cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/iljeqs
title: Sondage auprès des fonctionnaires fédéraux, 2014 [Canada]
title: Public Service Employee Survey, 2014 [Canada]
title: SAFF 2014

description: Le Sondage auprès des fonctionnaires fédéraux (SAFF) a été mené tous les trois ans depuis 1999 afin de recueillir le point de vue des employés sur différents aspects de la main-d'oeuvre, du lieu de travail et de la direction, offrant des renseignements sur l'engagement des employés, la gestion du rendement, le perfectionnement professionnel ainsi que l'équité et le respect en milieu de travail. Les résultats du sondage fournissent des renseignements essentiels pour le Cadre de responsabilisation de gestion et orientent l'élaboration des politiques touchant les valeurs et l'éthique, les langues officielles, la dotation, la formation et d'autres secteurs de gestion des personnes.
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Depuis 2014, les résultats du sondage peuvent être comparés sur trois cycles d'enquête (pour les questions identiques) afin de révéler les tendances dans la fonction publique ou au sein des organismes. Certaines questions du SAFF permettent d'établir des comparaisons avec les résultats des sondages auprès des employés d'autres gouvernements, notamment à l'échelle provinciale ou territoriale et internationale.
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Les résultats du sondage informent les gestionnaires et les employés des points forts et des points à améliorer à tous les niveaux de l'organisme. Les résultats contribuent à la compréhension des enjeux de gestion des personnes, menant à des plans d'action pouvant avoir une incidence positive sur le lieu de travail. Les résultats servent également de plateforme afin de mettre en place et de maintenir le dialogue sur les principaux enjeux de gestion des personnes.
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description: Sondage auprès des fonctionnaires fédéraux
DOI: 10.5683/sp3/mbt82v
title: Knock Knock, who's there? Identifying wild species-specific fish sounds with passive acoustic localization and random forest models

description: This dataset accompanies a publication that identifies wild rocky reef fish sounds from British Columbia, Canada using a passive acoustic localization array paired with underwater video. We localized fish sounds using cross correlation of acoustic transients and time difference of arrival. We manually matched sound coordinates to specific fish species from underwater video. We then extracted 47 sound features from each fish call to identify species-specific fish sounds using random forest models. We identified fish calls for eight fish species. Representative sound clips for each species are included in the repository folder fish_sound_audio_samples. We have also include our full dataset and all R and python scripts we used to analyze and visualize our data.
DOI: 10.5683/sp3/y7jlt5
title: Sondage auprès des fonctionnaires fédéraux, 2017 [Canada]
title: Public Service Employee Survey, 2017 [Canada]
title: SAFF 2017

description: Le Sondage auprès des fonctionnaires fédéraux (SAFF) a été mené tous les trois ans depuis 1999 afin de recueillir le point de vue des employés sur différents aspects de la main-d'oeuvre, du milieu de travail et du leadership, offrant des renseignements sur la mobilisation des employés, la gestion du rendement, le perfectionnement professionnel ainsi que l'équité et le respect en milieu de travail. Les résultats du sondage fournissent des renseignements essentiels pour le Cadre de responsabilisation de gestion et orientent l'élaboration des politiques touchant les valeurs et l'éthique, les langues officielles, la dotation, la formation et d'autres secteurs de gestion des personnes.
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Les résultats du sondage informent les gestionnaires et les employés des points forts et des points à améliorer à tous les niveaux de l'organisation. Les résultats contribuent à la compréhension des enjeux de gestion des personnes, menant à des plans d'action pouvant avoir une incidence positive sur le milieu de travail. Les résultats servent également de plateforme afin de mettre en place et de maintenir le dialogue sur les principaux enjeux de gestion des personnes.
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description: Sondage auprès des fonctionnaires fédéraux
DOI: 10.5683/sp3/yoeuqj
title: Pathways and Experiences of Black Entrepreneurs in Québec from Business Concept to Operational Success | Parcours et expériences de la communauté entrepreneuriale noire au Québec du concept d’entreprise à la réussite opérationnelle

description: &lt;b&gt;Abstract&lt;/b&gt;
&lt;p&gt;There is limited information available on the Black entrepreneurial ecosystem in Québec, despite the unique linguistic profile and socio-professional dynamics of the province. This report seeks to address that data gap using qualitative data collected through 30 interviews and focus groups with Black entrepreneurs, as well as quantitative data collected through a nationwide survey conducted by the Black Entrepreneurship Knowledge Hub. Together, the data presents a nuanced portrait of Black entrepreneurship in Québec, highlighting the interconnection of issues such as lack of access to start-up capital and business strategies such as cultivation of community networks and adoption of informal promotion methods. We suggest that Black entrepreneurs often rely on community-oriented and informal business strategies owing to disparities in wealth as well as structural barriers to accessing resources through institutions such as banks or government support programs. We advance a two-pronged argument discussing the need to both deconstruct barriers to traditional resources as well as to invest in informal solutions and models that are currently yielding success.&lt;/p&gt;

&lt;b&gt;Résumé&lt;/b&gt;
&lt;p&gt;Peu de données existent sur l’écosystème entrepreneurial de la communauté noire au Québec, malgré le profil linguistique et la dynamique socioprofessionnelle uniques de la province. Le présent rapport vise à combler cette lacune au moyen de données qualitatives recueillies au cours de 30 entretiens et groupes de discussion avec des entrepreneures et entrepreneurs noirs, ainsi que de données quantitatives recueillies lors d’une étude nationale menée par le Carrefour du savoir pour l’entrepreneuriat des communautés noires. Ensemble, ces données dressent un portrait nuancé de l’entrepreneuriat des communautés noires au Québec, soulignant le lien entre les questions comme le manque d’accès au capital de démarrage et les stratégies commerciales telles que la création d’une culture des réseaux communautaires et l’adoption de méthodes de promotion non officielles. Il nous apparaît que la communauté entrepreneuriale noire s’appuie souvent sur des stratégies commerciales informelles et communautaires en raison des écarts de richesse et des obstacles structurels à l’accès aux ressources fournies par des banques ou des programmes de soutien gouvernementaux. Nous avançons un argument à deux volets abordant la nécessité d’éliminer les obstacles aux ressources habituelles et d’investir dans des solutions et des modèles non officiels dont les résultats actuels sont positifs.&lt;/p&gt;
description: <b>Titre en francais:</b> Parcours et expériences de la communauté entrepreneuriale noire au Québec, du concept d’entreprise à la réussite opérationnelle
DOI: 10.5683/sp3/ht11mr
title: Sondage auprès des fonctionnaires fédéraux, 2022-2023 [Canada]
title: Public Service Employee Survey, 2022-2023 [Canada]
title: SAFF 2022-2023

description: Le Secrétariat du Conseil du Trésor du Canada et Statistique Canada se sont associés pour administrer le Sondage auprès des fonctionnaires fédéraux (SAFF) de 2022-2023. Le sondage, réalisé à l'échelle de la fonction publique fédérale, vise à fournir des renseignements pour appuyer l'amélioration continue des pratiques de gestion du personnel dans la fonction publique fédérale.
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Les résultats permettent aux organismes fédéraux de déterminer leurs points forts et leurs points faibles sur des sujets liés à la mobilisation des employé(e)s, au milieu de travail hybride, à l'équité et à l'inclusion, ainsi qu'au bien-être en milieu de travail. Les ministères et organismes sont en mesure d'évaluer et de suivre les progrès au fil du temps, et de contribuer à l'élaboration et à l'amélioration des plans d'action.
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Les employé(e)s ont l'occasion unique de faire part de leurs expériences et de définir la voie à suivre pour améliorer la qualité du milieu de travail fédéral. De meilleures pratiques de gestion du personnel entraînent de meilleurs résultats pour la fonction publique et, par le fait même, pour les Canadiennes et les Canadiens.
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Les renseignements fournis par les employé(e)s peuvent aussi être utilisés par Statistique Canada à d'autres fins statistiques et de recherche. Bien qu'elle soit volontaire, la participation des employées est importante afin que les renseignements recueillis soient aussi exacts et complets que possible.
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description: Sondage auprès des fonctionnaires fédéraux
DOI: 10.5683/sp3/25svpj
title: Pathogen suppression by dung beetles

description: These supplementary files support a publication on the topic of pathogen suppression by a dung beetle.
DOI: 10.5683/sp3/cgtkap
title: Life history and management of cannabis aphid (Phorodon cannabis Passerini)

description: Dataset for experiments related to developing integrated pest management strategies for cannabis production. It includes data on the life history of Cannabis aphid (Phorodon cannabis Passerini) that was assessed on leaf discs and rooted cuttings of multiple drug-type cannabis cultivars. Fecundity (number of offspring produced) and pre-reproductive period (time from birth until first offspring produced) were measured as well as the number of days offspring were produced. The effectiveness of parasitoids and hot water treatments were determined to develop management recommendations
description: R, 4.4.1
DOI: 10.5683/sp3/2nnoph
title: Replication Data and Code for: Minimum Wage and Employer-Sponsored Supplementary Health Insurance: Evidence from Canada

description: The data and programs replicate tables and figures from "Minimum Wage and Employer-Sponsored Supplementary Health Insurance: Evidence from Canada", by Zhao and Grignon. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/oe1tt9
title: Matlab Scripts for Automated Particle Tracking Velocimetry using a novel Expected Particle Area Searching method (EPAS-PTV)

description: This dataset contains the Particle Tracking Velocimetry (PTV) Matlab (tm) scripts used to process highspeed camera images captured during a series of wind tunnel experiments of sand particle motion.
Several scripts are used to automatically identify and track sand particles using expected area searching, and size comparisons, then output the descriptive statistics and raw data variables from these identified trajectories and processed frames. A final script then processes those identified trajectories into vertical measurements of grain borne stress and other pairwise (1 time step) kinematics.
This code was developed in the Trent University Environmental Wind Tunnel during Dr O'Brien's PhD work, and further modified during his Postdoctoral research.
DOI: 10.5683/sp3/drtlgw
title: Replication Data for Bias-field-free operation of nitrogen-vacancy ensembles in diamond for accurate vector magnetometry

description: Data and analysis files for figures in Bias-field-free operation of nitrogen-vacancy ensembles in diamond for accurate vector magnetometry
description: Download the full dataset to get the folder structure (it won't make much sense without it). Analytic theory is in Analytic model DQ writeup.nb including calculations for Figure 1, 2, and Figure 3b, Simulator is in bff_simulator; Numerical simulation analyses are in bff_paper_figures, with the exception of the sensitivity analysis for Figure 8, which is in bff_sensitivity_calculations; experimental data and analysis for Figure 7 is in bff_experiment. 257 files; 1.6 Gb - use API if timing out.
DOI: 10.5683/sp3/lzaugs
title: LakePulse Network: FT-ICR-MS and PARAFAC and related environmental data (Canada, 2017-2019)
title: Réseau LakePulse : FT-ICR-MS, PARAFAC et les données environnementales associées (Canada, 2017-2019)

description: Data was sampled during summer months of 2017, 2018 and 2018 as part of LakePulse network. Environmental data and samples for DOM quantification and spectrofluorometric and molecular characterization were sampled across Canadian lakes and each lake visited and sampled once.
description: The file contains the following variables and measurement units: sample .no (ID), sample.name, lat. = latitude (decimal degrees), long. = longitude (decimal degrees), altitude = altitude (m),Chla = chlorophyl (ug/L), TP = total phosphorous (ug/L), TN = total nitrogen (mg/L), DOC = dissolved organic carbon (mg/L), DIC = dissolved inorganic carbon (mg/L), CDOM 440nm = Colored dissolved organic matter (m-1), Temperature = air temperature measured with Kestrel (°C), area = lake area (Km2)
dO18water = isotopic signature of oxygen in the water (‰), dO18= isotopic signature of oxygen in the dissolved oxygen (‰), WRT= water retention time (day), hi-index = human impact index, perc30 = 30 days period precipitation (m), solar30 = 30 days period solar radiation (J m-2 day-1), watershed.km2 = watershed area (km2), water = fraction of water (%), wetland = farction of wetland (%), Urban = fraction of urban (%), Agriculture = fraction of agriculture (%), Pasture = Fraction of pasture (%), SUVA = specific ultraviolet absorbance measure at 254nm, SR = Spectral slope ratio, HIX = humification index, BIX = biological index, D.excess = deuterium excess (‰), pH = potential of hydrogen, C1 = component 1 identified by PARAFAC, %C1 = fluorescence intensity of component 1 as a percentage, C2 = component 2 identified by PARAFAC, %C2 = fluorescence intensity of component 2 as a percentage, C3 = component 3 identified by PARAFAC, %C3 = fluorescence intensity of component 3 as a percentage, C4 = component 4 identified by PARAFAC, %C4 = fluorescence intensity of component 4 as a percentage, C5 = component 5 identified by PARAFAC, %C5 = fluorescence intensity of component 5 as a percentage, Czone, Continental basin,soc_mean = regional soil organic carbon, H.C = Hydrogen to Carbon ratio, O.C = Oxygen to Carbon ratio, AI.mod = modified aromaticity index, aliphatic, Aromatic, low.O.unsaturated = Low oxygen unsaturated, high.O.unsaturated = High oxygen unsaturated, polyphenols, condensed aromatics
DOI: 10.5683/sp3/63yk1d
title: Replication Data and Code for: Gender Differences in Career Progression among PhDs in Economics

description: The data and programs replicate tables and figures from "Gender Differences in Career Progression among PhDs in Economics", by Fortin. Please see the ReadMe file for additional details.
The code, written in STATA 18, in this replication package enables users to construct the figures presented in the above paper. All figures are drawn using data from secondary sources, as indicated in the notes to the figures in the paper and explained in more detail below. Given that no new estimation is performed, running the entire package takes about one minute on an i7 laptop.
DOI: 10.5683/sp3/emskdj
title: LakePulse Network: FT-ICR-MS, PARAFAC, metabolism and related environmental data (Canada, 2017-2019)
title: Réseau LakePulse : FT-ICR-MS, PARAFAC, données métaboliques et environnementales associées (Canada, 2017-2019)

description: Data was sampled during summer months of 2017, 2018 and 2019 as part of LakePulse Network. Environmental data and samples for DOM quantification and spectrofluorometric and molecular characterization as well as estimated volumetric rates of gross primary production (GPP), ecosystem respiration (R), and the resulting net ecosystem production (NEP) were sampled across Canadian lakes and each lake visited and sampled once. The metabolism data have been presented in the study Shahabinia and others (2025), whereas the DOM data have not been published yet, but the sampling methodology is common.
description: The file contains the following variables and measurement units: sample.name, latitude = latitude (decimal degrees), longitude = longitude (decimal degrees), altitude = altitude (m), wind = wind (m/s) ,chla_concentration = chlorophyl (ug/L), tp_concentration = total phosphorous (ug/L), tn_concentration = total nitrogen (mg/L), doc = dissolved organic carbon (mg/L), dic = dissolved inorganic carbon (mg/L), area = lake area (Km2), WRT= water retention time (day), Hindex = human impact index, perccipitation_30days = 30 days period precipitation (m), solar_30days = 30 days period solar radiation (J m-2 day-1), humidity = humidity (%), pressure = pressure (hPa), temperature = Temperature (C), watershed.km2 = watershed area (km2), w.temperature = water temperature (C), light = light in the water column (umol photo m-2 s-1), max_depth = Maximum depth (m), water = fraction of water (%), fraction_forest = Fraction of forest (%), fraction_urban = Fraction of urban (%), fraction_agriculture = Fraction of agriculture (%), fraction_pasture = Fraction of pasture (%), fraction_natlandscapes = Fraction of natural landscapes, D.excess = deuterium excess (‰), pH = potential of hydrogen, C1 = component 1 identified by PARAFAC, C1_P = fluorescence intensity of component 1 as a percentage, C2_P = fluorescence intensity of component 2 as a percentage, C3_P = fluorescence intensity of component 3 as a percentage, C4_P = fluorescence intensity of component 4 as a percentage, C5_ = fluorescence intensity of component 5 as a percentage, aliphatic, Aromatic, low.O.unsaturated = Low oxygen unsaturated, high.O.unsaturated = High oxygen unsaturated, polyphenols, condensed aromatics, gppv = volumetric GPP (mg O2 m-3 d-1), rv = volumetric R (mg O2 m-3 d-1), nepv = volumetric NEP (mg O2 m-3 d-1),
DOI: 10.5683/sp3/b9co3d
title: Dataset: Spatiotemporal patterns of salmon winter habitat usage in the Northeast Pacific uncovered by environmental DNA

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Amplicon sequence variant (asv) dataset from multi amplicon metabarcoding environmental DNA analysis from the International Year of the Salmon Signature expedition to the Northeast Pacific in Feb/Mar 2022. A table of all asv generated in the study is provided  in ASV.csv, broken down by amplicon and sample and listing the occurance of said asv in said sample. Further, total reads per amplicon/sample bin are recorded as well as a taxonomic assignment. Note that this data is provided prior to filtering, e.g. "Homo sapiens" reads are abundant and should be considered contamination. The metadata to sampling stations is provided in the sample_metadata.csv which contains the date, lat/long, as well as detailed environmental metadata associated with the sample. Refer to Deeg et al. "Spatiotemporal patterns of salmon winter habitat usage in the Northeast Pacific uncovered by environmental DNA" ICES Journal of Marine Science 2025 (&lt;a href="https://doi.org/10.1093/icesjms/fsaf104"&gt;https://doi.org/10.1093/icesjms/fsaf104) &lt;/a&gt;for detailed information on sample collection, sequencing and bioinformatic processing.&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.c2fqz61nn
<b>Storage size:</b> 25119032
<b>Visibility:</b> public
DOI: 10.5683/sp3/6a5epj
title: Replication Data and Code for: To name your venture after Oxbridge or not, that is the question!

description: The data and programs replicate tables and figures from "To name your venture after Oxbridge or not, that is the question!", by Thomas Hellmann, Junida Mulla, and Matthias Qian. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/dhpthv
title: ADV and Sediment Data from the Outdoor Experimental River Facility (Sherbrooke, Quebec) from 2021-2023

description: Data were collected during the summer between 2021 and 2023 at the Outdoor Experimental River Facility at the University of Sherbrooke. Measurements were taken at four cross sections of the river across four distinct phases of disturbance. The first phase had a straight channel with no perturbation, while the subsequent phases introduced increasingly larger perturbations to investigate whether a meandering river pattern could be formed. The purpose of the data collected was to measure flow velocity and calculate shear stress in order to better understand bank erosion processes. ADV measurements were collected at both the riverbanks and riverbed for comparison.
description: The files contain the following variables and measurement units: Phase, Cross-section (XS), Relative distance to the banks (cm), Relative distance to the bed (cm), Absolute Distance to the Banks (cm), Absolute Distance to the bed (cm), Velocity Range of ADV (cm/s), Percent Good ADV (%), Average Velocity of X (cm/s), Average Velocity of X (m/s), Average Velocity of Y (cm/s), Average Velocity of Y (m/s), Average Velocity of Z (cm/s), Average Velocity of X (m/s), Magnitude Average Velocity (m/s), Average Velocity Magnitude (cm/s), Average Velocity Magnitude (m/s), Magnitude XY (m/s), Magnitude VZ (m/s), Magnitude XZ (m/s), TKE Shear Stress (N/m2), Reynolds Shear Stress (N/m2), Quadratic Shear Stress (N/m2), Root Mean Square Velocity, Skewness, Kurtosis, Covariance, Average Correlation, Average Signal to Noise Ratio, Confidence, Grain Size Distribution
DOI: 10.5683/sp3/c9u6lh
title: Democracy Checkup, 2024 [Canada]
title: Bilan de la démocratie, 2024 [Canada]

description: Democracy Checkup surveys gather information about the opinions of Canadians when election campaigns are not activating their interest and/or partisan attitudes, and capture general public opinion about democratic values, public policies, and current issues.
description: Democracy Checkup
DOI: 10.5683/sp3/c3sdms
title: Replication Data and Code for: Institution, Major, and Firm-Specific Premia: Evidence from Administrative Data

description: The data and programs replicate tables and figures from "Institution, Major, and Firm-Specific Premia: Evidence from Administrative Data", by Ost, Pan, and Webber. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/fcmjyr
title: Dataset for Coupling between methylmercury and carbon-gases across boreal rivers of Québec, Canada.,

description: Dataset for article published in geophysical research letters