/* Homework 3: Cluster Analysis on Utility Companies */ /* WITH SELECTED OUTPUT */ OPTIONS PS=52; OPTIONS LS=78; OPTIONS NODATE; OPTIONS PAGENO=1; DATA UTILITIES; INFILE 'A:/UTILITY.PRN'; INPUT COMPANY $ X1-X8; LABEL COMPANY = 'Company'; LABEL X1 = 'Fixed-charge coverage ratio' LABEL X2 = 'Rate of return on capital'; LABEL X3 = 'Cost per KW capacity in place'; LABEL X4 = 'Annual load factor'; LABEL X5 = 'Peak kWh demand growth from 1974 to 1975'; LABEL X6 = 'Sales (kWh use per year)'; LABEL X7 = 'Percent Nuclear'; LABEL X8 = 'Total fuel costs (cents per kWh)'; RUN; PROC STANDARD DATA=UTILITIES MEAN=0 STD=1 OUT=TRAN_UTIL; VAR X1-X8; RUN; PROC CLUSTER M=WARD NONORM OUT=SEEDS; VAR X1-X8; RUN; PROC TREE N=5; PROC FASTCLUS DATA=TRAN_UTIL MAXC=4 MEAN=NEW OUT=FOURCLUS; VAR X1-X8; RUN; PROC FASTCLUS SEED=NEW MAXC=4 OUT=FOURCLUS; VAR X1-X8; RUN; PROC ANOVA; CLASS CLUSTER; MODEL X1-X8 = CLUSTER; RUN; PROC SORT; BY CLUSTER; RUN; PROC PRINT; VAR CLUSTER COMPANY; RUN;