DATA VISUALIZATION IN R WITH GGVIS
DATA VISUALIZATION IN R WITH GGVIS
Introduction
Data Visualization in R with ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
graph =
mtcars + cartesian + points + data
coordinate system
mark
fill = properties
+…
Data Visualization in R with ggvis
+
Analytic Power
Display abilities and interactivity
Data Visualization in R with ggvis
Data Visualization in R with ggvis
DATA VISUALIZATION IN R WITH GGVIS
Let's practice!
DATA VISUALIZATION IN R WITH GGVIS
Grammar
Data Visualization in R with ggvis
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties fill mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties shape
fill
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties shape
x
fill
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties y
shape
x
fill
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties y
shape
x
fill
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties y
shape
x
fill
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark points lines
coordinate system
Data Visualization in R with ggvis
properties y
x
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark points lines bars
coordinate system
Data Visualization in R with ggvis
properties x fill
y mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark points lines bars
coordinate system
Data Visualization in R with ggvis
graph = mtcars + cartesian + points data
coordinate system
mark
+
fill = properties
+…
Data Visualization in R with ggvis
DATA VISUALIZATION IN R WITH GGVIS
Let's practice!
Introduction
Data Visualization in R with ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
ggvis
Data Visualization in R with ggvis
graph =
mtcars + cartesian + points + data
coordinate system
mark
fill = properties
+…
Data Visualization in R with ggvis
+
Analytic Power
Display abilities and interactivity
Data Visualization in R with ggvis
Data Visualization in R with ggvis
DATA VISUALIZATION IN R WITH GGVIS
Let's practice!
DATA VISUALIZATION IN R WITH GGVIS
Grammar
Data Visualization in R with ggvis
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties fill mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties shape
fill
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties shape
x
fill
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties y
shape
x
fill
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties y
shape
x
fill
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark
coordinate system
Data Visualization in R with ggvis
properties y
shape
x
fill
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark points lines
coordinate system
Data Visualization in R with ggvis
properties y
x
mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark points lines bars
coordinate system
Data Visualization in R with ggvis
properties x fill
y mpg
cyl
disp
hp
21.0 21.0 22.8 21.4 18.7 18.1 14.3 24.4 22.8 19.2 17.8 16.4 17.3 15.2 10.4 10.4 14.7 32.4 30.4 33.9
6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4
160.0 160.0 108.0 258.0 360.0 225.0 360.0 146.7 140.8 167.6 167.6 275.8 275.8 275.8 472.0 460.0 440.0 78.7 75.7 71.1
2 2 1 2 3 2 5 1 1 2 2 3 3 3 4 4 4 1 1 1
data
mark points lines bars
coordinate system
Data Visualization in R with ggvis
graph = mtcars + cartesian + points data
coordinate system
mark
+
fill = properties
+…
Data Visualization in R with ggvis
DATA VISUALIZATION IN R WITH GGVIS
Let's practice!
