cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.13383222.v1
title: Supplementary Material: Programs and Data from Modelling foam improved oil recovery: towards a formulation of pressure-driven growth with flow reversal

description: The pressure-driven growth model that describes the two-dimensional (2-D) propagation of a foam through an oil reservoir is considered as a model for surfactant-alternating-gas improved oil recovery. The model assumes a region of low mobility, finely textured foam at the foam front where injected gas meets liquid. The net pressure driving the foam is assumed to reduce suddenly at a specific time. Parts of the foam front, deep down near the bottom of the front, must then backtrack, reversing their flow direction. Equations for one-dimensional fractional flow, underlying 2-D pressure-driven growth, are solved via the method of characteristics. In a diagram of position versus time, the backtracking front has a complex double fan structure, with two distinct characteristic fans interacting. One of these characteristic fans is a reflection of a fan already present in forward flow mode. The second fan however only appears upon flow reversal. Both fans contribute to the flow's Darcy pressure drop, the balance of the pressure drop shifting over time from the first fan to the second. The implications for 2-D pressure-driven growth are that the foam front has even lower mobility in reverse flow mode than it had in the original forward flow case.
DOI: 10.6084/m9.figshare.14222822.v1
title: 19502410.fastq.gz

description: WGS of canine stool microbiome
DOI: 10.6084/m9.figshare.26419726.v1
title: Creating UML Class Diagrams with LLMs Replication Package

description: Creating UML Class Diagrams with General-Purpose LLMs Replication Package
DOI: 10.6084/m9.figshare.27936156.v2
title: Mapping global shipless areas and conflict zones between shipping and marine biodiversity

description: Data for the paper entitled "<b>Mapping global shipless areas and conflict zones between shipping and marine biodiversity</b>".
DOI: 10.17632/8xfc7skjrm
title: Properties of essential oils from Limnocitrus littoralis species

description: Organoleptic properties, specific gravity, refractive index, and optical rotation were analyzed according to international standards ISO (International Organization for Standardization) or AFNOR (French Association of Normalization) standard, at 25 oC.
DOI: 10.17632/b3jms757m9
title: Rugged, low-cost, and lightweight rosette water sampler for ocean profiling and mooring deployment

description: Oceanographers studying climate change, marine ecosystems, and water mass distribution rely heavily on seawater measurements from various depths and locations. A critical tool for obtaining these measurements is the rosette water sampler, which collects and isolates seawater at multiple specified depths for later analysis. However, most commercially available samplers are designed for large sample volumes (&gt;500 mL), requiring heavy-duty lifting equipment typically found only on larger research vessels.
This creates unnecessary costs and operational challenges, especially in coastal areas, when large sample volumes are not needed.
In response, we present a small, lightweight, and rugged rosette water sampler specifically developed for smaller sample volumes and efficient deployment from small boats without the need for lifting equipment. Weighing 16 kg, the sampler can collect 13 samples of 20 mL each in a single profiling cast, with a maximum depth of 250 m.
The instrument has been successfully tested in Northeast Greenland and along the East Greenland coast during three field campaigns between 2021 and 2023. Further development could lead to additional weight reductions and improved ease of use, enhancing its practicality for broader applications.
DOI: 10.17632/p763twb9k3
title: Data for: Accelerated search for perovskite materials with higher Curie temperature based on the machine learning methods

description: 21 features of Curie temperature of perovskite materials
DOI: 10.6084/m9.figshare.10312550.v1
title: Plant configurations data.xlsx

description: This dataset supports the data analyses and results sections of the manuscript published in the Journal of Applied Ecology titled "External conditions drive optimal planting conditions for salt marsh restoration".
DOI: 10.6084/m9.figshare.11864355.v1
title: Codes&data for "A hybrid approach to building simplification with an evaluator from a backpropagation neural network"

description: Codes and data that support this findings of our submitted manuscript entitled "A hybrid approach to building simplification with an evaluator from a backpropagation neural network".Fore more details, please refer to the ReadMe file.
DOI: 10.6084/m9.figshare.24989733.v1
title: Data Kualitatif dr. Cennikon.pdf

description: Qualitative data of cennikon pakpahan
DOI: 10.6084/m9.figshare.26521045.v2
title: CriticalEtchRawDataAFMPL.zip

description: Local droplet-etched-based GaAs quantum dots are promising candidates for high-quality single and entangled photon sources. They have excellent optical and spin properties thanks to their size, shape and nearly strain-free matrix integration. In this study, we investigate the onset of aluminum nanodroplet formation for the local droplet etching process. Using molecular beam epitaxy, we grew several local droplet-etched quantum dot samples with different arsenic beam equivalent pressures. In each sample, we varied the etch material amount using a gradient technique and filled the nanoholes with GaAs to form optically active quantum dots after overgrowth. We repeated the local droplet etching process without the filling process, enabling us to characterize surface nanoholes with atomic force microscopy and compare them with photoluminescence from the buried quantum dots. We found a linear dependency on the arsenic beam-equivalent pressures for a critical aluminum amount necessary for nanohole formation and analyzed shape, density and optical properties close to this transition.
DOI: 10.17632/x97dvmcnw3
title: 低温传感器数据以及深度学习算法

description: 低温传感器数据以及深度学习算法
DOI: 10.6084/m9.figshare.6295076.v1
title: All data_Spinal Deformities.xlsx from Evolution in caves: selection from darkness causes spinal deformities in teleost fishes

description: Data underlying our analyses
DOI: 10.6084/m9.figshare.918668.v1
title: Environment Perceptions Survey

description: see for full reference to the research: http://researcharchive.lincoln.ac.nz/handle/10182/5744
DOI: 10.17632/cn3fkjfs6p
title: Pension Sustainability and Government Effectiveness in the Presence of Population Aging

description: Here is the R code based on data from the OECD database to reproduce the results of the paper.

The data can be downloaded from the website of OECD: https://www.oecd.org/en/data/indicators.html.
DOI: 10.6084/m9.figshare.24587064.v1
title: Monte Carlo Simulation data, code and results

description: This item contains the data, code and results of the Monte Carlo Simulation, used to determine the sample size of linear features used in cartographic quality control.
DOI: 10.17632/723jdg92yn
title: PFAS Environmental Behavior_Holloman Lake

description: Concentrations of 17 PFAS in 112 soil, surface water, green algae, plant, and animal samples
DOI: 10.6084/m9.figshare.13238273.v1
title: Effect of W and N on BEF relationship

description: 2016-2017 response of grassland community to precipitation and N addition
DOI: 10.6084/m9.figshare.964923.v2
title: Ewa Czuba recenzja raportu

description: Refleksje na temat pracy „Wykorzystanie oceny zdrowia finansowego podmiotu do planowania finansowego” autorstwa: D. Nowickiej, B. Liszewskiego, A. Zakałek
DOI: 10.6084/m9.figshare.16640719.v2
title: SOIL-WATERGRIDS v1, mapping dynamic changes in soil moisture and depth of water table from 1970 to 2014, dataset and modelling

description: SOIL-WATERGRIDS is a comprehensive data product of the monthly estimates of volumetric soil water content at three depths within the root zone and the depth of the water table globally gridded at a resolution of 0.25x025 degree per grid cell from 1970 to 2014. <br>This package includes a Technical Documentation with the details about the use of the data product.
DOI: 10.6084/m9.figshare.26305315.v2
title: Bennett et al. 2025 J Ecol PSF Data and code

description: Plant-soil feedback (PSF) can both positively and negatively affect plant populations. Diverse communities should dilute pathogens and mitigate negative PSF, whereas plant dominance should have the opposite effect. It is unclear, however, whether increased species and genetic diversity can have additive effects on pathogen dilution. Using soils from <i>Medicago sativa</i> production systems varying in dominance and diversity, we inoculated multiple species and cultivars to assess effects on PSF. We linked dominance and diversity to intra- and interspecific variation in PSF via changes in microbiome composition. Included data are the feature tables for each of the sequenced samples for bacteria (bact_meta_all.txt), fungi (fung.csv), oomycetes (oom.csv), and arbuscular mycorrhizal fungi (amf.csv). Also included is the code to generate the ordinations used in the paper (Correlations and Ordinations.R). The raw sequencing data has been deposited under BioProject accession PRJNA1125521 (https://www.ncbi.nlm.nih.gov/bioproject/?term=PRJNA1125521).We also include the raw biomass data from the growth chamber experiment (Final Bennett Awodele data shoot mass.csv), all the field data (all_field_data.txt), and the data used to construct the structural equation model (Bennett et al Plant and soil data alfalfa study.csv). The code used to compare PSF values among cultivars and species is contained in “Correlations and Ordinations.R”. The code for the structural equation model is included in a word document (Bennett SPSS AMS syntax code.docx). The full model output is included as “AMOS model output.xlsx”, as are the summarized direct (regression weights for graphing.csv) and indirect effects (indirect effects for graphing.csv) used to generate Figures 2 and 3. The code for generating these figures is located in “interspecific PSF SEM model graphs.R”.
DOI: 10.6084/m9.figshare.11619285.v1
title: 2018 08 08 Field Notes

description: Field notes including image and/or video records.<br>Project order 88a.
DOI: 10.6084/m9.figshare.13237250.v4
title: Streamflow monthly data at a national scale for Peru - Product HyM_GR2M_v1.1

description: <b>What is the HyM_GR2M product?</b>It's a product that contains monthly discharge estimations for 3594 subbasins and river reaches throughout the Peruvian territory, from January 1981 to March 2020. Discharge data is generated from a water balance model at a national scale, forced by the meteorological PISCO dataset, and using a semi-distributed GR2M model adaptation.<br><b>How to read data?</b>Shapefiles of subbasins and river reaches are provided. Each shapefile's attribute table has a field named GR2M_ID with a unique identifying number for each element, so discharge time-series could be easily assigned. Additionally and R script is attached to read the discharge netCDF file.<br><b>Files</b>- discharge.nc- Read_discharge.R<br>- Subbasins_HyM_GR2M (shapefile)- Streams_HyM_GR2M (shapefile)<br>
DOI: 10.6084/m9.figshare.22698655.v2
title: PMTransformer pre-trained model

description: Pretrained Machine learning models for MOFTransformer and PMTransformer.
DOI: 10.17632/cfsr5kvry3
title: MoLa-VI Dataset

description: This repository presents the dataset described in the article "In-car Damage Dirt and Stain Estimation with RGB Images", published in Proceedings of the 13th International Conference on Agents and Artificial Intelligence (2021).
The dataset consists of two main folders (IMAGES and SEGMENTATIONS) and a .json file (dataset.json).
In the IMAGES folder, we find 135 cars duly separated by 135 folders, in each one of them we find images of the interior of the respective cars under 9 different views duly divided by folders (P1 to P9).
In the SEGMENTATIONS folder, we find the same structure with the car image masks found in the IMAGES folder, these masks are composed of the classes found in the IMAGES, identified by a per-pixel id: 
(1) DMG_CUT, (2) DMG_WEAR, (3) DMG_BROKEN, (4) STAIN, (5) DIRT, and (6) GOOD.
It is also available a .json file with all the information about the dataset, that is, with an ID associated with each car, in which for each one of them presents the information 
of the car model (i.e. brand, type, seat colour, plastics colour, ceiling colour), and with information regarding the image and segmentation, in "*.jpeg" format.
 At the beginning of the .json file, the dataset location path must be updated, to index all the dataset information. 
In the dataset folder there are also 4 .mat files: (1-FixRoot) change the dataset root directory; (2-FilterDataset_percent) create 3 sub-json files with random samples and fixed percentage quantities; (3-Json2OBD) exports dataset samples, from a json file, with a sample format compatible with object detectors;
(3-Json2SEG) exports dataset samples, from a json file, with a sample format compatible with segmentators. For further information see https://repositorium.sdum.uminho.pt/handle/1822/74435.
DOI: 10.17632/sp3xssmzbg
title: MaskedFER2023 and MaskedCK+: Face-masked FER2013 and CK+ datasets for mask-aware facial expression recognition

description: M-FER2013 and M-CK+ are the masked versions of FER2013 and CK+ datasets. 

CK+ is a small dataset that contains many highly similar images, as these images are consecutive frames from videos. Source: https://www.kaggle.com/datasets/shawon10/ckplus and https://github.com/spenceryee/CS229/tree/master/CK%2B. 

FER2013 is another facial expression recognition dataset similar to CK+ with a larger size. Source: https://www.kaggle.com/datasets/msambare/fer2013

M-FER2013_cropped and M-CK+_cropped are the cropped versions of  'M-FER2013' and 'M-CK+', respectively. Only regions near the eyes are preserved, and some poorly masked images (inappropriate masked sizes and positions) are removed.

Refer to https://github.com/hasan-rakibul/MaskTheFER for more details.
DOI: 10.6084/m9.figshare.15073059.v2
title: Alpheidae evolution dataset

description: Paper title: Distinct suites of pre- and post-adaptations indicate independent evolutionary pathways of snapping claws in the shrimp family Alpheidae (Decapoda: Caridea)
DOI: 10.6084/m9.figshare.19747618.v1
title: Modeling present and future distribution of plankton populations in a coastal upwelling zone: the copepod Calanus chilensis as a study case.

description: Supporting Information Table S2
DOI: 10.6084/m9.figshare.21579666.v2
title: Low energy defibrillation using a base–apex epicardial electrode.

description: Fortran Implementation of the cell model for the ventricular action potentialThis cell model is used in the article 'Low energy defibrillation using a base-apex epicardial electrode.'by Jun-ichi Okada, Takumi Washio, Seiryo Sugiura and Toshiaki Hisada<br>Programed by Jun-ichi OkadaEmail : okada@sml.k.u-tokyo.ac.jp<br>This cell model based on the models reported in the following articles.Luo CH, Rudy Y. A model of the ventricular cardiac action potential. Depolarization, repolarization, and their interaction. Circulation Research. 1991;68(6):1501-1526.Ashihara T, Yao T, Namba T, et al. Electroporation in a Model of Cardiac Defibrillation. Journal of Cardiovascular Electrophysiology. 2001;12(12):1393-1403.Krassowska W. Effects of Electroporation on Transmembrane Potential Induced by Defibrillation Shocks. Pacing and Clinical Electrophysiology. 1995;18(9):1644-1660.
DOI: 10.6084/m9.figshare.21972653.v2
title: CNN_MJO

description: <strong>DATA</strong> - Input 1. Precipitable Water 2. Outgoing Longwave Radiation 3. Zonal wind at 850hPa 4. Zonal wind at 250hPa 5. Surface Temperature - Output Realtime Multivariate MJO indices (RMM1 and RMM2) <br> <strong>CODE</strong> need to modify the directory of files <br> 1. CESM2.training.py 2. OBS.training.py 3. OBS.predict.py 4. OBS.contribution.py 5. OBS.single.var.zeroing.py
DOI: 10.6084/m9.figshare.7679594.v2
title: running-example-and-experimental-datasets

description: A running-example and experimental datasets from the paper 'a hybrid method for short-term host utilization prediction in cloud computing'
DOI: 10.6084/m9.figshare.12229037.v1
title: Figure 1B - PbANKA + EPR10411 - Raw Image Files

description: Raw image files to: <br><br>Figure 1. Localisation of Ago2 to the iRBC. (A) IFA of P. falciparum 3D7 blood stages. Yellow: Ago2 (EPR10411), magenta: PfTubulin. (B) IF staining of P. berghei ANKA rings and trophozoites. Yellow: Ago2 (EPR10411), magenta: PbHsp70. Nuclei were stained with Hoechst (blue). Images were taken on a Nikon spinning disc confocal microscope (100x objective). Representative images of at least 5 per condition are shown. Controls using only a secondary antibody revealed no unspecific staining. Scale bar indicates 5 µm.
DOI: 10.6084/m9.figshare.15070779.v1
title: TN Temperature - data logger

description: TN Temperature - data logger
DOI: 10.6084/m9.figshare.5353498.v1
title: genotype data of 2510 dairy cows

description: Genotype data of 2510 dairy cows. The dataset consisted of 364 cases and 2, 146 controls genotyped for 44, 046 SNPs
DOI: 10.15468/dl.b55gsf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina silus (Ascanius, 1775)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((17.949 -34.5253,17.9648 -34.5378,17.9648 -34.1504,17.8905 -34.1504,17.949 -34.5253))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013281-250525065834625/datasets/export for details.
DOI: 10.17632/3dj88n6xrg
title: Data for: Improvement of corrosion resistance of Zn-Ni alloy coatings by anodizing in selected alcoholic solutions

description: Raw results
DOI: 10.17632/hh9f6vz6cv
title: Supplemental Tables for "Androgenetic Alopecia Incidence in Transgender and Gender Diverse Populations: A Retrospective Comparative Cohort Study"

description: Sensitivity Analyses for "Androgenetic Alopecia Incidence in Transgender and Gender Diverse Populations: A Retrospective Comparative Cohort Study"

Julia L. Gao, MD 1-4; Jessika Sanz, BS 1,2,5; Nicholas Tan, BS 1,2,6; Dana S. King, ALM 1; Anna M. Modest, PhD 7,8; Erica D. Dommasch, MD, MPH 1,2,8

1 The Fenway Institute, Fenway Health, Boston, MA
2 Department of Dermatology, Beth Israel Deaconess Medical Center, Boston, MA
3 Department of Medicine, Dartmouth Health, Lebanon, NH
4 George Washington University School of Medicine & Health Sciences, Washington, DC
5 New York Institute College of Osteopathic Medicine, Jonesboro, AR
6 Case Western University School of Medicine, Cleveland, OH
7 Department of Obstetrics and Gynecology, Beth Israel Deaconess Medical Center
8 Harvard Medical School, Boston, MA
DOI: 10.17632/yshp7typsf
title: 2'-O-Methylation at internal sites on mRNA promotes mRNA stability

description: Western blot and Gel image
DOI: 10.6084/m9.figshare.4822852.v1
title: Dynamical response properties of neocortical neurons to conductance-driven time-varying inputs

description: Public data repository related to the paper authored by Linaro et al. (2017), published on the European Journal of Neuroscience.<br>Ensembles of cortical neurons can track fast-varying inputs and relay them in their spike trains, far beyond the cutoff imposed by membrane passive electrical properties and mean firing rates. Initially explored in silico and later demonstrated experimentally, investigating how neurons respond to sinusoidally-modulated stimuli provides a deeper insight into spike-initiation mechanisms and information processing than conventional F-I curve methodologies. Besides net membrane currents, physiological synaptic inputs can also induce a stimulus-dependent modulation of the total membrane conductance, which is not reproduced by standard current-clamp protocols.<br>In this work, we investigated whether rat cortical neurons can track fast temporal modulations over a noisy conductance background. We also determined input-output transfer properties over a range of conditions, including: distinct presynaptic activation rates, postsynaptic firing rates and variability, and type of temporal modulations. We found a very broad signal transfer bandwidth across all conditions, similar large cutoff frequencies and power-law attenuations of fast-varying inputs. At slow and intermediate input modulations, the response gain decreased for increasing output mean firing rates. The gain also decreased significantly for increasing intensities of background synaptic activity, thus generalising earlier studies on F-I curves. We also found a direct correlation between the action potentials’ onset rapidness and the neuronal bandwidth. Our novel results extend previous investigations of dynamical response properties to non-stationary and conductance-driven conditions, and provide computational neuroscientists with a novel set of observations that models must capture when aiming to replicate cortical cellular excitability.
DOI: 10.15468/dl.etg4m7
title: Occurrence Download

description: A dataset containing 543396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lamium galeobdolon (L.) L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 543396 records from 1424 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013270-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00012634.0
title: Available datapackage for study 'SCALE UP Utah II: Community-Academic Partnership to Address COVID-19 Testing and Vaccination Among Utah Community Health Centers
'

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.15468/dl.a62qk8
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Panama",
 "OccurrenceStatus is Present",
 "TaxonKey is Copelatus"
 ]
}

 The dataset includes 265 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000323-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18379773
title: Spray-drying microencapsulation of tea extracts using green starch, alginate or carrageenan as carrier materials
DOI: 10.5281/zenodo.18379772
title: Spray-drying microencapsulation of tea extracts using green starch, alginate or carrageenan as carrier materials
DOI: 10.15139/s3/rrsgia
title: Data Management and Sharing Plan for: Optimization of Tannic Acid Lipid Nanoparticles for a Therapeutic mRNA Vaccine Against Melanoma

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan