cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5066/p9asznjr
title: Self-potential tomography preconditioned by particle swarm optimization—Self-potential monitoring and streamflow data acquired March 26–September 14, 2023 at East Fork Poplar Creek near Oak Ridge Tennessee, with forward and inverse modeling computer scripts

description: This data release contains self-potential (SP) monitoring data measured on the flood plain of East Fork Poplar Creek (East Fork) in Oak Ridge, Tennessee and streamflow data measured at streamgage EFK5.4 about 310 meters upstream from the SP monitoring site. Additionally, forward and inverse numerical modeling scripts used to model the electrical-potential field on the East Fork flood plain are provided. SP monitoring data included in this data release were measured at 39 different data-collection points on the east flood plain; 30 points were spaced 3-m apart along an 87-m profile parallel to the edge of the streambank, and 9 points were spaced 5-m apart along a 40-m profile approximately perpendicular to the streambank. The two profiles of SP data-collection points intersected at the approximate midpoint of the profile parallel to the streambank. Transient voltages were measured at each data-collection point every 60 seconds between 16:13 Eastern Standard Time (EST) on March 26, 2023, and 11:41 EST on September 14, 2023. Streamflow data included in this data release overlap the time-period of self-potential monitoring and were measured every 900 seconds between 16:23 on March 26, 2023, and 23:53 on September 14, 2023.
DOI: 10.5281/zenodo.10260271
title: WRF Output

description: WRF domain is centered at (62°W, 40°N) with a horizontal resolution of 10 km. The horizontal grid dimensions are 399 × 299, covering the western subtropical North Atlantic.
Initial and lateral boundary conditions are extracted from ERA5 reanalysis data (0.25 X 0.25). The lateral boundary forcings are updated at 6 hourly intervals. The model was initialized at 00UTC on 15 Feb 2010, and the integration ended at 18 UTC on 17 March 2010. The 5-day average SST output from MITGCM for the same time period was  is used to force the WRF model.
DOI: 10.5281/zenodo.10354694
title: Mutual neutralisation of NO+ with O-

description: The data files found here contain the data as obtained and displayed in "Mutual neutralisation of NO+ with O-" published in Physical Review Letters.
DOI: 10.5281/zenodo.11562315
title: Landmine Detection Using Electromagnetic Time Reversal-Based Methods. Part 1: Classical TR, Iterative TR, DORT and TR-MUSIC

description: In this repository, you can find the simulation files used to reproduce the results presented in the paper titled "Landmine Detection Using Electromagnetic Time Reversal-Based Methods." If you find these files useful, please cite the paper as it helps acknowledge the work and support future research.

This repository is organized into three main folders, each serving a distinct purpose and containing specific types of files:

CST-MWS Files: This folder contains the necessary files to simulate the examples discussed in the paper using CST Microwave Studio (CST-MWS). These files are essential for setting up and running the simulations that replicate the experimental results. 

TR-MUSIC: In this folder, you will find the MATLAB m-file required to implement the TR-MUSIC (Time Reversal-MUltiple SIgnal Classification) method proposed in the paper. This MATLAB script is designed to help users apply the TR-MUSIC algorithm to their data, enabling them to detect landmines effectively. 

2D-GFB: The 2D-GFB folder contains the MATLAB m-file necessary to run the 2D TR-MUSIC and DORT (Decomposition of the Time Reversal Operator) methods. These advanced techniques are crucial for analyzing two-dimensional data and enhancing the accuracy of landmine detection. 

By organizing the repository in this manner, we aim to make it easier for researchers and practitioners to access and utilize the simulation files effectively. Whether you are replicating the study's results or applying these methods to new datasets, the files and instructions provided should serve as a valuable resource.

If you encounter any issues or have questions regarding the use of these files, please do not hesitate to reach out for support. We hope this repository aids your research and contributes to advancements in landmine detection technologies.
DOI: 10.5281/zenodo.12786661
title: Production costs and their effect on the profitability of the SMES in Latin America

description: The micro, small and medium-sized enterprises (SMEs) play a pivotal role in the Latin America economy, creating jobs, boosting local economic activity and contribute to the socio-economic development of the region. The purpose is to reflect on the current costs management prices, the common challenges faced by SMEs in the region, and effective strategies to improve the profitability and sustainability of these companies.
DOI: 10.5281/zenodo.13230079
title: Earthquake data in the East Anatolian fault

description: This earthquake data in the East Anatolian Fault was published by previous documents and was used in my paper submitted.
DOI: 10.5281/zenodo.13274287
title: data for "Observations of significant ion energy outflows associated with cusp ion outflows and the role of Poynting flux as an energy source"
DOI: 10.5281/zenodo.13354316
title: Chemical Data used in the "Riverine dissolved organic matter responds differently to alterations in two distinct hydrological regimes from Northern Spain"

description: Complete optical data used in our paper Riverine dissolved organic matter responds differently to alterations in two distinct hydrological regimes from Northern Spain. 

The data structure in the zip file is the same as used in our code, should be preserved when replicating the results. 

The main data folder has 4 subfolders; 



abs_data : has all the raw absorbance data for all the samples divided into the 6 campaigns

metafiles:

PARAFAC_data:
DOI: 10.5281/zenodo.13932357
title: Gut Analysis Toolbox: Data and code associated with JCS manuscript

description: The data and python code in jupyter notebooks are associated with the manuscript: Sorensen et al. Gut Analysis Toolbox: Automating quantitative analysis of enteric neurons. J Cell Sci 2024; jcs.261950. doi: https://doi.org/10.1242/jcs.261950



FigS1_analysis.zip: Data files (csv) and jupyter notebooks (ipynb) pertaining to Fig. S1D,E.

Fig3_analysis.zip: Data files (csv) and jupyter notebooks (ipynb) pertaining to Fig. 3D-N.



The images and analysis files associated with analysis in GAT are also uploaded: CalR_CalB_GAT_analysis.zip

The images used in this analysis are from EXP174 in this dataset: https://zenodo.org/records/7236748
DOI: 10.5281/zenodo.7236748
title: Regional cytoarchitecture of the adult and developing mouse enteric nervous system

description: The organization and cellular composition of tissues are key determinants of their biological function. In the mammalian gastrointestinal (GI) tract, the enteric nervous system (ENS) intercalates between muscular and epithelial layers of the gut wall and can control GI function independent of central nervous system (CNS) input. As in the CNS, distinct regions of the GI tract are highly specialized and support diverse functions, yet the regional and spatial organization of the ENS remains poorly characterized.<sup>2</sup> Cellular arrangements, circuit connectivity patterns, and diverse cell types are known to underpin ENS functional complexity and GI function, but enteric neurons are most typically described only as a uniform meshwork of interconnected ganglia. Here, we present a bird’s eye view of the mouse ENS, describing its previously underappreciated cytoarchitecture and regional variation. We visually and computationally demonstrate that enteric neurons are organized in circumferential neuronal stripes. This organization emerges gradually during the perinatal period, with neuronal stripe formation in the small intestine (SI) preceding that in the colon. The width of neuronal stripes varies throughout the length of the GI tract, and distinct neuronal subtypes differentially populate specific regions of the GI tract, with stark contrasts between SI and colon as well as within subregions of each. This characterization provides a blueprint for future understanding of region-specific GI function and identifying ENS structural correlates of diverse GI disorders.
DOI: 10.5281/zenodo.8002688
title: Turbulence-distorted infrared imaging dataset.

description: This dataset contains the real data used in the paper and the full simulation data of our constructed turbulence-distorted infrared imaging dataset.
DOI: 10.5281/zenodo.8264231
title: All DNA sequences in datasets D1-D7

description: All DNA sequences in datasets D1-D7.
DOI: 10.5281/zenodo.8264249
title: Dataset D2 used to evaluate HycDemux

description: Dataset D2 used to evaluate hycdemu.
DOI: 10.5281/zenodo.8274409
title: Lamian Paper Source Data

description: The compressed file includes: - <strong>Source_Data.xlsx</strong>: Source data in spreadsheet format.<br> - <strong>SourceData.zip</strong>: Contains source data in `.rds` format, not available as spreadsheets.
DOI: 10.5439/1225453
title: Scanning Mobility Particle Sizer

description: AOS SMPS datastream
DOI: 10.6084/m9.figshare.23722416
title: PSL_3DSensor

description: # Introduction This is the repository for the paper "Polarization Structured Light 3D Depth Image Sensor for Scenes with Reflective Surfaces". It includes the data and codes that support the findings of this study. # Requirements The whole project is based on MATLAB. The version is R2022a and the needed Toolboxes are Computer Vision Toolbox and Curve Fitting Toolbox. In the visualization, you also need the [CloudCompare](https://www.cloudcompare.org/). # Notes It is better to check the results according to the order of the paper, i.e., - Experiment 1 Seeing through the reflective surface (Fig.4 and Fig. S5-S8) - Supplementary Movie 1 - Experiment 2 Seeing against the reflective noise (Fig. 5 and Fig. S9-S13) - Experiment 3 Reflective surface detection and completion in 8 scenes (Fig. 2, Fig. 6 and Fig. S14) - Experiment 3 Completion error analysis (Fig. 7) - Supplementary 10 Pointcloud fusion of fish tank scene (Fig. S17) - Supplementary 11 Detection and completion in scene with glass and mirror (Fig. S18) - Supplementary 12 Comparison with ToF on detection and completion of reflective surfaces (Fig S19) Inside each experiment, there are also readme files for guidance.
DOI: 10.6084/m9.figshare.26315281
title: Piezo_properties.xlsx

description: Piezoelectric modelling of quartz crystals based off of measured crystallographic preferred orientation.
DOI: 10.7488/ds/7505
title: Carbon and water cycle analysis across global permafrost domain
title: Model-data fusion based analysis of global terrestrial permafrost domain

description: The CARDAMOM model-data fusion (MDF) software was used to generate an analysis (0.5x0.5 degree, 2001-2019, monthly time step) of the carbon (C) and water (H2O) cycles across the global terrestrial permafrost regions. CARDAMOM used time series information on leaf area index, total woody biomass, net biome exchange of CO2 and a prior in the initial value of soil C stocks, to train an intermediate complexity model of the terrestrial ecosystem (DALEC4). CARDAMOM retrieves ensembles of parameters are estimates for DALEC4 uniquely for each pixel within the analysis domain, from these ensembles the uncertainty associated with analysis can be directly quantified. Permafrost domain defined under the RECCAP2 definition (https://www.globalcarbonproject.org/reccap/, accessed 22/08/2023). The analysis output includes uncertainty bounded estimates of ecosystem gross fluxes (e.g. photosynthesis, plant respiration, decomposition and fire), C stocks (labile, foliage, wood, fine roots, litter and soil) and their internal dynamics (e.g. allocation fractions of photosynthate and tissue mortality). The dataset relates to the upcoming publication Smallman, T.L., Williams, M. (in submission). 'Two decades of permafrost region CO2, CH4, and N2O budgets suggest a small net greenhouse gas source to the atmosphere. Permafrost region budgets of greenhouse gases and lateral fluxes of carbon and nitrogen for the years 2000-2020 based on bottom-up and top-down approaches'.
description: Metadata for the variables provided are given in the netcdf files. This includes the complete geographic extent and temporal coverage and variable definitions.
DOI: 10.15468/3t8srm
title: Records of common species of amphibians and reptiles widespread in Northern, Central, Western and Southern Ukraine

description: The dataset consists of records of Amphibia and Reptilia representatives from Northern, Central and Southern Ukraine made in the period from 1996 to 2022. The species are chosen as those not included in the latest published edition of Red Data Book of Ukraine (2009) and in the latest lists of such species prepared in 2019. The species mentioned in this dataset are characterized by wide range within the country, covering more than 70% of its territory according to spatial distribution modelling (GIS-modelling) made with the help of Maxent software.
DOI: 10.15468/dl.eapfp4
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-71.52834 41.4052,-75.00922 41.13364,-75.82626 39.97436,-82.89806 31.79545,-81.37962 27.49367,-72.48457 29.76571,-71.52834 41.4052))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Country derived from coordinates"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Asterias forbesi (Desor, 1848)",
 "Year 1981-2021"
 ]
}

 The dataset includes 100 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004961-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fw5cj9
title: Occurrence Download

description: A dataset containing 1205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Asterias rubens Linnaeus, 1758",
 "Year 1981-2021"
 ]
}

 The dataset includes 1205 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075400-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/46bxcjgws4.1
title: Exploring factors influencing the impulse buying behavior of Vietnamese students on TikTok Shop

description: The data collection process was conducted from January 2024 to March 2024 through an online questionnaire and resulting in 361 valid responses from 10 provinces and cities in the Mekong Delta. This dataset could be valuable for enterprises operating on TikTok Shop or those planning to join the platform by providing insights into consumer behavior. Furthermore, it facilitates broader comparative studies across different regions or shopping platforms.
DOI: 10.17632/pmjy5cww57.1
title: Data for Shifted flood and ecology regimes due to channel bar greening and increased flow resistance in a large dammed river

description: Data for channel and bar dynamics and flow resistance analysis in “Shifted flood and ecology regimes due to channel bar greening and increased flow resistance in a large dammed river”.
DOI: 10.21338/ess10e03_2
title: ESS10 - integrated file, edition 3.2
DOI: 10.26275/9ffg-482d
title: 3D imaging of enteric neurons in mouse

description: This dataset contains confocal projections of mouse proximal colon.
DOI: 10.26275/aqri-vyb4
title: Targets of sympathetic nerves in myenteric plexus of human colon

description: Sympathetic endings on human colonic myenteric neurons
DOI: 10.4121/55e06cd2-43cf-40d4-b2ce-ace9ce92d536
title: Data underlying the publication: Roodmus: a toolkit for benchmarking heterogeneous electron cryo-microscopy reconstructions - Roodmus_image_processing

description: <strong>Introduction</strong>data underlying the publication Roodmus: a toolkit for benchmarking heterogeneous electron cryo-microscopy reconstructions.Publication DOI: https://doi.org/10.1107/S2052252524009321Authors: M. Joosten, J. Greer, J. Parkhurst, T. Burnley, A.J. Jakobi<br><strong>Description</strong>Image processing files for all synthetic datasets associated with above-mentioned publication. Processing for most datasets was done in RELION4.0 through doppio 1.0. Output files for key jobs are provided, as well as default_pipeline.star allowing the project to be imported into doppio. Datasets 6xm5_steered and c3c3b were processed in CryoSPARC version 4.2.1. Output files for key jobs are provided.
DOI: 10.5281/zenodo.10467591
title: A new method for eliminating dust effects when quantifying the light absorption properties of brown carbon

description: Accurate quantification of the absorption properties of brown carbon (BrC) aerosols is crucial to assess the Earth-atmosphere radiative impacts of BrC. However, the BrC absorption properties were often misestimated in field observations, due to neglecting the contribution of dust absorption. This study solved this problem by coupling a method for calculating the dust concentration into the traditional model for quantifying BrC absorption. The results show that dust absorption was up to 16.8% of the sum of BrC and dust absorption in northwestern China. The potential contribution of dust to the sum of BrC and dust absorption was significantly higher in the Asia-located studies (0.4−16.8%) than in the Americas-located (<1.2%) and Europe-located (<2.3%) studies. This work underscores the necessity of eliminating the negative effect of dust in BrC quantitative model. It prompts us to revisit the BrC absorption properties resolved by previous studies, especially in dust-influenced areas such as Asia.

The data file contains data from the AE31 aethalometer, aerodynamic particle sizer spectrometer (APS), tapered element oscillating microbalance machine (TEOM), and high-resolution time-of-flight aerosol mass spectrometer (HR-ToF-AMS) used in this study, as well as data from each figure in this study.
DOI: 10.5281/zenodo.3670167
title: TAU Urban Acoustic Scenes 2020 Mobile, Development dataset

description: TUT Urban Acoustic Scenes 2020 Mobile development dataset consists of 10-seconds audio segments from 10 acoustic scenes: Airport - <em>airport</em> Indoor shopping mall - <em>shopping_mall</em> Metro station - <em>metro_station</em> Pedestrian street - <em>street_pedestrian</em> Public square - <em>public_square</em> Street with medium level of traffic - <em>street_traffic</em> Travelling by a tram - <em>tram</em> Travelling by a bus - <em>bus</em> Travelling by an underground metro - <em>metro</em> Urban park - <em>park</em> The dataset contains in total 64 hours of audio.
DOI: 10.5281/zenodo.4351156
title: FORCE 2020 Well well log and lithofacies dataset for machine learning competition

description: This well log dataset from 118 wells in the Norwegian Sea that has been used in the FORCE 2020 machine learning competition with seismic and wells to predict the lithofacies using machine learning models. The well logs have been slightly cleaned up and partially despiked. The lithofacies and lithology interpretation has been hand crafted using skilled geoscientists (Thanks to Explocrowd for excellent work). For citation in addition to the DOI please also refer to the github repository where the documentation and trained models reside https://github.com/bolgebrygg/Force-2020-Machine-Learning-competition The original well log data comes form the Norwegian government and is provided by a NOLD 2.0 license
DOI: 10.5517/ccdc.csd.cc2kbtqg
title: CCDC 2363896: Experimental Crystal Structure Determination

description: Related Article: Malkeet Singh|2024|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.27169866
title: Supplementary Material for: More Than Meets The "I": A Panoramic View of Epistemic Trust in Psychotherapy

description: Introduction: Epistemic Trust (ET), the authenticity and personal relevance we assign to interpersonally transmitted knowledge, is considered an essential component of any effective therapy. Despite its clinical significance, comprehensive empirical support is still lacking regarding whether ET is an inherent characteristic of the patient or acts as a catalyst for therapeutic change. Consequently, unlike other critical components, a clear distinction between its aspects—the patient's attributes, the therapist's contribution, and their unique therapeutic relationship—remains elusive, leaving our understanding incomplete. The current study examines the constituents of ET in therapy and its related effects through three distinct lenses: a blended snapshot lens, a prognostic lens, and a lens focusing on state-like changes. The constituents of ET were measured as follows: patient attributes were measured using attachment orientation and interpersonal functioning scales; therapist contribution was evaluated through scales assessing the therapist's use of techniques; and the patient-therapist therapeutic relationship was gauged using the working alliance scale. Methods: We collected and analyzed data from 116 patients who participated in manualized psychodynamic psychotherapy sessions to investigate the trait-like and state-like components of ET. Results: The results offer a comprehensive panoramic view with small to medium, but meaningful, correlations between ET and patients' attributes (ranging from .18 to -.26); therapists' contributions (ranging between .15 and .28); and the patient-therapist therapeutic relationship (ranging between .17 and .23). Conclusion: While some findings were consistent with our expectations, others were contrary, highlighting the necessity of considering the variations between and within patients as they have distinct theoretical, clinical, and empirical implications. Employing these three distinct lenses helps therapists gain a better understanding of the clinical picture reflected by the patient over different treatment periods. This broad perspective is of prognostic importance and encourages clinicians to adjust the treatment focus to meet the evolving needs of their patients.
DOI: 10.13026/ps31-fc50
title: Auditory evoked potential EEG-Biometric dataset

description: This data set consists of over **** 240 two-minute EEG **** recordings ****
obtained from 20 volunteers. Resting-state **** and auditory stimuli
experiments are included in the data. The goal is to develop an EEG-based
Biometric system.

The data includes resting-state EEG signals in both cases: eyes open and eyes
closed. The auditory stimuli part consists of six experiments; Three with in-
ear auditory stimuli and another three with bone-conducting auditory stimuli.
The three stimuli for each case are a native song, a non-native song, and
neutral music.