'Uses data that has been gathered in training to determine likely
collocations and sentence starters.'

def finalize_training(self, verbose=False):

    self._params.clear_sent_starters()
    for (typ, ll) in self._find_sent_starters():
        self._params.sent_starters.add(typ)
        if verbose:
            print((u'        Sent    Starter:    [%6.4f]    %r' % (ll, typ)))
    self._params.clear_collocations()
    for ((typ1, typ2), ll) in self._find_collocations():
        self._params.collocations.add((typ1, typ2))
        if verbose:
            print((u'        Collocation:    [%6.4f]    %r+%r' % (ll, typ1, typ2)))
    self._finalized = True
