cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mcxv7d6xgk.4
title: Dataset on genetic variation and trait association in cheeseweed (Malva parviflora L.) genotypes for agronomic traits

description: Raw data
Measurements from marketable mature plants were used to collect data on seven agronomic parameters. For data collection, a total of 3 plants were chosen from each replication. The number of leaves was manually gathered and counted. The average of the plant height (cm), petiole length (cm), leaf length (cm), leaf breadth (cm), root length (cm), and plant weight (g) were computed.
The supplemental file "S1" contains the experiment's raw data. The ANOVA analysis results are shown in supplemental file "S2". The additional file "S3" contains the raw data for Table 1, Table 3, Table 4, Table 5, and Fig. 1 and Fig. 2. In the supplemental file "S4", the raw data for Table 2, Fig. 3, and Fig. 4 are displayed. The principal component analysis's analyzed data is shown in the supplemental file "S5". The genotype image is shown in the supplemental file "S6."
DOI: 10.17632/4gs3ks89mr.1
title: Response predictor for pigment reduction after one session of photo-based therapy using convolutional neural network

description: This dataset contains the treatment response after each photo-based treatment session for facial hyperpigmentation. We trained a convolutional neural network (CNN) based on these results and showed that there exist discernible features in pretreatment photographs for identifying favorable responders after photo-based treatments for facial hyperpigmentation.
DOI: 10.17632/7sh39sgzj3.1
title: Ocular Surface Disorders Affect Quality of Life in Patients with Autoimmune Blistering Skin Diseases: A Cross-Sectional Study

description: Huanmin Kang et.al Ocular Surface Disorders Affect Quality of Life in Patients with Autoimmune Blistering Skin Diseases: A Cross-Sectional Study
DOI: 10.17632/ds82ptkn9g.1
title: Huanmin Kang et.al Ocular Surface Disorders Affect Quality of Life in Patients with Autoimmune Blistering Skin Diseases: A Cross-Sectional Study

description: All raw data of this manuscript: Ocular Surface Disorders Affect Quality of Life in Patients with Autoimmune Blistering Skin Diseases: A Cross-Sectional Study
DOI: 10.17632/3jsdmmc3xr.1
title: Dataset for multicenter comparison of measures for quantitative evaluation of contouring in radiotherapy

description: This dataset was created to perform a comparison of tools used for the assessment of contouring between different institutions. A survey was conducted between institutions using this dataset, the results of which will be published separately. The dataset consists of two CT images with "test" and "reference" RTSS, for which participants were asked to submit the values for the contouring measures they used. Ground truth measurements are not provided. The first study consists of a synthetic image with synthetic shapes. The second study is based on one case from the AAPM 2017 Thoracic Auto‐Segmentation Challenge dataset, case LTCSC-Test-S1-201, for which an additional "test" contour has been added.
DOI: 10.17632/mr3hvvnjfw.1
title: output of Gaussian 09 for MgZnO

description: this data is the out put of gaussian 09
DOI: 10.6084/m9.figshare.21200336
title: healthcare working hybrid Oleksa-Marewska Grant.sav

description: This dataset consists of data obtained fron 135 healthcare specialists working hybrid or remotely. Following data were obtained: gender, age, seniority, education level, country, as well as assessment of the organizational climate,organizational culture, leadership effectiveness, job satisfaction, work engagement, meaning of work and work–life balance. Organizational culture and leadership effectiveness were measured based on Denison Model,Job satisfaction was measured on the five-item scale called Brief Job Satisfaction Measure proposed by T. Judge et. all,Work engagement was measured using the nine-item questionnaire UWES-9 developed by W. Schaufeli and A. Bakker. The meaning of work was measured using a subscale from the third version of the Copenhagen Psychosocial Questionnaire, called Meaning of Work. Work–life balance was tested with a single item (“the demands of my work interfere with my home and family life”) from the General Nordic Questionnaire for Psychological and Social Factors at Work.
DOI: 10.6084/m9.figshare.21200336.v1
title: healthcare working hybrid Oleksa-Marewska Grant.sav

description: This dataset consists of data obtained fron 135 healthcare specialists working hybrid or remotely. Following data were obtained: gender, age, seniority, education level, country, as well as assessment of the organizational climate,organizational culture, leadership effectiveness, job satisfaction, work engagement, meaning of work and work–life balance. Organizational culture and leadership effectiveness were measured based on Denison Model,Job satisfaction was measured on the five-item scale called Brief Job Satisfaction Measure proposed by T. Judge et. all,Work engagement was measured using the nine-item questionnaire UWES-9 developed by W. Schaufeli and A. Bakker. The meaning of work was measured using a subscale from the third version of the Copenhagen Psychosocial Questionnaire, called Meaning of Work. Work–life balance was tested with a single item (“the demands of my work interfere with my home and family life”) from the General Nordic Questionnaire for Psychological and Social Factors at Work.
DOI: 10.17632/2ptw45gm9y.1
title: Mobile mono-copper active site for NO catalytic decomposition in high silica LTA zeolite

description: This dataset discloses the input files and optimised configurations associated with the entitled study.
DOI: 10.17632/sbsgh2tmrk.1
title: FoEMS: Fog computing facilitated low-cost open-source building energy management system for the smart home automation applications

description: FoEMS: The lighting, heating, ventilation, and air conditioning systems are the power-hungry consumer in building infrastructures that require efficient management to achieve optimum energy consumption. This study developed an open-source cost-effective three-tier fog computing-based building energy management system (FoEMS) to limit the home appliance's power consumption. FoEMS incorporates a gateway at the network edge to locally control connected loads autonomously based on the occupant and ambient statuses from the occupancy and sensor nodes. Also, selectively transfers event statuses to the cloud and Telegram Messenger for remote supervision of the building's indoor ambiance and take faster mitigation action against possible event occurrences. Such scheduled communication reduces network traffic and provides a wireless solution for content access at low latency. FoEMS performance has been validated by integrating with two existing clouds and characterized through several experiments. The analyses showed energy consumption reduced by 33%, with an average of 90% packet receive efficiency at 1.84% CPU usage, 2.37W power consumption, and 0.0885s data transfer response time with the open-source/proprietary web services. This integrated approach offers real-time remote supervision, aggregated data management of the building ambiance through different web technologies, and controls appliances autonomously based on occupancy to reduce unnecessary energy consumption with maximum occupant comfort.

@ Bill of Materials:
Bill of Materials: Cost estimation and material source of the hardware required to develop FoEMS nodes.
Requirement Analysis: Hardware requirements and scopes to develop the FoEMS nodes.

@ Design Files summary:
Actuator Node Schematic.jpeg: Circuit diagram to assemble the actuator node.
ActuatorNode.zip: Arduino firmware, required library, and payload to develop the actuator node.
Gateway UART Interfacing.jpeg: Connection scheme of HC-12 RF-transceiver module with the Intel NUC deployed gateway node. 
GatewayControllerApplication.zip: Gateway controller application for ARM-32-bit RPi, Windows 32-bit and 64-bit platform.
MessagePacketStructure.jpeg: Message packet frame structure for data exchange via RF-433.4 MHz channel. 
Occupancy Node Schematic.jpeg: Circuit diagram to assemble the occupancy node.
OccupancyNode.zip: Arduino firmware, required library, and payload to develop the occupancy node.
Sensor Node Schematic.jpeg: Circuit diagram to assemble the wireless sensor node.
SensorNode.zip: Arduino firmware, required library, and payload to develop the sensor node.
Web Request Format: Prescribed web request URI structure of the ThingSpeak and ThingsSentral Platforms.
DOI: 10.17632/sbsgh2tmrk.2
title: FoEMS: Fog computing facilitated low-cost open-source building energy management system for the smart home automation applications

description: FoEMS: The lighting, heating, ventilation, and air conditioning systems are the power-hungry consumer in building infrastructures that require efficient management to achieve optimum energy consumption. This study developed an open-source cost-effective three-tier fog computing-based building energy management system (FoEMS) to limit the home appliance's power consumption. FoEMS incorporates a gateway at the network edge to locally control connected loads autonomously based on the occupant and ambient statuses from the occupancy and sensor nodes. Also, selectively transfers event statuses to the cloud and Telegram Messenger for remote supervision of the building's indoor ambiance and take faster mitigation action against possible event occurrences. Such scheduled communication reduces network traffic and provides a wireless solution for content access at low latency. FoEMS performance has been validated by integrating with two existing clouds and characterized through several experiments. The analyses showed energy consumption reduced by 33%, with an average of 90% packet receive efficiency at 1.84% CPU usage, 2.37W power consumption, and 0.0885s data transfer response time with the open-source/proprietary web services. This integrated approach offers real-time remote supervision, aggregated data management of the building ambiance through different web technologies, and controls appliances autonomously based on occupancy to reduce unnecessary energy consumption with maximum occupant comfort.

@ Bill of Materials:
Bill of Materials: Cost estimation and material source of the hardware required to develop FoEMS nodes.
Requirement Analysis: Hardware requirements and scopes to develop the FoEMS nodes.

@ Design Files summary:
Actuator Node Schematic.jpeg: Circuit diagram to assemble the actuator node.
ActuatorNode.zip: Arduino firmware, required library, and payload to develop the actuator node.
Gateway UART Interfacing.jpeg: Connection scheme of HC-12 RF-transceiver module with the Intel NUC deployed gateway node. 
GatewayControllerApplication.zip: Gateway controller application for ARM-32-bit RPi, Windows 32-bit and 64-bit platform.
MessagePacketStructure.jpeg: Message packet frame structure for data exchange via RF-433.4 MHz channel. 
Occupancy Node Schematic.jpeg: Circuit diagram to assemble the occupancy node.
OccupancyNode.zip: Arduino firmware, required library, and payload to develop the occupancy node.
Sensor Node Schematic.jpeg: Circuit diagram to assemble the wireless sensor node.
SensorNode.zip: Arduino firmware, required library, and payload to develop the sensor node.
Web Request Format: Prescribed web request URI structure of the ThingSpeak and ThingsSentral Platforms.
DOI: 10.17632/3cr62m8wj9.1
title: Survey data for analysing farmers’ intention to adopt diversified agroforestry in rural Rwanda

description: The household survey data set contains socio-economic information, data on agricultural activities, and questions related to the theory of planned behaviour to assess small-scale farmers' intention to adopt diversified agroforestry systems in rural Rwanda.
DOI: 10.17632/3cr62m8wj9.2
title: Survey data for analysing farmers’ intention to adopt diversified agroforestry in rural Rwanda

description: The household survey data set contains socio-economic information, data on agricultural activities, and questions related to the theory of planned behaviour to assess small-scale farmers' intention to adopt diversified agroforestry systems in rural Rwanda.
DOI: 10.17632/6p62jgsmnm.1
title: Dynamic tensile CFRP AP-PLY data

description: Dynamic tensile test data from experiments conducted on carbon fiber epoxy AP-PLY composites. A paper with a complete description of the data collection process is under review. This description will be updated with a link to the paper in due time.

RESEARCH AIMS
Quasi-isotropic [0, 45, 90, -45]4S and cross-ply [0, 90]12S laminates with conventional or AP-PLY configurations were tested to failure under dynamic tensile loading using a split-Hopkinson bar, to investigate the effect of the AP-PLY architecture on the in-plane mechanical properties of the laminates (specifically longitudinal modulus and strength).

TESTING PROCEDURE
Laminates were manufactured using SHD Composites VTC401 unidirectional prepregs (VTC401-UD300-T700-24K-36%RW-600P SHD1579-600P). Laminates were laid up by hand, and subsequently cured in a hot press at 110 degrees centigrade at a pressure of 4 bar. Dogbone shaped specimens were extracted using CNC milling. Four holes were drilled into the ends of each specimen to allow them to be clamped in the split-Hopkinson bar grips. Aluminium end tabs were adhered to the specimens using epoxy adhesives (Araldite 2021 and Permabond ET5428). Specimens dimensions are illustrated in the "specimen_dimensions.pdf" included with the data. 

Testing was conducted at the European Commission's Joint Research Center, specifically, the European Lab for Structural Analysis HopLab (https://joint-research-centre.ec.europa.eu/laboratories-and-facilities/european-laboratory-structural-assessment-large-hopkinson-bar-facility-elsa-hoplab_en). Specimens were loaded to failure at strain rates of ~30s-1 using an extremely large split Hopkinson bar. Strains were recorded using 2D digital image correlation, forces were obtained from transducers in the SHB.

DATA FORMAT
Data is provided in .csv format. "QI" is used to indicate a quasi-isotropic laminate with 0, 45, 90, and -45 degree fiber orientations. "XP" denotes cross-ply laminates containing only 0 and 90 degree plies. Filenames containing "_AP_PLY"  refer to specimens with an AP-PLY quasi-woven internal architecture. Filenames containing "_BASE"  refer to baseline, non AP-PLY specimens.

Column headings are: index (-), Time (s), Strain (-), Stress (MPa)
DOI: 10.17632/mp7gg98y47.1
title: The dataset of green innovation peer effect of Chinese manufacturing industry

description:  This paper explores the effect of peer firms on green innovation activities of the Chinese A-share listed firms in the manufacturing industry from 2011 to 2020 and investigates influencing factors of peer effect. The main findings are as follows. First, there is a peer effect in making green innovation decisions. Second, industry competition has a positive moderating effect on the peer effect of green innovation. Third, digital financial inclusion and government intervention both promote the peer effect of green innovation. The peer effect is more significant when the region with a high degree of digital financial inclusion. But the peer effect has no significant difference between regions with different degrees of government intervention. The dataset is about peer effect of green innovation of Chinese manufacturing firms. This data describes the raw and processed information between 2011 and 2020 in Chinese manufacturing industry. A valid sample of 782 firms was collected, covering twenty-one manufacturing industries. The data involves the green innovation patents, competition pressure, and other indicators of the sampling firms, and digital financial inclusion, government intervention indicators of the regions where the firm is located. In this data article, we also briefly present the subject area, background of data source, scale of data, value of data, and main methods used to analyze the data.
DOI: 10.25919/r6bc-h838
title: Parkes observations for project P1145 semester 2022APRS_09

description: Pulsar surveys find pulsars, but follow-up observations are crucial to establish the nature of the pulsars, including their spin-down rate, their magnetic field strength, their polarization properties and whether they are part of a binary system and therefore potentially interesting for further study. We aim to determine timing solutions for 26 pulsars discovered at Parkes but which have not been observed since their discovery.
DOI: 10.6084/m9.figshare.19640886.v3
title: Replication Package - Taxonomy of Inline Code Comments Smells

description: Artifacts of our study on the taxonomy of inline code comment smells
DOI: 10.17632/xhd8w3m7y5.1
title: Data from: Importance of grassy and forest non-crop habitat islands for overwintering of ground-dwelling arthropods in agricultural landscapes: a multi-taxa approach

description: The study was carried out during February and March 2019 in two intensive agricultural regions situated in the Czech Republic, Central Europe (Neratovicko and Sedlčansko). Within each study area, we selected eight NCHI, i.e., small- to medium-sized (0.18–1.74 ha) non-crop habitat fragments that were fully surrounded by arable land. For each NCHI we sampled arthropod assemblages at three locations: 20 m inside the arable land (henceforth ‘arable’), on the edge of NCHI (henceforth ‘boundary’) and 10 m inside the NCHI (henceforth ‘non-crop’). Based on our previous experience from the same study system, we assume that sampling position 20 m into arable land from the edge resemble arthropod assemblages inhabiting arable field interiors. The distance within NCHI was limited to 10 m as the smallest NCHI in our study were just slightly over 20 m wide.
Arthropod sampling 
The distribution of ground-dwelling arthropods, specifically, carabid beetles (Carabidae), rove beetles (Staphylinidae), spiders (Aranea) and myriapods (Diplopoda and Chilopoda), was investigated during late winter using two different sampling methods. To investigate the spatial distribution of arthropods overwintering in the upper soil layer, we performed individual searches within the soil (quadrat sampling). Quadrat sampling was performed between 26th February and 1st March 2019 using eight sampling squares per location (384 squares in total) placed along a 20 m transect placed in parallel to the NCHI boundary. Squares covering 0.25 m2 (0.5 × 0.5 m) were delimited from the surroundings using a metallic frame, the soil inside the square was disturbed to the depth of 10 cm using a small hand hoe, and all visible arthropods were actively searched by one observer and collected using aspirators during seven minutes. All sites were sampled by the same group of four observers (two squares per location per observer) to minimize potential observer biases. 
To investigate the distribution of arthropods active on soil surface we used pitfall traps. Traps were made of transparent plastic cups (9.4 cm in diameter, 14.4 cm depth) covered with an aluminium roof and filled with propylene glycol diluted with water (1:2 ratio) as preservation fluid. The traps were exposed from 26th February to 22nd March 2019, before most arthropods begin to disperse from their overwintering sites. A set of three pitfall traps distant 10 m from each other were installed at each location (a total of 144 pitfall traps, three were lost during the exposure period; Fig. 1b).
Samples collected with both sampling methods were frozen at −22 °C, subsequently sorted to higher taxa, and all adults from the selected taxa and also juvenile myriapods were identified to the species level by specialists. In addition, juvenile spiders collected by quadrat sampling were also identified to the species or genus level.
DOI: 10.17632/jtfwsc4z3v.1
title: Food Supply Chain and Resilience

description: The dataset contains all references extracted from the Web of Science (WoS). The first sheet shows all the references, the second sheet is the process of data extracted from the initially included articles. The third sheet shows the full information of all included items for further review. The last sheet is the main information extracted from all the final papers.
DOI: 10.6084/m9.figshare.19640886.v4
title: Replication Package - Taxonomy of Inline Code Comments Smells

description: Artifacts of our study on the taxonomy of inline code comment smells
DOI: 10.15785/sbgrid/906
title: X-Ray Diffraction data from Complex of Yersinia enterocolitica type III secretion (T3S) proteins YscX and YscY (YscX32:YscY), source of 7QII structure

description: native data
description: Relevant information can be retrieved from the image header. The XDS.INP file used for processing is given under Processing Bundle.
DOI: 10.15785/sbgrid/907
title: X-Ray Diffraction data from Ternary complex of Yersinia enterocolitica type III secretion (T3S) proteins YscV, YscX and YscY, source of 7QIJ structure

description: native data
description: Only 2800 of the 3600 images were used for refinement. Relevant information can be retrieved from the image header. The XDS.INP file used for processing is given under Processing Bundle.
DOI: 10.6084/m9.figshare.21197578
title: MITgcm-CFM

description: MITgcm-CFM output. From ver. 224.
DOI: 10.6084/m9.figshare.21197578.v3
title: a.txt

description: MITgcm-CFM output.
DOI: 10.17632/gk9s6jrg2p.1
title: Publicaciones seleccionadas de las escalas para valoración del dolor neonatal 

description: Se muestra el listado de articulos seleccionados para valoración del dolor neonatal, incluye, nombre de la escala, autores, país de origen, disciplina que diseñó la escala, el tipo de clasificación según dimensionalidad y consistencia interna.
DOI: 10.17632/2dj2pz93yd.1
title: Indoor Tanning and MPM Supplemental Data

description: Indoor Tanning and MPM Supplemental Data
DOI: 10.17632/pzwb8dj2hm.1
title: Short and long timescale analysis of fish navigation - scripts and data

description: The scripts used for short and long time scale behavioral analysis performed in Rajan et al. 2022 (https://doi.org/10.1016/j.celrep.2022.110585) is shared here. Please read the README file before using the scripts and example datasets.
DOI: 10.17632/ppdk9pzfdp.1
title: Securities law enforcement in India

description: This project comprises two data-sets on the enforcement of securities laws in India. The first data-set contains meta data of 8032 enforcement orders passed by the Securities and Exchange Board of India from 2011-2020, along with web links of the order text . The second data-set comprises certain fields derived from the text of 818 of these orders.
DOI: 10.17632/ppdk9pzfdp.2
title: Securities law enforcement in India

description: This project comprises two data-sets on the enforcement of securities laws in India. The first data-set contains meta data of 8032 enforcement orders passed by the Securities and Exchange Board of India from 2011-2020, along with web links of the order text . The second data-set comprises certain fields derived from the text of 818 of these orders.
DOI: 10.17632/5jcfdc2yhs.1
title: Cameroon Volcanic Scoriae data

description: Raw data related to the article "Petrology and geochemistry dataset of the volcanic scoriae from southern part of the
continental Cameroon Volcanic Line" published in Data in Brief
DOI: 10.17632/5jcfdc2yhs.2
title: Cameroon Volcanic Scoriae data

description: Raw data related to the article "Petrology and geochemistry dataset of the volcanic scoriae from southern part of the
continental Cameroon Volcanic Line" published in Data in Brief
DOI: 10.5281/zenodo.7109065
title: Training data and models for microphysics emulation

description: Training data and models for microphysics emulation The training data is a subset of the full dataset described in the NeurIPS submission. Roughly speaking, 30 day runs with FV3GFS, with zhao carr microphysics. To keep the data reasonable in size, 1000 random netCDFs are sampled from the over 7000 files in the full training dataset. 200 test files are sampled. Also contains the trained ML models at models/ Data behind the plots and tables is at plot-data/.