cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17808545
title: Rapid dose rate estimation for trapped charge dating using pXRF measurements of potassium concentration - supplementary data
DOI: 10.6084/m9.figshare.29538542
title: In silico docking yields small molecule compounds targeting the core of Frizzled 7 as negative allosteric modulators

description: CryoEM-based protein model and cryo-EM map of FZD7 (antiparallel dimer in detergent micelle) bound to compound C407
DOI: 10.6084/m9.figshare.29538542.v1
title: In silico docking yields small molecule compounds targeting the core of Frizzled 7 as negative allosteric modulators

description: CryoEM-based protein model and cryo-EM map of FZD7 (antiparallel dimer in detergent micelle) bound to compound C407
DOI: 10.5281/zenodo.17948586
title: Raman Spectroscopy Data for Ga₂O₃/por-GaAs/mono-GaAs Heterostructure

description: This dataset contains processed Raman spectroscopy data supporting the results presented in the article “Synthesis and Characterization of Ga₂O₃/por-GaAs/mono-GaAs Heterostructures for Advanced Electronic Applications.”

The dataset includes a representative Raman spectrum of the Ga₂O₃/por-GaAs/mono-GaAs heterostructure used for phase identification and assessment of crystalline quality. Raman spectroscopy confirms the presence of characteristic vibrational modes of β-Ga₂O₃ and GaAs, as well as additional spectral features associated with the porous GaAs buffer layer.

Only processed Raman data are provided. Raw spectral data and full instrumental parameters are intentionally not disclosed. An OriginLab project file (*.opju) containing the processed spectrum and plotting workflow used to generate Figure 2 of the article is included to ensure transparency of data handling and visualization.

This dataset underpins the Raman analysis presented in the article and may be reused for comparative vibrational studies of oxide/semiconductor heterostructures.

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

Raman spectroscopy was employed to investigate the vibrational properties and phase composition of the Ga₂O₃/por-GaAs/mono-GaAs heterostructure. The Raman spectrum was recorded in the spectral range covering the characteristic phonon modes of Ga₂O₃ and GaAs.

The dataset includes a processed Raman spectrum selected as representative of the synthesized heterostructure. Data processing involved baseline correction and normalization to facilitate reliable identification of vibrational modes.

Visualization and plotting were performed using OriginLab software. The provided Origin project file reproduces the workflow used to generate the Raman spectrum presented in the article.

Raw Raman spectra and detailed instrumental configuration are intentionally omitted and may be disclosed in future studies

The dataset includes:



One processed Raman spectrum of the Ga₂O₃/por-GaAs/mono-GaAs heterostructure (CSV format);


One OriginLab project file (*.opju) containing the processed spectrum and plotting workflow.
DOI: 10.5281/zenodo.17948587
title: Raman Spectroscopy Data for Ga₂O₃/por-GaAs/mono-GaAs Heterostructure

description: This dataset contains processed Raman spectroscopy data supporting the results presented in the article “Synthesis and Characterization of Ga₂O₃/por-GaAs/mono-GaAs Heterostructures for Advanced Electronic Applications.”

The dataset includes a representative Raman spectrum of the Ga₂O₃/por-GaAs/mono-GaAs heterostructure used for phase identification and assessment of crystalline quality. Raman spectroscopy confirms the presence of characteristic vibrational modes of β-Ga₂O₃ and GaAs, as well as additional spectral features associated with the porous GaAs buffer layer.

Only processed Raman data are provided. Raw spectral data and full instrumental parameters are intentionally not disclosed. An OriginLab project file (*.opju) containing the processed spectrum and plotting workflow used to generate Figure 2 of the article is included to ensure transparency of data handling and visualization.

This dataset underpins the Raman analysis presented in the article and may be reused for comparative vibrational studies of oxide/semiconductor heterostructures.

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

Raman spectroscopy was employed to investigate the vibrational properties and phase composition of the Ga₂O₃/por-GaAs/mono-GaAs heterostructure. The Raman spectrum was recorded in the spectral range covering the characteristic phonon modes of Ga₂O₃ and GaAs.

The dataset includes a processed Raman spectrum selected as representative of the synthesized heterostructure. Data processing involved baseline correction and normalization to facilitate reliable identification of vibrational modes.

Visualization and plotting were performed using OriginLab software. The provided Origin project file reproduces the workflow used to generate the Raman spectrum presented in the article.

Raw Raman spectra and detailed instrumental configuration are intentionally omitted and may be disclosed in future studies

The dataset includes:



One processed Raman spectrum of the Ga₂O₃/por-GaAs/mono-GaAs heterostructure (CSV format);


One OriginLab project file (*.opju) containing the processed spectrum and plotting workflow.
DOI: 10.15468/dl.ycg2b3
title: Occurrence Download

description: A dataset containing 1743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence, Observation)",
 "Geometry POLYGON((26.88894 -20.69695,50.56709 -20.69695,50.56709 6.06394,26.88894 6.06394,26.88894 -20.69695))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera pardus"
 ]
}

 The dataset includes 1743 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054342-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28319411
title: Perception human LOC: utah array recordings

description: This file contains the RAW data from 5 Utah-array recordings in the lateral occipital complex in humans from 5 visual/perception experiments:
1. Category. In this experiment, 10 different object categories are presented (Human faces, human bodies, monkey faces, monkey bodies, fruits, animals, tools, objects controlled for monkey bodies, objects controlled for human bodies)
2. Non-scrambled vs scrambled: typical LO-localizer with scrambled and non-scrambled images, subdivided in Color or grayscale. Each group contains 21 stimuli for a total of 84 stimuli.
3. Backward masking with 2 variations: variation 1 with stimuli from the Category experiment, variation 2 with stimuli from the non-Scrambled vs scrambled stimuli. 
4. Rivalry: experiment with 5 condition: Binocular presentation of a face (1) or place (2) for 10 seconds. Binocular presentation of face and place alternating at 1 Hz for 10 seconds (3). Binocular rivalry with face in dominant en place in non-dominant eye (4) or the other way around (5).
5. Flash suppression: each trial lasts 1400 ms. During the first 1000 ms, a face or place is presented. After 1000 ms, the initial image continues, or perception changes through real alternation of flash suppression for a total of 6 conditions.
6. Mondrian: isolated responses to mondrians presented for 250 ms
7. Category 16 ms: isolated responses to the same stimuli from the category experiment, but only presented for 16 ms. 

Each folder might contain the following dataformats:
- log or .m : contains the logfile
- ns6: raw recordings sampled at 30 kHz
- ns2: downsampled LFP at 1000 hz
- nev: MUA timestamps that passed the detection treshold (set at -3 SD of the noise)
- nex5: offline-spikesorted SUA from the nev file. 
- _COMBINED.mat: file in which the data already is processed in individual trials based on the log, ns2, nev, and if available, the nex5 file. 

The different files can be synchronized as follows:
- Photo-events in the .log or .m file correspond to the rising edges that are recordings in analog input 2 (AIP2) = channel 130 on the ns2 file. The nev and ns2 file share the same timeline and are automatically synchronized.
DOI: 10.6084/m9.figshare.28319411.v1
title: Perception human LOC: utah array recordings

description: This file contains the RAW data from 5 Utah-array recordings in the lateral occipital complex in humans from 5 visual/perception experiments:
1. Category. In this experiment, 10 different object categories are presented (Human faces, human bodies, monkey faces, monkey bodies, fruits, animals, tools, objects controlled for monkey bodies, objects controlled for human bodies)
2. Non-scrambled vs scrambled: typical LO-localizer with scrambled and non-scrambled images, subdivided in Color or grayscale. Each group contains 21 stimuli for a total of 84 stimuli.
3. Backward masking with 2 variations: variation 1 with stimuli from the Category experiment, variation 2 with stimuli from the non-Scrambled vs scrambled stimuli. 
4. Rivalry: experiment with 5 condition: Binocular presentation of a face (1) or place (2) for 10 seconds. Binocular presentation of face and place alternating at 1 Hz for 10 seconds (3). Binocular rivalry with face in dominant en place in non-dominant eye (4) or the other way around (5).
5. Flash suppression: each trial lasts 1400 ms. During the first 1000 ms, a face or place is presented. After 1000 ms, the initial image continues, or perception changes through real alternation of flash suppression for a total of 6 conditions.
6. Mondrian: isolated responses to mondrians presented for 250 ms
7. Category 16 ms: isolated responses to the same stimuli from the category experiment, but only presented for 16 ms. 

Each folder might contain the following dataformats:
- log or .m : contains the logfile
- ns6: raw recordings sampled at 30 kHz
- ns2: downsampled LFP at 1000 hz
- nev: MUA timestamps that passed the detection treshold (set at -3 SD of the noise)
- nex5: offline-spikesorted SUA from the nev file. 
- _COMBINED.mat: file in which the data already is processed in individual trials based on the log, ns2, nev, and if available, the nex5 file. 

The different files can be synchronized as follows:
- Photo-events in the .log or .m file correspond to the rising edges that are recordings in analog input 2 (AIP2) = channel 130 on the ns2 file. The nev and ns2 file share the same timeline and are automatically synchronized.
DOI: 10.6084/m9.figshare.28463321
title: EBSD data and Mechanical properties data of Al-Fe alloy series manufactured by laser powder bed fusion

description: Excel file of mechanical property data obtained from tensile tests.
OSC files (EBSD raw data) for OIM analysis software

Alloy samples: 
PBF-LB Al-Fe binary alloy
PBF-LB Al-Fe-Cu, Al-Fe-Mn, and Al-Fe-Ti ternary alloys
PBF-LB Al-Fe-Cu-Mn and Al-Fe-Mn-Ti quinary alloys
DOI: 10.6084/m9.figshare.28463321.v1
title: EBSD data and Mechanical properties data of Al-Fe alloy series manufactured by laser powder bed fusion

description: Excel file of mechanical property data obtained from tensile tests.
OSC files (EBSD raw data) for OIM analysis software

Alloy samples: 
PBF-LB Al-Fe binary alloy
PBF-LB Al-Fe-Cu, Al-Fe-Mn, and Al-Fe-Ti ternary alloys
PBF-LB Al-Fe-Cu-Mn and Al-Fe-Mn-Ti quinary alloys
DOI: 10.5281/zenodo.17948552
title: Malize Test Dataset

description: This dataset contains a collection of three distinct, real-world malware samples, i.e. Babuk ransomware, HermeticWiper, and LockBit 3. Each sample is provided with its SHA256 hash for verification and is accompanied by publicly available technical reports detailing its functionality and characteristics. This dataset is specifically designed to support research and development in static malware analysis, particularly for evaluating automated analysis tools, large language model (LLM) applications, and reverse engineering techniques.
DOI: 10.15468/dl.r8brdr
title: Occurrence Download

description: A dataset containing 1822711 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "DatasetKey is iNaturalist Research-grade Observations",
 "Country is United States of America",
 "Year is 2019",
 "Month is less than or equal to June"
 ]
}

 The dataset includes 1822711 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054333-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2pba7
title: Occurrence Download

description: A dataset containing 1126517 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "DatasetKey is iNaturalist Research-grade Observations",
 "Country is United States of America",
 "Year is 2018",
 "Month is less than or equal to June"
 ]
}

 The dataset includes 1126517 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054335-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ug6m55
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((829084.60306 43.90847,829084.59354 43.90495,829084.58865 43.89921,829084.59457 43.89179,829084.60409 43.88771,829084.61772 43.89086,829084.62132 43.89939,829084.61438 43.90792,829084.60306 43.90847))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 83 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054344-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17826682
title: Raw data associated with a paper "Cyclic Polyglycolide by Means of Metal Acetylacetonates"

description: This file contains all raw data sets and figures for a publication entiteled :

Cyclic Polyglycolide by Means of Metal Acetylacetonates (RSC Advances)

This study explores the synthesis of cyclic polyglycolide (cPGA) via ring-expansion polymerization (REP) of glycolide using various metal acetylacetonate complexes as catalysts. Among these, zirconium acetylacetonate (Zr(acac)₄) proved particularly effective, enabling rapid polymerization even at 130 °C.



Potential applications include crystallization kinetics studies, solid-state chemistry, and 3D printing (e.g., selective laser sintering).
DOI: 10.5281/zenodo.17826681
title: Raw data associated with a paper "Cyclic Polyglycolide by Means of Metal Acetylacetonates"

description: This file contains all raw data sets and figures for a publication entiteled :

Cyclic Polyglycolide by Means of Metal Acetylacetonates (RSC Advances)

This study explores the synthesis of cyclic polyglycolide (cPGA) via ring-expansion polymerization (REP) of glycolide using various metal acetylacetonate complexes as catalysts. Among these, zirconium acetylacetonate (Zr(acac)₄) proved particularly effective, enabling rapid polymerization even at 130 °C.



Potential applications include crystallization kinetics studies, solid-state chemistry, and 3D printing (e.g., selective laser sintering).
DOI: 10.5281/zenodo.17948623
title: Boshlang'ich sinf o'quvchilarida  divergent fikrlashni rivojlantirishda raqamli gamifikatsion vositalarning pedagogik samaradorligi

description: Zamonaviy ta’lim jarayonida raqamli texnologiyalar, xususan gamifikatsion vositalar o‘quvchilarning kognitiv faolligini oshirishda muhim rol o‘ynaydi. Boshlang‘ich sinf o‘quvchilarida divergent fikrlash – ya’ni bir masalaga bir nechta yechim topa olish, ijodiy yondashuv, noan’anaviy fikrlar generatsiyasi XXI asr ko‘nikmalarining muhim tarkibiy qismidir. Raqamli gamifikatsiya o‘quvchilarning motivatsiyasini oshirish, o‘quv jarayonini shaxsiylashtirish va ijodiy fikrlashni qo‘llab-quvvatlash imkoniyatiga ega. Mazkur tadqiqotning maqsadi – raqamli gamifikatsion vositalarning boshlang‘ich sinf o‘quvchilarida divergent fikrlashni rivojlantirishdagi pedagogik samaradorligini aniqlash, baholash va ilmiy asoslashdir. Ushbu maqolada raqamli gamifikatsion vositalar asosida tashkil etilgan o‘quv muhitining didaktik asoslari ishlab chiqilib, uning boshlang‘ich sinf o‘quvchilarida divergent fikrlash jarayonini faollashtirishdagi ilmiy-nazariy va amaliy jihatlari yoritilgan. Raqamli o‘yin elementlari, interaktiv topshiriqlar va kreativ muammoli vazifalarni gamifikatsiya mexanizmlarida qo‘llash orqali o‘quvchilarda motivatsiya, faol kognitiv jarayonlar va ijodiy tafakkurning kuchayishiga erishish yo‘llari tahlil qilinadi.
DOI: 10.5281/zenodo.17948648
title: Photoluminescence Spectroscopy Data for AlₓGa₁−ₓAs Nanostructures Synthesized by Wet Electrochemical Deposition under Different Voltage Regimes

description: The dataset includes photoluminescence spectra of three AlₓGa₁−ₓAs samples synthesized on textured GaAs substrates under different electrochemical deposition regimes: voltage switching, gradual voltage increase, and pulsed voltage. Photoluminescence spectroscopy was employed to evaluate optical quality, band-edge emission behavior, and the presence or absence of defect-related radiative recombination.

Only processed photoluminescence spectra are provided. Raw detector output and full instrumental parameters are not included. For transparency of data handling and figure preparation, OriginLab project files (*.opju) corresponding to each sample are provided.

This dataset underpins the photoluminescence analysis presented in the associated article and enables reuse for comparative optical characterization 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 

Photoluminescence measurements were performed at room temperature to assess the optical and electronic quality of AlₓGa₁−ₓAs nanostructures synthesized under different electrochemical deposition regimes. The recorded spectra cover the spectral region corresponding to near-band-edge emission of GaAs-based and Al-containing alloys.

The dataset includes processed photoluminescence spectra for three samples prepared under distinct voltage regimes. Data processing involved background subtraction and normalization to facilitate reliable comparison of emission features between samples.

Visualization and spectral comparison were performed using OriginLab software. Each OriginLab project file reproduces the plotting workflow used to generate the photoluminescence figures presented in the associated article.

Raw photoluminescence data and detailed instrumental parameters are intentionally omitted and may be disclosed in future studies.

Content of the dataset

The dataset includes:



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

Three OriginLab project files (*.opju) corresponding to each sample and containing the processed spectra and plotting workflow;

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


Processed spectra are provided in open formats (CSV).
DOI: 10.34894/zvvdl0
title: Preparing case studies for impact within SEP (2021-2027)

description: &lt;p dir="ltr"&gt;Every six years, on a rolling basis, Dutch universities and research institutes are evaluated according to the Strategy Evaluation Protocol (SEP).&lt;/p&gt;&lt;p dir="ltr"&gt;Based on the experiences with the Strategy Evaluation Protocol (SEP) at the Erasmus University Rotterdam as well as literature on impact evaluation, this guide provides useful tips for the different phases of selecting and writing case studies for the SEP (2021-2027), with a specific focus on highlighting societal impact.&lt;/p&gt;&lt;p dir="ltr"&gt;The document includes a timeline to help you plan and prepare your case studies before the site visit. It provides you with useful tips for each phase as well as some general recommendations.&lt;/p&gt;
description: This entry is a three-files data package totaling 4.19 MB, containing files in .pdf and .txt formats.



If you use this dataset, please cite: Evaluating Societal Impact. (2025). 
<i>Preparing case studies for impact within SEP (2021-2027)</i> (Version V2) [Online Resource]. DataverseNL. 
https://doi.org/10.34894/ZVVDL0
description: This is no longer a metadata-only release; the material has been added and the README has been updated to reflect the changes.
DOI: 10.5281/zenodo.17948302
title: Contrasting direct and indirect effects of roe deer on herb layer in gaps and closed canopies

description: These datasets and R scripts are associated with the publication "Contrasting direct and indirect effects of roe deer on herb layer in gaps and closed canopies". Detailed information regarding data processing and analysis can be found in the Methods section of the publication. This study was additionally funded by the EU European Regional Development Fund under grant number 20-3044-2-11 (F.4-V0341.7/11/12).
DOI: 10.5281/zenodo.17948466
title: The cost of order: how proteins become evolutionary deadweight (ASR)
DOI: 10.34740/kaggle/dsv/14173479
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.17605/osf.io/tmk5e
title: SOLUS-D - Efficacy of an Internet-based self-help intervention for loneliness

description: Here, we provide data from from a three-arm randomized controlled trial investigating the efficacy of an Internet-based self-help intervention for loneliness with human guidance or automated messages. Data is de-identified and does not contain sociodemographic information. 
The R-scripts and data support the findings reported in the following publication: https://doi.org/10.1038/s41598-024-57254-0
DOI: 10.15468/dl.8qkkmj
title: Occurrence Download

description: A dataset containing 1607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence, Observation)",
 "Geometry POLYGON((26.88894 -20.69695,50.56709 -20.69695,50.56709 6.06394,26.88894 6.06394,26.88894 -20.69695))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lupulella"
 ]
}

 The dataset includes 1607 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054345-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30892412
title: Lung Function GWAS

description: The file documents the associations between multiple lung function and host genetic variants.
DOI: 10.6084/m9.figshare.30892412.v1
title: Lung Function GWAS

description: The file documents the associations between multiple lung function and host genetic variants.
DOI: 10.5281/zenodo.17948717
title: AGORA Dataset

description: AGORA (AI GOvernance and Regulatory Archive) is a living collection of AI-relevant laws, regulations, standards, and other governance documents. This dataset includes bulk metadata, summaries, and text for all AGORA documents. For further details, licensing, and full credits, visit the official documentation.

AGORA is a project of the Emerging Technology Observatory.