During the opening ceremonies of the Great London Exhibition, the Tower Bridge is featured prominently. The Exhibition took place in 1851, while construction of the Tower Bridge didn't even begin until 1886. The movie is set in 1866: neither of these should exist at this time.
The first zeppelin was constructed in 1899, 33 years after the period of this movie.