cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26820898.v1
title: Raw data NADA study

description: <i>Introduction</i>: Non-dual awareness, ego-dissolution, and mystical experiences are interconnected concepts that are often explored in the realm of spirituality and consciousness. The intent of this study was to investigate the range of ego-dissolution, as measured by the ego-dissolution inventory (EDI), in a population who claims to have undergone a mystical experience and/or experienced a non-ordinary state of consciousness. Unlike the research on ego-dissolution that focuses on the use of psychedelics, non-dual awareness, such as meditation, is a way to experience the mystical without the use of substances. <i>Materials and Methods</i>: Participants were recruited through websites, social media, and from the Rhine Research Center. Fifty participants accessed the survey and 37 completed both measures. <i>Measures</i>: Items from the Mysticism Scale, the Altered States of Consciousness Rating Form, the Mystical Experience Questionnaire, the Ego-Dissolution Inventory, the Dimensions of Meditative Experience Questionnaire, and the Effects of Meditation Scale were evaluated independently to determine selective measures of non-dual awareness. <i>Data Analysis</i>: This study found a strong positive relationship between the EDI subscales and the NADA Bliss Dimension. A significant, but weaker relationship was found between the EDI subscales and the NADA Self-Transcendence dimension. <i>Discussion</i>: Although the distinction between types of ASC was not the intent of our study, 92.59% of our population reported mystical/non-dual experiences without the use of substances. Qualitative feedback from participants regarding the questionnaire’s ability to measure non-dual/mystical experiences was mixed. <i>Limitations and Future Directions</i>: The primary limitation was that the sample size was not robust enough. Because this was a quantitative design, the experiences leading ego-dissolution and non-dual awareness were not known. Qualitative research is recommended to further explore the nuances associated with these experiences.
DOI: 10.6084/m9.figshare.10732415.v1
title: Force curves raw data

description: Force curves recorded on live cells (microglia and fibroblasts) or PAA beads on elastic substrates. Data was recorded using a JPK CellHesion200 AFM. Force curve raw data is stored in JPK file format and as text file. Folder names are numbered by experiment day, subfolders denote approximate substrate shear moduli. For each cell/bead, at least three forces curves were recordded at the cell/bead center, one force curve was recorded on the substrate next to the cell/bead for height and stiffness reference, and an optical phase contrast image was taken.
DOI: 10.6084/m9.figshare.19193498.v3
title: Electric control of a canted-antiferromagnetic Chern insulator

description: Original data for "<b>Electric control</b><b> </b><b>of a canted-antiferromagnetic Chern insulator"</b>
DOI: 10.6084/m9.figshare.21454491.v1
title: adsorbed data.csv

description: sheet 1 shows the data of the N<sub>2</sub> adsorbption of samples.Sheet 2 shows the data of the hydrogen adsorbption of samples.
DOI: 10.6084/m9.figshare.22060238.v3
title: Higher productivity in forests with mixed mycorrhizal strategies

description: Dataset, readme, and r script used for "High productivity in forest with mixed mycorrhizal strategies" (Luo et al. Nature Communications) <br> This dataset includes 74,563 forest inventory plots, spanning 35 ecoregions in the contiguous USA. Total aboveground biomass, tree species richness, stand age, elevation, slope, and physiographic class were extracted from the FIA database. Climatic information and soil pH were added to each plot. <br>
DOI: 10.6084/m9.figshare.27048370.v1
title: Timeseries_0918.xlsx

description: We conducted the flow through experiments on silica precipitation, and observed the fluid pressure change during the sealing of a slit in a granite core. The uploaded data is the time series of fluid pressures at upstream and down stream.
DOI: 10.6084/m9.figshare.8796296.v1
title: 美团网广州粤菜类餐厅基本信息.xlsx

description: basic information list about Cantonese restaurants on Meituan website
DOI: 10.17632/sw3pfz35gt
title: Data for: Evaluation of Eight Potential Evapotranspiration Methods in Arid Regions of Iran
DOI: 10.17632/wc5873wgsg
title: Universal Neural Network Potential Study of the Pt/CO Heterogeneous Catalytic System. Valadez et al.

description: Supplementary Data Files for the article "Universal Neural Network Potential Study of the Pt/CO Heterogeneous Catalytic System" by Gerardo Valadez Huerta, Yusuke Nanba, and Michihisa Koyama, published in "Surfaces and Interfaces" (DOI: 10.1016/j.surfin.2025.106542). Please refer to the Data Availability section of the article for detailed information on the contents and structure of the dataset.
DOI: 10.17632/wsbzpsx84p
title: GNSS velocities  and earthquake catalogue in western China

description: TableS2: GNSS velocities used for calculating the strain rate field in western China
TableS3: Historical earthquakes that occurred  before the GNSS observations  in western China
DOI: 10.17632/yvhphdz48x
title: Using wearable camera dietary monitoring technology to explore diet-related non-communicable disease in volunteers at risk of cardiovascular disease - the CoDiet study protocol

description: Study files and SPIRIT guidelines for CODIET study protocol
DOI: 10.6084/m9.figshare.9033977.v1
title: PC9_data.zip

description: PubChemQC subset of molecules with H, C, N, O and F and up to 9 "heavy" atoms.XYZ have been structured to mimic QM9 dataset. A list of molecules with spin multiplicities &gt;1 is also provided.
DOI: 10.17632/5tgk53r4v5
title: HRV sepsis dataset

description: Derivation and Validation of Heart Rate Variability Based Scoring Models for Continuous Risk Stratification in Patients with Suspected Sepsis in the Emergency Department by Machine Learning Algorithms.
DOI: 10.17632/7km7vmk4f3
title: Southeast Asian ecological dependency on Tibetan Plateau streamflow over the last millennium

description: The great river systems originating from the Tibetan Plateau are pivotal for the well-being of more than half the global population. Our understanding of historical ranges and future changes in water availability for much of southeast Asia is, however, limited by short observational records and complex environmental factors. Here, we present annually resolved and absolutely dated tree ring-based streamflow reconstructions for the Mekong, Salween and Yarlung Tsangpo Rivers since 1000 CE, which are supplemented by corresponding model projections until 2100 CE. We show a significant positive correlation between streamflow and dry season vegetation indices over the Indochinese Peninsula, revealing the importance of the Tibetan Water Tower for the functioning and productivity of ecological and societal systems in southeast Asia. The streamflow variability is associated with low-frequency sea-surface temperature variability in the North Atlantic and North Pacific. We find that streamflow extremes coincide with distinct shifts in local populations that occurred during medieval times, including the occupation and subsequent collapse of Angkor Wat from the 11th to the 16th century. Finally, our projections suggest that future streamflow changes will reach, or even exceed, historical ranges by the end of this century, posing unprecedented risks for inner Eurasia and southeast Asia.
DOI: 10.17632/k842kz6v4n
title: Data for: YogNet: A Two-Stream Network for Realtime Multiperson Yoga Action Recognition and Posture Correction

description: A new dataset is presented for yoga asanas recognition named as Yoga Asanas Recognition (YAR) dataset. This dataset has all features and enough complexity generally required for training of a system. This dataset is used during computer simulations of the proposed algorithm to determine the effectiveness of YogNet in the area of yoga asana recognition and posture correction.

Article: YogNet: A two-stream network for realtime multiperson yoga action recognition and posture correction
URL: https://www.sciencedirect.com/science/article/pii/S095070512200541X
DOI: 10.17632/pybdtwxvzz
title: Motor compensations, not sensory errors, regulate serial dependence in naturalistic speech production

description: Data and Matlab codes for publication. Please note that the experiments 3a and 3b are identical only except that the sentences that participants produced are different. You can refer to the folder 'experiment 3b' for details.

If you find it confusing anywhere, please feel free to contact (E-mail: yl8625@nyu.edu). It is a powerful paradigm whose effects can be even found in a very small sample size (e.g., n = 5 in our pilot study), hope you enjoy.
DOI: 10.17632/zm5br8x7y7
title: Association of Free Thyroxine with Progression-Free Survival in Intermediate and High Risk Differentiated Thyroid Cancer

description: This data comprises of 3 supplementary Tables , which are part of our study. Our study is titled as : Association of Free Thyroxine with Progression-Free Survival in Intermediate and High Risk Differentiated Thyroid Cancer. 

This is a longitudinal cohort study which included 739 patients with intermediate and high risk thyroid cancer who have had total thyroidectomy and radioiodine treatment. They were followed for average of 8 years to calculate progression free survival and if it had any association with free T4 levels. We are only submitting 3 supplemental tables used in this study.
DOI: 10.6084/m9.figshare.1006444.v2
title: Chinese sentimental vocabulary by usage frequency

description: Human compiled list of Chinese sentimental vocabulary ordered by usage frequency in Google news.
DOI: 10.6084/m9.figshare.14544312.v1
title: Results of Pilot Questionnaire into Reading Habits of Secondary School English Teachers.xlsx

description: The data shows the results of a small-scale investigation into the reading habits of a group of 14 secondary school English teachers. The participants were asked to complete a questionnaire which investigated what and when they read, what relationship existed between their reading habits and their ability to recommend reading material for their students. The findings show how the teachers felt about their knowledge of and ability to recommend reading material for their students. The results demonstrate that the majority of secondary school English teachers in this study valued reading and read a wide range of texts, but they read for their own enjoyment rather than as a means to recommend books to students, the consequence of which is that around half could neither recommend a text to a student with confidence nor give an example of a YA or younger readers text they had read recently.
DOI: 10.6084/m9.figshare.16566072.v1
title: PPR corpus for biomedical relationships between plants and phenotypes

description: Medicinal plants have demonstrated therapeutic potentials for a wide range of observable characteristics in a human body, called "phenotype," in clinical treatment over the past thousands of years. As the interest in plants has increased, many researchers have been trying to extract meaningful information by identifying relationships between plants and phenotypes from the accumulated literature. While the natural language processing (NLP) technique aims to extract useful information from unstructured text data, there was no appropriate corpus to train and evaluate the NLP model for plants and phenotypes. Therefore, we present the Plant-Phenotype Relationship (PPR) corpus, a high-quality resource to support the development of various NLP fields, which consists of 600 PubMed abstracts corresponding to 5668 plant and 11,282 phenotype entities, and a total of 9709 relationships. We also describe benchmark results through named entity recognition and relation extraction systems to verify our data quality and show the significant performance of NLP tasks in the PPR test set.
DOI: 10.6084/m9.figshare.25303645.v2
title: Denitrification and anammox separately dominate nitrogen loss in the riparian rhizosphere and bulk soils along a latitudinal gradient

description: Raw data of "Denitrification and anammox separately dominate nitrogen loss in the riparian rhizosphere and bulk soils along a latitudinal gradient"
DOI: 10.6084/m9.figshare.29149952.v1
title: Datadir5: Results table

description: Results table: free energy (Gibbs)
DOI: 10.6084/m9.figshare.7327067.v2
title: The annotated transcriptome of the Veiled Chameleon (Chamaeleo calyptratus)

description: See README file.
DOI: 10.17632/jfn8yhrphd
title: Machine learning for corrosion database

description: This database was firstly created for the scientific article entitled:
"Reviewing Machine Learning of corrosion prediction: a data-oriented perspective"

L.B. Coelho 1 , D. Zhang 2 , Y.V. Ingelgem 1 , D. Steckelmacher 3 , A. Nowé 3 , H.A. Terryn 1 

1 Department of Materials and Chemistry, Research Group Electrochemical and Surface Engineering, Vrije Universiteit Brussel, Brussels, Belgium
2 A Beijing Advanced Innovation Center for Materials Genome Engineering, National Materials Corrosion and Protection Data Center, Institute for Advanced Materials and Technology, University of Science and Technology Beijing, Beijing, China
3 VUB Artificial Intelligence Lab, Vrije Universiteit Brussel, Brussels, Belgium

Different metrics are possible to evaluate the prediction accuracy of regression models. However, only papers providing relative metrics (MAPE, R²) were included in this database. We tried as much as possible to include descriptors of all major ML procedure steps, including data collection (“Data acquisition”), data cleaning feature engineering (“Feature reduction”), model validation (“Train-Test split”*), etc. 

*the total dataset is typically split into training sets and testing (unknown data) sets for performance evaluation of the model. Nonetheless, sometimes only the training or the testing performances were reported (“?” marks were added in the respective evaluation metric field(s)). The “Average R²” was sometimes considered for studies employing “CV” (cross-validation) on the dataset. For a detailed description of the ML basic procedures, the reader could refer to the References topic in the Review article.
DOI: 10.17632/pdj47k3c8h
title: Investigación- Acción y Curriculum

description: Se presenta la reseña del libro Investigación- Acción y Curriculum, de la editorial Morata, escrito por James mcKERNAN.

A través de tres partes divididas en once capítulos, este investigador de la educación le ofrece al lector herramientas desde la investigación-acción para el desarrollo reflexivo de su quehacer. En la primera parte plantea los antecedentes filosóficos e históricos de
la investigación-acción, fija el contexto para el desarrollo de esta metodología y refiere estrategias para mejorar el currículo desde
el papel del maestro como investigador y profesional, ofreciendo finalmente criterios para un código profesional de ética. En la
segunda parte, plantea más de veintitrés técnicas útiles, que van desde la observación hasta las historias de vida y el análisis del discurso; culmina el autor este segundo momento de su elaboración con un debate sobre las técnicas de investigación crítico-
reflexivas y evaluativas, Ya finalizando el texto, en la tercera parte responde a diversos cuestionamientos ligados a la enseñanza de esta metodología, al análisis de los datos y a la posibilidad del establecimiento de redes o comunidades de investigadores de la
acción, ofreciendo consejos estratégicos para su mantenimiento.
DOI: 10.17632/tgrgmrjcgc
title: Una mirada a la educación Universitaria en el Perú: política, calidad y docencia

description: La educación universitaria en el Perú muestra grandes brechas académicas por cerrar, no obstante, la crisis socio-política
agudizada por la pandemia, se presenta no solo como un contexto histórico aborrecido, sino también, como una oportunidad de desarrollarse
al conocerse con mayor énfasis los problemas académicos. En este sentido, el objetivo del presente ensayo es proponer y cuestionar algunas
políticas educativas peruanas con el propósito de enriquecer el debate contemporáneo y tomar medidas urgentes para la superación universitaria
del país. Estas propuestas se posibilitaron gracias a la adopción metodológica hermenéutica que amplió el panorama de estudio,
permitiendo plantear algunas ideas gracias a las lecturas científicas de impacto. La tesis propuesta, es articular los intereses políticos con los
sociales para lograr una educación universitaria de calidad y con visión internacional, haciendo uso innovador de las herramientas digitales y la
construcción del nuevo rostro docente. El trabajo concluye con que no hay mayor perjuicio para el sector universitario que los intereses personales y
las luchas políticas, puesto que ésta debilita y atrasa la innovación científica en el sector e imposibilita el desarrollo sostenido.
DOI: 10.17632/9rfc9zf3p2
title: Survey data to evaluate consumer behaviour and pattern of consumption of sustainable apparel: A study on consumer awareness level

description: This data set contains respondent awareness level, consumption pattern, source of information from sample and could provide insight for another researcher.
DOI: 10.17632/h7b9d97wv6
title: EB GAIT Deidentified Example Report

description: A deidentified report demonstrating Evidence Based Gait Analysis Interpretation Tools
DOI: 10.17632/n666tk4mw9
title: Multimodal Tactile Texture Dataset

description: The objective of this dataset is to provide a comprehensive collection of data that explores the recognition of tactile textures in dynamic exploration scenarios. The dataset was generated using a tactile-enabled finger with a multi-modal tactile sensing module. By incorporating data from pressure, gravity, angular rate, and magnetic field sensors, the dataset aims to facilitate research on machine learning methods for texture classification.

The data is stored in pickle files, which can be read using Panda’s library in Python. The data files are organized in a specific folder structure and contain multiple readings for each texture and exploratory velocity. The dataset contains raw data of the recorded tactile measurements for 12 different textures and 3 different exploratory velocities stored in pickle files.

Pickles_30 - Folder containing pickle files with tactile data at an exploratory velocity of 30 mm/s.
Pickles_40 - Folder containing pickle files with tactile data at an exploratory velocity of 40 mm/s.
Pickles_45 - Folder containing pickle files with tactile data at an exploratory velocity of 45 mm/s.
Texture_01 to Texture_12 - Folders containing pickle files for each texture, labelled as texture_01, texture_02, and so on.
Full_baro - Folder containing pickle files with barometer data for each texture.
Full_imu - Folder containing pickle files with IMU (Inertial Measurement Unit) data for each texture.

The "reading-pickle-file.ipynb" file is a script for reading and plotting the dataset.
DOI: 10.6084/m9.figshare.22683325.v4
title: Supplemental Material

description: Supplemental Material Long-read genome assembly of the insect model organism <i>Tribolium castaneum</i> reveals spread of satellite DNA in gene-rich regions by recurrent burst eventsTcasONT_annotations.zip contains all used annotations in the study in order to produce the visualizations and analysis.Supplementary Data.zip contains the raw HTML graph networks produced in the study and presented as static images.The aim of this study was to generate a new, high-quality <i>Tribolium castaneum</i> genome assembly (TcasONT) by combining Oxford Nanopore long-read sequencing, and reference-guided assembly approach. The new TcasONT assembly proved to be enhanced by nearly 53 Mb compared to the last version of the <i>T. castaneum </i>genome, Tcas5.2. The TcasONT assembly exhibits higher gene completeness and a 20-fold enrichment in the repetitive genome part. Indeed, the enlargement of the TcasONT assembly was up to 50 Mb when all classes of repetitive sequences were considered. Therefore, TcasONT assembly not only contributes to the identification of potential novel genes but also provides an excellent platform for the analysis of different repetitive genome fractions.<br>
DOI: 10.6084/m9.figshare.28003652.v2
title: Table S1

description: Exclusion list
DOI: 10.6084/m9.figshare.8378885.v1
title: HCT DATA.xlsx

description: HIV TESTING DATA AT A LARGE URBAN TERTIARY HOSPITAL IN SIERRA LEONE
DOI: 10.6084/m9.figshare.8479052.v1
title: test set for lcquad 2.0

description: test set for lcquad 2.0
DOI: 10.17632/92s86j8hny
title: Test Validation of Extension-Twisting Coupled Laminates with Matched Orthotropic Stiffness.

description: This dataset contains raw and processed test and simulation data that underpins a published article:

York, C. B. and Lee, K. K. (2020) Test validation of extension-twisting coupled laminates with matched orthotropic stiffness. Composite Structures, 242, 112142.
https://doi.org/10.1016/j.compstruct.2020.112142
Received 1 November 2019, Revised 19 January 2020, Accepted 26 February 2020, Available online 2 March 2020.

Three classes of coupled laminate are compared, each with matching Extension-Twisting coupling.  Designs also have matching orthotropic stiffness, in both extension and bending, and have been chosen specifically to investigate the influence of mechanical Extension-Shearing and/or Bending-Twisting on the performance of Extension-Twisting coupled designs under axial tension loads.  All designs are Hygro-Thermally Curvature Stable (HTCS) or warp-free.  

An Electronic Annex to the published article is also provided, which contains specimen data and Abaqus input files from which the simulations can be reproduced.

A video of the MTS Bionix 25kN/250Nm Axial/Torsional test machine demonstrates the complex kinematics of the mechanically coupled composite specimen, in which twisting is induced as a result of an applied axial tension load.

Supplementary Note:
It was not thought possible that zero Extension-Shearing coupled compliances, a16 and a26, could be achieved in the presence of Bending-Twisting coupled stiffnesses, when matching both Extension-Twisting (and inseparable Shearing-Bending) coupled stiffnesses and orthotropic Extensional and Bending stiffnesses.  However, this was due to an oversight whilst interrogating the laminate databases.  These designs have therefore been provided in a further supplement to the electronic annex, since they do not affect any of the conclusions drawn.
DOI: 10.6084/m9.figshare.14786109.v1
title: Whitt 2021 LES paper, Data for plotting LES results and related validations

description: Data for plotting LES results and related validations
DOI: 10.6084/m9.figshare.17914058.v1
title: EEG raw dataset1

description: EEG raw dataset in brainvision format. Can be imported to EEGLAB. splitted into 7 subsets due to the limitation on upload size in figshare
DOI: 10.6084/m9.figshare.6641744.v1
title: Exclusive α-helices in (α+β)+(α/β) proteins

description: Dataset containing physical-chemical and strucutural descriptors for exclusive α-helices and its flanking regions.<br>Only α-helices from (α+β)+(α/β) proteins are eligible for this dataset.<br>Data is organized into sections. Each section begins with the following header: <b>length, pdb_name, chain_id, flag, position, [parameter]</b>.<br><b>length </b>is the number of amino acid residues comprising the α-helix.<br><b>flag </b>indicates the amino acid residue underlying region, namely: flanking region before the α-helix ().<br><b>[parameter]</b>: paramater's value for the given amino acid residue. All parameters are extracted from the STING Database.