cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mvz38sr4bt
title: HI database-Tamil digits

description: This database contains the speech samples from 10 deaf children aged 5-10 years studying at Maharishi Vidhya Mandir Service Centre for Hearing Impaired (HI), Tiruchirappalli. The deaf children are able to follow only one language, mostly their native language because they cannot follow the different facial expressions and throat vibrations. Like a Speech therapist, we have used the integration of tactile to record the speeches of hearing impaired. i.e. we make them to touch our throat by their hands to feel the vibration when pronouncing a particular word and ask them to see our facial expressions and listen to the sound. They have to visually see the words also, by writing them on the board. Among the ten children seven are profoundly deaf and three are hard of hearing. Children have spoken the Tamil digits 20 times and their corresponding speeches are recorded using high quality microphone. 15 speeches of 10 speakers are considered for training and remaining 5 speeches of 10 speakers are considered for testing. Initially the words are recorded using wave surfer and labels are given accordingly by manually hearing the sound. Care must be taken when assigning the labels since deaf pronunciation is poor; first, the word he or she has spoken is to be understood and labelled. Also, the pauses are not produced between the words by them; so silence must be introduced. Each speech sample is stored in PCM wave mono format with 16 kHz as sampling rate and16 bits for each speech sample. This database can be used for HI speech/speaker recognition.
DOI: 10.6084/m9.figshare.25243561.v1
title: HISAT2 indexes for mm39

description: HISAT2 indexes for mm39Kim, D., Paggi, J.M., Park, C. <i>et al.</i> Graph-based genome alignment and genotyping with HISAT2 and HISAT-genotype. <i>Nat Biotechnol</i> <b>37</b>, 907–915 (2019).
DOI: 10.17632/9r6pd4mxsm
title: Plant-microbial feedback in secondary succession of semiarid grasslands
DOI: 10.17632/cxs7y94kj8
title: Long-term stability of 10mg/mL dobutamine injectable solutions Dataset

description: This dataset describes the raw and analyzed data of a stability study whose aim was to compare the stability of 10mg/mL ready-to-use dobutamine solutions when stored in either polypropylene syringes or cyclic-oleofin copolymer vials, diluted either in dextrose 5% in water or normal saline solution and stored in a dark enclosure at either frozen (-20±5°C), refrigerated (+5±3°C) or ambient temperatures (+25±2°C with 60±5% relative humidity for 12 months. Calibration solutions were prepared by diluting stock solutions with dextrose 5% in water (D5W) or normal saline solution (NS) to obtain eight different standard levels: 0.5, 0.6, 0.7, 0.8, 0.9, 1, 1.3, 1.5 mg/mL (n=6)
DOI: 10.17632/8b46tsv3h5
title: The Effect of Job Insecurity on Job Satisfaction by Wage/Promotion Opportunities and Motivation in Gig Economy and Asymmetric Analysis

description: The aim of the study is to determine the moderating effect of wage and promotion opportunities and the mediating effect of motivation on the effect of job insecurity on job satisfaction. Survey data was collected from a sample of 411 gig workers.
DOI: 10.17632/66ndcswhr2
title: EEG sensor system development

description: The raw data for the proposed manuscript titled: "EEG sensor system development consisting of solid polyvinyl alcohol-glycerol-NaCl contact gel and 3D printed, silver coated polylactic acid electrode for potential brain-computer interface use" can be found here. In the "Electrical properties" folder the results of the conductivity measurements of the proposed contact gel, the impedance spectroscopic measurements of the PVAgel-AgPLA and the electrode-skin interface are presented. The "EEG" folder contains the datastreams of the SSVEP and the alpha wave detection recordings in csv format. The sampling rate was 500 Hz and one bit is equal to 0,536 microV.
DOI: 10.17632/ftgwhbpdyv
title: References Table 1: PF in Immunocompromised

description: These are the references for the studies included in the article titled "Pityrosporum Folliculitis in Immunocompromised Populations: A Systematic Review" in the Journal of the American Academy of Dermatology.
DOI: 10.17632/m3x2kgcjnk
title: Replication package for Global Knowledge and Trade Flows: Theory and Measurement

description: These package provides the data and codes to replicate the material in the paper "Global Knowledge and Trade Flows: Theory and Measurement" by Nelson Lind and Natalia Ramondo. 2024
DOI: 10.17632/yfm25c5d8n
title: Landslide Dataset

description: Variables used in landslide susceptibility analysis
DOI: 10.6084/m9.figshare.17157902.v1
title: Dataset for Reconstruction of Directional Spectra of Infragravity Waves

description: The dataset contains programs and data in the following article. Matsuba et al. (2022). Reconstruction of Directional Spectra of Infragravity Waves. <em>Journal of Geophysical Research: Oceans</em>, 127. <br>
DOI: 10.6084/m9.figshare.29151992.v1
title: Supplementary Materials – THE EROSION OF THE NONDELEGATION DOCTRINE AND THE ARCHITECTURE OF DEMOCRATIC ACCOUNTABILITY

description: This file contains supplementary data and structured reference materials supporting the article "The Erosion of the Nondelegation Doctrine and the Architecture of Democratic Accountability," including precedent tables, doctrinal framework, and source annotations.
DOI: 10.17632/9jvmfn3bd7
title: Synthesis and Functional Proteomics Evaluation of Quinazolin-4-One Derivatives as Proteasome Inhibitors_Proteomics data_Part 1

description: Abstract: Quinazolinones have been recently recognized as preferred scaffolds for developing novel therapeutic opportunities: they indeed exhibit a wide range of biological activities, including antifungal, antitubercular, antihypertensive, anticancer, and antiviral ones. In this work, a focused library of new bioactive 4-(3-H)-quinazolinones has been synthesized, their cytotoxic action against DU-145 prostate cancer cells has been detailed and compound 4k has been revealed as the most active one. Consequently, its interactome has been characterized, using a label-free functional proteomics-based platform coupling Drug Affinity Responsive Target Stability (DARTS) and targeted Limited Proteolysis-Multiple Reaction Monitoring-Mass Spectrometry (t-LiP-MRM-MS). This multi-faced strategy has been employed to reveal few subunits of the 26S proteasome machinery as the most reliable compound 4k biological targets. This paved the way for the deepening of the protein–ligand interaction using in-vitro and in-silico bio-orthogonal techniques. Finally, the analysis of its function in living DU-145 cells prompted compound 4k as a new leading inhibitor of the chymotrypsin-like activity of the proteasomal β-5 subunit, stirring the quinazolinone framework for the development of new anticancer drugs. 
This data set contains the following DARTS proteomics data: exp1, part 1
DOI: 10.17632/bwmcs9dk87
title: POTENTIAL IMPACTS OF EXPLAINABLE ARTIFICIAL INTELLIGENCE (XAI) ON WATER RESOURCES MANAGEMENT: A SYSTEMATIC LITERATURE REVIEW

description: Effective and sustainable water resource management is fundamental for human and environmental development. In this context, Artificial Intelligence (AI) emerges as a promising tool to enhance understanding, prediction, and decision-making in water management. However, the opacity of AI models, especially deep neural networks, raises concerns about the accountability and reliability of automated decisions. Explainable Artificial Intelligence (XAI) presents itself as a thriving approach to making AI models more transparent and understandable, particularly in critical systems such as water resource management. This study proposes a systematic literature review to analyze the state-of-the-art application of XAI in water resource management, identifying benefits, challenges, and knowledge gaps. The objectives include understanding the application of XAI in water management, synthesizing current knowledge, and discussing benefits and limitations. To achieve this, thematic filters were developed, followed by careful reading and categorization according to techniques, algorithms, and areas of application. A total of 314 studies published between 2021 and April 2025 were analyzed, with a predominance of the SHAP technique (in 247 studies) and the XGBoost and Random Forest algorithms. The most frequent themes were water quality, aquifer management, and extreme events. The main reported benefits include increased transparency, reduced subjectivity, greater institutional acceptance, and operational optimization. Among the challenges, the most prominent are methodological concentration, the lack of standardized evaluation metrics, and the need for greater interdisciplinary integration. This study reinforces the potential of XAI as a technical and ethical support for data-driven water governance, contributing to more informed, participatory, and resilient decision-making.
DOI: 10.17632/k36jbhrywb
title: Supplemental data by Ukita et al.

description: They are supporting data of the article entitled "Environmental factors affecting the conception rates of nulliparous and primiparous dairy cattle" in Journal of Dairy Science.
DOI: 10.17632/pjfv2vwv3p
title: Dataset for theoretical transition probabilities, radiative lifetimes and Stark broadening parameters of singly-ionized magnesium

description: Tables with the data of transition probabilities and theoretical radiative lifetimes for excited nS-, nP-, nD- and nF- states of singled ionized magnesium. All them obtained through ab initio relativistic Hartree–Fock calculations in an intermediate coupling formalism using Cowan´s code. Also, the Griem semiempirical approach was used to obtain the theoretical Stark parameters (width and shift) of spectral lines; these data are displayed for an electron density of 10^17 cm^-3 and temperatures T = 10 – 100 (10^3 K). We have compared results, of lifetimes for 16 levels and Stark parameters for 7 spectral lines, with previously reported the available experiments in literature. Figure. 1 displays a partial Gotrian energy levels scheme of the Mg II showing the adjusted levels and spectral lines, previously mentioned, of greater astrophysical interest. The ratio between the theoretical lifetimes of this study and the previously measured experimental lifetimes can be seen in Figure 2. Figure 3 shows the representation of the lifetime of the levels versus the effective principal quantum number of each level corresponding to different series. In Figure 4, we compared the dependence on the Stark parameters for several spectral lines of Mg II with the electron temperature. In Table 1 are shown the values found for the different parameters involved in the IC calculations, compared with HFR (used as a start in the fitting process). In Tables 2–5, the theoretical transition probabilities and radiative lifetimes of some levels of Mg II are shown. Table 6 shows the effective principal quantum number n* and τ0 and α are two constants, applicable to states with principal quantum number in the range n = 3–10 constant τ0 for different series of states. In Tables S7–S10, the theoretical Stark width and shift parameters for some levels of Mg II are shown.
DOI: 10.17632/smfxnxczwd
title: Data on Effect of Mulches on Growth and Fruit Yield of Watermelon (Citrullus lanatus Thunb.) Varieties in West Dembia District, Central Gondar Zone, Ethiopia

description: This Dataset was collected in an experiment conducted in the field in west Dembia district under irrigation from January to April 2021 to investigate the effect of mulches on growth and fruit yield of watermelon varieties. Then all phenological, growth, yield and yield component parameters were collected and subjected to analysis of variance and the analysis was carried out using the SAS version 9.4 software computer program's General Linear Model (GLM) procedure. The economic feasibility analysis was also performed by following CIMMYT procedure and correlation analysis was performed using the Pearson correlation procedure found in SAS.
DOI: 10.6084/m9.figshare.19929564.v1
title: An assessment of the Decentralized Management Index of Bolsa Família Program

description: The aim of this paper is to investigate the relationship between the number of participating families in the Bolsa Família program (BFP) in the Northeast municipalities and their respective indicators of evaluation of BFP - the subcomponents of Index Operation Factor of Decentralized Management (IDM). We used Pearson Correlation coefficient with data from 1705 counties. The correlations with statistically meaning were between the number of families of the BFP and all the subcomponents of the IDM, among IDM health and other subcomponents of IDM, and between IDM education and Registration Update. The conclusion is that a greater number of families benefited from the BFP leads to a decrease of its monitoring indicators, which points to the fragility of management in municipalities, creating a major challenge for BFP' articulation with other important actions, such as health and education.
DOI: 10.6084/m9.figshare.23651568.v1
title: XRD and OFM features for MD-HIT algorithm

description: This dataset is for the XRD and OFM features for the paper "<strong>MD-HIT: Machine Learning for Materials Property Prediction with Dataset Redundancy Control"</strong>
DOI: 10.6084/m9.figshare.26105674.v1
title: Data for: Chacma baboon looking patterns suggest that threat detection does not require vigilance

description: Animal vigilance is often investigated under a narrow set of scenarios, but this approach may overestimate its contribution to animal lives. A solution may be to sample all looking behaviours and investigate numerous competing hypotheses in a single analysis. In this study, using a wild group of habituated chacma baboons (<i>Papio ursinus griseipes</i>) as a model system, we implemented a framework for predicting the key drivers of looking by comparing the strength of a full array of biological hypotheses. This included methods for defining individual-specific social threat environments, quantifying individual tolerance to human observers, and incorporating predator resource selection functions. Although we found evidence supporting reactionary and within-group (social) vigilance hypotheses, risk factors did not predict looking with the greatest precision, suggesting vigilance was not a major component of the animals' behavioural patterns generally. Instead, whilst some behaviours constrain opportunities for looking, many shared compatibility with looking, alleviating the pressure to be pre-emptively vigilant for threats. Exploring looking patterns in a thorough multi-hypothesis framework should be feasible across a range of taxa, offering new insights into animal behaviour that could alter our concepts of fear ecology.
DOI: 10.17632/pntfv9nh4b
title: Datasets for shear coupling behavior in FCC Ni and BCC Fe grain boundaires

description: The following datasets are based on the output from the atomistic survey of the shear coupling behavior in 388 FCC Ni and 408 BCC Fe GBs. The GB structures are based on the Olmsted (Acta Materialia 57.13 (2009): 3694-3703; Acta materialia 57.13 (2009): 3704-3713. ) and Ratanaphan (Acta Materialia 88 (2015): 346-354.) dataset for Ni and Fe, respectively. The method used for the atomistic survey is the ramped synthetic driving force (RSDF) method based on molecular dynamics simulations. The surveyed temperature range is 100 - 1000 K for Ni and 100 - 1400 K for Fe. The specific datasets include: 1. List of GBs showing transition in shear coupling behavior. 2. List of GBs showing constant shear coupling factor. 3. List of GBs showing no shear coupling. 4. List of shear coupling factors in Ni GBs between 100-1000K. 5. List of shear coupling factors in Fe GBs between 100-1400K. 6. Total GB and shear displacement in Ni between 100 - 1000K. 7. Total GB and shear displacement in Fe between 100 - 1400K. 8. Fundamental zone plots of total shear in sigma3-11 GBs in Fe between 100 - 1400 K. 9. Fundamental zone plots of total shear in sigma3-13 GBs in Ni between 100 - 1000K. 10. Atomistic files of Ni GBs color-coded to show the shear coupling behavior at 100K. For best visualization, please open each cfg file by Ovitio and choose "color coding" by "type". 11. Atomistic files of Fe GBs color-coded to show the shear coupling behavior at 100K. For best visualization, please open each cfg file by Ovitio and choose "color coding" by "type".
DOI: 10.6084/m9.figshare.24119484.v1
title: Identification of two mutant <i>JASON-RELATED</i> genes associated with unreduced pollen production in potato

description: This zip file contains the data and code necessary to reproduce the figures and results of Clot et al. 2024 Identification of two mutant <i>JASON-RELATED</i> genes associated with unreduced pollen production in potato.
DOI: 10.6084/m9.figshare.5117449.v4
title: Tilia tomentosa chorology

description: Distribution map of silver lime (<i>Tilia tomentosa</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn"). <br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com). <br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007 <br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01
DOI: 10.17632/3thwpmyt2z
title: Data for: Effect of the double grading on the internal electric field and on the carrier collection in CIGSe solar cells

description: Files used as input parameters for the SCAPS-1D simulation used in this simulation, as well as file used as input for the homemade calculation software.
DOI: 10.17632/zwcx948yjc
title: Soman-induced status epilepticus and spontaneous recurrent seizures in rats: raw EDF files in support of Data in Brief communication

description: In addition to experiments detailed in Niquet et. al [1,2] we determined the efficacy of a dose range of midazolam (MDZ) when administered at a delayed time point after seizure onset in protecting against soman (GD)-induced status epilepticus (SE) and epileptogenesis. Adult male rats implanted with telemetry transmitters for the continuous recording of electroencephalographic (EEG) activity were exposed to 132 µg/kg GD and treated (i.m.) with atropine sulfate (2 mg/kg) and the oxime HI-6 DMS (118.5 mg/kg) at one min after GD exposure, and MDZ (1, 3, 9 mg/kg, i.p.) at 40 min after SE onset. EEG recordings were analyzed using a MATLAB algorithm [3]; data for SE onset and duration, and onset of spontaneous recurrent seizures (SRS) for over a month after exposure were provided as a supplement to the communication in the form of a spreadsheet. The present dataset contains raw telemetry recordings from four animals exposed to GD and treated with MDZ. Each folder contains EEG data of each animal compressed into 7zip format split into 3 volumes (to facilitate upload to data repository). Their nomenclature includes the animal's number, followed by GD and the dose of MDZ that they received (MDZ1, MDZ3, or MDZ9). Rats' identifications were removed and dates set back to 2000, per IACUC suggestion. Two animals from the 3 mg/kg MDZ group, A05 and A09, are provided; the former showed over 25 SRS, and the latter over 100 SRS. A06 received 1 mg/kg MDZ and presented over 30 SRS. Animal A08 treated with 9 mg/kg MDZ showed less than 5 SRS. Gaps of short duration are observed throughout the recordings as animals were weighed daily. Longer gaps in the recordings coincide with behavioral assessment periods when rats were removed from the receiver. We suggest https://www.7-zip.org for uncompressing files prior to opening them in a EDF (European Data Format)-compatible software. The sample files are of value to others who may wish to further analyze changes in EEG patterns that may be useful in identifying types of seizure activity or power changes. They might help the scientific community to test seizure detection and prediction algorithms which can accelerate the evaluation of drug efficacy against GD-induced status epilepticus and epileptogenesis. 1. Niquet, J., Lumley, L., Baldwin, R., Rossetti, F., Suchomelova, L., Naylor, D., Estrada, I.B.F., Wasterlain, C. G. (2019a) Rational polytherapy in the treatment of cholinergic seizures. Neurobiol Dis., 104537 2. Niquet J., Lumley, L., Baldwin, R., Rossetti, F., Schultz, M., de Araujo Furtado, F., Suchomelova, L., Naylor, D., Estrada, I.B.F., Wasterlain, C.G. (2019b) Early polytherapy for benzodiazepine-refractory status epilepticus. Epilepsy Behav., in press. 3. de Araujo Furtado, M., Zheng, A., Sedigh-Sarvestani, M., Lumley, L., Lichtenstein, S., Yourick, D. (2009) Analyzing large data sets acquired through telemetry from rats exposed to organophosphorous compounds: an EEG study. J Neurosci Methods, 184(1), 176-183.
DOI: 10.6084/m9.figshare.19091303.v2
title: datasets for regression

description: Five datasets for regression tasks
DOI: 10.17632/5ntvrdmxjx
title: Base de datos del estudio "Prácticas de autocuidado que realizan pacientes con diabetes mellitus tipo 2 de Cartagena, Colombia. 2021" 

description: Base de datos del estudio "Prácticas de autocuidado que realizan pacientes con diabetes mellitus tipo 2 de Cartagena, Colombia. 2021" . Registro de información sociodemográficos y de la encuesta utilizada en las dimensiones de autocuidado en pacientes con la patologia con su libro de códigos.
DOI: 10.6084/m9.figshare.19860226.v1
title: Algal blooms in China lakes over the past two decades

description: This dataset provides bloom occurrence (BO, in %), onset (in day-of-year, or DOY), potential occurrence period (POP, in days), and maximum bloom extent (MBE, in km2) for 103 China freshwater lakes in the entire period (2003-2020), which was generated using MODIS satellite observation.
DOI: 10.15468/dl.a24afq
title: Occurrence Download

description: A dataset containing 3550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Styrax L."
 ]
}

 The dataset includes 3550 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012997-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bcnk2zbskj
title: Data for: The importance of relatively short-term time series in the runoff forecasting model based on long short-term memory

description: runoff data