Last Homework, data mining
(1) Run the program below inserting the proper path at the end. This creates a gamblers data set of 200 observations (combines train and validation data from the discriminant demos) in your aaem data library.
(2) Create in EM a new data source for Gamblers
Set the dsm variables and the subject number to the rejected role. Set the type variable role to ID. This leaves the Gamblers Anonymous variables for clustering. This is a raw data set.
(3) Create a new diagram window and drag in the gamblers data.
(4) Add and run a default cluster node. How many clusters does it give? Under “View” while looking at the results window you can find variable importance. Which four GA questions are most important in determining the cluster membership? Write a couple of sentences stating how importance is computed in Enterprise Miner’s Cluster node. For the most important GA question, how many tree splits used that variable? For how many was it a surrogate for the main splitting variable?
(5) Try selecting viewsummary statistics CCC. Did our rules of thumb for determining the number of clusters from the CCC work well here? Explain. When (for how many clusters) did the CCC first exceed 2?
(5) It appears that the clusters as formed by the psychologist do not match those as diagnosed by the questions, either in number or in structure. Of course these categories are probably divisions along some continuous scale of addiction so it may not be so surprising that we do not get 3 clusters. Try forcing a 3 cluster solution. Did the importance statistics change? Did the order of variable importance change?
(6) Look at the exported data from this node. For the 9 combinations of 3 segments (the diagnosed clusters) and 3 types (the psychologist’s diagnosed categories) fill in a 3x3 table that shows how each of the psychologist’s categories distributed itself over the 3 clusters. One way to do this is to go to the plot icon, select 3D plots and the bar chart and make a bar chart of type by segment. Mousing over those 3 dimensional bars will give the counts in each. A more challenging way is to connect a SAS code node from the utilities subtab, figure out the macro names of the data sets, and write some PROC FREQ code like that in our demos. It will take some effort to find the data set names in the SAS code node.
Is there a clear correspondence between the psychologist’s categories and the clusters found by EM? That is, is there a cluster that seems to represent binge gamblers? Steady? Control? What does this say about the computation of an overall error rate?
Data gamblers;
length type $8.;
input sub $ dsm1-dsm12 ga1-ga20 type $;
datalines;
1 3 3 3 1 0 0 0 1 3 0 0 2 3 0 2 3 0 1 4 3 1 1 0 4 1 1 0 3 0 0 0 4 Steady
2 2 3 4 0 4 3 4 1 2 0 3 1 1 4 1 3 4 2 2 2 1 2 1 3 4 1 4 2 1 4 3 2 Control
3 3 3 4 4 1 2 0 4 4 3 2 2 2 1 2 4 1 3 4 3 2 3 3 4 2 4 0 3 4 0 2 3 Binge
4 0 0 0 3 2 2 3 4 0 4 4 3 4 3 4 0 2 2 0 0 4 4 3 0 3 4 4 0 3 2 2 0 Binge
5 0 0 0 0 3 4 4 1 2 1 2 0 0 3 0 2 4 0 0 0 1 0 1 1 4 1 3 2 0 3 4 1 Control
6 1 0 0 2 1 1 0 1 0 2 1 1 1 2 3 1 1 1 0 1 1 1 1 1 0 1 2 1 1 1 0 0 Control
7 1 0 2 1 2 2 4 1 0 1 0 3 2 2 3 0 2 4 1 2 2 3 2 1 1 2 2 2 2 3 3 1 Control
8 3 4 4 4 3 1 3 3 1 3 1 4 3 2 3 3 0 3 3 4 3 3 4 3 2 3 3 3 3 2 2 3 Binge
9 2 2 1 2 1 2 1 1 3 1 0 2 2 2 0 1 1 0 2 1 1 1 1 2 1 0 0 1 1 1 1 2 Control
10 2 3 1 1 0 2 0 1 2 1 4 1 2 3 0 2 1 2 2 2 2 1 0 3 2 1 0 1 2 0 0 2 Control
11 2 2 2 0 0 4 0 0 3 0 4 0 0 4 0 1 0 0 1 2 0 0 0 1 4 0 1 2 0 0 0 2 Control
12 4 4 4 1 2 2 2 2 4 3 1 1 3 0 1 4 1 2 4 4 1 1 3 4 0 3 2 4 2 3 2 4 Control
13 3 1 2 4 1 3 1 4 3 4 2 4 3 3 1 2 3 4 3 3 3 3 3 2 3 3 3 2 4 2 1 1 Control
14 1 0 2 2 1 4 1 3 1 2 2 2 2 2 3 1 4 3 1 0 2 2 2 1 3 2 2 1 4 3 4 0 Control
15 4 4 2 1 1 0 4 0 4 1 1 1 0 1 2 4 3 0 4 4 0 0 1 4 1 2 4 4 1 4 3 4 Steady
16 1 2 1 4 0 2 1 4 1 4 2 3 4 3 4 2 1 4 0 0 3 4 3 1 2 4 0 1 4 2 2 1 Binge
17 4 4 4 3 2 3 1 3 4 1 2 2 3 3 1 4 2 1 4 4 3 2 2 4 0 2 3 4 0 0 3 4 Binge
18 3 3 1 3 4 2 3 3 3 1 2 1 2 2 1 2 3 1 2 2 1 3 1 3 2 3 3 3 1 4 4 3 Binge
19 2 1 2 2 0 1 0 3 2 3 2 2 2 1 3 1 0 1 1 1 2 1 3 2 1 2 0 2 2 0 0 2 Control
20 1 1 3 0 2 0 2 0 2 1 0 0 0 0 0 2 2 0 2 2 0 0 0 1 0 1 3 3 0 4 3 1 Control
21 1 3 3 1 2 1 1 0 2 2 2 1 1 4 1 0 1 2 3 3 3 1 2 2 2 4 1 2 3 0 1 2 Control
22 0 2 3 3 4 1 4 3 1 2 3 2 4 0 3 2 4 1 1 2 3 3 2 1 2 3 4 2 2 4 4 1 Binge
23 0 1 1 0 2 4 2 0 1 1 4 0 1 2 1 2 2 1 1 1 2 1 0 2 3 0 3 0 1 1 3 1 Control
24 0 0 0 2 1 1 2 2 1 1 3 1 2 1 0 0 2 1 0 0 2 3 3 0 3 2 1 1 2 0 3 0 Control
25 4 4 4 1 0 1 0 0 4 1 1 0 0 0 0 4 0 0 4 4 2 0 0 4 1 1 0 4 3 0 0 4 Steady
26 1 3 4 3 2 4 2 3 1 4 3 4 4 2 4 2 4 4 2 1 4 3 4 2 2 4 4 2 3 3 3 2 Binge
27 2 1 0 0 3 0 3 2 1 0 0 1 1 0 1 3 3 1 2 3 2 1 2 3 0 1 3 2 1 3 3 2 Control
28 3 4 2 1 2 4 3 0 2 0 4 0 0 4 0 3 3 0 2 4 1 0 0 4 4 0 1 3 0 2 2 3 Steady
29 4 3 4 1 1 0 0 1 4 0 0 1 0 0 1 4 0 1 4 4 0 2 2 4 2 0 0 4 0 1 1 4 Steady
30 4 4 4 2 4 2 4 2 4 3 3 2 4 2 2 4 4 3 2 3 4 2 1 4 2 2 4 4 2 4 4 4 Steady
31 2 2 2 0 1 2 2 1 3 0 3 0 0 3 0 3 1 0 2 3 0 0 1 3 1 0 2 2 0 1 3 3 Control
32 4 2 3 4 4 0 3 3 3 4 2 4 3 1 4 4 4 3 4 3 4 4 3 4 1 4 4 4 4 2 3 3 Binge
33 3 2 4 2 4 1 3 0 4 1 1 1 2 1 2 2 4 0 3 2 1 0 2 2 1 1 4 4 1 4 4 4 Steady
34 1 3 4 1 4 4 4 1 2 1 3 1 0 4 0 1 3 0 3 3 0 0 0 1 4 1 4 4 0 3 2 4 Control
35 1 1 0 3 3 0 3 4 1 4 0 4 3 0 4 1 2 4 1 1 3 2 3 2 0 3 2 1 3 3 3 0 Control
36 3 3 2 0 4 0 2 1 3 3 1 2 2 0 1 2 4 0 3 3 1 0 2 1 1 0 3 3 0 2 4 0 Control
37 4 4 4 3 1 3 2 4 4 2 3 3 3 4 2 4 1 4 4 4 3 2 4 3 4 4 0 4 4 1 1 3 Control
38 3 3 2 1 3 4 2 0 4 1 3 1 0 4 0 3 4 1 4 1 0 1 1 2 4 1 4 1 0 2 4 4 Steady
39 3 3 3 0 4 1 4 0 4 0 4 0 0 2 0 4 4 0 3 4 0 1 0 2 2 0 4 3 0 4 4 3 Steady
40 4 4 3 2 0 1 0 2 3 2 1 4 2 1 3 4 2 2 4 4 2 2 3 4 1 3 2 4 3 2 1 4 Steady
41 2 2 1 3 3 4 4 4 2 3 4 3 4 4 4 2 4 4 2 1 4 4 4 2 4 4 3 0 3 3 2 2 Control
42 2 2 2 0 3 0 3 2 0 0 0 0 1 1 1 3 3 2 1 2 1 2 1 3 0 2 4 2 1 4 2 1 Control
43 1 1 1 2 3 0 2 4 0 2 1 3 4 0 4 1 3 3 2 1 3 4 3 1 1 4 3 0 3 4 4 1 Control
44 3 3 3 2 4 1 4 2 3 3 1 3 2 1 2 3 3 2 4 2 2 4 3 2 0 3 4 3 2 4 3 3 Steady
45 0 0 0 2 3 4 2 3 0 3 4 2 1 4 3 0 1 2 0 0 3 2 0 0 3 2 3 0 3 2 3 0 Control
46 1 1 0 0 1 2 2 0 1 1 3 0 1 3 0 0 2 1 0 0 0 0 0 0 3 0 1 1 1 2 2 1 Control
47 4 4 4 0 0 4 0 0 4 0 0 1 1 3 1 4 0 0 4 4 0 2 0 4 1 1 0 4 2 0 0 4 Steady
48 1 0 1 4 1 3 3 3 0 3 1 3 2 2 3 0 2 3 0 0 3 3 4 0 3 4 2 1 3 1 0 0 Control
49 0 0 0 0 0 3 0 1 0 4 4 2 2 4 2 1 2 2 1 0 1 1 1 0 4 1 1 0 1 0 0 0 Control
50 3 4 3 2 3 3 3 1 3 3 3 2 2 3 2 4 2 1 4 4 1 2 3 3 2 1 3 3 2 3 2 3 Steady
51 0 1 0 4 2 4 1 3 0 4 4 4 3 3 4 1 1 3 1 1 3 3 4 0 4 4 2 0 4 2 2 1 Binge
52 0 1 1 0 3 0 3 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 3 1 0 3 2 0 Control
53 0 2 1 0 1 0 0 0 1 0 0 0 1 0 1 1 0 1 0 1 0 0 0 1 0 0 0 0 1 1 0 1 Control
54 1 1 1 1 4 0 4 2 2 2 1 3 1 0 1 0 4 2 1 2 2 1 2 0 0 1 4 1 3 4 2 1 Control
55 0 1 2 1 3 0 1 2 1 2 1 3 3 0 2 0 1 4 2 1 2 1 3 0 1 2 2 0 3 3 1 1 Control
56 1 2 2 0 3 0 2 2 1 3 0 2 2 0 1 1 2 3 0 1 1 2 2 1 1 3 2 2 2 1 1 2 Control
57 4 4 4 1 2 2 3 2 4 3 2 2 2 1 3 3 3 2 4 4 2 2 1 4 1 4 3 4 2 1 1 4 Steady
58 4 3 4 1 2 0 1 0 4 0 0 0 0 0 0 3 2 0 3 2 0 0 2 4 0 0 1 4 0 2 2 3 Steady
59 0 0 0 1 2 3 3 0 0 0 2 0 0 3 0 1 1 0 0 0 0 0 0 0 3 0 1 0 0 1 2 0 Control
60 1 0 0 2 4 3 4 1 0 1 2 2 3 2 2 0 4 3 1 0 2 3 4 0 3 2 4 0 3 4 4 0 Control
61 2 2 3 1 1 0 2 0 2 2 1 0 0 1 2 2 3 1 3 2 1 1 0 0 0 0 2 0 0 2 3 2 Control
62 1 1 1 0 1 1 2 0 3 0 0 0 1 0 0 3 0 1 1 3 0 0 0 2 0 1 1 3 0 0 1 1 Control
63 2 4 2 2 0 3 0 1 2 2 4 2 1 4 4 3 0 3 3 2 3 3 2 3 3 2 0 3 2 0 0 3 Control
64 2 2 1 0 4 3 4 1 1 0 4 1 1 1 1 1 4 0 2 2 0 1 1 2 4 0 2 2 1 4 4 2 Control
65 3 4 3 3 2 2 1 2 3 2 2 3 2 3 3 3 2 2 1 4 3 2 1 2 3 1 2 3 2 1 4 3 Binge
66 0 1 1 3 3 1 1 2 1 1 0 3 1 2 1 0 1 0 1 0 1 3 2 0 0 1 1 1 1 2 1 2 Binge
67 1 1 1 4 4 4 4 4 0 4 4 4 4 4 4 1 4 4 0 0 4 4 2 0 4 3 4 0 3 4 4 0 Binge
68 3 3 2 0 1 3 0 1 3 2 1 1 1 1 2 3 0 1 2 4 2 1 1 4 2 3 1 2 2 1 1 3 Steady
69 3 3 4 3 3 3 3 3 3 3 3 4 3 4 2 3 1 3 4 4 4 2 3 3 4 3 2 3 4 2 3 3 Binge
70 2 0 1 4 0 2 1 3 1 4 0 4 3 0 3 1 1 4 1 1 4 4 3 0 2 3 0 0 4 1 2 3 Binge
71 4 3 3 4 4 1 4 4 2 4 1 4 4 1 4 4 1 4 3 3 4 3 3 3 0 4 3 3 4 3 4 3 Binge
72 2 2 3 3 3 3 3 4 2 2 3 3 4 4 3 4 3 3 3 4 2 4 4 3 3 4 2 3 4 4 1 3 Control
73 0 0 2 3 4 2 3 3 1 3 3 4 3 4 2 2 3 4 1 2 2 3 4 2 4 3 2 2 4 3 3 2 Binge
74 4 4 3 2 2 1 3 2 3 2 2 2 1 2 3 3 1 3 4 3 3 1 1 4 2 4 2 4 2 2 0 4 Steady
75 4 2 2 1 1 3 0 1 3 1 2 2 0 2 0 3 0 3 4 2 2 3 2 3 3 0 1 4 1 1 0 2 Steady
76 3 1 2 4 3 4 4 4 2 4 0 4 4 2 4 2 2 4 3 1 4 4 4 3 4 4 3 1 4 4 3 2 Binge
77 4 4 3 4 0 3 0 4 4 4 3 3 4 2 3 3 0 2 3 3 3 4 4 4 4 2 0 4 3 0 0 4 Binge
78 3 3 3 4 3 0 2 2 2 2 0 3 4 1 2 2 2 2 3 3 3 4 3 3 2 2 1 2 3 3 3 3 Binge
79 4 3 3 4 2 4 2 3 4 3 1 4 3 3 4 4 1 4 4 3 4 2 4 3 2 2 2 4 1 2 1 4 Binge
80 2 4 0 0 2 3 3 2 2 1 4 0 0 3 1 0 3 2 2 1 0 0 0 1 3 2 2 0 1 3 2 0 Control
81 1 0 0 3 4 2 4 3 0 4 4 4 4 1 4 0 4 4 1 0 4 4 4 1 2 3 4 1 3 4 4 0 Binge
82 0 1 1 3 2 2 1 3 0 3 1 3 1 1 3 1 3 3 0 1 3 3 2 1 0 2 1 1 3 1 0 1 Binge
83 2 2 2 1 0 2 0 2 2 0 3 0 0 2 0 0 0 0 3 3 0 0 0 3 1 0 1 0 1 1 1 2 Control
84 3 2 3 3 0 0 0 3 4 2 0 2 3 0 2 4 0 3 3 2 1 3 1 2 0 1 0 3 2 0 0 4 Binge
85 0 1 1 3 4 3 4 2 1 4 2 3 3 3 3 0 3 4 0 0 4 4 3 0 4 3 4 0 3 3 4 0 Control
86 3 3 3 4 4 4 4 4 3 3 4 3 2 4 2 3 4 3 2 4 3 3 2 2 4 4 4 3 4 4 4 3 Binge
87 1 0 0 2 3 3 2 4 2 1 3 0 0 4 1 0 3 1 0 1 1 1 1 1 4 0 3 1 0 3 3 1 Control
88 2 2 2 4 4 1 4 4 1 3 2 3 4 0 4 2 4 4 2 1 4 4 3 2 1 3 4 2 4 4 4 2 Binge
89 4 4 4 2 2 1 0 3 4 2 2 3 4 1 3 4 3 2 3 3 1 2 4 4 2 2 1 3 2 1 1 4 Steady
90 0 0 0 3 3 4 3 1 0 2 2 1 1 4 2 0 3 2 0 0 4 2 4 0 3 3 3 0 2 3 4 0 Binge
91 2 2 3 3 0 4 0 4 3 4 4 1 3 4 4 2 0 2 3 3 1 2 2 3 3 2 0 3 1 0 0 2 Binge
92 0 0 0 3 0 1 1 2 0 3 3 4 3 1 3 0 0 3 0 0 4 4 4 0 1 3 0 0 4 1 1 0 Binge
93 4 4 4 1 1 1 1 0 4 0 1 1 1 1 2 4 2 2 3 4 0 1 0 4 0 0 1 4 0 1 1 4 Control
94 0 0 0 2 0 0 1 0 0 0 0 0 0 2 0 1 1 0 1 0 0 0 1 1 0 0 1 1 0 0 2 0 Control
95 2 1 4 4 0 2 1 4 3 4 1 4 4 2 4 2 0 4 2 2 4 4 4 2 1 4 0 2 4 0 0 1 Binge
96 3 1 1 2 0 3 1 1 0 0 4 1 3 4 1 1 0 1 0 1 2 0 1 3 3 1 1 2 1 0 0 1 Control
97 2 2 1 4 1 4 2 4 2 4 3 4 4 3 4 2 2 4 2 3 4 4 4 1 3 4 3 1 4 2 1 2 Binge
98 1 0 0 4 0 2 1 4 1 4 3 4 4 3 4 1 0 4 1 2 4 4 4 1 2 4 0 1 4 0 0 1 Binge
99 4 4 4 4 2 4 2 3 4 4 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 3 1 4 4 3 2 4 Binge
100 0 0 0 2 1 1 1 2 0 2 4 2 2 3 3 0 2 1 0 0 3 3 2 0 3 2 0 0 2 2 1 0 Control
101 3 3 3 1 0 0 0 1 3 0 0 2 3 0 3 3 0 1 4 3 1 1 0 4 1 1 0 3 0 0 0 4 Steady
102 2 2 4 0 4 3 4 1 2 0 3 0 1 4 2 4 4 2 2 2 1 2 1 3 4 2 4 2 1 4 3 2 Control
103 3 3 4 4 1 2 1 4 4 3 2 2 2 2 2 4 1 3 4 2 2 3 3 4 2 4 0 3 4 0 2 3 Binge
104 0 1 0 2 2 2 3 4 0 4 4 2 4 3 4 0 2 2 0 0 4 4 3 0 3 4 4 0 3 2 2 0 Binge
105 0 0 0 0 3 4 4 1 2 1 2 0 0 3 0 2 4 0 1 0 1 0 0 1 4 1 4 2 1 3 4 1 Steady
106 1 0 0 1 1 1 0 1 0 2 1 1 1 2 3 1 1 1 0 1 1 1 1 1 0 2 2 1 1 2 0 0 Control
107 1 1 2 1 2 2 4 1 0 1 0 3 3 2 3 0 2 4 1 1 2 2 2 0 1 2 2 2 2 3 2 1 Control
108 3 4 4 4 3 1 4 4 2 3 2 4 3 2 3 4 0 3 3 4 3 2 4 3 1 3 4 3 2 1 1 3 Binge
109 2 1 1 2 1 3 2 1 3 1 0 2 2 2 0 1 1 0 2 1 1 2 1 3 1 0 0 0 1 0 1 3 Control
110 2 3 1 1 1 2 0 1 2 1 4 1 1 3 0 2 1 1 2 2 2 1 1 3 2 1 0 1 2 0 0 2 Steady
111 2 2 2 0 0 4 0 0 3 0 4 0 0 4 0 1 0 0 1 2 1 0 0 0 4 0 1 2 0 1 0 1 Control
112 4 4 4 2 2 3 2 2 4 3 2 1 3 0 1 4 1 2 4 3 1 1 3 4 0 3 2 4 2 3 2 4 Control
113 3 1 2 4 1 2 1 4 3 4 2 4 3 3 1 2 3 4 3 3 3 3 4 3 3 3 2 3 4 1 1 1 Control
114 1 0 2 2 1 4 1 3 0 2 2 2 2 2 3 2 4 3 1 1 2 2 2 1 3 2 2 1 4 3 4 0 Control
115 4 4 2 1 1 0 4 1 4 1 1 1 1 1 2 4 3 0 4 4 0 0 1 4 1 2 4 4 1 4 3 3 Steady
116 1 2 1 4 0 1 1 4 1 4 3 3 4 2 4 2 0 4 0 1 3 4 3 1 2 4 0 1 4 3 2 1 Binge
117 4 4 4 3 2 3 1 3 4 1 2 2 3 3 1 4 2 1 4 4 3 2 1 4 0 2 4 4 0 0 3 4 Binge
118 3 4 1 3 4 2 3 3 3 1 2 1 2 2 1 2 3 1 2 2 1 2 1 3 2 2 4 3 0 4 4 3 Binge
119 2 1 2 2 0 1 0 3 2 4 2 2 2 1 3 1 0 0 1 1 1 1 3 2 1 2 0 3 2 0 0 3 Control
120 1 1 3 0 2 1 2 0 2 1 0 0 1 0 0 2 2 0 2 2 0 0 0 2 0 1 3 3 0 4 4 1 Control
121 1 3 2 1 2 1 0 1 2 3 2 1 1 4 1 0 1 3 3 3 3 1 2 2 2 4 1 2 3 0 1 2 Control
122 0 2 3 4 4 0 4 3 1 2 3 2 4 0 3 2 4 1 0 2 3 2 2 2 2 3 4 2 2 4 3 0 Binge
123 0 1 1 0 3 3 2 0 2 1 3 0 0 2 1 2 2 1 1 1 2 0 0 2 3 0 3 0 1 1 3 1 Control
124 0 0 0 3 1 1 3 2 1 1 4 1 2 1 0 0 2 1 0 0 2 3 3 1 2 2 0 1 2 0 3 0 Control
125 4 4 4 1 0 1 0 0 4 0 2 0 0 0 0 4 0 0 4 4 2 0 0 4 1 1 0 4 3 0 1 4 Steady
126 0 3 4 3 2 4 2 3 1 4 3 4 3 3 4 3 4 4 2 1 4 3 4 2 3 4 4 2 3 3 3 2 Binge
127 2 1 0 0 3 0 3 2 1 0 1 1 1 0 1 3 4 1 2 3 2 1 2 3 0 0 3 2 1 3 3 2 Control
128 3 4 2 1 1 4 3 1 2 0 4 0 0 4 1 3 3 0 2 4 2 0 0 4 4 1 1 3 0 2 2 3 Steady
129 4 3 4 1 1 0 0 1 4 0 0 1 0 0 1 4 0 1 4 4 0 2 2 3 2 0 0 4 0 1 1 4 Steady
130 4 4 4 2 4 2 4 1 3 3 2 1 4 1 2 4 4 3 2 3 4 2 1 3 2 2 4 4 2 4 4 4 Steady
131 2 2 2 0 1 2 1 1 3 0 2 0 0 3 1 3 1 0 2 4 0 0 1 3 1 0 2 2 0 1 3 3 Control
132 4 2 4 4 3 0 3 3 3 4 2 4 2 1 4 4 4 3 3 3 4 4 2 4 1 4 4 4 4 2 3 3 Binge
133 3 2 4 2 4 1 3 0 4 2 1 1 2 1 2 2 4 0 3 2 1 0 2 2 1 1 4 4 1 4 3 4 Steady
134 1 3 4 1 4 4 4 1 1 1 3 1 0 4 0 2 2 0 3 3 1 0 0 2 4 1 4 4 0 3 2 4 Control
135 1 1 0 3 3 0 3 4 1 4 0 4 2 0 3 1 2 4 1 1 3 2 3 2 1 3 2 1 3 3 3 0 Control
136 3 3 2 0 4 0 2 1 3 3 1 2 1 0 1 2 4 0 3 2 1 1 2 1 1 0 3 3 0 2 4 0 Control
137 3 3 4 3 1 2 2 4 4 2 3 3 3 4 2 4 1 4 4 4 3 3 4 3 3 4 0 4 4 2 1 3 Control
138 3 3 1 2 3 4 2 0 4 1 3 1 0 4 0 2 4 1 4 1 0 1 1 2 4 0 4 1 0 2 4 4 Steady
139 3 3 3 0 4 1 4 1 4 0 4 0 0 2 1 4 4 1 3 4 0 1 0 2 2 0 4 4 0 4 4 3 Steady
140 3 4 3 3 0 1 0 2 3 2 1 4 2 0 3 4 2 2 4 4 2 3 3 3 1 3 2 4 3 2 1 4 Steady
141 2 3 1 3 4 4 4 4 2 3 4 4 4 4 4 3 4 4 2 1 4 4 4 2 4 4 3 0 3 3 2 2 Control
142 3 2 2 0 3 0 3 2 0 0 0 0 1 1 1 3 3 2 1 1 1 2 1 3 0 2 4 2 1 4 2 1 Control
143 0 1 1 2 3 0 2 4 0 2 0 3 4 1 4 1 3 3 2 0 3 4 3 1 1 4 3 0 3 4 4 1 Control
144 3 3 3 2 4 2 4 2 3 3 0 3 2 1 2 2 4 1 4 1 2 4 3 2 0 3 4 3 2 4 3 3 Steady
145 0 1 0 2 3 4 2 3 0 3 4 2 1 4 3 0 1 2 0 0 3 2 0 0 3 2 3 0 4 2 3 0 Control
146 1 1 0 0 0 2 2 0 1 1 3 0 1 3 0 0 1 1 0 0 0 0 0 0 3 0 1 1 1 2 2 1 Control
147 4 4 4 0 0 3 0 0 4 0 0 1 1 3 1 4 0 0 4 3 0 2 0 4 0 1 0 4 2 0 0 4 Steady
148 1 0 1 4 1 3 3 3 0 3 1 3 2 2 3 0 2 3 0 0 2 4 4 0 3 4 2 1 3 1 0 0 Steady
149 0 1 0 0 0 3 0 1 0 4 4 2 2 4 2 0 2 2 1 0 1 1 1 0 4 0 1 0 1 0 0 0 Control
150 3 4 3 3 4 3 4 2 3 3 3 1 3 3 2 4 2 1 4 4 1 2 3 2 1 1 3 3 3 3 1 3 Steady
151 0 1 0 4 2 4 0 3 0 4 4 4 3 2 4 1 1 3 0 1 3 3 4 0 4 4 2 0 4 3 2 1 Binge
152 0 1 1 0 3 0 3 0 0 1 0 0 0 0 0 0 3 0 1 1 0 0 0 0 0 0 3 1 0 3 1 0 Control
153 0 2 1 0 1 0 0 0 1 0 0 0 1 0 0 1 0 2 0 0 0 0 0 1 0 0 0 0 1 1 0 1 Control
154 1 0 1 1 4 0 4 2 2 2 1 3 0 0 1 0 4 2 0 2 3 1 2 0 0 1 4 1 3 4 2 1 Control
155 0 0 2 1 2 1 1 2 1 2 1 4 3 0 1 0 1 4 3 1 2 1 3 0 1 2 3 0 3 2 1 1 Binge
156 1 2 2 0 3 1 3 2 1 3 0 2 2 0 1 1 2 3 0 2 1 2 2 1 1 2 2 1 2 1 1 2 Control
157 4 4 3 1 2 2 3 2 4 4 2 1 2 1 3 3 4 2 4 4 2 2 0 4 1 4 3 4 2 1 1 4 Steady
158 4 3 4 1 2 0 1 0 4 0 0 0 0 0 0 3 2 0 2 1 0 0 2 4 0 0 1 4 0 2 2 3 Steady
159 0 0 0 1 3 3 3 1 0 0 2 0 0 3 0 1 1 0 0 1 1 0 0 0 3 0 1 0 0 0 3 0 Control
160 1 0 0 2 4 3 3 1 0 1 2 2 3 2 2 0 4 3 1 0 1 3 4 0 3 2 4 0 3 4 4 0 Control
161 2 2 3 1 1 0 2 0 3 2 1 0 0 1 2 2 3 1 2 2 1 1 0 0 0 0 2 0 0 2 3 2 Control
162 1 1 0 0 1 1 2 0 3 0 0 0 1 0 0 3 0 1 1 3 0 0 1 2 0 1 1 3 0 0 1 1 Binge
163 2 4 2 2 0 3 0 0 2 2 4 2 0 3 4 2 0 3 3 2 3 3 2 3 3 2 0 3 2 1 0 3 Control
164 2 2 1 0 4 3 4 1 1 0 4 1 1 0 1 1 4 0 3 2 0 1 1 2 4 0 1 3 1 3 4 2 Control
165 2 4 3 3 2 2 1 2 3 2 2 3 2 3 3 3 2 2 0 4 3 2 1 2 3 1 2 3 3 1 4 3 Binge
166 0 2 0 3 3 1 1 1 2 1 0 3 1 2 1 0 1 0 1 0 2 3 1 0 0 1 1 2 2 2 1 2 Binge
167 0 0 1 4 4 4 4 4 1 4 4 4 4 4 4 1 4 4 0 0 4 4 1 0 4 3 4 0 3 4 4 0 Binge
168 3 4 2 0 0 3 0 1 3 2 1 1 1 1 2 3 0 1 2 4 2 1 1 4 2 3 1 2 2 1 1 3 Steady
169 3 3 4 3 3 3 3 3 3 3 3 4 3 4 2 4 1 3 4 4 4 2 4 3 4 3 2 4 4 2 3 3 Binge
170 2 0 1 4 0 2 1 3 1 4 0 4 3 1 3 1 1 4 1 1 3 4 3 0 3 3 0 0 4 1 2 3 Binge
171 4 3 3 3 4 1 4 4 2 4 1 4 4 0 4 4 1 4 3 4 4 3 3 3 0 4 3 3 3 3 4 3 Binge
172 2 3 3 3 3 3 3 4 3 2 3 3 4 4 4 4 3 3 4 4 2 4 4 3 3 4 3 4 4 4 1 3 Control
173 0 0 2 3 4 3 3 3 1 3 3 4 3 4 2 2 3 4 2 3 2 3 4 2 4 2 2 1 4 3 3 2 Binge
174 4 4 3 2 2 1 3 2 3 2 2 2 0 2 3 3 2 3 4 3 3 1 1 4 2 4 2 4 2 2 0 4 Steady
175 4 2 2 1 1 3 0 1 3 1 2 2 0 2 0 3 0 3 4 2 3 4 3 4 3 0 1 4 2 0 0 2 Steady
176 3 2 2 4 3 3 4 4 2 4 0 4 4 2 4 2 2 4 3 1 4 4 4 4 4 4 3 1 4 4 3 2 Binge
177 4 3 3 4 0 3 0 4 4 4 3 3 4 1 3 4 0 2 3 2 3 4 3 4 4 2 0 4 3 0 0 4 Binge
178 3 3 4 4 3 0 2 2 2 3 0 2 4 1 2 3 2 2 3 3 3 4 3 2 2 2 1 2 2 3 3 3 Binge
179 3 3 3 4 2 4 2 3 3 3 1 4 3 3 4 4 0 4 4 3 4 2 4 3 2 1 2 3 1 3 1 4 Binge
180 2 4 0 1 2 3 3 1 2 1 4 0 0 3 0 1 2 2 2 1 0 0 1 0 3 2 3 0 1 3 3 0 Control
181 1 0 0 3 4 2 4 3 0 4 4 4 4 1 4 0 3 4 1 0 3 4 4 1 2 3 4 2 3 4 4 0 Binge
182 0 1 1 3 2 2 1 3 1 3 0 3 1 1 3 1 3 3 1 1 3 3 2 1 0 2 1 1 3 1 1 1 Binge
183 2 1 2 1 0 2 0 2 2 0 3 0 0 2 0 0 0 0 3 3 0 0 0 3 1 1 1 0 1 0 2 2 Steady
184 3 2 3 3 0 0 0 3 4 2 0 2 3 0 1 3 0 3 3 3 1 3 1 2 0 1 0 4 2 0 0 3 Binge
185 0 1 1 4 4 4 4 2 1 4 2 3 3 3 3 0 3 4 0 0 4 4 3 0 4 3 4 0 3 3 4 0 Control
186 3 3 3 3 4 4 4 4 3 3 4 3 2 4 2 2 4 4 2 4 3 3 2 2 4 4 4 3 4 4 4 3 Binge
187 1 0 0 2 3 4 3 4 2 1 3 0 0 4 1 0 3 1 0 1 0 1 1 1 4 0 3 1 1 4 3 1 Control
188 2 2 2 4 4 1 4 4 0 2 2 4 3 0 4 2 4 4 2 1 4 4 3 2 1 3 4 2 4 4 4 2 Binge
189 4 4 4 2 2 0 1 3 4 1 2 3 4 1 2 4 3 2 3 3 1 2 4 4 2 3 1 2 2 1 2 4 Steady
190 0 0 0 3 3 4 3 1 0 2 2 0 0 4 2 0 3 2 0 0 4 2 4 0 3 3 3 0 2 2 4 0 Binge
191 2 2 3 3 0 4 0 4 3 4 4 1 3 4 4 1 0 2 3 3 2 2 2 4 3 1 0 3 1 0 0 2 Binge
192 0 0 0 3 0 0 1 2 0 3 3 4 3 1 3 0 0 3 0 0 4 4 4 0 1 3 0 0 4 0 1 0 Binge
193 4 4 4 1 1 1 1 0 4 0 1 0 1 1 2 4 2 2 3 3 0 2 0 4 0 0 1 4 0 1 1 4 Control
194 0 0 0 3 0 0 1 0 0 0 1 0 0 2 0 0 1 0 1 0 0 0 1 2 1 0 1 0 0 0 2 0 Control
195 2 1 4 4 0 2 1 4 3 4 1 4 3 2 4 2 0 4 2 2 4 4 4 2 1 4 0 2 4 0 0 0 Binge
196 3 1 1 2 0 3 1 1 0 0 4 1 3 4 2 1 0 1 0 1 1 0 1 3 3 1 1 2 1 0 0 0 Control
197 2 2 1 4 0 4 3 3 2 4 3 3 4 3 4 2 2 4 2 3 4 4 3 1 3 4 3 1 4 2 1 2 Binge
198 1 1 0 3 0 2 2 4 1 4 3 4 4 3 3 1 0 4 1 2 4 4 4 1 2 4 0 1 4 0 0 1 Binge
199 4 4 4 4 2 4 2 4 4 3 4 4 4 3 4 4 4 3 4 4 4 4 4 4 4 3 1 4 4 3 3 4 Binge
200 0 0 1 2 0 1 1 3 0 2 4 2 1 3 3 0 2 1 0 0 3 3 2 0 3 2 0 0 2 2 1 0 Control
;
proc print data=gamblers; run;
libname aaem " (put your path for your aaem data here) ";
data aaem.gamblers; set gamblers;
run;