quinta-feira, 3 de outubro de 2019

Arquivo para Treino - Falsificação de Dinheiro Franco Suíço - JMP - SAS

Arquivo para Treino -  Falsificação de Dinheiro
Franco Suíço - JMP - SAS

ANOVA
MANOVA
Discriminante
Redes Neurais






Analise Discriminante Linear - Funções Canônicas de Fisher

Seminário Gabriel Sarriés e Colegas em Cirso de Machine Learning - Prof. Rafael (Irlanda) .... e Gabriel Machado (Agosto de 2019)























Adequar o arquivo SAS para ser lido pelo Weka


Arquivo de Dados em SAS



data banco;
input obs Status $ Length Left Right Bottom Top Diagonal;
cards;
1 0 214.8 131.0 131.1 9.0 9.7 141.0
2 0 214.6 129.7 129.7 8.1 9.5 141.7
3 0 214.8 129.7 129.7 8.7 9.6 142.2
4 0 214.8 129.7 129.6 7.5 10.4 142.0
5 0 215.0 129.6 129.7 10.4 7.7 141.8
6 0 215.7 130.8 130.5 9.0 10.1 141.4
7 0 215.5 129.5 129.7 7.9 9.6 141.6
8 0 214.5 129.6 129.2 7.2 10.7 141.7
9 0 214.9 129.4 129.7 8.2 11.0 141.9
10 0 215.2 130.4 130.3 9.2 10.0 140.7
11 0 215.3 130.4 130.3 7.9 11.7 141.8
12 0 215.1 129.5 129.6 7.7 10.5 142.2
13 0 215.2 130.8 129.6 7.9 10.8 141.4
14 0 214.7 129.7 129.7 7.7 10.9 141.7
15 0 215.1 129.9 129.7 7.7 10.8 141.8
16 0 214.5 129.8 129.8 9.3 8.5 141.6
17 0 214.6 129.9 130.1 8.2 9.8 141.7
18 0 215.0 129.9 129.7 9.0 9.0 141.9
19 0 215.2 129.6 129.6 7.4 11.5 141.5
20 0 214.7 130.2 129.9 8.6 10.0 141.9
21 0 215.0 129.9 129.3 8.4 10.0 141.4
22 0 215.6 130.5 130.0 8.1 10.3 141.6
23 0 215.3 130.6 130.0 8.4 10.8 141.5
24 0 215.7 130.2 130.0 8.7 10.0 141.6
25 0 215.1 129.7 129.9 7.4 10.8 141.1
26 0 215.3 130.4 130.4 8.0 11.0 142.3
27 0 215.5 130.2 130.1 8.9 9.8 142.4
28 0 215.1 130.3 130.3 9.8 9.5 141.9
29 0 215.1 130.0 130.0 7.4 10.5 141.8
30 0 214.8 129.7 129.3 8.3 9.0 142.0
31 0 215.2 130.1 129.8 7.9 10.7 141.8
32 0 214.8 129.7 129.7 8.6 9.1 142.3
33 0 215.0 130.0 129.6 7.7 10.5 140.7
34 0 215.6 130.4 130.1 8.4 10.3 141.0
35 0 215.9 130.4 130.0 8.9 10.6 141.4
36 0 214.6 130.2 130.2 9.4 9.7 141.8
37 0 215.5 130.3 130.0 8.4 9.7 141.8
38 0 215.3 129.9 129.4 7.9 10.0 142.0
39 0 215.3 130.3 130.1 8.5 9.3 142.1
40 0 213.9 130.3 129.0 8.1 9.7 141.3
41 0 214.4 129.8 129.2 8.9 9.4 142.3
42 0 214.8 130.1 129.6 8.8 9.9 140.9
43 0 214.9 129.6 129.4 9.3 9.0 141.7
44 0 214.9 130.4 129.7 9.0 9.8 140.9
45 0 214.8 129.4 129.1 8.2 10.2 141.0
46 0 214.3 129.5 129.4 8.3 10.2 141.8
47 0 214.8 129.9 129.7 8.3 10.2 141.5
48 0 214.8 129.9 129.7 7.3 10.9 142.0
49 0 214.6 129.7 129.8 7.9 10.3 141.1
50 0 214.5 129.0 129.6 7.8 9.8 142.0
51 0 214.6 129.8 129.4 7.2 10.0 141.3
52 0 215.3 130.6 130.0 9.5 9.7 141.1
53 0 214.5 130.1 130.0 7.8 10.9 140.9
54 0 215.4 130.2 130.2 7.6 10.9 141.6
55 0 214.5 129.4 129.5 7.9 10.0 141.4
56 0 215.2 129.7 129.4 9.2 9.4 142.0
57 0 215.7 130.0 129.4 9.2 10.4 141.2
58 0 215.0 129.6 129.4 8.8 9.0 141.1
59 0 215.1 130.1 129.9 7.9 11.0 141.3
60 0 215.1 130.0 129.8 8.2 10.3 141.4
61 0 215.1 129.6 129.3 8.3 9.9 141.6
62 0 215.3 129.7 129.4 7.5 10.5 141.5
63 0 215.4 129.8 129.4 8.0 10.6 141.5
64 0 214.5 130.0 129.5 8.0 10.8 141.4
65 0 215.0 130.0 129.8 8.6 10.6 141.5
66 0 215.2 130.6 130.0 8.8 10.6 140.8
67 0 214.6 129.5 129.2 7.7 10.3 141.3
68 0 214.8 129.7 129.3 9.1 9.5 141.5
69 0 215.1 129.6 129.8 8.6 9.8 141.8
70 0 214.9 130.2 130.2 8.0 11.2 139.6
71 0 213.8 129.8 129.5 8.4 11.1 140.9
72 0 215.2 129.9 129.5 8.2 10.3 141.4
73 0 215.0 129.6 130.2 8.7 10.0 141.2
74 0 214.4 129.9 129.6 7.5 10.5 141.8
75 0 215.2 129.9 129.7 7.2 10.6 142.1
76 0 214.1 129.6 129.3 7.6 10.7 141.7
77 0 214.9 129.9 130.1 8.8 10.0 141.2
78 0 214.6 129.8 129.4 7.4 10.6 141.0
79 0 215.2 130.5 129.8 7.9 10.9 140.9
80 0 214.6 129.9 129.4 7.9 10.0 141.8
81 0 215.1 129.7 129.7 8.6 10.3 140.6
82 0 214.9 129.8 129.6 7.5 10.3 141.0
83 0 215.2 129.7 129.1 9.0 9.7 141.9
84 0 215.2 130.1 129.9 7.9 10.8 141.3
85 0 215.4 130.7 130.2 9.0 11.1 141.2
86 0 215.1 129.9 129.6 8.9 10.2 141.5
87 0 215.2 129.9 129.7 8.7 9.5 141.6
88 0 215.0 129.6 129.2 8.4 10.2 142.1
89 0 214.9 130.3 129.9 7.4 11.2 141.5
90 0 215.0 129.9 129.7 8.0 10.5 142.0
91 0 214.7 129.7 129.3 8.6 9.6 141.6
92 0 215.4 130.0 129.9 8.5 9.7 141.4
93 0 214.9 129.4 129.5 8.2 9.9 141.5
94 0 214.5 129.5 129.3 7.4 10.7 141.5
95 0 214.7 129.6 129.5 8.3 10.0 142.0
96 0 215.6 129.9 129.9 9.0 9.5 141.7
97 0 215.0 130.4 130.3 9.1 10.2 141.1
98 0 214.4 129.7 129.5 8.0 10.3 141.2
99 0 215.1 130.0 129.8 9.1 10.2 141.5
100 0 214.7 130.0 129.4 7.8 10.0 141.2
101 1 214.4 130.1 130.3 9.7 11.7 139.8
102 1 214.9 130.5 130.2 11.0 11.5 139.5
103 1 214.9 130.3 130.1 8.7 11.7 140.2
104 1 215.0 130.4 130.6 9.9 10.9 140.3
105 1 214.7 130.2 130.3 11.8 10.9 139.7
106 1 215.0 130.2 130.2 10.6 10.7 139.9
107 1 215.3 130.3 130.1 9.3 12.1 140.2
108 1 214.8 130.1 130.4 9.8 11.5 139.9
109 1 215.0 130.2 129.9 10.0 11.9 139.4
110 1 215.2 130.6 130.8 10.4 11.2 140.3
111 1 215.2 130.4 130.3 8.0 11.5 139.2
112 1 215.1 130.5 130.3 10.6 11.5 140.1
113 1 215.4 130.7 131.1 9.7 11.8 140.6
114 1 214.9 130.4 129.9 11.4 11.0 139.9
115 1 215.1 130.3 130.0 10.6 10.8 139.7
116 1 215.5 130.4 130.0 8.2 11.2 139.2
117 1 214.7 130.6 130.1 11.8 10.5 139.8
118 1 214.7 130.4 130.1 12.1 10.4 139.9
119 1 214.8 130.5 130.2 11.0 11.0 140.0
120 1 214.4 130.2 129.9 10.1 12.0 139.2
121 1 214.8 130.3 130.4 10.1 12.1 139.6
122 1 215.1 130.6 130.3 12.3 10.2 139.6
123 1 215.3 130.8 131.1 11.6 10.6 140.2
124 1 215.1 130.7 130.4 10.5 11.2 139.7
125 1 214.7 130.5 130.5 9.9 10.3 140.1
126 1 214.9 130.0 130.3 10.2 11.4 139.6
127 1 215.0 130.4 130.4 9.4 11.6 140.2
128 1 215.5 130.7 130.3 10.2 11.8 140.0
129 1 215.1 130.2 130.2 10.1 11.3 140.3
130 1 214.5 130.2 130.6 9.8 12.1 139.9
131 1 214.3 130.2 130.0 10.7 10.5 139.8
132 1 214.5 130.2 129.8 12.3 11.2 139.2
133 1 214.9 130.5 130.2 10.6 11.5 139.9
134 1 214.6 130.2 130.4 10.5 11.8 139.7
135 1 214.2 130.0 130.2 11.0 11.2 139.5
136 1 214.8 130.1 130.1 11.9 11.1 139.5
137 1 214.6 129.8 130.2 10.7 11.1 139.4
138 1 214.9 130.7 130.3 9.3 11.2 138.3
139 1 214.6 130.4 130.4 11.3 10.8 139.8
140 1 214.5 130.5 130.2 11.8 10.2 139.6
141 1 214.8 130.2 130.3 10.0 11.9 139.3
142 1 214.7 130.0 129.4 10.2 11.0 139.2
143 1 214.6 130.2 130.4 11.2 10.7 139.9
144 1 215.0 130.5 130.4 10.6 11.1 139.9
145 1 214.5 129.8 129.8 11.4 10.0 139.3
146 1 214.9 130.6 130.4 11.9 10.5 139.8
147 1 215.0 130.5 130.4 11.4 10.7 139.9
148 1 215.3 130.6 130.3 9.3 11.3 138.1
149 1 214.7 130.2 130.1 10.7 11.0 139.4
150 1 214.9 129.9 130.0 9.9 12.3 139.4
151 1 214.9 130.3 129.9 11.9 10.6 139.8
152 1 214.6 129.9 129.7 11.9 10.1 139.0
153 1 214.6 129.7 129.3 10.4 11.0 139.3
154 1 214.5 130.1 130.1 12.1 10.3 139.4
155 1 214.5 130.3 130.0 11.0 11.5 139.5
156 1 215.1 130.0 130.3 11.6 10.5 139.7
157 1 214.2 129.7 129.6 10.3 11.4 139.5
158 1 214.4 130.1 130.0 11.3 10.7 139.2
159 1 214.8 130.4 130.6 12.5 10.0 139.3
160 1 214.6 130.6 130.1 8.1 12.1 137.9
161 1 215.6 130.1 129.7 7.4 12.2 138.4
162 1 214.9 130.5 130.1 9.9 10.2 138.1
163 1 214.6 130.1 130.0 11.5 10.6 139.5
164 1 214.7 130.1 130.2 11.6 10.9 139.1
165 1 214.3 130.3 130.0 11.4 10.5 139.8
166 1 215.1 130.3 130.6 10.3 12.0 139.7
167 1 216.3 130.7 130.4 10.0 10.1 138.8
168 1 215.6 130.4 130.1 9.6 11.2 138.6
169 1 214.8 129.9 129.8 9.6 12.0 139.6
170 1 214.9 130.0 129.9 11.4 10.9 139.7
171 1 213.9 130.7 130.5 8.7 11.5 137.8
172 1 214.2 130.6 130.4 12.0 10.2 139.6
173 1 214.8 130.5 130.3 11.8 10.5 139.4
174 1 214.8 129.6 130.0 10.4 11.6 139.2
175 1 214.8 130.1 130.0 11.4 10.5 139.6
176 1 214.9 130.4 130.2 11.9 10.7 139.0
177 1 214.3 130.1 130.1 11.6 10.5 139.7
178 1 214.5 130.4 130.0 9.9 12.0 139.6
179 1 214.8 130.5 130.3 10.2 12.1 139.1
180 1 214.5 130.2 130.4 8.2 11.8 137.8
181 1 215.0 130.4 130.1 11.4 10.7 139.1
182 1 214.8 130.6 130.6 8.0 11.4 138.7
183 1 215.0 130.5 130.1 11.0 11.4 139.3
184 1 214.6 130.5 130.4 10.1 11.4 139.3
185 1 214.7 130.2 130.1 10.7 11.1 139.5
186 1 214.7 130.4 130.0 11.5 10.7 139.4
187 1 214.5 130.4 130.0 8.0 12.2 138.5
188 1 214.8 130.0 129.7 11.4 10.6 139.2
189 1 214.8 129.9 130.2 9.6 11.9 139.4
190 1 214.6 130.3 130.2 12.7 9.1 139.2
191 1 215.1 130.2 129.8 10.2 12.0 139.4
192 1 215.4 130.5 130.6 8.8 11.0 138.6
193 1 214.7 130.3 130.2 10.8 11.1 139.2
194 1 215.0 130.5 130.3 9.6 11.0 138.5
195 1 214.9 130.3 130.5 11.6 10.6 139.8
196 1 215.0 130.4 130.3 9.9 12.1 139.6
197 1 215.1 130.3 129.9 10.3 11.5 139.7
198 1 214.8 130.3 130.4 10.6 11.1 140.0
199 1 214.7 130.7 130.8 11.2 11.2 139.4
200 1 214.3 129.9 129.9 10.2 11.5 139.6
;




/* MANOVA
proc glm;
class Status;
model Length Left Right Bottom Top Diagonal = Status;
manova h=_all_ / printe printh;
run;

*/



/* Analise Discriminante 
proc discrim data=banco method=normal pool=no
       crossvalidate;
class Status;
priors prop;
var Length Left Right Bottom Top Diagonal;
run;

*/



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