HSG-MCS-HS21_Julia/Problemsets/Solutions/PS02_Stats_Solution.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Packages and Extra Functions"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"printyellow (generic function with 1 method)"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using Statistics, Printf, Dates, DelimitedFiles, Distributions, LinearAlgebra\n",
"\n",
"include(\"jlFiles/printmat.jl\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"using Plots\n",
"\n",
"#pyplot(size=(600,400))\n",
"gr(size=(480,320))\n",
"default(fmt = :svg)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load Data from a csv File"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"first four lines of x:\n",
"1970-01-01 -5.480 -4.875 -8.100\n",
"1970-02-01 1.465 7.546 5.130\n",
"1970-03-01 -7.232 1.061 -1.060\n",
"1970-04-01 -24.488 -8.481 -11.000\n",
"\n"
]
}
],
"source": [
"x = readdlm(\"Data/Portfolios_SGLV.csv\",',',skipstart=1) #reading the csv file\n",
" #skip 1st line\n",
"println(\"\\nfirst four lines of x:\")\n",
"printmat(x[1:4,:])\n",
"\n",
"dN = Date.(x[:,1]) #creating variables\n",
"Re = convert.(Float64,x[:,2:3]) #small growth (SG), large value (LV)\n",
"Rme = convert.(Float64,x[:,end]); #market"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Task 1: Means and Standard Deviations\n",
"\n",
"Estimate and print the means and standard deviations of the three series (in `Re` and `Rme`)."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" SG LV Market\n",
"mean 0.218 0.677 0.593\n",
"std 8.079 5.772 4.595\n",
"\n"
]
}
],
"source": [
"μ = mean([Re Rme],dims=1) \n",
"σ = std([Re Rme],dims=1) \n",
"\n",
"printmat([μ;σ],colNames=[\"SG\",\"LV\",\"Market\"],rowNames=[\"mean\",\"std\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Task 2: Correlations\n",
"\n",
"Estimate and print the correlation matrix."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1.000 0.563 0.804\n",
" 0.563 1.000 0.774\n",
" 0.804 0.774 1.000\n",
"\n"
]
}
],
"source": [
"printmat(cor([Re Rme]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Task 3: OLS\n",
"\n",
"Code up a function to do OLS. It should take `y` and `x` as inputs and return the slope coefficients, the standard errors and R2 as output. Notice that you can calculate the standard erors as follows\n",
"1. `cov_b = inv(x'x)*var(u)` where `u` are the residuals\n",
"2. `std_b = sqrt.(diag(cov_b))`\n",
"\n",
"Hint: cell 3 (or so) in [OLS notebook on Paul Söderlind's Github](https://github.com/PaulSoderlind/FinancialEconometrics/blob/master/Ch02_OLS1.ipynb)\n",
"\n",
"Then, regress each of return `Re[:,1]` and `Re[:,2]` on the market `Rme` and a constant. Report the coefficients and standard errors."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OLS (generic function with 1 method)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function OLS(y,x) \n",
" b = x\\y\n",
" u = y - x*b\n",
" R2 = 1 - var(u)/var(y)\n",
" cov_b = inv(x'x)*var(u)\n",
" std_b = sqrt.(diag(cov_b))\n",
" return b, std_b, R2\n",
"end "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Small growth\n",
" coef StdErr\n",
"c -0.620 0.196\n",
"Rme 1.414 0.042\n",
"\n",
"Large value\n",
" coef StdErr\n",
"c 0.100 0.149\n",
"Rme 0.972 0.032\n",
"\n"
]
}
],
"source": [
"T = size(Re,1) #number of time periods\n",
"\n",
"c = ones(T) #a vector with ones\n",
"x = [c Rme] #x is a Tx2 matrix\n",
"b1 = x\\Re[:,1] \n",
"b2 = x\\Re[:,2] \n",
"(b1,std_b1,) = OLS(Re[:,1],x)\n",
"(b2,std_b2,) = OLS(Re[:,2],x)\n",
"\n",
"println(\"Small growth\")\n",
"printmat([b1 std_b1],colNames=[\"coef\",\"StdErr\"],rowNames=[\"c\",\"Rme\"])\n",
"println(\"Large value\")\n",
"printmat([b2 std_b2],colNames=[\"coef\",\"StdErr\"],rowNames=[\"c\",\"Rme\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Task 4: Scatter Plot\n",
"\n",
"Make a scatter plot of `Rme` (on the horizontal axis) and `SG`. Do the same for `Rme` and `LV`. Add a 45 degree line and also the regression line from OLS."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xGrid = range(-40,40,length=5)\n",
"yLine = b1[1] .+ b1[2]*xGrid\n",
"\n",
"p1 = scatter( Rme,Re[:,1],\n",
" fillcolor = :blue,\n",
" legend = false,\n",
" xlim = (-40,40),\n",
" ylim = (-40,40),\n",
" title = \"Scatter plot: two monthly return series\",\n",
" titlefont = font(10),\n",
" xlabel = \"Market excess return, %\",\n",
" ylabel = \"Excess returns on small growth stocks, %\",\n",
" guidefont = font(8) )\n",
"plot!([-40;40],[-40;40],color=:black,linewidth=0.5) \n",
"plot!(xGrid,yLine,color=:red,linestyle=:dash)\n",
"display(p1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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}
],
"source": [
"xGrid = range(-40,40,length=5)\n",
"yLine = b2[1] .+ b2[2]*xGrid\n",
"\n",
"p1 = scatter( Rme,Re[:,2],\n",
" fillcolor = :blue,\n",
" legend = false,\n",
" xlim = (-40,40),\n",
" ylim = (-40,40),\n",
" title = \"Scatter plot: two monthly return series\",\n",
" titlefont = font(10),\n",
" xlabel = \"Market excess return, %\",\n",
" ylabel = \"Excess returns on large value stocks, %\",\n",
" guidefont = font(8) )\n",
"plot!([-40;40],[-40;40],color=:black,linewidth=0.5)\n",
"plot!(xGrid,yLine,color=:red,linestyle=:dash)\n",
"display(p1)"
]
},
{
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"metadata": {},
"outputs": [],
"source": []
}
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