cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/ig32fs
title: Cloud fraction distribution for the evaluation of the canadian regional model over North America

description: &lt;p style="margin-bottom: 20px;"&gt;This catalog of atmospheric cloud variables features a comprehensive set of monthly averaged data derived from simulations and observations spanning a large North American domain from January 2014 to December 2015. It includes vertical and horizontal cloud fraction distributions observed by CALIPSO’s satellite lidar, alongside simulations from the high resolution CRCM6/GEM5 (∆x~12 km) model and the pseudo-satellite data simulator. Both observational and simulated data were processed to align with corresponding spatio-temporal occurrences and cloud diagnostics for the total, high-, mid-, and low-level cloud fraction. This catalog contains the horizontal cloud fraction distribution for the total, high-, mid- and low-level clouds and the vertical profiles of the cloud fraction for the three datasets over selected ocean and continental regions within the large domain. &lt;/p&gt; &lt;/p&gt;Le catalogue des variables atmosphériques de la fraction nuageuse comprend un ensemble de données moyenées mensuellement issues de simulation et d'observations couvrant un vaste domaine nord américain pour la période de janvier 2014 à décembre 2015. Il contient les distributions verticales et horizontales de la fraction nuageuse observées par le lidar satellitaires de CALIPSO, ainsi que celle de la simulation du modèle à haute résolution MRCC6/GEM6 (∆x~12 km) et d'un simulateur de données pseudo-satellitaires. Les données d'observations et des simulations ont été traitées pour correspondre aux occurrences spatio-temporelles communes et aux diagnostiques de nuages pour les fractions nuageuses totales, hautes, moyens et de basses altitude. Ce catalogue contient les fractions nuageuses horizontales pour les nuages totaux, hauts, moyens et bas ainsi que les profiles verticaux de la fraction nuageuse sur certaine région spécifique sur l'océan et le continent.&lt;/p&gt;
description: The authors would like to thank Katja Winger, and Frédérik Toupin for maintaining a user-friendly local computing facility. The authors would also like to thank Qu Zhipeng for his assistance formatting the entry data for COSP.
DOI: 10.5683/sp3/3jszqm
title: Data for Co-Response Crisis Mental Health Models: A Scoping Review

description: Search Results, Extraction Data, and Appraisal Results for a Scoping Review of Co-Response Crisis Mental Health Models.

A co-response crisis mental health model is defined as any crisis response model that includes both police officers and trained mental health personnels (e.g., social worker, nurse, psychologist, peer) that respond to crisis mental health calls to emergency services.
DOI: 10.5683/sp3/dy4fe7
title: Supplemental data for: An investigation into membrane contact sites between endoplasmic reticulum and plastids

description: The videos are supplementary files as part of the thesis presented to the University of Guelph, detailing research on uncovering the membrane contact sites between the endoplasmic reticulum (ER) and plastids. Numbered from 1 to 6, these are fluorescent live imaging time-lapses captured in transgenic Arabidopsis plants, featuring BnCLIP1, a putative lipase expressed in Brassica napus. The videos illustrate its association with the ER and how the ER is involved in stromule formation and the movement of associated chloroplasts. They will be referred to as supplementary videos 1-6 throughout the thesis to correlate and complement the findings presented as either abstract data or key images
description: Leica Application Suite X
DOI: 10.5683/sp3/xzroah
title: Data for paper entitled "Burst firing optimizes invariant coding of natural communication signals by electrosensory neural populations"

description: This is the data for the above paper.
DOI: 10.5683/sp3/g7dbfn
title: Chaudiere Warehouse (Building 2)
title: 28 Booth Street, Ottawa

description: This is a dataset of information compiled for the CIVE3207 (ARCN4100) Historic Site Recording and Assessment course in 2020. Undergraduate students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University will use these data to produce a Heritage Recording of this important Site.
DOI: 10.5683/sp3/6zgcdt
title: Data and Code for: "Food web structure across basins in Lake Erie, a large freshwater ecosystem"

description: Supporting raw data and R code for the statistical analyses presented in "Food web structure across basins in Lake Erie, a large freshwater ecosystem" of the Canadian Journal of Fisheries and Aquatic Sciences.
DOI: 10.5683/sp3/9my96f
title: Markinch Grain Elevator -- Markinch -- Metadata -- 2024

description: This dataset contains eighty-six (86) scans of the Markinch Grain Elevator and associated east and west annex, Markinch. All data was collected by the Capture2Preserv team between the 7th and 8th of June 2024. The Z+F 501X and the BLK 360 G1 laser scanners were both used to collected data of the elevator and associated annexes. The Z+F 5010X scanner was used to collect thirty-two (32) exterior scans of the grain elevator and east annex and eighteen (18) exterior scans of the west anned, which were registered in Z+F Laser Control and further processed in Autodesk ReCap Pro. The Leica BLK 360 G1 scanner was used to collect thirty-one (31) interior scans of the grain elevator and five (5) interior scans of the east annex, which were resgistered in Cyclone REGISTER 360 PLUS and further processed in Autodesk ReCap Pro. Data were exported to LAS in CloudCompare.
DOI: 10.5683/sp3/rxrjek
title: Infusion clinic locations and characteristics in Canada

description: We conducted a cross-sectional study to expand upon the research by CDA (Baddeley, 2022) to identify all infusion clinic locations, including those operated by private providers and within the publicly-funded healthcare system. We then conducted a structured content analysis of web-based sources to characterize their ownership, settings, geographic distribution, amenities, and specific medicines offered at each location. Our sampling and data collection began April 1, 2024, and our list of clinics was finalized June 14th, 2024.
DOI: 10.5683/sp3/ou7hon
title: Diagnostic Decision-Making Variability in Glaucoma: Comparative Analysis of Novice and Expert Optometrists to Inform AI System Design

description: The data contains transcripts of interviews conducted with optometrists to find diagnostic variation in glaucoma diagnosis.
description: JASP, 0.19.1
description: SPSS, 29.0.2.0
DOI: 10.5683/sp3/wp9yuq
title: Replication data for: Final report for Neudorff Fiesta safety trial– Project # G21-03

description: Applying low risk herbicides on turfgrasses to control weeds and maintain quality is common practice in areas under a cosmetic pesticide ban or reduced herbicide framework. This study compared liquid, soluble granular, and dry formulations of a well known commercially recognized low-risk herbicide, Fiesta, at varying rates to assess the impacts on turfgrass quality and safety following application. Quality of turfgrass was analyzed using point-quadrat counts, visual ratings, and NDVI readings throughout the experiment. The different formulations of Fiesta did not cause any significant turfgrass loss in the experiment. Some phytotoxicity was observed with all the Fiesta products post-application. Any existing black medic weed populations in the treated plots were significantly reduced by all products.
description: Lyons' Lab Research Reports
description: SAS, 9.4
DOI: 10.5683/sp3/qc4y9c
title: Cultural Harvest Program

description: The Cultural Harvest Program is a youth program aimed at enhancing the mental health and well-being of Indigenous youth in a rural first nations community. Rooted in traditional values and practices, the program aims to strengthen connections with culture, spirituality, and the land, ultimately reducing rates of youth incarceration and promoting healthy coping mechanisms. An environmental scan, which included both physical and digital resources, provided insights to inform program development. The program’s pilot phase will involve a small group of youth, with plans to expand to accommodate larger cohorts and a variety of land-based activities. By fostering cultural and social engagement, the Cultural Harvest Program seeks to empower the rural first nations youth to express their thoughts and emotions in a safe environment.
DOI: 10.5683/sp3/tb687h
title: Communications, media and internet concentration in Austria, 2019-2022

description: This report examines market concentration trends in Austria's network media economy, covering the period from 2019 to 2022. It looks at three major sectors: telecom and internet access, online and traditional media services, and core internet applications. The report contextualizes Austria's media landscape by discussing its infrastructure, policy framework, and competitive environment. While revenue data is primarily used to measure market concentration, other metrics, such as website visitors and access data, are employed in cases where revenue figures are unavailable, particularly for online news media, social media, and operating systems. Due to the lack of data, concentration indices for industries like music and gaming are not provided.
DOI: 10.5683/sp3/ajgpdv
title: Communications, Media and Internet Concentration in Mexico, 2019-2022

description: This report investigates media ownership and concentration in Mexico, one of the largest media markets in Latin America, from 2019 to 2022. It is part of the Global Media & Internet Concentration Project (GMIC) and focuses on three broad sectors: telecommunications and internet access, online and traditional media services, and core internet sectors. Using the Hirschman Herfindahl Index (HHI) to measure concentration, the report finds that most sectors, particularly Pay TV and Free-to-Air TV, exhibit high levels of concentration. However, some sectors, like radio and fixed telephony, show more moderate concentration levels as reported by the Federal Telecommunications Institute (IFT). The goal is to assess whether Mexico's media landscape is becoming more or less concentrated over time.
DOI: 10.5683/sp3/bkw9af
title: Basin Head field data

description: The files in this dataset relate to the data presented in the Hydrological Processes manuscript Zeighami et al. (2025).
DOI: 10.5683/sp3/6z8kio
title: The French English Discourse Study – Canada (FrEnDS-CAN)

description: The French English Discourse Study – Canada (FrEnDS-CAN) is a multisite research project lead by a consortium of researchers from a number of Canadian universities. The project examined the development of discourse skills in mono- and bilingual children between the ages of 7 and 12. Discourse samples were collected from monolingual French, monolingual English, and bilingual French and English-speaking children. In addition, samples were collected from children who spoke Arabic as their home language. Three discourse contexts were included, conversational, narrative (story telling) and expository (description of favorite game or sport). 
There were two main objectives for the study: 1) to increase our understanding of monolingual and bilingual development by analyzing the impacts of language status (mono-/bilingual) and discourse type on various aspects of language development at the word, sentence and discourse structure levels and 2) to improve our ability to identify language disabilities in monolingual and bilingual children through the development of normative information and the creation of databases of language samples in the three discourse contexts.
DOI: 10.5683/sp3/apcq00
title: Datasets for the paper "Large Scale Raman Spectrum Calculations in defective 2D materials using Deep Learning"

description: This contains the graphene and hexagonal boron nitride datasets used to train the models described in the paper "Large Scale Raman Spectrum Calculations in defective 2D materials using Deep Learning". They are in the ASE format as described here: https://wiki.fysik.dtu.dk/ase/tutorials/tut06_database/database.html
DOI: 10.5683/sp3/vdgtgo
title: locus coeruleus inactivation impairs extinction and overexpectation

description: raw data
description: raw data file
DOI: 10.5683/sp3/ooxtyz
title: Behaviour of particle mobilization and reattachment under flushing conditions in PVC pipes using a full-scale laboratory system

description: Flowrate, turbidity, suspended sediment concentration and particle size distribion data from experiments performed at the Drinking Water Distribution Laboratory (DWDL), Civil Engineering, Queen's Univeristy.
DOI: 10.5683/sp3/lhqabu
title: Canadian National Bird Conservation Survey

description: The North American Waterfowl Management Plan (NAWMP) is an international agreement between the Governments of Canada, the United States, and Mexico to coordinate the conservation and restoration of wetlands, associated uplands, and other key habitats for waterfowl and other bird species. In an effort to understand public support of NAWMP goals, we conducted a national survey of Canadians, and asked about their perspectives on bird and habitat conservation. This research was approved by the University of Alberta’s Research Ethics Board (reference: Pro00112000). All participants provided informed consent prior to commencing the survey.
DOI: 10.15468/dl.8et8xe
title: Occurrence Download

description: A dataset containing 1918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sclerophrys gutturalis"
 ]
}

 The dataset includes 1918 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046887-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/z3ec9i
title: Replication Data and Code for: On the Trade Effects of GATT/WTO Membership: They are Positive and Large After All

description: The data and programs replicate tables and figures from "On the Trade Effects of GATT/WTO Membership: They are Positive and Large After All" by Larch, Monteiro, Piermartini, and Yotov. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/hm3zbu
title: Attention, Working Memory and Inhibitory Control in Aging: Comparing Amateur Singers, Instrumentalists and Active Controls

description: The aim of this study was to investigate the aging of executive functions in amateur singers and amateur instrument players. Specifically, we examined auditory processing speed, auditory selective attention, auditory and visual inhibitory control and auditory working memory in 39 amateur singers (mean age 61.8 ± 16.4; 23–88 years, 62% females), 43 amateur instrumentalists (mean age 52.1 ± 18.2; 20–88 years, 36% females) and 40 non-musician active controls (mean age 55.6 ± 19; 20–87 years, 50% females). Here we share the aggregated dataset that was used for group-level statistical analysis. In each file, all variables (independent, dependent, and covariates) that was used for analysis is included (including participants characteristics). The datasets are provided as both .XLSX and .CSV (UTF-8, separated by commas) documents for maximal compatibility. The article is available in open access here: https://nyaspubs.onlinelibrary.wiley.com/doi/10.1111/nyas.15230
DOI: 10.5683/sp3/w22q8x
title: Replication data for: Final report for Neudorff Fiesta efficacy trial – Project # G21-04

description: Low risk herbicides are now commonly used on lawn height turfgrass to manage weeds. This study compared various rates of Fiesta liquid, granular, and soluble granular formulations to determine their effectiveness of controlling broadleaf weed populations on lawn-height turfgrass. To analyze control of weed populations, point-quadrat weed counts, NDVI and visual ratings were used throughout the experiment. There were significant differences in percent control of dandelion at 18DAT1 and 7DAT2 - all treatments provided good control at 7DAT2; this effect was not evident at 14DAT2 and 21DAT2. There were significant differences in percent control of black medic at 14DAT1, 7,14, and 21DAT2; all treatments provided significant control of black medic at 21DAT2.
description: Lyons' Lab Research Reports
description: SAS, 9.4
DOI: 10.5683/sp3/npg6sr
title: Supplementary Information for Estimating Volumes of Coastal Shell Midden Sites Using Geometric Solids: An Example from Tseshaht Territory, Western Vancouver Island, British Columbia, Canada

description: This data set contains the supplemental information documents for Estimating Volumes of Coastal Shell Midden Sites Using Geometric Solids: An Example from Tseshaht Territory, Western Vancouver Island, British Columbia, Canada. Included documents include python code used for midden volume calculations, plots of coefficient of variation change, and per site midden volume estimates.
description: ArcGIS Pro, 3.0
DOI: 10.5683/sp3/ddzfhl
title: Supplementary Information for New Partial Estimates of Pre-Contact Indigenous Populations in Western British Columbia

description: This data set contains the supplemental information documents for New Partial Estimates of Pre-Contact Indigenous Populations in Western British Columbia. Included documents include R code for calculating population estimates, sample population biometric data, error calculations, protein limit calculations, and radiocarbon samples for Barkley Sound archaeology sites.
DOI: 10.5683/sp3/fvzuue
title: Energy Projections for IEA Countries. Coal Supply, 1960-2030
title: Projections: Energy Policies of IEA Countries. Coal Supply, 1960-2030

description: This dataset comprises statistics on coal supply forecasts for IEA countries while focusing on the flow those coal products (hard coal, brown coal, anthracite, coking coal, bituminous coal, lignite). Data projections extend to 2030. [Data editions 2015-2021].
description: Energy Projections for IEA Countries
description: 2015-2021 editions of the data. Mexico data is included in the 2019 edition and onwards. Lithuania data is included in the 2020 edition and onwards.
DOI: 10.5683/sp3/kzig2f
title: Energy Projections for IEA Countries. Economic indicators, 1960-2030
title: Projections: Energy Policies of IEA Countries. Economic indicators, 1960-2030

description: This table contains forecasted energy economic indicators as well as forecasted standard indicators for IEA countries in terms of their flow (GDP, population, energy production/TPES, TFC/GDP). Statistical projections extend to 2030. [Data editions 2015-2023]
description: 2015-2023 editions of the data. Mexico data is included in the 2019 edition and onwards. Lithuania data is included in the 2020 edition and onwards.
description: Energy Projections for IEA Countries
DOI: 10.5683/sp3/j8pdhw
title: Replication Data for: Retrieval of NO2 profiles from 3 years of Pandora MAX-DOAS measurements in Toronto, Canada

description: This dataset contains the Pandora optimal estimation profiling data for Downsview (43.78 °N, 79.47 °W, 186 m a.s.l.) in Toronto, Canada from 2018–2020 used in 'Retrieval of NO2 profiles from 3 years of Pandora MAX-DOAS measurements in Toronto, Canada' by Alwarda et al. (2025). Each netCDF file is a yearly file that includes: (1) the NO2 or O4 dSCDs retrieved from Pandora MAX-DOAS UV measurements and used in the HeiPro profile retrievals, (2) the retrieved NO2 or AOD profiles from HeiPro along with other outputs for each profile such as errors, DOFS, averaging kernels, etc. This dataset also contains the GEM-MACH model data from 2018–2020 for Downsview (NO2 profiles, partial columns, and surface values) as a csv file.
DOI: 10.5683/sp3/8biral
title: Hidden syndinian and perkinsid infections in dinoflagellate hosts

description: Associated paper abstract: Free-living core dinoflagellates are commonly infected by members of two parasitic clades that are themselves closely related to dinoflagellates, the “marine alveolates” (MALVs) and perkinsids. These parasites are abundant and ecologically important, but most species have been difficult to observe directly or cultivate, so our knowledge of them is usually restricted to environmental 18S rRNA gene sequences, and genome-scale molecular data are not available for most species. Here, we report numerous syndinian parasites and one parasite that is sister to all known perkinsids from isolated single cells of diverse, free-living dinoflagellates. Of the 14 infected host cells collected, only five were noticeably infected via light microscopy at the time of collection. Single-cell transcriptome sequencing yielded relatively high transcriptomic coverage for parasites as well as their hosts. Host and parasite homologs were distinguished phylogenetically allowing us to infer a robust phylogenomic tree based on 198 genes. The tree showed one parasite belongs to an undescribed lineage that is sister to perkinsids, whereas the remainder are members of the syndinian MALV II clade. Close relatives of all these parasites have been observed in 18S rRNA gene surveys, but until now none had been linked to a specific host. These findings illustrate the efficacy of single-cell isolation and transcriptome sequencing as a strategy for gaining deeper insights into the evolutionary history and host relationships of hidden single-celled parasites.
DOI: 10.5683/sp3/xfjr0p
title: MVSMMP Data: CPT Database of western Metro Vancouver

description: Cone penetration testing (CPT) database of the Metro Vancouver seismic microzonation mapping project's (MVSMMP) geodatabase for western Metro Vancouver. The data is compiled from open-source datasets and was shared by 24 agencies, organizations, and/or consultants and are anonymized. Development of the MVSMMP geodatabase and its (sub)databases are detailed in Adhikari (2024), https://ir.lib.uwo.ca/etd/9949.
description: One zip file containing metadata and list of geocoordinate site locations (1 Excel file) and a folder of 787 Excel files containing the CPT(z) data of each site. Soil type: Used as a flag for identification of liquefiable layers; empty (no text) for liquefiable layers (sand, sandy, Ic &lt; 2.6) or 'C' for non-liquefiable layers (silt, clay, Ic &gt; 2.6). z(m): Depth of measurement in meters. qc (kpa): cone tip resistance measurement in kPa. fs (kpa): sleeve friction measurement in kPa. u2 (kpa): pore pressure measurement in kPa. FC(%)_lab: fines content in percentage determined from laboratory grain sieve analysis or nearby borehole information.
DOI: 10.5683/sp3/neb8as
title: Energy Projections for IEA Countries. Electricity Capacity, 1960-2030
title: Projections: Energy Policies of IEA Countries. Electricity Capacity, 2008-2030

description: This table provides statistical forecasts on enercy capacity for IEA countries. Products such as coal, hydro, oil, geothermal, solar and more are projected in terms of flows. Data forecasts extend to 2030. [Data editions 2017 & 2019]
description: Energy Projections for IEA Countries
description: 2017 and 2019 editions of the data.
DOI: 10.5683/sp3/vb91oo
title: Replication Data for: "Mechanisms of the Extreme Wind Speed Response to Climate Change in Variable-Resolution Climate Simulations of Western, Central, and Atlantic Canada"

description: Files for reproducing the figures and VR-CESM grids used in "Mechanisms of the Extreme Wind Speed Response to Climate Change in Variable-Resolution Climate Simulations of Western, Central, and Atlantic Canada".