We hand-collect management forecasts issued during the specified periods from the NEWSCENTER database and the SETSMART database. In Thailand, other than the Stock Exchange of Thailand (SET) channel (i.e., the SETSMART database), management mostly releases its forecasts through the business press. The NEWSCENTER database is a database
containing news articles published in Thailand.