TopStonks saves investors time by summarizing the conversation on alternative stock forums, and surfacing the best signals. We have been structuring, and presenting buzz and sentiment data from alternative stock chat forums like r/wallstreetbets, 4chan /biz, and now Twitch (and more) since 2019. Because we have the largest, most complete data set from the notorious r/wallstreetbets (and 4Chan's /Biz) back to 2019, our data has been regularly featured in the WSJ in stories in the WSJ, Forbes, and other major publications. This product includes: -API for institutional clients -Comment counts by ticker -Cryptocurrencies -Comment sentiment analysis: deep-learning-trained using advanced ensemble modelsThe latest iteration of our product includes: Full text and metadata of every post and comment, structured and searchable: -User: u/user on Reddit (with upvotes) -Time: date and time to the second -Ticker: stock ticker -Mentions: each time ticker is referenced -Comments: each comment in which ticker is referenced -Posts: posts referencing ticker (highest level) DATA: 10 GB of comment data STORAGE: Housed in a PostgreSQL database REDDIT POSTS: User, Time/Date, Number of comments, type of post, text, score REDDIT COMMENTS: Reddit u/ of the comment/post, date/time, text/body, the comment score, the post that the comment was linked to, and all the associated relational data 4CHAN POSTS: Time/Date, comment, number of child comments (if applicable)