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Thanks to u/JBarreraGT on reddit. He gave me a source of information that we could use to add static information for games.
http://data.nba.com/data/10s/v2015/json/mobile_teams/nba/2018/league/00_full_schedule.json
This link looks like it contains the full schedule with GameIDs along with additional information.