In this lab, we delve into the NBA game dataset, specifically the `nba_player_seasons` table. Learn the nuances of using team ID and team abbreviation in the graph, and follow along as we demonstrate the insertion of data into the vertices. Uncover the concept of bi-directional edges, supported by practical examples of data filtering and joining. Throughout, we share optimization tips, highlighting the advantages of leveraging graph traversal for complex data analysis. These insights prove valuable for data analysts and developers engaging with graph databases.[Recorded Nov 9, 2023]