cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/tlvvdz
title: 2SLGBTQ+ Census 2021 [Canada] [Custom Tabulation] [B2020] [CSV]
title: Recensement 2SLGBTQ+ 2021 [Canada] [Tableau personnalisé] [B2020]
title: 2SLGBTQ+ Census 2021

description: This is a custom tabulation from Statistics Canada. It presents data on age and gender count and percentage for the population in private households of Canada by provinces and territories, derived from the 2021 Census of Population. This table is part of a broader 2SLGBTQ+ data series, which also includes information on sexual orientation collected through the 2023 Canadian Community Health Survey (CCHS). For data on sexual orientation, please refer to the &lt;a href="https://doi.org/10.5683/SP3/DSDDPB" target=”_blank”&gt;2SLGBTQ+ CCHS 2023&lt;/a&gt; table.
description: Statistics Canada Custom Tabulations
description: Census of Population
description: Statistics Canada performs random rounding on custom tabulations to ensure confidentiality. This means all counts are rounded to a base of 5 (ending in 0 or 5) and may not match the sum of the rounded components.
Beyond 20/20 software (to open .ivt files) is available for download from the Statistics Canada website.
DOI: 10.5683/sp3/mhvrsg
title: Search strategy for Pharmacological RCTs for the Treatment of Alcohol Use Disorder

description: Ce jeu de données contient les stratégies de recherche pour les banques de données suivantes : MEDLINE (OVID), EMBASE (OVID), EBM Reviews (OVID), CINAHL (Complete) et Scopus (Elsevier). Les concepts recherchés sont : alcoholism, drug therapy and randomized controlled trials. La recherche [finale] a été effectuée le 18 juillet 2025.
DOI: 10.5683/sp3/rgqfpd
title: The Impact of the Supreme Court of Canada's Decision (Jordan) [Custom Tabulation] [Excel]
title: L'impact de la décision de la Cour suprême du Canada (Jordan) [Tableau personnalisé] [Excel]

description: This is a custom tabulation from Statistics Canada.

This product is based on data from the adult component of the Integrated Criminal Court Survey (ICCS). The ICCS is administered by the Canadian Centre for Justice and Community Safety Statistics (Statistics Canada) in collaboration with provincial and territorial government departments responsible for criminal courts in Canada. The survey collects statistical information on adult and youth court cases involving Criminal Code and other federal statute offences. Data contained in this table represent the adult criminal court portion of the survey, namely individuals who were 18 years of age or older at the time of the offence. Data are based on a fiscal year (April 1 through March 31).

There are many factors that influence variations between jurisdictions. These may include Crown and police charging practices, offence distributions, and various forms of diversion programs. Therefore, comparisons between jurisdictions should be interpreted with caution.

Integrated Criminal Court Survey (ICCS) data for Quebec were not available for 2021/2022.
description: Statistics Canada Custom Tabulations
description: Integrated Criminal Court Survey
description: Statistics Canada performs random rounding on custom tabulations to ensure confidentiality. This means all counts are rounded to a base of 5 (ending in 0 or 5) and may not match the sum of the rounded components.
DOI: 10.5683/sp3/4thk9a
title: Nutrient availability and invader density regulate the diversity–invasibility relationship mediated by soil microbes

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;This dataset accompanies a study examining how native plant diversity, nutrient availability, and invader density interact to influence the growth of the invasive plant &lt;em&gt;Phytolacca americana&lt;/em&gt; via soil microbial mechanisms in a temperate forest ecosystem. The dataset includes (1) aboveground biomass data of &lt;em&gt;P. americana&lt;/em&gt; grown in soils conditioned by varying native plant diversity levels (1, 3, or 6 species), under different nutrient conditions (fertilized vs. non-fertilized) and invader planting densities (1, 2, or 4 individuals); and (2) soil fungal community data derived from high-throughput sequencing, including taxonomic profiles (from phylum to genus) and functional classifications assigned using FUNGuild (e.g., saprotrophs, pathogens, symbionts). These data support analyses of how plant–soil feedbacks and soil microbial composition mediate invasion success, and are valuable for researchers in the fields of invasion ecology, soil microbiology, and plant–microbe interactions.&lt;/p&gt;
description: <b>Dryad version number:</b> 4
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/dataset/doi:10.5061/dryad.1ns1rn95g
<b>Storage size:</b> 538613
<b>Visibility:</b> public
DOI: 10.5683/sp3/npwf28
title: Habitat suitability models for Neanderthals in Europe during MIS 3

description: Habitat suitability models for Neanderthal populations in Europe during stadial and interstadial events of MIS 3.
description: Albouy, B., S. Paquin, J. Riel-Salvatore, M. Kageyama, M. Vrac and A. Burke (2024). "Evaluating the impact of climate change and millennial variability on the last Neanderthal populations in Europe (Marine Isotope Stage 3)." Quaternary Science Reviews 338: 108812.
DOI: 10.5683/sp3/vxbmsw
title: Habitat Suitability model for Aurignacian populations in Europe during MIS 3.

description: Habitat Suitability model (or species distribution model) for Aurignacian populations in Europe during stadial/interstadial events of MIS 3.
DOI: 10.5683/sp3/qedope
title: Cohorte familiale d’asthme du Saguenay-Lac-St-Jean (SLSJ asthma family cohort) – données de méthylation de l’ADN, génotypes et données sur le statut d’allergie alimentaire pour 114 individus (DNA methylation data, genetic data, and food allergy status for 114 individuals)

description: La cohorte familiale d’asthme du Saguenay-Lac-St-Jean est une cohorte créée en 1997 et maintenue par la professeure Catherine Laprise afin de récolter des données de santé générale, cliniques et génétiques (génome, épigénome et transcriptome) pour l'étude des facteurs génétiques et environnementaux de risque et de protection de l'asthme. Cette cohorte inclus 1 394 individus répartis à travers 271 familles. Les données génétiques de cet ensemble ont été générées lors du suivi des conditions de santé de 155 individus de la cohorte. De ces 155 individus, le phénotype de sensibilisation aux allergènes alimentaires a pu être confirmé par test cutané pour 114 individus. Pour ceux-ci, les données de méthylation de l’ADN, les génotypes ainsi que les données phénotypiques sont disponibles. Les données de méthylation proviennent d’un panel de séquençage ciblant les régions régulatrices des cellules immunes (5 233 004 sites CpG). Les génotypes proviennent de la puce Illumina Human610-quad suivi d’une étape d’imputations avec comme séquences de références celles du 1 000 Genome Project database (phase 3) et du projet UK10K (7 829 249 variants génétiques). 
_______________________________________________________________________________________ The Saguenay–Lac-Saint-Jean asthma family cohort is a cohort established in 1997 and maintained by Professor Catherine Laprise to collect general health, clinical, and genetic data (genome, epigenome, and transcriptome) for the study of genetic and environmental risk and protective factors for asthma. This cohort includes 1,394 individuals from 271 families. Genetic data were generated as part of the health condition follow-up for 155 individuals from the cohort. Among these, the food allergen sensitization phenotype was confirmed by skin prick testing in 114 individuals. For these individuals, DNA methylation data, genotypes, and phenotypic data are available. The DNA methylation data were obtained using a targeted sequencing panel focusing on regulatory regions of immune cells (5,233,004 CpG sites). Genotypes were generated using the Illumina Human610-Quad microarray, followed by an imputation step using reference sequences from the 1000 Genomes Project (phase 3) and the UK10K project (7,829,249 genetic variants).
description: R
description: PLINK, 2.0
DOI: 10.5683/sp3/0eyy0t
title: Towards a perspectival moral history of the novel using LLMs

description: Data for the article "Towards a perspectival moral history of the novel using LLMs" JCLS 2025.
DOI: 10.5683/sp3/mywxwz
title: Search Strategy for Pediatric Sharp Foreign Body Aspiration

description: The notes field contains the MEDLINE (Ovid) search strategy for Pediatric Sharp Foreign Body Aspiration. The search file in the dataset contains the full search strategies for MEDLINE (Ovid), Embase (Ovid), CINAHL (Ebsco), IC, CCR, SCI, AHCI, BHCI, BSCI, ESCI, ISTP, SSCI, ISSHP Web of Science Core Collection, Cochrane Database of Systematic Review and Cochrane Central Register of Controlled Trials.
description: 1 Respiratory Aspiration/
2 aspirat*.tw,kf.
3 (aspirat* adj4 (chok* or respirat*)).tw,kf.
4 (inhal* adj4 (chok* or respirat*)).tw,kf.
5 (exp Respiratory System/ or Airway Obstruction/) and swallow*.tw,kf.
6 (swallow* and (airway* or bronch* or lung* or breath* or respirat* or windpipe* or trachea* or tracheo* or laryn* or pharyn* or nasopharyn* or oropharyn* or hypopharyn* or pulmon* or diaphragm* or throat* or voice box or alveol*)).tw,kf.
7 or/1-6
8 Foreign Bodies/
9 (foreign body or foreign bodies or foreign object* or external object* or external body or external bodies).tw,kf.
10 (sharp* or metal* or pointed or jagged or piercing or cutting or spiky or thorny or splinter* or barbed).tw,kf.
11 8 or 9
12 10 and 11
13 (pin or pins or thumbtack* or paper clip*).tw,kf.
14 12 or 13
15 7 and 14
DOI: 10.5683/sp3/ssei3n
title: Search Strategy for Emergence from Coma/Disorders of Consciousness Following Brain Injury

description: The notes field contains the full MEDLINE (Ovid) search strategy for Emergence from Coma/Disorders of Consciousness Following Brain Injury. The search file in this dataset contains the full searches for MEDLINE (Ovid), Embase (Ovid), IC, CCR, SCI, AHCI, BHCI, BSCI, ESCI, ISTP, SSCI, ISSSHP (Web of Science Core Collection), Cochrane Database of Systematic Reviews and Cochrane Central Register of Controlled Trials.
description: 1 Consciousness Disorders/ or Unconsciousness/ or Coma/ or Persistent Vegetative State/
2 "level of consciousness".tw,kf.
3 (disorder* adj4 (conscious* or unconscious*)).tw,kf.
4 (semiconscious* or semi counscious*).tw,kf.
5 unconsciousness.tw,kf.
6 ((state or loss or altered) adj3 (conscious* or unconscious*)).tw,kf.
7 (coma or comas or comatose or pseudocoma* or pseudo coma*).tw,kf.
8 (vegetative state* or pvs or pvss).tw,kf.
9 (persistent unawareness state* or minimally conscious state* or postcomatose unawareness state* or post comatose unawareness state*).tw,kf.
10 unresponsive wakefulness syndrome*.tw,kf.
11 or/1-10
12 exp Brain Injuries/ or exp Stroke/
13 (brain injur* or TBI or sTBI or ABI).tw,kf. 
14 (concuss* or stroke* or cerebrovascular accident* or cerebrovascular apoplexy or brain vascular accident* or diffuse axonal injur*).tw,kf.
15 ((brain or cerebral or cranial or intracranial or intra cranial) adj3 (contusion* or aneurysm* or hemorrhage*)).tw,kf. 
16 or/12-15
17 11 and 16
18 Wakefulness/
19 (wakefulness* or waking or awakening or awake or wake).tw,kf.
20 "Recovery of Function"/
21 (recover* adj3 function*).tw,kf.
22 (emergence or emerged or emerging or emerge or emerges).tw,kf.
23 or/18-22
24 17 and 23
DOI: 10.5683/sp3/37mfeo
title: Data for the manuscript "Performance of embryos reared under fluctuating conditions does not conform to predictions based on performance at constant thermal conditions"

description: Dataset associated with the manuscript "Performance of embryos reared under fluctuating conditions does not conform to predictions based on performance at constant thermal conditions"
DOI: 10.5683/sp3/rinco1
title: Dataset for Code Classification, Transformation, and Recommendation Tasks

description: This repository contains curated datasets designed for research on programming style, code quality, and sociolinguistic factors. The data was collected from two major programming platforms: Codeforces and GitHub. Each dataset is stored in a CSV file and is annotated with various metadata attributes such as gender, region, expertise, and code compliance.

These datasets are suitable for tasks such as:
- Code quality prediction using LLMs
- Demographic and regional analysis of coding styles
- Program transformation (e.g., converting non-compliant to compliant code)
- Fairness-aware ML in software engineering

Each file is ready for ingestion into machine learning pipelines or statistical analysis tools. The code snippets are executable, and maintainability scores have been validated using Halstead metrics and parsing tools.
DOI: 10.5683/sp3/1jz1wr
title: Summary Descriptive Statistics for Experiment 3 (Corenblum, Goernert & Watier)

description: This data set contains the ratings for Valence, Arousal, Distinctiveness & Attractiveness from Experiment 3 of Corenblum, Goernert & Watier.
DOI: 10.5683/sp3/2uk8ff
title: Replication data: Establishing age-specific reference intervals for peripheral blood lymphocyte counts in Holstein dairy cows using Gaussian finite mixture models and characterizing persistent lymphocytosis

description: These are the replication data and analyses scripts for the associated article.
DOI: 10.5683/sp3/hwk3ny
title: Recensement de la population, 2021 [Canada]: Tableaux de données, Type de logement [B2020 & CSV]
title: Census of Population, 2021 [Canada]: Data Tables, Type of Dwelling [B2020 & CSV]

description: &lt;b&gt;98-10-0138-01&lt;/b&gt;
&lt;br&gt;
Données sur le genre de ménage des ménages privés et le type de construction résidentielle pour les logements privés occupés par des résidents habituels, Canada, provinces et territoires, régions métropolitaines de recensement, et agglomérations de recensement, recensements de 2021, 2016 et 2011.
&lt;br&gt;
&lt;br&gt;
&lt;b&gt;98-10-0038-01&lt;/b&gt;
&lt;br&gt;
Données sur les logements occupés par des résidents habituels et population dans les logements.
&lt;br&gt;
&lt;br&gt;
&lt;b&gt;98-10-0039-01&lt;/b&gt;
&lt;br&gt;
Les données présentent la population vivant dans les logements privés et les logements privés occupés par des résidents habituels ainsi que la taille moyenne du ménage de 1981 à 2021.
&lt;br&gt;
&lt;br&gt;


&lt;b&gt;98-10-0040-01&lt;/b&gt;
&lt;br&gt;
Données sur le type de construction résidentielle et taille du ménage pour les logements privés occupés.
&lt;br&gt;
&lt;br&gt;
&lt;b&gt;98-10-0041-01&lt;/b&gt;
&lt;br&gt;
Données sur la taille du ménage selon le type de construction résidentielle pour le Canada, les provinces et les territoires, les divisions de recensement et les subdivisions de recensement.
&lt;br&gt;
&lt;br&gt;
&lt;b&gt;98-10-0042-01&lt;/b&gt;
&lt;br&gt;
Données sur le type de construction résidentielle, âge et genre pour la population dans les logements privés occupés.
&lt;br&gt;
&lt;br&gt;

&lt;b&gt;98-10-0043-01&lt;/b&gt;
&lt;br&gt;
Données sur le type de construction résidentielle, âge et genre pour la population dans les logements privés occupés du Canada, des provinces, des territoires, des divisions de recensement et subdivisions de recensement.
&lt;br&gt;
&lt;br&gt;
&lt;b&gt;98-10-0044-01&lt;/b&gt;
&lt;br&gt;
Données sur le type de logement collectif et logements collectifs occupés par des résidents habituels et population dans les logements collectifs.
&lt;br&gt;
&lt;br&gt;
&lt;b&gt;98-10-0045-01&lt;/b&gt;
&lt;br&gt;
Données sur le type de logement collectif, âge et genre pour la population dans les logements collectifs.
&lt;br&gt;
&lt;br&gt;


&lt;b&gt;98-10-0046-01&lt;/b&gt;
&lt;br&gt;
Données sur la population vivant dans un logement privé ou collectif, selon l’âge et le genre des personnes.
&lt;br&gt;
&lt;br&gt;
&lt;b&gt;98-10-0047-01&lt;/b&gt;
&lt;br&gt;
Donnéees sur le type de construction résidentielle pour les logements privés occupés du Canada, des provinces et des territoires.
&lt;br&gt;
&lt;br&gt;
description: Recensement de la population
DOI: 10.5683/sp3/d4a9cl
title: ARC60

description: &lt;b&gt;NEMO version: &lt;/b&gt;3.6&lt;br&gt;
&lt;b&gt;LIM version: &lt;/b&gt;2&lt;br&gt;
&lt;b&gt;Atmospheric Forcing:&lt;/b&gt;ERA5&lt;br&gt;
&lt;b&gt;Runoff:&lt;/b&gt;A-HYPE as forced by the HydroGFDv2 atmospheric reanalysis product&lt;br&gt;
&lt;b&gt;Open Boundary Condition:&lt;/b&gt;GLORYS12v1&lt;br&gt;
&lt;b&gt;Initial Condition: &lt;/b&gt;GLORYS2v4&lt;br&gt;
&lt;b&gt;Output frequency: &lt;/b&gt;1 day&lt;br&gt;
&lt;b&gt;Others: &lt;/b&gt;Initialization took place on Jan 1 1993. The first year was our spinup year. On Jan 1 1994 we activated tides and icebergs within ARC60. Boundary conditions were changed from GLORYS2v4 to GLORYS12v1 on Jan 1 1998&lt;br&gt;
DOI: 10.5683/sp3/khzmtj
title: Heat Waves, Calcium, and Crayfish: Effects of multiple stressors on juvenile Northern Clearwater Crayfish (Faxonius propinquus) physiology

description: Supplementary data for Ashley Grew's MSc thesis on the multistressor impacts of low water calcium concentration and heat waves on the growth, survival, and total body calcium content of juvenile Northern Clearwater Crayfish. This dataset includes R software scripts containing data analyses as well as spreadsheets containing all raw data used in this thesis.
DOI: 10.5683/sp3/wumvky
title: Corex: Gas Phase Core Excitation Database

description: This data base contains 685 gas phase core excitation spectra of more than 400 pure compounds recorded using the dipole regime Inner Shell Electron Energy Loss Spectrometer (ISEELS) at McMaster University.
description: <b>HOW TO USE THIS DATASET</b>: The individual spectra are found by opening and searching index_by_name.html (see files below). Please use the browser search capability (ctrl-f or cmd-f) to find species of interest. Then click on the .txt filename link to download. 
<br>
<i>Note that from the homepage the entire dataset can also be downloaded ("Access Dataset") and searched ("Search this dataset...").</i> <br> To view folder structure of all files, including references and R scripts, click the "Change View: Tree" button.
DOI: 10.5683/sp3/nx043g
title: Replication data for: Caterpillar diet breadth in Area de Conservación Guanacaste (ACG), a large and diverse Neotropical wildland in northwestern Costa Rica: toxins, silica, aluminium and sclerophylly

description: Caterpillar diet breadth in Area de Conservación Guanacaste (ACG), a large and diverse Neotropical wildland in northwestern Costa Rica: toxins, silica, aluminium, and sclerophylly.
description: We wish to recognize and thank the literally thousands of Costa Rican and international people, experiences, and institutions that have contributed and continue their thinking and support for the content of this work. We are especially grateful for the staff and institutions that have created and maintained ACG since the beginning of its existence in 1966 and full germination in 1985. Without that, these ideas and reality would not exist, nor would there be the opportunity to notice what is happening to its biodiversity.
DOI: 10.5683/sp3/vi2j14
title: Entrepreneurship Among Afro-Descendant Communities: Practices, Motivations, and Support Strategies | L'Entreprenneuriat au sein des communautés afrodescendantes: pratiques, motivations et strategies d'accompagnement

description: &lt;b&gt;Executive Summary&lt;/b&gt;
&lt;p&gt;Based on the specific case of entrepreneurs from black communities, the aim of the project is to identify 
effective strategies for supporting entrepreneurs from ethnic minorities. This will be achieved 
through a fact-based approach and the empirical study needed to develop appropriate public 
policies, in the face of a challenge that is both economic and social.
Specifically, the project aims to :
a) Draw up a portrait of businesses owned or run by owners from black communities,
b) Analyze the obstacles and challenges faced by these entrepreneurs,
c) Identify shortcomings and best practices in business practice
d) Conduct a retrospective and in-depth analysis of the situations of various
entrepreneurs, based on their personal experiences, and above all,
e) Evaluate support and accompaniment strategies in light of the specificities of this ecosystem, 
in order to determine effective combinations&lt;/p&gt;

&lt;b&gt;Résumé Exécutif&lt;/b&gt;
&lt;p&gt;En s’appuyant sur le cas spécifique des entrepreneurs issus des communautés noires, le but du 
projet est d’identifier des stratégies efficaces pour soutenir les entrepreneurs issus des minorités 
ethniques. Ceci à travers une approche factuelle et une étude empirique nécessaire pour 
élaborer des politiques publiques adaptées, face à un enjeu à la fois économique et social.
De façon spécifique, le projet se donne pour ambition de :
a) Dresser un portrait des entreprises détenues ou dirigées par des propriétaires issus des 
communautés noires,
b) Analyser les obstacles et défis que rencontrent ces entrepreneurs,
c) Identifier leurs lacunes et bonnes pratiques usitées dans la pratique des affaires
d) Analyser de façon rétrospective et approfondie les situations de différents 
entrepreneurs à partir du récit de leur vécu, et surtout,
e) Évaluer les stratégies de soutien et d’accompagnement au regard des spécificités de cet 
écosystème, afin d’en déterminer les combinaisons efficaces.&lt;/p&gt;
DOI: 10.5683/sp3/erapj9
title: Identity work and entrepreneurial support in black communities: An autoethnographic analysis in the Quebec context | Travail Identitaire et Accompagnement Entrepreneurial des Communautés Noires: Une Analyse Autoethnographique dans le contexte Québécois.

description: &lt;b&gt;Summary&lt;/b&gt;
&lt;p&gt;The aim of this research is to understand the effects of entrepreneurial support systems on 
the identity work of black entrepreneurs. To do this, we examine three aspects:
▪ The role of bias in entrepreneurial support tools on the identity work of black entrepreneurs.
▪ The paradoxes of race-based entrepreneurial support and the risks of identity assignment.
▪ Identity work through the paradox of entrepreneurial support specific to black communities.&lt;/p&gt;

&lt;b&gt;Résumé&lt;/b&gt;
&lt;p&gt;Cette recherche vise ainsi à comprendre les effets des dispositifs de l’accompagnement 
entrepreneurial sur le travail identitaire chez les entrepreneur.es noir.es. Pour ce faire, nous 
examinons trois aspects :
▪ Le rôle des biais dans les outils de l’accompagnement entrepreneurial sur le travail 
identitaire des entrepreneur.es noir.es.
▪ Les paradoxes de l’accompagnement entrepreneurial basé sur des critères de race 
et les risques d’assignation identitaire.
▪ Le travail identitaire à travers le paradoxe d’un accompagnement entrepreneurial 
spécifique aux communautés noires.&lt;/p&gt;
DOI: 10.5683/sp3/8dt2mu
title: Systematic mRNA interactome analysis reconceptualizes translational quiescence in bovine sperm

description: This dataset consists of four independent mass spectrometry studies:

1. Identification of translation machinery in bovine sperm proteome by mass spectrometry (four biological replicates)

2. Investigating bovine sperm proteome for differential protein expression during in vitro capacitation (three biological replicates)

3. Investigating bovine sperm phosphoproteome during in-vitro capacitation (three biological replicates)

4. Identifying mRNA interactome during bovine sperm capacitation using RNA antisense purification coupled with mass spectrometry (RAP-MS) (three biological replicates)
DOI: 10.5683/sp3/gnh0yx
title: Replication data: Factors associated with milk pregnancy-associated glycoprotein levels in pregnant dairy cows and their interaction with milk yield at test day

description: This Dataverse contains the R script used for the associated article