cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rg9pshry4m
title: DWSRP Data sets

description: DWSRP instance represents the problem to be optimized during reoptimization. To distinguish the instance that spans an entire working day, we refer to it as a DWSRP super instance. An arbitrary DWSRP super-instance, designated as I(N, K, δ), encompasses a total of N tasks scheduled throughout the entire working day, involving K teams, and embodies a specific degree of dynamism quantified by δ. Our aim is to create instances that manifest diverse degrees of dynamism, precisely δ = 0.2, 0.4, 0.6, 0.8, while varying the total task counts and team numbers, represented as (N, K) = (30, 2), (40, 3), (50, 4), (60, 5), (75, 5). The process of generating an instance denoted as I(N, K, δ) unfolds as follows. Considering a standard working day spanning 9 hours, equivalent to 540 minutes, we set τ max = 540. To ensure a gradual distribution of new task arrivals across the work period, we divide the day, denoted as (0, τ max], into d time intervals. At the start of the day, ⌊N/d⌋ tasks are assumed to be predetermined, thereby establishing the degree of dynamism, δ, for the given instance as δ = (N − ⌊N/d⌋)/N . The arrival time ai and the earliest start time ei for these static tasks are initialized to 0. For each interval t = 1, ..., d − 1, corresponding to the time interval ( τ max d (t − 1), τ max d t], ⌊N/d⌋ tasks are generated. The remaining (N − ⌊N/d⌋(d − 1)) tasks are allocated to the final time interval, i.e., time interval t = d, corresponding to ( τ max d (d − 1), τ max]. In the case of a task i generated for a time interval t, its arrival time ai is determined as a random value within the boundaries of the corresponding interval, while the earliest start time ei is set to match ai. The latest start time li for task i is calculated as the minimum of either ai + Uniform(10, 50) or τ max. Furthermore, both the processing time pi and the priority wi are established using uniform distributions of Uniform(5,25) and Uniform(1,5), respectively. Additionally, each task is assigned a random location within a rectangular metric space measuring 25 km by 25 km. We assume a traveling speed of 30 km per hour for each team, utilizing rectilinear distances to generate the distance matrix. We consider a skill set comprising five distinct skills, denoted as |Q| = 5. To determine the skill requirements for each task-skill pair (i, q), we employ a random number generator that generates values between 0 and 1. Specifically, we set uiq to 1 if the randomly generated number falls within the range of 0 to 0.5. In cases where a task i does not initially require any skill, i.e., uiq = 0 for all q ∈ Q, we then randomly select a skill to be associated with the task. A similar process is applied to determine the skill capabilities of the teams, resulting in the [vkq] matrix. In this manner, we have generated twenty DWSRP super-instances set, referred to as tight instances. Second set, referred to as loose instances, uniformly assigns task deadlines at τ max.
DOI: 10.17632/y4yhj78w2k
title: JAQ-Replication

description: The JAQ-Replication.zip file contains the source code required to replicate the results of the study by Coraggio, L., Pagano, M., Scognamiglio, A., and Tåg, J. (2022), titled “JAQ of All Trades: Job Mismatch, Firm Productivity, and Managerial Quality.”

Due to the sensitivity of the data used in the original paper, they cannot be shared. Instead, the zip folder includes mock data, provided solely for replication purposes.
DOI: 10.17632/37yg6zgmh9
title: Raw Data for: "Multitechnique Characterization of Secondary Minerals near HI-SEAS, Hawaii, as Martian Subsurface Analogues"

description: This repository contains raw and processed data for the published paper: "Multitechnique Characterization of Secondary Minerals near HI-SEAS, Hawaii, as Martian Subsurface Analogues" by Mulder et al. (2023) in Scientific Reports. The dataset comprises XRF data from basalts and XRD, SWIR, FTIR and SEM data from secondary minerals in lava tubes on Mauna Loa, Hawaii. This data was used to determine the mineralogy and distribution of secondary minerals observed in lava tubes. Hyperspectral images have been used to map mineral distribution on the basaltic surfaces as analogue for Martian environments. SEM images show the internal morphology and mineralogy of silica and calcite coralloid speleothems.
DOI: 10.17632/535bdkc2hy
title: Data for: Transmission Capacity Analysis of Relay-Assisted D2D Cellular Networks With M2M Coexistence

description: Matlab Source Files
DOI: 10.17632/5hpt56k43s
title: Data for: Analysis of the radioactive atmospheric dispersion induced by ship nuclear power plant severe accident

description: Wenzhen Chen, the famous professor in the nuclear science and engineering field in China, received his B.Sc. and M.Sc. degree from Naval Academy of Engineering, China, in 1983 and 1989, respectively. He received his Ph.D degree from Huazhong University of Science and Technology in 1994. He worked as a post-doctor in Shanghai Jiaotong University from 1996 to 1998. Presently, Dr. Chen is a professor and doctoral student supervisor at College of Nuclear Science and Technology, Naval University of Engineering. Dr. Chen is also the director of nuclear engineering discipline. His research activities involve nuclear reactor safety analysis, nuclear reactor thermal-hydraulics, neutron kinetics, heat transfer, thermodynamics and numerical method. He has presided many research works in Nuclear Energy Science and Engineering, and published more than 100 research papers in China and in the international Journal, such as 《Nuclear Engineering and Design》,《Progress in Nuclear Energy》,《Annals of Nuclear Energy》,《Int.J.of Energy Research》,《Int. J. Power & Energy Systems》,《Heat and Mass Transfer》,《Progress in Natural Science》,《Journal of Thermal Science》,《AIAA Journal of Thermophysics and Heat Transfer》,《Energy Conversion and Management》,《Chinese Science Bulletin》,《ASME Journal of Heat Transfer》. Dr. Chen has been invited to review more than 50 papers for 《Progress in Nuclear Energy》,《Annals of Nuclear Energy》,《Journal of Computational and Applied Mathematics》,《Physics of Fluids》,《Heat and Mass Transfer》,《Progress in Natural Science》, 《Chemical Engineering Communications》, 《Numerical Heat Mass Transfer》, 《Nuclear Science and Engineering》, 《Chinese Science Bulletin》,《Atomic Energy Science and Technology》, et al.. Dr. Chen has published the books 《Nuclear Reactor Engineering Principle》and 《Thermal Hydraulics of Nuclear Power Plants》 in China.
DOI: 10.17632/v3y4bnmds3
title: Female rats retain goal-directed planning of action sequences after acute stress despite changes in planning structure and action sequence execution

description: When making decisions under stress, organisms tend to deliberate less and rely on automatic habits. Prior investigation into the influence of stress on decision-making has primarily viewed goal-direction and habit as independent and competitive sources of control in static environments. The effects of acute stress on the integration of goal-direction and habit in hierarchical planning to solve dynamic tasks remain unclear. Here, our aim was to assess whether stress prompted the usage of habitual action sequences over the selection of discrete goal-directed actions in a serial decision task. We trained 16 female Long Evans rats in a two-stage binary choice task and performed two probe tests, one following acute restraint stress and one under control conditions, to identify how stress affected higher-level planning of behavior and intermediate action structures. We found that under both stressed and control conditions, rats exhibited goal-directed planning of habitual action sequences. However, following stress, rats showed a greater tendency to reiterate action sequences independent of reinforcement, indicating that stress may induce an aversion to exploration in action planning. Stress also increased the latency between responses – degrading action sequence integrity despite conserving their overall structure and performance. Taken together, these findings suggest that although acute stress does not disrupt the overall macrostructure of behavior in two-stage decision-making, it does alter the microstructure of goal-directed and habitual control individually. Further, these results imply that the extent to which stress impairs goal-direction in female rats may depend on the incentive structure and attentional demands of the decision environment. 

This dataset includes discrimination training, two-stage task training, retraining, and both probe tests. Please see the associated preprint for further detail.
DOI: 10.6084/m9.figshare.1224365.v2
title: Master Regulator Candidates (Full Tables)

description: Full tables of all Master Regulator candidates for all sampled regions and comparisons, along with their associated Normalized Enrichment Scores (NES) and p-values. The tables contain the results for Shell of the Nucleus Accumbens (Shell), Core of the Nucleus Accumbens (Core), Medial Prefrontal Cortex (MPF), Central Amygdala (CeA), Basolateral Amygdala (BLA), BNST Ventral (BNSTVentral), BNST Dorsal (BNST), Ventral Tegmental Area (VTA) for both the Naive vs NonDependent and NonDependent vs Dependent comparisons.
DOI: 10.17632/mb88s38gch
title: VO2max pedaling power

description: database of the manuscript: MAXIMAL AEROBIC POWER AND PEDALING POWER UNDER HIGH ALTITUDE HYPOXIA IN ANDEAN NATIVES AND ACCLIMATIZED NON-NATIVES. INFLUENCE OF TIME OF DAY
DOI: 10.17632/x32x6rn5kv
title: Dataset for seismic stratigraphy interpretation

description: The dataset includes seismic data, seismic interpretation and maps
DOI: 10.17632/zvpg53tc2p
title: Corn Crop Growth

description: This dataset contains information on environmental and soil variables that influence the growth of corn crops. The data was collected from 2010 to 2019 with the aim of predicting and optimizing management practices to improve corn productivity.

Variables

Temperature
Description: Ambient temperature in degrees Celsius.
Data Type: Numeric (float)
Value Range: 10°C to 35°C
Importance: Temperature directly influences the growth rate and development of corn. Temperatures within the optimal range promote ideal plant growth.

Humidity
Description: Relative humidity in percentage.
Data Type: Numeric (float)
Value Range: 30% to 90%
Importance: Relative humidity is crucial for transpiration and gas exchange in corn leaves, affecting nutrient and water absorption.

Soil_Moisture
Description: Soil moisture in percentage.
Data Type: Numeric (float)
Value Range: 10% to 40%
Importance: Soil moisture is fundamental for water availability to corn roots, especially during critical stages of germination and vegetative growth.

Growth
Description: Corn growth in centimeters.
Data Type: Numeric (float)
Value Range: Dependent on environmental and soil conditions
Importance: Direct measure of plant health and development, influenced by environmental and soil variables. It is the target variable for regression models.
DOI: 10.6084/m9.figshare.1587176.v1
title: Data from: Macroalgal composition determines the structure of benthic assemblages colonizing fragmented habitats

description: Abundance data for animal assemblages colonizing artificially fragmentated macroalgal patches.
DOI: 10.17632/j64555k7fc
title: Analysis of the Impact of Social Media on Brand Awareness for Small and Medium Enterprises

description: Analysis of the Impact of Social Media on Brand Awareness for Small and Medium Enterprises

This research focuses on the following constructs: 
1.⁠ ⁠Social Media Marketing Activities (SMMAs)
2.⁠ ⁠Perceived Value
3.⁠⁠ Relevance
4.⁠ ⁠Brand Differentiation
5.⁠ ⁠Consumer Engagement 

The purpose of this research is to investigate how Social Media Marketing Activities (SMMAs) enhance brand awareness for Small and Medium Enterprises (SMEs) in Indonesia by improving perceived value, relevance, and brand differentiation, which ultimately drive consumer engagement. Using Partial Least Squares Structural Equation Modeling (PLS-SEM), this study analyzes data collected from Indonesian social media users who interact with SME brands, emphasizing the role of digital stimuli in shaping consumer behavior within the Stimulus-Organism-Response (S-O-R) framework. 

Initial data from 526 respondents were pruned to 500 valid responses after removing incomplete or inconsistent.

Conclusion : 
The study validates that strategic social media marketing is indispensable for SMEs aiming to differentiate themselves and build consumer relationships. By leveraging PLS-SEM, this research provides actionable insights for SMEs to optimize their digital strategies and achieve sustainable brand recognition. 

Keywords: Social Media Marketing, Brand Awareness, SMEs, Consumer Engagement.
DOI: 10.17632/b88twnx3fg
title: Data for paper 2

description: Data for paper 2: Does perfectionism affect individual financial risk tolerance, wealth accumulation, and gambling behaviour
DOI: 10.17632/kxb38h7snx
title: Horisawa-Takada et al., Meiosis-specific ZFP541 repressor complex promotes developmental progression of meiotic prophase towards completion during mouse spermatogenesis

description: During spermatogenesis, meiosis is accompanied by robust alteration in gene expression and chromatin status. However, it remained elusive how meiotic transcriptional program is established to ensure completion of meiotic prophase. Here, we identified a protein complex that consists of germ-cell-specific zinc-finger protein ZFP541 and its interactor KCTD19 as the key transcriptional regulator for mouse meiotic prophase progression. Our genetic studies show that ZFP541 and KCTD19 are co-expressed from pachytene onward and play an essential role in the completion of meiotic prophase program in the testis. Furthermore, our ChIP-seq and transcriptome analyses reveal that ZFP541 binds to and suppresses a broad range of genes whose function is associated with biological processes of transcriptional regulation and covalent chromatin modification. The present study demonstrates that germ-cell specific complex that contains ZFP541-KCTD19 promotes the progression of meiotic prophase towards completion in male, and triggers the reconstruction of the transcription network and chromatin organization leading to post-meiotic development.
DOI: 10.17632/kpv6r63gmc
title: Replication data for "Does university make you more liberal? Estimating the within-individual effects of higher education on political values"

description: Replication R script for the Electoral Studies article "Does university make you more liberal? Estimating the within-individual effects of higher education on political values".

Data available on request or reproducible by linking multiple waves from 1970 British Cohort Study using the early sections of the replication code. Citation: University of London, Institute of Education, Centre for Longitudinal Studies. (2021). 1970 British Cohort Study [data series]. UK Data Service. URL: beta.ukdataservice.ac.uk/datacatalogue/series/series?id=200001
DOI: 10.17632/rsfx69pd44
title: GMES: A Python package for solving Maxwell’s equations using the FDTD method

description: This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018) Abstract This paper describes GMES, a free Python package for solving Maxwell’s equations using the finite-difference time-domain (FDTD) method. The design of GMES follows the object-oriented programming (OOP) approach and adopts a unique design strategy where the voxels in the computational domain are grouped and then updated according to its material type. This piecewise updating scheme ensures that GMES can adopt OOP without losing its simple structure and time-stepping speed. The users can easily ... Title of program: GMES Catalogue Id: AEOK_v1_0 Nature of problem Classical electrodynamics Versions of this program held in the CPC repository in Mendeley Data AEOK_v1_0; GMES; 10.1016/j.cpc.2012.12.011
DOI: 10.6084/m9.figshare.c.3636167_d6.v1
title: Additional file 2: of T-REx: Transcriptome analysis webserver for RNA-seq Expression data

description: Figures S2A - S2J; high resolution images of Figure 2 . (R 13 kb)
DOI: 10.6084/m9.figshare.23915901.v1
title: Evolution over time (days) of StPM quality attributes during storage.xlsx

description: Evolution over time (days) of StPM quality attributes during storage.
DOI: 10.17632/px7snnvypr
title: Codes for the Article “The impact of financial crises on industrial growth in the Middle East and North Africa”, Global Finance Journal.

description: These codes use the original sources of data to add in replicating the GFJ article and its online appendix. 
Stata is required to run all the codes. The codes were run on a notebook with a processor Intel(R) Core(TM) i7-9750H CPU @ 2.60GHz, 2601 Mhz, 6 Core(s), 12 Logical Processor(s).
All data files (.dta and .do) are in Stata format. There are a total of 23 codes in the zip file. Furthermore, I also use the codes for the panel estimators of Correia 2017 and Machado and Santos Silva 2019.
DOI: 10.17632/t72hdvfs6r
title: Supplementary Tables S1-S3 for "Organic Matter Remineralization Modulates Molybdenum Output to Pelagic Deep-sea Sediments"

description: Supplementary Tables S1-S3 for "Organic Matter Remineralization Modulates Molybdenum Output to Pelagic Deep-sea Sediments". Supplementary Table S1 presents total organic carbon (TOC) contents (Elementar Vario ELIII elemental analyzer, %) of pelagic deep-sea sediments from cores GC01, GC23, and GC44 in the northwestern Pacific. Supplementary Table S2 presents major and trace element compositions (ICP-MS) and Mo isotope compositions (MC-ICP-MS) of pelagic deep-sea sediments from cores GC01, GC02, GC23, and GC44 in the northwestern Pacific. Supplementary Table S3 presents Fe, Mn, and Mo concentrations (nM, ICP-MS) of porewater from cores GC01 and GC44 in the northwestern Pacific.
DOI: 10.17632/6h5fjpg7p9
title: libepa — A C++/Python library for calculations of cross sections of ultraperipheral collisions

description: The library provides a set of C++/Python functions for computing cross sections of ultraperipheral collisions of high energy particles under the equivalent photons approximation. Cross sections are represented through multiple integrals over the phase space. The integrals are calculated through recurrent application of algorithms for one dimensional integration. The paper contains an introduction to the theory of ultraperipheral collisions, discusses the library approach and provides a few examples of calculations.
DOI: 10.17632/p9cr67s6jp
title: Feed Bunk Score Images - FBSI

description: The Feed Bunk Score Images - FBSI dataset is a set of images of leftover rations on feed bunks in feedlot cattle. These images are used for reading and classification of the bunk score. This technique is a visual assessment and consists of analyzing the amount of feed left in the bunk over the last 24 hours. For each volume of leftovers, specific scores are assigned suggesting adjustments in the amount of feed to be provided during the day, according to the needs of the animals in each herd. The dataset is composed of 1511 images of 6 different scores. These images represent different diet compositions according to the farms. Furthermore, in this dataset, the feed bunks differ in terms of their material and model. Most feed bunks are made of cement, but some are made of wood with the background covered in rubber or plastic material.
DOI: 10.17632/pbb3w3f92y
title: BdSL47: A Complete Depth-based Bangla Sign Alphabet and Digit Dataset

description: The BdSL47 is the original dataset constructed under the supervision of the Systems and Software Lab (SSL), Department of Computer Science and Engineering (CSE), Islamic University of Technology (IUT) and Department of Computer Science and Engineering (CSE), United International University (UIU), Dhaka, Bangladesh. The ownership of this dataset belongs to the authors and they have administered the dataset collection processes by taking informed consent from the participants/singers of the Bangla sign Alphabets and Digits. The dataset was constructed by collecting Bangla alphabet signs from 10 signers in a controlled setting. We employed varying factors of the users like age, gender, hand shape, and skin color. We have also incorporated different challenges while collecting data like scaling, translation, hand rotation, hand orientation, lighting ambiance, and background. We have collected webcam images of 47 signs (10 Bangla Sign Digits and 37 Bangla Sign Alphabet) and resized them to 640x480. For each of the RGB image samples, we have detected the hand key points via the MediaPipe library. Then we generate CSV files containing x, y, and depth coordinate values of 21 hand key points extracted from these image samples and constitute 21×3, or 63 input features. The dataset contains 47000 RGB input images of 47 signs (10 digits, 37 letters) of Bangla Sign Language. The images have been processed via the MediaPipe framework, which is designed to detect predefined 21 hand key points from a sample and provide normalized x & y coordinate values and an estimated depth value. The 3D coordinate values were stored in .csv files (1 file contains information on 100 image samples of the same sign). The dataset contains 470 .csv files in total. There are two folders named as “Bangla Sign Language Dataset - Sign Alphabets” and “Bangla Sign Language Dataset - Sign Digits”. Under each folder, user-wise folders are given that contain sign images (input images (raw images in jpg format), and CSV files (normalized 3D coordinates of 21 hand keypoints with corresponding class labels). All the files of around 1.12GB are available for direct download using the ‘Download All’ option by going to the doi: 10.17632/pbb3w3f92y.3. The images and CSV files can be easily read or processed using Python or any other programming language (Python 3.10.3). Please cite our dataset if you have used it in your research following the format, “Rayeed, S M; Tuba, Sidratul Tamzida; Mahmud, Hasan; Mazumder, Mumtahin Habib Ullah; Hossain, Md. Saddam; Hasan, Md. Kamrul (2023), “BdSL47: A Complete Depth-based Bangla Sign Alphabet and Digit Dataset”, Mendeley Data, V3, doi: 10.17632/pbb3w3f92y.3”. The files associated with this dataset are licensed under a Creative Commons Attribution 4.0 International license. The link to the code can be found here: https://github.com/SMRayeed/BdSL47-Recognition.
DOI: 10.17632/t8tbk9gdt2
title: Photoionization cross sections and photoelectron angular distributions of molecules with XCHEM-2.0

description: The XCHEM code was introduced in 2017 [1] to provide an accurate description of electron correlation and exchange in the electronic continuum of molecules at the same level as complete or restricted active-space self-consistent field (CASSCF or RASSCF) methods. This has allowed for an accurate description of molecular photoionization in the region of Feshbach resonances, shake up processes in which ionization is accompanied by excitation of one or several of the remaining electrons, and interchannel couplings. The success of XCHEM for small molecules has led us to improve its performance in several aspects, which now allows for the description of resonant molecular photoionization in larger systems. In addition, we have incorporated the possibility to calculate photoelectron angular distributions in the laboratory and molecular frames, which are essential to interpret angularly resolved photoionization experiments. Here we show its performance in the N2 and pyrazine molecules. The new version of the code, XCHEM-2.0, is freely available at https://gitlab.com/xchem/xchem_public.
DOI: 10.17632/cyrpvzpv83
title: Primary data photo and biodegradation Senga river.xlsx

description: Coagulation of organo-ferric particles and production of low molecular forms of organic matter and trace metals as two main processes of photo- and bio-degradation in boreal humic waters.
DOI: 10.6084/m9.figshare.14312576.v1
title: depression/hopelessness

description: Association of digit ratio with depression and hopelessness