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

description: A dataset containing 7521065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (NT, VU, EN, CR, EW, EX)",
 "OccurrenceStatus is Present",
 "Year 2019-2019"
 ]
}

 The dataset includes 7521065 records from 3662 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011385-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ng4ff7
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Oreomunnea mexicana"
 ]
}

 The dataset includes 261 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019219-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73vxdv
title: Occurrence Download

description: A dataset containing 2094 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Russelia sarmentosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2094 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019221-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18629364
title: raw data for "Sleep Facilitates Pattern Separation through SK Channel-Mediated Sparse Coding"
DOI: 10.5281/zenodo.18644399
title: pipa_arrabali_spades_02.fasta.gz
DOI: 10.5281/zenodo.18644400
title: pipa_arrabali_spades_02.fasta.gz
DOI: 10.15468/dl.j7zfuq
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trimeresurus malcolmi"
 ]
}

 The dataset includes 81 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019220-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.492k8a
title: Occurrence Download

description: A dataset containing 6047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anadenanthera colubrina",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 6047 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019222-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ay5t5
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centauropsis fruticosa"
 ]
}

 The dataset includes 65 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019224-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmuw8g
title: Occurrence Download

description: A dataset containing 7325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scoparia dulcis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 7325 records from 336 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019225-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3kbxv
title: Occurrence Download

description: A dataset containing 21519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jacaranda mimosifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 21519 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019227-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h796pr
title: Occurrence Download

description: A dataset containing 25333157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2010-2026"
 ]
}

 The dataset includes 25333157 records from 843 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019199-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzp7u7
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001828-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/dlh-1aw-e05
title: Stagnicola palustris (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rk8-whs-kbn
title: Buccinum undatum Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/3mcvbrhr7c
title: Making the Case for Process Analytics: A Use Case in Court Proceedings

description: Data was extracted in PDF format with personal information redacted to ensure privacy. The raw dataset consisted of 260 cases from three chambers within a single German social law court. The data originates from a single judge, who typically oversees five to six chambers, meaning that this dataset represents only a subset of the judge’s total caseload. Optical Character Recognition (OCR) was used to extract the document text, which was organized into an event log according to the tabular structure of the documents. In the dataset, a single timestamp is recorded for each activity, commonly indicating only the date of occurrence rather than a precise timestamp. This limits the granularity of time-based analyses and the accuracy of calculated activity durations. As the analysis focuses on the overall durations of cases, which typically range from multiple months to years, the impact of the timestamp imprecisions was negligible in our use case. After extraction, the event log was further processed in consultation with domain experts to ensure anonymity, remove noise, and raise it to an abstraction level appropriate for analysis. All remaining personal identifiers, such as expert witness names, were removed from the log to ensure anonymity. Additionally, timestamps were systematically perturbed to further enhance data privacy. Originally, the event log contained 22,664 recorded events and 290 unique activities. Activities that were extremely rare (i.e., occurring fewer than 30 times) were excluded to focus on frequently observed procedural steps. Furthermore, the domain experts reviewed the list of unique activity labels, based on which similar activities were merged, and terminology was standardized across cases. The refinement of the activity labels reduced the number of unique activities to 59. Finally, duplicate events were removed. These steps collectively reduced the dataset to 19,947 events. The final anonymized and processed dataset includes 260 cases, 19,947 events from three chambers and 59 unique activities.
DOI: 10.3535/5vs-fe7-ge1
title: Stagnicola palustris (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/az6-l4g-cev
title: Mirapecten rastellum (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dwy-dz7-k7c
title: Gloripallium pallium (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/3mcvbrhr7c.2
title: Making the Case for Process Analytics: A Use Case in Court Proceedings

description: Data was extracted in PDF format with personal information redacted to ensure privacy. The raw dataset consisted of 260 cases from three chambers within a single German social law court. The data originates from a single judge, who typically oversees five to six chambers, meaning that this dataset represents only a subset of the judge’s total caseload. Optical Character Recognition (OCR) was used to extract the document text, which was organized into an event log according to the tabular structure of the documents. In the dataset, a single timestamp is recorded for each activity, commonly indicating only the date of occurrence rather than a precise timestamp. This limits the granularity of time-based analyses and the accuracy of calculated activity durations. As the analysis focuses on the overall durations of cases, which typically range from multiple months to years, the impact of the timestamp imprecisions was negligible in our use case. After extraction, the event log was further processed in consultation with domain experts to ensure anonymity, remove noise, and raise it to an abstraction level appropriate for analysis. All remaining personal identifiers, such as expert witness names, were removed from the log to ensure anonymity. Additionally, timestamps were systematically perturbed to further enhance data privacy. Originally, the event log contained 22,664 recorded events and 290 unique activities. Activities that were extremely rare (i.e., occurring fewer than 30 times) were excluded to focus on frequently observed procedural steps. Furthermore, the domain experts reviewed the list of unique activity labels, based on which similar activities were merged, and terminology was standardized across cases. The refinement of the activity labels reduced the number of unique activities to 59. Finally, duplicate events were removed. These steps collectively reduced the dataset to 19,947 events. The final anonymized and processed dataset includes 260 cases, 19,947 events from three chambers and 59 unique activities.
DOI: 10.3535/dh6-p40-7ks
title: Crassispira pellisphocae (Reeve, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dsf-hm7-mge
title: Gyraulus albus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s53-a7s-mk3
title: Plesiocystiscus jansseni (De Jong & Coomans, 1988)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tx0-ald-w9j
title: Ampullaceana balthica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/971-623-stx
title: Peringia ulvae (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bva-j93-3dm
title: Cerion paucicostatum Clench, 1934

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6p2-crj-cf0
title: Peringia ulvae (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rp1-0y0-zv8
title: Peringia ulvae (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f4x-sy1-51q
title: Tritia reticulata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s3s-e7d-mrs
title: Laevichlamys rubromaculata (G. B. Sowerby II, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kpe-ra5-vf0
title: Swiftopecten swiftii (Bernardi, 1858)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t3a-vxc-af1
title: Spisula subtruncata (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ed-1c0-fam
title: Talochlamys multistriata (Poli, 1795)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xws-tr5-94p
title: Cepaea hortensis (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rpy-621-lvk
title: †Mactra plistoneerlandica van Regteren Altena, 1937

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/m6phn7dczr
title: Fire Resistance of Steel Beams with Intumescent Coating – Simulation Data and Machine Learning Models

description: This dataset contains numerical and machine learning data generated during the study “Fire Resistance of Steel Beams with Intumescent Coating Exposed to Fire Using ANSYS and Machine Learning” (Buildings 2025, 15(13), 2334; https://doi.org/10.3390/buildings15132334).

The work investigates the fire resistance of structural steel IPE beams protected with water-based intumescent coating (IC) and subjected to ISO 834 standard fire. Numerical simulations were performed in ANSYS 16.0, using sequentially coupled thermal–structural analyses with temperature-dependent material properties. A parametric study was conducted for the entire range of standard IPE profiles (80–600), three IC thicknesses (0.4, 0.8, and 1.2 mm), three utilisation levels (0.5, 0.6, 0.7), and three beam lengths proportional to section depth.

The dataset also contains the input and output files used to train artificial neural network (ANN) models in MATLAB R2020b for predicting fire resistance time. The ANN input parameters include detailed beam geometry, IC thickness, section factor, thermal conductivity values at five temperatures, and loading factor. Output is the predicted fire resistance time until structural failure according to deflection and deflection rate criteria.

Contents:

 Excel spreadsheets – Tabulated results from 486 finite element simulations, including input parameters, geometrical and mechanical properties of steel and IC (temperature-dependent), temperature evolution, mid-span deflections and deflection rates, stresses and strains during fire and fire resistance times, input and output data for ANN training before processing, processed and after normalisation.
 Figures – Graphical inputs of temperature-dependent thermal and mechanical properties of steel S355, and graphical results of mid-span deflections and deflection rates in time, showing parametric effects of IC thickness, beam length, utilisation, and section factor on fire resistance.

File formats:

 .xlsx – Microsoft Excel Worksheet
 .xlsm – Microsoft Excel Macro-Enabled Worksheet
 .tif / .jpg – Figures and diagrams
 .txt – File descriptions

Usage notes:

 All Excel files contain both raw and processed numerical outputs; cells cannot be modified, formulas are hidden, content can be copied.
 Figures are provided in publication resolution and can be reused under the CC BY 4.0 license.

Dataset is organized into two subfolders:

 01_EXCEL_FILES – Contains Excel files with tabulated data, calculations, and results relevant to the study. Each file in this folder is listed and briefly described in the accompanying Excel_Files_Description.txt.
 02_FIGURES – Contains image files (figures) illustrating key results, and diagrams. Each figure is listed and described in the Figures_Description.txt file located in the same folder.

Both Excel_Files_Description.txt and Figures_Description.txt provide file names and concise summaries of their content for easier navigation and reference.
DOI: 10.3535/m8m-w4e-ctc
title: Valvata piscinalis piscinalis (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xvp-wbq-s3p
title: Dominamaria pinnacula van Benthem Jutting, 1963

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/m6phn7dczr.1
title: Fire Resistance of Steel Beams with Intumescent Coating – Simulation Data and Machine Learning Models

description: This dataset contains numerical and machine learning data generated during the study “Fire Resistance of Steel Beams with Intumescent Coating Exposed to Fire Using ANSYS and Machine Learning” (Buildings 2025, 15(13), 2334; https://doi.org/10.3390/buildings15132334).

The work investigates the fire resistance of structural steel IPE beams protected with water-based intumescent coating (IC) and subjected to ISO 834 standard fire. Numerical simulations were performed in ANSYS 16.0, using sequentially coupled thermal–structural analyses with temperature-dependent material properties. A parametric study was conducted for the entire range of standard IPE profiles (80–600), three IC thicknesses (0.4, 0.8, and 1.2 mm), three utilisation levels (0.5, 0.6, 0.7), and three beam lengths proportional to section depth.

The dataset also contains the input and output files used to train artificial neural network (ANN) models in MATLAB R2020b for predicting fire resistance time. The ANN input parameters include detailed beam geometry, IC thickness, section factor, thermal conductivity values at five temperatures, and loading factor. Output is the predicted fire resistance time until structural failure according to deflection and deflection rate criteria.

Contents:

 Excel spreadsheets – Tabulated results from 486 finite element simulations, including input parameters, geometrical and mechanical properties of steel and IC (temperature-dependent), temperature evolution, mid-span deflections and deflection rates, stresses and strains during fire and fire resistance times, input and output data for ANN training before processing, processed and after normalisation.
 Figures – Graphical inputs of temperature-dependent thermal and mechanical properties of steel S355, and graphical results of mid-span deflections and deflection rates in time, showing parametric effects of IC thickness, beam length, utilisation, and section factor on fire resistance.

File formats:

 .xlsx – Microsoft Excel Worksheet
 .xlsm – Microsoft Excel Macro-Enabled Worksheet
 .tif / .jpg – Figures and diagrams
 .txt – File descriptions

Usage notes:

 All Excel files contain both raw and processed numerical outputs; cells cannot be modified, formulas are hidden, content can be copied.
 Figures are provided in publication resolution and can be reused under the CC BY 4.0 license.

Dataset is organized into two subfolders:

 01_EXCEL_FILES – Contains Excel files with tabulated data, calculations, and results relevant to the study. Each file in this folder is listed and briefly described in the accompanying Excel_Files_Description.txt.
 02_FIGURES – Contains image files (figures) illustrating key results, and diagrams. Each figure is listed and described in the Figures_Description.txt file located in the same folder.

Both Excel_Files_Description.txt and Figures_Description.txt provide file names and concise summaries of their content for easier navigation and reference.
DOI: 10.3535/8qj-ana-b38
title: Propeamussium zoniferum (Dautzenberg & Bavay, 1912)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qjx-5j9-zgk
title: Monetaria moneta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bns-w4q-m9r
title: Euglesa milium (Held, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n0p-qly-32h
title: Callista impar (Lamarck, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vh7-glb-m8b
title: Anadara crassicostata (H. Adams, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ekg-syw-9xs
title: Dosinia alta (Dunker, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lck-e9b-12s
title: Palliolum incomparabile (Risso, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0m0-2gg-zft
title: Punctum pygmaeum (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wbv-cgx-vms
title: Planorbis carinatus O. F. Müller, 1774

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/ff5wvj5d5v
title: Individual and Biomedical Determinants of Cognitive Impairment in Institutionalised Geriatric

description: Individual and Biomedical Determinants of Cognitive Impairment in Institutionalised Geriatric
DOI: 10.3535/3v4-jk6-rj5
title: Perpolita hammonis (Strøm, 1765)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h6d-vf2-f0h
title: Bithynia leachii (Sheppard, 1823)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3xg-vcq-51l
title: Planorbarius corneus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/ff5wvj5d5v.1
title: Individual and Biomedical Determinants of Cognitive Impairment in Institutionalised Geriatric

description: Individual and Biomedical Determinants of Cognitive Impairment in Institutionalised Geriatric
DOI: 10.3535/094-sd5-edn
title: Laevichlamys superficialis (Forsskål, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/69y-gnn-bpw
title: Gloripallium pallium (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/692-6nz-63e
title: Mimachlamys sanguinea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n5t-9sh-e3s
title: Natica fabella Jousseaume, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xsg-0q4-er9
title: Valvata piscinalis piscinalis (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/chg-3vt-ymv
title: Manzonia caboverdensis Rolán, 1987

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vsf-35f-gnt
title: Ampullaceana balthica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9eh-69t-bl6
title: Pisidium pulchellum Jenyns, 1832

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mff-yew-xtz
title: Helix pomatia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.