cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/f6r6f9kzwm
title: Data of postural and gait parameters of post-stroke patients before and after step B of Gusu Constraint Standing Training

description: A total of 41 stroke participants were recruited ,after screening for inclusion criteria and obtaining consent, a total of 27 stroke patients aged ≤70 years were enrolled, 27 patients were randomized to the original designed Gusu Constraint Standing Training (GCST) group (n=15) and control group (n=12). General data of the 27 patients were analyzed. There were no significant differences in age, gender, diagnosis, stroke duration, Body Mass Index (BMI), involved side, Mini-Mental State Examination (MMSE) score, pre-treatment FMA scores of upper and lower limbs, and FAC scores. During the treatment period, two patients withdrew from the treatment prematurely. Ultimately, A total of 25 patients eventually completed the treatment, 15 in the GCST group and 10 in the control group, and the data before and after the treatment of the 25 patients were analyzed.
DOI: 10.6084/m9.figshare.14635379.v1
title: Raw data, survival assays from Genes implicated in <i>Caenorhabditis elegans</i> and human health regulate stress resistance and physical abilities in aged <i>Caenorhabditis elegans</i>

description: Raw data of all stress survival assays
DOI: 10.6084/m9.figshare.29146283.v1
title: Cryosphere Lake Greenhouse Gases Database 2025

description: This is an expanded cryosphere lake greenhouse gas dataset from the Cryosphere Inland Water Greenhouse Gases Database (CIWD-GHG). To compile the dataset, we conducted searches in various sources, including peer-reviewed papers, dissertations, theses, and public data repositories. The searches were conducted using platforms such as Web of Science, Google Scholar, ProQuest Dissertations & Theses Global, China National Knowledge Infrastructure, Arctic Data Center, Zenodo, Environmental Data Initiative, and PANGAEA. The search string is: (methane OR CH4 OR carbon dioxide OR CO2 OR nitrous oxide OR N2O OR greenhouse*) AND (lake OR pond OR reservoir) AND (Arctic* OR Tibet* OR Greenland OR Antarctic OR glacier* OR permafrost). We ensured completeness by conducting multiple searches before April 2025.<br>Related to https://doi.org/10.5281/zenodo.11054180
DOI: 10.6084/m9.figshare.29162192.v1
title: hukaming

description: Data of Hukaming
DOI: 10.17632/npdjr2xkks
title: COLIBACILOSIS EN POLLOS BROILER

description: La colibacilosis, causada por Escherichia coli patógena aviar (APEC), es una enfermedad que afecta significativamente a los pollos de engorde. Nuestra hipótesis sostiene que su incidencia está relacionada con factores ambientales y de manejo inadecuado, perjudicando el desarrollo y la productividad de las aves. Los datos recopilados incluyen información sobre la prevalencia de E. coli, condiciones ambientales (como humedad, temperatura, ventilación y densidad poblacional), datos clínicos (síntomas, mortalidad, morbilidad y ganancia de peso) y pruebas microbiológicas para identificar genes de virulencia y resistencia antimicrobiana. Estos datos se obtuvieron mediante observaciones directas en granjas comerciales, análisis microbiológicos de muestras biológicas y encuestas sobre prácticas de manejo y uso de antibióticos.

Los hallazgos revelaron que la colibacilosis era más prevalente en galpones con alta densidad poblacional y ventilación deficiente, factores que generaban estrés en las aves. Además, se detectaron aislamientos de E. coli con genes de resistencia a antibióticos comunes y una correlación negativa entre la infección y la ganancia de peso. Estos resultados destacan la necesidad de mejorar las condiciones ambientales y reducir el uso indiscriminado de medicamentos. Los datos pueden usarse para diseñar estrategias de control, optimizar la bioseguridad, capacitar a los productores en manejo preventivo e investigar alternativas como probióticos o vacunas, mitigando las pérdidas económicas y mejorando el bienestar animal.
DOI: 10.6084/m9.figshare.3394789.v2
title: Formación de talento humano en el Centro de Estudios Avanzados del Instituto Venezolano de Investigaciones Científicas

description: El <b>Centro de Estudios Avanzados</b> (CEA) del <b>Instituto Venezolano de Investigaciones Científicas</b> (IVIC) es un organismo coordinador de actividades académicas de cuarto nivel en Venezuela. Desde 1973 ha otorgado 1333 títulos académicos en 22 áreas de estudio.<br>
DOI: 10.17632/27rxpcbpfh
title: The Effect of Minimum Wages on Income Inequality

description: Data to go along with my paper on the effect of minimum wages on income inequality. For more details on the paper, visit: https://sites.google.com/view/f7orian/research
DOI: 10.17632/h9g8t766df
title: A Nonlinear Multi-Period Hydrothermal Optimal Power Flow Model for Hydropower Systems: Datasets and Supplementary Material

description: The datasets and supplementary material presented in this companion document is a fundamental part of the paper "A Nonlinear Multi-Period Hydrothermal Optimal Power Flow Model for Hydropower Systems'' . In this companion document, we start with the data of classical IEEE test systems, whose generation matrices are composed basically by thermal generation units, and propose a systematic alteration of such generation matrices so as to represent fictitious hydropower systems, where hydro generation comprises the vast majority of the system capacity. Despite the fact that the adapted systems, whose data are described here, are artificially constructed, these systems are based on real hydro data for generation subsystems of the Brazilian hydropower system. Also, the data used for the transmission system are taken from realistic IEEE systems, which involve the IEEE 24- 118- and 300-bus systems. Therefore, the main task here is to adapt these original IEEE systems so as to replace thermal units by hydroelectric units, but keeping the hydraulic and network characteristics of the original systems. The complete information involving all tables shown in this document are also provided as supplementary material, given by appended Excel archives.
DOI: 10.17632/r5289384yd
title: Smart Mobility Solutions in Egypt

description: Data gathering for research about smart mobility solutions in Egypt.
It shows the results of the literature investigation regarding smart mobility. It shows the attributes of smart urban mobility and it includes the surveys used in the data gathering process.
DOI: 10.17632/scpttyz6t5
title: NER dataset related to legal texts

description: The following data pertains to Named Entity Recognition for legal judgment documents related to the crime of assisting in information network crimes. The dataset consists of a total of 4,236 samples, including both training and validation data, with a total of 8 labels. The file train1.json contains the raw data in JSON format, which is not divided into training and validation sets. The ner_data folder contains processed data in .txt file format, with the dataset split into training and validation sets at a ratio of 5:1. This folder also includes all label names. Ultimately, the model is trained using the processed dataset.
DOI: 10.6084/m9.figshare.18865373.v1
title: Case 12 – 1D Heat Transfer with Moisture Evaporation Validation study

description: This file contains the results of 1D Heat Transfer verification problem with Moisture Evaporation. Abaqus was utilized to perform the analysis and the problem and solution method can be found in the "Documentation of the Solutions to the SFPE Heat Transfer Verification Cases" by:<br>Ann JeffersUniversity of Michigan<br>Ulf WickströmLuleå University/SP Research Institute<br>Kevin McGrattanNational Institute for Standards and Technology
DOI: 10.6084/m9.figshare.3569103.v1
title: Appendix D. Effects of press perturbations on predator densities.

description: Effects of press perturbations on predator densities.
DOI: 10.17632/2j8j8wfbfd
title: Presentación análisis sobre lectura de Teoría contable

description: La presentación contiene una síntesis esquemática sobre la lectura de teoría contable denominada Modelos contables y su realidad: Una aproximación a su relación del autor Machado, Marco Antonio (2004), con el propósito de facilitar a los estudiantes de los cursos de teorías de la contabilidad un material de apoyo para su mejor comprensión. Los elementos utilizados y explicados por el autor se basan en el concepto de modelo, modelo contable, modelo interpretativo, modelo representativo, enfoques del modelo contable, visión metodológica, visión epistemológica del modelo contable, así mismo describe cuales deben ser las características de un nuevo modelo contable.
DOI: 10.17632/98cwbscjvn
title: Gas5 SHAPE data

description: High-throughput sequencing data of SHAPE-MaP experiments for the lncRNA Gas5 done with the SHAPE reagent 1M7. Reverse transcribed Gas5 was amplified by two separate PCR reactions.
DOI: 10.17632/cy52x5f376
title: Data for: Carbon Tail Risk

description: This data set provides the rankings of industries in the sample used in Ilhan, Sautner, and Vilkov (2020). The sample consists of all firms in the S&P 500 that disclosed their Scope 1 emissions to CDP in a given year. The sample periods are the years 2009 to 2016 (years in which emissions were generated). The rankings are based on disclosed Scope 1 and Scope 2 emissions each year. For more details on the content of the data, please see the "Description and Notes" sheet. If you use these data for your research, please cite our paper: Ilhan, Emirhan, Zacharias Sautner, and Grigory Vilkov, 2020, Carbon Tail Risk, Review of Financial Studies, forthcoming.
DOI: 10.17632/gsybsm6rcw
title: egePan GP survey: A questionnaire to assess the experiences of German general practitioners during the COVID-19 pandemic

description: This repository contains the questionnaire used in the German egePan GP survey. It was designed to evaluate the experiences of general practitioners during the COVID-19 pandemic and their interest to implement the DEGAM practice recommendations in non-pandemic times. The primary objective is to assess best practices for a successful (regional) pandemic management from a primary care standpoint. Originally formulated in German, the questionnaire has been translated into English to ensure accessibility to the wider public.
DOI: 10.17632/kzcrwggp75
title: Bitcoin OHLCV: Open, High, Low, and Close prices along with Volume of Bitcoin trades

description: OHLCV is an abbreviation for the five critical data points: Open, High, Low, Close, and Volume. It refers to the key points in analyzing an asset such as Bitcoin (BTC) in the market over a specified time. The dataset is important for not only traders and analysts but also for data scientists who work on BTC market prediction using artificial intelligence. The 'Open' and 'Close' prices represent the starting and ending price levels, while the 'High' and 'Low' are the highest and lowest prices during that period (a daily time frame (24h)). The 'Volume' is a measure of the total number of trades. This dataset provides five OHLCV data columns for BTC along with a column called "Next day close price" for regression problems and machine learning applications. The dataset includes daily information from 1/1/2012 to 8/6/2022.
DOI: 10.17632/t2ym878ks2
title: Data for: Late Quaternary Coccolith Weight Variations in the northern South China Sea and their environmental controls

description: Data of coccolith size, weight and calcification index of SPC and GEO group in core MD05-2904
DOI: 10.17632/zr8c4pwjh4
title: Creencias-prácticas culturales de pacientes con cuidados paliativos domiciliarios, desde la teoría Leininger

description: Resultados del proceso de investigación  del artículo titulado, Creencias-prácticas culturales de pacientes con cuidados paliativos domiciliarios, desde la teoría Leininger
DOI: 10.6084/m9.figshare.1004753.v1
title: Spectra from LPG sensor repeat testing with 100ppm toluene

description: The transmission spectra of an LPG of period 97um, fabricated in Fibercore PS750, coated by LB deposition of 56 layers of calix[4]res C11. Each spectra is a single scan of the sensor while immersed in either water or a solution of 100ppm toluene. This data is referenced in our companion paper " Long period grating based toluene sensor for use with water contamination"
DOI: 10.17632/dktybrydvf
title: VISROC 2.0: Updated Software for the Visualization of the significance of Receiver Operating Characteristics based on confidence ellipses

description: The Receiver Operating Characteristics (ROC) method is used to evaluate the diagnostic accuracy of binary quantitative tests in a broad spectrum of disciplines, including medicine, physics of complex systems, geophysics, meteorology, etc. The estimation of the significance of the examined prediction method is of high importance and it's usually approximated by Monte Carlo calculations. To simplify this problem, a FORTRAN code called VISROC was submitted to the CPC Program Library in 2014. VISROC evaluates the significance of binary diagnostic and prognostic tools for a family of k-ellipses which are based on confidence ellipses and cover the whole ROC space. Since that time, the code has been significantly improved and several new capabilities have been added. Most importantly, a Graphical User Interface (GUI) has been implemented, which can be invoked using either the R shiny web application or the Python application available for Windows, Mac, and Linux operating systems, both of which are described here.

The previous version of this program (AERY_v1_0) may be found here https://doi.org/10.1016/j.cpc.2013.12.009.
DOI: 10.17632/g6rbmc2ggc
title: Predictive Maintenance for Electrical Wiring Faults

description: Electrical systems in aviation are responsible for the effective and safe operation of essential systems of modern aircraft. Aviation maintenance personnel routinely inspect and maintain these systems to guarantee their integrity and reliability. Currently, aircraft inspections are performed manually by maintenance personnel with a flashlight, a mirror, and a notebook. This manual inspection method comes with its disadvantages, such as high worker hours and dependence on the inspector’s expertise to correctly identify and assess all discrepancies they come across. This is a dataset to support automatic optical inspection tool for electrical components using computer vision. 

This dataset was built from scratch and hand-labeled. This dataset includes images of a single computer case with multiple configurations of two power supply units, two cooling components, and four SATA cables with several wiring configurations, including various induced faults. Images were collected using a Canon S95 PowerShot camera mounted on a tripod in a windowless room with controlled lighting. 
Images were labeled in accordance with FAA best practices by a veteran aviation electrician trained in the FAA's EWIS standards using Intel’s CVAT tool. Localization was provided in the images using bounding boxes, allowing the use of existing object detection tools. Class labels were identified based on documented faults, best practices, and the expert opinion of maintenance personnel. Fault labels included misrouted cables/wires, damaged cables/wires, disconnected plugs and disconnected jacks. Faults were intentionally introduced during data collection by misrouting, unplugging, or damaging cables/wires.
DOI: 10.6084/m9.figshare.17209595.v1
title: vcf file

description: SNP dataset of three strains of Cydia pomonella
DOI: 10.17632/4pkf7x4jb9
title: External morphology, skeleton organization, spicule type and cytology of Leucosolenia creepae, Leucosolenia somesii, Leucosolenia sp. A and Leucosolenia variabilis

description: Raw data for the manuscript 'The complex case of the calcareous sponge Leucosolenia complicata (Porifera: Calcarea): hidden diversity in Boreal and Arctic regions with description of a new species' (Zoological Journal of the Linnean Society).

1) External morphology, skeleton organization, spicule types and cytology of Leucosolenia creepae, Leucosolenia sp. A and Leucosolenia variabilis (White Sea, N.A. Pertsov White Sea Biological Station MSU, 66°34′N, 33°08′E).

2) External morphology, skeleton organization and spicule types for Leucosolenia somesii from Zoological Museum of Amsterdam (ZMA) (ZMA Por. 17572; Colijnsplaat, Zeeland, Netherlands)
DOI: 10.17632/957mmypbjy
title: Benchmark for High precision Anomaly Detection

description: We selected and collected some datasets from MVTec AD, Visa AD, MDPP, etc., and processed them with white noise to make them more suitable for testing the performance of the model in real industrial scenarios. At the same time, threshold and other information have been set, and the threshold setting can be referred to anomaly_mask.json（ https://github.com/jzc777/MAPL ）
DOI: 10.17632/b6z95vn2sz
title: Malware Analytics Dataset Leveraging Cuckoo Sandbox

description: Malware Analytics Dataset Leveraging Cuckoo Sandbox
DOI: 10.17632/jwz4s85ctf
title: DNA hypomethylation promotes UHRF1- and SUV39H1/H2-dependent crosstalk between H3K18ub and H3K9me3 to reinforce heterochromatin states. Liu et al.

description: Unprocessed Western blots results. Corresponding figures panels are indicated in text and cropped blots are indicated by red rectangle.
DOI: 10.17632/rxn95mp24d
title: Radiomics-Based Decision Support Tool Assists Radiologists in Small Lung Nodule Classification and Improves Lung Cancer Early Diagnosis  - Dataset

description: This dataset accompanies the manuscript entitled 'Radiomics-Based Decision Support Tool Assists Radiologists in Small Lung Nodule Classification and Improves Lung Cancer Early Diagnosis'.

This anonymised data can be used to replicate the steps to generate the small nodule radiomics predictive vector.
DOI: 10.17632/t46dg4jhh3
title: Subduction hydrothermal regime and seismotectonic variation along Kermadec-Tonga megathrusts

description: The data include the 3-D temperature field (degrees Celsius), water content (wt%), dehydration rate (wt%/km), and subduction velocity field (cm/yr) of the subducting plate, as well as the coastline and volcano distribution in Kermadec-Tonga. The data coordinates are an orthogonal coordinate system. The data of the model region have dimensions of 800×1800×400 km (length×width×depth). The geometry of the subducted plate is well constrained by Slab2.0, and the plate ages are provided by EarthByte. The temperature boundary condition agrees with the plate cooling model. The bottom of the slab and the perpendicular plane are prescribed as adiabatic and permeable, and the top surface is set to a fixed temperature (0°C) and is rigid.  The data was acquired through 3-D numerical thermal modeling which was developed from originally code stag3d. An anelastic liquid approximation and the equations of conservation of mass, momentum, and energy are used in this model. Based on a three-dimensional thermomechanical model and the collect earthquake catalog from IRIS, the data of the slab thermal state, water content, and slab dehydration distribution in Kermadec-Tonga are calculated. The geophysical calculation is ensured after the subduction thermal regime reaches a steady state. The temperature field error range is ± 50 degrees Celsius, and the velocity field error range is ±0.1cm/ yr. This data can be further used to analyze the geophysical field of the subduction zone.
DOI: 10.6084/m9.figshare.23739753.v2
title: LSK - scATAC ArchR object

description: Time course scATAC-seq for in vitro hematopoiesis along with single cell linege tracing using CellTag-multi barcode library.Metadata information:Cell types are stored in metadata column <b>predictedGroup_Un</b>. ATAC UMAP is stored in the <b>UMAP_lsi</b> reduction and the clone-cell embedding is stored in the <b>UMAP_cce</b> reduction.
DOI: 10.6084/m9.figshare.29064530.v1
title: Public Raw Data

description: Public data for EmbSAM
DOI: 10.17632/h2xm95fhn4
title: Data for: Are Immediate-oriented People Unlikely to Adopt a Healthy Lifestyle? The Moderation Effect of Prevention Focus
DOI: 10.6084/m9.figshare.10314539.v3
title: An assessment of MPEG-7 visual descriptors for images of maize plagues and diseases

description: This is the companion dataset of the article "An assessment of MPEG-7 visual descriptors for images of maize plagues and diseases" to appear in IEEE Latin America Transactions, consisting of 800 images of 16 classes of maize plagues and diseases.
DOI: 10.6084/m9.figshare.15065019.v1
title: Experimental data description

description: 每个文件为 rinex 格式，包含实时动态定位结果。文件名的第一个数字表示观测数据时间跨度的日期。例如，数字 1 表示第一天，数字 2 表示第二天。文件名的第二个数字表示监控点的编号，例如数字1表示P1监控点。“CMP”表示北斗定位结果。“GPS”表示 GPS 定位结果。“GPS-CMP”表示 GPS/BDS 定位结果。
DOI: 10.6084/m9.figshare.21564411.v1
title: PONE-22-15672R2.xlsx

description: <em><strong>Factors</strong></em> <em><strong>influencing the E-learning system usage</strong></em> <em><strong>during the COVID-19 pandemic in Vietnam</strong></em>
DOI: 10.17632/9v2d2nxkhy
title: Generate Light Field Images Synthetically Using Python

description: Light field imaging, also called plenoptic imaging, captures not only the intensity of light at each point in space but also the direction of the light rays. This results in a 4D representation of a scene, incorporating two spatial dimensions and two angular dimensions.

Key Characteristics:
Spatial and Angular Information: Captures both spatial and angular properties of light rays.
Post-Capture Adjustments: Enables refocusing and perspective shifts after image capture.
Depth Estimation: Facilitates depth estimation and 3D scene reconstruction.

Data Volume: Light field images store significantly more data than traditional 2D images.
Resolution Trade-offs: There’s a balance between spatial and angular resolution.
Processing Complexity: Manipulating light field data requires substantial computational resources.

Image Generation and Key Components (description)
create_3d_scene Function:
Returns Scene and Depth Map: The function now generates a 3D scene and a corresponding depth map. The depth map records the depth (z-coordinate) of the closest object at each (x, y) position, enabling easy access to true scene depth.
generate_dataset Function:
This function now saves three types of images for each generated scene:

Light Field Central View: Captures the central view of the light field, as done previously.
Depth Map: Records the true depth of each pixel in the scene.
Perfect Reference Image: Represents the "ideal" 2D projection of the 3D scene, i.e., the central slice.
Added save_image Function:
This function standardizes the process of saving different types of images (light field views, depth maps, and reference images).

Applications
Computational Photography: Producing images with adjustable focus and depth of field.
Virtual and Augmented Reality: Generating perspective-correct, realistic views.
Computer Vision: Improving depth estimation and object recognition.
Medical Imaging: Enhancing microscopy and endoscopy by providing accurate depth maps and improved visual quality.

Example: Light Field Image Generation
Light field images in this implementation are represented as a 4D array:
(angular_resolution, angular_resolution, spatial_resolution, spatial_resolution)

Simplified Scene Creation:
3D Scenes: Scenes consist of randomly placed spheres. A more sophisticated version could include real-world 3D scene data or more complex models.
Light Field Simulation: A basic shifting method simulates different viewpoints. More advanced implementations could use ray tracing for higher accuracy.
Resolution Settings: Spatial and angular resolutions are kept low to ensure computational efficiency. Increasing resolution improves quality but demands higher processing power.
Color Images:
The current implementation generates grayscale images. To generate color images, modifications are required to handle RGB values during scene creation and light field generation.
DOI: 10.17632/pv5t9kr58z
title: Microneedling plus topical dutasteride solution for androgenetic alopecia: a randomized placebo-controlled study.

description: Microneedling plus topical dutasteride solution for androgenetic alopecia: a randomized placebo-controlled study. JAAD Supplemental Figure 1.A-B.