Euclidean distance is a way of measuring how far apart two points are when laid on a straight line. Think of it like a ruler. If you put two markers on a ruler, the distance between them is the euclidean distance. The distance is calculated by taking the square root of the sum of the squares of the differences between the x and y coordinates of the two points.