cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10677876
title: PAN24 Multi-Author Writing Style Analysis

description: This is the dataset for the shared task on Multi-Author Writing Style Analysis PAN@CLEF2024. Please consult the task's page for further details on the format, the dataset's creation, and links to baselines and utility code.

Task: We ask participants to solve the following intrinsic style change detection task: for a given text, find all positions of writing style change on the paragraph-level (i.e., for each pair of consecutive paragraphs, assess whether there was a style change). The simultaneous change of authorship and topic will be carefully controlled and we will provide participants with datasets of three difficulty levels:



Easy: The paragraphs of a document cover a variety of topics, allowing approaches to make use of topic information to detect authorship changes.

Medium: The topical variety in a document is small (though still present) forcing the approaches to focus more on style to effectively solve the detection task.

Hard: All paragraphs in a document are on the same topic.


All documents are provided in English and may contain an arbitrary number of style changes. However, style changes may only occur between paragraphs (i.e., a single paragraph is always authored by a single author and contains no style changes).

Data: To develop and then test your algorithms, three datasets including ground truth information are provided.

Each dataset is split into three parts:



training set: Contains 70% of the whole dataset and includes ground truth data. Use this set to develop and train your models.

validation set: Contains 15% of the whole dataset and includes ground truth data. Use this set to evaluate and optimize your models.

test set: Contains 15% of the whole dataset, no ground truth data is given. This set is used for evaluation.


You are free to use additional external data for training your models. However, we ask you to make the additional data utilized freely available under a suitable license.
DOI: 10.6084/m9.figshare.11341868
title: Integrating the Physical and Genetic Map of Bread Wheat Facilitates the Detection of Chromosomal Rearrangements

description: High-density genetic map including FISH markers<br>
DOI: 10.6084/m9.figshare.10293350
title: Metadata record for: Helium, inorganic and organic carbon isotopes of fluids and gases across the Costa Rica convergent margin

description: This dataset contains key characteristics about the data described in the Data Descriptor Helium, inorganic and organic carbon isotopes of fluids and gases across the Costa Rica convergent margin. <br>
 Contents: <br>
 
 1. human readable metadata summary table in CSV format
 
 
 2. machine readable metadata file in JSON format<br><br><br>Versioning Note:Version 2 was generated when the metadata format was updated from JSON to JSON-LD. This was an automatic process that changed only the format, not the contents, of the metadata.<br>
DOI: 10.6084/m9.figshare.10293350.v2
title: Metadata record for: Helium, inorganic and organic carbon isotopes of fluids and gases across the Costa Rica convergent margin

description: This dataset contains key characteristics about the data described in the Data Descriptor Helium, inorganic and organic carbon isotopes of fluids and gases across the Costa Rica convergent margin. <br>
 Contents: <br>
 
 1. human readable metadata summary table in CSV format
 
 
 2. machine readable metadata file in JSON format<br><br><br>Versioning Note:Version 2 was generated when the metadata format was updated from JSON to JSON-LD. This was an automatic process that changed only the format, not the contents, of the metadata.<br>
DOI: 10.6084/m9.figshare.10293350.v1
title: Metadata record for: Helium, inorganic and organic carbon isotopes of fluids and gases across the Costa Rica convergent margin

description: This dataset contains key characteristics about the data described in the Data Descriptor Helium, inorganic and organic carbon isotopes of fluids and gases across the Costa Rica convergent margin. <br>
 Contents: <br>
 
 1. human readable metadata summary table in CSV format
 
 
 2. machine readable metadata file in JSON format
DOI: 10.6084/m9.figshare.21303448
title: Additional file 1 of Periosteum coverage versus collagen-membrane coverage in periodontally accelerated osteogenic orthodontics: a randomized controlled clinical trial in Class II and Class III malocclusions

description: Additional file 1. Basic patient information and dehiscence and fenestration data.
DOI: 10.6084/m9.figshare.21303448.v1
title: Additional file 1 of Periosteum coverage versus collagen-membrane coverage in periodontally accelerated osteogenic orthodontics: a randomized controlled clinical trial in Class II and Class III malocclusions

description: Additional file 1. Basic patient information and dehiscence and fenestration data.
DOI: 10.6084/m9.figshare.21303454
title: Additional file 2 of Pseudomonas aeruginosa biofilm dispersion by the mouse antimicrobial peptide CRAMP

description: Additional file 2. Differentially expressed gene data.
DOI: 10.6084/m9.figshare.21303454.v1
title: Additional file 2 of Pseudomonas aeruginosa biofilm dispersion by the mouse antimicrobial peptide CRAMP

description: Additional file 2. Differentially expressed gene data.
DOI: 10.6084/m9.figshare.21303457
title: Additional file 3 of Pseudomonas aeruginosa biofilm dispersion by the mouse antimicrobial peptide CRAMP

description: Additional file 3. Differentially expressed protein data.
DOI: 10.6084/m9.figshare.21303457.v1
title: Additional file 3 of Pseudomonas aeruginosa biofilm dispersion by the mouse antimicrobial peptide CRAMP

description: Additional file 3. Differentially expressed protein data.
DOI: 10.15468/dl.2avyep
title: Occurrence Download

description: A dataset containing 36892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.77504 19.30989,-71.28927 19.30989,-71.28927 20.03734,-71.77504 20.03734,-71.77504 19.30989))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 36892 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107887-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d38rft
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carya cathayensis Sarg.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 124 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107892-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ygzt8
title: Occurrence Download

description: A dataset containing 80492 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canis latrans Say, 1823"
 ]
}

 The dataset includes 80492 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107891-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9j2d36
title: Occurrence Download

description: A dataset containing 8403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carya illinoinensis (Wangenh.) K.Koch)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8403 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107893-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yzjkh
title: Occurrence Download

description: A dataset containing 9535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Piper L.",
 "Year 2018-2024"
 ]
}

 The dataset includes 9535 records from 249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107894-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13504306
title: FINANCIAL CONDITIONS OF ATTRACTING FDI TO UZBEKISTAN
DOI: 10.5281/zenodo.13504307
title: FINANCIAL CONDITIONS OF ATTRACTING FDI TO UZBEKISTAN
DOI: 10.15468/dl.xrdk7a
title: Occurrence Download

description: A dataset containing 5596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Castanea crenata Siebold & Zucc.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5596 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107895-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.976vmm
title: Occurrence Download

description: A dataset containing 10203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Castanea dentata (Marshall) Borkh.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10203 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107896-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13498388
title: Datasets for three instances of sawmill production planning problems

description: The datasets contain three simulated instances (Small, Medium, and Large) for production planning in a sawmill. Each instance size includes two versions: one for traditional optimization models and another for the proposed formulation presented in 'Explicit Modeling of Multi-Product Customer Orders in a Multi-Period Production Planning Model' by Palma CD, Vergara F, and Muñoz-Herrera S. Both versions of each instance size represent the same production scenario.

The datasets include costs (such as purchasing and processing logs, and inventory holding costs for products) and yields associated with different sawing patterns applied to various log types. They also contain data on the processing time required for each log and the available processing time, as well as minimum demand requirements, which, in the proposed formulation, are presented as customer orders.
DOI: 10.5281/zenodo.13498389
title: Datasets for three instances of sawmill production planning problems

description: The datasets contain three simulated instances (Small, Medium, and Large) for production planning in a sawmill. Each instance size includes two versions: one for traditional optimization models and another for the proposed formulation presented in 'Explicit Modeling of Multi-Product Customer Orders in a Multi-Period Production Planning Model' by Palma CD, Vergara F, and Muñoz-Herrera S. Both versions of each instance size represent the same production scenario.

The datasets include costs (such as purchasing and processing logs, and inventory holding costs for products) and yields associated with different sawing patterns applied to various log types. They also contain data on the processing time required for each log and the available processing time, as well as minimum demand requirements, which, in the proposed formulation, are presented as customer orders.
DOI: 10.6084/m9.figshare.26871199
title: Data from Genome-Wide Association Mapping in Exotic x Canadian Elite Crosses: Mining Beneficial Alleles for Agronomic and Seed Composition Traits in Soybean

description: Phenotypic Data: The RIL populations along with their respective parents (n=294) were planted in three test environments over two years in Southwestern Ontario, Canada. The test environments included Chatham (42°23’58.5”N 82°07′17.1”W) and Palmyra (42°25′50.1″N 81°45′06.9″W) in 2022 and Ridgetown (42°27′14.8″N 81°52′48.0″W) in 2023. A randomized complete block design (RCBD) with two replicates was used in each field-testing location, where each plot consisted of five rows, 4.2 m long, with a row spacing of 43 cm. A total of 500 seeds were planted in each plot to achieve a plant density of 54 seeds per square meter (m<sup>2</sup>). The middle three rows were machine harvested at maturity for estimating yield performance and measuring seed quality traits. Seed yield (SY), plant height (PH), days to maturity (DTM), seed weight (SW) and seed composition traits, which included the seed concentration of protein, oil and sucrose on a dry seed basis. The agronomic traits including maturity (DTM,days) and plant height (PH,cm) were scored in the field at maturity. Seed yield (SY, kg/ha) and seed weight (SW, g/100 seeds) were measured for each harvested plot along with seed moisture and adjusted to 13% moisture. Seed composition traits were determined based on subsampling the total harvested plots on a dry basis (0% seed moisture) and measured as an average of three technical replicate readings. The seed composition traits were measured as percentage of dry seed weight using a Perten DA 7250 SD near-infrared reflectance (NIR) analyzer (Perten Instruments Canada, Winnipeg, MB).Genotypic Data: RIL marker data accquired from genotyping by sequencing (GBS) based on PE150 (pair-ended) library prep via BfaI restriction enzyme digest used for GWAS analysis. a marker score of 0 represents homozygous OAC Bruton allele, 1 represents heterozygous and 2 represents exotic parent allele. SNP List: positional information of markers in the genotypic data set. PCA Data: Top 5 principal components (PCs) used to plot principal component analysis (PCA) plot.
DOI: 10.15468/dl.pvh45h
title: Occurrence Download

description: A dataset containing 5147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Castanea mollissima Blume)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5147 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107897-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyp5t5
title: Occurrence Download

description: A dataset containing 2480438 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urticaceae"
 ]
}

 The dataset includes 2480438 records from 6060 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107851-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.5906128
title: tomato tissue transcriptome -4

description: tomato tissue transcriptome
DOI: 10.5281/zenodo.5906127
title: tomato tissue transcriptome -4

description: tomato tissue transcriptome
DOI: 10.5281/zenodo.5906130
title: tomato tissue transcriptome -5

description: tomato tissue transcriptome
DOI: 10.5281/zenodo.5906129
title: tomato tissue transcriptome -5

description: tomato tissue transcriptome
DOI: 10.5281/zenodo.5906132
title: tomato tissue transcriptome -6

description: tomato tissue transcriptome
DOI: 10.6084/m9.figshare.16437855.v2
title: Airborne environmental DNA metabarcoding for the monitoring of terrestrial insects

description: Biodiversity is in decline due to human induced pressures on ecosystems around the world. To be able to counteract this alarming trend it is paramount to closely monitor biodiversity at global scales. Because this is practically impossible with traditional methods, the last decade has seen a strong push for new solutions. In aquatic ecosystems the monitoring of species from environmental DNA (eDNA) has emerged as one of the most powerful tools at our disposal, but in terrestrial ecosystems the power of eDNA for monitoring has so far been hampered by the local scale of the samples. In this study we report the successful detection of insects from airborne eDNA. We compare our results to two traditional insect monitoring methods (1) light traps for moth monitoring and (2) transect walks for the monitoring of butterflies and wild bees. Airborne eDNA metabarcoding revealed DNA from from six classes of arthropods, and twelve order of insects - including representatives from all of the four largest orders: Diptera (flies), Lepidoptera (butterflies and moths), Coleoptera (beetles) and Hymenoptera (bees, wasps and ants). We did not detect all species observed using traditional methods, and suggest further directions for the development of airborne eDNA metabarcoding.We also recovered DNA from nine species of vertebrates, including frogs, birds and mammals as well as from 12 other phyla. Airborne eDNA has the potential to become a powerful tool for terrestrial biodiversity monitoring, with many impactful applications including the monitoring of pests, invasive or endangered species and disease vectors.
DOI: 10.5281/zenodo.5906131
title: tomato tissue transcriptome -6

description: tomato tissue transcriptome
DOI: 10.5281/zenodo.5906126
title: tomato tissue transcriptome -2

description: tomato tissue transcriptome
DOI: 10.5281/zenodo.5906125
title: tomato tissue transcriptome -2

description: tomato tissue transcriptome
DOI: 10.5281/zenodo.5906120
title: tomato tissue transcriptome

description: tomato tissue transcriptome
DOI: 10.5281/zenodo.5906124
title: tomato tissue transcriptome -3

description: tomato tissue transcriptome
DOI: 10.5281/zenodo.5906123
title: tomato tissue transcriptome -3

description: tomato tissue transcriptome
DOI: 10.15151/esrf-es-673514286
title: Proteins and protein/DNA/RNA complexes involved in biosynthesis, protein folding and degradation, splicing, cancer, host pathogen interacti
DOI: 10.5281/zenodo.5907075
title: L'Orthodyssée des Gram: corpus de Justifications Métagraphiques

description: Corpus de 40 séances de logopédie (4 enfants, 3 logopédistes différentes, 10 séances par enfant) où les interactions logopédiste-enfant sont analysées du double point de vue des étayages de l’adulte et des verbalisations de l’enfant, notamment en lien avec le raisonnement métagraphique lors de l’utilisation d’une application numérique de construction de phrases grammaticalement correctes. Nous cherchons à 1) isoler des séquences d’enseignement-apprentissage métalinguistique ; 2) caractériser l’étayage de l’adulte expert ainsi que les techniques qui permettent de résoudre les problèmes posés par les phrases du jeu et 3) en décrire les évolutions au fil des séances. Nos résultats ont montré l’efficacité de l’application qui permet de définir une situation interactive où les échanges favorisent, chez l’enfant, la compréhension des attentes des activités (propre à soutenir son autonomie et ses initiatives) et crée un effet d’apprentissage métagraphiques repérable dans nos données.
DOI: 10.5281/zenodo.5907074
title: L'Orthodyssée des Gram: corpus de Justifications Métagraphiques

description: Corpus de 40 séances de logopédie (4 enfants, 3 logopédistes différentes, 10 séances par enfant) où les interactions logopédiste-enfant sont analysées du double point de vue des étayages de l’adulte et des verbalisations de l’enfant, notamment en lien avec le raisonnement métagraphique lors de l’utilisation d’une application numérique de construction de phrases grammaticalement correctes. Nous cherchons à 1) isoler des séquences d’enseignement-apprentissage métalinguistique ; 2) caractériser l’étayage de l’adulte expert ainsi que les techniques qui permettent de résoudre les problèmes posés par les phrases du jeu et 3) en décrire les évolutions au fil des séances. Nos résultats ont montré l’efficacité de l’application qui permet de définir une situation interactive où les échanges favorisent, chez l’enfant, la compréhension des attentes des activités (propre à soutenir son autonomie et ses initiatives) et crée un effet d’apprentissage métagraphiques repérable dans nos données.
DOI: 10.6084/m9.figshare.11830386.v1
title: The Histoire ancienne jusqu'à César: Lemmatisation and Search (The Values of French)

description: The lemmatisation of <i>The </i>Histoire ancienne jusqu’à César<i>: A Digital Edition</i> is a key output of <i>The Values of French. </i>This dataset offers significant opportunities for linguistic and lexical analyses of medieval French.<br>The latest version of this lemmatised dataset can be browsed on the search page of <i>The Values of French</i>: https://tvof.ac.uk/search/? (available until 2030).<br>This is an output of the ERC-funded project <i>The Values of French Language and Literature in the European Middle Ages</i> (EU Horizon 2020, grant agreement no. 670726), directed by Prof. Simon Gaunt (PI) and hosted by the Department of French, King's College London. For more information, visit https://tvof.ac.uk/ (available until 2030).<br>
DOI: 10.5285/aead7506-6523-4b5e-8591-9c895dd03d62
title: Dual stable isotope analysis of nitrogen and oxygen in nitrate in groundwater from Northern Province Chalk in Yorkshire, UK

description: Dual stable isotope analysis comprising nitrogen-15 and oxygen-18 ratios for groundwater samples collected every 2-3 months over one hydrogeological year from the East Riding of Yorkshire. Isotopic ratios for nitrogen-15, oxygen-18 are both presented as raw and processed to NAIR and VSMOW standards, respectively. The data are in the form of a Microsoft Excel workbook containing Isotope Ratio Mass Spectrometer runs.
The data were collected to understand key sources of nitrate contamination in Chalk groundwater and the dominant processes they undergo, and the extent of any attenuation. The Chalk catchments and the River Terrace Gravel catchment were compared, allowing conclusions to be drawn on the role of nitrate transformation, and the dominant location of transformations, to increase understanding of nitrate dynamics in agricultural systems.
Groundwater samples were collected by the University of Leeds, the Environment Agency, Yorkshire Water and South East Water. Nitrate isolation and data interpretation carried out by Josephine McSherry, supervised by L. Jared West and Simon Bottrell. Mass spectrometry was carried out by Rob Newton and Bob Jamieson at the University of Leeds. Bulk N fertiliser analysis carried out by BGS, Keyworth.
No isotopic data are absent from the dataset, however oxygen contamination (resulting from the isolation method and since resolved) severely affected run O34b-O. Hydrochemical data relevant to the groundwater samples are not included as they are the property of the Environment Agency, Yorkshire Water or South East Water.