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We present a method for mapping Reddit communities that accounts for temporalshifts, using quantitative and qualitative analyses of clustering techniques toproduce high-quality, stable, and meaningful maps for researchers, journalistsand casual Reddit users. Building on previous work using community embeddings,we find that only a month of Reddit comments suffices to create snapshotembeddings that maintain quality while supporting insight into changes inReddit communities over time. Comparing different clusterings of communityembeddings with quantitative measures of quality and temporal stability, wedescribe properties of the models and what they tell us about the underlyingReddit data. Moreover, qualitative analysis of the resulting clustersilluminate which properties of clusterings are useful for analysis of Redditcommunities. Although clusterings of subreddits have been used in many earlierworks, we believe this is the first study to qualitatively analyze how theseclusterings are perceived by social media researchers at a Reddit-wide scale.  Finally, we demonstrate how the temporal snapshots might be used inexploratory study. We are able to identify particularly stable communitiesduring 2021-2022, such as the Reddit Public Access Network, as well as emergingcommunities, like one focused on NFT trading. This work informed thedevelopment of a webtool for exploring Reddit now available to the public atRedditMap.social.

Here Be Livestreams: Trade-offs in Creating Temporal Maps of Reddit