It means the same as notes for any other instrument.
p - piano - to be played softly
f - forte - to be played strongly
the "." means the note should be "played" 1½ times as long as a similar note without dot.
# means the note is half a tone higher than one without - the black keys
(Sorry, don't know the English terms.)