I have performed PCA over a data set containing 25 items (variables). PCA was performed in a view to reduce the number of items (variables) from the data set, so as to move forward with analysis. Opting for Varimax rotation. The rotated component matrix is shown below . The Communalities is show below the question is which Items (variables) should i reject from the data set and why based on the output.