cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/gf7lhl
title: Replication Data and Code for: Learning efficiency shocks, knowledge capital and the business cycle: A Bayesian evaluation

description: The data and programs replicate tables and figures from "Learning efficiency shocks, knowledge capital and the business cycle: A Bayesian evaluation", by Johri and Karimzada. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/jufva6
title: Data for a manuscript about rapid cold hardening and the sodium pump in locusts

description: The purpose of the experiments was to examine the effect of rapid cold hardening on the activity of the sodium pump (NKA) in biochemical assays and in the axon of a visual interneuron in locusts. There are 3 spreadsheets of data (described in the Readme file): spectrophotometric data on NKA activity in homogenized ganglia and electrophysiological data on the activity of a visual circuit and on parameters of action potential conduction in the axon of the descending contralateral movement detector neuron.
DOI: 10.5683/sp3/ljbbth
title: Replication Data and Code for: Can public spending boost private consumption?

description: The data and programs replicate tables and figures from "Can public spending boost private consumption?", by Asimakopoulos, Lorusso andPieroni. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/evkpy9
title: Replication Data and Code for: Decomposing changes in establishment-level emissions with entry and exit

description: The data and programs replicate tables and figures from "Decomposing changes in establishment-level emissions with entry and exit", by Holladay and LaPlue. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/gqq8mj
title: Replication Data and Code for: Credit frictions, selection into external finance and gains from trade

description: The data and programs replicate tables and figures from "Credit frictions, selection into external finance and gains from trade", by Unger. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/crom5l
title: Replication Data and Code for: Pipeline capacity and the dynamics of Alberta crude oil price spreads

description: The data and programs replicate tables and figures from "Pipeline capacity and the dynamics of Alberta crude oil price spreads", by Gregory and Thille. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/bumfcg
title: Replication Data and Code for: Innovation and trade in the presence of credit constraints

description: The data and programs replicate tables and figures from "Innovation and trade in the presence of credit constraints", by Foellmi, Legge and Tiemann. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/2hucih
title: Replication Data and Code for: Trade without “scale effects”

description: The data and programs replicate tables and figures from "Trade without “scale effects”", by Bento. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/wjq2nw
title: Replication Data and Code for: Implementation in Pakistan of the US Integrated Cargo Container Control program: Trade-facilitating or not?

description: The data and programs replicate tables and figures from "Implementation in Pakistan of the US Integrated Cargo Container Control program: Trade-facilitating or not?", by Ali, Kneller and Milner. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/m9fbqy
title: Replication Data and Code for: Borders, varieties and distribution costs: Evidence from a US–Canada retail chain

description: The data and programs replicate tables and figures from "Borders, varieties and distribution costs: Evidence from a US–Canada retail chain", by Li. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/vybscq
title: Bâtiment du Tribunal de grande instance et parquet général (Mbanza-Ngungu)

description: This dataset corresponds to the data collected in the building (Bâtiment du Tribunal de grande instance et parquet général) at Mbanza-Ngungu). Includes aerial and terrestrial images of the building and an aerial panoramic image. This is a Heritage Inventory capacity Building project in which six historic buildings in Kinshasa and Mbanza Ngungu were recorded with aerial and terrestrial photography. This project was funded by ALIPH Foundation and implemented by the International Council of Monuments. Professor Mario Santana of Carleton was one of the resource consultants teaching the courses. The project was conducted in collaboration with the DRC's Comite Consultatif National pour la protection des biens culturels en cas de conflit arme. The activity took place in March and April 2022.
DOI: 10.5683/sp3/irfog7
title: Bâtiment du Rectorat - Université du Kongo (Mbanza-Ngungu)

description: This is the dataset of the building of the Rectorat of the University of Kongo at Mbanza Ngungu, it includes aerial images and panoramic shots of the building. This is a Heritage Inventory capacity Building project in which six historic buildings in Kinshasa and Mbanza Ngungu were recorded with aerial and terrestrial photography. This project was funded by ALIPH Foundation and implemented by the International Council of Monuments. Professor Mario Santana of Carleton was one of the resource consultants teaching the courses. The project was conducted in collaboration with the DRC's Comite Consultatif National pour la protection des biens culturels en cas de conflit arme. The activity took place in March and April 2022.
DOI: 10.5683/sp3/boghzk
title: Avenue a Mbanza-Ngungu

description: This dataset contains aerial images and aerial panoramics of the Avenue at Mbanza Ngungu. This is a Heritage Inventory capacity Building project in which six historic buildings in Kinshasa and Mbanza Ngungu were recorded with aerial and terrestrial photography. This project was funded by ALIPH Foundation and implemented by the International Council of Monuments. Professor Mario Santana of Carleton was one of the resource consultants teaching the courses. The project was conducted in collaboration with the DRC's Comite Consultatif National pour la protection des biens culturels en cas de conflit arme. The activity took place in March and April 2022.
DOI: 10.5683/sp3/xbv3ax
title: Vegetation Change in the Tumbler Ridge Region, British Columbia from 1940 to 2020

description: In recent years, the application of remote sensing technology in vegetation change monitoring has played an important role. The purpose of this project is to explore changes in vegetation in the Tumbler Ridge region of British Columbia between the 1940s and 2020 and to discuss the relationship to fire urbanization and deforestation. A series of aerial photographs (taken in the 1940s), Landsat 5 remote sensing images (1985), and forest vegetation composite polygons (2020) were classified and analyzed by Object-Based Image Analysis (OBIA) and Support Vector Machines (SVM) for evaluation Vegetation Composition and Matrix Analysis of Vegetation Change in the Tumbler Ridge Region Using Vegetation Transition Matrix. The results showed that, between the 1940s and 2020, the area of the broadleaf forest increased from 7.415 km2 to 16.262 km2, and the area of the coniferous forest increased from 12.177 km2 to 23.477 km2, and the area of the mixed forest increased from 23.611 km2 fell to 11.951 km2. The area of shrubs and bare land increased first and then decreased. The transformation of vegetation mainly occurs between the three types of forests and the transformation into bare land. Considering the reasons for the change, although forest fires may also be contributing factors, the changes in vegetation patterns may be mainly attributable to rapid urbanization and deforestation in the 1980s. These findings add to the understanding of historical reference conditions and may help identify restoration targets in the Tumbler Ridge area.
DOI: 10.5683/sp3/idaddd
title: Replication Data and Code for: Short-term impact of COVID-19 on consumption spending and its underlying mechanisms: Evidence from Singapore

description: The data and programs replicate tables and figures from "Short-term impact of COVID-19 on consumption spending and its underlying mechanisms: Evidence from Singapore", by Kim, Koh and Zhang. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/jat1cw
title: Rose Swanson Mountain, British Columbia - A Forest Health Assessment

description: Rose Swanson Mountain is an ecologically and culturally important forested region in the Northern Okanagan, British Columbia, Canada. In the summer of 2021, BC Timber Sales proposed eleven clear cut blocks on this area. Clear cut logging is a common practice in British Columbia, and while many studies have focused on recovery within the harvested areas, little research has analyzed the effects on the surrounding forest. Additionally, without localized scientific analysis, it is difficult for rural communities to preserve valued recreational areas on Crown land from logging. The goal of this study was to explore the trend in forest health and assess the effects of clear-cut harvesting on the immediately surrounding forest over time using freely available data and methods of analysis in order to empower rural communities to engage in their own assessments of local forests. Using Normalized Difference Vegetation Index (NDVI) and Green Chlorophyll Index (GCI) calculated from Landsat scenes of the area from 1985 to 2020, forest stress was calculated based on changes in these indices. There was found to be no significant trend in the vegetation indices over the 36 years measured. With a maximum NDVI value of 0.49 calculated, other important disturbance factors may be at play, such as pest infestation or changing climate. Preliminary analysis found significantly higher NDVI values within 30m of a cut block as compared to 120m away. However, future research and quality assessments are needed to confirm this result. Providing a baseline analysis, this study can help the Friends of Rose Swanson Ecosystem Stewardship Society (FORSES) and local community members start to work with geospatial data in ways that allow them to maintain and enhance the values of Rose Swanson Mountain.
DOI: 10.5683/sp3/m4h6wc
title: Replication Data and Code for: The short-term economic consequences of COVID-19: Occupation tasks and mental health in Canada

description: The data and programs replicate tables and figures from "The short-term economic consequences of COVID-19: Occupation tasks and mental health in Canada", by Beland, Brodeur, Mikola, and Wright. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/pm6bnv
title: Replication Data and Code for: One for All or All for One: Does the Category Captain Play Favorites

description: The data and programs replicate tables and figures from "One for All or All for One: Does the Category Captain Play Favorites", by Kim, Shen, Basuroy, and Beldona. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/7p58fl
title: Replication Data and Code for: Consumer credit usage in Canada during the coronavirus pandemic

description: The data and programs replicate tables and figures from "Consumer credit usage in Canada during the coronavirus pandemic", by Ho, Morin, Paarsch and Huynh. Please see the ReadMe file for additional details.
DOI: 10.15468/dl.3ar59c
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Chimonobambusa pachystachys"
 ]
}

 The dataset includes 35 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046599-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17655644
title: 《触觉法学(Tactile Jurisprudence)原创证明文档》

description: 本人 牛犇(Niu Ben) 于 2024–2025 年期间独立构思、设计并完成了一套全新法律认知体系,命名为:

 

触觉法学(Tactile Jurisprudence)

 

该体系完全由我原创,不属于任何现有教材、理论或课程的延伸或复制。本体系的所有核心概念、符号系统、动作体系、教学结构均为首次提出。

 

英文:

I, Niu Ben (Paul Niu), hereby state that during the period of 2024–2025, I independently conceived, developed, and completed a new legal cognition system named:

 

Tactile Jurisprudence

 

This system is entirely my original creation. It is not derived from, adapted from, or based on any existing publications, theories, or educational frameworks. All core concepts, symbolic systems, action models, and pedagogical structures were created by me for the first time.
DOI: 10.5683/sp3/vue149
title: Replication Data and Code for: Many losers and a few winners: The impact of COVID-19 on Canadian industries and regions

description: The data and programs replicate tables and figures from "Many losers and a few winners: The impact of COVID-19 on Canadian industries and regions", by Slade. Please see the ReadMe file for additional details.
DOI: 10.5281/zenodo.17655643
title: 《触觉法学(Tactile Jurisprudence)原创证明文档》

description: 本人 牛犇(Niu Ben) 于 2024–2025 年期间独立构思、设计并完成了一套全新法律认知体系,命名为:

 

触觉法学(Tactile Jurisprudence)

 

该体系完全由我原创,不属于任何现有教材、理论或课程的延伸或复制。本体系的所有核心概念、符号系统、动作体系、教学结构均为首次提出。

 

英文:

I, Niu Ben (Paul Niu), hereby state that during the period of 2024–2025, I independently conceived, developed, and completed a new legal cognition system named:

 

Tactile Jurisprudence

 

This system is entirely my original creation. It is not derived from, adapted from, or based on any existing publications, theories, or educational frameworks. All core concepts, symbolic systems, action models, and pedagogical structures were created by me for the first time.
DOI: 10.5683/sp3/jmzaru
title: Replication Data and Code for: COVID-19 pandemic and economic scenarios for Ontario

description: The data and programs replicate tables and figures from "COVID-19 pandemic and economic scenarios for Ontario", by Casares, Gomme and Khan. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/g3vhef
title: Evaluating Landscape Metrics and Landcover Class Change at Rose Swanson Mountain

description: Landcover reflects distribution characteristics of surface vegetation, spatial differentiation and evolution across time. Controversial logging project that took place at Mount Rose-Swanson had raised concerns from the local community. Landcover maps and metrics can be used to study effects of human disturbances on the landscape. With the advancement of spatial pattern analysis program, ‘landscapemetrics’ package in R was used to quantify and investigate relationship between forest landcover and timber harvesting which occurred within. 35 high resolution annual forest landcover maps for Canada’s forested ecosystems from 1985 to 2019 inclusive were reclassified into five classes which are no change, shrubs, herbs, conifer and mixed wood. 1km x 1km grid cells were applied onto Mount Rose-Swanson to separate grid cells which experienced harvesting or remained unharvested. Harvested grid cells were found to have a higher mean number of patches of sum of all landcover classes 36.55 compare to unharvested grid cells 29.00 (p &lt; 0.01) which indicates grid cells that experienced harvesting had more fragmentations. Coniferous landcover class remained the largest with an area of 208.92 hectares. Despite harvesting is expected to decrease coniferous landcover class, no significant differences in number of patches, mean patch area, metric values such as landscape shape index and edge density were found between each year for harvested and unharvested across 35 years. Surprisingly, mixed wood landcover had significant increase in number of patches for unharvested land (p &lt; 0.03). Changes in landcover class, harvested year and size enables insights on formulating future logging schemes for sustainable development. Unreported small-scale logging continues to present as a challenge and the use of landcover time series is crucial in monitoring ecology of the mountain.
DOI: 10.5683/sp3/7rvb70
title: Development of Interactive Data Visualization Tool for the Predictive Ecosystem Mapping Project
title: Site Series Class of Biogeoclimatic Ecosystem Classification System

description: Biogeoclimatic Ecosystem Classification (BEC) system is the ecosystem classification adopted in the forest management within British Columbia based on vegetation, soil, and climate characteristics whereas Site Series is the smallest unit of the system. The Ministry of Forests, Lands, Natural Resource Operations and Rural Development held under the Government of British Columbia (“the Ministry”) developed a web-based tool known as BEC Map for maintaining and sharing the information of the BEC system, but the Site Series information was not included in the tool due to its quantity and complexity. In order to allow users to explore and interact with the information, this project aimed to develop a web-based tool with high data quality and flexibility to users for the Site Series classes using the “Shiny” and “Leaflet” packages in R. The project started with data classification and pre-processing of the raster images and attribute tables through identification of client requirements, spatial database design and data cleaning. After data transformation was conducted, spatial relationships among these data were developed for code development. The code development included the setting-up of web map and interactive tools for facilitating user friendliness and flexibility. The codes were further tested and enhanced to meet the requirements of the Ministry. The web-based tool provided an efficient and effective platform to present the complicated Site Series features with the use of Web Mapping System (WMS) in map rendering. Four interactive tools were developed to allow users to examine and interact with the information. The study also found that the mode filter performed well in data preservation and noise minimization but suffered from long processing time and creation of tiny sliver polygons.
description: ArcGIS Pro, 2.8.0
description: R Studio, 2022.02.1 Build 461
DOI: 10.5683/sp3/pgcoik
title: Comparative Welfare States Dataset, 2014 ed.

description: &lt;p&gt;The data contained in this data set were collected by a project entitled "Comparative Welfare States in the 21st Century" directed by David Brady, Evelyne Huber, and John D. Stephens. The project was supported in 2011-13 by grants from the National Science Foundation ("Collaborative Research: Comparative Welfare States: A Public Use Archival Dataset,” SES 1059959 and 1061007). Additional support was provided by the Morehead Alumni Distinguished Professorship and the Margaret and Paul A. Johnston Professorships (funding the Gerhard E. Lenski, Jr. Distinguished Professorship) in the College of Arts and Sciences at the University of North Carolina at Chapel Hill. Some further support was provided by Duke University and the WZB Berlin Social Science Center. An earlier version of this dataset was assembled by Evelyne Huber, Charles Ragin, and John Stephens in the 1990s. That project was supported in 1990-92 by a grant from the National Science Foundation (Grant # SES 9108716). &lt;/p&gt;

&lt;p&gt;Major categories include: wage and salary data, social spending, revenue and welfare state institutions data, labour force and labour institutions data, demographic data, macroeconomic data (Penn world tables, mark 6.1), political variables.&lt;/p&gt;
description: Citation: In any work using data from this data set, please cite both the data set and, where appropriate, the original source. In most cases, the original source can simply be cited as OECD or ILO. In others, for example the union and industrial relations data from the Visser dataset, a full citation should be included. Please cite this data set as David Brady, Evelyne Huber, and John D. Stephens, Comparative Welfare States Data Set, University of North Carolina and WZB Berlin Social Science Center, 2014. It is advisable to cite the date on which you download the data.

 1 data files (Excel format), Stata file, & accompanying documentation (PDF file)
DOI: 10.5683/sp3/yljmlt
title: TransMonEE database

description: &lt;p&gt;'Public Policies and Social Conditions: Monitoring the transition in Central and Eastern Europe and the Commonwealth of Independent States', more commonly known as the MONEE project, was initiated by the UNICEF Innocenti Research Centre in 1992. The project aim was to monitor, analyse and disseminate information on the situation of families in the region as it entered into an era of rapid social, political and economic changes. Today regular updates and dissemination of the data continue to raise awareness of and contribute to the international debate on how economic and social policies impact children, women and families in CEE/CIS.&lt;/p&gt;
description: Data sources: Most of the data are collected directly from National Statistical Offices, who complete and return to UNICEF IRC a standardized template. However, in recent years, UNICEF IRC has collected data for the Baltic States from the websites of the respective National Statistical Offices. Additional data are also obtained from other international organizations or are calculated by UNICEF IRC. Due to the different data sources related to some of the indicators, the data presented in the TransMONEE database may diverge from those presented in other UNICEF publications and databases.

2 data files (Excel format; number of logical records varies)

Latest data via UNICEF website: https://transmonee.org
DOI: 10.5683/sp3/xr35j2
title: Understanding Microclimate in University of British Columbia's Botanical Garden
title: Using a multiple linear regression, a model was created to assess land surface temperature and LiDAR metrics.

description: Climate change is a key factor in how extreme weather events affect how ecosystems and species react to these changes in temperatures. University of British Columbia's (UBC) Botanical Garden is interested in improving microclimate information within the garden to understand how areas with shade create respite zones for species. Due to the recent extreme weather temperatures in Vancouver, the garden is interested in how to continue to adapt and mitigate to these extremes. Microclimates are important as they are cooler temperatures beneath the canopy. Looking at how canopy cover influences land surface temperature can give insight on microclimates. Using LiDAR metrics to calculate canopy cover and Landsat to calculate land surface temperature, a model was built to understand the significance of canopy cover and land surface temperature, with the addition of other LiDAR metrics. The model could only determine a 34% variation between the variables tested. Canopy cover showed to have a p-value of 0.0993 and maximum height had a p-value of 0.0034. To investigate the results further, an unpaired t-test was run to determine the relationship between areas with canopy cover and areas without canopy cover. The t-test showed there are significant differences as the p-value was 0.0035. With the results, they provide observations of how canopy cover currently influences microclimate within the garden. Areas found to have a high percentage of canopy cover reflected lower land surface temperatures. Currently, the model has the structure to predict canopy cover with LiDAR metrics. However, finer data is needed to accurately predict microclimate. Recommendations are provided to enhance the study area with future directions for research within UBC Botanical Garden to conduct a more intricate analysis.