Day-of-the-month Effect.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "library('RODBC')\n",
    "library('quantmod')\n",
    "library('PerformanceAnalytics')\n",
    "source(\"/usr/common/config.R\")\n",
    "lcon <- odbcDriverConnect(sprintf(\"Driver={SQL Server};Server=%s;Database=%s;Uid=%s;Pwd=%s;\", ldbserver, ldbname, ldbuser, ldbpassword), case = \"nochange\", believeNRows = TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“closing unused RODBC handle 9”"
     ]
    }
   ],
   "source": [
    "startDate<-'1997-01-01'\n",
    "endDate<-'2017-05-31'\n",
    "\n",
    "nifty<-sqlQuery(lcon, sprintf(\"select TIME_STAMP, PX_CLOSE FROM BHAV_INDEX WHERE INDEX_NAME='NIFTY 50' AND TIME_STAMP >='%s' AND TIME_STAMP <= '%s'\", startDate, endDate))\n",
    "nXts<-xts(nifty[,-1], as.Date(nifty[,1]))\n",
    "nRets<-dailyReturn(nXts)\n",
    "\n",
    "startYear<-as.numeric(format(min(as.Date(index(nRets))), \"%Y\"))+1\n",
    "endYear<-as.numeric(format(max(as.Date(index(nRets))), \"%Y\"))-1\n",
    "\n",
    "retsByDay<-data.frame(DAY=NA, RET=NA, stringsAsFactors = F)\n",
    "for(yr in startYear:endYear){\n",
    "    for(mo in 1:12){\n",
    "        moRange<-nRets[sprintf(\"%d-%d\", yr, mo),]\n",
    "        for(i in 1:length(moRange[,1])){\n",
    "            retsByDay<-rbind(retsByDay, c(i, as.numeric(moRange[i,1])))\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "retsByDay<-na.omit(retsByDay)\n",
    "summaries<-data.frame(DAY=NA, MEAN=NA, MEDIAN=NA, SD=NA, stringsAsFactors = F)\n",
    "for(i in 1:max(retsByDay[,1])){\n",
    "    dayRange<-retsByDay[which(retsByDay$DAY==i),2]\n",
    "    summaries<-rbind(summaries, c(i, mean(dayRange), median(dayRange), sd(dayRange)))\n",
    "}\n",
    "\n",
    "summaries<-na.omit(summaries)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAABAQECAgIDAwME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\nAwQJgIP/B08jRWfdBT7tAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Returns by Day-of-Month 1998-2016”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot(RET~DAY, data=retsByDay, varwidth=TRUE, horizontal=F, main=sprintf('Returns by Day-of-Month %d-%d', startYear, endYear))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAC91BMVEUAAAABAQECAgIDAwME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\ngJAABf8HNIkher11/kwAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Mean daily returns”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot(summaries[,2], main='Mean daily returns', names.arg=summaries[,1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first and the last few days of the month always see a bump..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAC+lBMVEUAAAABAQECAgIDAwME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\nCggJUEBIgAJCAhT8fx2kufVkrC9iAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Median daily returns”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot(summaries[,3], main='Median daily returns', names.arg=summaries[,1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Should we prefer buying in the middle of the month over other days?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "'Total Units #First: 102.07'"
      ],
      "text/latex": [
       "'Total Units \\#First: 102.07'"
      ],
      "text/markdown": [
       "'Total Units #First: 102.07'"
      ],
      "text/plain": [
       "[1] \"Total Units #First: 102.07\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "'Total Units #Mid: 101.53'"
      ],
      "text/latex": [
       "'Total Units \\#Mid: 101.53'"
      ],
      "text/markdown": [
       "'Total Units #Mid: 101.53'"
      ],
      "text/plain": [
       "[1] \"Total Units #Mid: 101.53\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "'Total Units #Last: 101.47'"
      ],
      "text/latex": [
       "'Total Units \\#Last: 101.47'"
      ],
      "text/markdown": [
       "'Total Units #Last: 101.47'"
      ],
      "text/plain": [
       "[1] \"Total Units #Last: 101.47\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sipByDay<-data.frame(DAY=NA, UNITS=NA, DATE=NA, stringsAsFactors = F)\n",
    "for(yr in startYear:endYear){\n",
    "    for(mo in 1:12){\n",
    "        moRange<-nXts[sprintf(\"%d-%d\", yr, mo),]\n",
    "        sipByDay<-rbind(sipByDay, c(1, 1000.0/as.numeric(first(moRange)), toString(index(first(moRange)))))\n",
    "        iMid<-as.integer(length(moRange[,1])/2)\n",
    "        sipByDay<-rbind(sipByDay, c(15, 1000.0/as.numeric(moRange[iMid]), toString(index(moRange[iMid]))))\n",
    "        sipByDay<-rbind(sipByDay, c(23, 1000.0/as.numeric(last(moRange)), toString(index(last(moRange)))))\n",
    "    }\n",
    "}\n",
    "sipByDay<-sipByDay[-1,]\n",
    "\n",
    "#head(sipByDay)\n",
    "#tail(sipByDay)\n",
    "\n",
    "sipByDay$UNITS<-as.numeric(sipByDay$UNITS)\n",
    "sipByDay$DAY<-as.numeric(sipByDay$DAY)\n",
    "\n",
    "sprintf(\"Total Units #First: %.2f\", sum(sipByDay[sipByDay$DAY==1,]$UNITS))\n",
    "sprintf(\"Total Units #Mid: %.2f\", sum(sipByDay[sipByDay$DAY==15,]$UNITS))\n",
    "sprintf(\"Total Units #Last: %.2f\", sum(sipByDay[sipByDay$DAY==23,]$UNITS))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Buying in the middle of the month doesn't yeild in better returns. The day-of-the-month analysis uses daily returns - the dip in the middle of the month is returns over the previous day."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.4.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}