HSG-MCS-HS21_Julia/Exam1/Exam1_Solution.ipynb

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"data": {
"text/plain": [
"printyellow (generic function with 1 method)"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using Printf, Dates, Statistics, DelimitedFiles, StatsBase\n",
"\n",
"include(\"jlFiles/printmat.jl\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"using Plots\n",
"\n",
"gr(size=(480,320))\n",
"default(fmt = :svg)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load Data \n",
"\n",
"Returns from FX investments (for a US investor) in percent are in `Data_Returns.csv` (extract the returns into a matrix `R`) and log forward premia in percent are in `Data_Forwardpremia.csv` (extract the forward premia into a matrix `fp`). Convert the first columns to Julia dates.\n",
"\n",
"Test if the dates in the two files are the same.\n",
"\n",
"The currency names/abbreviations are\n",
"`[\"AUD\",\"CAD\",\"EUR\",\"JPY\",\"NZD\",\"NOK\",\"SEK\",\"CHF\",\"GBP\"]` "
]
},
{
"cell_type": "code",
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"data": {
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"(300, 9)"
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"source": [
"CurrNames = [\"AUD\",\"CAD\",\"EUR\",\"JPY\",\"NZD\",\"NOK\",\"SEK\",\"CHF\",\"GBP\"]\n",
"\n",
"x = readdlm(\"Data_Returns.csv\",',',skipstart=1) #return data\n",
"dN = Date.(x[:,1]) #covert to Julia date, eg. 2001-12-31\n",
"R = Float64.(x[:,2:end])\n",
"\n",
"x = readdlm(\"Data_Forwardpremia.csv\",',',skipstart=2) #forward premia, skip 2 rows\n",
"dN2 = Date.(x[:,1]) \n",
"fp = Float64.(x[:,2:end])\n",
"\n",
"(T,n) = size(R) #number of data points, number of currencies"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Same dates? true\n"
]
}
],
"source": [
"println(\"Same dates? \",dN == dN2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot the forward premia\n",
"\n",
"against time. Create a figure with 3x3 subplots. In the plot show the forward premia multiplied by 12 so they can be interpreted as the (annualised) interest rate differential (foreign minus US). \n",
"\n",
"Make sure to \n",
"1. have tick marks on the x-axis at `[Date(2000),Date(2010),Date(2020)]`\n",
"\n",
"2. limit the y-axis to `(-6,6)`\n",
"\n",
"3. Put the currency name/abbreviation in the title of each subfigure."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
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" 1329.78,499.185 1332.37,494.235 1335.23,500.766 1338.01,476.762 1340.51,496.49 1343.46,453.822 1346.14,419.805 1348.64,433.981 1351.5,434.409 1354.18,429.841 \n",
" 1356.78,428.44 1359.64,432.654 1362.41,424.216 1365.18,380.276 1367.86,387.33 1370.54,391.769 1373.31,421.921 1376.08,396.522 1378.68,388.022 1381.18,386.897 \n",
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" 1493,344.589 1495.68,339.515 1498.46,344.651 1501.23,339.706 1503.82,326.11 1506.68,324.534 1509.45,328.624 1511.95,315.129 1514.72,307.259 1517.41,291.784 \n",
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" 1547.44,337.67 1550.12,344.206 1552.89,346.299 1555.57,358.467 1558.26,365.78 1561.12,370.235 1563.8,367.529 1566.39,364.272 1569.25,373.942 1572.02,381.592 \n",
" 1574.79,392.86 1577.3,396.061 1580.07,404.949 1582.66,417.966 1585.52,422.472 1588.2,430.533 1590.79,439.685 1593.74,441.649 1596.42,440.377 1599.2,441.047 \n",
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],
"source": [
"xTicksLoc = [Date(2000),Date(2010),Date(2020)]\n",
"xTicksLab = Dates.format.(xTicksLoc,\"Y\")\n",
"\n",
"p1 = plot( dN,fp*12,\n",
" layout = (3,3),\n",
" legend = false,\n",
" size = (800,600),\n",
" linecolor = :blue,\n",
" xticks = (xTicksLoc,xTicksLab),\n",
" ylims = (-6,6),\n",
" title = reshape(CurrNames,1,:),\n",
" titlefont = font(10) )\n",
"display(p1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot cumulated log returns\n",
"\n",
"in a 3x3 figure (similar to before). The cumulated log returns for a given currency are $r_1,r_1+r_2,r_1+r_2+r_3,...$ etc where $r_t$ is the log return in period $t$.\n",
"\n",
"Make sure to\n",
"1. use the same tick marks on the x-axis as before\n",
"2. limit the y-axis to (-1,1)\n",
"\n",
"Hints:\n",
"1. log returns are $r= \\ln(1+R/100)$ since the returns in `R` are in percent. In Julia, use `log()` for the natural logarithm.\n",
"2. cumulate using `cumsum()` or by a loop so you get a $T \\times 9$ matrix."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
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" 1575.39,377.179 1577.94,389.664 1580.56,387.234 1583.11,382.042 1585.65,379.394 1588.36,376.835 1590.9,365.386 1593.36,354.891 1596.07,347.578 1598.7,349.628 \n",
" 1601.33,359.399 1603.7,356.768 1606.33,352.321 1608.78,362.676 1611.5,362.622 1614.04,356.109 1616.5,356.562 1619.29,347.975 1621.84,341.632 1624.46,346.425 \n",
" 1627.01,344.031 1629.55,344.199 1632.26,338.409 1634.63,337.312 1637.26,344.51 1639.63,333.422 1642.43,328.689 1644.97,331.746 1647.6,336.57 1650.23,331.693 \n",
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" 1678.53,323.577 1681.16,321.178 1683.53,303.758 1686.33,291.134 1688.87,305.529 1691.5,302.059 1694.13,308.162 1696.58,299.787 1699.21,312.723 1701.75,307.307 \n",
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" 1833.37,301.149 1836,296.586 1838.37,295.585 1841.17,299.812 1843.71,297.902 1846.33,298.391 1848.96,299.096 1851.34,307.031 1853.79,303.51 1856.5,300.52 \n",
" 1859.13,307.948 1861.51,313.514 1864.3,306.044 1866.84,313.074 1869.47,305.576 1872.1,309.424 1874.56,313.448 1877.27,314.238 1879.9,327.577 1882.27,325.367 \n",
" 1884.9,324.347 1887.44,322.541 1889.98,319.342 1892.61,313.724 1895.24,319.63 1897.69,318.409 1900.4,326.593 1903.03,328.852 1905.4,331.821 1908.2,336.019 \n",
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" 1343.27,1152.33 1345.89,1148.03 1348.35,1145.24 1351.06,1146.09 1353.69,1153.3 1356.06,1151.61 1358.69,1149.88 1361.23,1149.99 1363.78,1150.88 1366.4,1155.84 \n",
" 1369.03,1167.93 1371.49,1171.38 1374.2,1170.47 1376.83,1177.22 1379.2,1179.89 1382,1196.59 1384.54,1193.75 1386.91,1192.15 1389.62,1208.1 1392.17,1205.69 \n",
" 1394.62,1215.41 1397.34,1223.5 1399.96,1226.63 1402.59,1235.57 1405.13,1232.76 1407.68,1217.08 1410.3,1218.2 1412.93,1218.4 1415.39,1213.22 1417.76,1221.08 \n",
" 1420.56,1216.29 1423.1,1202.86 1425.73,1215.96 1428.27,1218.37 1430.81,1218.33 1433.52,1225.62 1436.07,1226.14 1438.52,1231.92 1441.24,1230.18 1443.86,1224.09 \n",
" 1446.49,1238.8 1448.95,1244.43 1451.58,1238.15 1453.95,1244.21 1456.74,1261.81 1459.29,1253.29 1461.91,1263.35 1464.54,1280.01 1467,1294.66 1469.71,1301.42 \n",
" 1472.25,1292.17 1474.71,1270.91 1477.51,1270.78 1479.88,1279.68 1482.42,1295.68 1485.05,1290.02 1487.68,1292.11 1490.14,1296.39 1492.85,1289.52 1495.48,1271.9 \n",
" 1497.85,1291.53 1500.64,1286.72 1503.19,1284.01 1505.81,1283 1508.44,1282.56 1510.81,1279.02 1513.27,1265.29 1515.98,1259.91 1518.61,1239.85 1520.98,1235.08 \n",
" 1523.78,1244.02 1526.32,1243.8 1528.95,1242.03 1531.58,1230.88 1534.04,1222.67 1536.75,1208.29 1539.37,1195.99 1541.75,1188.71 1544.38,1188.89 1546.92,1185.22 \n",
" 1549.46,1175.26 1552.09,1170.32 1554.71,1172.04 1557.17,1172.35 1559.88,1163.34 1562.51,1152.8 1564.88,1140.84 1567.68,1132.12 1570.22,1125.21 1572.6,1117.96 \n",
" 1575.39,1125.13 1577.94,1141.65 1580.56,1139.29 1583.11,1135.22 1585.65,1134.71 1588.36,1123.82 1590.9,1114.36 1593.36,1109.83 1596.07,1095.76 1598.7,1092.36 \n",
" 1601.33,1095.68 1603.7,1087.75 1606.33,1093.07 1608.78,1084.68 1611.5,1093.86 1614.04,1097.11 1616.5,1101.35 1619.29,1096.8 1621.84,1095.62 1624.46,1092.26 \n",
" 1627.01,1090.28 1629.55,1098.37 1632.26,1095.92 1634.63,1104.88 1637.26,1126.67 1639.63,1114.94 1642.43,1114.45 1644.97,1125.42 1647.6,1121.98 1650.23,1104.63 \n",
" 1652.68,1104.85 1655.4,1097.24 1657.94,1090.44 1660.4,1081.64 1663.19,1088.29 1665.57,1082.51 1668.11,1076.18 1670.74,1064.83 1673.36,1066.28 1675.82,1052.54 \n",
" 1678.53,1053.2 1681.16,1078.14 1683.53,1056.62 1686.33,1050.82 1688.87,1050.85 1691.5,1048.94 1694.13,1042.9 1696.58,1035.13 1699.21,1039.36 1701.75,1039.6 \n",
" 1704.3,1037.61 1706.92,1044.08 1709.55,1053.44 1712.01,1063.28 1714.72,1076.58 1717.35,1114.63 1719.72,1130.1 1722.52,1111.05 1725.06,1149.61 1727.43,1152.29 \n",
" 1730.14,1114.93 1732.69,1115.31 1735.14,1081.35 1737.86,1077.64 1740.48,1072.59 1743.11,1060.57 1745.65,1045.02 1748.2,1044.62 1750.82,1047.03 1753.45,1041.54 \n",
" 1755.91,1049.77 1758.28,1051.91 1761.08,1046.76 1763.62,1037.99 1766.25,1060.25 1768.79,1053.89 1771.33,1038.67 1774.04,1047.39 1776.59,1032.98 1779.04,1021.32 \n",
" 1781.76,1028.42 1784.38,1013.92 1787.01,1016.19 1789.38,1023.52 1792.01,1018.66 1794.47,1002.1 1797.18,996.288 1799.72,994.538 1802.18,978.091 1804.98,983.948 \n",
" 1807.52,1014.5 1810.15,996.867 1812.69,1008.51 1815.23,1006.92 1817.94,990.063 1820.4,983.864 1822.94,991.303 1825.57,991.175 1828.2,1014.48 1830.66,994.975 \n",
" 1833.37,991.576 1836,993.909 1838.37,983.953 1841.17,986.314 1843.71,986.249 1846.33,984.192 1848.96,978.44 1851.34,981.712 1853.79,978.132 1856.5,970.982 \n",
" 1859.13,990.908 1861.51,999.318 1864.3,990.214 1866.84,997.624 1869.47,976.261 1872.1,977.38 1874.56,980.692 1877.27,977.806 1879.9,982.107 1882.27,970.816 \n",
" 1884.9,961.125 1887.44,963.297 1889.98,965.849 1892.61,956.422 1895.24,964.329 1897.69,967.371 1900.4,986.63 1903.03,986.297 1905.4,982.926 1908.2,983.214 \n",
" 1910.74,1003.11 1913.12,990.585 1915.83,992.197 1918.37,987.063 1920.83,1005.24 1923.54,1018.75 1926.17,1023 1928.8,1035.74 1931.34,1032.26 1933.88,1015.84 \n",
" 1936.51,1022.65 1939.13,1011.26 1941.59,1026.55 1944.22,1020.74 1946.85,1005.66 1949.3,1003.21 1952.02,1012.03 1954.56,997.108 1957.02,993.129 1959.81,991.051 \n",
" 1962.36,990.017 1964.98,994.262 1967.53,996.547 1970.07,1000.83 1972.78,986.403 1975.15,990 1977.78,999.292 1980.15,1004.15 1982.95,994.585 1985.49,985.644 \n",
" 1988.12,978.82 1990.75,991.528 1993.2,988.748 1995.92,1003.7 1998.46,1003.03 2000.92,992.863 2003.71,981.545 2006.09,988.313 2008.63,988.558 2011.26,995.162 \n",
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"source": [
"r = log.(1.0.+R/100)\n",
"P = cumsum(r,dims=1)\n",
"\n",
"p1 = plot( dN,P,\n",
" layout = (3,3),\n",
" legend = false,\n",
" size = (800,600),\n",
" linecolor = :blue,\n",
" xticks = (xTicksLoc,xTicksLab),\n",
" ylims = (-1,1),\n",
" title = reshape(CurrNames,1,:),\n",
" titlefont = font(10) )\n",
"display(p1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Implement a carry trade strategy\n",
"\n",
"\n",
"1. Find the 4 currencies with the highest forward premia (interest rate differential) in $t-1$ and give each a portfolio weight `w[t,i]=1/4`. These are the investment currencies.\n",
"\n",
"2. Find the 4 currencies with the lowest forward premia in $t-1$ and give each a portfolio weight `w[t,i]=-1/4`. These are the funding currencies.\n",
"\n",
"3. The portfolio return in t is `w[t,:]'*R[t,:]`. For all periods that lacks data, set the portfolio return to 0.\n",
"\n",
"4. Create log returns, cumulate and plot (as above).\n",
"\n",
"5. In the plot, add a comparison with an equally weighted portfolio (1/9 in each currency). "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"m = 4 #number of long/short positions \n",
"\n",
"(R_CT,w_CT) = (zeros(T),zeros(T,n))\n",
"for t = 2:T #loop over periods, save portfolio returns\n",
" #local v,wt #local/global is needed in script\n",
" v = sortperm(fp[t-1,:])\n",
" w = zeros(n)\n",
" w[v[1:m]] .= -1/m #low interest rate currencies\n",
" w[v[end-m+1:end]] .= 1/m #high interest rate currencies \n",
" R_CT[t] = w'R[t,:]\n",
" w_CT[t,:] = w \n",
"end\n",
"\n",
"R_EW = vec(mean(R,dims=2)); #equally weighted portfolio"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"P_CT = cumsum(log.(1.0.+R_CT/100))\n",
"P_EW = cumsum(log.(1.0.+R_EW/100));\n",
"\n",
"p1 = plot( dN,[P_CT P_EW],\n",
" label = [\"CT\" \"EW\"],\n",
" size = (800,600),\n",
" linecolor = [:red :blue],\n",
" xticks = (xTicksLoc,xTicksLab),\n",
" ylims = (-1,1),\n",
" title = \"Comparison of performance\")\n",
"display(p1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Report some return statistics\n",
"\n",
"1. For each of the two portfolio returns, report the average returns, standard deviation and their ratio (the \"Sharpe ratio\").\n",
"\n",
"2. For each currency, report the frequency of periods that the currency is in the \"high\" carry trade portfolio."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" CT EW\n",
"mean 0.283 0.018\n",
"std 2.038 2.255\n",
"SR 0.139 0.008\n",
"\n",
"and in case you want annualised numbers...\n",
" CT EW\n",
"mean 3.401 0.221\n",
"std 7.061 7.813\n",
"SR 0.482 0.028\n",
"\n"
]
}
],
"source": [
"μ = mean([R_CT R_EW],dims=1)\n",
"σ = std([R_CT R_EW],dims=1)\n",
"SR = μ./σ\n",
"\n",
"printmat([μ;σ;SR],colNames=[\"CT\",\"EW\"],rowNames=[\"mean\",\"std\",\"SR\"])\n",
"\n",
"println(\"and in case you want annualised numbers...\")\n",
"(μ_a,σ_a,SR_a) = (μ*12,σ*sqrt(12),SR*sqrt(12))\n",
"printmat([μ_a;σ_a;SR_a],colNames=[\"CT\",\"EW\"],rowNames=[\"mean\",\"std\",\"SR\"])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"...and for log returns, in %\n",
" CT EW\n",
"mean 0.262 -0.007\n",
"std 2.046 2.256\n",
"SR 0.128 -0.003\n",
"\n",
"and in case you want annualised numbers...\n",
" CT EW\n",
"mean 3.147 -0.083\n",
"std 7.089 7.816\n",
"SR 0.444 -0.011\n",
"\n"
]
}
],
"source": [
"println(\"...and for log returns, in %\")\n",
"\n",
"μ = mean(log.(1.0.+[R_CT R_EW]/100),dims=1)*100\n",
"σ = std(log.(1.0.+[R_CT R_EW]/100),dims=1)*100\n",
"SR = μ./σ\n",
"\n",
"printmat([μ;σ;SR],colNames=[\"CT\",\"EW\"],rowNames=[\"mean\",\"std\",\"SR\"])\n",
"\n",
"println(\"and in case you want annualised numbers...\")\n",
"(μ_a,σ_a,SR_a) = (μ*12,σ*sqrt(12),SR*sqrt(12))\n",
"printmat([μ_a;σ_a;SR_a],colNames=[\"CT\",\"EW\"],rowNames=[\"mean\",\"std\",\"SR\"])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUD 0.983\n",
"CAD 0.467\n",
"EUR 0.023\n",
"JPY 0.000\n",
"NZD 0.957\n",
"NOK 0.710\n",
"SEK 0.317\n",
"CHF 0.000\n",
"GBP 0.530\n",
"\n"
]
}
],
"source": [
"FreqInHi = mean(0 .< w_CT,dims=1) #frequence of times the weight is positive\n",
"\n",
"printmat(vec(FreqInHi),rowNames=CurrNames)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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