cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6tmctzwkxf
title: Dataset for "A common framework for passive and active mitigation devices. Application to a scale two-storey building."

description: This dataset contains the experimental time series and FRF data associated to the article "A common Framework for Tuned and Active Mass Dampers. Application to a Two-Storey building model" published in the Experimental Techniques journal (10.1007/s40799-020-00432-2). Both folders contain a readme.txt file with a more detailed description of the files contents.
DOI: 10.17632/rcy6y8fhcn
title: Papaya Dataset

description: Three Variety Papaya Fruits according to Levels of Maturity. Cite as: Behera, S.K., Rath, A.K., Sethy, P.K., Maturity status classification of papaya fruits based on machine learning and transfer learning approach.Information Processing in Agriculture. https://doi.org/10.1016/j.inpa.2020.05.003
DOI: 10.6084/m9.figshare.28953455.v1
title: The complete telomere-to-telomere genome assembly of Lablab purpureus (L.) Sweet

description: Lablab purpureus (L.) Sweet, a resilient tropical legume critical for sustainable agriculture, is prized for its adaptability, nutritional richness, and drought tolerance. Here, we present the first telomere-to-telomere (T2T) genome assembly of L. purpureus cv. Linghu, integrating PacBio HiFi sequencing, ultra-long Oxford Nanopore Technologies (ONT) reads, and Hi-C scaffolding.
DOI: 10.6084/m9.figshare.4763350.v1
title: Supplementary Material for: Multiple Drug Hypersensitivity

description: Multiple drug hypersensitivity (MDH) is a syndrome that develops as a consequence of massive T-cell stimulations and is characterized by long-lasting drug hypersensitivity reactions (DHR) to different drugs. The initial symptoms are mostly severe exanthems or drug rash with eosinophilia and systemic symptoms (DRESS). Subsequent symptoms due to another drug often appear in the following weeks, overlapping with the first DHR, or months to years later after resolution of the initial presentation. The second DHR includes exanthema, erythroderma, DRESS, Stevens-Johnson syndrome/toxic epidermal necrolysis (SJS/TEN), hepatitis, and agranulocytosis. The eliciting drugs can be identified by positive skin or in vitro tests. The drugs involved in starting the MDH are the same as for DRESS, and they are usually given in rather high doses. Fixed drug combination therapies like sulfamethoxazole/trimethoprim or piperacillin/tazobactam are frequently involved in MDH, and 30-40% of patients with severe DHR to combination therapy show T-cell reactions to both components. The drug-induced T-cell stimulation appears to be due to the p-i mechanism. Importantly, a permanent T-cell activation characterized by PD-1+/CD38+ expression on CD4+/CD25<sup>low</sup> T cells can be found in the circulation of patients with MDH for many years. In conclusion, MDH is a drug-elicited syndrome characterized by a long-lasting hyperresponsiveness to multiple, structurally unrelated drugs with clinically diverse symptoms.
DOI: 10.17632/msywz3fcsg
title: SPSS Workshop

description: The Data Example for SPSS Workshop
DOI: 10.6084/m9.figshare.12341195.v1
title: Stress and Depression-DATA.sav

description: The online survey was conducted using an online Google Form from students of Univeriti Sains Malaysia. In total 500 students participated in the survey, the students were predominately between 18 and 26 years of age. There were more females (75.4%) than males (26.6%). The majority of students were Malaysian students (87.8%). Only 12.2% are international students.
DOI: 10.6084/m9.figshare.25852915.v2
title: Gene2role: a role-based gene embedding method for comparative analysis of signed gene regulatory networks

description: The processed dataset used in <b>Gene2role: a role-based gene embedding method for comparative analysis of signed gene regulatory networks.</b>
DOI: 10.60893/figshare.pof.28621166.v1
title: Supplementary Material

description: Supplementary Material
DOI: 10.17632/v6cgykrs5x
title: Sustainability Strategy Data (1988-2020)

description: The Sustainability Strategy dataset, which was indexed Scopus from 1988 to 2020. The dataset contains data authors, authors ID Scopus, title, year, source title, volume, issue, article number in Scopus, DOI, link, affiliation, index keywords, reference, correspondence address, editors, publisher, conference name, conference data, conference code, ISSN, language, document type, access type, and EID.
DOI: 10.6084/m9.figshare.5174413.v1
title: Data and code to reproduce analyses from "Compositional turnover in host and parasite communities does not change network structure"

description: This repository contains data and code necessary to reproduce the analyses from <br>&gt; Dallas, T and T Poisot. 2017. "Compositional turnover in host and parasite communities does not change network structure" <i>Ecography</i><br><br>`D.R` contains functions to calculate network dissimilarity<br>`Dallas2017.Rmd` contains text and code to reproduce analyses and figures from manuscript<br>`NHMdata.RData` contains data obtained from the London Natural History Musuem's host-helminth database.
DOI: 10.17632/m7tbn7vhpf
title: Visualizations of rotational curves within a Standardized Gait Cycle

description: This dataset contains graphs and a movie. Both show visualizations of rotational curves in the transversal plane within a Standardized Gait Cycle from Vertebra prominens downwards, ending at the pelvis. They display 201 anonymous healthy people aged 18-70 years walking at 2,3,4, and 5 km/h on a treadmill. They are based on a SPSS (v23) syntax file and a relating graph template that can be found at our datasets as well. Files are numbered subsequently across all speeds and can be linked by number to its non-standardized counterpart in a further dataset.
Positive values show vertebral body rotation to the left, negative values show rotation to the right. Percent of the Standardized Gait Cycle (0-100%) is displayed on the abscissa, always starting with Initial Contact of the right foot. Within a Standardized Gait Cycle the duration of the stance phase right is expected to be 60% (Perry, 1992).
As can be seen in the graphs, interpolating spline functions work for average walking speed measurements leading to a more precise determination of relevant and characteristic points (e.g. maxima, phase shifts, lumbar and thoracic movement behavior), thereby aiding in in the clarification of individual features.
DOI: 10.17632/ngff4ryp5r
title: Artificial Handwritten Dataset

description: This dataset introduces a novel artificial handwriting dataset created using fonts from Google Fonts. Each font family is provided in TrueType Font (TTF) format. A total of 246 font families were sourced to facilitate handwriting classification. 52 classes were specifically generated, focusing on uppercase and lowercase letters. This dataset is intended for applications such as handwriting recognition and font identification.
DOI: 10.17632/76d2yzv6x7
title: Database for 'HYGROTHERMAL AGING OF STEEL/FRP PIPE REPAIR SYSTEMS: A LITERATURE REVIEW'

description: Supplementary data for “HYGROTHERMAL AGING OF STEEL/FRP PIPE REPAIR SYSTEMS: A LITERATURE REVIEW” by Priscilla S. C. Vieira, Geovane A. S. da Silva, Bruno J. Lopes, José R. M. D’Almeida, Antonio Henrique da Silva, Daniel C. T. Cardoso
DOI: 10.17632/8j4r5tswnm
title: Green HRM, Innovation and Environmental Performance

description: This is a dataset for a quantitative research work
DOI: 10.17632/gb7cc9t2vx
title: Health-promoting lifestyles in nursing students from Argentina

description: Los datos corresponden a un trabajo de investigación cuyo objetivo fue caracterizar el estilo de vida promotor de la salud en estudiantes de Enfermería
DOI: 10.17632/6whtvfg3ds
title: Macrofaunal communities abundances, biomass and traits in relation to their environment between 2003 and 2022 in Åland Islands, Baltic Sea

description: Macrofaunal communities descriptors (abundances, biomass and traits) and environmental variables sampled in stations located in Åland Islands (Baltic Sea), between 2003 and 2022, after Marenzelleria spp. establishment.
DOI: 10.6084/m9.figshare.14167061.v1
title: AllStages_velocyto_output.loom

description: AllStages_velocyto_output.loom is output file from velocyto run10x function run with default parameters on the E9.5, E10.5, E12.5, and E14.5 mouse placentae snRNA-seq datasets concatenated into one loom file. This file can be filtered to include only the cells in AllStages_TrophoblastNuclei.loom for analysis in scVelo of the trophoblast cells in Figure 3.
DOI: 10.17632/rw7sggrnpp
title: Guía para el análisis documental en el estudio de caso de una Institución no estatal con amplia presencia nacional y enfoque territorial

description: La guía de nálisis documental hace parte del proceso metodológico del proyecto denominado "El acceso a la educación superior a través de una -IES- privada con alcance nacional y enfoque territorial" ejecutado por la Universidad Cooperativa de Colombia y liderado por las sedes de Bucaramanga, Medellin y Cali. El problema de investigación se plantea a través de la pregunta ¿Cómo una universidad privada estimula el ingreso a la educación superior a partir de los mecanismos de acceso, la graduación y su incidencia en el mundo de la vida social y labora? en la que busca analizar los mecanismos que intervienen en el modelo de estímulo a la demanda para facilitar el acceso a la educación superior a través de una -IES- privada con alcance nacional y enfoque territorial, y los resultados de su inserción en el mundo de la vida social y laboral. La investigación se enmarca en el enfoque multimétodo porque en la actualidad existe consenso entre los investigadores de las ciencias sociales, como la educación, en que la complementariedad de las miradas cualitativa y cuantitativa posibilitan un alcance más competa al objeto de estudio, se espera privilegiar la triangulación en el diseño y análisis de las técnicas, para combinar fuentes de datos, teorías, investigaciones o métodos en lograr complementariedad, elevando la validez y confiabilidad al eliminar o neutralizar posibles sesgos y al facilitar la interdisciplinariedad en el análisis de la información. Dentro de las técnicas se encuentra; la encuesta, la entrevista, los grupos focales y el análisis documental. A continuación se comparte la guía construida para la triangulación d elos datos.
DOI: 10.17632/vt8nhp2y2t
title:  Metabolomic and proteomic dataset of  trauma patients in PAMPer Trial

description: Trauma is a leading cause of death and morbidity worldwide. The lack of a comprehensive characterization of the human response to severe injury limits progress in this field. Here, we present the analysis of a longitudinal, multi-omic dataset comprised of clinical, cytokine, endotheliopathy biomarker, lipidome, metabolome and proteome data from severely injured humans. This includes the validation of seven distinct modules within the metabolome in an external dataset. A “Systemic Storm” pattern with release of 1061 markers together with a pattern suggestive of the “Massive Consumption” of 892 constitutive circulating markers are identified in the hyper-acute phase post-trauma. Data integration reveals two human injury response endotypes, which align with clinical trajectory. Prehospital allogeneic thawed plasma rescues only endotype 2 patients with traumatic brain injury (30d mortality: 30.3% vs. 75.0%, p=0.0015). A machine learning based approach identifies UCHL1 as the most predictive circulating biomarker for patients most likely to benefit from early plasma treatment. These response patterns re-define the paradigm and the datasets provide a resource for the study of critical illness, trauma and human stress responses.
DOI: 10.6084/m9.figshare.13034171.v1
title: Protocol data (Python version)

description: We published 3 protocols illustrating how MetaNeighbor can be used to quantify cell type replicability across single cell transcriptomic datasets.<br>The data files included here are needed to run the Python version of the protocols available on Github (https://github.com/gillislab/MetaNeighbor-Protocol) in Jupyter (.ipynb) notebook format. To run the protocols, download the protocols on Github, download the data on Figshare, place the data and protocol files in the same directory, then run the notebooks in Jupyter.<br>Briefly:- biccn_hvg.h5ad contains a single cell transcriptomic dataset published by the Brain Initiative Cell Census Network (in AnnData format). It combines data from 7 datasets obtained in the mouse primary motor cortex (https://www.biorxiv.org/content/10.1101/2020.02.29.970558v2). Note that this dataset only contains highly variable genes.- biccn_gaba.h5ad: same dataset as biccn_hvg.h5ad, but restricted to GABAergic neurons. The dataset contains all genes common to the 7 BICCN datasets (not just highly variable genes).- hemberg.h5ad contains a merged version of 4 human pancreas single cell transcriptomic datasets made available in a standardized form by the Hemberg lab.- tasic.h5ad contains a single cell transcriptomic dataset of neurons from the mouse primary visual cortex, as published in Tasic et al. 2016.- go_mouse.mtx, go_mouse_col_labels.txt, go_mouse_row_labels.txt: mouse gene ontology annotations, stored as a one-hot encoded matrix.
DOI: 10.6084/m9.figshare.5104600.v1
title: Supplementary Material for: A high-resolution linkage map for the Z chromosome in chicken reveals hot spots for recombination

description: A comprehensive linkage map for chicken chromosome Z was constructed as the result of a large-scale screening of single nucleotide polymorphisms (SNPs). A total of 308 SNPs were assigned to Z based on the genotype distribution among 182 birds representing several populations. A linkage map comprising 210 markers and spanning 200.9 cM was established by analyzing a small Red junglefowl/White Leghorn intercross. There was excellent agreement between the linkage map for Z and a recently released assembly of the chicken genome (May 2006). Almost all SNPs assigned to chromosome Z in the present study are on Z in the new genome assembly. The remaining 12 loci are all found on unassigned contigs that can now be assigned to Z. The average recombination rate was estimated at 2.7 cM/Mb but there was a very uneven distribution of recombination events with both cold and hot spots of recombination. The existence of one of the major hot spots of recombination, located around position 39.4 Mb, was supported by the observed pattern of linkage disequilibrium. Thirteen markers from unassigned contigs were shown to be located on chromosome W. Three of these contigs included genes that have homologues on chromosome Z. The preliminary assignment of three more genes to the gene-poor W chromosome may be important for studies on the mechanism of sex determination and dosage compensation in birds.
DOI: 10.17632/r9xt7pgy3f
title: Selected seismic waves: Dynamic response and fragility of mountain bridges under the coupled effects of transverse earthquakes and landslides

description: This is the supplemental data to the paper “Dynamic response and fragility of mountain bridges under the coupled effects of transverse earthquakes and landslides”, which contains:
1. Selected seismic waves.
DOI: 10.6084/m9.figshare.13489116.v1
title: RNA sequencing results.xls

description: RNA-seq analysis of A549-IR cells treated with or without <i>Lysimachia capillipes</i>capilliposide C.
DOI: 10.6084/m9.figshare.19137509.v2
title: GME data sets and R code_Carvalho et al 2022 Ecol Applic

description: We used nest data collected with the standing-crop nest count method, which consists of documenting all nests that are observed from line transects, and measuring the perpendicular distance from the nest to the transect line. We only included nests classified according to the age categories defined by Plumptre and Reynolds (1997), in which the longevity of nests is considered until the decomposition of leaves (Stewart et al. 2011, Zamma and Makelele 2012). We used data from nest surveys conducted between 2010 and 2020, except 2016 when no surveys were conducted, using line transect distance sampling. Survey design followed one of three different approaches. In Mahale Mountains National Park, we followed a systematic random design (102 transects in 13 sites, length 0.4-1.0 km). In the Masito-Ugalla Ecosystem, we walked line transects (77 transects in 12 sites, length 0.9-7.3 km) that originated from a central point and followed cardinal directions. Finally, where chimpanzees were known to be present, we established parallel transects (454 transects in 16 sites, length 0.9-7.0 km), following a randomly selected bearing, and spaced at 0.5 km across the area. We split all transects into segments based on the shortest transect length (0.4 km) using the dshm package version 0.1.0 in R. For more details see Carvalho et al. 2022, Ecological Applications.
DOI: 10.17632/9s6fm7vdbc
title: The collection of narratives on face mask wearing written by members of scholarly association Navigating Knowledge Landscapes Network in May 2020

description: The data collected in this dataset are narratives exploring public policies, attitudes, individual behaviors, and the collective experiences of the affected communities regarding face mask wearing at the onset of the COVID-19 pandemic. The narratives were written by the members of the interdisciplinary research network Navigating Knowledge Landscapes (NKL; http://knowledge-landscapes.hiim.hr/). The members of the network are scholars belonging to different research disciplines and the aim of the network is to explore and discuss the individual aspects of citizens’ navigation of (new) knowledge in the digital society. An invitation to participate in this study was sent to 97 members of the network on May 11, 2020, the written responses in the form of narratives were collected until May 26, 2020. In total, 29 scholars from 22 countries responded by providing their narratives, all of them collected in this dataset. The authors belong to 9 different academic disciplines with majority of them having background in Life Sciences, Sociology, Philosophy and Medicine. The authors described in their narratives the use of face masks in their countries according to their subjective point of view, and/or how people from their social environment perceive it. The participants were asked to answer the following questions in their narratives: • Part 1: What are the rules adopted in your country about face mask wearing? What would be the overall approach for use of the face masks in your community (government instructions, availability, the citizen compliance)? • Part 2: What is your individual/personal attitude and practice in relation to face masks? If applicable, start with good practice and end with what you consider to be mistakes. • Part 3: How do you judge the behavior of people you encounter? Face masks (or no face masks) and interpersonal interactions. Again, start with positive and end with negative. • Part 4 (optional): free to say whatever you think is important to the practices of your community in relation to face masks. Although standard questions were asked, we let scholars to answer them in open-ended text. No corrections or modifications were applied to the narratives, including no proofreading or grammatical checks. The authors agreed that their narratives can be published under their full name and affiliation, and the resulting collection used for research purposes. Ethical approval for this study was obtained from The University of Edinburgh, Scotland, UK and the University of Zagreb, Faculty of Croatian Studies, Croatia.
DOI: 10.17632/m7mgyfdzwt
title: Replication Package for "Learning by Exporting: Evidence from Patent Citations in China"

description: This replication package includes all sources and code needed to replicate Liang, Yousha; Shi, Kang; Tao, Hanyi; Xu, Juanyi (2024), "Learning by Exporting: Evidence from Patent Citations in China" Journal of International Economics. See the ReadMe file for further instructions.
DOI: 10.6084/m9.figshare.22682344.v1
title: idealized model data

description: idealized model data
DOI: 10.17632/yxkm4gs7zf
title: Food and feed health risk notifications in the European Union: a historical dataset of the issues registered in the Rapid Alert System for Food and Feed portal.

description: In the actual globalized world, the transportation of goods between any country is something normal. Considering that the protocols in quality and security vary from one country to another, there is a risk with the products that do not comply with the legislation of a country cross the border. In the case of edible products, the importance of avoiding this kind of situation is even higher. Since 1979, European Union members were obligated to register any risk to public health-related with the food and feed that is traded alongside the territory. This information has been registered in a portal called Rapid Alert System for Food and Feed (RASFF). The content of this paper provides a deep description of a set of records that goes from September 1979 to December 2020 both included. Each record represents an issue registered by RASFF workers containing a set of generic features that all issues have in common, and a set of features that are considered details of the issue. The nature of the data in these features is only categorical except in one case, which is a string of characters that correspond to a subject. All the data was downloaded by using an automatic scrapper and using techniques to clean and transform it, so they can be stored as a .csv file. The potential use of the dataset is related to feature engineering, predictions, a search of behavior patterns, etc.
DOI: 10.6084/m9.figshare.29169575.v1
title: Rawdata.zip

description: Primary tracheobronchial tumors (PTBTs) can often be successfully treated by surgery; however, more effective strategies are still warranted for advance tumor cases. Single-cell RNA sequencing of ten samples of PTBTs and normal tracheal tissues was performed. Also, bulk RNA sequencing of eight samples of PTBTs and normal tracheal tissues was conducted as a validation. Of note, we validated the presence of the separate cell entities by applying immunohistochemistry and immunofluorescence for selected markers.
DOI: 10.6084/m9.figshare.22302958.v1
title: meta-data.xlsx

description: a meta-data for climate warming research, including 74 studies with 624 cases
DOI: 10.6084/m9.figshare.20485317.v2
title: Whole-genome resequencing reveals genetic differences and the genetic basis of parapodium number in Russian and Chinese Apostichopus japonicus

description: The Apostichopus_japonicus_SNP.gz records information about the SNPs used for downstream analysis. The SNP_Stat.gz is annotated with the SNP information and the SNP statistics for each individual
DOI: 10.6084/m9.figshare.96390.v1
title: Inhibition of NO-producing enzymes

description: Change in MetHb levels in room air (6A) and chamber (6B) samples over 42 days of storage; number of donors, n=2 (A), n=2 (B). To view the data behind the graphs, access 'show all items' above.