A study conducted in 2000 by the Institute for Road Safety Research in the Netherlands found that single bicycle accidents accounted for 47% of all bicycle crashes, collisions with obstacles and animals accounted for 12%, and collisions with other road users accounted for 40%, with the remaining 1% having unknown or unclassified cause.