I’m sorry. You’re right - I made a big mistake not a “slight” mistake
# Cosine similarity: country (4, 2); Turkey(3, 1) = 0.9899
(4*3 + 2*1) / ((4**2 + 2**2)**0.5 * (3**2 + 1**2)**0.5)
# Cosine similarity: country (4, 2); Japan(4, 3) = 0.9839
(4*4 + 2*3) / ((4**2 + 2**2)**0.5 * (4**2 + 3**2)**0.5)
Your initial calculations were correct. I’m sorry about that.