Principal Components Analysis Options

Display

Specifies which output should be displayed by a Principal Components Analysis.
Latent Rootslatent roots (eigenvalues)
LoadingsPrincipal Component Loadings (latent vectors/eigenvectors)
ScoresPrincipal Component Scores
Significance TestsTests for equality of the smallest roots
ResidualsResiduals
Scree diagramdisplays a scree diagram

Number of Dimensions

Specifies how many latent roots and vectors are displayed (and saved); the residuals are formed from the remaining dimensions.

Graphics

Specifies graphical display of the results from the analysis.
Scatter Plot of Principal Component Scoresdraws a scatter plot matrix of the scores. The number of dimensions displayed in the plot will be equal to that specified above
Display Labelsprovides a space for you to specify a text containing labels for the individual points displayed in the plots. The text should be equal in length to the data variates
Scree Plotdraws a scree plot of the ordered eigenvalues. The number of eignevalues will be equal to the number specified in the Number of Dimensions field