The first cronbach's alpha employs the convariances among the item , whereas the alpha based on standardized items employs the correlations among items.
The latter alpha is based on the assumption that all of the items have equal variances , which is often false in practice . The alpha that is reported in the "Cronbach's alpha if item deleted" column is the first Conbach's alpha .