diff --git a/out/cds_introduction_data_science_assignment.pdf b/out/cds_introduction_data_science_assignment.pdf
index 4d77c2e..07399a9 100644
Binary files a/out/cds_introduction_data_science_assignment.pdf and b/out/cds_introduction_data_science_assignment.pdf differ