using Gadfly, RDatasets, Compose, Random
Random.seed!(123)
set_default_plot_size(21cm, 8cm)
p1 = plot(dataset("ggplot2", "mpg"),
x="Cty", y="Hwy", label="Model", Geom.point, Geom.label,
intercept=[0], slope=[1], Geom.abline(color="red", style=:dash),
Guide.annotation(compose(context(), text(6,4, "y=x", hleft, vtop), fill("red"))))
x = [20*rand(20); exp(-3)]
D = DataFrame(x=x, y= exp.(-0.5*asinh.(x).+5) .+ 2*randn(length(x)))
abline = Geom.abline(color="red", style=:dash)
p2 = plot(D, x=:x, y=:y, Geom.point, Scale.x_asinh, Scale.y_log,
intercept=[148], slope=[-0.5], abline)
hstack(p1, p2)
x
sinh(0)
sinh(1)
sinh(2)
sinh(3)
sinh(4)
sinh(0.0)
sinh(0.2)
sinh(0.4)
sinh(0.6)
sinh(0.8)
sinh(1.0)
sinh(1.2)
sinh(1.4)
sinh(1.6)
sinh(1.8)
sinh(2.0)
sinh(2.2)
sinh(2.4)
sinh(2.6)
sinh(2.8)
sinh(3.0)
sinh(3.2)
sinh(3.4)
sinh(3.6)
sinh(3.8)
sinh(4.0)
sinh(0.00)
sinh(0.02)
sinh(0.04)
sinh(0.06)
sinh(0.08)
sinh(0.10)
sinh(0.12)
sinh(0.14)
sinh(0.16)
sinh(0.18)
sinh(0.20)
sinh(0.22)
sinh(0.24)
sinh(0.26)
sinh(0.28)
sinh(0.30)
sinh(0.32)
sinh(0.34)
sinh(0.36)
sinh(0.38)
sinh(0.40)
sinh(0.42)
sinh(0.44)
sinh(0.46)
sinh(0.48)
sinh(0.50)
sinh(0.52)
sinh(0.54)
sinh(0.56)
sinh(0.58)
sinh(0.60)
sinh(0.62)
sinh(0.64)
sinh(0.66)
sinh(0.68)
sinh(0.70)
sinh(0.72)
sinh(0.74)
sinh(0.76)
sinh(0.78)
sinh(0.80)
sinh(0.82)
sinh(0.84)
sinh(0.86)
sinh(0.88)
sinh(0.90)
sinh(0.92)
sinh(0.94)
sinh(0.96)
sinh(0.98)
sinh(1.00)
sinh(1.02)
sinh(1.04)
sinh(1.06)
sinh(1.08)
sinh(1.10)
sinh(1.12)
sinh(1.14)
sinh(1.16)
sinh(1.18)
sinh(1.20)
sinh(1.22)
sinh(1.24)
sinh(1.26)
sinh(1.28)
sinh(1.30)
sinh(1.32)
sinh(1.34)
sinh(1.36)
sinh(1.38)
sinh(1.40)
sinh(1.42)
sinh(1.44)
sinh(1.46)
sinh(1.48)
sinh(1.50)
sinh(1.52)
sinh(1.54)
sinh(1.56)
sinh(1.58)
sinh(1.60)
sinh(1.62)
sinh(1.64)
sinh(1.66)
sinh(1.68)
sinh(1.70)
sinh(1.72)
sinh(1.74)
sinh(1.76)
sinh(1.78)
sinh(1.80)
sinh(1.82)
sinh(1.84)
sinh(1.86)
sinh(1.88)
sinh(1.90)
sinh(1.92)
sinh(1.94)
sinh(1.96)
sinh(1.98)
sinh(2.00)
sinh(2.02)
sinh(2.04)
sinh(2.06)
sinh(2.08)
sinh(2.10)
sinh(2.12)
sinh(2.14)
sinh(2.16)
sinh(2.18)
sinh(2.20)
sinh(2.22)
sinh(2.24)
sinh(2.26)
sinh(2.28)
sinh(2.30)
sinh(2.32)
sinh(2.34)
sinh(2.36)
sinh(2.38)
sinh(2.40)
sinh(2.42)
sinh(2.44)
sinh(2.46)
sinh(2.48)
sinh(2.50)
sinh(2.52)
sinh(2.54)
sinh(2.56)
sinh(2.58)
sinh(2.60)
sinh(2.62)
sinh(2.64)
sinh(2.66)
sinh(2.68)
sinh(2.70)
sinh(2.72)
sinh(2.74)
sinh(2.76)
sinh(2.78)
sinh(2.80)
sinh(2.82)
sinh(2.84)
sinh(2.86)
sinh(2.88)
sinh(2.90)
sinh(2.92)
sinh(2.94)
sinh(2.96)
sinh(2.98)
sinh(3.00)
sinh(3.02)
sinh(3.04)
sinh(3.06)
sinh(3.08)
sinh(3.10)
sinh(3.12)
sinh(3.14)
sinh(3.16)
sinh(3.18)
sinh(3.20)
sinh(3.22)
sinh(3.24)
sinh(3.26)
sinh(3.28)
sinh(3.30)
sinh(3.32)
sinh(3.34)
sinh(3.36)
sinh(3.38)
sinh(3.40)
sinh(3.42)
sinh(3.44)
sinh(3.46)
sinh(3.48)
sinh(3.50)
sinh(3.52)
sinh(3.54)
sinh(3.56)
sinh(3.58)
sinh(3.60)
sinh(3.62)
sinh(3.64)
sinh(3.66)
sinh(3.68)
sinh(3.70)
sinh(3.72)
sinh(3.74)
sinh(3.76)
sinh(3.78)
sinh(3.80)
sinh(3.82)
sinh(3.84)
sinh(3.86)
sinh(3.88)
sinh(3.90)
sinh(3.92)
sinh(3.94)
sinh(3.96)
sinh(3.98)
sinh(4.00)
sinh(0)
sinh(5)
0.0497665229760631544.982257842286873
2.1164543702606133.9968158468129977
1.61822920899586254.19513390611895
2.5287368933780913.8191537525764265
3.1492846239347293.344154159624256
3.6481455637508023.235262195878345
3.61738742112051533.1259863876877323
2.6456633987591793.6699946285032596
0.60444852193239014.663516426466711
1.72977472576947674.166634524355535
3.3223134607856363.3074637099810933
1.64936384395144154.145290186235288
1.43585932666493354.280923767419124
3.54762347485345943.1202857967796236
2.8420809367877633.5918402436988157
2.59826983230274023.7024504212956932
2.327425027556733.841628784174498
3.02198591106757553.471139410809599
3.39653400459634243.2451510387763847
2.87897044729877253.509460632835724
3.5912542020754063.393007910092443
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
e3.0
e3.5
e4.0
e4.5
e5.0
e3.0
e3.1
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e3
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y
Cty
0
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40
0
2
4
6
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10
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16
18
20
22
24
26
28
30
32
34
36
38
40
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
8.2
8.4
8.6
8.8
9.0
9.2
9.4
9.6
9.8
10.0
10.2
10.4
10.6
10.8
11.0
11.2
11.4
11.6
11.8
12.0
12.2
12.4
12.6
12.8
13.0
13.2
13.4
13.6
13.8
14.0
14.2
14.4
14.6
14.8
15.0
15.2
15.4
15.6
15.8
16.0
16.2
16.4
16.6
16.8
17.0
17.2
17.4
17.6
17.8
18.0
18.2
18.4
18.6
18.8
19.0
19.2
19.4
19.6
19.8
20.0
20.2
20.4
20.6
20.8
21.0
21.2
21.4
21.6
21.8
22.0
22.2
22.4
22.6
22.8
23.0
23.2
23.4
23.6
23.8
24.0
24.2
24.4
24.6
24.8
25.0
25.2
25.4
25.6
25.8
26.0
26.2
26.4
26.6
26.8
27.0
27.2
27.4
27.6
27.8
28.0
28.2
28.4
28.6
28.8
29.0
29.2
29.4
29.6
29.8
30.0
30.2
30.4
30.6
30.8
31.0
31.2
31.4
31.6
31.8
32.0
32.2
32.4
32.6
32.8
33.0
33.2
33.4
33.6
33.8
34.0
34.2
34.4
34.6
34.8
35.0
35.2
35.4
35.6
35.8
36.0
36.2
36.4
36.6
36.8
37.0
37.2
37.4
37.6
37.8
38.0
38.2
38.4
38.6
38.8
39.0
39.2
39.4
39.6
39.8
40.0
0
50
a4
a4
a4
a4
a4
a4
a4
a4 quattro
a4 quattro
a4 quattro
a4 quattro
a4 quattro
a4 quattro
a4 quattro
a4 quattro
a6 quattro
a6 quattro
a6 quattro
c1500 suburban 2wd
c1500 suburban 2wd
c1500 suburban 2wd
c1500 suburban 2wd
c1500 suburban 2wd
corvette
corvette
corvette
corvette
corvette
k1500 tahoe 4wd
k1500 tahoe 4wd
k1500 tahoe 4wd
k1500 tahoe 4wd
malibu
malibu
malibu
malibu
malibu
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
durango 4wd
durango 4wd
durango 4wd
durango 4wd
durango 4wd
durango 4wd
durango 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
expedition 2wd
expedition 2wd
expedition 2wd
explorer 4wd
explorer 4wd
explorer 4wd
explorer 4wd
explorer 4wd
explorer 4wd
f150 pickup 4wd
f150 pickup 4wd
f150 pickup 4wd
f150 pickup 4wd
f150 pickup 4wd
f150 pickup 4wd
f150 pickup 4wd
mustang
mustang
mustang
mustang
mustang
mustang
mustang
mustang
mustang
civic
civic
civic
civic
civic
civic
civic
civic
civic
sonata
sonata
sonata
sonata
sonata
sonata
sonata
tiburon
tiburon
tiburon
tiburon
tiburon
tiburon
tiburon
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
range rover
range rover
range rover
range rover
navigator 2wd
navigator 2wd
navigator 2wd
mountaineer 4wd
mountaineer 4wd
mountaineer 4wd
mountaineer 4wd
altima
altima
altima
altima
altima
altima
maxima
maxima
maxima
pathfinder 4wd
pathfinder 4wd
pathfinder 4wd
pathfinder 4wd
grand prix
grand prix
grand prix
grand prix
grand prix
forester awd
forester awd
forester awd
forester awd
forester awd
forester awd
impreza awd
impreza awd
impreza awd
impreza awd
impreza awd
impreza awd
impreza awd
impreza awd
4runner 4wd
4runner 4wd
4runner 4wd
4runner 4wd
4runner 4wd
4runner 4wd
camry
camry
camry
camry
camry
camry
camry
camry solara
camry solara
camry solara
camry solara
camry solara
camry solara
camry solara
corolla
corolla
corolla
corolla
corolla
land cruiser wagon 4wd
land cruiser wagon 4wd
toyota tacoma 4wd
toyota tacoma 4wd
toyota tacoma 4wd
toyota tacoma 4wd
toyota tacoma 4wd
toyota tacoma 4wd
toyota tacoma 4wd
gti
gti
gti
gti
gti
jetta
jetta
jetta
jetta
jetta
jetta
jetta
jetta
jetta
new beetle
new beetle
new beetle
new beetle
new beetle
new beetle
passat
passat
passat
passat
passat
passat
passat
17,26
18,26
16,26
21,29
19,28
18,29
21,29
20,29
20,28
19,26
21,29
29,41
35,44
17,24
16,23
21,29
21,29
21,29
22,29
19,26
21,29
33,44
17,24
22,29
21,29
19,26
21,29
16,20
15,18
15,19
15,17
17,22
16,20
15,20
13,18
11,15
26,35
28,37
26,35
24,33
24,30
18,27
18,26
18,26
22,31
21,31
21,29
21,27
19,28
18,26
18,26
21,31
21,31
21,27
21,29
14,17
16,20
15,17
15,19
16,20
15,20
20,27
19,25
20,27
20,25
19,26
19,26
19,26
21,26
18,23
20,26
19,25
20,27
18,24
18,25
16,25
18,28
17,27
16,26
18,26
12,18
14,20
15,17
14,17
19,25
19,25
18,26
19,26
19,27
23,32
23,31
19,27
21,29
13,17
13,19
13,19
14,17
12,18
11,16
11,17
11,15
12,18
12,18
11,15
11,14
13,18
14,19
9,12
14,17
15,20
15,19
17,22
17,24
16,24
17,24
20,27
20,28
19,29
19,26
19,28
18,26
18,26
21,31
21,30
18,27
18,26
21,29
24,36
25,36
26,34
24,32
23,29
25,32
24,32
28,33
14,20
15,22
15,23
15,22
15,21
16,24
17,26
18,25
18,26
13,17
11,15
13,17
13,16
13,16
14,17
14,17
13,17
13,19
13,19
14,17
15,19
14,17
12,18
11,17
11,17
11,15
13,17
11,16
11,15
9,12
12,16
13,17
13,17
9,12
12,16
11,15
13,18
11,16
13,17
9,12
13,17
13,17
11,15
11,17
9,12
14,19
14,19
14,17
13,17
14,18
15,19
16,23
16,23
15,21
15,22
11,17
17,24
17,24
16,22
16,22
17,24
18,24
17,26
18,29
18,26
22,30
19,27
14,17
11,15
11,14
14,19
15,24
15,25
16,26
15,23
16,26
12,17
13,17
14,20
11,15
14,20
16,23
17,25
15,24
15,25
17,25
17,25
15,25
19,27
20,28
16,25
18,26
18,27
18,26
16,26
21,30
20,31
21,29
18,29
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
y=x
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0.0
0.2
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0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
8.2
8.4
8.6
8.8
9.0
9.2
9.4
9.6
9.8
10.0
10.2
10.4
10.6
10.8
11.0
11.2
11.4
11.6
11.8
12.0
12.2
12.4
12.6
12.8
13.0
13.2
13.4
13.6
13.8
14.0
14.2
14.4
14.6
14.8
15.0
15.2
15.4
15.6
15.8
16.0
16.2
16.4
16.6
16.8
17.0
17.2
17.4
17.6
17.8
18.0
18.2
18.4
18.6
18.8
19.0
19.2
19.4
19.6
19.8
20.0
20.2
20.4
20.6
20.8
21.0
21.2
21.4
21.6
21.8
22.0
22.2
22.4
22.6
22.8
23.0
23.2
23.4
23.6
23.8
24.0
24.2
24.4
24.6
24.8
25.0
25.2
25.4
25.6
25.8
26.0
26.2
26.4
26.6
26.8
27.0
27.2
27.4
27.6
27.8
28.0
28.2
28.4
28.6
28.8
29.0
29.2
29.4
29.6
29.8
30.0
30.2
30.4
30.6
30.8
31.0
31.2
31.4
31.6
31.8
32.0
32.2
32.4
32.6
32.8
33.0
33.2
33.4
33.6
33.8
34.0
34.2
34.4
34.6
34.8
35.0
35.2
35.4
35.6
35.8
36.0
36.2
36.4
36.6
36.8
37.0
37.2
37.4
37.6
37.8
38.0
38.2
38.4
38.6
38.8
39.0
39.2
39.4
39.6
39.8
40.0
40.2
40.4
40.6
40.8
41.0
41.2
41.4
41.6
41.8
42.0
42.2
42.4
42.6
42.8
43.0
43.2
43.4
43.6
43.8
44.0
44.2
44.4
44.6
44.8
45.0
45.2
45.4
45.6
45.8
46.0
46.2
46.4
46.6
46.8
47.0
47.2
47.4
47.6
47.8
48.0
48.2
48.4
48.6
48.8
49.0
49.2
49.4
49.6
49.8
50.0
0
50
Hwy
using Colors, Dates, Gadfly, RDatasets
Dp = dataset("ggplot2","presidential")[3:end,:]
De = dataset("ggplot2","economics")
De.Unemploy /= 10^3
plot(De, x=:Date, y=:Unemploy, Geom.line,
layer(Dp, xmin=:Start, xmax=:End, Geom.vband, color=:Party, alpha=[0.6]),
Scale.color_discrete_manual("deepskyblue", "lightcoral"),
Coord.cartesian(xmin=Date("1965-01-01"), ymax=12),
Guide.xlabel("Time"), Guide.ylabel("Unemployment (x10³)"), Guide.colorkey(title=""),
Theme(default_color="black", key_position=:top))
Time
Jan 1, 1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
Jan 1, 1964
1966
1968
1970
1972
1974
1976
1978
1980
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
2002
2004
2006
2008
2010
Jan 1, 1965
Apr
Jul
Oct
Jan 1966
Apr
Jul
Oct
Jan 1967
Apr
Jul
Oct
Jan 1968
Apr
Jul
Oct
Jan 1969
Apr
Jul
Oct
Jan 1970
Apr
Jul
Oct
Jan 1971
Apr
Jul
Oct
Jan 1972
Apr
Jul
Oct
Jan 1973
Apr
Jul
Oct
Jan 1974
Apr
Jul
Oct
Jan 1975
Apr
Jul
Oct
Jan 1976
Apr
Jul
Oct
Jan 1977
Apr
Jul
Oct
Jan 1978
Apr
Jul
Oct
Jan 1979
Apr
Jul
Oct
Jan 1980
Apr
Jul
Oct
Jan 1981
Apr
Jul
Oct
Jan 1982
Apr
Jul
Oct
Jan 1983
Apr
Jul
Oct
Jan 1984
Apr
Jul
Oct
Jan 1985
Apr
Jul
Oct
Jan 1986
Apr
Jul
Oct
Jan 1987
Apr
Jul
Oct
Jan 1988
Apr
Jul
Oct
Jan 1989
Apr
Jul
Oct
Jan 1990
Apr
Jul
Oct
Jan 1991
Apr
Jul
Oct
Jan 1992
Apr
Jul
Oct
Jan 1993
Apr
Jul
Oct
Jan 1994
Apr
Jul
Oct
Jan 1995
Apr
Jul
Oct
Jan 1996
Apr
Jul
Oct
Jan 1997
Apr
Jul
Oct
Jan 1998
Apr
Jul
Oct
Jan 1999
Apr
Jul
Oct
Jan 2000
Apr
Jul
Oct
Jan 2001
Apr
Jul
Oct
Jan 2002
Apr
Jul
Oct
Jan 2003
Apr
Jul
Oct
Jan 2004
Apr
Jul
Oct
Jan 2005
Apr
Jul
Oct
Jan 2006
Apr
Jul
Oct
Jan 2007
Apr
Jul
Oct
Jan 2008
Apr
Jul
Oct
Jan 2009
Apr
Jan 1, 1950
1980
2010
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
5
10
15
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
10.05
10.10
10.15
10.20
10.25
10.30
10.35
10.40
10.45
10.50
10.55
10.60
10.65
10.70
10.75
10.80
10.85
10.90
10.95
11.00
11.05
11.10
11.15
11.20
11.25
11.30
11.35
11.40
11.45
11.50
11.55
11.60
11.65
11.70
11.75
11.80
11.85
11.90
11.95
12.00
0
5
10
15
Unemployment (x10³)
Republican
Democratic
using ColorSchemes, DataFrames, Distributions, Gadfly
set_default_plot_size(21cm, 8cm)
x = range(-4, 4, length=30)
fn1(μ,x=x) = pdf.(Normal(μ, 1), x)
D = [DataFrame(x=x, y=fn1(μ), μ="$(μ)") for μ in [-1, 1]]
cpalette(p) = get(ColorSchemes.viridis, p)
p1 = plot(D[1], y=:y, x=:x, color=0:29, Geom.bar,
Scale.color_continuous(colormap=cpalette),
Theme(bar_spacing=-0.2mm, key_position=:none))
p2 = plot(D[1], x=:x, y=:y, Geom.bar, alpha=range(0.2,0.9, length=30))
p3 = plot(vcat(D...), x=:x, y=:y, color=:μ, alpha=[0.5],
Geom.bar(position=:identity))
hstack(p1, p2, p3)
x
-5
0
5
-5.0
-4.5
-4.0
-3.5
-3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
-5.00
-4.95
-4.90
-4.85
-4.80
-4.75
-4.70
-4.65
-4.60
-4.55
-4.50
-4.45
-4.40
-4.35
-4.30
-4.25
-4.20
-4.15
-4.10
-4.05
-4.00
-3.95
-3.90
-3.85
-3.80
-3.75
-3.70
-3.65
-3.60
-3.55
-3.50
-3.45
-3.40
-3.35
-3.30
-3.25
-3.20
-3.15
-3.10
-3.05
-3.00
-2.95
-2.90
-2.85
-2.80
-2.75
-2.70
-2.65
-2.60
-2.55
-2.50
-2.45
-2.40
-2.35
-2.30
-2.25
-2.20
-2.15
-2.10
-2.05
-2.00
-1.95
-1.90
-1.85
-1.80
-1.75
-1.70
-1.65
-1.60
-1.55
-1.50
-1.45
-1.40
-1.35
-1.30
-1.25
-1.20
-1.15
-1.10
-1.05
-1.00
-0.95
-0.90
-0.85
-0.80
-0.75
-0.70
-0.65
-0.60
-0.55
-0.50
-0.45
-0.40
-0.35
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
-5
0
5
-1
1
μ
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0
0.1
0.2
0.3
0.4
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.000
0.002
0.004
0.006
0.008
0.010
0.012
0.014
0.016
0.018
0.020
0.022
0.024
0.026
0.028
0.030
0.032
0.034
0.036
0.038
0.040
0.042
0.044
0.046
0.048
0.050
0.052
0.054
0.056
0.058
0.060
0.062
0.064
0.066
0.068
0.070
0.072
0.074
0.076
0.078
0.080
0.082
0.084
0.086
0.088
0.090
0.092
0.094
0.096
0.098
0.100
0.102
0.104
0.106
0.108
0.110
0.112
0.114
0.116
0.118
0.120
0.122
0.124
0.126
0.128
0.130
0.132
0.134
0.136
0.138
0.140
0.142
0.144
0.146
0.148
0.150
0.152
0.154
0.156
0.158
0.160
0.162
0.164
0.166
0.168
0.170
0.172
0.174
0.176
0.178
0.180
0.182
0.184
0.186
0.188
0.190
0.192
0.194
0.196
0.198
0.200
0.202
0.204
0.206
0.208
0.210
0.212
0.214
0.216
0.218
0.220
0.222
0.224
0.226
0.228
0.230
0.232
0.234
0.236
0.238
0.240
0.242
0.244
0.246
0.248
0.250
0.252
0.254
0.256
0.258
0.260
0.262
0.264
0.266
0.268
0.270
0.272
0.274
0.276
0.278
0.280
0.282
0.284
0.286
0.288
0.290
0.292
0.294
0.296
0.298
0.300
0.302
0.304
0.306
0.308
0.310
0.312
0.314
0.316
0.318
0.320
0.322
0.324
0.326
0.328
0.330
0.332
0.334
0.336
0.338
0.340
0.342
0.344
0.346
0.348
0.350
0.352
0.354
0.356
0.358
0.360
0.362
0.364
0.366
0.368
0.370
0.372
0.374
0.376
0.378
0.380
0.382
0.384
0.386
0.388
0.390
0.392
0.394
0.396
0.398
0.400
0.0
0.5
y
x
-5
0
5
-5.0
-4.5
-4.0
-3.5
-3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
-5.00
-4.95
-4.90
-4.85
-4.80
-4.75
-4.70
-4.65
-4.60
-4.55
-4.50
-4.45
-4.40
-4.35
-4.30
-4.25
-4.20
-4.15
-4.10
-4.05
-4.00
-3.95
-3.90
-3.85
-3.80
-3.75
-3.70
-3.65
-3.60
-3.55
-3.50
-3.45
-3.40
-3.35
-3.30
-3.25
-3.20
-3.15
-3.10
-3.05
-3.00
-2.95
-2.90
-2.85
-2.80
-2.75
-2.70
-2.65
-2.60
-2.55
-2.50
-2.45
-2.40
-2.35
-2.30
-2.25
-2.20
-2.15
-2.10
-2.05
-2.00
-1.95
-1.90
-1.85
-1.80
-1.75
-1.70
-1.65
-1.60
-1.55
-1.50
-1.45
-1.40
-1.35
-1.30
-1.25
-1.20
-1.15
-1.10
-1.05
-1.00
-0.95
-0.90
-0.85
-0.80
-0.75
-0.70
-0.65
-0.60
-0.55
-0.50
-0.45
-0.40
-0.35
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
-5
0
5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0
0.1
0.2
0.3
0.4
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.000
0.002
0.004
0.006
0.008
0.010
0.012
0.014
0.016
0.018
0.020
0.022
0.024
0.026
0.028
0.030
0.032
0.034
0.036
0.038
0.040
0.042
0.044
0.046
0.048
0.050
0.052
0.054
0.056
0.058
0.060
0.062
0.064
0.066
0.068
0.070
0.072
0.074
0.076
0.078
0.080
0.082
0.084
0.086
0.088
0.090
0.092
0.094
0.096
0.098
0.100
0.102
0.104
0.106
0.108
0.110
0.112
0.114
0.116
0.118
0.120
0.122
0.124
0.126
0.128
0.130
0.132
0.134
0.136
0.138
0.140
0.142
0.144
0.146
0.148
0.150
0.152
0.154
0.156
0.158
0.160
0.162
0.164
0.166
0.168
0.170
0.172
0.174
0.176
0.178
0.180
0.182
0.184
0.186
0.188
0.190
0.192
0.194
0.196
0.198
0.200
0.202
0.204
0.206
0.208
0.210
0.212
0.214
0.216
0.218
0.220
0.222
0.224
0.226
0.228
0.230
0.232
0.234
0.236
0.238
0.240
0.242
0.244
0.246
0.248
0.250
0.252
0.254
0.256
0.258
0.260
0.262
0.264
0.266
0.268
0.270
0.272
0.274
0.276
0.278
0.280
0.282
0.284
0.286
0.288
0.290
0.292
0.294
0.296
0.298
0.300
0.302
0.304
0.306
0.308
0.310
0.312
0.314
0.316
0.318
0.320
0.322
0.324
0.326
0.328
0.330
0.332
0.334
0.336
0.338
0.340
0.342
0.344
0.346
0.348
0.350
0.352
0.354
0.356
0.358
0.360
0.362
0.364
0.366
0.368
0.370
0.372
0.374
0.376
0.378
0.380
0.382
0.384
0.386
0.388
0.390
0.392
0.394
0.396
0.398
0.400
0.0
0.5
y
x
-5
0
5
-5.0
-4.5
-4.0
-3.5
-3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
-5.00
-4.95
-4.90
-4.85
-4.80
-4.75
-4.70
-4.65
-4.60
-4.55
-4.50
-4.45
-4.40
-4.35
-4.30
-4.25
-4.20
-4.15
-4.10
-4.05
-4.00
-3.95
-3.90
-3.85
-3.80
-3.75
-3.70
-3.65
-3.60
-3.55
-3.50
-3.45
-3.40
-3.35
-3.30
-3.25
-3.20
-3.15
-3.10
-3.05
-3.00
-2.95
-2.90
-2.85
-2.80
-2.75
-2.70
-2.65
-2.60
-2.55
-2.50
-2.45
-2.40
-2.35
-2.30
-2.25
-2.20
-2.15
-2.10
-2.05
-2.00
-1.95
-1.90
-1.85
-1.80
-1.75
-1.70
-1.65
-1.60
-1.55
-1.50
-1.45
-1.40
-1.35
-1.30
-1.25
-1.20
-1.15
-1.10
-1.05
-1.00
-0.95
-0.90
-0.85
-0.80
-0.75
-0.70
-0.65
-0.60
-0.55
-0.50
-0.45
-0.40
-0.35
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
-5
0
5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0
0.1
0.2
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0.00
0.02
0.04
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0.08
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0.24
0.26
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0.40
0.000
0.002
0.004
0.006
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0.010
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0.016
0.018
0.020
0.022
0.024
0.026
0.028
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0.034
0.036
0.038
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0.046
0.048
0.050
0.052
0.054
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0.058
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0.066
0.068
0.070
0.072
0.074
0.076
0.078
0.080
0.082
0.084
0.086
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0.090
0.092
0.094
0.096
0.098
0.100
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0.106
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0.128
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0.132
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0.136
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0.360
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0.366
0.368
0.370
0.372
0.374
0.376
0.378
0.380
0.382
0.384
0.386
0.388
0.390
0.392
0.394
0.396
0.398
0.400
0.0
0.5
y
using Gadfly, RDatasets, DataFrames
set_default_plot_size(21cm, 8cm)
hecolor = dataset("datasets","HairEyeColor")
D = combine(groupby(hecolor, [:Eye,:Sex]), :Freq=>sum=>:Frequency)
p1 = plot(D, color=:Eye, y=:Frequency, x=:Sex, Geom.bar(position=:dodge))
palette = ["brown","blue","tan","green"] # Is there a hazel color?
p2a = plot(D, x=:Sex, y=:Frequency, color=:Eye, Geom.bar(position=:stack),
Scale.color_discrete_manual(palette...));
p2b = plot(D, x=:Sex, y=:Frequency, color=:Eye, Geom.bar(position=:stack),
Scale.color_discrete_manual(palette[4:-1:1]..., order=[4,3,2,1]));
hstack(p1, p2a, p2b)
Sex
Male
Female
Green
Hazel
Blue
Brown
Eye
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
100
200
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400
0
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140
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384
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0
500
Frequency
Sex
Male
Female
Brown
Blue
Hazel
Green
Eye
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
100
200
300
400
0
20
40
60
80
100
120
140
160
180
200
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240
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280
300
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360
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400
0
2
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0
500
Frequency
Sex
Male
Female
Brown
Blue
Hazel
Green
Eye
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
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0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
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10.0
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35.0
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36.0
36.5
37.0
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38.0
38.5
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40.0
40.5
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42.0
42.5
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44.0
44.5
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50.0
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114.0
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115.0
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122.0
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128.0
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149.0
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150.0
0
200
Frequency
See Scale.color_discrete_manual
for more information.
using Gadfly, RDatasets
set_default_plot_size(14cm, 8cm)
plot(dataset("lattice", "singer"), x="VoicePart", y="Height", Geom.beeswarm)
VoicePart
Soprano 1
Soprano 2
Alto 1
Alto 2
Tenor 1
Tenor 2
Bass 1
Bass 2
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
60
65
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80
60
61
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65
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60.0
60.1
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60.8
60.9
61.0
61.1
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61.8
61.9
62.0
62.1
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62.9
63.0
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63.9
64.0
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64.8
64.9
65.0
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66.0
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79.9
80.0
60
80
Height
using Gadfly
set_default_plot_size(21cm, 8cm)
p1, p2 = plot(), plot(x=1:10, y=rand(10), Geom.blank)
hstack(p1, p2)
x
0.0
2.5
5.0
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10.0
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4.95
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5.65
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5.95
6.00
6.05
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6.50
6.55
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?
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0
1
y
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?
using Compose, Gadfly, RDatasets
set_default_plot_size(21cm, 8cm)
singers, salaries = dataset("lattice", "singer"), dataset("car","Salaries")
salaries.Salary /= 1000.0
salaries.Discipline = ["Discipline $(x)" for x in salaries.Discipline]
p1 = plot(singers, x=:VoicePart, y=:Height, Geom.boxplot,
Theme(default_color="MidnightBlue"))
p2 = plot(salaries, x=:Discipline, y=:Salary, color=:Rank,
Scale.x_discrete(levels=["Discipline A", "Discipline B"]),
Geom.boxplot, Theme(boxplot_spacing=0.1cx),
Guide.colorkey(title="", pos=[0.78w,-0.4h])
)
hstack(p1, p2)
Discipline
Discipline A
Discipline B
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?
Prof
AsstProf
AssocProf
0
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Salary
VoicePart
Soprano 1
Soprano 2
Alto 1
Alto 2
Tenor 1
Tenor 2
Bass 1
Bass 2
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60
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71
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60.0
60.1
60.2
60.3
60.4
60.5
60.6
60.7
60.8
60.9
61.0
61.1
61.2
61.3
61.4
61.5
61.6
61.7
61.8
61.9
62.0
62.1
62.2
62.3
62.4
62.5
62.6
62.7
62.8
62.9
63.0
63.1
63.2
63.3
63.4
63.5
63.6
63.7
63.8
63.9
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66.3
66.4
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67.3
67.4
67.5
67.6
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68.3
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68.6
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68.8
68.9
69.0
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69.3
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69.7
69.8
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70.0
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70.2
70.3
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71.2
71.3
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72.3
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72.6
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73.7
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79.2
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80.0
60
80
Height
using Gadfly, MarketData
set_default_plot_size(21cm, 8cm)
t = Dates.now()
NQ = yahoo("^IXIC", YahooOpt(period1 = t - Month(2), period2 = t)) # NASDAQ Composite
plot(
x = timestamp(NQ),
open = values(NQ.Open),
high = values(NQ.High),
low = values(NQ.Low),
close = values(NQ.Close),
Geom.candlestick,
Scale.color_discrete_manual("green", "red"),
Scale.x_discrete,
)
x
2024-01-16
2024-01-17
2024-01-18
2024-01-19
2024-01-22
2024-01-23
2024-01-24
2024-01-25
2024-01-26
2024-01-29
2024-01-30
2024-01-31
2024-02-01
2024-02-02
2024-02-05
2024-02-06
2024-02-07
2024-02-08
2024-02-09
2024-02-12
2024-02-13
2024-02-14
2024-02-15
2024-02-16
2024-02-20
2024-02-21
2024-02-22
2024-02-23
2024-02-26
2024-02-27
2024-02-28
2024-02-29
2024-03-01
2024-03-04
2024-03-05
2024-03-06
2024-03-07
2024-03-08
2024-03-11
2024-03-12
true
false
Color
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c for coordinates
? for help
?
14500
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16480
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16500
14500
15000
15500
16000
16500
using DataFrames, Gadfly
set_default_plot_size(21cm, 8cm)
x2, cb = -2:0.2:2, [colorant"black"]
D = DataFrame(x=repeat(x2, outer=length(x2)), y=repeat(x2, inner=length(x2)))
D.z = D.x.*exp.(-(D.x.^2 + D.y.^2))
D2 = DataFrame(x=0.8*randn(10), y=0.8*randn(10), r=rand(10))
p1 = plot(z=(x,y) -> x*exp(-(x-round(Int, x))^2-y^2),
xmin=[-10], xmax=[10], ymin=[-2], ymax=[2], Geom.contour)
p2 = plot(D, x=:x, y=:y, layer(D2, color=:r, Geom.point),
layer(z=:z, Geom.contour(levels=[-0.1:-0.1:-0.5;]), linestyle=[:dash], color=cb),
layer(z=:z, Geom.contour(levels=[0.1:0.1:0.5;]), color=cb))
hstack(p1, p2)
x
-2
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1
2
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0.98
1.00
1.02
1.04
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1.08
1.10
1.12
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1.18
1.20
1.22
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1.26
1.28
1.30
1.32
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1.40
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1.56
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1.62
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1.80
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1.88
1.90
1.92
1.94
1.96
1.98
2.00
-2
0
2
1.0
0.0
0.5
r
-0.3993800888491508-0.238789792809336
-0.58305468604408141.3525391457353206
0.33652088365394850.43345458287148786
1.1175137325259012-0.017845169126508933
0.30044143380968720.1970983167209939
0.15161589638032888-0.3311463011627016
0.27783902679493083-0.8709910851193441
-0.60259161563853750.2370715029802511
0.86852684884251130.8557405667337653
0.051191367456018181.827227705002384
h,j,k,l,arrows,drag to pan
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r,dbl-click to reset
c for coordinates
? for help
?
-2
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2
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0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
-2
0
2
y
xmin
-10
-5
0
5
10
-10
-9
-8
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-3
-2
-1
0
1
2
3
4
5
6
7
8
9
10
-10.0
-9.9
-9.8
-9.7
-9.6
-9.5
-9.4
-9.3
-9.2
-9.1
-9.0
-8.9
-8.8
-8.7
-8.6
-8.5
-8.4
-8.3
-8.2
-8.1
-8.0
-7.9
-7.8
-7.7
-7.6
-7.5
-7.4
-7.3
-7.2
-7.1
-7.0
-6.9
-6.8
-6.7
-6.6
-6.5
-6.4
-6.3
-6.2
-6.1
-6.0
-5.9
-5.8
-5.7
-5.6
-5.5
-5.4
-5.3
-5.2
-5.1
-5.0
-4.9
-4.8
-4.7
-4.6
-4.5
-4.4
-4.3
-4.2
-4.1
-4.0
-3.9
-3.8
-3.7
-3.6
-3.5
-3.4
-3.3
-3.2
-3.1
-3.0
-2.9
-2.8
-2.7
-2.6
-2.5
-2.4
-2.3
-2.2
-2.1
-2.0
-1.9
-1.8
-1.7
-1.6
-1.5
-1.4
-1.3
-1.2
-1.1
-1.0
-0.9
-0.8
-0.7
-0.6
-0.5
-0.4
-0.3
-0.2
-0.1
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
4.6
4.7
4.8
4.9
5.0
5.1
5.2
5.3
5.4
5.5
5.6
5.7
5.8
5.9
6.0
6.1
6.2
6.3
6.4
6.5
6.6
6.7
6.8
6.9
7.0
7.1
7.2
7.3
7.4
7.5
7.6
7.7
7.8
7.9
8.0
8.1
8.2
8.3
8.4
8.5
8.6
8.7
8.8
8.9
9.0
9.1
9.2
9.3
9.4
9.5
9.6
9.7
9.8
9.9
10.0
-10
0
10
10
-10
-5
0
5
Color
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
-2
-1
0
1
2
-2.0
-1.8
-1.6
-1.4
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
-2.00
-1.98
-1.96
-1.94
-1.92
-1.90
-1.88
-1.86
-1.84
-1.82
-1.80
-1.78
-1.76
-1.74
-1.72
-1.70
-1.68
-1.66
-1.64
-1.62
-1.60
-1.58
-1.56
-1.54
-1.52
-1.50
-1.48
-1.46
-1.44
-1.42
-1.40
-1.38
-1.36
-1.34
-1.32
-1.30
-1.28
-1.26
-1.24
-1.22
-1.20
-1.18
-1.16
-1.14
-1.12
-1.10
-1.08
-1.06
-1.04
-1.02
-1.00
-0.98
-0.96
-0.94
-0.92
-0.90
-0.88
-0.86
-0.84
-0.82
-0.80
-0.78
-0.76
-0.74
-0.72
-0.70
-0.68
-0.66
-0.64
-0.62
-0.60
-0.58
-0.56
-0.54
-0.52
-0.50
-0.48
-0.46
-0.44
-0.42
-0.40
-0.38
-0.36
-0.34
-0.32
-0.30
-0.28
-0.26
-0.24
-0.22
-0.20
-0.18
-0.16
-0.14
-0.12
-0.10
-0.08
-0.06
-0.04
-0.02
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
-2
0
2
ymin
using Gadfly, RDatasets
set_default_plot_size(21cm, 16cm)
volcano = Matrix{Float64}(dataset("datasets", "volcano"))
p1 = plot(z=volcano, Geom.contour)
p2 = plot(z=volcano, Geom.contour(levels=[110.0, 150.0, 180.0, 190.0]))
p3 = plot(z=volcano, x=collect(0.0:10:860.0), y=collect(0.0:10:600.0),
Geom.contour(levels=2))
Mv = volcano[1:4:end, 1:4:end]
Dv = vcat([DataFrame(x=[1:size(Mv,1);], y=j, z=Mv[:,j]) for j in 1:size(Mv,2)]...)
p4 = plot(Dv, x=:x, y=:y, z=:z,
Coord.cartesian(xmin=1, xmax=22, ymin=1, ymax=16),
layer(Geom.point, color=:z), Geom.contour(levels=10),
Theme(line_width=0.5mm, point_size=1pt) )
gridstack([p1 p2; p3 p4])
x
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1.0
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2.0
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3.0
3.1
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3.9
4.0
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4.9
5.0
5.1
5.2
5.3
5.4
5.5
5.6
5.7
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5.9
6.0
6.1
6.2
6.3
6.4
6.5
6.6
6.7
6.8
6.9
7.0
7.1
7.2
7.3
7.4
7.5
7.6
7.7
7.8
7.9
8.0
8.1
8.2
8.3
8.4
8.5
8.6
8.7
8.8
8.9
9.0
9.1
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9.3
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9.6
9.7
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9.9
10.0
10.1
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11.0
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13.9
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1,13
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1,12
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1,11
22,10
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10,10
9,10
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3,10
2,10
1,10
22,9
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10,9
9,9
8,9
7,9
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3,9
2,9
1,9
22,8
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20,8
19,8
18,8
17,8
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15,8
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13,8
12,8
11,8
10,8
9,8
8,8
7,8
6,8
5,8
4,8
3,8
2,8
1,8
22,7
21,7
20,7
19,7
18,7
17,7
16,7
15,7
14,7
13,7
12,7
11,7
10,7
9,7
8,7
7,7
6,7
5,7
4,7
3,7
2,7
1,7
22,6
21,6
20,6
19,6
18,6
17,6
16,6
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14,6
13,6
12,6
11,6
10,6
9,6
8,6
7,6
6,6
5,6
4,6
3,6
2,6
1,6
22,5
21,5
20,5
19,5
18,5
17,5
16,5
15,5
14,5
13,5
12,5
11,5
10,5
9,5
8,5
7,5
6,5
5,5
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3,5
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1,5
22,4
21,4
20,4
19,4
18,4
17,4
16,4
15,4
14,4
13,4
12,4
11,4
10,4
9,4
8,4
7,4
6,4
5,4
4,4
3,4
2,4
1,4
22,3
21,3
20,3
19,3
18,3
17,3
16,3
15,3
14,3
13,3
12,3
11,3
10,3
9,3
8,3
7,3
6,3
5,3
4,3
3,3
2,3
1,3
22,2
21,2
20,2
19,2
18,2
17,2
16,2
15,2
14,2
13,2
12,2
11,2
10,2
9,2
8,2
7,2
6,2
5,2
4,2
3,2
2,2
1,2
22,1
21,1
20,1
19,1
18,1
17,1
16,1
15,1
14,1
13,1
12,1
11,1
10,1
9,1
8,1
7,1
6,1
5,1
4,1
3,1
2,1
1,1
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
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h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
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436
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560
562
564
566
568
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582
584
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600
0
1000
y
0
25
50
75
100
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
190
120
160
110
180
130
140
150
170
Color
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
20
40
60
80
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
0
100
0
25
50
75
100
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
200
100
150
Color
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
20
40
60
80
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
0
100
using Gadfly, RDatasets, Distributions
set_default_plot_size(21cm, 8cm)
p1 = plot(dataset("ggplot2", "diamonds"), x="Price", Geom.density)
p2 = plot(dataset("ggplot2", "diamonds"), x="Price", color="Cut", Geom.density)
hstack(p1,p2)
Price
-1.0×10⁴
0
1.0×10⁴
2.0×10⁴
3.0×10⁴
-1.00×10⁴
-8.00×10³
-6.00×10³
-4.00×10³
-2.00×10³
0
2.00×10³
4.00×10³
6.00×10³
8.00×10³
1.00×10⁴
1.20×10⁴
1.40×10⁴
1.60×10⁴
1.80×10⁴
2.00×10⁴
2.20×10⁴
2.40×10⁴
2.60×10⁴
2.80×10⁴
3.00×10⁴
-1.000×10⁴
-9.800×10³
-9.600×10³
-9.400×10³
-9.200×10³
-9.000×10³
-8.800×10³
-8.600×10³
-8.400×10³
-8.200×10³
-8.000×10³
-7.800×10³
-7.600×10³
-7.400×10³
-7.200×10³
-7.000×10³
-6.800×10³
-6.600×10³
-6.400×10³
-6.200×10³
-6.000×10³
-5.800×10³
-5.600×10³
-5.400×10³
-5.200×10³
-5.000×10³
-4.800×10³
-4.600×10³
-4.400×10³
-4.200×10³
-4.000×10³
-3.800×10³
-3.600×10³
-3.400×10³
-3.200×10³
-3.000×10³
-2.800×10³
-2.600×10³
-2.400×10³
-2.200×10³
-2.000×10³
-1.800×10³
-1.600×10³
-1.400×10³
-1.200×10³
-1.000×10³
-8.000×10²
-6.000×10²
-4.000×10²
-2.000×10²
0
2.000×10²
4.000×10²
6.000×10²
8.000×10²
1.000×10³
1.200×10³
1.400×10³
1.600×10³
1.800×10³
2.000×10³
2.200×10³
2.400×10³
2.600×10³
2.800×10³
3.000×10³
3.200×10³
3.400×10³
3.600×10³
3.800×10³
4.000×10³
4.200×10³
4.400×10³
4.600×10³
4.800×10³
5.000×10³
5.200×10³
5.400×10³
5.600×10³
5.800×10³
6.000×10³
6.200×10³
6.400×10³
6.600×10³
6.800×10³
7.000×10³
7.200×10³
7.400×10³
7.600×10³
7.800×10³
8.000×10³
8.200×10³
8.400×10³
8.600×10³
8.800×10³
9.000×10³
9.200×10³
9.400×10³
9.600×10³
9.800×10³
1.000×10⁴
1.020×10⁴
1.040×10⁴
1.060×10⁴
1.080×10⁴
1.100×10⁴
1.120×10⁴
1.140×10⁴
1.160×10⁴
1.180×10⁴
1.200×10⁴
1.220×10⁴
1.240×10⁴
1.260×10⁴
1.280×10⁴
1.300×10⁴
1.320×10⁴
1.340×10⁴
1.360×10⁴
1.380×10⁴
1.400×10⁴
1.420×10⁴
1.440×10⁴
1.460×10⁴
1.480×10⁴
1.500×10⁴
1.520×10⁴
1.540×10⁴
1.560×10⁴
1.580×10⁴
1.600×10⁴
1.620×10⁴
1.640×10⁴
1.660×10⁴
1.680×10⁴
1.700×10⁴
1.720×10⁴
1.740×10⁴
1.760×10⁴
1.780×10⁴
1.800×10⁴
1.820×10⁴
1.840×10⁴
1.860×10⁴
1.880×10⁴
1.900×10⁴
1.920×10⁴
1.940×10⁴
1.960×10⁴
1.980×10⁴
2.000×10⁴
2.020×10⁴
2.040×10⁴
2.060×10⁴
2.080×10⁴
2.100×10⁴
2.120×10⁴
2.140×10⁴
2.160×10⁴
2.180×10⁴
2.200×10⁴
2.220×10⁴
2.240×10⁴
2.260×10⁴
2.280×10⁴
2.300×10⁴
2.320×10⁴
2.340×10⁴
2.360×10⁴
2.380×10⁴
2.400×10⁴
2.420×10⁴
2.440×10⁴
2.460×10⁴
2.480×10⁴
2.500×10⁴
2.520×10⁴
2.540×10⁴
2.560×10⁴
2.580×10⁴
2.600×10⁴
2.620×10⁴
2.640×10⁴
2.660×10⁴
2.680×10⁴
2.700×10⁴
2.720×10⁴
2.740×10⁴
2.760×10⁴
2.780×10⁴
2.800×10⁴
2.820×10⁴
2.840×10⁴
2.860×10⁴
2.880×10⁴
2.900×10⁴
2.920×10⁴
2.940×10⁴
2.960×10⁴
2.980×10⁴
3.000×10⁴
-1.0×10⁴
0
1.0×10⁴
2.0×10⁴
3.0×10⁴
Ideal
Premium
Good
Very Good
Fair
Cut
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0000
0.0001
0.0002
0.0003
0.0004
0.0005
0.00000
0.00002
0.00004
0.00006
0.00008
0.00010
0.00012
0.00014
0.00016
0.00018
0.00020
0.00022
0.00024
0.00026
0.00028
0.00030
0.00032
0.00034
0.00036
0.00038
0.00040
0.00042
0.00044
0.00046
0.00048
0.00050
0.000000
0.000002
0.000004
0.000006
0.000008
0.000010
0.000012
0.000014
0.000016
0.000018
0.000020
0.000022
0.000024
0.000026
0.000028
0.000030
0.000032
0.000034
0.000036
0.000038
0.000040
0.000042
0.000044
0.000046
0.000048
0.000050
0.000052
0.000054
0.000056
0.000058
0.000060
0.000062
0.000064
0.000066
0.000068
0.000070
0.000072
0.000074
0.000076
0.000078
0.000080
0.000082
0.000084
0.000086
0.000088
0.000090
0.000092
0.000094
0.000096
0.000098
0.000100
0.000102
0.000104
0.000106
0.000108
0.000110
0.000112
0.000114
0.000116
0.000118
0.000120
0.000122
0.000124
0.000126
0.000128
0.000130
0.000132
0.000134
0.000136
0.000138
0.000140
0.000142
0.000144
0.000146
0.000148
0.000150
0.000152
0.000154
0.000156
0.000158
0.000160
0.000162
0.000164
0.000166
0.000168
0.000170
0.000172
0.000174
0.000176
0.000178
0.000180
0.000182
0.000184
0.000186
0.000188
0.000190
0.000192
0.000194
0.000196
0.000198
0.000200
0.000202
0.000204
0.000206
0.000208
0.000210
0.000212
0.000214
0.000216
0.000218
0.000220
0.000222
0.000224
0.000226
0.000228
0.000230
0.000232
0.000234
0.000236
0.000238
0.000240
0.000242
0.000244
0.000246
0.000248
0.000250
0.000252
0.000254
0.000256
0.000258
0.000260
0.000262
0.000264
0.000266
0.000268
0.000270
0.000272
0.000274
0.000276
0.000278
0.000280
0.000282
0.000284
0.000286
0.000288
0.000290
0.000292
0.000294
0.000296
0.000298
0.000300
0.000302
0.000304
0.000306
0.000308
0.000310
0.000312
0.000314
0.000316
0.000318
0.000320
0.000322
0.000324
0.000326
0.000328
0.000330
0.000332
0.000334
0.000336
0.000338
0.000340
0.000342
0.000344
0.000346
0.000348
0.000350
0.000352
0.000354
0.000356
0.000358
0.000360
0.000362
0.000364
0.000366
0.000368
0.000370
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0.000440
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0.000470
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0.000480
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0.000486
0.000488
0.000490
0.000492
0.000494
0.000496
0.000498
0.000500
0.0000
0.0005
Price
-1.0×10⁴
0
1.0×10⁴
2.0×10⁴
3.0×10⁴
-1.00×10⁴
-8.00×10³
-6.00×10³
-4.00×10³
-2.00×10³
0
2.00×10³
4.00×10³
6.00×10³
8.00×10³
1.00×10⁴
1.20×10⁴
1.40×10⁴
1.60×10⁴
1.80×10⁴
2.00×10⁴
2.20×10⁴
2.40×10⁴
2.60×10⁴
2.80×10⁴
3.00×10⁴
-1.000×10⁴
-9.800×10³
-9.600×10³
-9.400×10³
-9.200×10³
-9.000×10³
-8.800×10³
-8.600×10³
-8.400×10³
-8.200×10³
-8.000×10³
-7.800×10³
-7.600×10³
-7.400×10³
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-7.000×10³
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-6.000×10³
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-4.600×10³
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-4.200×10³
-4.000×10³
-3.800×10³
-3.600×10³
-3.400×10³
-3.200×10³
-3.000×10³
-2.800×10³
-2.600×10³
-2.400×10³
-2.200×10³
-2.000×10³
-1.800×10³
-1.600×10³
-1.400×10³
-1.200×10³
-1.000×10³
-8.000×10²
-6.000×10²
-4.000×10²
-2.000×10²
0
2.000×10²
4.000×10²
6.000×10²
8.000×10²
1.000×10³
1.200×10³
1.400×10³
1.600×10³
1.800×10³
2.000×10³
2.200×10³
2.400×10³
2.600×10³
2.800×10³
3.000×10³
3.200×10³
3.400×10³
3.600×10³
3.800×10³
4.000×10³
4.200×10³
4.400×10³
4.600×10³
4.800×10³
5.000×10³
5.200×10³
5.400×10³
5.600×10³
5.800×10³
6.000×10³
6.200×10³
6.400×10³
6.600×10³
6.800×10³
7.000×10³
7.200×10³
7.400×10³
7.600×10³
7.800×10³
8.000×10³
8.200×10³
8.400×10³
8.600×10³
8.800×10³
9.000×10³
9.200×10³
9.400×10³
9.600×10³
9.800×10³
1.000×10⁴
1.020×10⁴
1.040×10⁴
1.060×10⁴
1.080×10⁴
1.100×10⁴
1.120×10⁴
1.140×10⁴
1.160×10⁴
1.180×10⁴
1.200×10⁴
1.220×10⁴
1.240×10⁴
1.260×10⁴
1.280×10⁴
1.300×10⁴
1.320×10⁴
1.340×10⁴
1.360×10⁴
1.380×10⁴
1.400×10⁴
1.420×10⁴
1.440×10⁴
1.460×10⁴
1.480×10⁴
1.500×10⁴
1.520×10⁴
1.540×10⁴
1.560×10⁴
1.580×10⁴
1.600×10⁴
1.620×10⁴
1.640×10⁴
1.660×10⁴
1.680×10⁴
1.700×10⁴
1.720×10⁴
1.740×10⁴
1.760×10⁴
1.780×10⁴
1.800×10⁴
1.820×10⁴
1.840×10⁴
1.860×10⁴
1.880×10⁴
1.900×10⁴
1.920×10⁴
1.940×10⁴
1.960×10⁴
1.980×10⁴
2.000×10⁴
2.020×10⁴
2.040×10⁴
2.060×10⁴
2.080×10⁴
2.100×10⁴
2.120×10⁴
2.140×10⁴
2.160×10⁴
2.180×10⁴
2.200×10⁴
2.220×10⁴
2.240×10⁴
2.260×10⁴
2.280×10⁴
2.300×10⁴
2.320×10⁴
2.340×10⁴
2.360×10⁴
2.380×10⁴
2.400×10⁴
2.420×10⁴
2.440×10⁴
2.460×10⁴
2.480×10⁴
2.500×10⁴
2.520×10⁴
2.540×10⁴
2.560×10⁴
2.580×10⁴
2.600×10⁴
2.620×10⁴
2.640×10⁴
2.660×10⁴
2.680×10⁴
2.700×10⁴
2.720×10⁴
2.740×10⁴
2.760×10⁴
2.780×10⁴
2.800×10⁴
2.820×10⁴
2.840×10⁴
2.860×10⁴
2.880×10⁴
2.900×10⁴
2.920×10⁴
2.940×10⁴
2.960×10⁴
2.980×10⁴
3.000×10⁴
-1.0×10⁴
0
1.0×10⁴
2.0×10⁴
3.0×10⁴
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0000
0.0001
0.0002
0.0003
0.0004
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0.00002
0.00004
0.00006
0.00008
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0.00018
0.00020
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0.00038
0.00040
0.000000
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0.000230
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0.000280
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0.000314
0.000316
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0.000320
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0.000330
0.000332
0.000334
0.000336
0.000338
0.000340
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0.000350
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0.000364
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0.000388
0.000390
0.000392
0.000394
0.000396
0.000398
0.000400
0.000402
0.0000
0.0005
using Gadfly, RDatasets, Distributions
set_default_plot_size(14cm, 8cm)
dist = MixtureModel(Normal, [(0.5, 0.2), (1, 0.1)])
xs = rand(dist, 10^5)
plot(layer(x=xs, Geom.density, color=["auto"]),
layer(x=xs, Geom.density(bandwidth=0.0003), color=["bw=0.0003"]),
layer(x=xs, Geom.density(bandwidth=0.25), color=["bw=0.25"]),
Scale.color_discrete_manual("orange", "green", "purple"),
Guide.colorkey(title="bandwidth"))
x
-2
-1
0
1
2
3
-2.0
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-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
-2.00
-1.98
-1.96
-1.94
-1.92
-1.90
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-1.82
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-1.34
-1.32
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-1.28
-1.26
-1.24
-1.22
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-1.18
-1.16
-1.14
-1.12
-1.10
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-1.06
-1.04
-1.02
-1.00
-0.98
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0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
2.76
2.78
2.80
2.82
2.84
2.86
2.88
2.90
2.92
2.94
2.96
2.98
3.00
-3
0
3
auto
bw=0.0003
bw=0.25
bandwidth
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0
0.5
1.0
1.5
2.0
2.5
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
2.1
2.2
2.3
2.4
2.5
0.00
0.01
0.02
0.03
0.04
0.05
0.06
0.07
0.08
0.09
0.10
0.11
0.12
0.13
0.14
0.15
0.16
0.17
0.18
0.19
0.20
0.21
0.22
0.23
0.24
0.25
0.26
0.27
0.28
0.29
0.30
0.31
0.32
0.33
0.34
0.35
0.36
0.37
0.38
0.39
0.40
0.41
0.42
0.43
0.44
0.45
0.46
0.47
0.48
0.49
0.50
0.51
0.52
0.53
0.54
0.55
0.56
0.57
0.58
0.59
0.60
0.61
0.62
0.63
0.64
0.65
0.66
0.67
0.68
0.69
0.70
0.71
0.72
0.73
0.74
0.75
0.76
0.77
0.78
0.79
0.80
0.81
0.82
0.83
0.84
0.85
0.86
0.87
0.88
0.89
0.90
0.91
0.92
0.93
0.94
0.95
0.96
0.97
0.98
0.99
1.00
1.01
1.02
1.03
1.04
1.05
1.06
1.07
1.08
1.09
1.10
1.11
1.12
1.13
1.14
1.15
1.16
1.17
1.18
1.19
1.20
1.21
1.22
1.23
1.24
1.25
1.26
1.27
1.28
1.29
1.30
1.31
1.32
1.33
1.34
1.35
1.36
1.37
1.38
1.39
1.40
1.41
1.42
1.43
1.44
1.45
1.46
1.47
1.48
1.49
1.50
1.51
1.52
1.53
1.54
1.55
1.56
1.57
1.58
1.59
1.60
1.61
1.62
1.63
1.64
1.65
1.66
1.67
1.68
1.69
1.70
1.71
1.72
1.73
1.74
1.75
1.76
1.77
1.78
1.79
1.80
1.81
1.82
1.83
1.84
1.85
1.86
1.87
1.88
1.89
1.90
1.91
1.92
1.93
1.94
1.95
1.96
1.97
1.98
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
0.0
2.5
using Gadfly, Distributions, RDatasets
set_default_plot_size(21cm, 18cm)
geyser, iris = dataset("datasets", "faithful"), dataset("datasets", "iris")
geyser.g = geyser.Eruptions.>3
X = rand(Rayleigh(2), 1000,2)
levelf(x) = maximum(x)*0.5.^collect(1:2:8)
p1 = plot(x=X[:,1], y=X[:,2], layer(Geom.density2d(levels=levelf), color=[colorant"red"],
linestyle=[:solid]), Geom.point)
p2 = plot(geyser, x=:Eruptions, y=:Waiting, color=:g, Geom.density2d(levels=4),
Geom.point, alpha=[0.4])
p3 = plot(iris, x=:SepalLength, y=:SepalWidth, color=:Species, Geom.density2d(levels=4),
Geom.point, alpha=[0.8])
cs = repeat(Scale.default_discrete_colors(3), inner=50)
p4 = plot(iris, x=:SepalLength, y=:SepalWidth, layer(color=cs, Geom.point),
layer(Geom.density2d(levels=[0.1:0.1:0.4;]), order=1),
Scale.color_continuous, Guide.colorkey(title=""),
Theme(point_size=3pt, line_width=1.5pt),
Guide.manual_color_key("Iris", unique(iris.Species)))
gridstack([p1 p2; p3 p4])
SepalLength
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
setosa
versicolor
virginica
Iris
0.4
0.0
0.3
0.1
0.2
5.9,3.0
6.2,3.4
6.5,3.0
6.3,2.5
6.7,3.0
6.7,3.3
6.8,3.2
5.8,2.7
6.9,3.1
6.7,3.1
6.9,3.1
6.0,3.0
6.4,3.1
6.3,3.4
7.7,3.0
6.1,2.6
6.3,2.8
6.4,2.8
7.9,3.8
7.4,2.8
7.2,3.0
6.4,2.8
6.1,3.0
6.2,2.8
7.2,3.2
6.7,3.3
6.3,2.7
7.7,2.8
5.6,2.8
6.9,3.2
6.0,2.2
7.7,2.6
7.7,3.8
6.5,3.0
6.4,3.2
5.8,2.8
5.7,2.5
6.8,3.0
6.4,2.7
6.5,3.2
7.2,3.6
6.7,2.5
7.3,2.9
4.9,2.5
7.6,3.0
6.5,3.0
6.3,2.9
7.1,3.0
5.8,2.7
6.3,3.3
5.7,2.8
5.1,2.5
6.2,2.9
5.7,2.9
5.7,3.0
5.6,2.7
5.0,2.3
5.8,2.6
6.1,3.0
5.5,2.6
5.5,2.5
5.6,3.0
6.3,2.3
6.7,3.1
6.0,3.4
5.4,3.0
6.0,2.7
5.8,2.7
5.5,2.4
5.5,2.4
5.7,2.6
6.0,2.9
6.7,3.0
6.8,2.8
6.6,3.0
6.4,2.9
6.1,2.8
6.3,2.5
6.1,2.8
5.9,3.2
5.6,2.5
6.2,2.2
5.8,2.7
5.6,3.0
6.7,3.1
5.6,2.9
6.1,2.9
6.0,2.2
5.9,3.0
5.0,2.0
5.2,2.7
6.6,2.9
4.9,2.4
6.3,3.3
5.7,2.8
6.5,2.8
5.5,2.3
6.9,3.1
6.4,3.2
7.0,3.2
5.0,3.3
5.3,3.7
4.6,3.2
5.1,3.8
4.8,3.0
5.1,3.8
5.0,3.5
4.4,3.2
4.5,2.3
5.0,3.5
5.1,3.4
4.4,3.0
4.9,3.6
5.5,3.5
5.0,3.2
4.9,3.1
5.5,4.2
5.2,4.1
5.4,3.4
4.8,3.1
4.7,3.2
5.2,3.4
5.2,3.5
5.0,3.4
5.0,3.0
4.8,3.4
5.1,3.3
4.6,3.6
5.1,3.7
5.4,3.4
5.1,3.8
5.7,3.8
5.1,3.5
5.4,3.9
5.7,4.4
5.8,4.0
4.3,3.0
4.8,3.0
4.8,3.4
5.4,3.7
4.9,3.1
4.4,2.9
5.0,3.4
4.6,3.4
5.4,3.9
5.0,3.6
4.6,3.1
4.7,3.2
4.9,3.0
5.1,3.5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
2.0
2.5
3.0
3.5
4.0
4.5
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
3.01
3.02
3.03
3.04
3.05
3.06
3.07
3.08
3.09
3.10
3.11
3.12
3.13
3.14
3.15
3.16
3.17
3.18
3.19
3.20
3.21
3.22
3.23
3.24
3.25
3.26
3.27
3.28
3.29
3.30
3.31
3.32
3.33
3.34
3.35
3.36
3.37
3.38
3.39
3.40
3.41
3.42
3.43
3.44
3.45
3.46
3.47
3.48
3.49
3.50
3.51
3.52
3.53
3.54
3.55
3.56
3.57
3.58
3.59
3.60
3.61
3.62
3.63
3.64
3.65
3.66
3.67
3.68
3.69
3.70
3.71
3.72
3.73
3.74
3.75
3.76
3.77
3.78
3.79
3.80
3.81
3.82
3.83
3.84
3.85
3.86
3.87
3.88
3.89
3.90
3.91
3.92
3.93
3.94
3.95
3.96
3.97
3.98
3.99
4.00
4.01
4.02
4.03
4.04
4.05
4.06
4.07
4.08
4.09
4.10
4.11
4.12
4.13
4.14
4.15
4.16
4.17
4.18
4.19
4.20
4.21
4.22
4.23
4.24
4.25
4.26
4.27
4.28
4.29
4.30
4.31
4.32
4.33
4.34
4.35
4.36
4.37
4.38
4.39
4.40
4.41
4.42
4.43
4.44
4.45
4.46
4.47
4.48
4.49
4.50
2
3
4
5
SepalWidth
SepalLength
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
setosa
versicolor
virginica
Species
5.9,3.0
6.2,3.4
6.5,3.0
6.3,2.5
6.7,3.0
6.7,3.3
6.8,3.2
5.8,2.7
6.9,3.1
6.7,3.1
6.9,3.1
6.0,3.0
6.4,3.1
6.3,3.4
7.7,3.0
6.1,2.6
6.3,2.8
6.4,2.8
7.9,3.8
7.4,2.8
7.2,3.0
6.4,2.8
6.1,3.0
6.2,2.8
7.2,3.2
6.7,3.3
6.3,2.7
7.7,2.8
5.6,2.8
6.9,3.2
6.0,2.2
7.7,2.6
7.7,3.8
6.5,3.0
6.4,3.2
5.8,2.8
5.7,2.5
6.8,3.0
6.4,2.7
6.5,3.2
7.2,3.6
6.7,2.5
7.3,2.9
4.9,2.5
7.6,3.0
6.5,3.0
6.3,2.9
7.1,3.0
5.8,2.7
6.3,3.3
5.7,2.8
5.1,2.5
6.2,2.9
5.7,2.9
5.7,3.0
5.6,2.7
5.0,2.3
5.8,2.6
6.1,3.0
5.5,2.6
5.5,2.5
5.6,3.0
6.3,2.3
6.7,3.1
6.0,3.4
5.4,3.0
6.0,2.7
5.8,2.7
5.5,2.4
5.5,2.4
5.7,2.6
6.0,2.9
6.7,3.0
6.8,2.8
6.6,3.0
6.4,2.9
6.1,2.8
6.3,2.5
6.1,2.8
5.9,3.2
5.6,2.5
6.2,2.2
5.8,2.7
5.6,3.0
6.7,3.1
5.6,2.9
6.1,2.9
6.0,2.2
5.9,3.0
5.0,2.0
5.2,2.7
6.6,2.9
4.9,2.4
6.3,3.3
5.7,2.8
6.5,2.8
5.5,2.3
6.9,3.1
6.4,3.2
7.0,3.2
5.0,3.3
5.3,3.7
4.6,3.2
5.1,3.8
4.8,3.0
5.1,3.8
5.0,3.5
4.4,3.2
4.5,2.3
5.0,3.5
5.1,3.4
4.4,3.0
4.9,3.6
5.5,3.5
5.0,3.2
4.9,3.1
5.5,4.2
5.2,4.1
5.4,3.4
4.8,3.1
4.7,3.2
5.2,3.4
5.2,3.5
5.0,3.4
5.0,3.0
4.8,3.4
5.1,3.3
4.6,3.6
5.1,3.7
5.4,3.4
5.1,3.8
5.7,3.8
5.1,3.5
5.4,3.9
5.7,4.4
5.8,4.0
4.3,3.0
4.8,3.0
4.8,3.4
5.4,3.7
4.9,3.1
4.4,2.9
5.0,3.4
4.6,3.4
5.4,3.9
5.0,3.6
4.6,3.1
4.7,3.2
4.9,3.0
5.1,3.5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
2.0
2.5
3.0
3.5
4.0
4.5
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
3.01
3.02
3.03
3.04
3.05
3.06
3.07
3.08
3.09
3.10
3.11
3.12
3.13
3.14
3.15
3.16
3.17
3.18
3.19
3.20
3.21
3.22
3.23
3.24
3.25
3.26
3.27
3.28
3.29
3.30
3.31
3.32
3.33
3.34
3.35
3.36
3.37
3.38
3.39
3.40
3.41
3.42
3.43
3.44
3.45
3.46
3.47
3.48
3.49
3.50
3.51
3.52
3.53
3.54
3.55
3.56
3.57
3.58
3.59
3.60
3.61
3.62
3.63
3.64
3.65
3.66
3.67
3.68
3.69
3.70
3.71
3.72
3.73
3.74
3.75
3.76
3.77
3.78
3.79
3.80
3.81
3.82
3.83
3.84
3.85
3.86
3.87
3.88
3.89
3.90
3.91
3.92
3.93
3.94
3.95
3.96
3.97
3.98
3.99
4.00
4.01
4.02
4.03
4.04
4.05
4.06
4.07
4.08
4.09
4.10
4.11
4.12
4.13
4.14
4.15
4.16
4.17
4.18
4.19
4.20
4.21
4.22
4.23
4.24
4.25
4.26
4.27
4.28
4.29
4.30
4.31
4.32
4.33
4.34
4.35
4.36
4.37
4.38
4.39
4.40
4.41
4.42
4.43
4.44
4.45
4.46
4.47
4.48
4.49
4.50
2
3
4
5
SepalWidth
Eruptions
0
1
2
3
4
5
6
0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
2.50
2.75
3.00
3.25
3.50
3.75
4.00
4.25
4.50
4.75
5.00
5.25
5.50
5.75
6.00
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
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1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
-5
0
5
10
y
using RDatasets, Gadfly
set_default_plot_size(21cm, 8cm)
D = dataset("datasets","faithful")
D.g = D.Eruptions.>3.0
coord = Coord.cartesian(ymin=40, ymax=100)
pa = plot(D, coord, x=:Eruptions, y=:Waiting, group=:g,
Geom.point, Geom.ellipse, Theme(lowlight_color=c->"gray"))
pb = plot(D, coord, Guide.ylabel(nothing), x=:Eruptions, y=:Waiting, color=:g,
Geom.point, Geom.ellipse(levels=[0.95, 0.99]),
Theme(key_position=:none, lowlight_color=identity, line_style=[:solid,:dot]))
pc = plot(D, coord, Guide.ylabel(nothing), x=:Eruptions, y=:Waiting, color=:g,
Geom.point, Geom.ellipse(fill=true),
layer(Geom.ellipse(levels=[0.99]), style(line_style=[:dot])),
Theme(key_position=:none))
hstack(pa,pb,pc)
Eruptions
0
1
2
3
4
5
6
0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
2.50
2.75
3.00
3.25
3.50
3.75
4.00
4.25
4.50
4.75
5.00
5.25
5.50
5.75
6.00
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
2.76
2.78
2.80
2.82
2.84
2.86
2.88
2.90
2.92
2.94
2.96
2.98
3.00
3.02
3.04
3.06
3.08
3.10
3.12
3.14
3.16
3.18
3.20
3.22
3.24
3.26
3.28
3.30
3.32
3.34
3.36
3.38
3.40
3.42
3.44
3.46
3.48
3.50
3.52
3.54
3.56
3.58
3.60
3.62
3.64
3.66
3.68
3.70
3.72
3.74
3.76
3.78
3.80
3.82
3.84
3.86
3.88
3.90
3.92
3.94
3.96
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
0
10
4.467,74
1.817,46
4.417,90
2.15,46
4.117,81
4.75,75
2.25,60
1.983,43
4.25,83
1.85,58
4.533,84
4.767,78
4.283,79
2.0,56
4.45,83
3.917,71
3.817,80
4.15,88
4.5,73
3.567,73
4.45,83
2.2,54
4.35,74
2.133,67
4.367,82
2.083,57
3.833,82
4.583,85
2.9,63
4.933,86
2.35,47
4.15,75
2.333,64
3.95,79
4.283,77
1.85,54
1.883,54
4.45,90
2.217,50
4.183,86
2.417,54
4.083,70
4.55,79
3.917,70
4.267,78
4.083,78
4.117,79
4.0,78
4.483,75
1.75,54
4.267,82
1.867,50
4.15,76
2.0,55
4.8,94
2.4,53
4.233,76
3.417,64
3.833,75
1.867,49
4.7,80
2.383,71
4.5,83
1.933,49
3.85,84
4.367,77
1.783,46
4.6,78
1.867,53
4.133,91
4.35,82
2.1,60
4.667,78
2.25,51
4.366,77
3.5,87
4.233,81
3.966,77
4.1,84
4.8,76
1.833,57
4.8,81
2.183,55
4.417,83
1.833,46
4.083,84
4.433,78
2.033,51
3.767,83
4.25,83
4.583,77
1.883,55
4.167,74
4.0,85
2.417,50
4.5,73
4.333,81
4.167,81
3.333,68
4.583,77
2.083,57
1.917,49
4.617,93
1.933,52
5.0,88
2.367,63
4.583,76
3.5,66
3.833,78
2.0,58
4.15,86
2.2,45
3.967,89
1.8,53
4.083,93
4.5,81
4.0,70
3.567,71
4.6,81
2.4,65
4.0,77
5.033,77
1.8,53
5.1,96
2.017,49
4.633,80
1.983,59
4.333,76
4.817,77
4.533,82
2.233,60
4.233,81
3.733,79
2.033,53
4.933,86
1.883,51
4.383,82
1.833,46
4.333,89
2.8,56
4.167,83
1.867,45
4.65,90
2.267,55
4.5,82
1.917,45
3.767,81
4.6,88
1.967,56
4.25,77
4.067,69
2.617,53
4.417,87
1.817,59
4.6,85
2.317,50
4.633,81
1.7,59
4.417,79
4.9,89
2.3,59
4.733,75
3.683,81
4.85,86
1.783,52
4.7,84
1.867,47
4.05,81
4.5,83
2.1,49
4.367,88
2.483,62
4.9,82
1.867,51
3.75,75
4.667,84
4.3,72
1.833,63
4.817,78
1.867,50
4.333,90
2.2,60
4.0,86
2.167,48
4.517,80
3.95,76
4.933,88
4.067,73
2.633,65
4.1,70
4.333,82
4.133,75
3.6,83
3.883,76
4.567,78
2.017,60
5.067,76
1.983,62
4.0,71
4.5,79
1.967,56
4.033,82
4.7,73
2.067,65
4.7,78
4.167,78
4.4,92
1.817,60
4.8,82
1.75,48
4.5,84
2.233,59
4.317,81
4.567,77
1.667,64
3.717,71
4.883,83
1.733,54
4.833,80
1.833,54
4.716,90
4.8,75
2.0,59
4.633,82
2.1,53
3.833,64
3.317,83
4.533,73
1.75,58
4.567,84
1.883,58
4.35,80
4.783,90
1.833,59
4.833,80
1.867,48
2.017,52
3.833,74
4.033,80
3.367,66
4.467,77
4.3,73
4.433,79
3.85,78
4.083,76
1.967,55
3.6,83
4.533,74
3.067,69
3.45,78
1.75,47
1.8,51
4.25,79
1.6,52
4.8,84
1.75,62
2.167,52
4.7,83
1.75,47
4.2,78
3.917,84
1.833,54
4.35,85
1.95,51
3.6,85
4.7,88
2.883,55
4.533,85
2.283,62
3.333,74
1.8,54
3.6,79
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
40
50
60
70
80
90
100
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
Eruptions
0
1
2
3
4
5
6
0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
2.50
2.75
3.00
3.25
3.50
3.75
4.00
4.25
4.50
4.75
5.00
5.25
5.50
5.75
6.00
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
2.76
2.78
2.80
2.82
2.84
2.86
2.88
2.90
2.92
2.94
2.96
2.98
3.00
3.02
3.04
3.06
3.08
3.10
3.12
3.14
3.16
3.18
3.20
3.22
3.24
3.26
3.28
3.30
3.32
3.34
3.36
3.38
3.40
3.42
3.44
3.46
3.48
3.50
3.52
3.54
3.56
3.58
3.60
3.62
3.64
3.66
3.68
3.70
3.72
3.74
3.76
3.78
3.80
3.82
3.84
3.86
3.88
3.90
3.92
3.94
3.96
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
0
10
4.467,74
1.817,46
4.417,90
2.15,46
4.117,81
4.75,75
2.25,60
1.983,43
4.25,83
1.85,58
4.533,84
4.767,78
4.283,79
2.0,56
4.45,83
3.917,71
3.817,80
4.15,88
4.5,73
3.567,73
4.45,83
2.2,54
4.35,74
2.133,67
4.367,82
2.083,57
3.833,82
4.583,85
2.9,63
4.933,86
2.35,47
4.15,75
2.333,64
3.95,79
4.283,77
1.85,54
1.883,54
4.45,90
2.217,50
4.183,86
2.417,54
4.083,70
4.55,79
3.917,70
4.267,78
4.083,78
4.117,79
4.0,78
4.483,75
1.75,54
4.267,82
1.867,50
4.15,76
2.0,55
4.8,94
2.4,53
4.233,76
3.417,64
3.833,75
1.867,49
4.7,80
2.383,71
4.5,83
1.933,49
3.85,84
4.367,77
1.783,46
4.6,78
1.867,53
4.133,91
4.35,82
2.1,60
4.667,78
2.25,51
4.366,77
3.5,87
4.233,81
3.966,77
4.1,84
4.8,76
1.833,57
4.8,81
2.183,55
4.417,83
1.833,46
4.083,84
4.433,78
2.033,51
3.767,83
4.25,83
4.583,77
1.883,55
4.167,74
4.0,85
2.417,50
4.5,73
4.333,81
4.167,81
3.333,68
4.583,77
2.083,57
1.917,49
4.617,93
1.933,52
5.0,88
2.367,63
4.583,76
3.5,66
3.833,78
2.0,58
4.15,86
2.2,45
3.967,89
1.8,53
4.083,93
4.5,81
4.0,70
3.567,71
4.6,81
2.4,65
4.0,77
5.033,77
1.8,53
5.1,96
2.017,49
4.633,80
1.983,59
4.333,76
4.817,77
4.533,82
2.233,60
4.233,81
3.733,79
2.033,53
4.933,86
1.883,51
4.383,82
1.833,46
4.333,89
2.8,56
4.167,83
1.867,45
4.65,90
2.267,55
4.5,82
1.917,45
3.767,81
4.6,88
1.967,56
4.25,77
4.067,69
2.617,53
4.417,87
1.817,59
4.6,85
2.317,50
4.633,81
1.7,59
4.417,79
4.9,89
2.3,59
4.733,75
3.683,81
4.85,86
1.783,52
4.7,84
1.867,47
4.05,81
4.5,83
2.1,49
4.367,88
2.483,62
4.9,82
1.867,51
3.75,75
4.667,84
4.3,72
1.833,63
4.817,78
1.867,50
4.333,90
2.2,60
4.0,86
2.167,48
4.517,80
3.95,76
4.933,88
4.067,73
2.633,65
4.1,70
4.333,82
4.133,75
3.6,83
3.883,76
4.567,78
2.017,60
5.067,76
1.983,62
4.0,71
4.5,79
1.967,56
4.033,82
4.7,73
2.067,65
4.7,78
4.167,78
4.4,92
1.817,60
4.8,82
1.75,48
4.5,84
2.233,59
4.317,81
4.567,77
1.667,64
3.717,71
4.883,83
1.733,54
4.833,80
1.833,54
4.716,90
4.8,75
2.0,59
4.633,82
2.1,53
3.833,64
3.317,83
4.533,73
1.75,58
4.567,84
1.883,58
4.35,80
4.783,90
1.833,59
4.833,80
1.867,48
2.017,52
3.833,74
4.033,80
3.367,66
4.467,77
4.3,73
4.433,79
3.85,78
4.083,76
1.967,55
3.6,83
4.533,74
3.067,69
3.45,78
1.75,47
1.8,51
4.25,79
1.6,52
4.8,84
1.75,62
2.167,52
4.7,83
1.75,47
4.2,78
3.917,84
1.833,54
4.35,85
1.95,51
3.6,85
4.7,88
2.883,55
4.533,85
2.283,62
3.333,74
1.8,54
3.6,79
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
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0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
Eruptions
0
1
2
3
4
5
6
0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
2.50
2.75
3.00
3.25
3.50
3.75
4.00
4.25
4.50
4.75
5.00
5.25
5.50
5.75
6.00
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
2.76
2.78
2.80
2.82
2.84
2.86
2.88
2.90
2.92
2.94
2.96
2.98
3.00
3.02
3.04
3.06
3.08
3.10
3.12
3.14
3.16
3.18
3.20
3.22
3.24
3.26
3.28
3.30
3.32
3.34
3.36
3.38
3.40
3.42
3.44
3.46
3.48
3.50
3.52
3.54
3.56
3.58
3.60
3.62
3.64
3.66
3.68
3.70
3.72
3.74
3.76
3.78
3.80
3.82
3.84
3.86
3.88
3.90
3.92
3.94
3.96
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
0
10
4.467,74
1.817,46
4.417,90
2.15,46
4.117,81
4.75,75
2.25,60
1.983,43
4.25,83
1.85,58
4.533,84
4.767,78
4.283,79
2.0,56
4.45,83
3.917,71
3.817,80
4.15,88
4.5,73
3.567,73
4.45,83
2.2,54
4.35,74
2.133,67
4.367,82
2.083,57
3.833,82
4.583,85
2.9,63
4.933,86
2.35,47
4.15,75
2.333,64
3.95,79
4.283,77
1.85,54
1.883,54
4.45,90
2.217,50
4.183,86
2.417,54
4.083,70
4.55,79
3.917,70
4.267,78
4.083,78
4.117,79
4.0,78
4.483,75
1.75,54
4.267,82
1.867,50
4.15,76
2.0,55
4.8,94
2.4,53
4.233,76
3.417,64
3.833,75
1.867,49
4.7,80
2.383,71
4.5,83
1.933,49
3.85,84
4.367,77
1.783,46
4.6,78
1.867,53
4.133,91
4.35,82
2.1,60
4.667,78
2.25,51
4.366,77
3.5,87
4.233,81
3.966,77
4.1,84
4.8,76
1.833,57
4.8,81
2.183,55
4.417,83
1.833,46
4.083,84
4.433,78
2.033,51
3.767,83
4.25,83
4.583,77
1.883,55
4.167,74
4.0,85
2.417,50
4.5,73
4.333,81
4.167,81
3.333,68
4.583,77
2.083,57
1.917,49
4.617,93
1.933,52
5.0,88
2.367,63
4.583,76
3.5,66
3.833,78
2.0,58
4.15,86
2.2,45
3.967,89
1.8,53
4.083,93
4.5,81
4.0,70
3.567,71
4.6,81
2.4,65
4.0,77
5.033,77
1.8,53
5.1,96
2.017,49
4.633,80
1.983,59
4.333,76
4.817,77
4.533,82
2.233,60
4.233,81
3.733,79
2.033,53
4.933,86
1.883,51
4.383,82
1.833,46
4.333,89
2.8,56
4.167,83
1.867,45
4.65,90
2.267,55
4.5,82
1.917,45
3.767,81
4.6,88
1.967,56
4.25,77
4.067,69
2.617,53
4.417,87
1.817,59
4.6,85
2.317,50
4.633,81
1.7,59
4.417,79
4.9,89
2.3,59
4.733,75
3.683,81
4.85,86
1.783,52
4.7,84
1.867,47
4.05,81
4.5,83
2.1,49
4.367,88
2.483,62
4.9,82
1.867,51
3.75,75
4.667,84
4.3,72
1.833,63
4.817,78
1.867,50
4.333,90
2.2,60
4.0,86
2.167,48
4.517,80
3.95,76
4.933,88
4.067,73
2.633,65
4.1,70
4.333,82
4.133,75
3.6,83
3.883,76
4.567,78
2.017,60
5.067,76
1.983,62
4.0,71
4.5,79
1.967,56
4.033,82
4.7,73
2.067,65
4.7,78
4.167,78
4.4,92
1.817,60
4.8,82
1.75,48
4.5,84
2.233,59
4.317,81
4.567,77
1.667,64
3.717,71
4.883,83
1.733,54
4.833,80
1.833,54
4.716,90
4.8,75
2.0,59
4.633,82
2.1,53
3.833,64
3.317,83
4.533,73
1.75,58
4.567,84
1.883,58
4.35,80
4.783,90
1.833,59
4.833,80
1.867,48
2.017,52
3.833,74
4.033,80
3.367,66
4.467,77
4.3,73
4.433,79
3.85,78
4.083,76
1.967,55
3.6,83
4.533,74
3.067,69
3.45,78
1.75,47
1.8,51
4.25,79
1.6,52
4.8,84
1.75,62
2.167,52
4.7,83
1.75,47
4.2,78
3.917,84
1.833,54
4.35,85
1.95,51
3.6,85
4.7,88
2.883,55
4.533,85
2.283,62
3.333,74
1.8,54
3.6,79
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
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0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
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18.0
18.5
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20.0
20.5
21.0
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22.0
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27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
Waiting
using Gadfly, RDatasets, Distributions, Random
set_default_plot_size(21cm, 8cm)
Random.seed!(1234)
n = 10
sds = [1, 1/2, 1/4, 1/8, 1/16, 1/32]
ys = mean.(rand.(Normal.(0, sds), n))
df = DataFrame(x=1:length(sds), y=ys,
mins=ys.-(1.96*sds/sqrt(n)), maxs=ys.+(1.96*sds/sqrt(n)),
g=repeat(["a","b"], inner=3))
p1 = plot(df, x=1:length(sds), y=:y, ymin=:mins, ymax=:maxs, color=:g,
Geom.point, Geom.errorbar)
p2 = plot(df, y=1:length(sds), x=:y, xmin=:mins, xmax=:maxs, color=:g,
Geom.point, Geom.errorbar)
hstack(p1, p2)
y
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0.5
1.0
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-0.45
-0.40
-0.35
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
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0.10
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0.40
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0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
-0.500
-0.495
-0.490
-0.485
-0.480
-0.475
-0.470
-0.465
-0.460
-0.455
-0.450
-0.445
-0.440
-0.435
-0.430
-0.425
-0.420
-0.415
-0.410
-0.405
-0.400
-0.395
-0.390
-0.385
-0.380
-0.375
-0.370
-0.365
-0.360
-0.355
-0.350
-0.345
-0.340
-0.335
-0.330
-0.325
-0.320
-0.315
-0.310
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-0.300
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-0.200
-0.195
-0.190
-0.185
-0.180
-0.175
-0.170
-0.165
-0.160
-0.155
-0.150
-0.145
-0.140
-0.135
-0.130
-0.125
-0.120
-0.115
-0.110
-0.105
-0.100
-0.095
-0.090
-0.085
-0.080
-0.075
-0.070
-0.065
-0.060
-0.055
-0.050
-0.045
-0.040
-0.035
-0.030
-0.025
-0.020
-0.015
-0.010
-0.005
0.000
0.005
0.010
0.015
0.020
0.025
0.030
0.035
0.040
0.045
0.050
0.055
0.060
0.065
0.070
0.075
0.080
0.085
0.090
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h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
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40.005644852663324135
30.09590849620860811
2-0.028929306844685802
10.3611470937242233
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
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-1
0
1
y
using Compose, DataFrames, Gadfly, RDatasets, Statistics
set_default_plot_size(21cm, 8cm)
salaries = dataset("car","Salaries")
salaries.Salary /= 1000.0
salaries.Discipline = ["Discipline $(x)" for x in salaries.Discipline]
fn1(x, u=mean(x), s=std(x)) = (Salary=u, ymin=u-s, ymax=u+s, label="$(round.(Int,u))")
df = combine(groupby(salaries, [:Rank, :Discipline]), :Salary=>fn1=>AsTable)
p1 = plot(df, x=:Discipline, y=:Salary, color=:Rank,
Scale.x_discrete(levels=["Discipline A", "Discipline B"]),
ymin=:ymin, ymax=:ymax, Geom.errorbar, Stat.dodge,
Geom.bar(position=:dodge),
Scale.color_discrete(levels=["Prof", "AssocProf", "AsstProf"]),
Guide.colorkey(title="", pos=[0.76w, -0.38h]),
Theme(bar_spacing=0mm, stroke_color=c->"black")
)
p2 = plot(df, y=:Discipline, x=:Salary, color=:Rank,
Coord.cartesian(yflip=true), Scale.y_discrete,
xmin=:ymin, xmax=:ymax, Geom.errorbar, Stat.dodge(axis=:y),
Geom.bar(position=:dodge, orientation=:horizontal),
Scale.color_discrete(levels=["Prof", "AssocProf", "AsstProf"]),
Guide.yticks(orientation=:vertical), Guide.ylabel(nothing),
Theme(bar_spacing=0mm, stroke_color=c->"gray")
)
hstack(p1,p2)
Salary
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c for coordinates
? for help
?
Discipline B
Discipline A
Discipline B
Discipline A
Discipline
Discipline A
Discipline B
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
Prof
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AsstProf
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142
143
144
145
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151
152
153
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184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
0
200
Salary
using Gadfly
set_default_plot_size(21cm, 8cm)
x= 1:10
s = [-1,-1,1,1,-1,-1,1,1,-1,-1]
pa = plot(x=x, y=x.^2, Geom.hair, Geom.point)
pb = plot(x=s.*(x.^2), y=x, color=string.(s),
Geom.hair(orientation=:horizontal), Geom.point, Theme(key_position=:none))
hstack(pa, pb)
x
-100
-50
0
50
100
-100
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
10
20
30
40
50
60
70
80
90
100
-100
-99
-98
-97
-96
-95
-94
-93
-92
-91
-90
-89
-88
-87
-86
-85
-84
-83
-82
-81
-80
-79
-78
-77
-76
-75
-74
-73
-72
-71
-70
-69
-68
-67
-66
-65
-64
-63
-62
-61
-60
-59
-58
-57
-56
-55
-54
-53
-52
-51
-50
-49
-48
-47
-46
-45
-44
-43
-42
-41
-40
-39
-38
-37
-36
-35
-34
-33
-32
-31
-30
-29
-28
-27
-26
-25
-24
-23
-22
-21
-20
-19
-18
-17
-16
-15
-14
-13
-12
-11
-10
-9
-8
-7
-6
-5
-4
-3
-2
-1
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
-100
0
100
-100,10
-81,9
64,8
49,7
-36,6
-25,5
16,4
9,3
-4,2
-1,1
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0
2.5
5.0
7.5
10.0
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
0
10
y
x
0.0
2.5
5.0
7.5
10.0
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
0
10
10,100
9,81
8,64
7,49
6,36
5,25
4,16
3,9
2,4
1,1
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
50
100
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
y
using Gadfly, Distributions
set_default_plot_size(21cm, 8cm)
X = rand(MultivariateNormal([0.0, 0.0], [1.0 0.5; 0.5 1.0]), 10000);
p1 = plot(x=X[1,:], y=X[2,:], Geom.hexbin)
p2 = plot(x=X[1,:], y=X[2,:], Geom.hexbin(xbincount=100, ybincount=100))
hstack(p1,p2)
x
-4
-2
0
2
4
-4.0
-3.5
-3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
-4.00
-3.95
-3.90
-3.85
-3.80
-3.75
-3.70
-3.65
-3.60
-3.55
-3.50
-3.45
-3.40
-3.35
-3.30
-3.25
-3.20
-3.15
-3.10
-3.05
-3.00
-2.95
-2.90
-2.85
-2.80
-2.75
-2.70
-2.65
-2.60
-2.55
-2.50
-2.45
-2.40
-2.35
-2.30
-2.25
-2.20
-2.15
-2.10
-2.05
-2.00
-1.95
-1.90
-1.85
-1.80
-1.75
-1.70
-1.65
-1.60
-1.55
-1.50
-1.45
-1.40
-1.35
-1.30
-1.25
-1.20
-1.15
-1.10
-1.05
-1.00
-0.95
-0.90
-0.85
-0.80
-0.75
-0.70
-0.65
-0.60
-0.55
-0.50
-0.45
-0.40
-0.35
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
-5
0
5
40
10
30
1
20
Count
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
-5.0
-2.5
0.0
2.5
5.0
-5.0
-4.5
-4.0
-3.5
-3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
-5.00
-4.95
-4.90
-4.85
-4.80
-4.75
-4.70
-4.65
-4.60
-4.55
-4.50
-4.45
-4.40
-4.35
-4.30
-4.25
-4.20
-4.15
-4.10
-4.05
-4.00
-3.95
-3.90
-3.85
-3.80
-3.75
-3.70
-3.65
-3.60
-3.55
-3.50
-3.45
-3.40
-3.35
-3.30
-3.25
-3.20
-3.15
-3.10
-3.05
-3.00
-2.95
-2.90
-2.85
-2.80
-2.75
-2.70
-2.65
-2.60
-2.55
-2.50
-2.45
-2.40
-2.35
-2.30
-2.25
-2.20
-2.15
-2.10
-2.05
-2.00
-1.95
-1.90
-1.85
-1.80
-1.75
-1.70
-1.65
-1.60
-1.55
-1.50
-1.45
-1.40
-1.35
-1.30
-1.25
-1.20
-1.15
-1.10
-1.05
-1.00
-0.95
-0.90
-0.85
-0.80
-0.75
-0.70
-0.65
-0.60
-0.55
-0.50
-0.45
-0.40
-0.35
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
-5
0
5
y
x
-4
-2
0
2
4
-4.0
-3.5
-3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
-4.00
-3.95
-3.90
-3.85
-3.80
-3.75
-3.70
-3.65
-3.60
-3.55
-3.50
-3.45
-3.40
-3.35
-3.30
-3.25
-3.20
-3.15
-3.10
-3.05
-3.00
-2.95
-2.90
-2.85
-2.80
-2.75
-2.70
-2.65
-2.60
-2.55
-2.50
-2.45
-2.40
-2.35
-2.30
-2.25
-2.20
-2.15
-2.10
-2.05
-2.00
-1.95
-1.90
-1.85
-1.80
-1.75
-1.70
-1.65
-1.60
-1.55
-1.50
-1.45
-1.40
-1.35
-1.30
-1.25
-1.20
-1.15
-1.10
-1.05
-1.00
-0.95
-0.90
-0.85
-0.80
-0.75
-0.70
-0.65
-0.60
-0.55
-0.50
-0.45
-0.40
-0.35
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
-5
0
5
20
10
1
5
15
Count
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
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c for coordinates
? for help
?
-4
-2
0
2
4
6
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3.60
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4.15
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5.40
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5.60
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5.80
5.85
5.90
5.95
6.00
-5
0
5
10
y
using Distributions, Gadfly, RDatasets
set_default_plot_size(21cm, 16cm)
D = dataset("ggplot2","diamonds")
gamma = Gamma(2, 2)
Dgamma = DataFrame(x=rand(gamma, 10^4))
p1 = plot(D, x="Price", color="Cut", Geom.histogram)
p2 = plot(D, x="Price", color="Cut", Geom.histogram(bincount=30))
p3 = plot(Dgamma, Coord.cartesian(xmin=0, xmax=20),
layer(x->pdf(gamma, x), 0, 20, color=[colorant"black"]),
layer(x=:x, Geom.histogram(bincount=20, density=true, limits=(min=0,)),
color=[colorant"bisque"]))
a = repeat([0.75, 0.85], outer=40) # opacity
D2 = [DataFrame(x=rand(Normal(μ,1), 500), μ="$(μ)") for μ in [-1, 1]]
p4 = plot(vcat(D2...), x=:x, color=:μ, alpha=[a;a],
Geom.histogram(position=:identity, bincount=40, limits=(min=-4, max=4)),
Scale.color_discrete_manual("skyblue","moccasin")
)
gridstack([p1 p2; p3 p4])
x
-4
-2
0
2
4
-4.0
-3.5
-3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
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3.0
3.5
4.0
-4.00
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-2.25
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-2.00
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-1.90
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-1.70
-1.65
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-1.40
-1.35
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-1.25
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-1.00
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-0.90
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0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
-5
0
5
-1
1
μ
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c for coordinates
? for help
?
0
10
20
30
40
50
60
0.0
2.5
5.0
7.5
10.0
12.5
15.0
17.5
20.0
22.5
25.0
27.5
30.0
32.5
35.0
37.5
40.0
42.5
45.0
47.5
50.0
52.5
55.0
57.5
60.0
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
8.2
8.4
8.6
8.8
9.0
9.2
9.4
9.6
9.8
10.0
10.2
10.4
10.6
10.8
11.0
11.2
11.4
11.6
11.8
12.0
12.2
12.4
12.6
12.8
13.0
13.2
13.4
13.6
13.8
14.0
14.2
14.4
14.6
14.8
15.0
15.2
15.4
15.6
15.8
16.0
16.2
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32.4
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32.8
33.0
33.2
33.4
33.6
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34.4
34.6
34.8
35.0
35.2
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35.6
35.8
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36.6
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37.4
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38.2
38.4
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38.8
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39.8
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40.4
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40.8
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41.4
41.6
41.8
42.0
42.2
42.4
42.6
42.8
43.0
43.2
43.4
43.6
43.8
44.0
44.2
44.4
44.6
44.8
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45.2
45.4
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45.8
46.0
46.2
46.4
46.6
46.8
47.0
47.2
47.4
47.6
47.8
48.0
48.2
48.4
48.6
48.8
49.0
49.2
49.4
49.6
49.8
50.0
50.2
50.4
50.6
50.8
51.0
51.2
51.4
51.6
51.8
52.0
52.2
52.4
52.6
52.8
53.0
53.2
53.4
53.6
53.8
54.0
54.2
54.4
54.6
54.8
55.0
55.2
55.4
55.6
55.8
56.0
56.2
56.4
56.6
56.8
57.0
57.2
57.4
57.6
57.8
58.0
58.2
58.4
58.6
58.8
59.0
59.2
59.4
59.6
59.8
60.0
0
100
x
0
5
10
15
20
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
4.6
4.7
4.8
4.9
5.0
5.1
5.2
5.3
5.4
5.5
5.6
5.7
5.8
5.9
6.0
6.1
6.2
6.3
6.4
6.5
6.6
6.7
6.8
6.9
7.0
7.1
7.2
7.3
7.4
7.5
7.6
7.7
7.8
7.9
8.0
8.1
8.2
8.3
8.4
8.5
8.6
8.7
8.8
8.9
9.0
9.1
9.2
9.3
9.4
9.5
9.6
9.7
9.8
9.9
10.0
10.1
10.2
10.3
10.4
10.5
10.6
10.7
10.8
10.9
11.0
11.1
11.2
11.3
11.4
11.5
11.6
11.7
11.8
11.9
12.0
12.1
12.2
12.3
12.4
12.5
12.6
12.7
12.8
12.9
13.0
13.1
13.2
13.3
13.4
13.5
13.6
13.7
13.8
13.9
14.0
14.1
14.2
14.3
14.4
14.5
14.6
14.7
14.8
14.9
15.0
15.1
15.2
15.3
15.4
15.5
15.6
15.7
15.8
15.9
16.0
16.1
16.2
16.3
16.4
16.5
16.6
16.7
16.8
16.9
17.0
17.1
17.2
17.3
17.4
17.5
17.6
17.7
17.8
17.9
18.0
18.1
18.2
18.3
18.4
18.5
18.6
18.7
18.8
18.9
19.0
19.1
19.2
19.3
19.4
19.5
19.6
19.7
19.8
19.9
20.0
0
20
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c for coordinates
? for help
?
0.00
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0.10
0.15
0.20
0.00
0.01
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0.03
0.04
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0.06
0.07
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0.11
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0.054
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0.056
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0.059
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y
Price
0
5.00×10³
1.00×10⁴
1.50×10⁴
2.00×10⁴
0
1.00×10³
2.00×10³
3.00×10³
4.00×10³
5.00×10³
6.00×10³
7.00×10³
8.00×10³
9.00×10³
1.00×10⁴
1.10×10⁴
1.20×10⁴
1.30×10⁴
1.40×10⁴
1.50×10⁴
1.60×10⁴
1.70×10⁴
1.80×10⁴
1.90×10⁴
2.00×10⁴
0
1.000×10²
2.000×10²
3.000×10²
4.000×10²
5.000×10²
6.000×10²
7.000×10²
8.000×10²
9.000×10²
1.000×10³
1.100×10³
1.200×10³
1.300×10³
1.400×10³
1.500×10³
1.600×10³
1.700×10³
1.800×10³
1.900×10³
2.000×10³
2.100×10³
2.200×10³
2.300×10³
2.400×10³
2.500×10³
2.600×10³
2.700×10³
2.800×10³
2.900×10³
3.000×10³
3.100×10³
3.200×10³
3.300×10³
3.400×10³
3.500×10³
3.600×10³
3.700×10³
3.800×10³
3.900×10³
4.000×10³
4.100×10³
4.200×10³
4.300×10³
4.400×10³
4.500×10³
4.600×10³
4.700×10³
4.800×10³
4.900×10³
5.000×10³
5.100×10³
5.200×10³
5.300×10³
5.400×10³
5.500×10³
5.600×10³
5.700×10³
5.800×10³
5.900×10³
6.000×10³
6.100×10³
6.200×10³
6.300×10³
6.400×10³
6.500×10³
6.600×10³
6.700×10³
6.800×10³
6.900×10³
7.000×10³
7.100×10³
7.200×10³
7.300×10³
7.400×10³
7.500×10³
7.600×10³
7.700×10³
7.800×10³
7.900×10³
8.000×10³
8.100×10³
8.200×10³
8.300×10³
8.400×10³
8.500×10³
8.600×10³
8.700×10³
8.800×10³
8.900×10³
9.000×10³
9.100×10³
9.200×10³
9.300×10³
9.400×10³
9.500×10³
9.600×10³
9.700×10³
9.800×10³
9.900×10³
1.000×10⁴
1.010×10⁴
1.020×10⁴
1.030×10⁴
1.040×10⁴
1.050×10⁴
1.060×10⁴
1.070×10⁴
1.080×10⁴
1.090×10⁴
1.100×10⁴
1.110×10⁴
1.120×10⁴
1.130×10⁴
1.140×10⁴
1.150×10⁴
1.160×10⁴
1.170×10⁴
1.180×10⁴
1.190×10⁴
1.200×10⁴
1.210×10⁴
1.220×10⁴
1.230×10⁴
1.240×10⁴
1.250×10⁴
1.260×10⁴
1.270×10⁴
1.280×10⁴
1.290×10⁴
1.300×10⁴
1.310×10⁴
1.320×10⁴
1.330×10⁴
1.340×10⁴
1.350×10⁴
1.360×10⁴
1.370×10⁴
1.380×10⁴
1.390×10⁴
1.400×10⁴
1.410×10⁴
1.420×10⁴
1.430×10⁴
1.440×10⁴
1.450×10⁴
1.460×10⁴
1.470×10⁴
1.480×10⁴
1.490×10⁴
1.500×10⁴
1.510×10⁴
1.520×10⁴
1.530×10⁴
1.540×10⁴
1.550×10⁴
1.560×10⁴
1.570×10⁴
1.580×10⁴
1.590×10⁴
1.600×10⁴
1.610×10⁴
1.620×10⁴
1.630×10⁴
1.640×10⁴
1.650×10⁴
1.660×10⁴
1.670×10⁴
1.680×10⁴
1.690×10⁴
1.700×10⁴
1.710×10⁴
1.720×10⁴
1.730×10⁴
1.740×10⁴
1.750×10⁴
1.760×10⁴
1.770×10⁴
1.780×10⁴
1.790×10⁴
1.800×10⁴
1.810×10⁴
1.820×10⁴
1.830×10⁴
1.840×10⁴
1.850×10⁴
1.860×10⁴
1.870×10⁴
1.880×10⁴
1.890×10⁴
1.900×10⁴
1.910×10⁴
1.920×10⁴
1.930×10⁴
1.940×10⁴
1.950×10⁴
1.960×10⁴
1.970×10⁴
1.980×10⁴
1.990×10⁴
2.000×10⁴
0
2.0×10⁴
Ideal
Premium
Good
Very Good
Fair
Cut
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
5.00×10³
1.00×10⁴
1.50×10⁴
0
5.000×10²
1.000×10³
1.500×10³
2.000×10³
2.500×10³
3.000×10³
3.500×10³
4.000×10³
4.500×10³
5.000×10³
5.500×10³
6.000×10³
6.500×10³
7.000×10³
7.500×10³
8.000×10³
8.500×10³
9.000×10³
9.500×10³
1.000×10⁴
1.050×10⁴
1.100×10⁴
1.150×10⁴
1.200×10⁴
1.250×10⁴
1.300×10⁴
1.350×10⁴
1.400×10⁴
1.450×10⁴
1.500×10⁴
0
5.0000×10¹
1.0000×10²
1.5000×10²
2.0000×10²
2.5000×10²
3.0000×10²
3.5000×10²
4.0000×10²
4.5000×10²
5.0000×10²
5.5000×10²
6.0000×10²
6.5000×10²
7.0000×10²
7.5000×10²
8.0000×10²
8.5000×10²
9.0000×10²
9.5000×10²
1.0000×10³
1.0500×10³
1.1000×10³
1.1500×10³
1.2000×10³
1.2500×10³
1.3000×10³
1.3500×10³
1.4000×10³
1.4500×10³
1.5000×10³
1.5500×10³
1.6000×10³
1.6500×10³
1.7000×10³
1.7500×10³
1.8000×10³
1.8500×10³
1.9000×10³
1.9500×10³
2.0000×10³
2.0500×10³
2.1000×10³
2.1500×10³
2.2000×10³
2.2500×10³
2.3000×10³
2.3500×10³
2.4000×10³
2.4500×10³
2.5000×10³
2.5500×10³
2.6000×10³
2.6500×10³
2.7000×10³
2.7500×10³
2.8000×10³
2.8500×10³
2.9000×10³
2.9500×10³
3.0000×10³
3.0500×10³
3.1000×10³
3.1500×10³
3.2000×10³
3.2500×10³
3.3000×10³
3.3500×10³
3.4000×10³
3.4500×10³
3.5000×10³
3.5500×10³
3.6000×10³
3.6500×10³
3.7000×10³
3.7500×10³
3.8000×10³
3.8500×10³
3.9000×10³
3.9500×10³
4.0000×10³
4.0500×10³
4.1000×10³
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4.6000×10³
4.6500×10³
4.7000×10³
4.7500×10³
4.8000×10³
4.8500×10³
4.9000×10³
4.9500×10³
5.0000×10³
5.0500×10³
5.1000×10³
5.1500×10³
5.2000×10³
5.2500×10³
5.3000×10³
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5.4000×10³
5.4500×10³
5.5000×10³
5.5500×10³
5.6000×10³
5.6500×10³
5.7000×10³
5.7500×10³
5.8000×10³
5.8500×10³
5.9000×10³
5.9500×10³
6.0000×10³
6.0500×10³
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6.7500×10³
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6.8500×10³
6.9000×10³
6.9500×10³
7.0000×10³
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7.6000×10³
7.6500×10³
7.7000×10³
7.7500×10³
7.8000×10³
7.8500×10³
7.9000×10³
7.9500×10³
8.0000×10³
8.0500×10³
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8.4000×10³
8.4500×10³
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8.5500×10³
8.6000×10³
8.6500×10³
8.7000×10³
8.7500×10³
8.8000×10³
8.8500×10³
8.9000×10³
8.9500×10³
9.0000×10³
9.0500×10³
9.1000×10³
9.1500×10³
9.2000×10³
9.2500×10³
9.3000×10³
9.3500×10³
9.4000×10³
9.4500×10³
9.5000×10³
9.5500×10³
9.6000×10³
9.6500×10³
9.7000×10³
9.7500×10³
9.8000×10³
9.8500×10³
9.9000×10³
9.9500×10³
1.0000×10⁴
1.0050×10⁴
1.0100×10⁴
1.0150×10⁴
1.0200×10⁴
1.0250×10⁴
1.0300×10⁴
1.0350×10⁴
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1.0450×10⁴
1.0500×10⁴
1.0550×10⁴
1.0600×10⁴
1.0650×10⁴
1.0700×10⁴
1.0750×10⁴
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1.1000×10⁴
1.1050×10⁴
1.1100×10⁴
1.1150×10⁴
1.1200×10⁴
1.1250×10⁴
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1.1400×10⁴
1.1450×10⁴
1.1500×10⁴
1.1550×10⁴
1.1600×10⁴
1.1650×10⁴
1.1700×10⁴
1.1750×10⁴
1.1800×10⁴
1.1850×10⁴
1.1900×10⁴
1.1950×10⁴
1.2000×10⁴
1.2050×10⁴
1.2100×10⁴
1.2150×10⁴
1.2200×10⁴
1.2250×10⁴
1.2300×10⁴
1.2350×10⁴
1.2400×10⁴
1.2450×10⁴
1.2500×10⁴
1.2550×10⁴
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1.2650×10⁴
1.2700×10⁴
1.2750×10⁴
1.2800×10⁴
1.2850×10⁴
1.2900×10⁴
1.2950×10⁴
1.3000×10⁴
1.3050×10⁴
1.3100×10⁴
1.3150×10⁴
1.3200×10⁴
1.3250×10⁴
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1.3400×10⁴
1.3450×10⁴
1.3500×10⁴
1.3550×10⁴
1.3600×10⁴
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1.3700×10⁴
1.3750×10⁴
1.3800×10⁴
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1.3900×10⁴
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1.4000×10⁴
1.4050×10⁴
1.4100×10⁴
1.4150×10⁴
1.4200×10⁴
1.4250×10⁴
1.4300×10⁴
1.4350×10⁴
1.4400×10⁴
1.4450×10⁴
1.4500×10⁴
1.4550×10⁴
1.4600×10⁴
1.4650×10⁴
1.4700×10⁴
1.4750×10⁴
1.4800×10⁴
1.4850×10⁴
1.4900×10⁴
1.4950×10⁴
1.5000×10⁴
0
2.0×10⁴
Price
0
5.00×10³
1.00×10⁴
1.50×10⁴
2.00×10⁴
0
1.00×10³
2.00×10³
3.00×10³
4.00×10³
5.00×10³
6.00×10³
7.00×10³
8.00×10³
9.00×10³
1.00×10⁴
1.10×10⁴
1.20×10⁴
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1.40×10⁴
1.50×10⁴
1.60×10⁴
1.70×10⁴
1.80×10⁴
1.90×10⁴
2.00×10⁴
0
1.000×10²
2.000×10²
3.000×10²
4.000×10²
5.000×10²
6.000×10²
7.000×10²
8.000×10²
9.000×10²
1.000×10³
1.100×10³
1.200×10³
1.300×10³
1.400×10³
1.500×10³
1.600×10³
1.700×10³
1.800×10³
1.900×10³
2.000×10³
2.100×10³
2.200×10³
2.300×10³
2.400×10³
2.500×10³
2.600×10³
2.700×10³
2.800×10³
2.900×10³
3.000×10³
3.100×10³
3.200×10³
3.300×10³
3.400×10³
3.500×10³
3.600×10³
3.700×10³
3.800×10³
3.900×10³
4.000×10³
4.100×10³
4.200×10³
4.300×10³
4.400×10³
4.500×10³
4.600×10³
4.700×10³
4.800×10³
4.900×10³
5.000×10³
5.100×10³
5.200×10³
5.300×10³
5.400×10³
5.500×10³
5.600×10³
5.700×10³
5.800×10³
5.900×10³
6.000×10³
6.100×10³
6.200×10³
6.300×10³
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6.500×10³
6.600×10³
6.700×10³
6.800×10³
6.900×10³
7.000×10³
7.100×10³
7.200×10³
7.300×10³
7.400×10³
7.500×10³
7.600×10³
7.700×10³
7.800×10³
7.900×10³
8.000×10³
8.100×10³
8.200×10³
8.300×10³
8.400×10³
8.500×10³
8.600×10³
8.700×10³
8.800×10³
8.900×10³
9.000×10³
9.100×10³
9.200×10³
9.300×10³
9.400×10³
9.500×10³
9.600×10³
9.700×10³
9.800×10³
9.900×10³
1.000×10⁴
1.010×10⁴
1.020×10⁴
1.030×10⁴
1.040×10⁴
1.050×10⁴
1.060×10⁴
1.070×10⁴
1.080×10⁴
1.090×10⁴
1.100×10⁴
1.110×10⁴
1.120×10⁴
1.130×10⁴
1.140×10⁴
1.150×10⁴
1.160×10⁴
1.170×10⁴
1.180×10⁴
1.190×10⁴
1.200×10⁴
1.210×10⁴
1.220×10⁴
1.230×10⁴
1.240×10⁴
1.250×10⁴
1.260×10⁴
1.270×10⁴
1.280×10⁴
1.290×10⁴
1.300×10⁴
1.310×10⁴
1.320×10⁴
1.330×10⁴
1.340×10⁴
1.350×10⁴
1.360×10⁴
1.370×10⁴
1.380×10⁴
1.390×10⁴
1.400×10⁴
1.410×10⁴
1.420×10⁴
1.430×10⁴
1.440×10⁴
1.450×10⁴
1.460×10⁴
1.470×10⁴
1.480×10⁴
1.490×10⁴
1.500×10⁴
1.510×10⁴
1.520×10⁴
1.530×10⁴
1.540×10⁴
1.550×10⁴
1.560×10⁴
1.570×10⁴
1.580×10⁴
1.590×10⁴
1.600×10⁴
1.610×10⁴
1.620×10⁴
1.630×10⁴
1.640×10⁴
1.650×10⁴
1.660×10⁴
1.670×10⁴
1.680×10⁴
1.690×10⁴
1.700×10⁴
1.710×10⁴
1.720×10⁴
1.730×10⁴
1.740×10⁴
1.750×10⁴
1.760×10⁴
1.770×10⁴
1.780×10⁴
1.790×10⁴
1.800×10⁴
1.810×10⁴
1.820×10⁴
1.830×10⁴
1.840×10⁴
1.850×10⁴
1.860×10⁴
1.870×10⁴
1.880×10⁴
1.890×10⁴
1.900×10⁴
1.910×10⁴
1.920×10⁴
1.930×10⁴
1.940×10⁴
1.950×10⁴
1.960×10⁴
1.970×10⁴
1.980×10⁴
1.990×10⁴
2.000×10⁴
0
2.0×10⁴
Ideal
Premium
Good
Very Good
Fair
Cut
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
1000
2000
3000
4000
0
200
400
600
800
1000
1200
1400
1600
1800
2000
2200
2400
2600
2800
3000
3200
3400
3600
3800
4000
0
20
40
60
80
100
120
140
160
180
200
220
240
260
280
300
320
340
360
380
400
420
440
460
480
500
520
540
560
580
600
620
640
660
680
700
720
740
760
780
800
820
840
860
880
900
920
940
960
980
1000
1020
1040
1060
1080
1100
1120
1140
1160
1180
1200
1220
1240
1260
1280
1300
1320
1340
1360
1380
1400
1420
1440
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1480
1500
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1560
1580
1600
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1680
1700
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1760
1780
1800
1820
1840
1860
1880
1900
1920
1940
1960
1980
2000
2020
2040
2060
2080
2100
2120
2140
2160
2180
2200
2220
2240
2260
2280
2300
2320
2340
2360
2380
2400
2420
2440
2460
2480
2500
2520
2540
2560
2580
2600
2620
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2660
2680
2700
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2760
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2800
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3000
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3120
3140
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3180
3200
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3260
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3300
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3400
3420
3440
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3500
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3700
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4000
0
5000
using Gadfly, RDatasets
set_default_plot_size(21cm, 8cm)
p1 = plot(dataset("car", "Womenlf"), x="HIncome", y="Region", Geom.histogram2d)
p2 = plot(dataset("car", "UN"), x="GDP", y="InfantMortality",
Scale.x_log10, Scale.y_log10, Geom.histogram2d)
p3 = plot(dataset("car", "UN"), x="GDP", y="InfantMortality",
Scale.x_log10, Scale.y_log10, Geom.histogram2d(xbincount=30, ybincount=30))
hstack(p1,p2,p3)
GDP
100
101
102
103
104
105
100.0
100.2
100.4
100.6
100.8
101.0
101.2
101.4
101.6
101.8
102.0
102.2
102.4
102.6
102.8
103.0
103.2
103.4
103.6
103.8
104.0
104.2
104.4
104.6
104.8
105.0
100.00
100.02
100.04
100.06
100.08
100.10
100.12
100.14
100.16
100.18
100.20
100.22
100.24
100.26
100.28
100.30
100.32
100.34
100.36
100.38
100.40
100.42
100.44
100.46
100.48
100.50
100.52
100.54
100.56
100.58
100.60
100.62
100.64
100.66
100.68
100.70
100.72
100.74
100.76
100.78
100.80
100.82
100.84
100.86
100.88
100.90
100.92
100.94
100.96
100.98
101.00
101.02
101.04
101.06
101.08
101.10
101.12
101.14
101.16
101.18
101.20
101.22
101.24
101.26
101.28
101.30
101.32
101.34
101.36
101.38
101.40
101.42
101.44
101.46
101.48
101.50
101.52
101.54
101.56
101.58
101.60
101.62
101.64
101.66
101.68
101.70
101.72
101.74
101.76
101.78
101.80
101.82
101.84
101.86
101.88
101.90
101.92
101.94
101.96
101.98
102.00
102.02
102.04
102.06
102.08
102.10
102.12
102.14
102.16
102.18
102.20
102.22
102.24
102.26
102.28
102.30
102.32
102.34
102.36
102.38
102.40
102.42
102.44
102.46
102.48
102.50
102.52
102.54
102.56
102.58
102.60
102.62
102.64
102.66
102.68
102.70
102.72
102.74
102.76
102.78
102.80
102.82
102.84
102.86
102.88
102.90
102.92
102.94
102.96
102.98
103.00
103.02
103.04
103.06
103.08
103.10
103.12
103.14
103.16
103.18
103.20
103.22
103.24
103.26
103.28
103.30
103.32
103.34
103.36
103.38
103.40
103.42
103.44
103.46
103.48
103.50
103.52
103.54
103.56
103.58
103.60
103.62
103.64
103.66
103.68
103.70
103.72
103.74
103.76
103.78
103.80
103.82
103.84
103.86
103.88
103.90
103.92
103.94
103.96
103.98
104.00
104.02
104.04
104.06
104.08
104.10
104.12
104.14
104.16
104.18
104.20
104.22
104.24
104.26
104.28
104.30
104.32
104.34
104.36
104.38
104.40
104.42
104.44
104.46
104.48
104.50
104.52
104.54
104.56
104.58
104.60
104.62
104.64
104.66
104.68
104.70
104.72
104.74
104.76
104.78
104.80
104.82
104.84
104.86
104.88
104.90
104.92
104.94
104.96
104.98
105.00
100
105
5
1
2
3
4
Count
h,j,k,l,arrows,drag to pan
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c for coordinates
? for help
?
100.0
100.5
101.0
101.5
102.0
102.5
100.0
100.1
100.2
100.3
100.4
100.5
100.6
100.7
100.8
100.9
101.0
101.1
101.2
101.3
101.4
101.5
101.6
101.7
101.8
101.9
102.0
102.1
102.2
102.3
102.4
102.5
100.00
100.01
100.02
100.03
100.04
100.05
100.06
100.07
100.08
100.09
100.10
100.11
100.12
100.13
100.14
100.15
100.16
100.17
100.18
100.19
100.20
100.21
100.22
100.23
100.24
100.25
100.26
100.27
100.28
100.29
100.30
100.31
100.32
100.33
100.34
100.35
100.36
100.37
100.38
100.39
100.40
100.41
100.42
100.43
100.44
100.45
100.46
100.47
100.48
100.49
100.50
100.51
100.52
100.53
100.54
100.55
100.56
100.57
100.58
100.59
100.60
100.61
100.62
100.63
100.64
100.65
100.66
100.67
100.68
100.69
100.70
100.71
100.72
100.73
100.74
100.75
100.76
100.77
100.78
100.79
100.80
100.81
100.82
100.83
100.84
100.85
100.86
100.87
100.88
100.89
100.90
100.91
100.92
100.93
100.94
100.95
100.96
100.97
100.98
100.99
101.00
101.01
101.02
101.03
101.04
101.05
101.06
101.07
101.08
101.09
101.10
101.11
101.12
101.13
101.14
101.15
101.16
101.17
101.18
101.19
101.20
101.21
101.22
101.23
101.24
101.25
101.26
101.27
101.28
101.29
101.30
101.31
101.32
101.33
101.34
101.35
101.36
101.37
101.38
101.39
101.40
101.41
101.42
101.43
101.44
101.45
101.46
101.47
101.48
101.49
101.50
101.51
101.52
101.53
101.54
101.55
101.56
101.57
101.58
101.59
101.60
101.61
101.62
101.63
101.64
101.65
101.66
101.67
101.68
101.69
101.70
101.71
101.72
101.73
101.74
101.75
101.76
101.77
101.78
101.79
101.80
101.81
101.82
101.83
101.84
101.85
101.86
101.87
101.88
101.89
101.90
101.91
101.92
101.93
101.94
101.95
101.96
101.97
101.98
101.99
102.00
102.01
102.02
102.03
102.04
102.05
102.06
102.07
102.08
102.09
102.10
102.11
102.12
102.13
102.14
102.15
102.16
102.17
102.18
102.19
102.20
102.21
102.22
102.23
102.24
102.25
102.26
102.27
102.28
102.29
102.30
102.31
102.32
102.33
102.34
102.35
102.36
102.37
102.38
102.39
102.40
102.41
102.42
102.43
102.44
102.45
102.46
102.47
102.48
102.49
102.50
100.0
102.5
InfantMortality
GDP
100
101
102
103
104
105
100.0
100.2
100.4
100.6
100.8
101.0
101.2
101.4
101.6
101.8
102.0
102.2
102.4
102.6
102.8
103.0
103.2
103.4
103.6
103.8
104.0
104.2
104.4
104.6
104.8
105.0
100.00
100.02
100.04
100.06
100.08
100.10
100.12
100.14
100.16
100.18
100.20
100.22
100.24
100.26
100.28
100.30
100.32
100.34
100.36
100.38
100.40
100.42
100.44
100.46
100.48
100.50
100.52
100.54
100.56
100.58
100.60
100.62
100.64
100.66
100.68
100.70
100.72
100.74
100.76
100.78
100.80
100.82
100.84
100.86
100.88
100.90
100.92
100.94
100.96
100.98
101.00
101.02
101.04
101.06
101.08
101.10
101.12
101.14
101.16
101.18
101.20
101.22
101.24
101.26
101.28
101.30
101.32
101.34
101.36
101.38
101.40
101.42
101.44
101.46
101.48
101.50
101.52
101.54
101.56
101.58
101.60
101.62
101.64
101.66
101.68
101.70
101.72
101.74
101.76
101.78
101.80
101.82
101.84
101.86
101.88
101.90
101.92
101.94
101.96
101.98
102.00
102.02
102.04
102.06
102.08
102.10
102.12
102.14
102.16
102.18
102.20
102.22
102.24
102.26
102.28
102.30
102.32
102.34
102.36
102.38
102.40
102.42
102.44
102.46
102.48
102.50
102.52
102.54
102.56
102.58
102.60
102.62
102.64
102.66
102.68
102.70
102.72
102.74
102.76
102.78
102.80
102.82
102.84
102.86
102.88
102.90
102.92
102.94
102.96
102.98
103.00
103.02
103.04
103.06
103.08
103.10
103.12
103.14
103.16
103.18
103.20
103.22
103.24
103.26
103.28
103.30
103.32
103.34
103.36
103.38
103.40
103.42
103.44
103.46
103.48
103.50
103.52
103.54
103.56
103.58
103.60
103.62
103.64
103.66
103.68
103.70
103.72
103.74
103.76
103.78
103.80
103.82
103.84
103.86
103.88
103.90
103.92
103.94
103.96
103.98
104.00
104.02
104.04
104.06
104.08
104.10
104.12
104.14
104.16
104.18
104.20
104.22
104.24
104.26
104.28
104.30
104.32
104.34
104.36
104.38
104.40
104.42
104.44
104.46
104.48
104.50
104.52
104.54
104.56
104.58
104.60
104.62
104.64
104.66
104.68
104.70
104.72
104.74
104.76
104.78
104.80
104.82
104.84
104.86
104.88
104.90
104.92
104.94
104.96
104.98
105.00
100
105
3.0
1.0
1.5
2.0
2.5
Count
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100.0
100.5
101.0
101.5
102.0
102.5
100.0
100.1
100.2
100.3
100.4
100.5
100.6
100.7
100.8
100.9
101.0
101.1
101.2
101.3
101.4
101.5
101.6
101.7
101.8
101.9
102.0
102.1
102.2
102.3
102.4
102.5
100.00
100.01
100.02
100.03
100.04
100.05
100.06
100.07
100.08
100.09
100.10
100.11
100.12
100.13
100.14
100.15
100.16
100.17
100.18
100.19
100.20
100.21
100.22
100.23
100.24
100.25
100.26
100.27
100.28
100.29
100.30
100.31
100.32
100.33
100.34
100.35
100.36
100.37
100.38
100.39
100.40
100.41
100.42
100.43
100.44
100.45
100.46
100.47
100.48
100.49
100.50
100.51
100.52
100.53
100.54
100.55
100.56
100.57
100.58
100.59
100.60
100.61
100.62
100.63
100.64
100.65
100.66
100.67
100.68
100.69
100.70
100.71
100.72
100.73
100.74
100.75
100.76
100.77
100.78
100.79
100.80
100.81
100.82
100.83
100.84
100.85
100.86
100.87
100.88
100.89
100.90
100.91
100.92
100.93
100.94
100.95
100.96
100.97
100.98
100.99
101.00
101.01
101.02
101.03
101.04
101.05
101.06
101.07
101.08
101.09
101.10
101.11
101.12
101.13
101.14
101.15
101.16
101.17
101.18
101.19
101.20
101.21
101.22
101.23
101.24
101.25
101.26
101.27
101.28
101.29
101.30
101.31
101.32
101.33
101.34
101.35
101.36
101.37
101.38
101.39
101.40
101.41
101.42
101.43
101.44
101.45
101.46
101.47
101.48
101.49
101.50
101.51
101.52
101.53
101.54
101.55
101.56
101.57
101.58
101.59
101.60
101.61
101.62
101.63
101.64
101.65
101.66
101.67
101.68
101.69
101.70
101.71
101.72
101.73
101.74
101.75
101.76
101.77
101.78
101.79
101.80
101.81
101.82
101.83
101.84
101.85
101.86
101.87
101.88
101.89
101.90
101.91
101.92
101.93
101.94
101.95
101.96
101.97
101.98
101.99
102.00
102.01
102.02
102.03
102.04
102.05
102.06
102.07
102.08
102.09
102.10
102.11
102.12
102.13
102.14
102.15
102.16
102.17
102.18
102.19
102.20
102.21
102.22
102.23
102.24
102.25
102.26
102.27
102.28
102.29
102.30
102.31
102.32
102.33
102.34
102.35
102.36
102.37
102.38
102.39
102.40
102.41
102.42
102.43
102.44
102.45
102.46
102.47
102.48
102.49
102.50
100.0
102.5
InfantMortality
HIncome
0
10
20
30
40
50
0
2
4
6
8
10
12
14
16
18
20
22
24
26
28
30
32
34
36
38
40
42
44
46
48
50
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
8.2
8.4
8.6
8.8
9.0
9.2
9.4
9.6
9.8
10.0
10.2
10.4
10.6
10.8
11.0
11.2
11.4
11.6
11.8
12.0
12.2
12.4
12.6
12.8
13.0
13.2
13.4
13.6
13.8
14.0
14.2
14.4
14.6
14.8
15.0
15.2
15.4
15.6
15.8
16.0
16.2
16.4
16.6
16.8
17.0
17.2
17.4
17.6
17.8
18.0
18.2
18.4
18.6
18.8
19.0
19.2
19.4
19.6
19.8
20.0
20.2
20.4
20.6
20.8
21.0
21.2
21.4
21.6
21.8
22.0
22.2
22.4
22.6
22.8
23.0
23.2
23.4
23.6
23.8
24.0
24.2
24.4
24.6
24.8
25.0
25.2
25.4
25.6
25.8
26.0
26.2
26.4
26.6
26.8
27.0
27.2
27.4
27.6
27.8
28.0
28.2
28.4
28.6
28.8
29.0
29.2
29.4
29.6
29.8
30.0
30.2
30.4
30.6
30.8
31.0
31.2
31.4
31.6
31.8
32.0
32.2
32.4
32.6
32.8
33.0
33.2
33.4
33.6
33.8
34.0
34.2
34.4
34.6
34.8
35.0
35.2
35.4
35.6
35.8
36.0
36.2
36.4
36.6
36.8
37.0
37.2
37.4
37.6
37.8
38.0
38.2
38.4
38.6
38.8
39.0
39.2
39.4
39.6
39.8
40.0
40.2
40.4
40.6
40.8
41.0
41.2
41.4
41.6
41.8
42.0
42.2
42.4
42.6
42.8
43.0
43.2
43.4
43.6
43.8
44.0
44.2
44.4
44.6
44.8
45.0
45.2
45.4
45.6
45.8
46.0
46.2
46.4
46.6
46.8
47.0
47.2
47.4
47.6
47.8
48.0
48.2
48.4
48.6
48.8
49.0
49.2
49.4
49.6
49.8
50.0
0
50
15
5
1
10
Count
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Ontario
Prairie
Atlantic
BC
Quebec
Region
using Gadfly, RDatasets
set_default_plot_size(21cm, 8cm)
p1 = plot(dataset("datasets", "iris"), x="SepalLength", y="SepalWidth",
xintercept=[5.0, 7.0], Geom.point, Geom.vline(style=[:solid,[1mm,1mm]]))
p2 = plot(dataset("datasets", "iris"), x="SepalLength", y="SepalWidth",
yintercept=[2.5, 4.0], Geom.point,
Geom.hline(color=["orange","red"], size=[2mm,3mm]))
hstack(p1,p2)
SepalLength
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
5.9,3.0
6.2,3.4
6.5,3.0
6.3,2.5
6.7,3.0
6.7,3.3
6.8,3.2
5.8,2.7
6.9,3.1
6.7,3.1
6.9,3.1
6.0,3.0
6.4,3.1
6.3,3.4
7.7,3.0
6.1,2.6
6.3,2.8
6.4,2.8
7.9,3.8
7.4,2.8
7.2,3.0
6.4,2.8
6.1,3.0
6.2,2.8
7.2,3.2
6.7,3.3
6.3,2.7
7.7,2.8
5.6,2.8
6.9,3.2
6.0,2.2
7.7,2.6
7.7,3.8
6.5,3.0
6.4,3.2
5.8,2.8
5.7,2.5
6.8,3.0
6.4,2.7
6.5,3.2
7.2,3.6
6.7,2.5
7.3,2.9
4.9,2.5
7.6,3.0
6.5,3.0
6.3,2.9
7.1,3.0
5.8,2.7
6.3,3.3
5.7,2.8
5.1,2.5
6.2,2.9
5.7,2.9
5.7,3.0
5.6,2.7
5.0,2.3
5.8,2.6
6.1,3.0
5.5,2.6
5.5,2.5
5.6,3.0
6.3,2.3
6.7,3.1
6.0,3.4
5.4,3.0
6.0,2.7
5.8,2.7
5.5,2.4
5.5,2.4
5.7,2.6
6.0,2.9
6.7,3.0
6.8,2.8
6.6,3.0
6.4,2.9
6.1,2.8
6.3,2.5
6.1,2.8
5.9,3.2
5.6,2.5
6.2,2.2
5.8,2.7
5.6,3.0
6.7,3.1
5.6,2.9
6.1,2.9
6.0,2.2
5.9,3.0
5.0,2.0
5.2,2.7
6.6,2.9
4.9,2.4
6.3,3.3
5.7,2.8
6.5,2.8
5.5,2.3
6.9,3.1
6.4,3.2
7.0,3.2
5.0,3.3
5.3,3.7
4.6,3.2
5.1,3.8
4.8,3.0
5.1,3.8
5.0,3.5
4.4,3.2
4.5,2.3
5.0,3.5
5.1,3.4
4.4,3.0
4.9,3.6
5.5,3.5
5.0,3.2
4.9,3.1
5.5,4.2
5.2,4.1
5.4,3.4
4.8,3.1
4.7,3.2
5.2,3.4
5.2,3.5
5.0,3.4
5.0,3.0
4.8,3.4
5.1,3.3
4.6,3.6
5.1,3.7
5.4,3.4
5.1,3.8
5.7,3.8
5.1,3.5
5.4,3.9
5.7,4.4
5.8,4.0
4.3,3.0
4.8,3.0
4.8,3.4
5.4,3.7
4.9,3.1
4.4,2.9
5.0,3.4
4.6,3.4
5.4,3.9
5.0,3.6
4.6,3.1
4.7,3.2
4.9,3.0
5.1,3.5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
2.0
2.5
3.0
3.5
4.0
4.5
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
3.01
3.02
3.03
3.04
3.05
3.06
3.07
3.08
3.09
3.10
3.11
3.12
3.13
3.14
3.15
3.16
3.17
3.18
3.19
3.20
3.21
3.22
3.23
3.24
3.25
3.26
3.27
3.28
3.29
3.30
3.31
3.32
3.33
3.34
3.35
3.36
3.37
3.38
3.39
3.40
3.41
3.42
3.43
3.44
3.45
3.46
3.47
3.48
3.49
3.50
3.51
3.52
3.53
3.54
3.55
3.56
3.57
3.58
3.59
3.60
3.61
3.62
3.63
3.64
3.65
3.66
3.67
3.68
3.69
3.70
3.71
3.72
3.73
3.74
3.75
3.76
3.77
3.78
3.79
3.80
3.81
3.82
3.83
3.84
3.85
3.86
3.87
3.88
3.89
3.90
3.91
3.92
3.93
3.94
3.95
3.96
3.97
3.98
3.99
4.00
4.01
4.02
4.03
4.04
4.05
4.06
4.07
4.08
4.09
4.10
4.11
4.12
4.13
4.14
4.15
4.16
4.17
4.18
4.19
4.20
4.21
4.22
4.23
4.24
4.25
4.26
4.27
4.28
4.29
4.30
4.31
4.32
4.33
4.34
4.35
4.36
4.37
4.38
4.39
4.40
4.41
4.42
4.43
4.44
4.45
4.46
4.47
4.48
4.49
4.50
2
3
4
5
SepalWidth
SepalLength
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
5.9,3.0
6.2,3.4
6.5,3.0
6.3,2.5
6.7,3.0
6.7,3.3
6.8,3.2
5.8,2.7
6.9,3.1
6.7,3.1
6.9,3.1
6.0,3.0
6.4,3.1
6.3,3.4
7.7,3.0
6.1,2.6
6.3,2.8
6.4,2.8
7.9,3.8
7.4,2.8
7.2,3.0
6.4,2.8
6.1,3.0
6.2,2.8
7.2,3.2
6.7,3.3
6.3,2.7
7.7,2.8
5.6,2.8
6.9,3.2
6.0,2.2
7.7,2.6
7.7,3.8
6.5,3.0
6.4,3.2
5.8,2.8
5.7,2.5
6.8,3.0
6.4,2.7
6.5,3.2
7.2,3.6
6.7,2.5
7.3,2.9
4.9,2.5
7.6,3.0
6.5,3.0
6.3,2.9
7.1,3.0
5.8,2.7
6.3,3.3
5.7,2.8
5.1,2.5
6.2,2.9
5.7,2.9
5.7,3.0
5.6,2.7
5.0,2.3
5.8,2.6
6.1,3.0
5.5,2.6
5.5,2.5
5.6,3.0
6.3,2.3
6.7,3.1
6.0,3.4
5.4,3.0
6.0,2.7
5.8,2.7
5.5,2.4
5.5,2.4
5.7,2.6
6.0,2.9
6.7,3.0
6.8,2.8
6.6,3.0
6.4,2.9
6.1,2.8
6.3,2.5
6.1,2.8
5.9,3.2
5.6,2.5
6.2,2.2
5.8,2.7
5.6,3.0
6.7,3.1
5.6,2.9
6.1,2.9
6.0,2.2
5.9,3.0
5.0,2.0
5.2,2.7
6.6,2.9
4.9,2.4
6.3,3.3
5.7,2.8
6.5,2.8
5.5,2.3
6.9,3.1
6.4,3.2
7.0,3.2
5.0,3.3
5.3,3.7
4.6,3.2
5.1,3.8
4.8,3.0
5.1,3.8
5.0,3.5
4.4,3.2
4.5,2.3
5.0,3.5
5.1,3.4
4.4,3.0
4.9,3.6
5.5,3.5
5.0,3.2
4.9,3.1
5.5,4.2
5.2,4.1
5.4,3.4
4.8,3.1
4.7,3.2
5.2,3.4
5.2,3.5
5.0,3.4
5.0,3.0
4.8,3.4
5.1,3.3
4.6,3.6
5.1,3.7
5.4,3.4
5.1,3.8
5.7,3.8
5.1,3.5
5.4,3.9
5.7,4.4
5.8,4.0
4.3,3.0
4.8,3.0
4.8,3.4
5.4,3.7
4.9,3.1
4.4,2.9
5.0,3.4
4.6,3.4
5.4,3.9
5.0,3.6
4.6,3.1
4.7,3.2
4.9,3.0
5.1,3.5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
2.0
2.5
3.0
3.5
4.0
4.5
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
3.01
3.02
3.03
3.04
3.05
3.06
3.07
3.08
3.09
3.10
3.11
3.12
3.13
3.14
3.15
3.16
3.17
3.18
3.19
3.20
3.21
3.22
3.23
3.24
3.25
3.26
3.27
3.28
3.29
3.30
3.31
3.32
3.33
3.34
3.35
3.36
3.37
3.38
3.39
3.40
3.41
3.42
3.43
3.44
3.45
3.46
3.47
3.48
3.49
3.50
3.51
3.52
3.53
3.54
3.55
3.56
3.57
3.58
3.59
3.60
3.61
3.62
3.63
3.64
3.65
3.66
3.67
3.68
3.69
3.70
3.71
3.72
3.73
3.74
3.75
3.76
3.77
3.78
3.79
3.80
3.81
3.82
3.83
3.84
3.85
3.86
3.87
3.88
3.89
3.90
3.91
3.92
3.93
3.94
3.95
3.96
3.97
3.98
3.99
4.00
4.01
4.02
4.03
4.04
4.05
4.06
4.07
4.08
4.09
4.10
4.11
4.12
4.13
4.14
4.15
4.16
4.17
4.18
4.19
4.20
4.21
4.22
4.23
4.24
4.25
4.26
4.27
4.28
4.29
4.30
4.31
4.32
4.33
4.34
4.35
4.36
4.37
4.38
4.39
4.40
4.41
4.42
4.43
4.44
4.45
4.46
4.47
4.48
4.49
4.50
2
3
4
5
SepalWidth
using DataFrames, Gadfly, RDatasets
import Gadfly: w, h # for relative units
set_default_plot_size(21cm, 8cm)
df = DataFrame(x=[0.6w, 0.6w], y=[0.6h, 0.7h], label=["Text 1", "Text 2"])
p1 = plot(x=1.0:5, y=[0.21, 0.81, 0.68, 0.76, 0.18], Geom.point,
layer(df, x=:x, y=:y, label=:label, Geom.label(position=:right)))
p2 = plot(dataset("ggplot2", "mpg"), x="Cty", y="Hwy", label="Model",
Geom.point, Geom.label)
hstack(p1, p2)
Cty
0
10
20
30
40
0
2
4
6
8
10
12
14
16
18
20
22
24
26
28
30
32
34
36
38
40
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
8.2
8.4
8.6
8.8
9.0
9.2
9.4
9.6
9.8
10.0
10.2
10.4
10.6
10.8
11.0
11.2
11.4
11.6
11.8
12.0
12.2
12.4
12.6
12.8
13.0
13.2
13.4
13.6
13.8
14.0
14.2
14.4
14.6
14.8
15.0
15.2
15.4
15.6
15.8
16.0
16.2
16.4
16.6
16.8
17.0
17.2
17.4
17.6
17.8
18.0
18.2
18.4
18.6
18.8
19.0
19.2
19.4
19.6
19.8
20.0
20.2
20.4
20.6
20.8
21.0
21.2
21.4
21.6
21.8
22.0
22.2
22.4
22.6
22.8
23.0
23.2
23.4
23.6
23.8
24.0
24.2
24.4
24.6
24.8
25.0
25.2
25.4
25.6
25.8
26.0
26.2
26.4
26.6
26.8
27.0
27.2
27.4
27.6
27.8
28.0
28.2
28.4
28.6
28.8
29.0
29.2
29.4
29.6
29.8
30.0
30.2
30.4
30.6
30.8
31.0
31.2
31.4
31.6
31.8
32.0
32.2
32.4
32.6
32.8
33.0
33.2
33.4
33.6
33.8
34.0
34.2
34.4
34.6
34.8
35.0
35.2
35.4
35.6
35.8
36.0
36.2
36.4
36.6
36.8
37.0
37.2
37.4
37.6
37.8
38.0
38.2
38.4
38.6
38.8
39.0
39.2
39.4
39.6
39.8
40.0
0
50
a4
a4
a4
a4
a4
a4
a4
a4 quattro
a4 quattro
a4 quattro
a4 quattro
a4 quattro
a4 quattro
a4 quattro
a4 quattro
a6 quattro
a6 quattro
a6 quattro
c1500 suburban 2wd
c1500 suburban 2wd
c1500 suburban 2wd
c1500 suburban 2wd
c1500 suburban 2wd
corvette
corvette
corvette
corvette
corvette
k1500 tahoe 4wd
k1500 tahoe 4wd
k1500 tahoe 4wd
k1500 tahoe 4wd
malibu
malibu
malibu
malibu
malibu
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
caravan 2wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
dakota pickup 4wd
durango 4wd
durango 4wd
durango 4wd
durango 4wd
durango 4wd
durango 4wd
durango 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
ram 1500 pickup 4wd
expedition 2wd
expedition 2wd
expedition 2wd
explorer 4wd
explorer 4wd
explorer 4wd
explorer 4wd
explorer 4wd
explorer 4wd
f150 pickup 4wd
f150 pickup 4wd
f150 pickup 4wd
f150 pickup 4wd
f150 pickup 4wd
f150 pickup 4wd
f150 pickup 4wd
mustang
mustang
mustang
mustang
mustang
mustang
mustang
mustang
mustang
civic
civic
civic
civic
civic
civic
civic
civic
civic
sonata
sonata
sonata
sonata
sonata
sonata
sonata
tiburon
tiburon
tiburon
tiburon
tiburon
tiburon
tiburon
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
grand cherokee 4wd
range rover
range rover
range rover
range rover
navigator 2wd
navigator 2wd
navigator 2wd
mountaineer 4wd
mountaineer 4wd
mountaineer 4wd
mountaineer 4wd
altima
altima
altima
altima
altima
altima
maxima
maxima
maxima
pathfinder 4wd
pathfinder 4wd
pathfinder 4wd
pathfinder 4wd
grand prix
grand prix
grand prix
grand prix
grand prix
forester awd
forester awd
forester awd
forester awd
forester awd
forester awd
impreza awd
impreza awd
impreza awd
impreza awd
impreza awd
impreza awd
impreza awd
impreza awd
4runner 4wd
4runner 4wd
4runner 4wd
4runner 4wd
4runner 4wd
4runner 4wd
camry
camry
camry
camry
camry
camry
camry
camry solara
camry solara
camry solara
camry solara
camry solara
camry solara
camry solara
corolla
corolla
corolla
corolla
corolla
land cruiser wagon 4wd
land cruiser wagon 4wd
toyota tacoma 4wd
toyota tacoma 4wd
toyota tacoma 4wd
toyota tacoma 4wd
toyota tacoma 4wd
toyota tacoma 4wd
toyota tacoma 4wd
gti
gti
gti
gti
gti
jetta
jetta
jetta
jetta
jetta
jetta
jetta
jetta
jetta
new beetle
new beetle
new beetle
new beetle
new beetle
new beetle
passat
passat
passat
passat
passat
passat
passat
17,26
18,26
16,26
21,29
19,28
18,29
21,29
20,29
20,28
19,26
21,29
29,41
35,44
17,24
16,23
21,29
21,29
21,29
22,29
19,26
21,29
33,44
17,24
22,29
21,29
19,26
21,29
16,20
15,18
15,19
15,17
17,22
16,20
15,20
13,18
11,15
26,35
28,37
26,35
24,33
24,30
18,27
18,26
18,26
22,31
21,31
21,29
21,27
19,28
18,26
18,26
21,31
21,31
21,27
21,29
14,17
16,20
15,17
15,19
16,20
15,20
20,27
19,25
20,27
20,25
19,26
19,26
19,26
21,26
18,23
20,26
19,25
20,27
18,24
18,25
16,25
18,28
17,27
16,26
18,26
12,18
14,20
15,17
14,17
19,25
19,25
18,26
19,26
19,27
23,32
23,31
19,27
21,29
13,17
13,19
13,19
14,17
12,18
11,16
11,17
11,15
12,18
12,18
11,15
11,14
13,18
14,19
9,12
14,17
15,20
15,19
17,22
17,24
16,24
17,24
20,27
20,28
19,29
19,26
19,28
18,26
18,26
21,31
21,30
18,27
18,26
21,29
24,36
25,36
26,34
24,32
23,29
25,32
24,32
28,33
14,20
15,22
15,23
15,22
15,21
16,24
17,26
18,25
18,26
13,17
11,15
13,17
13,16
13,16
14,17
14,17
13,17
13,19
13,19
14,17
15,19
14,17
12,18
11,17
11,17
11,15
13,17
11,16
11,15
9,12
12,16
13,17
13,17
9,12
12,16
11,15
13,18
11,16
13,17
9,12
13,17
13,17
11,15
11,17
9,12
14,19
14,19
14,17
13,17
14,18
15,19
16,23
16,23
15,21
15,22
11,17
17,24
17,24
16,22
16,22
17,24
18,24
17,26
18,29
18,26
22,30
19,27
14,17
11,15
11,14
14,19
15,24
15,25
16,26
15,23
16,26
12,17
13,17
14,20
11,15
14,20
16,23
17,25
15,24
15,25
17,25
17,25
15,25
19,27
20,28
16,25
18,26
18,27
18,26
16,26
21,30
20,31
21,29
18,29
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
10
20
30
40
50
0
2
4
6
8
10
12
14
16
18
20
22
24
26
28
30
32
34
36
38
40
42
44
46
48
50
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
8.2
8.4
8.6
8.8
9.0
9.2
9.4
9.6
9.8
10.0
10.2
10.4
10.6
10.8
11.0
11.2
11.4
11.6
11.8
12.0
12.2
12.4
12.6
12.8
13.0
13.2
13.4
13.6
13.8
14.0
14.2
14.4
14.6
14.8
15.0
15.2
15.4
15.6
15.8
16.0
16.2
16.4
16.6
16.8
17.0
17.2
17.4
17.6
17.8
18.0
18.2
18.4
18.6
18.8
19.0
19.2
19.4
19.6
19.8
20.0
20.2
20.4
20.6
20.8
21.0
21.2
21.4
21.6
21.8
22.0
22.2
22.4
22.6
22.8
23.0
23.2
23.4
23.6
23.8
24.0
24.2
24.4
24.6
24.8
25.0
25.2
25.4
25.6
25.8
26.0
26.2
26.4
26.6
26.8
27.0
27.2
27.4
27.6
27.8
28.0
28.2
28.4
28.6
28.8
29.0
29.2
29.4
29.6
29.8
30.0
30.2
30.4
30.6
30.8
31.0
31.2
31.4
31.6
31.8
32.0
32.2
32.4
32.6
32.8
33.0
33.2
33.4
33.6
33.8
34.0
34.2
34.4
34.6
34.8
35.0
35.2
35.4
35.6
35.8
36.0
36.2
36.4
36.6
36.8
37.0
37.2
37.4
37.6
37.8
38.0
38.2
38.4
38.6
38.8
39.0
39.2
39.4
39.6
39.8
40.0
40.2
40.4
40.6
40.8
41.0
41.2
41.4
41.6
41.8
42.0
42.2
42.4
42.6
42.8
43.0
43.2
43.4
43.6
43.8
44.0
44.2
44.4
44.6
44.8
45.0
45.2
45.4
45.6
45.8
46.0
46.2
46.4
46.6
46.8
47.0
47.2
47.4
47.6
47.8
48.0
48.2
48.4
48.6
48.8
49.0
49.2
49.4
49.6
49.8
50.0
0
50
Hwy
x
0
1
2
3
4
5
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
2.76
2.78
2.80
2.82
2.84
2.86
2.88
2.90
2.92
2.94
2.96
2.98
3.00
3.02
3.04
3.06
3.08
3.10
3.12
3.14
3.16
3.18
3.20
3.22
3.24
3.26
3.28
3.30
3.32
3.34
3.36
3.38
3.40
3.42
3.44
3.46
3.48
3.50
3.52
3.54
3.56
3.58
3.60
3.62
3.64
3.66
3.68
3.70
3.72
3.74
3.76
3.78
3.80
3.82
3.84
3.86
3.88
3.90
3.92
3.94
3.96
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
0
5
Text 1
Text 2
5.0,0.18
4.0,0.76
3.0,0.68
2.0,0.81
1.0,0.21
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0
0.5
1.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
0.000
0.005
0.010
0.015
0.020
0.025
0.030
0.035
0.040
0.045
0.050
0.055
0.060
0.065
0.070
0.075
0.080
0.085
0.090
0.095
0.100
0.105
0.110
0.115
0.120
0.125
0.130
0.135
0.140
0.145
0.150
0.155
0.160
0.165
0.170
0.175
0.180
0.185
0.190
0.195
0.200
0.205
0.210
0.215
0.220
0.225
0.230
0.235
0.240
0.245
0.250
0.255
0.260
0.265
0.270
0.275
0.280
0.285
0.290
0.295
0.300
0.305
0.310
0.315
0.320
0.325
0.330
0.335
0.340
0.345
0.350
0.355
0.360
0.365
0.370
0.375
0.380
0.385
0.390
0.395
0.400
0.405
0.410
0.415
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0.465
0.470
0.475
0.480
0.485
0.490
0.495
0.500
0.505
0.510
0.515
0.520
0.525
0.530
0.535
0.540
0.545
0.550
0.555
0.560
0.565
0.570
0.575
0.580
0.585
0.590
0.595
0.600
0.605
0.610
0.615
0.620
0.625
0.630
0.635
0.640
0.645
0.650
0.655
0.660
0.665
0.670
0.675
0.680
0.685
0.690
0.695
0.700
0.705
0.710
0.715
0.720
0.725
0.730
0.735
0.740
0.745
0.750
0.755
0.760
0.765
0.770
0.775
0.780
0.785
0.790
0.795
0.800
0.805
0.810
0.815
0.820
0.825
0.830
0.835
0.840
0.845
0.850
0.855
0.860
0.865
0.870
0.875
0.880
0.885
0.890
0.895
0.900
0.905
0.910
0.915
0.920
0.925
0.930
0.935
0.940
0.945
0.950
0.955
0.960
0.965
0.970
0.975
0.980
0.985
0.990
0.995
1.000
0
1
y
using Gadfly, RDatasets
set_default_plot_size(21cm, 8cm)
p3 = plot(dataset("MASS", "mammals"), x="Body", y="Brain", label=1,
Scale.x_log10, Scale.y_log10, Geom.point, Geom.label)
p4 = plot(dataset("MASS", "mammals"), x="Body", y="Brain", label=1,
Scale.x_log10, Scale.y_log10, Geom.label(position=:centered))
hstack(p3,p4)
Body
10-4
10-2
100
102
104
10-4.0
10-3.5
10-3.0
10-2.5
10-2.0
10-1.5
10-1.0
10-0.5
100.0
100.5
101.0
101.5
102.0
102.5
103.0
103.5
104.0
10-4.00
10-3.95
10-3.90
10-3.85
10-3.80
10-3.75
10-3.70
10-3.65
10-3.60
10-3.55
10-3.50
10-3.45
10-3.40
10-3.35
10-3.30
10-3.25
10-3.20
10-3.15
10-3.10
10-3.05
10-3.00
10-2.95
10-2.90
10-2.85
10-2.80
10-2.75
10-2.70
10-2.65
10-2.60
10-2.55
10-2.50
10-2.45
10-2.40
10-2.35
10-2.30
10-2.25
10-2.20
10-2.15
10-2.10
10-2.05
10-2.00
10-1.95
10-1.90
10-1.85
10-1.80
10-1.75
10-1.70
10-1.65
10-1.60
10-1.55
10-1.50
10-1.45
10-1.40
10-1.35
10-1.30
10-1.25
10-1.20
10-1.15
10-1.10
10-1.05
10-1.00
10-0.95
10-0.90
10-0.85
10-0.80
10-0.75
10-0.70
10-0.65
10-0.60
10-0.55
10-0.50
10-0.45
10-0.40
10-0.35
10-0.30
10-0.25
10-0.20
10-0.15
10-0.10
10-0.05
100.00
100.05
100.10
100.15
100.20
100.25
100.30
100.35
100.40
100.45
100.50
100.55
100.60
100.65
100.70
100.75
100.80
100.85
100.90
100.95
101.00
101.05
101.10
101.15
101.20
101.25
101.30
101.35
101.40
101.45
101.50
101.55
101.60
101.65
101.70
101.75
101.80
101.85
101.90
101.95
102.00
102.05
102.10
102.15
102.20
102.25
102.30
102.35
102.40
102.45
102.50
102.55
102.60
102.65
102.70
102.75
102.80
102.85
102.90
102.95
103.00
103.05
103.10
103.15
103.20
103.25
103.30
103.35
103.40
103.45
103.50
103.55
103.60
103.65
103.70
103.75
103.80
103.85
103.90
103.95
104.00
10-5
100
105
Arctic fox
Owl monkey
Mountain beaver
Cow
Grey wolf
Goat
Roe deer
Guinea pig
Verbet
Chinchilla
Ground squirrel
Arctic ground squirrel
African giant pouched rat
Lesser short-tailed shrew
Star-nosed mole
Nine-banded armadillo
Tree hyrax
N.A. opossum
Asian elephant
Big brown bat
Donkey
Horse
European hedgehog
Patas monkey
Cat
Galago
Genet
Giraffe
Gorilla
Grey seal
Rock hyrax-a
Human
African elephant
Water opossum
Rhesus monkey
Kangaroo
Yellow-bellied marmot
Golden hamster
Mouse
Little brown bat
Slow loris
Okapi
Rabbit
Sheep
Jaguar
Chimpanzee
Baboon
Desert hedgehog
Giant armadillo
Rock hyrax-b
Raccoon
Rat
E. American mole
Mole rat
Musk shrew
Pig
Echidna
Brazilian tapir
Tenrec
Phalanger
Tree shrew
Red fox
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
10-1
100
101
102
103
104
10-1.0
10-0.8
10-0.6
10-0.4
10-0.2
100.0
100.2
100.4
100.6
100.8
101.0
101.2
101.4
101.6
101.8
102.0
102.2
102.4
102.6
102.8
103.0
103.2
103.4
103.6
103.8
104.0
10-1.00
10-0.98
10-0.96
10-0.94
10-0.92
10-0.90
10-0.88
10-0.86
10-0.84
10-0.82
10-0.80
10-0.78
10-0.76
10-0.74
10-0.72
10-0.70
10-0.68
10-0.66
10-0.64
10-0.62
10-0.60
10-0.58
10-0.56
10-0.54
10-0.52
10-0.50
10-0.48
10-0.46
10-0.44
10-0.42
10-0.40
10-0.38
10-0.36
10-0.34
10-0.32
10-0.30
10-0.28
10-0.26
10-0.24
10-0.22
10-0.20
10-0.18
10-0.16
10-0.14
10-0.12
10-0.10
10-0.08
10-0.06
10-0.04
10-0.02
100.00
100.02
100.04
100.06
100.08
100.10
100.12
100.14
100.16
100.18
100.20
100.22
100.24
100.26
100.28
100.30
100.32
100.34
100.36
100.38
100.40
100.42
100.44
100.46
100.48
100.50
100.52
100.54
100.56
100.58
100.60
100.62
100.64
100.66
100.68
100.70
100.72
100.74
100.76
100.78
100.80
100.82
100.84
100.86
100.88
100.90
100.92
100.94
100.96
100.98
101.00
101.02
101.04
101.06
101.08
101.10
101.12
101.14
101.16
101.18
101.20
101.22
101.24
101.26
101.28
101.30
101.32
101.34
101.36
101.38
101.40
101.42
101.44
101.46
101.48
101.50
101.52
101.54
101.56
101.58
101.60
101.62
101.64
101.66
101.68
101.70
101.72
101.74
101.76
101.78
101.80
101.82
101.84
101.86
101.88
101.90
101.92
101.94
101.96
101.98
102.00
102.02
102.04
102.06
102.08
102.10
102.12
102.14
102.16
102.18
102.20
102.22
102.24
102.26
102.28
102.30
102.32
102.34
102.36
102.38
102.40
102.42
102.44
102.46
102.48
102.50
102.52
102.54
102.56
102.58
102.60
102.62
102.64
102.66
102.68
102.70
102.72
102.74
102.76
102.78
102.80
102.82
102.84
102.86
102.88
102.90
102.92
102.94
102.96
102.98
103.00
103.02
103.04
103.06
103.08
103.10
103.12
103.14
103.16
103.18
103.20
103.22
103.24
103.26
103.28
103.30
103.32
103.34
103.36
103.38
103.40
103.42
103.44
103.46
103.48
103.50
103.52
103.54
103.56
103.58
103.60
103.62
103.64
103.66
103.68
103.70
103.72
103.74
103.76
103.78
103.80
103.82
103.84
103.86
103.88
103.90
103.92
103.94
103.96
103.98
104.00
10-2
100
102
104
Brain
Body
10-4
10-2
100
102
104
10-4.0
10-3.5
10-3.0
10-2.5
10-2.0
10-1.5
10-1.0
10-0.5
100.0
100.5
101.0
101.5
102.0
102.5
103.0
103.5
104.0
10-4.00
10-3.95
10-3.90
10-3.85
10-3.80
10-3.75
10-3.70
10-3.65
10-3.60
10-3.55
10-3.50
10-3.45
10-3.40
10-3.35
10-3.30
10-3.25
10-3.20
10-3.15
10-3.10
10-3.05
10-3.00
10-2.95
10-2.90
10-2.85
10-2.80
10-2.75
10-2.70
10-2.65
10-2.60
10-2.55
10-2.50
10-2.45
10-2.40
10-2.35
10-2.30
10-2.25
10-2.20
10-2.15
10-2.10
10-2.05
10-2.00
10-1.95
10-1.90
10-1.85
10-1.80
10-1.75
10-1.70
10-1.65
10-1.60
10-1.55
10-1.50
10-1.45
10-1.40
10-1.35
10-1.30
10-1.25
10-1.20
10-1.15
10-1.10
10-1.05
10-1.00
10-0.95
10-0.90
10-0.85
10-0.80
10-0.75
10-0.70
10-0.65
10-0.60
10-0.55
10-0.50
10-0.45
10-0.40
10-0.35
10-0.30
10-0.25
10-0.20
10-0.15
10-0.10
10-0.05
100.00
100.05
100.10
100.15
100.20
100.25
100.30
100.35
100.40
100.45
100.50
100.55
100.60
100.65
100.70
100.75
100.80
100.85
100.90
100.95
101.00
101.05
101.10
101.15
101.20
101.25
101.30
101.35
101.40
101.45
101.50
101.55
101.60
101.65
101.70
101.75
101.80
101.85
101.90
101.95
102.00
102.05
102.10
102.15
102.20
102.25
102.30
102.35
102.40
102.45
102.50
102.55
102.60
102.65
102.70
102.75
102.80
102.85
102.90
102.95
103.00
103.05
103.10
103.15
103.20
103.25
103.30
103.35
103.40
103.45
103.50
103.55
103.60
103.65
103.70
103.75
103.80
103.85
103.90
103.95
104.00
10-5
100
105
Arctic fox
Owl monkey
Mountain beaver
Cow
Grey wolf
Goat
Roe deer
Guinea pig
Verbet
Chinchilla
Ground squirrel
Arctic ground squirrel
African giant pouched rat
Lesser short-tailed shrew
Star-nosed mole
Nine-banded armadillo
Tree hyrax
N.A. opossum
Asian elephant
Big brown bat
Donkey
Horse
European hedgehog
Patas monkey
Cat
Galago
Genet
Giraffe
Gorilla
Grey seal
Rock hyrax-a
Human
African elephant
Water opossum
Rhesus monkey
Kangaroo
Yellow-bellied marmot
Golden hamster
Mouse
Little brown bat
Slow loris
Okapi
Rabbit
Sheep
Jaguar
Chimpanzee
Baboon
Desert hedgehog
Giant armadillo
Rock hyrax-b
Raccoon
Rat
E. American mole
Mole rat
Musk shrew
Pig
Echidna
Brazilian tapir
Tenrec
Phalanger
Tree shrew
Red fox
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-0.0457574905606751150.414973347970818
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0.63225477668471361.5932860670204574
0.55630250076728731.3222192947339193
1.77815125038364361.9084850188786497
-0.25963731050575610.38021124171160603
1.02325245963371162.254064452914338
1.71733758272386372.6434526764861874
2.02.1958996524092336
1.74429298312267632.2430380486862944
0.39794000867203761.08278537031645
2.39794000867203752.690196080028514
0.1461280356782381.0969100130080565
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-0.92081875395237520.0
0.60745502321466851.2304489213782739
1.54406804435027571.7481880270062005
0.83250891270623632.2528530309798933
0.54406804435027570.5910646070264992
3.82308279653280363.7567881987681178
1.7923916894982543.12057393120585
-0.124938736608299951.089905111439398
1.92941892571429262.5118833609788744
2.3159703454569182.6085260335771943
2.72345567203518572.832508912706236
0.149219112655379881.2430380486862944
-0.69897000433601870.6989700043360189
0.51851393987788741.4082399653118496
1.02.060697840353612
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2.71683772329952472.816241299991783
2.272073787500012.622214022966295
-1.6382721639824072-0.5228787452803376
3.4060289449636153.663040974893974
0.23044892137827390.7993405494535817
0.30102999566398121.089905111439398
0.54406804435027571.0334237554869496
-1.22184874961635640.0
-2.3010299956639813-0.8538719643217619
0.00.8195439355418687
-0.0362121726544447150.7558748556724915
-0.99567862621735740.6020599913279624
-0.371611069949688460.8061799739838872
0.62221402296629541.7634279935629373
0.017033339298780370.7403626894942439
1.1711411510283821.9921114877869497
1.44185217577329182.060697840353612
1.56026539786271462.0773679052841563
2.6674529528899542.6263403673750423
0.130333768495006140.9084850188786497
-0.31875876262441281.1903316981702914
0.52955867302116311.6483600109809315
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
10-1
100
101
102
103
104
10-1.0
10-0.8
10-0.6
10-0.4
10-0.2
100.0
100.2
100.4
100.6
100.8
101.0
101.2
101.4
101.6
101.8
102.0
102.2
102.4
102.6
102.8
103.0
103.2
103.4
103.6
103.8
104.0
10-1.00
10-0.98
10-0.96
10-0.94
10-0.92
10-0.90
10-0.88
10-0.86
10-0.84
10-0.82
10-0.80
10-0.78
10-0.76
10-0.74
10-0.72
10-0.70
10-0.68
10-0.66
10-0.64
10-0.62
10-0.60
10-0.58
10-0.56
10-0.54
10-0.52
10-0.50
10-0.48
10-0.46
10-0.44
10-0.42
10-0.40
10-0.38
10-0.36
10-0.34
10-0.32
10-0.30
10-0.28
10-0.26
10-0.24
10-0.22
10-0.20
10-0.18
10-0.16
10-0.14
10-0.12
10-0.10
10-0.08
10-0.06
10-0.04
10-0.02
100.00
100.02
100.04
100.06
100.08
100.10
100.12
100.14
100.16
100.18
100.20
100.22
100.24
100.26
100.28
100.30
100.32
100.34
100.36
100.38
100.40
100.42
100.44
100.46
100.48
100.50
100.52
100.54
100.56
100.58
100.60
100.62
100.64
100.66
100.68
100.70
100.72
100.74
100.76
100.78
100.80
100.82
100.84
100.86
100.88
100.90
100.92
100.94
100.96
100.98
101.00
101.02
101.04
101.06
101.08
101.10
101.12
101.14
101.16
101.18
101.20
101.22
101.24
101.26
101.28
101.30
101.32
101.34
101.36
101.38
101.40
101.42
101.44
101.46
101.48
101.50
101.52
101.54
101.56
101.58
101.60
101.62
101.64
101.66
101.68
101.70
101.72
101.74
101.76
101.78
101.80
101.82
101.84
101.86
101.88
101.90
101.92
101.94
101.96
101.98
102.00
102.02
102.04
102.06
102.08
102.10
102.12
102.14
102.16
102.18
102.20
102.22
102.24
102.26
102.28
102.30
102.32
102.34
102.36
102.38
102.40
102.42
102.44
102.46
102.48
102.50
102.52
102.54
102.56
102.58
102.60
102.62
102.64
102.66
102.68
102.70
102.72
102.74
102.76
102.78
102.80
102.82
102.84
102.86
102.88
102.90
102.92
102.94
102.96
102.98
103.00
103.02
103.04
103.06
103.08
103.10
103.12
103.14
103.16
103.18
103.20
103.22
103.24
103.26
103.28
103.30
103.32
103.34
103.36
103.38
103.40
103.42
103.44
103.46
103.48
103.50
103.52
103.54
103.56
103.58
103.60
103.62
103.64
103.66
103.68
103.70
103.72
103.74
103.76
103.78
103.80
103.82
103.84
103.86
103.88
103.90
103.92
103.94
103.96
103.98
104.00
10-2
100
102
104
Brain
using Gadfly, RDatasets
set_default_plot_size(21cm, 8cm)
p1 = plot(dataset("lattice", "melanoma"), x="Year", y="Incidence", Geom.line)
p2 = plot(dataset("Zelig", "approval"), x="Month", y="Approve", color="Year",
Geom.line)
hstack(p1,p2)
Month
0
5
10
15
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
10.05
10.10
10.15
10.20
10.25
10.30
10.35
10.40
10.45
10.50
10.55
10.60
10.65
10.70
10.75
10.80
10.85
10.90
10.95
11.00
11.05
11.10
11.15
11.20
11.25
11.30
11.35
11.40
11.45
11.50
11.55
11.60
11.65
11.70
11.75
11.80
11.85
11.90
11.95
12.00
12.05
12.10
12.15
12.20
12.25
12.30
12.35
12.40
12.45
12.50
12.55
12.60
12.65
12.70
12.75
12.80
12.85
12.90
12.95
13.00
13.05
13.10
13.15
13.20
13.25
13.30
13.35
13.40
13.45
13.50
13.55
13.60
13.65
13.70
13.75
13.80
13.85
13.90
13.95
14.00
14.05
14.10
14.15
14.20
14.25
14.30
14.35
14.40
14.45
14.50
14.55
14.60
14.65
14.70
14.75
14.80
14.85
14.90
14.95
15.00
0
20
2003
2006
2002
2001
2005
2004
Year
h,j,k,l,arrows,drag to pan
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r,dbl-click to reset
c for coordinates
? for help
?
30
40
50
60
70
80
90
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
0
100
Approve
Year
1930
1940
1950
1960
1970
1980
1930
1932
1934
1936
1938
1940
1942
1944
1946
1948
1950
1952
1954
1956
1958
1960
1962
1964
1966
1968
1970
1972
1974
1976
1978
1980
1930.0
1930.2
1930.4
1930.6
1930.8
1931.0
1931.2
1931.4
1931.6
1931.8
1932.0
1932.2
1932.4
1932.6
1932.8
1933.0
1933.2
1933.4
1933.6
1933.8
1934.0
1934.2
1934.4
1934.6
1934.8
1935.0
1935.2
1935.4
1935.6
1935.8
1936.0
1936.2
1936.4
1936.6
1936.8
1937.0
1937.2
1937.4
1937.6
1937.8
1938.0
1938.2
1938.4
1938.6
1938.8
1939.0
1939.2
1939.4
1939.6
1939.8
1940.0
1940.2
1940.4
1940.6
1940.8
1941.0
1941.2
1941.4
1941.6
1941.8
1942.0
1942.2
1942.4
1942.6
1942.8
1943.0
1943.2
1943.4
1943.6
1943.8
1944.0
1944.2
1944.4
1944.6
1944.8
1945.0
1945.2
1945.4
1945.6
1945.8
1946.0
1946.2
1946.4
1946.6
1946.8
1947.0
1947.2
1947.4
1947.6
1947.8
1948.0
1948.2
1948.4
1948.6
1948.8
1949.0
1949.2
1949.4
1949.6
1949.8
1950.0
1950.2
1950.4
1950.6
1950.8
1951.0
1951.2
1951.4
1951.6
1951.8
1952.0
1952.2
1952.4
1952.6
1952.8
1953.0
1953.2
1953.4
1953.6
1953.8
1954.0
1954.2
1954.4
1954.6
1954.8
1955.0
1955.2
1955.4
1955.6
1955.8
1956.0
1956.2
1956.4
1956.6
1956.8
1957.0
1957.2
1957.4
1957.6
1957.8
1958.0
1958.2
1958.4
1958.6
1958.8
1959.0
1959.2
1959.4
1959.6
1959.8
1960.0
1960.2
1960.4
1960.6
1960.8
1961.0
1961.2
1961.4
1961.6
1961.8
1962.0
1962.2
1962.4
1962.6
1962.8
1963.0
1963.2
1963.4
1963.6
1963.8
1964.0
1964.2
1964.4
1964.6
1964.8
1965.0
1965.2
1965.4
1965.6
1965.8
1966.0
1966.2
1966.4
1966.6
1966.8
1967.0
1967.2
1967.4
1967.6
1967.8
1968.0
1968.2
1968.4
1968.6
1968.8
1969.0
1969.2
1969.4
1969.6
1969.8
1970.0
1970.2
1970.4
1970.6
1970.8
1971.0
1971.2
1971.4
1971.6
1971.8
1972.0
1972.2
1972.4
1972.6
1972.8
1973.0
1973.2
1973.4
1973.6
1973.8
1974.0
1974.2
1974.4
1974.6
1974.8
1975.0
1975.2
1975.4
1975.6
1975.8
1976.0
1976.2
1976.4
1976.6
1976.8
1977.0
1977.2
1977.4
1977.6
1977.8
1978.0
1978.2
1978.4
1978.6
1978.8
1979.0
1979.2
1979.4
1979.6
1979.8
1980.0
1920
1950
1980
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
1
2
3
4
5
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
2.76
2.78
2.80
2.82
2.84
2.86
2.88
2.90
2.92
2.94
2.96
2.98
3.00
3.02
3.04
3.06
3.08
3.10
3.12
3.14
3.16
3.18
3.20
3.22
3.24
3.26
3.28
3.30
3.32
3.34
3.36
3.38
3.40
3.42
3.44
3.46
3.48
3.50
3.52
3.54
3.56
3.58
3.60
3.62
3.64
3.66
3.68
3.70
3.72
3.74
3.76
3.78
3.80
3.82
3.84
3.86
3.88
3.90
3.92
3.94
3.96
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
0
5
Incidence
using Gadfly, Random
set_default_plot_size(21cm, 8cm)
n = 500
Random.seed!(1234)
xjumps = rand(n).-.5
yjumps = rand(n).-.5
p1 = plot(x=cumsum(xjumps),y=cumsum(yjumps),Geom.path)
t = 0:0.2:8pi
p2 = plot(x=t.*cos.(t), y=t.*sin.(t), Geom.path)
hstack(p1,p2)
x
-30
-20
-10
0
10
20
30
-30.0
-27.5
-25.0
-22.5
-20.0
-17.5
-15.0
-12.5
-10.0
-7.5
-5.0
-2.5
0.0
2.5
5.0
7.5
10.0
12.5
15.0
17.5
20.0
22.5
25.0
27.5
30.0
-30.0
-29.8
-29.6
-29.4
-29.2
-29.0
-28.8
-28.6
-28.4
-28.2
-28.0
-27.8
-27.6
-27.4
-27.2
-27.0
-26.8
-26.6
-26.4
-26.2
-26.0
-25.8
-25.6
-25.4
-25.2
-25.0
-24.8
-24.6
-24.4
-24.2
-24.0
-23.8
-23.6
-23.4
-23.2
-23.0
-22.8
-22.6
-22.4
-22.2
-22.0
-21.8
-21.6
-21.4
-21.2
-21.0
-20.8
-20.6
-20.4
-20.2
-20.0
-19.8
-19.6
-19.4
-19.2
-19.0
-18.8
-18.6
-18.4
-18.2
-18.0
-17.8
-17.6
-17.4
-17.2
-17.0
-16.8
-16.6
-16.4
-16.2
-16.0
-15.8
-15.6
-15.4
-15.2
-15.0
-14.8
-14.6
-14.4
-14.2
-14.0
-13.8
-13.6
-13.4
-13.2
-13.0
-12.8
-12.6
-12.4
-12.2
-12.0
-11.8
-11.6
-11.4
-11.2
-11.0
-10.8
-10.6
-10.4
-10.2
-10.0
-9.8
-9.6
-9.4
-9.2
-9.0
-8.8
-8.6
-8.4
-8.2
-8.0
-7.8
-7.6
-7.4
-7.2
-7.0
-6.8
-6.6
-6.4
-6.2
-6.0
-5.8
-5.6
-5.4
-5.2
-5.0
-4.8
-4.6
-4.4
-4.2
-4.0
-3.8
-3.6
-3.4
-3.2
-3.0
-2.8
-2.6
-2.4
-2.2
-2.0
-1.8
-1.6
-1.4
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
8.2
8.4
8.6
8.8
9.0
9.2
9.4
9.6
9.8
10.0
10.2
10.4
10.6
10.8
11.0
11.2
11.4
11.6
11.8
12.0
12.2
12.4
12.6
12.8
13.0
13.2
13.4
13.6
13.8
14.0
14.2
14.4
14.6
14.8
15.0
15.2
15.4
15.6
15.8
16.0
16.2
16.4
16.6
16.8
17.0
17.2
17.4
17.6
17.8
18.0
18.2
18.4
18.6
18.8
19.0
19.2
19.4
19.6
19.8
20.0
20.2
20.4
20.6
20.8
21.0
21.2
21.4
21.6
21.8
22.0
22.2
22.4
22.6
22.8
23.0
23.2
23.4
23.6
23.8
24.0
24.2
24.4
24.6
24.8
25.0
25.2
25.4
25.6
25.8
26.0
26.2
26.4
26.6
26.8
27.0
27.2
27.4
27.6
27.8
28.0
28.2
28.4
28.6
28.8
29.0
29.2
29.4
29.6
29.8
30.0
-30
0
30
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
-30
-20
-10
0
10
20
30
-30.0
-27.5
-25.0
-22.5
-20.0
-17.5
-15.0
-12.5
-10.0
-7.5
-5.0
-2.5
0.0
2.5
5.0
7.5
10.0
12.5
15.0
17.5
20.0
22.5
25.0
27.5
30.0
-30.0
-29.8
-29.6
-29.4
-29.2
-29.0
-28.8
-28.6
-28.4
-28.2
-28.0
-27.8
-27.6
-27.4
-27.2
-27.0
-26.8
-26.6
-26.4
-26.2
-26.0
-25.8
-25.6
-25.4
-25.2
-25.0
-24.8
-24.6
-24.4
-24.2
-24.0
-23.8
-23.6
-23.4
-23.2
-23.0
-22.8
-22.6
-22.4
-22.2
-22.0
-21.8
-21.6
-21.4
-21.2
-21.0
-20.8
-20.6
-20.4
-20.2
-20.0
-19.8
-19.6
-19.4
-19.2
-19.0
-18.8
-18.6
-18.4
-18.2
-18.0
-17.8
-17.6
-17.4
-17.2
-17.0
-16.8
-16.6
-16.4
-16.2
-16.0
-15.8
-15.6
-15.4
-15.2
-15.0
-14.8
-14.6
-14.4
-14.2
-14.0
-13.8
-13.6
-13.4
-13.2
-13.0
-12.8
-12.6
-12.4
-12.2
-12.0
-11.8
-11.6
-11.4
-11.2
-11.0
-10.8
-10.6
-10.4
-10.2
-10.0
-9.8
-9.6
-9.4
-9.2
-9.0
-8.8
-8.6
-8.4
-8.2
-8.0
-7.8
-7.6
-7.4
-7.2
-7.0
-6.8
-6.6
-6.4
-6.2
-6.0
-5.8
-5.6
-5.4
-5.2
-5.0
-4.8
-4.6
-4.4
-4.2
-4.0
-3.8
-3.6
-3.4
-3.2
-3.0
-2.8
-2.6
-2.4
-2.2
-2.0
-1.8
-1.6
-1.4
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
8.2
8.4
8.6
8.8
9.0
9.2
9.4
9.6
9.8
10.0
10.2
10.4
10.6
10.8
11.0
11.2
11.4
11.6
11.8
12.0
12.2
12.4
12.6
12.8
13.0
13.2
13.4
13.6
13.8
14.0
14.2
14.4
14.6
14.8
15.0
15.2
15.4
15.6
15.8
16.0
16.2
16.4
16.6
16.8
17.0
17.2
17.4
17.6
17.8
18.0
18.2
18.4
18.6
18.8
19.0
19.2
19.4
19.6
19.8
20.0
20.2
20.4
20.6
20.8
21.0
21.2
21.4
21.6
21.8
22.0
22.2
22.4
22.6
22.8
23.0
23.2
23.4
23.6
23.8
24.0
24.2
24.4
24.6
24.8
25.0
25.2
25.4
25.6
25.8
26.0
26.2
26.4
26.6
26.8
27.0
27.2
27.4
27.6
27.8
28.0
28.2
28.4
28.6
28.8
29.0
29.2
29.4
29.6
29.8
30.0
-30
0
30
y
x
-5
0
5
10
15
-5
-4
-3
-2
-1
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
-5.0
-4.9
-4.8
-4.7
-4.6
-4.5
-4.4
-4.3
-4.2
-4.1
-4.0
-3.9
-3.8
-3.7
-3.6
-3.5
-3.4
-3.3
-3.2
-3.1
-3.0
-2.9
-2.8
-2.7
-2.6
-2.5
-2.4
-2.3
-2.2
-2.1
-2.0
-1.9
-1.8
-1.7
-1.6
-1.5
-1.4
-1.3
-1.2
-1.1
-1.0
-0.9
-0.8
-0.7
-0.6
-0.5
-0.4
-0.3
-0.2
-0.1
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
4.6
4.7
4.8
4.9
5.0
5.1
5.2
5.3
5.4
5.5
5.6
5.7
5.8
5.9
6.0
6.1
6.2
6.3
6.4
6.5
6.6
6.7
6.8
6.9
7.0
7.1
7.2
7.3
7.4
7.5
7.6
7.7
7.8
7.9
8.0
8.1
8.2
8.3
8.4
8.5
8.6
8.7
8.8
8.9
9.0
9.1
9.2
9.3
9.4
9.5
9.6
9.7
9.8
9.9
10.0
10.1
10.2
10.3
10.4
10.5
10.6
10.7
10.8
10.9
11.0
11.1
11.2
11.3
11.4
11.5
11.6
11.7
11.8
11.9
12.0
12.1
12.2
12.3
12.4
12.5
12.6
12.7
12.8
12.9
13.0
13.1
13.2
13.3
13.4
13.5
13.6
13.7
13.8
13.9
14.0
14.1
14.2
14.3
14.4
14.5
14.6
14.7
14.8
14.9
15.0
-5
0
5
10
15
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
-6
-4
-2
0
2
-6.0
-5.5
-5.0
-4.5
-4.0
-3.5
-3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
-6.00
-5.95
-5.90
-5.85
-5.80
-5.75
-5.70
-5.65
-5.60
-5.55
-5.50
-5.45
-5.40
-5.35
-5.30
-5.25
-5.20
-5.15
-5.10
-5.05
-5.00
-4.95
-4.90
-4.85
-4.80
-4.75
-4.70
-4.65
-4.60
-4.55
-4.50
-4.45
-4.40
-4.35
-4.30
-4.25
-4.20
-4.15
-4.10
-4.05
-4.00
-3.95
-3.90
-3.85
-3.80
-3.75
-3.70
-3.65
-3.60
-3.55
-3.50
-3.45
-3.40
-3.35
-3.30
-3.25
-3.20
-3.15
-3.10
-3.05
-3.00
-2.95
-2.90
-2.85
-2.80
-2.75
-2.70
-2.65
-2.60
-2.55
-2.50
-2.45
-2.40
-2.35
-2.30
-2.25
-2.20
-2.15
-2.10
-2.05
-2.00
-1.95
-1.90
-1.85
-1.80
-1.75
-1.70
-1.65
-1.60
-1.55
-1.50
-1.45
-1.40
-1.35
-1.30
-1.25
-1.20
-1.15
-1.10
-1.05
-1.00
-0.95
-0.90
-0.85
-0.80
-0.75
-0.70
-0.65
-0.60
-0.55
-0.50
-0.45
-0.40
-0.35
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
-6
-4
-2
0
2
y
using Gadfly, RDatasets
set_default_plot_size(21cm, 12cm)
D = dataset("datasets", "iris")
p1 = plot(D, x="SepalLength", y="SepalWidth", Geom.point);
p2 = plot(D, x="SepalLength", y="SepalWidth", color="PetalLength", Geom.point);
p3 = plot(D, x="SepalLength", y="SepalWidth", color="Species", Geom.point);
p4 = plot(D, x="SepalLength", y="SepalWidth", color="Species", shape="Species",
Geom.point);
gridstack([p1 p2; p3 p4])
SepalLength
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
setosa
versicolor
virginica
Species
5.9,3.0
6.2,3.4
6.5,3.0
6.3,2.5
6.7,3.0
6.7,3.3
6.8,3.2
5.8,2.7
6.9,3.1
6.7,3.1
6.9,3.1
6.0,3.0
6.4,3.1
6.3,3.4
7.7,3.0
6.1,2.6
6.3,2.8
6.4,2.8
7.9,3.8
7.4,2.8
7.2,3.0
6.4,2.8
6.1,3.0
6.2,2.8
7.2,3.2
6.7,3.3
6.3,2.7
7.7,2.8
5.6,2.8
6.9,3.2
6.0,2.2
7.7,2.6
7.7,3.8
6.5,3.0
6.4,3.2
5.8,2.8
5.7,2.5
6.8,3.0
6.4,2.7
6.5,3.2
7.2,3.6
6.7,2.5
7.3,2.9
4.9,2.5
7.6,3.0
6.5,3.0
6.3,2.9
7.1,3.0
5.8,2.7
6.3,3.3
5.7,2.8
5.1,2.5
6.2,2.9
5.7,2.9
5.7,3.0
5.6,2.7
5.0,2.3
5.8,2.6
6.1,3.0
5.5,2.6
5.5,2.5
5.6,3.0
6.3,2.3
6.7,3.1
6.0,3.4
5.4,3.0
6.0,2.7
5.8,2.7
5.5,2.4
5.5,2.4
5.7,2.6
6.0,2.9
6.7,3.0
6.8,2.8
6.6,3.0
6.4,2.9
6.1,2.8
6.3,2.5
6.1,2.8
5.9,3.2
5.6,2.5
6.2,2.2
5.8,2.7
5.6,3.0
6.7,3.1
5.6,2.9
6.1,2.9
6.0,2.2
5.9,3.0
5.0,2.0
5.2,2.7
6.6,2.9
4.9,2.4
6.3,3.3
5.7,2.8
6.5,2.8
5.5,2.3
6.9,3.1
6.4,3.2
7.0,3.2
5.0,3.3
5.3,3.7
4.6,3.2
5.1,3.8
4.8,3.0
5.1,3.8
5.0,3.5
4.4,3.2
4.5,2.3
5.0,3.5
5.1,3.4
4.4,3.0
4.9,3.6
5.5,3.5
5.0,3.2
4.9,3.1
5.5,4.2
5.2,4.1
5.4,3.4
4.8,3.1
4.7,3.2
5.2,3.4
5.2,3.5
5.0,3.4
5.0,3.0
4.8,3.4
5.1,3.3
4.6,3.6
5.1,3.7
5.4,3.4
5.1,3.8
5.7,3.8
5.1,3.5
5.4,3.9
5.7,4.4
5.8,4.0
4.3,3.0
4.8,3.0
4.8,3.4
5.4,3.7
4.9,3.1
4.4,2.9
5.0,3.4
4.6,3.4
5.4,3.9
5.0,3.6
4.6,3.1
4.7,3.2
4.9,3.0
5.1,3.5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
2.0
2.5
3.0
3.5
4.0
4.5
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
3.01
3.02
3.03
3.04
3.05
3.06
3.07
3.08
3.09
3.10
3.11
3.12
3.13
3.14
3.15
3.16
3.17
3.18
3.19
3.20
3.21
3.22
3.23
3.24
3.25
3.26
3.27
3.28
3.29
3.30
3.31
3.32
3.33
3.34
3.35
3.36
3.37
3.38
3.39
3.40
3.41
3.42
3.43
3.44
3.45
3.46
3.47
3.48
3.49
3.50
3.51
3.52
3.53
3.54
3.55
3.56
3.57
3.58
3.59
3.60
3.61
3.62
3.63
3.64
3.65
3.66
3.67
3.68
3.69
3.70
3.71
3.72
3.73
3.74
3.75
3.76
3.77
3.78
3.79
3.80
3.81
3.82
3.83
3.84
3.85
3.86
3.87
3.88
3.89
3.90
3.91
3.92
3.93
3.94
3.95
3.96
3.97
3.98
3.99
4.00
4.01
4.02
4.03
4.04
4.05
4.06
4.07
4.08
4.09
4.10
4.11
4.12
4.13
4.14
4.15
4.16
4.17
4.18
4.19
4.20
4.21
4.22
4.23
4.24
4.25
4.26
4.27
4.28
4.29
4.30
4.31
4.32
4.33
4.34
4.35
4.36
4.37
4.38
4.39
4.40
4.41
4.42
4.43
4.44
4.45
4.46
4.47
4.48
4.49
4.50
2
3
4
5
SepalWidth
SepalLength
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
setosa
versicolor
virginica
Species
5.9,3.0
6.2,3.4
6.5,3.0
6.3,2.5
6.7,3.0
6.7,3.3
6.8,3.2
5.8,2.7
6.9,3.1
6.7,3.1
6.9,3.1
6.0,3.0
6.4,3.1
6.3,3.4
7.7,3.0
6.1,2.6
6.3,2.8
6.4,2.8
7.9,3.8
7.4,2.8
7.2,3.0
6.4,2.8
6.1,3.0
6.2,2.8
7.2,3.2
6.7,3.3
6.3,2.7
7.7,2.8
5.6,2.8
6.9,3.2
6.0,2.2
7.7,2.6
7.7,3.8
6.5,3.0
6.4,3.2
5.8,2.8
5.7,2.5
6.8,3.0
6.4,2.7
6.5,3.2
7.2,3.6
6.7,2.5
7.3,2.9
4.9,2.5
7.6,3.0
6.5,3.0
6.3,2.9
7.1,3.0
5.8,2.7
6.3,3.3
5.7,2.8
5.1,2.5
6.2,2.9
5.7,2.9
5.7,3.0
5.6,2.7
5.0,2.3
5.8,2.6
6.1,3.0
5.5,2.6
5.5,2.5
5.6,3.0
6.3,2.3
6.7,3.1
6.0,3.4
5.4,3.0
6.0,2.7
5.8,2.7
5.5,2.4
5.5,2.4
5.7,2.6
6.0,2.9
6.7,3.0
6.8,2.8
6.6,3.0
6.4,2.9
6.1,2.8
6.3,2.5
6.1,2.8
5.9,3.2
5.6,2.5
6.2,2.2
5.8,2.7
5.6,3.0
6.7,3.1
5.6,2.9
6.1,2.9
6.0,2.2
5.9,3.0
5.0,2.0
5.2,2.7
6.6,2.9
4.9,2.4
6.3,3.3
5.7,2.8
6.5,2.8
5.5,2.3
6.9,3.1
6.4,3.2
7.0,3.2
5.0,3.3
5.3,3.7
4.6,3.2
5.1,3.8
4.8,3.0
5.1,3.8
5.0,3.5
4.4,3.2
4.5,2.3
5.0,3.5
5.1,3.4
4.4,3.0
4.9,3.6
5.5,3.5
5.0,3.2
4.9,3.1
5.5,4.2
5.2,4.1
5.4,3.4
4.8,3.1
4.7,3.2
5.2,3.4
5.2,3.5
5.0,3.4
5.0,3.0
4.8,3.4
5.1,3.3
4.6,3.6
5.1,3.7
5.4,3.4
5.1,3.8
5.7,3.8
5.1,3.5
5.4,3.9
5.7,4.4
5.8,4.0
4.3,3.0
4.8,3.0
4.8,3.4
5.4,3.7
4.9,3.1
4.4,2.9
5.0,3.4
4.6,3.4
5.4,3.9
5.0,3.6
4.6,3.1
4.7,3.2
4.9,3.0
5.1,3.5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
2.0
2.5
3.0
3.5
4.0
4.5
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
3.01
3.02
3.03
3.04
3.05
3.06
3.07
3.08
3.09
3.10
3.11
3.12
3.13
3.14
3.15
3.16
3.17
3.18
3.19
3.20
3.21
3.22
3.23
3.24
3.25
3.26
3.27
3.28
3.29
3.30
3.31
3.32
3.33
3.34
3.35
3.36
3.37
3.38
3.39
3.40
3.41
3.42
3.43
3.44
3.45
3.46
3.47
3.48
3.49
3.50
3.51
3.52
3.53
3.54
3.55
3.56
3.57
3.58
3.59
3.60
3.61
3.62
3.63
3.64
3.65
3.66
3.67
3.68
3.69
3.70
3.71
3.72
3.73
3.74
3.75
3.76
3.77
3.78
3.79
3.80
3.81
3.82
3.83
3.84
3.85
3.86
3.87
3.88
3.89
3.90
3.91
3.92
3.93
3.94
3.95
3.96
3.97
3.98
3.99
4.00
4.01
4.02
4.03
4.04
4.05
4.06
4.07
4.08
4.09
4.10
4.11
4.12
4.13
4.14
4.15
4.16
4.17
4.18
4.19
4.20
4.21
4.22
4.23
4.24
4.25
4.26
4.27
4.28
4.29
4.30
4.31
4.32
4.33
4.34
4.35
4.36
4.37
4.38
4.39
4.40
4.41
4.42
4.43
4.44
4.45
4.46
4.47
4.48
4.49
4.50
2
3
4
5
SepalWidth
SepalLength
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
8
2
1
4
6
PetalLength
5.9,3.0
6.2,3.4
6.5,3.0
6.3,2.5
6.7,3.0
6.7,3.3
6.8,3.2
5.8,2.7
6.9,3.1
6.7,3.1
6.9,3.1
6.0,3.0
6.4,3.1
6.3,3.4
7.7,3.0
6.1,2.6
6.3,2.8
6.4,2.8
7.9,3.8
7.4,2.8
7.2,3.0
6.4,2.8
6.1,3.0
6.2,2.8
7.2,3.2
6.7,3.3
6.3,2.7
7.7,2.8
5.6,2.8
6.9,3.2
6.0,2.2
7.7,2.6
7.7,3.8
6.5,3.0
6.4,3.2
5.8,2.8
5.7,2.5
6.8,3.0
6.4,2.7
6.5,3.2
7.2,3.6
6.7,2.5
7.3,2.9
4.9,2.5
7.6,3.0
6.5,3.0
6.3,2.9
7.1,3.0
5.8,2.7
6.3,3.3
5.7,2.8
5.1,2.5
6.2,2.9
5.7,2.9
5.7,3.0
5.6,2.7
5.0,2.3
5.8,2.6
6.1,3.0
5.5,2.6
5.5,2.5
5.6,3.0
6.3,2.3
6.7,3.1
6.0,3.4
5.4,3.0
6.0,2.7
5.8,2.7
5.5,2.4
5.5,2.4
5.7,2.6
6.0,2.9
6.7,3.0
6.8,2.8
6.6,3.0
6.4,2.9
6.1,2.8
6.3,2.5
6.1,2.8
5.9,3.2
5.6,2.5
6.2,2.2
5.8,2.7
5.6,3.0
6.7,3.1
5.6,2.9
6.1,2.9
6.0,2.2
5.9,3.0
5.0,2.0
5.2,2.7
6.6,2.9
4.9,2.4
6.3,3.3
5.7,2.8
6.5,2.8
5.5,2.3
6.9,3.1
6.4,3.2
7.0,3.2
5.0,3.3
5.3,3.7
4.6,3.2
5.1,3.8
4.8,3.0
5.1,3.8
5.0,3.5
4.4,3.2
4.5,2.3
5.0,3.5
5.1,3.4
4.4,3.0
4.9,3.6
5.5,3.5
5.0,3.2
4.9,3.1
5.5,4.2
5.2,4.1
5.4,3.4
4.8,3.1
4.7,3.2
5.2,3.4
5.2,3.5
5.0,3.4
5.0,3.0
4.8,3.4
5.1,3.3
4.6,3.6
5.1,3.7
5.4,3.4
5.1,3.8
5.7,3.8
5.1,3.5
5.4,3.9
5.7,4.4
5.8,4.0
4.3,3.0
4.8,3.0
4.8,3.4
5.4,3.7
4.9,3.1
4.4,2.9
5.0,3.4
4.6,3.4
5.4,3.9
5.0,3.6
4.6,3.1
4.7,3.2
4.9,3.0
5.1,3.5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
2.0
2.5
3.0
3.5
4.0
4.5
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
3.01
3.02
3.03
3.04
3.05
3.06
3.07
3.08
3.09
3.10
3.11
3.12
3.13
3.14
3.15
3.16
3.17
3.18
3.19
3.20
3.21
3.22
3.23
3.24
3.25
3.26
3.27
3.28
3.29
3.30
3.31
3.32
3.33
3.34
3.35
3.36
3.37
3.38
3.39
3.40
3.41
3.42
3.43
3.44
3.45
3.46
3.47
3.48
3.49
3.50
3.51
3.52
3.53
3.54
3.55
3.56
3.57
3.58
3.59
3.60
3.61
3.62
3.63
3.64
3.65
3.66
3.67
3.68
3.69
3.70
3.71
3.72
3.73
3.74
3.75
3.76
3.77
3.78
3.79
3.80
3.81
3.82
3.83
3.84
3.85
3.86
3.87
3.88
3.89
3.90
3.91
3.92
3.93
3.94
3.95
3.96
3.97
3.98
3.99
4.00
4.01
4.02
4.03
4.04
4.05
4.06
4.07
4.08
4.09
4.10
4.11
4.12
4.13
4.14
4.15
4.16
4.17
4.18
4.19
4.20
4.21
4.22
4.23
4.24
4.25
4.26
4.27
4.28
4.29
4.30
4.31
4.32
4.33
4.34
4.35
4.36
4.37
4.38
4.39
4.40
4.41
4.42
4.43
4.44
4.45
4.46
4.47
4.48
4.49
4.50
2
3
4
5
SepalWidth
SepalLength
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
5.9,3.0
6.2,3.4
6.5,3.0
6.3,2.5
6.7,3.0
6.7,3.3
6.8,3.2
5.8,2.7
6.9,3.1
6.7,3.1
6.9,3.1
6.0,3.0
6.4,3.1
6.3,3.4
7.7,3.0
6.1,2.6
6.3,2.8
6.4,2.8
7.9,3.8
7.4,2.8
7.2,3.0
6.4,2.8
6.1,3.0
6.2,2.8
7.2,3.2
6.7,3.3
6.3,2.7
7.7,2.8
5.6,2.8
6.9,3.2
6.0,2.2
7.7,2.6
7.7,3.8
6.5,3.0
6.4,3.2
5.8,2.8
5.7,2.5
6.8,3.0
6.4,2.7
6.5,3.2
7.2,3.6
6.7,2.5
7.3,2.9
4.9,2.5
7.6,3.0
6.5,3.0
6.3,2.9
7.1,3.0
5.8,2.7
6.3,3.3
5.7,2.8
5.1,2.5
6.2,2.9
5.7,2.9
5.7,3.0
5.6,2.7
5.0,2.3
5.8,2.6
6.1,3.0
5.5,2.6
5.5,2.5
5.6,3.0
6.3,2.3
6.7,3.1
6.0,3.4
5.4,3.0
6.0,2.7
5.8,2.7
5.5,2.4
5.5,2.4
5.7,2.6
6.0,2.9
6.7,3.0
6.8,2.8
6.6,3.0
6.4,2.9
6.1,2.8
6.3,2.5
6.1,2.8
5.9,3.2
5.6,2.5
6.2,2.2
5.8,2.7
5.6,3.0
6.7,3.1
5.6,2.9
6.1,2.9
6.0,2.2
5.9,3.0
5.0,2.0
5.2,2.7
6.6,2.9
4.9,2.4
6.3,3.3
5.7,2.8
6.5,2.8
5.5,2.3
6.9,3.1
6.4,3.2
7.0,3.2
5.0,3.3
5.3,3.7
4.6,3.2
5.1,3.8
4.8,3.0
5.1,3.8
5.0,3.5
4.4,3.2
4.5,2.3
5.0,3.5
5.1,3.4
4.4,3.0
4.9,3.6
5.5,3.5
5.0,3.2
4.9,3.1
5.5,4.2
5.2,4.1
5.4,3.4
4.8,3.1
4.7,3.2
5.2,3.4
5.2,3.5
5.0,3.4
5.0,3.0
4.8,3.4
5.1,3.3
4.6,3.6
5.1,3.7
5.4,3.4
5.1,3.8
5.7,3.8
5.1,3.5
5.4,3.9
5.7,4.4
5.8,4.0
4.3,3.0
4.8,3.0
4.8,3.4
5.4,3.7
4.9,3.1
4.4,2.9
5.0,3.4
4.6,3.4
5.4,3.9
5.0,3.6
4.6,3.1
4.7,3.2
4.9,3.0
5.1,3.5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
2.0
2.5
3.0
3.5
4.0
4.5
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
3.01
3.02
3.03
3.04
3.05
3.06
3.07
3.08
3.09
3.10
3.11
3.12
3.13
3.14
3.15
3.16
3.17
3.18
3.19
3.20
3.21
3.22
3.23
3.24
3.25
3.26
3.27
3.28
3.29
3.30
3.31
3.32
3.33
3.34
3.35
3.36
3.37
3.38
3.39
3.40
3.41
3.42
3.43
3.44
3.45
3.46
3.47
3.48
3.49
3.50
3.51
3.52
3.53
3.54
3.55
3.56
3.57
3.58
3.59
3.60
3.61
3.62
3.63
3.64
3.65
3.66
3.67
3.68
3.69
3.70
3.71
3.72
3.73
3.74
3.75
3.76
3.77
3.78
3.79
3.80
3.81
3.82
3.83
3.84
3.85
3.86
3.87
3.88
3.89
3.90
3.91
3.92
3.93
3.94
3.95
3.96
3.97
3.98
3.99
4.00
4.01
4.02
4.03
4.04
4.05
4.06
4.07
4.08
4.09
4.10
4.11
4.12
4.13
4.14
4.15
4.16
4.17
4.18
4.19
4.20
4.21
4.22
4.23
4.24
4.25
4.26
4.27
4.28
4.29
4.30
4.31
4.32
4.33
4.34
4.35
4.36
4.37
4.38
4.39
4.40
4.41
4.42
4.43
4.44
4.45
4.46
4.47
4.48
4.49
4.50
2
3
4
5
SepalWidth
using Gadfly, RDatasets
set_default_plot_size(14cm, 8cm)
plot(dataset("lattice", "singer"), x="VoicePart", y="Height", Geom.point)
VoicePart
Soprano 1
Soprano 2
Alto 1
Alto 2
Tenor 1
Tenor 2
Bass 1
Bass 2
8,75
8,74
8,71
8,72
8,69
8,70
8,70
8,67
8,72
8,70
8,68
8,75
8,68
8,66
8,70
8,74
8,72
8,72
8,74
8,72
8,72
8,74
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1,64
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
60
65
70
75
80
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
60.0
60.1
60.2
60.3
60.4
60.5
60.6
60.7
60.8
60.9
61.0
61.1
61.2
61.3
61.4
61.5
61.6
61.7
61.8
61.9
62.0
62.1
62.2
62.3
62.4
62.5
62.6
62.7
62.8
62.9
63.0
63.1
63.2
63.3
63.4
63.5
63.6
63.7
63.8
63.9
64.0
64.1
64.2
64.3
64.4
64.5
64.6
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64.9
65.0
65.1
65.2
65.3
65.4
65.5
65.6
65.7
65.8
65.9
66.0
66.1
66.2
66.3
66.4
66.5
66.6
66.7
66.8
66.9
67.0
67.1
67.2
67.3
67.4
67.5
67.6
67.7
67.8
67.9
68.0
68.1
68.2
68.3
68.4
68.5
68.6
68.7
68.8
68.9
69.0
69.1
69.2
69.3
69.4
69.5
69.6
69.7
69.8
69.9
70.0
70.1
70.2
70.3
70.4
70.5
70.6
70.7
70.8
70.9
71.0
71.1
71.2
71.3
71.4
71.5
71.6
71.7
71.8
71.9
72.0
72.1
72.2
72.3
72.4
72.5
72.6
72.7
72.8
72.9
73.0
73.1
73.2
73.3
73.4
73.5
73.6
73.7
73.8
73.9
74.0
74.1
74.2
74.3
74.4
74.5
74.6
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74.8
74.9
75.0
75.1
75.2
75.3
75.4
75.5
75.6
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75.8
75.9
76.0
76.1
76.2
76.3
76.4
76.5
76.6
76.7
76.8
76.9
77.0
77.1
77.2
77.3
77.4
77.5
77.6
77.7
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77.9
78.0
78.1
78.2
78.3
78.4
78.5
78.6
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78.9
79.0
79.1
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79.6
79.7
79.8
79.9
80.0
60
80
Height
using Gadfly, Distributions
set_default_plot_size(14cm, 8cm)
rdata = rand(MvNormal([0,0.],[1 0;0 1.]),100)
bdata = rand(MvNormal([1,0.],[1 0;0 1.]),100)
plot(layer(x=rdata[1,:], y=rdata[2,:], color=[colorant"red"], Geom.point),
layer(x=bdata[1,:], y=bdata[2,:], color=[colorant"blue"], Geom.point))
x
-4
-2
0
2
4
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1.0
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0
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h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
-3
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0
1
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-1.16
-1.14
-1.12
-1.10
-1.08
-1.06
-1.04
-1.02
-1.00
-0.98
-0.96
-0.94
-0.92
-0.90
-0.88
-0.86
-0.84
-0.82
-0.80
-0.78
-0.76
-0.74
-0.72
-0.70
-0.68
-0.66
-0.64
-0.62
-0.60
-0.58
-0.56
-0.54
-0.52
-0.50
-0.48
-0.46
-0.44
-0.42
-0.40
-0.38
-0.36
-0.34
-0.32
-0.30
-0.28
-0.26
-0.24
-0.22
-0.20
-0.18
-0.16
-0.14
-0.12
-0.10
-0.08
-0.06
-0.04
-0.02
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
2.76
2.78
2.80
2.82
2.84
2.86
2.88
2.90
2.92
2.94
2.96
2.98
3.00
-3
0
3
y
using Gadfly, DataFrames
set_default_plot_size(21cm, 8cm)
p1 = plot(x=[0, 1, 1, 2, 2, 3, 3, 2, 2, 1, 1, 0, 4, 5, 5, 4],
y=[0, 0, 1, 1, 0, 0, 3, 3, 2, 2, 3, 3, 0, 0, 3, 3],
group=reduce(vcat, fill.(["H", "I"], [12,4])),
Geom.polygon(preserve_order=true, fill=true))
Dps = reduce(vcat, [DataFrame(x=[1, 5, 5, 1].+d, y=[14, 14, 10, 10].-d, id=d+1) for d in 0:9])
p2 = plot(Dps, x=:x, y=:y, color=:id, alpha=[0.3], linestyle=[:dash],
Geom.polygon(fill=true), Scale.color_discrete,
Theme(line_width=2pt, lowlight_color=identity, discrete_highlight_color=identity))
hstack(p1, p2)
x
0
5
10
15
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
10.05
10.10
10.15
10.20
10.25
10.30
10.35
10.40
10.45
10.50
10.55
10.60
10.65
10.70
10.75
10.80
10.85
10.90
10.95
11.00
11.05
11.10
11.15
11.20
11.25
11.30
11.35
11.40
11.45
11.50
11.55
11.60
11.65
11.70
11.75
11.80
11.85
11.90
11.95
12.00
12.05
12.10
12.15
12.20
12.25
12.30
12.35
12.40
12.45
12.50
12.55
12.60
12.65
12.70
12.75
12.80
12.85
12.90
12.95
13.00
13.05
13.10
13.15
13.20
13.25
13.30
13.35
13.40
13.45
13.50
13.55
13.60
13.65
13.70
13.75
13.80
13.85
13.90
13.95
14.00
14.05
14.10
14.15
14.20
14.25
14.30
14.35
14.40
14.45
14.50
14.55
14.60
14.65
14.70
14.75
14.80
14.85
14.90
14.95
15.00
0
20
1
2
3
4
5
6
7
8
9
10
id
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
5
10
15
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
10.05
10.10
10.15
10.20
10.25
10.30
10.35
10.40
10.45
10.50
10.55
10.60
10.65
10.70
10.75
10.80
10.85
10.90
10.95
11.00
11.05
11.10
11.15
11.20
11.25
11.30
11.35
11.40
11.45
11.50
11.55
11.60
11.65
11.70
11.75
11.80
11.85
11.90
11.95
12.00
12.05
12.10
12.15
12.20
12.25
12.30
12.35
12.40
12.45
12.50
12.55
12.60
12.65
12.70
12.75
12.80
12.85
12.90
12.95
13.00
13.05
13.10
13.15
13.20
13.25
13.30
13.35
13.40
13.45
13.50
13.55
13.60
13.65
13.70
13.75
13.80
13.85
13.90
13.95
14.00
14.05
14.10
14.15
14.20
14.25
14.30
14.35
14.40
14.45
14.50
14.55
14.60
14.65
14.70
14.75
14.80
14.85
14.90
14.95
15.00
0
20
y
x
0
1
2
3
4
5
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
2.76
2.78
2.80
2.82
2.84
2.86
2.88
2.90
2.92
2.94
2.96
2.98
3.00
3.02
3.04
3.06
3.08
3.10
3.12
3.14
3.16
3.18
3.20
3.22
3.24
3.26
3.28
3.30
3.32
3.34
3.36
3.38
3.40
3.42
3.44
3.46
3.48
3.50
3.52
3.54
3.56
3.58
3.60
3.62
3.64
3.66
3.68
3.70
3.72
3.74
3.76
3.78
3.80
3.82
3.84
3.86
3.88
3.90
3.92
3.94
3.96
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
0
5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
1
2
3
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
0.00
0.01
0.02
0.03
0.04
0.05
0.06
0.07
0.08
0.09
0.10
0.11
0.12
0.13
0.14
0.15
0.16
0.17
0.18
0.19
0.20
0.21
0.22
0.23
0.24
0.25
0.26
0.27
0.28
0.29
0.30
0.31
0.32
0.33
0.34
0.35
0.36
0.37
0.38
0.39
0.40
0.41
0.42
0.43
0.44
0.45
0.46
0.47
0.48
0.49
0.50
0.51
0.52
0.53
0.54
0.55
0.56
0.57
0.58
0.59
0.60
0.61
0.62
0.63
0.64
0.65
0.66
0.67
0.68
0.69
0.70
0.71
0.72
0.73
0.74
0.75
0.76
0.77
0.78
0.79
0.80
0.81
0.82
0.83
0.84
0.85
0.86
0.87
0.88
0.89
0.90
0.91
0.92
0.93
0.94
0.95
0.96
0.97
0.98
0.99
1.00
1.01
1.02
1.03
1.04
1.05
1.06
1.07
1.08
1.09
1.10
1.11
1.12
1.13
1.14
1.15
1.16
1.17
1.18
1.19
1.20
1.21
1.22
1.23
1.24
1.25
1.26
1.27
1.28
1.29
1.30
1.31
1.32
1.33
1.34
1.35
1.36
1.37
1.38
1.39
1.40
1.41
1.42
1.43
1.44
1.45
1.46
1.47
1.48
1.49
1.50
1.51
1.52
1.53
1.54
1.55
1.56
1.57
1.58
1.59
1.60
1.61
1.62
1.63
1.64
1.65
1.66
1.67
1.68
1.69
1.70
1.71
1.72
1.73
1.74
1.75
1.76
1.77
1.78
1.79
1.80
1.81
1.82
1.83
1.84
1.85
1.86
1.87
1.88
1.89
1.90
1.91
1.92
1.93
1.94
1.95
1.96
1.97
1.98
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
0
3
y
using Gadfly, DataFrames
set_default_plot_size(21cm, 8cm)
x1, y1, w1 = 0.5:10, rand(10), 0.09.+0.4*rand(10)
D = DataFrame(x=x1, y=rand(x1, 10), y1=y1, x2=x1.+w1, y2=y1.+w1, c=0:9)
p1 = plot(D, xmin=:x, ymin=:y1, xmax=:x2, ymax=:y2, color=[colorant"green"],
alpha=1:10, Geom.rect, Scale.alpha_discrete)
p2 = plot(D, xmin=:x, ymin=:y1, xmax=:x2, ymax=:y2, color=:c, alpha=[0.7],
Geom.rect, Guide.ylabel(nothing))
p3 = plot(D, x=:x, y=:y, color=:c, alpha=[0.5], Geom.rectbin, Scale.color_discrete)
hstack(p1, p2, p3)
x
0
5
10
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
0
10
0
1
2
3
4
5
6
7
8
9
c
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
5
10
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
0
10
y
x
0
5
10
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
0
10
10.0
0.0
2.5
5.0
7.5
c
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0
0.5
1.0
1.5
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
0.000
0.005
0.010
0.015
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0.030
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0.040
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0.050
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0.070
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1.280
1.285
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1.300
1.305
1.310
1.315
1.320
1.325
1.330
1.335
1.340
1.345
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1.360
1.365
1.370
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1.380
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1.400
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1.465
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1.495
1.500
0
2
x
0
5
10
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
0
10
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0
0.5
1.0
1.5
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
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0.55
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0.95
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1.380
1.385
1.390
1.395
1.400
1.405
1.410
1.415
1.420
1.425
1.430
1.435
1.440
1.445
1.450
1.455
1.460
1.465
1.470
1.475
1.480
1.485
1.490
1.495
1.500
0
2
y1
using Gadfly, DataFrames, RDatasets
set_default_plot_size(14cm, 8cm)
plot(dataset("Zelig", "macro"), x="Year", y="Country", color="GDP", Geom.rectbin)
Year
1960
1970
1980
1990
2000
1960
1962
1964
1966
1968
1970
1972
1974
1976
1978
1980
1982
1984
1986
1988
1990
1992
1994
1996
1998
2000
1960.0
1960.2
1960.4
1960.6
1960.8
1961.0
1961.2
1961.4
1961.6
1961.8
1962.0
1962.2
1962.4
1962.6
1962.8
1963.0
1963.2
1963.4
1963.6
1963.8
1964.0
1964.2
1964.4
1964.6
1964.8
1965.0
1965.2
1965.4
1965.6
1965.8
1966.0
1966.2
1966.4
1966.6
1966.8
1967.0
1967.2
1967.4
1967.6
1967.8
1968.0
1968.2
1968.4
1968.6
1968.8
1969.0
1969.2
1969.4
1969.6
1969.8
1970.0
1970.2
1970.4
1970.6
1970.8
1971.0
1971.2
1971.4
1971.6
1971.8
1972.0
1972.2
1972.4
1972.6
1972.8
1973.0
1973.2
1973.4
1973.6
1973.8
1974.0
1974.2
1974.4
1974.6
1974.8
1975.0
1975.2
1975.4
1975.6
1975.8
1976.0
1976.2
1976.4
1976.6
1976.8
1977.0
1977.2
1977.4
1977.6
1977.8
1978.0
1978.2
1978.4
1978.6
1978.8
1979.0
1979.2
1979.4
1979.6
1979.8
1980.0
1980.2
1980.4
1980.6
1980.8
1981.0
1981.2
1981.4
1981.6
1981.8
1982.0
1982.2
1982.4
1982.6
1982.8
1983.0
1983.2
1983.4
1983.6
1983.8
1984.0
1984.2
1984.4
1984.6
1984.8
1985.0
1985.2
1985.4
1985.6
1985.8
1986.0
1986.2
1986.4
1986.6
1986.8
1987.0
1987.2
1987.4
1987.6
1987.8
1988.0
1988.2
1988.4
1988.6
1988.8
1989.0
1989.2
1989.4
1989.6
1989.8
1990.0
1990.2
1990.4
1990.6
1990.8
1991.0
1991.2
1991.4
1991.6
1991.8
1992.0
1992.2
1992.4
1992.6
1992.8
1993.0
1993.2
1993.4
1993.6
1993.8
1994.0
1994.2
1994.4
1994.6
1994.8
1995.0
1995.2
1995.4
1995.6
1995.8
1996.0
1996.2
1996.4
1996.6
1996.8
1997.0
1997.2
1997.4
1997.6
1997.8
1998.0
1998.2
1998.4
1998.6
1998.8
1999.0
1999.2
1999.4
1999.6
1999.8
2000.0
1950
2000
15
-5
0
5
10
GDP
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
United States
Canada
United Kingdom
Netherlands
Belgium
France
West Germany
Austria
Italy
Finland
Sweden
Norway
Denmark
Japan
Country
using Gadfly, DataFrames, Distributions
set_default_plot_size(21cm, 8cm)
X, x = [cos.(0:0.1:20) sin.(0:0.1:20)], -4:0.1:4
Da = [DataFrame(x=0:0.1:20, y=X[:,j], ymin=X[:,j].-0.5, ymax=X[:,j].+0.5, f="$f") for (j,f) in enumerate(["cos","sin"])]
Db = [DataFrame(x=x, ymax=pdf.(Normal(μ),x), u="μ=$μ") for μ in [-1,1] ]
# In the line below, 0.6 is the color opacity
p1 = plot(vcat(Da...), x=:x, y=:y, ymin=:ymin, ymax=:ymax, color=:f,
Geom.line, Geom.ribbon, alpha=[0.6])
p2 = plot(Da[1], x=:y, y=:x, xmin=:ymin, xmax=:ymax, color=[colorant"red"],
Geom.path, Geom.ribbon)
p3 = plot(vcat(Db...), x = :x, y=:ymax, ymin=[0.0], ymax = :ymax,
color = :u, alpha=:u, Theme(alphas=[0.8,0.2]),
Geom.line, Geom.ribbon, Guide.ylabel("Density"),
Guide.colorkey(title="", pos=[2.1,0.6]), Guide.title("Parametric PDF"))
hstack(p1, p2, p3)
x
-4
-2
0
2
4
-4.0
-3.5
-3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
-4.00
-3.95
-3.90
-3.85
-3.80
-3.75
-3.70
-3.65
-3.60
-3.55
-3.50
-3.45
-3.40
-3.35
-3.30
-3.25
-3.20
-3.15
-3.10
-3.05
-3.00
-2.95
-2.90
-2.85
-2.80
-2.75
-2.70
-2.65
-2.60
-2.55
-2.50
-2.45
-2.40
-2.35
-2.30
-2.25
-2.20
-2.15
-2.10
-2.05
-2.00
-1.95
-1.90
-1.85
-1.80
-1.75
-1.70
-1.65
-1.60
-1.55
-1.50
-1.45
-1.40
-1.35
-1.30
-1.25
-1.20
-1.15
-1.10
-1.05
-1.00
-0.95
-0.90
-0.85
-0.80
-0.75
-0.70
-0.65
-0.60
-0.55
-0.50
-0.45
-0.40
-0.35
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
-5
0
5
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
μ=-1
μ=1
0.0
0.1
0.2
0.3
0.4
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.000
0.002
0.004
0.006
0.008
0.010
0.012
0.014
0.016
0.018
0.020
0.022
0.024
0.026
0.028
0.030
0.032
0.034
0.036
0.038
0.040
0.042
0.044
0.046
0.048
0.050
0.052
0.054
0.056
0.058
0.060
0.062
0.064
0.066
0.068
0.070
0.072
0.074
0.076
0.078
0.080
0.082
0.084
0.086
0.088
0.090
0.092
0.094
0.096
0.098
0.100
0.102
0.104
0.106
0.108
0.110
0.112
0.114
0.116
0.118
0.120
0.122
0.124
0.126
0.128
0.130
0.132
0.134
0.136
0.138
0.140
0.142
0.144
0.146
0.148
0.150
0.152
0.154
0.156
0.158
0.160
0.162
0.164
0.166
0.168
0.170
0.172
0.174
0.176
0.178
0.180
0.182
0.184
0.186
0.188
0.190
0.192
0.194
0.196
0.198
0.200
0.202
0.204
0.206
0.208
0.210
0.212
0.214
0.216
0.218
0.220
0.222
0.224
0.226
0.228
0.230
0.232
0.234
0.236
0.238
0.240
0.242
0.244
0.246
0.248
0.250
0.252
0.254
0.256
0.258
0.260
0.262
0.264
0.266
0.268
0.270
0.272
0.274
0.276
0.278
0.280
0.282
0.284
0.286
0.288
0.290
0.292
0.294
0.296
0.298
0.300
0.302
0.304
0.306
0.308
0.310
0.312
0.314
0.316
0.318
0.320
0.322
0.324
0.326
0.328
0.330
0.332
0.334
0.336
0.338
0.340
0.342
0.344
0.346
0.348
0.350
0.352
0.354
0.356
0.358
0.360
0.362
0.364
0.366
0.368
0.370
0.372
0.374
0.376
0.378
0.380
0.382
0.384
0.386
0.388
0.390
0.392
0.394
0.396
0.398
0.400
0.0
0.5
Density
Parametric PDF
y
-2
-1
0
1
2
-2.0
-1.8
-1.6
-1.4
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
-2.00
-1.98
-1.96
-1.94
-1.92
-1.90
-1.88
-1.86
-1.84
-1.82
-1.80
-1.78
-1.76
-1.74
-1.72
-1.70
-1.68
-1.66
-1.64
-1.62
-1.60
-1.58
-1.56
-1.54
-1.52
-1.50
-1.48
-1.46
-1.44
-1.42
-1.40
-1.38
-1.36
-1.34
-1.32
-1.30
-1.28
-1.26
-1.24
-1.22
-1.20
-1.18
-1.16
-1.14
-1.12
-1.10
-1.08
-1.06
-1.04
-1.02
-1.00
-0.98
-0.96
-0.94
-0.92
-0.90
-0.88
-0.86
-0.84
-0.82
-0.80
-0.78
-0.76
-0.74
-0.72
-0.70
-0.68
-0.66
-0.64
-0.62
-0.60
-0.58
-0.56
-0.54
-0.52
-0.50
-0.48
-0.46
-0.44
-0.42
-0.40
-0.38
-0.36
-0.34
-0.32
-0.30
-0.28
-0.26
-0.24
-0.22
-0.20
-0.18
-0.16
-0.14
-0.12
-0.10
-0.08
-0.06
-0.04
-0.02
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
-2
0
2
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
5
10
15
20
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
4.6
4.7
4.8
4.9
5.0
5.1
5.2
5.3
5.4
5.5
5.6
5.7
5.8
5.9
6.0
6.1
6.2
6.3
6.4
6.5
6.6
6.7
6.8
6.9
7.0
7.1
7.2
7.3
7.4
7.5
7.6
7.7
7.8
7.9
8.0
8.1
8.2
8.3
8.4
8.5
8.6
8.7
8.8
8.9
9.0
9.1
9.2
9.3
9.4
9.5
9.6
9.7
9.8
9.9
10.0
10.1
10.2
10.3
10.4
10.5
10.6
10.7
10.8
10.9
11.0
11.1
11.2
11.3
11.4
11.5
11.6
11.7
11.8
11.9
12.0
12.1
12.2
12.3
12.4
12.5
12.6
12.7
12.8
12.9
13.0
13.1
13.2
13.3
13.4
13.5
13.6
13.7
13.8
13.9
14.0
14.1
14.2
14.3
14.4
14.5
14.6
14.7
14.8
14.9
15.0
15.1
15.2
15.3
15.4
15.5
15.6
15.7
15.8
15.9
16.0
16.1
16.2
16.3
16.4
16.5
16.6
16.7
16.8
16.9
17.0
17.1
17.2
17.3
17.4
17.5
17.6
17.7
17.8
17.9
18.0
18.1
18.2
18.3
18.4
18.5
18.6
18.7
18.8
18.9
19.0
19.1
19.2
19.3
19.4
19.5
19.6
19.7
19.8
19.9
20.0
0
20
x
x
0
5
10
15
20
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
4.6
4.7
4.8
4.9
5.0
5.1
5.2
5.3
5.4
5.5
5.6
5.7
5.8
5.9
6.0
6.1
6.2
6.3
6.4
6.5
6.6
6.7
6.8
6.9
7.0
7.1
7.2
7.3
7.4
7.5
7.6
7.7
7.8
7.9
8.0
8.1
8.2
8.3
8.4
8.5
8.6
8.7
8.8
8.9
9.0
9.1
9.2
9.3
9.4
9.5
9.6
9.7
9.8
9.9
10.0
10.1
10.2
10.3
10.4
10.5
10.6
10.7
10.8
10.9
11.0
11.1
11.2
11.3
11.4
11.5
11.6
11.7
11.8
11.9
12.0
12.1
12.2
12.3
12.4
12.5
12.6
12.7
12.8
12.9
13.0
13.1
13.2
13.3
13.4
13.5
13.6
13.7
13.8
13.9
14.0
14.1
14.2
14.3
14.4
14.5
14.6
14.7
14.8
14.9
15.0
15.1
15.2
15.3
15.4
15.5
15.6
15.7
15.8
15.9
16.0
16.1
16.2
16.3
16.4
16.5
16.6
16.7
16.8
16.9
17.0
17.1
17.2
17.3
17.4
17.5
17.6
17.7
17.8
17.9
18.0
18.1
18.2
18.3
18.4
18.5
18.6
18.7
18.8
18.9
19.0
19.1
19.2
19.3
19.4
19.5
19.6
19.7
19.8
19.9
20.0
0
20
cos
sin
f
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
-2
-1
0
1
2
-2.0
-1.8
-1.6
-1.4
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
-2.00
-1.98
-1.96
-1.94
-1.92
-1.90
-1.88
-1.86
-1.84
-1.82
-1.80
-1.78
-1.76
-1.74
-1.72
-1.70
-1.68
-1.66
-1.64
-1.62
-1.60
-1.58
-1.56
-1.54
-1.52
-1.50
-1.48
-1.46
-1.44
-1.42
-1.40
-1.38
-1.36
-1.34
-1.32
-1.30
-1.28
-1.26
-1.24
-1.22
-1.20
-1.18
-1.16
-1.14
-1.12
-1.10
-1.08
-1.06
-1.04
-1.02
-1.00
-0.98
-0.96
-0.94
-0.92
-0.90
-0.88
-0.86
-0.84
-0.82
-0.80
-0.78
-0.76
-0.74
-0.72
-0.70
-0.68
-0.66
-0.64
-0.62
-0.60
-0.58
-0.56
-0.54
-0.52
-0.50
-0.48
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-0.30
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-0.04
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0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
-2
0
2
y
using Gadfly, DataFrames, ColorSchemes
set_default_plot_size(21cm, 8cm)
n = 1000
x, y = cumsum(randn(n)), cumsum(randn(n))
D1 = DataFrame(x1=x[1:end-1], y1=y[1:end-1], x2=x[2:end], y2=y[2:end], colv=1:n-1)
palettef(c::Float64) = get(ColorSchemes.viridis, c)
a = range(0, stop=7π/4, length=8)+ 0.2*randn(8)
D2 = [DataFrame(x2=x, y2=x, x=x.+sin.(a)/r, y=x.+r*cos.(a),
ls=rand(["A","A","B"], 8)) for (x,r) in zip([1,-1], [0.4,0.3])]
p1 = plot(D1, x=:x1, y=:y1, xend=:x2, yend=:y2,
color=:colv, Geom.segment, Coord.cartesian(fixed=true),
Scale.color_continuous(colormap=palettef, minvalue=0, maxvalue=1000)
)
p2 = plot(vcat(D2...), x=:x, y=:y, xend=:x2, yend=:y2,
color=:x2, linestyle=:ls, Geom.point, Geom.segment,
Scale.linestyle_discrete(levels=["A","B"]),
Scale.color_discrete, Theme(key_position=:none, point_size=3.5pt))
hstack(p1, p2)
x
-6
-4
-2
0
2
4
-6.0
-5.5
-5.0
-4.5
-4.0
-3.5
-3.0
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-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
-6.00
-5.95
-5.90
-5.85
-5.80
-5.75
-5.70
-5.65
-5.60
-5.55
-5.50
-5.45
-5.40
-5.35
-5.30
-5.25
-5.20
-5.15
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-5.00
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-4.40
-4.35
-4.30
-4.25
-4.20
-4.15
-4.10
-4.05
-4.00
-3.95
-3.90
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-3.65
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-3.55
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-3.40
-3.35
-3.30
-3.25
-3.20
-3.15
-3.10
-3.05
-3.00
-2.95
-2.90
-2.85
-2.80
-2.75
-2.70
-2.65
-2.60
-2.55
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-2.45
-2.40
-2.35
-2.30
-2.25
-2.20
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-2.10
-2.05
-2.00
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-1.90
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-1.65
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-1.30
-1.25
-1.20
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-0.45
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-0.35
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
-10
-5
0
5
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-4.288049480013637-0.9507179749040826
-3.578620332787366-1.1901073621736364
-0.6476361092793925-1.2983191269043632
1.2367785697964169-1.2224280899539577
2.2905305831158076-0.9520780979009149
1.3238250578937976-0.7849216874892553
-0.909467198133535-0.7001106689535816
-0.442835609977968671.3266597163808775
-1.46603711001022761.0657093667945565
-0.93396524959052420.7465235171018181
1.26427291804045550.6022411641275158
2.67758392734731250.703429213394723
3.46789793733685551.0638958694654468
2.7428687934203481.2867710833476598
1.06789960139984871.3998524413952245
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
-2
-1
0
1
2
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-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
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0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
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1.18
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1.26
1.28
1.30
1.32
1.34
1.36
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1.40
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1.48
1.50
1.52
1.54
1.56
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1.60
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1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
-2
0
2
y
x1
-50
0
50
100
-50
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-25
-20
-15
-10
-5
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
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-3.5
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-2.0
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0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
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78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
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89.0
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90.0
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97.5
98.0
98.5
99.0
99.5
100.0
-100
0
100
1000
500
0
colv
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
-40
-30
-20
-10
0
10
-40
-38
-36
-34
-32
-30
-28
-26
-24
-22
-20
-18
-16
-14
-12
-10
-8
-6
-4
-2
0
2
4
6
8
10
-40.0
-39.8
-39.6
-39.4
-39.2
-39.0
-38.8
-38.6
-38.4
-38.2
-38.0
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-37.6
-37.4
-37.2
-37.0
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-36.6
-36.4
-36.2
-36.0
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-35.6
-35.4
-35.2
-35.0
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-34.2
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-33.4
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1.2
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2.0
2.2
2.4
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2.8
3.0
3.2
3.4
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3.8
4.0
4.2
4.4
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5.0
5.2
5.4
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6.0
6.2
6.4
6.6
6.8
7.0
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7.4
7.6
7.8
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8.2
8.4
8.6
8.8
9.0
9.2
9.4
9.6
9.8
10.0
-40
-20
0
20
y1
using Gadfly, RDatasets
set_default_plot_size(21cm, 8cm)
x_data = 0.0:0.1:2.0
y_data = x_data.^2 + rand(length(x_data))
p1 = plot(x=x_data, y=y_data, Geom.point, Geom.smooth(method=:loess,smoothing=0.9))
p2 = plot(x=x_data, y=y_data, Geom.point, Geom.smooth(method=:loess,smoothing=0.2))
hstack(p1,p2)
x
0.0
0.5
1.0
1.5
2.0
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
0.00
0.01
0.02
0.03
0.04
0.05
0.06
0.07
0.08
0.09
0.10
0.11
0.12
0.13
0.14
0.15
0.16
0.17
0.18
0.19
0.20
0.21
0.22
0.23
0.24
0.25
0.26
0.27
0.28
0.29
0.30
0.31
0.32
0.33
0.34
0.35
0.36
0.37
0.38
0.39
0.40
0.41
0.42
0.43
0.44
0.45
0.46
0.47
0.48
0.49
0.50
0.51
0.52
0.53
0.54
0.55
0.56
0.57
0.58
0.59
0.60
0.61
0.62
0.63
0.64
0.65
0.66
0.67
0.68
0.69
0.70
0.71
0.72
0.73
0.74
0.75
0.76
0.77
0.78
0.79
0.80
0.81
0.82
0.83
0.84
0.85
0.86
0.87
0.88
0.89
0.90
0.91
0.92
0.93
0.94
0.95
0.96
0.97
0.98
0.99
1.00
1.01
1.02
1.03
1.04
1.05
1.06
1.07
1.08
1.09
1.10
1.11
1.12
1.13
1.14
1.15
1.16
1.17
1.18
1.19
1.20
1.21
1.22
1.23
1.24
1.25
1.26
1.27
1.28
1.29
1.30
1.31
1.32
1.33
1.34
1.35
1.36
1.37
1.38
1.39
1.40
1.41
1.42
1.43
1.44
1.45
1.46
1.47
1.48
1.49
1.50
1.51
1.52
1.53
1.54
1.55
1.56
1.57
1.58
1.59
1.60
1.61
1.62
1.63
1.64
1.65
1.66
1.67
1.68
1.69
1.70
1.71
1.72
1.73
1.74
1.75
1.76
1.77
1.78
1.79
1.80
1.81
1.82
1.83
1.84
1.85
1.86
1.87
1.88
1.89
1.90
1.91
1.92
1.93
1.94
1.95
1.96
1.97
1.98
1.99
2.00
0
2
2.04.251525681745181
1.93.988794381394381
1.83.6804929878566197
1.73.6526701404262605
1.63.3237386764121446
1.52.819896811941969
1.41.964313022551003
1.31.8123491212849605
1.21.5527385905213618
1.11.2257711833500695
1.01.2621781878838503
0.91.1625343453886026
0.81.5969581408907456
0.71.160269079389646
0.60.9832009069779083
0.50.2917630806337793
0.41.0410376907720758
0.30.5057976113752234
0.20.9603705079573339
0.10.8805506873636589
0.00.5670949795049859
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
1
2
3
4
5
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
2.76
2.78
2.80
2.82
2.84
2.86
2.88
2.90
2.92
2.94
2.96
2.98
3.00
3.02
3.04
3.06
3.08
3.10
3.12
3.14
3.16
3.18
3.20
3.22
3.24
3.26
3.28
3.30
3.32
3.34
3.36
3.38
3.40
3.42
3.44
3.46
3.48
3.50
3.52
3.54
3.56
3.58
3.60
3.62
3.64
3.66
3.68
3.70
3.72
3.74
3.76
3.78
3.80
3.82
3.84
3.86
3.88
3.90
3.92
3.94
3.96
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
0
5
y
x
0.0
0.5
1.0
1.5
2.0
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
0.00
0.01
0.02
0.03
0.04
0.05
0.06
0.07
0.08
0.09
0.10
0.11
0.12
0.13
0.14
0.15
0.16
0.17
0.18
0.19
0.20
0.21
0.22
0.23
0.24
0.25
0.26
0.27
0.28
0.29
0.30
0.31
0.32
0.33
0.34
0.35
0.36
0.37
0.38
0.39
0.40
0.41
0.42
0.43
0.44
0.45
0.46
0.47
0.48
0.49
0.50
0.51
0.52
0.53
0.54
0.55
0.56
0.57
0.58
0.59
0.60
0.61
0.62
0.63
0.64
0.65
0.66
0.67
0.68
0.69
0.70
0.71
0.72
0.73
0.74
0.75
0.76
0.77
0.78
0.79
0.80
0.81
0.82
0.83
0.84
0.85
0.86
0.87
0.88
0.89
0.90
0.91
0.92
0.93
0.94
0.95
0.96
0.97
0.98
0.99
1.00
1.01
1.02
1.03
1.04
1.05
1.06
1.07
1.08
1.09
1.10
1.11
1.12
1.13
1.14
1.15
1.16
1.17
1.18
1.19
1.20
1.21
1.22
1.23
1.24
1.25
1.26
1.27
1.28
1.29
1.30
1.31
1.32
1.33
1.34
1.35
1.36
1.37
1.38
1.39
1.40
1.41
1.42
1.43
1.44
1.45
1.46
1.47
1.48
1.49
1.50
1.51
1.52
1.53
1.54
1.55
1.56
1.57
1.58
1.59
1.60
1.61
1.62
1.63
1.64
1.65
1.66
1.67
1.68
1.69
1.70
1.71
1.72
1.73
1.74
1.75
1.76
1.77
1.78
1.79
1.80
1.81
1.82
1.83
1.84
1.85
1.86
1.87
1.88
1.89
1.90
1.91
1.92
1.93
1.94
1.95
1.96
1.97
1.98
1.99
2.00
0
2
2.04.251525681745181
1.93.988794381394381
1.83.6804929878566197
1.73.6526701404262605
1.63.3237386764121446
1.52.819896811941969
1.41.964313022551003
1.31.8123491212849605
1.21.5527385905213618
1.11.2257711833500695
1.01.2621781878838503
0.91.1625343453886026
0.81.5969581408907456
0.71.160269079389646
0.60.9832009069779083
0.50.2917630806337793
0.41.0410376907720758
0.30.5057976113752234
0.20.9603705079573339
0.10.8805506873636589
0.00.5670949795049859
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
1
2
3
4
5
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
3.8
4.0
4.2
4.4
4.6
4.8
5.0
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
2.02
2.04
2.06
2.08
2.10
2.12
2.14
2.16
2.18
2.20
2.22
2.24
2.26
2.28
2.30
2.32
2.34
2.36
2.38
2.40
2.42
2.44
2.46
2.48
2.50
2.52
2.54
2.56
2.58
2.60
2.62
2.64
2.66
2.68
2.70
2.72
2.74
2.76
2.78
2.80
2.82
2.84
2.86
2.88
2.90
2.92
2.94
2.96
2.98
3.00
3.02
3.04
3.06
3.08
3.10
3.12
3.14
3.16
3.18
3.20
3.22
3.24
3.26
3.28
3.30
3.32
3.34
3.36
3.38
3.40
3.42
3.44
3.46
3.48
3.50
3.52
3.54
3.56
3.58
3.60
3.62
3.64
3.66
3.68
3.70
3.72
3.74
3.76
3.78
3.80
3.82
3.84
3.86
3.88
3.90
3.92
3.94
3.96
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
0
5
y
using Gadfly, Random
set_default_plot_size(14cm, 8cm)
Random.seed!(1234)
plot(x=rand(25), y=rand(25), Geom.step)
x
0.0
0.5
1.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
0.000
0.005
0.010
0.015
0.020
0.025
0.030
0.035
0.040
0.045
0.050
0.055
0.060
0.065
0.070
0.075
0.080
0.085
0.090
0.095
0.100
0.105
0.110
0.115
0.120
0.125
0.130
0.135
0.140
0.145
0.150
0.155
0.160
0.165
0.170
0.175
0.180
0.185
0.190
0.195
0.200
0.205
0.210
0.215
0.220
0.225
0.230
0.235
0.240
0.245
0.250
0.255
0.260
0.265
0.270
0.275
0.280
0.285
0.290
0.295
0.300
0.305
0.310
0.315
0.320
0.325
0.330
0.335
0.340
0.345
0.350
0.355
0.360
0.365
0.370
0.375
0.380
0.385
0.390
0.395
0.400
0.405
0.410
0.415
0.420
0.425
0.430
0.435
0.440
0.445
0.450
0.455
0.460
0.465
0.470
0.475
0.480
0.485
0.490
0.495
0.500
0.505
0.510
0.515
0.520
0.525
0.530
0.535
0.540
0.545
0.550
0.555
0.560
0.565
0.570
0.575
0.580
0.585
0.590
0.595
0.600
0.605
0.610
0.615
0.620
0.625
0.630
0.635
0.640
0.645
0.650
0.655
0.660
0.665
0.670
0.675
0.680
0.685
0.690
0.695
0.700
0.705
0.710
0.715
0.720
0.725
0.730
0.735
0.740
0.745
0.750
0.755
0.760
0.765
0.770
0.775
0.780
0.785
0.790
0.795
0.800
0.805
0.810
0.815
0.820
0.825
0.830
0.835
0.840
0.845
0.850
0.855
0.860
0.865
0.870
0.875
0.880
0.885
0.890
0.895
0.900
0.905
0.910
0.915
0.920
0.925
0.930
0.935
0.940
0.945
0.950
0.955
0.960
0.965
0.970
0.975
0.980
0.985
0.990
0.995
1.000
0
1
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0.0
0.5
1.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
0.000
0.005
0.010
0.015
0.020
0.025
0.030
0.035
0.040
0.045
0.050
0.055
0.060
0.065
0.070
0.075
0.080
0.085
0.090
0.095
0.100
0.105
0.110
0.115
0.120
0.125
0.130
0.135
0.140
0.145
0.150
0.155
0.160
0.165
0.170
0.175
0.180
0.185
0.190
0.195
0.200
0.205
0.210
0.215
0.220
0.225
0.230
0.235
0.240
0.245
0.250
0.255
0.260
0.265
0.270
0.275
0.280
0.285
0.290
0.295
0.300
0.305
0.310
0.315
0.320
0.325
0.330
0.335
0.340
0.345
0.350
0.355
0.360
0.365
0.370
0.375
0.380
0.385
0.390
0.395
0.400
0.405
0.410
0.415
0.420
0.425
0.430
0.435
0.440
0.445
0.450
0.455
0.460
0.465
0.470
0.475
0.480
0.485
0.490
0.495
0.500
0.505
0.510
0.515
0.520
0.525
0.530
0.535
0.540
0.545
0.550
0.555
0.560
0.565
0.570
0.575
0.580
0.585
0.590
0.595
0.600
0.605
0.610
0.615
0.620
0.625
0.630
0.635
0.640
0.645
0.650
0.655
0.660
0.665
0.670
0.675
0.680
0.685
0.690
0.695
0.700
0.705
0.710
0.715
0.720
0.725
0.730
0.735
0.740
0.745
0.750
0.755
0.760
0.765
0.770
0.775
0.780
0.785
0.790
0.795
0.800
0.805
0.810
0.815
0.820
0.825
0.830
0.835
0.840
0.845
0.850
0.855
0.860
0.865
0.870
0.875
0.880
0.885
0.890
0.895
0.900
0.905
0.910
0.915
0.920
0.925
0.930
0.935
0.940
0.945
0.950
0.955
0.960
0.965
0.970
0.975
0.980
0.985
0.990
0.995
1.000
0
1
y
using Gadfly, RDatasets
set_default_plot_size(21cm, 8cm)
plot(dataset("datasets", "OrchardSprays"),
xgroup="Treatment", x="ColPos", y="RowPos", color="Decrease",
Geom.subplot_grid(Geom.point))
ColPos by Treatment
150
1
50
100
Decrease
A
C
F
G
H
B
E
D
0
2
4
6
8
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
0
10
0
2
4
6
8
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
0
10
0
2
4
6
8
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
0
10
0
2
4
6
8
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
0
10
0
2
4
6
8
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
0
10
0
2
4
6
8
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
0
10
0
2
4
6
8
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
0
10
0
2
4
6
8
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
0
10
8,7
7,5
6,1
5,4
4,2
3,3
2,6
1,8
8,8
7,3
6,2
5,5
4,4
3,6
2,1
1,7
8,2
7,4
6,3
5,8
4,5
3,1
2,7
1,6
8,1
7,2
6,4
5,3
4,6
3,7
2,8
1,5
8,5
7,6
6,8
5,7
4,1
3,2
2,3
1,4
8,4
7,1
6,5
5,6
4,7
3,8
2,2
1,3
8,6
7,8
6,7
5,1
4,3
3,4
2,5
1,2
8,3
7,7
6,6
5,2
4,8
3,5
2,4
1,1
0
2
4
6
8
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
0
10
RowPos
using Gadfly, RDatasets
set_default_plot_size(14cm, 25cm)
plot(dataset("vcd", "Suicide"), xgroup="Sex", ygroup="Method", x="Age", y="Freq",
Geom.subplot_grid(Geom.bar))
Age by Sex
female
male
0
50
100
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
0
50
100
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
0
500
1000
1500
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
850
900
950
1000
1050
1100
1150
1200
1250
1300
1350
1400
1450
1500
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120
125
130
135
140
145
150
155
160
165
170
175
180
185
190
195
200
205
210
215
220
225
230
235
240
245
250
255
260
265
270
275
280
285
290
295
300
305
310
315
320
325
330
335
340
345
350
355
360
365
370
375
380
385
390
395
400
405
410
415
420
425
430
435
440
445
450
455
460
465
470
475
480
485
490
495
500
505
510
515
520
525
530
535
540
545
550
555
560
565
570
575
580
585
590
595
600
605
610
615
620
625
630
635
640
645
650
655
660
665
670
675
680
685
690
695
700
705
710
715
720
725
730
735
740
745
750
755
760
765
770
775
780
785
790
795
800
805
810
815
820
825
830
835
840
845
850
855
860
865
870
875
880
885
890
895
900
905
910
915
920
925
930
935
940
945
950
955
960
965
970
975
980
985
990
995
1000
1005
1010
1015
1020
1025
1030
1035
1040
1045
1050
1055
1060
1065
1070
1075
1080
1085
1090
1095
1100
1105
1110
1115
1120
1125
1130
1135
1140
1145
1150
1155
1160
1165
1170
1175
1180
1185
1190
1195
1200
1205
1210
1215
1220
1225
1230
1235
1240
1245
1250
1255
1260
1265
1270
1275
1280
1285
1290
1295
1300
1305
1310
1315
1320
1325
1330
1335
1340
1345
1350
1355
1360
1365
1370
1375
1380
1385
1390
1395
1400
1405
1410
1415
1420
1425
1430
1435
1440
1445
1450
1455
1460
1465
1470
1475
1480
1485
1490
1495
1500
0
2000
other
0
500
1000
1500
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
850
900
950
1000
1050
1100
1150
1200
1250
1300
1350
1400
1450
1500
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120
125
130
135
140
145
150
155
160
165
170
175
180
185
190
195
200
205
210
215
220
225
230
235
240
245
250
255
260
265
270
275
280
285
290
295
300
305
310
315
320
325
330
335
340
345
350
355
360
365
370
375
380
385
390
395
400
405
410
415
420
425
430
435
440
445
450
455
460
465
470
475
480
485
490
495
500
505
510
515
520
525
530
535
540
545
550
555
560
565
570
575
580
585
590
595
600
605
610
615
620
625
630
635
640
645
650
655
660
665
670
675
680
685
690
695
700
705
710
715
720
725
730
735
740
745
750
755
760
765
770
775
780
785
790
795
800
805
810
815
820
825
830
835
840
845
850
855
860
865
870
875
880
885
890
895
900
905
910
915
920
925
930
935
940
945
950
955
960
965
970
975
980
985
990
995
1000
1005
1010
1015
1020
1025
1030
1035
1040
1045
1050
1055
1060
1065
1070
1075
1080
1085
1090
1095
1100
1105
1110
1115
1120
1125
1130
1135
1140
1145
1150
1155
1160
1165
1170
1175
1180
1185
1190
1195
1200
1205
1210
1215
1220
1225
1230
1235
1240
1245
1250
1255
1260
1265
1270
1275
1280
1285
1290
1295
1300
1305
1310
1315
1320
1325
1330
1335
1340
1345
1350
1355
1360
1365
1370
1375
1380
1385
1390
1395
1400
1405
1410
1415
1420
1425
1430
1435
1440
1445
1450
1455
1460
1465
1470
1475
1480
1485
1490
1495
1500
0
2000
jump
0
500
1000
1500
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
850
900
950
1000
1050
1100
1150
1200
1250
1300
1350
1400
1450
1500
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120
125
130
135
140
145
150
155
160
165
170
175
180
185
190
195
200
205
210
215
220
225
230
235
240
245
250
255
260
265
270
275
280
285
290
295
300
305
310
315
320
325
330
335
340
345
350
355
360
365
370
375
380
385
390
395
400
405
410
415
420
425
430
435
440
445
450
455
460
465
470
475
480
485
490
495
500
505
510
515
520
525
530
535
540
545
550
555
560
565
570
575
580
585
590
595
600
605
610
615
620
625
630
635
640
645
650
655
660
665
670
675
680
685
690
695
700
705
710
715
720
725
730
735
740
745
750
755
760
765
770
775
780
785
790
795
800
805
810
815
820
825
830
835
840
845
850
855
860
865
870
875
880
885
890
895
900
905
910
915
920
925
930
935
940
945
950
955
960
965
970
975
980
985
990
995
1000
1005
1010
1015
1020
1025
1030
1035
1040
1045
1050
1055
1060
1065
1070
1075
1080
1085
1090
1095
1100
1105
1110
1115
1120
1125
1130
1135
1140
1145
1150
1155
1160
1165
1170
1175
1180
1185
1190
1195
1200
1205
1210
1215
1220
1225
1230
1235
1240
1245
1250
1255
1260
1265
1270
1275
1280
1285
1290
1295
1300
1305
1310
1315
1320
1325
1330
1335
1340
1345
1350
1355
1360
1365
1370
1375
1380
1385
1390
1395
1400
1405
1410
1415
1420
1425
1430
1435
1440
1445
1450
1455
1460
1465
1470
1475
1480
1485
1490
1495
1500
0
2000
knife
0
500
1000
1500
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
850
900
950
1000
1050
1100
1150
1200
1250
1300
1350
1400
1450
1500
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120
125
130
135
140
145
150
155
160
165
170
175
180
185
190
195
200
205
210
215
220
225
230
235
240
245
250
255
260
265
270
275
280
285
290
295
300
305
310
315
320
325
330
335
340
345
350
355
360
365
370
375
380
385
390
395
400
405
410
415
420
425
430
435
440
445
450
455
460
465
470
475
480
485
490
495
500
505
510
515
520
525
530
535
540
545
550
555
560
565
570
575
580
585
590
595
600
605
610
615
620
625
630
635
640
645
650
655
660
665
670
675
680
685
690
695
700
705
710
715
720
725
730
735
740
745
750
755
760
765
770
775
780
785
790
795
800
805
810
815
820
825
830
835
840
845
850
855
860
865
870
875
880
885
890
895
900
905
910
915
920
925
930
935
940
945
950
955
960
965
970
975
980
985
990
995
1000
1005
1010
1015
1020
1025
1030
1035
1040
1045
1050
1055
1060
1065
1070
1075
1080
1085
1090
1095
1100
1105
1110
1115
1120
1125
1130
1135
1140
1145
1150
1155
1160
1165
1170
1175
1180
1185
1190
1195
1200
1205
1210
1215
1220
1225
1230
1235
1240
1245
1250
1255
1260
1265
1270
1275
1280
1285
1290
1295
1300
1305
1310
1315
1320
1325
1330
1335
1340
1345
1350
1355
1360
1365
1370
1375
1380
1385
1390
1395
1400
1405
1410
1415
1420
1425
1430
1435
1440
1445
1450
1455
1460
1465
1470
1475
1480
1485
1490
1495
1500
0
2000
gun
0
500
1000
1500
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
850
900
950
1000
1050
1100
1150
1200
1250
1300
1350
1400
1450
1500
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120
125
130
135
140
145
150
155
160
165
170
175
180
185
190
195
200
205
210
215
220
225
230
235
240
245
250
255
260
265
270
275
280
285
290
295
300
305
310
315
320
325
330
335
340
345
350
355
360
365
370
375
380
385
390
395
400
405
410
415
420
425
430
435
440
445
450
455
460
465
470
475
480
485
490
495
500
505
510
515
520
525
530
535
540
545
550
555
560
565
570
575
580
585
590
595
600
605
610
615
620
625
630
635
640
645
650
655
660
665
670
675
680
685
690
695
700
705
710
715
720
725
730
735
740
745
750
755
760
765
770
775
780
785
790
795
800
805
810
815
820
825
830
835
840
845
850
855
860
865
870
875
880
885
890
895
900
905
910
915
920
925
930
935
940
945
950
955
960
965
970
975
980
985
990
995
1000
1005
1010
1015
1020
1025
1030
1035
1040
1045
1050
1055
1060
1065
1070
1075
1080
1085
1090
1095
1100
1105
1110
1115
1120
1125
1130
1135
1140
1145
1150
1155
1160
1165
1170
1175
1180
1185
1190
1195
1200
1205
1210
1215
1220
1225
1230
1235
1240
1245
1250
1255
1260
1265
1270
1275
1280
1285
1290
1295
1300
1305
1310
1315
1320
1325
1330
1335
1340
1345
1350
1355
1360
1365
1370
1375
1380
1385
1390
1395
1400
1405
1410
1415
1420
1425
1430
1435
1440
1445
1450
1455
1460
1465
1470
1475
1480
1485
1490
1495
1500
0
2000
drown
0
500
1000
1500
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
850
900
950
1000
1050
1100
1150
1200
1250
1300
1350
1400
1450
1500
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120
125
130
135
140
145
150
155
160
165
170
175
180
185
190
195
200
205
210
215
220
225
230
235
240
245
250
255
260
265
270
275
280
285
290
295
300
305
310
315
320
325
330
335
340
345
350
355
360
365
370
375
380
385
390
395
400
405
410
415
420
425
430
435
440
445
450
455
460
465
470
475
480
485
490
495
500
505
510
515
520
525
530
535
540
545
550
555
560
565
570
575
580
585
590
595
600
605
610
615
620
625
630
635
640
645
650
655
660
665
670
675
680
685
690
695
700
705
710
715
720
725
730
735
740
745
750
755
760
765
770
775
780
785
790
795
800
805
810
815
820
825
830
835
840
845
850
855
860
865
870
875
880
885
890
895
900
905
910
915
920
925
930
935
940
945
950
955
960
965
970
975
980
985
990
995
1000
1005
1010
1015
1020
1025
1030
1035
1040
1045
1050
1055
1060
1065
1070
1075
1080
1085
1090
1095
1100
1105
1110
1115
1120
1125
1130
1135
1140
1145
1150
1155
1160
1165
1170
1175
1180
1185
1190
1195
1200
1205
1210
1215
1220
1225
1230
1235
1240
1245
1250
1255
1260
1265
1270
1275
1280
1285
1290
1295
1300
1305
1310
1315
1320
1325
1330
1335
1340
1345
1350
1355
1360
1365
1370
1375
1380
1385
1390
1395
1400
1405
1410
1415
1420
1425
1430
1435
1440
1445
1450
1455
1460
1465
1470
1475
1480
1485
1490
1495
1500
0
2000
hang
0
500
1000
1500
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
850
900
950
1000
1050
1100
1150
1200
1250
1300
1350
1400
1450
1500
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120
125
130
135
140
145
150
155
160
165
170
175
180
185
190
195
200
205
210
215
220
225
230
235
240
245
250
255
260
265
270
275
280
285
290
295
300
305
310
315
320
325
330
335
340
345
350
355
360
365
370
375
380
385
390
395
400
405
410
415
420
425
430
435
440
445
450
455
460
465
470
475
480
485
490
495
500
505
510
515
520
525
530
535
540
545
550
555
560
565
570
575
580
585
590
595
600
605
610
615
620
625
630
635
640
645
650
655
660
665
670
675
680
685
690
695
700
705
710
715
720
725
730
735
740
745
750
755
760
765
770
775
780
785
790
795
800
805
810
815
820
825
830
835
840
845
850
855
860
865
870
875
880
885
890
895
900
905
910
915
920
925
930
935
940
945
950
955
960
965
970
975
980
985
990
995
1000
1005
1010
1015
1020
1025
1030
1035
1040
1045
1050
1055
1060
1065
1070
1075
1080
1085
1090
1095
1100
1105
1110
1115
1120
1125
1130
1135
1140
1145
1150
1155
1160
1165
1170
1175
1180
1185
1190
1195
1200
1205
1210
1215
1220
1225
1230
1235
1240
1245
1250
1255
1260
1265
1270
1275
1280
1285
1290
1295
1300
1305
1310
1315
1320
1325
1330
1335
1340
1345
1350
1355
1360
1365
1370
1375
1380
1385
1390
1395
1400
1405
1410
1415
1420
1425
1430
1435
1440
1445
1450
1455
1460
1465
1470
1475
1480
1485
1490
1495
1500
0
2000
toxicgas
0
500
1000
1500
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
850
900
950
1000
1050
1100
1150
1200
1250
1300
1350
1400
1450
1500
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120
125
130
135
140
145
150
155
160
165
170
175
180
185
190
195
200
205
210
215
220
225
230
235
240
245
250
255
260
265
270
275
280
285
290
295
300
305
310
315
320
325
330
335
340
345
350
355
360
365
370
375
380
385
390
395
400
405
410
415
420
425
430
435
440
445
450
455
460
465
470
475
480
485
490
495
500
505
510
515
520
525
530
535
540
545
550
555
560
565
570
575
580
585
590
595
600
605
610
615
620
625
630
635
640
645
650
655
660
665
670
675
680
685
690
695
700
705
710
715
720
725
730
735
740
745
750
755
760
765
770
775
780
785
790
795
800
805
810
815
820
825
830
835
840
845
850
855
860
865
870
875
880
885
890
895
900
905
910
915
920
925
930
935
940
945
950
955
960
965
970
975
980
985
990
995
1000
1005
1010
1015
1020
1025
1030
1035
1040
1045
1050
1055
1060
1065
1070
1075
1080
1085
1090
1095
1100
1105
1110
1115
1120
1125
1130
1135
1140
1145
1150
1155
1160
1165
1170
1175
1180
1185
1190
1195
1200
1205
1210
1215
1220
1225
1230
1235
1240
1245
1250
1255
1260
1265
1270
1275
1280
1285
1290
1295
1300
1305
1310
1315
1320
1325
1330
1335
1340
1345
1350
1355
1360
1365
1370
1375
1380
1385
1390
1395
1400
1405
1410
1415
1420
1425
1430
1435
1440
1445
1450
1455
1460
1465
1470
1475
1480
1485
1490
1495
1500
0
2000
cookgas
0
500
1000
1500
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
850
900
950
1000
1050
1100
1150
1200
1250
1300
1350
1400
1450
1500
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120
125
130
135
140
145
150
155
160
165
170
175
180
185
190
195
200
205
210
215
220
225
230
235
240
245
250
255
260
265
270
275
280
285
290
295
300
305
310
315
320
325
330
335
340
345
350
355
360
365
370
375
380
385
390
395
400
405
410
415
420
425
430
435
440
445
450
455
460
465
470
475
480
485
490
495
500
505
510
515
520
525
530
535
540
545
550
555
560
565
570
575
580
585
590
595
600
605
610
615
620
625
630
635
640
645
650
655
660
665
670
675
680
685
690
695
700
705
710
715
720
725
730
735
740
745
750
755
760
765
770
775
780
785
790
795
800
805
810
815
820
825
830
835
840
845
850
855
860
865
870
875
880
885
890
895
900
905
910
915
920
925
930
935
940
945
950
955
960
965
970
975
980
985
990
995
1000
1005
1010
1015
1020
1025
1030
1035
1040
1045
1050
1055
1060
1065
1070
1075
1080
1085
1090
1095
1100
1105
1110
1115
1120
1125
1130
1135
1140
1145
1150
1155
1160
1165
1170
1175
1180
1185
1190
1195
1200
1205
1210
1215
1220
1225
1230
1235
1240
1245
1250
1255
1260
1265
1270
1275
1280
1285
1290
1295
1300
1305
1310
1315
1320
1325
1330
1335
1340
1345
1350
1355
1360
1365
1370
1375
1380
1385
1390
1395
1400
1405
1410
1415
1420
1425
1430
1435
1440
1445
1450
1455
1460
1465
1470
1475
1480
1485
1490
1495
1500
0
2000
poison
Freq by Method
using Gadfly, RDatasets, DataFrames
set_default_plot_size(14cm, 8cm)
iris = dataset("datasets", "iris")
sp = unique(iris.Species)
Dhl = DataFrame(yint=[3.0, 4.0, 2.5, 3.5, 2.5, 4.0], Species=repeat(sp, inner=[2]) )
# Try this one too:
# Dhl = DataFrame(yint=[3.0, 4.0, 2.5, 3.5], Species=repeat(sp[1:2], inner=[2]) )
plot(iris, xgroup=:Species, x=:SepalLength, y=:SepalWidth,
Geom.subplot_grid(layer(Geom.point),
layer(Dhl, xgroup=:Species, yintercept=:yint,
Geom.hline(color="red", style=:dot))))
SepalLength by Species
virginica
versicolor
setosa
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
5.9,3.0
6.2,3.4
6.5,3.0
6.3,2.5
6.7,3.0
6.7,3.3
6.8,3.2
5.8,2.7
6.9,3.1
6.7,3.1
6.9,3.1
6.0,3.0
6.4,3.1
6.3,3.4
7.7,3.0
6.1,2.6
6.3,2.8
6.4,2.8
7.9,3.8
7.4,2.8
7.2,3.0
6.4,2.8
6.1,3.0
6.2,2.8
7.2,3.2
6.7,3.3
6.3,2.7
7.7,2.8
5.6,2.8
6.9,3.2
6.0,2.2
7.7,2.6
7.7,3.8
6.5,3.0
6.4,3.2
5.8,2.8
5.7,2.5
6.8,3.0
6.4,2.7
6.5,3.2
7.2,3.6
6.7,2.5
7.3,2.9
4.9,2.5
7.6,3.0
6.5,3.0
6.3,2.9
7.1,3.0
5.8,2.7
6.3,3.3
5.7,2.8
5.1,2.5
6.2,2.9
5.7,2.9
5.7,3.0
5.6,2.7
5.0,2.3
5.8,2.6
6.1,3.0
5.5,2.6
5.5,2.5
5.6,3.0
6.3,2.3
6.7,3.1
6.0,3.4
5.4,3.0
6.0,2.7
5.8,2.7
5.5,2.4
5.5,2.4
5.7,2.6
6.0,2.9
6.7,3.0
6.8,2.8
6.6,3.0
6.4,2.9
6.1,2.8
6.3,2.5
6.1,2.8
5.9,3.2
5.6,2.5
6.2,2.2
5.8,2.7
5.6,3.0
6.7,3.1
5.6,2.9
6.1,2.9
6.0,2.2
5.9,3.0
5.0,2.0
5.2,2.7
6.6,2.9
4.9,2.4
6.3,3.3
5.7,2.8
6.5,2.8
5.5,2.3
6.9,3.1
6.4,3.2
7.0,3.2
5.0,3.3
5.3,3.7
4.6,3.2
5.1,3.8
4.8,3.0
5.1,3.8
5.0,3.5
4.4,3.2
4.5,2.3
5.0,3.5
5.1,3.4
4.4,3.0
4.9,3.6
5.5,3.5
5.0,3.2
4.9,3.1
5.5,4.2
5.2,4.1
5.4,3.4
4.8,3.1
4.7,3.2
5.2,3.4
5.2,3.5
5.0,3.4
5.0,3.0
4.8,3.4
5.1,3.3
4.6,3.6
5.1,3.7
5.4,3.4
5.1,3.8
5.7,3.8
5.1,3.5
5.4,3.9
5.7,4.4
5.8,4.0
4.3,3.0
4.8,3.0
4.8,3.4
5.4,3.7
4.9,3.1
4.4,2.9
5.0,3.4
4.6,3.4
5.4,3.9
5.0,3.6
4.6,3.1
4.7,3.2
4.9,3.0
5.1,3.5
2.0
2.5
3.0
3.5
4.0
4.5
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
3.01
3.02
3.03
3.04
3.05
3.06
3.07
3.08
3.09
3.10
3.11
3.12
3.13
3.14
3.15
3.16
3.17
3.18
3.19
3.20
3.21
3.22
3.23
3.24
3.25
3.26
3.27
3.28
3.29
3.30
3.31
3.32
3.33
3.34
3.35
3.36
3.37
3.38
3.39
3.40
3.41
3.42
3.43
3.44
3.45
3.46
3.47
3.48
3.49
3.50
3.51
3.52
3.53
3.54
3.55
3.56
3.57
3.58
3.59
3.60
3.61
3.62
3.63
3.64
3.65
3.66
3.67
3.68
3.69
3.70
3.71
3.72
3.73
3.74
3.75
3.76
3.77
3.78
3.79
3.80
3.81
3.82
3.83
3.84
3.85
3.86
3.87
3.88
3.89
3.90
3.91
3.92
3.93
3.94
3.95
3.96
3.97
3.98
3.99
4.00
4.01
4.02
4.03
4.04
4.05
4.06
4.07
4.08
4.09
4.10
4.11
4.12
4.13
4.14
4.15
4.16
4.17
4.18
4.19
4.20
4.21
4.22
4.23
4.24
4.25
4.26
4.27
4.28
4.29
4.30
4.31
4.32
4.33
4.34
4.35
4.36
4.37
4.38
4.39
4.40
4.41
4.42
4.43
4.44
4.45
4.46
4.47
4.48
4.49
4.50
2
3
4
5
SepalWidth
using Gadfly, RDatasets, DataFrames
set_default_plot_size(14cm, 8cm)
iris = dataset("datasets", "iris")
sp = unique(iris.Species)
Dhl = DataFrame(yint=[3.0, 4.0, 2.5, 3.5, 2.5, 4.0], Species=repeat(sp, inner=[2]) )
plot(iris, xgroup=:Species,
Geom.subplot_grid(layer(x=:SepalLength, y=:SepalWidth, Geom.point),
layer(Dhl, xgroup=:Species, yintercept=:yint,
Geom.hline(color="red", style=:dot))),
Guide.xlabel("Xlabel"), Guide.ylabel("Ylabel"))
Xlabel
virginica
versicolor
setosa
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
4
5
6
7
8
4.0
4.2
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
7.6
7.8
8.0
3.98
4.00
4.02
4.04
4.06
4.08
4.10
4.12
4.14
4.16
4.18
4.20
4.22
4.24
4.26
4.28
4.30
4.32
4.34
4.36
4.38
4.40
4.42
4.44
4.46
4.48
4.50
4.52
4.54
4.56
4.58
4.60
4.62
4.64
4.66
4.68
4.70
4.72
4.74
4.76
4.78
4.80
4.82
4.84
4.86
4.88
4.90
4.92
4.94
4.96
4.98
5.00
5.02
5.04
5.06
5.08
5.10
5.12
5.14
5.16
5.18
5.20
5.22
5.24
5.26
5.28
5.30
5.32
5.34
5.36
5.38
5.40
5.42
5.44
5.46
5.48
5.50
5.52
5.54
5.56
5.58
5.60
5.62
5.64
5.66
5.68
5.70
5.72
5.74
5.76
5.78
5.80
5.82
5.84
5.86
5.88
5.90
5.92
5.94
5.96
5.98
6.00
6.02
6.04
6.06
6.08
6.10
6.12
6.14
6.16
6.18
6.20
6.22
6.24
6.26
6.28
6.30
6.32
6.34
6.36
6.38
6.40
6.42
6.44
6.46
6.48
6.50
6.52
6.54
6.56
6.58
6.60
6.62
6.64
6.66
6.68
6.70
6.72
6.74
6.76
6.78
6.80
6.82
6.84
6.86
6.88
6.90
6.92
6.94
6.96
6.98
7.00
7.02
7.04
7.06
7.08
7.10
7.12
7.14
7.16
7.18
7.20
7.22
7.24
7.26
7.28
7.30
7.32
7.34
7.36
7.38
7.40
7.42
7.44
7.46
7.48
7.50
7.52
7.54
7.56
7.58
7.60
7.62
7.64
7.66
7.68
7.70
7.72
7.74
7.76
7.78
7.80
7.82
7.84
7.86
7.88
7.90
7.92
7.94
7.96
7.98
8.00
4
6
8
5.9,3.0
6.2,3.4
6.5,3.0
6.3,2.5
6.7,3.0
6.7,3.3
6.8,3.2
5.8,2.7
6.9,3.1
6.7,3.1
6.9,3.1
6.0,3.0
6.4,3.1
6.3,3.4
7.7,3.0
6.1,2.6
6.3,2.8
6.4,2.8
7.9,3.8
7.4,2.8
7.2,3.0
6.4,2.8
6.1,3.0
6.2,2.8
7.2,3.2
6.7,3.3
6.3,2.7
7.7,2.8
5.6,2.8
6.9,3.2
6.0,2.2
7.7,2.6
7.7,3.8
6.5,3.0
6.4,3.2
5.8,2.8
5.7,2.5
6.8,3.0
6.4,2.7
6.5,3.2
7.2,3.6
6.7,2.5
7.3,2.9
4.9,2.5
7.6,3.0
6.5,3.0
6.3,2.9
7.1,3.0
5.8,2.7
6.3,3.3
5.7,2.8
5.1,2.5
6.2,2.9
5.7,2.9
5.7,3.0
5.6,2.7
5.0,2.3
5.8,2.6
6.1,3.0
5.5,2.6
5.5,2.5
5.6,3.0
6.3,2.3
6.7,3.1
6.0,3.4
5.4,3.0
6.0,2.7
5.8,2.7
5.5,2.4
5.5,2.4
5.7,2.6
6.0,2.9
6.7,3.0
6.8,2.8
6.6,3.0
6.4,2.9
6.1,2.8
6.3,2.5
6.1,2.8
5.9,3.2
5.6,2.5
6.2,2.2
5.8,2.7
5.6,3.0
6.7,3.1
5.6,2.9
6.1,2.9
6.0,2.2
5.9,3.0
5.0,2.0
5.2,2.7
6.6,2.9
4.9,2.4
6.3,3.3
5.7,2.8
6.5,2.8
5.5,2.3
6.9,3.1
6.4,3.2
7.0,3.2
5.0,3.3
5.3,3.7
4.6,3.2
5.1,3.8
4.8,3.0
5.1,3.8
5.0,3.5
4.4,3.2
4.5,2.3
5.0,3.5
5.1,3.4
4.4,3.0
4.9,3.6
5.5,3.5
5.0,3.2
4.9,3.1
5.5,4.2
5.2,4.1
5.4,3.4
4.8,3.1
4.7,3.2
5.2,3.4
5.2,3.5
5.0,3.4
5.0,3.0
4.8,3.4
5.1,3.3
4.6,3.6
5.1,3.7
5.4,3.4
5.1,3.8
5.7,3.8
5.1,3.5
5.4,3.9
5.7,4.4
5.8,4.0
4.3,3.0
4.8,3.0
4.8,3.4
5.4,3.7
4.9,3.1
4.4,2.9
5.0,3.4
4.6,3.4
5.4,3.9
5.0,3.6
4.6,3.1
4.7,3.2
4.9,3.0
5.1,3.5
2.0
2.5
3.0
3.5
4.0
4.5
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
1.99
2.00
2.01
2.02
2.03
2.04
2.05
2.06
2.07
2.08
2.09
2.10
2.11
2.12
2.13
2.14
2.15
2.16
2.17
2.18
2.19
2.20
2.21
2.22
2.23
2.24
2.25
2.26
2.27
2.28
2.29
2.30
2.31
2.32
2.33
2.34
2.35
2.36
2.37
2.38
2.39
2.40
2.41
2.42
2.43
2.44
2.45
2.46
2.47
2.48
2.49
2.50
2.51
2.52
2.53
2.54
2.55
2.56
2.57
2.58
2.59
2.60
2.61
2.62
2.63
2.64
2.65
2.66
2.67
2.68
2.69
2.70
2.71
2.72
2.73
2.74
2.75
2.76
2.77
2.78
2.79
2.80
2.81
2.82
2.83
2.84
2.85
2.86
2.87
2.88
2.89
2.90
2.91
2.92
2.93
2.94
2.95
2.96
2.97
2.98
2.99
3.00
3.01
3.02
3.03
3.04
3.05
3.06
3.07
3.08
3.09
3.10
3.11
3.12
3.13
3.14
3.15
3.16
3.17
3.18
3.19
3.20
3.21
3.22
3.23
3.24
3.25
3.26
3.27
3.28
3.29
3.30
3.31
3.32
3.33
3.34
3.35
3.36
3.37
3.38
3.39
3.40
3.41
3.42
3.43
3.44
3.45
3.46
3.47
3.48
3.49
3.50
3.51
3.52
3.53
3.54
3.55
3.56
3.57
3.58
3.59
3.60
3.61
3.62
3.63
3.64
3.65
3.66
3.67
3.68
3.69
3.70
3.71
3.72
3.73
3.74
3.75
3.76
3.77
3.78
3.79
3.80
3.81
3.82
3.83
3.84
3.85
3.86
3.87
3.88
3.89
3.90
3.91
3.92
3.93
3.94
3.95
3.96
3.97
3.98
3.99
4.00
4.01
4.02
4.03
4.04
4.05
4.06
4.07
4.08
4.09
4.10
4.11
4.12
4.13
4.14
4.15
4.16
4.17
4.18
4.19
4.20
4.21
4.22
4.23
4.24
4.25
4.26
4.27
4.28
4.29
4.30
4.31
4.32
4.33
4.34
4.35
4.36
4.37
4.38
4.39
4.40
4.41
4.42
4.43
4.44
4.45
4.46
4.47
4.48
4.49
4.50
2
3
4
5
Ylabel
using Gadfly, RDatasets, DataFrames
set_default_plot_size(14cm, 12cm)
widedf = DataFrame(x = 1:10, var1 = 1:10, var2 = (1:10).^2)
longdf = stack(widedf, [:var1, :var2])
p1 = plot(longdf, ygroup="variable", x="x", y="value", Geom.subplot_grid(Geom.point))
p2 = plot(longdf, ygroup="variable", x="x", y="value", Geom.subplot_grid(Geom.point,
free_y_axis=true))
hstack(p1,p2)
x
0.0
2.5
5.0
7.5
10.0
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
0
10
10,100
9,81
8,64
7,49
6,36
5,25
4,16
3,9
2,4
1,1
0
50
100
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
var2
10,10
9,9
8,8
7,7
6,6
5,5
4,4
3,3
2,2
1,1
0.0
2.5
5.0
7.5
10.0
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
0
10
var1
value by variable
x
0.0
2.5
5.0
7.5
10.0
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
1.05
1.10
1.15
1.20
1.25
1.30
1.35
1.40
1.45
1.50
1.55
1.60
1.65
1.70
1.75
1.80
1.85
1.90
1.95
2.00
2.05
2.10
2.15
2.20
2.25
2.30
2.35
2.40
2.45
2.50
2.55
2.60
2.65
2.70
2.75
2.80
2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
3.25
3.30
3.35
3.40
3.45
3.50
3.55
3.60
3.65
3.70
3.75
3.80
3.85
3.90
3.95
4.00
4.05
4.10
4.15
4.20
4.25
4.30
4.35
4.40
4.45
4.50
4.55
4.60
4.65
4.70
4.75
4.80
4.85
4.90
4.95
5.00
5.05
5.10
5.15
5.20
5.25
5.30
5.35
5.40
5.45
5.50
5.55
5.60
5.65
5.70
5.75
5.80
5.85
5.90
5.95
6.00
6.05
6.10
6.15
6.20
6.25
6.30
6.35
6.40
6.45
6.50
6.55
6.60
6.65
6.70
6.75
6.80
6.85
6.90
6.95
7.00
7.05
7.10
7.15
7.20
7.25
7.30
7.35
7.40
7.45
7.50
7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
8.10
8.15
8.20
8.25
8.30
8.35
8.40
8.45
8.50
8.55
8.60
8.65
8.70
8.75
8.80
8.85
8.90
8.95
9.00
9.05
9.10
9.15
9.20
9.25
9.30
9.35
9.40
9.45
9.50
9.55
9.60
9.65
9.70
9.75
9.80
9.85
9.90
9.95
10.00
0
10
10,100
9,81
8,64
7,49
6,36
5,25
4,16
3,9
2,4
1,1
0
50
100
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
var2
10,10
9,9
8,8
7,7
6,6
5,5
4,4
3,3
2,2
1,1
0
50
100
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
11.5
12.0
12.5
13.0
13.5
14.0
14.5
15.0
15.5
16.0
16.5
17.0
17.5
18.0
18.5
19.0
19.5
20.0
20.5
21.0
21.5
22.0
22.5
23.0
23.5
24.0
24.5
25.0
25.5
26.0
26.5
27.0
27.5
28.0
28.5
29.0
29.5
30.0
30.5
31.0
31.5
32.0
32.5
33.0
33.5
34.0
34.5
35.0
35.5
36.0
36.5
37.0
37.5
38.0
38.5
39.0
39.5
40.0
40.5
41.0
41.5
42.0
42.5
43.0
43.5
44.0
44.5
45.0
45.5
46.0
46.5
47.0
47.5
48.0
48.5
49.0
49.5
50.0
50.5
51.0
51.5
52.0
52.5
53.0
53.5
54.0
54.5
55.0
55.5
56.0
56.5
57.0
57.5
58.0
58.5
59.0
59.5
60.0
60.5
61.0
61.5
62.0
62.5
63.0
63.5
64.0
64.5
65.0
65.5
66.0
66.5
67.0
67.5
68.0
68.5
69.0
69.5
70.0
70.5
71.0
71.5
72.0
72.5
73.0
73.5
74.0
74.5
75.0
75.5
76.0
76.5
77.0
77.5
78.0
78.5
79.0
79.5
80.0
80.5
81.0
81.5
82.0
82.5
83.0
83.5
84.0
84.5
85.0
85.5
86.0
86.5
87.0
87.5
88.0
88.5
89.0
89.5
90.0
90.5
91.0
91.5
92.0
92.5
93.0
93.5
94.0
94.5
95.0
95.5
96.0
96.5
97.0
97.5
98.0
98.5
99.0
99.5
100.0
0
100
var1
value by variable
using Gadfly, RDatasets
set_default_plot_size(14cm, 14cm)
seals = RDatasets.dataset("ggplot2","seals")
seals.Latb = seals.Lat + seals.DeltaLat
seals.Longb = seals.Long + seals.DeltaLong
seals.Angle = atan.(seals.DeltaLat, seals.DeltaLong)
coord = Coord.cartesian(xmin=-175.0, xmax=-119, ymin=29, ymax=50)
# Geom.vector also needs scales for both axes:
xsc = Scale.x_continuous(minvalue=-175.0, maxvalue=-119)
ysc = Scale.y_continuous(minvalue=29, maxvalue=50)
colsc = Scale.color_continuous(minvalue=-3, maxvalue=3)
layer1 = layer(seals, x=:Long, y=:Lat, xend=:Longb, yend=:Latb, color=:Angle,
Geom.vector)
plot(layer1, xsc, ysc, colsc, coord)
Long
-200
-150
-100
-50
0
-176
-174
-172
-170
-168
-166
-164
-162
-160
-158
-156
-154
-152
-150
-148
-146
-144
-142
-140
-138
-136
-134
-132
-130
-128
-126
-124
-122
-120
-118
-175.0
-174.8
-174.6
-174.4
-174.2
-174.0
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-147.4
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-146.2
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-145.0
-144.8
-144.6
-144.4
-144.2
-144.0
-143.8
-143.6
-143.4
-143.2
-143.0
-142.8
-142.6
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-142.2
-142.0
-141.8
-141.6
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-140.6
-140.4
-140.2
-140.0
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-139.6
-139.4
-139.2
-139.0
-138.8
-138.6
-138.4
-138.2
-138.0
-137.8
-137.6
-137.4
-137.2
-137.0
-136.8
-136.6
-136.4
-136.2
-136.0
-135.8
-135.6
-135.4
-135.2
-135.0
-134.8
-134.6
-134.4
-134.2
-134.0
-133.8
-133.6
-133.4
-133.2
-133.0
-132.8
-132.6
-132.4
-132.2
-132.0
-131.8
-131.6
-131.4
-131.2
-131.0
-130.8
-130.6
-130.4
-130.2
-130.0
-129.8
-129.6
-129.4
-129.2
-129.0
-128.8
-128.6
-128.4
-128.2
-128.0
-127.8
-127.6
-127.4
-127.2
-127.0
-126.8
-126.6
-126.4
-126.2
-126.0
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-125.4
-125.2
-125.0
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-121.4
-121.2
-121.0
-120.8
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-120.4
-120.2
-120.0
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-119.6
-119.4
-119.2
-119.0
-200
-100
-2
3
1
-1
-3
2
0
Angle
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
25
30
35
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50
29
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31
32
33
34
35
36
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38
39
40
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42
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46
47
48
49
50
29.0
29.1
29.2
29.3
29.4
29.5
29.6
29.7
29.8
29.9
30.0
30.1
30.2
30.3
30.4
30.5
30.6
30.7
30.8
30.9
31.0
31.1
31.2
31.3
31.4
31.5
31.6
31.7
31.8
31.9
32.0
32.1
32.2
32.3
32.4
32.5
32.6
32.7
32.8
32.9
33.0
33.1
33.2
33.3
33.4
33.5
33.6
33.7
33.8
33.9
34.0
34.1
34.2
34.3
34.4
34.5
34.6
34.7
34.8
34.9
35.0
35.1
35.2
35.3
35.4
35.5
35.6
35.7
35.8
35.9
36.0
36.1
36.2
36.3
36.4
36.5
36.6
36.7
36.8
36.9
37.0
37.1
37.2
37.3
37.4
37.5
37.6
37.7
37.8
37.9
38.0
38.1
38.2
38.3
38.4
38.5
38.6
38.7
38.8
38.9
39.0
39.1
39.2
39.3
39.4
39.5
39.6
39.7
39.8
39.9
40.0
40.1
40.2
40.3
40.4
40.5
40.6
40.7
40.8
40.9
41.0
41.1
41.2
41.3
41.4
41.5
41.6
41.7
41.8
41.9
42.0
42.1
42.2
42.3
42.4
42.5
42.6
42.7
42.8
42.9
43.0
43.1
43.2
43.3
43.4
43.5
43.6
43.7
43.8
43.9
44.0
44.1
44.2
44.3
44.4
44.5
44.6
44.7
44.8
44.9
45.0
45.1
45.2
45.3
45.4
45.5
45.6
45.7
45.8
45.9
46.0
46.1
46.2
46.3
46.4
46.5
46.6
46.7
46.8
46.9
47.0
47.1
47.2
47.3
47.4
47.5
47.6
47.7
47.8
47.9
48.0
48.1
48.2
48.3
48.4
48.5
48.6
48.7
48.8
48.9
49.0
49.1
49.2
49.3
49.4
49.5
49.6
49.7
49.8
49.9
50.0
25
50
Lat
using Gadfly, RDatasets
set_default_plot_size(21cm, 8cm)
coord = Coord.cartesian(xmin=-2, xmax=2, ymin=-2, ymax=2)
p1 = plot(coord, z=(x,y)->x*exp(-(x^2+y^2)),
xmin=[-2], xmax=[2], ymin=[-2], ymax=[2],
# or: x=-2:0.25:2.0, y=-2:0.25:2.0,
Geom.vectorfield(scale=0.4, samples=17), Geom.contour(levels=6),
Scale.x_continuous(minvalue=-2.0, maxvalue=2.0),
Scale.y_continuous(minvalue=-2.0, maxvalue=2.0),
Guide.xlabel("x"), Guide.ylabel("y"), Guide.colorkey(title="z"))
volcano = Matrix{Float64}(dataset("datasets", "volcano"))
volc = volcano[1:4:end, 1:4:end]
coord = Coord.cartesian(xmin=1, xmax=22, ymin=1, ymax=16)
p2 = plot(coord, z=volc, x=1.0:22, y=1.0:16,
Geom.vectorfield(scale=0.05), Geom.contour(levels=7),
Scale.x_continuous(minvalue=1.0, maxvalue=22.0),
Scale.y_continuous(minvalue=1.0, maxvalue=16.0),
Guide.xlabel("x"), Guide.ylabel("y"),
Theme(key_position=:none))
hstack(p1,p2)
x
0
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25
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22
0.0
0.1
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0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
4.6
4.7
4.8
4.9
5.0
5.1
5.2
5.3
5.4
5.5
5.6
5.7
5.8
5.9
6.0
6.1
6.2
6.3
6.4
6.5
6.6
6.7
6.8
6.9
7.0
7.1
7.2
7.3
7.4
7.5
7.6
7.7
7.8
7.9
8.0
8.1
8.2
8.3
8.4
8.5
8.6
8.7
8.8
8.9
9.0
9.1
9.2
9.3
9.4
9.5
9.6
9.7
9.8
9.9
10.0
10.1
10.2
10.3
10.4
10.5
10.6
10.7
10.8
10.9
11.0
11.1
11.2
11.3
11.4
11.5
11.6
11.7
11.8
11.9
12.0
12.1
12.2
12.3
12.4
12.5
12.6
12.7
12.8
12.9
13.0
13.1
13.2
13.3
13.4
13.5
13.6
13.7
13.8
13.9
14.0
14.1
14.2
14.3
14.4
14.5
14.6
14.7
14.8
14.9
15.0
15.1
15.2
15.3
15.4
15.5
15.6
15.7
15.8
15.9
16.0
16.1
16.2
16.3
16.4
16.5
16.6
16.7
16.8
16.9
17.0
17.1
17.2
17.3
17.4
17.5
17.6
17.7
17.8
17.9
18.0
18.1
18.2
18.3
18.4
18.5
18.6
18.7
18.8
18.9
19.0
19.1
19.2
19.3
19.4
19.5
19.6
19.7
19.8
19.9
20.0
20.1
20.2
20.3
20.4
20.5
20.6
20.7
20.8
20.9
21.0
21.1
21.2
21.3
21.4
21.5
21.6
21.7
21.8
21.9
22.0
0
25
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
0
5
10
15
20
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
1.8
1.9
2.0
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3.0
3.1
3.2
3.3
3.4
3.5
3.6
3.7
3.8
3.9
4.0
4.1
4.2
4.3
4.4
4.5
4.6
4.7
4.8
4.9
5.0
5.1
5.2
5.3
5.4
5.5
5.6
5.7
5.8
5.9
6.0
6.1
6.2
6.3
6.4
6.5
6.6
6.7
6.8
6.9
7.0
7.1
7.2
7.3
7.4
7.5
7.6
7.7
7.8
7.9
8.0
8.1
8.2
8.3
8.4
8.5
8.6
8.7
8.8
8.9
9.0
9.1
9.2
9.3
9.4
9.5
9.6
9.7
9.8
9.9
10.0
10.1
10.2
10.3
10.4
10.5
10.6
10.7
10.8
10.9
11.0
11.1
11.2
11.3
11.4
11.5
11.6
11.7
11.8
11.9
12.0
12.1
12.2
12.3
12.4
12.5
12.6
12.7
12.8
12.9
13.0
13.1
13.2
13.3
13.4
13.5
13.6
13.7
13.8
13.9
14.0
14.1
14.2
14.3
14.4
14.5
14.6
14.7
14.8
14.9
15.0
15.1
15.2
15.3
15.4
15.5
15.6
15.7
15.8
15.9
16.0
0
20
y
x
-2
-1
0
1
2
-2.0
-1.8
-1.6
-1.4
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
-2.00
-1.98
-1.96
-1.94
-1.92
-1.90
-1.88
-1.86
-1.84
-1.82
-1.80
-1.78
-1.76
-1.74
-1.72
-1.70
-1.68
-1.66
-1.64
-1.62
-1.60
-1.58
-1.56
-1.54
-1.52
-1.50
-1.48
-1.46
-1.44
-1.42
-1.40
-1.38
-1.36
-1.34
-1.32
-1.30
-1.28
-1.26
-1.24
-1.22
-1.20
-1.18
-1.16
-1.14
-1.12
-1.10
-1.08
-1.06
-1.04
-1.02
-1.00
-0.98
-0.96
-0.94
-0.92
-0.90
-0.88
-0.86
-0.84
-0.82
-0.80
-0.78
-0.76
-0.74
-0.72
-0.70
-0.68
-0.66
-0.64
-0.62
-0.60
-0.58
-0.56
-0.54
-0.52
-0.50
-0.48
-0.46
-0.44
-0.42
-0.40
-0.38
-0.36
-0.34
-0.32
-0.30
-0.28
-0.26
-0.24
-0.22
-0.20
-0.18
-0.16
-0.14
-0.12
-0.10
-0.08
-0.06
-0.04
-0.02
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
-2
0
2
0.5
-0.5
0.0
z
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
? for help
?
-2
-1
0
1
2
-2.0
-1.8
-1.6
-1.4
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
-2.00
-1.98
-1.96
-1.94
-1.92
-1.90
-1.88
-1.86
-1.84
-1.82
-1.80
-1.78
-1.76
-1.74
-1.72
-1.70
-1.68
-1.66
-1.64
-1.62
-1.60
-1.58
-1.56
-1.54
-1.52
-1.50
-1.48
-1.46
-1.44
-1.42
-1.40
-1.38
-1.36
-1.34
-1.32
-1.30
-1.28
-1.26
-1.24
-1.22
-1.20
-1.18
-1.16
-1.14
-1.12
-1.10
-1.08
-1.06
-1.04
-1.02
-1.00
-0.98
-0.96
-0.94
-0.92
-0.90
-0.88
-0.86
-0.84
-0.82
-0.80
-0.78
-0.76
-0.74
-0.72
-0.70
-0.68
-0.66
-0.64
-0.62
-0.60
-0.58
-0.56
-0.54
-0.52
-0.50
-0.48
-0.46
-0.44
-0.42
-0.40
-0.38
-0.36
-0.34
-0.32
-0.30
-0.28
-0.26
-0.24
-0.22
-0.20
-0.18
-0.16
-0.14
-0.12
-0.10
-0.08
-0.06
-0.04
-0.02
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
0.38
0.40
0.42
0.44
0.46
0.48
0.50
0.52
0.54
0.56
0.58
0.60
0.62
0.64
0.66
0.68
0.70
0.72
0.74
0.76
0.78
0.80
0.82
0.84
0.86
0.88
0.90
0.92
0.94
0.96
0.98
1.00
1.02
1.04
1.06
1.08
1.10
1.12
1.14
1.16
1.18
1.20
1.22
1.24
1.26
1.28
1.30
1.32
1.34
1.36
1.38
1.40
1.42
1.44
1.46
1.48
1.50
1.52
1.54
1.56
1.58
1.60
1.62
1.64
1.66
1.68
1.70
1.72
1.74
1.76
1.78
1.80
1.82
1.84
1.86
1.88
1.90
1.92
1.94
1.96
1.98
2.00
-2
0
2
y
using Gadfly, RDatasets
set_default_plot_size(14cm, 8cm)
Dsing = dataset("lattice","singer")
Dsing.Voice = [x[1:5] for x in Array(Dsing.VoicePart)]
plot(Dsing, x=:VoicePart, y=:Height, color=:Voice, Geom.violin)
VoicePart
Soprano 1
Soprano 2
Alto 1
Alto 2
Tenor 1
Tenor 2
Bass 1
Bass 2
Sopra
Alto
Tenor
Bass
Voice
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i,o,+,-,scroll,shift-drag to zoom
r,dbl-click to reset
c for coordinates
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50
60
70
80
90
50
52
54
56
58
60
62
64
66
68
70
72
74
76
78
80
82
84
86
88
90
50.0
50.2
50.4
50.6
50.8
51.0
51.2
51.4
51.6
51.8
52.0
52.2
52.4
52.6
52.8
53.0
53.2
53.4
53.6
53.8
54.0
54.2
54.4
54.6
54.8
55.0
55.2
55.4
55.6
55.8
56.0
56.2
56.4
56.6
56.8
57.0
57.2
57.4
57.6
57.8
58.0
58.2
58.4
58.6
58.8
59.0
59.2
59.4
59.6
59.8
60.0
60.2
60.4
60.6
60.8
61.0
61.2
61.4
61.6
61.8
62.0
62.2
62.4
62.6
62.8
63.0
63.2
63.4
63.6
63.8
64.0
64.2
64.4
64.6
64.8
65.0
65.2
65.4
65.6
65.8
66.0
66.2
66.4
66.6
66.8
67.0
67.2
67.4
67.6
67.8
68.0
68.2
68.4
68.6
68.8
69.0
69.2
69.4
69.6
69.8
70.0
70.2
70.4
70.6
70.8
71.0
71.2
71.4
71.6
71.8
72.0
72.2
72.4
72.6
72.8
73.0
73.2
73.4
73.6
73.8
74.0
74.2
74.4
74.6
74.8
75.0
75.2
75.4
75.6
75.8
76.0
76.2
76.4
76.6
76.8
77.0
77.2
77.4
77.6
77.8
78.0
78.2
78.4
78.6
78.8
79.0
79.2
79.4
79.6
79.8
80.0
80.2
80.4
80.6
80.8
81.0
81.2
81.4
81.6
81.8
82.0
82.2
82.4
82.6
82.8
83.0
83.2
83.4
83.6
83.8
84.0
84.2
84.4
84.6
84.8
85.0
85.2
85.4
85.6
85.8
86.0
86.2
86.4
86.6
86.8
87.0
87.2
87.4
87.6
87.8
88.0
88.2
88.4
88.6
88.8
89.0
89.2
89.4
89.6
89.8
90.0
50
100
Height