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The first two dimensions have been defined in the theoretical background of this study [13, 14].
Correlation of 0.290 indicates a closeness of dependence of the first two dimensions.
The reason to concentrate on the first two dimensions is threefold.
Their article provides a useful review of evidence for considerable evolutionary homology and homoplasy in the first two dimensions.
Further, the third and following dimensions are having the quantity of variances; their contributions are weaker than the first two dimensions.
This was done by visually comparing the shape of the PCA scores in the first two dimensions when PCA was applied to the data of both instruments separately.
That means that a biplot of the first two dimensions is showing the most important relationships that can be represented on a planar 2-d plot.
The axes represent the first two dimensions of a PLS analysis to identify the geometric parameters most relevant to identify active and inactive states (see text).
Second, in contrast to the interpretation of the first two dimensions, the eigenvector interpretation for the third dimension is not clearly associated with the actually measured variable.
We used Principal Components Analysis (PCA) (R package: 'FactoMineR', (Husson et al. 2013)) to extract the first two dimensions in our data that explained the greatest amount of variation.
Factorial plan is represented with the first two dimensions of nine, defined based on average variables (detailed in Table7) on two replicates for each of the 43 rice genotypes studied.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com