cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/qbrctq
title: Classificateurs bayésiens naïfs | Naive Bayes

description: Nous verrons dans ce tutoriel comment détecter des modèles à l’aide du classificateur bayésien naïf, une technique d’apprentissage-machine efficace pour détecter certains modèles et prévoir les dépendances au sein de votre jeu de données. Nous réexaminerons dans la première partie de ce tutoriel le jeu de données Iris utilisé dans le tutoriel précédent pour apprendre à utiliser le classificateur bayésien naïf. Nous appliquerons par la suite vos nouvelles connaissances pour déceler les pourriels parmi vos messages textes (SMS), de manière à identifier les messages que vous ne désirerez pas lire. Le jeu de données que nous utiliserons s’agit d’un jeu de données de source libre du Référentiel d’apprentissage-machine UCI. Nous examinerons ensuite la classification multi-étiquettes via le jeu de données CMU que nous avons utilisé antérieurement pour le classificateur des plus proches voisins. Enfin, nous vous donnerons un exemple d’utilisation non aboutie du classificateur bayésien et vous expliquerons pourquoi cela n’a pas fonctionné.

&lt;br/&gt;&lt;br/&gt;The tutorial revisits the Iris flower dataset to introduce the basic steps of working with the Naive Bayes Classifier. It then applies the classifier to detect spam in SMS messages using the SMS Spam collection dataset from the UCI Machine Learning Repository, and performs multi-label classification using the CMU book dataset. The tutorial also presents a scenario where the Naive Bayes Classifier fails, providing an explanation for the failure. By the end of this tutorial, participants will have a solid understanding of the Naive Bayes classifier, be able to split data into training and testing sets, make predictions, evaluate classifier performance, identify spam, classify books, train a Gaussian Naive Bayes classifier for single or multiple labels, and utilize imputation techniques for handling missing data.
DOI: 10.5683/sp3/n0qbbl
title: Replication data for dust generation from aggregate comminution during transport in a laboratory wind tunnel

description: This data set pertains to wind tunnel experiments on dust generated from particle aggregates formed from Owens Lake playa sediment. The particles were blown though the wind tunnel at varied speeds while measurements of the particle speed (Dantec laser Doppler anemometer) and dust concentration (TSI DustTrak) were obtained.
description: Paper submitted for review to an AGU journal.
DOI: 10.5683/sp3/lvpu2y
title: Replication Data for: Siliceous Rhizaria in the Northeast Subarctic Pacific Ocean from 2010-2022

description: This dataset includes environmental data and siliceous Rhizaria abundance counts from field work conducted in the Northeast Pacific and Arctic Oceans from 2010-2022. Data collected with vertical net bongo tows, niskin bottles and CTD casts. Observations performed on a microscope and chemical analysis performed in the lab. The data includes metadata from each station, abundance counts and physicochemical parameters from each station. DNA analysis of phytoplankton communities is also included.
DOI: 10.5683/sp3/dhvnn6
title: 2023 Canadian Survey of Nurses

description: The National Survey of Canadian Nurses is a series of surveys commissioned by Canada Health Infoway (Infoway) and conducted in partnership with the Canadian Nurses Association (CNA) and the Canadian Nursing Informatics Association (CNIA) through a third-party vendor. The main objective of these national surveys of nurses is to investigate the use of digital health technologies in nursing practice across Canada.
For visualization and be able to filter data to gain insights into the Canadian digital health landscape, please visit Infoway's interactive data and analytics hub: &lt;a href="https://insights.infoway-inforoute.ca/"&gt;https://insights.infoway-inforoute.ca/&lt;/a&gt;
description: In partnership with the Canadian Nurses Association (CNA) and the Canadian Nursing Informatics Association (CNIA), Canada Health Infoway (Infoway) sought to understand the current use of electronic medical record (EMRs) systems by nurses in Canada across clinical practice settings, as well as attitudes and perceptions related to access, and the impact of use of digital health technologies in practice. The 2023 survey also explored the impact of EMR/EHR systems on quality of care, and virtual care and telehealth technologies in nursing practice, as well as the perceptions and impact of AI in practice settings.
DOI: 10.5683/sp3/hbingf
title: Search strategy for Glaucoma tube implant repair: a meta-analysis

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 (EBSCO) et Google Scholar. Les concepts recherchés sont "Glaucoma Drainage Implants" and "tube repair".
DOI: 10.5683/sp3/50vg39
title: UN NOUVEL ESPOIR : SCOPING REVIEW SUR LES EFFETS DU SOUTIEN ÉMOTIONNEL DU GESTIONNAIRE DANS LEUR CONTEXTE

description: Description des phases de la scoping review intitulé UN NOUVEL ESPOIR : SCOPING REVIEW SUR LES EFFETS DU SOUTIEN ÉMOTIONNEL DU GESTIONNAIRE DANS LEUR CONTEXTE selon le cadre d’analyse proposé par Arksey et O’Malley (2005). Le matériel supplémentaire inclut les phases suivantes : (1) identification des documents pertinents, (2) sélection des documents selon des critères d'inclusion et d'exclusion, (3) classification des documents, (4) analyse, synthèse et présentation des résultats, en plus des étapes de contrôle de la qualité de la démarche par le chercheur principal.
DOI: 10.15468/dl.xyaxs3
title: Occurrence Download

description: A dataset containing 578939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GadmGid is USA.50_1",
 "OccurrenceStatus is Present",
 "Year 1899-2025"
 ]
}

 The dataset includes 578939 records from 659 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046877-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/o8ccp3
title: Great Bear Lake and Great Slave Lake Surface Temperature Retrieved from MODIS Aqua Data

description: The Great Bear Lake and Great Slave Lake Surface Temperature (GBL_GSL_LST) dataset highlights the spatial distribution of lake surface temperature retrieved from MODIS Aqua Data from 2003 to 2023 for the Great Bear and Great Slave Lake in the Northwest Territories, Canada. The data consists of daily individual tiff files for both lakes. The dataset provides insights into the spatial and temporal changing trends of temperature on large Northern lakes.
description: ReSEC Research Group Data
description: Python, 3.8.2
DOI: 10.5683/sp3/7xsbps
title: :unav

description: :unav
DOI: 10.34740/kaggle/dsv/13800323
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5683/sp3/lld99a
title: Replication Data for: “Validity of Heart Rate Measurements in Wrist-Based Monitors Across Skin Tones During Exercise”.

description: This dataset is for the article entitled: “Validity of Heart Rate Measurements in Wrist-Based Monitors Across Skin Tones During Exercise”.
DOI: 10.5683/sp3/mslkm4
title: M270 DynaBeads Streptavidin with biotinylated BSA Droplets in Dual Phase Lab-in-Tubing Microfluidics

description: Droplets consisting of Dynabeads M-270 Streptavidin (Invitrogen) and 10 mg of VECTB2007 biotinylated bovine serum albumin (BSA) (Vector Laboratories) at varying concentrations (Control, 2.5µg/mL, 5µg/mL, 10µg/mL, 20µg/mL, 40µg/mL) in dual-phase microfluidics at 50µL/min flowrate. Non-biotinylated BSA in PBS buffer is used as the negative control.
DOI: 10.5683/sp3/kmt2vk
title: MVSMMP Map 14 Seismic-Induced Landslide Hazard Potential: 10% Probability of Exceedance in 50 Years or 475 Year Return Period

description: MVSMMP Map 14 showing seismic-induced landslide hazard potential at a 10% probability of exceedance in 50 years hazard level (or mean 475-year return period) of western Metro Vancouver, British Columbia, Canada.
DOI: 10.5683/sp3/wa6mer
title: MVSMMP Map 15 Seismic-Induced Landslide Hazard Potential: 2% Probability of Exceedance in 50 years or a 2475-year Return Period

description: MVSMMP Map 15 showing seismic-induced landslide hazard potential at a 2% probability of exceedance in 50 years hazard level (or mean 2475-year return period) of western Metro Vancouver, British Columbia, Canada.
DOI: 10.5683/sp3/c1xmxf
title: Replication Data for: Development and Comparison of 3D Seismic Geology and Shear-wave Velocity Models of Metro Vancouver

description: Input datasets (Excel spreadsheets) used to develop 3D seismic geology and Vs models. The 3D seismic geology model has a max. depth of 1 km and is comprised of 4 block layers: post-glacial and glacial sediments, Late-Cretaceous Georgia Basin sedimentary rocks, and Mesozoic Coast Mountain granitic rocks. The 3D Vs model has 11 surfaces from 100 m/s to 2500 m/s. The 3D models are provided as a Leapfrog Geo Project package that can be opened using Leapfrog Viewer software (no license required).
DOI: 10.5683/sp3/pnzvaz
title: Replication Data for: Bidirectional interactions between Grosmannia abietina and hybrid white spruce: pathogenicity, monoterpene defense responses, and fungal growth and reproduction

description: Replication data for field experiment, monoterpene characterization, and bioassays.
DOI: 10.5683/sp3/pfpudo
title: Factors influencing Ontario dairy veterinarians’ management and care of down dairy cows

description: The supplementary material consists of the survey provided to veterinarians. The goal of the survey is to investigate cull and down cattle care and management involvement of veterinarians within Ontario.
DOI: 10.5683/sp3/jiro5m
title: PC-276 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/ys7lqi
title: PC-282 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/xgyjzl
title: PC-288 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/gng9bz
title: PC-289 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/8w96xa
title: PC-290 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/bg35rq
title: PC-293 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/tfr2gl
title: PC-295 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/uxi0av
title: PC-298 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/mzb2mz
title: Comparison of patients with familial chylomicronemia syndrome and multifactorial chylomicronemia syndrome Supplemental data

description: This is a supplemental data file for the manuscript by Spagnuolo et al entitled "Comparison of patients with familial chylomicronemia syndrome and multifactorial chylomicronemia syndrome"
DOI: 10.5683/sp3/fojdlj
title: Interview Transcripts For UBC COVID-19 Study Among Older Adults and Individuals With Disabilities

description: The transcripts of interviews conducted in British Columbia at four timepoints during the first year of the COVID-19 pandemic among older adults and individuals with disabilities.
DOI: 10.5683/sp3/0je5w8
title: Milk feeding and calf housing practices on British Columbia dairy farms

description: The primary aim of this study was to describe rearing practices of dairy calves on farms in British Columbia (BC), Canada. Measures of calf growth are sometimes used to assess success in calf rearing, so a secondary aim was to describe methods used to assess calf growth on these farms. All 437 dairy farms in the province were invited to participate in a survey distributed from June-December 2023. A total of 63 complete responses were received (representing 14.4% of the farms in BC). Milking herd size averaged (± SD) 167 + 172 cows, and the primary breed was Holstein for 84 % of respondents. Participants reported having an average of 2.8 + 1.5 employees responsible for pre-weaned calf care. Most (63.5%) farms housed calves individually before weaning, but some (25.4%) socially housed calves in groups of two or more and others (11.1%) used a combination of individual and social housing. The mean maximum milk allowance was 9.4 + 2.8 L/d, with 87% of respondents offering &gt;8 L/d. Teat feeding was used on 71.7% of farms, with 13.1% using automated milk feeders. Two participants reported feeding calves via the dam or nurse cows. Weaning age averaged 76 ±16.3 d, with calf age being the primary criterion for weaning. About half (52.4%) of farms reported measuring calf growth, and 31.7% reported to having a target growth rate. Our results suggest that milk feeding practices in BC are changing, such that calves are now often fed higher milk rations via a teat. Individual housing remains common, suggesting further research is needed to understand the barriers to adopting social housing on commercial farms. In addition, our findings suggest room for improvement in monitoring calf growth; improved tracking of calf growth may facilitate evidence-based evaluations of calf rearing and weaning protocols on dairy farms.
DOI: 10.5683/sp3/bg0oyb
title: Disrupting Fast Fashion: A Case Study about Social and Environmental Innovation

description: Initiated in 2018, Disrupting Fast Fashion: A Case Study about Social and Environmental Innovation was a four-year project intended to recognize and undo the harm that fast fashion precipitates at its origin and in Canada, from both a mutual benefit and environmental point of view. Cornerstones of the research include a re-imagining of the roles of anonymous garment workers and plight of fast fashion, to create a socially innovative and alternative income producing avenue to support apparel skills training, sustainable employment, and community education.
description: Fast fashion is the phenomenon whereby consumers are increasingly purchasing fashion apparel and disposing of that same apparel in shorter and shorter cycles. To produce a remarkably lower priced item for quick sale and to support North American purchasing habits, the fast fashion business model is dependent upon low wages, inferior working conditions, and lack of environmental responsibility. These circumstances are found in places such as China, Bangladesh, and Vietnam where labour costs can be less than 1/10th of that found in Canada and the United States. The apparel is manufactured by anonymous workers who often experience situations of poverty leading to a lack of food, healthcare, education, clean water, and sanitation. Fast fashion is easily discarded because it is cheaply made of poor quality materials, without regard for the person who actually made the clothing. As the clothing is out cycled it continually loses value and as it becomes more and more disposable, it causes harm to both the social welfare of the worker and to the environment in which it is thrown away.

Initiated in 2018, Disrupting Fast Fashion: A Case Study about Social and Environmental Innovation was a four-year project intended to recognize and undo the harm that fast fashion precipitates at its origin and in Canada, from both a mutual benefit and environmental point of view. Cornerstones of the research include a re-imagining of the roles of anonymous garment workers and plight of fast fashion, to create a socially innovative and alternative income producing avenue to support apparel skills training, sustainable employment, and community education. 

The case study was completed in four parts: a mutual benefit program, a textile diversion study, a study of intentional design, and the launch of a social enterprise. In addition, this report includes part five, which is an addendum that reflects on the project two years after its completion in 2022.
DOI: 10.5683/sp3/xcd1t1
title: NF2 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/thjqw3
title: NF3 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/mujsje
title: NF4 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/cmgpef
title: NF5 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/hpdh62
title: PC305-1 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/mt4koz
title: PC305-2 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/y0rq0p
title: PC305-3 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/6jentw
title: PC307-1 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/jfegtu
title: PC307-2 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/fgebb8
title: PC307-3 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/qgxpsu
title: PC-104 ALZ-14 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/32only
title: PC-114 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/nzrwwl
title: PC-105 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/ycp5ab
title: PC-115 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/etf0w9
title: PC-116 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/sahrhx
title: ALZSR3 (PC-117,118,119,120) | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/h6tife
title: DataSet for Effect of Flowrate, Tubing, and Incubation for DynaBeads Streptavidin with biotinylated BSA Droplets in Dual Phase Lab-in-Tubing Microfluidics

description: Droplets consisting of Dynabeads M-270, C1, T1 Streptavidin (Invitrogen) and 10 mg of VECTB2007 biotinylated bovine serum albumin (BSA) (Vector Laboratories) at 1.6µg/mL in dual-phase microfluidics at varying speeds 60, 90, and 120µL/min flowrate in two different types of tubing i.e. PTFE and Tygon. Non-biotinylated BSA in PBS buffer is used as the negative control. Images are extracted from the videos and cropped around the droplets. Droplets pass through three different viewing windows to show the effects of incubation.
description: Related Publication gives detailed account of the system used to generate the DataSet.
DOI: 10.5683/sp3/zmoquy
title: Haney et al._Don River Plastic

description: This data is the raw data from the study.
DOI: 10.5683/sp3/uqmz85
title: PC-157 | Diamond Dissolution Experiments

description: Diamond dissolution experiment data. Please view the README for information about this dataset, and for a link to the &lt;a href="https://doi.org/10.5683/SP3/U1ZN04"&gt;full database&lt;/a&gt;.
DOI: 10.5683/sp3/d9zl5e
title: Replication data for: Comparing the efficacy of different rates of liquid and soluble granular formations of Fiesta on broadleaf weed populations in lawn-height turf

description: This project compared formulations (liquid and soluble granules) of Fiesta at varying rates on broadleaf weed populations common in lawn-height turfgrass. In addition, the study also provides information to the industry sponsor for registration purposes and for use in the Canadian market. To analyze control of weed populations, point quadrat weed counts, NDVI and visual ratings were used throughout the experiment.
description: SAS, 9.4
description: Lyons' Lab Research Reports
DOI: 10.5683/sp3/jwgqjh
title: Personnage de l'Autochtone dans le roman québécois

description: banque de données sur la représentation du personnage de l'Autochtone dans le roman québécois