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This is a Quantitative Study study.

Spatial and temporal evaluation of concentrations of metals in the Educandos basin, Manaus, Amazonas, Brazil

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Analysis reveals seasonality influences metal concentrations in water from the Educandos basin, suggesting key contamination sources.

Seasonality significantly impacts metal concentrations, with aluminum levels reaching 1,204.2 µg.L−1 in the rainy season.
Water samples collected from 14 points were analyzed for metal content using inductively coupled plasma optical emission spectrometry.
Principal Component Analysis indicated more homogeneity in metal concentrations during the rainy season, affecting understanding of contamination.
Cluster Analysis identified specific sampling points as potential sources of metal contamination in the basin.

Duvoisin et al. (2025) studied this question.

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