Numpy - select several continuous rows

Question

I have an EEG signal in a Numpy Array. I sliced the Array, so i do have each channel of interest in an own array (x rows an 1 coloumn).

Now I want to select 1 second periods of this specific Array, but I just cant figure out how to do this in a single argument.

Now in Matlab i could do following:

eeg_short = eeg(13:20, 27:30, 44, 60:end],:);

Meaning that I do get the 13th to 20th, 27th to 30th ..... and 60th to the last row of each coloumn in this array.

How can I do this with Numpy? I tried several commands, like:

fz_short = fz[[7084:7084+256, 15620:15630+256],:]

which returns that ":" is an invalid syntax...