cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14110265.v1
title: The Variant Gambit: COVID’s Next Move

description: List of all SARS-CoV-2 sequences from GISAID which were utilized to generate the table of mutations found in emerging variants in "The Variant Gambit: COVID’s Next Move" by Plante et al (Cell Host & Microbe, Submitted)<strong>. </strong>Data includes accession numbers as well as the submitting laboratories, originating laboratories, and authors.<strong> </strong>We thank all individuals involved in the generation and deposit of this invaluable dataset.<strong><br></strong>
DOI: 10.6084/m9.figshare.14865576.v3
title: S7 - Anvi'o 7 pangenome full databases for Rickettsia, Megaira and Tisiphia (==torix Rickettsia)

description: <b>What is it</b> The Anvi'o 7 databases used to build the pangenome for Rickettsia, Megaira and Tisiphia(==torix Rickettsia) with all annotation information from KEGG and COG20 aswell as pyANI Average Nucleotide Identity scores.<br>Figure S7 - Pangenome of 103 genomes including Rickettsia, Torix, and Ca. Megaira. New genomes are indicated by ●. Each genome displays gene cluster presence/absence and is organised by gene cluster frequency. Group identity was assigned from phylogeny. SFG is Spotted Fever Group.<br> <b>Why is it</b> Much information is lost in the transition from interactive figure to a paper appropriate figure. Access to these databases which contain all metadata required will enable anyone with Anvi’o installed to view an interactive version of the pangenome displayed in S7 for the paper "Genomic diversity in the genus Rickettsia and its sister groups indicate the torix group are evolutionarily distinct"<br> <b>Use and benefit</b> Transparency and repeatability for our data. Also allows others to investigate and extract our raw genomic data.
DOI: 10.6084/m9.figshare.23964495.v1
title: new data-Cyberbullying, resilience and depression.xlsx

description: This new data in Excel file were from a study regarding cyberbullying victimization, resilience and depression among university students in Saudi Arabia. The data are valuable as it shows the trend of cyberbullying behaviour among university students and it relates to psychological problems such as depression. However, having resilience can buffer this negative effect. The data were collected using questionnaire. Results showed significant positive correlations between cyberbullying victimization and depression, and a significant negative correlation between resilience and depression. This means that if students have higher resilience, they obtain lower scores in depression.
DOI: 10.6084/m9.figshare.25122542.v1
title: EEG.mat

description: The \_EEG.mat file contains a 1x2 structure with electroencephalographic data collected by the Enophones.
DOI: 10.6084/m9.figshare.5122909.v1
title: Supplementary Material for: Zur Wirksamkeit pharmakologischer und psychotherapeutischer Therapien bei Aufmerksamkeitsdefizit-/Hyperaktivitätsstörung (ADHS) im Erwachsenenalter: Eine empirische Metaanalyse

description: Verlaufsstudien über die Aufmerksamkeitsdefizit-/Hyperaktivitätsstörung (ADHS) dokumentieren eine Persistenz von Kardinalsymptomen in ca. 1/3 der Fälle bis ins Erwachsenenalter. Somit stellt sich die Frage der Wirksamkeit der gängigen ADHS-Therapien für Erwachsene. Zur Beantwortung dieser Frage werden die Ergebnisse einer empirischen Metaanalyse vorgestellt. Einbezogen wurden 12 Wirksamkeitsstudien über psychotherapeutische Interventionen sowie 43 pharmakologische Studien. Im Ergebnis wurde für die psychotherapeutischen Studien eine gewichtete gemittelte Effektstärke von 0,84 (Konfidenzintervall 95%: 0,64–1,04) berechnet und für die pharmakologischen Behandlungsformen eine gewichtete gemittelte Effektgröße von 0,44 (Konfidenzintervall 95%: 0,37–0,50). Die Ergebnisse werden kritisch, unter Berücksichtigung methodischer (z.B. Einsatz unterschiedlicher Messinstrumente, unterschiedliche abhängige Variablen) und weiterführender inhaltlicher Gesichtspunkte, diskutiert.
DOI: 10.17632/w5vnd3z4xd
title: Woodpeckers minimise cranial absorption of shocks. Van Wassenbergh et al.

description: This dataset contains the raw data and results files from the article by Van Wassenbergh, Ortlieb, Mielke, Böhmer, Shadwick & Abourachid. This includes all high-speed video images of beak impacts that were used in the analyses.  Raw kinematic data (pixel coordinates) with scale factors are also provided.  A MATLAB Simulink model file for the multibody dynamics simulations of a woodpecker beak impacting wood are provided. Results from Computational Fluid Dynamics simulations of water-filled brain cavities under deceleration shocks give the raw data output to evaluate the inertial loading on the brains.  More information on the content of the files is given in the README files.
DOI: 10.6084/m9.figshare.24872130.v1
title: <b>Chromosome-level genome assembly of the crofton weed</b><b>（</b><b><i>Ageratina adenophora</i></b><b>）</b>

description: A. adenophora genome data
DOI: 10.6084/m9.figshare.20277522.v2
title: DIPY_Synb0_weights

description: The data is for the synb0-disco model in dipy
DOI: 10.6084/m9.figshare.23964321.v2
title: <b>Data</b> (Not just having fun: Experiential-learning–based school field trips improved local children’s mental models of the mangrove nature reserve in Shenzhen, China)

description: <b>Data</b> for Not just having fun: Experiential-learning–based school field trips improved local children’s mental models of the mangrove nature reserve in Shenzhen, China
DOI: 10.6084/m9.figshare.7594262.v1
title: Le Bagousse-Pinguet et al. 2019_PNAS_Phylogenetic supertree

description: Phylogenetic supertree used in the present study.<br>
DOI: 10.17632/3p743v3tfn
title: Local Climate Zone (LCZ) map of the São Paulo Metropolitan Region - 2017

description: Title
LCZ map of the São Paulo Metropolitan Region – 2017

Data Description
This map is part of a PhD research entitled “Vegetation, surface temperature and urban morphology. A portrait of the São Paulo Metropolitan Region”.
The data consists of a shapefile of the São Paulo Metropolitan Region LCZ map of 2017 at 100m and 250mspatial resolution, a QGIS layer setting (.qml) for official color settings and JPG images. The LCZ classification used Landsat scenes and the Local Climate Zone Classification tool available at SAGA GIS version 2.2.0. We used Landsat 8-OLI scenes path 219 row 76 and 77 from 26th July and 15th November 2017.
Projection: EPSG 31983 – Sirgas 2000/ UTM zone 23S.
For more information about the method please refer to: 
FERREIRA, L. S. (2019). Vegetação, temperatura de superfície e morfologia urbana: um retrato da região metropolitana de São Paulo. Available at: https://teses.usp.br/teses/disponiveis/16/16132/tde-02102019-173844/pt-br.php
Classes are represented by numbers as follows:
LCZ 1 (DN 1) - Compact highrise
LCZ 2 (DN 2) - Compact midrise
LCZ 3 (DN 3) - Compact lowrise		
LCZ 4 (DN 4) - Open highrise		
LCZ 5 (DN 5) - Open midrise		
LCZ 6 (DN 6) - Open lowrise		
LCZ 8 (DN 8) - Large lowrise		
LCZ 9 (DN 9) - Sparsely built		
LCZ A (DN 101) - Dense trees		
LCZ B (DN 102) - Scattered trees		
LCZ C (DN 103) - Bush, scrub		
LCZ D (DN 104) - Low plants		
LCZ E (DN 105) - Bare rock or paved	
LCZ F (DN 106) - Bare soil or sand
LCZ G (DN 107) – Water

LCZ 7 - Lightweight low-rise and LCZ 10 - Heavy Industry	were not used due to the lack of significand areas of these categories.

Acknowledgement
This research was supported by the São Paulo Research Foundation – FAPESP (Grants #2015/17360-341 5 and #2016/02825-5) and by the National Council for Scientific and Technological Development – 342 CNPq (Productivity Grant 309669/2015-4).
DOI: 10.17632/6krwd4ppk4
title: Morphometric variables of Euphylax robustus collected in coastal waters in front of the Province of Manabí, Ecuador, Ecuador

description: The data correspond to biometric variables of Euphylax robustus females, which were collected from artisanal shrimp fishing, carried out in coastal waters off the province of Manabi.
DOI: 10.6084/m9.figshare.12543587.v4
title: UI logs

description: This is the collection of UI logs used in the evaluation in the research paper: "Candidate routines identification from unsegmented UI logs". The real-life logs are in CSV format and recorded via Action Logger. The synthetic logs are in XES format and generated from colored Petri net models. The models are attached.
DOI: 10.6084/m9.figshare.25201319.v3
title: IPN-NFID Dataset

description: Version: 20240208<br>----------------------------------------------------------------------<br>Authors:<br> César Luna-García, IPN-ESIME Culhuacan.<br> Ulises Noé Villegas-Millán, IPN-ESIME Culhuacan. <br> César Enrique Rojas-López, IPN-ESIME Culhuacan.<br> Ana Laura Quintanar-Reséndiz, IPN-CICATA Querétaro.<br> Omar Jiménez-Ramírez, IPN-ESIME Culhuacan.<br> Leonardo Palacios-Luengas, UAM-Iztapalapa. <br> Rubén Vázquez-Medina, IPN-CICATA Querétaro.<br><br>Contact: ruvazquez@ipn.mx | February 2024<br><br>-------------------------------------------------------------------<br>DESCRIPTION:<br>This file contains the following DOI numbers related to the IPN-NFID database:<br><br>1. iPhone SE 2020_1. figshare. Figure. https://doi.org/10.6084/m9.figshare.25137734<br>2. iPhone XR. figshare. Figure. https://doi.org/10.6084/m9.figshare.25137035<br>3. Motorola G4 Plus. figshare. Figure. https://doi.org/10.6084/m9.figshare.25138100<br>4. Samsung Galaxy A01. figshare. Figure. https://doi.org/10.6084/m9.figshare.25138133<br>5. Samsung Galaxy Note 9. figshare. Figure. https://doi.org/10.6084/m9.figshare.25139678<br>6. Motorola G Play. figshare. Figure. https://doi.org/10.6084/m9.figshare.25139681<br>7. Motorola G20. figshare. Figure. https://doi.org/10.6084/m9.figshare.25149656<br>8. iPhone SE 2020_2. figshare. Figure. https://doi.org/10.6084/m9.figshare.25149680<br>9. Sony Xperia M4. figshare. Figure. https://doi.org/10.6084/m9.figshare.25149689<br>10. Huawei P20 Lite. figshare. Figure. https://doi.org/10.6084/m9.figshare.25149713<br>11. Huawei Y9 2019. figshare. Figure. https://doi.org/10.6084/m9.figshare.25149722<br>12. LG L65. figshare. Figure. https://doi.org/10.6084/m9.figshare.25149953
DOI: 10.6084/m9.figshare.25731882.v3
title: Supplementary materials_Estimating economic and livelihood values of the World_updated.pdf

description: We explored the state of the art of economic and livelihood valuation of ecosystem services (ES) in the Sundarbans mangroves, including a comparative analysis between the Bangladesh and Indian parts of the region.
DOI: 10.6084/m9.figshare.5289841.v2
title: Antibiotic susceptibility of bacterial isolates.xlsx

description: Pathogens isolated from the groundwater showed resistance to antibiotics, namely ceftriaxone, doxycycline and nalidixic acid. However, they were sensitive to chloramphenicol, ciprofloxacin, norfloxacin, and tetracycline.
DOI: 10.6084/m9.figshare.10298696.v1
title: MIX-seq data

description: Data accompanying the manuscript describing MIX-Seq, a method for transcriptional profiling of mixtures of cancer cell lines treated with small molecule and genetic perturbations. <br>Data consists of single-cell RNA-sequencing (UMI count matrices), and associated drug sensitivity and genomic features of the cancer cell lines.<br>See README file for more information on dataset contents.
DOI: 10.6084/m9.figshare.14368866.v1
title: Additional file 3 of Label-free quantitative proteomics of Sorghum bicolor reveals the proteins strengthening plant defense against insect pest Chilo partellus

description: Additional file 3. Supplementary Data (excel files) provided with the manuscript. 1. Sample A vs B. 2. Sample C vs D. 3. Sample E vs F. Pairwise comparison of proteins from C. partellus induced and steady state from the three genotypes of S. bicolor, ICSV700 (A vs B), IS2205 (C vs D) and Swarna (E vs F). The excels sheets provide a list of up and down regulated proteins which are obtained based on the data analysis performed with PLGS, Waters.
DOI: 10.6084/m9.figshare.20813626.v1
title: Data from: What do we mean with sound semantics, exactly? A survey of taxonomies and ontologies of everyday sounds

description: Data from: What do we mean with sound semantics, exactly? A survey of taxonomies and ontologies of everyday sounds (2022, Frontiers in Psychology) <br> Bruno L. Giordano1,*§, Ricardo de Miranda Azevedo2,*, Yenisel Plasencia-Calaña3, Elia Formisano3,4,¶, Michel Dumontier2,3,¶ <br> 1 Institut des Neurosciences de La Timone, CNRS UMR 7289 – Université Aix-Marseille, Marseille, France; <br> 2 Institute of Data Science, Faculty of Science and Engineering, Maastricht University, Maastricht, The Netherlands <br> 3 BISS institute, Faculty of Science and Engineering, Maastricht University, Maastricht, The Netherlands <br> 4 Department of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands <br> * co-first author ¶ co-senior author § correspondence: bruno.giordano@univ-amu.fr <br> Abstract:<br> Taxonomies and ontologies for the characterization of everyday sounds have been developed in several research fields, including auditory cognition, soundscape research, artificial hearing, sound design, and medicine. Here, we surveyed thirty-six of such knowledge organization systems, which we identified through a systematic literature search. To evaluate the semantic domains covered by these systems within a homogeneous framework, we introduced a comprehensive set of verbal sound descriptors (sound source properties; attributes of sensation; sound signal descriptors; onomatopoeias; music genres), which we used to manually label the surveyed descriptor classes. We reveal that most taxonomies and ontologies were developed to characterize higher-level semantic relations between sound sources in terms of the sound-generating objects and actions involved (what/how), or in terms of the environmental context (where). This indicates the current lack of a comprehensive ontology of everyday sounds that covers simultaneously all semantic aspects of the relation between sounds. Such an ontology may have a wide range of applications and purposes, ranging from extending our scientific knowledge of auditory processes in the real world, to developing artificial hearing systems. <br> Usage: We include data for 36 taxonomies/ontologies of natural sounds (xlsx file). An owl implementation for each of the taxonomies/ontologies is also provided (zip file).
DOI: 10.6084/m9.figshare.24773754.v2
title: Codehacks: A Dataset of Adversarial Tests For Competitive Programming Problems Obtained From Codeforces

description: This repository includes the datasets collected for the publication, as well as scripts to replicate the data collection procedure.
DOI: 10.6084/m9.figshare.28815164.v1
title: Interlayer Engineering of Lattice Dynamics and Elastic Constants of 2D Layered Nanomaterials under Pressure

description: Interlayer coupling in two-dimensional (2D) layered nanomaterials can provide us strategies to evoke their superior properties, such as the layer-dependent phonon vibration, the formation of moiré excitons and related nontrivial topology. However, to accurately quantify interlayer potential and further measure elastic properties of 2D materials remain challenging, despite significant efforts. Herein, the layer-dependent lattice dynamics and elastic constants of 2D nanomaterials have been systematically investigated via pressure-engineering strategy based on ultralow frequency Raman spectroscopy. The shear and layer-breathing Raman shifts of 2H-MoS2 with various thicknesses are analyzed by the monoatomic chain model (MCM). Intriguingly, it is found that the layer-dependent dω/dP of shear (SN,1) and breathing (LBN,N-1) modes display the opposite trends, quantitatively consistent with MCM analysis, our molecular dynamics simulations and density functional theory calculations. The diatomic chain model (DCM) is combined with Raman data to analyze the intralayer and interlayer shear force constants and their pressure coefficients, revealing a strong dependence on the number of layers. These results can be generalized to other van der Waals systems, and may shed light on the potential applications of 2D materials in nanomechanics and nanoelectronics.
DOI: 10.17632/84brxybzm5
title: Panoramic video in education-A systematic literature review from 2011 to 2021

description: This systematic review of ten years of research on panoramic video in education aims to synthesize, meta-analyze, and critically evaluate state-of-the-art literature on panoramic video.
DOI: 10.17632/pjp8dwkndn
title: Network meta-analysis on Anorexia Nervosa (Solmi et al., Lancet Psychiatry)

description: This is the full dataset we used to carry out the statistical analyses of the paper published as Solmi et al., 2021 (Lancet Psychiatry)
DOI: 10.6084/m9.figshare.11636499.v1
title: How context influences functionality of community-level health governance structures: a case study of community health committees in Kenya

description: This is a dataset contains transcripts of FGDs and interviews on how contextual factors influence the functionality of community health committees.
DOI: 10.6084/m9.figshare.21820776.v1
title: Supplementary Material for: Racial and Ethnic Differences in Chronic Kidney Disease and Its Risk Factors among Asian-Americans and Pacific Islanders in Hawaii

description: <b><i>Background:</i></b> Several studies suggest that Asian-American and Native Hawaiian and Other Pacific Islander (NHOPI) racial/ethnic groups have a heightened risk of chronic kidney disease (CKD), but provide limited inference due to the aggregation of these groups into a single racial/ethnic category. We thus examined the association of granularly defined racial/ethnic groups with specific CKD indicators among a diverse group of participants from the National Kidney Foundation of Hawaii’s Kidney Early Detection Screening (KEDS) Program. <b><i>Methods:</i></b> Among 1,243 participants enrolled in 19 KEDS screening events over 2006–2009, we examined the association between Asian-American and NHOPI groups and specific CKD indicators, defined as self-reported CKD, microalbuminuria, and macroalbuminuria, using multivariable logistic regression. We then examined associations of race/ethnicity with various CKD risk factors. <b><i>Results:</i></b> The most predominant racial/ethnic groups were White (22.0%), Multiracial (18.9%), Japanese (19.2%), Filipino (13.4%), NHOPI (8.4%), and Chinese (4.5%) participants. NHOPI and Chinese participants had a higher risk of microalbuminuria (adjusted ORs [aORs] [95% CIs] 2.48 [1.25–4.91] and 2.37 [1.07–5.27], respectively), while point estimates for all other minority groups suggested higher risk (reference: Whites). NHOPI participants also had a higher risk of macroalbuminuria and self-reported CKD. While most minorities had a higher risk of diabetes and hypertension, NHOPI and Multiracial participants had a higher risk of obesity, whereas the East Asian groups had a lower risk. <b><i>Conclusions:</i></b> In this community-based cohort, compared with Whites, Asian-Americans had a higher risk of early CKD indicators, whereas NHOPIs had a higher risk of more severe CKD indicators. Further studies are needed to elucidate the distinct pathways leading to CKD across diverse racial/ethnic groups in Hawaii.
DOI: 10.6084/m9.figshare.22820534.v3
title: PowerGraph

description: We have created a comprehensive graph dataset that models power flow (PF), optimal power flow (OPF), and cascading failure events in power systems. To generate the dataset for PF and OPF, we utilized MATPOWER, and for the cascading failure events, we employed a physics-based cascading failure model called Cascades. This model simulates the propagation of failures within a power grid, resulting in unmet demand (DNS). Each power grid state is represented as a graph, where buses (including loads and generators) form the nodes and branches (including transmission lines and transformers) form the edges.For PF and OPF, we treat the problem as a regression task to predict electrical quantities at the node level. In contrast, for cascading failure analysis, we assign graph-level labels based on the outcomes of the physics-based model. This dual approach allows our dataset to support a variety of tasks, including node regression, graph-level multi-class classification, binary classification, and regression. Additionally, we provide ground-truth explanations for the cascading failure analysis, enabling our dataset to serve as a benchmark for evaluating GNN explainability models in graph-level tasks.<br>The PF and OPF dataset is in 'dataset_pf_opf' for the IEEE24, IEEE39, UK, and IEEE118 bus systemsThe Cascading failure dataset is in 'dataset_cascades' for the IEEE24, IEEE39, UK, and IEEE118 bus systems.
DOI: 10.6084/m9.figshare.24679698.v1
title: Tumor size.xlsx

description: C57BL6 mice were grafted with GL261-Dsred gliomas cells. One week after graft, 20 mg/ml of SMg was intra-veneously injected. treatment was performed once a week.
DOI: 10.6084/m9.figshare.18586034.v4
title: Raw data

description: Raw data<br>
DOI: 10.6084/m9.figshare.24032001.v1
title: Untitled Item

description: Database for Ferroelectric-defined reconfigurable homojunctions for in-memory sensing and computing
DOI: 10.6084/m9.figshare.25714011.v1
title: Fig_5

description: This data set belongs to the paper "CControlled pathways and sequential information processing in serially coupled mechanical hysterons" by J. Liu, M. Teunisse, G. Korovin, I. R. Vermaire, L. Jin, H. Bense and M. van Hecke, published in "Proceedings of the National Academy of Sciences of the United States of America". For more information on the methodology and techniques we refer to this article and the supplemental information belonging to the article.
DOI: 10.17632/9htxrzs76k
title: Bangladesh Population Forecasting

description: bangladesh_population_data1.csv
Description: This file contains historical population data for Bangladesh. It includes data on population growth, migration, fertility rates, and other key demographic metrics over multiple years. This dataset will give you insight into how the population of Bangladesh has evolved and help establish patterns and trends for forecasting future growth.
bangladesh_population_forecast.csv
Description: This dataset provides forecasted population data for Bangladesh, predicting future population growth and demographic trends based on current and historical data. This dataset is essential for future planning, such as urbanization, healthcare, infrastructure, and resource allocation.
Main Cities by Population in Bangladesh.csv
Description: This file contains data on the population of main cities in Bangladesh. It includes the most populated cities and their population sizes, reflecting urban growth and helping to identify trends in migration and urbanization. This dataset is useful for analyzing how population is distributed across major cities in Bangladesh.
https://www.worldometers.info/world-population/bangladesh-population/.