cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8046266
title: Synthetic Multimodal Dataset for Daily Life Activities

description: Outline



	
This dataset is originally created for the Knowledge Graph Reasoning Challenge for Social Issues (KGRC4SI)
	
Video data that simulates daily life actions in a virtual space from Scenario Data.
	
Knowledge graphs, and transcriptions of the Video Data content ("who" did what "action" with what "object," when and where, and the resulting "state" or "position" of the object).
	
Knowledge Graph Embedding Data are created for reasoning based on machine learning 
	
This data is open to the public as open data



Details



	

	
Videos

	

		
mp4 format
		
203 action scenarios
		
For each scenario, there is a character rear view (file name ending in 0), an indoor camera switching view (file name ending in 1), and a fixed camera view placed in each corner of the room (file name ending in 2-5). Also, for each action scenario, data was generated for a minimum of 1 to a maximum of 7 patterns with different room layouts (scenes). A total of 1,218 videos
		
Videos with slowly moving characters simulate the movements of elderly people.
	
	
	

	
Knowledge Graphs

	

		
RDF format
		
203 knowledge graphs corresponding to the videos
		
Includes schema and location supplement information
		
The schema is described below
		
SPARQL endpoints and query examples are available
	
	
	

	
Script Data

	

		
txt format
		
Data provided to VirtualHome2KG to generate videos and knowledge graphs
		
Includes the action title and a brief description in text format.
	
	
	
Embedding
	

		
Embedding Vectors in TransE, ComplEx, and RotatE. Created with DGL-KE (https://dglke.dgl.ai/doc/)
		
Embedding Vectors created with jRDF2vec (https://github.com/dwslab/jRDF2Vec).
	
	



Specification of Ontology



	
Please refer to the specification for descriptions of all classes, instances, and properties: https://aistairc.github.io/VirtualHome2KG/vh2kg_ontology.htm



Related Resources



	
KGRC4SI Final Presentations with automatic English subtitles (YouTube)
	
VirtualHome2KG (Software)
	
VirtualHome-AIST (Unity)
	
VirtualHome-AIST (Python API)
	
Visualization Tool (Software)
	
Script Editor (Software)
DOI: 10.5281/zenodo.8046267
title: Synthetic Multimodal Dataset for Daily Life Activities

description: Outline



	
This dataset is originally created for the Knowledge Graph Reasoning Challenge for Social Issues (KGRC4SI)
	
Video data that simulates daily life actions in a virtual space from Scenario Data.
	
Knowledge graphs, and transcriptions of the Video Data content ("who" did what "action" with what "object," when and where, and the resulting "state" or "position" of the object).
	
Knowledge Graph Embedding Data are created for reasoning based on machine learning 
	
This data is open to the public as open data



Details



	

	
Videos

	

		
mp4 format
		
203 action scenarios
		
For each scenario, there is a character rear view (file name ending in 0), an indoor camera switching view (file name ending in 1), and a fixed camera view placed in each corner of the room (file name ending in 2-5). Also, for each action scenario, data was generated for a minimum of 1 to a maximum of 7 patterns with different room layouts (scenes). A total of 1,218 videos
		
Videos with slowly moving characters simulate the movements of elderly people.
	
	
	

	
Knowledge Graphs

	

		
RDF format
		
203 knowledge graphs corresponding to the videos
		
Includes schema and location supplement information
		
The schema is described below
		
SPARQL endpoints and query examples are available
	
	
	

	
Script Data

	

		
txt format
		
Data provided to VirtualHome2KG to generate videos and knowledge graphs
		
Includes the action title and a brief description in text format.
	
	
	
Embedding
	

		
Embedding Vectors in TransE, ComplEx, and RotatE. Created with DGL-KE (https://dglke.dgl.ai/doc/)
		
Embedding Vectors created with jRDF2vec (https://github.com/dwslab/jRDF2Vec).
	
	



Specification of Ontology



	
Please refer to the specification for descriptions of all classes, instances, and properties: https://aistairc.github.io/VirtualHome2KG/vh2kg_ontology.htm



Related Resources



	
KGRC4SI Final Presentations with automatic English subtitles (YouTube)
	
VirtualHome2KG (Software)
	
VirtualHome-AIST (Unity)
	
VirtualHome-AIST (Python API)
	
Visualization Tool (Software)
	
Script Editor (Software)
DOI: 10.6084/m9.figshare.25029185
title: Data.MathematicalModelingEmployment.xlsx

description: Unemployment is one of the numerous socio-economic challenges that exist in all countries of the world. Accurate forecasting of the unemployment rate informs significant government and various stakeholders' decisions relating to fiscal and monetary policies, and investment, among others. 
The main objective of this study was to compare and examine the predictive accuracy of least square, Time series autoregressive distributed lag (ARDL) and Vector Autoregression (VAR) models for predicting the youth unemployment rate of Jordan. Using time series annual data from 1991 to 2021, the three models were fitted to model the youth unemployment rate of Jordan based on Population growth Rate (annual %), Current GDP in US$, Foreign direct investment, net (BoP, current US$), External debt stocks (% of GNI), Foreign direct investment, net inflows (% of GDP), Foreign direct investment, net outflows (% of GDP), Literacy rate, adult total (% of people ages 15 and above), School enrolment, tertiary (gross), gender parity index (GPI), and Inflation, consumer prices (annual %). The predictive accuracy of the models was assessed using mean absolute error, root mean square error and mean absolute percentage error.
DOI: 10.6084/m9.figshare.25100510
title: <i>The raw and processed data that support</i> <i>10.1116/6.0003281</i>

description: ToF-SIMS (IonTOF V) data that supports findings for DOI <i>10.1116/6.0003281</i> (Atomistic simulations for investigation of substrate and salt effects on lipid in-source fragmentation in secondary ion mass spectrometry: A follow-up study. by Kim et al.)<br><br>
DOI: 10.6084/m9.figshare.25100510.v1
title: <i>The raw and processed data that support</i> <i>10.1116/6.0003281</i>

description: ToF-SIMS (IonTOF V) data that supports findings for DOI <i>10.1116/6.0003281</i> (Atomistic simulations for investigation of substrate and salt effects on lipid in-source fragmentation in secondary ion mass spectrometry: A follow-up study. by Kim et al.)<br><br>
DOI: 10.25919/2q6g-r556
title: CSIRO Mafic-Ultramafic Geochemical Dataset

description: This dataset includes whole-rock geochemical (public) processed data collected through CSIRO research projects from the mid-1980s to 2021. It represents information over 5300 samples, primarily from the Archean of Western Australia, with a heavy bias towards komatiites and immediately associated rocks and nickel sulphide ores. Most of the data were collected as part of the research projects exploring magmatic sulphide nickel-copper ore deposits. The dataset also includes samples from mafic-ultramafic intrusive rocks in the Halls Creek and Albany-Fraser orogens. 

The dataset has been used in several review publications, as well as in a large number of publications on specific localities. The prominent review publications also draw extensively on other public datasets such as GeoROC and PetDB; for further information, see Related Links.

We envisage the collection as an interrogation tool for all subsequent Nickel-related projects in Australia.

The whole dataset can be downloaded as a CSV file (see 'Files' section). Alternatively, you can download the same dataset by a specific area using the Exploration Toolkit data portal at https://data.exploration.tools/
DOI: 10.6084/m9.figshare.24995825
title: Genome annotations of <i>Acrossocheilus fasciatus</i>

description: The genome annotation files of female and male <i>Acrossocheilus fasciatus</i> including genome structure files and genes function files.
DOI: 10.5281/zenodo.10578737
title: THE SPECIFIC NATURE OF THE UZBEK PEOPLE
DOI: 10.5281/zenodo.10578738
title: THE SPECIFIC NATURE OF THE UZBEK PEOPLE
DOI: 10.5281/zenodo.10578739
title: BUKHARA CITY OF SAINTS AND PILGRIMAGES
DOI: 10.5281/zenodo.10578740
title: BUKHARA CITY OF SAINTS AND PILGRIMAGES
DOI: 10.6084/m9.figshare.21708509.v1
title: Genome of B. ceiba and C. pentandra

description:  The genomes of <em>Bombax ceiba</em> and <em>Ceiba pentandra</em> (Malvaceae) provide resources for natural fiber development
DOI: 10.6084/m9.figshare.21708509
title: Genome of <i>B. ceiba</i> and <i>C. pentandra</i>

description: High-quality genomes of <i>Bombax ceiba</i> and <i>Ceiba pentandra</i> provide insights into evolution of Malvaceae species and differentiation of natural fiber
DOI: 10.6084/m9.figshare.21708509.v2
title: Genome of B. ceiba and C. pentandra

description: High-quality genomes of <i>Bombax ceiba</i> and <i>Ceiba pentandra</i> provide insights into evolution of Malvaceae species and differentiation of natural fiber
DOI: 10.57841/casdc.0003353
title: Hammer-seq 测量 HeLa 细胞的甲基化维持动态
DOI: 10.5281/zenodo.10578743
title: ОСНОВНЫЕ ПРОБЛЕМЫ ЭКСПЛУАТАЦИИ ГАЗОВЫХ И ГАЗОКОНДЕНСАТНЫХ СКВАЖИН
DOI: 10.5281/zenodo.10578744
title: ОСНОВНЫЕ ПРОБЛЕМЫ ЭКСПЛУАТАЦИИ ГАЗОВЫХ И ГАЗОКОНДЕНСАТНЫХ СКВАЖИН
DOI: 10.5281/zenodo.10578748
title: RAQAMLI IQTISODIYOTNI AMALGA OSHIRISHNING MOLIYAVIY IQTISODIY MEXANIZMLARI.
DOI: 10.5281/zenodo.10578749
title: RAQAMLI IQTISODIYOTNI AMALGA OSHIRISHNING MOLIYAVIY IQTISODIY MEXANIZMLARI.
DOI: 10.5281/zenodo.10578752
title: THEORETICAL FOUNDATIONS OF MANAGEMENT IN THE HEALTHCARE SYSTEM OF THE REPUBLIC OF UZBEKISTAN
DOI: 10.5281/zenodo.10578753
title: THEORETICAL FOUNDATIONS OF MANAGEMENT IN THE HEALTHCARE SYSTEM OF THE REPUBLIC OF UZBEKISTAN
DOI: 10.5281/zenodo.10578763
title: INFLUENCE OF PHYTOCOMPLEX IN THE TREATMENT OF GENERALIZED PERIODONTITIS IN PATIENTS WITH TYPE 2 DIABETES MELLITUS
DOI: 10.5281/zenodo.10578764
title: INFLUENCE OF PHYTOCOMPLEX IN THE TREATMENT OF GENERALIZED PERIODONTITIS IN PATIENTS WITH TYPE 2 DIABETES MELLITUS
DOI: 10.5883/bold:aax0839
title: Overview of Barcode Index Number - BOLD:AAX0839

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5281/zenodo.10578768
title: IMPROVING THE BIOLOGICAL METHOD OF TREATING ACUTE PARTIAL PULPITIS
DOI: 10.5281/zenodo.10578769
title: IMPROVING THE BIOLOGICAL METHOD OF TREATING ACUTE PARTIAL PULPITIS
DOI: 10.6084/m9.figshare.25101103
title: Additional file 1 of Four year evaluation of a parent advisory group to support a research program for knowledge translation in child health

description: Additional file 1. P-PAG Year-end Survey Responses 2018-2022. Response rates and responses to year-end survey questions grouped by original categories from 2018 to 2022.
DOI: 10.6084/m9.figshare.25101103.v1
title: Additional file 1 of Four year evaluation of a parent advisory group to support a research program for knowledge translation in child health

description: Additional file 1. P-PAG Year-end Survey Responses 2018-2022. Response rates and responses to year-end survey questions grouped by original categories from 2018 to 2022.
DOI: 10.25919/ftgh-9v86
title: Parkes pulsar observations with undefined project IDs for 2023OCTS_15

description: Parkes pulsar observations with undefined project IDs for 2023OCTS. This collection contains observations from project ID PX114.
DOI: 10.25919/nxdj-jh74
title: Parkes pulsar observations with undefined project IDs for 2023OCTS_14

description: Parkes pulsar observations with undefined project IDs for 2023OCTS. This collection contains observations from project ID PX117.
DOI: 10.5281/zenodo.10578778
title: "XONANDALARNING OVOZ ISHLATISH USLUBLARI"
DOI: 10.5281/zenodo.10578779
title: "XONANDALARNING OVOZ ISHLATISH USLUBLARI"
DOI: 10.5281/zenodo.10578786
title: GENERAL AND SPECIAL ASPECTS IN THE ETHNOGRAPHY OF THE PEOPLE OF CENTRAL ASIA
DOI: 10.5281/zenodo.10578787
title: GENERAL AND SPECIAL ASPECTS IN THE ETHNOGRAPHY OF THE PEOPLE OF CENTRAL ASIA
DOI: 10.5281/zenodo.10578796
title: ADVOCATE PARTICIPATION IN CIVIL COURT CASES: FOREIGN STATE EXPERIENCE, PROBLEM ANALYSIS AND SOLUTION
DOI: 10.5281/zenodo.10578797
title: ADVOCATE PARTICIPATION IN CIVIL COURT CASES: FOREIGN STATE EXPERIENCE, PROBLEM ANALYSIS AND SOLUTION
DOI: 10.5281/zenodo.10578805
title: THEORETICAL BASIS OF FORMING STUDENTS' TECHNOLOGICAL COMPETENCES BASED ON INNOVATIVE APPROACHES
DOI: 10.5281/zenodo.10578806
title: THEORETICAL BASIS OF FORMING STUDENTS' TECHNOLOGICAL COMPETENCES BASED ON INNOVATIVE APPROACHES
DOI: 10.5281/zenodo.10578811
title: BOSHLANG'ICH SINF O'QUVCHILARI LUG'AT BOYLIGINI OSHIRISH TAMOYILLARI
DOI: 10.5281/zenodo.10578812
title: BOSHLANG'ICH SINF O'QUVCHILARI LUG'AT BOYLIGINI OSHIRISH TAMOYILLARI
DOI: 10.6084/m9.figshare.25101188
title: Supplementary Material for: Technical Skills Curriculum in Neonatology: A Modified European Delphi Study

description: Introduction
Simulation-based training (SBT) aids healthcare providers in acquiring the technical skills necessary to improve patient outcomes and safety. However, since SBT may require significant resources, training all skills to a comparable extent is impractical. Hence, a strategic prioritization of technical skills is necessary. While the European Training Requirements in Neonatology provide guidance on necessary skills, they lack prioritization. We aimed to identify and prioritize technical skills for a SBT curriculum in neonatology.

Methods
A three-round modified Delphi process of expert neonatologists and neonatal trainees was performed. In round one, the participants listed all the technical skills newly trained neonatologists should master. The content analysis excluded duplicates and non-technical skills. In round two, the Copenhagen Academy for Medical Education and Simulation Needs Assessment Formula (CAMES-NAF) was used to preliminary prioritize the technical skills according to frequency, importance of competency, SBT impact on patient safety, and feasibility of SBT. In round three, the participants further refined and reprioritized the technical skills. Items achieving consensus (agreement of ≥75%) were included. 

Results
We included 168 participants from 10 European countries. The response rates in rounds two and three were 80% (135/168) and 87% (117/135), respectively. In round one, the participants suggested 1964 different items. Content analysis revealed 81 unique technical skills prioritized in round two. In round three, 39 technical skills achieved consensus and were included.

Conclusion 
We reached a European consensus on a prioritized list of 39 technical skills to be included in a SBT curriculum in neonatology.
DOI: 10.5281/zenodo.10023666
title: AusInverTraits: a curated trait database for Australian invertebrates

description: The AusInverTraits database is a curated and standardised database of traits data for Australia's invertebrate taxa gathered from primary sources. It is developed in collaboration with AusTraits.

 

Contributors

The database development is jointly led by Dr Payal Bal (University of Melbourne) and Dr Jessica R. Marsh (Charles Darwin University).

 

Data contributors (individuals): xxxx

Data contributors (institutions): xxx

Data processing: Payal Bal, Jane Ogilvie, Junn Kitt Foon, Jess Marsh, Elizabeth Wenk, Sophie Yang
DOI: 10.5281/zenodo.10023667
title: AusInverTraits: a curated trait database for Australian invertebrates

description: The AusInverTraits database is a curated and standardised database of traits data for Australia's invertebrate taxa gathered from primary sources. It is developed in collaboration with AusTraits.

 

Contributors

The database development is jointly led by Dr Payal Bal (University of Melbourne) and Dr Jessica R. Marsh (Charles Darwin University).

 

Data contributors (individuals): xxxx

Data contributors (institutions): xxx

Data processing: Payal Bal, Jane Ogilvie, Junn Kitt Foon, Jess Marsh, Elizabeth Wenk, Sophie Yang
DOI: 10.25919/vfb4-4k77
title: IN2019_T03 Darwin to Henderson Transit Bathymetry 10m - 210m Multi-resolution AusSeabed products

description: This layer group describes multibeam echosounder data collected on RV Investigator voyage IN2019_T03 titled "ORCA: Using the Investigator radar as a moving reference for the Australian operational radar network". The voyage took place between December 23, 2019 and January 2, 2020, departing from Darwin (NT) and arriving in Henderson (WA).

The purpose of this voyage was to collect Investigator C-band Doppler dual-polarization weather radar (SEAPOL), Ocean RAIN, ODM470 disdrometer, and micro rain radar (MRR-2) observations of precipitation collocated with as many radars from the BoM operational radar network located along the coast from Darwin to Fremantle.

This dataset is published with the permission of CSIRO. Not to be used for navigational purposes.

The dataset contains bathymetry grids of 10m to 210m resolution of the Darwin to Henderson Transit produced from the processed EM122 and EM710 bathymetry data.
DOI: 10.5281/zenodo.10578885
title: tau nucleosome array DARR and INEPT spectra
DOI: 10.5281/zenodo.10578886
title: tau nucleosome array DARR and INEPT spectra
DOI: 10.6084/m9.figshare.24235510
title: Studies on the sensitive period of Chinese girls' physical fitness

description: This data has been compiled and edited by myself from relevant data in existing published articles in the field.
DOI: 10.6084/m9.figshare.24235510.v1
title: Studies on the sensitive period of Chinese girls' physical fitness

description: This data has been compiled and edited by myself from relevant data in existing published articles in the field.
DOI: 10.6084/m9.figshare.24235507
title: Studies on the sensitive period of Chinese boys' physical fitness

description: This data has been compiled and edited by myself from relevant data in existing published articles in the field.
DOI: 10.6084/m9.figshare.24235501
title: Endurance running performance of girls aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the Research Report on the Physical Fitness and Health of Chinese Students, which is a nationwide survey of children and adolescents conducted every five years, and all data from the survey is published in China in the form of a public publication, therefore our data comes from
DOI: 10.6084/m9.figshare.24235501.v1
title: Endurance running performance of girls aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the Research Report on the Physical Fitness and Health of Chinese Students, which is a nationwide survey of children and adolescents conducted every five years, and all data from the survey is published in China in the form of a public publication, therefore our data comes from
DOI: 10.6084/m9.figshare.25101263
title: 最新研究成果伝達プロセスにおけるプレスリリースの位置づけ 付録

description: 慶應義塾大学大学院文学研究科　図書館・情報学専攻　修士論文　最新研究成果伝達プロセスにおけるプレスリリースの位置づけ　付録
DOI: 10.6084/m9.figshare.24235495
title: Endurance running performance of boys aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the Research Report on the Physical Fitness and Health of Chinese Students, which is a nationwide survey of children and adolescents conducted every five years, and all data from the survey is published in China in the form of a public publication, therefore our data comes from
DOI: 10.6084/m9.figshare.24235492
title: Stand/sit-and-reach performance of girls aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the Research Report on the Physical Fitness and Health of Chinese Students, which is a nationwide survey of children and adolescents conducted every five years, and all data from the survey is published in China in the form of a public publication, therefore our data comes from
DOI: 10.6084/m9.figshare.24235492.v1
title: Stand/sit-and-reach performance of girls aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the Research Report on the Physical Fitness and Health of Chinese Students, which is a nationwide survey of children and adolescents conducted every five years, and all data from the survey is published in China in the form of a public publication, therefore our data comes from
DOI: 10.6084/m9.figshare.24235489
title: Stand/sit-and-reach performance of boys aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the China Student Physical Fitness and Health Research Report, which is conducted every five years in China for children and adolescents across the country, and all the data comes from the text version of the National Student Physical Fitness and Health Research Report 1985-2019.
DOI: 10.6084/m9.figshare.24235489.v1
title: Stand/sit-and-reach performance of boys aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the China Student Physical Fitness and Health Research Report, which is conducted every five years in China for children and adolescents across the country, and all the data comes from the text version of the National Student Physical Fitness and Health Research Report 1985-2019.
DOI: 10.6084/m9.figshare.24235486
title: Sit-ups 60s performance of girls aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the China Student Physical Fitness and Health Research Report, which is conducted every five years in China for children and adolescents across the country, and all the data comes from the text version of the National Student Physical Fitness and Health Research Report 1985-2019.
DOI: 10.6084/m9.figshare.24235486.v1
title: Sit-ups 60s performance of girls aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the China Student Physical Fitness and Health Research Report, which is conducted every five years in China for children and adolescents across the country, and all the data comes from the text version of the National Student Physical Fitness and Health Research Report 1985-2019.
DOI: 10.6084/m9.figshare.24235471
title: Muscular strength performance of boys aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the China Student Physical Fitness and Health Research Report, which is conducted every five years in China for children and adolescents across the country, and all the data comes from the text version of the National Student Physical Fitness and Health Research Report 1985-2019.
DOI: 10.6084/m9.figshare.24235471.v1
title: Muscular strength performance of boys aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the China Student Physical Fitness and Health Research Report, which is conducted every five years in China for children and adolescents across the country, and all the data comes from the text version of the National Student Physical Fitness and Health Research Report 1985-2019.
DOI: 10.6084/m9.figshare.24235465
title: Standing long jump performance of girls aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the China Student Physical Fitness and Health Research Report, which is conducted every five years in China for children and adolescents across the country, and all the data comes from the text version of the National Student Physical Fitness and Health Research Report 1985-2019.
DOI: 10.6084/m9.figshare.24235465.v1
title: Standing long jump performance of girls aged 7 to 18 years in Xinjiang Altay prefecture, 1985-2019

description: The data comes from the China Student Physical Fitness and Health Research Report, which is conducted every five years in China for children and adolescents across the country, and all the data comes from the text version of the National Student Physical Fitness and Health Research Report 1985-2019.