Exeplo do Gemini sobre Cluster - Criado na Aula

 

Regis	Categorias	Repetição	Variaveis Preditoras
Obs.	Categoria (Fator)	Repetição	VR1 (Temperatura °C)	VR2 (Umidade %)	VR3 (Crescimento mm)	VR4 (Peso g)
Regis
1	A	1	25.1	62.0	10.5	5.1
2	A	2	24.8	63.5	11.2	5.3
3	A	3	25.5	61.1	9.8	4.9
4	A	4	24.9	62.8	10.9	5.2
5	A	5	25.2	60.9	10.1	5.0
6	A	6	24.7	64.0	11.5	5.4
7	A	7	25.0	62.5	10.7	5.1
8	A	8	25.4	61.5	10.0	4.8
9	A	9	24.6	63.8	11.1	5.3
10	A	10	25.3	61.3	10.3	5.0
---	---	---	---	---	---	---
11	B	1	28.0	50.5	15.5	6.8
12	B	2	28.5	49.8	14.9	6.5
13	B	3	27.9	51.0	16.0	7.0
14	B	4	28.1	50.1	15.2	6.7
15	B	5	27.8	51.5	15.8	7.1
16	B	6	28.4	49.5	14.5	6.4
17	B	7	28.2	50.3	15.3	6.9
18	B	8	27.7	51.8	16.1	7.2
19	B	9	28.3	49.9	14.8	6.6
20	B	10	28.6	49.6	15.1	6.3
---	---	---	---	---	---	---
21	C	1	26.5	68.0	9.5	4.5
22	C	2	26.2	69.1	9.8	4.7
23	C	3	26.8	67.5	9.0	4.3
24	C	4	26.4	68.5	9.7	4.6
25	C	5	26.7	67.8	9.2	4.4
26	C	6	26.1	69.5	9.9	4.8
27	C	7	26.6	68.2	9.4	4.5
28	C	8	26.9	67.3	8.8	4.2
29	C	9	26.0	69.8	10.0	4.9
30	C	10	27.0	67.0	9.1	4.1
---	---	---	---	---	---	---
31	D	1	23.0	55.0	12.0	5.8
32	D	2	23.5	54.5	12.5	6.0
33	D	3	22.9	55.5	11.8	5.7
34	D	4	23.3	54.8	12.3	5.9
35	D	5	22.7	55.8	11.6	5.6
36	D	6	23.7	54.0	12.7	6.1
37	D	7	23.2	55.2	12.1	5.8
38	D	8	22.8	56.0	11.5	5.5
39	D	9	23.6	54.3	12.6	6.0
40	D	10	23.1	55.7	11.9	5.7

data gemini;

input Regis Varied $ Repet  Temper Umid Cresc Peso;

datalines;

1 A 1 25.1 62.0 10.5 5.1

2 A 2 24.8 63.5 11.2 5.3

3 A 3 25.5 61.1 9.8 4.9

4 A 4 24.9 62.8 10.9 5.2

5 A 5 25.2 60.9 10.1 5.0

6 A 6 24.7 64.0 11.5 5.4

7 A 7 25.0 62.5 10.7 5.1

8 A 8 25.4 61.5 10.0 4.8

9 A 9 24.6 63.8 11.1 5.3

10 A 10 25.3 61.3 10.3 5.0

11 B 1 28.0 50.5 15.5 6.8

12 B 2 28.5 49.8 14.9 6.5

13 B 3 27.9 51.0 16.0 7.0

14 B 4 28.1 50.1 15.2 6.7

15 B 5 27.8 51.5 15.8 7.1

16 B 6 28.4 49.5 14.5 6.4

17 B 7 28.2 50.3 15.3 6.9

18 B 8 27.7 51.8 16.1 7.2

19 B 9 28.3 49.9 14.8 6.6

20 B 10 28.6 49.6 15.1 6.3

21 C 1 26.5 68.0 9.5 4.5

22 C 2 26.2 69.1 9.8 4.7

23 C 3 26.8 67.5 9.0 4.3

24 C 4 26.4 68.5 9.7 4.6

25 C 5 26.7 67.8 9.2 4.4

26 C 6 26.1 69.5 9.9 4.8

27 C 7 26.6 68.2 9.4 4.5

28 C 8 26.9 67.3 8.8 4.2

29 C 9 26.0 69.8 10.0 4.9

30 C 10 27.0 67.0 9.1 4.1

31 D 1 23.0 55.0 12.0 5.8

32 D 2 23.5 54.5 12.5 6.0

33 D 3 22.9 55.5 11.8 5.7

34 D 4 23.3 54.8 12.3 5.9

35 D 5 22.7 55.8 11.6 5.6

36 D 6 23.7 54.0 12.7 6.1

37 D 7 23.2 55.2 12.1 5.8

38 D 8 22.8 56.0 11.5 5.5

39 D 9 23.6 54.3 12.6 6.0

40 D 10 23.1 55.7 11.9 5.7

;

/* Final do Data Step */;

/* Inicio do Procedurte Step */;

proc print;

run;

title "Procurando Outliers com ANOVA - Box PLot";

/* input Regis Varied $ Repet  Temper Umid Cresc Peso;*/

proc anova;

    class Varied;

    model Temper Umid Cresc Peso = Varied;

    means Varied / duncan lines;

run;

  

Rodando IA I Não Spervisionada para Agrupamentos Multivariados  - Cluster Analysis

data Medias_G;

input Varied $ Temper Cresc Umid Peso;

datalines;

A 25.05 10.61 62.34 51.1

B 28.15 15.32 50.4 67.5

C 26.52 9.44 68.27 45

D 23.18 12.1 55.08 58.1

;

proc print;

run;

* input Varied $ Temper Cresc Umid Peso;*/;

proc cluster outtree = arvore method = average;

var Temper Cresc Umid Peso;

id Varied;

run;

PROC TREE DATA = arvore;

RUN;