cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/xrsskc5p94
title: A di-acetyl-decorated chromatin signature couples liquid condensation to suppress DNA end synapsis

description: Unprocessed blots, gels, and microscopy images
DOI: 10.17632/rsk3jvy22f
title: Bi-objective design-for-control for improving the resilience of water distribution networks

description: This dataset includes the hydraulic model of the case study network BWPnet studied in the publication "Bi-objective design-for-control for improving the resilience of water distribution networks", by Aly-Joy Ulusoy, Herman Mahmoud, Filippo Pecci, Ivan Stoivanov and Edward Keedwell. The information provided in this dataset, which consists of an .inp file, to access using EPANET or a text editor, with characteristics of network pipes (diameter, length, roughness coefficients) and nodes (elevation, demand), aims to facilitate future comparison of our work against alternative solution methods. We refer the reader to the main manuscript for a detailed presentation of the problem formulation and results obtained for BWPnet.
DOI: 10.17632/j3t9t29y9j
title: Detailed List of Central Universities in India that have Consistently Featured in the National Institutional Ranking Framework (NIRF) Top 100 - University Category in every Assessment Cycle since 2016

description: This dataset is a comprehensive resource designed to analyze the performance and geographical distribution of Central Universities in India. It primarily focuses on identifying and highlighting the elite group of Central Universities that have consistently secured a position within the NIRF Top 100 in the University Category across all assessment cycles since 2016, thereby demonstrating sustained academic excellence. The dataset includes a detailed worksheet that analyzes these Central Universities, emphasizing their consistent ranking within the NIRF Top 100 in every assessment cycle since 2016. Additionally, it features an accompanying India Political Map, scaled at 1:16M, which visually depicts the distribution of these top-performing universities across the country. This map provides a spatial perspective on where these high-achieving institutions are located.
The dataset serves as a valuable tool for researchers, policymakers, and educational administrators interested in the sustained performance of Central Universities in the NIRF rankings. It combines both analytical and visual elements, offering quantitative data on university rankings alongside a spatial representation of their distribution. The scope is specifically focused on Central Universities in India, covering their performance in the NIRF University Category rankings from 2016 to the present.
DOI: 10.17632/2bfcpc6bpj
title: Data for: Deep-Learning based StomaDetector for Maize Leaf Imprints

description: We took images of maize leaf imprints with an OLYMPUS BX61 microscope at a magnification of 10x (final image resolution: 2448x1920). The training-validation-test dataset (data.zip) consists of a diverse set of 250 maize leaf imprints at developmental stage V6. All stomata in these images were labelled using bounding box information, resulting in a total of &gt; 10'000 objects. This dataset was used to train a deep-learning based object detection model to automatically detect stomata in such microscopy images (included in models.zip). Finally, we evaluated the correlation between our model and ground truth calculations of stomatal density in 2 different lines of maize. For reference, the predicted stomatal counts are saved in predictions.zip and the ground truth data of the inference set is saved in inference.zip. The Images of these 2 lines (NILs and ZmAbh mutants) are available in their respective zip files.

The accompanying code for this dataset is available under: https://github.com/grimmlab/StomaDet
DOI: 10.17632/dgt89ych4w
title: conservatism and earnings quality in Oman

description: These data used to examine the effect of accounting conservatism and auditing conservatism on earnings quality in Oman.
DOI: 10.17632/y5hkynnw6v
title: Data for the manuscript "Mechanochemical Organic Functionalization of Graphite Produces Tunable Coatings of Carbon Fibers by Multilayered Graphite Microparticles"

description: Raw characterization data of the materials referenced in the manuscript. Each file name contains the method (XPS, FTIR, DLS, surface analysis or XRD), the sample code matching the one in the manuscript, and pH values if applicable.
DOI: 10.17632/k6ckh38bj5
title: GUI ESP32

description: Two projects in C++ to help programmers to design a GUI for a microcontroller ESP32 connected to a touch screen TFT (controller ILI9488). The project "myDesktopProject" is for Visual Studio Community 2022 and must be used to design the GUI and simulate its behaviour.
Once that the result is the desired, the project inside the folder "uc" must be loaded to compile and upload to the ESP32. 
More information at the paper "Libraries and tools for the design of a GUI on a touch screen controlled by ESP32"
In this repository, you can also find the schematic and PCB file showing the connection between ESP32 and TFT.
DOI: 10.17632/k8zb9kbdtz
title: Ecophysiological controls on water use of tropical cloud forest trees in response to experimental drought

description: Tropical montane cloud forests (TMCFs) are expected to experience more frequent and prolonged droughts over the coming century, yet understanding of TCMF tree responses to moisture stress remains weak compared to the lowland tropics. We simulated a severe drought in a throughfall reduction experiment (TFR) for two years in a Peruvian TCMF and evaluated the physiological responses several dominant species (Clusia flaviflora, Weinmannia bangii, Weinmannia crassiflora, Prunus integrifolia). Measurements were taken of: i) sap flow ii) diurnal cycles of stem shrinkage, stem moisture variation, and water use; iii) intrinsic water use efficiency (iWUE) estimated from foliar δ13C. In Weinmannia bangii, we used dendrometers and volumetric water content (VWC) sensors to quantify daily cycles of stem water storage. In two years of sap flow (Js) data, we found a threshold response of water use to VPD > 1.07 kPa independent of treatment, though control trees used more soil water than the treatment trees. The daily decline in water use in the TFR trees was associated with a strong reduction in both morning and afternoon Js rates at a given VPD. Soil moisture also affected the hysteresis strength between Js and VPD. Reduced hysteresis under moisture stress implies that TMCFs are strongly dependent on shallow soil water. Additionally, we suggest that hysteresis can serve as a sensitive indicator of environmental constraints on plant function. Finally, six months into the experiment, the TFR treatment significantly increased iWUE in all study species. Our results highlight the conservative behavior of TMCF tree water use under severe soil drought and elucidates physiological thresholds related to VPD and its interaction with soil moisture. The observed strongly isohydric response likely incurs a cost to the carbon balance of the tree, and reduces overall ecosystem carbon uptake.
DOI: 10.17632/byg6zn88vc
title: EEGsignal Before and After Short-Term Memory Task

description: A reliable and unobtrusive quantification of changes in cortical activity during short-term memory (STM) task can be used to evaluate the efficacy of interfaces and to provide real-time user-state information. In this dataset, we record electroencephalogram (EEG) signals in STM and baseline activity.
DOI: 10.17632/5pcpfnjb9d
title: Dataset supporting the manuscript Species invasion overrides the impact of warming on stickleback reproduction

description: An Excel file containing numerical data for replicating the findings of the manuscript Species invasion overrides the impact of warming on stickleback reproduction.
DOI: 10.17632/zcfjtbjk42
title: Changes of Serum Bile Acids in Elderly Type 2 Diabetic Patients with Different Obesity Types：A Cross-sectional Study

description: Baseline characteristics and the levels of 65 bile acid species in 99 elderly participants.
DOI: 10.17632/473mbbznrs
title: ELSI — An open infrastructure for electronic structure solvers

description: Routine applications of electronic structure theory to molecules and periodic systems need to compute the electron density from given Hamiltonian and, in case of non-orthogonal basis sets, overlap matrices. System sizes can range from few to thousands or, in some examples, millions of atoms. Different discretization schemes (basis sets) and different system geometries (finite non-periodic vs. infinite periodic boundary conditions) yield matrices with different structures. The ELectronic Structure Infrastructure (ELSI) project provides an open-source software interface to facilitate the implementation and optimal use of high-performance solver libraries covering cubic scaling eigensolvers, linear scaling density-matrix-based algorithms, and other reduced scaling methods in between. In this paper, we present recent improvements and developments inside ELSI, mainly covering (1) new solvers connected to the interface, (2) matrix layout and communication adapted for parallel calculations of periodic and/or spin-polarized systems, (3) routines for density matrix extrapolation in geometry optimization and molecular dynamics calculations, and (4) general utilities such as parallel matrix I/O and JSON output. The ELSI interface has been integrated into four electronic structure code projects (DFTB+, DGDFT, FHI-aims, SIESTA), allowing us to rigorously benchmark the performance of the solvers on an equal footing. Based on results of a systematic set of large-scale benchmarks performed with Kohn–Sham density-functional theory and density-functional tight-binding theory, we identify factors that strongly affect the efficiency of the solvers, and propose a decision layer that assists with the solver selection process. Finally, we describe a reverse communication interface encoding matrix-free iterative solver strategies that are amenable, e.g., for use with planewave basis sets.
DOI: 10.17632/8mnmdj55nb
title: Data for: Encapsulation of Resveratrol using Maillard conjugates and membrane emulsification

description: The file contains detailed information regarding the results obtained for the first stage of the work, which comprises the optimization of the membrane emulsification process. Furthermore, it includes the calculations performed for droplet size prediction, with the formulae and results.
DOI: 10.17632/s6ptx4txdt
title: LINF_140017100

description: SLC66A3-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/yjn3m97k7w
title: Sassena — X-ray and neutron scattering calculated from molecular dynamics trajectories using massively parallel computers

description: This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018) Abstract Massively parallel computers now permit the molecular dynamics (MD) simulation of multi-million atom systems on time scales up to the microsecond. However, the subsequent analysis of the resulting simulation trajectories has now become a high performance computing problem in itself. Here, we present software for calculating X-ray and neutron scattering intensities from MD simulation data that scales well on massively parallel supercomputers. The calculation and data staging schemes used maxim... Title of program: Sassena Catalogue Id: AELW_v1_0 Nature of problem Recent developments in supercomputing allow molecular dynamics simulations to generate large trajectories spanning millions of frames and thousands of atoms. The structural and dynamical analysis of these trajectories requires analysis algorithms which use parallel computation and IO schemes to solve the computational task in a practical amount of time. The particular computational and IO requirements very much depend on the particular analysis algorithm. In scattering calculations a very freque ... Versions of this program held in the CPC repository in Mendeley Data AELW_v1_0; Sassena; 10.1016/j.cpc.2012.02.010
DOI: 10.6084/m9.figshare.2069989.v1
title: Treseder et al 2016 Global Change Biol: Suppl information

description: Authors' supplementary figures and data for publication:Treseder, K. K., Y. Marusenko, A. L. Romero-Olivares, and M. R. Maltz. 2016. Experimental warming alters potential function of the fungal community in boreal forest. Global Change Biology, DOI: 10.1111/gcb.13238
DOI: 10.17632/y3tf8mw2dv
title: Raw data associated with Current Biology article "Analysis of narwhal tusks reveals life-long feeding ecology and mercury exposure".

description: This csv file provides mercury concentrations (ng/g dry weight) and stable isotope (13C and 15N) values for growth layer groups of 10 male narwhal tusks from western Greenland. All data is presented in figures of the manuscript published in Current Biology entitled "Analysis of narwhal tusks reveals life-long feeding ecology and mercury exposure".
DOI: 10.17632/j2f9xdhnby
title: Temperature

description: This data presents the temperature recorded during one day in Coimbra, a city in center of Portugal.
DOI: 10.17632/vvgcgs65x3
title: Data for: Aeolian additions of Podzolic soils on the high-altitude mountains in central Taiwan

description: The data used in the article.
DOI: 10.17632/46bjv2sx53
title: Data for: Predicting miRNA-lncRNA interactions and recognizing their regulatory roles in stress response of plants

description: 1. The fasta formats: miRNA, mRNA, lncRNA is used as input on the online tools psRNATarget and TAPIR. 2. The excel format was used in the network construction. 3. Excel format used for SVR model prediction.
DOI: 10.15468/dl.m7ndxw
title: Occurrence Download

description: A dataset containing 3490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Siren intermedia)"
 ]
}

 The dataset includes 3490 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016535-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yx52mu
title: Occurrence Download

description: A dataset containing 114352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachypodium pinnatum pubescens, Brachypodium pinnatum pubescens, Brachypodium pinnatum rupestre, Brachypodium pinnatum rupestre, Brachypodium pinnatum setifolium, Brachypodium pinnatum villosissimum, Brachypodium pinnatum villosum, Brachypodium pinnatum villosum, Brachypodium ponticum, Brachypodium rupestre)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 114352 records from 836 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016502-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15909269
title: Soil Conservation Recommendations for the Meenachil Watershed, Kerala, India (RUSLE-based) [Data set]

description: Dataset Title:

Soil Conservation Recommendations for the Meenachil Watershed, Kerala, India (RUSLE-based)

Description:

This GIS shapefile provides pixel-level conservation priority recommendations for the Meenachil River Basin in Kottayam district, Kerala, India. It is the output of an integrated geospatial analysis using the Revised Universal Soil Loss Equation (RUSLE), slope gradients, and land use/land cover data. Conservation measures such as contour bunds, trenches, bench terraces, and afforestation have been suggested based on erosion severity, slope class, and land use type following national guidelines (IMSD, 1995; Naidu et al., 2014; Gurmel et al., 1990). The dataset supports spatially targeted soil and water conservation planning in a humid tropical highland agroecosystem.

Suggested Citation:

[Vishnu B / Kerala Agricultural University]. (2025). Soil Conservation Recommendations for the Meenachil Watershed, Kerala, India (RUSLE-based) [Data set]. Zenodo. https://doi.org/[10.5281/zenodo.15909270]
DOI: 10.5281/zenodo.15909270
title: Soil Conservation Recommendations for the Meenachil Watershed, Kerala, India (RUSLE-based) [Data set]

description: Dataset Title:

Soil Conservation Recommendations for the Meenachil Watershed, Kerala, India (RUSLE-based)

Description:

This GIS shapefile provides pixel-level conservation priority recommendations for the Meenachil River Basin in Kottayam district, Kerala, India. It is the output of an integrated geospatial analysis using the Revised Universal Soil Loss Equation (RUSLE), slope gradients, and land use/land cover data. Conservation measures such as contour bunds, trenches, bench terraces, and afforestation have been suggested based on erosion severity, slope class, and land use type following national guidelines (IMSD, 1995; Naidu et al., 2014; Gurmel et al., 1990). The dataset supports spatially targeted soil and water conservation planning in a humid tropical highland agroecosystem.

Suggested Citation:

[Vishnu B / Kerala Agricultural University]. (2025). Soil Conservation Recommendations for the Meenachil Watershed, Kerala, India (RUSLE-based) [Data set]. Zenodo. https://doi.org/[10.5281/zenodo.15909270]
DOI: 10.15468/dl.wdw7r2
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Romanschulzia costaricensis"
 ]
}

 The dataset includes 90 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016537-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.stgkvr
title: Occurrence Download

description: A dataset containing 2136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euclidium syriacum"
 ]
}

 The dataset includes 2136 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016536-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wr3dqb
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is United States of America",
 "Geometry POLYGON((-89.21177 47.97474,-96.74069 49.53386,-98.15975 49.17439,-98.19917 42.30976,-89.9213 42.2806,-91.81338 45.95756,-89.21177 47.97474))",
 "HasGeospatialIssue is false",
 "TaxonKey is Bromus tectorum"
 ]
}

 The dataset includes 257 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016538-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15151/esrf-es-2167730147
title: Operando X-ray absorption spectroscopy (XAS) investigation on high entropy spinels as electrocatalysts for the oxygen evolution reaction

description: High entropy oxides are a promising novel class of materials, widely employed for many applications. In particular, high entropy spinels have shown excellent performances towards the oxygen evolution reaction (OER). It may be speculated that coupling many elements may lead to synergistic effects between cations, that results into a high activity notwithstanding the low cobalt content. However, to confirm this hypothesis, the use of an element-selective technique like X-ray absorption spectroscopy (XAS) is mandatory. The aim of this proposal is to carry out operando XAS on high entropy spinels, at multiple 3d transition metal K-edges, in order to establish the metal active centres and to elucidate, in turn, the mechanism of the OER reaction.
DOI: 10.15468/dl.t3dbcy
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendrocoptes medius",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Switzerland",
 "Year is greater than or equal to 1970",
 "Year is less than or equal to 2000"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016540-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zuwqse
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC7998"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016542-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/jcsc5w
title: 2016-2021 Marine Biological Association (MBA) and partners Europe Crab Watch Citizen Science project

description: Crab Watch data came from the 'Crab Watch' Citizen science project, run by the MBA with data two data sources: Crab watch and Coreo.
DOI: 10.6084/m9.figshare.29567378
title: <b>Peacebuilding from the Ground Up: Evaluation of the PAMANA Program’s Impact on the Quality of Life in Conflict Zones in Davao Region, Philippines</b>

description: The data for replication in excel form was used in the analysis of the study on Impact Evaluation of the PAMANA Program’s Impact on the Quality of Life in Conflict Zones in Davao Region, Philippines. This also include the R Script for the analysis.
DOI: 10.6084/m9.figshare.29567378.v2
title: <b>Peacebuilding from the Ground Up: Evaluation of the PAMANA Program’s Impact on the Quality of Life in Conflict Zones in Davao Region, Philippines</b>

description: The data for replication in excel form was used in the analysis of the study on Impact Evaluation of the PAMANA Program’s Impact on the Quality of Life in Conflict Zones in Davao Region, Philippines. This also include the R Script for the analysis.
DOI: 10.6084/m9.figshare.29567378.v1
title: <b>Peacebuilding from the Ground Up: Evaluation of the PAMANA Program’s Impact on the Quality of Life in Conflict Zones in Davao Region, Philippines</b>

description: The data for replication in excel form was used in the analysis of the study on Impact Evaluation of the PAMANA Program’s Impact on the Quality of Life in Conflict Zones in Davao Region, Philippines.
DOI: 10.15468/dl.46rgmy
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((104.98462 -9.41392,114.80439 -9.41392,114.80439 -5.58313,104.98462 -5.58313,104.98462 -9.41392))",
 "OccurrenceStatus is Present",
 "TaxonKey is Capparis micracantha"
 ]
}

 The dataset includes 55 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016539-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ba27h5
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ricinus communis",
 "Country is Algeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 255 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016543-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.