From adrianf88's posts, I guess he is simply parallel all his 16 LEDs, which is,in general, a big no no.
Such setup will explain why some LEDs will be burnt out earlier than others since as others had already pointed out LEDs are not really made equal even in the same batch.
In fact, once some are gone, the others will be destroyed too due to the same CC is distributed to less number of LEDs.