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| The TREE Procedure |
Example 91.2 Iris Data
Fisher (1936)’s iris data give sepal and petal dimensions for three different species of iris. The data are clustered by 
th-nearest-neighbor density linkage by using the CLUSTER procedure with K=8. Observations are identified by species (Setosa, Versicolor, or Virginica) in the tree diagram, which is oriented with the height axis horizontal. The following statements produce the results shown in Output 91.2.1 and Output 91.2.2:
proc format;
value specname
1='Setosa '
2='Versicolor'
3='Virginica ';
run;
data iris;
title 'Fisher (1936) Iris Data';
input SepalLength SepalWidth PetalLength PetalWidth
Species @@;
format Species specname.;
label SepalLength='Sepal Length in mm.'
SepalWidth ='Sepal Width in mm.'
PetalLength='Petal Length in mm.'
PetalWidth ='Petal Width in mm.';
symbol = put(species, specname10.);
datalines;
50 33 14 02 1 64 28 56 22 3 65 28 46 15 2 67 31 56 24 3
63 28 51 15 3 46 34 14 03 1 69 31 51 23 3 62 22 45 15 2
59 32 48 18 2 46 36 10 02 1 61 30 46 14 2 60 27 51 16 2
65 30 52 20 3 56 25 39 11 2 65 30 55 18 3 58 27 51 19 3
68 32 59 23 3 51 33 17 05 1 57 28 45 13 2 62 34 54 23 3
77 38 67 22 3 63 33 47 16 2 67 33 57 25 3 76 30 66 21 3
49 25 45 17 3 55 35 13 02 1 67 30 52 23 3 70 32 47 14 2
64 32 45 15 2 61 28 40 13 2 48 31 16 02 1 59 30 51 18 3
55 24 38 11 2 63 25 50 19 3 64 32 53 23 3 52 34 14 02 1
49 36 14 01 1 54 30 45 15 2 79 38 64 20 3 44 32 13 02 1
67 33 57 21 3 50 35 16 06 1 58 26 40 12 2 44 30 13 02 1
77 28 67 20 3 63 27 49 18 3 47 32 16 02 1 55 26 44 12 2
50 23 33 10 2 72 32 60 18 3 48 30 14 03 1 51 38 16 02 1
61 30 49 18 3 48 34 19 02 1 50 30 16 02 1 50 32 12 02 1
61 26 56 14 3 64 28 56 21 3 43 30 11 01 1 58 40 12 02 1
51 38 19 04 1 67 31 44 14 2 62 28 48 18 3 49 30 14 02 1
51 35 14 02 1 56 30 45 15 2 58 27 41 10 2 50 34 16 04 1
46 32 14 02 1 60 29 45 15 2 57 26 35 10 2 57 44 15 04 1
50 36 14 02 1 77 30 61 23 3 63 34 56 24 3 58 27 51 19 3
57 29 42 13 2 72 30 58 16 3 54 34 15 04 1 52 41 15 01 1
71 30 59 21 3 64 31 55 18 3 60 30 48 18 3 63 29 56 18 3
49 24 33 10 2 56 27 42 13 2 57 30 42 12 2 55 42 14 02 1
49 31 15 02 1 77 26 69 23 3 60 22 50 15 3 54 39 17 04 1
66 29 46 13 2 52 27 39 14 2 60 34 45 16 2 50 34 15 02 1
44 29 14 02 1 50 20 35 10 2 55 24 37 10 2 58 27 39 12 2
47 32 13 02 1 46 31 15 02 1 69 32 57 23 3 62 29 43 13 2
74 28 61 19 3 59 30 42 15 2 51 34 15 02 1 50 35 13 03 1
56 28 49 20 3 60 22 40 10 2 73 29 63 18 3 67 25 58 18 3
49 31 15 01 1 67 31 47 15 2 63 23 44 13 2 54 37 15 02 1
56 30 41 13 2 63 25 49 15 2 61 28 47 12 2 64 29 43 13 2
51 25 30 11 2 57 28 41 13 2 65 30 58 22 3 69 31 54 21 3
54 39 13 04 1 51 35 14 03 1 72 36 61 25 3 65 32 51 20 3
61 29 47 14 2 56 29 36 13 2 69 31 49 15 2 64 27 53 19 3
68 30 55 21 3 55 25 40 13 2 48 34 16 02 1 48 30 14 01 1
45 23 13 03 1 57 25 50 20 3 57 38 17 03 1 51 38 15 03 1
55 23 40 13 2 66 30 44 14 2 68 28 48 14 2 54 34 17 02 1
51 37 15 04 1 52 35 15 02 1 58 28 51 24 3 67 30 50 17 2
63 33 60 25 3 53 37 15 02 1
;
title 'Fisher (1936) Iris Data';
proc cluster data=iris method=twostage print=10
outtree=tree k=8 noeigen;
var SepalLength SepalWidth PetalLength PetalWidth;
copy Species;
run;
proc tree data=tree horizontal lineprinter pages=1 maxh=10;
id species;
run;
The PAGES=1 option specifies that the tree diagram extend over one page from tree to root. Since the HORIZONTAL option is also specified, the horizontal extent of the diagram is one page. The number of vertical pages required for the diagram is dictated by the number of leaves in the tree.
The MAXH=10 limits the values displayed on the height axis to a maximum of 10. This prunes the tree diagram so that only the portion from the leaves to level 10 is displayed. You can see this pruning effect in Output 91.2.2.
Output 91.2.1
Clustering of Fisher’s Iris Data
K = 8
| Root-Mean-Square Total-Sample Standard Deviation | 10.69224 |
|---|
| Cluster History | |||||||
|---|---|---|---|---|---|---|---|
| NCL | FREQ | Normalized Fusion Density |
Maximum Density in Each Cluster |
T i e |
|||
| Clusters Joined | Lesser | Greater | |||||
| 10 | CL11 | OB98 | 49 | 0.2879 | 0.1479 | 8.3678 | |
| 9 | CL13 | OB24 | 45 | 0.2802 | 0.2005 | 3.5156 | |
| 8 | CL10 | OB25 | 50 | 0.2699 | 0.1372 | 8.3678 | |
| 7 | CL8 | OB121 | 51 | 0.2586 | 0.1372 | 8.3678 | |
| 6 | CL9 | OB45 | 46 | 0.1412 | 0.0832 | 3.5156 | |
| 5 | CL6 | OB39 | 47 | 0.107 | 0.0605 | 3.5156 | |
| 4 | CL5 | OB21 | 48 | 0.0969 | 0.0541 | 3.5156 | |
| 3 | CL4 | OB90 | 49 | 0.0715 | 0.0370 | 3.5156 | |
| 2 | CL7 | CL3 | 100 | 2.6277 | 3.5156 | 8.3678 | |
Output 91.2.2
Horizontal Tree for Fisher’s Iris Data
Cluster Fusion Density
0 1 2 3 4 5 6 7 8 9 10
+-----+-----+-----+-----+-----+-----+-----+-----+-----+-----+
S Virginica XX...........................................................
p XX
e Virginica XX...........................................................
c XX
i Virginica XXX..........................................................
e XXX
s Virginica XXX..........................................................
XXX
Virginica XXXX.........................................................
XXXX
Virginica XXXXX........................................................
XXXXX
Virginica XXXXXX.......................................................
XXXXXX
Virginica XXXXXX.......................................................
XXXXXX
Virginica XXXXXXXXXX...................................................
XXXXXXXXXX
Virginica XXXXXXXXXXX..................................................
XXXXXXXXXXX
Virginica XXXXXXXXXXX..................................................
XXXXXXXXXXX
Virginica XXXXXXXXXXXX.................................................
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Virginica XXXXXXXXXXXXXX...............................................
XXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXX...............................................
XXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXX..............................................
XXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXX..............................................
XXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXX..............................................
XXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXX.............................................
XXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXX.............................................
XXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXX..........................................
XXXXXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXXXXX..........................................
XXXXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXXXX...........................................
XXXXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXXXX...........................................
XXXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXXXXX..........................................
XXXXXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXXXXXXX........................................
XXXXXXXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXXXXXXX........................................
XXXXXXXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXXXXXXX........................................
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Virginica XXXXXXXXXXXXXXXXXXXX.........................................
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Virginica XXXXXXXXXXXXXXXXXXX..........................................
XXXXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXXXX...........................................
XXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXX.............................................
XXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXX..............................................
XXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXX..............................................
XXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXX...............................................
XXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXX...............................................
XXXXXXXXXXXXX
Virginica XXXXXXXXXXXXX................................................
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Virginica XXXXXXXXXXXXX................................................
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Virginica XXXXXXXXXXXX.................................................
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Virginica XXXXXXXXXXX..................................................
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Virginica XXXXXXXX.....................................................
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Virginica XXXXXXXX.....................................................
XXXXXX
Virginica XXXXXX.......................................................
XXXXXX
Virginica XXXXXX.......................................................
XXXXX
Virginica XXXXX........................................................
XXXX
Virginica XXXX.........................................................
XXXX
Virginica XXXX.........................................................
XXX
Virginica XXX..........................................................
XX
Virginica XX...........................................................
X
Virginica X............................................................
X
Virginica XXX..........................................................
XXX
Versicolor XXXXX........................................................
XXXXX
Versicolor XXXXXXXX.....................................................
XXXXXXXX
Versicolor XXXXXXXXX....................................................
XXXXXXXXX
Versicolor XXXXXXXXXXX..................................................
XXXXXXXXXXX
Versicolor XXXXXXXXXXX..................................................
XXXXXXXXXXX
Versicolor XXXXXXXXXXXX.................................................
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Versicolor XXXXXXXXXXXXX................................................
XXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXX...............................................
XXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXX..............................................
XXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXX............................................
XXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXX............................................
XXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXX............................................
XXXXXXXXXXXXXXXXX
Virginica XXXXXXXXXXXXXXXXXX...........................................
XXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXX.........................................
XXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXX.........................................
XXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXX.......................................
XXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX..............................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX..............................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX............................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX.........................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX........................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX....................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX.............
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX.............
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX.........................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX............................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXXXXXXX...............................
XXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXX.......................................
XXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXX........................................
XXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXX.........................................
XXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXX...........................................
XXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXX...........................................
XXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXX.......................................
XXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXX......................................
XXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXX....................................
XXXXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXXXX....................................
XXXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXXX......................................
XXXXXXXXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXXXXXXXX.......................................
XXXXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXXXX.............................................
XXXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXXX...............................................
XXXXXXXXXXXXX
Versicolor XXXXXXXXXXXXX................................................
XXXXXXXXXXXX
Versicolor XXXXXXXXXXXX.................................................
XXXXXXXXXXXX
Versicolor XXXXXXXXXXXX.................................................
XXXXXXXXXX
Virginica XXXXXXXXXX...................................................
XXXXXXXXX
Versicolor XXXXXXXXX....................................................
XXXXXXX
Versicolor XXXXXXX......................................................
XXX
Versicolor XXX..........................................................
XXX
Versicolor XXX..........................................................
XXX
Versicolor XXX..........................................................
XXX
Versicolor XXX..........................................................
Setosa XXXXXXXXXXX..................................................
XXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXX...........................................
XXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXX........................................
XXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXX...............................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX..............................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX.............................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX............................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX........................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX.
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX..
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX............................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX..............................
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXXXXXXXX...............................
XXXXXXXXXXXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXXXXXXXXXXX.....................................
XXXXXXXXXXXXXXX
Setosa XXXXXXXXXXXXXXX..............................................
XXXXXXXXXXXXX
Setosa XXXXXXXXXXXXX................................................
XXXXXXXXXXXXX
Setosa XXXXXXXXXXXXX................................................
XXXXXXXXXX
Setosa XXXXXXXXXX...................................................
XXXXXXX
Setosa XXXXXXX......................................................
XXXX
Setosa XXXX.........................................................
XXX
Setosa XXX..........................................................
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Copyright © 2009 by SAS Institute Inc., Cary, NC, USA. All rights reserved.