cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17026/dans-xv8-fzpx
title: Plangebied Kabeltracé Zonnepark Daalkampen te Borger Plangebied Kabeltracé Zonnepark Daalkampen te Borger, gemeente Borger -Odoorn;

description: &lt;p&gt;In het westen van het onderzoeksgebied zijn beekdalafzettingen aangetroffen. In enkele delen van dit gebied is veen boven op de beekafzettingen herkend. Richting het oosten loopt de top van het dekzand omhoog, waarna het ten oosten van de N34 als een dunne laag op keileem ligt. Verder naar het oosten is tevens keileem aangetroffen, dat in het uiterste oosten van het onderzoeksgebied opnieuw met dekzand is afgedekt.&lt;br&gt;Bij het onderzoek zijn twee vindplaatsen onderscheiden. Vindplaats 1 bestaat uit enkele los se paalkuilen en een cultuurlaag en kan tot een nederzettingsterrein uit de late bronstijd tot en met de midden-Romeinse tijd gerekend worden. Vindplaats 2 betreffen esgreppels, een kuil en een plaggendek, dat tot agrarische activiteiten vanaf de late middeleeuwen gerekend wordt.&lt;/p&gt;
DOI: 10.15468/dl.kw8q9n
title: Occurrence Download

description: A dataset containing 6858 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inga laurina"
 ]
}

 The dataset includes 6858 records from 309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056027-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.jn79e5
title: Indicator_Plants_Eco-Scheme 5-Germany

description: This data is part of our submitted publication UAV-Assisted Deep Learning to Support Results-Based Agri-Environmental Schemes: Facilitating Eco-Scheme 5 Realization in Germany. Eco-scheme 5, a measure under the EU's Common Agricultural Policy, focuses on promoting biodiversity in permanent grasslands. It incentivizes farmers to demonstrate the presence of at least four regional indicator plant species to ensure the health and biodiversity of their grasslands. In this study, a dataset comprising images of six indicator plant species was sourced and curated from the GBIF database for training an object detection model. For more information, please refer to the mentioned article.
DOI: 10.5281/zenodo.16614082
title: Rotary Tube Bending Process Dataset

description: This dataset contains real-world data from 318 rotary tube bending processes, including 3 failed cases (IDs 1, 48, and 166). It is stored in a serialized Python pickle file named experiments_process_and_results.pkl (~800 MB) and is intended as a benchmark for machine learning and signal analysis methods.  The dataset includes:

A. Bending Setups:





Tube: Outer Diameter, and Wall Thickness.




Machine: Bending Target Angle, Wiper Die Shortening, Pressure Die( Lateral Position, Distance, Boost), Mandrel (Position, Retraction Timing), Collet Boost, and Clamp Die Lateral Position.



B. Process Parameters:



Loads





Machine: Bend Die (Lateral, Rotating, Vertical), Clamp Die Lateral, Collet (Axial, Rotating), Mandrel Axial, and Pressure Die (Axial, Lateral, Left Axial).




Sensor: Mandrel Axial, Pressure Die (Lateral 1, Lateral 2).









Movements





Bend Die (Lateral, Rotating, Vertical), Clamp Die Lateral, Collet (Axial, Rotating), Mandrel Axial, and Pressure Die (Axial, Lateral, Left Axial).





C. Geometry Data:





STL-Suitable:





Linear 1: 50 series of datasets from one endpoint of the arc.




Arc: Datasets ranging from 0 to the bending target angle, going up every 1 degree.




Linear 2: 25 series of datasets from another endpoint of the arc.






Key Characteristics:





Linear 1: Secondary Axis, Main Axis, and Out of Roundness.




Arc: Secondary Axis, Main Axis, and Out of Roundness.


Linear 2: Secondary Axis, Main Axis, and Out of Roundness.




 

To load, explore, and visualize data from this dataset, follow the steps in the GitHub repository:  https://github.com/zeyneddinoz/tubebend

 

Affiliation: University of Siegen, NRW, Germany

Funding: This work was funded by the Deutsche Forschungsgemeinschaft (DFG) – Project-ID: 520256321.
DOI: 10.15468/dl.qrwac4
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pteris cretica",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 148 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056032-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mje7m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Aerodramus maximus)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056029-250827131500795/datasets/export for details.
DOI: 10.15468/dl.v7t8vt
title: Occurrence Download

description: A dataset containing 491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anadara antiquata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 491 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056033-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyep2m
title: Occurrence Download

description: A dataset containing 3116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Aerodramus maximus)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 3116 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056031-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5yjv48
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Aerodramus maximus)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056030-250827131500795/datasets/export for details.
DOI: 10.15468/dl.gcb3t5
title: Occurrence Download

description: A dataset containing 158293 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carcinus maenas"
 ]
}

 The dataset includes 158293 records from 407 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055957-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17107260
title: Microbial Shift from Bacterial to Fungal Regulation Drives Dominant Plant Succession in Enclosed Steppe Restoration
DOI: 10.5281/zenodo.17107261
title: Microbial Shift from Bacterial to Fungal Regulation Drives Dominant Plant Succession in Enclosed Steppe Restoration
DOI: 10.5281/zenodo.17107265
title: ERWA‑PSO
DOI: 10.5281/zenodo.17107264
title: ERWA‑PSO
DOI: 10.5281/zenodo.17107185
title: Dataset of User Feedback and Ratings for Plasticpay Mobile App from Google Play Store

description: This dataset contains user reviews of the Plasticpay mobile application collected from the Google Play Store. The dataset consists of three fields: rating, timestamp, and review text. Data was collected using the Instant Data Scraper Chrome extension, which enables automated extraction of publicly available information from web pages. This dataset can be used for sentiment analysis, text mining, and research on user feedback regarding mobile applications for plastic waste management.
DOI: 10.5281/zenodo.17107186
title: Dataset of User Feedback and Ratings for Plasticpay Mobile App from Google Play Store

description: This dataset contains user reviews of the Plasticpay mobile application collected from the Google Play Store. The dataset consists of three fields: rating, timestamp, and review text. Data was collected using the Instant Data Scraper Chrome extension, which enables automated extraction of publicly available information from web pages. This dataset can be used for sentiment analysis, text mining, and research on user feedback regarding mobile applications for plastic waste management.
DOI: 10.60600/yu/kqfrct
title: Tjupan GALC Elicitation

description: Audio files involving elicitation with Edie on Tjupan for GALC, July 11, 2025
DOI: 10.15468/dl.qj7sbr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pteris cretica",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056034-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25935/dz99-s514
title: Rotational Modulation of the High Frequency Limit of Saturn Kilometric Radiation. Supplementary material
DOI: 10.6084/m9.figshare.30113011
title: A comparative study of ChatGPT and DeepSeek in spinal cord injury patient education: Can artificial intelligence “speak” spinal cord injury?

description: Large language models (LLMs), such as ChatGPT and DeepSeek, are increasingly used by patients for medical information about their health condition. While several studies have explored ChatGPT’s performance in spinal cord injury (SCI)-related queries, no direct comparison between GPT-4o and DeepSeek-V3 has been conducted in this context. The five most-searched SCI-related topics comprising of forty-eight questions were generated based on top Google Trends search terms. Responses were generated using GPT-4o and DeepSeek-V3, with three outputs per question. A total of two hundred and eighty-eight responses were independently evaluated by three Rehabilitation Physicians using the S.C.O.R.E. framework, which evaluates five domains: Safety, Consensus with Guidelines, Objectivity, Reproducibility, and Explainability on a 5-point Likert scale. Paired t-tests were used to compare model performance. Both models achieved high ratings for Safety and Consensus with Guidelines. DeepSeek-V3 scored slightly but significantly higher in Objectivity (<i>P</i> = 0.014), Reproducibility (<i>P</i> = 0.007), and Explainability (<i>P</i> &lt; 0.001). No significant differences were found in Safety or Consensus with Guidelines. Qualitative review highlighted more consistent and contextually rich answers from DeepSeek-V3. While both GPT-4o and DeepSeek-V3 are generally safe and informative tools for SCI patient education, DeepSeek-V3 demonstrated slightly superior performance in delivering consistent, objective, and well-explained responses. LLMs may serve as useful adjuncts in SCI patient education, but ongoing evaluation and clinician oversight remains essential.
DOI: 10.6084/m9.figshare.30113011.v1
title: A comparative study of ChatGPT and DeepSeek in spinal cord injury patient education: Can artificial intelligence “speak” spinal cord injury?

description: Large language models (LLMs), such as ChatGPT and DeepSeek, are increasingly used by patients for medical information about their health condition. While several studies have explored ChatGPT’s performance in spinal cord injury (SCI)-related queries, no direct comparison between GPT-4o and DeepSeek-V3 has been conducted in this context. The five most-searched SCI-related topics comprising of forty-eight questions were generated based on top Google Trends search terms. Responses were generated using GPT-4o and DeepSeek-V3, with three outputs per question. A total of two hundred and eighty-eight responses were independently evaluated by three Rehabilitation Physicians using the S.C.O.R.E. framework, which evaluates five domains: Safety, Consensus with Guidelines, Objectivity, Reproducibility, and Explainability on a 5-point Likert scale. Paired t-tests were used to compare model performance. Both models achieved high ratings for Safety and Consensus with Guidelines. DeepSeek-V3 scored slightly but significantly higher in Objectivity (<i>P</i> = 0.014), Reproducibility (<i>P</i> = 0.007), and Explainability (<i>P</i> &lt; 0.001). No significant differences were found in Safety or Consensus with Guidelines. Qualitative review highlighted more consistent and contextually rich answers from DeepSeek-V3. While both GPT-4o and DeepSeek-V3 are generally safe and informative tools for SCI patient education, DeepSeek-V3 demonstrated slightly superior performance in delivering consistent, objective, and well-explained responses. LLMs may serve as useful adjuncts in SCI patient education, but ongoing evaluation and clinician oversight remains essential.
DOI: 10.15468/dl.mthwmg
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "TaxonKey is Aromia bungii (Faldermann, 1835)"
 ]
}

 The dataset includes 203 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024115-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2pudy
title: Occurrence Download

description: A dataset containing 17037 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "TaxonKey is Picus canus J.F.Gmelin, 1788"
 ]
}

 The dataset includes 17037 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024108-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5ms99
title: Occurrence Download

description: A dataset containing 54116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ranunculus ficaria incumbens, Ranunculus ficaria incumbens, Ranunculus ficaria nudicaulis, Ranunculus ficaria stipitatus, Ranunculus ficaria calthifolius, Ranunculus ficaria calthifolius, Ranunculus ficaria nudicaulis, Ranunculus ficaria nudicaulis, Ranunculus ficaria nuicaulis, Ranunculus ficaria calthifolia, Ranunculus ficaria incumbens, Ranunculus ficaria peltiformis, Ranunculus ficariifolius, Ranunculus nudicaulis, Filago germanica, Antennaria germanica, Filago arvensoides, Filago canescens, Filago canescens laxa, Filago germanica, Filago germanica canescens, Filago germanica germanica, Filago germanica numidica, Filago germanica numidica, Filago germanica albida, Filago germanica canescens, Filago germanica canescens, Filago germanica furcata, Filago germanica germanica, Filago germanica numidica, Filago germanica prostrata, Filago germanica pyramidata, Filago kaltenbachii, Filago lutescens canescens, Filago pyramidata canescens, Filago rotundata, Filago vulgaris, Filago vulgaris vulgaris, Filago vulgaris vulgaris, Gifola canescens, Gifola germanica, Gnaphalium germanicum, Impia germanica, Fourraea alpina, Arabis brassica, Arabis brassiciformis, Arabis pauciflora, Arabis rigida, Brassica alpina, Caulopsis alpina)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 54116 records from 830 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055974-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aunpks
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceratocystis fasciata Olchow. & J.Reid",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137757-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfxwdv
title: Occurrence Download

description: A dataset containing 14196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Lanius cristatus Linnaeus, 1758, Alcedo atthis (Linnaeus, 1758), Chlidonias hybrida (Pallas, 1811), Hirundo rustica Linnaeus, 1758, Falco peregrinus calidus Latham, 1790, Himantopus himantopus (Linnaeus, 1758), Pluvialis fulva (J.F.Gmelin, 1789), Charadrius alexandrinus Linnaeus, 1758, Charadrius mongolus Pallas, 1776, Charadrius leschenaultii R.Lesson, 1826, Numenius phaeopus (Linnaeus, 1758), Calidris subminuta (Middendorff, 1853), Calidris ruficollis (Pallas, 1776), Gallinago megala Swinhoe, 1861, Gallinago gallinago (Linnaeus, 1758), Actitis hypoleucos (Linnaeus, 1758), Tringa brevipes (Vieillot, 1816), Tringa totanus (Linnaeus, 1758), Tringa stagnatilis (Bechstein, 1803), Tringa glareola Linnaeus, 1758, Tringa nebularia (Gunnerus, 1767), Egretta eulophotes (Swinhoe, 1860), Pandion haliaetus (Linnaeus, 1758), Accipiter soloensis (Horsfield, 1821), Butastur indicus (Gmelin, 1788), Phylloscopus examinandus Stresemann, 1913, Phylloscopus borealis (J.H.Blasius, 1858), Acrocephalus orientalis (Temminck & Schlegel, 1847), Locustella ochotensis (Middendorff, 1853), Helopsaltes ochotensis (Middendorff, 1853), Locustella lanceolata (Temminck, 1840), Zoothera aurea (Holandre, 1825), Muscicapa griseisticta (Swinhoe, 1861), Calliope calliope (Pallas, 1776), Motacilla cinerea Tunstall, 1771, Anthus hodgsoni Richmond, 1907)",
 "Year is 2020"
 ]
}

 The dataset includes 14196 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028538-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v8saf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acaulospora gedanensis Błaszk.",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137817-210914110416597/datasets/export for details.
DOI: 10.15468/dl.2dgbe9
title: Occurrence Download

description: A dataset containing 5796 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Real Jardín Botánico: Dibujos de la Real Expedición Botánica del Nuevo Reino de Granada (1783-1816), dirigida por J.C. Mutis"
 ]
}

 The dataset includes 5796 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148414-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgb5q4
title: Occurrence Download

description: A dataset containing 7163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Combretum molle R.Br. ex G.Don"
 ]
}

 The dataset includes 7163 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273485-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkg9bh
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mitrula elegans Berk., 1875",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 260 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137791-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wwsmb
title: Occurrence Download

description: A dataset containing 10168 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Estudios bióticos: Plantas, edafofauna epígea, anfibios y aves en el complejo de páramos Cruz Verde - Sumapaz"
 ]
}

 The dataset includes 10168 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148448-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.