cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3sfrd695hf.2
title: Data from: Mismatch-induced growth reductions in a clade of Arctic-breeding shorebirds are rarely mitigated by increasing temperatures

description: This data is connected to the research paper "Mismatch-induced growth reductions in a clade of Arctic-breeding shorebirds are rarely mitigated by increasing temperatures". It includes data on biometrics of chicks and adults of Red Knots, Great Knots and Surfbirds, data on arthropod abundance and data on temperature. Detailed information can be found in the README file. Please contact me before using these data.
DOI: 10.17632/5wz2xwsc9s.1
title: La Jolla Multiyear 35S Data (Will be uploaded upon publication)

description: Manuscript is not published yet. Data will be uploaded upon publication.
DOI: 10.17632/prhg86wd8t.1
title: Identifying BWH stage T2a cutaneous squamous cell carcinoma at risk for poor outcomes Supplemental material

description: Supplemental Material for manuscript Identifying BWH stage T2a Cutaneous squamous cell carcinoma at risk for poor outcomes
DOI: 10.17632/d2ycdfx6mz.4
title: Ultra-small cobalt particles embedded in titania by ion beam synthesis: Additional datasets including electron microscopy, neutron reflectometry, modelling outputs and particle size analysis

description: The folders are labelled according to the descriptions given in the corresponding Data-In-Brief article.

The folder “Dataset 2 Magnetometry data (Fig. 2, Fig. 3, and Fig. 4 in DIB article)’’ include .txt files corresponding to Figure 2, Figure 3, and Figure 4 in the DIB article.

The folder “Datasets 3-4 Polarised neutron spin asymmetry with variable field and temperature (Figure 5 (a) and (b) in DIB article)", in which six .txt files are available for polarised neutron spin asymmetry with variable magnetic field and temperature. 

The folder “Dataset 5 PNR raw data from PLATYPUS reflectometer (Fig. 6 in DIB article)’’ includes four raw data text files, in which raw data for polarised neutron reflectometry was obtained on the PLATYPUS reflectometer corresponding to samples doped with 3.5 at% and 5 at% Co ions. These raw data correspond to figure 6 in the DIB article. The raw .hdf files and reduction script (.py) files are also provided. 

The folder “Dataset 6 Particle size distribution (Fig.7 in DIB article)’’ include both text files and an excel file. In the excel file, you may find particle size statistics at each heat-treatment temperature counted for 125 particles and particle size distribution histogram data corresponding to figure 7 in the DIB article. In addition, particles size distribution at each temperature is provided separately as .txt files.

The folder ''Dataset 7 Output from numerical modelling of magnetic response" include modelling of FC ZFC curves in Figure 8.

The folder ''Supplemental PNR raw data (Fig. 10 in the main article)" include PNR raw data files in txt. format corresponding to Figure 10 in the main article.
DOI: 10.17632/cghj3vw67j.1
title: HCF testing raw data

description: Data of high-cycle fatigue testing on piston aluminum-silicon alloys under various conditions: wear, lubrication, corrosion, nano-particles, heat-treating, and stress
DOI: 10.5258/soton/d2039
title: Dataset for 'ANTS'21 W5 AIMLECV - Route Lifetime Analysis in Vehicular Networks'

description: This is the dataset of the accepted paper (Nov, 2021): T. Ivanescu, H. Yetgin, M. El-Hajjar, G. Merrett, "Route Lifetime Analysis for Vehicular Networks".
DOI: 10.17632/msrfc7z3yr.4
title: Data for: 3538891

description: This research analyzed the effectiveness of Black Swan strategies for the Short-Term Mean-Reversion systems, the risks and rewards profiles of such betting systems based on the S&P500 index. In determining the Black Swan events, the research made use of multiple strategies against two portfolios. By utilizing the python notebooks, signals created by the Black Swan and Bollinger Bands trading strategies were compared for performance against the baseline index (buy-and-hold strategy). This was followed by a validation of how risk mitigation techniques like the stop-loss affect the trading performance. The research concluded that it is possible to construct a Mean-Reverse strategy that outperforms the market over time.
DOI: 10.17632/wszx33t77m.1
title: HemoVision Validation Data November 2021

description: HemoVision is a software package that automates bloodstain impact pattern analysis. Ten impact patterns with known area of origin (AO) coordinates were created and used to assess HemoVision’s accuracy. Moreover, HemoVision’s results were compared to those of HemoSpat and the manual tangent method. HemoVision achieved the lowest average error and performed significantly better than the manual tangent method and the automated tangent method at a 5% significance level.

The archive file contains ten folders, one for each impact pattern. Each folder contains two subfolders: a HemoSpat subfolder containing pictures of selected bloodstains with reference scales and reference plumb lines, and a HemoVision subfolder containing a single overview image (encompassing the complete impact pattern) and several detailed close-up images of impact stains. Additionally, an ‘info.txt’ file is included with each pattern, containing true AO coordinates, overview marker coordinates, and manually measured stain coordinates.
DOI: 10.17632/wf7xf4d5d4.1
title: High-flow nasal cannula for acute respiratory failure in patients with coronavirus disease 2019 in a Japanese single-center, retrospective, observational study: 1 year of clinical experience 

description: Data set associated with the publication "High-flow nasal cannula for acute respiratory failure in patients with coronavirus disease 2019 in a Japanese single-center, retrospective, observational study: 1 year of clinical experience "
DOI: 10.17632/x2p68n8dzz.1
title: Generated Audio Sample

description: The audio samples were generated from the Kiswahili Text-to-Speech (TTS) System. The TTS system can be accessed at https://colab.research.google.com/drive/17ZZKB54T1cdPB6j47wBDkADG8UMW1jQd?usp=sharing#scrollTo=UnzbnBLZAXKR
DOI: 10.17632/tvj5s8w2gw.1
title: quadraticspacing_code

description: This set of files has been used to produce the figures found in the article “Quadratic spacing of the effective gradient area for spatially encoded diffusion NMR”, by Rituraj Mishra and Jean-Nicolas Dumez.
https://doi.org/10.1016/j.jmr.2021.107114
DOI: 10.17632/hcsk9mfp6c.1
title: Intelligent Robotics

description:  The sustainable development of STEAM education has an important influence on the promotion of reform and innovation in the field of primary education. To explore the impact of intelligent robots on the sustainable development of STEAM education, this study developed and applied a STEAM course with the theme of intelligent educational robots, and then surveyed 474 primary students who had taken this course. Results showed that hands-on was found to be a predictor to minds-on and minds-on had significant effects on hearts-on. Interestingly, while the personal operation of intelligent robots by student had a positive effect on stimulating minds-on thinking, it had no significant direct effect on promoting minds-on participation. This study suggested that teachers should pay attention to giving students appropriate teaching guidance based on students' hands-on operation, and provide them with some support strategies that can organize learning resources flexibly and participate in deep learning, so as to inspire their hearts-on ex-perience and improve the sustainable development of STEAM education.
DOI: 10.17632/ssdbwvsrm9.2
title: Dataset for publication: "The benefits of co-evolutionary Genetic Algorithms in voyage optimisation"

description: The Dataset is separated according to the cases used within the publication:
- Case 1: Dalian -> San Francisco
- Case 2: Southampton -> Karachi
- Case 3: New York -> Oslo

Within each dataset 3 files and 1 folder are included:
a) First_order_approx.csv - contains information about first order approximation according to which the mesh was built, as <Long,Lat> for each node.
b) Mesh.csv - contains information about the mesh used within optimisation procedure as <mid_long, mid_lat,boundary_min_long,boundary_max_long,boundary_min_lat,boundary_max_lat>.
c) Mesh_map.png - visualisation of Mesh.csv, where: red crosses represent <mid_long,mid_lat>; blue crosses represent <boundary_min_long,boundary_min_lat>; and purple squares represent <boundary_max_long,boundary_max_lat>.
d) Weather_data folder - where all weather data is stored in a binary format:
	- Weather_grid_sizes - defines size of the respective weather data as set of long/lat and resolution (step)
	- Naming of the files follows format: type.resolution-date_of_start-time_of_start-time_offset.bin e.g. "hycom.0p08-20180813-t00z-003" is for "hycom" type with resolution of 0.08 degree; starting on 2018-08-13 at 00 hours (12:00 am), with 3h offset from starting date/time (so in this case it is data for 03:00 am on 13-08-2018).
	- "Hycom" type contains raw currents data as single precision floating point values (4-bytes) for ocean components: (U-speed, V-speed, temperature, salinity).
	- "Wave" type contains raw waves data as single precision floating point values (4-bytes) of wave components: (height, direction, period).
	- "Wind" type contains raw winds data as single precision floating point values (4-bytes) for wind components: (U-speed, V-speed).
DOI: 10.17632/zsns7pjb4w.3
title: Strawberry data for MGIDI paper

description: This file contains data on multiple traits evaluated in a strawberry experiment. See https://doi.org/10.1101/2020.12.30.424876 for information regarding the trait names.
DOI: 10.17632/bxkkp6bv2j.2
title: Mapping the invisible chromatin transactions of prophase chromosome remodelling

description: Original image data for Figures 1, 2 and 6
DOI: 10.17632/b5yc9sw7y9.4
title: The Mediating Role of Self-leadership on Basic Psychological Needs, Academic Self-efficacy and Career Adaptability When Life Satisfaction is Controlled 

description: In this study, a structural model was tested to investigate the mediator role of self-leadership in the relationships between basic psychological needs and career adaptability and academic self-efficacy and career adaptability. When testing the model, the effect of life satisfaction was controlled. 404 university students [67.3% females and 32.7% males] participated in the study. The participants responded to measures of basic psychological needs satisfaction, academic self-efficacy, self-leadership, career adaptability, and life satisfaction. The data was collected online by way of Google Forms in July 2021. The participants were accessed by sharing the study link with certain explanations on a few social media accounts, which university students follow, such as Facebook groups or Whatsapp (a message communication application), and requested to share the link with their friends.
DOI: 10.17632/y56pnj86rf.1
title:  The Role of Maternal Triglyceride in the Association between Maternal Thyroid Hormone and Risk of Large-for-gestational-age/Macrosomia

description: Supplementary data for:"The Role of Maternal Triglyceride in the Association between Maternal Thyroid Hormone and Risk of Large-for-gestational-age/ Macrosomia"
Table S1 the association between thyroid hormone concentrations and birth weight Z score
Table S2 the association between thyroid hormone and maternal lipid profile in the first trimester
Table S3. Mediation effect of maternal serum lipid on the association between maternal TSH concentrations and neonatal birth weight Z score
Table S4. sensitivity analyses
Table S5. Mediation effect of maternal lipids on the association between maternal FT4 and neonatal birthweight according to different subgroups Figure S1 Directed acyclic graphs of the relationships between maternal free thyroxin, maternal Triglyceride and fetal birth weight.
DOI: 10.17632/t8ytwfgdz9.1
title: Spatial connections between microplastics and heavy metal pollution within floodplain soils

description: Publication raw data "Spatial connections between microplastics and heavy metal pollution within floodplain soils".
Dataset 1 containing general soil data (grain size fractions, pH, organic matter), total plastic loads (p kg-1) and metal, metalloid and heavy metal loads (mg kg-1) from soil samples of the Lahn river catchment. 
Dataset 2 containing heavy metal loads (ppm) from extracted coarse microplastic and mesoplastic particles as well as particle descritpions.
DOI: 10.17632/vng492b4cc.1
title: Data for: Field observations to establish the impact of fluvial flooding on potentially toxic element (PTE) mobility in floodplain soils

description: These datasets support the publication Ponting, J., Verhoef, A., Watts, M.J. and Sizmur, T., 2021. Field observations to establish the impact of fluvial flooding on potentially toxic element (PTE) mobility in floodplain soils. Science of The Total Environment, p.151378.

The site used in this study is a floodplain downstream of a lowland urban catchment in England and is located adjacent to the River Loddon, a tributary of the River Thames, to the south of Reading, in southeast England, United Kingdom (51º24’47.6” N, 0º55’10.6” W).

The data used in this paper was collected through the period of December 2018 to March 2019; pre-flood, during the flood, and post-flood. The flood event occurred due to high groundwater levels and overbanking of the River Loddon. There were 5 sampling visits before the flood (pre-flood), one visit during the flood (towards the end of approximately a one-week flood) and 5 sampling visits after the flood (post-flood).

The 12 soil sampling locations used throughout the sampling regime were selected by creating a Fishnet grid (5m x 5m) in ArcGIS and taking the centre of the grid as the sampling point. At each sampling location, 5 soil samples were collected from an approximately 1m2 area using a stainless-steel auger to consistently sample the top 30cm of floodplain soil. These 5 samples were combined into 1 composite sample and stored in a cool box before return to the laboratory. Homogenised (~100 g) samples were centrifuged at 5,000 rpm (RCF 3830 x g) for 1 hour to extract pore water samples. Analyses conducted on the pore water samples included elements using Inductively Coupled Plasma Mass Spectrometry (ICP-MS), anions using Ion Chromatography (IC), and dissolved organic carbon using the Non-Purgeable Dissolved Organic Carbon (NPOC) method. 

River water samples were collected with a Nalgene bottle on a pole from a bridge located upstream of the floodplain at two time points (8 am and noon) on each sampling day during the period between November 2018 and March 2019. Groundwater samples were collected from two boreholes located on the Loddon Meadow Floodplain on each sampling day during the period between December 2018 and March 2019. An acid-washed 1 m plastic tube with 60 ml syringe was used to create a vacuum to draw water up from the borehole. The first sample drawn up was used to wash the 500 ml Nalgene sample bottle and then discarded. The river water and groundwater samples collected were transported in a cool box back to the laboratory and then were filtered using a 0.45 µm cellulose nitrate syringe filter and acidified prior to storage in the fridge and further analyses for elements (ICP-MS), anions (IC) and dissolved organic carbon (NPOC).
DOI: 10.17632/hdkhhsjv8n.1
title: Malignant progression of liver cancer progenitors requires KAT7-acetylated and cytoplasm-translocated G-protein GαS

description: Malignant progression of liver cancer progenitors requires KAT7-acetylated and cytoplasm-translocated G-protein GαS
DOI: 10.17632/j3vyf4js7h.1
title: Raw data for article "Evaluation of multiple reaction monitoring cubed performed by a quadrupole-linear ion trap mass spectrometer for quantitative determination of 6-sulfatoxymelatonin in urine"

description: Raw data for article 

Evaluation of multiple reaction monitoring cubed performed by a quadrupole-linear ion trap mass spectrometer for quantitative determination of 6-sulfatoxymelatonin in urine 

Leonid V. Lopukhov, Anna V. Balandina, Lilia S. Nigmatullina, Adelya F. Mullakhmetova, Gulnaz E. Synbulatova, Alexander V. Laikov, Victor L. Lopukhov, Tatiana V. Grigoryeva

Files are in .wiff format.
DOI: 10.17632/v357z2ncbh.2
title: Problem instances of the sequencing problem of a steel continuous galvanizing line

description: These 30 instances are real cost matrices of a continuous galvanizing line of a Spanish steel company. The element [i, j] of the matrix represent the cost of producing item i right before item j. If an element [i, j] of the matrix is equal to -1, it means that the transition from item i to item j is forbidden. The problem consists in finding the minimum-cost Hamiltonian path (i.e. a minimum-cost feasible sequence). See README.txt for further details.
DOI: 10.17632/gx8657vph2.1
title: A New Job Priority Rule and Heuristic Algorithm for the Permutation Flowshop

description: Raw data for the working paper
DOI: 10.17632/73rt8s7pwd.2
title: A low-cost 3D-printable differential scanning fluorometer for protein and RNA melting experiments

description: Differential scanning fluorimetry (DSF) is a widely used biophysical technique with applications to drug discovery and protein biochemistry. DSF experiments are commonly performed in commercial real-time polymerase chain reaction (qPCR) thermal cyclers or nanoDSF instruments. Here, we report the construction, validation, and example applications of an open-source DSF system for 176 €, which, in addition to protein-DSF experiments, also proved to be a versatile biophysical instrument for less conventional RNA-DSF experiments. Using 3D-printed parts made of polyoxymethylene, we were able to fabricate a thermostable machine chassis for protein-melting experiments. The combination of blue high-power LEDs as the light source and stage light foil as filter components was proven to be a reliable and affordable alternative to conventional optics equipment for the detection of SYPRO Orange or Sybr Gold fluorescence. The ESP32 microcontroller is the core piece of this openDSF instrument, while the in-built I2S interface was found to be a powerful analog-to-digital converter for fast acquisition of fluorescence and temperature data. Airflow heating and inline temperature control by thermistors enabled high-accuracy temperature management in PCR tubes (±0.1 °C) allowing us to perform high-resolution thermal shift assays (TSA) from exemplary biological applications.
DOI: 10.17632/dfxjk69h8m.1
title: Consent & Survey form

description: This word document contains the consent form along with the survey questionnaire reached out to 380 participants to get their informed written consent that the data collected to conduct the empirical study involving customers’ overall perceptions about self-concept, emotions, perceived cost and benefits, moral identity, communal focus, engagement and their advocacy behaviours in the Indian FinTech industry will be used for research and publication purposes.
DOI: 10.17632/8kvdbhrgxt.1
title: Big Dataset of Optical-Wireless Cyber-Physical Systems for Optimizing Manufacturing Services in the  Internet of Things-enabled Industry 4.0

description: The data presented in the article provides a fundamental building block of the next-generation Internet of things-enabled optical-wireless communication architectures for big data gathering in the electronics manufacturing Industry 4.0.
•	The published data will guide scientists for low-cost and energy efficient integration of different types of cyber-physical systems with varying data capacity requirements, and operate them optimally within realistic network scenarios in the electronics manufacturing Industry 4.0.
•	The data presented in the article will serve as a guide for readers for closely monitoring the assembly and manufacturing processes in real-time to minimize the faulty products and to boost the production process with lesser human interventions in the electronics manufacturing Industry 4.0.
•	The published data can be used as a benchmark problem by researchers interested in artificial intelligence-based network analysis of different types of manufacturing systems in the manufacturing Industry 4.0.
DOI: 10.17632/shyprt2hhp.1
title: Mossy cells orthogonally compress hippocampal information

description: Original datasets of in vivo/ in vitro patch-clamp recordings from mossy cells in the paper "Mossy cells orthogonally compress hippocampal information" by Ouchi et al.
DOI: 10.17632/scndhkf89k.1
title: Predictors of Mortality of Hemorrhagic Stroke with Brain Herniation at Teaching Hospital, Indonesia

description: Data Of Predictors of Mortality of Hemorrhagic Stroke with Brain Herniation
at Teaching Hospital, Indonesia
DOI: 10.17632/rnfczdbkjk.1
title: Repository to JNS

description: Data Of Predictors of Mortality of Hemorrhagic Stroke with Brain Herniation
at Teaching Hospital, Indonesia
DOI: 10.17632/pkszptkvnh.1
title: Forest plots

description: Forest plots
DOI: 10.17632/ntvy266fk4.1
title: Use of the critical incident technique to improve customer service to passengers with disabilities in air transport

description: The interest in research on service quality and user satisfaction has increased in recent decades, and several methods and techniques have been employed to study management issues in different service contexts. The critical incident technique approach has been frequently used in research in the field in recent years. The airline industry has witnessed an increase in the number of people with disabilities using air transport. Surveys point to the dissatisfaction of users with the meeting of their needs throughout the travel cycle, especially in the interaction process between these users and workers providing the service. This paper aimed to improve the service provided to people with disabilities in air transport by identifying conditions that affect the service, and the skills of the workers in the service process that need to be developed. The research consisted of 2 phases. In the first, interviews were conducted using the critical incident technique with 115 workers linked to airports (n=56), airlines (n=47), and service providers (n=12) from 16 national and international airports in the five Brazilian regions. We identified typical service situations, gaps related to workers' skills in the service process, and issues related to airport management and infrastructure that interfere with the provision of services to people with disabilities. In the second phase, observations were made on actual service situations in 16 Brazilian airports at different moments of the travel cycle, and difficulties related to the service process were identified. Some clear implications for management emerge from the research results. Multidimensional aspects interfere in the process of assisting people with disabilities in air transport. Managers must be aware of these aspects to improve the quality of the service provided.
DOI: 10.17632/9gy2rcsf3m.1
title: DEA TOPSIS

description: The study's research subjects were the 34 OECD member states, and the research period was from 2013 to 2017. A hybrid MCDM model, combining DEA and modified TOPSIS-AL, was proposed to evaluate energy and environmental performance. The OECD was established in 1961 and is one of the world's largest and most reliable sources of global economic and social statistics. The statistics provided by the OECD include all 34 member states as well as other vital economies.
DOI: 10.17632/fcrmp92ckn.1
title: UrOAC: Urban Objects in Any-light Conditions

description: We propose UrOAC, a dataset of urban objects captured in a range of  different lightning conditions, from bright daylight to low and poor night-time lighting conditions. In the latter, the objects are only lit by low ambient light, street lamps and headlights of passing-by vehicles. The dataset depicts the following objects: pedestrian crosswalks, green traffic lights and red traffic lights. The annotations include the category and the bounding-box of each object