cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/1wcc-3247
title: Beyshir MS4 pollen surface sample dataset

description: Raw data for the Beyshir MS4 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/3mmh-9q59
title: Warga II pollen dataset

description: Raw data for the Warga II pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/28ra-z255
title: 47 [HFL47] water chemistry dataset

description: Raw data for the 47 [HFL47] water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/7pzz-h002
title: Indian Cove E plant macrofossil dataset

description: Raw data for the Indian Cove E plant macrofossil dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.34740/kaggle/dsv/11782122
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.21233/t19z-gf36
title: Petite Bog testate amoebae surface sample dataset

description: Raw data for the Petite Bog testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4ekj-v626
title: Roderique Pond water chemistry dataset

description: Raw data for the Roderique Pond water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/zghk-bt97
title: Chestermere Lake water chemistry dataset

description: Raw data for the Chestermere Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/qgqd-jd33
title: LRRB3 pollen surface sample dataset

description: Raw data for the LRRB3 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/bmc5-hm84
title: Orono Bog testate amoebae surface sample dataset

description: Raw data for the Orono Bog testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/x2kx-4t79
title: Au Train Bay testate amoebae surface sample dataset

description: Raw data for the Au Train Bay testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4myk-h843
title: La Noue Basse pollen dataset

description: Raw data for the La Noue Basse pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/a9qj-gx94
title: Hagelseeli pollen dataset

description: Raw data for the Hagelseeli pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.87zpfz
title: Occurrence Download

description: A dataset containing 239332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apus apus (Linnaeus, 1758)"
 ]
}

 The dataset includes 239332 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026245-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15382491
title: Image Dataset of Grapevine Varieties for AI-based Cultivar Identification

description: This dataset comprises multi-spectral images of seven grapevine varieties, captured under field conditions using an autonomous ground vehicle (AGV) equipped with a custom-built imaging rig. The rig integrates three synchronized cameras mounted at varying heights and angles to capture comprehensive visual data from both sunlit and shaded sides of the vine rows.





Canon PowerShot SX260 HS (1.80 m)




Canon PowerShot S100 (0.35 m)




MAPIR Survey3W RGB (1.00 m, horizontal view)



All cameras were configured to capture images at intervals of approximately 0.5 to 1 second, ensuring synchronized data acquisition across different spectral bands and perspectives.

The primary objective of this dataset is to facilitate the development and evaluation of computer vision and machine learning algorithms for automatic grapevine cultivar identification. 

Each grapevine variety is represented by hundreds of images, systematically organized by camera type, illumination condition (sunlit/shaded), and acquisition date. To optimize storage efficiency and processing speed, images are provided in JPEG format; RAW files are not included.

Canon cameras were controlled using CHDK (Canon Hack Development Kit) and programmed via the HCKY/XXXUAV scripts to enable interval shooting, RAW support, and manual configuration. The MAPIR camera were configured for automatic capture at 0.5–1 second intervals and saved in JPG format.

Images were collected from both sides of each vine row to capture sunlit and shaded leaf conditions (referred to as "ILUMINADO/SOMBREADO" or "ESTE/OESTE"). No RAW images are included to reduce dataset size and optimize acquisition speed. The dataset is divided into two image sets (Lot 1 and Lot 2), taken in October 2024.

Image Summary by Lot and Variety





Lot 1: 6,704 images




Lot 2: 6,337 images




Total: 13,041 images



Breakdown by variety:





Prieto Picudo: 2,565 images




Albillo Real: 1,445 images




Verdejo: 2,004 images




Mencía: 1,538 images




Garnacha: 1,534 images




Albillo Mayor: 1,378 images




Tempranillo: 877 images
DOI: 10.5281/zenodo.15382492
title: Image Dataset of Grapevine Varieties for AI-based Cultivar Identification

description: This dataset comprises multi-spectral images of seven grapevine varieties, captured under field conditions using an autonomous ground vehicle (AGV) equipped with a custom-built imaging rig. The rig integrates three synchronized cameras mounted at varying heights and angles to capture comprehensive visual data from both sunlit and shaded sides of the vine rows.





Canon PowerShot SX260 HS (1.80 m)




Canon PowerShot S100 (0.35 m)




MAPIR Survey3W RGB (1.00 m, horizontal view)



All cameras were configured to capture images at intervals of approximately 0.5 to 1 second, ensuring synchronized data acquisition across different spectral bands and perspectives.

The primary objective of this dataset is to facilitate the development and evaluation of computer vision and machine learning algorithms for automatic grapevine cultivar identification. 

Each grapevine variety is represented by hundreds of images, systematically organized by camera type, illumination condition (sunlit/shaded), and acquisition date. To optimize storage efficiency and processing speed, images are provided in JPEG format; RAW files are not included.

Canon cameras were controlled using CHDK (Canon Hack Development Kit) and programmed via the HCKY/XXXUAV scripts to enable interval shooting, RAW support, and manual configuration. The MAPIR camera were configured for automatic capture at 0.5–1 second intervals and saved in JPG format.

Images were collected from both sides of each vine row to capture sunlit and shaded leaf conditions (referred to as "ILUMINADO/SOMBREADO" or "ESTE/OESTE"). No RAW images are included to reduce dataset size and optimize acquisition speed. The dataset is divided into two image sets (Lot 1 and Lot 2), taken in October 2024.

Image Summary by Lot and Variety





Lot 1: 6,704 images




Lot 2: 6,337 images




Total: 13,041 images



Breakdown by variety:





Prieto Picudo: 2,565 images




Albillo Real: 1,445 images




Verdejo: 2,004 images




Mencía: 1,538 images




Garnacha: 1,534 images




Albillo Mayor: 1,378 images




Tempranillo: 877 images
DOI: 10.15468/dl.5qvdn6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Habenaria riparia Renz & Grosvenor"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026251-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4pjsc
title: Occurrence Download

description: A dataset containing 90261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Delichon urbicum (Linnaeus, 1758)"
 ]
}

 The dataset includes 90261 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026243-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/4bbn-gn76
title: PANM8 pollen surface sample dataset

description: Raw data for the PANM8 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/bf3z-y108
title: Dade L. diatom surface sample dataset

description: Raw data for the Dade L. diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/kk4y-qn36
title: WooradyPC23 pollen dataset

description: Raw data for the WooradyPC23 pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/anba-7410
title: Bainbridge diatom surface sample dataset

description: Raw data for the Bainbridge diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/vs74-px57
title: Donvold testate amoebae dataset

description: Raw data for the Donvold testate amoebae dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/92td-mk56
title: LDDsite2388 ostracode surface sample dataset

description: Raw data for the LDDsite2388 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/vh9x-f510
title: Lake Sainte Kathryn diatom bottom sample dataset

description: Raw data for the Lake Sainte Kathryn diatom bottom sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15387869
title: pituna_xinguensis_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.15387870
title: pituna_xinguensis_zanfona_1.fasta.gz
DOI: 10.21233/rjje-mg49
title: Jelenia Wyspa testate amoebae surface sample dataset

description: Raw data for the Jelenia Wyspa testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.14697253
title: EHRI Multilingual Subject Indexing Test Dataset

description: This dataset consists of texts, derived from descriptions of Holocaust-related archival material, each of which is associated with one or more subject terms from the EHRI Terms controlled vocabulary.

This dataset is described more thoroughly in the following paper, and is published to support reproduction:



Multilingual Automated Subject Indexing: a comparative study of LLMs vs alternative approaches in the context of the EHRI project
DOI: 10.21233/d337-fa08
title: LDDsite6152 water chemistry dataset

description: Raw data for the LDDsite6152 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21227/xfwy-b060
title: "DATA: Study of a Small Animal SPECT Imaging System Based on CdZnTe Pixel Detectors: A Monte Carlo Simulation"

description: "Through systematic Monte Carlo simulations, we optimized parallel-hole collimator parameters to achieve an optimal trade-off between spatial resolution (1.6 mm) and sensitivity (&gt;120 cps\/MBq).Comprehensive validation using Jaszczak and digital mouse (Digimouse) phantom demonstrated exceptional performance: the system resolved 1.6-mm hot rods in Jaszczak phantom studies while Digimouse evaluations revealed detailed anatomical features including skeletal structures, pulmonary morphology, and renal boundaries. Isotope simulation studies employing 99mTc and 177Lu further confirmed the system's practical imaging capability for small animal models."
DOI: 10.21233/j7sp-cv28
title: Bay of Quinte ostracode surface sample dataset

description: Raw data for the Bay of Quinte ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.efhf3e
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Acherontia styx Westwood, 1847"
 ]
}

 The dataset includes 46 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026252-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/q85s-pt39
title: Jelenia Wyspa testate amoebae surface sample dataset

description: Raw data for the Jelenia Wyspa testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.57955/e19e4201-ba28-4508-8be1-f556c51385e8
title: Sensor-less estimation of battery temperature through impedance-based diagnostics and application of DRT

description: DataSet for the article
DOI: 10.21233/3abc-yz75
title: Crater Lake pollen surface sample dataset

description: Raw data for the Crater Lake pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.14646147
title: Precise and scalable analog solving of matrix equation
DOI: 10.5281/zenodo.14646148
title: Precise and scalable analog solving of matrix equation
DOI: 10.5281/zenodo.15387883
title: Precise and scalable analog solving of matrix equation
DOI: 10.21233/89wv-cz48
title: LDDsite5537 water chemistry dataset

description: Raw data for the LDDsite5537 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.wmdbhk
title: Occurrence Download

description: A dataset containing 60231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "PublishingOrg is 485ff490-e3b7-11db-9acc-b8a03c50a862",
 "TaxonKey is Tracheophyta",
 "Year 1900-1988"
 ]
}

 The dataset includes 60231 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026250-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/3mrb-cv74
title: Saco Bog testate amoebae surface sample dataset

description: Raw data for the Saco Bog testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/bmcd-dy15
title: Muriel Lake water chemistry dataset

description: Raw data for the Muriel Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/0cs4-kj64
title: Les Pontins testate amoebae surface sample dataset

description: Raw data for the Les Pontins testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.29039213
title: List of Figures – Research Data for Comparative Analysis of Weld Penetration on SS304L Using TIG, A-TIG, FBIG, and FZ-TIG Processes

description: List of Figures – Research Data for Comparative Analysis of Weld Penetration on SS304L Using TIG, A-TIG, FBIG, and FZ-TIG Processes by Darshil Pithva for Science and Technology of Welding and Joining
DOI: 10.21233/y3tc-t195
title: LDDsite5472 water chemistry dataset

description: Raw data for the LDDsite5472 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/stf0-td92
title: Lac Meech [Meech Lake] pollen surface sample dataset

description: Raw data for the Lac Meech [Meech Lake] pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.28012553
title: 2024-12-12-domestic - moderate seasonal pattern-SeasonalMeans.csv

description: incoming TWSA for locations receiving domestic traffic, showing moderate seasonal patterns
DOI: 10.6084/m9.figshare.28012553.v1
title: 2024-12-12-domestic - moderate seasonal pattern-SeasonalMeans.csv

description: incoming TWSA for locations receiving domestic traffic, showing moderate seasonal patterns
DOI: 10.21233/08mc-bd32
title: Mukhrino Mire Complex testate amoebae surface sample dataset

description: Raw data for the Mukhrino Mire Complex testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.