cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28529207
title: <b>Unlocking Pumped</b> <b>H</b><b>ydroelectric Storage Potential for</b><b> Electricity</b><b> Decarbonization</b>

description: Large-scale energy storage is essential for balancing wind and solar variability in variable renewable energy (VRE) systems. Pumped hydroelectric storage (PHS) is the most mature and scalable long-duration storage solution<sup>1-</sup><sup>6</sup>. We assessed PHS feasibility for VRE support using a unified high-resolution framework that identifies open-loop sites linked to lakes and 2.89 million rivers, as well as low-impact closed-loop sites. Our assessment provides an upper-bound estimate of global PHS resources, with a capacity estimated at 28.85 ± 3.75 trillion kWh, sufficient to meet current global electricity demand and contributes to a fully renewable grid to support electricity decarbonization goals. Addressing spatial mismatches between electricity supply and demand requires long-distance transmission and grid enhancements, enabling resource-rich regions to support electricity decarbonization in other geographical areas. Our findings provide a quantitative foundation for energy planning, emphasizing the need for strategic investment in long-term storage, transmission infrastructure, and supportive policies. Unlocking PHS potential can further advance renewable energy integration and accelerate global electricity decarbonization.
DOI: 10.15468/dl.jbxyb6
title: Occurrence Download

description: A dataset containing 19032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "OccurrenceStatus is Present",
 "PublishingOrg is 633602e8-4c6f-4619-b433-c4968da3ed08",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 19032 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007719-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28529207.v2
title: <b>Unlocking Pumped</b> <b>H</b><b>ydroelectric Storage Potential for</b><b> Electricity</b><b> Decarbonization</b>

description: Large-scale energy storage is essential for balancing wind and solar variability in variable renewable energy (VRE) systems. Pumped hydroelectric storage (PHS) is the most mature and scalable long-duration storage solution<sup>1-</sup><sup>6</sup>. We assessed PHS feasibility for VRE support using a unified high-resolution framework that identifies open-loop sites linked to lakes and 2.89 million rivers, as well as low-impact closed-loop sites. Our assessment provides an upper-bound estimate of global PHS resources, with a capacity estimated at 28.85 ± 3.75 trillion kWh, sufficient to meet current global electricity demand and contributes to a fully renewable grid to support electricity decarbonization goals. Addressing spatial mismatches between electricity supply and demand requires long-distance transmission and grid enhancements, enabling resource-rich regions to support electricity decarbonization in other geographical areas. Our findings provide a quantitative foundation for energy planning, emphasizing the need for strategic investment in long-term storage, transmission infrastructure, and supportive policies. Unlocking PHS potential can further advance renewable energy integration and accelerate global electricity decarbonization.
DOI: 10.34740/kaggle/dsv/10949534
title: Standard Ebooks Dataset
DOI: 10.15468/dl.sqy64n
title: Occurrence Download

description: A dataset containing 563986 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Acridotheres ginginianus (Latham, 1790), Acridotheres grandis Moore, 1858, Acridotheres javanicus Cabanis, 1851)"
 ]
}

 The dataset includes 563986 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007714-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28553126
title: Soil data.xlsx

description: Effects of distance from (D) and size of exposed rocks (S) on surrounding plant litter and soil physico-chemical properties.
DOI: 10.15468/dl.suu742
title: Occurrence Download

description: A dataset containing 2879092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acridotheres tristis (Linnaeus, 1766)"
 ]
}

 The dataset includes 2879092 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007715-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14986807
title: Customer complaints obtained from open sources of three public banks
DOI: 10.5281/zenodo.14986808
title: Customer complaints obtained from open sources of three public banks
DOI: 10.15468/dl.cprvt2
title: Occurrence Download

description: A dataset containing 17941 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mikania micrantha Kunth"
 ]
}

 The dataset includes 17941 records from 417 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007723-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsmndn
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Benin",
 "GadmGid is BEN",
 "OccurrenceStatus is Present",
 "TaxonKey is Archaea"
 ]
}

 The dataset includes 57 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005367-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hfdy8dr994.1
title: Data for: Self-Regulated Learning Partially Mediates the Effect of Self-Regulated Learning Interventions on Achievement in Higher Education: a Meta-Analysis

description: Data set with syntax for the meta-analytic structural equation modeling (MASEM) and the seperate moderator analyses in the article "Self-regulated learning partially mediates the effect of self-regulated learning interventions on achievement in higher education: a meta-analysis" (article submitted for blind peer review)
DOI: 10.17632/dj9dsm2zpj.1
title: Gulf of Corinth_MIS 5_Sediment Data

description: Lithological, micropaleontological and isotopic data used in the manuscript: ''Stratigraphic and paleoceanographic alternations within a Mediterranean semi-enclosed, syn-rift basin during Marine Isotope Stage 5: The Gulf of Corinth, Greece'' by Sergiou et al. (submitted in Marine Geology journal).
DOI: 10.17632/kddwp4k7ff.1
title: Optical coherence tomography image dataset of textile fabrics 

description: Optical coherence tomography (OCT) images of textile fabrics were taken. The OCT scans of fabrics that consisted of solely wool, cotton or polyester were recorded. For each material type three different fabrics were measured with an OCT imaging system. In total 9 different fabrics (3 wool, 3 polyester and 3 cotton) were each scanned at least 120 times on separate places on their surface. The zip file contains all the images in separate folders. The folder Polyester2 contains OCT images of the second polyester fabric sample. To have roughly uniform data across samples, the scans were fixed at 2mm for each image and recorded in portable network graphics format.  The fabric data were separated into three categories.  Group 1, 2 and 3 consisted of fabrics made out of only cotton, wool and polyester, respectively. These can be utilized as the labeled dataset for the classes in the deep learning training. We make this labelled OCT fabric type data set public. Moreover this public data can be used to  test existing machine learning algorithms.  Automated material classification and recycling can be accomplished via these deep learning networks.  The uploaded data consists of raw OCT images, all in portable network graphics format in 9 separate folders.  Each folder contains OCT scans taken from random places over one of the fabrics only. Therefore folders Wool1, Wool2 and Wool3 each consist of OCT scans of three separate fabrics that consisted of purely wool fibres.  Similarly folders Cotton1, Cotton2 and Cotton3 consist of OCT scans of three separate fabrics that consisted of purely cotton fibres.  Again folders Polyester1, Polyester2 and Polyester3 consist of OCT scans of three separate fabrics that consisted of purely polyester. The scans are raw OCT-B  image files saved through the ThorImage software program of the Thorlabs OCT Imaging System.  Note that no extra image processing or filtering was performed on the  raw OCT images.  Each OCT scan is a separate image, with the time and date of the scan stamped in the corresponding portable network graphics file name.    The file in Folder Wool1 with name OCTImage 053324_07172020.png therefore corresponds to an OCT scan of the first wool fabric taken at 05:33:24 on July 17, 2020.   Wool2 folder consists of OCT scans of  only the second fabric woven from wool.  Correspondingly; folders Cotton1, Cotton2 and Cotton3 consist of OCT scans of three separate fabrics that consisted of purely cotton fibres.  Likewise; folders Polyester1, Polyester2 and Polyester3 consist of OCT scans of three separate fabrics that consisted of purely polyester.
DOI: 10.15468/dl.xk5yhv
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picea orientalis (L.) Peterm.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 190 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009177-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4gpp43hpy2.2
title: RNA targeting by functionally orthogonal Type VI-A CRISPR-Cas enzymes. East-Seletsky et al

description: Raw Images of radiolabeled nuclease assays
DOI: 10.17632/hf88vz3cwj.1
title: Meta-Analysis dataset

description: Over the years, researchers from around the world have evaluated the Willingness to Pay ‎‎(WTP) for the reduction of beach litter using non-market valuation approaches. This research ‎study summarises the economic value of beach clean-ups and the underlying causes of WTP ‎variation observed in various primary studies. Using a meta-regression analysis, this study ‎estimates the global effect size of WTP and evaluates the causes of WTP heterogeneity across ‎regions. The uploaded data file contains a description of the variables used in the meta-‎analysis and the respective codes.‎
DOI: 10.17632/3bs5526htd.1
title: Dataset of fraction unbound values in the in vitro incubations

description: Database containing information on fraction unbound in human or animal plasma, hepatocytes, microsomes and recombinant cytochromes. Data on a free fraction in plasma and different in vitro models are supplemented with the following information: the experimental method used for the assessment of the degree of drug binding, protein or cell concentration in the incubation, and other experimental conditions, if different from the standard ones, species, reference to the source publication, and the author's name and date of publication.
DOI: 10.17632/3z7fjdbt6b.1
title: The general atomic and molecular electronic structure system hondo: Version 7.0

description: Abstract We describe a computer program for ab initio quantum mechanical calculations of atomic and molecular wavefunctions and energies. Capabilities for the calculation of energy gradients and second derivatives with respect to nuclear coordinates are provided for several types of wavefunctions. Calculations of many molecular properties based on the electron density are possible. The program contains automated algorithms for the determination of equilibrium structures, saddle points, reaction pathwa... Title of program: HONDO VERSION 7.0 Catalogue Id: ABFS_v1_0 Nature of problem The program calculates electronic wavefunctions in the clamped nuclei approximation. N-electron wavefunctions are expanded in terms of configuration-state-functions (CSF) which are antisymmetrized products of one-electron orbitals. The one-electron orbitals are written as linear combinations of atomic orbitals (basis functions). In addition to the molecular energy, forces acting on atoms can be calculated for many wavefunctions. Efficient algorithms take advantage of the availability of these fo ... Versions of this program held in the CPC repository in Mendeley Data ABFS_v1_0; HONDO VERSION 7.0; 10.1016/0010-4655(89)90116-1 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.15468/dl.rw28fv
title: Occurrence Download

description: A dataset containing 11088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Dominican Republic",
 "TaxonKey is Todus Brisson, 1760"
 ]
}

 The dataset includes 11088 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009178-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/76gftb2grg.2
title: Hydrothermal_Tantalum

description: Data associated with the manuscript "Tantalum in hydrothermal fluids". "FDM" series include the results of FDMNES with different Ta complexes geometry. "XAS Sol" series include the Athena processed normalised XAS spectra data. "XAS Ta2O5 Std" includes the raw Ta2O5 pellet standard XAS data in Fig.2. "XAS k-space" includes the k-space data in Fig.5.
DOI: 10.17632/yjw2ghfzmh.1
title: PXLink: A simulation program of polymer crosslinking to study of polyamide membrane

description: Crosslinked network polymers have numerous important applications in engineering, biomedicine, and the environment. Establishing a crosslinked polymer network is an essential initial step toward studying the structure and function of polymer membranes. In this study, we developed a Python script named PXLink that integrates with GROMACS software to simulate the crosslinked aromatic polyamide (PA) membrane, which is widely used in desalination and water treatment. PXLink can create chemical bonds between the neighboring carboxyl and amine groups and relax the system during the crosslinking, utilizing energy minimization and molecular dynamics simulations implemented in GROMACS. The accuracy of our protocol has been successfully validated through a benchmark study of water diffusivity and the structural properties of a solvated membrane, including pore size distribution, membrane density, and the stacking of aromatic benzene rings (density profile and ordering). Moreover, the comparison between the dry and wet polymer membranes reveals that the swelling of the membrane surface leads to the expansion of subnanopores and the increased ordering of local structures. After the swelling of the membrane, the number of pores with a radius around the main region of 0.2 nm decreases, while more pores in the range of 0.22–0.38 nm are observed. There is also an increase in the orderliness of local structures, as evidenced by the increasing order parameter of aromatic ring pairs with a distance ranging from 0.7 to 0.8 nm. Our developed script will be a valuable tool for designing and discovering crosslinked polymers.
DOI: 10.17632/r5rx5wyp76.1
title: Data for: Comparison of Squats and Studs from different traffic environments

description: 3 animations of the 3D models created in VGStudios from CT data volumes derived from scans of in service squat type defects/ studs. 6 videos of scan othroslices showing the defect one slice at a time moving through the rail defect, longitudinally or cross-sectional (marked as x in title). Sample 2 animation is only of branched region of sample 2 defect as large scale scan could not be effectively modelled.
DOI: 10.17632/9fsh4w2s5x.1
title: ImageJ macro for semi-automated counting of nuclei

description: This semi-automated nuclei counting method gives the user an opportunity to qualitatively review output results for accuracy. The method was designed to work with fluorescently stained nuclei. If desired, the macro could be modified or applied to other staining methods. Although there are a variety of possible methods to count nuclei (e.g. machine learning), the goal of the method presented here was to run quickly and accurately on a basic consumer-level computer with freely available software (ImageJ).
DOI: 10.17632/9ss33tyjfw.1
title: Data for: Facies analysis, sequence stratigraphy, and carbon isotope chemostratigraphy of the Proterozoic middle McArthur Group, McArthur Basin, Australia: Implications for sediment-hosted stratiform Zn-Pb-Ag exploration

description: Carbon and oxygen isotope data from the Proterozoic middle McArthur Group, Australia.
DOI: 10.17632/gksfmtsnh2.1
title: Computer Programs for "Mutual Fund Performance at Long Horizons"

description: These are the programs used to create the tables and figures for "Mutual Fund Performance at Long Horizons", which will be published in the Journal of Financial Economics.
DOI: 10.17632/xjpf4rxtbj.1
title: STARlight: A Monte Carlo Simulation Program for ultra-peripheral collisions of relativistic ions

description: Ultra-peripheral collisions (UPCs) have been a significant source of study at RHIC and the LHC. In these collisions, the two colliding nuclei interact electromagnetically, via two-photon or photonuclear interactions, but not hadronically; they effectively miss each other. Photonuclear interactions produce vector meson states or more general photonuclear final states, while two-photon interactions can produce lepton or meson pairs, or single mesons. In these interactions, the collision geometry plays a major role. We present a program, STARlight, that calculates the cross-sections for a variety of UPC final states and also creates, via Monte Carlo simulation, events for use in determining detector efficiency.
DOI: 10.17632/8gx2fvg2k6.3
title: DataCo SMART SUPPLY CHAIN FOR BIG DATA ANALYSIS

description: A DataSet of Supply Chains used by the company DataCo Global was used for the analysis. Dataset of Supply Chain , which allows the use of Machine Learning Algorithms and R Software. Areas of important registered activities : Provisioning , Production , Sales , Commercial Distribution.It also allows the correlation of Structured Data with Unstructured Data for knowledge generation. Type Data : Structured Data : DataCoSupplyChainDataset.csv Unstructured Data : tokenized_access_logs.csv (Clickstream) Types of Products : Clothing , Sports , and Electronic Supplies Additionally it is attached in another file called DescriptionDataCoSupplyChain.csv, the description of each of the variables of the DataCoSupplyChainDatasetc.csv.
DOI: 10.17632/3r6bb3tp85.1
title: Locus-of-Hope Data Filipino University Students 2013

description: The data are responses of 1,111 Filipino students from different universities who answered questionnaires in 2013. The data are raw responses to the following scales: Locus-of-Hope Scale (4 locus-of-hope dimensions), Life Orientations Test-Revised (optimism scale), Satisfaction with Life Scale, Rosenberg Self-Esteem Scale, and Relational Self-Esteem Scale. Raw data have missing responses; no means or subscale scores are computed in the raw data. Demographic information include age, sex, belief in religion.
DOI: 10.17632/jz6dvjhtmm.1
title: Key performance indicators for the evaluation of building indoor air temperature control in a context of demand side management: An extensive analysis for Romania - Simulation results and supporting data

description: Simulation data obtained for 7 cities in Romania. The simulation data is obtained for a typical household located in the 7 cities. The household is equipped with and air-source heat pump and a local PV system. The simulation data is obtained using HAMBase in the Matlab Simulink environment with TMY meteorological data. Prediction model valuation - simulated vs predicted results
DOI: 10.17632/45x6tzv4wx.1
title: Mexican Government Open datasets: a refined list produced from the Open Data 100 MX study.

description: This dataset is a list of government open datasets in Mexico that have been frequently used for business. It is produced as a refined list from the original source: Open Data 100 MX, published in 2015 by the Federal Government of Mexico and its project team. The original source is: http://www.opendata500.com/mx/?lan=en The original source collection enumerates 275 datasets, but this number decreases to 155 after removing items that are not strictly open data because they are PDF or DOC files or are not currently available online.
DOI: 10.17632/9x9kf9vwph.1
title: A dataset of Yellow Disease in Horticultural Plant

description: Yellow disease dataset on red chili, eggplant, and long bean plants offers a collection of leaf images collected in farmers' fields in Bogor Regency, Bogor City, Cianjur Regency, West Java, Indonesia. This data was collected from July 22 to August 9, 2023. This dataset consists of 5,095 leaf images. This dataset consists of plant leaves showing symptoms of yellow disease and healthy plant leaves. This dataset consists of two classes, namely Begomovirus positive and Begomovirus negative. The photos were taken in different fields in the morning with sunny weather conditions, so these images were taken with natural lighting. The ambient temperature when the dataset was collected ranged from 29-31°C. The photos were taken using a cellphone camera with a 13 MP camera specification. The original images were taken in JPG format with varying sizes. The data was converted to 640 * 640 pixels. In addition, the images were annotated based on their class which had been adjusted to the molecular testing results using the polymerase chain reaction (PCR) technique.
DOI: 10.17632/cvmb5xgy7h.1
title: openFuelCell2: A new computational tool for fuel cells, electrolyzers, and other electrochemical devices and processes

description: Fuel cells/electrolyzers are efficient and clean electrochemical devices that convert chemical energy directly into electricity and vice versa. They have attracted sustainable attention over the past decade from multiple experimental and numerical studies. However, detailed experimental investigations are typically expensive and challenging for providing a number of operating conditions and designs. Computational analysis offers an alternative approach for these studies. With the steadily increasing high-performance computing resources available, the limitations of numerical simulations have substantially decreased. This contribution details the design choice and code structure of modern electrochemical devices, which have been implemented as a versatile C++ library named openFuelCell2 within the open-source platform OpenFOAM, allowing for large-scale parallel calculations to be performed. The solver considers the major transport phenomena in a typical electrochemical device, including fluid flow, heat and mass transfer, species and charge transfer, and electrochemical reaction. This enables numerical simulations on popular electrochemical devices, such as fuel cells and electrolyzers, to be conducted. The paper also describes the domain decomposition, and parallel performance issues, as well as future applications.
DOI: 10.17632/m9fmzz3rk5.1
title: Supplementary Data for "Proof-of-concept and randomized, placebo-controlled trials of an FcRn inhibitor, batoclimab, for thyroid eye disease"

description: Supplemental data file.