Aside from the episode-long flashback to the WWI era, the majority of the series is set around 1933 & 1934 with a pivotal plot point being an influenza outbreak around the week of New Year's day. The flu is referred to repeatedly as "Spanish Influenza" but this flu pandemic occurred 1918-1920, over a decade before the setting.