A dataset containing 20780 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The dataset of bat (Chiroptera, Mammalia) occurrences in Ukraine collected by the Ukrainian Bat Rehabilitation Center (2022-2024)"
 ]
}

 The dataset includes 20780 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013161-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/1845b6ac44c9596cffe29ce6af7749dc
title: Data from: Cascading effects of apex predator recovery on rodent foraging activity and seed predation

description: This dataset was collected to examine the effects of apex predator presence on post-dispersal seed predation and rodent foraging behavior in Mediterranean ecosystems of southern Spain. The study focused on the Iberian lynx (Lynx pardinus) as a top predator capable of altering mesopredator and small mammal communities through cascading interactions. We used the fleshy-fruited tree Pyrus bourgaeana as a model species and conducted a seed predation experiment in two areas with and without lynx presence. A total of 1152 seeds were placed in 144 seed depots across forest and open habitats and three microhabitat types (rock, shrub, and open ground). Rodent activity and foraging behavior were monitored using 36 camera traps installed at a subset of seed depots, and rodent abundance was estimated with live trapping one week later. The dataset includes seed predation counts, camera-trap records of rodent visits, live-trapping results, and vegetation cover estimates. These data allow investigation of how predation risk and habitat structure influence rodent activity and post-dispersal seed predation dynamics in Mediterranean landscapes.
DOI: 10.5281/zenodo.17514698
title: JK-Idea
DOI: 10.5281/zenodo.17514699
title: JK-Idea
DOI: 10.15468/dl.5cpgae
title: Occurrence Download

description: A dataset containing 604 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Reseda arabica"
 ]
}

 The dataset includes 604 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013162-251025141854904/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.30520913
title: Data for "Electrochemical hydrogenation of the hydrophobic oily phase of pinewood and wheat-straw pyrolysis oils in methanol"

description: This paper establishes chemical tractability of oily-phase ECH in methanol under mild conditions and identifies additive-dependent corrosion as a dominant practical constraint.
DOI: 10.6084/m9.figshare.30520913.v1
title: Data for "Electrochemical hydrogenation of the hydrophobic oily phase of pinewood and wheat-straw pyrolysis oils in methanol"

description: This paper establishes chemical tractability of oily-phase ECH in methanol under mild conditions and identifies additive-dependent corrosion as a dominant practical constraint.
DOI: 10.5281/zenodo.17513773
title: DATASET: A Red-billed Tropicbird (Phaethon aethereus) chick ingests a piece of wire on San Pedro Mártir Island, México.
title: CONJUNTO DE DATOS: Un polluelo de Rabijunco de pico rojo (Phaethon aethereus) ingiere un trozo de alambre en la isla San Pedro Mártir, México.
title: DATENSATZ: Ein Jungvogel der Rotschnabel-Tropikvogel (Phaethon aethereus) verschluckt ein Stück Draht auf der Insel San Pedro Mártir, Mexiko.

description: The following datasets allow for the replication of the analyses performed in the scientific article "Wire ingestion by a Red-billed Tropicbird Phaethon aethereus chick on San Pedro Mártir Island, Mexico" published in the journal Marine Ornithology 53(1): 75-82.

The file Data_RBTR.csv consists of 32 columns containing information on the prey families consumed by each individual analyzed in this study.

The file RBTR_Diet_long.csv consists of 3 columns and represents a reshaped version of the data from Data_RBTR.csv, structured to facilitate the corresponding statistical analyses.

The file SPM21_NI_C20.csv contains the tracking data for the female bird fitted with the GPS device. This file consists of 15 columns with information identifying the sampled individual, as well as the latitude, longitude, altitude, temperature, and flight speed for each recorded point.

The file SPM21_NI_C20_metrics.csv contains the same base information as SPM21_NI_C20.csv but includes 2 additional columns that are essential for performing the individual's foraging metrics analyses.
DOI: 10.5281/zenodo.17513772
title: DATASET: A Red-billed Tropicbird (Phaethon aethereus) chick ingests a piece of wire on San Pedro Mártir Island, México.
title: CONJUNTO DE DATOS: Un polluelo de Rabijunco de pico rojo (Phaethon aethereus) ingiere un trozo de alambre en la isla San Pedro Mártir, México.
title: DATENSATZ: Ein Jungvogel der Rotschnabel-Tropikvogel (Phaethon aethereus) verschluckt ein Stück Draht auf der Insel San Pedro Mártir, Mexiko.

description: The following datasets allow for the replication of the analyses performed in the scientific article "Wire ingestion by a Red-billed Tropicbird Phaethon aethereus chick on San Pedro Mártir Island, Mexico" published in the journal Marine Ornithology 53(1): 75-82.

The file Data_RBTR.csv consists of 32 columns containing information on the prey families consumed by each individual analyzed in this study.

The file RBTR_Diet_long.csv consists of 3 columns and represents a reshaped version of the data from Data_RBTR.csv, structured to facilitate the corresponding statistical analyses.

The file SPM21_NI_C20.csv contains the tracking data for the female bird fitted with the GPS device. This file consists of 15 columns with information identifying the sampled individual, as well as the latitude, longitude, altitude, temperature, and flight speed for each recorded point.

The file SPM21_NI_C20_metrics.csv contains the same base information as SPM21_NI_C20.csv but includes 2 additional columns that are essential for performing the individual's foraging metrics analyses.
DOI: 10.15468/dl.puybcy
title: Occurrence Download

description: A dataset containing 38236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, North America)",
 "TaxonKey is Hamamelis"
 ]
}

 The dataset includes 38236 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013163-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.th8gr3
title: Occurrence Download

description: A dataset containing 1426130 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is INSDC Host Organism Sequences"
 ]
}

 The dataset includes 1426130 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013157-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17514538
title: ISRIC WoSIS latest soil property GeoPackages (global point data; mixed-licence profiles, November 2024 release)

description: Description:This archive contains six harmonized GeoPackage files (GPKG) derived from the ISRIC World Soil Information Service (WoSIS “latest” dynamic dataset, November 2024 update). Each GeoPackage includes standardized point data for a specific soil property measured in individual soil profiles worldwide, formatted for spatial extraction in ecological and biogeographical analyses.

All files share a common attribute structure with columns for profile and layer identifiers, sampling depths, numeric value and averaged value (value_avg), analytical method, dataset identifier, geographic region, positional uncertainty, and per-record licence information (licence).

Included GeoPackages and verified licence coverage:• wosis_elcosp.gpkg – Electrical conductivity (saturated paste)Licences present: CC BY 4.0, CC BY 3.0, CC BY-NC 3.0, CC BY-NC 4.0, U.S. Public DomainProfiles: 84 815

• wosis_wg0033.gpkg – Water retention (33 kPa)Licences present: CC BY 4.0, CC BY-NC 4.0, U.S. Public DomainProfiles: 94 676

• wosis_wg1500.gpkg – Water retention (1500 kPa)Licences present: CC BY 4.0, U.S. Public DomainProfiles: 181 620

• wosis_bdfi33.gpkg – Bulk density, fine earth (33 kPa)Licences present: CC BY 3.0, CC BY-NC 3.0, U.S. Public DomainProfiles: 77 976

• wosis_tceq.gpkg – Calcium carbonate equivalent (total)Licences present: CC BY 3.0, CC BY 4.0, CC BY-NC 3.0, CC BY-NC 4.0, U.S. Public DomainProfiles: 246 599

• wosis_phkc.gpkg – pH (KCl extract)Licences present: CC BY 3.0, CC BY 4.0, CC BY-NC 3.0, CC BY-NC 4.0, U.S. Public DomainProfiles: 246 599

These GeoPackages were downloaded from the ISRIC GeoNetwork and reformatted without alteration of values or structure. The data represent the most recent global collection of standardized soil profile information curated by ISRIC – World Soil Information, Wageningen, The Netherlands.

Users must respect the per-record licence declared in the “licence” column. Data carrying non-commercial (CC BY-NC) or public-domain designations remain under the control of the original contributors. Redistribution is permitted under Zenodo’s data-sharing policy provided attribution is maintained and licence terms are followed.

Source and references:ISRIC – World Soil Information. WoSIS dynamic dataset, ESSD 16 (2024) 4735-4758.https://www.isric.org/explore/wosis/faq-wosisProject homepage at ISRIC – World Soil Information (WoSIS FAQ page).Catalogue entries: ISRIC GeoNetwork record IDs 2f99e114-183c-11e9-aba8-a0481ca9e724; 2f99e119-183c-11e9-aba8-a0481ca9e724; 2f99e117-183c-11e9-aba8-a0481ca9e724; 432363a2-0f1a-46ed-adc1-dadd0c72b68b; 480ace54-f743-4173-854c-35a020bc8170; b2eaa10a-e9d4-4f7d-9c75-25671c43b41b.
DOI: 10.5281/zenodo.17514537
title: ISRIC WoSIS latest soil property GeoPackages (global point data; mixed-licence profiles, November 2024 release)

description: Description:This archive contains six harmonized GeoPackage files (GPKG) derived from the ISRIC World Soil Information Service (WoSIS “latest” dynamic dataset, November 2024 update). Each GeoPackage includes standardized point data for a specific soil property measured in individual soil profiles worldwide, formatted for spatial extraction in ecological and biogeographical analyses.

All files share a common attribute structure with columns for profile and layer identifiers, sampling depths, numeric value and averaged value (value_avg), analytical method, dataset identifier, geographic region, positional uncertainty, and per-record licence information (licence).

Included GeoPackages and verified licence coverage:• wosis_elcosp.gpkg – Electrical conductivity (saturated paste)Licences present: CC BY 4.0, CC BY 3.0, CC BY-NC 3.0, CC BY-NC 4.0, U.S. Public DomainProfiles: 84 815

• wosis_wg0033.gpkg – Water retention (33 kPa)Licences present: CC BY 4.0, CC BY-NC 4.0, U.S. Public DomainProfiles: 94 676

• wosis_wg1500.gpkg – Water retention (1500 kPa)Licences present: CC BY 4.0, U.S. Public DomainProfiles: 181 620

• wosis_bdfi33.gpkg – Bulk density, fine earth (33 kPa)Licences present: CC BY 3.0, CC BY-NC 3.0, U.S. Public DomainProfiles: 77 976

• wosis_tceq.gpkg – Calcium carbonate equivalent (total)Licences present: CC BY 3.0, CC BY 4.0, CC BY-NC 3.0, CC BY-NC 4.0, U.S. Public DomainProfiles: 246 599

• wosis_phkc.gpkg – pH (KCl extract)Licences present: CC BY 3.0, CC BY 4.0, CC BY-NC 3.0, CC BY-NC 4.0, U.S. Public DomainProfiles: 246 599

These GeoPackages were downloaded from the ISRIC GeoNetwork and reformatted without alteration of values or structure. The data represent the most recent global collection of standardized soil profile information curated by ISRIC – World Soil Information, Wageningen, The Netherlands.

Users must respect the per-record licence declared in the “licence” column. Data carrying non-commercial (CC BY-NC) or public-domain designations remain under the control of the original contributors. Redistribution is permitted under Zenodo’s data-sharing policy provided attribution is maintained and licence terms are followed.

Source and references:ISRIC – World Soil Information. WoSIS dynamic dataset, ESSD 16 (2024) 4735-4758.https://www.isric.org/explore/wosis/faq-wosisProject homepage at ISRIC – World Soil Information (WoSIS FAQ page).Catalogue entries: ISRIC GeoNetwork record IDs 2f99e114-183c-11e9-aba8-a0481ca9e724; 2f99e119-183c-11e9-aba8-a0481ca9e724; 2f99e117-183c-11e9-aba8-a0481ca9e724; 432363a2-0f1a-46ed-adc1-dadd0c72b68b; 480ace54-f743-4173-854c-35a020bc8170; b2eaa10a-e9d4-4f7d-9c75-25671c43b41b.
DOI: 10.6084/m9.figshare.30520889
title: Global Earthquake-Related Research

description: This dataset compiles bibliographic information from peer-reviewed studies focusing on the interactions between earthquakes and terrestrial hydrological processes worldwide. The table consolidates metadata extracted from the Web of Science Core Collection, covering research published between 2010 and 2025. Each record includes key citation details: <b>Authors</b>, <b>Title</b>, <b>Journal</b>, <b>Publication Year</b>, and <b>DOI</b>. The dataset provides a structured reference base for meta-analyses, systematic reviews, and scientometric assessments of earthquake-induced hydrological effects, such as groundwater level variations, permeability changes, and fluid pressure responses. It serves as a foundational resource for exploring global patterns in seismo-hydrological research, enabling reproducible literature screening, citation mapping, and future data synthesis across interdisciplinary domains.
DOI: 10.6084/m9.figshare.30520889.v1
title: Global Earthquake-Related Research

description: This dataset compiles bibliographic information from peer-reviewed studies focusing on the interactions between earthquakes and terrestrial hydrological processes worldwide. The table consolidates metadata extracted from the Web of Science Core Collection, covering research published between 2010 and 2025. Each record includes key citation details: <b>Authors</b>, <b>Title</b>, <b>Journal</b>, <b>Publication Year</b>, and <b>DOI</b>. The dataset provides a structured reference base for meta-analyses, systematic reviews, and scientometric assessments of earthquake-induced hydrological effects, such as groundwater level variations, permeability changes, and fluid pressure responses. It serves as a foundational resource for exploring global patterns in seismo-hydrological research, enabling reproducible literature screening, citation mapping, and future data synthesis across interdisciplinary domains.
DOI: 10.6084/m9.figshare.30520904
title: Abeoforma_Whisleri genome v2

description: The latest genome assembly for Abeoforma whisleri done using long read sequecning by Oxford Nanopore. Victoria Shabardina (1), Vladimir Ovchinnikov (2), Alex de Mendoza (2), Elena Casacuberta (1), Iñaki Ruiz Trillo (1)(1) Multicellgenome Lab, IBE (CSIC-UPF), Barcelona, Spain(2) School of Biological and Behavioural Sciences, Queen Mary University of London, London, UK
DOI: 10.6084/m9.figshare.30520904.v1
title: Abeoforma_Whisleri genome v2

description: The latest genome assembly for Abeoforma whisleri done using long read sequecning by Oxford Nanopore. Victoria Shabardina (1), Vladimir Ovchinnikov (2), Alex de Mendoza (2), Elena Casacuberta (1), Iñaki Ruiz Trillo (1)(1) Multicellgenome Lab, IBE (CSIC-UPF), Barcelona, Spain(2) School of Biological and Behavioural Sciences, Queen Mary University of London, London, UK
DOI: 10.25318/3710029301-eng
title: Annual expenditure by educational institutions per student, by educational level, 2022/2023

description: Data on annual expenditure by educational institutions per student, in Canadian and American dollars, reference year 2022/2023. At the primary/secondary level, the amount spent on educational core services and ancillary services is also presented.
DOI: 10.6084/m9.figshare.30520925
title: Eye Tracking Dataset Outdoor scene 2

description: Tobii Pro Glasses 3 measurements of natural scene viewing behaviour.
DOI: 10.6084/m9.figshare.30520925.v1
title: Eye Tracking Dataset Outdoor scene 2

description: Tobii Pro Glasses 3 measurements of natural scene viewing behaviour.
DOI: 10.15468/dl.8mamhy
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Reseda aucheri"
 ]
}

 The dataset includes 477 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013166-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s95sas
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "TaxonKey is Ampedus sanguinolentus"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013167-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xefadr
title: Occurrence Download

description: A dataset containing 3330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Canada",
 "Geometry POLYGON((-63.9755 44.30781,-62.50588 44.81954,-62.98071 45.24214,-63.87801 44.8289,-63.9755 44.30781))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ascomycota",
 "Year 2000-2025"
 ]
}

 The dataset includes 3330 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013168-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6whb5n
title: Occurrence Download

description: A dataset containing 46376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.25 43.11341,2.18581 43.09209,2.13728 43.02054,2.16404 42.92721,2.23186 42.88116,2.29719 42.88054,2.36936 42.89236,2.42685 42.94519,2.3945 43.03792,2.33303 43.09939,2.25 43.11341))",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 46376 records from 371 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013164-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.