cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.1596759.v1
title: Bird feeding preference DATA

description: Data and Metadata of bird feeding preferences tested at York University in Toronto ON. Feeding preferences observed through the use of red,yellow,and green colored bird seed and five distances from bird occupied trees from 1, 5, 10, 15 and 20m away. Weight of seed is measured after 2 hours of observation and recorded from a 30g reference. Distance is held constant at 1, 5, 10, 15 and 20m of a bird occupied tree.
DOI: 10.6084/m9.figshare.6849827.v2
title: Drone mosaics of Birsay dykes

description: UAV acquire drone mosaics from Birsay, Orkney (UK). <br><br>Details published in Healy et al., 2018 Volcanica<br>
DOI: 10.17632/cgvdf4gv3g
title: Data accompanying "Evolution of the South Pacific’s Iron Cycle over the Cenozoic"

description: Data accompanying the manuscript "Evolution of the South Pacific’s Iron Cycle over the Cenozoic"
DOI: 10.6084/m9.figshare.19160843.v1
title: Raw data table of biofilm experiments and agar diffusion assays using different toothpastes

description: The raw data of the biofilm experiment (culture analysis), as well as the disc and plug diffusion assays are presented in a table. Additionally, a table showing the significant statistical differences of the biofilm experiment are presented separately.
DOI: 10.6084/m9.figshare.19833304.v1
title: coulon_et_al_2023_traits

description: This dataset containing traits of marine fish based on fish taxa observed during international scientific bottom-trawl surveys regularly conducted in the Northeast Atlantic. It completes the dataset of Beukhof et al. (2019). The majority of trait values were sourced from FishBase and have been supplemented with values from primary literature and models when no available.
DOI: 10.6084/m9.figshare.20014712.v2
title: The database of English words and their Croatian equivalents

description: The current database contains English words which appear in Croatian in their original, unadapted form (e.g. show, boxer, zombie, skin, etc.). The list of words is based on The Database of English words in Croatian (Bogunović & Kučić 2022; https://repository.pfri.uniri.hr/islandora/object/pfri:2495), and was further complemented with words obtained from the corpus hrWaC (Ljubešić & Erjavec 2011; Ljubešić & Klubička 2014) using the platform SketchEngine (Kilgarriff et al. 2004). The same platform was used to check the list of English words against the corpora ENGRI (Bogunović et al. 2021; Bogunović & Kučić 2021) i hrWaC by consulting concordances and using CQL. The tagger Xf was used to filter out all English sentences embedded in Croatian texts. Corpus results were then manually checked using the random sample and filter tools to remove e.g., proper nouns, false cognate, false pairs, etc. The database also lists Croatian equivalents (and corresponding frequencies in the corpora) for each English word if they exist in Croatian. The choice of the Croatian equivalent depended greatly on the available corpus data on word frequency as well as Croatian online dictionaries. Furthermore, single-word and multi-word English expressions are represented separately in the database for reasons of visual transparency and simplification of word search. We would like to stress that the database by no means represents a final product and is not a definite representation of data on English words in Croatian, but is, however, representative of their current status in the Croatian language. Further efforts will be made to update the database and incorporate new data.
DOI: 10.6084/m9.figshare.28660103.v1
title: CR uncatalogued digital model and image set

description: CR uncatalogued pterosaur pes print<i>Pteraichnus </i>isp.Cazals Formation, La Plage aux Ptérosauresearly Tithonian, Upper Jurassic
DOI: 10.6084/m9.figshare.4047252.v1
title: Bench-scale microbial remediation of the model acid mine drainage: effects of nutrients and microbes on the source bioremediation

description: <br>In this work, a bench-scale microbial remediation system was established by supplemented nutrients, sulfate reducing bacteria and iron reducing bacteria to inhibit key factors (iron oxidizing bacteria and oxidation reduction potential) during the formation of acid mine drainage. The results indicated sodium lactate could inhibit the growth of <i>A. ferrooxidans</i> and their ability of oxidizing ferrous ion, could alleviate but not prevent the pyrite oxidizing process. Organic nutrients prevented pyrite oxidation effectively by the adjustment of microbial community. Sulfate reducing bacteria adapted to the remediate environment and improved physicochemical index of group 1. Sulfate reducing bacteria and nutrients are the key factor for bioremediation.
DOI: 10.17632/jnm7rnpgst
title: Identifying Factors Affecting E-customer Loyalty in Gamified Trusted Store Platforms: A Case Study Analysis in Iran

description: Identifying Factors Affecting E-customer Loyalty in Gamified Trusted Store Platforms: A Case Study Analysis in Iran
DOI: 10.6084/m9.figshare.7297748.v1
title: NicholsonRicketts2018_Treatment_massAccumulation_data.csv

description: Please see corresponding metadata document for variable descriptions. These data are from a 2 year pollination limitation experiment (2014 N = 9, 2015 N = 8) on Vermont, USA highbush blueberry (Vaccinium corymbosum L.) farms. <br>These data present 1) the number of berries harvested across all bushes from a treatment (hand or open pollinated) on a given sample day, 2) the total mass of those berries, and 3) the total accumulated mass to date. These data will produce Figure 3 in Nicholson & Ricketts 2018.<br>
DOI: 10.17632/hkfxnm2xpk
title: Built-Up expansion monitoring (Luanda City, Angola)

description: compressed file "RESEARCH_angolo_data" Satellite images, Geo-database, source code and all the necessary data (including video instructions) to reproduce the work.
DOI: 10.6084/m9.figshare.5241538.v1
title: Erratum: Functional Analysis of Seven Genes Linked to Body Mass Index and Adiposity by Genome-Wide Association Studies: A Review

description: Genome-wide association studies (GWAS) have identified a total of about 40 single nucleotide polymorphisms (SNPs) that show significant linkage to body mass index, a widely utilised surrogate measure of adiposity. However, only 8 of these associations have been confirmed by follow-up GWAS using more sophisticated measures of adiposity (computed tomography). Among these 8, there is a SNP close to the gene <i>FTO</i> which has been the subject of considerable work to diagnose its function. The remaining 7 SNPs are adjacent to, or within, the genes <i>NEGR1, TMEM18, ETV5, FLJ35779, LINGO2, SH2B1</i> and <i>GIPR</i>, most of which are less well studied than <i>FTO,</i> particularly in the context of obesity. This article reviews the available data on the functions of these genes, including information gleaned from studies in humans and animal models. At present, we have virtually no information on the putative mechanism associating the genes <i>FLJ35779</i> and <i>LINGO2</i> to obesity. All of these genes are expressed in the brain, and for 2 of them <i>(SH2B1</i> and <i>GIPR)</i>, a direct link to the appetite regulation system is known.<i> SH2B1</i> is an enhancer of intracellular signalling in the JAK-STAT pathway, and <i>GIPR </i>is the receptor for an appetite-linked hormone (GIP) produced by the alimentary tract. <i>NEGR1, ETV5</i> and <i>SH2B1</i> all have suggested roles in neurite outgrowth, and hence SNPs adjacent to these genes may affect development of the energy balance circuitry. Although the genes have central patterns of gene expression, implying a central neuronal connection to energy balance, for at least 4 of them <i>(NEGR1, TMEM18, SH2B1</i> and <i>GIPR)</i>, there are also significant peripheral functions related to adipose tissue biology. These functions may contribute to their effects on the obese phenotype.
DOI: 10.17632/c4pkf4pr38
title: olfactory cues in poetry learning

description: An experimental research study
DOI: 10.17632/gd5zhrytjx
title: Supplementary materials-Cai et al.(2025)

description: Supplementary materials of ''Anti-Inflammatory and Gut Modulating Effects of Donkey Whey Protein in DSS-Induced Colitis Mice: Insights from the Various Processing Methods'' by Changyun Cai, Yanhao Zhao, Mengjia Ma, Ayoola Ebenezer Afe, Cunfang Wang, Guiqin Liu (2025)
DOI: 10.6084/m9.figshare.26795749.v1
title: All SNP data

description: This vcf file includes all filtered 2101 SNPs. See supplementary data for the corresponding species and population of the individual names.
DOI: 10.6084/m9.figshare.29037002.v1
title: 1930-2023_qingjiang_landdata.zip

description: 1930-2023_qingjiang_landdata
DOI: 10.6084/m9.figshare.5121589.v1
title: Supplementary Material for: The CD6 Scavenger Receptor Is Differentially Expressed on a CD56<sup>dim</sup> Natural Killer Cell Subpopulation and Contributes to Natural Killer-Derived Cytokine and Chemokine Secretion

description: The CD6 scavenger receptor is known to be expressed on virtually all T cells and is supposed to be involved in costimulation, synapse formation, thymic selection and leukocyte migration. Here, we demonstrate that CD6 is differentially expressed by a subpopulation of peripheral CD56<sup>dim</sup> natu- ral killer (NK) cells and absent on CD56<sup>bright</sup> NK cells. CD56<sup>dim</sup>CD16<sup>+</sup> cells represent the major NK subset in the periphery, and most cells within this group are positive for CD6. Most killer immunoglobulin-like receptor- and immunoglobulin-like transcript-positive cells also belong to the CD6<sup>+</sup> subpopulation, as expected from their restricted expression on CD56<sup>dim</sup> NK cells. In addition, CD6<sup>+</sup> NK cells are similar to the newly identified CD94<sup>low</sup>CD56<sup>dim</sup> NK subpopulation and most distant from the recently defined CD27<sup>+</sup> NK subpopulation based on the reverse correlation of expression between CD6 and CD27, a marker associated primarily with CD56<sup>bright</sup> NK cells. With respect to CD6 function on NK cells, direct CD6 triggering did not result in degranulation but induced secretion of cytokines (interferon-γ and tumor necrosis factor-α) and chemokines [CXCL10 (IP-10), CXCL1 (GRO-α)]. Thus, CD6 expression on peripheral NK cells marks a novel CD56<sup>dim</sup> subpopulation associated with distinct patterns of cytokine and chemokine secretion.
DOI: 10.17632/cwygvg4b74
title: Efficient Real-Time Bed Occupancy Monitoring Using Toy-Mounted Accelerometer Data

description: We gather this dataset for toy-basedbed occupancy monitoring. An MPU-6050 IMU is affixed to a plush toy on the bed, and the accelerometer data are collected from the IMU. The accelerometer operates at up to 1 kHz, with a range of ±2 g, a 16-bit ADC, and a noise density of 400 𝜇g/√Hz. Data recorded over two hours, yielding a dataset of 720 10-second samples collected from 5 voluntary subjects for classification among four activities: entering the bed, lying still, turning over, and exiting the bed. The subjects, all of standard body measurements, were instructed to perform these activities without movement pattern restrictions, thereby naturally incorporating movement diversity into the dataset.
DOI: 10.6084/m9.figshare.19772761.v2
title: US airlines

description: Twitter comments on airlines
DOI: 10.6084/m9.figshare.23634624.v1
title: Datos estudio Sergio.sav

description: Study participants (206) consisted of adult individuals who voluntarily enrolled in an 8-week MBSR program.
DOI: 10.6084/m9.figshare.28430789.v1
title: Data files and variable descriptions (in readMe)

description: We present a newly developed design for a self-contained benthic chamber for conducting in situ ecosystem experiments in streams, with a focus on biogeochemical processes such as ecosystem metabolism and nutrient cycling. Our design is complementary to smaller, portable chamber designs, and is meant to answer questions at larger scales. These new chambers allow for a high level of experimental control in the field and can be used to generate spatially explicit data regarding ecosystem processes and to test mechanistic hypotheses. They are built to be deployed within the stream over periods of weeks to months and to withstand natural hydraulic forces of the benthic zone. First, we describe the materials and steps that are needed to construct these chambers in detail. Then, we report the methods and results of a multi-part, diagnostic field study meant to demonstrate the performance and utility of the design. We quantified solute dynamics using a conservative tracer injection, then we estimated ecosystem metabolism across the study site and performed nutrient additions. The field study revealed that both flow velocity and water depth impose limitations on these chambers, but with appropriate methodological forethought these limitations can be minimized. The capacity of our design to accommodate complex, three-dimensional habitats and macrofauna, along with the capability to generate spatially explicit data, are the main advances we present. These advances provide a novel method whereby motivated users can connect mechanistic hypothesis testing with natural ecological processes through ecosystem-level field experiments.
DOI: 10.6084/m9.figshare.28497317.v1
title: Bi-objective GRLP datasets

description: Set 2 and Set 4
DOI: 10.4121/uuid:8bf81177-2f2b-49c2-aaf5-d36739873dd9
title: Signatures of Majorana fermions in hybrid superconductor-semiconductor nanowire devices

description: Data sets belong to the paper "Signatures of Majorana fermions in hybrid superconductor-semiconductor nanowire devices". (Software to view .mtx files: {http://kavli.nano.tudelft.nl/~gsteele/spyview/})
DOI: 10.6084/m9.figshare.21829497.v1
title: Evidence of symptom profiles consistent with posttraumatic stress disorder and complex posttraumatic stress disorder in different trauma samples

description: The <i>International Classification of Diseases, 11th version</i> (ICD-11), proposes two related stress and trauma-related disorders, posttraumatic stress disorder (PTSD) and complex PTSD (CPTSD). A diagnosis of CPTSD requires that in addition to the PTSD symptoms, an individual must also endorse symptoms in three major domains: (1) affective dysregulation, (2) negative self-concepts, and (3) interpersonal problems. This study aimed to determine if the naturally occurring distribution of symptoms in three groups of traumatised individuals (bereavement, sexual victimisation, and physical assault) were consistent with the ICD-11, PTSD, and CPTSD specification. The study also investigated whether these groups differed on a range of other psychological problems. Participants completed self-report measures of each symptom group and latent class analyses consistently found that a three class solution was best. The classes were “PTSD only,” “CPTSD,” and “low PTSD/CPTSD.” These classes differed significantly on measures of depression, anxiety, dissociation, sleep disturbances, somatisation, interpersonal sensitivity, and aggression. The “CPTSD” class in the three samples scored highest on all the variables, with the “PTSD only” class scoring lower and the “low PTSD/CPTSD” class the lowest. This study provides evidence to support the diagnostic structure of CPTSD and indicted that CPTSD is associated with a broad range of other psychological problems.
DOI: 10.6084/m9.figshare.27861213.v6
title: Astronomical Cyclicity in Loess Magnetic Proxy Records from Western Arid Central Asia During the Early Pleistocene

description: The Earth orbital precession cycle is expected to have a sustained impact on global climate. However, most Early Pleistocene terrestrial records from mid-latitude Asia are dominated by 41-kyr obliquity cycles, with little or no evidence of strong 21-kyr precessional signals. Here, we present new evidence of dominant ~21-kyr precession cycles in terrestrial climate proxy records from arid Central Asia (ACA) during the Early Pleistocene. We show that the ratio of anhysteretic remanent magnetization susceptibility (χ<sub>ARM</sub>) to low-frequency magnetic susceptibility (χ<sub>lf</sub>) in loess sediments is a robust proxy for paleoprecipitation. A ~600 ka χ<sub>ARM</sub>/χ<sub>lf</sub> record from loess deposits in western ACA exhibits clear 21-kyr cycles between ~2.24 and 2.05 Ma, when the regional climate was dry and the pedogenic intensity was weak. These findings provide evidence for precession forcing during the Early Pleistocene in mid-latitude Asia, and highlight the complementary roles of high- and low-latitude forcing in shaping climate variability.
DOI: 10.17632/3rsd8mypwt
title: Fault (re)activation and fluid-induced seismicity: an example from the Val d'Agri intermontane basin (southern Italy)

description: The agri*.prm files are the input files used in ASPECT 2.3.0 for our Val d'Agri model, to simulate the compressional-extensional history of the region, based on the assumptions described in our paper.
The Graph*.m files are the Matlab files to generate the graphs shown in the paper.
rheo.py is the file used to calculate the Coulomb stress values shown in Fig.8.
VA-seismicity_2001-2019.csv is the earthquake database obtained by merging the catalogs in Serlenga and Stabile (2019), Stabile et al. (2021), and Balasco et al. (2021). In this catalog, only the events in the dashed box of Fig.1 are included. For each event, we provide the origin time, latitude, longitude and depth.
DOI: 10.17632/8ynyhnj2kz
title: Toward automated severe pharyngitis detection with smartphone camera using deep learning networks

description: Here we present a deep learning model with smartphone-based throat images facilitating detection of severe pharyngitis in telemedicine settings. We collected throat images from the web-based open social Q&A systems including Naver Korea (https://kin.naver.com), Yahoo Japan (https://chiebukuro.yahoo.co.jp). The additional throat image datasets were extracted using the Google image search engine. The search strategy was based on the key terms “sore throat”, “pharyngitis”, “tonsillitis”, “exudative tonsillitis”, “tonsillopharyngitis”, “throat image”, and “smartphone” in Korean, Japanese, and English. The most updated electronic database search was on June 30, 2020. We manually excluded throat images which were not acquired using smartphone. The images with the characteristics of the pharyngitis were manually classified by two clinicians, and the ambiguous images were isolated to clarify the image domains. Finally, we collected the initial dataset with a total of two classes including 147 throat images with pharyngitis and 215 normal throat images.
DOI: 10.17632/dgk7y7x7nt
title: Dataset for VEntilation during Cardiac Arrest Resuscitation Study ( VECARS-2 )

description: The dataset comprises ventilatory parameters recorded from 72 patients during cardiopulmonary resuscitation (CPR) interventions for out-of-hospital cardiac arrest (OHCA), managed by basic life support (BLS) teams. The data were collected using a dedicated device connected to the bag-valve mask (BVM) during resuscitation efforts.
The recorded data include inspiratory and tidal volumes (𝑉𝑖, 𝑉𝑡 ), inspiratory and expiratory times (𝑇𝑖 , 𝑇𝑒 ), leakage volumes and ratios, and ventilation intervals. Each CPR cycle follows a 30:2 compression-to-ventilation ratio, allowing the identification of the first and second ventilations. These ventilations were extracted and identified among the numerous ventilatory events recorded, ensuring precise analysis of the CPR cycle.
The device calculates the tidal volume (𝑉𝑡 ), defined as the volume of gas reaching the lungs with each insufflation. This calculation is facilitated by a bidirectional thermal mass flow sensor, which accurately measures inspiratory and expiratory flow rates. The EOlife® algorithm processes these flow measurements to calculate the delivered volumes and detect leaks. Using a proprietary calculation method, it then determines the tidal volume.
Distinguishing ventilations from chest compressions and random perturbations in the recorded signals remains challenging due to real-world field conditions. However, despite these constraints, the dataset provides valuable insights into CPR practices, allowing researchers to assess compliance with resuscitation guidelines, monitor ventilation efficiency, and evaluate the effectiveness of manual ventilation techniques.
This dataset serves as a key resource for advancing the understanding of ventilation strategies during CPR and optimizing emergency care through data-driven approaches.

The data are divided by patient. For each patient record, there are associated ventilation data as well as a graphical figure showing the ventilation data.
DOI: 10.25378/janelia.13622819.v3
title: EASI-FISH example data (multi-round FISH, round 3)

description: Example dataset that can be used for testing the EASI-FISH (Expansion-Assisted Iterative Fluorescence in situ hybridization) data analysis pipeline (https://github.com/JaneliaSciComp/multifish). Raw image data (.czi) and metadata (.mvl) are provided here. Image data was collected using a Zeiss Lightsheet Z.1 microscope. A 20× water-immersion objective (RI=1.33) was used for imaging with 1× zoom. Single-side illumination was used to reduce light exposure and imaging time. Overlap between tiles was set to 8%. Voxel size (µm): 0.23 x 0.23 x 0.42 (x, y, z). This dataset can be used with EASI-FISH example data (multi-round FISH, round 5) (https://doi.org/10.25378/janelia.13622828) for registration testing.

<br>LHA3_R3_medium (32GB): <br>Two image tiles are included in a single CZI file, with 4 channels (3 FISH channels and 1 DAPI channel). Channel1: 488 (<i>Gpr83</i>), channel 2: 669 (<i>Slc17a6</i>), channel 3: 405 (DAPI), channel 4: 546 (<i>Bdnf</i>) and image dimension per tile: 1920 x 1920 x 591 (x, y, z). <br>LHA3_R3_small (12GB): <br>Two image tiles are included in a single CZI file, with 2 channels (1 FISH channel and 1 DAPI channel). Channel1: 488 (<i>Gpr83</i>), channel 2: 405 (DAPI) and image dimension per tile: 1920 x 1920 x 422 (x, y, z). <br><br>LHA3_R3_tiny (&lt;1GB):<br>Two image tiles are included in two separate CZI files (LHA3_R3_tiny_V01.czi and LHA3_R3_tiny_V02.czi), with 2 channels (1 FISH channel and 1 DAPI channel). Channel1: 488 (<i>Gpr83</i>), channel 2: 405 (DAPI). Please note that this set is for software testing only and the output from this set may not reflect the actual performance of the pipeline, which is optimized for large datasets. <br>
DOI: 10.6084/m9.figshare.15070305.v1
title: Supplementary 1.xlsx

description: <b>Supplementary 1. </b>Geographic origin, GenBank accession number, and molecular identification of all sequences used in this study (n = 198).
DOI: 10.6084/m9.figshare.19470260.v1
title: Travel Restriction Impacts Survey Data.sav

description: Between 4 November 2021 to 1 December 2021, we executed a cross-sectional online survey targeting three specific groups; (1) those stranded from their partners; (2) those stranded from immediate families; and (3) temporary visa holders unable to migrate or cross international borders. We collected data on respondents’ demographic profile; the nature of COVID-19-related travel impacts; depression, anxiety, and stress levels (using the validated DASS-21); and finally, data on respondents financial, employment and accommodation situation. <br>Ethical approval for this study was granted by the UNSW Human Research Ethics Committee (#210418). All respondents indicated their consent to participate.<br>Descriptive analysis involved the calculation of means, standard deviations, confidence intervals and standard errors for continuous variable data, and the calculation of counts and proportions for categorical variables data. To test significance, we used one-way ANOVA analyses (for continuous variables) and Chi-square analyses or a Fishers exact test for smaller cell sizes (for categorical variables). Any variables found to show a significant association with DASS severity (p22). No errors, influential outliers or multicollinearity amongst variables was identified. Statistical significance was p &gt; 0.05.<br>