cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/qa0yqm
title: Replication Data for: Learning from Intermittent Water Supply Schedules: Visualizing Equality, Equity and Hydraulic Capacity in Bengaluru and Delhi, India

description: Intermittent Schedule Vizualization
David Meyer
2022-10-24

The repository contains the data, code, and figures associated with the
paper Meyer et al. 2023. Over a billion people get water from water supply networks
that regularly interrupt their service. Unfortunately, the intermittent
operations induce inequalities within the network. In our work, we
created the tools needed to use Water Supply Schedules to quantify and
compare the inequality of water supply schedules between and within
cities. We apply these tools to the largest and most complicated
intermittent water systems ever described in peer-reviewed papers: Delhi
and Bangalore; they supply water to 25 million people according to 3278
schedules.

Uniquely, we propose to use publicly posted water supply schedules to
estimate service quality and service equality within intermittent
systems at a novel scale: the supply schedule scale. While we
demonstrate and visualize the use of supply schedules in Delhi and
Bangalore, the implications of our work are much broader: we showcase a
new scale at which intermittent systems could and should be researched
and regulated and we provide the methods required to do so.

Research into intermittent water supplies is often limited by data
availability. Against this trend, we openly share our digitized versions
of each city’s water supply schedules and the code required to process
them in this repository. In doing so, we hope to enable other
researchers to explore and model the operations of intermittent systems
in ways that reflect the complexity and inequalities of intermittent
supply.

In this repository, you’ll find the:

1. original schedule data from both cities
2. manually transcribed schedule data
3. processed schedules in long and wide formats
4. code to process the transcribed schedules
5. visual summaries of the schedules
6. code to generate these visual summaries

We extended our analysis by intersecting schedule census data using GIS.
We include:

7. Census data
8. Our intersected data
9. Code to generate visual summaries of the equity data

Relevant files are contained in Data, Code, and Figure subfolders.
DOI: 10.5683/sp3/ihujuw
title: Using Sentiment Analysis in assessing learner performance

description: Sentiment analysis, first designed for asssessing short comments in social media and web sites, is now showing promise as a means to analyze the conversational fragments found in therapeutic conversations in nursing school. It provides a simple yet cost-effective overview of the discourse and associated sentiments or moods expressed. This was part of a TTalk conversational assessment project
DOI: 10.5683/sp3/mhdk5w
title: OLabERATE: OLab Education Research Analytics Toolset Expansion - project charter

description: OLab (https://olab.ca) is an educational research platform that supports branching scenarios and activity metrics. Case designs can be varied, with embedded videos and natural-language support, to explore problem-solving and communication skills, rather than memorization. A recent analysis of OLab metrics showed a rich combination of learner interactivity. However, complex decision pathways are difficult to analyze and improve, both with the existing platform and with traditional approaches that have tried to assess them in clinical practice and examinations. 
OLab’s central design architecture is based on directed acyclical graphs (DAGs). DAG-based analytic tools are available in a number of disciplines including social sciences (structural equation modeling), engineering (hyperparameter optimization) and computer science (genetic algorithms) but they tend to assume a best-practice or optimum path. We need a more flexible toolset that allows assessment of ‘good enough’ choice pathways in a multi-step complex decision process. Previous assessment practices have treated professional decisions as single point events. 
This project will improve accessibility for case authors, with shareable, reusable components; redirectable narratives; and communication skills assessment in a team-based learning context. Integration of OLab with DAG-based analytic tools will extend the analytic capabilities of researchers who wish to explore and optimize complex decision pathways, and how well clinical professionals navigate these
DOI: 10.5683/sp3/fazpgq
title: xAPI Rostering Profile

description: Rostering of workers or scheduling of learners. This was originally designed for a distributed medical education context, where learners are placed in community sites, according to their academic needs, and the program or site capacity constraints. The methodology underlying this approach is Constrained Resource Scheduling
DOI: 10.5683/sp3/ogzspd
title: Replication Data for: Discharge of Microplastics in Calgary Stormwater Runoff

description: Raw and processed data used for all data presented in publication. Data set includes site locations and land use descriptions, raw microplastic counts, blank corrected counts, Raman identification results, and discharge calculations.
DOI: 10.5683/sp3/cjvi8b
title: Chemical, physical, and biological lake data for six thermokarst lakes on the Arctic Coastal Plain of Alaska

description: This dataset includes lake morphometry, water chemistry, and invertebrate and fish tissue chemistry from six thermokarst lakes on the Arctic Coastal Plain of Alaska. S.M.B. was supported by scholarships from NSERC, the W. Garfield Weston Foundation, as well as by grants from the Northern Scientific Training Program (NSTP). The research was funded by the Arctic Landscape Conservation Cooperative (PI: C.E.Z.). Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the U.S. Government.
DOI: 10.5683/sp3/zyfzdd
title: Replication Data and Code for: The Great Canadian Recovery: The Impact of COVID-19 on Canada’s Labour Market

description: The data and programs replicate tables and figures from "The Great Canadian Recovery: The Impact of COVID-19 on Canada’s Labour Market", by Jones, Lange, Riddell, and Warman. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/d0xbr2
title: Replication Code for: Search Less for a Better Price

description: The programs replicate Figure A1 from "Search Less for a Better Price", by Bilen, Dizdar, and Miao. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/rtppwx
title: Subsistence Transitions Body Size Dataset
title: Stock et al., 2023

description: Published Dataset for:
Stock, J. T., E. Pomeroy, C. B. Ruff, M. Brown, M. A. Gasperetti, F. J. Li, L. Maher, C. Malone, V. Mushrif-Tripathy, E. Parkinson, M. Rivera, Y. Y. Siew, S. Stefanovic, S. Stoddart, G. Zariņa, and J. C. K. Wells. 2023. Long-term trends in human body size track regional variation in subsistence transitions and growth acceleration linked to dairying. Proc. Natl. Acad. Sci. U. S. A. 120:e2209482119.

https://doi.org/10.1073/pnas.2209482119
DOI: 10.5683/sp3/xuy3g6
title: Dataset for the Wind Tunnel Simulations on Volcaniclastic Dust Emission and Dispersion Initiated by Water Droplet Impact, 2022

description: The data files available here contain those for the physical characteristics of the water droplet and the evolving splash structure ejected from the bed surface by a water droplet. The dataset includes the concentrations of particulate matter from the splash structure less than or equal to 10 µm (PM10) measured at varying wind speeds for Eyjafjallajökull ash deposits in wind tunnel simulations. The four Icelandic samples used to perform these simulations are Ash (fine and coarse), Mixed, Glacio1, and Glacio2. The data files also include the particle characteristics (size and surface area) for all samples collected between 2017 and 2018 and used in this study. The researcher performed the experiments in Trent Environmental Wind Tunnel, Peterborough, Ontario, Canada, K9J 7B8.
DOI: 10.5683/sp3/julgcd
title: Replication Data for: Decomposing the Effect of Trade on the Gender Wage Gap

description: The data and programs replicate tables and figures from "Decomposing the Effect of Trade on the Gender Wage Gap", by Benguria and Ederington. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/mdasqh
title: Replication Data and Code for: Trade Induced Sectoral Upgrading and Upstream Financial Flows

description: The data and programs replicate tables and figures from "Trade Induced Sectoral Upgrading and Upstream Financial Flows", by Zhang. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/xnag38
title: Global Media and Internet Concentration Project – Canada – Dataset 2021

description: The Canadian contribution and data set prepared as part of the Global Media and Internet Concentration (GMIC) project offers an independent academic, empirical and data-driven analysis of a deceptively simple yet profoundly important question: have telecom, media and internet markets become more concentrated over time, or less? Media Ownership and Concentration is presented from more than a dozen sectors of the telecom-media-internet industries, including film, music and book industries. Note: The Master GMICP Workbook was revised to remove instances where App Store and advertising revenue for Advertising-based Video-on-Demand (AVOD) services delivered over the Internet had been double counted in the original data set released through Dataverse. The text of the report was also revised to reflect these corrections.
DOI: 10.5683/sp3/3haskw
title: Livestock haulers’ views about dairy cattle transport in Atlantic Canada

description: Increasing interest by stakeholders, including the public, in farm animal welfare has brought about recent changes to the Canadian livestock transport regulations that affected dairy cattle transport. We interviewed 7 livestock haulers in Atlantic Canada regarding their attitudes towards these recent changes. Our analyses of the conversations revealed the following 2 major themes: 1) issues relating to animal welfare and management on the dairy farm and during transport and, 2) the feasibility of transport requirements and the enforcement of the regulations, including animosity towards other haulers and the challenge of satisfying both regulatory bodies and farmer clientele.
description: Otter.ai, 2.3.20
description: NVivo, 12
DOI: 10.5683/sp3/iyxa3g
title: Support data for Measurement of Henry's law and liquid-phase loss rate constants of peroxypropionic nitric anhydride (PPN) in deionized water and in n-octanol

description: Original (raw) data files to accompany the manuscript submitted to 
Atmospheric Chemistry and Physics Discussions (ACPD),
titled "Measurements of Henry's law and liquid-phase loss rate constants of peroxypropionic nitric anhydride (PPN) in deionized water and in n-octanol", 
Atmos. Chem. Phys. Discuss, in review (2022) https://doi.org/10.5194/acp-2022-587.
DOI: 10.5683/sp3/o7txft
title: Data for: Resetting our expectations for parasites and their effects on species interactions: A meta-analysis

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Despite the ubiquitous nature of parasitism, how parasitism alters the outcome of host species interactions such as competition, mutualism, and predation remain unknown. Using a phylogenetically informed meta-analysis of 154 studies, we examined how the mean and variance in the outcomes of species interactions differed between parasitized and non-parasitized hosts. Overall, parasitism did not significantly affect the mean or variance of host species interaction outcomes, nor did the shared evolutionary histories of hosts and parasites have an effect. Instead, there was considerable variation in outcomes, ranging from strongly detrimental to strongly beneficial for infected hosts. Trophically-transmitted parasites increased the negative effects of predation, parasites increased and decreased the negative effects of interspecific competition for parasitized and non-parasitized heterospecifics, respectively, and parasites had particularly strong negative effects on host species interactions in freshwater and marine habitats, yet were beneficial in terrestrial environments. Our results illuminate the diverse ways in which parasites modify critical linkages in ecological networks, implying that whether the cumulative effects of parasitism are considered detrimental depends not only on the interactions between hosts and their parasites, but also on the many other interactions that hosts experience.&lt;/p&gt;
description: <b>Dryad version number:</b> 7
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> https://datadryad.org/stash/share/be689AAh0lXd8FNGw7AVfMBBqABrFSdI9OHl6jh1r_Q
<b>Storage size:</b> 780916
<b>Visibility:</b> public
DOI: 10.5683/sp3/ch37uv
title: Data from: Integrating demographic niches and black spruce range expansion at subarctic treelines

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;When investigating relationships between species’ niches and distributions, niches can be divided demographically, resulting in unique niches for different life stages. This approach can identify changing substrate requirements throughout a species’ life cycle. Using non-metric multidimensional scaling, we quantified microsite conditions associated with successful recruitment in the tundra landscape and successful seed production amongst adult trees of black spruce (&lt;em&gt;Picea mariana&lt;/em&gt;) at subarctic treeline in Yukon, Canada to assess how life stage-specific requirements may impact the distribution of this widespread boreal tree species. Treeline ecotones in this region showed high heterogeneity in tundra microsites available for establishment. Black spruce exhibited changing microsite associations from germination to reproductive maturity, which were mainly driven by changes in plant community and soil moisture. These associations limit the microsites where individuals can establish and reproduce to a subset available within the heterogeneous landscape. Overall, we suggest that (1) substrates suitable for early recruitment are limited at the range edge; and (2) reproductive adults have a narrow niche, limiting successful seed production in adults and forming sink populations where suitable conditions are limited. Our multivariate assessment of microsite suitability can provide valuable insights into the spatial distribution of a species throughout its life cycle and identify life stage-specific constraints to range expansion.&lt;/p&gt;
description: &lt;b&gt;Usage notes&lt;/b&gt;&lt;br /&gt;&lt;p&gt;Data from Goodwin and Brown "Integrating demographic niches and black spruce range expansion at subarctic treelines" published in Oecologia&lt;/p&gt;
description: <b>Dryad version number:</b> 3
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> https://datadryad.org/stash/share/NMsQ_GJQG-7jXkwISecgwNZUlxBX6D3zvsoW-krU6eQ
<b>Storage size:</b> 137715
<b>Visibility:</b> public
DOI: 10.5683/sp3/alsbx6
title: Replication Data and Code for: Non-Linearities in International Prices

description: The data and programs replicate tables and figures from "Non-Linearities in International Prices", by Lee, Park, and Zachariadis. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/3uaxs9
title: Decoupling of height growth and drought or pest resistance tradeoffs is revealed through multiple common-garden experiments of lodgepole pine

description: We selected five lodgepole pine populations, representing a total of 224 maternal half-sib families, grown in four progeny test sites (&gt; 35 yrs) located along various climatic gradients in central Alberta, Canada. Across the four progeny test sites, we chose a total of 1,490 trees for phenotyping. Height growth (m) was measured at age 35-yr with a clinometer. Carbon isotope ratio (δ13C, in ‰) analysis was performed at Alberta Innovates in Victoria, using outside slabs cut and ground from the 5 mm increment cores taken from the north side of each tree at approximately breast height (1.3 m) at age 35. Samples were analyzed using an established method on a MAT253 Mass Spectrometer with Conflo IV interface and a Fisons NA1500 EA. We assessed the severity of WGR infection in the test sites by a qualitative scoring system with discrete categories ranging from no gall symptoms to deceased (four tiers) for all trees sampled at age 36-yr. We also investigated these trees’ suitability to MPB. Host tree suitability to the beetles was evaluated by quantifying defense chemicals (mainly monoterpenes) using a Gas Chromatography/Flame Ionization Detector based on cambial tissues collected by a hole punch when trees were actively growing, coinciding with MPB flight in western Canada. Then, chemical profiling was performed to test against MPB performance based on laboratory bioassays. A cutoff of four categories was used to classify trees with different MPB suitability levels. In addition, we performed dendrochronological analysis to calculate drought resistance indices based on changes in tree-ring width before and after drought event.
DOI: 10.5683/sp3/qnwfr6
title: Data for "The Making of Central Bank Digital Currencies"

description: Primary sources for "The Making of Central Bank Digital Currencies"
DOI: 10.5683/sp3/lctdkz
title: Replication Data for: There is no “I” in Research Data Management: Reshaping RDM Services Toward a Collaborative Multi-Stakeholder Model

description: Replication data for the two charts and descriptive statistics that are included in the article "There is no 'I' in Research Data Management: Reshaping RDM Services Toward a Collaborative Multi-Stakeholder Model", which has currently been accepted for publication. This dataset will be updated with additional details and context once the article is published.
DOI: 10.5683/sp3/rztyob
title: Deschatelets Building (175 Main Street, Ottawa) 2022

description: This is a dataset of information compiled for Courses CIVE3207 (ARCN4100), CIVE4601 (ARCN4200), CIVE 5603 Course on Advanced Building Characterization, Conservation and Rehabilitation, or any other for students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University. Students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University will use these data to produce a Heritage Recording Dossier of this important Site. 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/igw3pc
title: Bradley Craig Farm (590 Hazeldean Road, Ottawa, ON)

description: This is a dataset of information compiled for Courses CIVE3207 (ARCN4100), CIVE4601 (ARCN4200), CIVE 5603 Course on Advanced Building Characterization, Conservation and Rehabilitation, or any other for students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University. Students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University will use these data to produce a Heritage Recording Dossier of this important Site. 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/h7rchk
title: House at 92 Powell Avenue, Ottawa (2022)

description: This is a dataset of information compiled for Courses CIVE3207 (ARCN4100), CIVE4601 (ARCN4200), CIVE 5603 Course on Advanced Building Characterization, Conservation and Rehabilitation, or any other for students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University. Students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University will use these data to produce a Heritage Recording Dossier of this important Site. 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/qy5k4i
title: Aberdeen Pavilion (2022)

description: The Aberdeen Pavilion is a large-scale Victorian exhibition hall that was built in 1898 [1]. The brightly coloured structure is located in the heart of Lansdowne Park near the Rideau Canal. The structure is owned by the city of Ottawa and is managed by site custodian Leslie Collins and Lansdowne Park portfolio manager Benoit Osborne. The structure has historical and architectural value. The structure demonstrates the style and characteristics of Victorian architecture and is the sole remaining structure of its caliber in Canada. The structure also features advanced framing technology in its interior. The pavilion holds value in its historical context as it illustrates the importance of 19th-century agricultural fairs. Keeping in context with agricultural fairs, the Pavilion holds farmer's markets every Sunday at the current time. Attributes of the structure that further its heritage value include its late-Victorian architectural style which is seen throughout the exterior of the structure, its structurally inventive and lightweight skeleton located in its large open space interior, its large windows, which are arranged in long rows on every wall, allowing for the diffusion of natural lighting, its large domes, and the large facades which face north, south, east, and west, which feature biological ornamentation (vines, horses, and cattle). This is a dataset of information compiled for Courses CIVE3207 (ARCN4100), CIVE4601 (ARCN4200), CIVE 5603 Course on Advanced Building Characterization, Conservation and Rehabilitation, or any other for students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University. Students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University will use these data to produce a Heritage Recording Dossier of this important Site. 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/tot4lo
title: Building at 100 Laurier, Ottawa (2022)

description: This is a dataset of information compiled for Courses CIVE3207 (ARCN4100), CIVE4601 (ARCN4200), CIVE 5603 Course on Advanced Building Characterization, Conservation and Rehabilitation, or any other for students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University. Students of the Architectural Conservation and Sustainability Program (Engineers and architects) at Carleton University will use these data to produce a Heritage Recording Dossier of this important Site. 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.