cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/p2hz9hh9mg
title: ESG-management of sustainable business development in the context of digital transformation of the economy based on advanced technologies

description: The dataset combines statistics for 31 countries for 2019-2022. The dataset contains detailed ESG-management statistics: Corporate Environmental Responsibility (E), Corporate Social Responsibility (S) and Corporate Governance Efficiency (G). The dataset is intended for econometric modeling of the contribution of advanced digital technologies to improving ESG-management efficiency.
DOI: 10.6084/m9.figshare.16640281.v2
title: Table_NBIA Lifetime risk_raw data.xlsx

description: Raw data to the paper "Lifetime risk of Neurodegeneration with brain iron accumulation (NBIA) disorders calculated from genetic databases". All pathogenic variants, their allele frequencies as listed in gnomAD and our in-house database, and all calculations including statistics are provided.<br>
DOI: 10.6084/m9.figshare.20480787.v3
title: Construction Motion Data Library: An Integrated Motion Dataset for On-Site Activity Recognition

description: Through collecting 16 relatively small-scale motion datasets and conducting a series of in-lab expreiment, we established a 3D skeleton dataset for recognizing construction worker actions. All skeleton data were processed in four major steps, including uniform data extraction, skeleton structure alignment, resampling, and coordination transformation. Then all the aligned skeleton data will be manually annotated into four activity categories and assigned with labels. Experiment version: It contains over 61,275 samples (10 million frames) from 73 classes performed by about 300 different subjects.The dataset includes four fundamental categories of activities, including Production Activities(12), Unsafe Activities(38), Awkward Activities(10), and Common Activities(13). However, We have carefully reviewed the licenses of all the current datasets. We found more than half of the datasets did not specify their licenses and usage policy. Therefore, in this version, we only shared the tagged and processed dataset that clearly allows redistribution and modification. For the rest of the datasets, we highlighted their URL and doi (all of them are publicly accessible and free for use). Instead of providing the processed data, we public the full preprocess codes on GitHub, which could be used to retag and process (such as converting to predefined .bvh files). All readers and users could process the source dataset by themselves. Public version： Construction Motion Data Library(CML) contains 6131 samples(ALL_DATA); among them, and 4333 samples are highly related to construction activities ( Construction_Related_Data). GitHub: https://github.com/YUANYUAN2222/Integrated-public-3D-skeleton-form-CML-library.
DOI: 10.17028/rd.lboro.2001129.v8
title: CREST Demand Model

description: The model is an integrated thermal-electrical demand model based on a bottom-up activity-based structure, using stochastic programming techniques to represent dwelling diversity, producing calibrated and validated output at high-resolution, based on reduced-order thermal-electrical networks to represent thermal dynamics, and developed as free open-source software to promote transparency and further research.<br>Please note that there are some minor bugs in previous versions of the software (versions 2.3 and 2.3.1) that would cause small numerical errors and in some cases could stop the the programme working depending on the version of Excel used.<br>Version 2.1 of this model was uploaded on 1st December 2015.Version 2.2 of this model was uploaded on 19th April 2016.Version 2.3 of this model, now capable of modelling Indian households was uploaded on 5th February 2018Version 2.3.1 was uploaded on 2nd November 2018.Version 2.3.3 was uploaded on 15th May 2020.
DOI: 10.17632/5rrxw7y5bj
title: Accelerometer Data for Energy Harvesting During Walking Estimation

description: Accelerometer data supporting Inertial Kinetic Energy Harvesters for Wearables: The Benefits of Harvesting at the Foot, this dataset contains accelerometer data from participants walking on a treadmill at a variety of speeds with sensors on the wrist, hip, ankle and foot. If using this data, please cite: C. Beach, A. J. Casson, "Inertial Kinetic Energy Harvesters for Wearables: The Benefits of Harvesting at the Foot," IEEE Access, 2020 (doi: doi.org/10.1109/ACCESS.2020.3037952) Analysis code for this paper is available at https://github.com/CASSON-LAB/kinetic_energy_harvesting This repository includes both the raw data collected by the Axivity AX3 sensors (the raw CWA files and the resampled data in CSV format) and versions of the data that has been trimmed into multiple records corresponding to each speed of the treadmill (in pickled format). Note there is no participant P1. Accessing the raw data: The folders P2 – P13 contain the untrimmed data from the sensors. Sample rate: 100 Hz, units: g Participants were instructed to walk on a treadmill (LifeSpan TR1200i) as close as possible to how they would normally walk, while the speed of the treadmill was controlled by the experimenter. The treadmill was started at 2.4 km/h and the speed increased every 60 s by 0.1 km/h until the treadmill reached 4.3 km/h. Prior to recording each sensor went under a synchronisation procedure where all the sensors were flipped on their z-axis, causing a transition from -1g to +1g. The times of this synchronisation and the time for starting the treadmill is detailed in metadata.xlsx Files ending in .cwa are in Continuous Wave Accelerometer format (a binary format) which can be processed with OmGUI software from Axivity. Files ending in .csv are these files are processed cwa files in a text format, files ending in .resampled.csv have been resampled to 100 Hz using OmGUI. These resampled files account for the fact that the AX3 sensors sample at close to 100 Hz with significant sampling jitter by resampling the data to make the sampling rate exactly 100 Hz. It is recommended to work with the sampled files. 21629: Left wrist 21704: Right wrist 31447: Left hip 32610: Right hip 32784: Left ankle 32798: Right ankle 32816: Left foot 32973: Right foot Accessing the trimmed data: The trimmed data can be accessed by downloading the .pkl files, which are suitable to be imported directly into Python. Each of these can be imported by running the following commands in Python: import pickle import numpy as np pkl_file = open('P2.pkl', 'rb') P2 = pickle.load(pkl_file) The files cached_indexes.h5, cached_data.h5 and cadence_list.csv are required for use with the analysis code used in the paper and available at https://github.com/CASSON-LAB/kinetic_energy_harvesting
DOI: 10.6084/m9.figshare.25282654.v1
title: Genome assembly and annotation of the synthetic hexaploid wheat-derived cultivar Chuanmai 104

description: Genome assembly and annotation of the synthetic hexaploid wheat-derived cultivar Chuanmai 104
DOI: 10.6084/m9.figshare.29109824.v1
title: SC-PREC4SA data (rf)

description: Files (.csv) for each station that include the nine daily precipitation (mm/day) outputs for the development of a serially complete daily precipitation dataset for South America (SC-PREC4SA) from 1960 to 2015. Each file contains the following information (<b>headers</b>): time step (<b>time_step</b>), raw time series (<b>raw_obs</b>), quality-controlled time series (<b>qc_obs</b>), gap-filling model prediction (<b>mod_pred</b>), gap-filling model prediction with a bias correction (<b>bc_pred</b>), error of gap-filling model prediction (<b>err</b>), quality-controlled time series plus mod_pred (<b>obs_mod</b>), quality-controlled time series plus bc_pred (<b>obs_bc</b>), homogenized time series of obs_mod (<b>hmg_obs_mod</b>); and, homogenized time series of obs_bc (<b>hmg_obs_bc</b>). Due to the number of stations, files are subdivided by ecoregions compressed folders (.zip).
DOI: 10.17632/fr4j7thttr
title: Western Blots analysis in KEP rabbit cells

description: Original western blot images of rabbit iPS cell lines (KEP cell lines) in 4 experiments:
- Analysis of AKT and Ph-AKT expression in B19_KF and KEP#37_KF cells (AKT KEPc 37 figS3 and pAKT KEPc 37 figS3). 
- Expression of KLF2-V5 and HA-ERAS in KEPi#13, KEPi#18 before and after withdrawal of Shield1 (KEPi 13 and 18 HA and V5 Fig6). 
- Expression of KLF2-V5 and HA-ERAS in KEPi#28, and KEPi#36 cells before and after withdrawal of Shield1 (KEPi 28 and 36 HA and V5 Fig6). 
- Analysis of AKT and Ph-AKT expression in B19, KEPc#13_VAL+S, KEPc#13_VAL+S-S, KEPc#18_VAL+S, and KEPc#18_VAL+S-S cells (AKT KEPi 13 18 28 36 figS6 and pAKT KEPi 13 18 28 36 figS6).
DOI: 10.17632/y6z2zmsx4f
title: FRET_STAR Protocols

description: Raw Tiff images for DONOR and FRET sequences. Images were background subtracted but were not filtered. Relates to "Decoding microglia signaling by FRET".
DOI: 10.6084/m9.figshare.11969037.v1
title: L2 Section, Sample 38. 68 Year Old Female

description: A 3 mm thick para-sagittal slice of L2 vertebra from an 68 year old female embedded in PMMA then micro-milled block surfaces carbon coated for quantitative 20kV BSE SEM.<br><br>Later polished to remove coating and then imaged with high-contrast X-Ray Micro-tomography at 90 kV with 30 micron voxel size.
DOI: 10.6084/m9.figshare.1246835.v1
title: FICHA DE RIESGO QUIMICO CLORO

description: FICHA DE RIESGO QUIMICO
DOI: 10.6084/m9.figshare.3514166.v1
title: Appendix A. A table of results from an independent data set used to test logistic-regression model predicitons of Clark's Nutcracker seed dispersal of whitebark pine.

description: A table of results from an independent data set used to test logistic-regression model predicitons of Clark's Nutcracker seed dispersal of whitebark pine.
DOI: 10.6084/m9.figshare.5931250.v1
title: Behçet disease: our experience

description: Abstract Objective: Behçet’s disease is a systemic inflammatory vasculitis of unknown etiology. It can virtually reach all systems, being common ocular manifestations. The aim of this study was to analyze patients with ocular Behcet’s disease regarding demographic parameters, clinical manifestations, therapeutic approach and main complications. Methods: Descriptive and retrospective study, including 11 patients diagnosed with ocular Behcet’s disease, according to the ISG criteria, observed in the Ocular Inflammation appointment of the Hospital Prof. Doutor Fernando da Fonseca in the last 3 years. Results: We identified 11 patients, 5 males and 6 females, all caucasian. The mean age at diagnosis was 33.45 ± 6.49 years. Ocular manifestation was the first sign of the disease in 2 patients. In 72.7% of the cases, ocular manifestations were bilateral. There were four cases of panuveitis, 3 of posterior uveitis, 2 of anterior uveitis, 1 of keratitis and 1 case of episcleritis. Glaucoma and cataract were the most frequent ocular complications. Systemic treatment included oral corticosteroid therapy in combination with adjuvant immunosuppressive therapy, and the most commonly used was azathioprine and cyclosporine. In 3 patients there was a need for biological treatment with infliximab to control the disease. Conclusion: The most frequent ocular manifestation was panuveitis. This disease can promote eye complications with an irreversible decrease in visual acuity. Orientation of these patients requires a global and interdisciplinary approach.
DOI: 10.6084/m9.figshare.13110692.v1
title: Faunal data

description: Abundance per morphotaxa. Please refer to Table S1 of the article for the correspondence between codes and names of the sites.<br>
DOI: 10.6084/m9.figshare.26242940.v2
title: Low-Carbon Demand Response for Decarbonization of Power-Hydrogen Integrated Energy Systems

description: In this article, we proposed a consumer-based LCDR model for demand-side energy aggregators (DSEAs) who adjust flexible loads to reduce operation costs and carbon emissions based on the determined carbon price. Then, a low-carbon operation model is formulated to schedule the power-hydrogen integrated energy systems considering the responses of DSEAs. To capture renewable uncertainties and reduce decision conservatism, distributionally robust joint chance constraints are established capitalizing on heterogeneous information (i.e., moment, unimodality, and mode skewness).
DOI: 10.6084/m9.figshare.26081965.v1
title: Comparing Elicit AI Research Assistant to PubMed and CINAHL Complete

description: The data represents the comparison of Elicit: The AI Research Assistant to PubMed and CINAHL Complete. A descriptive study design was used for graduate nursing students at a large southern Alabama university college of nursing to compare the effectiveness of a GenAI literature search tool, Elicit: The AI Research Assistant, to PubMed and CINAHL. A two-phase framework was utilized to organize complex information and justify a preference. A rubric was designed to promote and assess critical thinking through inquiry-based learning in educating graduate nursing students on information literacy and structuring a literature search. Discovering a relationship between the search tools, students identified the strengths (pros) and weaknesses (cons) of each tool and determined which tool was more effective in terms of accuracy, relevance and efficiency.
DOI: 10.6084/m9.figshare.27998876.v1
title: UTAUT2-DataSet.xlsx

description: The technology provider firms are bringing new mobile applications (m-apps) with increasing frequency in the agriculture markets to enhance markets access and related pecuniary benefits for the farmers. Considering the importance of technology adoption to achieve such objectives, the data set consists of factors that influence adoption of agri-marketing mobile applications among farmers. Our research extended unified theory of acceptance and use of technology 2(UTAUT2) in agri marketing m-apps using structural equation model (SEM). The survey consisted of 496 farmers intention to adopt agri marketing m-apps.
DOI: 10.6084/m9.figshare.28852358.v1
title: TablieS.xlsx

description: This is the supplementary material for the article titled 'Identification and Chemical Control of the Stem Canker Pathogen of <i>Idesia polycarpa</i>.
DOI: 10.6084/m9.figshare.686130.v1
title: Planowanie Przychodów Ze Sprzedaży Na Przykładzie Przedsiębiorstwa Z Branży Usługowej Związanej Ze Sprzedażą Detaliczna Mebli I Umeblowania Next Year's Sales Planning for the Company from the Service Sector and the Sale of Retail Furniture and Furnishings.

description: Raport przedstawia prognozę sprzedaży na rok 2012, przedsiębiorstwa zajmującego się sprzedażą detaliczną mebli i także innych artykułów użytku domowego. Do przeprowadzenia badania została wykorzystana metoda procentu od sprzedaży. The report shows the sales forecast for 2012, a company which sales the furniture and also other household goods. To carry out the study was used the percentage of sales method.
DOI: 10.17637/rh.22133483.v1
title: Horse and Reindeer RECE data, figures, and maps

description: Horse and Reindeer datasets sourced from Sommer et al. (2013) and Vermeesch (2020). Data were reduced by querying all samples in both databases which used the terms Rangifer or Reindeer, and Equus or horse.
DOI: 10.6084/m9.figshare.1003834.v2
title: GRAD 521 Research Data Management Syllabus and Lesson Plans

description: These are the syllabus and lesson plans for a series of lectures from a 10-week, 2-credit graduate-level course in research data management. The course description is: "Careful examination of all aspects of research data management best practices. Designed to prepare students to exceed funder mandates for performance in data planning, documentation, preservation and sharing in an increasingly complex digital research environment. Open to students of all disciplines." Major course content includes: Overview of research data management, definitions and best practices; Types, formats and stages of research data; Metadata (data documentation); Data storage, backup and security; Legal and ethical considerations of research data; Data sharing and reuse; Archiving and preservation. The course was offered for the first time during the Winter 2014 term (January - March). See the associated lectures and assignments.
DOI: 10.6084/m9.figshare.27074992.v1
title: <b>Enhancing accountability in Maternal and Newborn Health Referrals through a Network of Care: A</b> <b>mixed methods implementation research in Makueni, Kenya</b>

description: This mixed methods implementation research assessed changes in accountability within a broader investigation of the feasibility, acceptability, and effectiveness of integrating a Network of Care (NoC) in Kenya. Quantitative data were collected through six rounds of phone surveys with MNH healthcare providers, while qualitative data was collected from focus group discussions and key informant interviews with county health managers at baseline, midline, and endline. Results were categorized under three themes: Proactive and Efficient MNH Referral Systems, Collaboration and Communication, and Trust among providers.
DOI: 10.6084/m9.figshare.12356762.v1
title: different_expressed_miRNA

description: different expressed miRNA of Penaeus monodon<br>
DOI: 10.17632/mzkyh37mtr
title: Building Energy Consumption Data

description: About Datasets

These datasets contain historical energy consumption data for two buildings from 2016 to 2019. The data is provided in 1-hour intervals. It also has other variables such as weather variables and holidays. The historical data was obtained through smart meters located in each of the buildings and the weather variables were obtained through NASA Prediction Of Worldwide Energy Resources (POWER).

Parameters Description

ENERGY - Energy Consumption (kWh)
HDD18_3 - Heating Degree Days below 18.3 °C 
CDD0 - Cooling Degree Days above 0 °C
CDD10 - Cooling Degree Days above 10 °C
PRECTOT - Precipitation (mm/hour)
RH2M - Relative Humidity at 2 m (%)
T2M - Temperature at 2 m (C)
T2M_MIN - Minimum Temperature at 2 m (C)
T2M_MAX - Maximum Temperature at 2 m (C)
ALLSKY - All-Sky Surface Longwave Downward Irradiance (W/m^2)
HOLIDAY - Holidays in Spain
DOI: 10.17632/rr8mtbrcg6
title: Serum amyloid A1: Innocent bystander or active participant in cell migration in triple-negative breast cancer?

description: Work from the dissertation entitled: An investigation into the role of Serum Amyloid A in breast cancer. http://hdl.handle.net/10019.1/109871
DOI: 10.6084/m9.figshare.12639908.v1
title: Binary Leaf Images

description: Binary leaf images obtained from segmentation process.
DOI: 10.6084/m9.figshare.7121066.v2
title: Long term behavioural dataset exploring ranging patterns in the samango monkey

description: Monthly food availability estimates, remotely sensed productivity, and habitat availability to predict ranging patterns in the endangered samango monkey. Relationships were explored using linear mixed models.
DOI: 10.15468/dl.gnz2ux
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holtbyrnia innesi (Fowler, 1934)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((40.2542 -7.2836,40.3029 -7.1504,35.9648 -7.1504,35.9648 -16.1504,40.6365 -16.1504,41.3042 -15.0287,41.3321 -14.414,41.0824 -13.7539,41.0579 -13.1811,41.2109 -10.9003,40.7985 -9.9904,40.2764 -9.7003,39.994 -8.7002,40.4062 -7.7189,40.2542 -7.2836))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013425-250525065834625/datasets/export for details.
DOI: 10.17632/8hmnnrjtvm
title: LINF_190018500

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/x8sgcykthn
title: Criteria for evaluating and qualifying public datasets obtained from the Brazilian Federal Government's Open Data Portal - dados.gov

description: These criteria (file 1) were drawn up empirically, based on the practical challenges faced during the development of the thesis research, based on tests carried out with various datasets applied to process mining tools. These criteria were elaborated empirically, based on the practical challenges faced during the development of the thesis research, based on tests conducted with various datasets applied to process mining tools. These criteria were prepared with the aim of creating a ranking of the datasets selected and published (https://doi.org/10.6084/m9.figshare.25514884.v3), in order to classify them according to their score. The criteria are divided into informative (In), importance (I), difficulty (D) and ease (F) of handling (file 2). The datasets were selected (file 3) and, for ranking, calculations were made (file 5) to normalize the values for standardization (file 4).
This data is part of a study on the application of process mining techniques to Brazilian public service data, available on the open data portal dados.gov.
DOI: 10.17632/78v9wwg6dp
title: Evaluating Mental Health Impacts on At-Risk Communities in Disaster-Prone Areas in Bangladesh Using a Synthetic Dataset

description: Given the rising rate of natural catastrophes in Bangladesh, it is vital to comprehend their influence on one's mental health. This research provides a thorough examination of community sensations in places that are prone to disasters. A comprehensive dataset of 8,000 replies has been created by synthesizing the survey-based responses of 2,000 individuals. The purpose of the research is to provide information about mental health issues caused by environmental disasters. These findings emphasize the complex connection between economic instability and psychological well-being. This research signifies a remarkable advancement in comprehending and tackling mental health concerns in susceptible areas in Bangladesh.
DOI: 10.6084/m9.figshare.5241406.v1
title: Erratum: Rituximab and Cytokine Release Syndrome

description: Rituximab is a biologic agent that is usually well tolerated. With its increasing use for a myriad of rheumatologic and immunologic conditions, post-marketing surveillance has revealed more side effects. Systemic inflammatory response syndrome associated with cytokine release syndrome (CRS) is a very rare entity associated with the use of rituximab and carries a very high morbidity and case fatality rate. Cases of CRS reported within the literature are of patients with a very high tumor burden leading to a catastrophic cascade of events. We report the case of a patient having post-transplant lymphoproliferative disorder who died of fatal lactic acidosis and CRS within 24 h of receiving rituximab. Understanding the pathophysiology of such cases and identifying patients at risk may help to possibly avert this life-threatening complication.
DOI: 10.6084/m9.figshare.7648259.v1
title: Additional file 1: of Expression profile of microRNAs in porcine alveolar macrophages after Toxoplasma gondii infection

description: Table S1. Detailed miRNA data for the different groups (M12, M24, R12, and R24). (XLSX 16 kb)
DOI: 10.17632/36p89r96mp
title: LINF_060009000

description: Glutamine synthetase; Leishmania infantum (strain JPCM5)
DOI: 10.17632/h3s7s6p42x
title: EEG Power Analysis Data from Holographic Display Study in Museums

description: This dataset contains the spectral power values derived from EEG recordings collected during the experiment. It includes cleaned data from 24 participants across three display conditions (hologram, photograph, and 3D-printed model). Outliers were manually identified and removed using a ±3 standard deviation threshold to ensure the accuracy of the results. The dataset was used for the statistical comparisons reported in the manuscript.
DOI: 10.6084/m9.figshare.13270391.v1
title: Actual evapotranspiration at Peru scale (2003-2013)

description: Gridded annual actual evapotranspiration at Peru scale (0.01°) from 2003-2013. This dataset has been produced through a linear averaging of remotely sensed products (GLEAM, MODIS16, SSEBop, TerraClimate, and P-LSH).