using Gadfly
set_default_plot_size(21cm, 8cm)
palettef = Scale.lab_gradient("darkgreen", "orange", "blue")
p1 = plot(x=1:10, y=rand(10), color=1:10, Geom.point,
Scale.color_continuous(colormap=palettef, minvalue=0, maxvalue=10),
Guide.title("Scale.color_continuous, Theme(alphas=[0.5])"),
Theme(alphas=[0.5], continuous_highlight_color=identity,
point_size=2mm)
)
p2 = plot(x=1:10, y=rand(10), alpha=1:10, Geom.point,
Scale.alpha_continuous(minvalue=0, maxvalue=10),
Guide.title("Scale.alpha_continuous, Theme(default_color=\"blue\")"),
Theme(default_color="blue", discrete_highlight_color=c->"gray",
point_size=2mm)
)
hstack(p1, p2)
x
0.0
2.5
5.0
7.5
10.0
0.0
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4.00
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5.00
5.05
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5.35
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5.90
5.95
6.00
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6.50
6.55
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6.85
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6.95
7.00
7.05
7.10
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7.55
7.60
7.65
7.70
7.75
7.80
7.85
7.90
7.95
8.00
8.05
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8.25
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8.75
8.80
8.85
8.90
8.95
9.00
9.05
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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
100.6343386662922635
90.6034754466499809
80.23416319027706767
70.668930559288584
60.3970132824366758
50.33380255641211753
40.6182689195139303
30.9389415427896508
20.15792387788090212
10.2093734973343614
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
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0.65
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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
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0.305
0.310
0.315
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0.345
0.350
0.355
0.360
0.365
0.370
0.375
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0.385
0.390
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0.405
0.410
0.415
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0.425
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0.435
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0.565
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0.610
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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
Scale.alpha_continuous, Theme(default_color="blue")
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
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5.0
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7.0
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0.00
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1.00
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1.45
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1.95
2.00
2.05
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2.65
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2.85
2.90
2.95
3.00
3.05
3.10
3.15
3.20
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3.40
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3.65
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3.80
3.85
3.90
3.95
4.00
4.05
4.10
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4.20
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4.30
4.35
4.40
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4.50
4.55
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4.75
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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
5
10
Color
100.5137565922439322
90.5838303023152885
80.9180088825088931
70.5222999805101934
60.07554247831933947
50.8311582941947951
40.1971447980808716
30.7333702682696585
20.2913106049607104
10.911927116207285
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
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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
Scale.color_continuous, Theme(alphas=[0.5])
using DataFrames, Gadfly
set_default_plot_size(21cm, 8cm)
D = DataFrame(x=1:6, y=rand(6), Shape=repeat(["a","b","c"], outer=2))
coord = Coord.cartesian(xmin=0, xmax=7, ymin=0, ymax=1.0)
p1 = plot(D, x=:x, y=:y, color=:x, coord,
Scale.color_discrete, Geom.point, Geom.hair,
Guide.title("Scale.color_discrete, Theme(alphas=[0.5])"),
Theme(alphas=[0.5], discrete_highlight_color=identity,
point_size=2mm)
)
p2 = plot(D, x=:x, y=:y, alpha=:x, shape=:Shape, coord,
Scale.alpha_discrete, Geom.point, Geom.hair,
Guide.title("Scale.alpha_discrete, Theme(default_color=\"green\")"),
Theme(default_color="green", discrete_highlight_color=c->"gray",
point_size=2mm, alphas=[0.0,0.2,0.4,0.6,0.8,1.0])
)
hstack(p1,p2)
x
0
1
2
3
4
5
6
7
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
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
0
10
a
b
c
Shape
60.9777193820908326
50.8688707602114859
40.7844962241285454
30.4933114676059782
20.20022370872836803
10.3949197745007983
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
Scale.alpha_discrete, Theme(default_color="green")
x
0
1
2
3
4
5
6
7
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
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
0
10
1
2
3
4
5
6
x
60.9777193820908326
50.8688707602114859
40.7844962241285454
30.4933114676059782
20.20022370872836803
10.3949197745007983
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
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0.500
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0.570
0.575
0.580
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0.590
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0.600
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0.620
0.625
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0.640
0.645
0.650
0.655
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0.665
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0.675
0.680
0.685
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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
Scale.color_discrete, Theme(alphas=[0.5])
using Gadfly
set_default_plot_size(21cm, 8cm)
xdata, ydata, cdata = rand(12), rand(12), rand(12)
p1 = plot(x=xdata, y=ydata, color=cdata)
p2 = plot(x=xdata, y=ydata, color=cdata,
Scale.color_continuous(minvalue=-1, maxvalue=1))
hstack(p1,p2)
x
0.00
0.25
0.50
0.75
1.00
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
0.0
1.0
-1.0
-0.5
0.5
Color
0.477898081536869630.10864321864658366
0.57194149218297980.4585399209999783
0.90808602028349940.838415117800808
0.63063071959532410.5633136326557214
0.97476232542300660.8686079868836691
0.56961687361339690.7085201928079876
0.87912122418609440.8378548593754451
0.29428880610359520.26821078678403854
0.78029006439175460.9982712566024271
0.158358727488905670.7981292647039878
0.97972426659838710.12321607656530609
0.58638294225418090.39761226229306246
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
0.2
0.4
0.6
0.8
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
x
0.00
0.25
0.50
0.75
1.00
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
0.50
1.00
0.00
0.25
0.75
Color
0.477898081536869630.10864321864658366
0.57194149218297980.4585399209999783
0.90808602028349940.838415117800808
0.63063071959532410.5633136326557214
0.97476232542300660.8686079868836691
0.56961687361339690.7085201928079876
0.87912122418609440.8378548593754451
0.29428880610359520.26821078678403854
0.78029006439175460.9982712566024271
0.158358727488905670.7981292647039878
0.97972426659838710.12321607656530609
0.58638294225418090.39761226229306246
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
0.2
0.4
0.6
0.8
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, Colors
set_default_plot_size(21cm, 8cm)
x = repeat((1:10).-0.5, inner=[10])
y = repeat((1:10).-0.5, outer=[10])
p1 = plot(x=x, y=y, color=x+y, Geom.rectbin,
Scale.color_continuous(colormap=p->RGB(0,p,0)))
p2 = plot(x=x, y=y, color=x+y, Geom.rectbin,
Scale.color_continuous(colormap=Scale.lab_gradient("green", "white", "red")))
p3 = plot(x=x, y=y, color=x+y, Geom.rectbin,
Scale.color_continuous(colormap=p->RGB(0,p,0), minvalue=-20))
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
-20
0
20
-10
10
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
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
15
20
5
10
1
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
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
1
20
10
15
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
?
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
using Gadfly, Colors, RDatasets, Random
set_default_plot_size(14cm, 8cm)
Random.seed!(1234)
function gen_colors(n)
cs = distinguishable_colors(n,
[colorant"#FE4365", colorant"#eca25c"],
lchoices = Float64[58, 45, 72.5, 90],
transform = c -> deuteranopic(c, 0.1),
cchoices = Float64[20,40],
hchoices = [75,51,35,120,180,210,270,310])
convert(Vector{Color}, cs)
end
iris = dataset("datasets", "iris")
plot(iris, x=:SepalLength, y=:SepalWidth, color=:Species,
Geom.point, Scale.color_discrete(gen_colors))
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
using Gadfly, Random
set_default_plot_size(21cm, 8cm)
Random.seed!(1234)
xdata, ydata = rand(12), rand(12)
p1 = plot(x=xdata, y=ydata, color=repeat([1,2,3], outer=[4]))
p2 = plot(x=xdata, y=ydata, color=repeat([1,2,3], outer=[4]), Scale.color_discrete)
hstack(p1,p2)
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
1
2
3
Color
0.67764990759957790.5017559785534852
0.57432348527831740.07317091398651498
0.94645322623138340.5318991227335902
0.131025656220859040.13468533068030597
0.9671427689153830.6488738204928581
0.83962193405807110.1240744988933431
0.63956159968027340.40573030892222206
0.5203549937237180.012846056572255682
0.0149088492850999450.5239478383832243
0.97213608245546870.8406409194782338
0.41129411794985050.5257956638691226
0.57986212013413240.08344008943212289
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
0.2
0.4
0.6
0.8
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
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
2.0
3.0
1.0
1.5
2.5
Color
0.67764990759957790.5017559785534852
0.57432348527831740.07317091398651498
0.94645322623138340.5318991227335902
0.131025656220859040.13468533068030597
0.9671427689153830.6488738204928581
0.83962193405807110.1240744988933431
0.63956159968027340.40573030892222206
0.5203549937237180.012846056572255682
0.0149088492850999450.5239478383832243
0.97213608245546870.8406409194782338
0.41129411794985050.5257956638691226
0.57986212013413240.08344008943212289
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
0.2
0.4
0.6
0.8
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, Random
Random.seed!(12345)
set_default_plot_size(14cm, 8cm)
plot(x=rand(12), y=rand(12), color=repeat(["a","b","c"], outer=[4]),
Scale.color_discrete_manual("red","purple","green"))
x
0.0
0.2
0.4
0.6
0.8
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
a
b
c
Color
0.0310609186126986620.04293814022937559
0.475029014839510.9740319522241508
0.89995109691667940.5127575527062539
0.63384794535321030.22714523410904908
0.75290568059900610.311871228936334
0.311326827237250140.8959062005181729
0.91781382218318420.27705458732580956
0.79662920335378330.46875054050900267
0.81139226570110570.24458973555203245
0.334191427476060.9736588395655787
0.15957899969941080.29579983859112813
0.79180540386479080.6853069230253171
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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
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0.135
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0.145
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0.265
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0.275
0.280
0.285
0.290
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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
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0.435
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0.455
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0.475
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0.575
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0.625
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0.650
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0.765
0.770
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0.785
0.790
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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, DataFrames
set_default_plot_size(14cm, 8cm)
hecolor = dataset("datasets","HairEyeColor")
D = combine(groupby(hecolor, [:Eye,:Sex]), :Freq=>sum=>:Frequency)
palette = ["brown","blue","tan","green"] # Is there a hazel color?
pa = plot(D, x=:Sex, y=:Frequency, color=:Eye, Geom.bar(position=:stack),
Scale.color_discrete_manual(palette...))
pb = 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(pa,pb)
Sex
Male
Female
Green
Hazel
Blue
Brown
Eye
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c for coordinates
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Frequency
Sex
Male
Female
Brown
Blue
Hazel
Green
Eye
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c for coordinates
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?
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0
500
Frequency
using DataFrames, Gadfly, RDatasets
set_default_plot_size(18cm, 8cm)
labs = ["exp", "sqrt", "log", "winsor", "linear"]
funcs = [x->60*(1.0.-exp.(-0.2*x)), x->sqrt.(x)*10, x->log.(x)*10,
x->clamp.(x,5,26), x->x*0.6]
x = [1.0:30;]
D = vcat([DataFrame(x=x, y=f(x), linev=l) for (f,l) in zip(funcs, labs)]...)
D[134:136,:y] .= NaN
p1 = plot(D, x=:x, y=:y, linestyle=:linev, Geom.line)
p2 = plot(dataset("datasets", "CO2"), x=:Conc, y=:Uptake,
group=:Plant, linestyle=:Treatment, color=:Type, Geom.line,
Scale.linestyle_discrete(order=[2,1]),
Theme(key_position=:top, key_title_font_size=-8mm))
hstack(p1,p2)
Conc
0
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785
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795
800
805
810
815
820
825
830
835
840
845
850
855
860
865
870
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885
890
895
900
905
910
915
920
925
930
935
940
945
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965
970
975
980
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1000
0
1000
h,j,k,l,arrows,drag to pan
i,o,+,-,scroll,shift-drag to zoom
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c for coordinates
? for help
?
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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
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8.6
8.8
9.0
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10.0
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11.0
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12.0
12.2
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12.8
13.0
13.2
13.4
13.6
13.8
14.0
14.2
14.4
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14.8
15.0
15.2
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15.6
15.8
16.0
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16.6
16.8
17.0
17.2
17.4
17.6
17.8
18.0
18.2
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18.6
18.8
19.0
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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
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29.6
29.8
30.0
30.2
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30.6
30.8
31.0
31.2
31.4
31.6
31.8
32.0
32.2
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32.6
32.8
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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
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37.4
37.6
37.8
38.0
38.2
38.4
38.6
38.8
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42.8
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50.0
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50
Uptake
Mississippi
Quebec
Type
x
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1.0
1.1
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2.0
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5.0
5.1
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6.0
6.1
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6.9
7.0
7.1
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8.0
8.1
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8.8
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9.0
9.1
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10.0
10.1
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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
22.1
22.2
22.3
22.4
22.5
22.6
22.7
22.8
22.9
23.0
23.1
23.2
23.3
23.4
23.5
23.6
23.7
23.8
23.9
24.0
24.1
24.2
24.3
24.4
24.5
24.6
24.7
24.8
24.9
25.0
25.1
25.2
25.3
25.4
25.5
25.6
25.7
25.8
25.9
26.0
26.1
26.2
26.3
26.4
26.5
26.6
26.7
26.8
26.9
27.0
27.1
27.2
27.3
27.4
27.5
27.6
27.7
27.8
27.9
28.0
28.1
28.2
28.3
28.4
28.5
28.6
28.7
28.8
28.9
29.0
29.1
29.2
29.3
29.4
29.5
29.6
29.7
29.8
29.9
30.0
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
?
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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
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
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
y
using Gadfly, RDatasets, Statistics
set_default_plot_size(14cm, 8cm)
tips = dataset("reshape2", "tips")
tipsm = combine(groupby(tips, [:Day, :Sex]), [:TotalBill, :Tip].=>mean)
plot(tipsm, Geom.point,
x=:TotalBill_mean, y=:Tip_mean, color=:Sex, shape=:Day,
layer(x=:TotalBill_mean, y=:Tip_mean, group=:Day, Geom.line,
color=[colorant"gray"]),
Scale.shape_discrete(levels=["Thur","Fri","Sat","Sun"]),
Guide.shapekey(pos=[14.5, 3.8]), Guide.colorkey(pos=[16, 3.87]),
Theme(discrete_highlight_color=identity, alphas=[0.1],
point_size=5pt, key_swatch_color="slategray")
)
TotalBill_mean
14
16
18
20
22
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
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
15.05
15.10
15.15
15.20
15.25
15.30
15.35
15.40
15.45
15.50
15.55
15.60
15.65
15.70
15.75
15.80
15.85
15.90
15.95
16.00
16.05
16.10
16.15
16.20
16.25
16.30
16.35
16.40
16.45
16.50
16.55
16.60
16.65
16.70
16.75
16.80
16.85
16.90
16.95
17.00
17.05
17.10
17.15
17.20
17.25
17.30
17.35
17.40
17.45
17.50
17.55
17.60
17.65
17.70
17.75
17.80
17.85
17.90
17.95
18.00
18.05
18.10
18.15
18.20
18.25
18.30
18.35
18.40
18.45
18.50
18.55
18.60
18.65
18.70
18.75
18.80
18.85
18.90
18.95
19.00
19.05
19.10
19.15
19.20
19.25
19.30
19.35
19.40
19.45
19.50
19.55
19.60
19.65
19.70
19.75
19.80
19.85
19.90
19.95
20.00
20.05
20.10
20.15
20.20
20.25
20.30
20.35
20.40
20.45
20.50
20.55
20.60
20.65
20.70
20.75
20.80
20.85
20.90
20.95
21.00
21.05
21.10
21.15
21.20
21.25
21.30
21.35
21.40
21.45
21.50
21.55
21.60
21.65
21.70
21.75
21.80
21.85
21.90
21.95
22.00
14
16
18
20
22
18.7146666666666662.9803333333333333
16.71531252.5756250000000005
21.8872413793103463.2203448275862083
19.872222222222223.3672222222222223
20.802542372881353.0838983050847455
19.6803571428571372.801785714285714
19.8572.693
14.1455555555555552.781111111111111
h,j,k,l,arrows,drag to pan
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r,dbl-click to reset
c for coordinates
? for help
?
Female
Male
Sex
Thur
Fri
Sat
Sun
Day
2.5
3.0
3.5
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
2.500
2.505
2.510
2.515
2.520
2.525
2.530
2.535
2.540
2.545
2.550
2.555
2.560
2.565
2.570
2.575
2.580
2.585
2.590
2.595
2.600
2.605
2.610
2.615
2.620
2.625
2.630
2.635
2.640
2.645
2.650
2.655
2.660
2.665
2.670
2.675
2.680
2.685
2.690
2.695
2.700
2.705
2.710
2.715
2.720
2.725
2.730
2.735
2.740
2.745
2.750
2.755
2.760
2.765
2.770
2.775
2.780
2.785
2.790
2.795
2.800
2.805
2.810
2.815
2.820
2.825
2.830
2.835
2.840
2.845
2.850
2.855
2.860
2.865
2.870
2.875
2.880
2.885
2.890
2.895
2.900
2.905
2.910
2.915
2.920
2.925
2.930
2.935
2.940
2.945
2.950
2.955
2.960
2.965
2.970
2.975
2.980
2.985
2.990
2.995
3.000
3.005
3.010
3.015
3.020
3.025
3.030
3.035
3.040
3.045
3.050
3.055
3.060
3.065
3.070
3.075
3.080
3.085
3.090
3.095
3.100
3.105
3.110
3.115
3.120
3.125
3.130
3.135
3.140
3.145
3.150
3.155
3.160
3.165
3.170
3.175
3.180
3.185
3.190
3.195
3.200
3.205
3.210
3.215
3.220
3.225
3.230
3.235
3.240
3.245
3.250
3.255
3.260
3.265
3.270
3.275
3.280
3.285
3.290
3.295
3.300
3.305
3.310
3.315
3.320
3.325
3.330
3.335
3.340
3.345
3.350
3.355
3.360
3.365
3.370
3.375
3.380
3.385
3.390
3.395
3.400
3.405
3.410
3.415
3.420
3.425
3.430
3.435
3.440
3.445
3.450
3.455
3.460
3.465
3.470
3.475
3.480
3.485
3.490
3.495
3.500
2.5
3.0
3.5
Tip_mean
using Gadfly, RDatasets
set_default_plot_size(21cm, 8cm)
aq = dropmissing(dataset("datasets","airquality"))
aq = filter(x-> 7≤x.Month≤9, aq)
sizemap(p::Float64; min=0.75mm, max=3mm) = min + p*(max-min)
labels = ["July", "August", "September"]
coord = Coord.cartesian(xmin=0, xmax=32, ymin=0, ymax=160)
plot(aq, x=:Day, y=:Ozone, color=:Month, size=:Wind,
coord, Scale.color_discrete,
Guide.colorkey(title="", labels=labels, pos=[2,240]),
Scale.size_area(sizemap, minvalue=4, maxvalue=16),
Guide.sizekey(title="Wind (mph)"), Guide.xlabel("Day of Month"),
Theme(key_swatch_shape=Shape.circle, key_swatch_color="gray",
discrete_highlight_color=identity, alphas=[0.5])
)
Day of Month
0
10
20
30
40
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
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
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
22.1
22.2
22.3
22.4
22.5
22.6
22.7
22.8
22.9
23.0
23.1
23.2
23.3
23.4
23.5
23.6
23.7
23.8
23.9
24.0
24.1
24.2
24.3
24.4
24.5
24.6
24.7
24.8
24.9
25.0
25.1
25.2
25.3
25.4
25.5
25.6
25.7
25.8
25.9
26.0
26.1
26.2
26.3
26.4
26.5
26.6
26.7
26.8
26.9
27.0
27.1
27.2
27.3
27.4
27.5
27.6
27.7
27.8
27.9
28.0
28.1
28.2
28.3
28.4
28.5
28.6
28.7
28.8
28.9
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
0
50
4
6
8
10
12
14
16
Wind (mph)
30,20
29,18
28,14
26,30
25,14
24,7
23,36
22,23
21,13
20,16
19,24
18,13
17,18
16,46
15,13
14,9
13,28
12,21
11,44
10,24
9,21
8,23
7,20
6,32
5,47
4,91
3,73
2,78
1,96
31,85
30,84
29,118
28,76
26,73
25,168
24,45
22,9
21,21
20,44
19,31
18,23
17,59
16,22
14,65
13,28
12,44
9,110
8,89
7,122
3,16
2,9
1,39
31,59
30,64
29,50
28,82
27,52
26,20
25,108
24,80
21,16
20,63
19,79
18,61
17,35
16,48
15,7
13,27
12,10
10,85
9,97
8,97
7,77
6,40
5,64
3,32
2,49
1,135
h,j,k,l,arrows,drag to pan
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r,dbl-click to reset
c for coordinates
? for help
?
July
August
September
0
20
40
60
80
100
120
140
160
0
10
20
30
40
50
60
70
80
90
100
110
120
130
140
150
160
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
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
0
200
Ozone
using Compose, Gadfly, RDatasets
set_default_plot_size(14cm, 8cm)
D = groupby(dataset("datasets", "Titanic"), :Class)
Titanic = combine(D, :, :Freq=>(c->100*c./sum(c))=>:prcnt)
filter!(:Survived=>x->x=="Yes", Titanic)
sizemap = n->range(4pt, 12pt, length=n)
plot(Titanic, Scale.x_log10, Scale.y_log10,
x=:Freq, y=:prcnt, size=:Class, color=:Age, shape=:Sex,
Scale.size_discrete2(sizemap, levels=["1st","2nd","3rd","Crew"]),
Guide.colorkey(pos=[0.1, -0.3h]), Guide.shapekey(pos=[0.5, -0.31h]),
Guide.ylabel("% of Passenger Class"),
Theme(discrete_highlight_color=identity, alphas=[0.1], key_swatch_color="grey")
)
Freq
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
1st
2nd
3rd
Crew
Class
1.30102999566398130.3540867249661558
2.28330122870354971.336357958005724
-Inf,-Inf
-Inf,-Inf
1.88081359228079141.0320088912289875
1.87506126339171.0262565623398963
1.1461280356782380.29732333462643423
1.11394335230683670.26513865125503305
1.90308998699194351.4482451269834333
1.1461280356782380.6912831756697279
1.11394335230683670.6590984922983265
1.04139268515822510.5865478251497148
2.1461280356782381.6342446746993637
1.75587485567249151.243991494693617
0.0-0.5118833609788743
0.69897000433601890.18708664335714445
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c for coordinates
? for help
?
Male
Female
Sex
Child
Adult
Age
10-1
100
101
102
10-1.0
10-0.9
10-0.8
10-0.7
10-0.6
10-0.5
10-0.4
10-0.3
10-0.2
10-0.1
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
10-1.00
10-0.99
10-0.98
10-0.97
10-0.96
10-0.95
10-0.94
10-0.93
10-0.92
10-0.91
10-0.90
10-0.89
10-0.88
10-0.87
10-0.86
10-0.85
10-0.84
10-0.83
10-0.82
10-0.81
10-0.80
10-0.79
10-0.78
10-0.77
10-0.76
10-0.75
10-0.74
10-0.73
10-0.72
10-0.71
10-0.70
10-0.69
10-0.68
10-0.67
10-0.66
10-0.65
10-0.64
10-0.63
10-0.62
10-0.61
10-0.60
10-0.59
10-0.58
10-0.57
10-0.56
10-0.55
10-0.54
10-0.53
10-0.52
10-0.51
10-0.50
10-0.49
10-0.48
10-0.47
10-0.46
10-0.45
10-0.44
10-0.43
10-0.42
10-0.41
10-0.40
10-0.39
10-0.38
10-0.37
10-0.36
10-0.35
10-0.34
10-0.33
10-0.32
10-0.31
10-0.30
10-0.29
10-0.28
10-0.27
10-0.26
10-0.25
10-0.24
10-0.23
10-0.22
10-0.21
10-0.20
10-0.19
10-0.18
10-0.17
10-0.16
10-0.15
10-0.14
10-0.13
10-0.12
10-0.11
10-0.10
10-0.09
10-0.08
10-0.07
10-0.06
10-0.05
10-0.04
10-0.03
10-0.02
10-0.01
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
10-1
100
101
102
% of Passenger Class
using Gadfly, Random, Printf
set_default_plot_size(21cm, 8cm)
Random.seed!(1234)
p1 = plot(x=rand(10), y=rand(10), Scale.x_continuous(minvalue=-10, maxvalue=10))
p2 = plot(x=rand(10), y=rand(10), Scale.x_continuous(format=:scientific))
p3 = plot(x=rand(10), y=rand(10), Scale.x_continuous(labels=x -> @sprintf("%0.4f", x)))
hstack(p1,p2,p3)
x
0.0000
0.1000
0.2000
0.3000
0.4000
0.5000
0.6000
0.0000
0.0250
0.0500
0.0750
0.1000
0.1250
0.1500
0.1750
0.2000
0.2250
0.2500
0.2750
0.3000
0.3250
0.3500
0.3750
0.4000
0.4250
0.4500
0.4750
0.5000
0.5250
0.5500
0.5750
0.6000
0.0000
0.0020
0.0040
0.0060
0.0080
0.0100
0.0120
0.0140
0.0160
0.0180
0.0200
0.0220
0.0240
0.0260
0.0280
0.0300
0.0320
0.0340
0.0360
0.0380
0.0400
0.0420
0.0440
0.0460
0.0480
0.0500
0.0520
0.0540
0.0560
0.0580
0.0600
0.0620
0.0640
0.0660
0.0680
0.0700
0.0720
0.0740
0.0760
0.0780
0.0800
0.0820
0.0840
0.0860
0.0880
0.0900
0.0920
0.0940
0.0960
0.0980
0.1000
0.1020
0.1040
0.1060
0.1080
0.1100
0.1120
0.1140
0.1160
0.1180
0.1200
0.1220
0.1240
0.1260
0.1280
0.1300
0.1320
0.1340
0.1360
0.1380
0.1400
0.1420
0.1440
0.1460
0.1480
0.1500
0.1520
0.1540
0.1560
0.1580
0.1600
0.1620
0.1640
0.1660
0.1680
0.1700
0.1720
0.1740
0.1760
0.1780
0.1800
0.1820
0.1840
0.1860
0.1880
0.1900
0.1920
0.1940
0.1960
0.1980
0.2000
0.2020
0.2040
0.2060
0.2080
0.2100
0.2120
0.2140
0.2160
0.2180
0.2200
0.2220
0.2240
0.2260
0.2280
0.2300
0.2320
0.2340
0.2360
0.2380
0.2400
0.2420
0.2440
0.2460
0.2480
0.2500
0.2520
0.2540
0.2560
0.2580
0.2600
0.2620
0.2640
0.2660
0.2680
0.2700
0.2720
0.2740
0.2760
0.2780
0.2800
0.2820
0.2840
0.2860
0.2880
0.2900
0.2920
0.2940
0.2960
0.2980
0.3000
0.3020
0.3040
0.3060
0.3080
0.3100
0.3120
0.3140
0.3160
0.3180
0.3200
0.3220
0.3240
0.3260
0.3280
0.3300
0.3320
0.3340
0.3360
0.3380
0.3400
0.3420
0.3440
0.3460
0.3480
0.3500
0.3520
0.3540
0.3560
0.3580
0.3600
0.3620
0.3640
0.3660
0.3680
0.3700
0.3720
0.3740
0.3760
0.3780
0.3800
0.3820
0.3840
0.3860
0.3880
0.3900
0.3920
0.3940
0.3960
0.3980
0.4000
0.4020
0.4040
0.4060
0.4080
0.4100
0.4120
0.4140
0.4160
0.4180
0.4200
0.4220
0.4240
0.4260
0.4280
0.4300
0.4320
0.4340
0.4360
0.4380
0.4400
0.4420
0.4440
0.4460
0.4480
0.4500
0.4520
0.4540
0.4560
0.4580
0.4600
0.4620
0.4640
0.4660
0.4680
0.4700
0.4720
0.4740
0.4760
0.4780
0.4800
0.4820
0.4840
0.4860
0.4880
0.4900
0.4920
0.4940
0.4960
0.4980
0.5000
0.5020
0.5040
0.5060
0.5080
0.5100
0.5120
0.5140
0.5160
0.5180
0.5200
0.5220
0.5240
0.5260
0.5280
0.5300
0.5320
0.5340
0.5360
0.5380
0.5400
0.5420
0.5440
0.5460
0.5480
0.5500
0.5520
0.5540
0.5560
0.5580
0.5600
0.5620
0.5640
0.5660
0.5680
0.5700
0.5720
0.5740
0.5760
0.5780
0.5800
0.5820
0.5840
0.5860
0.5880
0.5900
0.5920
0.5940
0.5960
0.5980
0.6000
0.6020
0.0000
1.0000
0.241770964045350920.5445761175114594
0.2515253485363550.1836626037261373
0.54373378966234230.12191065148208302
0.152065840063830620.2928467621813985
0.205668357347620570.08897758484257079
0.492521121594928330.9915352919950947
0.222896086968171870.9006579050473212
0.26824151120450210.8647193474074935
0.284683156843934970.2721795427444307
0.41350206365635720.9898376794030587
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
0.2
0.4
0.6
0.8
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
x
0
2.0×10⁻¹
4.0×10⁻¹
6.0×10⁻¹
8.0×10⁻¹
0
5.00×10⁻²
1.00×10⁻¹
1.50×10⁻¹
2.00×10⁻¹
2.50×10⁻¹
3.00×10⁻¹
3.50×10⁻¹
4.00×10⁻¹
4.50×10⁻¹
5.00×10⁻¹
5.50×10⁻¹
6.00×10⁻¹
6.50×10⁻¹
7.00×10⁻¹
7.50×10⁻¹
8.00×10⁻¹
0
5.000×10⁻³
1.000×10⁻²
1.500×10⁻²
2.000×10⁻²
2.500×10⁻²
3.000×10⁻²
3.500×10⁻²
4.000×10⁻²
4.500×10⁻²
5.000×10⁻²
5.500×10⁻²
6.000×10⁻²
6.500×10⁻²
7.000×10⁻²
7.500×10⁻²
8.000×10⁻²
8.500×10⁻²
9.000×10⁻²
9.500×10⁻²
1.000×10⁻¹
1.050×10⁻¹
1.100×10⁻¹
1.150×10⁻¹
1.200×10⁻¹
1.250×10⁻¹
1.300×10⁻¹
1.350×10⁻¹
1.400×10⁻¹
1.450×10⁻¹
1.500×10⁻¹
1.550×10⁻¹
1.600×10⁻¹
1.650×10⁻¹
1.700×10⁻¹
1.750×10⁻¹
1.800×10⁻¹
1.850×10⁻¹
1.900×10⁻¹
1.950×10⁻¹
2.000×10⁻¹
2.050×10⁻¹
2.100×10⁻¹
2.150×10⁻¹
2.200×10⁻¹
2.250×10⁻¹
2.300×10⁻¹
2.350×10⁻¹
2.400×10⁻¹
2.450×10⁻¹
2.500×10⁻¹
2.550×10⁻¹
2.600×10⁻¹
2.650×10⁻¹
2.700×10⁻¹
2.750×10⁻¹
2.800×10⁻¹
2.850×10⁻¹
2.900×10⁻¹
2.950×10⁻¹
3.000×10⁻¹
3.050×10⁻¹
3.100×10⁻¹
3.150×10⁻¹
3.200×10⁻¹
3.250×10⁻¹
3.300×10⁻¹
3.350×10⁻¹
3.400×10⁻¹
3.450×10⁻¹
3.500×10⁻¹
3.550×10⁻¹
3.600×10⁻¹
3.650×10⁻¹
3.700×10⁻¹
3.750×10⁻¹
3.800×10⁻¹
3.850×10⁻¹
3.900×10⁻¹
3.950×10⁻¹
4.000×10⁻¹
4.050×10⁻¹
4.100×10⁻¹
4.150×10⁻¹
4.200×10⁻¹
4.250×10⁻¹
4.300×10⁻¹
4.350×10⁻¹
4.400×10⁻¹
4.450×10⁻¹
4.500×10⁻¹
4.550×10⁻¹
4.600×10⁻¹
4.650×10⁻¹
4.700×10⁻¹
4.750×10⁻¹
4.800×10⁻¹
4.850×10⁻¹
4.900×10⁻¹
4.950×10⁻¹
5.000×10⁻¹
5.050×10⁻¹
5.100×10⁻¹
5.150×10⁻¹
5.200×10⁻¹
5.250×10⁻¹
5.300×10⁻¹
5.350×10⁻¹
5.400×10⁻¹
5.450×10⁻¹
5.500×10⁻¹
5.550×10⁻¹
5.600×10⁻¹
5.650×10⁻¹
5.700×10⁻¹
5.750×10⁻¹
5.800×10⁻¹
5.850×10⁻¹
5.900×10⁻¹
5.950×10⁻¹
6.000×10⁻¹
6.050×10⁻¹
6.100×10⁻¹
6.150×10⁻¹
6.200×10⁻¹
6.250×10⁻¹
6.300×10⁻¹
6.350×10⁻¹
6.400×10⁻¹
6.450×10⁻¹
6.500×10⁻¹
6.550×10⁻¹
6.600×10⁻¹
6.650×10⁻¹
6.700×10⁻¹
6.750×10⁻¹
6.800×10⁻¹
6.850×10⁻¹
6.900×10⁻¹
6.950×10⁻¹
7.000×10⁻¹
7.050×10⁻¹
7.100×10⁻¹
7.150×10⁻¹
7.200×10⁻¹
7.250×10⁻¹
7.300×10⁻¹
7.350×10⁻¹
7.400×10⁻¹
7.450×10⁻¹
7.500×10⁻¹
7.550×10⁻¹
7.600×10⁻¹
7.650×10⁻¹
7.700×10⁻¹
7.750×10⁻¹
7.800×10⁻¹
7.850×10⁻¹
7.900×10⁻¹
7.950×10⁻¹
8.000×10⁻¹
0
1.0×10⁰
0.41222513004786740.880852259225253
0.45779920933486630.043370203918452255
0.272653487874880640.8728069487822279
0.4798048692089840.5808485473778364
0.45984331586582650.10342428543832671
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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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1
y
x
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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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1
y
using Gadfly, Random
set_default_plot_size(14cm, 8cm)
Random.seed!(1234)
plot(x=rand(10), y=rand(10), Scale.x_log)
x
e-5
e-4
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e-2.24
e-2.22
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e-2.12
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e-2.08
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e-1.74
e-1.72
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e-0.06
e-0.04
e-0.02
e0.00
e-5
e0
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-0.54496492760914720.749719144596962
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
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0.05
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0.785
0.790
0.795
0.800
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0.810
0.815
0.820
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0.835
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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, DataFrames, Random
set_default_plot_size(14cm, 8cm)
Random.seed!(1234)
# Treat numerical x data as categories
p1 = plot(x=rand(1:3, 20), y=rand(20), Scale.x_discrete)
# To perserve the order of the columns in the plot when plotting a DataFrame
df = DataFrame(v1 = randn(10), v2 = randn(10), v3 = randn(10))
p2 = plot(df, x=Col.index, y=Col.value, Scale.x_discrete(levels=propertynames(df)))
hstack(p1,p2)
x
v1
v2
v3
1-0.8291152500371494
1-0.8291152500371494
1-0.8291152500371494
20.7413401361728877
20.7413401361728877
20.7413401361728877
30.6170172424120437
30.6170172424120437
30.6170172424120437
12.9620203766588014
12.9620203766588014
12.9620203766588014
20.6586509116697751
20.6586509116697751
20.6586509116697751
3-2.1583878910645438
3-2.1583878910645438
3-2.1583878910645438
1-1.3397752732187238
1-1.3397752732187238
1-1.3397752732187238
2-0.14521411215287314
2-0.14521411215287314
2-0.14521411215287314
3-1.3351065199309675
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10.44133351371484625
10.44133351371484625
10.44133351371484625
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2-1.0037270460760221
2-1.0037270460760221
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30.3758950764140069
30.3758950764140069
10.44394906831563774
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10.44394906831563774
2-0.7038240306852442
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30.2921778055340306
30.2921778055340306
10.3455010838287982
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10.3455010838287982
20.39900312768017765
20.39900312768017765
20.39900312768017765
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h,j,k,l,arrows,drag to pan
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?
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0
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y
x
1
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3
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c for coordinates
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?
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0
1
y
using Gadfly, RDatasets
set_default_plot_size(21cm,14cm)
# mpg = miles per gallon
mpg = dataset("ggplot2","mpg")
xlabs = Dict(4=>"4 Cyl", 6=>"6 Cyl", 8=>"8 Cyl")
ylabs = Dict("f"=>"front", "r"=>"rear", "4"=>"4-wheel")
plot(mpg[mpg.Cyl.≠5,:], x=:Cty, y=:Hwy, color=:Class,
xgroup=:Cyl, ygroup=:Drv,
Geom.subplot_grid( Coord.cartesian(xmin=10), Geom.point,
layer(slope=[1], intercept=[0], Geom.abline(color="silver", style=:dash))),
Scale.xgroup(labels=i->xlabs[i], levels=[4,6,8]),
Scale.ygroup(labels=i->ylabs[i], levels=["f","4","r"]),
Guide.xlabel("City miles/gallon by Cylinders"),
Guide.ylabel("Highway miles/gallon by Drive"),
Theme(colorkey_swatch_shape=:circle)
)
City miles/gallon by Cylinders
compact
midsize
suv
2seater
minivan
pickup
subcompact
Class
8 Cyl
6 Cyl
4 Cyl
10
15
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10.0
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0
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34.0
34.1
34.2
34.3
34.4
34.5
34.6
34.7
34.8
34.9
35.0
0
20
40
12,18
11,16
11,17
14,20
15,22
15,23
15,22
15,21
12,18
11,17
11,17
15,24
15,25
16,26
15,23
16,26
12,17
13,17
14,20
11,15
14,20
16,24
17,26
18,25
18,26
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
rear
13,18
11,15
14,17
12,18
13,17
13,19
11,15
12,18
12,18
11,15
11,14
13,18
14,19
9,12
14,17
13,17
11,15
13,17
13,16
13,16
13,17
13,19
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
11,15
11,17
9,12
14,19
14,19
14,17
11,15
11,14
14,19
16,23
16,20
15,18
15,19
15,17
16,20
15,17
15,19
14,20
15,17
14,17
13,19
14,17
15,20
15,19
17,22
14,17
14,17
13,19
14,17
15,19
14,17
13,17
14,17
13,17
14,18
15,19
17,25
15,24
15,25
17,25
17,25
15,25
17,22
16,20
15,20
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
19,27
20,28
16,25
18,26
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
4-wheel
16,25
17,26
18,26
16,26
17,24
16,23
17,24
18,27
18,26
18,26
19,28
18,26
18,26
18,28
17,27
16,26
18,26
19,25
19,25
18,26
19,26
19,27
17,24
16,24
17,24
19,28
18,26
18,26
16,23
16,23
15,21
15,22
11,17
17,24
17,24
16,22
16,22
17,24
17,26
18,29
18,26
18,27
18,26
16,26
21,29
19,28
18,29
21,29
19,26
21,29
29,41
35,44
21,29
22,29
19,26
21,29
33,44
22,29
21,29
19,26
21,29
26,35
28,37
26,35
24,33
24,30
22,31
21,31
21,29
21,27
21,31
21,31
21,27
21,29
23,32
23,31
19,27
21,29
20,27
20,28
19,29
19,26
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
18,24
22,30
19,27
21,30
20,31
21,29
18,29
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
front
Highway miles/gallon by Drive