cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5285/0b454d53-dfe7-48fd-9e18-b683d004b159
title: Pollen production values of common British plant species

description: This dataset provides pollen production values for 168 common plant species found in the UK. The dataset consists of pollen volume per flower, calculated from pollen grain number and pollen grain size. Pollen data can be useful in identifying the high pollen producing species for pollinator conservation and it can be combined with floral surveys to estimate the pollen production of plant communities. 
description: Fieldwork: collection of stems with flower buds for 174 taxa (from 2 populations per species when possible)
Labwork steps:
-Extracting the pollen from newly opened anthers for 168 taxa
-Counting pollen grains under microscope (modified Fuchs-Rosenthal counting chamber) to estimate the mean number of pollen grains per stamen for each species.
-Measuring pollen grain axes for calculating the mean volume of the one pollen grain for each species (in µm3).
-Estimating the pollen volume per stamen and then the pollen volume per flower after recording the number of stamens per flower for each species (in µm3)

Quality control: from each tube, pollen counting was repeated twice in order to provide two replicates per sample. Plant species taxonomy was standardised through the ‘rgbif’ package according to the GBIF Backbone Taxonomy reference.
DOI: 10.5281/zenodo.17494607
title: Potatoes Dataset

description: The dataset contains color images of potatoes captured on an industrial conveyor sorting line under real post-harvest conditions. It was created for developing and evaluating machine learning models for automatic potato quality classification using deep learning methods.

Images were acquired using a Basler Ace series industrial camera positioned perpendicularly to the sorting belt to avoid perspective distortion. The dataset includes both cleaned (washed) and unwashed potatoes to represent real-world variability caused by soil type, harvesting conditions, and surface contamination. Additional non-potato objects such as stones, clods of earth, and plant residues were included to reflect the natural environment of sorting lines.

Each object in the dataset was manually annotated and categorized into one of four classes:Good – healthy, undamaged potatoes, suitable for market saleDamaged – potatoes with visible mechanical or biological defects (cut, rotten, or diseased)Plant – plant residues, potato tops, weeds, or leavesStone – stones or soil clods visually similar to potatoes

The dataset is divided into the following subsets:Training set – mixed images of cleaned and unwashed potatoesValidation set – mixed samples used for model tuningTest sets – three independent parts:Cleaned test set – only cleaned potatoesUnwashed test set – only unwashed potatoesCombined test set – a mixture of both domains

The metadata description in txt format is included in the attached zip file.
DOI: 10.6084/m9.figshare.30674699
title: LG OH-GDGTs Table S1

description: Tab. S1. Fluxes and OH-GDGT-based proxies in settling particles collected at four water depths in Lake Lugu from October 2012 and April 2014.
DOI: 10.6084/m9.figshare.30674699.v1
title: LG OH-GDGTs Table S1

description: Tab. S1. Fluxes and OH-GDGT-based proxies in settling particles collected at four water depths in Lake Lugu from October 2012 and April 2014.
DOI: 10.5285/70ee24a5-d19c-4ca8-a1ce-ca4b51e54933
title: Harmonia axyridis invasion: UK distribution data 2004-2016

description: The dataset consists of location records of the Harlequin ladybird (Harmonia axyridis) in the UK. The records span from 2004 to 2016 with three records from 2003. Records were collected from several sources with the majority coming from online recording via the Harlequin Ladybird Survey website, the UK Ladybird Survey website and the iRecord Ladybird app. Other records have come from coleopterists and from a data call for the most recent ladybird atlas (e.g. local record centres, natural history societies, county Coleoptera recorders). The records include location, date and vice county, as well as life stage and colour form where available. The arrival of the Harlequin ladybird has provided a unique opportunity to study the spread of an invasive animal from the start of the invasion process. The advancements in modern technology, in particular the internet, has also provided new opportunities for recording and has enabled engagement with a far wider audience than was previously possible. This has allowed the ladybird surveys to deal efficiently with large volumes of data and verify and validate submitted records quickly. The data authors are extremely grateful to the many thousands of people across Britain who have contributed their ladybird findings to the UK Ladybird Survey.
description: The data have come from direct observations from members of the public, who have submitted records through an online recording form. The majority of data are at 1km or better resolution. Records have been verified by expert entomologists from specimens or photographs, or have been received from accredited recorders. Coverage is complete, as known; media attention since the harlequin's arrival has increased the awareness of this species and ladybird recording.
DOI: 10.15468/dl.q7r9se
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carybdea marsupialis",
 "Year 2025-2025"
 ]
}

 The dataset includes 42 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001977-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/81841d93-41e2-47a7-b15a-92d1e1cf07f7
title: Long-term multisite Scots pine trial, Scotland: temperatures and temperature variances for tree nurseries, 2007-2012

description: This dataset contains daily temperature and temperature variance measurements recorded at three nurseries in Scotland between 2007 and 2012. Each nursery contained Scots pine trees grown using seed collected from 21 native Caledonian pinewood provenances, with 8 seedlings from each of 10 families per provenance (total 1680 trees per nursery) included.

This dataset was created as part of a multi-site long term garden experimental trial investigating the effect of nursery environment on Scots pine growth and development, and is part of the newLEAF and PROTREE projects. 



description: Temperature was automatically recorded hourly using a data logger in each location from 2007 to 2012. Daily maximum, minimum and average temperature and temperature variances were calculated from the hourly data and are presented here.  Where more than one hourly record was missing within a 24 hour period, no temperature or temperature variances were calculated for this day and the day's record is omitted from this dataset
DOI: 10.15468/dl.9nfeug
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea campanulata"
 ]
}

 The dataset includes 38 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001978-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssbz42
title: Occurrence Download

description: A dataset containing 2081255 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((0.99657 38.38124,4.67366 38.38124,4.67366 40.24488,0.99657 40.24488,0.99657 38.38124))"
 ]
}

 The dataset includes 2081255 records from 595 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001946-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.neghb5
title: Occurrence Download

description: A dataset containing 5666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Phylloscopus coronatus",
 "Year 2024-2025"
 ]
}

 The dataset includes 5666 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001979-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/161315e4-71c1-481d-906c-149ab2e9705c
title: Environmental and location data for Malaise trap samples in the leakage belt of the Gola Rainforest National Park, Sierra Leone, November to December 2021

description: This dataset contains information about the locations and local environmental conditions of 123 Malaise trap samples collected in November-December 2021 in the 908 km2 forested ‘leakage belt’ buffer zone of the Gola Rainforest National Park (GRNP) in eastern Sierra Leone, where cocoa, a driver of deforestation, is the main cash crop. Each trap was set out for five days with >99% ethanol. The samples were transported from Sierra Leone to the UK, where they have been sent for metabarcoding for arthropods (using Leray2 PCR primers). 

The work was supported by the Natural Environment Research Council (Grant NE/S014063/1).
description: This file came into being from handwritten field datasheets from when we set out the Malaise traps. To ensure accurate recording and labelling of samples, all handwritten field sheets were transcribed to a spreadsheet on the day of collection, while sites were still fresh in the memory, and samples were clearly and multiply labelled before handing over to the sequencing service.
DOI: 10.15468/dl.uv3shv
title: Occurrence Download

description: A dataset containing 9578 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((117 27.5,118 27.5,118 28.5,117 28.5,117 27.5))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 9578 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001980-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fejjae
title: Occurrence Download

description: A dataset containing 53285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Aedes, Aedesia)"
 ]
}

 The dataset includes 53285 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001974-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23vdu4
title: Occurrence Download

description: A dataset containing 44788 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Country is one of (Spain, Gibraltar)",
 "OccurrenceStatus is Present",
 "TaxonKey is Testudines"
 ]
}

 The dataset includes 44788 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001981-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/0ba33e96-67cb-4650-b2bd-6ee13fa7de97
title: Conversion rate, frequency and state of single nucleotide polymorphism loci for Scots pine Axiom microarray

description: The data comprise summary statistics for performance of a genotyping microarray for a test set of 87 samples for four pine species. The summary statistics comprise state (polymorphic, monomorphic), mean allele frequency and conversion rate, estimated for each locus as a mean across 87 sample genotypes.

The array comprised 49,829 SNPs (single nucleotide polymorphisms) from several sources. The majority (N = 49,052) were obtained from transcriptome sequencing of four pine species: Pinus sylvestris, Pinus mugo, Pinus uncinata and Pinus uliginosa. The SNP set was filtered by the array manufacturer (Thermo Fisher) based on p-convert values signifying the SNP array quality, and a list of recommended and non-recommended SNP probes (avoiding SNPs with polymorphisms within 35 bp) was provided to the authors. These included SNPs that were common to all species and also SNPs fixed in one species and polymorphic within and among others. 

 A further set of SNPs (N = 578) were included from candidate genes (N = 279), which had been resequenced in previous population genetic studies of the pine species. Variation in mitochondrial DNA (mtDNA) was targeted by inclusion of a set of mtDNA- specific SNPs (N = 14). 

Finally, a set of SNPs putatively associated with susceptibility to Dothistroma needle blight (discovered in Pinus radiata, European Nucleotide Archive accession numbers ERS1034542-53) were also included (N = 185). 
description: The dataset is a list of 49,829 SNP loci, identified by individual code with accompanying columns of basic information and statistics (Conversion type (Poly - polymorphic, Mono-monomorphic), mean allelic frequency (MAF), and call rate (CR)).
DOI: 10.5281/zenodo.16874103
title: Dataset and Codes Supporting: A Deep Learning-Based Graphical User Interface for Predicting Corneal Ectasia Score from Raw Optical Coherence Tomography Data
DOI: 10.15468/dl.qqdzws
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Andorra",
 "OccurrenceStatus is Present",
 "TaxonKey is Aegolius funereus"
 ]
}

 The dataset includes 68 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001982-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17669444
title: Annotated Contrail Dataset for Meteosat Second Generation (MSG)

description: This dataset contains manually annotated contrail masks derived from Meteosat Second Generation (MSG) SEVIRI imagery between 2013 and 2024. Additionally, cloud properties are provided. It is intended for developing and validating contrail detection algorithms and for studying human labeling consistency.
DOI: 10.5281/zenodo.17669443
title: Annotated Contrail Dataset for Meteosat Second Generation (MSG)

description: This dataset contains manually annotated contrail masks derived from Meteosat Second Generation (MSG) SEVIRI imagery between 2013 and 2024. Additionally, cloud properties are provided. It is intended for developing and validating contrail detection algorithms and for studying human labeling consistency.
DOI: 10.15468/dl.a9e98y
title: Occurrence Download

description: A dataset containing 118914373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Observation.org, Nature data from around the World",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 118914373 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001975-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57756/bp7qm2
title: 3D model of a Primitive Bird Fossil (NHMW-GEO-1997/0112/0001)

description: <p>3D scan of a fossilized primitive bird, the extinct <em>Confuciusornis sanctus</em> dated 125 million years ago and found in the Liaoning province, China. The lagerstätte in China is an El Dorado for paleontologists and evolutionary biologists: more than 1000 specimens of <em>Confuciusornis</em> were found there. These findings provide valuable information on the evolution of birds. One of the characteristics of this species is that they had a total of 
three retaining claws on their fingers. The curved claw on the first 
finger was the biggest.</p>
DOI: 10.15468/dl.5duc9z
title: Occurrence Download

description: A dataset containing 42483 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alternanthera philoxeroides"
 ]
}

 The dataset includes 42483 records from 449 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001984-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17669937
title: Is last-mile delivery by autonomous robots a reality?: A multi-criteria decision-making approach for prioritization of autonomous vehicle modes

description: The rapid growth of e-commerce and the resulting surge in last-mile deliveries have intensified urban congestion and logistical inefficiencies. Although recent studies highlight the potential of autonomous vehicles and delivery robots to improve delivery efficiency and sustainability, the practical realization of these systems remains limited. Most existing research focuses on technological development or simulation-based optimization, while comprehensive decision frameworks for prioritizing different autonomous delivery modes under real urban conditions are largely absent. Addressing this gap, this study investigates whether last-mile delivery by autonomous robots is a viable and implementable reality. We propose a multi-criteria decision-making framework that integrates the AROMAN and FullEx techniques to systematically evaluate and prioritize various autonomous vehicle modes for last-mile logistics. The proposed approach incorporates multiple evaluation dimensions – economic, technical, environmental, and operational, to support evidence-based decision-making. The methodology is demonstrated through a case study in the city of Novi Sad, which illustrates the framework’s applicability in assessing the readiness and suitability of autonomous delivery solutions in a real-world urban context. Findings from the study contribute to both academic discourse and practical logistics management by offering a structured approach to determine when and how autonomous delivery systems can transition from concept to reality.
DOI: 10.5281/zenodo.17669936
title: Is last-mile delivery by autonomous robots a reality?: A multi-criteria decision-making approach for prioritization of autonomous vehicle modes

description: The rapid growth of e-commerce and the resulting surge in last-mile deliveries have intensified urban congestion and logistical inefficiencies. Although recent studies highlight the potential of autonomous vehicles and delivery robots to improve delivery efficiency and sustainability, the practical realization of these systems remains limited. Most existing research focuses on technological development or simulation-based optimization, while comprehensive decision frameworks for prioritizing different autonomous delivery modes under real urban conditions are largely absent. Addressing this gap, this study investigates whether last-mile delivery by autonomous robots is a viable and implementable reality. We propose a multi-criteria decision-making framework that integrates the AROMAN and FullEx techniques to systematically evaluate and prioritize various autonomous vehicle modes for last-mile logistics. The proposed approach incorporates multiple evaluation dimensions – economic, technical, environmental, and operational, to support evidence-based decision-making. The methodology is demonstrated through a case study in the city of Novi Sad, which illustrates the framework’s applicability in assessing the readiness and suitability of autonomous delivery solutions in a real-world urban context. Findings from the study contribute to both academic discourse and practical logistics management by offering a structured approach to determine when and how autonomous delivery systems can transition from concept to reality.
DOI: 10.25625/zcfp1o/ekw9qe
title: ottur 2025 - dependency and order dataset.pdf

description: The full dataset.
DOI: 10.25625/zcfp1o
title: Dependency and order dataset

description: All of the data collected for my dissertation. All data are from me unless otherwise indicated; German Sign Language examples are from the corpus.
DOI: 10.5281/zenodo.17669608
title: The proteomic search result for MHC proteins
DOI: 10.5281/zenodo.17669609
title: The proteomic search result for MHC proteins
DOI: 10.15468/dl.cgrwc7
title: Occurrence Download

description: A dataset containing 341910 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinochloa"
 ]
}

 The dataset includes 341910 records from 2508 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001954-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mnvfk
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Lithobates areolatus circulosus (Rice & Davis, 1878))"
 ]
}

 The dataset includes 78 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003745-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3umnkd
title: Occurrence Download

description: A dataset listing the 21 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "GadmGid is BRA.1_1",
 "TaxonKey is Protozoa"
 ]
}

 The dataset's 21 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003748-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxj82y
title: Occurrence Download

description: A dataset containing 11786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon jordani Blatchley, 1901)"
 ]
}

 The dataset includes 11786 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003746-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgpthd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Portulaca grandiflora",
 "Country is Chad",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049020-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzt3du
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudotropheus perileucos)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049019-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.