cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17948695
title: X-ray Diffraction Data for AlₓGa₁−ₓAs Nanostructures Synthesized by Wet Electrochemical Deposition under Different Voltage Regimes

description: The dataset includes XRD patterns of three AlₓGa₁−ₓAs samples synthesized on textured GaAs substrates under different electrochemical deposition regimes: voltage switching, gradual voltage increase, and pulsed voltage. The XRD data were used to analyze phase composition, crystallinity, peak position shifts, full width at half maximum (FWHM), and crystallite size evolution as a function of aluminum incorporation.

Only processed diffraction data and derived tabulated results are provided. Raw detector output and instrumental configuration files are not included. An OriginLab project file (*.opju) containing the processed diffraction profiles and comparative visualization used for figure preparation is provided to ensure transparency of data handling and plotting.

A detailed description of the dataset structure and reuse notes is provided in the accompanying README.md file.

Methods 

X-ray diffraction measurements were performed to investigate the crystalline structure and phase composition of AlₓGa₁−ₓAs layers synthesized on textured GaAs substrates. Diffraction patterns were recorded in the 2θ range covering the principal reflections of GaAs- and AlAs-related crystallographic planes.

The dataset includes processed diffraction profiles for three samples prepared under distinct electrochemical deposition regimes. Data processing involved background subtraction, peak identification, and peak fitting to extract diffraction angles, intensities, and full width at half maximum (FWHM) values.

Peak positions were used to analyze systematic shifts associated with aluminum incorporation into the GaAs lattice, while FWHM values were used to estimate crystallite size and relative crystalline quality. Visualization and comparative analysis of the diffraction patterns were performed using OriginLab software.

Instrumental parameters and raw diffraction files are intentionally omitted and may be disclosed in future studies.

Content of the dataset

The dataset includes:



Processed XRD diffraction profiles for three AlₓGa₁−ₓAs samples (Sample 1–3);

Tabulated peak positions for multiple crystallographic planes;

Tabulated FWHM, peak intensity, and estimated crystallite size for the (111) reflection;

An OriginLab project file (*.opju) containing the processed diffraction curves and plotting layout;

A sample identification table linking diffraction data to electrochemical deposition regimes.


All tabulated data are provided in open formats (CSV).
DOI: 10.6084/m9.figshare.30892331.v1
title: Air pollutants GWAS

description: The file documents the associations between multiple air pollutants and host genetic variants.
DOI: 10.6084/m9.figshare.30892331
title: Air pollutants GWAS

description: The file documents the associations between multiple air pollutants and host genetic variants.
DOI: 10.5281/zenodo.10634697
title: Dataset and syntax for manuscript "Individual Differences in Students' Approach and Avoidance Sensitivity as Predictors of Academic Progression During Elementary School"

description: Each syntax file corresponds to figures in supplemental materials for the manuscript. 

1_ICC.inp corresponds to Figure S2.

2_multigroup_CFA.inp corresponds to Figure S3.

3_ Longitudinal_CFA.inp corresponds to Figure S4.

3a_Longitudinal_CFA_weak.inp corresponds to Figure S5.

3b_Longitudinal_CFA_strong.inp corresponds to Figure S6.

3c_Longitudinal_CFA_strict.inp corresponds to Figure S7.

4_Curve-of-factors model (CFM).inp corresponds to Figure S8.

5_SOGMM_CF_CI_3class.inp corresponds to Figure S9.

5a_SOGMM_CF_CI_3class_groupcomparison_CONFIG.inp corresponds to Figure S10.

5b_SOGMM_CF_CI_3class_groupcomparison_STRUCTURE.inp corresponds to Figure S11.

6_BISBAS_ESEM_3factor.inp corresponds to Figure S12.

7_SOGMM_CF_CI_3class_predictors.inp corresponds to Figure S13.

8_missing_analyses_and_colinearity_check.R corresponds to Figure S14.

9_creating_missing_patterns.py corresponds to Figure S15.

Syntaxes 1 - 7 are mplus files that run on the datafile SOGMM_noID.dat

Syntax 8 is an R file that runs on the datafile SOGMM_noID_missing.dat

Syntax 9 is a Python script that runs on the datafile SOGMM_noID.sav

For any questions do not hesitate to reach out to Andreas Høstmælingen, andreas.hostmalingen@nubu.no.
DOI: 10.34740/kaggle/dsv/14173547
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.34740/kaggle/dsv/14173551
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.57967/hf/7267
title: OMC25
DOI: 10.5281/zenodo.17937431
title: Gas measurements (N2, O2, Ar, CO2, CH4, N2O) of Camp Century and GRIP debris-rich ice.

description: Ice cores from Camp Century (77° 10' N; 61° 08' W) and GRIP (72° 34’N; 37° 37’W) were sampled and the Niels Bohr Institute in 2021 and 2023. Measurements of gas composition (N2, O2, Ar, CO2, CH4, N2O) were performed on 72 samples at the Université Libre de Bruxelles (Brussels, Belgium) using a custom-made system using a Thermo Scientific™ TRACE™ 1310 Gas Chromatograph. The system measured N2, O2 and Ar with a thermal conductivity detector and CO2 and CH4 with a flame ionization detector. Gas extraction was done under vaccum with melting/refreezing.A measurement of gas species  in a sample (nmeasured) was corrected for the blank (nblank), the correction factor (CF), and the analytical bias (AB) as follows:

ncorrected = (nmeasured - nblank) / (CF * AB)

For O2, Ar and CH4, the blanks were under the limit of detection (LOD) and were, therefore, not considered in the correction. The N2 and CO2 blanks were 4.10× 10-7 ± 3.36 × 10-7 and 1.02 × 10-8 ± 1.14 10-8 mol. The CF is estimated as 0.81 ± 0.03 or 0.72 ± 0.01, depending on the line configuration. The AB is 1.06 ± 0.03, 1.06 ± 0.03, 1.05 ± 0.03, 0.86 ± 0.06 and 1.10 ± 0.04 for N2, O2, Ar, CO2, and CH4 , respectively.

Uncertainties were propagated using standard error-propagation formulas, explicitly accounting for the covariance between dependent variables.See Ardoin et al. (submitted at The Cryosphere) for the complete method.
DOI: 10.6084/m9.figshare.30892439.v1
title: Commercial funding of randomized controlled trials of weight-loss interventions using dietary supplements: A rapid review

description: Nutrition research funded by commercial entities may be subject to bias. To date, no study has examined the prevalence of commercial funding in clinical trials of dietary supplements for weight loss. To estimate the prevalence of commercial funding of randomized controlled trials (RCTs) of dietary supplement interventions for weight loss. We conducted a rapid review of English-language RCTs published between 1 January 2023, testing dietary supplements for weight loss. Funding sources were extracted from full texts and categorized as industry, nonprofit, trade association, academic, government, or other. Commercial funders, trade associations, and nonprofits were further reviewed for ties to supplement sales. Of 74 articles reviewed, 59% (<i>n</i> = 44) reported commercial funding, involving 64 unique funders and 118 instances of commercial involvement. More than half of funders sold dietary supplements or had affiliated companies that did, though some affiliations could not be verified due to limited transparency. No nonprofit funders had ties to supplement sales. The majority of RCTs evaluating dietary supplements for weight loss reported commercial funding. Further research is needed to assess whether such funding influences study findings.
DOI: 10.5281/zenodo.17948778
title: Raman Spectroscopy Data for AlₓGa₁−ₓAs Nanostructures Synthesized by Wet Electrochemical Deposition under Different Voltage Regimes

description: This dataset contains processed Raman spectroscopy data supporting the results presented in the article “Wet Chemical Synthesis of AlₓGa₁−ₓAs Nanostructures: Investigation of Properties and Growth Mechanisms”.

The dataset includes Raman spectra of three AlₓGa₁−ₓAs samples synthesized on textured GaAs substrates under different electrochemical deposition regimes: voltage switching, gradual voltage increase, and pulsed voltage. Raman spectroscopy was used to assess crystalline quality, phonon mode evolution, and structural disorder as a function of aluminum incorporation and growth conditions.

Only processed Raman spectra and derived tabulated results are provided. Raw spectral data and full instrumental settings are not included. An OriginLab project file (*.opju) containing the processed Raman spectra and comparative visualization used for figure preparation is provided to ensure transparency of data handling and plotting.

This dataset underpins the Raman analysis presented in the associated article and enables reuse for comparative vibrational analysis of electrochemically synthesized AlₓGa₁−ₓAs nanostructures.

A detailed description of the dataset structure and reuse notes is provided in the accompanying README.md file

Methods 

Raman spectroscopy was employed to investigate the vibrational properties and crystalline quality of AlₓGa₁−ₓAs nanostructures synthesized under different electrochemical deposition regimes. Raman spectra were recorded in the spectral range covering the characteristic phonon modes of GaAs- and AlAs-related lattice vibrations.

The dataset includes processed Raman spectra for three samples prepared under distinct electrochemical voltage regimes. Data processing involved baseline correction, normalization, and peak fitting to extract peak positions and full widths at half maximum (FWHM).

Changes in phonon peak positions and linewidths were analyzed to assess alloy composition effects, crystalline quality, and structural disorder. Comparative visualization and plotting were performed using OriginLab software.

Content of the dataset

The dataset includes:



Processed Raman spectra for three AlₓGa₁−ₓAs samples (Sample 1–3);

Tabulated Raman peak positions for characteristic phonon modes;

Tabulated FWHM and peak intensity values used to assess crystalline quality;

An OriginLab project file (*.opju) containing processed Raman spectra and comparative visualization;

A sample identification table linking Raman data to electrochemical deposition regimes.


All tabulated data are provided in open formats
DOI: 10.6084/m9.figshare.30892391
title: Data used for Global Ecology and Conservation Journal: Research Article Title: The Lion and the Jackal: Community perspectives on carnivores and human-carnivore coexistence along the periphery of one of the largest fenced protected areas in northern Namibia

description: This is the dataset used for understanding human-carnivore interactions along the north-central region of the Greater Etosha Landscape in Namibia. This includes data on livestock depredation, carnivore killings and proportion of livestock killed by different carnivore species along the northern periphery of Etosha National Park.
DOI: 10.13140/rg.2.2.32466.82889
title: Reviewer certificate awarded to Pedro Contreras in recognition of his contribution to two manuscripts in 2025 for the Journal Symmetry - MDPI.
DOI: 10.23729/f9645229-dc8b-40e1-87d5-94698a5321a8
title: Data set for "Role of TEA, TIPA, NTA, TKPP, and DHNP in the early hydration of sodium carbonate-activated blast furnace slag"
title: Data for "Role of TEA, TIPA, NTA, TKPP, and DHNP in the early hydration of sodium carbonate-activated blast furnace slag"

description: Isothermal calorimetry, Compressive strength measurement, and TGA data for Role of TEA, TIPA, NTA, TKPP, and DHNP in the early hydration of sodium carbonate-activated blast furnace slag
description: Data for "Role of TEA, TIPA, NTA, TKPP, and DHNP in the early hydration of sodium carbonate-activated blast furnace slag"
DOI: 10.5281/zenodo.17561904
title: Rock art in Sulawesi
DOI: 10.5281/zenodo.17561903
title: Rock art in Sulawesi
DOI: 10.6084/m9.figshare.30647465
title: AI data and model

description: it includes the data of rural household of Chinese, and model of Stata.
DOI: 10.6084/m9.figshare.30647465.v1
title: AI data and model

description: it includes the data of rural household of Chinese, and model of Stata.
DOI: 10.5281/zenodo.17948597
title: Qualitative Interview Data on the Implementation of Bioedupreneur as an Experiential Entrepreneurship Learning Model
title: Data Wawancara Kualitatif Penerapan Bioedupreneur Sebagai Model Experiential Entrepreneurship Learning

description: This study explores the implementation of Bioedupreneur as an experiential entrepreneurship learning model for Biology Education students integrating theory, Wadhwani Entrepreneurship, and real market exposure. A qualitative phenomenological approach was applied with seven participants selected through criterion-based sampling. Data were collected via open-ended interviews, observation, and documentation. The findings indicate that integrating theoretical learning, digital-based progress monitoring, and direct market engagement creates an authentic entrepreneurial learning experience that enhances business literacy, self-confidence, and decision-making skills. The study confirms Bioedupreneur as an effective experiential learning approach with potential applicability in other science programs.
DOI: 10.5281/zenodo.17948598
title: Qualitative Interview Data on the Implementation of Bioedupreneur as an Experiential Entrepreneurship Learning Model
title: Data Wawancara Kualitatif Penerapan Bioedupreneur Sebagai Model Experiential Entrepreneurship Learning

description: This study explores the implementation of Bioedupreneur as an experiential entrepreneurship learning model for Biology Education students integrating theory, Wadhwani Entrepreneurship, and real market exposure. A qualitative phenomenological approach was applied with seven participants selected through criterion-based sampling. Data were collected via open-ended interviews, observation, and documentation. The findings indicate that integrating theoretical learning, digital-based progress monitoring, and direct market engagement creates an authentic entrepreneurial learning experience that enhances business literacy, self-confidence, and decision-making skills. The study confirms Bioedupreneur as an effective experiential learning approach with potential applicability in other science programs.
DOI: 10.5281/zenodo.17948830
title: Processed SEM Images of an Electrochemically Modified InP Surface with Microsegmented Morphology for Compliant Buffer Applications

description: This dataset contains a set of representative, processed scanning electron microscopy (SEM) images of an electrochemically modified indium phosphide (InP) surface engineered to function as a mechanically compliant buffer layer for advanced electronic and optoelectronic heterostructures.

The SEM images document the formation of a microtextured, domain-segmented surface morphology resulting from controlled electrochemical surface modification. The observed mosaic-like pattern consists of quasi-polygonal domains separated by narrow boundaries, providing structural decoupling that enables local strain accommodation at the interface.

Only selected processed SEM images are included in this dataset. Raw image series, full acquisition parameters, and image calibration procedures are intentionally not disclosed at this stage. The dataset is intended to document the final morphological outcome relevant to the interpretation presented in the associated research study and may be extended in future versions to include additional images or raw data, if appropriate.

This dataset supports research on compliant buffer layers, electrochemically modified III–V semiconductor surfaces, and morphology-driven strain management strategies in heterostructure integration.

A detailed description of the dataset structure and reuse notes is provided in the accompanying README.md file.

Methods 

Scanning electron microscopy was employed to characterize the surface morphology of the electrochemically modified InP sample. Imaging was performed using a field-emission SEM in secondary electron mode to resolve near-surface microstructural features.

The images included in this dataset represent processed results selected to be representative of the modified surface state. Image processing was limited to contrast optimization and format standardization to improve visual clarity and comparability. No artificial segmentation, filtering intended to alter morphology, or quantitative morphometric analysis is included.

Detailed instrumental settings, accelerating voltage, working distance, detector configuration, and electrochemical modification parameters are intentionally omitted and may be disclosed in future dataset versions upon completion of the full experimental study.

Content of the dataset

The dataset includes:



A set of processed SEM images of an electrochemically modified InP surface;

An image identification table describing each image and its morphological focus;

A sample identification table describing the material and surface state.


All images are provided in non-proprietary bitmap formats to facilitate inspection and reuse

 

File structure 

/images

   SEM_InP_processed_01.bmp

   SEM_InP_processed_02.bmp

   SEM_InP_processed_03.bmp

   SEM_InP_processed_04.bmp

   SEM_InP_processed_05.bmp

   SEM_InP_processed_06.bmp

 

/tables

   sem_image_index.csv

   samples_sem.csv

 

README.md
DOI: 10.5281/zenodo.17947901
title: UsaTax5-dataset

description: Dataset summary for UsaTax5

The UsaTax5 dataset includes 186 images in total of USA forms and their annotations. There are two folders in the root directory of the dataset: images and markup. Each of them contains subfolders with files divided into categories based on USA form's type (8919, 8839, 8865-H, 8915-F, 1040) and their pages. Each image of the dataset contains a single USA form.

Distribution of images among subsets of the UsaTax5 dataset:








Type



Count of elements



Count of pages






8919



15



1





8839



30



2





8865-H



15



1





8915-F



84



4





1040



42



2






Annotation format

The main ground truth file (see f8839-1-1.png.json as example) provides the following information about a single USA form within the image:





key document_type: the type of presented tax form;




key template_quad: location of the document’s quadrangle;




key props: collection of properties, containing information regarding the document items within the associated keys.



The supplementary ground truth file (see f8839-1-1.png_quads.json as example) provides the information about properties quadrangles, listed in props_quads JSON node.

The vertices of all the quadrangles are numbered clockwise from the top left corner.

UsaTax5-forms

This folder contains descriptions of forms, written in simplified formal language, suitable for their efficient automatic processing.
DOI: 10.5281/zenodo.15179824
title: Interfacial engineering of conformal titanium oxide nanofilms on porous carbon supercapacitor electrodes via atomic layer deposition

description: The growth mechanism of titanium dioxide onto activated carbon was determined through the growth per cycle values. The crystal structure of the deposited films was determined using x-ray diffraction and the surface defect sites of the samples are measured by Raman spectroscopy. X-ray photoelectron spectroscopy was utilized to confirm the presence of titanium dioxide and it associated surface functional groups. Surface morphology and elemental composition studies were utilized to analyze the film uniformity and a high resolution cross-sectional images to study the film conformity. Extensive charge-discharge cycles were performed to calculate the specific capacitance and the equivalent series resistance. Cyclic voltammetry studies were utilized to study the electrochemical behavior of the bare and titanium dioxide coated activated carbon electrodes.

The .opju format data was converted to open formats with 10.5281/zenodo.15300716.
DOI: 10.15468/dl.269bd3
title: Occurrence Download

description: A dataset containing 161753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buxus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 161753 records from 1253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054329-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ciqyo5
title: Occurrence Download

description: A dataset containing 10007 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliodoxa jacula Gould, 1850"
 ]
}

 The dataset includes 10007 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067474-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jrzy3u
title: Occurrence Download

description: A dataset containing 309696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Pinus L."
 ]
}

 The dataset includes 309696 records from 476 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021548-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.waprcg
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria setosa (Sw.) P.Beauv.",
 "Geometry POLYGON((-90.48 5.83,-90.48 27.81,-54.13 27.81,-54.13 5.83,-90.48 5.83))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 82 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014085-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7284/158707
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise RC0091 using a SeaBird SBE-CTD instrument system onboard the platform RV Rachel Carson

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.15468/dl.vwh3yi
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Dictyonema pavonium (Weber & D.Mohr) Parmasto, 1977",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014086-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zs9b2e
title: Occurrence Download

description: A dataset containing 2219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orcinus orca (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2219 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067477-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8y76sx
title: Occurrence Download

description: A dataset containing 430767 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-80.49827 3.4991,-71.35938 3.4991,-71.35938 11.17457,-80.49827 11.17457,-80.49827 3.4991))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 2020-2023"
 ]
}

 The dataset includes 430767 records from 285 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065463-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.