Ch19_TestingDistributions.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing Distributions\n",
    "\n",
    "This notebook illustrates basic descriptive statistics (means, std, skewness, kurtosis), histograms, the Bera-Jarque test (of normality), Q-Q plots and tests of the empirical distribution function (Kolmogorov-Smirnov). It uses the [Distributions.jl](https://github.com/JuliaStats/Distributions.jl)  and [StatsBase.jl](https://github.com/JuliaStats/StatsBase.jl) packages.\n",
    "\n",
    "You may also consider the [HypothesisTests.jl](https://github.com/JuliaStats/HypothesisTests.jl) package."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Packages and Extra Functions\n",
    "\n",
    "The key functions used in this notebook (`BeraJarqueTest()` and `KolSmirTest()`) are from the (local) `FinEcmt_OLS` module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "MyModulePath = joinpath(pwd(),\"jlFiles\")\n",
    "!in(MyModulePath,LOAD_PATH) && push!(LOAD_PATH,MyModulePath);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "using FinEcmt_OLS, DelimitedFiles, Statistics, Distributions, StatsBase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "using Plots\n",
    "default(size = (480,320),fmt = :png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Data from a csv File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample size: 15356\n"
     ]
    }
   ],
   "source": [
    "xx  = readdlm(\"Data/FFdFactors.csv\",',',skipstart=1)\n",
    "x   = xx[:,2]            #equity market excess returns\n",
    "xx  = nothing\n",
    "\n",
    "T   = size(x,1)\n",
    "println(\"Sample size: $T\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic Descriptive Statistics and a Histogram\n",
    "\n",
    "The next few cells shows some basic descriptive statistics for the variable `x` (US equity market excess return). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mBasic descriptive stats:\u001b[22m\u001b[39m\n",
      "\n",
      "μ       0.026\n",
      "σ       0.955\n",
      "min   -17.440\n",
      "max    11.350\n",
      "\n"
     ]
    }
   ],
   "source": [
    "μ = mean(x)\n",
    "σ = std(x)\n",
    "(xmin,xmax) = extrema(x)\n",
    "\n",
    "printblue(\"Basic descriptive stats:\\n\")\n",
    "xx = [μ,σ,xmin,xmax]\n",
    "printmat(xx;rowNames=[\"μ\",\"σ\",\"min\",\"max\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xGrid = -20:0.1:12\n",
    "pdfX  = pdf.(Normal(μ,σ),xGrid)        #\"Distributions.jl\" wants σ, not σ^2\n",
    "\n",
    "p1 = histogram( x,bins = -20:1:12,\n",
    "                normalized = true,     #normalized to have area=1\n",
    "                label = \"histogram\",\n",
    "                legend = :left,\n",
    "                xlim = (-20,12),\n",
    "                title = \"Histogram: daily equity returns\",\n",
    "                titlefontsize = 10,\n",
    "                xlabel = \"Return, %\",\n",
    "                guidefontsize = 8 )\n",
    "plot!(xGrid,pdfX,linewidth=3,label=\"fitted N()\")\n",
    "\n",
    "p2 = histogram( x,bins = -5:0.5:5,\n",
    "                normalized = true,\n",
    "                legend = false,\n",
    "                xlim = (-5,5),\n",
    "                title = \"Histogram: daily equity returns, central part\",\n",
    "                titlefontsize = 10,\n",
    "                xlabel = \"Return, %\",\n",
    "                guidefontsize = 8 )\n",
    "plot!(xGrid,pdfX,linewidth=3,legend=false)\n",
    "\n",
    "pAll = plot(p1,p2,layout=(1,2),size=(700,300))                  #set up subplots\n",
    "display(pAll)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Skewness, Kurtosis and the Bera-Jarque Test\n",
    "\n",
    "The `BeraJarqueTest()` function reports skewness, kurtosis and the B-J statistic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "```\n",
       "BeraJarqueTest(x)\n",
       "```\n",
       "\n",
       "Calculate the BJ test for each column in a matrix. Reports `(skewness,kurtosis,BJ)`.\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@doc2 BeraJarqueTest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#using CodeTracking\n",
    "#println(@code_string BeraJarqueTest([1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mMore descriptive stats:\u001b[22m\u001b[39m\n",
      "\n",
      "                      Estimate   10% crit val\n",
      "skewness                -0.519          0.025\n",
      "excess kurtosis         16.166          0.051\n",
      "Bera-Jarque         167896.608          4.605\n",
      "\n"
     ]
    }
   ],
   "source": [
    "(skewness,kurtosis,BJ) = BeraJarqueTest(x)\n",
    "\n",
    "critval_BJ   = quantile(Chisq(2),0.9)                   #critical values\n",
    "critval_skew = quantile(Normal(0,sqrt(6/T)),0.9)\n",
    "critval_kurt = quantile(Normal(0,sqrt(24/T)),0.9)\n",
    "\n",
    "printblue(\"More descriptive stats:\\n\")\n",
    "xx = hcat([skewness;kurtosis-3;BJ],[critval_skew;critval_kurt;critval_BJ])\n",
    "printmat(xx;colNames=[\"Estimate\",\"10% crit val\"],\n",
    "            rowNames=[\"skewness\",\"excess kurtosis\",\"Bera-Jarque\"],width=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q-Q Plot\n",
    "\n",
    "The Q-Q plot shows the empirical quantiles against the theoretical quantiles (possibly from an estimated distribution). If the theoretical distribution is a good fit to the data, then the results should cluster closely around a 45 degree line.\n",
    "\n",
    "### A Remark on the Code\n",
    "\n",
    "The `quantile()` function for a distribution (from the `Distributions.jl` package) works slightly different from the `quantile()` function for data (from the `StatsBase.jl` package). In short,\n",
    "\n",
    "- `quantile.(Normal(μ,σ),pval1)` calculates a vector of quantiles of a `Normal(μ,σ)` distribution.\n",
    "\n",
    "- `quantile(x,pval1)` calculates a vector of empirical quantiles from the vector `x` (notice: no dot)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "pval1 = 0.01:0.01:0.99                          #quantiles 0.01 to 0.99, to QQ plot\n",
    "pval2 = [0.001:0.001:0.009;0.991:0.001:0.999]   #extreme quantiles\n",
    "\n",
    "qEmp1 = quantile(x,pval1)                       #empirical quantiles; no dot\n",
    "qEmp2 = quantile(x,pval2)\n",
    "qN1   = quantile.(Normal(μ,σ),pval1)            #quantiles of N()\n",
    "qN2   = quantile.(Normal(μ,σ),pval2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "txt = text(\"quantiles below 0.01 and above 0.99\\nhave a different colour\",8,:left)\n",
    "\n",
    "p1 = scatter( qN1,qEmp1,color=:blue,legend=false,\n",
    "              xlim = (-5,5),\n",
    "              ylim = (-5,5),\n",
    "              title = \"QQ plot, quantiles 0.001 to 0.999\",\n",
    "              xlabel = \"Quantiles according to N()\",\n",
    "              ylabel = \"Empirical quantiles\",\n",
    "              annotation = (-4.5,4,txt) )\n",
    "scatter!(qN2,qEmp2,color=:red,legend=false)\n",
    "plot!([-5,5],[-5,5],color=:black,linewidth=0.5)\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Empirical Distribution Function and the Kolmogorov-Smirnov Test\n",
    "\n",
    "The empirical distribution function (edf) shows the frequence of data points below a given threshold. The Kolmogorov-Smirnov (K-S) test is designed to investigate whether the edf differs from a theoretical (possibly estimated) cdf. It is implemented in the function `KolSmirTest()`.\n",
    "\n",
    "An edf does essentially the following: rank all elements in `x` and divide the ranks by `T` to get relative ranks (0 to 1).\n",
    "\n",
    "The K-S test finds the largest difference between the edf and the theoretical cdf, $D$. The 5% critical value of $\\sqrt{T}D$ is 1.36."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "```\n",
       "KolSmirTest(x1,TheoryCdf::Function)\n",
       "```\n",
       "\n",
       "Calculate the Kolmogorov-Smirnov test\n",
       "\n",
       "### Output\n",
       "\n",
       "  * `KSstat::Float64`:     KS test statistic\n",
       "  * `xD::Number`:          x value with the largest diff beteen empirical and theoretical cdf\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@doc2 KolSmirTest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#println(@code_string KolSmirTest([1],cos))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "edfx = ecdf(x)                   #construct the empirical distribution function\n",
    "\n",
    "edfEmp = edfx(xGrid)                   #evaluate the empirical distribution function at xGrid\n",
    "cdfN   = cdf.(Normal(μ,σ),xGrid);       #cdf of Normal(μ,σ), for comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p1 = plot( xGrid,[edfEmp cdfN],\n",
    "           label = [\"edf\" \"cdf of N()\"],\n",
    "           linecolor = [:blue :red],\n",
    "           linestyle = [:solid :dash],\n",
    "           title = \"Cumulative distribution functions\",\n",
    "           xlabel = \"returns\",\n",
    "           xlim = (-5,5),\n",
    "           ylim = (0,1) )\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mKolmogorov-Smirnov test:\u001b[22m\u001b[39m\n",
      "\n",
      "sqrt(T)*D      9.941\n",
      "5% critval     1.360\n",
      "at which x    -0.400\n",
      "\n"
     ]
    }
   ],
   "source": [
    "(KSstat,xD) = KolSmirTest(x,z->cdf(Normal(μ,σ),z))\n",
    "\n",
    "printblue(\"Kolmogorov-Smirnov test:\\n\")\n",
    "printmat([KSstat,1.36,xD];rowNames=[\"sqrt(T)*D\",\"5% critval\",\"at which x\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "@webio": {
   "lastCommId": null,
   "lastKernelId": null
  },
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Julia 1.10.2",
   "language": "julia",
   "name": "julia-1.10"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.10.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}