My question is in the following.
here is my raw data:
type,com,year,month,value
A,CH,2016,1,0
A,CH,2016,2,0
A,CH,2016,3,0
A,CH,2016,4,0
A,CH,2016,5,0
A,CH,2016,6,0
A,CH,2016,7,0
A,CH,2016,8,0
A,CH,2016,9,453128
A,CH,2016,10,868256
A,CH,2016,11,1015080
A,CH,2016,12,650912
B,CH,2016,1,0
B,CH,2016,2,0
B,CH,2016,3,0
B,CH,2016,4,0
B,CH,2016,5,0
B,CH,2016,6,61273
B,CH,2016,7,27711
B,CH,2016,8,161780
B,CH,2016,9,48889
B,CH,2016,10,72805
B,CH,2016,11,131466
B,CH,2016,12,73756
C,CH,2016,1,0
C,CH,2016,2,0
C,CH,2016,3,0
C,CH,2016,4,0
C,CH,2016,5,0
C,CH,2016,6,0
C,CH,2016,7,0
C,CH,2016,8,2200
C,CH,2016,9,111384
C,CH,2016,10,28758
C,CH,2016,11,21161
C,CH,2016,12,0
I use it to plot a line graph with gglot2.
The code is:
test <- read.csv("test.csv", header = T)
test_list <- split(test, test$type)
Rplot <- ggplot(test_list$A, aes(x=month, y=value, col=com))+geom_line()
Rplot
My question:
how to let my x-axis to display like month(1,2,3....,12)?
and how can I combine year and month showing on x-axis at the same time.(Jan2016, Feb2016,.....) or (2016/1, 2016/2,.....)
very appreciate.
Create date_label
column as Date
class in the dataframe using ymd()
from lubridate
package.
library( 'lubridate' )
test_list <- lapply( test_list, function( x ) {
x$date_label <- ymd( paste( x$year, month.abb[ x$month ], 01, sep = "-"))
x
})
Manipulate x axis using scale_x_date()
# 1. date_labels = "%Y/%m" - 2016/01
# 2. date_labels = "%m" - 01
# 3. date_labels = "%b %Y" - Jan 2016
library( 'ggplot2' )
ggplot( data = test_list$A, aes( x = date_label, y = value, color = com, group = com ) ) +
geom_line( size = 3 ) +
scale_x_date(name = "month",
date_labels = "%m",
date_breaks = "1 month" )
ggplot( data = test_list$A, aes( x = date_label, y = value, group = com, color = com ) ) +
geom_line( size = 3 ) +
theme( axis.text.x = element_text( angle = 45, hjust = 1 )) +
scale_x_date(name = "month_year",
date_labels = "%b %Y",
date_breaks = "1 month" )