cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/z6wtdbkc5b.2
title: Dataset: Air Quality Bogota

description: The following data set has the information for the measurement of air quality at monitoring stations for the city of Bogota-Colombia (http://iboca.ambientebogota.gov.co/mapa/).

The Bogotá Air Quality Monitoring Network - RMCAB (https://ambientebogota.gov.co/red-de-monitoreo-de-calidad-del-aire-de-bogota-rmcab) has been operating since 1997. It is in charge of monitoring concentrations of criteria pollutants (particulate matter smaller than 10 and 2.5 microns in diameter - PM10 and PM2.5, ozone - O3, sulfur dioxide - SO2 and nitrogen dioxide - NO2 and carbon monoxide - CO), black carbon (or black carbon) and meteorological variables (precipitation, temperature, atmospheric pressure, solar radiation, wind speed and direction), through twenty (20) stations installed in different parts of the city.
 
The monitoring stations are made up of monitors, analyzers, and automatic sensors that collect hourly data on the state of air quality in Bogotá. This information is stored and sent via the Internet to the central server of the Secretariat of the Environment. The information is then stored and sent via the Internet to the central server of the Secretariat of the Environment, where it is pre-filled and published in real time on the entity's web page.
 
The network's monitors and analyzers operate under specific measurement methods established in Title 40 of the CFR (Code of Federal Regulations), which are approved by the U.S. Environmental Protection Agency (EPA). For each pollutant a specific reference method is defined, according to the equivalent technique for the operation of each monitor, also established in the appendices of Part 50 of Title 40 of the CFR.
DOI: 10.17632/yv9mpth5zk.1
title: Code for "Reserve Accumulation, Growth and Financial Crises"

description: Code for replicating simulations for Reserve Accumulation, Growth and Financial Crises
DOI: 10.17632/kkk7ckvhcw.2
title: Dataset: MultiFractal Detrented Fluctuations Analysis on Cosmic Rays Time Series

description: The following dataset corresponds to the application of MultiFractal Detrented Fluctuations Analysis (MFDFA) for the Cosmic Ray case using the Izmiran network detectors (http://cr0.izmiran.ru/common/links.htm). The data sets are:
1. a Table of the neutron monitors with their corresponding properties and characteristics; 2. a Table of the neutron monitors with their corresponding properties and characteristics.
2. A table for Hurst exponents in the context of MFDFA for all the monitors and stations considered.
3. Three files corresponding to the calculated values of the analysis parameters for the Moscow station (http://cr0.izmiran.ru/mosc/main.htm).
4. A dataset corresponding to the counts of the monitoring stations in hourly resolution. Each column contains information for the normalized counts and also for a filter using the median for the smoothed curve.

These data have been used for the manuscript: 
Linking cosmic ray intensities to cutoff rigidity through Multifractal Detrended Fluctuation Analysis. D. Sierra-Porta (orcid=0000-0003-3461-1347) and A. Domínguez-Monterroza (orcid=0000-0002-5274-7443). Submitted to Physica A: Statistical Mechanics and its Applications - Elsevier (2022).
DOI: 10.17632/nf3rdh2hzr.2
title: Dataset for research article “Equipoise for lateral access surgery”

description: All the data in this table are responses to a questionnaire created to assess the current use of lateral access surgery among Asia Pacific Spine Society (APSS) surgeons by the APSS anterior column reconstruction focus group. APSS surgeons’ experience and decision-making principles related to lateral access surgery were also collected. The questionnaires were distributed in bulk to the APSS membership during the months of July to November 2021 via the REDcap® system.
DOI: 10.17632/xkbb8wrmv4.1
title: Whole-exome-sequencing dataset VACTERL

description: The dataset contains the whole-exome sequencing data for 21 patients (anonymized) with VACTERL association, and of three pair of parents. These data may only be used for better understanding of associated publications. The dataset is not intended to change the data it contains.
DOI: 10.17632/66hvznkk3w.1
title: Direct capture of neutralized RBD enables rapid point-of-care assessment of SARS-CoV-2 neutralizing antibody titer. Connelly et al.

description: Summary:
Neutralizing antibody (NAb) titer is a key biomarker of protection against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection, but point-of-care methods for assessing NAb titer are not widely available. Here, we present a lateral flow assay that captures receptor binding domain (RBD) that has been neutralized from binding angiotensin converting enzyme 2 (ACE2). Quantification of neutralized RBD in this assay correlates with NAb titer from vaccinated and convalescent patients. This methodology demonstrated superior performance in assessing NAb titer compared to either measurement of total anti-spike immunoglobulin G titer or quantification of the absolute reduction in binding between ACE2 and RBD. Our testing platform has the potential for mass deployment to aid in determining at population scale the degree of protective immunity individuals may have following SARS-CoV-2 vaccination or infection, and can enable simple at-home assessment of NAb titer.

Supplemental data files that show (Table S1): Human plasma SARS-CoV-2 antibody measurement averages. Human plasma sample source information, total anti-spike IgG, pseudoviral neutralization ID50 titer, and LFA signals. (Table S2): Antibody measurement technical replicate data and smartphone image capture comparison. Technical replicates for select samples showing precision and reproducibility of total anti-spike IgG, pseudoviral neutralization ID50 titer, and LFA signals. Also shown are comparisons of signal intensities quantified from images taken with two different smartphone brands. (Table S3): Sensitivity and specificity for identifying NAb titers. Sensitivity and specificity values used in ROC-AUC analysis for comparing LFA N/I ratio diagnostic performance to anti-spike total IgG ELISA and LFA loss of I signal. This data is from the paper titled Direct capture of neutralized RBD enables rapid point-of-care assessment of SARS-CoV-2 neutralizing antibody titer.
DOI: 10.17632/3gdxb45yft.1
title: NANO-MOOCs to train university professors in digital competences

description: Rapid changes in technology force Higher Education Institutions (HEIs) to generate policies and permanent digital adaptations in their exercise of forming professionals through university professors. HEIs -in their permanent desire to qualify teaching faculty and graduate high-level professionals-develop continuous training events to strengthen and update techno-pedagogical skills that allow giving concrete responses to the needs of a globalized society during a human-educational crisis that arises from the COVID-19 pandemic. This study aims at analyzing whether nano-MOOCs improve digital teaching competences in university professors since in the scientific literature, this topic does not show with certainty the effectiveness of these types of courses in teacher training. By conducting a quantitative descriptive-inferential, comparative quasi-experimental research (pre-test and post-test) and with a sample made up of 297 faculty members from Universidad Técnica del Norte (UTN, Ibarra-Ecuador) belonging to the five academic units that compose it, it was identified that the teaching staff has limitations in two of the areas of competence that are articulated by INTEF Common Framework: creation of digital content and security; nevertheless, they did show optimal skills in the areas of information and information literacy, communication and collaboration, and problem solving. The findings also determined that online training based on a nano-MOOC format becomes a successful alternative for university faculty training, 83.84% of the participants under study improved their level of digital competence. These results show that an efficient customizable training can be achieved in less time and adjusted to the needs and characteristics of the professors. The criteria of various authors in this field are ratified with this research, it is, therefore, relevant to evaluate the level of digital competence of teachers and, based on that, be able to plan a personalized training program.
DOI: 10.17632/gwt5xpzs52.1
title: Data set for Jatropha curcas kernel detoxification 

description: The dataset presented in this article represents the optimization of hydrothermal treatment, toasting, soaking, and co-treatment of hydrothermally processed JCK (using the optimal time) with fermentation at different duration as a means to detoxify JCK effectively without compromising its nutritional characteristics. The hydrothermal processing of the JCK was done in boiling water (100 0C) for 0, 30, 60, and 90 minutes. The toasting of the JCK was done in a heated sand bath (150°C) with continuous stirring for 0, 10, 20, and 30minutes. Socking of the JCK was for 0, 24, 48, and 72h hours in this article. The fermentation process of hydrothermally processed JCK was done for a duration of 0, 7, 14, and 21 days using a natural method that was un-inoculated.
DOI: 10.17632/3pkmvrmgbp.1
title: Morphometric Analyses of Uveal Melanomas with QuPath

description: Extraction of nuclear features by computational method from high resolution whole-slide digital scans of histologic slides has been shown to be a valuable tool. Our study utilized QuPath, a free, open-source software and program for whole-slide image analysis, which allows cell detection and cell type classification (such as tumor cells, stromal cells, necrotic or apoptotic cells, and immune cells). Additionally, QuPath enables analysis of large numbers of tumor cells and generates detailed cell and nuclear features (nuclear area, nuclear diameter, and cell circularity). In our study, morphometric analyses have been performed on 80 uveal melanomas from Tumor Genome Cancer Atlas (TGCA) which have available virtual slides, clinical and genomic information.
DOI: 10.17632/tj6ctp5hdh.1
title: A Review of UK Undergraduate Surgical Curricula and Teaching Methods with an Analysis of the University of Dundee (2011-2021)

description: Following participation in 1-day theatre etiquette and basic surgical skills teaching sessions, fourth-year medical students completed feedback on their experience (n=483 and n=491 for each session respectively). Data was collected annually from 2016 to 2019. Students rated their agreement with statements from strongly agree to strongly disagree, no neutral option was given. These statements relate to the suitability of facilities and materials used for the sessions, students’ subjective confidence in the skills included in the session, and the impact of the session of future plans. Feedback was collected on 15 unique statements each for both sessions.

This data was collated and discussed as a component of a literature review into the current surgical education practices of UK medical schools and their evolution over the past decade.
DOI: 10.17632/mh79hvjnt3.1
title: Supplementary database

description: 1 - Survey - Hospital Survey on Patient Safety Culture
2 - Tables
3 - Output variables (Profissional experience and Training in patient safety
DOI: 10.15139/s3/mhaazv
title: Replication Data for: Do Male and Female Legislators Have Different Twitter Communication Styles?

description: Communication is a fundamental step in the process of political representation, and an influential stream of research hypothesizes that male and female politicians talk to their constituents in very different ways. To build the broad dataset necessary for this analysis, we harness the massive trove of a communication supervised learning by American politicians through Twitter. We adopt a supervised learning approach that begins with the hand-coding of over 10,000 tweets and then use these to train machine learning algorithms to categorize the full corpus of over three million tweets sent by the lower-house state legislators who were serving in the summer of 2017. Our results provide insights into politicians behavior and the consequences of women's under-representation on what voters learn about legislative activity.
DOI: 10.6084/m9.figshare.20291976.v1
title: Results of pilot testing and optimized test.xlsx

description: Result of pilot testing and of optimized test measuring level of inquiry skills among pupils
DOI: 10.17632/s6yfh8c3tc.1
title: Appendix A. Research Data

description: Includes tektite morphological, geographic, and geochemical (wt%) data used in Marrs et al. (in review). This data was compiled (manually) from a comprehensive literature search. Data sources are noted in the main text and in the database file. Names were kept identical to source naming as possible.
DOI: 10.6084/m9.figshare.20291976
title: Results of pilot testing and results of optimized test

description: Results of pilot testing and results of optimized test measuring the level of inquiry skills among pupils
DOI: 10.6084/m9.figshare.20291976.v3
title: Results of pilot testing and results of optimized test

description: Results of pilot testing and results of optimized test measuring the level of inquiry skills among pupils
DOI: 10.6084/m9.figshare.20291976.v2
title: Results of pilot testing and results of optimized test.xlsxResults of pilot testing and results of optimized test

description: Result of pilot testing and result of optimized test measuring level of inquiry skills among pupils
DOI: 10.5281/zenodo.6822165
title: Repeating low frequency icequakes in the Mont-Blanc massif

description: This dataset provides catalogs of low-frequency icequakes detected in the Mont-Blanc massif (Alps) between 2017 and 2022.
description: Associated manuscript submitted to JGR Earth Surface, July 2022
description: {"references": ["Helmstetter A., Repeating low frequency icequakes in the Mont-Blanc massif triggered by snowfalls, submitted to J. Geophysical. Res. Earth Surf. July 2022"]}
DOI: 10.5281/zenodo.6822164
title: Repeating low frequency icequakes in the Mont-Blanc massif

description: This dataset provides catalogs of low-frequency icequakes detected in the Mont-Blanc massif (Alps) between 2017 and 2022.
description: Associated manuscript submitted to JGR Earth Surface, July 2022
description: {"references": ["Helmstetter A., Repeating low frequency icequakes in the Mont-Blanc massif triggered by snowfalls, submitted to J. Geophysical. Res. Earth Surf. July 2022"]}
DOI: 10.34740/kaggle/dsv/3933918
title: COVID Vaccination in World (updated daily)
DOI: 10.5517/ccdc.csd.cc231lyq
title: CCDC 1937963: Experimental Crystal Structure Determination

description: Related Article: Xin CUI, Zhong-Yuan Li, Hetti Handi CHAMINDA LAKMAL|2021|U.S.Patents|||
description: Related Article: Zhong-Yuan Li, Hetti Handi Chaminda Lakmal, Xiaolin Qian, Zhenyu Zhu, Bruno Donnadieu, Sarah J. McClain, Xue Xu, Xin Cui|2019|J.Am.Chem.Soc.|141|15730|doi:10.1021/jacs.9b07251
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc231lzr
title: CCDC 1937964: Experimental Crystal Structure Determination

description: Related Article: Xin CUI, Zhong-Yuan Li, Hetti Handi CHAMINDA LAKMAL|2021|U.S.Patents|||
description: Related Article: Zhong-Yuan Li, Hetti Handi Chaminda Lakmal, Xiaolin Qian, Zhenyu Zhu, Bruno Donnadieu, Sarah J. McClain, Xue Xu, Xin Cui|2019|J.Am.Chem.Soc.|141|15730|doi:10.1021/jacs.9b07251
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.21942/uva.17215094
title: Historic coastline age raster (AGE 2019)

description: <b>DESCRIPTION: </b><br> <br> Global paleo drowning map indicating the most recent 500 yr time period a pixel was land. The reconstruction was done using the global bathymetric model (GEBCO 2019) and a state-of-the-art global spatiotemporal sea level curve. The global sea level curve was generated using the software SELEN4 (10.5281/zenodo.3520451) and raster DEMSRE3a (10.5281/zenodo.1637816).<br><br><b>MAPPED CATEGORIES:</b><br><br> from 0 to 260 in bins of 5 (e.g., 0, 5, 10, 15, 20, ..., 260; each bin corresponds to 500 yr) <br><br> 0 = 0 yr BP<br> 5 = 500 yr BP <br> 10 = 1000 yr BP<br> ...<br> ... <br> 100 = 10000 yr BP<br> ...<br> ...<br> 200 = 20000 yr BP <br> ...<br> ...<br> 260 = 26000 yr BP <br><br><b>MAPPED NA VALUES: </b><br><br> No Data = pixel has always been Below (Past) Sea Level since 26000 BP.<br><br><b>SPATIAL RESOLUTION:</b><br><br> The spatial resolution of the dataset is a factor 8 of the original GEBCO. <br><br><b>TEMPORAL RESOLUTION:</b><br><br> Temporal mapping resolution is 500 yr. <br><br><br><b>DIRECTORY STRUCTURE:</b><br><b> </b>The dataset is provided in two formats:<br><br><b> 1. TILED IN ASCII (AGE_tiles.zip):</b><br><br> tiles of 10x10 degrees each representing the drowning age.<br><br> File naming:<br> structure: AGE--.asc <br> example: AGE-10-010-020.asc <br> description: Tile with drowning age from 0 to 10 degrees latitude, and 10 to 20 degrees longitude. <br> <br><b> 2. MOSAIC IN TIF (AGE_mosaic.tif):</b><br> <br> Global drowning map. <br><br> File naming: <br> structure: AGE.tif<br> example: AGE.tif<br> description: Global drowning map <br>
DOI: 10.21942/uva.17215094.v1
title: Historic coastline age raster (AGE 2019)

description: <b>DESCRIPTION: </b><br> <br> Global paleo drowning map indicating the most recent 500 yr time period a pixel was land. The reconstruction was done using the global bathymetric model (GEBCO 2019) and a state-of-the-art global spatiotemporal sea level curve. The global sea level curve was generated using the software SELEN4 (10.5281/zenodo.3520451) and raster DEMSRE3a (10.5281/zenodo.1637816).<br><br><b>MAPPED CATEGORIES:</b><br><br> from 0 to 260 in bins of 5 (e.g., 0, 5, 10, 15, 20, ..., 260; each bin corresponds to 500 yr) <br><br> 0 = 0 yr BP<br> 5 = 500 yr BP <br> 10 = 1000 yr BP<br> ...<br> ... <br> 100 = 10000 yr BP<br> ...<br> ...<br> 200 = 20000 yr BP <br> ...<br> ...<br> 260 = 26000 yr BP <br><br><b>MAPPED NA VALUES: </b><br><br> No Data = pixel has always been Below (Past) Sea Level since 26000 BP.<br><br><b>SPATIAL RESOLUTION:</b><br><br> The spatial resolution of the dataset is a factor 8 of the original GEBCO. <br><br><b>TEMPORAL RESOLUTION:</b><br><br> Temporal mapping resolution is 500 yr. <br><br><br><b>DIRECTORY STRUCTURE:</b><br><b> </b>The dataset is provided in two formats:<br><br><b> 1. TILED IN ASCII (AGE_tiles.zip):</b><br><br> tiles of 10x10 degrees each representing the drowning age.<br><br> File naming:<br> structure: AGE--.asc <br> example: AGE-10-010-020.asc <br> description: Tile with drowning age from 0 to 10 degrees latitude, and 10 to 20 degrees longitude. <br> <br><b> 2. MOSAIC IN TIF (AGE_mosaic.tif):</b><br> <br> Global drowning map. <br><br> File naming: <br> structure: AGE.tif<br> example: AGE.tif<br> description: Global drowning map <br>
DOI: 10.25625/fvi8yf/0xs6tn
title: figure_4.tab

description: Data for Figure 4 mechanical properties determined with no MBCD and with MBCD treatment csv with 4 columns 'incubation_time' : 'no MBCD' and '1-2 hour' is with treatment 'tension' : mN / m 'Ka' : N / m 'beta' : -
DOI: 10.25625/fvi8yf/prxsi8
title: figure_1d_fit.tab

description: resulting fit of force curve
DOI: 10.25625/fvi8yf/cy3fza
title: figure_3d.tab

description: Data for Figure 3 d mechanical properties determined prior and during strain csv with 4 columns 'plot_step' : stages of stretching experiments 'during' strain and 'after' strain 'tension' : mN / m 'Ka' : N / m 'beta' : -
DOI: 10.25625/fvi8yf/ttlqik
title: figure_8d.tab

description: Data for Figure 8 d mechanical properties determined prior and during strain csv with 5 columns 'before_log(Ka)' : log(N / m) 'before_beta' : - 'during_log(Ka)' : log(N / m) 'during_beta' : - 'during_cell_area' : %
DOI: 10.25625/fvi8yf/yloddx
title: figure_3a-c.tab

description: Data for Figure 3 a-c change of the mechanical properties determined by AFM csv with 4 columns 'plot_step' : stages of stretching experiments 'during' strain and 'after' strain 'tension' : % 'Ka' : % 'beta' : %
DOI: 10.25625/fvi8yf/gvzshi
title: figure_6.tab

description: Data for Figure 6 mechanical properties determined on different cell areas csv with 4 columns 'cell_area' : '800' and '1200' area the pattern sizes in micrometer^2 'tension' : mN / m 'Ka' : N / m 'beta' : -
DOI: 10.25625/fvi8yf/8sbqdu
title: figure_1d.tab

description: :unav
DOI: 10.25625/fvi8yf/zfyxge
title: figure_1b.tab

description: Data for Figure 1b change of cell projected area due to strain csv with 4 columns 'plot_step' : stages of stretching experiments 'during' strain and 'after' strain 'area' : cell area change in %
DOI: 10.25625/fvi8yf/ifxb0r
title: figure_1b_contour_after.tab

description: cell contours after strain polar plot x : radians y : pixel
DOI: 10.5281/zenodo.6821680
title: LEMMI instance 2022_01_PROK_NCBI, July 2022

description: LEMMI instance 2022_01_PROK_NCBI, to reproduce what is found on https://lemmi.ezlab.org See README.md
DOI: 10.25625/fvi8yf/j4xabh
title: figure_1b_contour_during.tab

description: cell contour during strain polar plot x : radians y : pixel
DOI: 10.25625/fvi8yf/7ic2un
title: figure_1b_contour_before.tab

description: cell contour before strain polar plot x : radians y : pixel
DOI: 10.5281/zenodo.6821679
title: LEMMI instance 2022_01_PROK_NCBI, July 2022

description: LEMMI instance 2022_01_PROK_NCBI, to reproduce what is found on https://lemmi.ezlab.org See README.md
DOI: 10.25625/fvi8yf/n3wpxr
title: figure_7b.tab

description: force curve 3 columns time : s force : nN fit_force : nN force resulting from fit
DOI: 10.25625/fvi8yf/6jhjap
title: figure_7a.tab

description: force curve 3 columns time : s force : nN fit_force : nN force resulting from fit
DOI: 10.25625/fvi8yf
title: Figure Datasets

description: Datasets for Figures 1, 3, 4, 6, 7 & 8
DOI: 10.5281/zenodo.6818299
title: Research data supporting: "Classifying soft self-assembled materials via unsupervised machine learning of defects"

description: Research data supporting: "Classifying soft self-assembled materials via unsupervised machine learning of defects". The root folder contains 5 folders: FIBERS MEMBRANES_and_MICELLES NANOPARTICLES COMPARISON paper_images The folders 1. to 3. contain the data for every soft-matters architecture used to produce the results discussed in the main paper. Each of these folders contain additional sub-fordels: TRAJ, SOAP, PCA, CLUSTERING, containing the files discussed in the main paper. Folder 4. contains the data of the comparison between different classes of materials (SOAP, PCA, and CLUSTERING sub-folders). Folder 5. contains the images that are showed in the main paper and in the Supporting Information.