cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29148473.v1
title: 16S rDNA Sequencing Data: Gut Microbiota in a Mouse Model of Intracerebral Hemorrhage

description: This dataset contains the high-throughput 16S rDNA amplicon sequencing data from fecal samples of C57BL/6 mice, generated as part of the study titled "The Obesity Paradox in Intracerebral Hemorrhage: Exploring Potential Protective Mechanisms Through Gut Microbiota Modulation."The primary aim of the parent study was to investigate the potential protective effects of obesity on intracerebral hemorrhage (ICH) outcomes and to explore the role of gut microbiota modulation in these effects. C57BL/6 mice were used to establish an ICH model via collagenase injection, with groups including wild-type (WT), wild-type with ICH (WT-M), obese (OB), and obese with ICH (OB-M).
DOI: 10.6084/m9.figshare.3553485.v1
title: Appendix C. The response of zooplankton community composition to different treatments.

description: The response of zooplankton community composition to different treatments.
DOI: 10.6084/m9.figshare.14583282.v1
title: Dataset on the predicted impacts of climate change and extreme temperature events on the future distribution of fruit bat species in Australia

description: Fruit bats are important pollinators and seed dispersers whose distribution may be affected by climate change and extreme-temperature events. We assessed the potential impacts of those changes and events on the future distribution of fruit bats in Australia. Correlative species distribution modelling was used to predict the distribution of seven (based on data availability) tropical and temperate fruit bat species. We used bioclimatic variables, the number of days where temperature ≥ 42 °C (known to induce extreme heat stress and mortality in fruit bats), and land cover (a proxy for habitat) as predictors. An ensemble of machine-learning algorithms was used to make predictions for the current-day distribution and future (2050 and 2070) scenarios, using multiple emission scenarios (RCP 4.5 and 8.5) and global circulation models (Australian Community Climate and Earth System Simulator, Hadley Centre Global Environment Model Carbon Cycle, and the Model for Interdisciplinary Research on Climate).
DOI: 10.6084/m9.figshare.28881314.v1
title: Comprehensive Climate, Soil, Agronomic, and Management Dataset for Data-Driven Cotton Irrigation in NW China

description: This unique dataset integrates climate data, real-time soil sensor data, agronomic data, and crop management data, specifically designed to enhance smart irrigation decision-making for cotton in the semi-arid climate of Northwest China. The dataset establishes correlations between cotton yields, soil conditions, and climatic factors, including detailed records of irrigation, fertilization, crop yields, and soil moisture. To demonstrate its utility, the dataset was validated through the application of advanced machine learning techniques, including reinforcement learning (RL) and algorithms such as DNN, XGBoost, MLP, and RF, to optimize irrigation strategies and simulate irrigation-yield relationships. These approaches effectively balanced crop yield maximization with water use efficiency, underscoring the dataset’s potential to advance sustainable agricultural practices. This dataset serves as a valuable resource for data-driven agricultural research, enabling smart decision-making, validating crop models, and improving agricultural sustainability.
DOI: 10.6084/m9.figshare.7666892.v3
title: "Single Phase3" and "Dual Phase3" Neuropixels Datasets

description: The datasets, previously at data.cortexlab.net, are now located at:https://doi.org/10.5522/04/25232962 (one probe)andhttps://doi.org/10.5522/04/25226867 (two probes)Further details are available at those links. Please cite this DOI if you use either of these datasets.
DOI: 10.17632/3txf7wmgms
title: Bioactive compounds of the water fraction of 70% ethanol extract of S. Littroralis stems

description: This attachment contains detailed information about the identified bioactive compounds in Spatholobus littoralis stem fractions. The data include the following parameters:

Name – The name of the identified compound.

Formula – The molecular formula of the compound.

Group – The classification or chemical group to which the compound belongs.

SMILES – The Simplified Molecular Input Line Entry System (SMILES) notation representing the molecular structure.

Retention Time (min) – The retention time of the compound as detected in the UHPLC-Q-Orbitrap-HRMS analysis.

Calculated Molecular Weight – The theoretical molecular weight of the identified compound.

These details provide essential chemical and analytical characteristics of the bioactive compounds, supporting their identification and potential pharmacological applications.
DOI: 10.17632/j9pv9s6jzc
title: Push-out test database of 611 tests on headed studs in profiled steel sheeting transverse to the supporting beam

description: This database is collected for evaluating the reliability of design models for predicting the shear resistance of headed studs in profiled steel sheeting transverse to the supporting beam.
The database contains 611 push-out tests including tests with and without transversal load applied, with studs both through-deck welded and welded through pre-punched holes in the sheeting.
DOI: 10.6084/m9.figshare.16499085.v1
title: Data Set: Python Crypto Misuses in the Wild

description: Study results and scripts to obtain the results for our paper "Python Crypto Misuses in the Wild" [@akwick @gh0st42 @Breitfelder @miramezini]<br>The archives in this folder contains the following:<br>- <i>evaluations.tar.gz </i>contains the evaluation folder from the GitHub project linked in References. <br>- <i>tools.tar.gz</i> contains the tools folder from the GitHub project linked in References.<br>- <i>repos-py-with-dep-only-src-files.zip </i>contains the source files and their dependencies of the Python projects analyzed.- <i>repos-micropy-with-dep-only-src-files.zip </i>contains the sources files and their depedencies of the MicroPython projects analyzed.<br><br>
DOI: 10.17632/cphpc3hfmp
title: A diverse hidradenitis suppurativa cohort: a retrospective cross-sectional study of 13,130 patients from a large US healthcare system database from 1995-2022 --Supplemental Information

description: Supplemental Information
DOI: 10.17632/vjtxybrc28
title: Reference group influences and campaign exposure effects on rhino horn demand
DOI: 10.6084/m9.figshare.18316499.v2
title: Supplemental Table

description: Supplemental Table
DOI: 10.17632/vt5v7c27kw
title: Personality traits preferences and educational choices

description: Data to replicate descriptives and analysis from the paper: Coenen, J., Borghans, L. & Diris, R. (2020). Personality traits, preferences, and educational choices: a focus on STEM
DOI: 10.6084/m9.figshare.13079291.v1
title: Lymphoid Single Cell Dataset

description: This is a single cell (segmented) multiplexed CODEX imaging dataset of three human tonsils, a spleen, and a lymph node from different donors. Here the use of the CODEX protocol to stain cellularly dense human lymphoid tissues with a panel of 46 antibodies (n=1 CODEX multicycle imaging of each tissue with stated antibody panel: 3 tonsils, each from a different donor, 1 spleen from another donor, and 1 lymph node from another donor). The 46-antibody panel contains antibodies to key adaptive and innate immune, functional, and stromal, and epithelial markers.
DOI: 10.6084/m9.figshare.28334060.v1
title: Supplementary Material from Food deprivation is associated with telomere elongation during hibernation in a primate

description: Suppl_Mat.xlsx
DOI: 10.15468/dl.f32rpe
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salsola kali L.",
 "Country is China"
 ]
}

 The dataset includes 51 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013065-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/j8sx53mdsn
title: Research Data on Intensity of "Exploitation-Exploration Innovation Strategies and Credit Ratings"

description: This document explains how we obtained the data we used in our paper in section 1. Section 2 presents the STATA codes for tables developed in our paper. We also provide a master file in a CSV format that can be used in STATA to run all analyses using the codes provided in section 2.
DOI: 10.6084/m9.figshare.11577477.v1
title: SMT-ZL.xlsx

description: In this study, 50 kg N ha<sup>−1</sup> yr<sup>−1 </sup>was applied to the canopy of <i>C. chinensis</i> in a subtropical forest in south China from 2013‒2016. Then, the dynamics of xylem formation were monitored during 2015 and 2016 using microcore sampling.<br>
DOI: 10.6084/m9.figshare.19806304.v1
title: Data on emotional ratings of IADS-2 and additional sounds from Mexican participants.

description: <strong>IADS-2-MEX-BigData</strong> The excel file has three worksheets: Grupo 1 (Group 1), Grupo 2 (Group 2), and Grupo 3 (Group 3). <br> Each worksheet has the individual ratings of participants for 58 sounds. Participants and sounds between worksheets are different. The total number of participants is 329 and the total number of sounds is 174. <br> The first 9 columns in each worksheet have demographic information: <br> 1. Participante (Participant number) <br> 2. Edad (Age): 17 - 60 years old <br> 3. Sexo (Sex): Masculino (Male) or Femenino (Female) <br> 4. Estado (State): Name of the Mexican state where the participant is from. <br> 5. Lateralidad (Handedness): Zurdo (Left-handed), Diestro (right-handed), Ambidiestro (Ambidextrous). <br> 6. Expertise en audio (Audio expertise): Sí (Yes) or No (No) <br> 7. Estudios (Education level): Preparatoria (High-School), Licenciatura (Undergraduate studies), Especialidad o Posgrado (Graduate studies). <br> 8. Tipo de audífonos (Type of headphones): Circum-aurales (Covering the ear), Supra-aurales (Over of the ear) or Intra-aurales (Inserted in the ear) <br> 9. Marca y model (Headphone brand and model, if reported by participant) <br> The rest of the columns are grouped in sections of three columns. The first row has the sound name, second row the sound number on IADS-2, and third row indicates the rating: Valence (val), Arousal (aro) or Dominance (dom). The sounds added to this database that are not from IADS-2 are: <br> Pop 1000, Banda 1001, Electronic 1002, Cumbia 1003, Reggaeton 1004, Pink Noise 1006, White Noise 1007 <br> NaN values are ratings during audio errors or that participants did not rate. -------------------------------------------------------------------------------- IADS-2-MEX The excel file has 8 worksheets. The first two columns in each worksheet have the name and number of sound in IADS-2 and additional sounds, 174 in total. The rest of the columns have mean ratings (M) and standard deviations (SD) in valence (VAL), arousal (ARO) and dominance (DOM): <br> 1. All: Descriptive statistics based on all subjects 2. Sex: Descriptive statistics based on sex groups. Male (M) and Female (F) 3. North: Descriptive statistics based on participants from states in north region. 4. Occident: Descriptive statistics based on participants from states in occident region 5. Orient: Descriptive statistics based on participants from states in orient region. 6. South: Descriptive statistics based on participants from states in south region. 7. Center: Descriptive statistics based on participants from states in center region. 8. Headphones: Descriptive statistics based on type of headphones. Intra-aural(I), supra-aural(S) and Circum-aural(C). <br> The sounds added to this database that are not from IADS-2 are: <br> Pop 1000, Banda 1001, Electronic 1002, Cumbia 1003, Reggaeton 1004, Pink Noise 1006, White Noise 1007
DOI: 10.6084/m9.figshare.28782224.v1
title: <b>ELECTRONIC ACKNOWLEDGEMENT RECEIPT Title of Invention Membrane System for In Situ Destruction of PFAS Using Aluminum Vanadium Nitride Catalyst</b>

description: This patent discloses a <b>catalytic membrane system</b> that uses a custom aluminum–vanadium nitride material—<b>branded as "AloVeNe"</b>—to <b>capture and destroy PFAS (per- and polyfluoroalkyl substances)</b> in contaminated fluids such as water or milk.
DOI: 10.17632/3xwncsb5c6
title: Three-dimensional susceptibility model of the Manica greenstone belt, Mozambique, an integrated analysis with in-situ petrophysics and geochemistry data

description: Air Magnetic data (residuals and regional anomalies)
Topography
Pseudogravity data
Petrophysical data
Geochemical data
DOI: 10.17632/9mynkm782s
title: Knowledge, attitudes and practices regarding anemia among pregnant women

description: The attached XLS file contains data from a study that assessed the knowledge, attitudes, and practices of pregnant women regarding anemia using a validated questionnaire from the United Nations Food and Agricultural Organization.
DOI: 10.17632/txzzw9n7xs
title: ELS_NBI_Classification_Validation_Dataset

description: Validation of the European Laryngological Society classification of glottic vascular changes as seen by Narrow Band Imaging in the optical biopsy setting

Abstract
Purpose
In 2016, the European Laryngological Society (ELS) proposed a classification for vascular changes occurring in glottic lesions as visible by Narrow Band Imaging (NBI), based on the dichotomic distinction between longitudinal vessels (not suspicious) and perpendicular ones (suspicious). The aim of our study was to validate this classification assessing the interobserver agreement and diagnostic test performance in detecting the final histopathology.
Methods
A retrospective study was carried out by reviewing clinical charts, preoperative videos, and final pathologic diagnosis of patients submitted to transoral microsurgery for laryngeal lesions in two Italian referral centers. In each institution, two physicians, independently re-assessed each case applying the ELS classification.
Results
The cohort was composed of 707 patients. The pathologic report showed benign lesions in 208 (29.5%) cases, papillomatosis in 34 (4.8%), squamous intraepithelial neoplasia (SIN) up to carcinoma in situ in 200 (28.2%), and squamous cell carcinoma (SCC) in 265 (37.5%). The interobserver agreement was extremely high in both institutions (k=0.954, p<0.001 and k=0.880, p<0.001). Considering the diagnostic performance for identification of at least SIN or SCC, the sensitivity was 0.804 and 0.902, the specificity 0.793 and 0.581, the positive predictive value 0.882 and 0.564, and the negative predictive value 0.678 and 0.908, respectively.
Conclusions
The ELS classification for NBI vascular changes of glottic lesions is a highly reliable tool whose systematic use allows a better diagnostic evaluation of suspicious laryngeal lesions, reliably distinguishing benign ones from those with a diagnosis of papillomatosis, SIN or SCC, thus paving the way towards confirmation of the optical biopsy concept.
DOI: 10.6084/m9.figshare.20020193.v1
title: Retail Mix Differences between Off-line and On-line Stores of the Same Chain

description: Abstract Diversification of store formats and dispersion of boundaries between retail channels - facts arising from the expansion of the scope of Internet - have led many retailers to move from single channel to multichannel operation. With this in view, the present study aims to identify and analyse the differences in retail components - assortment, price, price ranges and services - between physical and virtual stores operating both channels. The research was developed in four phases: (a) definition of retailers and location of stores, selection of departments and product categories; (b) data collection; (c) data analysis and identification of differences; (d) semi-structured interviews with company leaders. A sample of 756 models in six product categories shows that virtual retail is more competitive than physical retail as to assortment (91% higher), prices(13% to 15% lower), more attractive payment terms(3-12 installments without interest) and width of price ranges. If these competitive advantages are kept along with the guarantee of credibility in delivery and possibility of exchange or refund, virtual retail is bound to have a consistent growth perspective proportionally greater than that of physical retail.
DOI: 10.17632/dg7kv5mcv3
title: McGinn and Miranda EBSD data for 17NZ41 (untwinned) and 17NZ42 (Dauphine twinned)

description: These are EBSD map data files (.cpr, .crc) for the two samples featured in the McGinn and Miranda (submitted to JSG, 2018) manuscript. Subsets of grain populations were saved as project files (.cpr, .crc), and the description of the subset is contained within the file name.
DOI: 10.17632/mt6fph6v2c
title: Data for: Syllable-internal corrective focus in Korean

description: The paper related to this dataset examines the realization and scope of syllable-internal corrective focus in Korean. This acoustic study investigates prominence modulation at the sub-syllable level using a corrective focus task, examining duration and pitch, with particular attention to distinctions reflecting the gestural composition of Korean tense and lax consonants. The segmental focus production is elicited by responding to a question, for example, "Is X between the tree and Y'?" with Y' having a single segmental contrast with a target nonce-word (e.g., komanat, komatan). The recorded response sentences uploaded here as Supplemental Data have a form of "No, X is between the tree and Y," where Y is the target tri-syllabic nonce-word (e.g., komatat). Complementary (control) post-focus utterances are obtained by answering the question "Is Z between the tree and Y?" so that in response to that question, the word (X) preceding the target nonce-word (Y) is focused. Speakers were 16 young adults speaking Seoul Korean. The data files include all raw audio (wav) files used for data analysis. The paper’s results show that the scope of focus is not much smaller than the interval of syllable and that focus effects are manifested with systematic variations depending on the gestural structures, i.e., consonants, active during the domain of a focus gesture, irrespective of the elicited focus position within the syllable. Moreover, the findings provide support for an interaction between focus modulation and pitch accentual gestures. This work was supported by a grant to Dani Byrd from the NIDCD [DC003172]. Reference: Oh & Byrd (to appear). Syllable-internal Corrective Focus in Korean. Journal of Phonetics.
DOI: 10.6084/m9.figshare.1201508.v12
title: LTSTM data

description: This is the collection of low temperature STM data collected for my PhD. Much of the data will require a special tool to read it. You can use WSxM from www.nanotec.es for this purpose.
DOI: 10.6084/m9.figshare.12029553.v1
title: H4LO Dataset

description: Welcome to H4LO dataset!<br><br>This data was used to verify the H4LO system. It is separated into 3 unique users. <br>User 1 contains fingerprinting and living datasets:<br>fingerprint_1fingerprint_2living_1_singleliving_1_dualliving_2_dualliving_3_dualliving_4_dualraw_data<br>User 2 contains fingerprinting and living datasets:<br>fingerprint_1fingerprint_2living_1_dualliving_1_singleliving_2_dualliving_2_singleliving_3_dualliving_3_singleliving_4_dualraw_data<br>PLEASE NOTE: The 4 dual living experiments have been collected from 2 unique users at the same time.<br>User 3 contains fingerprinting ONLY:fingerprint_1fingerprint_2raw_data<br>Each user also contains the folder with raw_data, where the collected data is not synchronised in time. <br>If you use this dataset in your own work, please cite the corresponding publication:<br>'H4LO: Automation Platform for Efficient RF Fingerprinting using SLAM-derived Map and Poses' published in IET Radar, Sonar and Navigation <br>By:Michal KozlowskiNiall TwomeyDallan ByrneJames PopeRaul Santos-RodriguezRobert Piechocki<br><br>
DOI: 10.6084/m9.figshare.22698370.v1
title: Can large-scale tree planting in China offset the loss of climate connectivity due to deforestation?

description: Changes of climate connectivity for the forests across Mainland China (excluding islands), including the extent of climate connectivity (ECC) and the probability of climate connectivity (PCC) for species with maximum dispersal distances of 3km, 10km, 30km, and 100km.
DOI: 10.17632/37mnp6vr7k
title: Data for: Effects of Al on the precipitation of B2 Cu-rich particles in Fe-Cu ferritic alloy: Experimental and theoretical study

description: The developed EAM potentials of Fe-Cu-Al, i.e. the tabulated and LAMMPS setfl format files.
DOI: 10.17632/8mg8mkc7k5
title: Thermal images dataset, Transformer, 1 phase  dry type

description: --Contact email: 
najafi.mohamad.sh@gmail.com
m.najafi@nit.ac.ir
--Babol Noshirvani University of Technology
This version(3) contains 45 samples of Ground Truth images--determined by experts--for segmentation in order to reach the region of interest(ROI) in transformer.
--Applying this dataset is allowed just by considering the creator's citation for any academic or other purposes.
---This is thermal images (IRT) dataset in the context of condition monitoring of electrical equipment--Transformers. All artificially generated defects are internal faults, so they neither depend on external pieces nor failure in initial setup components. Regarding the transformer, 8 different cases of short circuit failures in common core winding were examined. The thermal image acquisition is done on the workbench by a Dali-tech T4/T8 infrared thermal camera in an Electrical Machines Laboratory at the environment temperature of 23°.
The number of images is 255 in 9 conditions- one of them is healthy/normal condition.
You can find the other specification in the attached PDF files or the related published paper.(DOI: 10.1109/ICSPIS51611.2020.9349599)
DOI: 10.6084/m9.figshare.20394282.v2
title: Raw data, figures, and scripts from A Diversified Portfolio of Tokenised Revenue Streams Can Provide Hedging Opportunities for Renewable Electricity Generators

description: Raw data, figures, and scripts from <em>A Diversified Portfolio of Tokenised Revenue Streams Can Provide Hedging Opportunities for Renewable Electricity Generators.</em> <br> This dataset has been updated to reflect reviewer comments.
DOI: 10.6084/m9.figshare.24079581.v1
title: NZPSV1k.2023, NZPSV11k.2023, Mavora Lakes, Lake Pupuke and Lake Pounui palaeomagnetic secular variation records.

description: Palaeomagnetic secular variation records from New Zealand lakes: Mavora Lakes (11250 - 0 BP), Lake Pupuke (10000 - 1500 BP) and Lake Pounui (2000 - 0 BP). NZPSV11k.2023: New Zealand master record, compiled from the lake sediment palaeomagnetic records listed above,NZPSV1k.2023: high resolution master record compiled from observatory records, global model of observations (gufm1), lake sediment records and archaeointensities.