diff --git a/docs/bivand_sandiego_2311.pdf b/docs/bivand_sandiego_2311.pdf
index c40928d..e978896 100644
Binary files a/docs/bivand_sandiego_2311.pdf and b/docs/bivand_sandiego_2311.pdf differ