cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.3527747.v1
title: Appendix C. Regional subsets of our data used for species–area slope comparison.

description: Regional subsets of our data used for species–area slope comparison.
DOI: 10.6084/m9.figshare.5971333.v1
title: PONE-D-17-02552R

description: França GVAd, De Lucia Rolfe E, Horta BL, Gigante DP, Yudkin JS, Ong KK, et al. (2017) Genomic ancestry and education level independently influence abdominal fat distributions in a Brazilian admixed population. PLoS ONE 12(6): e0179085. https://doi.org/10.1371/journal.pone.0179085
DOI: 10.6084/m9.figshare.25329055.v2
title: <b>Assessing the Corn Belt as an anthropogenic barrier to migrating </b><b>landbirds in the United States</b>

description: Radar and wind data associated with the manuscript "<b>Assessing the Corn Belt as an anthropogenic barrier to migrating landbirds in the United States</b>".
DOI: 10.6084/m9.figshare.28926314.v1
title: Amostra aleatória de 5.000 registros de um repositório de dados de pesquisa

description: O conjunto de dados apresenta uma amostra aleatória composta por 5.000 registros extraídos de um repositório generalista de dados de pesquisa. O objetivo é ilustrar a diversidade de formatos, estilos e estruturas que coexistem em ambientes de dados abertos. Os registros foram selecionados de forma aleatória, sem filtragem ou normalização prévia, justamente para evidenciar a heterogeneidade típica desses ambientes, incluindo:Tags e descrições com formatação inconsistente (HTML, símbolos, idiomas mistos);Variações na presença e ausência de metadados;Diferenças de granularidade e vocabulário nos campos textuais.Os dados estão disponíveis em formato <code>.csv</code>, com delimitador <code>|</code> e codificação <code>UTF-8.O</code>s dados não passaram por nenhum tipo de tratamento e é melhor visualizado em ambiente Python ou aberto pelo Google Sheets.
DOI: 10.6084/m9.figshare.9790754.v5
title: Casedata_MultiPeriod

description: IEEE 118-bus test system is provided. Due to the privacy, the practical 661-bus utility system is not published online.
DOI: 10.17632/46bxcjgws4
title: Exploring factors influencing the impulse buying behavior of Vietnamese students on TikTok Shop

description: The data collection process was conducted from January 2024 to March 2024 through an online questionnaire and resulting in 361 valid responses from 10 provinces and cities in the Mekong Delta. This dataset could be valuable for enterprises operating on TikTok Shop or those planning to join the platform by providing insights into consumer behavior. Furthermore, it facilitates broader comparative studies across different regions or shopping platforms.
DOI: 10.17632/7wmx3h9jvf
title: Data for: ChemFate: a fate and transport modeling framework for evaluating radically different chemicals under comparable conditions

description: Files used in the development of the ChemFate model and for the simulations presented in the manuscript
DOI: 10.6084/m9.figshare.11678178.v1
title: JGR

description: The Modular Electromagnetic Inversion system (ModEM; Egbert & Kelbert, 2012; Kelbert et al., 2014) was used for the 3-D inversion. The input is the full impedance tensor data, and the output is the final 3-D resistivity model.
DOI: 10.6084/m9.figshare.19483448.v1
title: ADHD OE

description: Raw data for human psychobiology, experimental psychology department, University of Seville
DOI: 10.6084/m9.figshare.20059043.v2
title: In situ determination of the penetration depth of mirrors in PF cavities - Data in figures

description: Metadata to the data presented in "<em>In situ determination of the penetration depth of mirrors in Fabry-Perot refractometers and its influence on assessment of refractivity and pressure</em>" by Isak Silander, Johan Zakrisson, Vinicius Silva de Oliveira, Clayton Forssén, Aleksandra Foltynowicz, Tom Rubin, Martin Zelan, and Ove Axner, published in Optics Express (manuscript # 463285)
DOI: 10.6084/m9.figshare.26014876.v4
title: AdvSCanner: Generating Adversarial Smart Contracts to Exploit Reentrancy Vulnerabilities Using LLM and Static Analysis

description: AGEStaticAGEStatic is an innovative project aimed at enhancing the security of Ethereum smart contracts by automatically generating exploit smart contracts. The project leverages large language models (LLMs) and static analysis to automatically generate adversarial smart contracts (ASCs) designed to exploit reentrancy vulnerabilities in victim contracts, which are among the most critical security issues in smart contracts.<b>Dataset</b>We have collected and integrated multiple smart contracts with reentrancy vulnerabilities from various sources. To obtain more representative samples, we filtered out ineligible and duplicate smart contracts according to the standards mentioned above, resulting in a total of 78 unique smart contracts (14 are duplicate.)<b>Size</b>: The dataset includes 78 smart contracts (14 duplicates), each verified for relevance and uniqueness,such as ERAP, ESC, Smartbugs, RSD, ATR, and SSE.<b>Standards for Dataset Collection</b>:<b>Solidity Smart Contract</b>: The AGEStatic tool we designed is aimed at Solidity smart contracts, with Solidity versions ranging from 0.4.0 to 0.8.25.<b>Open-source and Peer-reviewed Dataset</b>: The reentrancy vulnerabilities datasets are collected from widely-used or peer-reviewed open-source datasets that have obtained general public acceptance and applications in relevant research.<b>Marked as Reentrancy Vulnerability</b>: The most vital standard requires the existence of reentrancy vulnerability, which can be categorized into two types: manually injected vulnerability (MI) and real-world vulnerability (RW).<b>Detection by Static Analysis Tool</b>: These contracts in the dataset should be identified as reentrancy vulnerability by traditional static analysis tools that output reentrancy reports for each contract.<b>Fully Functional Characteristics</b>: Smart contracts with only partial functions cannot support attack verification experiments; therefore, the contracts satisfy logical integrity and full functionality characteristics.<b>Physical Experiment</b>This section describes the environment and code used for running the static analysis experiments and generating exploit contracts.<b>Static Analysis</b>: The static analysis experiments, obtained from GitHub, are run on an Ubuntu 22.04 system with the following hardware specifications:<b>Operating System</b>: Ubuntu 22.04<b>CPU</b>: Intel(R) Core(TM) i7-9750H @ 2.60GHz (2 cores and 2 threads)<b>Cache Size</b>: 12288 KB<b>Memory Size</b>: 6085248 KB<b>Exploit Contract Generation</b>: We leverage APIs of gpt-3.5-turbo, gpt-4, or gpt-4o using Python. The environment specifications are as follows:<b>Required Packages</b>:<code><strong>python==3.10.0</strong></code><code><strong>openai==0.28.0</strong></code><code><strong>py-solc-x==2.0.2</strong></code><b>Experiment Results</b>The experimental results include RQ1, RQ2, RQ3, and RQ4.
DOI: 10.6084/m9.figshare.29086793.v1
title: Do microplastics always harm agroecosystem services? A global synthesis

description: Microplastics (MPs) pollution is an emerging global change factor with the potential to affect key agroecosystem services. MPs enter soils with diverse properties—including type, shape, size, concentration, and aging duration—reflecting their heterogeneous chemical compositions and sources. However, the impacts of MPs with varying properties on agroecosystem services remain poorly understood, limiting effective risk assessment and mitigation efforts. We synthesized 6,315 global observations to assess the broad impacts of microplastic properties on key agroecosystem services, including crop productivity, physiology, soil carbon sequestration, nutrient retention, water regulation, soil physical and microbial properties.This synthesis underscores the critical role of microplastic properties in determining their ecological impacts, providing essential insights for property-specific risk assessment and mitigation strategies to address microplastic pollution in agroecosystems.
DOI: 10.17632/3fr92f4xy9
title: Simulation Dataset of Partial Shading and Fault of a Photovoltaic Module

description: Micro-autonomous or remotely controlled drones are getting popular for search and rescue missions during natural or human-made disasters. A photovoltaic-based power source is ideal for prolonging the flight time and multi-role ability of the drone. However,  during various lighting conditions and adverse operating conditions, the PV panels' performance can deteriorate and adversely affect micro-autonomous performance. Hence, a dataset for 10  GaAs/Ge Single Junction PV cells by Spectrolab is presented. The dataset is generated using python and LTSpice at various temperatures, configurations, lighting conditions, and open/short circuit faults. For modeling PV cells, 2-diode based equivalent circuit model is used. The dataset is generated using LTSpice and Python.
DOI: 10.6084/m9.figshare.22191160.v1
title: Dataset of VR traffic measurements

description: This dataset had been collected at residential household and contains the Tshark traces with overall length of around 7 hours for a number of VR user activities. Meta Quest 2 was used as a headset equipment. <br> <br>
DOI: 10.6084/m9.figshare.5245837.v1
title: Helicobacter pylori from clinical gastric infection

description: Isolates from patients presenting with gastric cancer, gastritis, GIST or no symptoms, from 1995 to present day
DOI: 10.17632/656f9skxp4
title: Data from Low impact of FTC on organic carbon and metals in waters of permafrost peatlands
DOI: 10.6084/m9.figshare.12458660.v1
title: Test of 3-suture gene sets overlap

description: Comparing groups of genes
DOI: 10.6084/m9.figshare.19733452.v2
title: GSE176031

description: 6 prostate biopsies from 3 different patients, 4 radical prostatectomies with tumor-only samples from 4 patients, and 4 radical prostatectomies with matched normal samples from 4 patients.
DOI: 10.6084/m9.figshare.24417082.v1
title: transformer_model.zip

description: <b>PhytoExpr</b>
DOI: 10.6084/m9.figshare.12024159.v2
title: Supplemental Tables 8 and 9. Analysis of Gupta et al 2018 and Pangenome-Derived Conserved Signature Proteins in NTM Genomes

description: A spreadsheet with tables with the presence and absence of the conserved signature proteins (CSP) identified by Gupta et al 2018 (tab 1) and in a Pangenome run (tab 2) in the NTM genomes, along with the genus predictions of individual genomes from this data. Supplemental tables 8 and 9.<br>
DOI: 10.6084/m9.figshare.12863843.v1
title: A multiproxy database of western North American Holocene paleoclimate records

description: Holocene climate reconstructions are useful for understanding the diverse features and spatial heterogeneity of past and future climate change. Here we present a database of western North American Holocene paleoclimate records. The database gathers paleoclimate time series from 209 terrestrial and marine sites, including 382 individual proxy records. The records span at least 4,000 of the last 12,000 years (median duration = 10,603 years), and have been screened for resolution, chronologic control, and climate sensitivity. Of the records in this compilation, 42% were previously included in version 1 of the Temperature 12k database (Kaufman et al., 2020). This database adds another 39 temperature-sensitive records, plus 179 records that reflect hydroclimate and circulation changes. The database is shared in the machine readable Linked Paleo Data (LiPD) format and includes geochronologic data for generating site-level time-uncertain ensembles. This publicly accessible and curated collection of proxy paleoclimate records will have wide research applications, including, for example, investigations of the primary features of ocean-atmospheric circulation along the eastern margin of the North Pacific and the latitudinal response of climate to orbital changes. This database is described by a manuscript in review in Earth System Science Data: manuscript ID essd-2020-2015. Upon publication, the database will be hosted by the World Data Service for Paleoclimatology (www.ncdc.noaa.gov/paleo/study/30535), and further updates will be available there.
DOI: 10.6084/m9.figshare.13089434.v3
title: Data: erp and dip files from cue visual task

description: Data from 31 subjects (15 ADHD and 16 TDC) recorded with ASA EEG/ERP System (ANT Software, the Netherlands) with 128 Ag/AgCI sintered ring electrodes embedded in a active-shield cap (10-20 system) and shielded co-axial cables. Off-line data treatment with EEGlab software (Delorme & Makeig, 2004) and in house MATLAB-based tools (Cheron et al. 2014). More detailed available in related study undersubmission. Wait for publication.<br>
DOI: 10.6084/m9.figshare.24615705.v1
title: Excel sheet of corpus

description: Excel sheet of corpus
DOI: 10.6084/m9.figshare.3558009.v1
title: Full Archive

description: Full Archive
DOI: 10.6084/m9.figshare.11791071.v1
title: An equation of state for insect swarms

description: This dataset contains the data used in "An equation of state for insect swarms" by the same authors. It contains midge tracking data for various dynamic perturbations. The data contains identities, positions, and velocities for all midges in the swarm.
DOI: 10.6084/m9.figshare.23632011.v1
title: GOCE Track Simulation Results

description: Data from the simulations along GOCE satallite tracks. Used in Figure 8.
DOI: 10.6084/m9.figshare.26114644.v1
title: Normative Data English Football League Professional and Youth Soccer Players

description: The aim of this study was to establish normative data and objective benchmarks for key CMJ, CMRJ, and IMTP metrics in professional and youth soccer players in the English Football League (EFL) League 2 and investigate age-specific statistical differences between groups. To the authors’ knowledge, such a study has not yet been performed within any professional football league worldwide.
DOI: 10.6084/m9.figshare.26954419.v1
title: Song et al. (2024), Optimizing flowering rhythm to develop climate-resilient crops

description: flowering rythem of hundreds of crops
DOI: 10.17632/yk6zz8mphb
title: 2025_Cutts_et_al_QTrap_analysis

description: Contains a script and two files to demonstrate Qtrap analysis where bead position is used to estimate the length of braided DNA and angle between them during a force distance curve. This assumes that the length of the two DNAs remains the same length. 

Analysis used in: Cutts et al, 2024, "Substrate accessibility regulation of human TopIIa decatenation by cohesin".
Preprint available at: https://www.biorxiv.org/content/10.1101/2023.11.20.567865v1
DOI: 10.6084/m9.figshare.21094795.v1
title: Dynamic Transcriptomic Network Responses to Divergent Acute Exercise Challenges in Young Adults

description: Acute exercise elicits dynamic transcriptional changes that, when repeated, form the fundamental basis of adaptations in health, resilience, and performance. While moderate-intensity endurance training combined with conventional resistance training (traditional, TRAD) is often prescribed and recommended by public health guidance, high-intensity training combining maximal-effort intervals with intensive, limited-rest resistance training is a time-efficient alternative that may be used tactically (HITT) to seek whole body health benefits. Mechanisms of action of these distinct doses are incompletely characterized and have not been directly compared. We assessed transcriptome-wide responses in skeletal muscle and circulating extracellular vesicles (EVs) to a single exercise bout in young adults randomized to TRAD (n=21, 12M/9F, 22±3y) or HITT (n=19, 11M/8F, 22±2y). Next-generation sequencing captured small, long, and circular RNA in muscle and EVs. Analysis identified differentially expressed transcripts (|log2FC|&gt;1, FDR≤0.05) immediately (h0, EVs only), h3, and h24 post-exercise within and between exercise doses. Additionally, all apparently responsive transcripts (FDR&lt;0.2) underwent singular value decomposition to summarize data structures into latent variables (LVs) to deconvolve molecular expression circuits and inter-regulatory relationships. LVs were compared across time and exercise dose. TRAD generally elicited a stronger, more consistent transcriptional response than HITT, but considerable overlap and key differences existed. Findings reveal shared and unique molecular responses to divergent exercise stimuli and lay groundwork toward establishing relationships between protein-coding genes and lesser-understood transcripts that serve regulatory roles in response to exercise. Future work should advance the understanding of these circuits and whether they repeat in other populations or following other types of exercise/stress.
DOI: 10.6084/m9.figshare.23579082.v1
title: Datasets of " Frequency and direction of the ecological impacts caused by invasive plant species in Europe"

description: (1) PLANTIMPACTSEUROPE_publicationLevel.xlsx An excel table of all publications and its associated variables. This table joins to the PLANTIMPACTSEUROPE_ impactsDatabase using the column publicationID. (2) PLANTIMPACTSEUROPE_ impactsDatabase.xlsx An excel table of all studies and its associated variables extracted from the peer-reviewed literature.
DOI: 10.6084/m9.figshare.28980254.v1
title: Data Archiving and Access for NaFM: Pre-training a Foundation Model for Small-Molecule Natural Products

description: <b>pretrain_smiles.pkl</b>: Preprocessed data used for model pretraining. The original data was obtained from the COCONUT database: https://coconut.naturalproducts.net/<b>classification_data.csv</b>: Data prepared for the Natural Product Taxonomy Classification experiment. The original dataset was sourced from the following archive: https://zenodo.org/records/5068687#.YOKJQOgzaUl<b>NPClassifier_dataset_refreshed.csv</b>: Data curated for direct comparison with NPClassifier. The original data is available at: https://github.com/mwang87/NP-Classifier/tree/master/training/Data/NPClassifier_dataset.xlsx<b>regression_data.csv</b>: Dataset used for natural product bioactivity prediction tasks. The original data was retrieved from the NPASS database: https://bidd.group/NPASS/<b>lotus_data.csv</b>: Data prepared for biological source prediction and related mining tasks. The source data was collected from the LOTUS database: https://lotus.naturalproducts.net/<b>bgc_data.csv</b>: Dataset constructed for biosynthetic gene cluster mining. The original sources include the MIBiG database (https://mibig.secondarymetabolites.org/) and Pfam (http://pfam.xfam.org/)<b>external_data.csv</b>: Dataset used for bioactivity screening of natural products. The original data was obtained from the NPASS database: https://bidd.group/NPASS/
DOI: 10.6084/m9.figshare.5860851.v1
title: Estimating fish alpha- and beta-diversity along a longitudinal stream gradient with environmental DNA metabarcoding

description: Data and scripts for "Estimating fish alpha- and beta-diversity along a longitudinal stream gradient with environmental DNA metabarcoding". A README file is included in the .gz file.
DOI: 10.25375/uct.28008329.v1
title: Education Budget Vote Speeches presented by Education Ministers in South African parliament, 1994 - 2021

description: Education Budget Vote Speeches presented by Education Ministers in South African Parliament, 1994 - 2021. This data set was used for a Master's in education thesis (http://hdl.handle.net/11427/39254).
DOI: 10.6084/m9.figshare.11603637.v1
title: Characterization of cold-tolerant trehalose-6-phosphate synthase from the deep-sea bacterium <i>Microbacterium sediminis</i> YLB-01

description: A gene encoding the enzyme trehalose-6-phosphate synthase (TPS), which is part of the TPS trehalose synthesis pathway, was cloned from the deep-sea psychrotolerant bacterium <i>Microbacterium sediminis</i> YLB-01 and expressed in <i>Escherichia coli</i> BL21. The exogenously expressed TPS exhibited highest similarity (80.93% identity) to <i>Microbacterium</i> sp. TPS. The purified recombinant TPS was cold-tolerant, with low thermostability. The optimum temperature for TPS activity was 40°C, and the enzyme retained 72.6% of its maximal activity at 4°C. The optimum pH was 7.5. TPS activity was cation-dependent, with Mg<sup>2+</sup>, Co<sup>2+</sup>, or Ba<sup>2+</sup> being essential for maximum activity. The kinetic constants of the recombinant TPS reaction rates confirmed that it was cold-tolerant. Molecular dynamics analysis showed that TPS was more flexible (0.8741Å) at 4°C than 1GZ5, its homolog in the mesophilic bacterium <i>E. coli</i>, and superposition of the 3D enzyme structures supported this. Enzymatic properties of recombinant trehalose-6-phosphate synthase (TPS).
DOI: 10.6084/m9.figshare.24556399.v1
title: MAGs

description: Contigs were binned using both MetaBAT2 v2.15 and MaxBin2 v2.2.7, and the generated bins were subsequently dereplicated with dREP. CheckM v1.1.3 was used to assess the completeness and contamination of the obtained dereplicated bins (MAGs).
DOI: 10.6084/m9.figshare.26095537.v1
title: Geospatial Nightlight Dataset for Sub-districts of India

description: Geospatial data have become a valuable asset in the 21st century with its applications in almost everyday life and an overriding scope in the field of research. One such growing spatial data is the remotely sensed nighttime lights (NTL) imagery, which simply is a depiction of human activities around the globe at night. It may be a stunning visual to many yet the valuable insights it provides in measuring a number of parameters like population, poverty, electrification, migration, disaster, health, fishing, fires, GDP, pollution, urbanization, settlement, etc. have made researchers and scientists look up to this data to validate and evaluate socio-economic and other indicators independently and concurrently. Apart from using as a proxy in many researches, NTL allows to track statistics of region where data is often not collected or is not reliable. It has potential applications for policy makers and government in the decision making processes. Nighttime lights were in used since the mid 1990's and are publicly made available from 1992 onwards through the Defense Meteorological Satellite Program (DMSP) provided by National Ocean and Atmospheric Administration (NOAA). A more advance system called Visible Infrared Imaging Radiometer Suite (VIIRS) Day Night band (DNB) replaces DMSP system. The extraction provided uses VIIRS monthly aggregates with spatial polygon units of India at sub-districts level. The monthly raw dataset is available from April 2012 onwards. This extraction cover 141 months till December 2023. The primary intent is to disseminate the dataset to a larger audience, be it researcher or policy analyst and planners. The broader objective is to keep on updating the data continuously.
DOI: 10.17632/pssdjd5fxx
title: Dataset for Integrating and Controlling ICT Implementation in the Supply Chain: The SME Experience from Baja California

description: This database contains 80 questionnaires that have been applied to small and medium-sized companies in the Mexican State of Baja California regarding the Integration and Control that managers should consider during the ICT implementation process in the supply chain.