Explore how we might use (abuse) pipes from pipeR + the htmlwidgets version of dygraphs to explore a simple moving average strategy on the S&P 500.
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August 29, 2015 14:07
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Simple Moving Average Strategy in R with pipes and widgets
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| # calculate moving average system in R with pipes | |
| #devtools::install_github("renkun-ken/pipeR") | |
| library(pipeR) # feel free to library(magrittr) | |
| library(quantmod) | |
| #devtools::install_github("rstudio/dygraphs") | |
| library(dygraphs) | |
| #devtools::install_github("ramnathv/htmlwidgets) | |
| library(htmlwidgets) | |
| "^GSPC" %>>% | |
| getSymbols( from = "1900-01-01", auto.assign=F ) %>>% | |
| ( ~ sp500 ) %>>% # save so reduce traffic on yahoo! finance | |
| ( prices ~ | |
| runMean( prices[,6], n = 250 ) %>>% | |
| ( merge( prices[,6], .) ) %>>% | |
| ( | |
| stats::lag( ifelse( .[,1] > .[,2], 1, 0 ), k = 1 ) * | |
| (.[,1] / stats::lag(.[,1]) - 1) | |
| ) %>>% | |
| na.fill(0) %>>% | |
| (cumprod(1+.)) %>>% | |
| '*'(as.numeric(prices[1,6])) %>>% | |
| structure(dimnames = list(NULL,"MovAvgStrat")) %>>% | |
| (merge(prices[,6], .)) | |
| ) %>>% | |
| dygraph ( | |
| main = " Piped Moving Average Strategy on S&P 500" | |
| ,height = 400 | |
| ,width = 600 | |
| ) %>>% (~ dG ) | |
| #dG %>>% saveWidget("temp.html",selfcontained=T) %>>% (~rCharts:::publish_.gist(files="temp.html",description="Simple Moving Average Strategy in R with pipes and widgets",id=NULL)) |
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| <!DOCTYPE html> | |
| <html> | |
| <head> | |
| <meta charset="utf-8" /> | |
| <script 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