945 resultados para CLUSTER ANALYSIS


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The increase in ultraviolet radiation (UV) at surface, the high incidence of non-melanoma skin cancer (NMSC) in coast of Northeast of Brazil (NEB) and reduction of total ozone were the motivation for the present study. The overall objective was to identify and understand the variability of UV or Index Ultraviolet Radiation (UV Index) in the capitals of the east coast of the NEB and adjust stochastic models to time series of UV index aiming make predictions (interpolations) and forecasts / projections (extrapolations) followed by trend analysis. The methodology consisted of applying multivariate analysis (principal component analysis and cluster analysis), Predictive Mean Matching method for filling gaps in the data, autoregressive distributed lag (ADL) and Mann-Kendal. The modeling via the ADL consisted of parameter estimation, diagnostics, residuals analysis and evaluation of the quality of the predictions and forecasts via mean squared error and Pearson correlation coefficient. The research results indicated that the annual variability of UV in the capital of Rio Grande do Norte (Natal) has a feature in the months of September and October that consisting of a stabilization / reduction of UV index because of the greater annual concentration total ozone. The increased amount of aerosol during this period contributes in lesser intensity for this event. The increased amount of aerosol during this period contributes in lesser intensity for this event. The application of cluster analysis on the east coast of the NEB showed that this event also occurs in the capitals of Paraiba (João Pessoa) and Pernambuco (Recife). Extreme events of UV in NEB were analyzed from the city of Natal and were associated with absence of cloud cover and levels below the annual average of total ozone and did not occurring in the entire region because of the uneven spatial distribution of these variables. The ADL (4, 1) model, adjusted with data of the UV index and total ozone to period 2001-2012 made a the projection / extrapolation for the next 30 years (2013-2043) indicating in end of that period an increase to the UV index of one unit (approximately), case total ozone maintain the downward trend observed in study period

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Flavobacterium columnare is a cosmopolite bacteria and it is one of the main problem in Brazilian aquaculture, causing high mortalities index and economic damage. The main factors that contribute to columnaris disease are inadequate water quality, excess handling, high density of fish and temperature variations. For a successful epidemiological study and disease control, it is essential to differentiate the F. columnare from other yellow pigmentation bacteria. The present study used molecular techniques to characterize, by RAPD-PCR, two strains of F. columnare isolated from Oreochromis niloticus and Brycon orbignyanus. Data were analyzed as binary (0 and 1) and a genetic similarity matrix was generated by Jaccard's coefficient. Cluster analysis was performed by the neighbor joining method. The RAPD-PCR technique confirmed to be a usefull tool to obtain genetic profiles from F. columnare isolates based on the oligonucleotides used and to verify genetic similarity.

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Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

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The study aims to answer the following question: what are the different profiles of infant mortality, according to demographic, socioeconomic, infrastructure and health care, for the micro-regions at the Northeast of Brazil? Thus, the main objective is to analyze the profiles or typologies associated mortality levels sociodemographic conditions of the micro-regions, in the year 2010. To this end, the databases of birth and death certificates of SIM and SINASC (DATASUS/MS), were taken from the 2010 population Census microdata and from SIDRA/IBGE. As a methodology, a weighted multiple linear regression model was used in the analysis in order to find the most significant variables in the explanation child mortality for the year 2010. Also a cluster analysis was performed, seeking evidence, initially, of homogeneous groups of micro-regions, from of the significant variables. The logit of the infant mortality rate was used as dependent variable, while variables such as demographic, socioeconomic, infrastructure and health care in the micro-regions were taken as the independent variables of the model. The Bayesian estimation technique was applied to the database of births and deaths, due to the inconvenient fact of underreporting and random fluctuations of small quantities in small areas. The techniques of Spatial Statistics were used to determine the spatial behavior of the distribution of rates from thematic maps. In conclusion, we used the method GoM (Grade of Membership), to find typologies of mortality, associated with the selected variables by micro-regions, in order to respond the main question of the study. The results points out to the formation of three profiles: Profile 1, high infant mortality and unfavorable social conditions; Profile 2, low infant mortality, with a median social conditions of life; and Profile 3, median and high infant mortality social conditions. With this classification, it was found that, out of 188 micro-regions, 20 (10%) fits the extreme profile 1, 59 (31.4%) was characterized in the extreme profile 2, 34 (18.1%) was characterized in the extreme profile 3 and only 9 (4.8%) was classified as amorphous profile. The other micro-regions framed up in the profiles mixed. Such profiles suggest the need for different interventions in terms of public policies aimed to reducing child mortality in the region

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The aging population and individual have been the subject of a multitude of studies nowadays. This is probably due to the impact of this phenomenon in various sectors of society, like social security, social assistance and public health. The process of aging of the individual imply the demand for specific services, considering the limitations and vulnerabilities of the individual at that stage of life cycle. The growth of the elderly contingent in the last decades raises challenges for policymakers, the family and also for the society at large. In this scenario, long-stay institutions for the elderly (LSIEs) appear as an option to aid and support the elderly and their family, assisting in all or part in the activities of daily living and self-care. Inside these LSIEs we find the professional responsible for the direct care of the elderly, the formal caregiver. In this context, this dissertation presents two main objectives: an analysis of the phenomenon of population aging in a given brazilian municipality Natal / RN, based on the Demographic Censuses of 2000 e 2010; and a social, demographic and economic characterization of the Formal caregiver for the institutionalized elderly in the municipality, evaluating aspects of his quality of life and also analyzing the institutions where they are inserted. Furthermore, we intend to identify demographic, socioeconomic and quality of life factors that are correlated with caregivers quitting the job. The data used in the second part of this work comes from the research project named Long-Stay Institutions for Elderly: abandonment or a family need? . This survey interviewed 92 caregivers in eleven LSIEs in Natal/RN. In the data treatment logistic regressions, cluster analysis and statistical tests were used. The survey revealed that aging in Natal is more pronounced in the older, more traditional districts: Petrópolis, Lagoa Seca and Tirol. It also allowed a broad characterization of the formal caregivers in LSIEs. Most of these professionals are female. The educational level is predominantly complete high school and more. Most caregivers reported being married or in union, or have ever been in a union. Family monthly income is under three times the minimum wage. The mean age is of 37.4 years. The mean time of work as a caregiver was 5.93 years. The associations showed that being woman, not being single, having caregiving training and physical limitations (regarding quality of life) are related to wanting to quit the caregiving job. As for the characterization of the LSIEs, it was found that the philanthropic ones are older and have most (62.5%) of the institutionalized elderly. The institutions managers gave social interaction and affinity with the elderly as the main criteria with which to evaluate and hire caregivers. It is intended with this study to contribute to improving the quality of life of the elderly and their caregiver, providing information on aspects of institutionalization of elderly both in the philanthropic and particular institutions, in Natal/RN; this dissertation may also be used as a starting point for later works

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This work aims to study the problem of the formal job in the Brazilian Northeast region and its effect in the social inclusion, taking for base the analysis of variables defined in the Atlas of Social Exclusion, which is based on the 2000 Brazilian Census, choosing the county as unit of analysis. As methodological options, an exploratory data analysis was performed, followed by multivariate statistical techniques, such as weighted multiple regression analysis, cluster analysis and exploratory analysis of spatial data. The results pointed out to low rates of formal job for the active age population as well as low indexes of social inclusion in the Northeast region of Brazil. A strong association of the formal job with the indicators of social inclusion under investigation, was evidenced (schooling, inequality, poverty, youth and income form government transfers), as well as a strong association of the formal job with the new index of social inclusion (IIS), modified from the IES. At the Federative Units, in which better levels of formal job had been found, good indexes of social inclusion are also observed. Highlights for the state of the Rio Grande do Norte, with the best conditions of life, and for the states of the Maranhão and Piauí, with the worst conditions. The situation of the Northeast region, facing the indicators under study, is very precarious, claiming for the necessity of emphasizing programs and governmental actions, specially directed to the raise of formal job levels of the region, reflecting, thus, in improvements on the income inequality, as well as in the social inclusion of the population of Northeastern natives.

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The analysis of some aspects of development in Brazil in the past three decades reveals an improvement on a range of indicators isolated in the south east the richest region and north east the poorest region. From a database of twenty variables, the main purpose the study was to verify if there are indications of convergence or divergence in five dimensions of development between the two regions from 1990 to 2010. Aiming to identify the states more similar and different, and to verify changes in the composition of low development groups and high development in the adressed period, was used the analysis of groupings (Cluster Analysis). Additionally, to test equality of distance between states all the time, was used the non-parametric Test of Wilcoxon. This makes it possible to verify IF the distance between the states of two regions has been increasing or has been falling, showing signs of divergence or convergence. The results of Cluster s analysis suggest that there are indications of convergence inside the cluster of north east, but the distance between two regions has not changed. The results of test of Wilcoxon suggests that there have been no changes statistically significant in the distance between the states, in the two regions the standards of development became more homogenous, but the two regions will be far apart

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O objetivo deste trabalho foi determinar a distribuição da riqueza de espécies e a preferência pelo habitat de Carabidae e Staphylinidae (Coleoptera), em áreas com rotação de soja e milho, em plantio direto e convencional, e em áreas adjacentes a estas com fragmento florestal e povoamento de pínus, respectivamente. Os besouros foram amostrados por meio de armadilhas de solo distribuídas em dois transectos de 100 m de comprimento. A distribuição da riqueza de espécies nas culturas, no fragmento florestal e no pínus foi avaliada por meio de análise de regressão linear. A análise de agrupamento foi empregada para identificar as espécies quanto à preferência pelos habitats: fragmento florestal, pínus, cultura e interface. A distribuição da riqueza de espécies de Carabidae e Staphylinidae não variou em relação à posição no transecto, enquanto a riqueza de espécies observada nas interfaces foi elevada em comparação com a encontrada nos demais habitats. A ocorrência de espécies de Carabidae diferiu conforme o tipo de cobertura vegetal: Megacephala sp. e Scarites sp. preferiram áreas cultivadas em sistema de rotação soja-milho; Odontochila nodicornis (Dejean) preferiu o fragmento florestal e o povoamento de pínus. A espécie Abaris basistriatus Chaudoir caracterizou-se como generalista quanto à preferência pelo habitat.

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Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

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Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

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The objective of this work was to evaluate biological aspects of Diatraea saccharalis fed on artificial diet containing different concentrations of the Sudan B Red dye and the possibility to mark the parasitoid Cotesia flavipes, when submitted to the parasitism of dyed caterpillars. For that, were added to the artificial diet four concentrations of Sudan Red B dye (100, 200, 300 and 400 ppm) and control (no dye addition). It was evaluated larval and pupal period, larval and pupal viability, longevity, sex rate, pupal weigh, eggs per female, eggs per day, number of eggs per egg mass, egg viability and embrionary period; besides same were accomplished measurements in the caterpillars (bioassay I). Caterpillars of 17 days old (30) of each treatment were removed from the tubes and exposed to the parasitism of C. flavipes (bioassay 2). The egg-pupae period, sex rate, pupal period and viability, number of females, males, total of emerged adults and longevity were evaluated. The data were submitted to the multivariate analisys methods: cluster analysis, two-way and principal component analysis. Based on analysis, it was observed that the treatment of 100 ppm was the least harmful to the biology of the sugar cane borer larvae by groping to the control and did not influence negatively its biological aspects. The concentration of 400 ppm affected negatively the biology of C. flavipes. The Sudan Red B it is ended doses marked the caterpillars and the adults, however the concentration of 100 ppm is the most suitable to dye D. saccharalis. None of the tested concentration marked adults of C. flavipes, despite to affect negatively its biology. It is unviable to increase the concentration seeking futures tests, for that dye to be harmful to the biological aspects of D. saccharalis and C. flavipes.

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Ovigerous females of Ucides cordatus were collected at different mangrove areas in Iguape, SP, Brazil, and reared in the laboratory in order to describe each embryonic stage. Accounts of the biometry, internal morphology, and coloration of the eggs were taken. The embryonic development took 19 +/- 1d (27degreesC, 12:12 h) with eight well-defined stages. A salinity test on embryonic development was conducted, and a better result was obtained in a rearing at 15parts per thousand. Eggs are slightly ellipsoid through development and undergo an increase of 13.9% in diameter to 91.7% in volume. Cluster analysis revealed three different groups for diameter (Stages I-II, III-VI, and VII-VIII) and volume (Stages I-III, IV-V, and VI-VIII), supporting the classification of embryos into initial, intermediate, and final stages, which are currently used in studies on the reproductive biology of decapod crustaceans. In this species, the identification of the different embryonic stages can be achieved only if biometric data are combined with information on the internal morphology of embryos and coloration of the eggs.

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Pertencente à família Lauraceae, o abacateiro compreende três raças hortícolas: antilhana, guatemalense e mexicana. Os marcadores moleculares são uma ferramenta rápida e eficaz para estudos genômicos, uma vez que detectam o polimorfismo diretamente ao nível do DNA e não sofrem qualquer tipo de influência ambiental. Com base nesse polimorfismo, é possível fazer inferências sobre as relações entre o genótipo e o fenótipo dos indivíduos, o que, em última análise, permite aumentar a eficiência dos programas de melhoramento. Diante o exposto, o objetivo foi investigar a diversidade genética entre sete variedades de abacate a partir de 5 lócus de marcadores moleculares microssatélites (SSR). Nas amostras de abacateiros avaliadas, encontrou-se um total de 18 alelos, com uma média de 3,6 alelos por lócus. O dendrograma gerado a partir de análise de agrupamento UPGMA agrupou, separadamente do resto dos genótipos, a cultivar Geada da raça Antilhana, possivelmente por esta variedade ser uma raça pura, e o restante foi agrupado em dois grandes grupos das raças, a Guatemalense e a Mexicana. Os genótipos das sete variedades de abacate apresentam diversidade genética nos cinco lócus de marcadores moleculares microssatélites (SSR) avaliados, o que indica que são materiais promissores para utilização em futuros programas de melhoramento.

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Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

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Para o conhecimento do comportamento físico-hídrico do solo, é fundamental a determinação da curva de retenção de água (CRA). A aquisição de dados para obtenção da CRA envolve processos demorados e custos elevados. A hipótese deste estudo foi a de que é possível determinar a CRA com menor número de tensões, reduzindo seu tempo de obtenção, sem, contudo, comprometer a acurácia dos resultados. Assim, o objetivo deste trabalho foi determinar quais tensões podem ser utilizadas para determinação da CRA de Latossolo Vermelho eutrófico de maneira acurada e em menor tempo. Foram determinados os conteúdos de água retidos em amostras de um Latossolo Vermelho eutrófico sob sistema de semeadura direta (SSD). As tensões utilizadas na determinação dos conteúdos de água foram: 0, 10, 20, 40, 60, 80, 100, 200, 300, 500, 700, 1.000, 3.000, 5.000 e 15.000 hPa. Os dados foram combinados e determinaram-se 450 CRAs ajustadas pelo modelo de van Genuchten. Os parâmetros α, m, n e Ug res, gerados pelo modelo, foram submetidos à análise de variância (teste F) e as médias comparadas pelo teste de Scott-Knott (p = 0,05). A hipótese deste estudo foi confirmada, ou seja, é possível determinar a CRA com menor número de tensões, reduzindo seu tempo de obtenção em até cinco vezes, sem, contudo, comprometer a acurácia dos resultados. A tensão de 15.000 hPa deve estar contida na combinação de tensões a serem utilizadas para determinação da curva característica de retenção de água, quando se emprega o modelo matemático de van Genuchten para ajuste dos dados. As curvas características de retenção de água do solo, definidas com as combinações de tensões (0, 60, 700 e 15.000 hPa), (0, 80, 700 e 15.000 hPa), (0, 100, 1.000 e 15.000 hPa), (0, 20, 60, 100, 700 e 15.000 hPa), (0, 80, 300, 700 e 15.000 hPa) e (0, 100, 300, 1.000 e 15.000 hPa), sendo os dados ajustados ao modelo de van Genuchten, proporcionaram estimativas dos conteúdos de água, retidos no Latossolo Vermelho eutrófico sob sistema de semeadura direta, com a mesma acurácia, quando comparada à curva de referência partindo-se de um conjunto de 15 valores de tensões.