When you are measuring by DISTANCE, the most closely related points will have the LOWEST distance
When you are measuring by SIMILARITY, the most closely related points will have the HIGHEST similarity
When you are measuring by DISTANCE, the most closely related points will have the LOWEST distance
When you are measuring by SIMILARITY, the most closely related points will have the HIGHEST similarity