cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/kd8i9a
title: Rabbit chow provided and eaten by meadow voles through 4 treatment periods

description: Contains the rabbit chow provided and consumed in safe and risky foraging stations in two enclosures across four treatment periods in “Morris, D. W. 2025. Rapid ideal habitat selection in a homogeneous environment.”
description: Data include the year during which data were collected = “YEAR”; the month during which data were collected = “MONTH”; the day on which data were collected = “DAY”; the enclosure from which data were collected = “ENCLOSURE”; the line identifier from which data were collected = “LINE”; the station identifier from which data were collected = “STATION”; whether the data were collected from a safe (Cover) or risky (Open) foraging station = “SHELTER”; the identity of the four density treatments = “TREATMENT”; the initial amount (g) of rabbit chow provided = “INITIAL CHOW”; the amount of chow remaining after a week of foraging = “REMAINING CHOW”; the amount of chow consumed (initial minus remaining) = “EATEN (G)”; the total chow consumed from the station = “TOTAL (G)”; the total difference from the amount provided at the station and the amount consumed = “EATENDIFF (G)”; the reassignment of unique stations for analysis = “STATIONS”; the treatment period during which data were collected = “PERIOD”.
DOI: 10.5683/sp3/obedlc
title: Sunlight Project Previously Completed Freedom of Information Requests

description: Dataset contains details of more than 75,000 requests for public records made to 28 Ontario ministries and the Premier’s Office since 2014, including key information on the wording of the original requests and whether records were released.
DOI: 10.5683/sp3/rvnsbx
title: Exploring the Synthesis of a Rare-Earth Cluster-Based Metal–Organic Framework Using Alternative Yttrium(III) Precursors

description: The synthesis of rare-earth cluster-based MOFs is often performed using metal nitrate salts as precursors. In this work, we demonstrate that six other Y(III) precursors can be used as alternatives in the synthesis of Y-CU-45 (CU = Concordia University), yielding reproducible results and high-quality materials.

All the raw data presented in this work can be found in this dataset.
DOI: 10.5683/sp3/layq3j
title: Replication data for pupil responses during interactive conversation

description: This dataset contains preprocessed and anonymized pupil response, gaze, and voice activity signals for task-oriented conversations taking place between 12 pairs of older Danish talkers. Conversations took place in one of four conditions: a quiet reference condition, a simulated hearing loss condition, and two background noise conditions (at 60 and 70 dBA noise levels). Two repetitions of each condition were completed.
DOI: 10.5683/sp3/ox9gq1
title: Data in support of: A’ faighneachd Mhic-Talla [Asking the Echo]: A corpus-based approach to vernacular classification of Gaelic songs

description: This dataset is in support of the Master's thesis research entitled "A’ faighneachd Mhic-Talla [Asking the Echo]: A corpus-based approach to vernacular classification of Gaelic songs." The purpose of this research was to identify vernacular classifications of Gaelic songs. The original data for this study consisted of textual data from the all-Gaelic newspaper Mac-Talla (1892-1904) and was sourced from two institutions: DASG (Digital Archive of Scottish Gaelic) and the Angus L. Macdonald Library at St. Francis Xavier University. Two pages that were missing from the Angus L. Macdonald Library collection were not included in this study: October 8, 1892, volume 1, number 20, pp. 3-4. File 01 (README.txt) contains contextual documentation for this dataset. File 02 (CM_KWIC_char20_2025-05-25_v01_raw.tab) is comprised of the raw concordance data generated in R of 20-line character strings from the keywords "òran" (song) and "amhran" (song [dialectical variation]). File 03 (CM_oran_2025-04-30_v01_final.tab) is the final dataset of the adjectival and genitive constructions of "òran" and "amhran." File 04 (CM_category_2025-04-30_v01_final.tab) is the final dataset of the song categories that were manually extracted from the concordance data.
description: R, 4.4.3.
DOI: 10.5683/sp3/abkr1m
title: Tracking Pre-and Post-Industrialization Changes in the Bay of Sept-Îles, Canada, Using Foraminifera as Bioindicators

description: This dataset presents sedimentological, geochemical, and foraminiferal data from a gravity core (Core ID: AMDOSL20-03GC-AB) collected in 2020 from the Bay of Sept-Îles, Québec, Canada. It includes mineralogy (XRD), geochemistry (XRF), granulometry, foraminiferal assemblages, and loss-on-ignition (LOI) data. The dataset supports the analysis of pre- and post-industrial environmental changes over the past ~200 years and is used in the article “Tracking Pre- and Post-Industrialization Changes in the Bay of Sept-Îles, Canada, Using Foraminifera as Bioindicators.”
DOI: 10.5683/sp3/2esau9
title: Replication data: A longitudinal cohort study on the impact of reducing farm-level antimicrobial usage on Escherichia coli antimicrobial resistance on dairy farms from Québec, Canada.

description: This dataverse contains the results from all described models, along with the R scripts used for power/sample size estimation and for creating the various figures of the associated article.
DOI: 10.5683/sp3/yeecmu
title: Tiled-amplicon sequencing and variant analysis of p6.9 rBEV genomes

description: Control and CRISPR-Cas9 targeted baculovirus (p6.9GFP rBEV) genomes, upon plasmid-based delivery of sgRNA into Sf9-Cas9 cells, were extracted and sequenced via tiled-amplicon sequencing. Variant analysis of the tiled-amplicon sequenced control and targeted p6.9GFP rBEV genomes was performed to confirm CRISPR mutations. Variant analysis of the shotgun sequenced p6.9GFP rBEV stock was also performed to investigate variant conservation upon viral propagation in insect cell culture.
description: Ubuntu
description: Uses Illumina MiSeq System sequencing instrumentation.
DOI: 10.5683/sp3/hevkkp
title: Supplemental data for: Comparative analysis of microplastic content and deposition in biosolid-amended and non-amended agricultural soils in southern Ontario, Canada

description: These files are the raw data from a study that evaluate the microplastics content of soil from agricultural fields in Ontario that have and have not been amended with biosolids. The raw data is associated with a manuscript titled "Comparative Analysis of Microplastic Content and Deposition in Biosolid-Amended and Non-Amended Agricultural Soils in Southern Ontario, Canada"
DOI: 10.5683/sp3/ixdokl
title: Replication Data for: Was COVID-19 associated with increased cigarette purchasing, consumption, and smoking at home among US smokers in early 2020? Findings from the US arm of the International Tobacco Control Four Country Smoking and Vaping Survey

description: This dataset was extracted from the US arm of the International Tobacco Control (ITC) Four Country Smoking and Vaping Survey Wave 2 (2018) and Wave 3 (2020) datasets. This dataset was used to conduct the analysis presented in the publication "Was COVID-19 associated with increased cigarette purchasing, consumption, and smoking at home among US smokers in early 2020? Findings from the US arm of the International Tobacco Control Four Country Smoking and Vaping Survey."
description: SAS, 9.4
description: SUDAAN, 11.0.3
description: SUDAAN, 11.0.4
description: ITC 4CV Survey questionnaires: 
Wave 2: https://itcproject.s3.amazonaws.com/uploads/documents/ITC_4CV2_Recontact-Replenishment_web_Eng_Apr2024.pdf
Wave 3: https://itcproject.s3.amazonaws.com/uploads/documents/ITC_4CV3_Recontact-Replenishment_web_Eng_Apr2024.pdf
DOI: 10.5683/sp3/wcbjkt
title: Replication data: Humoral immune response following vaccination against bovine viral diarrhea virus using a modified live vaccine

description: This dataverse contains the datasets and the R scripts used for analyses of the associated article
DOI: 10.15468/dl.eu74uk
title: Occurrence Download

description: A dataset containing 11660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is DEU.7.14_1"
 ]
}

 The dataset includes 11660 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046912-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/jk8xhp
title: Enquête sur la population active, mars 2025 [Canada]
title: Labour Force Survey, March 2025 [Canada]
title: EPA mars 2025

description: L'Enquête sur la population active (EPA) fournit des estimations de l'emploi et du chômage. Parmi les principales séries de données économiques mensuelles, les estimations de l'EPA sont les premières à être rendues publiques, les résultats de l'enquête étant diffusés 10 jours seulement après la fin de la collecte. Les données de l'EPA sont utilisées pour produire le très connu taux de chômage ainsi que d'autre indicateurs de base du marché de travail tel que le taux d'emploi et le taux d'activité. Les données de l'EPA sont utilisées pour produire le très connu taux de chômage ainsi que d'autre indicateurs de base du marché de travail tel que le taux d'emploi et le taux d'activité. En plus, l'EPA procure également des estimations de l'emploi selon l'industrie, la profession, les secteurs publics et privés, le nombre d'heures travaillées et davantage. Il est possible de croiser ces séries selon une variété de caractéristiques démographiques. Des estimations sont diffusées pour le Canada, les provinces, les territoires et pour plusieurs régions infraprovinciales. Pour les employés, des données sur les salaires, la couverture syndicale, la permanence de l'emploi et la taille de l'établissement sont également disponibles. 
&lt;br&gt;
&lt;br&gt;
Ces données sont utilisées par les différents paliers de gouvernements pour évaluer et planifier les programmes d'emploi au Canada. Les taux de chômage régionaux sont utilisés par Emploi et Développement social Canada pour déterminer l'admissibilité au régime d'assurance-emploi, de même que le niveau et la durée des prestations pour les personnes qui vivent à l'intérieur d'une région d'assurance-emploi donnée. Les données sont utilisées par les analystes du marché du travail, les économistes, les consultants, les planificateurs, les prévisionnistes ainsi que les universitaires et ce, autant du secteur public que privé.
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description: Enquête sur la population active
DOI: 10.5683/sp3/slghup
title: Replication Data and Code for: Inferring Conduct to Guide Strategic Trade Policy

description: The data and programs replicates tables and figures from “Inferring Conduct to Guide Strategic Trade Policy”, by Bian, Head and Orr. Please see BHO_conduct_README.pdf for details
DOI: 10.5683/sp3/rfvkas
title: Code used for Quantifying the sources of increasing stratospheric water vapour concentrations

description: Matlab code used for analyses for Sheese et al., "Quantifying the sources of increasing stratospheric water vapour concentrations".
DOI: 10.5683/sp3/ju2bqk
title: Replication Data for: El Agente: An Autonomous Agent for Quantum Chemistry

description: Files generated by El Agente Q to solve eight computational chemistry tasks
DOI: 10.5683/sp3/0zxytb
title: Search Strategies for "Transition of care through the lens of medication discrepancies in critical care"

description: This dataset will contain the preliminary search (prior to team validation and PRESS peer review) for Medline via Ovid, as well as the final versions as run for Medline (via Ovid), Embase (via Ovid), Cochrane Central (via Ovid), CINAHL Complete (via EBSCOhost), and the Web of Science Core Collection and the retrieval information for forward and backward citation searching.
DOI: 10.5683/sp3/xg3aw6
title: Dataset for “I only knew how to search Google”: students’ reflections on a four-year information literacy curriculum

description: Survey response data to accompany an article in the Journal of Canadian Health Libraries Association (2025)
DOI: 10.5683/sp3/6ux2rk
title: Antioch Coins

description: This dataset contains a CSV of coins from the Antioch excavations.
DOI: 10.5683/sp3/nkclnp
title: Results of molecular marker-assisted screening of the University of Guelph dry bean germplasm for disease resistance (2024-2025)

description: This project aimed to develop high-throughput, cost-effective molecular marker assays for disease resistance and quality traits. While this objective is ongoing, using allele-specific PCR-based genotyping technologies [PACE (PCR Allele Competitive Extension) and KASP (Kompetitive Allele Specific PCR)] markers and other diagnostic molecular tools for screening represents a significant step forward in assay implementation. These tools allowed for the efficient genotyping of a large set of breeding lines and cultivars, contributing directly to this objective.
DOI: 10.5683/sp3/aozjnp
title: The MS Excel template for analysis of foods and 24-hour food recall using Canadian Nutrient File (CNF)
title: Nutritional analysis of foods using Canadian Nutrient File

description: An educational tool using Canadian Nutrient File (CNF) and MS Excel for nutritional analysis of food recipes and dietary assessment from 24-hour food recall. The downloadable template provides detailed instructions and enables users to calculate the energy and nutrient content of food recipes and assess nutrient intake of individuals using the nutrient profile generated for ingredients/foods from the Canadian Nutrient File. The tool is suitable for use in nutrition and dietetic courses, agri-food industries, food service sectors, dietetic practice and research.
description: MS Excel
DOI: 10.5683/sp3/tcmxqe
title: Improving WASH for healthcare facilities and women’s health: Testing the STREAMS approach in Malawi

description: This data comes from a project funded by the Fund for Innovation and Transformation and Global Affairs Canada titled "Improving WASH for healthcare facilities and women’s health: Testing the STREAMS approach in Malawi". The research sought to test an innovative approach to improving Water, Sanitation, and Hygiene (WASH) in health care facilities in Northern Malawi, including understanding the effects on women specifically. Data was collected from four key groups; facility staff, facility managers, patients, and guardians (people who are at the health care facility to care for friends or family members who are patients). Data was collected pre intervention and post intervention and was also collected from a neighbouring district which did not receive the intervention as a comparison. Data was also analyzed for insights into differential treatment at health facilities based on patient characteristics. Due to the sensitivity of the data this data set will only be available to vetted researchers upon request. To request access to the data, contact the lead author, Sean Irwin.
DOI: 10.5683/sp3/bpe2vo
title: Plus proches voisins | K-nearest neighbours

description: K-nearest neighbours (KNN) is a machine learning algorithm that is good a classifying moderately-sized datasets. It does so by looking at the n-dimensional space, where n is the number of features, and looking at nearby points to the data point you want to classify. It is a fairly simple technique but it can be very effective for data with low noise levels where the data points are nicely grouped together. Creating the model is almost instantaneously however classifying depends on the size of the training data.
The notebook in this tutorial will show you how to apply this technique to classifying penguins, diabetes patients, and books to display its strength and weaknesses.
DOI: 10.5683/sp3/qyrgpu
title: Apprentissage par transfert | Transfer learning

description: Transfer learning is a powerful technique in machine learning that involves taking a pre-trained model, which has been trained on one task, and reusing it for another related but different task.
DOI: 10.5683/sp3/krieo2
title: Introduction aux réseaux de neurones profonds et à convolution | Introduction to Deep and Convolutional Neural Networks

description: Deep neural networks (DNN) simulate the way that neurons work in brains and these types of models are surprisingly good at pattern detection which makes them ideal for machine learning. In particular convolutional neural networks (CNN) excel at image recognition.

This module consists of three notebooks. "1 - DNN" goes into the core principles of DNN and how to build them from first principles. In the second notebook, "2 - DNN_PyTorch", we will use a dedicated Python library to do the heavy lifting and build more complex neural networks. Finally, in the last notebook, "3 - CNN_Concepts", we will look at image recognition and specifically recognition of hand-written digits.
DOI: 10.5683/sp3/cer6yq
title: Traitement du langage naturel | Natural language processing

description: Natural language processing (NLP) is a machine learning technique to analyze large amounts of text to extract information. Some examples are sentiment analysis, translation, transcription, summarizing, tagging, but NLP is a very broad term and can apply to anything text related.

This tutorial consists of two notebooks. The first notebooks delves into sentiment analysis using the Natural Language Tool Kit (NLTK). The second notebook focuses on classifying unlabeled data using an unsupervised machine learning algorithm. It also shows how to clean input data that optimizes the algorithm's ability to classify.
DOI: 10.5683/sp3/5wpwjt
title: Analyse de jeux de données, présélection et détermination de modèles | Dataset analysis, model shortlisting, and model determination

description: This tutorial will present some guidelines you can use. Additionally, we will show what resources are available once the model start to become bigger than what your computer can handle.
DOI: 10.5683/sp3/niw1bt
title: Maps for Geology of the Fox orebody, northern Manitoba

description: Abstract: The Fox Mine is an Aphebian Cu-Zn massive sulphide deposit. This study documents the relationship between the ore body, its host metavolcanic rocks, its alteration zone and the metamorphic history of the area. The Fox Mine area can be divided into four blocks, separated by faults, which are essentially conformable with the stratigraphy and foliation. The rocks within the area are primarily metavolcanic, ranging from mafic to felsic. Minor amounts of metasedimentary rocks are also present. The metavolcanic and metasedimentary rocks of the area have been intruded by mafic and felsic intrusions of several ages, and have undergone medium-grade (amphilbolite) metamorphism. The ore body is massive, essentially stratiform and stratabound, and exhibits a strong copper-zinc zonation. Zinc is concentrated along the margins, with copper in the center. The ore body shows signs of metamorphism to a level equal to the surrounding silicate rocks... The Fox ore body is compared with other massive sulphide deposits considered to be of volcanogenic origin, and is compatible with this model assuming the deposit has been isoclinally folded. Evidence for this folding is found in the copper-zinc zonal patterns.
DOI: 10.5683/sp3/upsnom
title: Maps for The geology and some genetic aspects of Fox mine mineralization, Northern Manitoba

description: Abstract: The Fox Lake copper-zinc deposit is an example of an orebody within a metamorphic environment. Laboratory study of the sulphides, the host meta-sedimentary and meta-volcanic rocks reveals that the host rocks and the ore were involved in repeated metamorphic processes. However, there is a relatively narrow band of low grade (Greenschists facies) metamorphic rocks adjoining the ore and this grades imperceptibly into the higher grade metamorphic (Amphibolite facies) country rocks. This is the "alteration zone" of the orebody. Petrographic study leads to the suggestion that the alteration zone resulted from retrograde metamorphism induced by hydrothermal solutions. This introduces a paradox in the time relationship between the ore emplacement and metamorphism. This paradox is unresolved... An epigenetic origin of the ore is suggested. It is further suggested that the ore probably followed the andesitic basaltic volcanic rocks which were all involved in later phases of deformation and metamorphism probably during Kenoran and Hudsonian orogenic epochs.`
DOI: 10.5683/sp3/nmmutv
title: Maps for The stratigraphy, structural geology and geochemistry of the Fox Lake massive sulfide deposit

description: Abstract: The Fox Mine was a Proterozoic copper-zinc, volanogenic massive sulfide deposit located in northwestern Manitoba. It was hosted by tholeiitic and calc-alkaline, sodic series volcanic and associated sedimentary rocks. The area has undergone middle amphibolite grade metamorphism. The deposit comprised two major massive sulfide lenses, produced by separate hydrothermal vents. Both displayed typical metal zonation with lowermost copper-rich stringer ore, central massive copper-rich ore and uppermost stratified zinc rich ore. The lenses were laterallly continuous with altered felsic metavolcanic rocks. The western extension is obscured by thick accumlations of siltstones and pyritic mudstones. A thin horizon of iron formation coincides with the eastern extension. The structural evolution of the Fox Mine area involved subvolcanic plutonism, early isoclinal folding (F1), tight E-trending shear folding (F2) followed by a period of faulting and shearing (D3) that segmented and offset the sequence of strata. The orebody occurred on the overturned limb of an early, sub-horizontally plunging, isoclinal fold. Altered felsic metavolcanic rocks 800 meters south of the mine constitute a similar geological environment. They represent a detached, folded (F2) repetition of the favorable stratigraphy.
DOI: 10.5683/sp3/nw1doe
title: Replication Data and Code for: Allocative Efficiency and the Productivity Slowdown

description: The data and programs replicate tables and figures from "Allocative Efficiency and the Productivity Slowdown", by Shao and Tang. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/c7j7ir
title: Heterogeneous temporal sampling of letters in visual word recognition [2025]
title: Échantillonnage temporel hétérogène des lettres dans la reconnaissance visuelle des mots [2025]

description: The dataset from Experiment 2 of the study “Spatiotemporal letter processing in visual word recognition uncovered by perceptual oscillations” (Arguin & Fortier-St-Pierre), currently under review for the Journal of Vision. It includes raw trial-level data from all participants, covering signal-to-noise ratios for the five target word letters across 24 image frames (200 ms at 120 Hz), response accuracy, and the list of 600 five-letter words used. Files are provided in .mat (Matlab) and .txt (tab-delimited text) formats.
description: L’ensemble de données de l’Expérience 2 de l’étude « Spatiotemporal letter processing in visual word recognition uncovered by perceptual oscillations » (Arguin & Fortier-St-Pierre), actuellement en cours de révision pour le Journal of Vision. Il comprend les données brutes de chaque essai pour tous les participants, incluant les rapports signal/bruit pour les cinq lettres des mots cibles sur 24 images temporelles (200 ms à 120 Hz), l’exactitude des réponses, ainsi que la liste des 600 mots de cinq lettres utilisées. Les fichiers sont disponibles aux formats .mat (Matlab) et .txt (texte tabulé).
description: The manuscript is currently under review.
DOI: 10.5683/sp3/jfr3lr
title: Rivellini-Paper-2025-Data

description: Data for Rivellini et al. paper (2025) in RSC Environmental Sciences: Atmospheres