cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25345/c5b27q50w
title: MassIVE MSV000100551 - Comparative proteomic analysis of human iPSC derived dopaminergic neurons reveals model specific pathological signatures in Parkinsons disease
title: To overcome the limitations of traditional Parkinson s disease models, we employed human iPSC derived dopaminergic neurons as a human centric experimental platform. We established three in vitro models using MPTP, 6 OHDA, and alpha synuclein PFFs, subsequently performing TMT based quantitative proteomics to enable a direct, unbiased comparison across conditions. By synthesizing differential expression and functional enrichment data, we identified shared and model enriched proteomic signatures. Our findings provide a systematic proteome level reference framework, facilitating evidence based model selection for studying the diverse molecular mechanisms underlying PD pathology.
DOI: 10.5281/zenodo.18316251
title: Emerging Occurrence of Ciguatera-Causing Gambierdiscus in the Azores: Morphometric data of Gambierdiscus carolinianus from the Azores

description: This dataset contains the morphometric data used in the study “Emerging Occurrence of Ciguatera-Causing Gambierdiscus in the Azores Archipelago, Portugal (NE Atlantic)”. Measurements were obtained from strain IPMA-GBAZ01 using epifluorescence microscopy with Calcofluor White staining. Parameters include dorso-ventral depth (DV), cell width (W), antero-posterior length (L), apical pore plate dimensions, and thecal plate ratios (R1, R2, R3). These data were used for comparison with previously published morphometric profiles of Gambierdiscus species from Macaronesia and elsewhere.
DOI: 10.5281/zenodo.18316252
title: Emerging Occurrence of Ciguatera-Causing Gambierdiscus in the Azores: Morphometric data of Gambierdiscus carolinianus from the Azores

description: This dataset contains the morphometric data used in the study “Emerging Occurrence of Ciguatera-Causing Gambierdiscus in the Azores Archipelago, Portugal (NE Atlantic)”. Measurements were obtained from strain IPMA-GBAZ01 using epifluorescence microscopy with Calcofluor White staining. Parameters include dorso-ventral depth (DV), cell width (W), antero-posterior length (L), apical pore plate dimensions, and thecal plate ratios (R1, R2, R3). These data were used for comparison with previously published morphometric profiles of Gambierdiscus species from Macaronesia and elsewhere.
DOI: 10.5281/zenodo.18232449
title: RESSAIG – Renewable Energy Site Selection using Artificial Intelligence and Geographic Information System: Dataset 1 – GIS layers inputs for PV/green-hydrogen suitability mapping (Algeria)

description: This dataset contains the core input data used to develop GIS-based suitability mapping for utility-scale photovoltaic (PV) deployment and subsequent green-hydrogen (PtX) assessments in Algeria. It combines harmonised geospatial layers (resource availability, land-use constraints, and infrastructure/connection proxies) with time-series inputs used in the modelling workflow and in the generation/validation of derived techno-economic and environmental indicators, including LCOE (Levelized Cost of Electricity), LCOH (Levelized Cost of Hydrogen), PV suitability outputs, and natural gas saving (as a proxy for avoided emissions/energy substitution) maps.
DOI: 10.5281/zenodo.18337662
title: A Symmetry-Based Heuristic Framework Toward the Hodge Conjecture Using 14-Fold Modular Decomposition

description: This work presents a symmetry-based heuristic framework toward the Hodge Conjecture, proposing a conjectural 14-fold modular decomposition of Hodge-theoretic data on smooth projective complex varieties. The manuscript does not claim a proof of the Hodge Conjecture; instead, it outlines a structured program in which harmonic representatives and period integrals are organized into 14 modular sectors, together with a conceptual folding operator intended to impose rational/algebraic constraints.The framework suggests testable directions, including numerical experiments on period integrals and Laplacian spectral patterns in low-dimensional varieties (surfaces) and explicit families such as Fermat hypersurfaces. This note is intended as an exploratory hypothesis document and a starting point for further formalization using standard tools in Hodge theory and algebraic geometry.
DOI: 10.5281/zenodo.18337663
title: A Symmetry-Based Heuristic Framework Toward the Hodge Conjecture Using 14-Fold Modular Decomposition

description: This work presents a symmetry-based heuristic framework toward the Hodge Conjecture, proposing a conjectural 14-fold modular decomposition of Hodge-theoretic data on smooth projective complex varieties. The manuscript does not claim a proof of the Hodge Conjecture; instead, it outlines a structured program in which harmonic representatives and period integrals are organized into 14 modular sectors, together with a conceptual folding operator intended to impose rational/algebraic constraints.The framework suggests testable directions, including numerical experiments on period integrals and Laplacian spectral patterns in low-dimensional varieties (surfaces) and explicit families such as Fermat hypersurfaces. This note is intended as an exploratory hypothesis document and a starting point for further formalization using standard tools in Hodge theory and algebraic geometry.
DOI: 10.5281/zenodo.18232448
title: RESSAIG – Renewable Energy Site Selection using Artificial Intelligence and Geographic Information System: Dataset 1 – GIS layers inputs for PV/green-hydrogen suitability mapping (Algeria)

description: This dataset contains the core input data used to develop GIS-based suitability mapping for utility-scale photovoltaic (PV) deployment and subsequent green-hydrogen (PtX) assessments in Algeria. It combines harmonised geospatial layers (resource availability, land-use constraints, and infrastructure/connection proxies) with time-series inputs used in the modelling workflow and in the generation/validation of derived techno-economic and environmental indicators, including LCOE (Levelized Cost of Electricity), LCOH (Levelized Cost of Hydrogen), PV suitability outputs, and natural gas saving (as a proxy for avoided emissions/energy substitution) maps.
DOI: 10.5281/zenodo.17192776
title: Data behind: "Reconstructing and resampling: a guide to utilising posterior samples from gravitational wave observations"

description: This contains the scripts and data sets to reproduce figures from Reconstructing and resampling: a guide to utilising posterior samples fromgravitational wave observations (arXiv:510.11197). The data is packaged in a tar file, which contains the Python scripts and notebooks used to produce all results in the paper. The contents of the tar file are as follows:



figures/: the figures in the paper

section_2/: the conda environment YAML files and Python Notebooks used in Section 2.

section_3/: the notebooks behind the figures in Section 3, along with a Python script resampling.py that can be used as a standalone module implementing the algorithms discussed in the paper.

section_4/: the code behind the example of Section 4. There are Python scripts to calculate the likelihoods and then a separate notebook for plotting. We add a copy of the resampling.py module from Section 3.


If using the resampling.py program (with modification), we ask authors to reference the paper and the DOI of the Zenodo version that was copied.

CHANGELOG

V1) Initial versionV2) Bug fixes and version of record for the initial arXiv releaseV3) Added a numerical example to Figure 3 and fixed a bug in which the Psi normalisation factors were not computed for the PSD example.
DOI: 10.5281/zenodo.18337354
title: Data behind: "Reconstructing and resampling: a guide to utilising posterior samples from gravitational wave observations"

description: This contains the scripts and data sets to reproduce figures from Reconstructing and resampling: a guide to utilising posterior samples fromgravitational wave observations (arXiv:510.11197). The data is packaged in a tar file, which contains the Python scripts and notebooks used to produce all results in the paper. The contents of the tar file are as follows:



figures/: the figures in the paper

section_2/: the conda environment YAML files and Python Notebooks used in Section 2.

section_3/: the notebooks behind the figures in Section 3, along with a Python script resampling.py that can be used as a standalone module implementing the algorithms discussed in the paper.

section_4/: the code behind the example of Section 4. There are Python scripts to calculate the likelihoods and then a separate notebook for plotting. We add a copy of the resampling.py module from Section 3.


If using the resampling.py program (with modification), we ask authors to reference the paper and the DOI of the Zenodo version that was copied.

CHANGELOG

V1) Initial versionV2) Bug fixes and version of record for the initial arXiv releaseV3) Added a numerical example to Figure 3 and fixed a bug in which the Psi normalisation factors were not computed for the PSD example.
DOI: 10.25824/redu/qqllr6
title: Data for exploring explainable AI, contrastive and adversarial methods for weakly supervised semantic segmentation

description: This archive contains complementary data generated during the experiments presented in this thesis. Specifically, it includes: (i) pseudo segmentation masks produced by the P-NOC framework; (ii) pseudo saliency proposals generated by the C²AM-H method; and (iii) segmentation predictions obtained during the verification stage using a DeepLabV3+ model trained with the corresponding pseudo segmentation masks for both Pascal VOC 2012 and MS COCO 2014 datasets. In addition, the same categories of data are provided for the CSRM framework, including its pseudo-labels and resulting segmentation proposals. These artifacts are released to support reproducibility, qualitative inspection, and further analysis of the weakly supervised learning pipelines investigated in this work.
DOI: 10.5281/zenodo.18337711
title: THE DEVELOPMENT OF PHRASEOLOGY WITHIN CULTURAL LIFE

description: The evolution of phraseological units in English is examined in this work from a historical and cultural standpoint. In addition to being language expressions, phraseological units are cultural knowledge bearers that represent customs, social norms, and national mindsets. The study emphasizes how language and culture are inextricably linked, showing how social norms, rituals, and practices impact phraseological units' meaning. A linguocultural approach that takes into account both language structures and extralinguistic variables is necessary to comprehend these utterances. The results highlight the significance of cultural sensitivity in phraseology analysis and its function in maintaining collective cultural experience.
DOI: 10.5281/zenodo.18337712
title: THE DEVELOPMENT OF PHRASEOLOGY WITHIN CULTURAL LIFE

description: The evolution of phraseological units in English is examined in this work from a historical and cultural standpoint. In addition to being language expressions, phraseological units are cultural knowledge bearers that represent customs, social norms, and national mindsets. The study emphasizes how language and culture are inextricably linked, showing how social norms, rituals, and practices impact phraseological units' meaning. A linguocultural approach that takes into account both language structures and extralinguistic variables is necessary to comprehend these utterances. The results highlight the significance of cultural sensitivity in phraseology analysis and its function in maintaining collective cultural experience.
DOI: 10.71687/avid.ksa.99
title: EG Sensum Bosted (2018-2024)

description: EG Sensum Bosted er et webbaseret socialfagligt it-system til understøttelse af dokumentation og videndeling i sociale tilbud

Indhold
EG Sensum Bosted tilbyder en række funktioner, bl.a.: - Dokumentation af socialfaglige indsatser (registrering af borgerens mål og delmål, dokumentation af daglige observationer mv.) - Medicinhåndtering. - Faciliteter til sikker kommunikation mellem medarbejdere, borger og pårørende. - Planlægning og kalender - Økonomistyring. - Ledelseskommunikation.
DOI: 10.5281/zenodo.18174694
title: Natural Movie Stimuli for Retinal Recordings (100 clips)

description: This dataset contains 100 natural movie clips used as visual stimuli in multi-electrode array (MEA) recordings of retinal ganglion cells. These clips represent dynamic natural scenes designed to investigate neural coding under ecologically relevant viewing conditions.

Dataset Contents:

100 unique natural movie clipsDuration: 2.5 seconds per clipFrame rate: 60 Hz (150 frames per clip)Spatial resolution: 72×72 pixelsTotal stimulus duration: 250 secondsFormat: MATLAB (.mat) files

Each stimulus file contains:

clip_frames: Three-dimensional array (5184, 150, clip_index)

First dimension: Flattened spatial information (72×72 = 5,184 pixels)Second dimension: Temporal frames (150 frames at 60 Hz)Third dimension: Clip identifierData type: uint8 (0-255 grayscale intensity values)

time: One-dimensional array (1, 150)

Temporal timestamps for each frameData type: float64Units: seconds (0.0 to 2.5)

Reconstructing 2D Frames:To convert the flattened spatial format back to 2D images:

MATLAB: frame_2D = reshape(clip_frames(:, frame_idx, clip_idx), 72, 72);Python: frame_2D = clip_frames[:, frame_idx, clip_idx].reshape(72, 72)
DOI: 10.5281/zenodo.18174693
title: Natural Movie Stimuli for Retinal Recordings (100 clips)

description: This dataset contains 100 natural movie clips used as visual stimuli in multi-electrode array (MEA) recordings of retinal ganglion cells. These clips represent dynamic natural scenes designed to investigate neural coding under ecologically relevant viewing conditions.

Dataset Contents:

100 unique natural movie clipsDuration: 2.5 seconds per clipFrame rate: 60 Hz (150 frames per clip)Spatial resolution: 72×72 pixelsTotal stimulus duration: 250 secondsFormat: MATLAB (.mat) files

Each stimulus file contains:

clip_frames: Three-dimensional array (5184, 150, clip_index)

First dimension: Flattened spatial information (72×72 = 5,184 pixels)Second dimension: Temporal frames (150 frames at 60 Hz)Third dimension: Clip identifierData type: uint8 (0-255 grayscale intensity values)

time: One-dimensional array (1, 150)

Temporal timestamps for each frameData type: float64Units: seconds (0.0 to 2.5)

Reconstructing 2D Frames:To convert the flattened spatial format back to 2D images:

MATLAB: frame_2D = reshape(clip_frames(:, frame_idx, clip_idx), 72, 72);Python: frame_2D = clip_frames[:, frame_idx, clip_idx].reshape(72, 72)
DOI: 10.25824/redu/zaaxrm
title: Experimental and computational dataset of TiZrVFeNi alloys for hydrogen storage: CALPHAD design, characterization, and FeV80 substitution analysis

description: This dataset gathers experimental and computational results associated with the master's thesis on the development of multicomponent alloys of the TiZrVFeNi system for hydrogen storage. The central purpose of the research was to validate the CALPHAD-assisted microstructural design of biphasic alloys and to demonstrate the technical and economic feasibility of substituting high-purity vanadium with commercial ferrovanadium. The nature of the files encompasses raw and processed data from thermodynamic simulations, structural characterizations via X-ray diffraction and electron microscopy, as well as functional property tests such as PCT curves and hydrogenation kinetics. The scope of the study comprises the performance comparison between four distinct compositions processed via high-purity and low-cost routes, including the respective raw material cost analysis spreadsheets for stationary applications.
DOI: 10.25824/redu/osk2up
title: Infrared data of sodium valproate (VPA), histones and VPA-histone mixtures

description: The dataset identifies infrared microspectroscopical spectral absorbances (FTIR) for construction of spectral signatures and mathematical analyses to identify the effect of sodium valproate (VPA) on chromatin histone components and to expand the understanding of the pharmacological potential of this drug.
DOI: 10.25824/redu/y1k8oj
title: Dados relativos a realização de sândi vocálico externo em vogais orais e nasais no PB

description: Este conjunto de dados são referentes à coleta de dados desenvolvida em uma pesquisa sobre o fenômeno de sândi em vogais orais e nasais, na pesquisa de mestrado intitulada: Um estudo sobre as vogais nasais no PB em posição favorável a ocorrência de sândi vocálico externo.
DOI: 10.5281/zenodo.18337742
title: YASHIL KIMYO TAMOYILLARI ASOSIDA YUQORI MOLEKULYAR BIRIKMALAR MAVZUSINI O'QITISH METODIKASI

description: Ushbu tezisda yuqori molekulyar birikmalar (polimerlar, plastmassalar, kauchuk, sellyuloza) mavzusini o‘qitishda yashil kimyo tamoyillaridan foydalanish metodikasi yoritilgan. Tadqiqotda o‘quvchilarda ekologik tafakkurni rivojlantirish, chiqindilarni kamaytirish, tabiiy resurslardan oqilona foydalanish va qayta ishlash g‘oyalarini shakllantirish usullari tahlil qilingan. O‘qitish jarayonida muammoli ta’lim metodi asosida o‘quvchilarni ekologik muammolarni yechishga yo‘naltirish samarali natijalar bergani qayd etilgan.
DOI: 10.5281/zenodo.18337743
title: YASHIL KIMYO TAMOYILLARI ASOSIDA YUQORI MOLEKULYAR BIRIKMALAR MAVZUSINI O'QITISH METODIKASI

description: Ushbu tezisda yuqori molekulyar birikmalar (polimerlar, plastmassalar, kauchuk, sellyuloza) mavzusini o‘qitishda yashil kimyo tamoyillaridan foydalanish metodikasi yoritilgan. Tadqiqotda o‘quvchilarda ekologik tafakkurni rivojlantirish, chiqindilarni kamaytirish, tabiiy resurslardan oqilona foydalanish va qayta ishlash g‘oyalarini shakllantirish usullari tahlil qilingan. O‘qitish jarayonida muammoli ta’lim metodi asosida o‘quvchilarni ekologik muammolarni yechishga yo‘naltirish samarali natijalar bergani qayd etilgan.
DOI: 10.25824/redu/hlhkhj
title: Autolesão não suicida e aspectos identitários: pertencimento, vida digital e uso de substâncias

description: Trata-se de questionário para investigar o perfil sociodemográfico, identitário, saúde física e mental de estudantes de graduação. O questionário é composto por alguns instrumentos padronizados e validados para uso no Brasil e também por perguntas inéditas elaboradas pelos autores da pesquisa. Por esse motivo, os documentos não serão compartilhados.
DOI: 10.5281/zenodo.15357983
title: GERP scores lifted from ARS1 over the novel Capra Ibex reference genome (CapIbe1.0)

description: Whole-genome alignment between Capra ibex (CapIbe1.0) and Capra hircus (ARS1) was performed using minimap2 (v2.24) with the asm5 preset. The resulting PAF file was converted to a chain file using paf2chain. Conservation scores in BigWig format for C. hircus ARS1 genome were converted to BedGraph using bigWigToBedGraph. The chain file was used to lift over the conservation scores from C. hircus to C. ibex coordinates using UCSC's liftOver tool. The lifted BedGraph file was sorted with bedops sort-bed, and overlapping intervals —potentially introduced during liftover— were resolved by partitioning and averaging scores using bedops and bedmap. The final BedGraph file was then converted to BigWig format using bedGraphToBigWig.
DOI: 10.5281/zenodo.15357984
title: GERP scores lifted from ARS1 over the novel Capra Ibex reference genome (CapIbe1.0)

description: Whole-genome alignment between Capra ibex (CapIbe1.0) and Capra hircus (ARS1) was performed using minimap2 (v2.24) with the asm5 preset. The resulting PAF file was converted to a chain file using paf2chain. Conservation scores in BigWig format for C. hircus ARS1 genome were converted to BedGraph using bigWigToBedGraph. The chain file was used to lift over the conservation scores from C. hircus to C. ibex coordinates using UCSC's liftOver tool. The lifted BedGraph file was sorted with bedops sort-bed, and overlapping intervals —potentially introduced during liftover— were resolved by partitioning and averaging scores using bedops and bedmap. The final BedGraph file was then converted to BigWig format using bedGraphToBigWig.
DOI: 10.13140/rg.2.2.12628.67202
title: An ecological corridor along the Shatt al-Arab River/Estuary
DOI: 10.5281/zenodo.18337517
title: Processed single-cell RNA-seq data of mouse iPSC reprogramming for scPD analysis

description: This dataset contains processed single-cell RNA-seq data of mouse iPSC reprogramming (serum condition), originally published by Schiebinger et al. (Cell, 2019) and obtained from Waddington-OT. It covers a time-course sampled daily from Day 0 to Day 18. This dataset is used for the demonstration and benchmarking of the scPD framework.
DOI: 10.5281/zenodo.18337518
title: Processed single-cell RNA-seq data of mouse iPSC reprogramming for scPD analysis

description: This dataset contains processed single-cell RNA-seq data of mouse iPSC reprogramming (serum condition), originally published by Schiebinger et al. (Cell, 2019) and obtained from Waddington-OT. It covers a time-course sampled daily from Day 0 to Day 18. This dataset is used for the demonstration and benchmarking of the scPD framework.
DOI: 10.5281/zenodo.18337767
title: AUTISTIK BOLALAR RIVOJLANISHIDA OILA VA TA'LIM MUASSASASI HAMKORLIGINING PEDAGOGIK SHART-SHAROITLARI

description: Muallif me’yoriy ko‘rsatmalar va talablar sharoitida autistik spektrli bolalarni inklyuziv o‘qitish sohasida faoliyat yurituvchi pedagoglarning kasbiy kompetensiyalarini shakllantirishning mumkin bo‘lgan variantlarini tahlil qiladi. Shu munosabat bilan autizm spektriga ega bo‘lgan bolalarning ta’lim makonini loyihalashtirishning asosiy bosqichlari ko‘rib chiqilgan va inklyuziv ta’limning zamonaviy sharoitlarida korreksion ishlarni qurishning o‘ziga xos xususiyatlari aniqlangan, shuningdek, o‘qituvchilar va ota-onalarga ta’lim va tarbiya jarayonini tashkil etishga yordam beradigan dasturlarni yaratish va ularni uslubiy qo‘llab-quvvatlash xususiyatlari ko‘rib chiqilgan; ixtisoslashtirilgan ta’lim muassasalarida rivojlanishida nuqsoni bo‘lgan bolalarni o‘qitishga ota-onalarning salbiy munosabatini bartaraf etishga imkon beradigan variantlar ko‘rib chiqilgan.
DOI: 10.5281/zenodo.18337768
title: AUTISTIK BOLALAR RIVOJLANISHIDA OILA VA TA'LIM MUASSASASI HAMKORLIGINING PEDAGOGIK SHART-SHAROITLARI

description: Muallif me’yoriy ko‘rsatmalar va talablar sharoitida autistik spektrli bolalarni inklyuziv o‘qitish sohasida faoliyat yurituvchi pedagoglarning kasbiy kompetensiyalarini shakllantirishning mumkin bo‘lgan variantlarini tahlil qiladi. Shu munosabat bilan autizm spektriga ega bo‘lgan bolalarning ta’lim makonini loyihalashtirishning asosiy bosqichlari ko‘rib chiqilgan va inklyuziv ta’limning zamonaviy sharoitlarida korreksion ishlarni qurishning o‘ziga xos xususiyatlari aniqlangan, shuningdek, o‘qituvchilar va ota-onalarga ta’lim va tarbiya jarayonini tashkil etishga yordam beradigan dasturlarni yaratish va ularni uslubiy qo‘llab-quvvatlash xususiyatlari ko‘rib chiqilgan; ixtisoslashtirilgan ta’lim muassasalarida rivojlanishida nuqsoni bo‘lgan bolalarni o‘qitishga ota-onalarning salbiy munosabatini bartaraf etishga imkon beradigan variantlar ko‘rib chiqilgan.
DOI: 10.25824/redu/ij3e2c
title: Dados da tese: Estudo da fabricação de materiais eletródicos derivados de grafeno via radiação laser

description: Caracterização físicas, morfológicas e eletroquímicas dos sensores desenvolvidos: Nestes arquivos temos os dados referentes a caracterização morfológica por Microscopia de Varredura Eletrônica (MEV), Espectroscopia Raman, Difração de Raios-X (DRX) e Espectroscopia de Fotoelétrons por Raios X (XPS). Caracterização Eletroquímica do Sensor Eletroquímico: Os arquivos disponibilizados têm as informações das caracterizações eletroquímicas realizadas para os sensores desenvolvidos. Os dados não podem ser disponibilizados por questões de proteção intelectual. Para mais informações, contatar os responsáveis.