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2013-08-26 01.exercicio.modulo.02.r 1
file:///home/michel/Desktop/modulo.02/01.exercicio.modulo.02.r
#############################################################################
# Introdução ao Processamento de Imagens Utilizando a Plataforma R
# MATFEST 2011 - Instituto de Matemática da Universidade Federal de Alagoas
# 22/09/2011 - Quinta-feira, 22 de Setembro de 2011, 19:00h ás 20:00
# Michel Alves dos Santos - Bacharelando em Ciência da Computação/CaLaMGo
# Exercício 01 - Módulo 02 - Geração de Gráfico Simples
#############################################################################
#----------------------------------------------------------------------------
# Gerando sequência numérica com 50 elementos limitados no intervalo [0,4]
#----------------------------------------------------------------------------
x <- seq(0, 4, length=50)
#----------------------------------------------------------------------------
# Gerando sequência numérica obtida através da raiz quadrada do vetor x
#----------------------------------------------------------------------------
y <- sqrt(x)
#----------------------------------------------------------------------------
# Exibindo sequências numéricas geradas
#----------------------------------------------------------------------------
print('Exibindo os valores da sequência x')
print(x)
print('Exibindo os valores da sequência y')
print(y)
#----------------------------------------------------------------------------
# Exibindo sequências numéricas geradas
#----------------------------------------------------------------------------
plot(y~x, pch=17,lty=2, col='red', lwd='4', ylab='y = f(x)', main=expression(f(x) == sqrt(x)))
!! " # $
% &% !! " ' " ( ) !!( !&* + # *
+ $ " , + - . - / %- 0 1
2 3 " 4 " / /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
- ) #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
55 6 / 7
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
1 5 . 8 5 /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 9 1,6 6: 7( 6: 7( 6: 77
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
5 .
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
/ 6 62(;0 <;77
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
5 .
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!67
/ 6 62(;/ 0 ,;77
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
5 .
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!67
/ 6 62(;0 ,;77
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
5 .
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!2!!67
+ $ 99 = <= <6 556 ( >: ( +9!>7?"!>@( !( !7
// 6+ $7
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
1 5 . 8 5 /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
) 99 1,1,6 9 6 7( 1 9 6 7( , 9 6 77
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
5 .
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!2!!67
// 6 )7
!! " # $
% &% !! " ' " ( ) !!( !&* + # *
+ $ " , + - . - / %- 0 1
2 3 4 " 5 " 1 1 #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
- 6 $ +
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
7 8
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) / 2 /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 79 2 ) : ;;;98
// 7 8
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) < / + :
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 79 2 ) < / + : ;;;98
// 7 =!*<(>8?
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) / :
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 79 2 ) / : ;;;98
// 7 @@7 =(!*A>88
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) $ / : ;
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 79 2 ) $ / A / ;;;98
// 7$$ 7 =!*!< ( !*A>88?
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) / : ;
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 79 2 ) / A / ;;;98
// 7 7 =!*!< ( !*A>88?
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) / / : ;
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 7 =("<>( B9- : C 9( / +B !( ) B 79 9(9 49(9@ D98= 7 E / 8>8
!! " # $
% &% !! " ' " ( ) !!( !&* + # *
+ $ " , + - . - / %- 0 1
2 3 4 " 5 " 1 1 # 6
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
- ) #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
77 89 9: ; # / # / <
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
= > 9$ 9
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
= <8$ :
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
) $ > ? / 7 ) /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!2!!8:
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
@ $ $ / #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 8 <A 8 ( ::
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
@ #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
BC D"D" + C+ C 8 E:
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) # $
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 89 2 ) # CCC9:
0F
// 8$ ( A9 0F 9( A BC :
G F1
++ 8$ ( A9G F1 9( ) H A E( A BC :
,F? 0F
) 2/) 2/ 8$ ( A9,F? 0F 9( A BC :
G F1 -F @ ; @ @
++ 8$ ( A9G F1 9( ) H A E( / )A ( A BC :
8 BB8$ :( A9) 9( < A4:
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) # /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!2!!8:
// 8<< 8$ ( + A ( / A 8I!%JK( C4:( + C A 8! ( (! :::
!! " # $
% &% !! " ' " ( ) !!( !&* + # *
+ $ " , + - . - / %- 0 1
2 3 4 " 5 " 1 6 . 5 1 #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
1 6 . 5 6 7 89 ) 7
$ $ / : 89) ( 89 ;
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
89 ) <"<" !
89) <"<"
89 <"<" 44
89 6 <"<" = 89 ) ( 89) ( 89 >
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
? 6
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
? @= 89 6 >
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
) $ A B / 6 ) /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!2!!=>
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
C $ $ / #
" 6 / 9 D = ( ( ( >
" 2 # # / 9
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
89/ 9 @ <"<" @
89/ 9 <"<"
89/ 9 9) <"<" 89/ 9 9)
89/ 9 9 <"<" 89/ 9 9 +
89/ 9 9 <"<" 89/ 9 9 /
89/ 9 9 <"<" 89/ 9 9
89/ 9 <"<" = 89/ 9 9)( 89/ 9 9 ( 89/ 9 9 ( 89/ 9 9 >
// = @D = 89/ 9 @ ( 89/ 9 >( D 89/ 9 >
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
C #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
9 =!4> / 9 =!4> 9 =!4> + 9 =!4>
89 <"<" ) @) @=! ( D9E( D9F>
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// =7 2 ) # 9997>
// = 89 6 ( D7 6 . G 7( D 89 >
// = = 89 6 >( D7 6 . G 7( D 89 >
++ = 89 6 ( D7H 6 . 7( ) I D 4( D 89 >
// = 89 6 ( D7 0 + 7( 8/ DJ)J( D 89 >
22 =)6)6 =7? 1 # 7>( D ( D ( DF( 2D!9K4>
!! " # $
% &% !! " ' " ( ) !!( !&* + # *
+ $ " , + - . - / %- 0 1
2 3 4 " 5 "
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 6 / 7 $ 2
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
8 9"9" : ): ) ;< 8 : 2 <( + = >
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) 7
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// ; 8 >
? @? @; 8 >
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) A
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// ;// ;< A * <( ; 8 B? >>>
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) + / 3 6
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
? @? @; 8 C!D( E( =F0 + !DF>
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) 6
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// ;< G *<>
// ; 88; 8 >>
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) # / 6
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// ; 8 ( =<G <( = ) @) @;D>>
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) + $ /
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!2!!;>
++ ; 8 B? ( / )= ( ) H =! ( =</ / <( ) =</ HI<>
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) # J 6
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!2!!;>
8: @ 9"9"
8: 9"9"
// ; @= ; 8: @ ( 8: >>
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) # J 6
"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
,KL 0K
) 2/) 2/ ; 8 ( = ;< <( <8 @<( < <( < <>( =<,KL 0K <>
M K1
++ ; 8 B? ( = ;< <>( ) =<8 @<( ) H =N( =<M K1 <>
0K LO
// ; 8 B-( 8 B? ( =< ;-> = ? <( =< I<>
0K LO -K P ,K0K
== ;<) H<(< <(< <(<) <>
// ; 8 B-( 8 B? ( / += ;!&( D(I( I>( = ( ) = ( 2=!:D( =< ;-> = ? <>
!! " # $
% &% !! " ' " ( ) !!( !&* + # *
+ $ " , + - . - / %- 0 1
2 3 4 " 5 " 1 6 . 5
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
- ) #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
66 78 89 : # / /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
1 6 . 5 6 8 ;< ) 8
$ $ / = ;<) ( ;< >
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
;< ) ?"?" !@ A!@
;<) ?"?"
;< ?"?" !
;< 6 ?"?" 7 ;< ) ( ;<) ( ;< 9
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
6 . 5
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
;< 2 ?"?" 227 ;< 6 ( BC!@ ( ); BC 9
;< < 2 ?"?" 227 7 ;< 6 9( BC!@ ( ); BC 9
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
D 6
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
D B7 ;< 6 9
D B7 ;< 29
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
) $ E F / 6 ) /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!2!!79
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
G $ $ / #
" 6 / < C 7 ( ( ( 9
" 2 # # / <
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
;</ < B ?"?" B
;</ < ?"?"
;</ < <) ?"?" ;</ < <)
;</ < < ?"?" ;</ < < +
;</ < < ?"?" ;</ < < /
;</ < < ?"?" ;</ < <
;</ < ?"?" 7 ;</ < <)( ;</ < < ( ;</ < < ( ;</ < < 9
// 7 BC 7 ;</ < B ( ;</ < 9( C ;</ < 9
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
G #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
;< ?"?" ) B) B7! ( C<4( C<H9
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 78 2 ) # <<<89
1 G I G : G
// 7 227 ;< 2( ;/ C8 ;89( C8 I 89
1 I G : G
// 7 227 ;< < 2( ;/ C8 ;89( C8 I 89
J I1
++ 7 ;< 6 ( C8J 6 . 8( ) K C @( / )C ( C ;< 9
7 ;;7 ;< 6 9( C8 8( B CL9
' M:- I 1 : 0 0I
// 7 ;< 6 ( C8 6 . I 8( C ;;7 ;< 6 99
0 1 :G G N : 0
22 7)6)6 78D 1 # 89( C ( C ( CH( 2C!<L@( C8 H89
!! " # $
% &% !! " ' " ( ) !!( !&* + # *
+ $ " , + - . - / %- 0 1
2 3 4 " 5 " /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
- ) #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
66 78 89 : # / /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
- /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
; <"<" =>/=>/ 78 ? = )=>/ 89
; = ; <"<" ) ;) ;7 ; 9
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
) $ > @ / 6 ) /
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2!!2!!79
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
A $ $ / #
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 7 ?B 7 ( 99
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) +
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 7 ; ( B8 C 89
++ 7 ; ( B8D C 8( 2 )B8 8( ; )B8A 8( B ))7 EE( !&F( !(
!E ( 2 B EE9( ) B8 ;89
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
2 ) +
""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""
// 7 ; = ;( B8 " - 89
++ 7 ; = ;( B8D " - 8( 2 )B8 8( ; )B8A 8( B ))7! G(
!&F( HH( !E ( 2 B EE9( ) B8 ;89
0 1 2 3 4
0.00.51.01.52.0
f(x) = x
x
y=f(x)
H
0.6 0.8 1.0 1.2 1.4
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050100200300
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0.60.81.01.21.4
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0.2 0.4 0.6 0.8 1.0
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q
q
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q
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qq
q
qq
q
q
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q
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qq
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qqq
q
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q
0.5 1.0 1.5 2.0 2.5
4.55.56.57.5
q
q
qq
q
q
q
q
q
q
q
qq
q
q q
q
q
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q
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q
q
q
q
q
q qq
q
q
q
q
2.02.53.03.54.0
q
q
q
q
q
q
q q
q
q
q
q
qq
q
q
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q
q
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q
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q
q
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q
q
q
q
q
qq q
q
q
q
q
q
q
q
q
Sepal.Width
q
q
q
q
q
q
qq
q
q
q
q
qq
q
q
q
q
qq
q
q
q
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q
q
q
q
q
q
q
q
qq
q
q
q
qq
q
q
q
q
q
q
q
Petal.Length
1234567
qqq
qq
q
qqqqqq
q
qq
q
qq
q
q
q
q
q
q
q
q qqq
qq qqqq
qqqq
q
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q
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q
q
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q
q
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q
q
q
q
q
q
q
4.5 5.5 6.5 7.5
0.51.01.52.02.5
qqqq q
q
q
qq
q
qq
qq
q
qq
q qq
q
q
q
q
q q
q
qqqq
q
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qqq q
q
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qq qq
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q q
q
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qqq
q
q
q
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q
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q
q
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qqq
q
q
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q
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qq
q
q
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qq qq q
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q
q
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qqqq
q
q
qqq q
q
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qq
q
q
q
q
qq qq
q
qq
q
q
q
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q
q
q
q
q
q
q
q
q
q
q
q
q
q
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q
q
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qq
q
q
q
q
q
q
q
q
q
q
q qq
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
q
qq
q
q
qq q
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
1 2 3 4 5 6 7
qqqqq
q
q
qq
q
qq
qq
q
qq
qqq
q
q
q
q
qq
q
qqqq
q
q
qqqq
q
qq
qq
q
q
q
q
qqqq
q
q q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q q
q
q
q
q
q
q
q
q
q
q
qqq
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
q
q q
q
q
qqq
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
Petal.Width
Conjunto de Dados Iris
q
q
q
q
q
q
q
q
q
q
q q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
qq
q
qq
qqq
q
q
q
qq
q
qq
q
qq
q
q
q
qq
qq
q q
qq
qq
qq
qq
q
q
q
q
q
q
q
q
qq
qqq
qq
qq
q
100 105 110 115 120 125
100110120
PLOT
volcano[,1]
volcano[,2]
HISTOGRAMA
volcano
Frequency
100 120 140 160 180
0100300500
qq
qqqqqqqqq
qq
1 7 14 22 30 38 46 54
100120140160180
BOXPLOT HISTOGRAMA
volcano
Density
100 120 140 160 180
0.0000.0100.020
row
column
volcano
q
q
q
q
qq
qq
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
0 20 40 60 80 100
050150250
Sequência Original
Index
my.sequence
qqqqqqq
qqqqqqq
qqqqqqqqqqqqq
qqqqqqqqqqqqqqq
qqqqqqqqqqqq
qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq
q
0 20 40 60 80 100
050150250
Sequência Ordenada
Index
sort(my.sequence)
Histograma da Sequência
my.sequence
Frequency
0 50 100 150 200 250
02468
q
q
q
q
qq
qq
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
0 20 40 60 80 100
050150250
Pontos e Linhas
Index
my.sequence
Visualização de Gráficos
A
1.0 1.2 1.4 1.6 1.8 2.0
qqq qqq
qqq qqq
qqq qqqq
q
q
q
q q qq q q
q q qq q q
q q qq q qq
q
q
q
20 25 30 35 40 45
1.01.52.02.53.0
qq qq q q
qq qq q q
q qqqqq q
q
q
q
1.01.41.8
qqq
qqq
qqq
qqq
qqq
qqq
q
qq
q
B
q q q
q q q
q q q
q q q
q q q
q q q
q
qq
q qq q
q q q
qq q
q q q
q qq
qqq
q
q q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
qq
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
qq
q
C
246810
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q q
q
1.0 1.5 2.0 2.5 3.0
202530354045
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
2 4 6 8 10
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
Value
Diagrama de Pares
Histogram of mydataset$Value
mydataset$Value
Frequency
20 25 30 35 40 45
0.00.51.01.52.02.53.0
A B C Value
010203040
BOXPLOT HISTOGRAMA
mydataset$Value
Frequency
15 20 25 30 35 40 45
0123456
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
q
2 4 6 8 10
202530354045
F(C) = Value
mydataset$C
mydataset$Value
q
q
q
q
q
q
2 4 6 8 10
202530354045
F(C) = Value
mydataset$C
mydataset$Value
Introduction to Image Processing - Short Course - Part II
Introduction to Image Processing - Short Course - Part II
Introduction to Image Processing - Short Course - Part II
Introduction to Image Processing - Short Course - Part II
Introduction to Image Processing - Short Course - Part II

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Introduction to Image Processing - Short Course - Part II

  • 1. 2013-08-26 01.exercicio.modulo.02.r 1 file:///home/michel/Desktop/modulo.02/01.exercicio.modulo.02.r ############################################################################# # Introdução ao Processamento de Imagens Utilizando a Plataforma R # MATFEST 2011 - Instituto de Matemática da Universidade Federal de Alagoas # 22/09/2011 - Quinta-feira, 22 de Setembro de 2011, 19:00h ás 20:00 # Michel Alves dos Santos - Bacharelando em Ciência da Computação/CaLaMGo # Exercício 01 - Módulo 02 - Geração de Gráfico Simples ############################################################################# #---------------------------------------------------------------------------- # Gerando sequência numérica com 50 elementos limitados no intervalo [0,4] #---------------------------------------------------------------------------- x <- seq(0, 4, length=50) #---------------------------------------------------------------------------- # Gerando sequência numérica obtida através da raiz quadrada do vetor x #---------------------------------------------------------------------------- y <- sqrt(x) #---------------------------------------------------------------------------- # Exibindo sequências numéricas geradas #---------------------------------------------------------------------------- print('Exibindo os valores da sequência x') print(x) print('Exibindo os valores da sequência y') print(y) #---------------------------------------------------------------------------- # Exibindo sequências numéricas geradas #---------------------------------------------------------------------------- plot(y~x, pch=17,lty=2, col='red', lwd='4', ylab='y = f(x)', main=expression(f(x) == sqrt(x)))
  • 2. !! " # $ % &% !! " ' " ( ) !!( !&* + # * + $ " , + - . - / %- 0 1 2 3 " 4 " / / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" - ) # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 55 6 / 7 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 1 5 . 8 5 / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 9 1,6 6: 7( 6: 7( 6: 77 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 5 . """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" / 6 62(;0 <;77 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 5 . """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!67 / 6 62(;/ 0 ,;77 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 5 . """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!67 / 6 62(;0 ,;77 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 5 . """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!2!!67 + $ 99 = <= <6 556 ( >: ( +9!>7?"!>@( !( !7 // 6+ $7 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 1 5 . 8 5 / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ) 99 1,1,6 9 6 7( 1 9 6 7( , 9 6 77 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 5 . """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!2!!67 // 6 )7
  • 3. !! " # $ % &% !! " ' " ( ) !!( !&* + # * + $ " , + - . - / %- 0 1 2 3 4 " 5 " 1 1 # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" - 6 $ + """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 7 8 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) / 2 / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 79 2 ) : ;;;98 // 7 8 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) < / + : """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 79 2 ) < / + : ;;;98 // 7 =!*<(>8? """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) / : """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 79 2 ) / : ;;;98 // 7 @@7 =(!*A>88 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) $ / : ; """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 79 2 ) $ / A / ;;;98 // 7$$ 7 =!*!< ( !*A>88? """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) / : ; """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 79 2 ) / A / ;;;98 // 7 7 =!*!< ( !*A>88? """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) / / : ; """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 7 =("<>( B9- : C 9( / +B !( ) B 79 9(9 49(9@ D98= 7 E / 8>8
  • 4. !! " # $ % &% !! " ' " ( ) !!( !&* + # * + $ " , + - . - / %- 0 1 2 3 4 " 5 " 1 1 # 6 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" - ) # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 77 89 9: ; # / # / < """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" = > 9$ 9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" = <8$ : """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ) $ > ? / 7 ) / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!2!!8: """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" @ $ $ / # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 8 <A 8 ( :: """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" @ # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" BC D"D" + C+ C 8 E: """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) # $ """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 89 2 ) # CCC9: 0F // 8$ ( A9 0F 9( A BC : G F1 ++ 8$ ( A9G F1 9( ) H A E( A BC : ,F? 0F ) 2/) 2/ 8$ ( A9,F? 0F 9( A BC : G F1 -F @ ; @ @ ++ 8$ ( A9G F1 9( ) H A E( / )A ( A BC : 8 BB8$ :( A9) 9( < A4: """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) # / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!2!!8: // 8<< 8$ ( + A ( / A 8I!%JK( C4:( + C A 8! ( (! :::
  • 5. !! " # $ % &% !! " ' " ( ) !!( !&* + # * + $ " , + - . - / %- 0 1 2 3 4 " 5 " 1 6 . 5 1 # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 1 6 . 5 6 7 89 ) 7 $ $ / : 89) ( 89 ; """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 89 ) <"<" ! 89) <"<" 89 <"<" 44 89 6 <"<" = 89 ) ( 89) ( 89 > """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ? 6 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ? @= 89 6 > """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ) $ A B / 6 ) / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!2!!=> """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" C $ $ / # " 6 / 9 D = ( ( ( > " 2 # # / 9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 89/ 9 @ <"<" @ 89/ 9 <"<" 89/ 9 9) <"<" 89/ 9 9) 89/ 9 9 <"<" 89/ 9 9 + 89/ 9 9 <"<" 89/ 9 9 / 89/ 9 9 <"<" 89/ 9 9 89/ 9 <"<" = 89/ 9 9)( 89/ 9 9 ( 89/ 9 9 ( 89/ 9 9 > // = @D = 89/ 9 @ ( 89/ 9 >( D 89/ 9 > """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" C # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 9 =!4> / 9 =!4> 9 =!4> + 9 =!4> 89 <"<" ) @) @=! ( D9E( D9F> """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // =7 2 ) # 9997> // = 89 6 ( D7 6 . G 7( D 89 > // = = 89 6 >( D7 6 . G 7( D 89 > ++ = 89 6 ( D7H 6 . 7( ) I D 4( D 89 > // = 89 6 ( D7 0 + 7( 8/ DJ)J( D 89 > 22 =)6)6 =7? 1 # 7>( D ( D ( DF( 2D!9K4>
  • 6. !! " # $ % &% !! " ' " ( ) !!( !&* + # * + $ " , + - . - / %- 0 1 2 3 4 " 5 " """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 6 / 7 $ 2 """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 8 9"9" : ): ) ;< 8 : 2 <( + = > """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) 7 """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // ; 8 > ? @? @; 8 > """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) A """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // ;// ;< A * <( ; 8 B? >>> """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) + / 3 6 """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ? @? @; 8 C!D( E( =F0 + !DF> """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) 6 """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // ;< G *<> // ; 88; 8 >> """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) # / 6 """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // ; 8 ( =<G <( = ) @) @;D>> """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) + $ / """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!2!!;> ++ ; 8 B? ( / )= ( ) H =! ( =</ / <( ) =</ HI<> """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) # J 6 """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!2!!;> 8: @ 9"9" 8: 9"9" // ; @= ; 8: @ ( 8: >> """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) # J 6 """"""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ,KL 0K ) 2/) 2/ ; 8 ( = ;< <( <8 @<( < <( < <>( =<,KL 0K <> M K1 ++ ; 8 B? ( = ;< <>( ) =<8 @<( ) H =N( =<M K1 <> 0K LO // ; 8 B-( 8 B? ( =< ;-> = ? <( =< I<> 0K LO -K P ,K0K == ;<) H<(< <(< <(<) <> // ; 8 B-( 8 B? ( / += ;!&( D(I( I>( = ( ) = ( 2=!:D( =< ;-> = ? <>
  • 7.
  • 8. !! " # $ % &% !! " ' " ( ) !!( !&* + # * + $ " , + - . - / %- 0 1 2 3 4 " 5 " 1 6 . 5 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" - ) # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 66 78 89 : # / / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 1 6 . 5 6 8 ;< ) 8 $ $ / = ;<) ( ;< > """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ;< ) ?"?" !@ A!@ ;<) ?"?" ;< ?"?" ! ;< 6 ?"?" 7 ;< ) ( ;<) ( ;< 9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 6 . 5 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ;< 2 ?"?" 227 ;< 6 ( BC!@ ( ); BC 9 ;< < 2 ?"?" 227 7 ;< 6 9( BC!@ ( ); BC 9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" D 6 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" D B7 ;< 6 9 D B7 ;< 29 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ) $ E F / 6 ) / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!2!!79 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" G $ $ / # " 6 / < C 7 ( ( ( 9 " 2 # # / < """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ;</ < B ?"?" B ;</ < ?"?" ;</ < <) ?"?" ;</ < <) ;</ < < ?"?" ;</ < < + ;</ < < ?"?" ;</ < < / ;</ < < ?"?" ;</ < < ;</ < ?"?" 7 ;</ < <)( ;</ < < ( ;</ < < ( ;</ < < 9 // 7 BC 7 ;</ < B ( ;</ < 9( C ;</ < 9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" G # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ;< ?"?" ) B) B7! ( C<4( C<H9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 78 2 ) # <<<89 1 G I G : G // 7 227 ;< 2( ;/ C8 ;89( C8 I 89 1 I G : G
  • 9. // 7 227 ;< < 2( ;/ C8 ;89( C8 I 89 J I1 ++ 7 ;< 6 ( C8J 6 . 8( ) K C @( / )C ( C ;< 9 7 ;;7 ;< 6 9( C8 8( B CL9 ' M:- I 1 : 0 0I // 7 ;< 6 ( C8 6 . I 8( C ;;7 ;< 6 99 0 1 :G G N : 0 22 7)6)6 78D 1 # 89( C ( C ( CH( 2C!<L@( C8 H89
  • 10. !! " # $ % &% !! " ' " ( ) !!( !&* + # * + $ " , + - . - / %- 0 1 2 3 4 " 5 " / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" - ) # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 66 78 89 : # / / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" - / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ; <"<" =>/=>/ 78 ? = )=>/ 89 ; = ; <"<" ) ;) ;7 ; 9 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" ) $ > @ / 6 ) / """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2!!2!!79 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" A $ $ / # """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 7 ?B 7 ( 99 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) + """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 7 ; ( B8 C 89 ++ 7 ; ( B8D C 8( 2 )B8 8( ; )B8A 8( B ))7 EE( !&F( !( !E ( 2 B EE9( ) B8 ;89 """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" 2 ) + """""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" // 7 ; = ;( B8 " - 89 ++ 7 ; = ;( B8D " - 8( 2 )B8 8( ; )B8A 8( B ))7! G( !&F( HH( !E ( 2 B EE9( ) B8 ;89
  • 11. 0 1 2 3 4 0.00.51.01.52.0 f(x) = x x y=f(x)
  • 12. H 0.6 0.8 1.0 1.2 1.4 q q q q q q q q q q q q 050100200300 q q q q q q q q q q q q 0.60.81.01.21.4 q q q q q q q q q q q q S qqqqqqqqqqqq 0 50 100 200 300 q q q q q q q q q q q q qqqqqqqqqqqq 0.6 0.8 1.0 1.2 1.4 0.60.81.01.21.4 V
  • 13. R 0.2 0.4 0.6 0.8 1.0 q q q q q q q q q q q q q q q q q q q q 0.20.40.60.81.0 q q q q q q q q q q q q q q q q q q q q 0.20.40.60.81.0 q q q q q q q q q q q q q q q q q qq q G q q q q q q q q q q q q q q q q qqq q 0.2 0.4 0.6 0.8 1.0 q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q 0.0 0.2 0.4 0.6 0.8 1.0 0.00.20.40.60.81.0 B
  • 14. Sepal.Length 2.0 2.5 3.0 3.5 4.0 q q qq q q q q q q q qq q q q q q q q q q q q q q q qq qq q q q qq q q q qq q q q q q q q q q q q q q q q q q q q q qq q q q q q q q q q q q q q q q q q qq q q q q q q qqq q q q q qq q q q q q q q q q q q q q qq q q q qq qq q q q q q q q q q q q q q qq q q qq q q q q q qqq q q q q q q qq q q q q q q q qq q qq q q q q q q q q q qq qq qq q q q qq q q q qq qq qq q q q q q q q q q q q q q q q q qq q q q q q q q q q q q q q qq q q qq q q q q q q qq q q q q qqq q q q q q q q q q q q q q qq q qq qq qq q q q q q q q qq q q q q qq q q qq q q q q q qqq q q q q 0.5 1.0 1.5 2.0 2.5 4.55.56.57.5 q q qq q q q q q q q qq q q q q q q q q q q q q q q qq qq q q q qq q q q qq qq qq q q q q q q q q q q q q q q q q qq q q q q q q q q q q q q q q q q q qq q q q q q q qqq q q q qqq q q q q q q q q q q q q q qq q q q qq qq q q q q q q q qq q q q q qq q q qq q q q q q q qq q q q q 2.02.53.03.54.0 q q q q q q q q q q q q qq q q q q qq q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q qq q q q q q q q qq q q q q q q q q q q q q q q q qq q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q q qq q q q q q q q q q Sepal.Width q q q q q q qq q q q q qq q q q q qq q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q qq q q q q q q q qq q q q q q q q q q q q q q q q qq q q q q q q q q q q q q q q qq q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q q qqq q q q q q q q q q q q q q q qq q q q q qq q q q q qq q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q qq q q q q q q q qq q q q q q q q q q q q q q q q qq q q q q q q q q q q q q q q qq q q q q q q qq q q q q q q q q q q q q q q q qq q q q q q q q q q qq q q q q q q qq q q q q q q q q qqq q q q q qq q qq q q q q qq q q q q q q q qq qq qq qq qq q qqq q qqq q q q q q qq q q q q qq q q q q q q q q q qq q q q q q q q q q q q q q qq q q q q q q qq q q q q qqq q q q q q q q q q q q q q q q q qq q q q q q q q q q q q qq q q q q q q q q qq q q q qq q q q q q q q qq q q q q qqq q qq q q q q qq q q q q q q q q qqq qq q qqq q qqq q qq q q q q q q qq q q q q qq q q q q q q q q q qq q q q q q q q qq q q q q qq q q q q q q qq q q q q q qqq q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q qq q q q q q q q Petal.Length 1234567 qqq qq q qqqqqq q qq q qq q q q q q q q q qqq qq qqqq qqqq q qqq q q q q qqq q q q q qq q q q q q q q q q qq q q q q q q q qq q q q q qq q q qq q q qq q q q q qqqq q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q q q q q qq q q q qq q q q q q q q 4.5 5.5 6.5 7.5 0.51.01.52.02.5 qqqq q q q qq q qq qq q qq q qq q q q q q q q qqqq q q qqq q q q q qq q q q q qq qq q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qqq q q q q q q q q q q q q q q q q q qq q q q q q q q q q q q q q q q q qqq q q q q q q q q q qq q q q q q q q q q q q qq qq q q q qq q qq qq q qq q qq q q q q qq q qqqq q q qqq q q q q qq q q q q qq qq q qq q q q q q q q q q q q q q q q q q q q q q q qq q q q q q q q q q q q qq q q q q q q qq q q q q q q q q q qq q q q q q q q q q q q q qq q q qq q q q q q q q q q q qq q q q q q q q q q q q 1 2 3 4 5 6 7 qqqqq q q qq q qq qq q qq qqq q q q q qq q qqqq q q qqqq q qq qq q q q q qqqq q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qqq q q q q q q qq q q q q q q q q q qq q q q q q q q q q q q q q q q q qqq q q q q q q q q q qq q q q q q q q q q q q Petal.Width Conjunto de Dados Iris
  • 15. q q q q q q q q q q q q q q q q q q q q qq q q q q q q q q q q q qq q qq qqq q q q qq q qq q qq q q q qq qq q q qq qq qq qq q q q q q q q q qq qqq qq qq q 100 105 110 115 120 125 100110120 PLOT volcano[,1] volcano[,2] HISTOGRAMA volcano Frequency 100 120 140 160 180 0100300500 qq qqqqqqqqq qq 1 7 14 22 30 38 46 54 100120140160180 BOXPLOT HISTOGRAMA volcano Density 100 120 140 160 180 0.0000.0100.020
  • 17. q q q q qq qq q q q q q q qq q q q q q q q q q q q q q q q q qq q q q q q q q q q q q q qq q q q q q q q q q q q qq q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q 0 20 40 60 80 100 050150250 Sequência Original Index my.sequence qqqqqqq qqqqqqq qqqqqqqqqqqqq qqqqqqqqqqqqqqq qqqqqqqqqqqq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq q 0 20 40 60 80 100 050150250 Sequência Ordenada Index sort(my.sequence) Histograma da Sequência my.sequence Frequency 0 50 100 150 200 250 02468 q q q q qq qq q q q q q q qq q q q q q q q q q q q q q q q q qq q q q q q q q q q q q q qq q q q q q q q q q q q qq q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q qq q q q q 0 20 40 60 80 100 050150250 Pontos e Linhas Index my.sequence Visualização de Gráficos
  • 18. A 1.0 1.2 1.4 1.6 1.8 2.0 qqq qqq qqq qqq qqq qqqq q q q q q qq q q q q qq q q q q qq q qq q q q 20 25 30 35 40 45 1.01.52.02.53.0 qq qq q q qq qq q q q qqqqq q q q q 1.01.41.8 qqq qqq qqq qqq qqq qqq q qq q B q q q q q q q q q q q q q q q q q q q qq q qq q q q q qq q q q q q qq qqq q q q q q q q q q q q q q q q q q q q q q q q qq q q q q q q q q q q q q q q q q q q q q qq q C 246810 q q q q q q q q q q q q q q q q q q q q q q 1.0 1.5 2.0 2.5 3.0 202530354045 q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q q 2 4 6 8 10 q q q q q q q q q q q q q q q q q q q q q q Value Diagrama de Pares
  • 19. Histogram of mydataset$Value mydataset$Value Frequency 20 25 30 35 40 45 0.00.51.01.52.02.53.0
  • 20. A B C Value 010203040 BOXPLOT HISTOGRAMA mydataset$Value Frequency 15 20 25 30 35 40 45 0123456 q q q q q q q q q q q q q q q q q q q q q q 2 4 6 8 10 202530354045 F(C) = Value mydataset$C mydataset$Value q q q q q q 2 4 6 8 10 202530354045 F(C) = Value mydataset$C mydataset$Value