cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/pzcave
title: Seasonal and annual dynamics of western Canadian boreal forest plant communities: a legacy dataset spanning four decades

description: The primary purpose of the Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects was to document seasonal changes in the vegetative composition during the snow-free season (May through October) and longer-term changes in vegetation and forest mensuration for boreal forest stands in Alberta, Canada dominated by &lt;i&gt;Pinus banksiana&lt;/i&gt; (Lamb.). Two regions were used for this study: one in the Hondo-Slave Lake (hereafter, Hondo) region of Alberta, which was surveyed from 1980 to 2015, and a second location in the Athabasca Oil Sands (hereafter, AOS) region in northeastern Alberta, which was surveyed from 1981 to 1984 and thought to have substantial atmospheric pollution due to regional industrial development (oil sands mining and processing). Extensive metadata related to these data, including experimental methods, can be found in the document 'metadata.pdf'.
DOI: 10.5683/sp3/frypva
title: Replication Data and Code for: Foreign acquisition, plant survival, and employment growth

description: The data and programs replicate tables and figures from "Foreign acquisition, plant survival, and employment growth", by Bandick and Görg. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/zgc8qg
title: Replication Data and Code for: Deconstructing gravity: trade costs and extensive and intensive margins

description: The data and programs replicate tables and figures from "Deconstructing gravity: trade costs and extensive and intensive margins", by Lawless. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/p5or7f
title: Replication Data and Code for: With whom do you trade? Defensive innovation and the skill-bias

description: The data and programs replicate tables and figures from "With whom do you trade? Defensive innovation and the skill-bias", by Dutt and Traça. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/co295y
title: Replication Data and Code for: The trade creation effect of immigrants: evidence from the remarkable case of Spain

description: The data and programs replicate tables and figures from "The trade creation effect of immigrants: evidence from the remarkable case of Spain", by Peri and Requena-Silvente. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/n65fnr
title: Replication Data and Code for: Who produces for whom in the world economy?

description: Description text: The data and programs replicate tables and figures from Who produces for whom in the world economy?", by Daudin, Rifflart and Schweisguth. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/l6v52k
title: Replication Data and Code for: The source of the new Canadian job stability patterns

description: The data and programs replicate tables and figures from "The source of the new Canadian job stability patterns", by Brochu. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/iwsm0i
title: Replication Data and Code for: Income convergence among U.S. states: cross-sectional and time series evidence

description: The data and programs replicate tables and figures from "Income convergence among U.S. states: cross-sectional and time series evidence", by Heckelman. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/exjucp
title: Replication Data and Code for: The political economy of tariff protection in China: evidence from the WTO accession

description: The data and programs replicate tables and figures from "The political economy of tariff protection in China: evidence from the WTO accession", by Hong. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/fxdiuu
title: Replication Data and Code for: Export-supporting FDI

description: The data and programs replicate tables and figures from "Export-supporting FDI", by Krautheim. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/t9cepa
title: Replication Data and Code for: Tariff Structure, Trade Expansion, and Canadian Protectionism, 1870–1910

description: The data and programs replicate tables and figures from "Tariff Structure, Trade Expansion, and Canadian Protectionism, 1870–1910", by Beaulieu and Cherniwchan. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/bhyqsd
title: Replication Data and Code for: Greenfield FDI and skill upgrading: A polarized issue

description: The data and programs replicate tables and figures from "Greenfield FDI and skill upgrading: A polarized issue", by Davies and Desbordes. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/jtgxb4
title: Replication Data and Code for: Organizational form and output quality

description: The data and programs replicate tables and figures from "Organizational form and output quality", by Dubrovinsky and Winter. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/w01njp
title: Replication Data and Code for: The lack of loan aversion among Canadian high school students

description: The data and programs replicate tables and figures from "The lack of loan aversion among Canadian high school students", by Johnson and Montmarquette. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/fbwksl
title: Rideau Community Hub - Auditorium

description: This is a dataset of information compiled for Courses CIVE3207 (ARCN4100), CIVE4601 (ARCN4200), or any other for students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University. This material can not be used for commercial purposes or use in any form without the permission of Dr. Mario Santana, the authors and site custodians.
DOI: 10.5683/sp3/nhs9we
title: Replication Data for: TDG biotelemetry project

description: This data deposit is for a project that examined fish movements downstream of two hydropower facilities in relation to modeled total dissolved gas levels. A risk analysis was conducted to determine fish exposure risk. The dataset is an R project containing the R scripts/code and data (biotelemetry, hydropower operations, mapping shapefiles, and total dissolved gas) necessary to replicate the data and statistical analyses for the biotelemetry/total dissolved gas exposure risk analysis.
description: R Studio
description: Download the complete TDG folder and retain the file structure. Run the R project file (TDG.Rproj) in the TDG &gt; TDG folder and all of the scripts and necessary data files are provided and preloaded. The user will need to install the necessary packages into R or R Studio.
DOI: 10.5683/sp3/mch1ef
title: Replication Data for: "Can Behavioral Interventions Be Too Salient? Evidence from Traffic Safety Messages"

description: This replication package replicates the results in "Can Behavioral Interventions Be Too Salient? Evidence from Traffic Safety Messages" by Jonathan D. Hall and Joshua Madsen. Please see README.html (or README.txt) for more information.
DOI: 10.5683/sp3/tmpehr
title: Replication Data for: Timing and magnitude of climate driven range shifts in transboundary fish stocks challenge their management

description: Climate change is shifting the distribution of shared fish stocks between neighboring countries’ Exclusive Economic Zones (EEZs) and the high seas. The timescale of these transboundary shifts determines how climate change will affect international fisheries governance. Here, we explore this timescale by coupling a large ensemble simulation of an Earth system model under a high emission climate change scenario to a dynamic population model. We show that by 2030, 23% of transboundary stocks will have shifted and 78% of the world’s EEZs will have experienced at least one shifting stock. By the end of this century, projections show a total of 45% of stocks shifting globally and 81% of EEZs waters with at least one shifting stock. The magnitude of such shifts is reflected in changes in catch-proportion between EEZs sharing a transboundary stock. By 2030, global EEZs are projected to experience an average change of 59% in catch proportion of transboundary stocks. Many countries that are highly dependent on fisheries for livelihood and food security emerge as hotspots for transboundary shifts. These hotspots are characterized by early shifts in the distribution of an important number of transboundary stocks. Existing international fisheries agreements need to be assessed for their capacity to address the social-ecological implications of climate change driven transboundary shifts and strengthened where necessary to limit potential conflict between the parties of interest. Meanwhile, new agreements will need to be anticipatory and consider these concerns and their associated uncertainties to be resilient to global change.
DOI: 10.13140/rg.2.2.11946.68803
title: RRR-CHALLENGE EPS007 - Data for Constructing Probability Distribution and Density Curves (GCI) GCI STEP 02 HISTOGRAM
DOI: 10.5683/sp3/5nlxtm
title: Systematic map database: Citizen science in K-12 school-based learning settings

description: This dataset contains the systematic map coded database (Microsoft Excel) in support of the publication in &lt;i&gt;School Science and Mathematics Journal&lt;/i&gt; entitled, Citizen science in K-12 school-based learning settings. The dataset contains two excel sheets. The first sheet contains coded records that met the inclusion criteria that were extracted through the systematic mapping process as described in the aforementioned manuscript. Meanwhile, the second sheet contains the records excluded from the systematic map along with their reasons for exclusion.

Items coded with ‘NA’ indicate that there was insufficient detail within the extracted records to populate these variables. All extracted manuscripts contained evidence related to both type and level of citizen science.
description: Microsoft Excel, Microsoft 365
DOI: 10.5683/sp3/i0grqr
title: Replication Data and Code for: Internationalization strategies of multi-product firms: The role of technology

description: The data and programs replicate tables and figures from "Internationalization strategies of multi-product firms: The role of technology", by Baumgarten, Irlacher, and Mayr-Dorn. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/bkp6tw
title: Genealogy of Quebec Population from 1621 to 1965

description: This file contains the genealogy of French Canadian individuals married in Quebec between the beginning of European settlement in the early 17th century and 1960 was compiled in the BALSAC database. 
&lt;p&gt;
&lt;p&gt;
(N = 4,364,381 individuals, as of March 2015, http://balsac.uqac.ca) 
&lt;ol&gt; 
- ‘individual’: recoded individual number ;&lt;p&gt; 
- ‘father’: recoded father's number;&lt;p&gt; 
- ‘mother’: recoded mother's number;&lt;p&gt;
- ‘sex’: individual sexe;&lt;p&gt;
- ‘immigrant’: logical value (true ou false) specifying if the individual is an immigrant (the first of his uniparental lineage to have married in Quebec);&lt;p&gt;
- ‘founder’: a logical value (true or false) specifying if the individual is a founder (the first of his uniparental lineage);&lt;p&gt;
- ‘married’: a logical value (true or false) specifying whether the individual is married;&lt;p&gt;
- ‘maternal_lineage’: the maternal lineage number of the individual if it is a woman;&lt;p&gt;
- 'paternal_lineage’: the paternal lineage number of the individual if it is a man;&lt;p&gt;
- ‘wedding_year’: the year of the individual's first marriage (deduced from a data frame containing all marriages, sorted by couple);&lt;p&gt;
- ‘wedding_parish’: URB of the individual's first marriage (deduced from a data frame that contained all marriages, sorted by couple);&lt;p&gt;
- ‘estimated_wedding_year’: year of marriage estimated for individuals who do not have one (20 years minus the year of marriage of the couple's first child);&lt;p&gt;
- ‘number_married_children’: number of the individual's children who have married;&lt;p&gt;
- ‘number_married_children_Quebec’: number of the individual's children who were married in Quebec;&lt;p&gt;
- ‘number_married_sons’ : number of sons of the individual who got married;&lt;p&gt;
- ’number_married_daughters’: number of daughters of the individual who got married;&lt;p&gt;
- ‘number_married_sons_Quebec’: number of the individual's sons who married in Quebec;&lt;p&gt;
- ‘number_married_daughters_Quebec’: number of the individual's daughters who married in Quebec;&lt;p&gt;
- ‘maternal_lineage_including_males’: the maternal lineage number of the individual even if the individual is a man;&lt;p&gt;
- ‘region’: region where the individual was married.
DOI: 10.5683/sp3/thjppg
title: Dataset for: 'The effect of creep feed composition and form on pre- and post-weaning growth performance of pigs and the utilization of low-complexity nursery diets' and 'The effect of creep feed composition and form and nursery diet complexity on small intestinal morphology and jejunal mucosa specific enzyme activities after weaning in pigs'

description: Sows’ milk as a sole source of nutrients limits growth of piglets and fails to habituate piglets to pelleted, plant-based post-weaning diets. The aim of this project was to evaluate pre- and post-weaning nutritional strategies on piglet growth performance, gut development, and immune response.
DOI: 10.5683/sp3/rc5hqz
title: Supplemental materials for: A survey of Ontario dairy cattle producers' management practices and perspectives on cull cows

description: The objective of this study was to investigate the current on-farm cull cow management by Ontario dairy farmers, farmers adoption of recommendations and regulations, and perceptions of the journey to slaughter by farmers'.
DOI: 10.5683/sp3/ujdib3
title: Supplementary materials for: A survey of practices and attitudes around cull cow management by bovine veterinarians in Ontario

description: This study aimed to describe veterinarians' expectations of cull cow management by dairy farmers, and their perspectives of welfare issues for cull cows.
DOI: 10.5683/sp3/x0o2io
title: Replication Data for: Effects of pig genotype, immunological castration, and use of ractopamine on growth performance, carcass traits, and pork quality for entire male pigs

description: The objective of this study was to examine the interactive effects of pig genotype, immunological castration, and use of ractopamine on growth performance, carcass traits, and pork quality of EM pigs.
DOI: 10.5683/sp3/r2wlth
title: Competence, Resilience, and Adaptability With and Without Learning Augmentation (CRAWWLA) - final report

description: Our original intent was to engage Calgary teachers with issues associated with resources that were added or absent from their teaching situations and how they adjusted to these changing circumstances. From that we had intended to develop resources to help teachers make better use of these situations when they were ‘with and without’. This is not what we ended up doing.
In the first year of the project we conducted a series of interviews with teachers and learners in medicine, veterinary medicine, and nursing and were taken aback by how little engaged they were with the issues of with and without in their teaching practice. They acknowledged that there were issues and opportunities but responded to them in a very normative way. It became clear that, while this is a common issue in teaching and learning, teachers are used to ‘rolling with the punches’ and taking a relatively passive and at times fatalistic stance on this issue. We also tried to conduct a scoping review, but were unable to identify a coherent body of literature that we could synthesize. We clearly needed a new plan 
Working with my two collaborators (David Topps – a family medicine doctor, education scholar, and long-term collaborator – and Michelle Cullen – an RN nurse educator) and in agreement with the TI we changed our plans in Phase 2 to focus on four subprojects
description: Also published by Taylor Institute, University of Calgary
DOI: 10.5683/sp3/g6bfzb
title: OLab3 case analytics technical report

description: OpenLabyrinth (latterly OLab) is an educational research platform, which was originally designed to create and publish virtual patients, but has gone on to become a powerful toolset for examining many aspects of decision-making and problem-solving. It has a web-based front-end and a SQL database on the back-end. 

Here, we also introduce the concept of paradata as opposed to metadata: paradata is data about how a resource or learning object is used; metadata is data that describes properties of that resource or learning object. 

This is a technical report which assumes that readers have quite a high level of familiarity with the OLab platform. It is not a how-to on use of the platform or on how to create interesting learning designs.
DOI: 10.5683/sp3/3vtlhm
title: Replication Data and Code for: Limited commitment, endogenous credibility and the challenges of price-level targeting

description: The data and programs replicate tables and figures from "Limited commitment, endogenous credibility and the challenges of price-level targeting", by Cateau and Shukayev. Please see the README file for additional details.
DOI: 10.5683/sp3/yaqloe
title: Role of old and new industrial elites in the development of northeast Brazil: the Recife case, 1970

description: &lt;p&gt;An exploratory study of leaders of industrial enterprises, in Recife, a Northeast Brazilian city which has witnessed increasing poverty, unemployment, and political instability. Its industry has been one of the main targets of a regional development program (SUDENE) which subsidized and encouraged new enterprises. A representative sample of heads of enterprises (employing 50 or more persons) founded prior to SUDENE (the old elite) and heads of enterprises founded after 1960 (the new elite) are the source of the data. In-depth interview were conducted in order to determine the role of this industrial elite in the economic growth of Recife. Particular attention is devoted to the relations of this elite and their enterprises to key institutions in the developmental process such as labour, banks, education and government agencies. A prime goal of this study is to measure the effects of this unique regional development program on the industrial structure and to determine whether entrepreneurial activity is fostered. The major research instrument is a detailed questionnaire covering biographical background, values and attitudes, the extent of foreign investment and control, industrial relations, financial institutions, government agencies, recruitment, succession and expansion.&lt;/p&gt;

&lt;p&gt;1 data file (96 logical records) & accompanying documentation.&lt;/p&gt;
DOI: 10.5683/sp3/gjzbej
title: PiHPES Outcomes Report

description: As we move towards Precision Medicine, we should also move towards Precision Education, using data science approaches to improve our processes and learner outcomes. This is the purpose of PiHPES: Precision in Health Professional Education Scholarship. This is consistent with the general call-to-arms as presented in the provincial document on Precision Health for Alberta. 

Central to this project is the extensive use of activity metrics across a range of educational platforms, applications and services. Activity streams are not new and are central to data science where you want to assess what your users do and how your products perform. In education, there have been previous attempts to track learner progress across applications. The most well known is SCORM, which proved to be both rigid and limited, with little more data on user performance than a course pass mark. 

PiHPES is focused on a more granular approach to activity metrics based on Learning Record Stores (LRS) and the xAPI protocols. 

Overall, a lot has been achieved in PiHPES, with many of its deliverables and milestones successfully passed. This will be summarized below. The most striking conclusion from all that happened is that the University of Calgary demonstrates a worryingly low state of organizational readiness to apply data science principles and techniques in educational programming. 

We have not widely publicized PiHPES or its resulting outputs because of several limiting factors. These will also be detailed below but can be summarized as lacking a nice simple example of how this approach works. While we have made a lot of progress, there is not a simple one-pager that we can point to that shows the advantages to a busy educator. 

We have successfully implemented most of the applications, tools and integrations that we had planned. We are able to store a range of activity metrics in several Learning Record Stores. We have been able to link between these LRSs and conduct useful analyses that were previously unavailable from a single application. This approach, using data science principles, has huge potential for improving educational processes and outcomes. 

We are keen to explore such analysis further with interested user groups. This will enable us to flesh out the usability and utility aspects of PiHPES. Those who are interested in looking at combining clinical data with educational data will want to look at this following section, where we have developed some unique approaches.
DOI: 10.5683/sp3/tnm76p
title: Replication Data for: Deviation of Mercury's spin axis from an exact Cassini state induced by dissipation

description: codes and scripts to reproduce all figures and results in the paper
DOI: 10.5683/sp3/mqvsp3
title: Replication Data for: "Do pupillary responses during authentic slot machine use reflect arousal or screen luminance fluctuations? A proof-of-concept study"

description: This repository contains data and analysis scripts for the paper "Do pupillary responses during authentic slot machine use reflect arousal or screen luminance fluctuations? A proof-of-concept study" by Andy J. Kim, W. Spencer Murch, Eve H. Limbrick-Oldfield, Mario A. Ferrari, Kent I. MacDonald, Jolande Fooken, Mariya V. Cherkasova, Miriam Spering, and Luke Clark (in prep.).

The data were collected from two real slot machines, and multiple samples of human participants. They include pupillometric recordings from research participants looking at images of different brightness, as well as participants actively engaged in slot machine gambling.
DOI: 10.5683/sp3/3iosny
title: Replication Data and Code for: Does a tax deduction scheme matter for jobs and investment by multinational and domestic enterprises?

description: The data and programs replicate tables and figures from "Does a tax deduction scheme matter for jobs and investment by multinational and domestic enterprises?", by Konings, Lecocq, and Merlevede. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/nrgmmb
title: Fully Annotated Gas Prices of America Dataset for Multi-Metric Extraction in the Wild

description: The fully annotated Gas Prices of America Dataset for Multi-Metric Extraction (GPA4MME) is a large-scale dataset of metric-specific annotations for gas prices and gas signs obtained from Google Streetview throughout the 49 mainland United States of America. The annotations greatly expand the utility of the original GPA dataset for multi-digit, multi-number price detection and context mapping (denoted Multi-Metric Extraction in our related publication). 
The dataset comprises manual segmentations of over 22,167 digits relating to over 4,766 prices and over 5,403 labels contained within 2,132 gas signs.


The data are organized into the sub-directory structure in the attached image.
DOI: 10.5683/sp3/arqohp
title: Longitudinal Location Influences Preference for Daylight Saving Time

description: Data on Alberta DST Referendum used for analysis, statistical tests and public Advocacy documents