cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28204292.v2
title: Data for <b><i>Upper Faifi</i></b><b><i> </i></b><b>as an Endangered Arabic Variety</b>

description: The <i>Faifi</i> variety, classified as an Arabic dialect (albeit with controversy), is chiefly spoken in southwestern Saudi Arabia by a diminishing number of autochthonous Faifi people. This dialect has been the subject of both synchronic and diachronic description and analysis in a few published studies and a small number of unpublished works. While some studies have focused on very narrow aspects of Faifi, such as the phoneme /st/, others have taken a broad scope and attempted either to address an entire linguistic level, such as syntax or phonology or to touch upon different linguistic levels in one study. To date, however, no study has acoustically documented the dialect. Thus, the current paper intends to complement previous studies and further elaborate on the distinction between two Faifi subvarieties that existing scholarship seems to have overlooked: Upper and Lower Faifi. We detail an acoustic description of Upper Faifi consonants and vowels and their interaction and provide auditory materials to support our acoustic analysis to contribute a milestone description of this variety and to help future researchers obtain access to this minority of speakers
DOI: 10.17632/7swp935dw7
title: A program for the simulation and analysis of open atmospheric balloon soundings

description: Abstract The equation of motion for a balloon in an atmosphere is generalized but placed in proper context by taking into account some fluid theory results and a few factors not considered in previous works. The design of a computer program becomes necessary to find solutions. A code that allows to perform 2D simulations of open balloons flights is developed. The coupled integrodifferential nature of the problem represented a significant challenge for a satisfactory implementation. Title of program: Balloon Catalogue Id: ADRA_v1_0 Nature of problem A version of the balloon equation of motion in an atmosphere that contemplates features not considered in previous works is presented. A coupled integrodifferential set results in the most general case. Numerical solutions become necessary to describe balloon dynamics but in a few simple cases. This work is intended for previous simulations of soundings, postflight analysis or general study of open balloon dynamics. Versions of this program held in the CPC repository in Mendeley Data ADRA_v1_0; Balloon; 10.1016/S0010-4655(02)00695-1 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/8tjgtkktky
title: A Dataset for Pasture Parameter Estimation based on Satellite Remote Sensing and Weather Variables

description: During 12 months in two paddocks with Brachiaria brizantha cv, Marandu forage, forage collection was carried out with gardening shears. The data were collected from April 6, 2022, until March 1, 2023, in a paddock with animals (4 Nelore breed animals) and another paddock without animals. Two collection types were performed: every 15 days in a square of 1m² randomly released in both paddocks and containment cages of 1 cubic meter, collected every 30 days, and placed in the paddock with animals. In each sample, coordinates (latitude and longitude) were collected using GPS.

The laboratory chemical analysis was performed on all samples to estimate forage parameters: Crude Protein (CP), Acid Detergent Fiber (ADF), Neutral Detergent Fiber (NDF), Dry Matter content (DM), Biomass Content, Mineral Metter (MM) and, Total Digestible Nutrients (TDN). 

For each GPS coordinate, satellite multispectral and weather data were acquired. The multispectral data were collected using Google Earth Engine API, based on Sentinel-2 multispectral images. Eleven Sentinel-2 bands (B01, B02, B03, B04, B05, B06, B07, 8A, B09, B11, and B12) were acquired, and eight well-known spectral indices (NDVI, NDWI, EVI, LAI, DVI, GCI, GEMI, and SAVI) were calculated and integrated into the dataset. 

Weather data were acquired in two ways: using two APIs (Open Wheater MAP and Open-Meteo) and data from an existing meteorological station at the sample collection site. The weather data acquired based on APIs are Maximum and Minimum Temperature Acquired during the day (TEMP_MAX, TEMP_MIN), Average of Solar Radiation during the day (RAD_SOL), Average average registered during the day (RAIN), Average wind speed registered during the day (WIND_SPD), Average evapotranspiration estimated of the soil during the day (EVAPOT), Average Atmospheric Pressure registered during the day (PREST_ATM) and, Average Relative humidity registered during the day (HUM_REL). 

Finally, data related to the day of collection (date and Day of Year - DOY), sample coordinates (latitude and longitude), and sample type (ID that identifies the type of sample): 
Paddock with animals:
- Q1 - Q4: square 1 - 4, 
- G1 - G4: cage 1 - 4,
Paddock without animals:
- S1 or S2: square 1 or 2

Were integrated into the complete dataset. 

In the Folder called "data" there are four files: “Table 1 - Field_Experiment_Data.csv”, “Table 2 - Multispectral_data.csv”, "Table 3 - Weather_Data.csv" and “Complete_DataSet.csv”. The first file, contains just pasture chemical analysis values; in the second, hyperspectral data; on the third file are the weather data acquired on APIs and the meterological station, and in the last, all the data has been integrated. 

In the "src" folder, the Python script to acquire hyperspectral and weather data from APIs is called “Search_Images_and_Weather_Data.ipynb”. The file "weatherapi.py" receives data to estimate weather information from both APIs.
DOI: 10.17632/bk5d4xwttt
title: trade openesss

description: Data Set for Article Publication
DOI: 10.17632/vdpzhsg8c2
title: Mineralogical Characterization of the Lunar South Polar Region I: The Artemis Exploration Zone

description: Derived data products for the JGR: Planets publication of the same name. 
The attached image is a 1 micron integrated band depth map generated from the mean values of south polar mosaics for all Moon Mineralogy Mapper optical periods. Shadowed pixels were masked, and a 3x3-pixel median filter was applied.
DOI: 10.17632/vvcj4f7smy
title: Web crawling code and data analysis code for RateMyProfessor research project

description: Web crawling code and data analysis code for RateMyProfessor research project
DOI: 10.6084/m9.figshare.15016266.v2
title: Data Extraction Table for systematic review.xlsx

description: Data Extraction Table for a systematic Review on safety interventions in public transport in South Asian LMICS
DOI: 10.17632/4ctnbrrngt
title: Access to essential anticancer medicines for children in China, 2021

description: The database is the supplementary material of the forthcoming peer-reviewed publication on access to essential anticancer medicines for children in China.
DOI: 10.17632/9w745cjx6v
title: Experimental Data for Model-Free Emulation of the Impact of Kinetics and Temperature on Commercial Li-ion Batteries

description: Experimental data associated with article "Model-Free Emulation of the Impact of Kinetics and Temperature on Commercial Li-ion Batteries" by A. Fernando and M. Dubarry

Each cell has formation cycles and a full RPT at room temperature (C/50, C/25, C/10, C/5, C/3, C/2, C/1, and 2C only for the LFP cells).
Following the RPT, each cell performed a shorter RPT (C/10 and C/3) at different temperatures in 3 degree C increments. 
Starting at 25 degree C, one cell for each chemistry went up to 55 degree C and one cell went down to -14 degree C.

Data was collected on a MACCOR battery tester.
DOI: 10.17632/dr4rs9w733
title: Technologically-Driven Education: Uncovering the Two Sides Through Article Analysis

description: In this commentary paper, we undertake an article analysis approach to examine the profound shift in education towards a technologically-driven curriculum. We explore the positives and negatives of this transformative phenomenon, while placing particular emphasis on the prescient warnings articulated by Goldin and Katz in "The Race Between Education and Technology." Additionally, we delve into the thought-provoking insights presented by Vidal in "Digital Education: The Approach of a Modern Teacher," specifically highlighting the unanticipated challenges faced by the Philippine education sector during the pandemic-induced shift to blended learning. We aim to shed light on the implications of the education sector's complacent approach towards future-thinking and its impact on instructional competence.
DOI: 10.17632/z8z4w5m528
title: Freelancer's Work History and Client's Review Data set

description: Best of our knowledge, there is no freelancing datasets available in public. As freelancers generally don’t want to share their work experiences publicly, it’s become so hard to analysis their past work history. We have collected data from several freelancing marketplaces i.e. freelancer.com, upwork.com, peopleperhour.com and guru.com to prepare our experimental dataset.
DOI: 10.25403/upresearchdata.22027721.v1
title: Performance profile of cooling condensation atmospheric water generators in Ga-Rankuwa, South Africa

description: Typical meteorological year (TMY) of Ga-Rankuwa, South Africa was developed using climate simulation model data. This data was sourced from the meteorological service, Meteoblue (2015-2020). Temperature and relative humidity were the parameters used. The TMY was used as an indicator of the temperature and relative humidity climate profile of the study area at the time of the study. A water generation profile forecasting water yield under specific temperature and relative humidity conditions from the cooling condensation atmospheric water generators (AWG) is shown in the AWG water generation performance sheet - Interpolation Graphs. Data points were interpolated from water perfomance guideline ranges provided by the original equipment manufacturer. Realtime temperature and relative humidity forecasts and measured water yield recordings of AWGs operating between March, 2020 and May, 2021. The graphical analyses of the calculated and measured water yield of cooling condensation atmospheric water generators operating in Ga-Rankuwa, under pristine conditions and modification using an evaporative cooling system (ECS) are represented in the graphical analyses of water yield dataset.
DOI: 10.6084/m9.figshare.20037978.v1
title: Delinking Multiliteracies and the Reimagining of Literacy Studies

description: ABSTRACT This paper proposes to critically read the multiliteracies proposal through a decolonial lens. It has two fundamental aspects: one, of an epistemic nature, refers to the need to de-link the concept from a particular hegemonic scholarship so that local knowledge production may prevent literacy practices from universalisms and methodologization; the other, of a technological nature, refers to the need to de-link the concept of multiliteracies from its apparent subjection to the digital.
DOI: 10.6084/m9.figshare.27038293.v3
title: Exploring ethical surveillance of physical activity behaviors: a smart platform study operationalizing digital citizen science

description: This data supports the study exploring ethical surveillance of physical activity behaviors: a smart platform study operationalizing digital citizen science.
DOI: 10.6084/m9.figshare.14784927.v1
title: Supplementary Material for: Detection Methods for Early Caries Diagnosis: A Systematic Review and Meta-Analysis

description: The aim was to appraise the evidence on the performance of various means for the detection of incipient caries in vivo. Five databases of published and unpublished research were searched for studies from January 2000 to October 2019. Search terms included “early caries” and “caries detection.” Inclusion criteria involved diagnostic test accuracy studies for early caries detection in permanent and primary teeth. A risk-of-bias assessment was performed using the QUADAS-2 tool. We performed the study selection, data extraction, and risk-of-bias assessment in duplicate. The review protocol was a priori registered in the Open Science Framework. Of the initially 22,964 search results, 51 articles were included. For permanent teeth, when histologic examination was considered as the reference for occlusal surfaces, the sensitivity (Se) range appeared high for the DIAGNOdent Pen (DD Pen) at 0.81–0.89, followed by ICDAS-II at 0.62–1, DIAGNOdent (DD) at 0.48–1, and bitewing radiography (BW) at 0–0.29. The corresponding specificity (Sp) range was: DD Pen 0.71–0.8, ICDAS-II 0.5–0.84, DD 0.54–1, and BW 0.96–1. When operative intervention served as the reference for occlusal surfaces, again, the DD means valued the most promising results on Se: DD 0.7–0.96 and DD Pen 0.55–0.90, followed by ICDAS-II 0.25–0.93, and BW 0–0.83. The Sp range was: DD 0.54–1, DD Pen 0.71–1, ICDAS-II 0.44–1, and BW 0.6–1. For approximal surfaces, the Se was: BW 0.75–0.83, DD Pen 0.6, and ICDAS-II 0.54; the Sp was: BW 0.6–0.9, DD Pen 0.2, and ICDAS-II 1. For primary teeth, under the reference of histologic assessment, the Se range for occlusal surfaces was: DD 0.55–1, DD Pen 0.63–1, ICDAS-II 0.42–1, and BW 0.31–0.96; the respective Sp was: DD 0.5–1, DD Pen 0.44–1, ICDAS-II 0.61–1, and BW 0.79–0.98. For approximal surfaces, the Se range was: DD Pen 0.58–0.63, ICDAS-II 0.42–0.55, and BW 0.14–0.71. The corresponding Sp range was: DD Pen 0.85–0.87, ICDAS-II 0.73–0.93, and BW 0.79–0.98. Se and Sp values varied, due to the heterogeneity regarding the setting of individual studies. Evidently, robust conclusions cannot be drawn, and different diagnostic means should be used as adjuncts to clinical examination. In permanent teeth, visual examination may be enhanced by DD on occlusal surfaces and BW on approximal surfaces. In primary teeth, DD Pen may serve as a supplementary tool across all surfaces.
DOI: 10.6084/m9.figshare.22069103.v1
title: Database 1.xlsx

description: Databases used for the study entitled: "One-Leg Stance Postural Sway Is Not Benefited by Bicycle Motocross Practice in Elite Riders".
DOI: 10.6084/m9.figshare.28333379.v2
title: Automated Knitting Datasets

description: Automated Knitting Datasets.
DOI: 10.17632/69x7bkrd7y
title: Supplemental Data for "Halma, a routing technique designed to mitigate defects"

description: The data support a comparison between Halma, a routing technique designed to mitigate defects, and methods such as Superstabilizer and LUCI.
DOI: 10.17632/9z7xzvtsd2
title: Organizational Culture

description: The data consists of 2 sections: (i) Ten demographic profile of teachers (ii) Thirty items responses of values and beliefs of organizational culture measured from OCTAPACE scale. Dataset consists of 1158 responses from self-reported questionnaire. The respondents are school teachers.
DOI: 10.17632/hpp82wtxfr
title: Benchmark data instances for the Multi-Objective Flexible Job shop Scheduling Problem with Worker flexibility

description: The proposed data consist of benchmark test instances for the Multi-Objective Flexible Job shop Scheduling Problem with Worker flexibility (MO-FJSPW). To the best of our knowlage, the MO-FJSPW is proposed for the first time by (Gong et al., 2017) [DOI:10.1080/00207543.2017.1388933], where the authors created data instances only for the total worker flexibility case: any machine can be operated by all the workers. That is why, we propose new benchmark data instances named “SFJW” and “MFJW” considering the MO-FJSPW with the partial worker flexibility case: each machine can be processed by a sub-set of workers.
DOI: 10.6084/m9.figshare.12984285.v2
title: Estimating Number of Factors by Adjusted Eigenvalues Thresholding

description: Determining the number of common factors is an important and practical topic in high-dimensional factor models. The existing literature is mainly based on the eigenvalues of the covariance matrix. Owing to the incomparability of the eigenvalues of the covariance matrix caused by the heterogeneous scales of the observed variables, it is not easy to find an accurate relationship between these eigenvalues and the number of common factors. To overcome this limitation, we appeal to the correlation matrix and demonstrate, surprisingly, that the number of eigenvalues greater than 1 of the population correlation matrix is the same as the number of common factors under certain mild conditions. To use such a relationship, we study random matrix theory based on the sample correlation matrix to correct biases in estimating the top eigenvalues and to take into account of estimation errors in eigenvalue estimation. Thus, we propose a tuning-free scale-invariant adjusted correlation thresholding (ACT) method for determining the number of common factors in high-dimensional factor models, taking into account the sampling variabilities and biases of top sample eigenvalues. We also establish the optimality of the proposed ACT method in terms of minimal signal strength and the optimal threshold. Simulation studies lend further support to our proposed method and show that our estimator outperforms competing methods in most test cases. Supplementary materials for this article are available online.
DOI: 10.6084/m9.figshare.23811162.v3
title: HALO Synthetic Data

description: Synthetic electronic health record data accompanying the paper "Synthesizing High-dimensional Longitudinal Electronic Health Records via Hierarchical Autoregressive Language Mode"
DOI: 10.17632/pdjytm9gzx
title: Composite CLT theory MATLAB codes

description: Herein is the attachment which is a MATLAB code used to calculate the effective moduli of the composite riser, using 3D and CLT theories. 
It can be developed upon as the authors also have different versions of this MatLab Code for estimating the Factor of Safety in our designs. 
NOTE: Double check that you have the right properties, because it was developed using an older version of Matlab and not been used recently, so please check. The code was modified and not originally developed by the authors. Also, the codes are based on existing composite theories.
DOI: 10.17632/s829ccsg6f
title: Meta learning addresses noisy and under-labeled data in machine learning-guided antibody engineering. Minot & Reddy. (2 of 2)

description: Raw deep sequencing data for 5A12 high throughput screen in 'Meta Learning Improves Robustness and Performance in Machine Learning-Guided Protein Engineering' by Minot & Reddy (2024)
DOI: 10.6084/m9.figshare.29040296.v1
title: DS-InSAR 计算result.zip

description: 采矿沉降是煤盆地普遍存在的地质灾害，精确、可靠的变形监测对于有效降低风险至关重要。传统的时间序列 InSAR 存在植被诱导的去相关、裸露地表散射和大气延迟，从而降低了相干像素;此外，大多数预测模型仅利用时间信息。为了解决这些限制，我们引入了一个集成的 DS InSAR + CNN LSTM 框架，用于沉降监测和预报。使用 GACOS 数据校正的 43 个 Sentinel 1A 场景 （2017-2018） 进行了处理，得出累积变形，根据多视图 SBAS InSAR 进行交叉验证，并用于训练提前一年预测趋势的 CNN LSTM 网络。
DOI: 10.17632/4wpxrthzr4
title: salt barrier of meta

description: origin data
DOI: 10.17632/6nhfcwg5gv
title: Emotional Toll of Surface Acting on Workplace Interactions

description: LMX - Leader Member Exchange
TMX - Team Member Exchange
EEX - Emotional Exhaustion
TOI - Turnover Intentions
SAC - Surface Acting
DOI: 10.17632/zx9xw7w28f
title: Single-cell imaging of protein dynamics of paralogs reveals sources of gene retention

description: Supplemental files
DOI: 10.6084/m9.figshare.13536959.v1
title: Cell density vs freqeuncy vs deflection.pzfx

description: Density of human bone marrow derived stem cells cultured on 3D printed PCL, PLA and Janus scaffolds and cultured for 7 days in basal media. Cells/scaffolds were stimulated 30 minutes / day at different ultrasound frequencies
DOI: 10.6084/m9.figshare.20278089.v1
title: XRD raw data

description: <strong>XRD of NiMoWC produced by mechanosynthesis.</strong>
DOI: 10.17632/7mmgm5fht8
title: Hepatic Histopathology Dataset

description: These data can be used as a gold standard for histopathological analysis of HCC. Researchers can use these data for extracting cytological as well as tissue level features, in image segmentation and also for classification purposes, and aid in establishing an automated diagnostic tool using Artificial Intelligence approaches.
DOI: 10.17632/fx6w548yvs
title: Data for: Clinical Implications of the Epidural Fat Thickness in the Management of Lumbar Spinal Stenosis

description: Characteristics and images (MRI/Xrays) parameters of the patients with LEL (anonymised)
DOI: 10.15468/dl.fz4njc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "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 ((35.9648 10.8496,26.9648 10.8496,26.9648 1.8496,35.9648 1.8496,35.9648 10.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013023-250525065834625/datasets/export for details.
DOI: 10.17632/64drxxf8wz
title: EOCG Model

description: This Mendeley Data repository "EOCG Model" contains R code to run Empirical Orthogonal Constraint Generation (EOCG), a model aimed at learning a reduced set of dimensions to solve a Multidimensional Knapsack Problem (MKP). The R code also runs the two models ORIGINAL and HYP. The code has been used in the following research article: T. Setzer and S. M. Blanc, Corrigendum to “Empirical Orthogonal Constraint Generation for Multi-Dimensional 0/1 Knapsack Problems” [European Journal of Operational Research, 282, 1 (2020), 58–70], https://doi.org/10.1016/j.ejor.2019.12.029. Corresponding author: Thomas Setzer, E-mail address: thomas.setzer@ku.de. (DOI of original article: https://doi.org/10.1016/j.ejor.2019.09.016). Computational results presented in the referenced manuscript are available in folder R/Results. Guidance on how to read result files is provided in R/Results/readresults.txt.
DOI: 10.17632/z7y7cx8zd6
title: Carbonate geochemistry in BLC Lake over the last 5000 years

description: Carbonate geochemistry, including species, content, and isotopic compositions, in the Beilianchi (BLC) Lake, northern China, was obtained. Carbonate species were identified using X-ray diffraction (XRD) and results show that carbonate consists of proto-dolomite and calcite. The dolomite and calcite contents were determined by a Nicolet 6700 Fourier transform infrared reflectance (FTIR) with a diffuse reflectance attachment (Meng et al., 2015). The C-O isotopic compositions of bulk carbonate were determined using a Thermo-Fisher MAT 253 plus mass spectrometer equipped with a Kiel preparation system through the reaction with 100% phosphoric acid. The δ13C and δ18O results are reported relative to Vienna Pee Dee Belemnite (VPDB) standard. The analytical error for both the δ13C and δ18O is better than 0.1‰. This dataset can help to reconstruct the effective moisture change in northern China.
DOI: 10.6084/m9.figshare.14833993.v1
title: Study data from Temporal niche partitioning as a novel mechanism promoting co-existence of sympatric predators in marine systems

description: Hourly mean values of overall dynamic body acceleration alongside other data used to assess diel activity patterns of the six coastal shark species investigated in this study.
DOI: 10.17632/tm4mf23wgh
title: False information detection dataset

description: False information detection dataset