cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8r5cttwh7f
title: Sorani Tweet Sent Dataset (STSD)

description: The Kurdish language is part of the Indo-Iranian branch of the Indo-European language family and is closely linked to Persian. It is spoken by approximately 40 million people residing at the crossroads of Iran, Turkey, Iraq, and Syria. Kurdish is recognized as an official language in Iraq and holds regional language status in Iraq. The language comprises various dialects, with Central Kurdish (Sorani) and Northern Kurdish (Kurmanji) being the primary ones. Additionally, there are minor dialects such as Gorani (Hawrami), spoken in parts of Iraq and Iran, and Zazaki, used in Turkey. Throughout history, Kurdish has been written using different alphabets, including Cyrillic, Armenian, Latin, and Arabic. The Sorani dialect, which is the focus of this dataset, consists of 36 letters representing vowels and consonants. Despite its rich linguistic heritage and a substantial number of speakers, the Kurdish language unfortunately lacks many essential natural language processing (NLP) tools, including comprehensive datasets.

In the given context, the Kurdish Sentiment Analysis Dataset stands as a noteworthy contribution to the field of natural language processing for low-resource languages, specifically focusing on the Sorani dialect of Kurdish. The dataset initially consisted of 30,009 texts gathered from Twitter using the Twitter API 2.0. Following thorough processing and refinement, the final dataset encompasses 24,668 high-quality texts, establishing a robust foundation for various NLP tasks. The data was collected during the global COVID-19 pandemic, adding a unique contextual backdrop to the dataset. As a result, a significant proportion of the tweets revolve around COVID-19 related topics, reflecting the societal concerns and discussions prevalent during this unprecedented time. 

The dataset stands out due to its meticulous annotation process. Each tweet was manually labeled by three human annotators across multiple dimensions, greatly enhancing its suitability for machine-learning applications. The annotations encompass four key aspects: subjectivity, sentiment, offensiveness, and the presence of a specific target. This comprehensive approach to labeling enables a nuanced comprehension of the text, empowering researchers to train models for tasks such as sentiment analysis, subjectivity detection, and identifying offensive language. The creation of this dataset fills a crucial gap in language resources for Kurdish, especially the Sorani dialect. Given Kurdish's status as a low-resource language, extensive datasets essential for the development of advanced NLP models have historically been lacking. Consequently, this dataset paves the way for new avenues in research and development in Kurdish language processing, offering the potential for enhanced language technologies for Kurdish speakers.
DOI: 10.17632/z399w7xnjp
title: Persistent and Transitory Components of Firm Characteristics 1

description: Part One of Dataset for replicating Persistent and Transitory Components of Firm Characteristics 1
DOI: 10.17632/3twcvcwh33
title: (Extended Version) North American Clinical Practice Guidelines for the Medical Management of Hidradenitis Suppurativa in Special Patient Populations

description: Extended version of manuscript entitled "North American Clinical Practice Guidelines for the Medical Management of Hidradenitis Suppurativa in Special Patient Populations" and other supplemental documents
DOI: 10.17632/9mz4g7jbgx
title: Superstitious Behaviour

description: This study examined the effects of demographical variables (namely, gender, age, education, income, and religion) on 18 superstitious behaviours categorized by the type of accommodation; hotel or rented properties. This is a processed data of 126 respondents.
DOI: 10.17632/xsjx345rpc
title: Driver Psychological Resilience Scale Data

description: Research hypotheses: H1: A revised CD-RISC can assess driver resilience effectively among the Chinese driver population.
H2: Psychological resilience is negatively associated with driving anger.
H3: Driver psychological resilience mediates the relationship between age and driving anger.
H4: Driver psychological resilience is strongly associated with demographic factors, including sex, age, and driving experience.

Results: Factor analysis identified four dimensions for the revised scale: individual abilities, positive emotions, acceptance of change, and belief. The scale demonstrated strong internal consistency and structural validity. The correlation tests revealed a negative correlation between driver resilience and driving anger. Mediation analysis showed older drivers to have lower driving anger, with psychological resilience partially mediating this effect. Demographic analysis revealed that male drivers had higher resilience than female drivers; professional drivers scored higher than non-professionals; and drivers with over 10 years of experience showed greater resilience. The 24-item resilience scale has strong psychometric properties, making it an effective tool for assessing psychological resilience in drivers.
DOI: 10.17632/rskxpcy35x
title: Data for: Climate Change and Migration: Is Agriculture the Main Channel?

description: The files enclosed are related to the dataset (STATA format), and variables description, of the article: "Climate Change and Migration: Is Agriculture the Main Channel? ( Falco, C., Galeotti M. and Olper, A) Submitted to Global Environmental Change.
DOI: 10.17632/6mgwk57bbt
title: Synaptic bypass

description: Behavioral and calcium imaging data for the manuscript "Circumventing neural damage in a C. elegans chemosensory circuit using genetically engineered synapses"
DOI: 10.17632/xjzjfp2z8y
title: The dimensionless Nusselt number data pertaining to a catalytic process of steam-methanol reforming for the production of hydrogen

description: The dimensionless Nusselt number data are obtained for a catalytic process of steam-methanol reforming for the production of hydrogen. In fluid dynamics, the Nusselt number is the ratio of convective to conductive heat transfer at a boundary in a fluid. Convection includes both advection and diffusion. The conductive component is measured under the same conditions as the convective but for a hypothetically motionless fluid. It is a dimensionless number, closely related to the fluid's Rayleigh number. A Nusselt number value of zero represents heat transfer by pure conduction. A Nusselt number value between zero and 10 is characteristic of slug flow or laminar flow. A larger Nusselt number corresponds to more active convection, with turbulent flow typically in the 100-1000 range. A similar non-dimensional property is the Biot number, which concerns thermal conductivity for a solid body rather than a fluid. The mass transfer analogue of the Nusselt number is the Sherwood number. The Nusselt number is the ratio of convective to conductive heat transfer across a boundary. The convection and conduction heat flows are parallel to each other and to the surface normal of the boundary surface, and are all perpendicular to the mean fluid flow in the simple case. Selection of the characteristic length should be in the direction of growth or thickness of the boundary layer; some examples of characteristic length are: the outer diameter of a cylinder in external cross flow perpendicular to the cylinder axis, the length of a vertical plate undergoing natural convection, or the diameter of a sphere. For complex shapes, the length may be defined as the volume of the fluid body divided by the surface area. The thermal conductivity of the fluid is typically evaluated at the film temperature, which for engineering purposes may be calculated as the mean-average of the bulk fluid temperature and wall surface temperature. In contrast to the definition given above, known as the mean Nusselt number, the local Nusselt number is defined by taking the length to be the distance from the surface boundary to the local point of interest. The mean Nusselt number is obtained by integrating the expression over the range of interest. The Nusselt number may be obtained by a non-dimensional analysis of Fourier's law since it is equal to the dimensionless temperature gradient at the surface.
Contributor: Junjie Chen, E-mail address: koncjj@gmail.com, ORCID: 0000-0002-5022-6863, Department of Energy and Power Engineering, School of Mechanical and Power Engineering, Henan Polytechnic University, 2000 Century Avenue, Jiaozuo, Henan, 454000, P.R. China
DOI: 10.6084/m9.figshare.7990925.v1
title: tower_flash_1593

description: raw optical and electric field data for tower flash 1593
DOI: 10.21233/0th1-rk62
title: Lake Nakuru diatom dataset

description: Raw data for the Lake Nakuru diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/hbwn2nwp7r
title: Major factors influencing rearfoot external eversion moment during walking

description: The purpose of this study, is to determine the factors that substantially influence the magnitude of rearfoot external eversion moment during the stance phase of walking. Twenty-nine healthy adult men participated in this study. The foot motion during the support phase was collected by the motion capture system (Vicon Motion Systems, Oxford, UK) at 500 Hz, and the force platform data (Type 9281E; Kistler Instruments, Winterthur, Switzerland) were collected at 1000 Hz. Participants were asked to walk barefoot along the walkway and across the force platform. The resultant moment vector acting on the ankle joint center was computed using the cross product of the vector from the ankle joint center to the center of pressure (COP) and the vector of the ground reaction force (GRF). From the moment vector, the parallel component to the longitudinal foot axis (heel to toe) was computed as the anatomically relevant total rearfoot external inversion/eversion moment due to the GRF (Mtot). The Mtot was decomposed into the moment components derived from the mediolateral GRF (Mml) and from the vertical GRF (Mv). The Mml and Mv moment components were then decomposed into each force and moment arm. For Mml, the mediolateral GRF (Fml) was the force, and the height of the ankle joint center (aH) was the moment arm. For Mv, the vertical GRF (Fv) was the force and the medio-lateral distance of the COP relative to the ankle joint center in the transverse plane (aCOPml) was the moment arm. To visualize moment changes, we first normalized the data of each participant with the entire support phase as 100% (101 points). The ensemble change of all participants was obtained as the average waveform of each participant. The average values of each moment component, force, and moment arm in Phase I and Phase II for each participant were calculated (Phase I was defined until 10% of the support phase and Phase II was defined from 10% to 60% of the support phase). To investigate the relationship between force and moment and between moment arm and moment within each moment component, correlation analyses between Fml and Mml, aH and Mml, Fv and Mv, and aCOPml and Mv were conducted for each phase. Rearfoot eversion moment was dominated by the external moment due to the mediolateral component of GRF during Phase I, and then the external moment due to the vertical component of GRF came to dominate the rearfoot eversion moment during Phase II (sheet normalized_Mtot,Mml,Mv). Correlation analysis revealed that Fml was strongly correlated with Mml, and also aCOPml was strongly correlated with Mv in both phases (sheet various parameters). We found that the magnitude of mediolateral GRF strongly associated with the rearfoot external eversion moment just after foot contact. During the subsequent phase, we found that the lateral distance of the COP relative to the ankle joint center strongly associated with the rearfoot external eversion moment.
DOI: 10.17632/mbt3cftv25
title: The Protective Effects of Cheese Intake on Joint Pain and Underlying Biomarkers：Insights from the Mendelian Randomization

description: Supplementary Table 1. The results of the three Mendelian randomization analyses on the influence of cheese intake on pain in joint.Supplementary Table 2. The results of the three Mendelian randomization analyses on the influence of cheese intake on pain in joint after excluding outliers.Supplementary Table 3. The results of the three Mendelian randomization analyses on the influence of cheese intake on 44 biomarkers before excluding outliers.Supplementary Table 4. The results of the three Mendelian randomization analyses on the influence of cheese intake on 44 biomarkers after excluding outliers.Supplementary Table 5. The results of the three Mendelian randomization analyses on the influence of 44 biomarkers on pain in joint before excluding outliers.Supplementary Table 6. The results of the three Mendelian randomization analyses on the influence of 44 biomarkers on pain in joint after excluding outliers.
DOI: 10.6084/m9.figshare.9598406.v1
title: Dataset from Steinmetz et al. 2019

description: <b>Main dataset from Steinmetz et al. 2019. </b><br><i>Companion code located at https://github.com/nsteinme/steinmetz-et-al-2019.</i><i><br></i><i>Raw behavioral movies located here: doi:10.6084/m9.figshare.9598406</i><i><br></i><i>Raw local field potential data located here: doi:10.6084/m9.figshare.9727895</i><br>This dataset contains both spiking and behavioral data. <br>Spiking data is provided after spike sorting.<br>Behavioral data includes wheel movements, pupil area and position, stimulus information, choice information. <br><br><br>
DOI: 10.17632/p25nzh85zp
title: Diffusion MRI marks progressive alterations in fiber integrity in the zQ175DN mouse model of Huntington’s disease

description: This is a longitudinal project using diffusion MRI (DTI and FBA) across different ages in the zQ175DN HET mouse model of Huntington's disease and age-matched wildtype littermates. Additionally, ex vivo Luxol Fast Blue (LFB) staining on brain tissue and blood plasma Neurofilament Light (NfL) chain protein quantification was performed. This data set has been used in the following publication: "Diffusion MRI marks progressive alterations in fiber integrity in the zQ175DN mouse model of Huntington’s disease" by Vidas-Guscic et al. (2024).
DOI: 10.17632/vhnstcgc3d
title: Data for: Fundamental pricing laws and long memory effects in the day-ahead power market

description: See enclosed file
DOI: 10.6084/m9.figshare.8072435.v1
title: Soil, vegetation and climate data on the Chinese Loess Plateau

description: The dataset comes from 58 sites on the Chinese Loess Plateau. They include site information (point number, climate station number, place, province, and geographic coordinate), daily rainfall (P) and evapotranspiration (ETp) from 1961-2010, soil hydraulic properties (θr, θs, α, n, and Ks) of 0-10 cm, daily leaf area index from 1981-2010, and projected daily rainfall (P) and evapotranspiration (ETp) for 2011-2099 using HadCM3 (Hadley Centre Coupled Model, version 3) under A2 (Medium–high) and B2 (Medium–low) emission scenarios. Please cite the related paper(s) by using these datasets (Hu, W., Wang, Y.Q., Huijie, Li., Huang, M.B., Hou, M.T., Li, Z., She, D.L., Si, B.C., 2019. Dominant role of climate in determining spatio-temporal distribution of potential groundwater recharge at a regional scale. Journal of Hydrology 578, 124042. https://doi.org/10.1016/j.jhydrol.2019.124042) <br> <br>
DOI: 10.17632/58d4tjt9bt
title: WASTE MANAGEMENT PRACTICES OF MILK TEA SHOPS

description: Milk Tea shops in current trends revealed that the Philippines and Thailand placed second following a significant difference from Indonesia in Southeast Asia with many milk tea customers. (Lee and Yim, 2019). This shows that a variety of domestic and foreign milk tea brands were gaining popularity. However, since the pandemic, the researchers discovered that Milk Tea Shops' food waste management had not been addressed. Milk Tea delivery services expanded, garnering the attention of researchers in Hagonoy, Bulacan, Philippines, who wanted to investigate if the numerous Milk Tea Shops were following proper food waste management standards in their business operations. In the present circumstance, which is the pandemic, maintaining the health and safety of customer is very important.
DOI: 10.17632/8d7vgk5pyy
title: Uropygial gland microbiota differ between free-living and captive songbirds

description: Supporting materials
DOI: 10.17632/ftxhzgjsvy
title: Data for: Radiocarbon and geologic evidence reveal Ilopango volcano as source of the colossal 'mystery' eruption of 539/40 CE

description: AMS 14C data from three subfossil trees from El Salvador. These trees come from two sampling sites - El Mico and Los Chorros.
DOI: 10.17632/jchfxsrvsb
title: COVID-19-Europe-Ozone-NOx-VOC

description: Data outputs from the joint inversion study done during 2020 (lockdown) and 2019 (baseline) in three months of March, April, and May over Europe. The file consists of: Lat (Latitude coordinates) (GRIDCRO2D_Europe_Covid19_2019061 ; netcdf file) Lon (Longitude coordinates) (GRIDCRO2D_Europe_Covid19_2019061 ; netcdf file) AKs_NOx (averaging kernels for top-down NOx) (*.mat) AKs_VOC (averaging kernels for top-down VOC) (*.mat) Ratio_total_NOx (ratio of the posterior to the prior emissions) (*.mat) Ratio_total_VOC (ratio of the posterior to the prior emissions) (*.mat) Prior_Cov_rel_NOx (error assumed in the a priori, they are in 0-1 relative unit with respect to the prior values). (*.mat) Prior_Cov_rel_VOC (error assumed in the a priori, they are in 0-1 relative unit with respect to the prior values). (*.mat) Post_Cov_rel_NOx (estimated errors in the a posteriori, they are in 0-1 relative unit with respect to the posterior values). (*.mat) Post_Cov_rel_VOC (estimated errors in the a posteriori, they are in 0-1 relative unit with respect to the posterior values). (*.mat)
DOI: 10.17632/tfd2h9xgmw
title: Eyewitness Facial Recall

description: Design: 3 (facial recall task: no recall, facial description, facial configuration) by 2 (showup task: target absent, target present)
DV: "yes" response during showup task
DOI: 10.17632/v23zh48krp
title: Benchmark dataset of the effect of grain size on strength in the single-phase FCC CrCoNi medium entropy alloy

description: This data article presents the microstructural data as well as the mechanical properties of the CrCoNi medium-entropy alloy (MEA). The data presented in this article are related to the research article entitled “Analysis of strengthening due to grain boundaries and annealing twin boundaries in the CrCoNi medium-entropy alloy”, see Schneider et al. (International Journal of Plasticity 124, 2020, 155-169).
DOI: 10.17632/n6xpdcntvf
title: Genetic characterisation of the Theileria annulata cytochrome b locus and their impact on the buparvaquone resistance in ruminants 

description: Control of tropical theileriosis depends on the use of buparvaquone drugs, the efficacy of which has been compromised by the emergence of resistance. The present study aims to understand the molecular genetics of buparvaquone resistance in T. annulata, concerning the role of mutations and the effect of selection pressures on their emergence and spread. First, we investigate the genetic characteristics of the cytochrome b locus in 10 susceptible and 7 resistant T. annulata isolates. 129G (GGC) mutation was found in the Q01 binding pocket and 253S (TCT) and 262S (TCA) mutations were identified within the Q02 binding pocket. Similarly, we have identified cytochrome b mutations 129G (GGC), 253S (TCT) and 262S (TCA) in 21/75 buffalo-derived and 19/119 T. annulata isolates show the evidence of positive selection pressure in ruminants. Both hard and soft selective sweeps have occurred with striking differences between isolates. For example, 19 buffalo-derived and 7 cattle-derived isolates contained 129G (GGC) and 253S (TCT) resistance haplotypes at a high-frequency demonstrating evidence of the emergence of resistance by a single mutation. Two buffalo-derived and 11 cattle-derived isolates contained 129G (GGC), 253S (TCT), 129G (GGC)/253S (TCT) and 262S (TCA) resistance haplotypes had equally high frequencies demonstrating evidence of the emergence of resistance by pre-existing and or recurrent mutations. Phylogenetic analysis further revealed that 9 and 21 unique haplotypes in buffalo and cattle-derived isolates were present in a single lineage, suggesting that there is a single origin of this mutation in T. annulata. The present study also proposed that animal migration between farms is an important factor in the spread of buparvaquone resistance in the endemic regions of Pakistan.
DOI: 10.17632/4rtnmg28y2
title: Mag&ElecSynergy

description: This dataset corresponds the experiments mentioned in the article "Magnetic and electric antennas synergy for PD measurement in GIS: power flow and  reflection suppression ". In the head of each column it can be found the corresponding Figure, subplot and the variable measured. The description of how the data was gathered can be found in the same paper. 
The data corresponding to Fig. 13  is the raw pulse measurements (in the time domain) for each estimated charge shown in this figure.
DOI: 10.17632/63jsj9w7f7
title: Data to replicate “Determinants of Distance Education Dropout: Evidence for Open University of Brazil/Federal University of Santa Maria Courses”

description: This dataset is derived from a study that seeks to understand the determinants of student dropout in the courses offered at the Open University of Brazil system at the Federal University of Santa Maria. Are part of the population of all students who enrolled in graduated and postgraduate courses offered by OUB/UFSM, from 2005 to 2018, totaling 18,025 enrollments. The research instrument was sent by e-mail, at the Data Processing Center of UFSM, to the entire population and was available online, for 15 days. After this period, 859 valid instruments were obtained, of which 364 were regularly enrolled and 495 were evaded students. The research was approved by the Research Ethics Committee (CAAE: 00982218.0.0000.5346).
DOI: 10.17632/dkdx83nhht
title: Agronomic suitability

description: Physico-chemical analysis of soils of the Bambouto volcanic massif in the highlands of western Cameroon. Food security is fragile in sub-Saharan Africa. In Cameroon, agriculture occupies more than 60% of the active population and because of the growing demography, it is necessary to revitalize production. Sustainable management of soil resources should contribute significantly to poverty reduction in the country, but one of the prerequisites is knowledge of their agronomic potential. Thus, the Ministry of Agriculture and Rural Development aims to produce an agronomic aptitude map of Cameroon. The Bambouto volcanic massif was selected for this study because it is fairly representative of humid tropical mountainous environments. The objective of this study is to produce the agronomic suitability map of the soils of the Bambouto massif. The formula used for land evaluation is: AA = pH×RU×K×CEC. Cross-analysis of these parameters in a geographic information system allowed the classification of soils according to their agronomic suitability. The soils are andosolic in the upper zone and ferrallitic in the lower zone. The andosolic soils have a good agronomic aptitude. Their texture is clay loam to silty clay loam dominated by coarse materials. They are moderately acidic with a low useful water reserve. The cation exchange capacity is very high, as well as the erodibility.