Programa em SAS para Selecionar Variáveis
Preditoras para IA
/* Em Fonte Vermelha os parâmetros específicos deste exemplo
Isso deverá ser substituído em outro exemplo, pelos parâmetros específicos
do próximo exemplo.
*/
Data Dinheiro;
Input obs Status $ length Left Rigth Bottom Top Diagonal Transpar Proced;
cards;
1 Verdad 214.8 131 131.1 9 9.7 141 8.345353 8
2 Verdad 214.6 129.7 129.7 8.1 9.5 141.7 9.005343 9
3 Verdad 214.8 129.7 129.7 8.7 9.6 142.2 4.293085 6
4 Verdad 214.8 129.7 129.6 7.5 10.4 142 5.281225 1
5 Verdad 215 129.6 129.7 10.4 7.7 141.8 1.513307 9
6 Verdad 215.7 130.8 130.5 9 10.1 141.4 5.739582 2
7 Verdad 215.5 129.5 129.7 7.9 9.6 141.6 3.58029 1
8 Verdad 214.5 129.6 129.2 7.2 10.7 141.7 8.620212 7
9 Verdad 214.9 129.4 129.7 8.2 11 141.9 6.128928 7
10 Verdad 215.2 130.4 130.3 9.2 10 140.7 1.225479 4
11 Verdad 215.3 130.4 130.3 7.9 11.7 141.8 0.442973 8
12 Verdad 215.1 129.5 129.6 7.7 10.5 142.2 9.165131 3
13 Verdad 215.2 130.8 129.6 7.9 10.8 141.4 3.034573 8
14 Verdad 214.7 129.7 129.7 7.7 10.9 141.7 4.929624 9
15 Verdad 215.1 129.9 129.7 7.7 10.8 141.8 3.996129 8
16 Verdad 214.5 129.8 129.8 9.3 8.5 141.6 5.107183 7
17 Verdad 214.6 129.9 130.1 8.2 9.8 141.7 3.666467 1
18 Verdad 215 129.9 129.7 9 9 141.9 4.605725 2
19 Verdad 215.2 129.6 129.6 7.4 11.5 141.5 6.26076 6
20 Verdad 214.7 130.2 129.9 8.6 10 141.9 6.538608 2
21 Verdad 215 129.9 129.3 8.4 10 141.4 0.450759 3
22 Verdad 215.6 130.5 130 8.1 10.3 141.6 3.106727 6
23 Verdad 215.3 130.6 130 8.4 10.8 141.5 2.091035 2
24 Verdad 215.7 130.2 130 8.7 10 141.6 0.093906 10
25 Verdad 215.1 129.7 129.9 7.4 10.8 141.1 7.069552 10
26 Verdad 215.3 130.4 130.4 8 11 142.3 6.143458 7
27 Verdad 215.5 130.2 130.1 8.9 9.8 142.4 2.899919 7
28 Verdad 215.1 130.3 130.3 9.8 9.5 141.9 3.056647 5
29 Verdad 215.1 130 130 7.4 10.5 141.8 7.640232 7
30 Verdad 214.8 129.7 129.3 8.3 9 142 0.911595 7
31 Verdad 215.2 130.1 129.8 7.9 10.7 141.8 9.286659 8
32 Verdad 214.8 129.7 129.7 8.6 9.1 142.3 1.654785 9
33 Verdad 215 130 129.6 7.7 10.5 140.7 9.087692 9
34 Verdad 215.6 130.4 130.1 8.4 10.3 141 3.066002 5
35 Verdad 215.9 130.4 130 8.9 10.6 141.4 9.669812 7
36 Verdad 214.6 130.2 130.2 9.4 9.7 141.8 7.152279 5
37 Verdad 215.5 130.3 130 8.4 9.7 141.8 5.814042 6
38 Verdad 215.3 129.9 129.4 7.9 10 142 8.451992 2
39 Verdad 215.3 130.3 130.1 8.5 9.3 142.1 8.270316 9
40 Verdad 213.9 130.3 129 8.1 9.7 141.3 2.374091 4
41 Verdad 214.4 129.8 129.2 8.9 9.4 142.3 7.882688 2
42 Verdad 214.8 130.1 129.6 8.8 9.9 140.9 8.628963 6
43 Verdad 214.9 129.6 129.4 9.3 9 141.7 6.522981 10
44 Verdad 214.9 130.4 129.7 9 9.8 140.9 6.203108 9
45 Verdad 214.8 129.4 129.1 8.2 10.2 141 6.605354 3
46 Verdad 214.3 129.5 129.4 8.3 10.2 141.8 4.43922 8
47 Verdad 214.8 129.9 129.7 8.3 10.2 141.5 1.899184 10
48 Verdad 214.8 129.9 129.7 7.3 10.9 142 8.704295 8
49 Verdad 214.6 129.7 129.8 7.9 10.3 141.1 2.990982 1
50 Verdad 214.5 129 129.6 7.8 9.8 142 0.571166 1
51 Verdad 214.6 129.8 129.4 7.2 10 141.3 6.407039 5
52 Verdad 215.3 130.6 130 9.5 9.7 141.1 0.235993 5
53 Verdad 214.5 130.1 130 7.8 10.9 140.9 3.450459 2
54 Verdad 215.4 130.2 130.2 7.6 10.9 141.6 1.381513 9
55 Verdad 214.5 129.4 129.5 7.9 10 141.4 1.621623 5
56 Verdad 215.2 129.7 129.4 9.2 9.4 142 7.640185 8
57 Verdad 215.7 130 129.4 9.2 10.4 141.2 1.496712 10
58 Verdad 215 129.6 129.4 8.8 9 141.1 5.754074 9
59 Verdad 215.1 130.1 129.9 7.9 11 141.3 0.169488 10
60 Verdad 215.1 130 129.8 8.2 10.3 141.4 4.48128 4
61 Verdad 215.1 129.6 129.3 8.3 9.9 141.6 0.338244 1
62 Verdad 215.3 129.7 129.4 7.5 10.5 141.5 6.148626 5
63 Verdad 215.4 129.8 129.4 8 10.6 141.5 3.799348 7
64 Verdad 214.5 130 129.5 8 10.8 141.4 6.141745 5
65 Verdad 215 130 129.8 8.6 10.6 141.5 5.479944 10
66 Verdad 215.2 130.6 130 8.8 10.6 140.8 3.914293 9
67 Verdad 214.6 129.5 129.2 7.7 10.3 141.3 0.979716 10
68 Verdad 214.8 129.7 129.3 9.1 9.5 141.5 0.416134 10
69 Verdad 215.1 129.6 129.8 8.6 9.8 141.8 4.493104 2
70 Verdad 214.9 130.2 130.2 8 11.2 139.6 8.433149 5
71 Verdad 213.8 129.8 129.5 8.4 11.1 140.9 3.194225 6
72 Verdad 215.2 129.9 129.5 8.2 10.3 141.4 7.989399 2
73 Verdad 215 129.6 130.2 8.7 10 141.2 9.189951 8
74 Verdad 214.4 129.9 129.6 7.5 10.5 141.8 8.151371 8
75 Verdad 215.2 129.9 129.7 7.2 10.6 142.1 1.175441 2
76 Verdad 214.1 129.6 129.3 7.6 10.7 141.7 9.425796 6
77 Verdad 214.9 129.9 130.1 8.8 10 141.2 0.608648 10
78 Verdad 214.6 129.8 129.4 7.4 10.6 141 8.879565 10
79 Verdad 215.2 130.5 129.8 7.9 10.9 140.9 3.996958 7
80 Verdad 214.6 129.9 129.4 7.9 10 141.8 2.213717 6
81 Verdad 215.1 129.7 129.7 8.6 10.3 140.6 8.99883 4
82 Verdad 214.9 129.8 129.6 7.5 10.3 141 7.949556 9
83 Verdad 215.2 129.7 129.1 9 9.7 141.9 4.350476 3
84 Verdad 215.2 130.1 129.9 7.9 10.8 141.3 6.683159 7
85 Verdad 215.4 130.7 130.2 9 11.1 141.2 5.799778 4
86 Verdad 215.1 129.9 129.6 8.9 10.2 141.5 4.722314 5
87 Verdad 215.2 129.9 129.7 8.7 9.5 141.6 8.674677 8
88 Verdad 215 129.6 129.2 8.4 10.2 142.1 9.273823 1
89 Verdad 214.9 130.3 129.9 7.4 11.2 141.5 5.012061 1
90 Verdad 215 129.9 129.7 8 10.5 142 5.42594 7
91 Verdad 214.7 129.7 129.3 8.6 9.6 141.6 8.5421 1
92 Verdad 215.4 130 129.9 8.5 9.7 141.4 4.943298 5
93 Verdad 214.9 129.4 129.5 8.2 9.9 141.5 8.712418 4
94 Verdad 214.5 129.5 129.3 7.4 10.7 141.5 4.579332 6
95 Verdad 214.7 129.6 129.5 8.3 10 142 7.852574 2
96 Verdad 215.6 129.9 129.9 9 9.5 141.7 7.481017 3
97 Verdad 215 130.4 130.3 9.1 10.2 141.1 1.91562 4
98 Verdad 214.4 129.7 129.5 8 10.3 141.2 1.603 6
99 Verdad 215.1 130 129.8 9.1 10.2 141.5 4.368422 8
100 Verdad 214.7 130 129.4 7.8 10 141.2 9.289701 9
101 Falsa_1 214.4 130.1 130.3 9.7 11.7 139.8 2.529576 6
102 Falsa_1 214.9 130.5 130.2 11 11.5 139.5 5.231355 4
103 Falsa_1 214.9 130.3 130.1 8.7 11.7 140.2 1.099865 1
104 Falsa_1 215 130.4 130.6 9.9 10.9 140.3 9.704009 7
105 Falsa_1 214.7 130.2 130.3 11.8 10.9 139.7 2.097141 9
106 Falsa_1 215 130.2 130.2 10.6 10.7 139.9 4.749958 5
107 Falsa_1 215.3 130.3 130.1 9.3 12.1 140.2 6.332 3
108 Falsa_1 214.8 130.1 130.4 9.8 11.5 139.9 8.013084 2
109 Falsa_1 215 130.2 129.9 10 11.9 139.4 7.333819 5
110 Falsa_1 215.2 130.6 130.8 10.4 11.2 140.3 7.465903 9
111 Falsa_1 215.2 130.4 130.3 8 11.5 139.2 1.776527 4
112 Falsa_1 215.1 130.5 130.3 10.6 11.5 140.1 1.927405 5
113 Falsa_1 215.4 130.7 131.1 9.7 11.8 140.6 2.87569 8
114 Falsa_1 214.9 130.4 129.9 11.4 11 139.9 4.18792 10
115 Falsa_1 215.1 130.3 130 10.6 10.8 139.7 1.133199 3
116 Falsa_1 215.5 130.4 130 8.2 11.2 139.2 4.949746 10
117 Falsa_1 214.7 130.6 130.1 11.8 10.5 139.8 2.076851 5
118 Falsa_1 214.7 130.4 130.1 12.1 10.4 139.9 4.341875 9
119 Falsa_1 214.8 130.5 130.2 11 11 140 6.873291 2
120 Falsa_1 214.4 130.2 129.9 10.1 12 139.2 7.361863 1
121 Falsa_1 214.8 130.3 130.4 10.1 12.1 139.6 6.160784 4
122 Falsa_1 215.1 130.6 130.3 12.3 10.2 139.6 0.820162 9
123 Falsa_1 215.3 130.8 131.1 11.6 10.6 140.2 8.199925 9
124 Falsa_1 215.1 130.7 130.4 10.5 11.2 139.7 8.767972 10
125 Falsa_1 214.7 130.5 130.5 9.9 10.3 140.1 4.518555 5
126 Falsa_1 214.9 130 130.3 10.2 11.4 139.6 1.264342 9
127 Falsa_1 215 130.4 130.4 9.4 11.6 140.2 8.712286 6
128 Falsa_1 215.5 130.7 130.3 10.2 11.8 140 3.805659 8
129 Falsa_1 215.1 130.2 130.2 10.1 11.3 140.3 1.132005 2
130 Falsa_1 214.5 130.2 130.6 9.8 12.1 139.9 7.05902 8
131 Falsa_1 214.3 130.2 130 10.7 10.5 139.8 0.147254 9
132 Falsa_1 214.5 130.2 129.8 12.3 11.2 139.2 5.340653 8
133 Falsa_1 214.9 130.5 130.2 10.6 11.5 139.9 1.035768 4
134 Falsa_1 214.6 130.2 130.4 10.5 11.8 139.7 4.329426 9
135 Falsa_1 214.2 130 130.2 11 11.2 139.5 7.190976 9
136 Falsa_1 214.8 130.1 130.1 11.9 11.1 139.5 7.86245 8
137 Falsa_1 214.6 129.8 130.2 10.7 11.1 139.4 6.169232 2
138 Falsa_1 214.9 130.7 130.3 9.3 11.2 138.3 2.104685 7
139 Falsa_1 214.6 130.4 130.4 11.3 10.8 139.8 1.850182 6
140 Falsa_1 214.5 130.5 130.2 11.8 10.2 139.6 5.755739 7
141 Falsa_1 214.8 130.2 130.3 10 11.9 139.3 0.750656 5
142 Falsa_1 214.7 130 129.4 10.2 11 139.2 2.389343 2
143 Falsa_1 214.6 130.2 130.4 11.2 10.7 139.9 6.203088 7
144 Falsa_1 215 130.5 130.4 10.6 11.1 139.9 8.330734 2
145 Falsa_1 214.5 129.8 129.8 11.4 10 139.3 8.650829 9
146 Falsa_1 214.9 130.6 130.4 11.9 10.5 139.8 1.40345 8
147 Falsa_1 215 130.5 130.4 11.4 10.7 139.9 7.332753 3
148 Falsa_1 215.3 130.6 130.3 9.3 11.3 138.1 2.913333 8
149 Falsa_1 214.7 130.2 130.1 10.7 11 139.4 4.863921 5
150 Falsa_1 214.9 129.9 130 9.9 12.3 139.4 4.211332 6
151 Falsa_1 214.9 130.3 129.9 11.9 10.6 139.8 0.956579 10
152 Falsa_1 214.6 129.9 129.7 11.9 10.1 139 1.418857 7
153 Falsa_1 214.6 129.7 129.3 10.4 11 139.3 6.479153 2
154 Falsa_1 214.5 130.1 130.1 12.1 10.3 139.4 9.565215 8
155 Falsa_1 214.5 130.3 130 11 11.5 139.5 8.19004 3
156 Falsa_1 215.1 130 130.3 11.6 10.5 139.7 3.340708 6
157 Falsa_1 214.2 129.7 129.6 10.3 11.4 139.5 4.539931 9
158 Falsa_1 214.4 130.1 130 11.3 10.7 139.2 0.907883 1
159 Falsa_1 214.8 130.4 130.6 12.5 10 139.3 5.111025 2
160 Falsa_1 214.6 130.6 130.1 8.1 12.1 137.9 7.33093 9
161 Falsa_1 215.6 130.1 129.7 7.4 12.2 138.4 5.010356 10
162 Falsa_1 214.9 130.5 130.1 9.9 10.2 138.1 5.802157 3
163 Falsa_1 214.6 130.1 130 11.5 10.6 139.5 1.915 9
164 Falsa_1 214.7 130.1 130.2 11.6 10.9 139.1 4.298098 10
165 Falsa_1 214.3 130.3 130 11.4 10.5 139.8 1.175106 7
166 Falsa_1 215.1 130.3 130.6 10.3 12 139.7 8.925967 2
167 Falsa_1 216.3 130.7 130.4 10 10.1 138.8 6.511685 3
168 Falsa_1 215.6 130.4 130.1 9.6 11.2 138.6 5.318178 3
169 Falsa_1 214.8 129.9 129.8 9.6 12 139.6 7.626296 7
170 Falsa_1 214.9 130 129.9 11.4 10.9 139.7 9.92289 9
171 Falsa_1 213.9 130.7 130.5 8.7 11.5 137.8 8.070468 2
172 Falsa_1 214.2 130.6 130.4 12 10.2 139.6 3.852542 2
173 Falsa_1 214.8 130.5 130.3 11.8 10.5 139.4 2.069325 2
174 Falsa_1 214.8 129.6 130 10.4 11.6 139.2 0.986407 9
175 Falsa_1 214.8 130.1 130 11.4 10.5 139.6 5.908994 10
176 Falsa_1 214.9 130.4 130.2 11.9 10.7 139 7.349364 5
177 Falsa_1 214.3 130.1 130.1 11.6 10.5 139.7 0.511428 5
178 Falsa_1 214.5 130.4 130 9.9 12 139.6 5.119145 1
179 Falsa_1 214.8 130.5 130.3 10.2 12.1 139.1 3.432399 3
180 Falsa_1 214.5 130.2 130.4 8.2 11.8 137.8 8.753596 5
181 Falsa_1 215 130.4 130.1 11.4 10.7 139.1 1.992127 1
182 Falsa_1 214.8 130.6 130.6 8 11.4 138.7 9.226528 4
183 Falsa_1 215 130.5 130.1 11 11.4 139.3 7.312417 1
184 Falsa_1 214.6 130.5 130.4 10.1 11.4 139.3 6.073818 3
185 Falsa_1 214.7 130.2 130.1 10.7 11.1 139.5 4.021342 8
186 Falsa_1 214.7 130.4 130 11.5 10.7 139.4 7.331403 2
187 Falsa_1 214.5 130.4 130 8 12.2 138.5 9.405799 4
188 Falsa_1 214.8 130 129.7 11.4 10.6 139.2 7.806663 2
189 Falsa_1 214.8 129.9 130.2 9.6 11.9 139.4 8.270527 2
190 Falsa_1 214.6 130.3 130.2 12.7 9.1 139.2 6.934555 7
191 Falsa_1 215.1 130.2 129.8 10.2 12 139.4 7.897621 6
192 Falsa_1 215.4 130.5 130.6 8.8 11 138.6 1.874828 1
193 Falsa_1 214.7 130.3 130.2 10.8 11.1 139.2 1.775244 6
194 Falsa_1 215 130.5 130.3 9.6 11 138.5 2.938067 4
195 Falsa_1 214.9 130.3 130.5 11.6 10.6 139.8 1.023377 9
196 Falsa_1 215 130.4 130.3 9.9 12.1 139.6 0.022059 5
197 Falsa_1 215.1 130.3 129.9 10.3 11.5 139.7 7.854284 6
198 Falsa_1 214.8 130.3 130.4 10.6 11.1 140 3.595969 1
199 Falsa_1 214.7 130.7 130.8 11.2 11.2 139.4 7.97424 9
200 Falsa_1 214.3 129.9 129.9 10.2 11.5 139.6 0.224731 2
201 Falsa_2 216.847 131.6 131.502 10.908 11.211 140.592 1.792996 8
202 Falsa_2 217.15 131.81 131.603 9.696 11.11 139.885 2.967447 7
203 Falsa_2 217.049 131.6 131.805 11.716 10.706 141.198 1.033611 7
204 Falsa_2 217.15 131.7 131.603 9.999 12.221 140.996 0.02228 2
205 Falsa_2 217.251 131.6 131.199 10.403 11.615 141.097 7.932827 8
206 Falsa_2 216.948 131.6 131.704 10.706 11.211 141.4 3.631928 5
207 Falsa_2 216.847 132.01 132.108 11.312 11.312 140.794 8.053982 10
208 Falsa_2 216.443 131.2 131.199 10.302 11.615 140.996 0.226978 2
209 Falsa_3 213.246 128.7 128.601 8.415 9.603 139.986 4.893865 8
210 Falsa_3 212.751 128.11 128.205 8.118 9.801 140.085 8.625294 10
211 Falsa_3 212.355 128.21 128.007 7.326 10.593 140.085 4.533538 8
212 Falsa_3 212.553 128.3 128.205 8.217 9.9 140.58 7.774049 10
213 Falsa_3 213.444 128.6 128.601 8.91 9.405 140.283 7.406207 1
214 Falsa_3 212.85 129.1 128.997 9.009 10.098 139.689 1.896464 2
215 Falsa_3 212.256 128.4 128.205 7.92 10.197 139.788 1.58697 2
216 Falsa_3 212.949 128.7 128.502 9.009 10.098 140.085 4.324738 9
217 Falsa_3 212.553 128.7 128.106 7.722 9.9 139.788 9.196804 2
;
Title " ANOVA - Estatística Tradicional";
proc anova;
class Status;
Model length Left Rigth Bottom Top Diagonal Transpar Proced = Status;
means Status / tukey lines;
run;
Title " ROBUST ANOVA - Estatística Robusta";
proc npar1way data=Dinheiro wilcoxon dscf;
class Status;
var length Left Rigth Bottom Top Diagonal Transpar Proced;
run;
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