Just some quick experiments with ggplot2 + magrittr to plot prices differently than the traditional ways. We will get daily data on the S&P 500 from FRED using getSymbols
and then push it through a magrittr
pipe to various alternative plots.
A couple notes for those who might be interested in magrittr. If you want to ->
or <-
but do not want the pipe fun to end, then you can use assign
like this.
mydata
%T>% assign( x="sp_df", value = ., envir = .GlobalEnv ) %>%
Also for those who want to use the special +
inside a pipe or just want your +
on a different line for tidy code and easy commenting, then you can do like this.
ggplot( ) %>%
+ geom_point()
Let me know if I have it all wrong, and now some plots as promised.
require(ggplot2)
require(dplyr)
require(magrittr)
require(quantmod)
getSymbols("SP500", src="FRED", from = "1900-01-01", auto.assign=F) %>%
na.omit %>%
data.frame(
date = index(.)
) %T>% assign( x="sp_df", value = ., envir = .GlobalEnv ) %>%
mutate( year = format(date,"%Y") ) %>%
ggplot( aes( x=SP500, group = year ) ) %>%
+ geom_density() %>%
+ facet_wrap(~year,nrow=1) %>%
+ coord_flip() %>%
+ theme_bw() %>%
+ theme(
axis.line=element_blank()
,axis.text.x=element_blank()
,axis.title.x=element_blank()
)
![plot of chunk unnamed-chunk-3 plot of chunk unnamed-chunk-3](data:image/png;base64,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)
sp_df %>%
ggplot( aes( x = format(date,"%Y"), y = SP500 ) ) %T>%
( function(x){ print( x + geom_line() ) } ) %T>%
( function(x){ print( x + geom_point() ) } ) %T>%
( function(x){ print( x + geom_hex( bins = 20 ) ) } ) %>%
+ geom_violin()
![plot of chunk unnamed-chunk-3 plot of chunk 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)
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)
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)
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)
If you are interested in seeing the source Rmd, then it is here. One more note is this is copied/pasted with only minor changes from Rstudio knitted Rmd.