cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15146/r3bc8g
title: Influence of the diurnal cycle on the concentration of pollutants

description: This data set aims to provide data from Go Amazon project in order to
 study the diurnal cycle of atmospheric properties on site T2.
DOI: 10.5061/dryad.466fk4h
title: Data from: Microparticle-mediated VZV propagation and endothelial activation: mechanism of VZV vasculopathy

description: Objective: Varicella zoster virus (VZV) can spread anterogradely and
 infect cerebral arteries causing VZV vasculopathy and arterial ischaemic
 stroke (AIS). In this study we tested the hypothesis that virus-infected
 cerebrovascular fibroblasts undergo phenotypic changes that promote
 vascular remodeling and facilitate virus transmission in an in vitro model
 of VZV vasculopathy. The aims of this project were therefore: (i) to
 examine the changes that virus-infected Human brain adventitial vascular
 fibroblasts (HBVAF) undergo in an in vitro model of VZV vasculopathy; and
 to (ii) identify disease biomarkers relating to VZV related vasculopathy.
 Methods: HBVAF were infected with VZV, and their ability to migrate,
 proliferate, transdifferentiate and interact with endothelial cells was
 studied with flow cytometry. Microparticles (MP) released from these cells
 were isolated, and imaged with transmission electron microscopy; and their
 protein content analysed with mass spectrometry. Circulating MP profiles
 were also studied in children with VZV and non-VZV vasculopathy and
 compared with controls. Results: VZV-infected HBVAF transdifferentiated
 into myofibroblasts with enhanced proliferative and migratory capacity.
 Interaction of VZV-infected HBVAF with endothelial cells resulted in
 endothelial dysfunction. These effects were, in part, mediated by the
 release of MP from VZV infected HBVAF. These MP contained VZV virions that
 could transmit VZV to neighbouring cells, highlighting a novel model of
 VZV cell-to-cell viral dissemination. MP positive for VZV were
 significantly higher in children with VZV-related vasculopathy compared to
 children with non-VZV vasculopathy (p=0.01), and controls (p=0.007).
 Conclusions: VZV infected HBVAF promote vascular remodeling and facilitate
 virus transmission. These effects were mediated by the release of
 apoptotic MP that could transmit VZV infection to neighbouring cells,
 through a “Trojan Horse” means of productive viral infection. VZV+MP may
 represent a disease biomarker worthy of further study.
description: Copy of supplemental
 data neurology proteomicsProteomics analysis in
 microparticles derived from VZV infected cells
DOI: 10.15146/r36k6j
title: Análise de votos via Weka

description: O intuito desse trabalho é apresentar o melhor cenário para análise dos
 votos computados no dataset. Utilizando o RandomTree, mesmo não sendo o
 mais recomendado, o objetivo é atingir o limite em uma combinação ruim.
DOI: 10.15472/oit10r
title: Monitoreo de fauna y flora en el área de explotación de hidrocarburos campo Quifa Norte - Norte en el municipio de Puerto Gaitán-Meta, años 2023-2025

description: Durante los últimos años, los estudios encaminados a reconocer la diversidad y riqueza de los ecosistemas han venido incrementando ya que permiten identificar, monitorear y controlar los daños causados a los recursos naturales. Por lo general este tipo de estudios busca efectuar un seguimiento y monitoreo constante de los cambios que se vienen presentando entorno a los ecosistemas prestando principal atención en los factores abióticos y bióticos.Para efectuar estos monitoreos de forma efectiva se hace necesaria contar con investigaciones y estudios de flora y fauna, que permitan conocer a una escala detallada las condiciones y estado de los ecosistemas que se están evaluando. En ese sentido, y dando cumplimiento a la Resolución 1027 de 24 agosto de 2015 el Ministerio de Ambiente y Desarrollo Sostenible – MADS, resolvió otorgar Licencia Ambiental Global a la empresa FRONTERA ENERGY CORP. SUCURSAL COLOMBIA), para el proyecto “Área de Explotación de Hidrocarburos Quifa Norte Norte”, el cual se localiza en el departamento del Meta. De acuerdo con lo exigido en la ficha Ficha PMSB-3 Manejo de fauna, PSMB-1 de Seguimiento y Monitoreo Flora y fauna (endémica, en peligro de extinción, vulnerable, entre otras) , se llevó a cabo el estudio de caracterización florística sobre el Campo Quifa Norte - Norte, así como, un monitoreo de fauna.El presente recurso consta de 823 registros biológicos obtenidos en los meses de julio y agosto del año 2023 tomados en Puerto Gaitán, Casanare. Abarca una cobertura taxonómica distribuida en cuatro clases para fauna y dos para flora: Aves (141), Amphibia (22), Mammalia (117), Reptilia (29), Magnoliopsida (399) y Liliopsida (115), agrupados en 45 órdenes, 98 familias, 176 géneros y 192 especies.Adicionalmente se realizó un monitoreo en el año 2024, donde se evaluó fauna y flora, que consta de 1440 registros biológicos que fueron tomados en el mes de marzo del año 2024, en las áreas aledañas a la zona de explotación de hidrocarburos campo Quifa Noroeste, ubicada en Puerto Gaitán, Meta. Abarca una cobertura taxonómica distribuida en cuatro clases para fauna y una para flora: Aves (219), Amphibia (27), Reptilia (36), Mammalia (146) para fauna, Equisetopsida (1013) para flora. Los registros se agrupan en 47 órdenes, 89 familias, 172 géneros y 194 especies.Además, en 2025 se evaluó la fauna y flora, constando con 1649 registros biológicos que fueron tomados en el mes de noviembre del año 
2025, en las áreas aledañas a la zona de explotación de hidrocarburos 
campo Quifa Norte Norte, ubicada en Puerto Gaitán, Meta. Abarca una 
cobertura taxonómica distribuida en seis clases para fauna y cuatro para
 flora: Aves (371), Amphibia (144), Reptilia (70), Mammalia (89) para 
fauna, Liliopsida (439), Lycopodiopsida (11), Magnoliopsida (631), 
Polypodiopsida (5) para flora. Los registros se agrupan en 57 órdenes, 
140 familias, 312 géneros y 367 especies.
DOI: 10.15146/r32w2w
title: Hypothyroid Dataset

description: Dataset com informações sobre Hipotiroidismo com 30 atributos para
 classificação.
description: O dataset foi coletado na fonte: http://repository.seasr.org/Datasets/UCI/arff/Processado através do método de Árvore de Decisão J48.
description: Há valores faltando no dataset, tais como alguns dos atributos
 TSH, T3 measured, T3, TT4 measured, TT4, T4U measured, T4U, FTI measured,
 FTI.Os atributos TBG e referral_source são irrelevantes
 (peso 0).Ao analisar a parte gráfica da Árvore, é
 possível ter uma visão mais clara da classificação.
DOI: 10.15146/r3z31n
title: Análise de credito

description: Dataset para análise de credito e determinar de acordo com resultado
 obtido condição de possível aumento de crédito de acordo com os atributos.
DOI: 10.15146/r3tc7f
title: Testing J48 and KNN Algorithms with Hypothyroid dataset

description: The purpose of this study is to investigate the hypothyroidism dataset
 applied to two prediction algorithms, which are the risk factors, a
 relevance of the attributes and a way to simplify the understanding of the
 causes of this disease.
DOI: 10.15146/r3pk6w
title: Predição de Pacientes que apresentam Sinais de Diabetes

description: Este projeto tem como objetivo analisar o dataset de diabetes
 disponibilizado no site do weka, onde será analisado os dados afim de
 realizar uma predição de pacientes que apresentam sinais de diabetes com
 base nos atributos contidos no dataset utlizado.
description: Os dataset esta disponivel na biblioteca do weka onde apresentam
 dados coletados pelo Instituto Nacional de Diabetes e Aparelhos Digestivos
 e Doenças Renais. O mesmo foi processado através do software Weka, onde
 foi utilizado o algoritmo BayesNet.
DOI: 10.15146/r3jw27
title: Distribuição da arvore e atributos mais importantes

description: Neste artigo vou utilizar a ferramenta Weka para analisar o comportamento
 da base de dados soybean com o algoritmo J48 e training set.Inserindo o
 arquivo .arff disponibilizado pela própria ferramenta, o cruzamento dessas
 informações vai me trazer resultados variáveis como matriz de confusão,
 curva roque, instâncias classificadas corretamente, kappa e etc.
description: Esses arquivos serão apresentados e explicados em sala de aula.
 Vou analisar o comportamento do dataset junto ao código da própria
 ferramenta.
DOI: 10.15146/r3f60n
title: Votos a partir das propostas do partido.

description: Esta pesquisa tem por objetivo entender melhor os dados do arquivo
 fornecido através da ferramenta Weka sobre as propostas dos partidos que
 influenciam para serem votados.
DOI: 10.15146/r38c8v
title: Titanic

description: Predição de mortes via algoritmo de classificação.
DOI: 10.15146/r34p46
title: Classification of Facebook Marketing Metrics for Prediction

description: Este trabalho tem por finalidade de, à partir do dataset público da página
 da Boticário cedido pelo Facebook, fazer uma análise comparativa entre
 três algoritmos de árvore de decisão e verificar qual deles apresenta um
 melhor resultado, sem otimização, para o dataset.
description: Este dataset foi cedido pelo Facebook. Nele se encontram os dados
 da página do facebook da empresa Boticário. É possível encontrar o número
 de likes, shares, comments, tipo da publicação, categoria da publicação,
 se a campanha foi paga ou não, etc.
description: Não há valores faltando.
DOI: 10.25824/redu/bn282v
title: Dados de replicação para: simulações em problemas de agregação multicritério e de separação cega de fontes em modelos baseados na integral de Choquet

description: Este conjunto de dados reúne resultados de simulações computacionais desenvolvidas em dois contextos de pesquisa relacionados à integral de Choquet. O primeiro contexto diz respeito a problemas de apoio à decisão multicritério, nos quais diferentes métodos de agregação de preferências são comparados em termos da capacidade de gerar ordenamentos distintos de alternativas. Para isso, são realizadas simulações de Monte Carlo variando parâmetros de modelos de agregação (por exemplo, pesos, capacidades e estruturas de interação entre critérios), mantendo matrizes de decisão fixas e avaliando os rankings resultantes. O segundo contexto refere-se a problemas de separação cega de fontes em cenários de mistura não linear, modelados por meio da integral de Choquet 2-aditiva. Nesse caso, o conjunto inclui dados simulados de fontes, sinais misturados e parâmetros associados ao modelo de mistura. O objetivo do repositório é documentar, tornar rastreáveis e permitir a reutilização desses dados, tanto para análise de capacidade de representação em métodos de agregação multicritério, quanto para estudos de identificação de parâmetros em modelos de mistura não linear. O escopo abrange matrizes de decisão sintéticas, séries simuladas de sinais, configurações de parâmetros dos modelos e saídas intermediárias de simulação utilizadas nas análises.
DOI: 10.7272/q65h7d63
title: Evaluating the Impact of a Mandatory Pre-Abortion Ultrasound Viewing Law: A Mixed Methods Study

description: BackgroundSince mid-2013, Wisconsin abortion providers have been legally
 required to display and describe pre-abortion ultrasound images. We aimed
 to understand the impact of this law.MethodsWe used a mixed-methods study
 design at an abortion facility in Wisconsin. We abstracted data from
 medical charts one year before the law to one year after and used
 multivariable models, mediation/moderation analysis, and interrupted time
 series to assess the impact of the law, viewing, and decision certainty on
 likelihood of continuing the pregnancy. We conducted in-depth interviews
 with women in the post-law period about their ultrasound experience and
 analyzed them using elaborative and modified grounded theory. ResultsA
 total of 5342 charts were abstracted; 8.7% continued their pregnancies
 pre-law and 11.2% post-law (p=0.002). A multivariable model confirmed the
 law was associated with a higher odds of continuing pregnancy (aOR=1.23,
 95% CI: 1.01-1.50). Decision certainty (aOR=6.39, 95% CI: 4.72-8.64) and
 having to pay fully out of pocket (aOR=4.98, 95% CI: 3.86-6.41) were most
 strongly associated with continuing pregnancy. Viewing fully mediated the
 relationship between the law and continuing pregnancy. Interrupted time
 series analyses found no significant effect of the law but may have been
 underpowered to detect such a small effect. Nineteen of twenty-three women
 interviewed viewed their ultrasound image. Most reported no impact on
 their abortion decision; five reported a temporary emotional impact or
 increased certainty about choosing abortion. Two women reported viewing
 helped them decide to continue the pregnancy; both also described
 preexisting decision uncertainty. ConclusionsThis law caused an increase
 in viewing rates and a statistically significant but small increase in
 continuing pregnancy rates. However, the majority of women were certain of
 their abortion decision and the law did not change their decision. Other
 factors were more significant in women’s decision-making, suggesting
 evaluations of restrictive laws should take account of the broader social
 environment.
DOI: 10.6078/d10p4p
title: GEOS-Chem output for "Lightning NOx Emissions: Reconciling measured and modeled emissions estimates with updated NOx chemistry"

description: These GEOS-Chem simulations examine the effect of recent advances to our
 understanding of upper tropospheric chemistry on our ability to constrain
 lightning NOx emissions. These simulations examine the effect of the
 addition of methyl peroxy nitrate chemistry, as well as better constraints
 on the formation of pernitric acid, dinitrogen pentoxide, and nitric acid
 at the temperatures and pressures of the upper troposphere. These
 simulations include a base case, simulations implementing each change
 individually, all four together, and all four with a 33% increase in
 lightning NOx emissions. The outputs contained here are NO2 worldwide for
 all 2012, averaged at the overpass time of the Ozone Monitoring
 Instrument, and NO, NO2, HNO3, and O3 over North America during May and
 June 2012, averaged between 1600-2000 local time, coincident with the
 flight times of the Deep Convective Clouds and Chemistry field campaign.
description: This data was subset from the output of GEOS-Chem v9-02. Output
 was time averaged using the ND51 diagnostic series available in GEOS-Chem.
 Further subsetting and conversion from binary punch format to netCDF
 format was done in Matlab.
description: The data are stored as compressed netCDF4 files (compression
 level 1).
DOI: 10.15468/dl.828mdf
title: Occurrence Download

description: A dataset containing 200000 records in GBIF matching the query:
SELECT
 gbifid,
 datasetkey,
 scientificname,
 kingdom,
 phylum,
 basisofrecord,
 eventdate,
 decimallatitude,
 decimallongitude,
 coordinateuncertaintyinmeters,
 elevation,
 v_verbatimelevation
FROM
 occurrence
WHERE
 occurrence.kingdom = 'Plantae'
 AND occurrence.phylum = 'Tracheophyta'
 AND occurrence.decimallatitude IS NOT NULL
 AND occurrence.decimallongitude IS NOT NULL
 AND occurrence.decimallatitude &gt;= -90
 AND occurrence.decimallatitude &lt;= 90
 AND occurrence.decimallongitude &gt;= -180
 AND occurrence.decimallongitude &lt;= 180
 AND occurrence.v_verbatimelevation IS NOT NULL
ORDER BY
 RAND()
LIMIT 200000

 The dataset's 200000 records were derived from 953 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001863-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15146/r30029
title: Subduction thermal regime, slab dehydration, and seismicity distribution beneath Hikurangi based on 3-D simulations

description: The downdip limit of seismogenic interfaces inferred from the subduction
 thermal regime by thermal models has suggested relating to the faulting
 instability caused by brittle failure regime in various plate convergent
 systems. However, the featured three-dimensional (3-D) temperature
 structure especially along the horizontal two-dimensional (2-D) dimension
 of a subduction zone remains still poorly constrained. To robustly
 investigate and further map the horizontal distribution of subduction
 regime and subsequently induced slab dewatering in a decent plate beneath
 a convergent margin, we construct a regional thermal model that
 incorporates an up-to-date 3-D slab topography and the MORVEL plate
 velocity to simulate plate subduction history in Hikurangi. The
 calculation provides an identified thrust zone featured by remarkable slab
 dehydration near the Taupo volcanic arc in North Island distributed along
 the Kapiti, Manawatu, and Raukumara (KMR) region. Average
 subduction-associated slab dehydration of 0.09 to 0.12 wt%/km is greater
 than the dehydration in the other portions of descending slab and possibly
 contributes to an along-arc variation of interplate pore fluid pressure. A
 large-scale slab dehydration (&gt;0.05 wt%/km) and a high thermal
 gradient (&gt;4°C/km) are also identified in KMR associated with
 frequent deep slow slip events (SSEs). Intra-slab dehydration that exceeds
 0.2 wt%/km beneath Manawatu near the source region of tectonic tremors
 suggests an unknown relationship in the genesis of slow earthquakes.
DOI: 10.7280/d17c7x
title: Shifts in water availability mediate plant-pollinator interactions

description: Altered precipitation patterns associated with anthropogenic climate
 change are expected to have many effects on plants and insect pollinators,
 but it is unknown if effects on pollination are mediated by changes in
 water availability. We tested the hypothesis that impacts of climate on
 plant–pollinator interactions operate through changes in water
 availability, and specifically that such effects occur through alteration
 of floral attractants. We manipulated water availability in two naturally
 occurring Mertensia ciliata (Boraginaceae) populations using water
 addition, water reduction and control plots and measured effects on
 vegetative and floral traits, pollinator visitation and seed set. While
 most floral trait values, including corolla size and nectar, increased
 linearly with increasing water availability, in this bumblebee-pollinated
 species, pollinator visitation peaked at intermediate water levels.
 Visitation also peaked at an intermediate corolla length, while its
 relationship to corolla width varied across sites. Seed set, however,
 increased linearly with water. These results demonstrate the potential for
 changes in water availability to impact plant–pollinator interactions
 through pollinator responses to differences in floral attractants, and
 that the effects of water on pollinator visitation can be nonlinear. Plant
 responses to changes in resource availability may be an important
 mechanism by which climate change will affect species interactions.
description: See read me file.
description: See read me file.
DOI: 10.7272/q6w37t8b
title: 10x Lacrimal Gland scRNA seq data matrix

description: Isolated Lacrimal gland for Single Cell RNA sequence data from E16 and P4
 mice. These are the raw read count matrices along side the barcode for the
 cells and genes that span the sparse matrix. These results are published
 in Development: Defining epithelial cell dynamics and lineage
 relationships in the developing lacrimal gland.Abstract:The tear producing
 lacrimal gland is a tubular organ that protects and lubricates the ocular
 surface. While the lacrimal gland possesses many features that make it an
 excellent model to understand tubulogenesis, the cell types and lineage
 relationships that drive lacrimal gland formation are unclear. Using
 single cell sequencing and other molecular tools, we reveal novel cell
 identities and epithelial lineage dynamics that underlie lacrimal gland
 development. We show that the lacrimal gland from its earliest
 developmental stages is composed of multiple subpopulations of immune,
 epithelial, and mesenchymal cell lineages. The epithelial lineage exhibits
 the most substantiative cellular changes, transitioning through a series
 of unique transcriptional states to become terminally differentiated
 acinar, ductal and myoepithelial cells. Furthermore, lineage tracing in
 postnatal and adult glands provides the first direct evidence of unipotent
 KRT5+ epithelial cells in the lacrimal gland. Finally, we show
 conservation of developmental markers between the developing mouse and
 human lacrimal gland, supporting the use of mice to understand human
 development. Together, our data reveal critical features of lacrimal gland
 development that have broad implications for understanding epithelial
 organogenesis.
description: Gathered via 10x Genomics Cell Ranger pipeline for scRNA seq.
 These are the count matrices.
description: Any programming language can load the matrix. We would recommend
 using the Seurat R package to load and process this data.
DOI: 10.22002/29vty-ptx66
title: Dataset: Transcriptome changes caused by loss of WAGO-4 is remembered in wild type offspring

description: Read counts obtained from the sequencing experiments
DOI: 10.7272/q6639mwg
title: North-Central Namibia: RACD around index cases and controls 2013-2014

description: Data from a prospective case-control study conducted between January 2013
 and August 2014 in Ohangwena and Omusati regions in north central Namibia.
 Patients attending health facilities who tested positive by malaria rapid
 diagnostic test (RDT) (index cases) were traced back to their home. All
 occupants of index case households (n = 116 households) and surrounding
 households (n = 225) were screened for Plasmodium infection with a rapid
 diagnostic test (RDT) and loop mediated isothermal amplification (LAMP)
 and interviewed. A comparison group of 286 randomly-selected control
 households was also screened, to compare infection levels of RACD and
 non-RACD households and their neighbours.
DOI: 10.15146/r3909r
title: Thermal state, slab metamorphism and interface seismicity in the Cascadia subduction zone based on 3-D modeling

description: Giant earthquakes have repeatedly ruptured the Cascadia subduction zone,
 and similar earthquakes will likely also occur there in the near future.
 We employ a 3-D time-dependent thermomechanical model that incorporates an
 up-to-date description of the slab geometry to study the Cascadia
 subduction thrust. Results show a distinct band of 3-D slab dehydration
 that extends from Vancouver Island to the Seattle Basin and further
 southward to the Klamath Mountains in northern California, where episodic
 tremors cluster. This distribution appears to include a region of
 increased dehydration in in northern Cascadia. The phenomenon of
 heterogeneous megathrust seismicity associated with oblique subduction
 suggests that the presence of fluid-rich interfaces generated by slab
 dehydration favors megathrust seismogenesis in the northern part of this
 zone. The thin, relatively weakly metamorphosed Explorer, JF, and Gorda
 plates are associated with an anomalous lack of thrust earthquakes, and
 metamorphism that occurs at temperatures of 500-700°C near the Mohorovičić
 discontinuity may represent a key factor in explaining the presence of the
 associated ETS, which requires a young oceanic plate to subduct at a small
 dip angle, as is the case in Cascadia and southwestern Japan. The
 stratified intra-slab dehydration structure suggests that the
 metamorphosed plate environment is more complex than had previously been
 believed, despite the existence of channeling vein networks. Slab
 amphibolization and eclogitization near the continental Moho depth is thus
 inferred to account for the resultant overpressurization at the interface,
 facilitating the generation of ETS and the occurrence of small to medium
 thrust earthquakes beneath Cascadia.