Do spikes in Twitter chatter about a firm precede unusual stock market trading activity for that firm. If so. Twitter activity may provide useful information about impending financial market activity in real-time. We study the real-time relationship between chatter on Twitter and the stock trading volume of 96 firms listed on the Nasdaq 100. https://www.chiggate.com/shades-eq-09gi-hamptons-supply/