The calculated distance (air line) between Kusatsu and Yokohama is approximately 101 miles respectively 162 kilometers.
By car or train, the actual journey to Yokohama is certainly longer, as only the direct route (as the crow flies) between Kusatsu and Yokohama has been calculated here.