Creating Multivariate Control Charts for Phase II
/****************************************************************/
/* S A S S A M P L E L I B R A R Y */
/* */
/* NAME: MVPMNEX2 */
/* TITLE: Creating Multivariate Control Charts for Phase II */
/* PRODUCT: QC */
/* SYSTEM: ALL */
/* KEYS: Phase II Analysis */
/* PROCS: MVPMONITOR */
/* DATA: */
/* */
/* SUPPORT: saswgr */
/* REF: PROC MVPMONITOR, Example 2 */
/* */
/****************************************************************/
data flightDelays;
label flightDate='Date';
format flightDate MMDDYY8.;
input flightDate :MMDDYY8. region $ AA CO DL F9 FL NW UA US WN;
datalines;
02/01/07 MW 14.9 7.1 7.9 8.5 14.8 4.5 5.1 13.4 5.1
02/01/07 NE 15.7 7.1 8.6 6.3 14.6 6.2 7.0 11.0 6.4
02/01/07 NW 17.8 2.6 6.1 28.8 11.6 6.1 11.6 27.3 3.7
02/01/07 SC 19.9 8.3 13.9 4.9 25.8 15.3 9.0 15.1 12.8
02/01/07 SE 16.1 1.9 8.7 8.7 15.1 18.3 4.0 10.4 6.5
02/01/07 SW 19.3 7.8 4.8 11.5 34.7 7.4 7.3 12.0 5.6
02/02/07 MW 14.3 9.6 14.1 6.2 12.8 6.0 3.9 15.3 11.4
02/02/07 NE 16.0 19.4 10.7 6.4 19.0 6.1 8.3 14.4 14.2
02/02/07 NW 16.6 9.9 1.9 27.0 8.6 11.0 10.2 9.4 11.4
02/02/07 SC 23.7 9.4 21.1 5.3 16.9 10.4 5.3 14.5 18.6
02/02/07 SE 16.8 6.4 9.3 8.6 12.5 6.2 5.0 13.3 11.9
02/02/07 SW 19.0 8.3 5.3 9.0 14.6 10.5 5.3 11.8 10.1
02/03/07 MW 23.0 6.1 1.7 0.9 11.9 15.2 9.5 18.4 7.6
02/03/07 NE 14.5 1.5 5.4 13.3 13.6 9.7 16.6 7.5 9.9
02/03/07 NW 8.3 6.8 7.2 2.8 12.1 10.5 12.9 18.7 5.3
02/03/07 SC 5.0 2.1 5.1 -1.3 18.0 8.1 9.7 10.5 3.4
02/03/07 SE 10.8 -0.5 3.3 8.8 15.0 13.1 12.0 9.5 11.2
02/03/07 SW 14.5 8.9 2.7 5.0 29.9 12.7 7.1 8.1 3.1
02/04/07 MW 6.5 6.3 3.9 -0.2 8.4 18.8 6.2 8.8 8.0
02/04/07 NE 12.4 14.3 5.8 0.7 11.8 20.1 11.2 8.6 8.1
02/04/07 NW 14.4 11.1 10.6 3.7 31.1 23.5 7.5 19.0 4.5
02/04/07 SC 4.2 7.3 4.5 -3.0 9.5 10.4 8.6 6.3 6.7
02/04/07 SE 8.3 3.2 3.7 4.2 9.6 10.6 4.7 8.9 10.8
02/04/07 SW 8.9 5.8 6.2 2.9 12.9 15.5 5.6 8.7 4.0
02/05/07 MW 12.0 14.1 3.3 -1.3 10.0 13.1 22.8 16.5 11.5
02/05/07 NE 19.8 27.6 7.3 16.1 13.3 14.8 39.9 16.4 9.7
02/05/07 NW 19.4 2.5 3.5 7.1 10.4 9.3 25.1 11.5 9.0
02/05/07 SC 8.3 8.1 3.3 10.3 6.7 10.7 22.5 18.2 5.8
02/05/07 SE 16.4 3.7 3.4 0.2 11.7 7.3 24.3 14.3 10.5
02/05/07 SW 12.3 9.4 4.6 -1.3 22.9 23.3 20.7 13.3 6.8
02/06/07 MW 31.9 8.6 4.9 2.0 11.9 21.9 29.0 15.5 15.2
02/06/07 NE 20.5 12.2 0.2 -4.8 3.7 14.2 41.7 4.9 9.2
02/06/07 NW 20.4 16.1 13.1 5.3 -3.1 43.7 28.6 8.0 10.1
02/06/07 SC 8.3 2.8 1.1 -0.3 9.9 16.6 27.8 10.6 3.8
02/06/07 SE 14.2 0.6 0.5 -1.3 4.4 13.5 26.0 5.3 9.5
02/06/07 SW 22.9 2.0 0.2 6.1 -1.9 38.4 18.6 7.9 6.2
02/07/07 MW 14.2 3.0 2.1 -0.9 -0.6 7.8 19.9 8.6 6.4
02/07/07 NE 8.3 4.1 3.4 4.2 -2.3 6.3 24.9 8.7 4.4
02/07/07 NW 13.7 4.1 3.8 3.3 -6.2 12.0 36.0 7.2 7.2
02/07/07 SC 8.0 2.0 2.4 0.2 -2.8 7.3 16.3 10.5 11.5
02/07/07 SE 11.2 0.3 3.3 5.5 -1.6 6.8 11.1 6.5 8.3
02/07/07 SW 17.4 8.1 1.5 15.2 17.6 17.3 26.0 10.1 8.4
02/08/07 MW 6.5 6.8 1.8 7.7 1.3 6.9 6.1 9.2 5.4
02/08/07 NE 4.7 14.1 1.8 18.1 -1.9 10.2 5.4 5.8 3.7
02/08/07 NW 14.6 9.5 10.2 18.4 -1.7 10.5 17.9 15.0 4.2
02/08/07 SC 4.9 4.3 3.2 4.8 -1.9 7.0 6.9 11.5 6.7
02/08/07 SE 8.2 2.8 1.1 11.5 -0.2 4.7 10.4 5.7 6.1
02/08/07 SW 11.9 11.3 2.2 14.9 -1.9 16.0 14.2 9.6 6.0
02/09/07 MW 12.8 9.4 5.5 9.3 -0.2 4.6 7.6 7.8 7.5
02/09/07 NE 16.7 15.0 3.5 11.8 0.8 7.3 11.1 7.2 5.1
02/09/07 NW 34.1 2.7 3.3 13.3 8.5 11.5 13.6 12.3 10.5
02/09/07 SC 8.8 6.4 0.5 11.9 -2.8 5.1 8.2 15.6 13.5
02/09/07 SE 11.5 5.6 3.7 8.0 0.0 8.7 11.0 10.9 10.7
02/09/07 SW 11.8 16.0 5.7 21.9 5.3 9.4 20.1 12.8 13.7
02/10/07 MW 9.4 3.5 1.5 -0.2 2.2 9.9 3.1 12.5 3.0
02/10/07 NE 6.2 0.6 2.6 9.3 3.0 4.0 4.0 6.9 1.9
02/10/07 NW 7.6 0.4 4.3 -1.4 3.3 13.6 9.2 9.1 6.4
02/10/07 SC 6.4 0.6 0.3 -4.3 2.2 -1.9 3.1 8.8 3.5
02/10/07 SE 11.3 1.3 1.2 8.8 0.7 4.6 4.1 8.7 3.4
02/10/07 SW 11.1 9.2 6.8 2.4 6.4 12.1 10.1 8.3 2.7
02/11/07 MW 12.9 5.4 0.9 6.8 2.1 7.9 3.7 10.7 5.6
02/11/07 NE 6.9 8.4 0.3 1.7 -1.1 10.4 8.7 9.4 4.6
02/11/07 NW 6.4 10.4 4.8 13.8 -3.8 10.1 9.0 7.9 10.7
02/11/07 SC 3.9 2.6 3.2 12.6 2.1 4.7 -1.1 15.7 5.7
02/11/07 SE 8.1 0.1 -0.1 8.5 0.7 7.1 1.7 8.5 6.6
02/11/07 SW 11.9 6.7 2.9 4.2 -0.9 12.1 6.5 11.7 8.7
02/12/07 MW 34.6 15.9 1.8 1.0 4.5 10.2 14.0 19.1 4.9
02/12/07 NE 16.5 7.7 2.5 8.1 4.2 11.0 18.4 6.2 2.4
02/12/07 NW 23.9 15.8 3.6 9.4 8.1 9.2 11.2 14.1 2.1
02/12/07 SC 14.0 10.5 7.5 7.1 0.4 12.9 8.5 14.4 7.0
02/12/07 SE 13.8 6.5 -0.7 5.7 2.8 12.5 13.2 9.6 3.5
02/12/07 SW 19.7 14.1 0.7 13.4 9.6 13.5 11.4 12.5 3.6
02/13/07 MW 34.0 16.0 4.4 6.1 18.3 9.1 30.2 46.3 50.6
02/13/07 NE 21.2 10.2 5.6 1.1 18.7 9.2 35.0 49.7 35.9
02/13/07 NW 13.1 14.5 4.3 13.1 31.4 5.1 24.2 23.4 19.4
02/13/07 SC 9.0 4.5 3.6 6.8 17.9 12.0 21.7 16.6 16.8
02/13/07 SE 12.4 4.9 7.6 9.3 12.3 7.5 27.2 30.8 31.9
02/13/07 SW 20.6 2.7 2.9 5.0 9.9 13.3 17.5 12.8 18.8
02/14/07 MW 21.2 45.9 16.6 12.5 35.1 23.8 40.4 43.6 35.2
02/14/07 NE 22.5 30.0 26.1 14.2 41.5 46.2 43.6 75.5 34.1
02/14/07 NW 37.9 19.5 23.0 15.6 25.8 11.9 51.9 50.4 16.4
02/14/07 SC 18.9 20.6 20.3 5.2 14.1 18.7 24.3 44.8 26.2
02/14/07 SE 22.5 21.6 20.6 6.9 30.3 26.6 56.7 80.0 31.4
02/14/07 SW 21.5 29.5 19.9 8.5 51.4 30.1 29.2 29.3 23.1
02/15/07 MW 46.6 36.3 23.9 20.8 30.4 24.3 30.3 59.9 25.6
02/15/07 NE 62.7 60.4 39.5 27.6 44.9 27.9 51.5 64.7 38.2
02/15/07 NW 62.0 37.7 24.6 30.3 71.4 13.7 24.6 36.2 24.1
02/15/07 SC 28.9 27.8 13.5 22.2 31.1 19.8 30.4 38.4 18.0
02/15/07 SE 41.3 22.6 21.3 15.0 29.0 22.9 34.1 49.0 31.3
02/15/07 SW 40.7 34.9 28.6 16.2 36.1 23.4 29.3 32.7 21.6
02/16/07 MW 31.2 20.8 15.2 20.1 9.1 12.9 22.9 36.4 16.4
02/16/07 NE 31.3 41.4 23.1 40.2 19.3 19.7 28.3 40.4 17.3
02/16/07 NW 43.6 22.8 21.1 21.4 24.7 23.8 30.2 33.0 20.6
02/16/07 SC 19.3 21.9 24.5 24.6 5.1 8.5 24.9 42.9 23.2
02/16/07 SE 29.4 13.5 16.8 19.7 11.4 10.4 27.7 34.2 20.8
02/16/07 SW 28.1 18.4 17.1 25.5 8.0 15.2 30.4 26.6 20.8
;
proc mvpmodel data=flightDelays ncomp=3 noprint outloadings=mvpairloadings;
var AA CO DL F9 FL NW UA US WN;
run;
data flightDelays2;
label flightDate='Date';
format flightDate MMDDYY8.;
input flightDate :MMDDYY8. AA CO DL F9 FL NW UA US WN;
datalines;
02/17/07 25.6 7.8 15.5 13.4 16.1 16.2 23.0 24.2 8.2
02/18/07 5.4 16.0 9.9 1.1 11.5 17.0 15.6 15.5 5.1
02/19/07 13.2 16.3 10.0 10.6 5.4 10.3 9.5 16.8 9.3
02/20/07 4.2 6.9 1.4 0.1 7.2 6.6 7.4 10.4 2.9
02/21/07 5.4 -0.1 7.4 8.7 16.3 24.3 9.4 6.0 10.2
02/22/07 19.6 30.2 6.8 2.7 8.9 16.4 14.3 12.6 8.2
02/23/07 14.9 18.9 9.9 9.1 12.0 16.5 17.4 12.8 6.0
02/24/07 21.4 5.5 11.1 46.1 10.6 55.3 22.9 8.8 3.4
02/25/07 42.6 7.7 14.6 14.4 32.0 50.7 46.1 49.4 39.1
02/26/07 43.2 25.1 18.1 18.2 28.8 31.1 38.6 29.6 18.6
02/27/07 11.3 17.1 5.3 4.1 4.8 13.9 9.8 9.7 7.1
02/28/07 8.1 3.7 2.7 17.1 -0.8 5.5 11.0 14.3 3.1
;
proc mvpmonitor data=flightDelays2 loadings=mvpairloadings;
time flightDate;
id flightDate;
tsquarechart;
spechart;
run;
