use
%cd SwitchFrequencyAnalysis
to change the current working directory for the notebook environment (and not just the subshell that runs your ! command).
you can confirm it worked with the pwd command like this:
!pwd
further information about jupyter / ipython magics:
http://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-cd