cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24639318.v1
title: Assemblies_and_data.zip

description: <b>All </b><b>datasets</b><b> used for the assemblies, annotations, </b><b>differential</b><b> expression analysis, </b><b>enrichment</b><b> analysis, and variant surface proteins (VSPs) identification.</b><br>Assemblies directory contains: raw Trinity assemblies (genome-guided: Trinity_genome_guided_assembly.fasta, <i>de </i><i>novo</i>: Trinity_de_novo_assembly.fasta), assemblies cleaned based on the taxonomy (genome-guided: Trinity_genome_guided_assembly_cleaned.fasta, <i>de novo</i>: Trinity_de_novo_assembly_cleaned.fasta), file with the original and simplified headers of the genome-guided assembly (Trinity_genome_guided_assembly_headers.map), predicted proteins for the genome-guided assembly (Trinity_genome_guided_assembly_transdecoder.pep), excel spread sheet with the combined annotations for the genome-guided clean assembly (Genome_guided_Trinity_assembly_annotations_summary.xlsx).The cleaned_reads directory contains: reads used for the genome-guided and <i>de novo</i> assemblies.The DE directory contains count matrix computed using featureCounts of the Subread R package (featureCounts_counts_matrix_for_DE_analysis.txt) and used for the differential expression analysis; Table with the differentially expressed genes, their fold change values, annotations with assigned categories as well as information if gene is specific to <i>S. </i><i>molnari</i> (DEGs_annotations_categories.xlsx); table (pathogenicity_related_transcripts.pdf) and corresponding fasta file showing genes classified as pathogenecity-related (pathogenicity_related_transcripts.fas).The S_molnari_unique_genes contains an excel spread sheet (S_molnari_unique_genes.xlsx) with the gene identifiers and sequences identified as the genes unique to the <i>S. molnari</i>.The VSPs directory contains: instal fasta file with the selected putative VSPs protein sequences (VSPs.faa), alignment computed using mafft-linsi (VSPs.aln), and the manually trimmed alignment showing the transmembrane domain and the N-terminus motif (VSPs.trim).<br>
DOI: 10.6084/m9.figshare.28017479.v1
title: Table S1: GH identification in the CAZy database (cazy.org), Pfam, and InterPro.

description: GH identification in the CAZy database (cazy.org), Pfam, and InterPro.
DOI: 10.6084/m9.figshare.7021478.v1
title: Analyzing Music with Discrete Mathematics

description: his project intends to find a correlation between the songs "Moonlight Sonata" and "Because" with the use of discrete mathematics. With music theory, the field of using math to analyze music, lacking exploration, our primary goal was to draw conclusions from what was found: analyze the data collected to better understand the behind the scenes mathematics in music. This was done by translating the sheet music into numbers using modular arithmetic (Mod 12) system; then, the numbers collected were classified into pitch class sets, normal form, and prime form. We also used matrices to test for the property of invariance. After thorough examination, it was clear that the songs were very similar in nature, which fundamentally demonstrates that a mathematical interpretation can be used to prove what is heard.
DOI: 10.6084/m9.figshare.7477568.v2
title: Optimal navigation (ON) model - numerical implementation

description: Implementation of the optimal navigation (ON) model accompanying the paper 'Collective search with finite perception: transient dynamics and search efficiency' by Gosztolai et al., Frontiers in Physics (2019) 10:153<br><b>runON.m</b> runs the ON model in Matlab in various configurations and can be used to reproduce the results in the paper. The code has been written and tested in Matlab_R2017b.<br><b>ON1D.m </b>and <b>ON2D.m</b> are functions containing the 1D and 2D implementation of the ON model, which are called by runON.m<br><br>The <b>.avi</b> files contain simulations of the evolution in 2D for time horizons 5, 10, 100, 1000, as described in the paper.
DOI: 10.7294/2v3w-sb92
title: Virginia Tech Natural Motion Dataset

description: The Virginia Tech Natural Motion Dataset contains 40 hours of unscripted human motion (full body kinematics) collected in the open world using an XSens MVN Link system.  In total, there are data from 17 participants (13 participants on a college campus and 4 at a home improvement store).  Participants did a wide variety of activities, including: walking from one place to another; operating machinery; talking with others; manipulating objects; working at a desk; driving; eating; pushing/pulling carts and dollies; physical exercises such as jumping jacks, jogging, and pushups; sweeping; vacuuming; and emptying a dishwasher.  The code for analyzing the data is freely available with this dataset and also at: https://github.com/ARLab-VT/VT-Natural-Motion-Processing. The portion of the dataset involving workers was funded by Lowe's, Inc.
DOI: 10.6084/m9.figshare.13147324.v13
title: QMOF Database

description: This repository hosts the Quantum MOF (QMOF) database as described in: https://doi.org/10.1016/j.matt.2021.02.015.<br>IMPORTANT NOTE:Please visit https://materialsproject.org/mofs, which is the landing page for the QMOF Database and contains further information about this dataset.<br><br>See the documentation for information on how to download other files and data: https://materialsproject.gitbook.io/materials-project-public-docs/methodology/mof-explorer/downloading-the-data
DOI: 10.6084/m9.figshare.5107198.v1
title: Alarm playback data from 'Bright birds are cautious' from Bright birds are cautious: seasonally conspicuous plumage prompts risk avoidance in male superb fairy-wrens

description: Low- and high-danger alarm playback data
DOI: 10.17632/mmyvh7yf8g
title: Profile of Burnout Syndrome in Residence Nursing Students from a brazilian university: a quantitative approach.

description: In this data base, we analyze the prevalence and related factors of Burnout Syndrome in Nursing Residents, in Rio de Janeiro, Brazil. We discuss that COVID-19 pandemic presents a huge challenge for this group specially related to the context of residence program. This is a quantitative, cross-sectional study. The study subjects were 106 nurses enrolled in the Residency program in Clinical and General Surgery, at a public university in Rio de Janeiro, Brazil. The findings of this study revealed that the residents are on the threshold for the development of Burnout Syndrome, but there was a low occurrence of the installed syndrome. Although indicate the necessity of mental health program policy-making especially for nursing residents.
DOI: 10.17632/tzcnx55vc5
title: Supplementary information for leukemia and PICs

description: - The hypothesis is residents living in the vicinity to PICs could increase higher risk of leukemia compared to residents living far from PICs. - This file include raw data (excel file), coding book, outputs, the standard of procedures (SOPs), and STATA code _ Please follow the SOPs to use the data and interpret it.
DOI: 10.6084/m9.figshare.19152779.v1
title: Differences in brain morphology of brown trout across stream, lake, and hatchery environment

description: The trade-off between cognitive capacity and developmental costs drive brain size and morphology across fish species, but this pattern is less explored at intraspecific level. Physical habitat complexity has been proposed as a selection pressure on cognitive capacity that shapes brain morphology of fishes, but development of brain is also inherently linked to supply of energy and nutrients, particularly of omega-3 long-chain polyunsaturated fatty acids (n-3 LC-PUFA). In this study, we compared brain morphology of brown trout <i>Salmo trutta</i> from stream, lake, and hatchery environments, which differ in physical complexity and availably of dietary n-3 LC-PUFA ranging from low habitat complexity and high n-3 LC-PUFA availability in hatchery to high habitat complexity and low n-3 LC-PUFA availability in streams. We found that brain size, and size of optic tectum and telencephalon differed across the three habitats, being largest in lake fish. We suggest that these differences appeared to associate with diet quality and habitat specific behavioural adaptations rather than physical habitat complexity.
DOI: 10.6084/m9.figshare.3546840.v1
title: Appendix D. Methods to model potential value of crops from smallholder agriculture.

description: Methods to model potential value of crops from smallholder agriculture.
DOI: 10.6084/m9.figshare.6181700.v1
title: Additional file 8: of Clustering of Pan- and Core-genome of Lactobacillus provides Novel Evolutionary Insights for Differentiation

description: Pan-genome fasta for Lactobacillus delbrueckii (Fasta). (FASTA 1226 kb)
DOI: 10.6084/m9.figshare.12338495.v1
title: samples

description: 5 nitpicked examples from SpatialQuestions<br>
DOI: 10.6084/m9.figshare.14483118.v1
title: Density-based clustering for two-component flow data

description: This dataset contains the code and data used in the case study mentioned in the paper "Density-based clustering for bivariate flow data".
DOI: 10.6084/m9.figshare.21901977.v1
title: Meta data _ Team Pub.xlsx

description: To assess team composition, we used an existing dataset of survey responses collected from NSF science teams (Settles et al. 2019; https://doi.org/10.3886/E105622V1). Teams and participants were identified using the NSF database of awards (National Science Foundation 2020). We identified a total of 1,727 individuals from 229 interdisciplinary research teams in this database and invited them to participate in an online survey regarding perceptions of team composition (Settles et al. 2019). We included only teams in which two or more individuals participated in the survey in this current dataset (for a total of 50 teams comprised of 182 individuals). To protect the identities of research participants, only team-level variables are shared here. To determine team bibliometrics, we collected publication information from the NSF online database, including all peer-reviewed scientific journal articles published by the teams and reported on NSF annual reports through 2019. For publication productivity, we used the number of years that each team received grant funding from NSF to calculate an average rate of publications per funding year (i.e., mean number of publications per funding year). For publication impact, we used the InCites Journal Citation Reports database to obtain journal impact factors for each article in the year of publication (Clarivate 2020) and calculated an average impact factor for each team (i.e., mean journal impact factor).
DOI: 10.6084/m9.figshare.22093697.v1
title: Supplementary Material for: Bacillary layer detachment in diabetic retinopathy: a case report

description: To our knowledge, this is the first report to describe bacillary layer detachment (BLD) in a patient with diabetic retinopathy treated with anti-vascular endothelial growth factor (anti-VEGF). We present a case of a 55-year-old diabetic female who was referred to our hospital complaining of decreased vision in her left eye for 2 weeks. Fundus examination of both eyes was compatible with diabetic retinopathy. Spectral-domain optical coherence tomography (SD-OCT) of the left eye showed a large dome-shaped cystic space with marginal septa, splitting the myoid zone (MZ) consistent with the BLD phenotype. A single dose of intravitreal Bevacizumab injection was administered. After 4 weeks, BCVA was improved significantly with complete resolution of BLD. Underlying choroidal ischemia in patients with different vascular disorders like diabetes mellitus may lead to photoreceptor stress and BLD. This study adds to the growing literature, which describes BLD as a marker of fluid accumulation in relation to several macular diseases.
DOI: 10.6084/m9.figshare.23563614.v1
title: Sequence and annotation files from "Complete genome of the toxic mold <em>Aspergillus pseudotamarii</em> isolate NRRL 25517 reveals genomic instability of the aflatoxin biosynthesis cluster"

description: <br> Aspergillus_pseudotamarii_NRRL25517.fasta - multi-fasta file of scaffolds (chromosomes) and mitochondrial genome Aspergillus_pseudotamarii_NRRL25517.gff - nuclear genome annotation in GFF3 format
DOI: 10.6084/m9.figshare.27131280.v2
title: "The Prevalence of Cyclin-Dependent Kinase 4/6 Inhibitors Induced Rashes Among Females with Breast Cancer" Datasheet

description: Cyclin-dependent kinase (CDK) 4/6 inhibitors including palbociclib, ribociclib, and abemaciclib, are used for treating advanced breast cancer in combination with anti-hormonal therapy and may lead to cutaneous adverse events (cAEs). This dataset is the raw data collected by the authors of a retrospective single-center cross-sectional study conducted at the Princess Noorah Oncology Center in Jeddah, Saudi Arabia, which investigated the prevalence of cAEs in female breast cancer patients treated with CDK 4/6 inhibitors. Using electronic medical records, data was collected and analyzed for cAE prevalence, phenotype, treatment outcomes, and risk factors.
DOI: 10.6084/m9.figshare.3175561.v1
title: Kenya Long-term Exclosure Experiment (KLEE) Vegetation Data 1999-2013

description: Herbaceous vegetation in all 18 KLEE plots has been sampled biannually (in February and June) or annually (in June) since 1995. Sampling periods follow rainy periods that are similar in terms of average rainfall. Due to improvements in species identification, pre-1999 surveys are not fully comparable to later data. Each of the eighteen 4 ha KLEE treatment plots contains a central hectare that is divided into a 10 x 10 m grid of 100 sampling stations. Aerial plant cover and composition are assessed at these stations by counting the number of pins hit by each species over a ten-point pin frame (with vertical pins separated by 5 cm; maximum one hit per pin per species). All 100 grid points were sampled 1999-2005, and every fifth grid point (20 per plot) was sampled from 2006 to 2013 (see Fig. 2 for current vegetation sampling layout). <br>This Excel datasheet contains vegetation data from 1999 – 2013. Later surveys have also been conducted and are available upon request. This Excel file is broken into the following sheets: o “Raw data” sheet: Scaled sum first hits data for each year (columns) organized by species, then by treatment and block. This sheet has data for all species.o “Lumped spp.” sheet: Data are lumped together for several species that we decided needed to be treated together. (e.g. Melhania spp.)♣ Standardizing species list:• Aristida spp. Aristida kenyensis• Eragrostis tenuifolia, racemosus and B lumped together• Justicia white and Justicia dichipteroides lumped together• Leucas glabrata and Leucas martinensis lumped together • Lily A and Lily B lumped together• Sedges (Cyperus, Mariscus and Kyllinga) lumped together♣ After lumping, multi-species taxa include:• Commelina spp• Eragrostis spp• Sedges• Hibiscus flavifolius/aponeurus• Leucas spp• Melhania spp• Plectranthus spp • Pseudognaphalium/Helichrysum• Fern (&lt;5%)• Justicia spp (&lt;5%)• Lily spp (&lt;5%)o 5% of surveys sheet: Binary designations for whether a species occurred or not (in each plot in each year). Then calculation of the percentage of “surveys” (plots*time) that species occurred in.o Spp &gt;5 % sheet: first hits for only those species that occurred in at least 5% of all sampled plot*time combinations. <br>
DOI: 10.17632/f9zbzyc66v
title: Reference Glow curve data

description: This data set contains reference glow curves
DOI: 10.17632/nb7yvhjvzk
title: Austin_Survey_for_MDCOR_Analyses

description: The city of Austin has administered a community survey for the 2015, 2016, 2017, 2018 and 2019 years (https://data.austintexas.gov/City-Government/Community-Survey/s2py-ceb7), to “assess satisfaction with the delivery of the major City Services and to help determine priorities for the community as part of the City’s ongoing planning process.” To directly access this dataset from the city of Austin’s website, you can follow this link https://cutt.ly/VNqq5Kd. Although we downloaded the dataset analyzed in this study from the former link, given that the city of Austin is interested in continuing administering this survey, there is a chance that the data we used for this analysis and the data hosted in the city of Austin’s website may differ in the following years. Accordingly, to ensure the replication of our findings, we recommend researchers to download and analyze the dataset we employed in our analyses, which can be accessed at the following link https://github.com/democratizing-data-science/MDCOR/blob/main/Community_Survey.csv.
Replication Features or Variables
The community survey data has 10,684 rows and 251 columns. Of these columns, our analyses will rely on the following three indicators that are taken verbatim from the survey: 
“ID”, 
“Q25 - If there was one thing you could share with the Mayor regarding the City of Austin (any comment, suggestion, etc.), what would it be?", and 
“Do you own or rent your home?”
DOI: 10.17632/sy3kcttdtx
title: A dataset for elderly action recognition using indoor location and activity tracking data

description: This dataset describes the data collected from physical activity and indoor location systems. Please read this paper to understand the data collection: A wearable device for machine learning-based elderly's activity tracking and indoor location system https://beei.org/index.php/EEI/article/view/2737
DOI: 10.17632/w3mdvthvyc
title: Dataset for The influence of sustainable financing on enterprise performance

description: Title: Dataset for the Thesis on Sustainable Finance and Corporate Performance
Description:
This dataset is used for the research "The influence of sustainable financing on enterprise performance". The study investigates the relationship between sustainable financial practices and corporate profitability, using data from Chinese listed companies. The dataset includes Huazheng ESG ratings as a measure of sustainable financial practices and ROA (Return on Assets) as the primary profitability metric, with ROE (Return on Equity) as a robustness check.

The dataset is structured to facilitate econometric analysis, allowing researchers to replicate or extend the findings.

Research Hypotheses:
H₀ (Null Hypothesis): Sustainable financial practices have no significant impact on corporate profitability.
H₁ (Alternative Hypothesis): Sustainable financial practices have a positive and significant impact on corporate profitability.
H₂: Corporate leverage level acts as a mediating variable in the relationship between sustainable finance and profitability.
Data Collection:
Source: CSMAR, Financial reports of Chinese listed companies, Huazheng ESG ratings, and macroeconomic indicators.
Time Period: [Specify years, e.g., 2014–2023]
Variables Included:
Sustainable Finance Indicators: Huazheng ESG rating
Profitability Metrics: ROA, ROE
Leverage Level: Debt-to-equity ratio, total debt/total assets
Control Variables: Firm size, cash holdings, intangible assets
Findings and Interpretation:
The data suggests that firms with higher ESG ratings tend to have higher ROA, supporting the hypothesis that sustainable financial practices positively affect corporate performance.
The analysis indicates that leverage level partially mediates this relationship, meaning that sustainable finance indirectly influences profitability through capital structure adjustments.
How to Use This Data:
Replication: The dataset allows replication of regression models used in the study.
Further Analysis: Researchers can extend the analysis by incorporating additional financial variables, industry breakdowns, or alternative ESG metrics.
Machine Learning Applications: The dataset can be used to train models predicting financial performance based on ESG scores.
File Format:
DO/Excel format with clearly labeled variables.
Python/Stata/R script for data cleaning and model estimation is included.
DOI: 10.6084/m9.figshare.14578389.v1
title: Supplementary Material for: Role of Peroral Endoscopic Myotomy in Geriatric Patients with Achalasia: A Systematic Review and Meta-Analysis

description: <b><i>Background:</i></b> Peroral endoscopic myotomy (POEM) is a particularly attractive intervention for achalasia. Presently, POEM has been reported to be effective and safe for achalasia in geriatric patients. Herein, this systematic review was conducted to explore the role of POEM in geriatric patients with achalasia. <b><i>Method:</i></b> PubMed, Embase, and Cochrane Library were searched to identify studies evaluating the clinical outcome of POEM in geriatric patients with achalasia during January 2009 to October 2020. The primary outcomes were technical and clinical success. Secondary outcomes included postoperative Eckardt score, lower esophageal sphincter (LES) pressure, adverse events, and clinical reflux. <b><i>Results:</i></b> There were 7 studies with a total of 469 geriatric patients, and the pooled technical success of POEM treatment was 98.1% (95% confidence interval [CI], 95.1–99.3%), and the pooled clinical success was 92.5% (95% CI, 89.3–94.8%). After POEM, the Eckardt score significantly decreased by 6.09 points (95% CI, 5.44–6.74, <i>p</i> &lt; 0.00001), and the LES pressure significantly reduced by 13.53 mm Hg (95% CI, 5.14–21.91, <i>p</i> = 0.002). The pooled adverse events rate was 9.0% (95% CI, 4.3–17.9%), and the post-POEM clinical reflux rate was 17.4% (95% CI, 12.9–23.2%). <b><i>Conclusion:</i></b> Our current study demonstrated that POEM was an effective and safe technique for achalasia in geriatric patients.
DOI: 10.6084/m9.figshare.24447172.v1
title: 低温热处理复合材料的抗拉强度

description: 短纤维增强聚合物复合材料在极端低温热循环服务条件下的可靠性对于其在航空航天工程中的成功应用至关重要，但在温度急剧变化的恶劣环境中，它们的机械行为尚不清楚。本研究研究了-196 °C—170 °C低温循环（CTC）对短碳纤维（SCF）/聚醚酰亚胺（PEI）复合材料在室温（25 °C）和高温（170 °C）下拉伸性能的影响。首先，采用多域（PDA）和碳纳米管（CNTs）的杂化施胶剂对SCF进行定量，然后通过简单的注塑技术制备SCF增强PEI复合材料。令人印象深刻和出乎意料的是，SCF/PEI复合材料在25 °C和170 °C下的拉伸强度均通过CTC处理得到增强。结果表明，复合材料拉伸强度的提高归因于PEI基体强度的提高和纤维/PEI界面粘附性能的增强。 经过CTC处理此外，CNT-PDA施胶和CTC处理对改善SCF/PEI复合材料在25 °C和170 °C下的。总体而言SCF/PEI复合材料在极端使用条件下表现出优异的力学性能，因此有望作为需要经历剧烈温度变化的恶劣环境的航空航天部件。
DOI: 10.17632/sjk7kz35nh
title: Timing distributions in free text keystroke dynamics profiles

description: Dataset used in the article "On the shape of timing distributions in free text keystroke dynamics profiles". Contains CSV files with the timing features (hold times and flight times) of every keypress in three free text datasets used in previous studies, by the author (LSIA) and two other unrelated groups (KM from and PROSODY, subdivided in GAY, GUN, and REVIEW). The timing features are grouped by dataset, user, task, virtual key code, and feature. Two different languages are represented, Spanish in LSIA and English in KM and PROSODY. The original dataset KM was used to compare anomaly-detection algorithms for keystroke dynamics in the article "Comparing anomaly-detection algorithms forkeystroke dynamic" by Killourhy, K.S. and Maxion, R.A. The original dataset PROSODY was used to find cues of deceptive intent by analyzing variations in typing patterns in the article "Keystroke patterns as prosody in digital writings: A case study with deceptive reviews and essay" by Banerjee, R., Feng, S., Kang, J.S., and Choi, Y. After evaluating seven distributions with two and three parameters separately, the results confirm the established use in the research community of the log normal distribution, in its two and three parameter variations, as excellent choices for modeling the shape of timings histograms in free text keystroke dynamics profiles. However, the log logistic distribution emerges as a clear winner among all two and three--parameter candidates, consistently surpassing the log normal and all the other candidates under the three evaluation criteria for both hold and flight times. It was also shown that tasks and topics do not influence enough the shape of timing histograms to distinguish them, even though the value of their parameters can, as can be seen in the article of Banerjee, R. et. al.