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Trading Strategies Performance Report with R and Knitr
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%####################################################### | |
%# KNITR Report Template - Dynamic Equity Bond Allocation | |
%# | |
%# thertrader@gmail.com - Oct 2013 | |
%####################################################### | |
\documentclass{article} | |
\title{Dynamic Equity vs. Bond Allocation \\ Performance Report} | |
\usepackage[top=0.1in, bottom=0.1in, left=1in, right=1in]{geometry} | |
\usepackage[labelformat=empty]{caption} % remove table 1 etc... | |
\begin{document} | |
\date{\vspace{-5ex}} % remove date & suppress the space that goes with it | |
\maketitle | |
<<fooa,echo=FALSE,message=FALSE,warning=FALSE,fig.align='center',fig.width=7.5,fig.height=5.5,results="asis">>= | |
source("D:\\Documents\\R\\code\\performanceReportWithKnitr.R") | |
performanceReport(inputPath="your_path", | |
inputFile="debaUS.csv", | |
keepColumns=c("date","optimAlloc...")) | |
@ | |
\end{document} |
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############################################################################### | |
# This program is free software: you can redistribute it and/or modify | |
# it under the terms of the GNU General Public License as published by | |
# the Free Software Foundation, either version 3 of the License, or | |
# (at your option) any later version. | |
# | |
# This program is distributed in the hope that it will be useful, | |
# but WITHOUT ANY WARRANTY; without even the implied warranty of | |
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | |
# GNU General Public License for more details. | |
# | |
# Please visit: <http://www.gnu.org/licenses/>. | |
############################################################################### | |
# Copyright (C) 2013 The R Trader | |
# | |
# For more information please visit my blog at www.thertrader.com | |
# or you can reach me at: TheRTrader at gmail | |
############################################################################### |
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####################################################### | |
# R functions for Knitr performance report | |
# | |
# thertrader@gmail.com - Nov 2013 | |
####################################################### | |
library(knitr) | |
library(PerformanceAnalytics) | |
library(xtable) | |
library(xts) | |
performanceReport <- function(inputPath=inputPath, | |
inputFile=inputFile, | |
keepColumns=keepColumns){ | |
data <- read.csv(paste(inputPath,inputFile,sep=""),sep=",") | |
keepColumns <- keepColumns | |
dataDaily <- data[,keepColumns] | |
colnames(dataDaily) <- c("date","rtn") | |
days <- as.Date(dataDaily[,"date"],"%m/%d/%Y") ## | |
years <- as.numeric(sort(unique(substring(days,1,4)))) | |
months <- sort(unique(substring(days,1,7))) | |
dailyRtn <- as.numeric(substring(dataDaily[,"rtn"],1,nchar(as.character(dataDaily[,"rtn"]))-1)) ## | |
monthlyRtn <- aggregate(dailyRtn,by=list(substring(days,1,7)),sum)[,2] | |
yearlyRtn <- aggregate(dailyRtn,by=list(substring(days,1,4)),sum)[,2] | |
dailyDD <- as.vector(Drawdowns(dailyRtn/100)) | |
maxDD <- maxDrawdown(dailyRtn/100) | |
currentYear <- as.numeric(substring(Sys.Date(),1,4)) | |
names(yearlyRtn) <- years | |
names(monthlyRtn) <- months | |
startYtd <- match(as.character(currentYear),substring(months,1,4)) | |
colorVectorMonth <- ifelse(monthlyRtn[startYtd:length(monthlyRtn)] > 0, 1, 2) | |
colorVectorYear <- ifelse(yearlyRtn > 0, 1, 2) | |
myxts <- xts(monthlyRtn/100,order.by=seq(as.Date("2000-01-30"), length=length(months), by="month")-2) | |
colnames(myxts) <- "YTD" | |
xtablePerfMonthly <- xtable(table.CalendarReturns(myxts,geometric=FALSE), | |
caption="Monthly Percentage Return (gross of fees)", | |
digits=1) | |
print(xtablePerfMonthly, | |
caption.placement = "top", | |
include.rownames = TRUE, | |
latex.environment="center", | |
size="\\scriptsize") | |
par(mfrow=c(3,2),cex=0.5,mex=0.3) | |
plot(days,cumsum(dailyRtn), | |
type="l", | |
main="Equity Curve - Since Inception (%)", | |
xlab="", | |
ylab="") | |
grid(col="dark grey") | |
plot(days[match(as.character(currentYear),substring(days,1,4)):length(days)], | |
cumsum(dailyRtn[match(as.character(currentYear),substring(days,1,4)):length(days)]), | |
type="l", | |
main="Equity Curve - YTD (%)", | |
xlab="", | |
ylab="") | |
grid(col="dark grey") | |
plot(days,dailyDD, | |
type="l", | |
xlab="", | |
ylab="", | |
main="maximum DrawDown - Since Inception (%)") | |
grid(col="dark grey") | |
plot(days[match(as.character(currentYear),substring(days,1,4)):length(days)], | |
dailyDD[match(as.character(currentYear),substring(days,1,4)):length(days)], | |
type="l", | |
xlab="", | |
ylab="", | |
main="maximum DrawDown - YTD (%)") | |
grid(col="dark grey") | |
bpYear <- barplot(yearlyRtn, | |
border = NA, | |
col=colorVectorYear, | |
ylim=range(0,ceiling(max(yearlyRtn))+5), | |
main="Yearly Return - Since Inception (%)") | |
text(bpYear, | |
yearlyRtn, | |
labels=as.character(round(yearlyRtn,2)), | |
pos=3) | |
bpMonth <- barplot(monthlyRtn[startYtd:length(monthlyRtn)], | |
col=colorVectorMonth, | |
border = NA, | |
ylim=range(floor(min(monthlyRtn[startYtd:length(monthlyRtn)]))-1,ceiling(max(monthlyRtn[startYtd:length(monthlyRtn)]))+1), | |
main="Monthly Return - YTD (%)") | |
text(bpMonth, | |
monthlyRtn[startYtd:length(monthlyRtn)], | |
labels=as.character(round(monthlyRtn[startYtd:length(monthlyRtn)],2)), | |
pos=3) | |
nbDays <- length(days) | |
nbYears <- nbDays/252 | |
totalReturn <- sum(dailyRtn) | |
annualizedReturn <- round(totalReturn/nbYears,2) | |
annualizedVolatility <- round(sd(dailyRtn)*sqrt(252),2) | |
sharpeRatio <- round(annualizedReturn/annualizedVolatility,2) | |
maxDD <- 100*round(min(dailyDD),3) | |
maxDDDate <- days[match(min(dailyDD),dailyDD)] | |
recoveryTime <- min(which(dailyDD[match(min(dailyDD),dailyDD):length(dailyDD)] == 0)) | |
monthlyHitRate <- 100*round(length(which(monthlyRtn > 0))/length(monthlyRtn),2) | |
monthlyRtnAverage <- round(mean(monthlyRtn),2) | |
monthlyRtnPositive <- round(mean(monthlyRtn[which(monthlyRtn > 0)]),2) | |
monthlyRtnNegative <- round(mean(monthlyRtn[which(monthlyRtn < 0)]) ,2) | |
worstMonth <- round(min(monthlyRtn),2) | |
bestMonth <- round(max(monthlyRtn),2) | |
dailyHitRate <- 100*round(length(which(dailyRtn > 0))/length(which(dailyRtn != 0)),2) | |
dailyRtnAverage <- round(mean(dailyRtn),2) | |
dailyRtnPositive <- round(mean(dailyRtn[which(dailyRtn > 0)]) ,2) | |
dailyRtnNegative <- round(mean(dailyRtn[which(dailyRtn < 0)]),2) | |
worstDay <- round(min(dailyRtn),2) | |
bestDay <- round(max(dailyRtn),2) | |
captionColumn1 <- c("Ann.Return","Ann.Volatility","Sharpe Ratio","","","") | |
valueColumn1 <- c(annualizedReturn,annualizedVolatility,round(annualizedReturn/annualizedVolatility,2),"","","") | |
captionColumn2 <- c("maxDD","maxDD Date","Time to Recover","","","") | |
valueColumn2 <- c(maxDD,as.character(maxDDDate),paste(recoveryTime, "days",sep=" "),"","","") | |
captionColumn3 <- c("Hit Rate","Mean Return","Mean > 0","Mean < 0","Worst","Best") | |
valueColumn3 <- c(monthlyHitRate,monthlyRtnAverage,monthlyRtnPositive,monthlyRtnNegative,worstMonth,bestMonth) | |
captionColumn4 <- c("Hit Rate","Mean Return","Mean > 0","Mean < 0","Worst","Best") | |
valueColumn4 <- c(dailyHitRate,dailyRtnAverage,dailyRtnPositive,dailyRtnNegative,worstDay,bestDay) | |
tradingStatistics <- cbind(captionColumn1,valueColumn1,captionColumn2,valueColumn2,captionColumn3,valueColumn3,captionColumn4,valueColumn4) | |
colnames(tradingStatistics) <- c("Performance","(%)","Draw Down","(%)","Monthly","(%)","Daily","(%)") | |
xtableResult <- xtable(tradingStatistics, | |
caption="Trading Statistics", | |
digits=2) | |
print(xtableResult, | |
caption.placement = "top", | |
include.rownames = FALSE, | |
size="\\scriptsize") | |
} | |
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