cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23798184.v1
title: Data supplement for 'The medial septum controls hippocampal supra-theta oscillations'.

description: This dataset contains simultaneous hippocampal CA1 and medial septal electrophysiological recordings from rodents acquired with silicon probe implants. Further methodological details are available in Király et al 2023.'The medial septum controls hippocampal supra-theta oscillations'. The dataset consist of anesthetized rat (13 session from 5 rats), anesthetized mouse (5 session from 5 mice) and awake chronic mouse recordings (31 session from 6 mice). Each folder refers to the identifier of an animal containing separate folders for each session recorded from the animal. The folder of each session contains separate files for the action potential times (in ms) of each identified septal single unit resulting from spike sorting. Hippocampal local field potential recordings are downsampled at 1000 Hz. Mouse folders contain a recording from the str. radiatum layer of the hippocampus; rat folders contain all 32 channels of a hippocampal linear probe recording. When available, spatial position and speed as a function of time are also provided in awake mouse sessions.
DOI: 10.6084/m9.figshare.23522856.v3
title: METALP: An Alpine Streams Monitoring Network

description: The METALP project at the Ecole Polytechnique Fédérale de Lausanne (EPFL) operates an environmental sensor network to study the hydrology and biogeochemistry of streams in four high-mountain catchments in Switzerland. We use high-resolution data over multiple years to establish regimes of streamwater flow, temperature, fine sediment load, and carbon fluxes, including CO2 exchange with the atmosphere, and ecosystem metabolism. <br> Collected data can be explored in an interactive data portal, and requested for download.
DOI: 10.6084/m9.figshare.24463867.v1
title: <b>Supplementary Table 1. </b><b><i>Mucorales</i></b><b> genomes database </b><b>used in not-alike3 analysis</b><b>.</b> (xlsx and ods files)

description: <b>Supplementary Table 1. </b><b><i>Mucorales</i></b><b> genomes database </b><b>used in not-alike3 analysis</b><b>.</b> (xlsx and ods files)
DOI: 10.17632/2wgw4dsdnm
title: The FermiFab toolbox for fermionic many-particle quantum systems

description: Abstract This paper introduces the FermiFab toolbox for many-particle quantum systems. It is mainly concerned with the representation of (symbolic) fermionic wavefunctions and the calculation of corresponding reduced density matrices (RDMs). The toolbox transparently handles the inherent antisymmetrization of wavefunctions and incorporates the creation/annihilation formalism. Thus, it aims at providing a solid base for a broad audience to use fermionic wavefunctions with the same ease as matrices in M... Title of program: FermiFab Catalogue Id: AEIN_v1_0 Nature of problem Representation of fermionic wavefunctions, computation of RDMs (reduced density matrices) and handing of the creation/annihilation operator formalism. Versions of this program held in the CPC repository in Mendeley Data AEIN_v1_0; FermiFab; 10.1016/j.cpc.2011.01.028 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/6vxkx89ryb
title: Global warming leads the way north: variation in cold tolerance of the Common House Gecko (Hemidactylus frenatus) at northern edge populations

description: These are the raw and processed data along with the R code for analysis for the publication entitled "Global warming leads the way north: variation in cold tolerance of the Common House Gecko (Hemidactylus frenatus) at northern edge populations". Including following contents:
1. local meteorological data of annul average and yearly average in the coldest month of daily minimum temperature in Ishigakijima, Okinawajima and Amamioshima.
2. local meteorological data of annul average and yearly average in the coldest month of daily minimum temperature in 4 local weather station in Okinawajima
3. Critical minimum temperature of the Common House Gecko (Hemidactylus frenatus) in every rural and counterpart urban site along the latitudinal gradient
4. R code for analysis
DOI: 10.6084/m9.figshare.7686524.v1
title: Additional file 8: of Rheumatoid arthritis reprograms circadian output pathways

description: Supplemental data file. (XLS 122â kb)
DOI: 10.6084/m9.figshare.27916614.v1
title: <b>Challenges of genetic homogeneity in aquaculture of the kelp </b><b><i>Saccharina japonica</i></b><b>: Insights from China in ten year’s retrospect</b>

description: Li, X. <i>et al.</i> Challenges of genetic homogeneity in aquaculture of the kelp <i>Saccharina japonica</i>: Insights from China in ten year’s retrospect. <i>Aquaculture Reports</i> <b>43</b>, 102904 (2025). https://doi.org/10.1016/j.aqrep.2025.102904
DOI: 10.6084/m9.figshare.7379585.v1
title: EDX spectroscopy examination of elements in carbonized PAN nanofibers.

description: Energy-dispersive X-ray (EDX) spectroscopy investigation of the carbonized poly(acrylonitrile) nanofibers was performed to examine their elemental morphology
DOI: 10.6084/m9.figshare.28877303.v1
title: A dataset of distribution of PPCPs occurrence in aquatic environmental matrices in China

description: We provide a comprehensive dataset on the occurrence and distribution of PPCPs, comprising 8,146 records from 138 publications spanning the period from 2007 to 2024. The dataset contains detailed metadata, including water categories, detection concentrations, detection methods, and geographic coordinates at different administrative levels.
DOI: 10.6084/m9.figshare.21976022.v1
title: Supplementary Material for: Pool Toes: A Case report

description: Pool toes, a sport-related dermatosis, are caused by mechanical friction and water exposure, resulting in a special variant of irritant contact dermatitis. It is common in children, often misdiagnosed, and rarely reported. Here we report a case of a 7-year-old girl who developed this unusual type of frictional dermatitis , a pool toes diagnosis has been made. With topical corticosteroids, favorable results have been achieved . The recovery and healing process will be facilitated if one is aware of the underlying causes of such dermatitis and ceases the triggering factors.
DOI: 10.6084/m9.figshare.26941057.v1
title: Arhopalus_rusticus_genome_assembly.fa: genome assembly file of Arhopalus rusticus

description: Arhopalus_rusticus_genome_assembly.fa: genome assembly file of Arhopalus rusticus
DOI: 10.6084/m9.figshare.25949771.v1
title: Iterated Data Sharpening

description: Data sharpening in kernel regression has been shown to be an effective method of reducing bias while having minimal effects on variance. Earlier efforts to iterate the data sharpening procedure have been less effective, due to the employment of an inappropriate sharpening transformation. In this article, an iterated data sharpening algorithm is proposed which reduces the asymptotic bias at each iteration, while having modest effects on the variance. The efficacy of the iterative approach is demonstrated theoretically and via a simulation study. Boundary effects persist and the affected region successively grows when the iteration is applied to local constant regression. By contrast, boundary bias successively decreases for each iteration step when applied to local linear regression. This study also shows that after iteration, the resulting estimates are less sensitive to bandwidth choice, and a further simulation study demonstrates that iterated data sharpening with data-driven bandwidth selection via cross-validation can lead to more accurate regression function estimation. Examples with real data are used to illustrate the scope of change made possible by using iterated data sharpening and to also identify its limitations. Supplementary materials for this article are available online.
DOI: 10.17632/gj72pjfvb2
title: Winter Wheat Leaf Images Dataset

description: Wheat (Triticum aestivum) is one of the major crops which feed the population, but viruses, Bacteria, and Fungi have affected the crop. Nitrogen and chlorophyll are the main limiting factors in the growth of plants. They are also the most crucial parameters in managing agriculture.  Deficiencies of these two may cause lower or unhealthy production. Wheat leaf images contain lots of detail and texture information. Leaf color is correlated with nitrogen content, and detection of nitrogen content in leaves is important for guiding farmers in applying fertilizer. The dataset contains 1081 images of wheat leaves. This dataset was collected by an RGB camera using OnePlus Nord2 5G Android-based mobile device. The dataset is collected from different areas of the Jaipur district (Rajasthan, India). This dataset can be used to analyze the evolution of plant leaves and the basic functional mechanism of ecosystems from the perspective of compound leaves. This dataset is created to enable nitrogen deficiency detection using a deep learning-based approach.
DOI: 10.6084/m9.figshare.26190854.v1
title: SAGs cleaned by SINCERE-DATA from the mapped reads for the environmental SCG dataset (Berube et al. 2018)

description: cleaned contigs by SINCERE-DATA on the reads mapped on the original assemblies for the 28 genomes of the environemental dataset. (Berube et al 2018)
DOI: 10.6084/m9.figshare.8041265.v1
title: CESM simulation output; postprocessed and used for Thiery et al., 2019

description: These CESM output files represent the basis for producing the figures shown in Thiery, W., Visser, A.J., Fischer, E.M., Hauser, M., Hirsch, A.L., Lawrence, D.M., Lejeune, Q., Davin, E.L., Seneviratne, S.I., Warming of hot extremes alleviated by expanding irrigation. In particular, the files serve as input for the analysis and plotting scripts available on the through the github repository of the Department of Hydrology and Hydraulic Engineering at VUB (https://github.com/VUB-HYDR/2019_Thiery_etal_NatComm). Together, data files and scripts allow to reproduce all figures except fig. 1, S2 and S3 of the aforementioned publication. The files are postprocessed CESM output. Scripts used to run CESM are available in the subdirectory run_cesm of the github repository, whereas scripts used to postprocess the raw CESM output are available in the subdirectory cesm_postprocessing.<br>
DOI: 10.6084/m9.figshare.8152874.v2
title: Stata do file code for simulation analyses from Older paternal ages and grandpaternal ages at conception predict longer telomeres in human descendants.

description: Telomere length (TL) declines with age in most human tissues, and shorter TL appears to accelerate senescence. By contrast, men's sperm TL is positively correlated with age. Correspondingly, in humans, older paternal age at conception (PAC) predicts longer offspring TL. We have hypothesized that this PAC effect could persist across multiple generations, and thereby contribute to a transgenerational genetic plasticity that increases expenditures on somatic maintenance as the average age at reproduction is delayed within a lineage. Here, we examine TL data from 3282 humans together with PAC data across four generations. In this sample, the PAC effect is detectable in children and grandchildren. The PAC effect is transmitted through the matriline and patriline with similar strength and is characterized by a generational decay. PACs of more distant male ancestors were not significant predictors, although statistical power was limited in these analyses. Sensitivity analyses suggest that the PAC effect is linear, not moderated by offspring age, or maternal age, and is robust to controls for income, urbanicity and ancestry. These findings show that TL reflects the age at the reproduction of recent male matrilineal and patrilineal ancestors, with an effect that decays across generations.
DOI: 10.17632/hv3wj26nxv
title: Data for: Opportunities and limitations for existing CHP plants to integrate polygeneration of drop-in biofuels with onsite hydrogen production

description: This repository contains data for: Opportunities and limitations for existing CHP plants to integrate polygeneration of drop-in biofuels with onsite hydrogen production
DOI: 10.17632/hx5kkkbr3j
title: Dataset for Toothbrushing Activity Using Brush-Attached and Wearable Sensors

description: This is the dataset for the paper 'Dataset for Toothbrushing Activity Using Brush-Attached and Wearable Sensors'. This dataset consists of toothbrushing data for 120 sessions performed by 22 participants (11 males, 11 females). The data was collected using two IMU devices from Mbientlab Inc. One device was attached to the brush handle while the other device was used as wearable (wristwatch on the brushing hand). The participants brush their teeth for around two minutes in each session following a pre-given sequence and the data was logged onto the device memory which was then transferred to the laptop via Bluetooth. The experiments are performed in two settings; setting-1 and setting-2. In setting-1, the data is collected from two sensors; a 3-axis accelerometer and a 3-axis gyroscope. Also, there were no pauses during the brushing sessions and the participants brush all the regions in a back-to-back manner. In setting-2, the data is collected from three sensors; a 3-axis accelerometer, a 3-axis gyroscope, and a 3-axis magnetometer. The participants were asked to pause for a few seconds in between different regions and bring the brush to a reference point. For further details about the data, readers are encouraged to read the related paper. The naming convention details are given in the Read Me.txt file
DOI: 10.17632/rfbf9wbrcp
title: Design and manufacturability data of automatic lotus fibre extractor

description: This dataset consists of the design and manufacturability data for automatic lotus fibre extraction machine including three modules (1) workpiece feeding, (2) fibre pulling, and (3) fibre spinning. The diagram of the machine principle is built in AutoCad while the 3D model was designed in Solidworks and some parts were collected from open-source library such as MISUMI, GrabCAD, and AIRTAC. In addition, the manufacturing cost is also provided for a purpose of reference if the other researchers are interested in developing this machine.
DOI: 10.6084/m9.figshare.14673153.v1
title: S8_Data.csv.zip

description: <b>S8 Data. Capsule pseudogenes. </b>List of capsular pseudogenes identified in the genomic dataset assemblies represented on Fig 3A,B and S4A Fig. We detail for each pseudogene the type of pseudogene evidence detected (snp, insertion, deletion) and subtype of evidence (frameshift, stop, complete gene deletion).
DOI: 10.6084/m9.figshare.24543688.v1
title: Kohles et al. 2024 Data

description: Photo insect count data and bat GPS track data for running all analyses for Kohles et al. 2024
DOI: 10.6084/m9.figshare.27292152.v1
title: Research on the Discrepancy in Tourist Happiness Based on the Consumption Behavior Characteristics of Chinese Rural Tourists

description: The data are questionnaire survey statistics and behavioral characteristics of different types of tourism consumers.
DOI: 10.17632/nppz4y7wg7
title: SHAVEL: A program for the spherical harmonic analysis of a horizontal vector field sampled in an equiangular grid on a sphere

description: A method for performing a spherical harmonic analysis, using observed horizontal components of a tangent vector on a sphere, is presented. The vector data samples are assumed to be provided in an equiangular grid, which essentially simplifies the least-squares analysis by making use of (1) the block diagonal structure of the normal equations of least squares; (2) the even–odd symmetry of the associated Legendre functions, and (3) the fast Fourier transform of mix-radix. The correct function of the program and its numerical precision is verified by applying it to a data set, derived by evaluating a given set of vector spherical harmonic coefficients. That the program works correctly is demonstrated by the excellent agreement between the input and output spherical harmonic coefficients.
DOI: 10.6084/m9.figshare.19322552.v1
title: Heart Disease Data Set

description: Adaptation of http://archive.ics.uci.edu/ml/datasets/Heart+Disease <br> Ready for usage with ehrapy <br>
DOI: 10.6084/m9.figshare.19738477.v1
title: Interviews data matrix

description: Interviews conducted for this manuscript
DOI: 10.6084/m9.figshare.27051787.v1
title: read_clasess

description: The table contains classification outcomes produced by Ninetails software. The information whether reads contain blanc or decorated mRNA poly(A) tails is provided.
DOI: 10.6084/m9.figshare.28211510.v2
title: Dataset for Yang et al., 2025, compiled zircon U-Pb age and Hf isotope dataset

description: A compiled dataset of detrital zircon ages (ds01) and Hf isotope data (ds02) from the Tengchong, Lhasa, Dian-Burma-Tai-Malay, and South-Qiangtang blocks, spanning 300 to 100 Ma. The data used in this study were derived from from the GEOROC database (https://georoc.mpch-mainz.gwdg.de/georoc/), the Tibetan Magmatism Database (Chapman & Kapp, 2017), and previously published literature.
DOI: 10.17632/j6ypyvpscx
title: Database of Low-volume HIIT with different work-recovery durations and muscle damage in trained males: Randomized crossover trial

description: This database is related to study Low-volume HIIT with different work-recovery durations and muscle damage in trained males: Randomized crossover trail.
DOI: 10.6084/m9.figshare.11380569.v3
title: Hypothyroidism during pregnancy

description: 怀孕期间甲状腺功能低下
DOI: 10.6084/m9.figshare.25323427.v1
title: The genome assembly and GFF format gene and transposable element (TE) annotation files for the genomes of <i>Nanhaia speciosa</i> and <i>Nanhaia fordii</i>

description: The genome assembly and GFF format gene and transposable element (TE) annotation files for the genomes of <i>Nanhaia speciosa</i> and <i>Nanhaia fordii</i>.
DOI: 10.17632/s6pyh2yf5k
title: Targeted Temperature Management for Poor grade Aneurysmal Subarachnoid Hemorrhage: A pilot study

description: Sixty patients (30 treated with TTM and 30 with standard treatment) were included in the study. At three months, a favorable prognosis (mRS score 0 to 3) was significantly higher in the TTM group than in the control group (n=14, 46.7% vs. n=6, 20.0%, P=0.028). Multivariate logistics regression analysis indicated that TTM (OR=0.160, 95%CI:0.038-0.682, P=0.013) reduced the number of unfavorable prognoses three months after admission. This study demonstrated the effectiveness and safety of TTM in pa-tients with poor-grade aSAH, and its implementation improved neurological outcomes. Multicenter ran-domized controlled studies with a large number of patients are needed to confirm these observations.
DOI: 10.6084/m9.figshare.28551212.v1
title: Raw_data.csv

description: Anthropometric and Metabolic Characteristics of Patients with Metabolic Syndrome: A Gender-Specific Analysis of Clinical and Correlation Patterns
DOI: 10.6084/m9.figshare.28892186.v3
title: <b>Resting ECG Segmentation Dataset</b>

description: <b>Resting ECG Segmentation Dataset (RDB)</b> is a fully annotated, 12-lead resting-state ECG corpus built for waveform‐level delineation research.<br><b>Origin</b> – RDB is a derivative of the large, open ChapmanECG arrhythmia database (Zheng et al., 2020).<b>Scope</b> – 2 399 recordings, each 10 s long, sampled at 500 Hz.<b>Annotations</b> – Every record is labelled for P-waves, QRS complexes and T-waves on <b>all 12 leads</b>. Initial marks were placed by trained physicians and subsequently reviewed and refined by senior cardiologists; each lead was annotated independently to preserve lead-specific morphology.<b>Rhythm diversity</b> – The set spans atrial fibrillation (AFIB), atrial flutter (AF), atrial tachycardia (AT), supraventricular tachycardia (SVT) and multiple sinus irregularities, providing rich morphological variation for robust model training.<br><br>Rhythm Type Records numAF (Atrial Flutter) 400AFIB (Atrial Fibrillation) 400AT (Atrial Tachycardia) 121SB (Sinus Bradycardia) 400SI (Sinus Irregularity) 399SR (Sinus Rhythm) 400ST (Sinus Tachycardia) 140SVT (Supraventricular Tachycardia) 139Total 2399<br>The combination of high-quality beat-level labels and broad rhythm coverage makes RDB a strong benchmark for developing and evaluating ECG segmentation algorithms that must generalise across diverse clinical presentations.<b>DOI:</b>10.6084/m9.figshare.28892186<b>Citations: </b>Zheng, J., Zhang, J., Danioko, S. <i>et al.</i> A 12-lead electrocardiogram database for arrhythmia research covering more than 10,000 patients. <i>Sci Data</i> 7, 48 (2020). DOI: https://doi.org/10.1038/s41597-020-0386-x.<br>Liu, Y., Zhang, P., Feng, X., Hu, D., Zhou, D., Li, J., ... & Li, Q. (2025). Y-Net-ECG: A Multi-Lead informed and interpretable architecture for ECG segmentation across diverse rhythms. <i>Expert Systems with Applications</i>, 127955. DOI: https://doi.org/10.1016/j.eswa.2025.127955.<br><br>
DOI: 10.6084/m9.figshare.13298429.v1
title: customer online reviews of upper limb rehabilitation devices.xlsx

description: This is dataset for customer online reviews of upper limb rehabilitation devices.
DOI: 10.6084/m9.figshare.25844254.v1
title: Supraspinal Neuron Injury Responses

description: A collection of single nuclei datasets from various types of spinal-projecting neurons in adult mice, responding to spinal cord injury. Scripts to analyze the data are available in Github (https://github.com/RegenerationLab/Supraspinal_Injury) and the data are fully described in a forthcoming publication entitled "Injury Distance Limits the Transcriptional Response to Spinal Injury".
DOI: 10.6084/m9.figshare.26754418.v1
title: Data repository CO-CYCLING.xlsx

description: The effect of carbon monoxide Supplementation on Altitude Training Effects and Cycling Performance in Elite Athletes
DOI: 10.6084/m9.figshare.5455702.v1
title: ActiveBandPassFilter

description: Active bandpass filter with 4 times amplification. It has a high-pass 3-pole butterworth circuit (-3 dB at 1 Hz, -30 dB at 0.3 Hz), and a low-pass 3-pole butterworth cirtuit (-3 dB at 20 Hz, -30 dB at 50 Hz).<br>References<br>Scherz P, Monk S (2016) Practical Electronics for Inventors, 4th edn. Edition: McGraw-Hill Education TAB.<br><br><br>
DOI: 10.6084/m9.figshare.12587495.v1
title: van der Vinne et al. 2020 - Estimating core body temperature based on thermography in freely moving mice - Raw data Scripts Outputs

description: This file contains all raw data, scripts and outputs per mouse underlying the analyses presented in the article: van der Vinne et al. "Optimisation and validation of thermal imaging to continuously and non-invasively assess core body temperature changes in mice".<br><br>All scripts were written in SciLab 6.0.1.
DOI: 10.6084/m9.figshare.23826420.v1
title: iSCAT live-cell imaging

description: Live-cell image data files captured by fluorescence-combined iSCAT microscopy
DOI: 10.6084/m9.figshare.19779337.v1
title: Thy1_01Jul_neuropixels

description: Neuropixels recording at 2500Hz, all channels, with tagged SWRs in both dorsal, ventral, and dorsal+ventral. From Navas-Olive, Amaducci et al 2022 (https://www.biorxiv.org/content/10.1101/2022.03.11.483905v1) <br> LFP_downsampled.dat : binary file with all 384 channels at 2500 Hz, sorted from top to bottom <br> info.mat : matlab file with sampling frequency (fs), ground truth (ground_truth.dorsal, ground_truth.ventral, ground_truth.dorsalventral), and list of areas of each channel (areas).