Proposal of an automatic procedure for the creation of stock market lexicons.
The procedure uses diverse statistical measures on StockTwits labeled messages.
The new lexicons obtain better investor sentiment indicators than general lexicons.
The new Twitter sentiment indicators correlate with survey sentiment indicators.