cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5x4dmc38bg.1
title: Epit and Epass descriptors of 316L stainless steel estimated by Machine Learning

description: This database comprises 5 datasets of pitting/passivity descriptors estimated from Potentiodynamic Polarisation (PP) curves. Each dataset consists of 1 CSV file comprising the following features (columns): Epit_x, Epit_y, Epass_x, Epass_y. The “Maps” indexes (rows/data samples) correspond to the PP tests numbering.
Epit_x and Epass_x, Epit_y and Epass_y correspond to Epit and Epass (V), log(jpit), and log(jpass) (µA/cm²).

This descriptors database was derived from the 5 datasets of log(j) Vs E curves obtained in high throughput fashion with the SECCM on 316L stainless steel (5 different combinations of [NaCl] and scan rates). 
The descriptors datasets present the same amount of data samples as the source (log(j) Vs E) datasets (287, 377, 119, 125 and 47) available at: 
Bertolucci Coelho, Leonardo; Ustarroz, Jon (2023), “Micro-scale potentiodynamic polarisation (log(j)) curves of 316L stainless steel”, Mendeley Data, V1, doi: 10.17632/7j6b6y48jw.1

This descriptors database was deployed as described in the following scientific article, accepted for publication in npj Materials Degradation journal on 25 September 2023:
“Estimating pitting descriptors of 316L stainless steel by machine learning and statistical analysis”.
Leonardo Bertolucci Coelho1,2,∗, Daniel Torres1, Vincent Vangrunderbeek2, Miguel Bernal1, Gian Marco Paldino3, Gianluca Bontempi3, Jon Ustarroz 1,2
1 ChemSIN – Chemistry of Surfaces, Interfaces and Nanomaterials, Université libre de Bruxelles (ULB), Brussels, Belgium
2 Research Group Electrochemical and Surface Engineering (SURF), Vrije Universiteit Brussel, Brussels, Belgium
3 Machine Learning Group (MLG), Université libre de Bruxelles (ULB), Brussels, Belgium
*leonardo.bertolucci.coelho@ulb.be

In “Estimating pitting descriptors of 316L stainless steel by machine learning and statistical analysis”, we provide a methodology for estimating Epass (passive potential) and Epit (pitting potential) from: 1. typical log(j) Vs E curves with a straightforward passivity breakdown (using an algorithm based on linear regression (LR)); 2. PP curves with more unique profiles mainly due to metastable events (using Artificial Neural Networks (ANN) trained on the LR estimates). 

For further details on the acquisition of the PP curves, please refer to: 
Bertolucci Coelho, Leonardo (2023), “Micro-scale potentiodynamic polarisation curves of 316L stainless steel ”, Mendeley Data, V3, doi: 10.17632/78rz8vw46x.3
Coelho, L. B. et al. Probing the randomness of the local current distributions of 316 L stainless steel corrosion in NaCl solution. Corros. Sci. 217, 111104 (2023).
DOI: 10.17632/6j64v6vfmm.1
title: Kuper et al._GCA

description: Apatite and complementary whole-rock Sm-Nd isotopic data, major and trace element data, as well as parameters for phase equilibria modelling for Isotopic perspectives on Precambrian mafic rocks: 
Comparing Sm–Nd systematics in apatite and whole-rock.
DOI: 10.17632/zyjxgxhgyt.1
title: Supplemental Materials to the Manuscript "Earthquake Source Impacts on the Generation and Propagation of Seismic Infrasound to the Upper Atmosphere"

description: This collection hosts the data and animations associated with the journal article, Earthquake Source Impacts on the Generation and Propagation of Seismic Infrasound to the Upper Atmosphere. The full-text manuscript is published in Geophysical Journal International.

Authors:
Y. Nozuka, 
Department of Geophysics, Graduate School of Science, Kyoto University
P.A. Inchin, 
Computational Physics, Inc., Springfield, Virginia 22151, USA
Department of Physical Sciences and Center for Space and Atmospheric Research, Embry-Riddle Aeronautical University, Daytona Beach, FL, USA
Y. Kaneko, 
Department of Geophysics, Graduate School of Science, Kyoto University
R. Sabatini, 
Department of Physical Sciences and Center for Space and Atmospheric Research, Embry-Riddle Aeronautical University, Daytona Beach, FL, USA
Ecole Centrale de Lyon, CNRS, Universite Claude Bernard Lyon 1, INSA Lyon, LMFA, UMR5509, 69130, Ecully, France
J.B. Snively
Department of Physical Sciences and Center for Space and Atmospheric Research, Embry-Riddle Aeronautical University, Daytona Beach, FL, USA

The collection includes next datasets:
Dataset 1
Title: MAGIC3D Simulation Results. Vertical Fluid Velocities
Description: The 3D fields of vertical fluid velocities from MAGIC3D simulations and Matlab script for reading and plotting.
Keywords: 

Dataset 2
Title: SPECFEM3D Simulation Results. Fault Plane Fields
Description: The 2D fields of fault plane fields from SPECFEM3D simulations and Matlab scripts for reading and plotting.

Dataset 3
Title: SPECFEM3D Simulation Results. Surface Vertical Velocities
Description: The 2D fields of vertical velocities at the surface from 7 SPECFEM3D simulations and Matlab scripts for reading and plotting.

Dataset 4
Title: MAGIC3D Simulation Results. Animations
Description: The animations of simulated MAGIC3D simulation vertical fluid velocities for Simulation #1-7. The movies supplement Figures 2-4 of the manuscript.
DOI: 10.17632/psgm2fmrvt.1
title: CSB-RPA32 Structure Prediction Models

description: Included in this dataset are two protein coordinate structure files. One is the top-ranked unaltered AlphaFold2 predicted model using the ColabFold notebook of the interaction between Cockayne Syndrome B protein residues 123-203 and Replication Protein A (RPA32) C-terminal Domain residues 202-270, and the other is an optimized version of this predicted interaction, carried out with Coot 0.9.8.7 and Maestro version 12.9.123
DOI: 10.17632/zzdmybbd6y.1
title: Non-linear energy evolution equation for elastic scattering amplitudes of hadrons in impact parameter space

description: We transform the high-energy elastic scattering of hadrons into an initial value problem by deriving an evolution equation for the complex elastic scattering amplitudes of hadrons starting with a Regge Field Theory Lagrangian. This equation takes the form of a complex nonlinear reaction-diffusion equation, with the logarithm of energy serving as the analog of time. For the details of the derivation and the exact form of the equation see: [DOI: 10.5506/APhysPolBSupp.16.5-A3] and [DOI: 10.1140/epjc/s10052-022-10747-6]. 

In the large impact parameter approximation, we can separate the real and imaginary parts of the amplitudes. Doing this we obtain two coupled partial differential equations. To solve the differential equations numerically, we use the Kohara–Ferreira–Kodama (KFK) model [https://doi.org/10.1140/epjc/s10052-020-08703-3] and independently the Bourrely–Soffer–Wu (BSW) model [https://doi.org/10.1103/PhysRevD.19.3249] based impact parameter space (b-space) profiles for the real and the imaginary parts of the elastic scattering amplitude as initial conditions at √s = 500 GeV. The values of the three parameters (λ, ϵ, α′) associated with our evolution equation are determined by fitting the differential cross section obtained from our equation for a given energy against the cross sections measured in the TOTEM experiment (https://home.cern/science/experiments/totem). In our case, we fit the TOTEM data at 13 TeV (it has better statistics and small fluctuations). The data is available at: [https://link.springer.com/content/pdf/10.1140/epjc/s10052-019-7346-7.pdf]. After fixing the parameters the cross sections for the remaining energies come as predictions. 

Below we provide the data for 
i) the proton-proton differential cross-section obtained from our equation for different energies for the KFK and BSW initial conditions, 
ii) Real and imaginary amplitudes obtained from our equation for different energies for the KFK initial condition,
iii) Inelastic profiles obtained from our evolution equation for different energies for the KFK initial conditions.

These should allow one to reproduce the plots presented in our works: [DOI: 10.5506/APhysPolBSupp.16.5-A3] and [DOI: 10.1140/epjc/s10052-022-10747-6].
DOI: 10.17632/p6rs5d3fps.1
title: Supplementary dataset: Adding experimental precision to the realism of field observations: plant communities shape bacterial communities in a glacier forefield

description: Experimental data used in He et al. "Adding experimental precision to the realism of field observations: plant communities shape bacterial communities in a glacier forefield"
DOI: 10.5281/zenodo.14696364
title: The spherical harmonic coefficients and space factor in 2015 and 2020

description: The spherical harmonic coefficients and F10.7,SSN,Ap and Dst in 2015 and 2020
DOI: 10.5281/zenodo.14696365
title: The spherical harmonic coefficients and space factor in 2015 and 2020

description: The spherical harmonic coefficients and F10.7,SSN,Ap and Dst in 2015 and 2020
DOI: 10.17632/2t2rz4khs4.1
title: Upper Cretaceous cleavage and stretching lineation (Eaux-Chaudes massif)

description: Cleavage and stretching lineation data from the upper Cretaceous carbonates of the Eaux-Chaudes massif
DOI: 10.17632/s78trxtrph.1
title: Various Pretreatments of Surface Water compared for Ion Exchange Demineralization (Industrial Application as Demin Water)

description: This dataset contains logged sensor data used for evaluation of different pretreatment methods:
(1) Coagulation/Flocculation and Sandfiltration (COAGL/FLOCC-SF-IEX)
(2) Coagulation/Flocculation, Sandfiltration and Scavenger Resin (COAGL/FLOCC-SF-SCAV-IEX)
(3) Biologically Activated Carbon Filtration and Scavenger Resin (BACF-SCAV-IEX)
(4) Biologicall Activated Carbon Filtration and Ultrafiltration (BACF-UF-IEX)
Data of regeneration steps and exhausted mixed bed was excluded from dataset.
Data was generated from June to July 2022.
DOI: 10.17632/p3bt2wbcmj.1
title: Forging inner-disk Al-rich chondrules by interactions of CAI-like melt and ambient gas

description: Tabel S1. EPMA analysis condition for individual minerals in ARCs of this study
Table S2. EPMA major element compositions of individual minerals in ARCs of this study as determined by EPMA
Table S3. LA-ICP-MS trace element concentrations of ARCs in this study
Table S4. Instrumental biases of olivine, pyroxene, plagioclase, spinel, and glass reference materials among oxygen three-isotope sessions of this study
Table S5. Data reduction for oxygen isotope ratios in major minerals of ARCs in this study
Table S6. Summary of oxygen isotope ratios of individual analysis on ARCs of this study
Table S7. Data reduction for Al-Mg isotope analysis of olivine and spinel in MET 00526_A2 of this study
Table S8. Al-Mg isotope data of anorthitic glass reference materials
Table S9. Data reduction for Al-Mg isotope analysis of plagioclase in MET 00526_A2 of this study
Table S10a. Estimation of CAI portion in the precursor of OC ARCs based on their REE abundances
Table S10b. Bulk CAMS compositions of the refractory component in the precursor of OC ARCs inferred using two emdmember mixing models
DOI: 10.17632/ggszv27mnd.1
title: Research data of the work titled "Forecasting Municipal Solid Waste Disposal Rates Using Seasonal Autoregressive Integrated Moving Average with Exogenous Variables (SARIMAX) model"

description: Recently, various methodologies have been employed to develop forecasts for municipal solid waste generation rates (MSWDR). Notably, several of these methods are highly robust, including dynamic systems, convolutional neural networks, machine learning, and deep learning. However, when only a relatively small dataset is available, the efficiency of these methods significantly diminishes. Consequently, simpler methods such as time series analysis prove to be more suitable under these conditions, as models like the Seasonal Autoregressive Integrated Moving Average with Exogenous Variables (SARIMAX) efficiently capture the seasonal patterns and trends in variables like the MSWDR. This dataset embodies the time series derived from public databases for the case study in Colombia. The .csv files contain the foundational data required for implementing the forecasts. The .R file is the script used in RStudio to conduct the research. The outcomes produced by executing this script outline the methodological framework adopted to select, validate, and deploy the SARIMAX model to forecast MSWDR
DOI: 10.17632/twfkn7nbph.1
title: Quantitative Q-sort data on meanings of autonomy TIPNIS 2018

description: Quantitative results of a Q-sorting exercise carried out with indigenous residents of 5 communities of the Isiboro Sécure Indigenous Territory and Natinal Park (TIPNIS) in Bolivia, 2018. More details can be found at :
https://ufdcimages.uflib.ufl.edu/UF/E0/05/60/67/00001/Baudoin_Farah_C.pdf
DOI: 10.17632/gr2skw8k4s.1
title: X-ray Diffraction and Bulk and Selective Dissolution Chemical Datasets for Klamath Mountain, Tablelands, and Pickhandle Gulch Serpentine Bedrock and Soils

description: Contains the following:
A. A dataset of XRD patterns from parent material, bulk soil (&lt; 2 mm diameter), and clay-size fraction (&lt; 2 micrometer diameter) material (as well as Rietveld refinement fits and background fits) from serpentine soils in the Klamath Mountains of California, Tablelands of Newfoundland Canada, and Pickhandle Gulch Nevada.
B. A dataset containing chemical data from HF dissolution of parent material bedrock and the clay-size fraction (&lt; 2 micrometer diameter) material measured by ICP-MS and selective dissolutions (hydroxylamine hydrochloride, citrate dithionite, and sodium pyrophosphate) measured by atomic absorption spectroscopy from serpentine soils in the Klamath Mountains of California, Tablelands of Newfoundland Canada, and Pickhandle Gulch Nevada.
DOI: 10.17632/s7979tb7vb.1
title: LINF_360013200

description: DnaJ domain-containing protein | JDP67 | J67
Leishmania infantum (strain JPCM5)
DOI: 10.17632/t8z4nhv2j7.1
title: Dataset related to amorphous solid dispersions composed of a poorly soluble drug - bosentan & copovidone

description: This repository provides raw data related to :
1. Intrinsic dissolution studies of bosentan from binary solid dispersions prepared using nano spray drying and high energy ball milling.
2. 1H NMR spectra of bosentan, copovidone, and binary formulations recorded in DMSO-d6 and CDCl3.
3. ATR-IR spectra of binary formulations.
4. Raw data of DSC & TG scans of nano spray dried formulation loaded with 20% (wt.) of bosentan and 80% (wt.) of copovidone.

Description of Methods

Intrinsic dissolution studies
The binary formulations (100 mg of powder, 8 mm in diameter) were compacted in disc holders using Atlas™ manual 15 t hydraulic press (Specac, Kent, UK) with a load pressure of 2 t applied to each sample for 30 s. Then disc holders with compacts were mounted on rotating shafts (100 rpm). The test was performed at 37 °C using 500 mL of 1 % sodium lauryl sulfate as a solvent. The concentration of bosentan dissolved was determined spectrophotometrically (Shimadzu UV-1800, λ = 264 nm). 

1H NMR measurements
The spectra were recorded at 21 °C using a FT-NMR 500 MHz (JNM-ECZR500 RS1 v. ECZR, JEOL, Japan) spectrometer with Delta software. Ten milligrams of the sample were dissolved in 0.75 mL of deuterated dimethyl sulfoxide (DMSO-d6, Chemat, Gdańsk, Poland) or chloroform (CDCl3, Chemat, Gdańsk, Poland). These solutions were placed in 5-mm diameter NMR tubes and spectra were recorded. Raw data was exported into ASCII files (*1HNMR*.asc). The details on the protocol used for 1H NMR measurements were described in files (*.hdr).

Attenuated total reflectance - Infrared spectroscopic (ATR-IR) studies
These measurements were carried on a Nicolet iS5 spectrometer (Thermo Scientific) equipped with an iD3 ATR with ZnSe crystal window in the range of 4000-525 cm-1 with a resolution of 2 cm-1 and a total of 64 scans. The atmospheric interference (CO2, H2O) has been automatically subtracted using dedicated Thermo Scientific™ OMNIC™ software.

Differential scanning calorimetry (DSC) analyses
The measurements were carried out using a Mettler Toledo DSC 3+ differential scanning calorimeter (Switzerland) with the software STARe v.16.4 (5 °C/min, Ar 5.0). 

Thermogravimetric analyses (TG)
Mettler Toledo TGA/SDTA 851e apparatus was used. The measurements were carried out in Ar 5.0 (50 mL/min) at the temperature range from 25 °C up to 300 °C at the constant heating rate of 5 °C/min.
DOI: 10.17632/p939j227xd
title: NSF_JasonSauer

description: Data collected and models assembled as part of NSF Fellowship Award 2204589
DOI: 10.17632/p939j227xd.2
title: NSF_JasonSauer

description: Data collected and models assembled as part of NSF Fellowship Award 2204589
DOI: 10.17632/2j3sk5tt53.1
title: Data on fatty acid profiles of oils isolated from the mesocarps and seeds of four avocado species derived from Sabah, Malaysia

description: This data contains the 37 fatty acid profiles of oils isolated from both the mesocarps (45 samples) and seeds (25 samples) of four avocado species derived from Sabah, Malaysia.
DOI: 10.17632/nyjynfgbpg.1
title: LINF_360014600

description: eukaryotic translation initiation factor 6 (eIF-6) | TIF6
Leishmania infantum (strain JPCM5)
DOI: 10.17632/hwh2dpxk4v.1
title: Connections between Ocean Literacy principles and the specific competences of the Brazilian Common Curricular Base (Natural Sciences - High School)

description: Methodology for the creation of a table showing possibilities of connections between the ocean literacy principles and the specific competences of Natural Sciences (High School) of the Brazilian Common Curricular Base.
Results showing the identified connections, expressed both in the form of conceptual content that can be worked on in the classroom and in the form of presence and absence of connections
DOI: 10.17632/hxyrxz9cjz.1
title: LINF_360014900

description: RNA editing endoribonuclease (KREN3) | MP67
Leishmania infantum (strain JPCM5)
DOI: 10.17632/c9t5swh4vz.1
title: Data and code for: Systemic risk spillovers and the determinants in the stock markets of the Belt and Road countries

description: The attachment, “Code and Empirical data.zip”, contains codes of the methodology and empirical data in the manuscript entitled “Systemic risk spillovers and the determinants in the stock markets of the Belt and Road countries”. The brief description of the codes and empirical data is shown in the attachment.
DOI: 10.17632/j9cpzcc7m7.2
title: New Mexico Vegetation Treatment Database

description: This is the New Mexico Vegetation Treatment Geodatabase which is the most comprehensive collection of information about vegetation management (e.g., thinning, restoration, prescribed fire, and herbicide applications) for the region. While the database focuses on New Mexico it also includes part of the neighboring states of Texas, Oklahoma, and Colorado. The database contains the location and boundaries or vegetation treatments, and in many cases it also contains information about the type of treatment and the species that was targeted for removal. The version of the project here is archived for posterity and was the most current version on 1 October 2023. This project is updated quarterly with new projects, and the most current version can be found here: www.vegetationtreatments.org
DOI: 10.17632/bk7zrx4gfw.1
title: English version of the Computer Vision Symptom Scale (CVSS17)

description: Research hypothesis: The English and the Spanish version of the Computer Vision Symptom Scale (CVSS17) are equivalente and show similar psychometric properties.

The dataset is composed by two text files used as control file for WINSTEPS analysis:

1. Datos para DIF CVSS17 vs CVSS17ENG.txt: The first group of lines, from &INST to &END configures the analysis performed in WINSTEPS to perform a Differential Item Analysis (DIF), based on the Rasch analysis results, between CVSS17 English Version and the original version, developed in European Spanish. The line starting with "PDELETE" shows the respondents excluded from the analysis. The next 17 lines indicates the ID for each questionnaire item. The following lines, until the end of the archive, contains the responses obtained from the participant. Each line displays the responses of each person. The first letter indicates whether the respondent answered the English version (i) or the Spanish version (E) , followed by four numbers (assigned by random), followed by one digit showing whether the respondent was a male (2) or a female (1), followed by a group of two letters describing if the respondent was presbyope (&gt;39 years old) or non presbyope. The next 17 numbers displays the option chosen by the respondent for each item (in the order defined by the labels displayed at the begining of this file), N was used to label missing responses. 
2. Datos para análisis de Rasch de la CVSS17ENG.txt: The first group of lines, from &INST to &END configures the analysis performed in WINSTEPS to assess the structural validity of the CVSS17 English Version. The line starting with "PDELETE" shows the respondents excluded from the analysis. The next 17 lines indicates the ID for each questionnaire item. The following lines, until the end of the archive, contains the responses obtained from the participant. Each line displays the responses of each person. The first letter indicates thar the respondent answered the English Vesion (i), followed by four numbers (assigned by random), followed by one digit showing whether the respondent was a male (2) or a female (1), followed by a group of two letters describing if the respondent was presbyope (&gt;39 years old) or non presbyope. The next 17 numbers displays the option chosen by the respondent for each item (in the order defined by the labels displayed at the begining of this file), N was used to label missing responses. 

Those interested in using this data just need to use any of these two files as a control file for WINSTEPS analysis. The interpretation of the results will be shown in a scientific paper.
DOI: 10.17632/vy96jw2jfm.1
title: LINF_360016400

description: nucleoplasmin-like protein (NLP)
Leishmania infantum (strain JPCM5)
DOI: 10.17632/y6dbmmsr7t.1
title: Enzymatic stoichiometry and vector characteristics can indicate microbial resource limitation: empirical evidence from experiment with multiple nutrient addition

description: These are the raw data used in the paper entitled "Enzymatic stoichiometry and vector characteristics can indicate microbial resource limitation: empirical evidence from experiment with multiple nutrient addition".
DOI: 10.17632/wmz33vr2j2.1
title: Dislocation creep of diopside aggregates under unsaturated hydrous conditions at a confining pressure of 300 MPa

description: This data set is about the raw data on deformation of 10 water-unsaturated, 2 anhydrous and 2 water-saturated diopside aggregates at confining pressures of ~300 MPa and temperatures of 1323- 1523K in a Paterson gas-medium apparatus. This data set can be used to inverstigate the dislocation creep of polycrystalline diopside aggregates and water-weakening effects. Results show that the strength of diopside was comparable in strength to that of olivine under dry conditions but weaker than that of olivine under water-saturated conditions in the dislocation creep regime, showing remarkable water-weakening effect.
DOI: 10.17632/h4hdppv9vw.1
title: fUS Optimization

description: This folder corresponds to the manuscript "Optimized ultrasound neuromodulation for non-invasive control of behavior and physiology" describing a protocol for fUS optimization in mice.
DOI: 10.17632/t8pk2m8fxx.1
title: Structural Data from Mina Afortunada Massif

description: Structural Data from Mina Afortunada Massif for a structural, geochronological and metamorphic study of the area, in which the Cadomian deformations are analyzed, being the focus of the study, as well as the subsequent Variscan deformations
DOI: 10.17632/j8dhfy2nwh.1
title: CityZones

description: ZIP files for CityZones Tiers 1, 2 and 3, version 1.0 (2023-02-19).
DOI: 10.17632/fgz9yphvmb.1
title: Sustainable Packaging Data

description: Data collected on the fabrication of sustainable packaging by pulping using banana peel Lye and Caustic soda as a control