Tutorial_02_Stats.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stats\n",
    "\n",
    "This notebook loads some data, reports simple descriptive statistics (means, standard deviations etc) and shows a number of useful plots (scatter plots, histograms, time series plots).\n",
    "\n",
    "Most of the descriptive stats use the standard package Statistics. The plots rely on the [Plots.jl](https://github.com/JuliaPlots/Plots.jl) package and the pdf and quantiles are from the [Distributions.jl](https://github.com/JuliaStats/Distributions.jl) package.\n",
    "\n",
    "For more stat functions, see the [StatsBase.jl](https://github.com/JuliaStats/StatsBase.jl) package. (Not used here.)\n",
    "\n",
    "Statistical calculations are often reported in tables. This notebook uses my own `printmat()` function. For more powerful alternatives, consider the [PrettyTables.jl](https://github.com/ronisbr/PrettyTables.jl) package."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Packages and Extra Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "@doc2"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Statistics, Printf, Dates, LinearAlgebra, DelimitedFiles, Distributions\n",
    "\n",
    "include(\"src/printmat.jl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Plots\n",
    "default(size = (480,320),fmt = :png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Data from a csv File\n",
    "\n",
    "The next cell displays the first few lines of a data file in a raw format. The subsequent cell loads the data into a matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mthe first 5 lines of Data/MyData.csv:\u001b[22m\u001b[39m\n",
      "\n",
      "date,Mkt_RF,RF,SmallGrowth\n",
      "197901,4.18,0.77,10.96\n",
      "197902,-3.41,0.73,-2.09\n",
      "197903,5.75,0.81,11.71\n",
      "197904,0.05,0.8,3.27\n",
      "\n"
     ]
    }
   ],
   "source": [
    "printblue(\"the first 5 lines of Data/MyData.csv:\\n\")\n",
    "\n",
    "printmat(readlines(\"Data/MyData.csv\")[1:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[34m\u001b[1mfirst four lines of x:\u001b[22m\u001b[39m\n",
      "\n",
      "197901.000     4.180     0.770    10.960\n",
      "197902.000    -3.410     0.730    -2.090\n",
      "197903.000     5.750     0.810    11.710\n",
      "197904.000     0.050     0.800     3.270\n",
      "\n"
     ]
    }
   ],
   "source": [
    "x = readdlm(\"Data/MyData.csv\",',',skipstart=1)  #reading the csv file\n",
    "                                                #skip 1st line\n",
    "printblue(\"\\nfirst four lines of x:\\n\")\n",
    "printmat(x[1:4,:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mfirst 4 observations:\u001b[22m\u001b[39m\n",
      "\n",
      "                 Rme        Re\n",
      "1979-01-01     4.180    10.190\n",
      "1979-02-01    -3.410    -2.820\n",
      "1979-03-01     5.750    10.900\n",
      "1979-04-01     0.050     2.470\n",
      "\n"
     ]
    }
   ],
   "source": [
    "ym  = round.(Int,x[:,1])             #yearmonth, like 200712\n",
    "(Rme,Rf,R) = (x[:,2],x[:,3],x[:,4])  #creating variables from columns of x\n",
    "Re  = R - Rf                         #do R .- Rf if R has several columns\n",
    "dN = Date.(string.(ym),\"yyyymm\") #convert to string and then to Julia Date\n",
    "\n",
    "printblue(\"first 4 observations:\\n\")\n",
    "printmat(dN[1:4],Rme[1:4,:],Re[1:4,:],colNames=[\"\",\"Rme\",\"Re\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Some Descriptive Statistics\n",
    "\n",
    "## Means and Standard Deviations\n",
    "\n",
    "The next few cells estimate means, standard deviations, covariances and correlations of the variables `Rme` (US equity market excess return) and `Re` (excess returns for a segment of the market, small growth firms). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Rme        Re\n",
      "mean     0.602     0.303\n",
      "std      4.604     8.572\n",
      "\n"
     ]
    }
   ],
   "source": [
    "μ = mean([Rme Re],dims=1)    #,dims=1 to calculate average along a column\n",
    "σ = std([Rme Re],dims=1)     #do \\sigma[Tab] to get σ\n",
    "\n",
    "printmat([μ;σ];colNames=[\"Rme\",\"Re\"],rowNames=[\"mean\",\"std\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Covariances and Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[34m\u001b[1mvariance-covariance matrix:\u001b[22m\u001b[39m\n",
      "          Rme        Re\n",
      "Rme    21.197    28.426\n",
      "Re     28.426    73.475\n",
      "\n",
      "\n",
      "\u001b[34m\u001b[1mcorrelation matrix:\u001b[22m\u001b[39m\n",
      "          Rme        Re\n",
      "Rme     1.000     0.720\n",
      "Re      0.720     1.000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "printblue(\"\\n\",\"variance-covariance matrix:\")\n",
    "printmat(cov([Rme Re]);colNames=[\"Rme\",\"Re\"],rowNames=[\"Rme\",\"Re\"])\n",
    "\n",
    "printblue(\"\\n\",\"correlation matrix:\")\n",
    "printmat(cor([Rme Re]);colNames=[\"Rme\",\"Re\"],rowNames=[\"Rme\",\"Re\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## OLS\n",
    "\n",
    "A linear regression\n",
    "$\n",
    "y_t = x_t'b + u_t,\n",
    "$\n",
    "where $x_t=[1;R^e_{m,t}]$.\n",
    "\n",
    "Clearly, the first element of $b$ is the intercept and the second element is the slope coefficient.\n",
    "\n",
    "The code below creates a $T \\times 2$ matrix `x` with $x'_t$ in row $t$. $y$ is a T-element vector (or $T \\times 1$).\n",
    "\n",
    "The [GLM.jl](https://github.com/JuliaStats/GLM.jl) package (not used here) has more powerful regression methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mOLS coefficients, regressing Re on constant and Rme:\u001b[22m\u001b[39m\n",
      "\n",
      "     calculation 1  calculation 2\n",
      "c           -0.504         -0.504\n",
      "Rme          1.341          1.341\n",
      "\n",
      "      R²:      0.519\n",
      "no. of observations:    388    \n"
     ]
    }
   ],
   "source": [
    "c   = ones(size(Rme,1))         #a vector with ones, no. rows from variable\n",
    "x   = [c Rme]                   #x is a Tx2 matrix\n",
    "y   = copy(Re)                  #to get standard OLS notation\n",
    "\n",
    "b2  = inv(x'x)*x'y              #OLS according to a textbook\n",
    "b   = x\\y                       #also OLS, numerically more stable\n",
    "u   = y - x*b                   #OLS residuals\n",
    "R2  = 1 - var(u)/var(y)         #R2\n",
    "\n",
    "printblue(\"OLS coefficients, regressing Re on constant and Rme:\\n\")\n",
    "printmat([b b2];colNames=[\"calculation 1\",\"calculation 2\"],rowNames=[\"c\",\"Rme\"],width=15)\n",
    "printlnPs(\"R²: \",R2)\n",
    "printlnPs(\"no. of observations: \",size(Re,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[34m\u001b[1mcoefficients and t-stats:\u001b[22m\u001b[39m\n",
      "\n",
      "         coef    t-stat\n",
      "c      -0.504    -1.656\n",
      "Rme     1.341    20.427\n",
      "\n"
     ]
    }
   ],
   "source": [
    "Covb  = inv(x'x)*var(u)         #traditional covariance matrix of b estimates\n",
    "Stdb  = sqrt.(diag(Covb))       #std of b estimates\n",
    "tstat = (b .- 0)./Stdb          #t-stats, replace 0 with your null hypothesis\n",
    "\n",
    "printblue(\"\\ncoefficients and t-stats:\\n\")\n",
    "printmat([b tstat];colNames=[\"coef\",\"t-stat\"],rowNames=[\"c\",\"Rme\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Drawing Random Numbers and Finding Critical Values\n",
    "\n",
    "## Random Numbers: Independent Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[34m\u001b[1mmean and std of random draws: \u001b[22m\u001b[39m\n",
      "            x₁        x₂\n",
      "mean     0.056    -0.222\n",
      "std      1.065     0.980\n",
      "\n",
      "\u001b[34m\u001b[1mcovariance matrix:\u001b[22m\u001b[39m\n",
      "          x₁        x₂\n",
      "x₁     1.134     0.093\n",
      "x₂     0.093     0.961\n",
      "\n"
     ]
    }
   ],
   "source": [
    "T = 100\n",
    "x = randn(T,2)    #T x 2 matrix, N(0,1) distribution\n",
    "\n",
    "printblue(\"\\n\",\"mean and std of random draws: \")\n",
    "μ = mean(x,dims=1)\n",
    "σ = std(x,dims=1)\n",
    "\n",
    "colNames = [\"x₁\",\"x₂\"]\n",
    "printmat([μ;σ];colNames,rowNames=[\"mean\",\"std\"])\n",
    "\n",
    "printblue(\"covariance matrix:\")\n",
    "printmat(cov(x);colNames,rowNames=colNames)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Numbers: Correlated Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mcovariance matrix:\u001b[22m\u001b[39m\n",
      "          x₁        x₂\n",
      "x₁     1.343     0.558\n",
      "x₂     0.558     1.893\n",
      "\n"
     ]
    }
   ],
   "source": [
    "μ = [-1,10]          #vector of means\n",
    "Σ = [1 0.5;          #covariance matrix\n",
    "     0.5 2]\n",
    "\n",
    "T = 100\n",
    "x = rand(MvNormal(μ,Σ),T)'  #random numbers, T x 2, drawn from bivariate N(μ,Σ)\n",
    "colNames = [\"x₁\",\"x₂\"]\n",
    "\n",
    "printblue(\"covariance matrix:\")\n",
    "printmat(cov(x);colNames,rowNames=colNames)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quantiles (\"critical values\") of Distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[34m\u001b[1m5th percentile of N(0,1) and 95th of χ²(5):\u001b[22m\u001b[39m\n",
      "    -1.645    11.070\n",
      "\n"
     ]
    }
   ],
   "source": [
    "N05     = quantile(Normal(0,1),0.05)            #from the Distributions package\n",
    "Chisq05 = quantile(Chisq(5),0.95)\n",
    "\n",
    "printblue(\"\\n\",\"5th percentile of N(0,1) and 95th of χ²(5):\")\n",
    "printmat([N05 Chisq05])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Statistical Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xTicksLoc = [Date(1980),Date(1990),Date(2000),Date(2010)]\n",
    "xTicksLab = Dates.format.(xTicksLoc,\"Y\")\n",
    "\n",
    "p1 = plot( dN,Rme,\n",
    "           linecolor = :blue,\n",
    "           legend = false,\n",
    "           xticks = (xTicksLoc,xTicksLab),\n",
    "           ylim = (-25,25),\n",
    "           title = \"Time series plot: monthly US equity market excess return\",\n",
    "           titlefontsize = 10,\n",
    "           ylabel = \"%\" )\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p1 = scatter( Rme,Re,\n",
    "              fillcolor = :blue,\n",
    "              legend = false,\n",
    "              xlim = (-40,40),\n",
    "              ylim = (-40,60),\n",
    "              title = \"Scatter plot: two monthly return series (and 45 degree line)\",\n",
    "              titlefontsize = 10,\n",
    "              xlabel = \"Market excess return, %\",\n",
    "              ylabel = \"Excess returns on small growth stocks, %\",\n",
    "              guidefontsize = 8 )\n",
    "plot!([-40;60],[-40;60],color=:black,linewidth=0.5)   #easier to keep this outside plot()\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xGrid = -25:0.1:15\n",
    "pdfX  = pdf.(Normal(mean(Rme),std(Rme)),xGrid) #\"Distributions\" wants σ, not σ^2\n",
    "\n",
    "p1 = histogram( Rme,bins = -25:1:15,\n",
    "                normalized = true,     #normalized to have area=1\n",
    "                label = \"histogram\",\n",
    "                title = \"Histogram: monthly US equity market excess return\",\n",
    "                titlefontsize = 10,\n",
    "                xlabel = \"Market excess return, %\",\n",
    "                legend = :topleft,\n",
    "                guidefontsize = 8 )   #font size of axis labels\n",
    "plot!(xGrid,pdfX,linewidth=3,label=\"fitted N()\")\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "@webio": {
   "lastCommId": null,
   "lastKernelId": null
  },
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Julia 1.11.1",
   "language": "julia",
   "name": "julia-1.11"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.11.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}