cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.16569642.v1
title: Controlling Induced Earthquake Magnitude by Cycled Fluid Injection -data

description: Fluid injection-triggered earthquakes have been documented worldwide. Although it is clear that fluid pressure triggers fault slip and results in induced earthquakes, the possibility of controlling induced earthquakes through managed metering of water injection has not been rigorously examined. We performed experiments with single and cycled injection into laboratory faults. Our results show that cycled water injection into a fault could successfully reduce both the maximum magnitude of the individual induced seismic events and the total radiated energy - by setting appropriate water injection schedules. The magnitude and number of induced events are dependent on the number of water injection cycles and rock permeability. These results may provide a better understanding of managing and preventing large induced earthquakes.
DOI: 10.6084/m9.figshare.20713504.v1
title: datasets.7z

description: The dataset is described in more detail in the corresponding publication - doi: will be added once available The code demonstrating the proper usage is available at: https://github.com/LIBS-ML-team/libs-transfer-library
DOI: 10.6084/m9.figshare.27937968.v1
title: Supplementary Data for article '<b>Long-term biochar amendment alters microbial necromass carbon accumulation in topsoil and subsoil of two contrasting croplands: Alfisol and Ultisol</b>' by Liu et al.

description: Microbial necromass, a vital component of persistent soil organic matter, plays a crucial role in soil carbon (C) accumulation and stability. Biochar is recognized as a promising strategy for enhancing C sequestration and improving soil fertility in agroecosystems. Given its effects on soil nutrient availability and microbial traits, biochar may influence the accumulation and composition of microbial necromass. However, the long-term legacy effects of biochar amendment on microbial necromass in the soil profile remain poorly understood. To address this gap, we conducted an 8-year biochar amendment experiment in two typical cropland soils (Alfisol, C-rich; Ultisol, C-poor) to assess its effects on microbial necromass C (MNC) in both topsoil (0-15 cm) and subsoil (20-40 cm), and to evaluate how MNC dynamics relate to nutrient availability and microbial community features. Compared to the biochar-free control, biochar amendment significantly increased total necromass C (TNC) by 45.9% in the topsoil of Ultisol but decreased it by 9.9% in Alfisol. In the subsoil, biochar amendment decreased TNC by 10.1% in Alfisol and 13.3% in Ultisol. Among MNC components, biochar enhanced the contribution of fungal necromass C to MNC in both soil profiles. Furthermore, this study revealed that the interaction between nutrient availability and microbial traits collectively regulated MNC accumulation, with nitrogen availability following biochar application being the most important controlling factor. These findings deepen our understanding of microbially mediated C sequestration under long-term biochar amendment and provide valuable insights into the dynamics and stabilization of microbial necromass in the soil profile.
DOI: 10.6084/m9.figshare.29114651.v2
title: Cluster Paths Required Assets: CelebA, CIFAR-10, & Imagenet validation split

description: This dataset is used for anonymous data sharing for our NeurIPS 2025 submission.
DOI: 10.6084/m9.figshare.29154617.v1
title: BARTER TRADE AGREEMENTS AND DIGITAL CURRENCY INTEGRATION A NEW PARADIGM FOR PAKISTAN RUSSIA RELATIONS RUSSIA PARTNERSHIP IN A MULTIPOLAR WORLD.pdf

description: Together with the present economic ties between Russia and Pakistan, this study seeks to assess the practical use of barter trade agreements augmented with cryptocurrency. The objective is to learn how these changes might enable the two nations to better their economic sustainability. By enabling the export of goods without money, the barter trade MoU negotiated recently between Pakistan and Russia is projected to help both countries to improve their economic ties. This program seeks to address the economic sector issues of Pakistan and also assist Russia exporting their goods. The study helped to analyze the nature of, and driving forces behind change in, economic relationships from the perspective of International Political Economy (IPE). This paper asks important issues: How can barter trade agreements be better implemented for more efficient flow of goods between Pakistan and Russia? Better policy, improved business relationships, and advanced technology in the trade processes might be needed for implementation improvement. The research is mainly ‘qualitative’ and uses case studies, the opinions of key informant experts, and policy documents to grasp the present condition of barter trade systems and multimedia digital currencies. This approach simplifies understanding of all the practical applications of the techniques and their natural complexity. This study's value lies in its attempt to shed light on the sort of commerce circuits that could assist to strengthen the already existing ties between Russia and Pakistan.
DOI: 10.17632/58mttpbc7x
title: Arab Computational Propaganda on X (Twitter)

description: The database includes three datasets. All of them were extracted from a dataset published by X (Twitter Transparency Websites) that includes tweets from malicious accounts trying to manipulate public opinion in the Kingdom of Saudi Arabia. Although the propagandist tweets were published by malicious accounts, as X (Twitter) stated, the tweets at their level were not classified as propaganda or not. Propagandists usually mix propaganda and non-propaganda tweets in an attempt to hide their identities. Therefore, it was necessary to classify their tweets as propaganda or not, based on the propaganda technique used. Since the datasets are very large, we annotated a sample of 2,100 tweets. The datasets are made up of 16,355,558 tweets from propagandist users focused on sports and banking topics.
DOI: 10.6084/m9.figshare.28741331.v1
title: Data supporting: Plants originating from more extreme biomes have improved leaf thermoregulation

description: <b>Background and Aims</b>Many plants have some capacity for leaf thermoregulation via stomatal conductance (<i>g</i><sub>sw</sub>), such that leaf temperature (<i>T</i><sub>leaf</sub>) is rarely coupled with air temperature (<i>T</i><sub>air</sub>). The difference between leaf and air temperature (thermal offset, d<i>T</i>) and the slope (thermal coupling strength, b) is mediated by interactions between the plant’s immediate environment and its leaf traits. This study aimed to determine whether species originating from biomes with contrasting environmental conditions (alpine, desert, coastal temperate) would differ in their tendency to thermoregulate in a common environment.<b>Methods</b>Using benign (25°C) and high temperature (38°C) glasshouse treatments, we measured paired canopy <i>T</i><sub>air</sub> and <i>T</i><sub>leaf</sub> for 15 diverse species, five from each biome, in a common garden experiment. Instantaneous stomatal conductance and a suite of leaf traits were measured and calculated to test for associations with leaf thermoregulation.<b>Key Results</b>We found clear evidence for greater leaf cooling occurring during high temperature exposure, especially alpine and desert species. The leaves of temperate species were largely warmer than air under both treatments. Thicker leaves with higher water content and high stomatal conductance clearly were more effective at cooling. Species originating from different biomes displayed divergent responses of thermal offset and thermal coupling with leaf traits.<b>Conclusions</b>Our findings suggest that plants originating from more extreme biomes have innately greater scope for thermoregulation, especially desert plants, which could better counter the risk of reaching excess temperatures at the cost of higher water loss. Leaf thermoregulation is a complex plant-environment interaction, and our work contributes to developing more accurate predictions of leaf temperature during heat exposure across diverse species and biomes.
DOI: 10.6084/m9.figshare.28870823.v1
title: Oracle-Based Quantum Simulation of Energy Conversion Efficiency

description: This simulation explores the efficiency of energy transformation from virtual particles to real energy under anti-time dynamics. A quantum oracle is used to model the decay process, represented by a phase shift gate with γ = π/4. The circuit is designed to test how time-dependent modulation influences the energy conversion behavior, supporting theoretical predictions about anti-time's role in dark energy generation.
DOI: 10.6084/m9.figshare.7704521.v1
title: Color Rendition Characteristics

description: This dataset includes ANSI/IES TM-30-18 data for approximately 165,000 light source spectral power distributions.
DOI: 10.6084/m9.figshare.24072810.v1
title: source data

description: Source data are provided as a Source Data file, including fig.2, fig. 4, fig. 5 in the manuscript, and supplementary fig. 1, fig.2, fig.5 and fig. 6.
DOI: 10.6084/m9.figshare.25678170.v2
title: NCFs, python package and sample script of new imaging condition for beamforming

description: NCFs of the array, python package and script used as examples in the paper of new imaging condition for beamforming.
DOI: 10.17632/8grrwxrpf3
title: Data for: Geopolitical risk and renewable energy stock prices: An insight from multiscale dynamic risk spillover

description: Data for: Geopolitical risk and renewable energy stock prices: An insight from multiscale dynamic risk spillover
DOI: 10.6084/m9.figshare.23301620.v1
title: Soil fungal communities in four typical ecosystems (agricultural, forest, grass, and wetland soils) in China

description: 1211 soil samples were collected from 160 regions (48 agricultural fields, 38 forests, 40 grasslands, and 34 wetlands) across China in July-August 2019.
DOI: 10.6084/m9.figshare.5028173.v3
title: The model outputs and the CoupModel source code used for simulating a high arctic heath tundra ecosystem

description: These data sets are in support of the manuscript "Long-term carbon budget and ecosystem response to climate variability for a high arctic tundra ecosystem", which is submitted to Journal of Geophysical Research: Biogeosciences. <b></b>The data sets consist of module outputs from an ensemble of 27 accepted runs in the CoupModel. The files are organized in binary format, and should be open using the software "CoupModel". <br>The CoupModel source code refers to the version of CoupModel used in the manuscript. <br>The CoupModel is free downloadable in the website (www.coupmodel.com).
DOI: 10.17632/bx9jrcbvm6
title: Zinc isotope systematics in sedimentary carbonates: Towards a high-accuracy proxy of past seawater micronutrient regime

description: Raw data for all figures and supplementary material in the manuscript by Druce et al. to be published by Geochimica et Cosmochimica Acta as "Zinc isotope systematics in sedimentary carbonates: Towards a high-accuracy proxy of past seawater micronutrient regime".
DOI: 10.17632/wtp4ssmwsd
title: Traffic congestion Dataset

description: The main aim of this dataset is to enable detection of traffic congestion from surveillance cameras using one-stage object detectors. The dataset contains congested and uncongested traffic scenes with their respective labels. This dataset is collected from different surveillance cameras video footage. To prepare the dataset frames are extracted from video sources and resized to a dimension of 500 x 500 with .jpg image format. To Annotate, the image LabelImg software has used. The format of the label is .txt with the same name as the image. The dataset is mainly prepared for YOLO Models but it can be converted to other models format.
DOI: 10.6084/m9.figshare.14827788.v1
title: 21.6.23 submit data(Camera trap reveals the co-occurrence patterns of two sympatric muntjac species) .xlsx

description: There are camera traps data in sheet 1, including Longitude, Latitude and Covariates (Elevation, Slope and Canopy density) of 97 camera trap sites. There are detection history data of black muntjac in sheet 2.<br>There are detection history data of Chinese muntjac in sheet 3.<br>
DOI: 10.6084/m9.figshare.20981053.v1
title: Effectiveness, survival and safety of guselkumab attending to basal characteristics in moderate-to-severe psoriatic patients: a cohort study

description: This material shows the effects of the treatment in different weeks of use, as well as the study group.
DOI: 10.6084/m9.figshare.22094015.v1
title: Pancreatic Cancer - Early Detection Prediction

description: This is a carefully curated dataset of patients who have either been diagnosed with Pancreatic Cancer (PC) or are deemed high risk. Sourced from Manchester Foundation Trust systems, the dataset was curated for use in a predictive model.
DOI: 10.6084/m9.figshare.22331410.v1
title: Novel surface modification route for highly stable Li anodes of Li metal batteries

description: The Li metal is an ideal anode material owing to its high theoretical specific capacity and low electrode potential. However, its high reactivity and dendritic growth in carbonate-based electrolytes limit its application. To address these issues, we propose a novel surface modification technique using heptafluorobutyric acid. In-situ spontaneous reaction between Li and the organic acid generates a lithiophilic interface of lithium heptafluorobutyrate for dendrite-free uniform Li deposition, which significantly improves the cycle stability (Li/Li symmetric cells &gt;1200 h at 1.0 mA cm-2) and Coulombic efficiency (Li efficiency &gt;99.3%) in conventional carbonate-based electrolytes. This lithiophilic interface also enables full batteries to achieve 83.2% capacity retention over 300 cycles under realistic testing condition. Lithium heptafluorobutyrate interface acts as an electrical bridge for uniform lithium-ion flux between Li anode and plating Li, which minimizes the occurrence of tortuous lithium dendrites and lowers interface impedance.
DOI: 10.6084/m9.figshare.25415992.v1
title: Data.xlsx

description: An excel file that contains data about geminates by Egyptian Arabic acquirers, based on the "CHILDES Egyptian Arabic Salama Corpus" by Heba Salama at https://childes.talkbank.org/access/Other/Arabic/Salama.html<br><br>
DOI: 10.6084/m9.figshare.28915079.v1
title: BVST test data

description: BVST Test Data
DOI: 10.6084/m9.figshare.28986926.v1
title: Landslide ddisaster assessment knowledge graph (LHAKG)

description: The codes and data used for constructing LHAKG.
DOI: 10.17632/cjj62tswb2
title: intra-specific genetic variability of African yam bean (Sphenostylis stenocarpa Hochst Ex. A. Rich) “Harms" based on rbcL gene marker

description: The data presents the rbcL gene sequences of twenty-four accessions of S. stenocarpa. Table 1 shows the passport data and country of origin of the accessions whileTable 2 explains the submitted sequences to the NCBI GenBank, the assigned GenBank numbers, matched organisms and the sequence length (bp). Single nucleotide polymorphic (SNP) of 13 variable sites are represented in Table 3 while codon usage parameters including codon bias index (CBI), scaled chi square and G+C contents of coding and non-coding position are shown in Table 4. Table 5 summarizes the codon usage and amino acid residues of the species. The estimates of genetic diversity and Maximum Likelihood of Transition/Transversion Bias are pointed out in Table 6 and 7.
DOI: 10.17632/ckdcw8vys4
title: The nudge influence on choosing sustainable options in online shopping

description: This dataset was collected through an online, self-administered, anonymous questionnaire conducted between September and October 2023 with Brazilian participants, as part of a master's degree research project. The research aimed to understand better the effect of different nudges on consumer behavior in an online shopping context, specifically regarding the choice of sustainable options. An experimental study tested the impact on participants’ choice of four distinct types of nudges: Default, Social Norms, Information, and Visual Salience. The results showed that Social Norms and Visual Salience nudges can significantly affect consumer behavior when it comes to promoting sustainable choices. Furthermore, it was observed that individuals with a higher level of concern about ethical consumption issues tend to be more influenced by nudges, which suggests that this factor should be considered when planning this type of intervention. Overall, the results show that nudges can be a valuable tool for promoting sustainable choices in online shopping contexts, especially when considering the profile of target consumers.
DOI: 10.6084/m9.figshare.15167361.v1
title: RNA Sequencing

description: Skeletal muscle RNA sequencing in cognitively healthy older adults and individuals with mild cognitive impairment.
DOI: 10.6084/m9.figshare.19350530.v4
title: Magneto-Biostratigraphy, Paleobathymetry, and Basin Subsidence History of Taiwan Coastal Range

description: This repository is the supplementary dataset used for sedimentary basin analysis in the Taiwan's Coastal Range. The results have been accepted for publication as Lai et al. (2022) <em>Communications Earth & Environment</em><em>. A portion</em> of data for calculations are compiled from Lai et al. (2021) <em>Sedimentary Geology</em>. Four Microsoft Excel spreadsheets include sample information, data, and analytic results of rock paleomagnetism, calcareous nannoplankton biostratigraphy, planktonic foraminifera biostratigraphy, foraminifera-based paleobathymetry estimates, and basin subsidence analysis. The R scripts developed for these analyses are stored in another Zenodo repository: https://doi.org/10.5281/zenodo.5823613 Citation:<br> If you consider using these scripts and data, please cite the following references: Lai, L.S.-H., Dorsey, R.J., Horng, C.-S., Chi, W.-R., Shea, K.-S., and Yen, J.-Y. (2022) Extremely rapid up-and-down motions of island arc crust during arc-continent collision. <em>Communications Earth & Environment</em>. v. 3, no. 1, 100. https://doi.org/10.1038/s43247-022-00429-2 Lai, L.S.-H., Dorsey, R.J., Horng, C.-S., Chi, W.-R., Shea, K.-S., and Yen, J.-Y. (2021) Polygenetic mélange in retrowedge foredeep of an active arc-continent collision, Coastal Range of eastern Taiwan. <em>Sedimentary Geology</em>, v. 418, 105901. https://doi.org/10.1016/j.sedgeo.2021.105901
DOI: 10.6084/m9.figshare.25338703.v1
title: RNA targeting and cleavage by the type III-Dv CRISPR effector complex

description: The model structures of the <i>Synechocystis</i> type III-Dv complex, an apparent evolutionary intermediate from multi-protein to single-protein type III effectors.
DOI: 10.6084/m9.figshare.6152285.v1
title: Rust effect estimation in soybean crosses for tolerance to Asian rust

description: ABSTRACT: Asian soybean rust is an important disease that has deeply troubled farmers and researchers since it was first reported. The causal agent, biotrophic fungus Phakopsora pachyrhizi Sydow & P. Sydow, has found extremely favorable conditions for its dissemination in Brazil. The most characteristic symptom of infection appears in the leaves, initially on the adaxial leaf surface, as small angular points less than 1mm in diameter, together with gray-colored uredospores (spores). Management involves a set of practices that guarantee coexistence between the plant and the pathogen without significant damage to the crop. The objective of this research was to evaluate tolerance to Asian rust by estimating losses caused by natural infection in the field. Experiments with generation F4 (2014/15) plants were established in a randomized blocks design with four replicates, with two types of genotypes (crosses and parents) and two schemes for disease management using fungicides. For analysis of the data, a test was applied on two dependent samples to verify the significance of the estimate of the rust effect. With regard to grain yield and tolerance, the most outstanding crosses were 104 (USP14-01-20 × EMGOPA313) and 149 (USP93-05.552 × EMGOPA313). Crosses 147 (USP93-05552 × PI153.282) and 137 (USP70.108 × PI153.282) were graded as tolerant in the evaluation of both yield reduction and seed size. We found evidence of tolerance to Asian rust in both crosses and parents. The statistical test revealed the significance of the rust effect estimates in soybean.
DOI: 10.6084/m9.figshare.13757610.v1
title: Adaptive Inference for Change Points in High-Dimensional Data

description: In this article, we propose a class of test statistics for a change point in the mean of high-dimensional independent data. Our test integrates the U-statistic based approach in a recent work by Wang et al. and the <i>L<sub>q</sub></i>-norm based high-dimensional test in a recent work by He et al., and inherits several appealing features such as being tuning parameter free and asymptotic independence for test statistics corresponding to even <i>q</i>’s. A simple combination of test statistics corresponding to several different <i>q</i>’s leads to a test with adaptive power property, that is, it can be powerful against both sparse and dense alternatives. On the estimation front, we obtain the convergence rate of the maximizer of our test statistic standardized by sample size when there is one change-point in mean and <i>q</i> = 2, and propose to combine our tests with a wild binary segmentation algorithm to estimate the change-point number and locations when there are multiple change-points. Numerical comparisons using both simulated and real data demonstrate the advantage of our adaptive test and its corresponding estimation method.
DOI: 10.6084/m9.figshare.19656765.v1
title: Minimal dataset Strategies for formula constant optimization

description: This dataset with anonymized clinical data is used to present strategies for nonlinear iterative optimization. Different metrics and optimization criteria are compared
DOI: 10.6084/m9.figshare.28630718.v1
title: Reactivity of <i>syn</i>-CH<sub>3</sub>CHOO with H<sub>2</sub>O enhanced through a roaming mechanism in the entrance channel

description: The data contains both experimental and theoretical results, where the experimental findings were obtained by high-repetition rate OH laser induced fluorescence method, while the theoretical calculations are based on full-dimensional dynamics simulations.
DOI: 10.17632/4rv3tkrpjn
title: Differential access to dark markets and execution outcomes

description: This zip file contains code and data to replicate the quantitative output (Tables 2-9) of the paper using simulated pseudo data. The pseudo data files included in this replication package are generated for a one-month period between March and April of 2017. Trade details such as price, volume, time of day and executing broker are randomized. The file also includes instructions regarding sourcing the actual data used for the analysis in the paper.
DOI: 10.6084/m9.figshare.28099279.v1
title: Raw data spreadsheet from Avian telencephalon and cerebellum volumes can be accurately estimated from digital brain endocasts

description: Excel spreadsheet of both brain and endocast data collected from 136 bird species for this validation study.