cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/83nxrr
title: Milk Creek Ontario. 1:50,000. Map Sheet 054A14, ed. 1, 1983

description: This is a georeferenced raster image of a printed paper map of the Milk Creek, Manitoba / Ontario region (Sheet No. 054A14), published in 1983. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1983. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 16N (EPSG:26716)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/zjobgn
title: Spector Lake Ontario. 1:50,000. Map Sheet 054B01, ed. 1, 1984

description: This is a georeferenced raster image of a printed paper map of the Spector Lake, Manitoba / Ontario region (Sheet No. 054B01), published in 1984. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1984. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 15N (EPSG:26715)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/npqslv
title: Data for: High site-fidelity and low mortality of juvenile Atlantic cod (Gadus morhua) in subarctic coastal Newfoundland during their first winter

description: &lt;p&gt;This dataset contains capture-mark-recapture data of juvenile Atlantic cod (&lt;i&gt;Gadus morhua&lt;/i&gt;) in subarctic coastal Newfoundland during their first winter. &lt;/p&gt;

&lt;p&gt;We evaluated size-structured overwinter mortality and movement using mark-recapture and condition metrics by marking 226 cod in two batches one week apart, in October 2016. We estimated fall and overwinter mortality, and documented movement of fish recaptured in May 2017 using Cormack-Jolly-Seber models. We applied fluorochrome markers – calcein (Sigma-Aldrich: C0875-25G) or alizarin red S (Sigma-Aldrich: A5533-25G) – to batch mark otoliths (Schmitt, 1982; Vigliola, 1997). A subsample of 60 otoliths from May 2017 recaptures was used for trace element analysis using secondary ion mass spectrometry (SIMS). See the ReadMe file for more information on the method of data collection. &lt;/p&gt;

&lt;p&gt;All R code is available at &lt;a href="https://github.com/eageissinger/CHONe-1.2.1"&gt;CHONe-1.2.1 GitHub repository&lt;/a&gt;.&lt;/p&gt;
DOI: 10.5683/sp3/vttj03
title: Library Acoustic Ethnography Required Ethics Documents

description: These are the final/approved versions of the information and consent forms required to conduct this research.
DOI: 10.5683/sp3/cgwpar
title: Library Acoustic Ethnography Collected Sound Data

description: These are the environmental sounds collected during the data collection phase.
DOI: 10.5683/sp3/nid2pz
title: Library Acoustic Ethnography Data Collection Instruments

description: This is the questionnaire instrument used during the oral interviews, and a file with a brief description of the technology used to collect the environmental sound data and record the oral interviews.
DOI: 10.5683/sp3/0johfr
title: Satellite-Derived Landcover Classifications for Trail Valley Creek Research Watershed: 1990 and 2019

description: This dataset provides a 30-metre resolution landcover classification for the Trail Valley Creek Research Watershed conducted using Landsat Series multispectral products. Landcover classifications were conducted for two periods to accompany the long-term end-of-winter snow survey records for the research domain (1991-present). Data are provided as 30m raster .tif files for the Trail Valley Creek watershed domain monitored upstream of the Water Survey of Canada stream gauge.
description: ArcMap, 10.7
description: Trail Valley Creek Research Data
DOI: 10.5683/sp3/h2ohen
title: Geochemical data for diamonds from Fort à la Corne

description: Supplementary data for Chapter 4 of the PhD thesis "The Quandary of the Sask Craton: Origin and Evolution of the Lithospheric Mantle beneath the Sask Craton"
DOI: 10.5683/sp3/komyyj
title: Geochemical data for Fort à la Corne eclogite microxenolith

description: Supplementary data for Chapter 3 of the PhD thesis "The Quandary of the Sask Craton: Origin and Evolution of the Lithospheric Mantle beneath the Sask Craton"
DOI: 10.5683/sp3/svtpqz
title: Geochemical data for Fort à la Corne peridotite xenoliths

description: Supplementary data for Chapter 2 of the PhD thesis "The Quandary of the Sask Craton: Origin and Evolution of the Lithospheric Mantle beneath the Sask Craton
DOI: 10.5683/sp3/jeubpx
title: Growth Rate and Resin Duct Characteristics of Residual Trees with stand level variables

description: Dataset for the paper "conditions in post-mountain pine beetle outbreak stands enhanced resin duct-defenses of lodgepole pine trees"
DOI: 10.5683/sp3/duilkh
title: Lodgepole pine tree-ring chronology in western-central Alberta

description: Master chronology of lodgepole pine trees (Pinus contorta var. latifolia) in post-mountain pine beetle stands in western-central Alberta.
Min elevation: 593M
Max elevation: 1053M
Latitude: -116.36 - -119.98
Longitude: 54.43 - 56.84
DOI: 10.5683/sp3/lvbufj
title: Growth Rate and Resin Duct Characteristics of Residual Trees and MPB-Killed Trees in Post-MPB stands

description: This dataset contains the radial growth rate and resin duct characteristics on residual live lodgepole pine trees and MPB-killed lodgepole pine trees in post-mountain pine beetle stands. Detail description of variables was listed in the excel sheet.
DOI: 10.5683/sp3/c0xgzx
title: Exploring the Validity of the Body Image Scale with Survivors of Breast Cancer: A Cognitive Interview Approach
title: RISE UP: Cognitive Interviews

description: Title: Exploring the Validity of the Body Image Scale with Survivors of Breast Cancer: A Cognitive Interview Approach 

PURPOSE: The purpose of this study was to explore the construct validity of the Body Image Scale for Cancer Questionnaire (BIS) using cognitive interviews. 
METHODS: Twelve breast cancer survivors participated in a cognitive interview while completing the BIS. Each participant was asked to think-out-loud while answering items and an interviewer asked probing questions corresponding to Tourangeau’s question and answer model (comprehension, retrieval, judgement, response). Interviews were audio recorded, transcribed, and data were analyzed deductively and inductively. 
RESULTS: Participants’ interpretations of the questions varied significantly (comprehension category). Several participants perceived the phrasing of some questions to be leading. Within the retrieval category, participants were able to provide examples of how their physical, physiological, and body function affected their body image. Participants expressed positive attitudes towards, and gratitude for their body, which was not captured by the questionnaire. The judgement theme reflected participant uncertainty in how to respond appropriately to specific items. From a response perspective, participants found some items challenging to answer. Finally, the BIS included sensitive questions that elicited emotional reactions and discomfort for some participants. 
CONCLUSION: The findings of this study provide insight into, and suggestions for potential questionnaire revisions that may enhance the validity and relevance of the BIS for use with breast cancer survivors. 
Trial Registration Number: NCT04088877 registered September 13, 2019.
DOI: 10.5683/sp3/okqgsr
title: Fitspo studies

description: Data from SSHRC-funded fitspiration studies 1 & 2 for combined manuscripts
DOI: 10.5683/sp3/qonzvi
title: Myoelectric & Simulated Prosthesis Data

description: Myoelectric and simulated prosthesis user data data for the Pasta Box Transfer Task. Matlab structures containing means and standard deviations for each participant, as well as overall means and standard deviations are included for each task.
DOI: 10.5683/sp3/xvndeg
title: Original Study Data

description: Original Study data for the Pasta Box Task and Cup Transfer Task. Matlab structures containing means and standard deviations for each participant, as well as overall means and standard deviations are included for each task. 

Details on how to navigate the .mat files can be found in the file "Matlab Data Explanations.txt"
DOI: 10.5683/sp3/trywyy
title: Repeated Study Data

description: Repeated Study data for the Pasta Box Task and Cup Transfer Task. Matlab structures containing means and standard deviations for each participant, as well as overall means and standard deviations are included for each task. 

Details on how to navigate the .mat files can be found in the file "Matlab Data Explanations.txt"
DOI: 10.5683/sp3/la2tzu
title: Data: Intra-habitat structural complexity drives the distribution of fish trait groups on coral reefs

description: This dataset includes reef fish community abundances from standardized in-water observational surveys at 784 25 m(^2) plots across eight reefscapes in the Florida Keys, Florida, USA, and co-located Digital Elevation Models (DEMs) derived from photogrammetry used to quantify fine-scale measures of coral reef structural complexity. Fish species are grouped into clusters by four traits related to habitat use (social level, body size, crypsis, activity period) and feeding guild to generate mechanistic insights into fish-habitat relationships. Script to calculate fine-scale complexity metrics from reef DEMs is available in Fukunaga and Burns (2020).
DOI: 10.5281/zenodo.17648545
title: Dataset for RDMCE

description: This dataset accompanies the paper "Root-Down Exposure for Maximal Clique Enumeration on GPUs", accepted at PPoPP 2026. Originally sourced from KONECT (http://konect.cc), the dataset was re-uploaded here due to temporary unavailability of the original source. It contains graph data used in the evaluation of GPU-based maximal clique enumeration algorithms. For reproducibility and further research use.
DOI: 10.5683/sp3/2qnsip
title: Grassland plant diversity & ecosystem function - raw data

description: This dataset contains the raw data of "Contrasting grazing practices alter plant community trajectories across western Canada’s grasslands with implications for ecosystem function" published by Döbert et al. (2025) in Agriculture, Ecosystems & Environment.
DOI: 10.5281/zenodo.17648544
title: Dataset for RDMCE

description: This dataset accompanies the paper "Root-Down Exposure for Maximal Clique Enumeration on GPUs", accepted at PPoPP 2026. Originally sourced from KONECT (http://konect.cc), the dataset was re-uploaded here due to temporary unavailability of the original source. It contains graph data used in the evaluation of GPU-based maximal clique enumeration algorithms. For reproducibility and further research use.
DOI: 10.5683/sp3/hc1d3p
title: Effects of industry on wolverine (Gulo gulo) ecology in the boreal forest of northern Alberta

description: The wolverine is valued by both the trapping and conservation communities for their symbolization of wilderness. In Canada, wolverines are considered a species of Special Concern. In Alberta, wolverines are functionally extinct from central and southeast regions while populations that remain in the north and west May be at Risk. The uncertainty in Alberta’s current risk assessment is because wolverines are Data Deficient in the province. Conducting research on wolverines that will contribute to updating ecological risk assessments is critical for the conservation of the species.

One of the greatest ecological threats to wolverines in northern Alberta and British Columbia is displacement and mortality caused by resource extraction and human access. This PhD research is focused on the effects of the oil/gas and forestry industries on wolverine ecology. Specifically, patterns of industrial traffic and land use influence wolverine movements and wolverine food habits and den-site selection were of interest. We evaluated wolverine ecology along a gradient of industrial disturbances represented in both Rainbow Lake and Bistcho Lake, Alberta starting in the fall of 2013. These data will facilitate improved population management by Alberta’s industrial and conservation stakeholders. Major project partners include the Dene Tha First Nation, Alberta Conservation Association, Alberta Trappers Association, Husky Oil, Strategic Oil, Wildlife Conservation Society Canada, TD Friends of the Environment Foundation, Safari Club International – Northern Alberta Chapter, Daishowa-Marubeni International Ltd. (DMI), and The Wolverine Foundation.

Wolverines were trapped using log live-traps, GPS radiocollars were attached, and their movements were tracked spatially and temporally to traffic volumes and habitats. We monitored industrial traffic levels with a combination of road counts, motion-sensor cameras, and traffic data available from local industry. We also quantified variability in snow condition and its effects on wolverine movement with stations spread throughout the region. Den-site selection will be investigated by ground and air to understand small and large scale habitat requirements.
description: Camera trap photos available at:
DOI: 10.5683/sp3/hfgjhz
title: Cronartium harknessii and their pine hosts, lodgepole and jack pine

description: This dataset contains the genetic and phenotype data files associated with the manscript: Evidence of co-evolution between &lt;i&gt;Cronartium harknessii&lt;/i&gt; lineages and their corresponding hosts, lodgepole pine and jack pine
DOI: 10.5683/sp3/7dc3af
title: Life Skills Development and Learning Contexts Among Chinese Women’s National Soccer Team Players

description: The overall purpose of this study was to explore Chinese women’s national team soccer players’ experiences of life skills development and life skills learning contexts. More specifically, our objectives were to examine (a) what life skills the players had developed, and (b) how these soccer players develop life skills through their experiences across multiple life skills learning contexts. Semistructured interviews were conducted with 14 Chinese women’s national soccer team members. Data were subjected to inductive and deductive analytic procedures. Data pertaining to the first objective were initially inductively analysed and then, to ensure cultural sensitivity, deductively matched with the Chinese adaptation of “4Cs” of character, competence, confidence, and connection (Lin et al., 2017).
DOI: 10.5683/sp3/p8pk8r
title: Data from "Traceability of provenance-collected lodgepole pine in a reforestation chain of custody case study"

description: Data associated with the manuscript titled "Traceability of provenance-collected lodgepole pine in a reforestation chain of custody case study." These data include R scripts and input files formatted for the programs used to run the analyses.
DOI: 10.5281/zenodo.17655389
title: Data Set and Images for Information-Entropy Regularization of the Restricted Three-Body Problem via the Kilgore Field Equation

description: Data set and images output that show that the Kilgore Field Equation (KFE) acts as a stabilizing information-theoretic correction to the CR3BP, extending the L4/L5 stability region beyond the classical Routh limit.
DOI: 10.5281/zenodo.17655484
title: Data Set and Images for Information-Entropy Regularization of the Restricted Three-Body Problem via the Kilgore Field Equation

description: Data set and images output that show that the Kilgore Field Equation (KFE) acts as a stabilizing information-theoretic correction to the CR3BP, extending the L4/L5 stability region beyond the classical Routh limit.
DOI: 10.5683/sp3/2tjgsv
title: CCRI 1911 Census of Canada: microdata 5% sample of the population

description: &lt;p&gt;This data is from the CCRI (Canadian Century Research Infrastructure). The data from these enumerations will enable research on the individuals, families, households, and communities that experienced the complex transformation of Canada. Census data was collected through survey questions answered by every individual in the population in each of 1911, 1921, 1931, 1941, and 1951. This CCRI microdata represents a 5% sample (371551) of the 1911 population.&lt;/p&gt;
description: Type: Weighting Notes: 5 percent of all dwellings in 1911 with 30 or fewer residents (“regular-sized” dwellings) were selected with equal probability. “Large" dwellings, with 31 or more residents, are sampled in two different ways: In dwellings in which 50 percent or more of residents were deemed to be unrelated persons, one in every 10 respondents was sel
ected (after a random start). In multi-household unit dwellings, those in which 50 percent or more of the residents resided in identifiable household units, 1 in 4 units was selected at random and all residents of a selected unit were sampled.;
DOI: 10.5683/sp3/uukraq
title: Historical Prairie Postcards in RDF/XML

description: This is a set of RDF/XML metadata records for historical prairie postcards. These were transformed from the original MODS records using the Library of Congress mods2rdf stylesheet. This base file was used as the basis of several visualizations and enhancements demonstrating the power of linked data, and was presented on at the Access Conference in Toronto, ON in 2015. See https://github.com/muninn/PC-Access2015
DOI: 10.5683/sp3/rjn386
title: Replication Data for: Empowering Librarians in the Provision of Data Services in Canada: A Case Study of the DLI Survival Guide

description: The dataset is a sample of presentation metadata elements extracted from the DLI Training Repository from 2004-2016. The article examines how the DLI Survival Guide, a reference document for data professionals, has changed over time. The authors reviewed how session topics over the years were indicative of emerging trends in information and data service delivery, which served to inform changes to the DLI
DOI: 10.5683/sp3/uw4vtc
title: Replication Data for: Can Auxiliary Indicators Improve COVID-19 Forecasting and Hotspot Prediction?

description: &lt;p&gt;This dataset contains large files which can be used to reproduce the results in McDonald, D.J., Bien, J., Green, A., Hu, A.J., DeFries, N., Hyun, S., Oliveira, N.L., Sharpnack, J., Tang, J., Tibshirani, R., Ventura, V., Wasserman, L., and Tibshirani, R.J. “Can Auxiliary Indicators Improve COVID-19 Forecasting and Hotspot Prediction?,” Proceedings of the National Academy of Sciences, 2021. &lt;a&gt;https://doi.org/10.1101/2021.06.22.21259346&lt;/a&gt;
&lt;/p&gt;
&lt;p&gt;
Short-term forecasts of traditional streams from public health reporting (such as cases, hospitalizations, and deaths) are a key input to public health decision-making during a pandemic. Since early 2020, our research group has worked with data partners to collect, curate, and make publicly available numerous real-time COVID-19 indicators, providing multiple views of pandemic activity in the U.S. This paper studies the utility of five such indicators---derived from de-identified medical insurance claims, self-reported symptoms from online surveys, and COVID-related Google search activity---from a forecasting perspective. For each indicator, we ask whether its inclusion in an autoregressive (AR) model leads to improved predictive accuracy relative to the same model excluding it. Such an AR model, without external features, is already competitive with many top COVID-19 forecasting models in use today. Our analysis reveals that (a) inclusion of each of these five indicators improves on the overall predictive accuracy of the AR model; (b) predictive gains are in general most pronounced during times in which COVID cases are trending in "flat" or "down" directions; (c) one indicator, based on Google searches, seems to be particularly helpful during "up" trends.&lt;/p&gt;
&lt;p&gt;Complete descriptions as well as code are available from &lt;a&gt;https://github.com/cmu-delphi/covidcast-pnas/&lt;/a&gt; and are permanently accessible at &lt;a&gt;https://doi.org/10.5281/zenodo.5639567&lt;/a&gt;.&lt;/p&gt;
&lt;p&gt;
This material is based on work supported by gifts from Facebook, Google.org, the McCune Foundation, and Optum.&lt;/p&gt;
description: R, 4.1.1