cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/w6zz33hwz8.1
title: Wachendorfia paniculata

description: These are the raw data files associated with our manuscript "A combination of pollen mosaics on pollinators and floral handedness facilitates the increase of outcross pollen movement." Authors: Corneile Minnaar and Bruce Anderson, Journal: Current Biology. In this manuscript, we track pollen movement in a handed flower (Wachendorfia paniculata) using quantum dots. We found that handedness leads to outcrossing, because left- and right-handed morphs place most of their pollen on different sides of the pollinators. However, the partial separation of stamens and style also results in two dimensional pollen quality mosaics on each side of carpenter bee pollinators, generating hotspots and coldspots of outcrossed pollen. Similar mosaics were not found on honeybee pollinators. Outcrossed pollen receipt was much higher than expected because stigmatic positions are fine-tuned to match the outcross pollen-hotspots on carpenter bees. Exploitation of these pollen mosaics enables plants to increase the probability of between-morph (i.e. disassortative), outcross pollen-movement beyond the expectations of enantiostyly. Here, we have included the raw data files and their metadata files for all analyses and data-driven figures in the manuscript: Figure 2 in manuscript: The top half of this figure shows the positions of pollen grains found on bee visitors to Wachendorfia paniculata and also the origins of each pollen grain found (i.e. which anther from which morph). The data file associated with this figure is pollen placement coordinates data.csv, while the metadata file associated with these data is pollen placement coordinates metadata.txt. The bottom half of this figure shows the relative positions of stigmas and anthers for 20 left and 20 right handed flowers. The data file associated with these data is anther-stigma coordinates - data.csv while the metadata file associated with those data is anther-stigma coordinates - metadata.txt Figure 3 is a heatmap showing pollen densities and where most within- and between- morph pollen is found on bee wings. The data file for this are the same as for the top half of figure 2 (pollen placement coordinates data.csv, while the metadata file associated with these data is pollen placement coordinates metadata.txt) Figure 4 shows the contributions of different anthers from different morphs to stigmatic pollen loads. The data file associated with this figure is Stigmatic pollen data.xlsx while the metadata file associated with these data is Stigmatic pollen metadata.docx. We also calculated rates of geitonogamy which are reported in the main text of the manuscript. The data file associated with this is Self_pollen data.xlsx while the metadata file associated wit these data is Self_pollen_metadata.txt
DOI: 10.17632/2n595bbm3v.1
title: Data for: CloneSpot: Fast detection of Android Repackages

description: This dataset contains a collection of Google Play applications' meta-data in JSON format collected in September 2017. The applications were available publicly in Google Play at the time of upload and they are identified by their Google Play IDs. In addition to that field the following ones are provided: - Title: The application title as in Google Play - Category: Application category and URL - Description: Application description - Developer Name: Name and URL of the application developer - One to five star rating counts (fiveStar, fourStar...): The number of users giving the application one to five stars - Recent changes: Changes applied to the application in its latest update - Total votes: Count of the votes given to the applications - Date and time of collection: When were the applications collected
DOI: 10.17632/whhfbfm8z3.1
title: tDCS, CSE, and Grip Strength Performance

description: The present study aimed to extend the research of Pourmajidian et al. (2020) by investigating whether cathodal preconditioning enhances the effect of subsequent anodal tDCS on CSE and performance in a submaximal grip strength task. It was hypothesised that cathodal preconditioning would increase the effects of anodal tDCS on CSE when compared to conventional anodal tDCS and sham tDCS. Regarding exercise performance, it was hypothesised that cathodal preconditioning would increase the effect of subsequent anodal stimulation of the motor cortex on the time to exhaustion (TTE) in a submaximal isometric grip strength task beyond that seen after conventional anodal and sham tDCS.

The current study implemented a within-subjects, single-blinded, sham-controlled, randomised block design. All experimental protocols were conducted in the same temperature controlled (~ 23 ℃, 33% humidity) laboratory. Participants were required to attend the laboratory on five separate occasions; a familiarisation session and four experimental sessions corresponding to four different experimental conditions (cathodal preconditioning, sham cathodal preconditioning, conventional, sham conventional). The study sample size, method and data analysies plan were pre-registered on Open Science Framework (OSF; https://osf.io/8vdma). The experimental protocol was approved by the local human research ethics committee (Project ID: 11882).
DOI: 10.17632/rnfs539pfw.3
title: CCMA primary multi-omics datasets

description: We establish a single-site collection of 243 cell lines, including 207 paediatric cancer cell lines representing 14 distinct extracranial and brain childhood tumour types. We subjected 164 paediatric cancer cell lines to multi-omic analyses across three dimensions (DNA-sequencing, RNA-sequencing, DNA methylation) to classify them based on clinically relevant molecular subtypes.
DOI: 10.17632/wfn2c3437n.3
title: Vehicle trajectory data processed from the Waymo Open Dataset

description: Related paper: Processing, assessing, and enhancing the Waymo autonomous vehicle open dataset for driving behavior research (submitted to the journal Transportation research part C: emerging technologies)

Version 3 Update
1. Fix the issue of negative speed in the trajectores (note that the proportion of negative speeds is very small, it is 0.245% for speed smaller than -0.1m/s). The paired CF trajectory files (with or without large vehicles) have been updated.

Version 2 Content
1. The data processing codes 
2. CF pair trajectories where large vehicles are involved are added

Version 1 Content
This dataset is processed from the Waymo Open Dataset (perception part). This dataset includes the following content:
1. Tabular format object information (Autonomous vehicle and objects detected by Lidar such as vehicles, pedestrians, cyclists)
2. Visualized object trajectory (in the format of top view videos)
3. Tabular format paired Car Following (CF) trajectory in which the CF pairs have been carefully selected for CF behavior research
DOI: 10.17632/6cybtznx22.1
title: bd oxidase force field parameters

description: Amber force field parameters for E. coli cytochrome bd oxidase (PDB: 6RKO)
DOI: 10.17632/gtfh9z865f.1
title: Seoul Bike Trip duration prediction

description: Trip duration is the most fundamental measure in all modes of transportation. Hence, it is crucial to predict the trip-time precisely for the advancement of Intelligent Transport Systems (ITS) and traveller information systems. In order to predict the trip duration, data mining techniques are employed in this paper to predict the trip duration of rental bikes in Seoul Bike sharing system. The prediction is carried out with the combination of Seoul Bike data and weather data. The Data used include trip duration, trip distance, pickup-dropoff latitude and longitude, temperature, precipitation, wind speed, humidity, solar radiation, snowfall, ground temperature and 1-hour average dust concentration. Feature engineering is done to extract additional features from the data. Four statistical models are used to predict the trip duration. (a) Linear regression, (b) Gradient boosting machines, (c) k nearest neighbor and (d) Random Forest(RF). Four performance metrics Root mean squared error, Coefficient of Variance, Mean Absolute Error and Median Absolute Error is used to determine the efficiency of the models. In comparison with the other models, the optimum model RF can explain the variance of 93% in the testing set and 98% (R2) in the training set. The outcome proves that RF is effective to be employed for the prediction of trip duration.
DOI: 10.17632/5w7kv9z2s4.2
title: Data for "A DSGE Model of Energy Efficiency with Vintage Capital in Chinese Industry"

description: The data set includes all the data and code used to generate the tables and figures in the manuscript "A DSGE Model of Energy Efficiency with Vintage Capital in Chinese Industry" with detailed instructions in the Readme file and detailed notations in the Stata do files and Matlab programs. For detail, see the README file.
DOI: 10.17632/s6vnns86x5.2
title: Quantitative Data Set on Test Prioritization and Preventative Tests

description: Optimising testing procedures is essential in the ever-changing world of software development to guarantee the timely delivery of high-calibre software products. In order to improve testing efficiency, this data-driven data set delves into the important areas of test prioritisation and preventative testing procedures. The study makes use of extensive data gathered from two different surveys as well as in-depth one-on-one interviews with professionals in the field.

Leading questions on procedures and difficulties pertaining to test prioritisation and preventive testing in software development projects are the main focus of the first survey. The second study explores the topic of test prioritisation and preventative testing, examining the degree to which organisations include proactive testing strategies to detect and address any problems at an early stage of the development process. By asking open-ended questions, the survey results provide light on the prevalence of test prioritisation and preventative testing practises, as well as on their efficacy and related difficulties encountered by development teams.

The data set offers the results of in-depth one-on-one interviews(coded to make them quantifiable) with professionals and specialists in software development, which complement the survey data. Through these interviews, industry practitioners give a greater knowledge of the practical complexities of test prioritisation and preventative testing, as well as unique solutions to real-world difficulties.

The amalgamation of survey outcomes and interview insights enables a comprehensive analysis of the present condition of test prioritisation and preventive testing methodologies within the software development sector. In order to help organisations improve software quality and optimise their testing procedures, the paper ends with giving data driven metrics, mind maps, summary and pointer recommendations based on the combined quantitative and qualitative evaluations.
DOI: 10.17632/y9ds5nnm2f.1
title: Irvsp: To obtain irreducible representations of electronic states in the VASP

description: We present an open-source program irvsp, to compute irreducible representations of electronic states for all 230 space groups with an interface to the Vienna ab-initio Simulation Package. This code is fed with plane-wave-based wavefunctions (e.g. WAVECAR) and space group operators (listed in OUTCAR), which are generated by the VASP package. This program computes the traces of matrix presentations and determines the corresponding irreducible representations for all energy bands and all the k-points in the three-dimensional Brillouin zone. It also works with spin–orbit coupling (SOC), i.e., for double groups. It is in particular useful to analyze energy bands, their connectivities, and band topology, after the establishment of the theory of topological quantum chemistry. Accordingly, the associated library – irrep_bcs.a – is developed, which can be easily linked to by other ab-initio packages. In addition, the program has been extended to orthogonal tight-binding (TB) Hamiltonians, e.g. electronic or phononic TB Hamiltonians. A sister program ir2tb is presented as well.
DOI: 10.17632/gv8n9ftxks.1
title: Reduced atopic march risk in pediatric atopic dermatitis patients prescribed dupilumab versus conventional immunomodulatory therapy: a population-based cohort study

description: Dupilumab effectively treats atopic dermatitis (AD); however, its role in halting the atopic march remains uncertain.
We aimed to to investigate dupilumab’s effect on atopic march in pediatric AD patients versus conventional immunomodulators. This retrospective cohort study utilized data from the TriNetX US Collaborative Network (2011-2024). Pediatric AD patients (≤18 years) were categorized into DUPI-cohort (newly prescribed dupilumab) or CONV-cohort (prescribed conventional immunomodulators without dupilumab). After 1:1 propensity-score matching, we analyzed atopic march progression, defined by the incident asthma or allergic rhinitis (AR). The study included 2,192 patients in each cohort. The 3-year cumulative incidence of atopic march progression was lower in the DUPI-cohort than the CONV-cohort (20.09% vs. 27.22%; P &lt;.001). The DUPI-cohort demonstrated significant risk reduction in atopic march progression (hazard ratio [HR] 0.68, 95% CI 0.55-0.83), individual asthma (HR 0.60, 0.45-0.81), and individual AR (HR 0.69, 0.54-0.88). Younger patients on dupilumab exhibited a greater risk reduction for atopic march progression and individual asthma, contrasting with the opposite age-related pattern for individual AR. These results suggested that, among pediatric AD patients, dupilumab was associated with reduced risk of atopic march progression compared with conventional therapies.
DOI: 10.17632/yrn7p7w37f.1
title: First-Principles Multiscale Modeling of Mechanical Properties in Graphene/Borophene Heterostructures Empowered by Machine-Learning Interatomic Potentials

description: Data for manuscript entitled: First-Principles Multiscale Modeling of Mechanical Properties in Graphene/Borophene Heterostructures Empowered by Machine-Learning Interatomic Potentials “Important Notes.pdf” contains useful details. “LAMMPS-Inputs.zip” folder includes: four examples of LAMMPS input scripts to study the mechanical properties at 300 K with the MTPs interatomic potentials. “AIMD-Inputs.zip” folder includes: VASP input parameters for the AIMD simulations. “POSCARs-for-AIMD.zip” folder includes: all considered structures for AIMD calculations. “Heterostructure-Models.zip” folder includes: constructed four graphene/borophene heterostructure models. “Training-Data-Full.zip” folder includes: full obtained AIMD trajectories. “Clean-MTP.zip” folder includes: untrained MTPs. “FEM-ABAQUS-Models.zip” folder includes and examples of ABAQUS input files for two heterostructures with the domain size of 63 μm (ABAQUS version 6.20).
DOI: 10.17632/dspbfsp9ds.3
title: Study on Performance of Students for The Covid-19 Aftermath Dataset

description: This dataset covered information on students' learning habits before and during COVID-19. The target respondents of this survey were undergraduate students from a public university in Malaysia, across different faculties, who are learning affected due to COVID-19. There was a total of 668 respondents accompanied by consent were agreed to join the survey. This dataset is useful for researchers who interested to identify effects and analyze the impact of students' learning habits during COVID-19 among different socioeconomic status.
DOI: 10.17632/jbks2rcwyj.1
title: Residential electric vehicle charging datasets from apartment buildings

description: The reported datasets deal with residential electric vehicle (EV) charging in apartment buildings. The datasets are described in the Data In Brief article "Residential electric vehicle charging datasets from apartment buildings" (2021), and refers to the paper "Analysis of residential EV energy flexibility potential based on real-world charging reports and smart meter data".
DOI: 10.17632/wkjwsdwk66.1
title: Data from: Risk of Gastroenteritis from Swimming at a Wastewater-Impacted Tropical Beach Varies across Localized Scales

description: This dataset contains measurements of concentrations of MST marker HF183 and fecal indicator microorganisms (fecal coliforms and enterococci). Water samples were collected just outside the river plume in three rivers that impact a Costa Rican beach during the rainy and dry season. Microorganisms were filtered from a 500-mL grab sample onto a 0.45-µm, mixed cellulose ester. Enterococci and fecal coliforms were cultured.HF183 was quantified from nucleic acid using quantitative PCR. We examined microbiological water quality in three rivers that impact a Costa Rican beach.
DOI: 10.17632/4ftmwt86vr.1
title: Bangla Audio Dataset: Original and DeepFake Voices for AI-Based Voice Analysis and Detection

description: Total number of audios : 4500 (Original: 2250; Fake: 2250)
Total number of individuals: 75
Total number of distinct sets: 15
Total number of distinct sentences per set : 30
Each set spoken by the number of individuals: 5
Each sentence voice time: 2 to 5 seconds 
Male-Female ratio: Nearly Balanced 

It has a parent folder named ‘DATASET’ under which there are 75 folders with unique names to identify the characteristics, and under this there are two folders named ‘Real’ and 'Fake', which include 30 voices each named numerically.
DOI: 10.17632/9ng8663r8c.1
title: China’s Commuting-based Metropolitan Areas (Replication Files)

description: Replication data, codes, and results for the manuscript "China’s Commuting-based Metropolitan Areas." Journal of Urban Economics
DOI: 10.17632/zx8b46cf4j
title: Sequestration of carbon in the forearc mantle wedge

description: This dataset includes the all Tables' data and predicted reaction extent in Figure 9.
DOI: 10.17632/m5phbmw43c.1
title: Variantion dataset of papaya

description: The VCF files contained all of cleaned SNPs and small InDels across the whole genome in Papaya population.
DOI: 10.17632/bj2vwsds2z.1
title: Ring-expansion of the Biomass Derivative Cyrene via Enamine Dihalocyclopropanation

description: NMR files and HRMS for chemical compounds used in the ring-expansion of Cyrene
DOI: 10.17632/kh3fjww93t.1
title: Sustainable spatial planning for windfarms in Greece

description: Scientific context Wind energy emerges as the leading RES technology anticipated to cover 25-30% of global electricity demand by 2050 [1]. The Greek State has set an ambitious national goal of achieving 35% of RES in its energy mix by 2030, with the share of wind harnessing rising to 37% of RES (7.05 GW) [2] .This is expected to bring about a conflict terrain of land competition for biodiversity conservation vs windfarm infrastructures. Hereby, we present a sustainable scenario of spatial planning for development projects to maintain the integrity of ecologically sensitive areas and to minimize fragmentation nationwide. Specifically for onshore wind energy investments, it applies as follows: (a) the currently operating windfarms continue to operate for their lifetime all over the country without limitations, (b) the windfarms that have a construction permit are allowed outside the sites of the Natura 2000 network, (c) all other forthcoming windfarm investments (production and evaluation stages) are allowed only in the investment zone, i.e. in the most fragmented zones that lie outside the Natura 2000 network. Description The database consists of three spatial layers: (a) The investment zone (41.4% of Greek land): it includes the three most fragmented zones (very high, high and medium) according to the Landscape Fragmentation Indicator (2015), of the territory outside the terrestrial part of the Natura 2000. (b) The windfarm-free zone (58.6% of Greek land): it includes the terrestrial part of the Natura 2000 network and the two least fragmented zones (very low and low) outside the network. (c) Windfarm sites (2020): 260 applications of operating windfarms (red polygons) and 1578 applications of windfarms in other permission stages (black polygons), both onshore and offshore. An application may consist of multiple polygons (1880 polygons in total). Significance, use, limitations The database can be used: (a) in the Strategic Environmental Planning for Renewable Energy Sources (SEA) and (b) in the spatial planning of other development projects (e.g. energy, transport, tourism). The database serves as a horizontal guideline. It does not replace Environmental Impact Assessments, Appropriate Assessments or wildlife sensitivity maps. The database is intended to be used by all stakeholders involved in the wind energy sector, such as investors, Ministry of Environment & Energy, policymakers, competent authorities, NGOs, and the general public. Funding This work was funded by the Natural Environment and Climate Change Agency. References [1] Veers P, et al. (2019) doi: 10.1126/science.aau2027. [2] National Energy and Climate Plan (FEK 4893/Β/31-12-2019)
DOI: 10.17632/pfrxnjd7mw.4
title: Datasets associated with the characterization of produced water and Pecos River water in Permian Basin, United States

description: Produced Water and Recos River Water Quality in the Permian Basin