cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/b1j-9hj-ap7
title: Aegocrioceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vax-cfg-3pw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/087-hmm-9k1
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nl1-nl6-y3r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/190-75e-wd6
title: Canis lupus familiaris Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s47-ecr-23t
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jf0-zw6-ed0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pac-an2-3pt
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gm7-61d-e5v
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c0t-wpb-fdn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yvc-ysm-r84
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.msxu62
title: Occurrence Download

description: A dataset containing 412025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Elodea densa, Pontederia crassipes, Hydrocharis laevigata, Robinia pseudoacacia)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Specimen, Unknown evidence, Machine Observation, Occurrence evidence)",
 "Year is greater than or equal to 1971",
 "Year is less than or equal to 2025",
 "HasCoordinate is true"
 ]
}

 The dataset includes 412025 records from 2967 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037930-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtvfm4
title: Occurrence Download

description: A dataset containing 81427 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.3335 -10.67257, 151.2123 -10.67257, 151.2123 -8.32383, 148.3335 -8.32383, 148.3335 -10.67257))"
 ]
}

 The dataset includes 81427 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012953-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnwemx
title: Occurrence Download

description: A dataset containing 4820360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 4820360 records from 1349 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012961-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3phne
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Neiraga baibarana Matsumura, 1931, Neiraga fulva Solovyev, 2017, Neiraga furva Solovyev, 2017)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002236-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rv6scbpd7v.1
title: Student Skill Gap Analysis

description: This dataset is designed for skill gap analysis, focusing on evaluating the skill gap between students’ current skills and industry requirements. It provides insights into technical skills, soft skills, career interests, and challenges, helping in skill gap analysis to identify areas for improvement.

By leveraging this dataset, educators, recruiters, and researchers can conduct skill gap analysis to assess students’ job readiness and tailor training programs accordingly. It serves as a valuable resource for identifying skill deficiencies and skill gaps improving career guidance, and enhancing curriculum design through targeted skill gap analysis.

Following is the column descriptors: Name - Student's full name. email_id - Student's email address. Year - The academic year the student is currently in (e.g., 1st Year, 2nd Year, etc.). Current Course - The course the student is currently pursuing (e.g., B.Tech CSE, MBA, etc.). Technical Skills - List of technical skills possessed by the student (e.g., Python, Data Analysis, Cloud Computing). Programming Languages - Programming languages known by the student (e.g., Python, Java, C++). Rating - Self-assessed rating of technical skills on a scale of 1 to 5. Soft Skills - List of soft skills (e.g., Communication, Leadership, Teamwork). Rating - Self-assessed rating of soft skills on a scale of 1 to 5. Projects - Indicates whether the student has worked on any projects (Yes/No). Career Interest - The student's preferred career path (e.g., Data Scientist, Software Engineer). Challenges - Challenges faced while applying for jobs/internships (e.g., Lack of experience, Resume building issues).
DOI: 10.6084/m9.figshare.28879310
title: Supplemental data HSRI Genomics Thailand 64-148

description: Immunological non-response (INR) refers to a condition in which HIV-infected individuals exhibit poor or suboptimal CD4+ T lymphocyte recovery despite achieving viral suppression. Individuals with INR are at increased risk of poor health outcomes or death. To investigate the genetic characteristics and gene expression profiles associated with INR, we compared genomic, transcriptomic, and clinical data between 11 INR individuals and a control group comprising 5 HIV-infected individuals classified as either good responders or poor responders. This study confirmed that INR individuals had the lowest initial CD4 counts upon infection (median CD4 count: 19.5 cells/mm³; range: 1–200 cells/mm³). Interestingly, the HLA-C*12:02 allele—previously associated with protection against CRF01_AE infection in Vietnamese populations—was detected in both the INR and good response groups. Further analyses revealed that <i>ABCA1</i>, <i>ABCC4</i>, <i>ARHGEF1</i>, <i>DNAJB6</i>, <i>ITGA6</i>, <i>SMAD3</i>, and <i>SMARCA4</i> harbored significant variants in both the genome and transcriptome of the INR group. Additionally, unique variants detected exclusively at the transcriptomic level were identified in <i>ATM</i>, <i>IL4R</i>, <i>SLC11A1</i>, <i>SMARCA4</i>, and <i>STK11</i>—genes involved in T-cell proliferation and differentiation. These findings suggest that the aforementioned genes, affected by variants with varying degrees of pathogenic impact, may contribute to T-cell exhaustion (manifested as persistently low CD4 counts) in certain individuals at the onset of HIV-1 infection, ultimately leading to an immunological non-response status. Moreover, this study developed a tool named HIV-64148, which enables rapid and efficient reporting of HIV-1 subtypes and circulating recombinant forms (CRFs) detected in infected patients, along with a list of identified drug resistance mutations. The HIV-64148 tool holds promise for facilitating the effective surveillance of drug-resistant HIV-1 strains.
DOI: 10.6084/m9.figshare.28879310.v1
title: Supplemental data HSRI Genomics Thailand 64-148

description: Immunological non-response (INR) refers to a condition in which HIV-infected individuals exhibit poor or suboptimal CD4+ T lymphocyte recovery despite achieving viral suppression. Individuals with INR are at increased risk of poor health outcomes or death. To investigate the genetic characteristics and gene expression profiles associated with INR, we compared genomic, transcriptomic, and clinical data between 11 INR individuals and a control group comprising 5 HIV-infected individuals classified as either good responders or poor responders. This study confirmed that INR individuals had the lowest initial CD4 counts upon infection (median CD4 count: 19.5 cells/mm³; range: 1–200 cells/mm³). Interestingly, the HLA-C*12:02 allele—previously associated with protection against CRF01_AE infection in Vietnamese populations—was detected in both the INR and good response groups. Further analyses revealed that <i>ABCA1</i>, <i>ABCC4</i>, <i>ARHGEF1</i>, <i>DNAJB6</i>, <i>ITGA6</i>, <i>SMAD3</i>, and <i>SMARCA4</i> harbored significant variants in both the genome and transcriptome of the INR group. Additionally, unique variants detected exclusively at the transcriptomic level were identified in <i>ATM</i>, <i>IL4R</i>, <i>SLC11A1</i>, <i>SMARCA4</i>, and <i>STK11</i>—genes involved in T-cell proliferation and differentiation. These findings suggest that the aforementioned genes, affected by variants with varying degrees of pathogenic impact, may contribute to T-cell exhaustion (manifested as persistently low CD4 counts) in certain individuals at the onset of HIV-1 infection, ultimately leading to an immunological non-response status. Moreover, this study developed a tool named HIV-64148, which enables rapid and efficient reporting of HIV-1 subtypes and circulating recombinant forms (CRFs) detected in infected patients, along with a list of identified drug resistance mutations. The HIV-64148 tool holds promise for facilitating the effective surveillance of drug-resistant HIV-1 strains.
DOI: 10.17632/gvdtn4z4hy.1
title: 2-D Method of Moments Formulations for Nonlinear Low-Frequency Electromagnetics

description: MATLAB-based code is included to reproduce the results of "2-D Method of Moments Formulations for Nonlinear Low-Frequency Electromagnetics". Meshes used were generated using COMSOL and DistMesh [1, 2].
[1] “Product: Ac/dc module.” https://www.comsol.com/acdc-module. Accessed: 2019-10-21.
[2] P.-O. Persson and G. Strang, “A simple mesh generator in matlab,” SIAM Review, vol. 46, no. 2, pp. 329–345, 2004.
DOI: 10.17632/gvdtn4z4hy.2
title: 2-D Method of Moments Formulations for Nonlinear Low-Frequency Electromagnetics

description: MATLAB-based code is included to reproduce the results of "2-D Method of Moments Formulations for Nonlinear Low-Frequency Electromagnetics". Meshes used were generated using COMSOL and DistMesh [1, 2].
[1] “Product: Ac/dc module.” https://www.comsol.com/acdc-module. Accessed: 2019-10-21.
[2] P.-O. Persson and G. Strang, “A simple mesh generator in matlab,” SIAM Review, vol. 46, no. 2, pp. 329–345, 2004.
DOI: 10.14288/1.0373308
title: Bulkley Timber Supply Area - Forest Planning Data

description: &lt;p&gt;This data package contains landscape level forest data, growth and yield data, metadata and models for modelling timber supply in the Bulkley Timber Supply Area, British Columbia, BC, Canada, using a spatially explicit forest management planning software, such as Forest Planning Studio Atlas (UBC), Patchworks (Spatial) or Woodstock (Remsoft).&lt;/p&gt; Details can be found in the README file.
DOI: 10.14288/1.0374292
title: Replication data for: Long-term monitoring in Barkley Sound: a temporal analysis of intertidal biodiversity on Wizard Islet, British Columbia from 1997 to 2017

description: In 1997 the Bamfield Marine Sciences Centre established a long-term monitoring project to collect baseline data on the distribution and abundance of macroorganisms at two intertidal sites on Wizard Islet in Barkley Sound. Both sites were resampled in 2001, 2007 and 2009, and the exposed site was resampled in 2002 and 2003. In 2017, the exposed site was sampled again. Data is presented here for macroalgae and colonial fauna cover (%), and invertebrate presence/absence for species richness. &lt;p/&gt; Wizard Islet (48°51’29.5”N, 125°09’31”W) is located within the Deer Group Islands in Barkley Sound and has an area of 1.73 hectares at low tide. The sheltered site (with less wave exposure) is located on a 50m stretch of fixed rocky shore on the northeast side and is characterized by Fucus and Phyllospadix (seagrass). The exposed site is located on a 50m stretch of fixed rocky shore on the southwest side and is characterized by Egregia (feather-boa kelp), goose-necked barnacles and Alaria (brown alga). &lt;p/&gt; Fifteen vertical transects were randomly selected at the exposed site. Tag numbers were 3, 4, 9, 12, 15, 18, 19, 20, 21, 24, 30, 40, 44, 45, 50. &lt;p/&gt; Sampling was done at tidal heights of 0.2, 0.5, 1, 1.5, 2, 2.5, 3, 3.5m. Quadrats of 25x25cm were used to estimate percent cover of macroalgae and colonial fauna, and invertebrate presence/absence for species richness. &lt;p/&gt; Data was collected by students in the Coastal Biodiversity and Conservation course taught by Dr. Barb Beasley and Dr. Caroline Fox with Teaching Assistant Sarah Friesen July 24 - September 1, 2017.
DOI: 10.14288/1.0367774
title: Replication data for: Strait of Georgia biogeochemical model (SOG) data with varied river carbonate chemistry from 2001 to 2012

description: The SOG biogeochemical model of the Strait of Georgia is a 1-dimensional vertical model capable of predicting near-surface mixing, phytoplankton and zooplankton cycles, and carbonate chemistry. This dataset contains SOG model output data from 2001 to 2012 across 18 freshwater dissolved inorganic carbon (DIC) and total alkalinity (TA) scenarios. The 18 scenarios span a grid of 6 freshwater TA cases and 3 freshwater DIC:TA cases. The values for these freshwater scenarios were chosen based on a detail analysis of the Fraser River. Please refer to the methods section of the primary publication for more information.
DOI: 10.14288/1.0377454
title: Monitoring changes in the Gene Ontology and their impact on genomic data analysis.

description: Data and analysis of Gene Ontology annotations, to support reproducibility of results presented in the above cited preprint. There are two major parts to the data. The first is an analysis of the contents of the database supporting https://gotrack.msl.ubc.ca/ and represents direct downloads of files from that site at the time of our analysis. The second, concerning the analysis of the effects of changes in GO over time on enrichment analysis, includes python scripts and intermediate data and analysis files.
DOI: 10.14288/1.0373460
title: LIST: Deleteriousness Levels of Amino Acid Variations

description: Predicting the Deleteriousness Level of for all possible Amino Acid variations in the human ~20K Swiss-Prot proteins. These predictions are entirely based on the Local Identity around mutation locations and the Shared Taxonomy between human and other species.
DOI: 10.14288/1.0437472
title: 2018 Strait of Georgia Deep Renewal Towyo Data

description: CTD profile Towyo data from a Salish Sea cruise Aug 2018
DOI: 10.14288/1.0373457
title: Canadian Organic and Ecological Plant Breeding Priorities for Vegetable Crops

description: This study consists of an online survey of Canadian ecological and organic vegetable growers conducted from January-March 2018 by researchers from the Centre for Sustainable Food Systems at UBC Farm and the Bauta Family Initiative on Canadian Seed Security. Its purpose was to provide insight into the plant breeding needs and priorities of vegetable producers who use organic and/or ecological production practices, including identifying varieties that have been performing well in organic/ecological conditions in Canada and areas to focus improvement efforts. Approximately 800 vegetable farmers and vegetable seed producers received invitations to participate in the survey, and the survey received 71 responses. A report based on this survey is available online at the URLs provided. It is designed to inform future eﬀorts that support plant breeding, variety development, and farmer-led seed systems for organic/ecological farming in Canada.
DOI: 10.14288/1.0368870
title: Role Reversal: The Influence of Slot Machine Gambling on Subsequent Alcohol Consumption

description: SPSS datasheets for Experiment 1 and Experiment 2. Abstract: Experimental studies examining the relationship between alcohol use and gambling have focused predominantly on alcohol’s influence on gambling behavior. There has been little consideration of the reverse pathway: whether gambling influences subsequent alcohol use. Two experiments examined whether gambling and gambling outcomes (i.e. profits during a gambling session) influenced subsequent alcohol consumption. Experiment 1 (n = 53) used an ad libitum consumption test, in which participants could request beverages during a 30 minute window. Experiment 2 (n = 29) used a beer taste test procedure, in which participants were asked to rate a series of beers. In both studies, male regular gamblers were assigned to watch a television show or play a modern slot machine for 30 minutes, before being provided with access to alcohol. On the ad libitum procedure, gambling significantly increased the number of alcoholic drinks ordered, the volume of alcohol consumed, the participants’ speed of drinking, and their intention to drink alcohol. These effects were not corroborated using the taste test procedure. Across both studies, gambling outcomes were not associated with alcohol consumption. In conjunction with prior findings, the observation that gambling can promote alcohol consumption under certain conditions highlights a possible feedback loop whereby gambling and alcohol reinforce one another. However, the divergent results between the ad libitum and taste test experiments point to boundary conditions for the effect and raise methodological considerations for future work measuring alcohol consumption in gambling environments.
DOI: 10.14288/1.0373309
title: Slot machine gambling and testosterone: Evidence for a 'winner-loser' effect?

description: CSV datasheet and variable descriptions. Study abstract: The “winner–loser effect” refers to a phenomenon in testosterone research where the outcome of a social competition induces increases (wins) and/or decreases (losses) in testosterone levels. Here, we sought to test to what extent changes in testosterone occur in response to gambling behavior. More specifically, we hypothesized that the winner–loser effect would extend to slot machine gambling as a solitary (noncompetitive) gambling activity in players who “anthropomorphized” the slot machine, thus treating the machine as a human opponent. Male participants (n = 113) were recruited into a quasi-experimental design involving 15 min of authentic slot machine gambling, incentivized by a $10 cash bonus for participants who finished in profit. In addition to salivary measures of testosterone, salivary cortisol and self-reported anthropomorphization of the slot machine were tested as potential moderators. Contrary to predictions, winning and losing slot machine sessions did not exert significant differential effects on testosterone, and this pattern was not moderated by cortisol levels or slot machine anthropomorphization. Exploratory analyses tested relationships between subjective gambling experiences in the sessions and testosterone change. Higher positive affect and flow predicted greater testosterone declines from pre- to postgambling. The testosterone results add to a growing literature on the boundary conditions of the winner–loser effect and inform future studies on testosterone reactivity in relation to gambling and disordered gambling. The tendency to anthropomorphize slot machines is a neglected cognitive distortion in gambling that merits further study.
DOI: 10.14288/1.0373618
title: Data for: Water quality and greenhouse gas fluxes for stormwater detained in a constructed wetland

description: The study contains data on: i) CO2, CH4 and N2O concentrations and fluxes, and the parameters that were used for computation of GHG fluxes, and ii) DOC and NO3 concentrations from a stormwater detained in a constructed wetland. These data were collected in order to evaluate the spatial and temporal dynamics of GHG fluxes and water quality from stormwater runoff.
DOI: 10.14288/1.0377457
title: Small-scale fisheries fishing effort and gears data (non-spatial), central Danajon Bank

description: Data from Jennifer Selgrath's PhD research on small-scale fisheries, coral reef habitats, and multiple stressors. https://open.library.ubc.ca/cIRcle/collections/ubctheses/24/items/1.0354473
DOI: 10.14288/1.0388704
title: 2018 Statistics Canada – Canadian Housing Survey 46-10-0024-01: Dwelling and neighbourhood satisfaction, by tenure including social and affordable housing and structural type of dwelling

description: &lt;p&gt;This dataset includes Statistics Canada table 46-10-0024-01, titled “Dwelling and neighbourhood satisfaction, by tenure including social and affordable housing and structural type of dwelling”. The table includes information on satisfaction with housing by tenure, condominium status, and structural type of dwelling. One of the tenure categories is renters in social and affordable housing.&lt;/p&gt; &lt;p&gt;The table has been edited to include only geographies from British Columbia. The table is available in CSV and Excel Workbook format. Definitions and notes are included at the bottom of the spreadsheet. &lt;/p&gt; &lt;p&gt;This data set was collected as part of the Canadian Housing Survey by Statistics Canada.&lt;/p&gt; &lt;p&gt;Geographies:&lt;br /&gt; British Columbia, Large urban population centres, British Columbia, Medium population centres, British Columbia, Small population centres, British Columbia, Rural areas, British Columbia, Vancouver, British Columbia, Other census metropolitan areas, British Columbia, Census agglomerations, British Columbia&lt;/p&gt;
DOI: 10.14288/1.0388706
title: 2018 Statistics Canada – Canadian Housing Survey 46-10-0045-01: Housing characteristics, by tenure including first-time homebuyer status

description: &lt;p&gt;This dataset includes Statistics Canada table 46-10-0045-01, titled “Housing characteristics, by tenure including first-time homebuyer status”. The table includes information on selected housing characteristics (difficulty meeting financial needs, visible minority status, household type, age group, and employment status) housing by tenure. The tenure category of 'owner' is split up into first-time home buyers and owner who is not a first-time home buyer.&lt;/p&gt; &lt;p&gt;The table has been edited to include only geographies from British Columbia. The table is available in CSV and Excel Workbook format. Definitions and notes are included at the bottom of the spreadsheet.&lt;/p&gt; &lt;p&gt;This data set was collected as part of the Canadian Housing Survey by Statistics Canada.&lt;/p&gt; &lt;p&gt;Geographies:&lt;br /&gt; British Columbia, Large urban population centres in British Columbia, Medium population centres in British Columbia, Small population centres in British Columbia, Rural areas in British Columbia, Vancouver CMA, Other census metropolitan areas in British Columbia, Census agglomerations in British Columbia&lt;/p&gt;