cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.15087882.v4
title: A high-speed railway network dataset from train operation records and weather data

description: High-speed train operation data are reliable and rich resources in data-driven research. However, the data released by railway companies are poorly organized and not comprehensive enough to be applied directly and effectively. A high-speed railway network dataset suitable for research is still lacking. To support the research in large-scale complex network, complex dynamic system and intelligent transportation, we develop a high-speed railway network dataset, containing the train operation data in different directions from October 8, 2019 to January 27, 2020, the train delay data of the railway stations, the junction stations data, and the mileage data of adjacent stations. In the dataset, weather, temperature, wind power and major holidays are considered as factors affecting train operation. Potential research values of the dataset include but are not limited to complex dynamic system pattern mining, community detection and discovery, and train delay analysis. Besides, the dataset can be used to solve various railway operation and management problems, such as passenger service network improvement, train real-time dispatching and intelligent driving assistance.
DOI: 10.6084/m9.figshare.5479822.v1
title: Compendium of American Amphitropical Vascular Plant Disjunctions

description: <b>A compendium of examples of American amphitropical disjunctions (AAD)</b>, focusing (for now) only on vascular plants, with supporting data on chromosome number, dispersal direction, distribution, divergence time, propagule morphology, speciation rate, and taxonomy. Available here as an Excel spreadsheet.Current number of AAD vascular plant examples: <b>237</b> These data stem originally from: Simpson, M. G., L. A. Johnson, T. Villaverde, and C. M. Guilliams. 2017. American Amphitropical Disjuncts: Perspectives from vascular plant analyses and prospects for future research. <i>American Journal of Botany</i> 104: 1600-1650. https://doi.org/10.3732/ajb.1700308 <b>Actively updated web pages</b>, derived from the spreadsheets, are accessible at: http://www.sci.sdsu.edu/plants/AAD<b>Bibliography</b> of references pertinent to the study of AADs is available at: http://www.sci.sdsu.edu/plants/AAD/lit.htm<b>Links</b> pertinent to the study of AADs are tabulated here: http://www.sci.sdsu.edu/plants/AAD/links.htm<b>To join the American amphitropical disjunction Working Group </b>(https://figshare.com/projects/American_Amphitropical_Disjunctions_AAD_Working_Group/25510): 1) set up a (free) account in figshare; 2) email Michael Simpson (msimpson@mail.sdsu.edu) your request. It should be processed within a day. You may use the comments below to ask questions, make suggestions, or elicit conversations or collaborations concerning AADs. To make a contribution toward updating this list of AAD vascular plants, you may:1) Make a comment below regarding a needed change; and/or2) Contact Michael Simpson (msimpson@mail.sdsu.edu) with specific suggestions, including highlighting changes on the spreadsheet here. <br>
DOI: 10.17632/mft2bwbb9t
title: Source data "Hypothalamic SIRT1-mediated regulation of the hormonal trigger of ovulation and its repression in energy deficit"

description: Dataset corresponding to the article published in the journal Metabolism-Clinical and Experimental entitled "Hypothalamic SIRT1-mediated regulation of the hormonal trigger of ovulation and its repression in energy deficit"
DOI: 10.25452/figshare.plus.24459376.v1
title: QM1B: one billion quantum mechanical simulations containing 9-11 heavy atoms

description: This is the permanent storage location for the dataset described in Generating QM1B with PySCF<sub>IPU</sub> and documented by the accompanying Datasheet.QM1B is a low-resolution DFT dataset generated using PySCF IPU. It is composed of one billion training examples containing 9-11 heavy atoms. It was created by taking 1.09M SMILES strings from the GDB-11 database and computing molecular properties (e.g. HOMO-LUMO gap) for a set of up to 1000 conformers per molecule.We provide both the source code for PySCF<sub>IPU</sub> and dataset tools for using the QM1B dataset.Dataset schemaSee the QM1B datasheet for detailed documentation following the datasheets for datasets framework.QM1B dataset is stored in the open-source columnar Apache Parquet format, with the following schema:smile: The SMILES string taken from GDB11. There are up to 1000 rows (i.e. conformers) with the same SMILES string.atoms: String representing the atom symbols of the molecule, e.g. ”COOH”.z: Integer representation of atoms used by SchNet (the atomic numbers).energy: energy of the molecule computed by PySCF IPU (unit eV).homo: The energy of the Highest Occupied Molecular Orbital (HOMO) (unit eV).lumo: The energy of the Lowest occupied Molecular Orbital (LUMO) (unit eV).N: The number of atomic orbitals for the specific DFT computation (depends on the basis set STO3G).std: The standard deviation of the energy of the last five iterations of running PySCFIPU, used as convergence criteria std &lt; 0.01 (unit eV).y: The HOMO-LUMO Gap (unit eV).pos: The atom positions (unit Bohr).Further examples for working with this dataset are available in accompanying github repo where we welcome contributions.
DOI: 10.6084/m9.figshare.13341674.v1
title: Structure data collection for Saccharomyces cerevisiae

description: Residue distance data for protein 3D structures.
DOI: 10.6084/m9.figshare.23600271.v1
title: <strong>YouNDigital PRISMA database </strong>

description: YouNDigital – Young People, News and Digital Citizenship (PTDC/COM-OUT/0243/2021) is a research project based at Lusófona University, CICANT, that aims to understand the connection between young people and news, within the framework of digital citizenship dynamics. Its focus is on interests, needs and socialization processes for news consumption, whether with family, school and peer groups, among others. Funded by the Foundation for Science and Technology (FCT), YouNDigital aims to understand these dynamics by considering the diversity of people and life contexts. In line with the 2030 Agenda, one of the main challenges for YouNDigital is the study of the relationship between gender and news. Anchored in a participatory action-research approach, YouNDigital has three structuring axes: a) Knowledge and identification of trends and gaps in literature since the beginning of the millennium and with a focus on the last 10 years – a period that allows framing and contextualizing the profound digitization of society and social dynamics. b) Robust field work with the aim of deepening how young citizens consume and produce digitally in terms of information by carrying out: i) online questionnaire; ii) semi-structured and diary interviews. c) Creation of a digital newsroom (in Portuguese, English and Spanish) and production of two courses aimed at young people, educators, journalists and decision-makers. The objective is to promote the transfer of scientific knowledge through a perspective of sustainable education and the societal impact on the national and international community.
DOI: 10.6084/m9.figshare.26074909.v2
title: Exprimental data

description: Corresponding file names for pure states and Bell states can be found in ReadMe.txt
DOI: 10.6084/m9.figshare.28616369.v1
title: Source data for the figures in Carr et al. (2025)

description: Calculation of annual greenhouse gas emissions per capita and shopping volumes by food group and year from household purchasing data.
DOI: 10.6084/m9.figshare.28942981.v1
title: Study on the regulation of renal tubular cell apoptosis by SIRT1/NF-κB signaling pathway in septic acute kidney injury

description: SIRT1 regulates gene transcription <i>via</i> various signaling pathways, mitigating oxidative stress damage in renal tubular epithelial cells, reducing renal inflammation, and decreasing apoptosis in tubular cells. This study explores the mechanisms of action of SIRT1 in sepsis-induced acute kidney injury (AKI), offering a theoretical foundation for future treatments. Experiments were carried out in a CLP mouse model and an <i>in vitro</i> model using LPS-stimulated HK-2 cells. Immunoblotting and ELISA were employed to assess the expression levels of inflammatory cytokines (<i>p</i> &lt; 0.01), finding that SIRT1 effectively reduces the inflammatory response in sepsis-induced AKI. Moreover, the detection of cell apoptosis <i>via</i> multiple pathways showed that SIRT1 can reduce the rate of cell apoptosis and effectively decrease oxidative stress in the validation reaction. Transmission electron microscopy observations further supported these findings, demonstrating that SIRT1 expression induces the blockade of cell apoptosis processes. The biochemical experiments concluded that SIRT1 ameliorates sepsis-induced AKI. Consequently, SIRT1 may represent a novel therapeutic target for AKI.
DOI: 10.6084/m9.figshare.3554490.v1
title: Appendix A. Species list of plants and pollinators in this study.

description: Species list of plants and pollinators in this study.
DOI: 10.17632/c49p4g34cc
title: Data on sintering, Nd:YAG welding and vickers hardness value of 2507 duplex stainless steel (DSS))

description: The data was obtained from the Spark Plasma Sintering (SPS) process, Nd:YAG laser welding and Vickers hardness test on 2507 DSS
DOI: 10.6084/m9.figshare.12866261.v1
title: Bioclimatic gradients and soil property trends from northernmost mainland Norway to the Svalbard archipelago. Does the arctic biome extend into mainland Norway?

description: This dataset is part of article " Bioclimatic gradients and soil property trends from Northernmost mainland Norway to the Svalbard archipelago. Does the arctic biome extend into mainland Norway? The materials and methods of sampling have been descibed extensively in the arcticle.
DOI: 10.6084/m9.figshare.23276219.v1
title: Supplementary Material for: The Single-Matrix Digit Cancellation Test (SMDCT), a screener for selective attention deficits: standardization in an Italian population sample and clinical usability in acute stroke patients

description: Introduction. This study aimed at validating and providing Italian norms for the Single-Matrix Digit Cancellation Test (SMDCT), a cancellation task to screen for selective attention deficits, as well as providing clinical usability evidence for it in acute stroke patients. Methods. The SMDCT stimulus is a specular, 4-quadrant, horizontally oriented matrix, across which target distribution is homogeneous. Both Accuracy (-A) and Time (-T) outcomes were computed. N=263 healthy participants (HPs) and N=76 acute stroke patients were recruited. N=108 HPs also underwent the Mini-Mental State Examination, Frontal Assessment Battery (FAB) and Trail-Making Test (TMT), whilst patients were further assessed via the Mental Performance in Acute Stroke (MEPS). Regression-based norms were derived (Equivalent Scores). Construct and factorial validity, as well as case-control discrimination, were tested. Results. The matrix was underpinned by a two-component structure reflecting left and right hits. The SMDCT-T and -A were associated with TMT and FAB scores, respectively. Education predicted the SMDCT-A/-T, whereas age the SMDCT-T only. In patients, the SMDCT converged with the MEPS, also accurately discriminating them from HPs. An index of right-left difference differentiated right- from left-damaged patients. Conclusions. The SMDCT is a valid and normed screener for selective attention deficits, encompassing measures of both accuracy and time, whose adoption is encouraged in acute stroke patients. Relatedly, the horizontal disposition of its matrix does allow for the qualitative report of either leftwards of rightwards biases due to underlying visual or attentional-representational deficits in this population.
DOI: 10.6084/m9.figshare.28323194.v1
title: List of 242 Design Features from 34 DSR Publications

description: This Excel file contains the full list of extracted design features from 34 design science research (DSR) publications. The list includes the following columns:<b>Name (Number in Study and Short Title)</b><b>Study Reference</b><b>Exact Wording or Knowledge from the Study</b><b>Layer Classification</b> (e.g., Interaction & Engagement, Functional/Procedural, etc.)<b>Layer Classification Rationale</b><b>Abstraction Level</b> (High, Medium, or Low)<b>Abstraction Level Rationale</b>By documenting both the rationale behind each layer classification and the level of abstraction, this appendix illustrates how design features function as mid-level constructs bridging high-level design principles and concrete artifact instantiations.
DOI: 10.6084/m9.figshare.9503207.v3
title: Data and Code for "Extinction filters mediate the global effects of habitat fragmentation on animals"

description: Data and analysis code for the paper "Extinction filters mediate the global effects of habitat fragmentation on animals"<br>To run the code for the entire analysis, simply unzip the input folder ("input.zip") and run the script "runner.R" after modifying it to change the working directory. Note - packages listed in this file must be installed beforehand.<br>The analysis scripts read from the provided "input" folder and write to the "output" folder, which is created. Descriptions of variables in the input dataset are provided in "variable descriptions.xlsx".<br>
DOI: 10.17632/f6bv9bdbnz
title: Dataset: Blue Dart Express Ltd Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.17632/gv5x7tp86w
title: An accurate Fortran code for computing hydrogenic continuum wave functions at a wide range of parameters

description: Abstract The accurate computations of hydrogenic continuum wave functions are very important in many branches of physics such as electron-atom collisions, cold atom physics, and atomic ionization in strong laser fields, etc. Although there already exist various algorithms and codes, most of them are only reliable in a certain ranges of parameters. In some practical applications, accurate continuum wave functions need to be calculated at extremely low energies, large radial distances and/or large angul... Title of program: HContinuumGautchi Catalogue Id: AEHD_v1_0 Nature of problem The accurate computation of atomic continuum wave functions is very important in many research fields such as strong field physics and cold atom physics. Although there have already existed various algorithms and codes, most of them can only be applicable and reliable in a certain range of parameters. We present here an accurate FORTRAN program for calculating the hydrogenic continuum wave functions in a very wide range of parameters, which suffices the needs of most practical applications. The ... Versions of this program held in the CPC repository in Mendeley Data AEHD_v1_0; HContinuumGautchi; 10.1016/j.cpc.2010.08.034 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/rjxh52ggzx
title: Identification and clinical verification of a novel 8-gene signature predicting the survival and immunotherapy response of patients with colon adenocarcinoma

description: The relative gene expression matrix from the TCGA and GEO cohorts were generated after log-transformation and de-batch correction.
DOI: 10.6084/m9.figshare.12413090.v1
title: Kazuo Kondo

description: The Natural Philosophy of Kazuo Kondo - Supplementary Materials. Post-RAAG Reports, Master Index, Obituaries in Japanese and English, Scans of major correspondence and other related materials.<br>
DOI: 10.6084/m9.figshare.5928445.v1
title: Supplementary files to "Flower‑strip agri‑environment schemes provide diverse and valuable summer flower resources for pollinating insects" (Ouvrard et al. 2018)

description: Supplementary files to "Flower‑strip agri‑environment schemes provide diverse and valuable summer flower resources for pollinating insects" (Ouvrard et al. 2018)
DOI: 10.6084/m9.figshare.19929968.v4
title: RC03.zip

description: Sample data for quasi periodic signal (superposition of sine waves; angular frequency ratio equals PI)
DOI: 10.6084/m9.figshare.21815844.v1
title: Damaged Documerica

description: This dataset includes Documerica film scans obtained via the Flickr API. For each Documerica image, we provide a damage mask generated by our model from "Simulating analog film damage to analyse and improve artifact restoration on high-resolution scans", and the resulting damaged version of the image.
DOI: 10.6084/m9.figshare.26179234.v1
title: Non-floral scent sources of orchid bees: observations and significance

description: Report of non-floral scent and resin sources of euglossine male and females.
DOI: 10.17632/2wxnrd832j
title: The possibility of the combination of OCT and fundus images for improving the diagnostic accuracy of deep learning for age-related macular degeneration: a preliminary experiment

description: This dataset is an upgraded version of the dataset used in the latter part of the article "The possibility of the combination of OCT and fundus images for improving the diagnostic accuracy of deep learning for age-related macular degeneration: a preliminary experiment" in Medical & Biological Engineering & Computing volume 57, pages677–687(2019). Images including both OCT and matched fundus photograph was crawled from Google Image Search using keywords related to normal retina, drusen, AMD, and OCT. The dataset was built by harvesting images manually for normal and AMD categories. Finally, 59 normal eyes, 26 drusens, and 98 AMD eyes including both OCT and matched fundus images were obtained.
DOI: 10.17632/5kptnn7ycr
title: Guava (Psidium guajava) fruit digital and thermal Images

description: The data set contains 600 healthy, 1100 damaged, and 395 different diseased (wilt, Anthracnose, canker, rot) guava fruit ( mature, half-mature, and mature) digital images with a 3000x3000 resolution. In addition, a total of 1821 raw thermal images in the same categories with a resolution of 1440 x 1080 were added. The images are uploaded day-wise, maturity-wise, and drop height-wise.
DOI: 10.6084/m9.figshare.22905644.v1
title: mouse_prostate

description: Mouse prostate tissue for histology
DOI: 10.17632/24bxcw9vxc
title: Data set on Revisiting intercropping indices with respect to potato-legume intercropping systems

description: This data set contain the data used in computing 16 intercropping indices with classical examples of the graphs for easy reference and guidance to all users
DOI: 10.17632/cgjpm86mwg
title: Development and performance evaluation of a novel solar dryer integrated with thermal energy storage system for drying of agricultural products.

description: The solar dryer was designed, fabricated and analyzed its performance as well as proximate of the dried products. The data collected were used to analyze the performance of the developed solar dryer integrated with thermal energy storage for drying of agricultural products.
DOI: 10.6084/m9.figshare.27300720.v1
title: Genome sequencing and assembly of the tomato hind (Cephalopholis sonnerati)

description: The comprehensive integration of reads from next-generation sequencing (NGS), Oxford Nanopore Technologies (ONT) ultra-long sequencing, Pacific Biosciences (PacBio) HiFi sequencing, and Hi-C technology was used to assemble a telomere-to-telomere (T2T) genome of Cephalopholis sonnerati.
DOI: 10.17632/3h6gmhcp55
title: Cultivation of Pleurotus ostreatus

description: Cultivation of Pleurotus ostreatus：
1. average growth rate
2. biological efficiency
DOI: 10.17632/936wy8ybt8
title: Pesquería de pelágicos pequeños en la parroquia Crucita del cantón Portoviejo: aspectos ambientales y preferencias de manejo

description: La información que contiene esta base de datos se obtubo a partir entrevistas realizadas a pescadores de Crucita. se utilizó un formulario el cual en su primera parte planteaba una serie de preguntas abiertas y cerradas dirigidas a conocer la relación del medioambiente con la pesquería. Se preguntó a los pescadores la influencia que tenía las variables oceanográficas y meteorológicas sobre su pesquería. Se les preguntó, además, cómo gestionaban los residuos sólidos generados en la faena, desembarque y comercialización. La influencia de las actividades antrópicas fue indagada, así cómo, los potenciales ecosistemas y comunidades marinas afectadas por la pesquería. La segunda parte de la encuesta fue dirigida a evaluar las preferencias de manejo de la pesquería. En esta sección se planteó una serie de preguntas cerradas enfocadas en explorar el nivel de conocimiento y/o formación sobre aspectos de gestión y manejo de la pesquería de pelágicos pequeños en Ecuador.
DOI: 10.6084/m9.figshare.24303259.v1
title: data.zip

description: datasets of oriented bboxes detection for pigs
DOI: 10.6084/m9.figshare.5885710.v1
title: Additional file 10: Table S10. of Novel candidate genes important for asthma and hypertension comorbidity revealed from associative gene networks

description: Total score results. (XLSX 34Â kb)
DOI: 10.17632/4c5z833m6m
title: Dataset Of Central Asia vehicle number plate with Annotations

description: The Vehicle Licence Plate Dataset is an essential tool for different sectors providing important data for law enforcement, traffic management, Urban planning, etc. The ability to identify vehicles accurately and efficiently plays a vital role in ensuring public safety, optimizing transport systems and improving overall safety.

For our sets we have divided it into 5 classes. These classes include numbers in the format
Kazakhstan: Five digits and three letters. First three digits: registration number, three letters - series, last two letters - region

Kyrgyzstan: four letters and four digits. The first two letters - «KG» (early version - «KS»), the third - region code, the fourth - alternating («H», «P», «M» or «K»),

Uzbekistan: three letters and five digits. First two digits - region code, three letters - series, average three digits - registration number

Tajikistan: six digits and two letters. First four digits - registration number, two letters - series, last two digits - region code

Turkmenistan: four digits and three letters. First letter - series, four digits - registration number, Last two letters - region code

The data set includes images taken from different cameras and under different conditions. This includes different lighting conditions, different angles. We collected 500 data, which we divided into 5 classes (KZ, KG, TM, TJ, UZ).The data are presented in jpg type and size 964px width and height 964px. We also carefully annotated images and saved them in a JSON file. 

The dataset is partitioned into "Training" and "Validation" subsets, adhering to a 80:20 ratio, thereby ensuring thorough model training and effective evaluation. The purpose of our data collection is to help develop reliable license plate recognition systems capable of accurately detecting and identifying license plates from different countries and environments.
DOI: 10.6084/m9.figshare.7660391.v1
title: Bibliographic database search results for building a library in EndNote Online

description: Results from a search on topic words in Web of Science Core Collections, Scopus and PubMed using Stockholm University subscription on 01/02/2019 using the following search string: ((herbivory OR graz* OR brows* OR trampl*) AND (reindeer OR caribou OR Rangifer))
DOI: 10.17632/kpcpgk6v3f
title: A Study of Brazilian Civil Servants

description: Burnout, depression and anxiety in Brazilian Civil Servants
DOI: 10.6084/m9.figshare.14176931.v1
title: Supplementary material (Dataset) for Frontiers in Microbiology

description: This is the supplementary materials for article "Temporal variations in the diversity and predicted metabolic potential of planktonic prokaryotic community in coastal waters of Bohai Bay, Tianjin, China"