I have five data points (A, B, C, D, E) in a two dimensional plane where three points (A, B, D) are close to each other and remaining two (C, E) are far from the group. If I calculate the distances between these points the results are
dist(A, B) = 0.3, dist(A, C) = 1.3, dist(A, D) = 0.15, dist(A, E) = 1.0, dist(B, C) = 0.9, dist(B, D) =0.2, dist(B, E) = 1.1, dist(C, D)=1.6, dist(C, E) = 1.0, dist(D, E) = 1.5.
Now if I choose a distance threshold as 0.6, I need to get a result as:
A, B, D (Closer to each other)
C (far from other points)
E (far from other points)