cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7427393.v2
title: High-throughput Computation and Evaluation of Raman Spectra

description: This repository contains the data record for the research project "High-throughput Computation and Evaluation of Raman Spectra" by Qiaohao Liang, Shyam Dwaraknath, and Kristin A. Persson done at Lawrence Berkeley National Laboratory. <br>The computational data is stored in a lightweight data-interchange format, and the JSON document can be downloaded directly. The nested key/value pairs can be navigated using Table 1 and 2 from the original paper. The document includes the original structure data from the Materials Project, normal modes information, tensors, and calculated intensities. <br>The experimental data extracted from the RRUFF database is provided in a separate JSON document with nested structure as shown in Table 3. This data is included for increased transparency and reproduction of the benchmarking results. The file includes mineral type, peak locations, intensity values, RRUFF_id, and matched Materials Project IDs. To ensure identical structures, each mineral is matched to a compound from the Materials Project by fitting CIF files using pymatgen tools or manually referencing to mineralogy data. All CIF files used are also included.
DOI: 10.17632/zcnyfzjvhw
title: Computational wave optics library for C++: CWO++ library

description: Abstract Diffraction calculations, such as the angular spectrum method and Fresnel diffractions, are used for calculating scalar light propagation. The calculations are used in wide-ranging optics fields: for example, Computer Generated Holograms (CGHs), digital holography, diffractive optical elements, microscopy, image encryption and decryption, three-dimensional analysis for optical devices and so on. However, increasing demands made by large-scale diffraction calculations have rendered the computa... Title of program: CWO++ Catalogue Id: AELL_v1_0 Nature of problem The CWO++ library provides diffraction calculations which are useful for computer generated holograms (CGHs), digital holography, diffractive optical elements, microscopy, image encryption and decryption and three-dimensional analysis for optical devices. Versions of this program held in the CPC repository in Mendeley Data AELL_v1_0; CWO++; 10.1016/j.cpc.2011.12.027 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.6084/m9.figshare.14545860.v1
title: Supplementary Material for: Dog Ownership in Early Life Increased the Risk of Nonatopic Asthma in Children

description: <b><i>Background:</i></b> It is still debatable whether dog ownership during early childhood is a risk factor for the development of allergic diseases. <b><i>Objective:</i></b> We investigated the association of dog ownership in early life with sensitization and asthma in childhood. <b><i>Methods:</i></b> Data from the Cohort for Childhood Origin of Asthma and Allergic diseases were used to investigate the association between dog ownership at any time from pregnancy to 1 year of age and sensitization to aeroallergens at 3 and 7 years old, bronchial hyperresponsiveness (BHR), and asthma at 7 years old. We analyzed the cytokine levels in cord blood (CB) and indoor environmental measurement concentrations in the mother’s residence obtained at 36 weeks of pregnancy. <b><i>Results:</i></b> Sensitization to dogs at age 3 and 7 did not differ between dog ownership and nonownership, but dog ownership during early life decreased the risk of sensitization to aeroallergens at age 7 (aOR = 0.44, 95% CI 0.21–0.90). Dog ownership significantly increased the risk of nonatopic BHR (aOR = 2.86; 95% CI 1.32–6.21). In addition, dog ownership was associated with asthma, especially nonatopic asthma at 7 years old (aOR = 2.73, 95% CI 1.02–7.32; aOR = 7.05, 95% CI 1.85–26.90, respectively). There were no significant differences in the concentrations of IL-13 or interferon-γ in CB or indoor environmental measurements according to dog ownership during pregnancy. <b><i>Conclusion:</i></b> Early-life dog exposure in this birth cohort has been shown to reduce atopy but increase the risk of nonatopic BHR and nonatopic asthma at 7 years old.
DOI: 10.6084/m9.figshare.23909694.v3
title: Lepidoptera records from Northern Austria 1900-2022

description: The data contain 248,018 single records of 2,266 lepidopteran species from 1900 to 2022 that were collected across an altitudinal range from 380 to 3105 m asl. For 247,371 records of 2,264 species, the exact date (day, year) as well as the exact place of capture (place of sampling converted to a GPS-coordinate) was available. The coordinates were recalculated to altitude at a precision of about 15 m.The data also contain the observed annual time series for all species as well as kernel density smoothed time series with a bandwidth of 15 days. Time series and kernel estimates are from cumulated data of two time windows (1960-1990 and 2000-2022) and three altitudinal bands (&lt;800 m asl., 800-1500 m asl., and &gt;1500 m asl.).The Fortran Source code file contains the code to generate time series and kernel density estimates from the data. The code call several additional standard statistics and file sorting routines not provided with this file.<br>
DOI: 10.6084/m9.figshare.28845671.v2
title: Data for " Green Production of Ammonia Gas and Fertilizers via Upcycling of Soiled Diapers by <i>Zophobas morio</i>"

description: Soiled diapers, being the third-largest single consumer item in landfills and whose plastic components are estimated to take hundreds of years to decompose, negatively impact the environment. Here, experiments reveal that <i>Zophobas morio</i> larvae (superworms) can consume, digest, and upcycle soiled diapers into ammonia gas and fertilizers.
DOI: 10.17632/yjhz8z7mv5
title: Hindko Voice Dataset (HVD)

description: Hindko is a language that is mostly spoken in Northwestern areas of Pakistan. There are 8 million people that speak Hindko Language. According to their native speakers it is 7th largest language of Pakistan and 2nd Largest Language of Khyber Pakhtunkhwa. Hazara Region is cultural hub of Hindko language. About 80% of population of districts like Haripur, Abbotabad and Mansehra Speak Hindko. Speaking content of Hindko cover a wide range of subjects including religion, education, poetry, politics, theater, and many more. Despite all these Hindko need a voice recognition system that enhance accessibility, preserve the language, and include digital inclusion for its speakers. Dataset consists of 20 hindko numbers from 1 to 20. We asked every individual to speak these 20 numbers in one recording and send it on WhatsApp. Round about 300 individuals participated in this project. We have taken 3 samples from every individuals. Then we use audacity software and split every number from the recording, and saved in separa
DOI: 10.6084/m9.figshare.13118405.v1
title: List of genomes used a reference for the functional annotation of proteins in new genomes

description: We used Prokka (version 1.12) (Seemann 2014) to annotate the new genomes sequences, with the following notable options: “--force --addgenes --locustag --compliant –usegenus –genus Rhizobium --kingdom Bacteria --gcode 11”. We used a reference database of annotated protein based on proteomes predicted from all available complete genomes from the <i>Rhizobium</i>/<i>Agrobacterium</i> group (n=206), as downloaded from the NCBI RefSeq Assembly database on the 15 Dec 2017 using the query ‘txid227290[Organism:exp] AND ("latest refseq"[filter] AND ("scaffold level"[filter] OR "chromosome level"[filter] OR "complete genome"[filter]) AND all[filter] NOT anomalous[filter])’. These proteomes were merged into a non-redundant dataset that was thinned by retaining a single representative protein for each protein cluster as determined by the CD-HIT clustering program (version 4.6) (Fu et al. 2012), used with the options ‘-T 0 -M 0 -G 1 -s 0.8 -c 0.9’. The resulting dataset was used as a subject database for a BLASTP (Camacho et al. 2009) similarity search during the annotation process.
DOI: 10.6084/m9.figshare.19690906.v1
title: Data and R code to quantify the contribution of alcohol to dementia in Europe

description: The data and R code is used to quantify the contribution of high-risk alcohol use to early-onset (&lt;65 years) dementia in 33 European countries. The data comprises : <br> 1 - alcohol survey estimates 2 - alcohol per capita estimates 3 - population estimates 4 - dementia incidence estimates <br> The results are part of a publication. Details of the publication are added once published.
DOI: 10.6084/m9.figshare.28193464.v1
title: PDB Files for Tinkers from Flipons and the Origin of the Genetic Code

description: The file includes the PDF files for the models shown in the Figures
DOI: 10.17632/bw4khm8zjd
title: Open Data in Social Sciences

description: This dataset accompanies the study titled “Open Data in Social Sciences: Growth, Impact, and Equity in Data Paper Publishing,” which presents the first large-scale empirical assessment of peer-reviewed data papers in the domain of social sciences. With the increasing emphasis on data transparency, FAIR (Findable, Accessible, Interoperable, and Reusable) principles, and equitable research practices, this dataset provides a robust and replicable foundation for exploring how data papers are transforming scholarly communication, research impact, and global collaboration in the age of scientific crisis.
Drawing on a curated corpus of 3,957 peer-reviewed data papers indexed in Scopus, the dataset includes detailed bibliographic metadata, citation counts from major citation indices (Scopus, Web of Science, Google Scholar, Dimensions), and Altmetric attention scores reflecting societal engagement across platforms such as news media, policy documents, patents, and social media. The dataset further captures collaboration networks, institutional affiliations, funding acknowledgments, and journal-level compliance with FAIR and CARE (Collective Benefit, Authority to Control, Responsibility, and Ethics) principles.
The accompanying analytical materials include:
• Preprocessed datasets in CSV and Excel formats for reproducibility.
• Altmetric scores mapped to individual publications.
• Research collaboration network, co-citation analysis and bibliographic coupling files generated using VOSviewer (Map and Network files).
• R Workspace file used for bibliometric analysis via the Bibliometrix R package.
• High-resolution PNG images of all figures and tables used in the publication.
Plotted data and analytical visualizations presented in the manuscript are also made available in this repository to enable full reproducibility of the findings and facilitate secondary analyses.
This dataset enables replication, extension, and methodological innovation in bibliometric, altmetric, and open science research. It is intended to support scholars, data librarians, research policymakers, and open science advocates in examining patterns of data publication, exploring citation and attention dynamics, and evaluating the role of funding and policy in shaping open data ecosystems. All materials are openly available for reuse under open access principles, promoting transparency, reproducibility, and inclusive participation in the data-driven transformation of the social sciences.
File Types Included:
• CSV (.csv): Scopus data
• Excel (.xlsx): Citation and Altmetric metrics
• Text (.txt): Network and co-citation files
• RData (.RData): Bibliometrix workspace
• Image (.png): Figures and tables
DOI: 10.17632/x3vhp8t6hg
title: Vibration and Motor Current Dataset of Rolling Element Bearing Under Varying Speed Conditions for Fault Diagnosis: Subset2

description: This dataset discloses vibration and motor current data for bearing faults under varying speed conditions from 680 RPM to 2460 RPM. The bearing conditions include healthy bearing, bearings with inner race faults, and bearings with outer race faults. For each faulty bearing condition, the three-phase induction motor is operated under randomly varying speed conditions. 
Important: Datasets are divided into three parts because of storage limitations (Subset1, Subset2, and Subset3). 


---- Description of vibration file format ----
Vibration data file contains five columns namely ‘Time Stamp’, ‘x_direction_housing_A’, ‘y_direction_housing_A’, ‘x_direction_housing_B’, and ‘y_direction_housing_B’. The unit of the vibration is ‘gravitational constant (g)’. 
vibration_aaaa_bbbb.csv : This file is "bbbb"-th vibration data includes rotating speed data of the condition of "aaaa".

---- Description of motor current file format ----
Motor current data file contains five columns namely ‘Time Stamp’, ‘R_phase’, ‘S_phase’, and ‘T_phase’. The unit of the motor current is ‘Ampare (A)’.

current_aaaa_bbbb.csv : This file is "bbbb"-th motor current data includes rotating speed data of the condition of "aaaa".

---- Description of rotating speed file format ----
Rotating speed data file contains two columns namely ‘Time Stamp’, and ‘speed’. The unit of the acoustic is revolutions per minute (RPM)’.
rpm_aaaa_bbbb.csv : This file is "bbbb"-th speed data includes rotating speed data of the condition of "aaaa".


For more detailed information, check our published paper.
Title: Vibration, Acoustic, Temperature, and Motor Current Dataset of Rotating Machine Under Varying Operating Conditions for Fault Diagnosis
Link: https://www.sciencedirect.com/journal/data-in-brief
DOI: 10.6084/m9.figshare.24778215.v1
title: Traffic Dataset for Tourist Itinerary Recommender System

description: This traffic dataset is used for creating the tourist itinerary recommendation system. This data compiled along with criteria weight and other information to find the best path between destinations
DOI: 10.17632/m6s3r6fzzs
title: Kinematic priming of action predictions

description: PrimedActionCategorization.csv 
Kinematic primes consisted of 30 grasp-to-pour and 30 grasp-to-drink movements. On each trial, participants observed either a grasp-to-drink or grasp-to-pour prime, followed by a pouring or drinking action probe. The action probe consisted of a photograph of a male agent drinking or pouring. We manipulated the relationship between the kinematic prime and the action probe on the intention dimension so that it was congruent in 75% of the trials and incongruent in 25% of the trials. Participants were asked to indicate whether the agent depicted in the action probe drank or poured. Participants then performed three blocks of 80 trials (60 congruent, 20 incongruent trials), for a total of 240 trials. Eye movements were monitored using an EyeLink 1000 Plus desk-mounted eye tracker.
Each row corresponds to a trial, with columns for the following data.
Subject: a number identifier for each subject
Video: a number identifier for each video
Prime_Intention: the intention of the reach-to-grasp kinematic prime
Probe_Intention: the intention of the action probe
Congruency: the relationship between the kinematic prime and action probe
Accuracy: correct probe intention discrimination choice of the subject (0/1)
RT: the response time of the subject (ms)
Fixation_Area: the quadrant on the probe image that the participant first fixated
Fixation_Relevant: if the first fixation is directed at the region of the probe that contained task-relevant information (0/1)
Readout: intention information read out by perceivers from single-trial movement kinematics
Encoding:  intention information encoded in single-trial movement kinematics

IntentionDiscrimination.csv
One hour after completing the primed action categorization task, participants performed an intention discrimination task on the stimuli used as kinematic primes in the primed action categorization task. Task structure conformed to a 2AFC design. Each trial displayed a reach-to-grasp act, participants were asked to indicate the intention of the observed reaching act. After response, participants were requested to rate the confidence of their choice on a four-level scale. Participants performed 4 blocks of 60 trials, for a total of 240 trials. Each video was viewed once in each block.
Each row corresponds to a trial, with columns for the following data.
Subject: a number identifier for each subject
Video: a number identifier for each video
Video_Intention: the intention of the reach-to-grasp act displayed
Accuracy: correct intention discrimination choice of the subject (0/1)
RT: the response time of the subject (ms)
Conf_Rating: the confidence rating of the subject (1-4)
Readout: intention information read out by perceivers from single-trial movement kinematics
Encoding:  intention information encoded in single-trial movement kinematics
Read_Intention: the intention predicted by the readout model
Read_Accuracy: correct intention choice prediction of the readout model (0/1)
DOI: 10.6084/m9.figshare.14473608.v1
title: Integrated Seurat Object

description: QC filtered using EmptyDropsIndividually scaledMerged then Integrated with HarmonyClustered with SeuratSubclustered with SeuratManually Annotated
DOI: 10.17632/gpsft4c2zy
title: RICE FALSE SMUT

description: It contains the images of rice false smut. Please cite the article as below. Sethy, Prabira Kumar, et al. "Rice False Smut Detection based on Faster R-CNN." Indonesian Journal of Electrical Engineering and Computer Science 19.3 (2020).
DOI: 10.17632/kcpffkj6n9
title: Supplementary Materials of A Critical Review of Wind Speed and Power Forecasting Methods Applied in Modern Power Systems

description: This directory contains the details regarding the articles cited in this literature review, their belonging cluster, taxonomy, and details about the input variables of the model, sampling times, data set used, country of precedence, and finally the models used to validate each of the proposed methods. According to the reviewed literature, the most used taxonomy to classify forecasting models by time horizon consists of very short, short term, medium, and long term. Therefore, in this paper, the reviewed articles are classified based on the aforementioned, and 4 tables are constructed based on very short, short term, medium, and long term.
DOI: 10.17632/kfbj7rhbgz
title: Data for: Extracting Phylogenetic Signal from Phylogenomic Data: Higher-Level Relationships of the Nightbirds (Strisores)

description: The data associated with the article "Extracting Phylogenetic Signal from Phylogenomic Data: Higher-Level Relationships of the Nightbirds (Strisores)" published in 2019 in Molecular Phylogenetics and Evolution by Noor D. White and Michael J. Braun includes the following files: Matrices_phylip.tar.gz: Concatenated nucleotide matrices used in this study, including character sets detailing individual UCE loci Tree files are those found in Figure 5 of the manuscript. They include: Trees_concatenated_ACGT.tar.gz: Results of the concatenated analysis of nucleotide matrices Trees_concatenated_RY.tar.gz: Results of the concatenated analysis of RY-coded matrices Trees_gene_tree_sum_ACGT.tar.gz: Results of the gene tree summarization of nucleotide matrices Trees_gene_tree_sum_RY.tar.gz: Results of the gene tree summarization of RY-coded matrices Trees_Low_GC_Variance.tar.gz: Results of the concatenated analysis of nucleotide matrices containing only UCE loci with low GC variance (10% highest GC variant loci removed) Trees_Part_by_Locus.tar.gz: Results of the concatenated analysis of nucleotide matrices partitioned by UCE locus
DOI: 10.17632/phtccv6tmp
title: Metaverse and Medical education

description: Data represents responses from medical students and faculty pertaining to their intention to adopt metaverse in medical education.
DOI: 10.6084/m9.figshare.11592015.v3
title: Meira Neto et al 2020

description: This excel file contains the mean annual variables used in the manuscript: <b>An aridity index-based formulation of streamflow components</b><b></b>Submitted to Water Resources Research<br>Aridity Index (phi, unitless)Direct Runoff (Qd, in mm/year)Wetting (W, in mm/year)Baseflow (Qb, in mm/year)Streamflow (Q, in mm/year)<br>Precipitation (P, in mm/year)
DOI: 10.6084/m9.figshare.20186816.v1
title: Urban Heat Island Temuco

description: <br> Temperature data in the city of temuco captured by mobile transects and fixed stations. <pre><code>These data will be used in the article "COMPARING METHODS FOR MEASURING THE INTENSITY OF URBAN HEAT ISLANDS IN TEMUCO, CHILE"</code></pre>
DOI: 10.6084/m9.figshare.21099157.v1
title: Additional file 1 of Transcriptome analysis and identification of abscisic acid and gibberellin-related genes during seed development of alfalfa (Medicago sativa L.)

description: Additional file 1: Table S1. Summary statistics of RNA-Seq results in seed development of Medicago sativa. Table S2. DEGs of the most representative KEGG pathways. Table S3. List of DEGs involved in biosynthetic and metabolism pathway of ABA and GAs. Table S4. qRT-PCR specific primers.
DOI: 10.6084/m9.figshare.25656951.v2
title: A New High-Resolution Multi-Drought Indices Dataset for Mainland China; CHM_Drought

description: CHM_Drought，an innovative and comprehensive long-term meteorological drought dataset with a spatial resolution of 0.1° and data collected from 1961 to 2022 in mainland China. It features six pivotal meteorological drought indices: the standardized precipitation index (SPI), standardized precipitation evapotranspiration index (SPEI), evaporative demand drought index (EDDI), Palmer drought severity index (PDSI), self-calibrating Palmer drought severity index (SC-PDSI), and vapor pressure deficit (VPD), of which SPI, SPEI, and EDDI contain multi-scale features for periods of 2 weeks and 1–12 months.The dataset features a comprehensive application of high-density meteorological station data and a complete framework starting from basic meteorological elements (the China Hydro-Meteorology dataset, CHM).Global attributes:·<b> </b>Variable = SPEI-xx, SPI-xx, EDDI-xx, PDSI, SC-PDSI, VPD· Date format = NetCDF· Temporal Range = 1961-01-01 to 2022-12-31· Spatial Resolution = 0.1 degree· Spatial extent = 18°N–54°N, 72°E–136°E· Missing value = NA
DOI: 10.6084/m9.figshare.3560754.v1
title: Appendix B. Probability mass functions and R code to fit the Poisson, Negative Binomial, Generalized Poisson, and CMP distributions (and their zero-truncated versions).

description: Probability mass functions and R code to fit the Poisson, Negative Binomial, Generalized Poisson, and CMP distributions (and their zero-truncated versions).
DOI: 10.17632/p6dr9trj9x
title: Spatial mapping of fisheries in the coastal space of Chilean Patagonia protected areas

description: Annex A: Spatial mapping of fisheries in the coastal space of Chilean Patagonia protected areas. 
Supplementary text with methodological details for the study "Habitat risk assessment to multiple threats in marine protected areas of Chilean Patagonia” funded by Fondecyt project 11201053. This document includes the supplementary text with the methods to obtain and classify the fishery information in Chilean Patagonia using the data provided by the Chilean Servicio Nacional de Pesca  (SERNAPESCA).   

RASTER_DATA_SET: Files in raster format, classified into three categories of fish effort intensity (low, medium and high) separated into three folders, each by protected area namely: Magdalena_Island_NP, Guaitecas_NR, and Kawesqar_NR. Raster files inside folders were named as: 
fl_aqua_rc_: Raster file of Aquaculture Fleet representing fishing effort intensity (low, medium, and high) 
fl_art_rc:_ Raster file of Artisanal Fleet representing fishing effort intensity (low, medium, and high). 
fl_ind_rc_: Raster file of Industrial Fleet representing fishing effort intensity (low, medium, and high). 
fl_tran_rc_: Raster file of Conveyor Fleet representing fishing effort intensity (low, medium, and high).