cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/d46fcs2787
title: X-ray DR Images Dataset of Camellia Seeds and Chestnuts

description: The dataset comprises two sub-datasets: one includes preprocessed X-ray DR images of 204 camellia seeds and 237 chestnuts, while the other consists of X-ray DR images acquired through magnification methods, totaling 2040 images of camellia seeds and 2370 images of chestnuts. The camellia seed samples encompass healthy, withered, cavity, and insect-damaged specimens. Similarly, the chestnut samples include healthy, double-kernelled, mold-infested and insect-damaged ones. The X-ray DR images were randomly divided into training, validation, and prediction sets at a ratio of approximately 70:15:15. The training and validation sets were utilized for hyperparameter tuning and classifier training, whereas the independent prediction set samples were employed for external testing of the classifier.
DOI: 10.6084/m9.figshare.13551149.v1
title: Research dataset for Wang et al., 2021.xls

description: <b>Major and trace element analyses of lamprophyres from the Shandong peninsula, China</b><br>
DOI: 10.6084/m9.figshare.26417398.v1
title: Antiquity of obligate dim-light foraging in nomiine sweat bees (Hymenoptera: Halictidae), with the description of a new species of <i>Mellitidia</i>

description: GENERAL INFORMATIONThis repository contains supplementary files associated with the research articleAntiquity of obligate dim-light foraging in nomiine sweat bees (Halictidae: Nomiinae), with the description of a new species of <i>Mellitidia</i>by Silas Bossert & Simon M. TierneyFor questions on the data of this paper contact silas.bossert [at] wsu.eduThis repository consists of nine (9) files.###1. BEAST2_chronogram.pdfThis is the maximum clade credibility tree (MCC) of the Bayesian divergence time estimation using BEAST2. The dates are in millions of years (Ma). The file is a print out of the chronogram; the nexus file with the MCC output can be found in the Supplementary_Chronograms.zip archive.###2. 80p_ML_phylogeny_with_branchlengths.pdfThis is the phylogeny that was inferred through IQ-Tree2 and the 80% completeness matrix (see article for details). This is a Pdf printout of the the phylogeny; the newick string can be found under in the Supplementary_phylogenies.zip archive. Support values show Shimodaira-Hasegawa-like approximate likelihood ratio tests and ultrafast bootstraph replicates (SH-aLRT / UFBoot2).###3. WGS_assemblies.zipThis archive contains whole genome sequence data of the five sampled species of Nomiinae, namely <i>Mellitidia australis</i>, <i>Mellitidia gressitti</i>, <i>Mellitidia tomentifera</i>, <i>Ptilonomia plumosa</i>, and the newly described <i>Mellitidia glossata</i>. The assembly files were generated with SPAdes and are in fasta format.4. UCE_assemblies.zipThis archive contains the newly generated UCE assemblies of <i>Austronomia gracilipes</i>, <i>Melittidia horvathi</i>, <i>Mellitidia</i> sp., <i>Ptilonomia micheneri</i>, <i>Reepenia bidentata</i>, and <i>Reepenia triangulifera</i> (cf). The assemblies were generated with SPAdes and are in fasta format.###5. Concatenated_sequence_matrices_and_partitions.zipThis archive contains the six concatenated DNA sequence matrices used for phylogenetic estimates and for the dating analyses. Specifically, it contains the 80%, 90%, and 95% completeness matrices, as well as the three subsets of each 100 random loci which were used for divergence times estimates. For all alignments, we provide partition files.###6. Barcode_COI_alignment.fastaThis COI barcode alignment that was generated in the present study. Detail on the specific processing can be found in the main manuscript. The file format is fasta.###7. Supplementary_phylogenies.zipThis archive contains the newick strings for the final ML trees calculated from the 80%, 90%, and 95% completeness matrices. Support values show Shimodaira-Hasegawa-like approximate likelihood ratio tests and ultrafast bootstraph replicates (SH-aLRT / UFBoot2).###8. Supplementary_Chronograms.zipThis archive contains the nexus files for the seven separate dating analyses.###9. Beastrun_100_random_loci.xmlThis file is the XML input file for the BEAST2 analyses that were carried out in the article. The file was generated with BEAUTi.
DOI: 10.17632/37w29dc2jx
title: Data for: "Omnichannel as a consumer-based marketing strategy"

description: Data for the article "Omnichannel as a consumer-based marketing strategy".
Authors: Isadora Gasparin and Luiz Antônio Slongo (Escola de Administração, Universidade Federal do Rio Grande do Sul, Brazil)

Files:
1 - LiteratureReviewProcedures.pdf: Literature review procedures and steps to reproduce them.
2 - DataSet_N50_Scopus.csv: Data exported from the Scopus database.
3 - AnalysisTable_N29.xlsx: Detailed analysis of each article from the final data set.
DOI: 10.17632/96pfw87s4p
title: Data for: Amphibian and reptile communities of upland and riparian sites across Indonesian oil palm, rubber and forest

description: These CSV files contain the data collected during the study. The R script enables to merge the data and analyse them using statistical models and figures.
Abbreviations used for column "Section": TL: top left, TR: top right, BL: bottom left, BR: bottom right
DOI: 10.17632/nm9c77mv64
title: Numerical Data for: A Study on Mars Probe Failures

description: This datasets contains numerical data for paper "A Study on Mars Probe Failures"
DOI: 10.17632/n68x8kcvj8
title: Диагностика трудных дыхательных путей. Обзор литературы.

description: Введение. Осложнения возникающие при поддержании проходимости дыхательных путей в практике анестезиолога-реаниматолога остаются наиболее опасными для жизни и здоровья пациента. Проблема прогнозирования трудных дыхательных путей изучается не одно десятилетие и до сих пор не решена. 
Цель исследования. Провести анализ литературы по теме диагностики трудных дыхательных путей.
Результаты и обсуждение. Был произведен обзор наиболее распространенных методов диагностики трудных дыхательных путей в практике врача-анестезиолога-реаниматолога. Проведенный анализ литературы показал, что на сегодняшний день в практике врача-анестезиолога-реаниматолога не существует убедительных тестов и симптомов диагностики трудных дыхательных путей. Измерение различных расстояний, тесты на врождённую или приобретённую деформацию лицевого черепа и нарушения прикуса, тесты на взаимоотношения структур лицевого черепа и шейного отдела позвоночника в большинстве своем имеют ограниченную диагностическую эффективность. Исключением может служить тест на прикусывание верхней губы, который повышает выявляемость трудных дыхательных путей с 10 до 60 %.
Несколько лучше обстоят дела с применением  объединения различных признаков и симптомов в шкалы, однако и их применение не сопровождается точным предсказанием трудной ларингоскопии и трудной интубации при клиническом использовании. 
Внедрение инструментальных методов исследования хотя громоздко и затратно, позволяет с большей уверенностью диагностировать трудные дыхательные пути при различных клинических ситуациях и у различных категорий пациентов. На сегодняшний день можно уверенно говорить, что такие показатели как толщина языка, расстояние от кожи до надгортанника или голосовых складок, длинный надгортанник могут достаточно точно предсказывать трудности на различных этапах поддержания проходимости дыхательных путей от вентиляции лицевой маской до ларингоскопии  и интубации трахеи.
Наиболее оптимальным методом диагностики трудных дыхательных путей следует считать ультразвуковое исследование, которое в отличие от рентгенологических и магнитно-резонансных методов могут проводится на операционном столе, в скорой помощи и т.д. При этом менее точные показатели по сравнению с магнитно-резонансными  и рентгенологическими исследованиями не должны останавливать клиницистов, так как они компенсируются более быстрым выполнением исследования.
Заключение. Инструментальные методы диагностики трудных дыхательных путей более эффективны по сравнению с физикальными.
DOI: 10.6084/m9.figshare.22491157.v1
title: Extended-Release tacrolimus and mtor inhibitor-based immunosuppressive regimen in living-donor kidney transplantation

description: Extended-Release tacrolimus and mtor inhibitor-based immunosuppressive regimen in living-donor kidney transplantation
DOI: 10.6084/m9.figshare.8202233.v1
title: Ischaemic stroke metaGRS

description: A genomic risk score (metaGRS, a meta-score combining multiple GRSs) for ischaemic stroke, consisting of 3.2 million SNPs that had MAF &gt;1% in the UK Biobank British white subset and imputation INFO &gt;0.4 over the entire UK Biobank dataset.<br><br>Also provided is a version further excluding ambiguous strand SNPs (A/T or G/C), leaving 2.76 million SNPs. This score had very similar performance in the UK Biobank validation set in terms of association with age of ischaemic stroke.<br><br>The rsids, positions, and alleles are with respect to UK Biobank genotyping release 2 (hg19).<br><br>Also included are the SNP weights for each component GRS that contributed to the stroke metaGRS, as well as the weights for the metaGRS itself.<br><br>To apply the metaGRS scores to new data with plink use:<br>plink --bfile your_data \--score metaGRS_stroke_IS_MAF0.01_INFO0.4_exclATGC.txt 2 4 18 header sum<br>
DOI: 10.17632/xdwpm5srjw
title: Cracking behaviors and hydrothermal migration in clayey soils under wetting-drying-freeze-thaw cycles

description: The laboratory soil column experiments were conducted to investigate the surface crack development of clayey soil and the internal hydrothermal distribution under multiple wetting-drying-freeze-thaw (W-D-F-T) cycles. This dataset includes near-surface meteorological parameters (air temperature and relative humidity), crack parameters (crack ratio, width, and length), as well as soil temperature and volumetric water content. Meteorological data were collected using temperature and humidity sensors; crack parameters were obtained through image processing; and soil temperature and moisture content were measured using temperature probes and moisture sensors, respectively.
DOI: 10.6084/m9.figshare.23521551.v1
title: Repository data containing Survey Participants' responses in SPSS file

description: SPSS file represents responses from 516 participants gathered by a quantitative survey method. The questionnaire provided context for the study and explained why collecting this data was important. At the bottom of this section, everyone’s approval on participating in the survey and using their responses in survey results in a public setting was requested. As this survey was voluntary and anonymous, the participants had a choice not to participate in it by simply declining the request and withdrawing themselves from the survey without any consequences. After the participants gave their approvals, the following segment (Section II) was permitted to proceed. The next section asked students about their five self-related characteristics which were the independent categorical variables 1) demographic characteristics: gender, 2) socioeconomic characteristics (SES), 3) geographic characteristics: native place, 4) academic characteristics related to higher secondary academic performance (pre-college performance) 5) the psychological and behavioral characteristics. It further constituted four sub-questions related to students’ information about 5-1) the engineering major enrolled in 5-2) priority for type of curriculum delivery 5-3) the most valuable human influence, 5-4) the most effective information source. The next section encompassed Questions related to twelve ECs characteristics including proximity, location and locality, image and reputation, faculty profile, alumni profile, campus placements, quality education, infrastructure and facilities, safety and security, curriculum delivery, value for money and lastly sustainability under COVID-19 was examined. To answer these questions, students were asked to rate on a Likert scale (1 to 5), where 1 represented minimum value and 5 showed maximum value.
DOI: 10.17632/5phdkdn63x
title: Data for: Tracking Surgical Education Survey Research Through the APDS Listserv

description: APDS Listserv data log
DOI: 10.17632/76x6zp4j46
title: Dog brains are sensitive to infant- and dog-directed prosody, Commun. Biol. 2023

description: Raw data related to manuscipt entitled "Dog brains are sensitive to infant- and dog-directed prosody" submitted to Communications Biology, 2023
DOI: 10.17632/frb4543dyy
title: Lorenz number calculator (SPB model)

description: This spreadsheet allows quick calculation of the Lorenz number from Seebeck coefficient using fermi integrals and fitting of reduced Fermi energy (assuming single parabolic band model). After entering the Seebeck coefficient values this spreadsheet will automatically calculate the Lorenz number. Spreadsheet is divided into 5 parts: Step 1, Step 2, ... Step 5 so one can observe how applied methodology works in detail. Step 1 - Fermi integral values obtained from widely available tables were put into graphs and polynomials were fitted. Step 2 - Information about the assumed value of the scattering parameter. Step 3 - The relation between the Seebeck coefficient and the reduced Fermi energy was calculated, the result was put into the graph and polynomial was fitted. Step 4 - Experimental values of the Seebeck coefficient for a given temperature should be copied here (orange background). Please note that using this methodology calculated Lorenz number will be larger than 2.45·10^(-8) (V/K)^2 if the absolute value of Seebeck coefficient will be smaller than ~57 microV/K. Step 5 - Lorenz number is calculated (red background). The result is accurate for materials with scattering parameter r = -1/2 (for acoustic phonon scattering) and if the band could be described by single parabolic band model.
DOI: 10.17632/pyp993dc7t
title: Descriptive Twin Floater98 and Aircraft in Wind Tunnel Test

description: The aerodynamic testing of the N219A aircraft test model with a catamaran floater with a scale of 1:6.3 was carried out in the wind tunnel test section of the Indonesian Low Speed Tunnel (ILST) in 2023. There were 2 measurements including forces and moments with various configurations and variations in deflection angles of the control surface and flaps. The wind speed in the test was 65 m/s. Measurement data is corrected including weight correction, zero correction, blockage correction, tare correction, and wall interference.
DOI: 10.17632/s82j8dh4rr
title: Indonesian Herb Leaf Dataset 3500

description: Plants are one of the most important species on earth. Its role in the ecosystem, preventing natural disasters, and ingredients of many medicines are the reasons for protecting this species. The amount of biodiversity in plants is one of the challenges to maintaining biodiversity conservation.
Therefore, we need a way to protect biodiversity. 


The first step that can be done is to identify plant species. By knowing the identity of the plant, information about the type, origin, benefits, and methods of conservation of the plant can be known later.
Plants have several parts, such as roots, stems, fruits, flowers, and leaves. Identification of plants based on their leaves is more efficient because the leaves are almost there at all times, are easier to reach, and cause minor damage to the plant if the leaves are picked.
In this dataset, there are pictures of tropical leaves, especially those that can grow in Indonesia. Indonesia was chosen because Indonesia is one of the countries with the greatest biodiversity. Indonesia is also one of the countries that have tropical rain forests. There are ten plant species contained in this dataset, such as Averrhoa bilimbi (Blimbing Wuluh), Psidium guajava (Jambu Biji), Citrus Aurantiifolia (Jeruk Nipis), Ocimum Africanum (Kemangi), Aloe vera (Lidah Buaya), Artocarpus heterophyllus (Nangka), Pandanus Amaryllifolius (Pandan), Carica papaya (Pepaya), Apium graveolens (Seledri), Piper Betle (Sirih). The total dataset is 3500 images. Each species has 350 high-resolution images. Folders are named according to names in Indonesian. Each image has a white background. The format for all images is .jpg. In addition, the dimension of each image is 1600 x 1200.
The Indonesian Herb Leaf Dataset (IHLD) can be used to develop plant identification models using artificial intelligence. By releasing this dataset to the public, we look forward to stimulating research and adding content to the existing leaf datasets.
DOI: 10.17632/whygpyhd73
title: Konstruksi Pemikiran Merleau-Ponty Tentang Seksualitas

description: “Data supporting this study are openly available"
DOI: 10.17632/3xbt3rf56b
title: Accidents of highly automated vehicles

description: This dataset includes accidents with Google, Uber, Tesla, and Waymo autonomous cars. Accordingly, the inventory of accidents involvs highly automated vehicles. The database comprises 40 accidents from all over the world, which occurred between 2016 and 2021, and consists of the following fields:
•	year: year of accident 1..2100;
•	month: month of accidents (1..12);
•	day: day of the accident (1..31)
•	hour: hour of the accident (0:00..23:59)
•	period of the day: hour of the accident (0,00..23,59)
•	country of the accident: e.g. USA, China, etc.
•	GPS coordinates: e.g. 39°18′N 116°42′E
•	state: e.g. Florida
•	state: e.g. Florida
•	description: e.g. 23-year-old Gao Yuning was killed when his Tesla, with Autopilot mode engaged, slammed into the back of a stationary road sweeping truck parked at the edge of the road.
•	death: number of fatal injuries of the accident
•	•	Serious injury: number of seriously injured persons related to the accident
•	slight injury: number of slight injury related to the accident
•	Uber driver: number of Uber driver involved
•	Total number of vehicles: number of vehicles involved
•	Environment: flat, elevating, mountain
•	Environment code: flat-1, elevating-2, mountain-3
•	Period of the day :Day, evening, night
•	visibility: 1 clear, 0 not clear
•	Weather condition: rainy, snow, sunny, haze
•	season: summer-1, spring-2, autumn-3, winter-4
•	season rate: summer-1/4, spring-2/4, autumn-3/4, winter-4/4
•	speed limit: the regular speed limit at the location of the accident
•	speed condition of highly automated vehicle: the actual velocity of the investigated highly automated vehicle
•	Normalization of speed: normalized value of speed condition
•	Model of highly automated vehicle: the name of the model of the investigated highly automated vehicle
•	Autopilot mode:yes-1, no-0
•	Age of highly automated vehicle: number of years from manufacturing the highly automated vehicle
•	Type of accident: frontal, rear-end collision, sideswipe collisions, chain-reaction collision
•	curvature: straight, in curve
•	Total number of vehicles: number of vehicles involved
•	Technical reasons: brief description, introducing the causes
•	Sources: web link
DOI: 10.17632/8mr86grhnk
title: U-Pb on syn-kinematic calcite, Pyrenees, France

description: The Mediterranean region provides a natural laboratory for studying complex deformations resulting from interactions between the convergence of the Africa and Eurasia plates since the Cretaceous and body forces. These interactions led to the formation of a mosaic of basins and orogenic domains, whose intrinsically complex evolution over time is still subject to debate.
Investigating the timing of deformation recorded on both sides of an orogen, and within the intraplate domain, allows linking local-scale processes to regional geodynamic events. This study combines microstructural analysis and U-Pb dating of syn-kinematic calcite to precisely constrain the timing of contractional stress propagation in the Pyrenean orogen and the whole western Europe. The eastern Pyrenean retro-foreland is a strategic study area, as, while many U-Pb dating studies on syn-kinematic calcite have been conducted in the western intraplate domain, the northern part of the Pyrenees remains to be investigated. This study highlights (1) a continuous deformation over Eocene time, from ca. 48 Ma to 30 Ma, marking the phase of continental collision between Iberia and Eurasia, and (2) a newly evidenced miocene deformation episode, that spanned from ca. 16 to 11 Ma, thus occurring during the post-orogenic stage. (3) Through a comparison of U-Pb dating data from syn-kinematic calcite in the pro-foreland basin and the intraplate domain, this study shows that deformation occurred simultaneously at the plate boundaries and within a large part of the intraplate domain of the overriding plate. These results provide new insights into the geodynamic evolution of the Pyrenean orogen and its implications for Mediterranean geodynamics.
All data used to calculate U-Pb dates are listed in a table, and the isotopic ratio for each spot are provided, raw and corrected from the primary reference material WC1.
DOI: 10.25452/figshare.plus.25115220.v1
title: Dataset supporting Figure S6_E235 in "Pan-cortical 2-photon mesoscopic imaging and neurobehavioral alignment in awake, behaving mice"

description: Contains data from a single 1-photon widefield imaging experiment and a single Thorlabs mesoscope 2-photon imaging session from the same side mount mouse as in Figures 5 and 6 (but a different session than in those Figures), corresponding to panels d-f of Figure S6. Included files contain imaging data, behavioral data, and python files with combined neurobehavioral data. Additional python files corresponding to this session can be found in the FigShare+ folder in this collection corresponding to Figure 6 (this session was used in the BSOiD model training for the session that was fit in Figure 6).Note that session names have the following format: "mouse#_bigEndianDate_cage#_info_session#_attempt#".Raw mesoscope imaging data is included in ScanImage rendered format as single big tiffs with the following nomenclature: "filename_2D.tiff".Mouse face and body cam images are included as standalone or concatenated .avi movie files, and behavioral data is included both as Spike2 files (smrx) and in exported form at Matlab data files (.mat).In all cases the first frame of the 2-photon movie, the right face/body movie, and Spike2 data are aligned to the first Labview-issued frameclock trigger (also recorded in Spike2, along with all other frameclock events). 2-photon triggers were sometimes incorrectly recorded in Spike2 (generally we recorded these as both events and waveforms), but were in all cases additionally exported from ScanImage tiff metadeta as timestamps (csv files ending in <i>header.csv). </i>Session start-time timestamps, also exported from ScanImage tiff metadata, appear as .txt files ending in "_starttime.txt".Preprocessed data (python) can be found in npy files with various names, each containing different subsets of variables relevant to the analysis. For each session, the npy file containing the string "standard_frames" contains the most complete, final stage set of preprocessed neurobehavioral data (in combined DataFrame format, exportable to nwb), including CCF/MMM alignments. The file containing the string "nb_dump" contains a large set of auxilliary variables that may be needed for additional preprocessing.Additional image files (tiff, png) and excel worksheets (xlsx, csv) containing high-level data summaries and records of intermediate analysis steps are also included.Please contact the authors for any additional clarifications as needed.See related materials in Collection at: https://doi.org/10.25452/figshare.plus.c.7052513