The SAS System 1 20:00 Wednesday, December 3, 2003 The FACTOR Procedure Initial Factor Method: Principal Components Prior Communality Estimates: ONE Eigenvalues of the Correlation Matrix: Total = 5 Average = 1 Eigenvalue Difference Proportion Cumulative 1 4.70414227 4.49699676 0.9408 0.9408 2 0.20714551 0.15504912 0.0414 0.9823 3 0.05209639 0.02501419 0.0104 0.9927 4 0.02708220 0.01754858 0.0054 0.9981 5 0.00953362 0.0019 1.0000 1 factor will be retained by the NFACTOR criterion. Factor Pattern Factor1 HIP95 0.98824 KNEE95 0.96982 HIP96 0.99044 KNEE96 0.97576 FEMUR96 0.92406 Variance Explained by Each Factor Factor1 4.7041423 Final Communality Estimates: Total = 4.704142 HIP95 KNEE95 HIP96 KNEE96 FEMUR96 0.97661745 0.94054479 0.98097723 0.95211671 0.85388609 The SAS System 2 20:00 Wednesday, December 3, 2003 The FACTOR Procedure Rotation Method: Varimax NOTE: Rotation not possible with 1 factor. The SAS System 3 20:00 Wednesday, December 3, 2003 The FACTOR Procedure Rotation Method: Varimax Scoring Coefficients Estimated by Regression Squared Multiple Correlations of the Variables with Each Factor Factor1 1.0000000 Standardized Scoring Coefficients Factor1 HIP95 0.21008 KNEE95 0.20616 HIP96 0.21055 KNEE96 0.20743 FEMUR96 0.19644 The SAS System 4 20:00 Wednesday, December 3, 2003 The FACTOR Procedure Initial Factor Method: Principal Components Prior Communality Estimates: ONE Eigenvalues of the Correlation Matrix: Total = 5 Average = 1 Eigenvalue Difference Proportion Cumulative 1 3.35332459 2.48837411 0.6707 0.6707 2 0.86495048 0.45646894 0.1730 0.8437 3 0.40848154 0.18063104 0.0817 0.9254 4 0.22785050 0.08245761 0.0456 0.9709 5 0.14539290 0.0291 1.0000 2 factors will be retained by the NFACTOR criterion. Factor Pattern Factor1 Factor2 BEDS 0.83610 0.30467 RBEDS -0.54342 0.82474 OUTV 0.80848 0.26013 ADM 0.91716 0.10143 SIR 0.92960 -0.11822 Variance Explained by Each Factor Factor1 Factor2 3.3533246 0.8649505 Final Communality Estimates: Total = 4.218275 BEDS RBEDS OUTV ADM SIR 0.79187942 0.97549632 0.72130423 0.85147055 0.87812454 The SAS System 5 20:00 Wednesday, December 3, 2003 The FACTOR Procedure Rotation Method: Varimax Orthogonal Transformation Matrix 1 2 1 0.90809 -0.41878 2 0.41878 0.90809 Rotated Factor Pattern Factor1 Factor2 BEDS 0.88684 -0.07347 RBEDS -0.14809 0.97651 OUTV 0.84311 -0.10235 ADM 0.87534 -0.29197 SIR 0.79465 -0.49665 Variance Explained by Each Factor Factor1 Factor2 2.9169296 1.3013454 Final Communality Estimates: Total = 4.218275 BEDS RBEDS OUTV ADM SIR 0.79187942 0.97549632 0.72130423 0.85147055 0.87812454 The SAS System 6 20:00 Wednesday, December 3, 2003 The FACTOR Procedure Rotation Method: Varimax Scoring Coefficients Estimated by Regression Squared Multiple Correlations of the Variables with Each Factor Factor1 Factor2 1.0000000 1.0000000 Standardized Scoring Coefficients Factor1 Factor2 BEDS 0.37393 0.21545 RBEDS 0.25215 0.93374 OUTV 0.34488 0.17214 ADM 0.29748 -0.00805 SIR 0.19450 -0.24021 The SAS System 7 20:00 Wednesday, December 3, 2003 The CLUSTER Procedure Ward's Minimum Variance Cluster Analysis Eigenvalues of the Covariance Matrix Eigenvalue Difference Proportion Cumulative 1 1.93848774 0.91754068 0.5497 0.5497 2 1.02094706 0.75667449 0.2895 0.8392 3 0.26427257 0.10842543 0.0749 0.9142 4 0.15584714 0.05211539 0.0442 0.9584 5 0.10373175 0.06060725 0.0294 0.9878 6 0.04312451 0.0122 1.0000 Root-Mean-Square Total-Sample Standard Deviation = 0.766639 Root-Mean-Square Distance Between Observations = 2.655715 Cluster History T i NCL --Clusters Joined--- FREQ SPRSQ RSQ e 202 OB102 OB183 2 0.0000 1.00 T 201 OB190 OB198 2 0.0000 1.00 T 200 CL202 OB200 3 0.0000 1.00 T 199 OB185 OB201 2 0.0000 1.00 198 OB74 OB176 2 0.0000 1.00 197 OB140 OB152 2 0.0000 1.00 196 OB92 OB99 2 0.0000 1.00 195 CL198 OB126 3 0.0000 1.00 194 OB161 OB172 2 0.0000 1.00 193 CL197 OB195 3 0.0000 1.00 192 OB28 OB135 2 0.0000 1.00 191 OB33 OB83 2 0.0000 1.00 190 OB11 OB53 2 0.0000 1.00 189 OB94 OB121 2 0.0000 1.00 188 CL196 OB129 3 0.0000 1.00 187 OB59 OB184 2 0.0000 1.00 186 OB22 OB73 2 0.0000 1.00 185 OB173 OB180 2 0.0000 1.00 184 OB105 OB154 2 0.0000 1.00 183 OB138 OB202 2 0.0000 1.00 182 OB157 OB203 2 0.0000 1.00 181 OB25 OB57 2 0.0000 1.00 180 OB50 OB123 2 0.0000 1.00 179 OB21 OB97 2 0.0000 1.00 178 OB47 OB174 2 0.0000 1.00 177 OB13 OB120 2 0.0000 1.00 176 OB143 OB186 2 0.0000 1.00 175 OB139 OB181 2 0.0000 1.00 The SAS System 8 20:00 Wednesday, December 3, 2003 The CLUSTER Procedure Ward's Minimum Variance Cluster Analysis Cluster History T i NCL --Clusters Joined--- FREQ SPRSQ RSQ e 174 OB38 OB43 2 0.0000 1.00 173 CL186 OB156 3 0.0000 1.00 172 OB17 OB69 2 0.0000 1.00 171 OB125 OB150 2 0.0000 1.00 170 OB34 OB131 2 0.0000 1.00 169 CL177 CL193 5 0.0000 1.00 168 OB9 OB76 2 0.0000 1.00 167 OB93 OB115 2 0.0000 1.00 166 OB12 OB90 2 0.0000 1.00 165 CL181 OB44 3 0.0000 1.00 164 OB178 OB192 2 0.0000 1.00 163 CL180 OB108 3 0.0000 1.00 162 OB14 OB49 2 0.0000 1.00 161 OB40 CL182 3 0.0000 1.00 160 CL179 OB24 3 0.0000 1.00 159 OB70 OB179 2 0.0000 1.00 158 CL195 CL189 5 0.0000 1.00 157 OB26 OB27 2 0.0000 1.00 156 OB165 OB167 2 0.0000 1.00 155 CL190 OB16 3 0.0000 1.00 154 OB91 OB188 2 0.0000 1.00 153 CL167 OB132 3 0.0000 1.00 152 OB41 OB85 2 0.0000 1.00 151 CL199 OB191 3 0.0000 1.00 150 OB18 OB46 2 0.0000 1.00 149 OB1 OB3 2 0.0000 1.00 148 CL168 OB116 3 0.0000 1.00 147 OB82 OB199 2 0.0000 1.00 146 OB81 OB124 2 0.0000 .999 145 OB30 OB169 2 0.0000 .999 144 CL165 OB86 4 0.0000 .999 143 OB60 OB128 2 0.0000 .999 142 OB19 OB111 2 0.0000 .999 141 OB75 OB142 2 0.0000 .999 140 CL160 OB155 4 0.0000 .999 139 OB36 OB149 2 0.0000 .999 138 CL176 OB197 3 0.0000 .999 137 OB89 OB127 2 0.0000 .999 136 OB96 OB107 2 0.0000 .999 135 CL194 OB168 3 0.0000 .999 134 OB20 CL192 3 0.0000 .999 133 OB145 OB151 2 0.0000 .999 132 CL166 OB98 3 0.0000 .999 131 CL178 OB56 3 0.0000 .999 The SAS System 9 20:00 Wednesday, December 3, 2003 The CLUSTER Procedure Ward's Minimum Variance Cluster Analysis Cluster History T i NCL --Clusters Joined--- FREQ SPRSQ RSQ e 130 CL134 CL163 6 0.0000 .999 129 CL171 OB194 3 0.0000 .999 128 OB51 OB52 2 0.0000 .999 127 CL169 OB196 6 0.0000 .999 126 CL148 OB109 4 0.0000 .999 125 CL142 OB42 3 0.0001 .999 124 OB100 CL184 3 0.0001 .999 123 OB45 OB54 2 0.0001 .999 122 CL157 OB62 3 0.0001 .999 121 CL175 OB144 3 0.0001 .999 120 CL158 CL188 8 0.0001 .998 119 OB119 OB158 2 0.0001 .998 118 CL159 OB163 3 0.0001 .998 117 OB103 OB104 2 0.0001 .998 116 CL153 OB118 4 0.0001 .998 115 CL151 CL201 5 0.0001 .998 114 CL150 OB106 3 0.0001 .998 113 CL147 OB171 3 0.0001 .998 112 CL149 OB5 3 0.0001 .998 111 OB72 CL154 3 0.0001 .998 110 OB6 OB64 2 0.0001 .998 109 CL130 OB187 7 0.0001 .998 108 OB4 CL146 3 0.0001 .998 107 OB162 OB182 2 0.0001 .997 106 CL161 OB134 4 0.0001 .997 105 OB136 OB170 2 0.0001 .997 104 CL111 CL137 5 0.0001 .997 103 CL133 OB153 3 0.0001 .997 102 CL183 OB147 3 0.0001 .997 101 OB35 OB141 2 0.0001 .997 100 CL162 OB65 3 0.0001 .997 99 CL187 CL164 4 0.0001 .997 98 OB67 OB71 2 0.0001 .996 97 CL172 CL136 4 0.0001 .996 96 OB78 OB112 2 0.0001 .996 95 CL124 OB130 4 0.0001 .996 94 CL132 CL173 6 0.0001 .996 93 OB61 CL113 4 0.0001 .996 92 OB79 OB113 2 0.0001 .996 91 CL126 CL140 8 0.0001 .995 90 OB68 OB137 2 0.0002 .995 89 CL91 OB122 9 0.0002 .995 88 CL141 CL121 5 0.0002 .995 87 OB8 OB55 2 0.0002 .995 The SAS System 10 20:00 Wednesday, December 3, 2003 The CLUSTER Procedure Ward's Minimum Variance Cluster Analysis Cluster History T i NCL --Clusters Joined--- FREQ SPRSQ RSQ e 86 CL125 OB77 4 0.0002 .995 85 CL152 CL138 5 0.0002 .994 84 CL155 CL128 5 0.0002 .994 83 CL114 OB84 4 0.0002 .994 82 CL117 OB146 3 0.0002 .994 81 CL127 CL135 9 0.0002 .994 80 OB87 CL103 4 0.0002 .993 79 OB10 OB160 2 0.0002 .993 78 CL88 CL129 8 0.0002 .993 77 CL108 OB37 4 0.0002 .993 76 CL112 OB7 4 0.0002 .992 75 CL94 CL174 8 0.0002 .992 74 CL119 CL105 4 0.0003 .992 73 OB166 OB193 2 0.0003 .992 72 CL145 OB31 3 0.0003 .991 71 OB15 OB133 2 0.0003 .991 70 OB110 OB148 2 0.0003 .991 69 CL118 CL185 5 0.0003 .990 68 CL76 OB66 5 0.0003 .990 67 CL131 CL93 7 0.0003 .990 66 CL170 OB88 3 0.0003 .990 65 CL86 OB32 5 0.0003 .989 64 CL143 CL80 6 0.0003 .989 63 CL144 OB29 5 0.0004 .988 62 CL191 CL96 4 0.0004 .988 61 CL101 OB164 3 0.0004 .988 60 CL92 OB117 3 0.0004 .987 59 CL109 CL116 11 0.0004 .987 58 OB2 CL139 3 0.0005 .986 57 CL100 CL66 6 0.0005 .986 56 CL85 CL107 7 0.0005 .985 55 CL61 OB101 4 0.0005 .985 54 CL89 CL104 14 0.0006 .984 53 CL79 OB39 3 0.0007 .984 52 CL74 OB177 5 0.0007 .983 51 CL106 CL102 7 0.0008 .982 50 CL123 OB63 3 0.0008 .981 49 OB23 CL98 3 0.0009 .980 48 OB80 OB95 2 0.0009 .980 47 CL53 OB114 4 0.0009 .979 46 CL75 CL95 12 0.0010 .978 45 CL73 OB189 3 0.0010 .977 44 CL87 CL57 8 0.0010 .976 43 CL60 CL82 6 0.0010 .975 The SAS System 11 20:00 Wednesday, December 3, 2003 The CLUSTER Procedure Ward's Minimum Variance Cluster Analysis Cluster History T i NCL --Clusters Joined--- FREQ SPRSQ RSQ e 42 CL64 CL90 8 0.0010 .974 41 CL67 CL120 15 0.0011 .973 40 CL83 CL63 9 0.0011 .972 39 CL200 CL115 8 0.0012 .970 38 CL51 OB175 8 0.0012 .969 37 CL56 CL69 12 0.0013 .968 36 CL68 CL110 7 0.0013 .966 35 CL71 CL62 6 0.0014 .965 34 CL46 CL97 16 0.0014 .964 33 CL48 CL70 4 0.0015 .962 32 CL77 CL65 9 0.0018 .960 31 CL54 CL50 17 0.0018 .959 30 CL59 CL78 19 0.0019 .957 29 CL40 CL122 12 0.0019 .955 28 CL99 CL39 12 0.0020 .953 27 CL72 CL45 6 0.0023 .950 26 CL84 CL38 13 0.0024 .948 25 CL81 CL41 24 0.0026 .945 24 OB48 CL43 7 0.0030 .942 23 OB58 CL156 3 0.0032 .939 22 CL36 CL58 10 0.0032 .936 21 CL47 CL55 8 0.0034 .933 20 CL31 CL34 33 0.0037 .929 19 CL49 CL33 7 0.0042 .925 18 CL26 CL23 16 0.0053 .920 17 CL30 CL27 25 0.0060 .914 16 CL24 CL42 15 0.0066 .907 15 CL35 CL52 11 0.0075 .899 14 CL32 CL21 17 0.0081 .891 13 CL25 CL15 35 0.0096 .882 12 CL22 CL19 17 0.0099 .872 11 CL37 CL28 24 0.0103 .862 10 CL29 CL16 27 0.0153 .846 9 CL44 CL18 24 0.0154 .831 8 CL14 CL10 44 0.0169 .814 7 CL20 CL17 58 0.0225 .791 6 CL12 CL8 61 0.0324 .759 5 CL13 CL11 59 0.0571 .702 4 CL5 OB159 60 0.0904 .612 3 CL6 CL9 85 0.0906 .521 2 CL3 CL7 143 0.1195 .401 1 CL2 CL4 203 0.4015 .000 The SAS System 12 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 1 OB102 7.7460 7.74597 0.0000 0.00000 0.00000 0.0000 2 OB183 7.7460 7.74597 0.0000 0.00000 0.00000 0.0000 3 OB190 5.4772 5.47723 0.0000 0.00000 0.00000 0.0000 4 OB198 5.4772 5.47723 0.0000 0.00000 0.00000 0.0000 5 OB200 7.7460 7.74597 0.0000 0.00000 0.00000 0.0000 6 OB185 5.9161 5.91608 0.0000 0.00000 0.00000 0.0000 7 OB201 5.9161 5.91608 0.0000 0.00000 0.00000 0.0000 8 OB74 7.7460 7.74597 8.1898 6.38182 0.00000 0.0000 9 OB176 7.7460 7.74597 8.1221 6.34212 0.00000 0.0000 10 OB140 8.9443 8.94427 9.3842 6.81674 0.00000 0.0000 11 OB152 8.9443 8.94427 9.5019 6.62936 0.00000 0.0000 12 OB92 7.7460 7.74597 9.3457 6.12687 0.00000 0.0000 13 OB99 7.7460 7.74597 9.0348 6.41346 0.00000 0.0000 14 OB126 7.7460 7.74597 8.4625 6.14847 0.00000 0.0000 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 1 0.00000 0 0 1 0.0000 0.00000 0.0000 3.36730 2 0.00000 0 0 1 0.0000 0.00000 0.0000 0.00000 3 0.00000 0 0 1 0.0000 0.00000 0.0000 0.00000 4 0.00000 0 0 1 0.0000 0.00000 0.0000 0.00000 5 0.00000 0 0 1 0.0000 0.00000 0.0000 0.00000 6 0.00000 0 0 1 0.0000 0.00000 0.0000 0.00000 7 0.00000 0 0 1 0.0000 0.00000 0.0000 0.00000 8 0.00000 0 0 1 0.0000 0.00000 0.0000 5.10595 9 0.00000 0 0 1 0.0000 0.00000 0.0000 0.00000 10 0.00000 0 0 1 0.0000 0.00000 0.0000 2.83321 11 0.00000 0 0 1 0.0000 0.00000 0.0000 5.40268 12 0.00000 0 0 1 0.0000 0.00000 0.0000 3.13549 13 0.00000 0 0 1 0.0000 0.00000 0.0000 5.45104 14 0.00000 0 0 1 0.0000 0.00000 0.0000 1.38629 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 1 3.21888 -1.13832 -2.42981 0.46753 1 CL11 2 0.00000 -1.13832 -2.42981 0.46753 1 CL11 3 0.00000 -1.13832 -2.73334 -0.27403 1 CL11 4 0.00000 -1.13832 -2.73334 -0.27403 1 CL11 5 0.00000 -1.13832 -2.42981 0.46753 1 CL11 6 0.00000 -1.13832 -2.67463 -0.13058 1 CL11 7 0.00000 -1.13832 -2.67463 -0.13058 1 CL11 8 4.91265 -1.13832 -0.80516 0.83944 2 CL13 9 0.00000 -1.13832 -0.81688 0.83632 2 CL13 10 2.77259 -1.13832 -0.47272 1.28711 2 CL13 11 5.14166 -1.13832 -0.48586 1.29344 2 CL13 12 3.13549 -1.13832 -0.72694 0.89602 2 CL13 13 5.04343 -1.13832 -0.71948 0.88003 2 CL13 14 1.38629 -1.13832 -0.80935 0.85340 2 CL13 The SAS System 13 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 15 OB161 8.3066 8.30662 8.9665 6.56526 0.00000 0.0000 16 OB172 8.3666 8.36660 9.0127 6.43294 0.00000 0.0000 17 OB195 8.9443 8.94427 9.3442 6.58341 0.00000 0.0000 18 OB28 9.8995 4.47214 9.7931 7.91206 7.97178 4.3589 19 OB135 10.1489 4.35890 9.9059 7.95963 7.95050 5.1962 20 OB33 10.0000 9.59166 8.8530 6.37332 0.00000 0.0000 21 OB83 9.5917 9.59166 8.8136 6.57228 0.00000 0.0000 22 OB11 21.4243 0.00000 11.3052 9.77321 9.55556 10.7238 23 OB53 19.7737 0.00000 12.5201 9.81853 9.30901 9.8489 24 OB94 7.7460 7.74597 7.6372 5.87493 0.00000 0.0000 25 OB121 7.7460 7.74597 8.0067 5.92693 0.00000 0.0000 26 OB129 7.7460 7.74597 9.2828 6.54535 0.00000 0.0000 27 OB59 5.1962 5.19615 0.0000 5.92158 0.00000 0.0000 28 OB184 8.7750 5.00000 0.0000 4.61512 0.00000 0.0000 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 15 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 16 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 17 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 18 4.6904 0 0 1 4.2426 3.6056 4.2426 1.60944 19 3.4641 0 0 1 4.4721 2.4495 6.2450 3.71357 20 0.0000 1 0 1 0.0000 0.0000 1.0000 6.49527 21 0.0000 1 0 1 0.0000 0.0000 0.0000 3.66356 22 8.8318 1 1 0 10.8167 8.7178 11.3137 5.61313 23 9.6437 1 1 0 11.0000 9.6437 11.1355 6.13556 24 0.0000 0 0 1 0.0000 0.0000 0.0000 3.21888 25 0.0000 0 0 1 0.0000 0.0000 0.0000 3.09104 26 0.0000 0 0 1 0.0000 0.0000 0.0000 2.07944 27 0.0000 0 0 1 0.0000 0.0000 0.0000 3.09104 28 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 15 0.00000 -1.13832 -0.63121 1.05946 2 CL13 16 0.00000 -1.13832 -0.63602 1.08176 2 CL13 17 0.00000 -1.13832 -0.50708 1.28601 2 CL13 18 1.60944 -0.33947 -0.21729 -0.45770 3 CL17 19 3.49651 -0.31631 -0.19679 -0.47694 3 CL17 20 6.45205 -1.10151 -0.47333 1.48738 2 CL13 21 2.83321 -1.13832 -0.47313 1.47210 2 CL13 22 5.06260 0.76431 0.51120 -1.44920 4 CL9 23 4.75359 0.79765 0.53368 -1.42766 4 CL9 24 3.21888 -1.13832 -0.92475 0.81462 2 CL13 25 3.09104 -1.13832 -0.88230 0.83223 2 CL13 26 0.00000 -1.13832 -0.67830 0.89151 2 CL13 27 2.83321 -1.13832 -1.99680 -0.38684 1 CL11 28 0.00000 -1.13832 -1.99034 -0.32908 1 CL11 The SAS System 14 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 29 OB22 15.3948 4.35890 10.4639 9.05345 9.09963 8.4261 30 OB73 14.6969 4.24264 11.2612 9.22217 9.19218 7.5498 31 OB173 6.3246 6.32456 0.0000 6.28972 0.00000 0.0000 32 OB180 6.3246 6.32456 0.0000 5.77455 0.00000 0.0000 33 OB105 12.4900 3.16228 10.7435 8.66077 7.94307 8.0000 34 OB154 12.6886 3.46410 9.8891 9.09974 8.94338 7.6811 35 OB138 15.7162 0.00000 11.3640 9.00344 8.93274 5.0990 36 OB202 17.2916 0.00000 10.3803 9.64173 8.71539 4.8990 37 OB157 22.2036 0.00000 11.6352 9.94199 8.99293 5.4772 38 OB203 20.0749 0.00000 13.5074 9.67376 8.70351 7.4162 39 OB25 17.4356 4.47214 11.2806 9.46661 9.12859 10.0995 40 OB57 17.7764 4.47214 11.0178 9.18369 8.50815 10.2956 41 OB50 10.9087 4.47214 9.3366 7.96102 7.87474 3.0000 42 OB123 13.8203 4.47214 7.5099 7.94733 7.86365 3.4641 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 29 5.9161 0 0 1 8.3666 5.9161 8.9443 1.38629 30 5.6569 0 0 1 7.7460 7.3485 9.2195 1.38629 31 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 32 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 33 6.1644 0 0 1 7.1414 7.5498 8.0000 3.13549 34 6.2450 0 0 1 8.1854 5.3852 8.4853 0.00000 35 5.4772 1 1 0 5.0990 5.6569 7.1414 3.80666 36 5.0000 1 1 0 4.0000 5.5678 8.3066 0.00000 37 4.0000 1 1 0 5.4772 4.5826 9.6437 0.00000 38 7.0711 1 1 0 6.2450 0.0000 6.7082 0.00000 39 8.7178 0 1 1 8.1240 7.4162 9.9499 2.63906 40 5.9161 0 1 1 10.0995 5.5678 13.1909 4.93447 41 0.0000 0 0 1 4.4721 2.2361 6.0828 3.49651 42 3.1623 0 0 1 3.7417 3.8730 3.7417 2.89037 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 29 1.09861 0.27883 0.33741 -0.35837 5 CL20 30 1.38629 0.27734 0.39390 -0.38205 5 CL20 31 0.00000 -1.13832 -1.79771 -0.01931 1 CL11 32 0.00000 -1.13832 -1.86505 -0.01749 1 CL11 33 2.89037 0.25416 0.00597 -0.71988 5 CL20 34 0.00000 0.21882 0.06321 -0.72579 5 CL20 35 2.77259 -0.06368 0.07896 -1.58442 4 CL9 36 0.00000 -0.09116 0.14208 -1.57239 4 CL9 37 0.00000 -0.04055 0.58040 -1.37671 4 CL9 38 0.00000 -0.10453 0.59751 -1.33473 4 CL9 39 2.30259 0.53522 0.59068 -0.22530 6 CL8 40 4.82028 0.55808 0.51724 -0.19000 6 CL8 41 2.89037 -0.54659 -0.20514 -0.44282 3 CL17 42 2.83321 -0.45888 -0.22679 -0.43968 3 CL17 The SAS System 15 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 43 OB21 13.8924 4.89898 10.6227 8.7972 8.54052 4.2426 44 OB97 15.0997 5.00000 10.0433 8.7480 8.46737 8.3066 45 OB47 9.0554 9.05539 0.0000 6.4003 0.00000 0.0000 46 OB174 8.9443 8.94427 0.0000 7.1839 0.00000 0.0000 47 OB13 8.5440 8.54400 10.0610 6.5352 0.00000 0.0000 48 OB120 8.9443 8.94427 8.6706 6.5309 0.00000 0.0000 49 OB143 5.9161 5.91608 8.6697 5.7104 0.00000 0.0000 50 OB186 5.6569 5.65685 8.3229 6.1137 0.00000 0.0000 51 OB139 9.0554 3.16228 9.5745 7.6492 7.37713 4.0000 52 OB181 8.9443 3.16228 9.5381 8.1747 7.66059 4.5826 53 OB38 18.7617 4.47214 10.2959 9.4720 8.97525 9.2195 54 OB43 18.0831 4.35890 9.9489 9.4608 9.53503 8.4853 55 OB156 16.4317 3.87298 10.4874 8.7124 8.55737 8.0623 56 OB17 13.6748 4.24264 11.2059 9.0137 9.15430 10.2956 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 43 7.8740 0 0 1 5.4772 9.1652 5.6569 1.38629 44 5.0000 0 0 1 7.0711 5.9161 8.3666 4.83628 45 0.0000 0 0 1 0.0000 0.0000 0.0000 2.19722 46 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 47 0.0000 0 0 1 0.0000 0.0000 0.0000 4.43082 48 0.0000 0 0 1 0.0000 0.0000 0.0000 2.07944 49 0.0000 0 0 1 0.0000 0.0000 0.0000 0.69315 50 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 51 4.3589 0 0 1 5.1962 5.9161 4.8990 3.33220 52 4.4721 0 0 1 5.2915 5.1962 6.9282 0.00000 53 6.4807 0 0 1 9.5917 7.7460 9.9499 3.61092 54 8.1240 0 0 1 9.1652 8.0000 9.4868 4.57471 55 8.2462 0 0 1 7.1414 7.0711 6.7823 0.00000 56 10.5357 0 0 1 11.3137 11.4455 8.0000 4.57471 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 43 1.38629 0.08916 0.25484 -0.20394 5 CL20 44 4.57471 0.16962 0.26217 -0.16000 5 CL20 45 2.19722 -1.13832 -1.41791 0.87290 2 CL13 46 0.00000 -1.13832 -1.33033 0.83381 2 CL13 47 3.49651 -1.13832 -0.49775 1.18988 2 CL13 48 2.07944 -1.13832 -0.57895 1.25375 2 CL13 49 0.69315 -1.13832 -1.09143 0.26681 1 CL11 50 0.00000 -1.13832 -1.10686 0.16395 1 CL11 51 3.04452 -0.21732 -0.45112 -0.84611 3 CL17 52 0.00000 -0.14010 -0.37846 -0.86979 3 CL17 53 3.36730 0.48379 0.56055 -0.22258 5 CL20 54 4.30407 0.49513 0.50656 -0.32664 5 CL20 55 0.00000 0.27273 0.28643 -0.43576 5 CL20 56 4.46591 0.81426 0.30440 -0.41351 5 CL20 The SAS System 16 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 57 OB69 15.6844 4.47214 10.1484 8.6781 8.87933 11.0905 58 OB125 10.0499 3.00000 9.4888 7.3883 6.95750 2.4495 59 OB150 10.5357 3.74166 7.7948 7.4950 7.96589 4.4721 60 OB34 20.7123 0.00000 11.2003 9.8318 9.84930 17.0294 61 OB131 20.1494 0.00000 10.6612 9.6340 9.60313 14.5602 62 OB9 16.3095 5.38516 8.1077 8.8401 8.98344 6.0828 63 OB76 12.4499 5.47723 9.6173 8.5051 8.40425 5.6569 64 OB93 12.5300 4.69042 10.4434 8.3219 8.11373 4.3589 65 OB115 14.2127 4.47214 10.1723 8.1840 8.29705 5.0000 66 OB12 16.4012 4.47214 8.6096 8.6096 9.08273 8.9443 67 OB90 12.4499 4.47214 9.8927 8.6296 8.91892 9.2195 68 OB44 16.9706 4.89898 10.5384 9.3771 9.07062 8.4261 69 OB178 4.4721 4.47214 0.0000 5.3799 0.00000 0.0000 70 OB192 4.7958 4.79583 0.0000 4.3820 0.00000 0.0000 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 57 12.3288 0 0 1 9.6954 11.0454 9.1104 4.56435 58 2.2361 0 0 1 3.6056 3.4641 3.7417 2.89037 59 3.4641 0 0 1 3.6056 3.1623 2.8284 1.79176 60 13.4536 1 1 0 16.7033 12.0830 14.4568 5.23111 61 12.4097 1 1 0 14.3527 16.3095 17.1172 4.80402 62 3.6056 0 0 1 6.4807 4.2426 8.9443 2.77259 63 4.3589 0 0 1 5.9161 6.0000 8.1854 1.09861 64 4.3589 0 0 1 5.2915 4.3589 5.4772 2.07944 65 3.6056 0 0 1 4.0000 4.4721 3.4641 3.04452 66 7.0000 0 0 1 10.0000 7.0000 10.4403 0.00000 67 7.8740 0 0 1 8.1854 7.4162 8.4853 4.33073 68 6.2450 0 1 1 9.0554 7.7460 10.6771 0.00000 69 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 70 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 57 3.93183 0.87804 0.27209 -0.31683 5 CL20 58 2.89037 -0.55380 -0.47277 -0.84182 3 CL17 59 1.79176 -0.47480 -0.48899 -0.74845 3 CL17 60 4.95583 1.64679 0.48430 -1.49380 4 CL9 61 4.49981 1.68482 0.36438 -1.52212 4 CL9 62 2.48491 -0.03369 0.20791 -0.13231 5 CL20 63 1.09861 -0.00283 0.08158 -0.11710 5 CL20 64 2.07944 -0.23852 0.06502 -0.28988 3 CL17 65 2.70805 -0.36077 0.10281 -0.32550 3 CL17 66 0.00000 0.49775 0.16293 -0.38037 5 CL20 67 4.33073 0.41777 0.06859 -0.43176 5 CL20 68 0.00000 0.45117 0.51363 -0.14552 6 CL8 69 0.00000 -1.13832 -2.16448 -0.62157 1 CL11 70 0.00000 -1.13832 -2.25163 -0.51224 1 CL11 The SAS System 17 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 71 OB108 12.4097 4.47214 9.6242 7.6563 7.74803 6.4807 72 OB14 23.6854 0.00000 11.2786 9.9838 9.43660 13.0384 73 OB49 22.0454 0.00000 11.2254 9.7217 9.28943 12.6491 74 OB40 21.9317 0.00000 12.5168 9.7323 9.22247 5.8310 75 OB24 12.8841 5.29150 10.5006 8.5252 8.26591 6.9282 76 OB70 7.7460 7.74597 0.0000 6.6333 0.00000 0.0000 77 OB179 7.7460 7.74597 0.0000 6.5117 2.07944 0.0000 78 OB26 20.4939 4.35890 11.6346 9.6865 9.41947 12.0000 79 OB27 22.2486 4.00000 11.7151 10.0947 9.47186 11.8322 80 OB165 14.1774 2.44949 11.3561 9.0096 8.60667 1.0000 81 OB167 11.7898 2.82843 10.7032 8.9745 9.05322 2.0000 82 OB16 22.9565 0.00000 11.7653 9.8054 9.48357 11.2250 83 OB91 14.9332 4.24264 10.5074 8.8333 8.31287 5.5678 84 OB188 15.3623 4.58258 9.8646 8.2509 7.80914 4.4721 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 71 2.0000 0 0 1 4.8990 1.4142 3.8730 1.38629 72 14.7986 1 1 0 13.1149 11.9164 12.5300 5.19850 73 13.2288 1 1 0 12.6095 13.0000 13.9284 2.07944 74 3.3166 1 1 0 5.5678 5.3852 11.3137 1.38629 75 6.5574 0 0 1 6.7082 7.4833 7.2801 0.69315 76 0.0000 0 0 1 0.0000 0.0000 0.0000 3.78419 77 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 78 10.4881 0 1 1 12.0830 9.3274 14.2127 3.71357 79 9.7468 0 1 1 11.1803 10.2956 13.4536 5.99894 80 1.4142 1 1 1 1.0000 1.0000 7.0000 0.00000 81 2.2361 1 1 1 3.1623 0.0000 5.1962 0.00000 82 7.1414 1 1 0 11.9583 7.6158 13.1909 4.57471 83 5.2915 0 0 1 6.0828 3.8730 7.0711 3.29584 84 4.5826 0 0 1 5.1962 6.2450 6.7823 0.00000 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 71 1.09861 -0.43409 -0.14232 -0.37384 3 CL17 72 4.77068 1.33391 0.65242 -1.37402 4 CL9 73 2.07944 1.33333 0.51762 -1.41797 4 CL9 74 0.00000 0.04259 0.63432 -1.35541 4 CL9 75 0.69315 0.18289 0.17144 -0.10797 5 CL20 76 3.58352 -1.13832 -1.56262 0.44408 1 CL11 77 0.00000 -1.13832 -1.47978 0.32257 1 CL11 78 3.36730 1.05376 0.82322 -0.16459 6 CL8 79 5.65249 0.99454 0.95276 -0.21689 6 CL8 80 0.00000 -0.71270 0.17622 -0.88895 4 CL9 81 0.00000 -0.66703 0.03139 -0.90853 4 CL9 82 4.30407 0.78849 0.63899 -1.37534 4 CL9 83 2.48491 -0.08712 0.24130 -0.35809 5 CL20 84 0.00000 -0.10878 0.12949 -0.24357 5 CL20 The SAS System 18 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 85 OB132 12.9615 5.0000 9.3324 8.4832 7.83874 4.6904 86 OB41 7.0711 7.0711 7.3690 6.3969 0.00000 0.0000 87 OB85 6.3246 6.3246 9.0009 5.6971 0.00000 0.0000 88 OB191 6.3246 6.3246 0.0000 0.0000 0.00000 0.0000 89 OB18 19.8997 3.1623 8.7435 9.6481 9.36169 11.1355 90 OB46 16.2481 2.8284 10.9745 9.1715 9.09863 9.8995 91 OB1 27.0000 6.1644 10.6440 10.0414 9.66059 12.2882 92 OB3 24.1661 6.3246 11.6953 10.0747 9.69990 10.6771 93 OB116 12.8062 5.7446 9.8616 8.3694 7.82804 7.5498 94 OB82 8.1240 8.1240 7.6506 4.9200 0.00000 0.0000 95 OB199 7.4833 7.4833 9.7197 2.9444 0.00000 0.0000 96 OB81 29.7825 3.8730 13.3539 10.6452 9.53329 8.6603 97 OB124 28.6182 4.2426 12.8513 10.1098 9.54617 7.6811 98 OB30 6.4031 3.1623 8.3921 6.7979 5.50533 0.0000 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 85 3.1623 0 0 1 4.5826 2.4495 5.0000 3.17805 86 0.0000 0 0 1 0.0000 0.0000 0.0000 3.76120 87 0.0000 0 0 1 0.0000 0.0000 0.0000 2.83321 88 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 89 9.5917 0 1 1 11.3578 10.7703 9.4868 5.06260 90 10.5830 0 1 1 9.5917 8.8318 10.4403 0.00000 91 8.6023 1 1 1 12.0830 9.8995 13.6382 6.14847 92 7.9373 1 1 1 11.4891 9.4340 12.4499 2.89037 93 5.0000 0 0 1 6.7823 4.2426 6.5574 3.66356 94 0.0000 0 0 1 0.0000 0.0000 0.0000 0.69315 95 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 96 6.2450 1 1 1 9.2195 6.7082 11.9583 3.25810 97 8.1240 1 1 1 8.5440 8.8882 11.6190 0.00000 98 0.0000 0 0 1 0.0000 0.0000 0.0000 1.09861 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 85 3.17805 -0.38886 0.01383 -0.22286 3 CL17 86 3.71357 -1.13832 -0.97269 0.57925 1 CL11 87 2.83321 -1.13832 -1.00657 0.41632 1 CL11 88 0.00000 -1.13832 -2.61998 0.00293 1 CL11 89 4.82028 0.84084 0.40885 -0.67273 6 CL8 90 0.00000 0.72598 0.32581 -0.76034 6 CL8 91 6.09807 0.99369 1.28043 0.50846 7 CL12 92 2.63906 0.82287 1.24812 0.51602 7 CL12 93 3.29584 -0.00097 0.10062 0.01908 5 CL20 94 0.69315 -1.13832 -0.99772 0.94222 2 CL13 95 0.00000 -1.13832 -1.14203 0.83944 2 CL13 96 3.09104 0.47357 1.58179 0.05294 6 CL8 97 0.00000 0.55372 1.43066 0.10305 6 CL8 98 1.09861 -1.13832 -0.90837 -0.87267 3 CL17 The SAS System 19 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 99 OB169 17.4929 3.8730 0.0000 8.4935 7.8755 0.0000 100 OB86 16.1555 4.8990 11.1127 9.5434 8.9944 10.0000 101 OB60 21.0950 6.0000 10.5644 9.9363 9.6546 12.7279 102 OB128 19.3132 6.1644 12.2302 9.9395 9.2304 11.8322 103 OB19 22.4277 3.7417 12.3449 9.7858 9.7306 8.2462 104 OB111 23.9792 3.7417 9.5205 10.0847 9.6033 8.8318 105 OB75 12.1655 3.6056 9.3920 8.0609 7.7795 5.7446 106 OB142 11.9583 3.7417 7.4018 8.6689 8.1668 4.1231 107 OB155 14.6287 5.1962 11.0517 8.8364 8.1594 6.0000 108 OB36 23.2379 7.4833 10.5106 9.8995 9.2260 14.3178 109 OB149 20.1494 7.6158 10.7335 9.4407 9.3169 11.7473 110 OB197 5.4772 5.4772 9.7197 4.0431 0.0000 0.0000 111 OB89 13.8203 3.8730 10.0498 8.8722 8.5802 5.0990 112 OB127 16.6132 3.3166 10.6861 8.8577 8.6786 4.4721 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 99 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 100 9.0554 0 1 1 9.8489 8.7178 9.7980 2.07944 101 9.1652 0 0 1 12.6491 8.7178 12.7671 4.74493 102 11.4018 0 0 1 12.7279 11.9164 11.8322 4.26268 103 9.2195 1 1 1 9.0554 8.2462 9.9499 6.08677 104 7.2111 1 1 1 9.4340 7.4833 10.4881 6.07535 105 4.0000 0 0 1 6.3246 3.6056 5.2915 3.46574 106 3.8730 0 0 1 4.1231 4.0000 5.0000 1.38629 107 6.1644 0 0 1 6.1644 6.8557 8.3066 0.00000 108 11.4891 1 0 1 15.5242 10.1980 7.2801 6.36303 109 11.7047 1 0 1 11.4891 13.2288 10.2470 5.74620 110 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 111 3.6056 0 0 1 6.4031 4.1231 9.1652 1.60944 112 3.7417 0 0 1 5.8310 4.8990 6.9282 2.70805 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 99 0.00000 -1.13832 -0.72943 -0.86718 3 CL17 100 2.07944 0.65317 0.54322 -0.13930 6 CL8 101 4.59512 0.97571 0.92725 0.27330 6 CL8 102 4.00733 1.11807 0.98536 0.37168 6 CL8 103 5.35659 0.55016 0.97445 -0.27149 6 CL8 104 5.15906 0.50064 0.81857 -0.35293 6 CL8 105 2.63906 -0.19633 -0.19274 -0.65222 3 CL17 106 1.38629 -0.34111 -0.28722 -0.73912 3 CL17 107 0.00000 0.12575 0.34669 -0.05029 5 CL20 108 5.73979 1.08754 1.13090 0.80129 7 CL12 109 5.55296 1.07210 0.94084 0.75157 7 CL12 110 0.00000 -1.13832 -1.26679 0.17984 1 CL11 111 1.60944 -0.07068 0.12539 -0.53986 5 CL20 112 1.38629 -0.16342 0.29569 -0.59275 5 CL20 The SAS System 20 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 113 OB96 16.5831 3.8730 9.0808 9.2166 9.2279 12.2066 114 OB107 12.1655 3.4641 11.1346 8.8611 8.6893 6.3246 115 OB168 7.6158 7.6158 11.0974 6.5971 0.0000 0.0000 116 OB20 10.0499 4.0000 9.4747 7.9445 7.2542 4.0000 117 OB145 16.8523 6.3246 10.8474 9.2901 9.4349 11.5758 118 OB151 16.2173 5.4772 11.4481 9.0938 8.7224 10.8628 119 OB98 15.1327 4.8990 9.2884 8.6623 8.4579 7.4162 120 OB56 8.3666 8.3666 0.0000 7.1253 0.0000 0.0000 121 OB194 9.6954 3.1623 9.4908 8.1736 8.6205 2.2361 122 OB51 22.1133 0.0000 11.6458 9.9055 9.3735 8.7178 123 OB52 21.4009 0.0000 10.8400 9.2903 8.8439 7.3485 124 OB196 8.7178 8.7178 11.3187 6.8427 0.0000 0.0000 125 OB109 17.6918 5.2915 8.6549 8.4375 8.4275 5.5678 126 OB42 22.2935 4.3589 11.3796 9.8279 9.6150 9.9499 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 113 10.6301 0 0 1 12.2882 11.4455 11.0905 4.89784 114 6.5574 0 0 1 13.2665 14.8997 15.1658 5.05625 115 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 116 2.0000 0 0 1 3.4641 3.7417 4.5826 1.60944 117 10.6301 0 0 1 12.0830 10.5357 10.8628 4.68213 118 11.4018 0 0 1 11.3578 12.0830 11.6619 5.24175 119 8.1854 0 0 1 8.3066 9.8995 6.0000 4.04305 120 0.0000 0 0 1 0.0000 0.0000 0.0000 4.71850 121 0.0000 0 0 1 4.6904 3.6056 6.9282 0.00000 122 7.2801 1 1 0 8.3666 8.6603 10.6771 4.09434 123 7.0711 1 1 0 7.4162 7.0000 11.7047 5.28320 124 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 125 3.3166 0 0 1 5.2915 3.8730 7.2111 3.49651 126 9.7980 1 1 1 8.8318 8.0623 11.4018 5.63479 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 113 4.33073 1.04115 0.25660 -0.53991 5 CL20 114 5.01728 0.98003 0.11194 -0.66631 5 CL20 115 0.00000 -1.13832 -0.51384 0.93617 2 CL13 116 1.60944 -0.46717 -0.30746 -0.56606 3 CL17 117 4.41884 0.96604 0.65686 0.26632 6 CL8 118 4.97673 1.02989 0.55342 0.06736 6 CL8 119 3.63759 0.36906 0.17138 -0.22436 5 CL20 120 4.18965 -1.13832 -1.41527 0.64520 2 CL13 121 0.00000 -0.48395 -0.29711 -0.90502 3 CL17 122 4.00733 0.51114 0.58987 -1.40118 4 CL9 123 4.69135 0.38933 0.36812 -1.42890 4 CL9 124 0.00000 -1.13832 -0.31294 1.30617 2 CL13 125 2.70805 -0.18687 0.24872 -0.05670 5 CL20 126 5.41165 0.67540 0.92339 -0.13294 6 CL8 The SAS System 21 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 127 OB100 12.2882 3.1623 9.5801 8.4949 8.1438 7.1414 128 OB45 15.4596 6.9282 9.8744 8.5843 8.6711 7.9373 129 OB54 15.7162 5.9161 10.1377 9.1095 8.5785 8.3066 130 OB62 20.7364 4.4721 13.2963 9.7922 9.1898 12.1244 131 OB144 9.0554 2.4495 9.0738 7.9540 7.3363 5.2915 132 OB119 11.3578 11.3578 9.5924 6.4785 0.0000 0.0000 133 OB158 11.0905 11.0905 12.2121 7.0202 0.0000 0.0000 134 OB163 7.0711 7.0711 0.0000 6.0868 0.0000 0.0000 135 OB103 18.7883 4.2426 10.3543 9.6486 9.3800 12.4900 136 OB104 17.8326 4.3589 10.7334 9.4678 9.3225 12.2474 137 OB118 13.6748 4.7958 9.6499 8.7658 8.1682 3.4641 138 OB106 14.6629 3.7417 9.4563 9.0445 8.7136 10.0000 139 OB171 9.5917 9.5917 0.0000 6.8200 0.0000 2.0000 140 OB5 23.9792 5.4772 11.8676 10.1710 9.4091 10.9087 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 127 4.5826 0 0 1 6.7823 5.7446 8.1240 3.17805 128 8.8882 0 0 1 9.0000 9.0000 8.0623 5.97889 129 8.2462 0 0 1 8.7178 7.8102 8.5440 3.73767 130 11.5326 0 1 1 13.0000 12.4499 11.9583 4.07754 131 4.6904 0 0 1 4.5826 4.0000 5.6569 3.04452 132 0.0000 0 0 1 0.0000 0.0000 1.0000 4.62497 133 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 134 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 135 13.8564 1 0 1 13.2665 15.3297 12.7671 4.15888 136 11.8322 1 0 1 12.0416 10.3923 13.3791 5.25750 137 0.0000 0 0 1 3.1623 2.0000 6.4031 4.04305 138 11.2694 0 1 1 9.1104 11.5326 10.5357 5.38907 139 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 140 9.5394 1 1 1 13.4164 10.8628 14.4222 5.63835 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 127 2.70805 0.08282 -0.12933 -0.79337 5 CL20 128 5.71703 0.48310 0.40756 0.40203 5 CL20 129 3.46574 0.43424 0.43023 0.12688 5 CL20 130 3.58352 1.16954 1.00861 -0.03043 6 CL8 131 3.04452 -0.22388 -0.51846 -1.07975 3 CL17 132 4.11087 -1.10151 -0.17394 2.08723 2 CL13 133 0.00000 -1.13832 0.11393 2.12413 2 CL13 134 0.00000 -1.13832 -1.72436 0.22541 1 CL11 135 4.06044 1.42245 0.59160 -0.31118 6 CL8 136 4.97673 1.12313 0.55958 -0.28420 6 CL8 137 2.63906 -0.57509 0.11920 -0.26612 3 CL17 138 4.92725 0.84521 0.13191 -0.58955 6 CL8 139 0.00000 -1.06181 -1.29128 1.04670 2 CL13 140 5.59842 1.09235 1.18576 0.28458 7 CL12 The SAS System 22 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 141 OB72 12.3693 4.3589 10.0171 8.6827 8.3323 6.6332 142 OB6 31.9531 7.2111 13.0436 10.4144 10.1911 14.7648 143 OB64 27.6225 7.6811 12.0502 10.0410 9.6982 14.1067 144 OB187 10.7703 4.2426 10.1307 8.1134 7.9124 3.4641 145 OB4 25.5147 4.0000 13.1081 10.0285 9.4556 9.7980 146 OB162 9.4340 3.7417 9.4660 5.3279 0.0000 0.0000 147 OB182 5.0000 5.0000 7.3614 5.2627 0.0000 0.0000 148 OB134 23.4947 0.0000 13.1554 9.9032 9.2284 5.9161 149 OB136 10.3923 10.3923 9.2679 7.2378 0.0000 0.0000 150 OB170 10.3441 10.3441 9.5477 7.4697 0.0000 3.4641 151 OB153 19.1311 5.4772 11.0695 9.6328 9.3454 9.6437 152 OB147 16.0000 0.0000 11.6626 9.3570 8.8733 7.8102 153 OB35 20.4450 4.4721 10.6692 9.7835 9.3358 8.3666 154 OB141 17.0587 4.4721 10.5793 9.6964 8.9975 6.4031 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 141 5.2915 0 0 1 7.4833 6.1644 8.4261 3.97029 142 11.9164 1 1 1 14.5945 12.5698 12.1655 4.44265 143 11.4018 1 1 1 14.4914 11.1355 15.4272 6.56103 144 0.0000 0 0 1 3.3166 0.0000 5.0990 0.00000 145 7.6811 1 1 1 10.7703 7.2111 12.4900 0.69315 146 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 147 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 148 5.4772 1 1 0 6.7823 4.6904 12.5698 5.37990 149 0.0000 0 0 1 0.0000 0.0000 0.0000 5.39363 150 1.0000 0 0 1 2.2361 0.0000 3.4641 0.00000 151 10.1980 0 0 1 10.2470 8.2462 10.1980 5.05625 152 5.8310 1 1 0 6.8557 6.2450 10.9545 3.66356 153 7.4162 1 0 1 8.3066 8.1240 10.6301 5.85507 154 5.8310 1 0 1 6.7082 6.4031 8.2462 4.66344 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 141 3.93183 0.14386 0.04629 -0.42756 5 CL20 142 3.21888 1.35704 1.93657 1.05507 7 CL12 143 6.29895 1.37337 1.57258 1.04197 7 CL12 144 0.00000 -0.69410 -0.13259 -0.47951 3 CL17 145 0.00000 0.66873 1.25384 -0.04716 6 CL8 146 0.00000 -1.13832 -1.04865 -0.22740 1 CL11 147 0.00000 -1.13832 -1.39878 -0.09405 1 CL11 148 4.85203 0.19322 0.80282 -1.27705 4 CL9 149 4.88280 -1.13832 -0.23517 1.75333 2 CL13 150 0.00000 -0.75655 -0.18430 1.75022 2 CL13 151 4.77068 0.69462 0.77401 0.10120 6 CL8 152 3.40120 0.28214 0.16647 -1.55900 4 CL9 153 5.56452 0.47834 0.74517 -0.17455 6 CL8 154 4.45435 0.12919 0.52650 -0.26392 6 CL8 The SAS System 23 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 155 OB65 25.4755 0.0000 11.7721 9.8993 9.3357 11.6190 156 OB67 24.9199 6.3246 11.0744 10.1370 9.7394 18.2483 157 OB71 25.4165 4.8990 10.8164 10.0991 9.4566 20.5183 158 OB78 11.4018 9.5917 10.0067 7.2584 6.0355 1.0000 159 OB112 9.5917 9.5917 8.7321 6.6012 5.5984 0.0000 160 OB130 14.3178 3.1623 10.4385 8.8594 8.3909 8.0000 161 OB61 10.3923 10.3923 0.0000 7.5033 0.0000 0.0000 162 OB79 22.5610 4.2426 10.8647 9.9729 10.0276 11.4018 163 OB113 26.3818 5.0000 10.6737 10.2877 9.7484 11.9583 164 OB68 20.6882 4.6904 10.8781 9.9115 8.9011 15.7162 165 OB137 21.9317 5.4772 10.9116 9.7891 9.6635 11.8322 166 OB122 17.8885 4.8990 10.6315 9.1610 8.4042 5.4772 167 OB8 28.2312 0.0000 11.2913 10.3182 9.7209 17.2337 168 OB55 28.9137 0.0000 12.1559 10.3635 10.0790 12.8841 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 155 10.0000 1 1 0 12.1655 10.7703 13.2288 5.32788 156 20.3224 0 1 1 18.6815 19.2873 14.4222 0.00000 157 17.2337 0 1 1 21.8403 16.6433 16.5529 6.05444 158 2.0000 1 0 1 2.2361 1.0000 1.0000 2.19722 159 0.0000 1 0 1 0.0000 0.0000 0.0000 5.64897 160 8.5440 0 0 1 8.8318 8.8318 9.6437 5.11799 161 0.0000 0 0 1 0.0000 0.0000 0.0000 4.15888 162 11.0905 1 0 1 12.7279 11.1355 10.1980 5.72685 163 11.0454 1 0 1 13.6382 11.0905 11.4891 5.51343 164 15.8430 0 0 1 17.9165 16.4012 14.0000 3.82864 165 16.0312 0 0 1 14.0000 15.0997 12.3288 5.63121 166 2.4495 0 0 1 5.6569 5.3852 6.6332 3.66356 167 16.3095 1 1 0 17.0000 16.3401 15.0333 4.46591 168 13.8203 1 1 0 12.6095 12.2066 17.5499 2.89037 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 155 4.82028 1.04283 0.78070 -1.28843 4 CL9 156 0.00000 2.30466 1.23885 0.50698 7 CL12 157 5.37528 2.36874 1.10847 0.10502 7 CL12 158 2.19722 -0.86498 0.11586 1.22945 2 CL13 159 4.75359 -1.13832 -0.21139 1.13979 2 CL13 160 4.99721 0.51783 0.12230 -0.70476 5 CL20 161 4.15888 -1.13832 -1.09484 1.30598 2 CL13 162 5.05625 0.99962 0.91738 -0.20853 6 CL8 163 4.57471 1.09901 1.19331 0.14023 6 CL8 164 3.36730 1.88202 0.79196 -0.06733 6 CL8 165 5.23644 1.48269 0.94529 0.16137 6 CL8 166 3.66356 -0.17295 0.51221 -0.07269 5 CL20 167 3.71357 1.95927 0.95591 -1.25006 4 CL9 168 2.19722 1.46771 1.09906 -1.20838 4 CL9 The SAS System 24 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 169 OB77 19.3907 3.8730 10.4020 9.6065 9.0606 9.9499 170 OB84 13.3791 4.2426 10.0392 8.7027 9.0208 7.3485 171 OB146 15.4272 4.0000 9.5197 8.8854 9.3454 13.8924 172 OB87 17.4069 5.0990 10.0747 9.0728 9.1594 12.8062 173 OB10 21.5174 7.7460 11.2243 9.7585 9.0563 8.7750 174 OB160 19.4679 8.2462 11.0751 8.6982 9.0934 5.6569 175 OB37 29.7489 4.0000 13.2764 10.5221 9.9219 7.2111 176 OB7 24.0416 7.4162 10.4692 10.0720 9.7097 13.3041 177 OB166 9.3274 3.4641 9.6014 7.3727 0.0000 0.0000 178 OB193 8.9443 2.8284 10.1434 2.8904 0.0000 0.0000 179 OB31 9.3274 4.1231 9.0810 7.7182 7.4194 0.0000 180 OB15 9.4340 9.4340 0.0000 6.6134 0.0000 0.0000 181 OB133 7.7460 7.7460 9.0094 6.5367 0.0000 0.0000 182 OB110 33.4215 6.7082 12.4211 10.4438 10.4390 23.3452 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 169 9.7980 1 1 1 9.7468 10.6301 11.4018 2.89037 170 7.8740 0 1 1 8.5440 8.7178 9.6437 5.03695 171 15.4919 1 0 1 13.9642 13.9642 11.3137 3.87120 172 12.3693 0 0 1 12.8841 12.4097 11.9164 4.62497 173 8.1854 1 0 1 8.2462 7.6811 8.8318 2.94444 174 5.0990 1 0 1 5.7446 7.0000 5.0000 0.00000 175 0.0000 1 1 1 6.0828 2.2361 18.3848 4.59512 176 11.5326 1 1 1 13.6748 12.7279 13.1149 2.48491 177 0.0000 1 0 1 0.0000 0.0000 0.0000 0.00000 178 0.0000 1 0 1 0.0000 0.0000 0.0000 0.00000 179 0.0000 0 0 1 2.0000 0.0000 2.8284 4.33073 180 0.0000 1 0 1 0.0000 0.0000 0.0000 3.98898 181 0.0000 1 0 1 0.0000 0.0000 0.0000 5.56834 182 22.8910 1 0 1 22.6274 22.5832 12.8452 6.24804 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 169 2.39790 0.80821 0.57848 -0.38063 6 CL8 170 4.79579 0.45222 0.12887 -0.46996 6 CL8 171 3.61092 1.45864 0.20908 -0.52282 6 CL8 172 3.93183 1.22011 0.47280 -0.09926 6 CL8 173 2.94444 0.43784 1.10153 0.87038 6 CL8 174 0.00000 -0.05987 0.87974 0.94907 6 CL8 175 4.59512 0.12752 1.58501 0.06338 6 CL8 176 2.48491 1.29315 1.21039 0.77544 7 CL12 177 0.00000 -1.13832 -0.79617 -0.31352 3 CL17 178 0.00000 -1.13832 -1.40128 -0.47150 3 CL17 179 4.12713 -0.95942 -0.39630 -0.57994 3 CL17 180 3.09104 -1.13832 -1.33939 0.99589 2 CL13 181 5.44242 -1.13832 -0.70581 0.87837 2 CL13 182 5.73979 2.81364 1.93110 0.90730 7 CL12 The SAS System 25 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 183 OB148 25.4362 8.1240 10.4833 9.9988 10.0309 18.9209 184 OB66 21.1424 7.7460 11.8124 9.8394 9.4175 10.5357 185 OB88 16.3401 0.0000 10.1510 9.7879 9.3009 11.2250 186 OB32 17.4356 4.4721 11.1823 9.4816 9.2294 8.7178 187 OB29 12.5698 5.7446 10.2113 8.8025 8.7118 7.1414 188 OB164 18.8680 2.8284 11.9703 9.0193 8.0796 5.7446 189 OB117 20.7846 5.6569 10.7158 9.8091 9.6383 14.3178 190 OB2 28.1069 8.5440 10.2708 10.3125 9.4602 15.2971 191 OB101 15.4272 3.1623 10.5019 9.0528 8.8067 9.3808 192 OB39 29.9666 4.2426 11.5716 9.0991 8.6357 5.6569 193 OB177 13.4164 13.4164 8.4407 6.2766 0.0000 0.0000 194 OB63 27.9464 4.4721 12.2547 9.3299 9.3855 7.1414 195 OB23 29.0345 7.0711 11.5387 10.2541 9.6598 14.5258 196 OB80 24.1247 4.8990 11.7949 10.1114 9.7895 21.7025 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 183 21.8861 1 0 1 19.6214 22.4277 14.2127 6.94505 184 6.9282 1 1 1 10.0000 7.1414 13.1529 5.54126 185 13.1909 1 1 0 12.2882 13.6748 11.1803 4.31749 186 3.0000 1 1 1 7.4162 3.4641 11.7473 5.17615 187 3.8730 0 1 1 7.9373 4.8990 8.9443 3.13549 188 4.7958 1 0 1 5.3852 4.2426 3.7417 0.00000 189 14.6629 1 0 1 15.4596 15.4596 14.0000 5.56452 190 7.8102 1 0 1 15.3297 9.1104 16.2173 5.73657 191 8.4853 1 0 1 10.0995 9.3274 9.0000 4.99721 192 5.0000 1 0 1 5.2915 4.8990 5.8310 1.09861 193 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 194 4.4721 0 0 1 6.7823 7.5498 5.5678 0.69315 195 13.3791 0 1 1 15.0997 14.4568 15.9374 4.53260 196 19.4422 1 0 1 23.2164 16.4317 14.3178 3.82864 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 183 6.14204 2.53802 1.34915 1.01023 7 CL12 184 5.17048 0.66116 1.16578 0.86558 7 CL12 185 3.52636 1.19015 0.11557 -1.64783 4 CL9 186 4.85203 0.15228 0.58793 -0.23600 6 CL8 187 2.77259 0.09667 0.22020 -0.02478 6 CL8 188 0.00000 -0.23370 0.49487 -0.57071 6 CL8 189 4.96981 1.65550 0.88031 0.17085 6 CL8 190 5.31812 1.26462 1.52008 1.23954 7 CL12 191 4.39445 0.61115 0.23325 -0.69231 6 CL8 192 0.00000 -0.13067 1.20450 0.14026 6 CL8 193 0.00000 -1.13832 -0.03606 2.70534 2 CL13 194 0.00000 0.05383 1.24562 0.13351 5 CL20 195 0.00000 1.63385 1.57662 0.88223 7 CL12 196 0.00000 2.45933 1.15067 0.09246 7 CL12 The SAS System 26 20:00 Wednesday, December 3, 2003 Obs _NAME_ BEDS RBEDS OUTV ADM SIR HIP95 197 OB95 24.4745 6.4807 10.7172 10.0560 9.8677 17.1756 198 OB114 16.7631 6.9282 8.4325 7.9817 8.4572 4.4721 199 OB189 11.1355 3.7417 9.6111 8.2096 7.7634 2.6458 200 OB175 14.3875 0.0000 10.9512 9.0944 8.4820 1.4142 201 OB48 10.0000 3.1623 8.4178 7.9838 8.4498 19.0000 202 OB58 36.9865 0.0000 12.5955 10.8647 10.1809 1.0000 203 OB159 29.1548 29.1548 12.6994 4.4773 0.0000 0.0000 Obs KNEE95 TH TRAUMA REHAB HIP96 KNEE96 FEMUR96 SALES12 197 16.4317 1 1 1 18.4932 18.7617 14.2829 5.67675 198 5.8310 1 0 1 3.1623 4.2426 4.1231 3.25810 199 0.0000 1 0 1 2.6458 0.0000 5.3852 0.00000 200 1.0000 1 1 0 2.0000 0.0000 3.6056 0.00000 201 23.4307 1 0 1 13.9284 19.4165 8.5440 5.06260 202 1.0000 1 1 0 0.0000 1.0000 9.7980 3.46574 203 0.0000 0 0 1 0.0000 0.0000 0.0000 0.00000 Obs SALESY f1 f2 f3 CLUSTER CLUSNAME 197 5.37528 2.08290 1.18834 0.51491 7 CL12 198 2.63906 -0.31198 0.24976 0.38774 6 CL8 199 0.00000 -0.73996 -0.19756 -0.63299 3 CL17 200 0.00000 -0.83858 -0.04203 -1.61947 4 CL9 201 4.33073 2.06281 -0.41715 -0.93656 6 CL8 202 3.36730 -0.66291 1.64703 -0.94420 4 CL9 203 0.00000 -1.13832 2.24526 8.06106 8 OB159 The SAS System 27 20:00 Wednesday, December 3, 2003 Obs CLUSTER _TYPE_ _FREQ_ BEDS RBEDS OUTV ADM 1 1 0 24 6.4867 6.0922 2.4962 3.7561 2 2 0 35 9.0177 8.9543 7.6367 6.4751 3 3 0 25 11.0191 3.8666 8.9583 7.7718 4 4 0 24 21.1365 0.2199 11.5683 9.7221 5 5 0 33 15.2459 4.5159 10.1501 8.8317 6 6 0 44 19.8112 4.6606 10.9720 9.5095 7 7 0 17 25.7780 6.8335 11.2908 10.0828 8 8 0 1 29.1548 29.1548 12.6994 4.4773 Obs SIR HIP95 KNEE95 TH TRAUMA REHAB HIP96 1 0.08664 0.0000 0.0000 0.00000 0.00000 1.00000 0.0000 2 0.33240 0.1847 0.0857 0.17143 0.00000 1.00000 0.1278 3 7.09683 3.3209 2.1415 0.12000 0.00000 1.00000 3.5084 4 9.25717 8.5819 7.8751 1.00000 1.00000 0.08333 8.6079 5 8.63696 7.3789 6.4096 0.00000 0.00000 1.00000 7.7895 6 9.20162 10.1388 9.4333 0.54545 0.47727 1.00000 10.2470 7 9.69248 15.4344 13.5558 0.82353 0.64706 1.00000 15.9807 8 0.00000 0.0000 0.0000 0.00000 0.00000 1.00000 0.0000 Obs KNEE96 FEMUR96 SALES12 SALESY f1 f2 f3 1 0.0000 0.0000 0.73042 0.70315 -1.13832 -1.89375 0.04111 2 0.0286 0.1847 2.50180 2.26515 -1.11531 -0.66548 1.18991 3 2.5420 4.1479 1.93564 1.76658 -0.54815 -0.34574 -0.59044 4 7.5861 11.0535 3.23824 2.82397 0.51027 0.51779 -1.36274 5 7.2598 8.3217 2.83214 2.57474 0.26469 0.26069 -0.30374 6 9.3936 10.7817 3.92094 3.56513 0.74994 0.71308 -0.11506 7 13.9353 13.5698 4.99049 4.16188 1.60112 1.33733 0.69757 8 0.0000 0.0000 0.00000 0.00000 -1.13832 2.24526 8.06106 The SAS System 28 20:00 Wednesday, December 3, 2003 The REG Procedure Model: MODEL1 Dependent Variable: SALES12 Backward Elimination: Step 0 All Variables Entered: R-Square = 0.1525 and C(p) = 6.0000 The model is not of full rank. A subset of the model which is of full rank is chosen. Analysis of Variance Sum of Mean Source DF Squares Square F Value Model 5 33.43122 6.68624 1.98 Error 55 185.74747 3.37723 Corrected Total 60 219.17869 Analysis of Variance Source Pr > F Model 0.0961 Error Corrected Total Parameter Standard Variable Estimate Error Type II SS F Value Pr > F Intercept 3.28435 0.76705 61.91769 18.33 <.0001 f1 1.01188 0.37807 24.19219 7.16 0.0098 f2 -0.36025 0.88939 0.55410 0.16 0.6870 f3 0.24245 0.73688 0.36561 0.11 0.7434 TH 0.53833 0.54618 3.28087 0.97 0.3286 TRAUMA -0.20401 0.53812 0.48541 0.14 0.7061 Bounds on condition number: 3.0559, 47.066 ---------------------------------------------------------------- Backward Elimination: Step 1 Variable f3 Removed: R-Square = 0.1509 and C(p) = 4.1083 The SAS System 29 20:00 Wednesday, December 3, 2003 The REG Procedure Model: MODEL1 Dependent Variable: SALES12 Backward Elimination: Step 1 Analysis of Variance Sum of Mean Source DF Squares Square F Value Model 4 33.06561 8.26640 2.49 Error 56 186.11308 3.32345 Corrected Total 60 219.17869 Analysis of Variance Source Pr > F Model 0.0536 Error Corrected Total Parameter Standard Variable Estimate Error Type II SS F Value Pr > F Intercept 3.15814 0.65892 76.34512 22.97 <.0001 f1 1.01072 0.37503 24.13925 7.26 0.0093 f2 -0.14332 0.59217 0.19469 0.06 0.8096 TH 0.52438 0.54018 3.13189 0.94 0.3358 TRAUMA -0.25999 0.50643 0.87595 0.26 0.6097 Bounds on condition number: 1.3766, 20.069 ---------------------------------------------------------------- Backward Elimination: Step 2 Variable f2 Removed: R-Square = 0.1500 and C(p) = 2.1659 Analysis of Variance Sum of Mean Source DF Squares Square F Value Model 3 32.87092 10.95697 3.35 Error 57 186.30777 3.26856 Corrected Total 60 219.17869 The SAS System 30 20:00 Wednesday, December 3, 2003 The REG Procedure Model: MODEL1 Dependent Variable: SALES12 Backward Elimination: Step 2 Analysis of Variance Source Pr > F Model 0.0251 Error Corrected Total Parameter Standard Variable Estimate Error Type II SS F Value Pr > F Intercept 3.11852 0.63298 79.33664 24.27 <.0001 f1 0.97548 0.34274 26.47629 8.10 0.0061 TH 0.47131 0.48958 3.02917 0.93 0.3398 TRAUMA -0.29749 0.47814 1.26529 0.39 0.5363 Bounds on condition number: 1.0641, 9.4241 ---------------------------------------------------------------- Backward Elimination: Step 3 Variable TRAUMA Removed: R-Square = 0.1442 and C(p) = 0.5406 Analysis of Variance Sum of Mean Source DF Squares Square F Value Model 2 31.60563 15.80282 4.89 Error 58 187.57306 3.23402 Corrected Total 60 219.17869 Analysis of Variance Source Pr > F Model 0.0109 Error Corrected Total The SAS System 31 20:00 Wednesday, December 3, 2003 The REG Procedure Model: MODEL1 Dependent Variable: SALES12 Backward Elimination: Step 3 Parameter Standard Variable Estimate Error Type II SS F Value Pr > F Intercept 2.89175 0.51476 102.05774 31.56 <.0001 f1 1.00681 0.33723 28.82624 8.91 0.0041 TH 0.53518 0.47615 4.08556 1.26 0.2657 Bounds on condition number: 1.0045, 4.0178 ---------------------------------------------------------------- Backward Elimination: Step 4 Variable TH Removed: R-Square = 0.1256 and C(p) = -0.2497 Analysis of Variance Sum of Mean Source DF Squares Square F Value Model 1 27.52008 27.52008 8.47 Error 59 191.65862 3.24845 Corrected Total 60 219.17869 Analysis of Variance Source Pr > F Model 0.0051 Error Corrected Total Parameter Standard Variable Estimate Error Type II SS F Value Pr > F Intercept 3.25007 0.40506 209.13430 64.38 <.0001 f1 0.98155 0.33723 27.52008 8.47 0.0051 Bounds on condition number: 1, 1 ---------------------------------------------------------------- All variables left in the model are significant at the 0.1000 level. The SAS System 32 20:00 Wednesday, December 3, 2003 The REG Procedure Model: MODEL1 Dependent Variable: SALES12 Summary of Backward Elimination Variable Number Partial Model Step Removed Vars In R-Square R-Square C(p) F Value Pr > F 1 f3 4 0.0017 0.1509 4.1083 0.11 0.7434 2 f2 3 0.0009 0.1500 2.1659 0.06 0.8096 3 TRAUMA 2 0.0058 0.1442 0.5406 0.39 0.5363 4 TH 1 0.0186 0.1256 -0.2497 1.26 0.2657 The SAS System 33 20:00 Wednesday, December 3, 2003 The REG Procedure Model: MODEL1 Dependent Variable: SALES12 Output Statistics Dep Var Predicted Std Error Std Error Obs SALES12 Value Mean Predict Residual Residual 1 0 3.6929 0.2931 -3.6929 1.778 2 0 3.9627 0.2470 -3.9627 1.785 3 0 3.7936 0.2732 -3.7936 1.782 4 0 3.1913 0.4218 -3.1913 1.752 5 0 3.0207 0.4720 -3.0207 1.739 6 0 5.5122 0.5007 -5.5122 1.731 7 0.6931 3.9065 0.2545 -3.2133 1.784 8 1.0986 3.1218 0.4420 -2.0232 1.747 9 2.0794 3.8912 0.2568 -1.8118 1.784 10 2.4849 4.5194 0.2528 -2.0345 1.785 11 2.6391 3.7754 0.2766 -1.1364 1.781 12 2.8904 4.0434 0.2385 -1.1530 1.786 13 2.8904 4.0578 0.2373 -1.1674 1.787 14 2.9444 3.6798 0.2959 -0.7354 1.778 15 3.1355 3.3450 0.3787 -0.2095 1.762 16 3.2581 3.7149 0.2885 -0.4568 1.779 17 3.2581 2.9439 0.4952 0.3142 1.733 18 3.7136 4.2844 0.2319 -0.5708 1.787 19 3.8286 5.0974 0.3799 -1.2687 1.762 20 3.8286 5.6640 0.5475 -1.8354 1.717 21 3.8712 4.6818 0.2802 -0.8106 1.780 22 4.0775 4.3980 0.2388 -0.3205 1.786 23 4.1589 4.6463 0.2735 -0.4874 1.781 24 4.2627 4.3475 0.2350 -0.0848 1.787 25 4.4427 4.5821 0.2623 -0.1394 1.783 26 4.5326 4.8538 0.3175 -0.3212 1.774 27 4.5951 3.3752 0.3705 1.2199 1.764 28 4.6250 4.4477 0.2438 0.1773 1.786 29 4.6634 3.3769 0.3701 1.2866 1.764 30 4.6821 4.1983 0.2309 0.4838 1.787 31 4.7449 4.2078 0.2308 0.5372 1.788 32 4.9345 3.7979 0.2724 1.1366 1.782 33 4.9972 3.8499 0.2633 1.1473 1.783 34 5.0370 3.6939 0.2929 1.3430 1.778 35 5.0562 3.9319 0.2510 1.1244 1.785 36 5.0626 4.0754 0.2360 0.9872 1.787 37 5.0626 5.2748 0.4299 -0.2122 1.750 38 5.1761 3.3995 0.3640 1.7766 1.765 39 5.2417 4.2610 0.2312 0.9808 1.787 40 5.2575 4.3525 0.2353 0.9050 1.787 41 5.3891 4.0797 0.2357 1.3094 1.787 42 5.5134 4.3288 0.2338 1.1846 1.787 43 5.5413 3.8990 0.2556 1.6422 1.784 The SAS System 34 20:00 Wednesday, December 3, 2003 The REG Procedure Model: MODEL1 Dependent Variable: SALES12 Output Statistics Student Cook's Obs Residual -2-1 0 1 2 D 1 -2.077 | ****| | 0.059 2 -2.220 | ****| | 0.047 3 -2.129 | ****| | 0.053 4 -1.821 | ***| | 0.096 5 -1.737 | ***| | 0.111 6 -3.184 |******| | 0.424 7 -1.801 | ***| | 0.033 8 -1.158 | **| | 0.043 9 -1.016 | **| | 0.011 10 -1.140 | **| | 0.013 11 -0.638 | *| | 0.005 12 -0.645 | *| | 0.004 13 -0.653 | *| | 0.004 14 -0.414 | | | 0.002 15 -0.119 | | | 0.000 16 -0.257 | | | 0.001 17 0.181 | | | 0.001 18 -0.319 | | | 0.001 19 -0.720 | *| | 0.012 20 -1.069 | **| | 0.058 21 -0.455 | | | 0.003 22 -0.179 | | | 0.000 23 -0.274 | | | 0.001 24 -0.0475 | | | 0.000 25 -0.0782 | | | 0.000 26 -0.181 | | | 0.001 27 0.692 | |* | 0.011 28 0.0993 | | | 0.000 29 0.729 | |* | 0.012 30 0.271 | | | 0.001 31 0.301 | | | 0.001 32 0.638 | |* | 0.005 33 0.643 | |* | 0.005 34 0.755 | |* | 0.008 35 0.630 | |* | 0.004 36 0.552 | |* | 0.003 37 -0.121 | | | 0.000 38 1.006 | |** | 0.022 39 0.549 | |* | 0.003 40 0.506 | |* | 0.002 41 0.733 | |* | 0.005 42 0.663 | |* | 0.004 43 0.920 | |* | 0.009 The SAS System 35 20:00 Wednesday, December 3, 2003 The REG Procedure Model: MODEL1 Dependent Variable: SALES12 Output Statistics Dep Var Predicted Std Error Std Error Obs SALES12 Value Mean Predict Residual Residual 44 5.5645 4.8750 0.3226 0.6895 1.773 45 5.6312 4.7054 0.2849 0.9258 1.780 46 5.6348 3.9130 0.2536 1.7218 1.784 47 5.6384 4.3223 0.2335 1.3161 1.787 48 5.6768 5.2945 0.4357 0.3822 1.749 49 5.7268 4.2312 0.2308 1.4956 1.788 50 5.7366 4.4914 0.2490 1.2452 1.785 51 5.7462 4.3024 0.2325 1.4438 1.787 52 5.8551 3.7196 0.2876 2.1355 1.779 53 5.9989 4.2263 0.2308 1.7727 1.788 54 6.0544 5.5751 0.5199 0.4793 1.726 55 6.0753 3.7415 0.2831 2.3339 1.780 56 6.0868 3.7901 0.2738 2.2967 1.781 57 6.1485 4.2254 0.2308 1.9230 1.788 58 6.2480 6.0118 0.6578 0.2362 1.678 59 6.3630 4.3175 0.2332 2.0455 1.787 60 6.5610 4.5981 0.2650 1.9629 1.783 61 6.9451 5.7413 0.5716 1.2038 1.709 Output Statistics Student Cook's Obs Residual -2-1 0 1 2 D 44 0.389 | | | 0.003 45 0.520 | |* | 0.003 46 0.965 | |* | 0.009 47 0.736 | |* | 0.005 48 0.219 | | | 0.001 49 0.837 | |* | 0.006 50 0.698 | |* | 0.005 51 0.808 | |* | 0.006 52 1.200 | |** | 0.019 53 0.992 | |* | 0.008 54 0.278 | | | 0.004 55 1.311 | |** | 0.022 56 1.289 | |** | 0.020 57 1.076 | |** | 0.010 58 0.141 | | | 0.002 59 1.145 | |** | 0.011 60 1.101 | |** | 0.013 61 0.704 | |* | 0.028 The SAS System 36 20:00 Wednesday, December 3, 2003 The REG Procedure Model: MODEL1 Dependent Variable: SALES12 Sum of Residuals 0 Sum of Squared Residuals 191.65862 Predicted Residual SS (PRESS) 207.40628 The SAS System 37 20:00 Wednesday, December 3, 2003 Obs gain PRED STDP SALES12 epred 1 -670.260 5.74126 0.57165 1037 311.458 2 -603.156 4.59810 0.26498 706 99.296 3 -501.928 4.31755 0.23324 579 75.004 4 -396.750 4.22542 0.23078 467 68.404 5 -393.049 3.79008 0.27381 439 44.260 6 -390.115 3.74148 0.28314 434 42.160 7 -331.691 4.22627 0.23078 402 68.461 8 -305.011 3.71959 0.28757 348 41.247 9 -236.099 4.30239 0.23254 312 73.876 10 -235.340 4.23125 0.23081 306 68.803 11 -227.315 3.91301 0.25359 279 50.050 12 -216.947 4.49136 0.24902 309 89.243 13 -203.006 3.89903 0.25561 254 49.355 14 -202.558 4.32227 0.23348 280 75.360 15 -169.044 4.32881 0.23383 247 75.854 16 -162.878 4.70540 0.28492 278 110.543 17 -157.208 4.07969 0.23568 218 59.127 18 -143.998 3.39954 0.36403 176 29.950 19 -123.047 5.57511 0.51993 425 263.778 20 -122.028 4.87503 0.32257 260 130.978 21 -115.202 4.26096 0.23122 188 70.878 22 -111.149 4.35248 0.23528 191 77.671 23 -111.035 3.69395 0.29291 153 40.203 24 -103.365 3.93188 0.25097 156 51.003 25 -98.352 3.84995 0.26331 147 46.991 26 -96.464 4.07540 0.23598 157 58.874 27 -91.709 3.79786 0.27238 138 44.605 28 -73.645 3.37688 0.37009 105 29.279 29 -71.920 5.29454 0.43566 291 199.246 30 -66.691 3.37524 0.37053 98 29.231 31 -44.979 4.20778 0.23080 114 67.207 32 -38.630 4.19829 0.23088 107 66.572 33 -12.996 4.44767 0.24377 101 85.428 34 -9.199 6.01180 0.65775 516 408.216 35 -3.535 2.94385 0.49517 25 18.989 36 8.468 3.34496 0.37872 22 28.359 37 9.449 4.34752 0.23495 70 77.286 38 17.138 4.58207 0.26232 84 97.717 39 17.800 3.71491 0.28853 25 41.055 40 22.921 3.02069 0.47197 0 20.505 41 23.015 3.12182 0.44199 2 22.688 42 23.414 3.67983 0.29592 18 39.640 43 25.642 4.39803 0.23882 58 81.291 44 26.583 3.19131 0.42181 0 24.320 45 32.316 3.77542 0.27655 13 43.616 46 34.535 4.28439 0.23186 40 72.558 47 41.663 4.04337 0.23853 17 57.018 48 41.925 3.69292 0.29313 0 40.162 49 42.497 4.05776 0.23732 17 57.845 50 42.852 4.85377 0.31751 92 128.223 The SAS System 38 20:00 Wednesday, December 3, 2003 Obs gain PRED STDP SALES12 epred 51 43.611 3.89119 0.25678 7 48.969 52 45.167 4.64628 0.27350 63 104.196 53 46.103 3.79358 0.27316 0 44.415 54 50.360 3.90647 0.25453 1 49.723 55 54.226 3.96266 0.24700 0 52.597 56 57.271 5.27482 0.42993 157 195.356 57 65.288 4.68180 0.28024 47 107.964 58 83.757 4.51936 0.25279 11 91.777 59 130.832 5.09737 0.37990 45 163.591 60 280.770 5.51221 0.50066 0 247.697 61 289.919 5.66402 0.54747 45 288.307