Really? Try opening up a zip in a text editor. You'll see a series of characters that will probably look odd. It's all binary, and all binary can be expressed as text/characters
So, in your own words,
That's not binary.
01111001011011110111010100100
11101110010011001010010000001
10010001110101011011010110001
0
^This is binary.