cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25919/tbw8-j678
title: Parkes observations for project P602 semester 2009OCTS_01

description: We propose to continue studying the only two magnetars known to emit
radio pulsations. The aim is to develop a more specific understanding of
the dynamical behavior of their ultra-strong magnetic fields, which are
responsible for X-ray and gamma-ray outbursts, magnetospheric currents
and particle acceleration, and heating of the neutron star surface.
In the past 6 months, XTE J1810-197 has ceased to emit detectable radio
pulsations, and we request only a small amount of time to monitor it for
possible revival. 1E 1547.0-5408, which cannot be observed with northern
telescopes, has been remarkably active over the past several months:
following a large X-ray outburst in October, radio emission ceased,
recommencing sporadically in December. In January a much larger X-ray
outburst occurred, and while there has been huge variation in flux,
radio emission now remains mostly detectable. The X-ray flux is
gradually decaying, and meanwhile the torque on the star continues to
vary enormously. At Parkes we request weekly timing to reliably track
its rotation, while we monitor its X-ray flux with the Swift satellite.
DOI: 10.25549/inscriptifact-ouc110813633
title: Neo-Assyrian Linear Style Stone Cylinder Seal, BMC S.178

description: [Text Description:] Neo-Assyrian (Late Assyrian) ❧ [Text or Publication Number Note:] BMC S.178 ❧ [Medium:] Stone ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Stone Cylinder Seal
DOI: 10.25549/inscriptifact-ouc110813661
title: Neo-Assyrian Linear Style Stone Cylinder Seal, BMC S.178

description: [Text Description:] Neo-Assyrian (Late Assyrian) ❧ [Text or Publication Number Note:] BMC S.178 ❧ [Medium:] Stone ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Stone Cylinder Seal
DOI: 10.3886/e240202
title: HIFLD OPEN Streams (Mouth)

description: USGS developed The National Map Gazetteer as the Federal and national standard (ANSI INCITS 446-2008) for geographic nomenclature based on the Geographic Names Information System (GNIS). The National Map Gazetteer contains information about physical and cultural geographic features, geographic areas, and locational entities that are generally recognizable and locatable by name (have achieved some landmark status) and are of interest to any level of government or to the public for any purpose that would lead to the representation of the feature in printed or electronic maps and/or geographic information systems. The dataset includes features of all types in the United States, its associated areas, and Antarctica, current and historical, but not including roads and highways. The dataset holds the federally recognized name of each feature and defines the feature location by state, county, USGS topographic map, and geographic coordinates. Other attributes include names or spellings other than the official name, feature classification, and historical and descriptive information. The dataset assigns a unique, permanent feature identifier, the Feature ID, as a standard Federal key for accessing, integrating, or reconciling feature data from multiple data sets. This dataset is a flat model, establishing no relationships between features, such as hierarchical, spatial, jurisdictional, organizational, administrative, or in any other manner. As an integral part of The National Map, the Gazetteer collects data from a broad program of partnerships with federal, state, and local government agencies and other authorized contributors. The Gazetteer provides data to all levels of government and to the public, as well as to numerous applications through a web query site, web map, feature and XML services, file download services, and customized files upon request. The National Map download client allows free downloads of public domain geographic names data by state in a pipe-delimited text format. For additional information on the GNIS, go to https://www.usgs.gov/tools/geographic-names-information-system-gnis. See https://apps.nationalmap.gov/help/ for assistance with The National Map viewer, download client, services, or metadata. Data Refreshed March, 2025
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.15468/dl.ycuhrp
title: Occurrence Download

description: A dataset containing 1402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "TaxonKey is Astragalus L.",
 "Year 1972-2025"
 ]
}

 The dataset includes 1402 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009274-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15314489
title: ENSO and MI

description: README: Enduring impacts of El Niño on life expectancy in past and future climates

 

Overview

This repository supports the analysis presented in the manuscript titled “Enduring impacts of El Niño on life expectancy in past and future climates”, which investigates the long-term impacts of El Niño–Southern Oscillation (ENSO) variability on mortality improvement, life expectancy, and associated economic costs. The repository includes all key analysis scripts, example data, and output figures necessary to reproduce the core results presented in the main text and supplementary figures.

 

 

Repository Structure



data.zip: Contains raw country-level mortality, economic, and health expenditure data used in the analysis. These data are unprocessed, and their official sources are fully cited in the Methods section of the manuscript. Supporting data folder contains pre-processed or testing datasets derived from the raw data sources, used for demo purposes and method validation.

code.zip: Contains the full Python code used for analysis and figure generation. Each script corresponds to one or more figures in the manuscript (Fig. 1–3, S1–S15), and includes both analytical procedures and visualization routines.

images.zip: Output directory that includes all generated figures.


 

 

System Requirements



Python version: 3.11.9

Required packages:



pandas==2.2.3

numpy==2.0.2

statsmodels==0.14.4

scikit-learn==1.5.2

seaborn==0.13.2

matplotlib==3.9.2



No non-standard hardware or cloud services required.


 

 

Installation



Install Python (>= 3.11)

Typical install time: 5 – 10mins


 

 

Demo



Create a virtual environment (recommended).

Put the code and data in one folder.

Run the selected script.

Typical running time for each script: < 5 mins.

Expected output as per depicted in the paper.
DOI: 10.5683/sp3/ekqimx
title: Munno et al. Tiger Shark Stomach and Spiral Valve

description: This is the raw data for the suspected anthropogenic particles that were recorded from each sample - which were all the GITs and a spiral valve of tiger sharks.
DOI: 10.5683/sp3/mfitne
title: 0.1 Basic Questions and Resources for Comparative Surveys of Class and Class Consciousness

description: This file contains information intended to be useful to critical researchers and progressive social movements interested in comparative study of employment classes and higher levels of class consciousness.
DOI: 10.5683/sp3/ylts4g
title: Synthesis of the Marine Alkaloid Cylindricine C and Serendipitous Synthesis of its 2,13-Di-epi Stereoisomer

description: This data set comprises the Supporting Information that accompanies our article to be published in the Journal of Organic Chemistry. It contains NMR spectra, x-ray crystallographic data and molecular modeling data on key compounds in the article.
DOI: 10.5683/sp3/zc6bn2
title: Search strategy for Disseminating Research Results to Patients and Public

description: The notes field contains the full MEDLINE (Ovid) search strategy for clinical trials on methods used to communicate research results to patients and the public. The search file in this dataset contains the full MEDLINE (Ovid), EMBASE (Ovid), PsycInfo (Ovid), and CINAHL (EBSCO), Cochrane Central search strategies for patient education, information dissemination, and randomized controlled trials. The export files contain the complete database exports from the initial search on August 18, 2023
description: Ovid MEDLINE(R) ALL &lt;1946 to August 17, 2023&gt;

1 Patient Education as Topic/ 88314
2 (Infographic* or Newsletter* or Brochure* or Video* or Leaflet* or Cartoon* or blog* or Podcast* or comic* or graphic medicine or graphic novel* or web site* or website* or internet or news article* or (summar* adj3 (lay or sheet or plain or patient* or public or participant*))).tw,kf. 346551
3 (((compar* or prefer* or experimental or new or different or communication) adj3 (method* or tool or tools)) and (patient* or participant* or public)).tw,kf. 148380
4 1 or 2 or 3 570277
5 health communication/ 3244
6 Information Dissemination/ 19317
7 (((research or science or result* or finding*) adj3 (disseminat* or communicat* or share or sharing or shared or inform* or disclos* or receiv*)) or information dissemination or health communication).tw,kf. 138528
8 (knowledge translation or knowledge transfer* or knowledge to action or information transfer* or knowledge sharing).tw,kf. 14014
9 5 or 6 or 7 or 8 169965
10 randomized controlled trial.pt. 598128
11 controlled clinical trial.pt. 95403
12 randomi?ed.ab. 732640
13 placebo.ab. 240663
14 drug therapy.fs. 2615469
15 randomly.ab. 414671
16 trial.ab. 660078
17 groups.ab. 2556656
18 or/10-17 5751138
19 exp animals/ not humans.sh. 5146992
20 18 not 19 5023107
21 4 and 9 and 20 4541
DOI: 10.5683/sp3/sriibk
title: Access to Environmental Justice in Canadian Environmental Impact Assessment

description: These two files contain data taken from the public registries for Environmental and Impact Assessment in BC and federal jurisdictions, as well as financial data sourced from the federal government's proactive disclosures website, and the EAO. The "Engagement Data" captures interactions between certain groups (Individuals, NGOs, Company's, First Nations etc) with the respective EA or IA registry for different projects. The "Financial Data" is a record of the disbursements made by EA regulatory authorities for different projects.
DOI: 10.5683/sp3/r09ewa
title: VeReMiAP: A VeReMi-based Dataset for Predicting the Effect of Attacks in VANETs

description: The collection and construction of this synthetic network dataset is an extended version of the VeReMi dataset, built using the Framework For Misbehavior Detection (F2MD). The new dataset incorporates three key elements - CAM messages, a newly added class of attacks known as the "Fake Reporting Attack," and an evaluation of the impact of this attack, which in this case manifests as a road hazard.
DOI: 10.5683/sp3/izzjv2
title: Safety Checklist for Administering Pediatric Anasthesia

description: This project was initiated by Cincinnati Children's Hospital after an increase in perioperative acetaminophen dosing errors was reported. Application of quality improvement methods, specifically a safety checklist, were utilized to improve the safe administration of acetaminophen during the perioperative period. Increasing reliability of accurate delivery and administration of medication to patients are crucial in optimizing patient safety.
DOI: 10.15468/dl.f8rp7e
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Delphinidae"
 ]
}

 The dataset includes 128 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046854-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/jlux62
title: Promoting Excellence and Reflective Learning in Simulations (PEARLS) Healthcare Debriefing Tool
title: PEARLS Debriefing Compared to Standard Debriefing Effects on Nursing Students’ Professional Competence and Clinical Judgment: A Quasi-Experimental Study

description: Debriefing is an important learning component of simulation-based education (SBE)
for nursing students. The evidence-based, scripted, and structured debriefing model—Promoting Excellence and Reflective Learning in Simulation (PEARLS) is meeting the standard of best practice by using a blended approach in the debriefing process with appropriate integration of feedback, debriefing, and/or guided reflection.
DOI: 10.5683/sp3/s1zaqf
title: Debriefing Assesment for Simulation in Healthcare (DASH)
title: Debriefing Assessment for Simulation in Healthcare: Development and Psychometric Properties

description: This study examined the reliability of the scores of an assessment instrument, the Debriefing Assessment for Simulation in Healthcare (DASH), in evaluating
the quality of health care simulation debriefings. The DASH scores showed evidence of good reliability and preliminary evidence of validity. Additional work will be needed to assess the generalizability of the DASH based on the psychometrics of DASH data from other settings
DOI: 10.5683/sp3/vph6hh
title: Acoustic and instrumental data files for Silent sonorants chapter in Phonological Rarities
title: Multimodal phonetic data files

description: &lt;p&gt; This is a set of electropalatographic, electrolaryngographic, video and audio files with Praat textgrids and images relating to:&lt;/p&gt; &lt;p&gt;Janet C. E. Watson, Barry Heselwood, Gisela Tomé Lourido, Amer al-Kathiri & Abdullah al-Mahri. 2025. Silent sonorant articulations in Mehri and Shehret. In Natalia Kuznetsova, Cormac Anderson & Shelece Easterday (eds.), Rarities in phonetics and phonology: Structural, typological, evolutionary, and social dimensions, 477–529. Berlin: Language Science Press. DOI: 10 . 5281 / zenodo.15148184. &lt;/p&gt;
&lt;p&gt;Electropalatographic files are noted by the extension .EPG, Electrolaryngographic files are noted ELG in the file name, the video files have the extension .mpg. All acoustic files were recorded at 44kHz. Electropalatographic (EPG) videos are provided, noted by the extension .mvi. The files are numbered by image number as they appear in the chapter. The EPG video files include supplementary videos, which relate to the EPG discussion, but are not included in the chapter.&lt;/p&gt;&lt;p&gt; A powerpoint is provided with EPG videos of the EPG files included in the chapter. Additional supplementary files are noted by 'S' before the figure number: e.g., Fig. S2 is the second supplementary video file. Recordings were produced under ethical approval from the Arts, Humanities and Cultures Faculty Ethics Committee at the University of Leeds (FAHC 19-046).&lt;/p&gt;
DOI: 10.5683/sp3/guqzzm
title: Acoustic files relating to Epenthesis and vowel intrusion in Central Dhofari Mehri

description: A set of audio files with corresponding Praat textgrids relating to the article 'Epenthesis and vowel intrusion in Central Dhofari Mehri', Journal of Semitic Studies 69(1): 1–56. https://doi.org/10.1093/jss/fgad028. Authors Janet C.E. Watson, Gisela Tome Lourido and Abdullah al-Mahri. All files were recorded at 44kHz or 48kHz. The wav. file can be read on Praat with its corresponding Praat textgrid. Textgrids have the extension .TextGrid. Acoustic files have the extension .wav. In addition to files for the figures published in the article, one file, Heggtoh, has been added as supplementary material.
DOI: 10.5683/sp3/hxwtyj
title: Advance QoL: preliminary versions of tools designed to evaluate Quality of Life in advanced pediatric cancer

description: Supporting documents to the manuscript:
"Processus pour le développement d’une stratégie d’évaluation de la qualité de vie en cancer avancé pédiatrique"
"Process for developing a quality of life assessment strategy in advanced pediatric cancer"
DOI: 10.5683/sp3/zc3igs
title: Harvesting the Sea in Central Monsoon Dhofar and al-Mahrah media files
title: Harvesting the Sea

description: This is a selection of the audio and video files, plus annotated ELAN files, in Shehret and Mehri that are transcribed, translated and annotated in the chapter on Central Monsoon Dhofar and al-Mahrah in the book Harvesting the Sea in Southeastern Arabia. They deal with fishing methods, fishing equipment, preservation through drying, types of fish, and uses of, for example, shark-liver oil.
description: Book in press
DOI: 10.5683/sp3/2y5yku
title: Considerations for conducting systematic reviews: a follow-up study to evaluate the performance of various methods for electronic reference deduplication

description: Our research team previously examined the performance of default algorithms for removing duplicate references via OvidSP multifile search, EndNote X9, Mendeley desktop, Zotero, Covidence, and Rayyan (https://doi.org/10.1186/s13643-021-01583-y). Since then, Mendeley desktop is no longer available for download and has been replaced with Mendeley Reference Manager (which currently does not offer the ability to deduplicate references), EndNote has released newer versions of its desktop app, ProQuest RefWorks revamped their deduplication feature, Systematic Review Assistant – Deduplication Module was replaced by a new “Deduplicator” tool, as part of the suite of automation tools in Systematic Review Accelerator, and Deduklick, a standalone deduplication tool, was released (4). The objective of this study was to examine the performance of default settings for electronic reference deduplication in EndNote online classic, EndNote 20, ProQuest RefWorks, Deduklick, and Systematic Review Accelerator’s Deduplicator.
DOI: 10.5683/sp3/lnekuk
title: Survey Data for "Was It Me or Was It Gender Discrimination?"

description: This dataset contains 1) survey data and 2) metadata for Doering, Doering & Tilcsik (2023).
DOI: 10.5683/sp3/p9h5zy
title: Studies of Evolved Stellar Populations
title: From Giants to Remnants

description: Fundamental and distance parameters, with their uncertainties, for pure-hydrogen white dwarfs from CLAUDS+HSC-SSP.
DOI: 10.5683/sp3/cqhhm4
title: 10-minute Video of Ice Accretion on the PICTUR Cylinder During WINTRE-MIX Flight 06

description: High resolution video recording showing 10-minutes of ice accretion on the Platform for Ice-accretion and Coatings Tests with Ultrasonic Readings (PICTUR) cylindrical test article during Flight 06 of the Winter Precipitation Type Research Multi-Scale Experiment (WINTRE-MIX) campaign onboard the National Research Council of Canada's Convair-580 research aircraft. Atmoshperic state, aicraft state, cloud microphysics, and other data sets collected during this period onboard the Convair-580 research aircraft can be found here: https://data.eol.ucar.edu/master_lists/generated/wintre-mix/. This icing period was simulated and studied in detail using ANSYS FENSAP-ICE, in a manuscript that is currently in-draft. The manuscript will be linked to this dataset upon publication. An SAE technical paper describing the PICTUR probe and a WINTRE-MIX publication are also linked to this dataset.
DOI: 10.5683/sp3/rijxja
title: Replication Data and Code for: The impact of preferential market access: British imports into Canada, 1892–1903

description: The data and programs replicate tables and figures from "The impact of preferential market access: British imports into Canada, 1892–1903," by Keay and Varian. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/4251oq
title: Decreased lactose percentage in milk due to quarter health disorder and negative energy balance in dairy cows

description: This dataverse contains the dataset and the R scripts used for an article titled: "Decreased lactose percentage in milk due to quarter health disorder and negative energy balance in dairy cows" and submitted in August 2023 for publication in Journal of Dairy Science.
DOI: 10.5683/sp3/1hsasp
title: Training the News: Coverage of Canada's AI Hype Cycle (2012-2021) Appendixes

description: This document presents the computational analysis used in the report Training the News, available here: &lt;a href="https://espace.inrs.ca/id/eprint/13149/1/report_ShapingAI_verJ.pdf" target="_blank"&gt;https://espace.inrs.ca/id/eprint/13149/1/report_ShapingAI_verJ.pdf&lt;/a&gt;
DOI: 10.5683/sp3/mpjtxt
title: Annexes du rapport Entraîner l'actualité : La couverture canadienne du cycle d'engouement pour l'IA (2012-2021))

description: Ce document contient les annexes du rapport Entraîner l'actualité, disponible ici : &lt;a href="https://espace.inrs.ca/id/eprint/13227/1/ShapingAI_Rev.pdf" target="_blank"&gt;https://espace.inrs.ca/id/eprint/13227/1/ShapingAI_Rev.pdf&lt;/a&gt;
DOI: 10.5683/sp3/wz6qge
title: Replication Data for: "Resolution-Dependence of Extreme Wind Speed Projections in the Great Lakes Region"

description: Model output and configuration files for VR-CESM-SONT and CESM-SE-UNIF simulations
description: F2000C5_VR_new refers to the 2000s forcing simulation with VR-CESM-SONT
F2000C5_SE_ne30np4 refers to the 2000s forcing CESM-SE-UNIF simulation 
RCP85C5_2090_SONT refers to the 2090s forcing simulation with VR-CESM-SONT
RCP85C5_2090_SE_ne30np4 refers to the 2090s forcing CESM-SE-UNIF simulation 

"nojja" means data excluding the JJA season
DOI: 10.5683/sp3/ssbwpx
title: Data for "Comparing spatio-temporal species distribution models: a case study of a Scotian Shelf sea cucumber (Cucumaria frondosa)"

description: Supporting data for the research article entitled "Comparing Spatio-Temporal Species Distribution Models: A Case Study of a Scotian Shelf Sea Cucumber (&lt;i&gt;Cucumaria frondosa&lt;/i&gt;)", which was submitted to the journal &lt;i&gt;Ecosphere&lt;/i&gt; by Hebert et al.
DOI: 10.5683/sp3/dqo5gs
title: Carbon emissions from extracted peatlands in Alberta, Canada

description: This dataset contains three summers worth of chamber based carbon dioxide and methane emissions taken from three actively extracted peatlands in central Alberta. The associated measurements of soil temperature, volumetric water content and water table depth are also included. This dataset also includes the results of an incubation experiment looking at soil respiration from the peat and different volumetric water content treatment levels
DOI: 10.5683/sp3/23mfne
title: Battery Aging Dataset for HEV Drive Cycles applied to 2.5Ah A123 LFP Cells

description: Three 2.5Ah LFP battery cells are cycled until they reached a very low SOH (70% for the 300k km case, 40% for the 206k km case, and 15% for the 95k km case). The tests begin with an HPPC test and two repeated 1C discharge tests, which are followed by 300 repetitions of a power profile calculated for an HEV following the WLTP drive cycle. Each aging case has a different power profile, which is designed based off of an empirical aging model to acheive approximately 95,000 km, 206,000 km, or 300,000 km of driving before the cell ages to 80% SOH. 

One possible application of the dataset could be parameterizing/training and testing SOC or SOH estimation models for hybrid electric vehicles. Since there are three cases which age at a different rate, two cases could be used to train a machine learning algorithm and the third case could be used to test it, for example. For full details regarding the design of the tests see the Applied Energy paper "Battery state-of-health sensitive energy management of hybrid electric vehicles: Lifetime prediction and ageing experimental validation".
DOI: 10.5683/sp3/yedbsl
title: Replication Data and Code for: Oligopoly and Oligopsony in International Trade

description: The programs replicate tables and figures from "Oligopoly and Oligopsony in International Trade", by Macedoni and Tyazhelnikov. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/cse0u4
title: Supplemental Table 1 for: "Modulation of corticospinal excitability during kinesthetic illusion induced by musculotendinous vibration"

description: Supplemental Table 1, part of "Modulation of corticospinal excitability during kinesthetic illusion induced by musculotendinous vibration" an ongoing submission/revision to the Journal of Neurophysiology.