of Clustered Data Thai investors are classified into three clusters using investment proportions (Proportions of their money allocated to each investment type) Cash Holder 444 20% Old-Fashioned 1,573

allocated to each investment type e.g. cash deposit, stock market, real estate, gold, TFEX, and T-bond) as clustering variables. Three investor clusters are uncovered, namely, cash holders, old-fashioned

stickiness. New contents such as HBO, Warner, and Fox were offered on both fixed broadband and mobile platforms in end of March. In 1Q17, service revenue (excluding IC) improved 4% YoY, in line with the full