Ch03_MeanVariance.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mean Variance Frontiers\n",
    "\n",
    "This notebook calculates *(a)* the mean-variance frontiers when there are no portfolio restrictions; *(b)* the tangency portfolio."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Packages and Extra Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Printf, LinearAlgebra\n",
    "\n",
    "include(\"src/printmat.jl\");\n",
    "\n",
    "prec = 2    #default number of decimal digits in printmat()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Plots\n",
    "default(size = (480,320),fmt = :png)   #or :svg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The MV Frontier\n",
    "\n",
    "Mean variance (MV) analysis starts with providing the vector of expected returns $\\mu$ and the covariance matrix $\\Sigma$ of the investable assets.\n",
    "\n",
    "Then, it plots the \"mean variance\" frontier: it is a scatter plot showing the lowest possible portfolio standard deviation ($\\text{Std}(R_p)$) on the horizontal axis (yes, the standard deviation, not the variance) at a required average return ($\\text{E}R_p=\\mu^*$) on the vertical axis. We consider many different $\\mu^*$ values to create the scatter. In most figures we connect the dots to form a curve.\n",
    "\n",
    "Remember: to calculate the expected return and the variance of a portfolio with portfolio weights in the vector $w$, use \n",
    "\n",
    "$\\text{E}R_p = w'\\mu$ and \n",
    "\n",
    "$\\text{Var}(R_p) = w'\\Sigma w$.\n",
    "\n",
    "Also, the sum of the portfolio weights should equal 1."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MV Frontier  with Two Assets\n",
    "\n",
    "With only two investable assets, all portfolios of them are on the MV frontier. We can therefore trace out the entire MV frontier by calculating the means and standard deviations of a range of portfolios with different weights ($w_1,1-w_1$) on the two assets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mexpected returns, %:\u001b[22m\u001b[39m\n",
      "asset 1     11.50\n",
      "asset 2      6.00\n",
      "\n",
      "\u001b[34m\u001b[1mcovariance matrix, bp:\u001b[22m\u001b[39m\n",
      "          asset 1   asset 2\n",
      "asset 1    166.00     58.00\n",
      "asset 2     58.00    100.00\n",
      "\n"
     ]
    }
   ],
   "source": [
    "μ = [11.5, 6]/100            #expected returns\n",
    "Σ = [166   58;               #covariance matrix\n",
    "      58  100]/100^2\n",
    "\n",
    "printblue(\"expected returns, %:\")\n",
    "printmat(μ*100;rowNames=[\"asset 1\",\"asset 2\"],prec)         #prec is defined above\n",
    "\n",
    "printblue(\"covariance matrix, bp:\")\n",
    "printmat(Σ*100^2;rowNames=[\"asset 1\",\"asset 2\"],colNames=[\"asset 1\",\"asset 2\"],prec)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remarks on the Code\n",
    "\n",
    "For the the code in the next cell, notice the following:\n",
    "\n",
    "1. `(ERₚ,StdRₚ) = (fill(NaN,L),fill(NaN,L))` creates two $L$-vectors filled with NaNs. (This is the same as having two lines of code.)\n",
    "\n",
    "2. `local w` makes sure that `w` inside the loop does not affect any previously assigned `w`. In contrast, a `global w` would make the value created in the loop overwrite any previous `w`. In a notebook, `global` is implicitly assumed. In a script (.jl) file, you typically have to explicitly indicate local/global."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "L        = 41                            #number of w₁ values to try\n",
    "w₁_range = range(1.5,-0.5,length=L)      #different possible weights on asset 1\n",
    "\n",
    "(ERₚ,StdRₚ) = (fill(NaN,L),fill(NaN,L))   #to put the results in\n",
    "for i in 1:L\n",
    "    #local w                                #local/global is needed in script\n",
    "    w        = [w₁_range[i],1-w₁_range[i]]  #weights on asset 1 and 2\n",
    "    ERₚ[i]   = w'μ\n",
    "    StdRₚ[i] = sqrt(w'Σ*w)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"480\" height=\"320\" viewBox=\"0 0 1920 1280\">\n",
       "<defs>\n",
       "  <clipPath id=\"clip660\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"1920\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip660)\" d=\"M0 1280 L1920 1280 L1920 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip661\">\n",
       "    <rect x=\"384\" y=\"0\" width=\"1345\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip660)\" d=\"M197.427 1106.38 L1872.76 1106.38 L1872.76 123.472 L197.427 123.472  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip662\">\n",
       "    <rect x=\"197\" y=\"123\" width=\"1676\" height=\"984\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip662)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip662)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"755.87,1106.38 755.87,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip662)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1314.31,1106.38 1314.31,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip662)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1872.76,1106.38 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip662)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip662)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,778.744 1872.76,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip662)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,451.108 1872.76,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip662)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,123.472 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip660)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip660)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip660)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"755.87,1106.38 755.87,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip660)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1314.31,1106.38 1314.31,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip660)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1872.76,1106.38 1872.76,1087.48 \"/>\n",
       "<path clip-path=\"url(#clip660)\" d=\"M197.427 1133.46 Q193.816 1133.46 191.988 1137.02 Q190.182 1140.56 190.182 1147.69 Q190.182 1154.8 191.988 1158.37 Q193.816 1161.91 197.427 1161.91 Q201.062 1161.91 202.867 1158.37 Q204.696 1154.8 204.696 1147.69 Q204.696 1140.56 202.867 1137.02 Q201.062 1133.46 197.427 1133.46 M197.427 1129.75 Q203.238 1129.75 206.293 1134.36 Q209.372 1138.94 209.372 1147.69 Q209.372 1156.42 206.293 1161.03 Q203.238 1165.61 197.427 1165.61 Q191.617 1165.61 188.539 1161.03 Q185.483 1156.42 185.483 1147.69 Q185.483 1138.94 188.539 1134.36 Q191.617 1129.75 197.427 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M746.148 1130.38 L764.504 1130.38 L764.504 1134.32 L750.43 1134.32 L750.43 1142.79 Q751.449 1142.44 752.468 1142.28 Q753.486 1142.09 754.505 1142.09 Q760.292 1142.09 763.671 1145.26 Q767.051 1148.44 767.051 1153.85 Q767.051 1159.43 763.579 1162.53 Q760.106 1165.61 753.787 1165.61 Q751.611 1165.61 749.343 1165.24 Q747.097 1164.87 744.69 1164.13 L744.69 1159.43 Q746.773 1160.56 748.995 1161.12 Q751.218 1161.68 753.694 1161.68 Q757.699 1161.68 760.037 1159.57 Q762.375 1157.46 762.375 1153.85 Q762.375 1150.24 760.037 1148.13 Q757.699 1146.03 753.694 1146.03 Q751.819 1146.03 749.944 1146.44 Q748.093 1146.86 746.148 1147.74 L746.148 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1289 1161 L1296.64 1161 L1296.64 1134.64 L1288.33 1136.31 L1288.33 1132.05 L1296.59 1130.38 L1301.27 1130.38 L1301.27 1161 L1308.91 1161 L1308.91 1164.94 L1289 1164.94 L1289 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1328.35 1133.46 Q1324.74 1133.46 1322.91 1137.02 Q1321.11 1140.56 1321.11 1147.69 Q1321.11 1154.8 1322.91 1158.37 Q1324.74 1161.91 1328.35 1161.91 Q1331.99 1161.91 1333.79 1158.37 Q1335.62 1154.8 1335.62 1147.69 Q1335.62 1140.56 1333.79 1137.02 Q1331.99 1133.46 1328.35 1133.46 M1328.35 1129.75 Q1334.16 1129.75 1337.22 1134.36 Q1340.3 1138.94 1340.3 1147.69 Q1340.3 1156.42 1337.22 1161.03 Q1334.16 1165.61 1328.35 1165.61 Q1322.54 1165.61 1319.46 1161.03 Q1316.41 1156.42 1316.41 1147.69 Q1316.41 1138.94 1319.46 1134.36 Q1322.54 1129.75 1328.35 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1847.94 1161 L1855.58 1161 L1855.58 1134.64 L1847.27 1136.31 L1847.27 1132.05 L1855.53 1130.38 L1860.21 1130.38 L1860.21 1161 L1867.85 1161 L1867.85 1164.94 L1847.94 1164.94 L1847.94 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1877.34 1130.38 L1895.7 1130.38 L1895.7 1134.32 L1881.62 1134.32 L1881.62 1142.79 Q1882.64 1142.44 1883.66 1142.28 Q1884.68 1142.09 1885.7 1142.09 Q1891.48 1142.09 1894.86 1145.26 Q1898.24 1148.44 1898.24 1153.85 Q1898.24 1159.43 1894.77 1162.53 Q1891.3 1165.61 1884.98 1165.61 Q1882.8 1165.61 1880.53 1165.24 Q1878.29 1164.87 1875.88 1164.13 L1875.88 1159.43 Q1877.96 1160.56 1880.19 1161.12 Q1882.41 1161.68 1884.89 1161.68 Q1888.89 1161.68 1891.23 1159.57 Q1893.57 1157.46 1893.57 1153.85 Q1893.57 1150.24 1891.23 1148.13 Q1888.89 1146.03 1884.89 1146.03 Q1883.01 1146.03 1881.14 1146.44 Q1879.28 1146.86 1877.34 1147.74 L1877.34 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M901.746 1198.08 L901.746 1204.35 Q898.086 1202.6 894.839 1201.74 Q891.593 1200.88 888.569 1200.88 Q883.317 1200.88 880.453 1202.92 Q877.62 1204.96 877.62 1208.71 Q877.62 1211.87 879.498 1213.49 Q881.408 1215.08 886.691 1216.07 L890.574 1216.86 Q897.767 1218.23 901.173 1221.7 Q904.611 1225.14 904.611 1230.93 Q904.611 1237.84 899.964 1241.4 Q895.349 1244.97 886.405 1244.97 Q883.031 1244.97 879.211 1244.2 Q875.424 1243.44 871.35 1241.94 L871.35 1235.32 Q875.265 1237.52 879.02 1238.63 Q882.776 1239.75 886.405 1239.75 Q891.911 1239.75 894.903 1237.58 Q897.895 1235.42 897.895 1231.41 Q897.895 1227.91 895.73 1225.93 Q893.598 1223.96 888.696 1222.97 L884.781 1222.21 Q877.588 1220.78 874.374 1217.72 Q871.159 1214.67 871.159 1209.22 Q871.159 1202.92 875.583 1199.29 Q880.039 1195.66 887.837 1195.66 Q891.179 1195.66 894.648 1196.27 Q898.118 1196.87 901.746 1198.08 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M920.175 1198.27 L920.175 1208.4 L932.238 1208.4 L932.238 1212.95 L920.175 1212.95 L920.175 1232.3 Q920.175 1236.66 921.352 1237.9 Q922.562 1239.14 926.222 1239.14 L932.238 1239.14 L932.238 1244.04 L926.222 1244.04 Q919.443 1244.04 916.865 1241.53 Q914.286 1238.98 914.286 1232.3 L914.286 1212.95 L909.99 1212.95 L909.99 1208.4 L914.286 1208.4 L914.286 1198.27 L920.175 1198.27 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M963.398 1213.81 L963.398 1194.52 L969.254 1194.52 L969.254 1244.04 L963.398 1244.04 L963.398 1238.7 Q961.552 1241.88 958.719 1243.44 Q955.918 1244.97 951.971 1244.97 Q945.51 1244.97 941.436 1239.81 Q937.394 1234.65 937.394 1226.25 Q937.394 1217.85 941.436 1212.69 Q945.51 1207.54 951.971 1207.54 Q955.918 1207.54 958.719 1209.1 Q961.552 1210.62 963.398 1213.81 M943.441 1226.25 Q943.441 1232.71 946.083 1236.4 Q948.757 1240.07 953.404 1240.07 Q958.051 1240.07 960.724 1236.4 Q963.398 1232.71 963.398 1226.25 Q963.398 1219.79 960.724 1216.13 Q958.051 1212.44 953.404 1212.44 Q948.757 1212.44 946.083 1216.13 Q943.441 1219.79 943.441 1226.25 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M995.386 1194.58 Q991.121 1201.9 989.052 1209.06 Q986.983 1216.23 986.983 1223.58 Q986.983 1230.93 989.052 1238.16 Q991.152 1245.35 995.386 1252.64 L990.293 1252.64 Q985.519 1245.16 983.132 1237.93 Q980.776 1230.71 980.776 1223.58 Q980.776 1216.48 983.132 1209.29 Q985.487 1202.09 990.293 1194.58 L995.386 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1029.54 1221.76 Q1031.61 1222.46 1033.55 1224.76 Q1035.52 1227.05 1037.49 1231.06 L1044.02 1244.04 L1037.11 1244.04 L1031.03 1231.85 Q1028.68 1227.08 1026.45 1225.52 Q1024.25 1223.96 1020.43 1223.96 L1013.43 1223.96 L1013.43 1244.04 L1007 1244.04 L1007 1196.52 L1021.52 1196.52 Q1029.66 1196.52 1033.68 1199.93 Q1037.69 1203.34 1037.69 1210.21 Q1037.69 1214.7 1035.59 1217.66 Q1033.52 1220.62 1029.54 1221.76 M1013.43 1201.81 L1013.43 1218.68 L1021.52 1218.68 Q1026.16 1218.68 1028.52 1216.54 Q1030.91 1214.38 1030.91 1210.21 Q1030.91 1206.04 1028.52 1203.94 Q1026.16 1201.81 1021.52 1201.81 L1013.43 1201.81 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1053.35 1241.05 L1053.35 1251.65 L1049.62 1251.65 L1049.62 1224.09 L1053.35 1224.09 L1053.35 1227.11 Q1054.49 1225.33 1056.27 1224.47 Q1058.06 1223.61 1060.51 1223.61 Q1064.61 1223.61 1067.16 1226.47 Q1069.71 1229.37 1069.71 1234.08 Q1069.71 1238.79 1067.16 1241.69 Q1064.61 1244.55 1060.51 1244.55 Q1058.06 1244.55 1056.27 1243.69 Q1054.49 1242.83 1053.35 1241.05 M1064.23 1239.75 Q1065.89 1237.71 1065.89 1234.08 Q1065.89 1230.45 1064.23 1228.42 Q1062.54 1226.35 1059.62 1226.35 Q1056.69 1226.35 1055 1228.42 Q1053.35 1230.45 1053.35 1234.08 Q1053.35 1237.71 1055 1239.75 Q1056.69 1241.82 1059.62 1241.82 Q1062.54 1241.82 1064.23 1239.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1079.03 1194.58 L1084.12 1194.58 Q1088.9 1202.09 1091.25 1209.29 Q1093.64 1216.48 1093.64 1223.58 Q1093.64 1230.71 1091.25 1237.93 Q1088.9 1245.16 1084.12 1252.64 L1079.03 1252.64 Q1083.26 1245.35 1085.33 1238.16 Q1087.43 1230.93 1087.43 1223.58 Q1087.43 1216.23 1085.33 1209.06 Q1083.26 1201.9 1079.03 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1106.88 1235.96 L1113.6 1235.96 L1113.6 1241.43 L1108.38 1251.62 L1104.27 1251.62 L1106.88 1241.43 L1106.88 1235.96 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1188.08 1223.13 Q1185.31 1223.13 1183.72 1225.49 Q1182.16 1227.84 1182.16 1232.04 Q1182.16 1236.18 1183.72 1238.57 Q1185.31 1240.92 1188.08 1240.92 Q1190.78 1240.92 1192.34 1238.57 Q1193.93 1236.18 1193.93 1232.04 Q1193.93 1227.87 1192.34 1225.52 Q1190.78 1223.13 1188.08 1223.13 M1188.08 1219.09 Q1193.1 1219.09 1196.06 1222.59 Q1199.02 1226.09 1199.02 1232.04 Q1199.02 1238 1196.03 1241.5 Q1193.07 1244.97 1188.08 1244.97 Q1182.98 1244.97 1180.02 1241.5 Q1177.06 1238 1177.06 1232.04 Q1177.06 1226.06 1180.02 1222.59 Q1183.01 1219.09 1188.08 1219.09 M1155.23 1199.71 Q1152.49 1199.71 1150.9 1202.09 Q1149.34 1204.45 1149.34 1208.59 Q1149.34 1212.79 1150.9 1215.14 Q1152.46 1217.5 1155.23 1217.5 Q1158 1217.5 1159.56 1215.14 Q1161.15 1212.79 1161.15 1208.59 Q1161.15 1204.48 1159.56 1202.09 Q1157.97 1199.71 1155.23 1199.71 M1183.97 1195.66 L1189.06 1195.66 L1159.33 1244.97 L1154.24 1244.97 L1183.97 1195.66 M1155.23 1195.66 Q1160.26 1195.66 1163.25 1199.17 Q1166.24 1202.63 1166.24 1208.59 Q1166.24 1214.6 1163.25 1218.07 Q1160.29 1221.54 1155.23 1221.54 Q1150.17 1221.54 1147.21 1218.07 Q1144.28 1214.57 1144.28 1208.59 Q1144.28 1202.67 1147.24 1199.17 Q1150.2 1195.66 1155.23 1195.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip660)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip660)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 216.325,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip660)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,778.744 216.325,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip660)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,451.108 216.325,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip660)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,123.472 216.325,123.472 \"/>\n",
       "<path clip-path=\"url(#clip660)\" d=\"M156.683 1092.18 Q153.072 1092.18 151.243 1095.74 Q149.438 1099.28 149.438 1106.41 Q149.438 1113.52 151.243 1117.09 Q153.072 1120.63 156.683 1120.63 Q160.317 1120.63 162.123 1117.09 Q163.952 1113.52 163.952 1106.41 Q163.952 1099.28 162.123 1095.74 Q160.317 1092.18 156.683 1092.18 M156.683 1088.47 Q162.493 1088.47 165.549 1093.08 Q168.627 1097.66 168.627 1106.41 Q168.627 1115.14 165.549 1119.75 Q162.493 1124.33 156.683 1124.33 Q150.873 1124.33 147.794 1119.75 Q144.739 1115.14 144.739 1106.41 Q144.739 1097.66 147.794 1093.08 Q150.873 1088.47 156.683 1088.47 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M147.725 761.464 L166.081 761.464 L166.081 765.399 L152.007 765.399 L152.007 773.871 Q153.026 773.524 154.044 773.362 Q155.063 773.177 156.081 773.177 Q161.868 773.177 165.248 776.348 Q168.627 779.519 168.627 784.936 Q168.627 790.515 165.155 793.617 Q161.683 796.695 155.364 796.695 Q153.188 796.695 150.919 796.325 Q148.674 795.954 146.266 795.214 L146.266 790.515 Q148.35 791.649 150.572 792.205 Q152.794 792.76 155.271 792.76 Q159.276 792.76 161.614 790.654 Q163.952 788.547 163.952 784.936 Q163.952 781.325 161.614 779.218 Q159.276 777.112 155.271 777.112 Q153.396 777.112 151.521 777.529 Q149.669 777.945 147.725 778.825 L147.725 761.464 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M117.331 464.453 L124.97 464.453 L124.97 438.087 L116.66 439.754 L116.66 435.495 L124.924 433.828 L129.6 433.828 L129.6 464.453 L137.239 464.453 L137.239 468.388 L117.331 468.388 L117.331 464.453 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M156.683 436.907 Q153.072 436.907 151.243 440.472 Q149.438 444.013 149.438 451.143 Q149.438 458.249 151.243 461.814 Q153.072 465.356 156.683 465.356 Q160.317 465.356 162.123 461.814 Q163.952 458.249 163.952 451.143 Q163.952 444.013 162.123 440.472 Q160.317 436.907 156.683 436.907 M156.683 433.203 Q162.493 433.203 165.549 437.809 Q168.627 442.393 168.627 451.143 Q168.627 459.87 165.549 464.476 Q162.493 469.059 156.683 469.059 Q150.873 469.059 147.794 464.476 Q144.739 459.87 144.739 451.143 Q144.739 442.393 147.794 437.809 Q150.873 433.203 156.683 433.203 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M118.327 136.817 L125.966 136.817 L125.966 110.451 L117.656 112.118 L117.656 107.859 L125.919 106.192 L130.595 106.192 L130.595 136.817 L138.234 136.817 L138.234 140.752 L118.327 140.752 L118.327 136.817 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M147.725 106.192 L166.081 106.192 L166.081 110.127 L152.007 110.127 L152.007 118.599 Q153.026 118.252 154.044 118.09 Q155.063 117.905 156.081 117.905 Q161.868 117.905 165.248 121.076 Q168.627 124.248 168.627 129.664 Q168.627 135.243 165.155 138.345 Q161.683 141.423 155.364 141.423 Q153.188 141.423 150.919 141.053 Q148.674 140.683 146.266 139.942 L146.266 135.243 Q148.35 136.377 150.572 136.933 Q152.794 137.488 155.271 137.488 Q159.276 137.488 161.614 135.382 Q163.952 133.275 163.952 129.664 Q163.952 126.053 161.614 123.947 Q159.276 121.84 155.271 121.84 Q153.396 121.84 151.521 122.257 Q149.669 122.674 147.725 123.553 L147.725 106.192 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M26.0842 718.814 L26.0842 688.768 L31.495 688.768 L31.495 712.385 L45.5632 712.385 L45.5632 689.755 L50.9741 689.755 L50.9741 712.385 L68.1933 712.385 L68.1933 688.195 L73.6042 688.195 L73.6042 718.814 L26.0842 718.814 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M51.3242 655.094 Q52.0244 653.025 54.3161 651.083 Q56.6077 649.11 60.6181 647.136 L73.6042 640.612 L73.6042 647.518 L61.4138 653.598 Q56.6395 655.953 55.08 658.181 Q53.5204 660.377 53.5204 664.197 L53.5204 671.199 L73.6042 671.199 L73.6042 677.628 L26.0842 677.628 L26.0842 663.114 Q26.0842 654.966 29.4898 650.956 Q32.8955 646.945 39.7704 646.945 Q44.2582 646.945 47.2183 649.046 Q50.1784 651.115 51.3242 655.094 M31.3677 671.199 L48.2368 671.199 L48.2368 663.114 Q48.2368 658.467 46.1043 656.112 Q43.94 653.725 39.7704 653.725 Q35.6009 653.725 33.5002 656.112 Q31.3677 658.467 31.3677 663.114 L31.3677 671.199 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M70.6123 631.286 L81.2112 631.286 L81.2112 635.01 L53.6477 635.01 L53.6477 631.286 L56.6714 631.286 Q54.889 630.14 54.0296 628.358 Q53.1702 626.575 53.1702 624.124 Q53.1702 620.019 56.0348 617.472 Q58.9312 614.926 63.6418 614.926 Q68.3524 614.926 71.2488 617.472 Q74.1134 620.019 74.1134 624.124 Q74.1134 626.575 73.254 628.358 Q72.3947 630.14 70.6123 631.286 M69.3073 620.4 Q67.2703 618.745 63.6418 618.745 Q60.0134 618.745 57.9763 620.4 Q55.9075 622.087 55.9075 625.016 Q55.9075 627.944 57.9763 629.631 Q60.0134 631.286 63.6418 631.286 Q67.2703 631.286 69.3073 629.631 Q71.3762 627.944 71.3762 625.016 Q71.3762 622.087 69.3073 620.4 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M65.5197 603.181 L65.5197 596.465 L70.9942 596.465 L81.1793 601.685 L81.1793 605.791 L70.9942 603.181 L65.5197 603.181 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M52.6928 521.987 Q52.6928 524.756 55.0481 526.347 Q57.4034 527.907 61.6048 527.907 Q65.7425 527.907 68.1296 526.347 Q70.485 524.756 70.485 521.987 Q70.485 519.281 68.1296 517.722 Q65.7425 516.13 61.6048 516.13 Q57.4353 516.13 55.08 517.722 Q52.6928 519.281 52.6928 521.987 M48.6506 521.987 Q48.6506 516.958 52.1517 513.998 Q55.6529 511.038 61.6048 511.038 Q67.5567 511.038 71.0579 514.03 Q74.5272 516.99 74.5272 521.987 Q74.5272 527.079 71.0579 530.039 Q67.5567 532.999 61.6048 532.999 Q55.621 532.999 52.1517 530.039 Q48.6506 527.047 48.6506 521.987 M29.267 554.834 Q29.267 557.571 31.6542 559.162 Q34.0095 560.722 38.1472 560.722 Q42.3485 560.722 44.7038 559.162 Q47.0592 557.603 47.0592 554.834 Q47.0592 552.065 44.7038 550.505 Q42.3485 548.914 38.1472 548.914 Q34.0413 548.914 31.6542 550.505 Q29.267 552.096 29.267 554.834 M25.2248 526.093 L25.2248 521 L74.5272 550.728 L74.5272 555.82 L25.2248 526.093 M25.2248 554.834 Q25.2248 549.805 28.7259 546.813 Q32.1952 543.821 38.1472 543.821 Q44.1628 543.821 47.6321 546.813 Q51.1014 549.773 51.1014 554.834 Q51.1014 559.894 47.6321 562.855 Q44.1309 565.783 38.1472 565.783 Q32.2271 565.783 28.7259 562.823 Q25.2248 559.863 25.2248 554.834 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M467.155 12.096 L479.348 12.096 L494.782 53.2532 L510.297 12.096 L522.49 12.096 L522.49 72.576 L514.51 72.576 L514.51 19.4686 L498.914 60.9499 L490.691 60.9499 L475.095 19.4686 L475.095 72.576 L467.155 72.576 L467.155 12.096 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M577.218 48.0275 L577.218 51.6733 L542.947 51.6733 Q543.433 59.3701 547.565 63.421 Q551.738 67.4314 559.151 67.4314 Q563.445 67.4314 567.455 66.3781 Q571.506 65.3249 575.476 63.2184 L575.476 70.267 Q571.466 71.9684 567.253 72.8596 Q563.04 73.7508 558.705 73.7508 Q547.849 73.7508 541.489 67.4314 Q535.17 61.1119 535.17 50.3365 Q535.17 39.1965 541.165 32.6746 Q547.201 26.1121 557.409 26.1121 Q566.564 26.1121 571.871 32.0264 Q577.218 37.9003 577.218 48.0275 M569.764 45.84 Q569.683 39.7232 566.321 36.0774 Q562.999 32.4315 557.49 32.4315 Q551.252 32.4315 547.484 35.9558 Q543.758 39.4801 543.19 45.8805 L569.764 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M610.071 49.7694 Q601.037 49.7694 597.554 51.8354 Q594.07 53.9013 594.07 58.8839 Q594.07 62.8538 596.662 65.2034 Q599.295 67.5124 603.792 67.5124 Q609.99 67.5124 613.717 63.1374 Q617.484 58.7219 617.484 51.4303 L617.484 49.7694 L610.071 49.7694 M624.938 46.6907 L624.938 72.576 L617.484 72.576 L617.484 65.6895 Q614.932 69.8214 611.124 71.8063 Q607.316 73.7508 601.807 73.7508 Q594.839 73.7508 590.707 69.8619 Q586.616 65.9325 586.616 59.3701 Q586.616 51.7138 591.72 47.825 Q596.865 43.9361 607.033 43.9361 L617.484 43.9361 L617.484 43.2069 Q617.484 38.0623 614.081 35.2672 Q610.719 32.4315 604.602 32.4315 Q600.713 32.4315 597.027 33.3632 Q593.341 34.295 589.938 36.1584 L589.938 29.2718 Q594.029 27.692 597.878 26.9223 Q601.726 26.1121 605.372 26.1121 Q615.215 26.1121 620.077 31.2163 Q624.938 36.3204 624.938 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M678.004 45.1919 L678.004 72.576 L670.551 72.576 L670.551 45.4349 Q670.551 38.994 668.039 35.7938 Q665.528 32.5936 660.505 32.5936 Q654.469 32.5936 650.985 36.4419 Q647.501 40.2903 647.501 46.9338 L647.501 72.576 L640.007 72.576 L640.007 27.2059 L647.501 27.2059 L647.501 34.2544 Q650.175 30.163 653.78 28.1376 Q657.426 26.1121 662.165 26.1121 Q669.984 26.1121 673.994 30.9732 Q678.004 35.7938 678.004 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M713.895 27.2059 L721.795 27.2059 L735.973 65.2844 L750.151 27.2059 L758.05 27.2059 L741.037 72.576 L730.909 72.576 L713.895 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M797.263 28.5427 L797.263 35.5912 Q794.103 33.9709 790.701 33.1607 Q787.298 32.3505 783.652 32.3505 Q778.102 32.3505 775.307 34.0519 Q772.553 35.7533 772.553 39.156 Q772.553 41.7486 774.538 43.2475 Q776.522 44.7058 782.518 46.0426 L785.07 46.6097 Q793.01 48.3111 796.331 51.4303 Q799.694 54.509 799.694 60.0587 Q799.694 66.3781 794.671 70.0644 Q789.688 73.7508 780.938 73.7508 Q777.292 73.7508 773.322 73.0216 Q769.393 72.3329 765.018 70.9151 L765.018 63.2184 Q769.15 65.3654 773.16 66.4591 Q777.171 67.5124 781.1 67.5124 Q786.366 67.5124 789.202 65.73 Q792.037 63.9071 792.037 60.6258 Q792.037 57.5877 789.971 55.9673 Q787.946 54.3469 781.019 52.8481 L778.426 52.2405 Q771.499 50.7821 768.421 47.7845 Q765.342 44.7463 765.342 39.4801 Q765.342 33.0797 769.879 29.5959 Q774.416 26.1121 782.761 26.1121 Q786.893 26.1121 790.539 26.7198 Q794.184 27.3274 797.263 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M866.858 28.5427 L866.858 35.5912 Q863.698 33.9709 860.295 33.1607 Q856.892 32.3505 853.247 32.3505 Q847.697 32.3505 844.902 34.0519 Q842.147 35.7533 842.147 39.156 Q842.147 41.7486 844.132 43.2475 Q846.117 44.7058 852.112 46.0426 L854.664 46.6097 Q862.604 48.3111 865.926 51.4303 Q869.288 54.509 869.288 60.0587 Q869.288 66.3781 864.265 70.0644 Q859.282 73.7508 850.532 73.7508 Q846.887 73.7508 842.917 73.0216 Q838.987 72.3329 834.612 70.9151 L834.612 63.2184 Q838.744 65.3654 842.755 66.4591 Q846.765 67.5124 850.695 67.5124 Q855.961 67.5124 858.796 65.73 Q861.632 63.9071 861.632 60.6258 Q861.632 57.5877 859.566 55.9673 Q857.541 54.3469 850.614 52.8481 L848.021 52.2405 Q841.094 50.7821 838.015 47.7845 Q834.937 44.7463 834.937 39.4801 Q834.937 33.0797 839.474 29.5959 Q844.011 26.1121 852.355 26.1121 Q856.487 26.1121 860.133 26.7198 Q863.779 27.3274 866.858 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M888.53 14.324 L888.53 27.2059 L903.883 27.2059 L903.883 32.9987 L888.53 32.9987 L888.53 57.6282 Q888.53 63.1779 890.029 64.7578 Q891.568 66.3376 896.227 66.3376 L903.883 66.3376 L903.883 72.576 L896.227 72.576 Q887.598 72.576 884.317 69.3758 Q881.036 66.1351 881.036 57.6282 L881.036 32.9987 L875.567 32.9987 L875.567 27.2059 L881.036 27.2059 L881.036 14.324 L888.53 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M934.305 49.7694 Q925.272 49.7694 921.788 51.8354 Q918.304 53.9013 918.304 58.8839 Q918.304 62.8538 920.897 65.2034 Q923.53 67.5124 928.026 67.5124 Q934.224 67.5124 937.951 63.1374 Q941.718 58.7219 941.718 51.4303 L941.718 49.7694 L934.305 49.7694 M949.172 46.6907 L949.172 72.576 L941.718 72.576 L941.718 65.6895 Q939.166 69.8214 935.358 71.8063 Q931.551 73.7508 926.041 73.7508 Q919.074 73.7508 914.942 69.8619 Q910.85 65.9325 910.85 59.3701 Q910.85 51.7138 915.955 47.825 Q921.099 43.9361 931.267 43.9361 L941.718 43.9361 L941.718 43.2069 Q941.718 38.0623 938.316 35.2672 Q934.953 32.4315 928.836 32.4315 Q924.948 32.4315 921.261 33.3632 Q917.575 34.295 914.172 36.1584 L914.172 29.2718 Q918.264 27.692 922.112 26.9223 Q925.96 26.1121 929.606 26.1121 Q939.45 26.1121 944.311 31.2163 Q949.172 36.3204 949.172 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1002.24 45.1919 L1002.24 72.576 L994.785 72.576 L994.785 45.4349 Q994.785 38.994 992.274 35.7938 Q989.762 32.5936 984.739 32.5936 Q978.703 32.5936 975.219 36.4419 Q971.736 40.2903 971.736 46.9338 L971.736 72.576 L964.241 72.576 L964.241 27.2059 L971.736 27.2059 L971.736 34.2544 Q974.409 30.163 978.014 28.1376 Q981.66 26.1121 986.4 26.1121 Q994.218 26.1121 998.228 30.9732 Q1002.24 35.7938 1002.24 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1046.96 34.0924 L1046.96 9.54393 L1054.41 9.54393 L1054.41 72.576 L1046.96 72.576 L1046.96 65.7705 Q1044.61 69.8214 1041.01 71.8063 Q1037.44 73.7508 1032.42 73.7508 Q1024.19 73.7508 1019.01 67.1883 Q1013.86 60.6258 1013.86 49.9314 Q1013.86 39.2371 1019.01 32.6746 Q1024.19 26.1121 1032.42 26.1121 Q1037.44 26.1121 1041.01 28.0971 Q1044.61 30.0415 1046.96 34.0924 M1021.56 49.9314 Q1021.56 58.1548 1024.92 62.8538 Q1028.33 67.5124 1034.24 67.5124 Q1040.16 67.5124 1043.56 62.8538 Q1046.96 58.1548 1046.96 49.9314 Q1046.96 41.7081 1043.56 37.0496 Q1040.16 32.3505 1034.24 32.3505 Q1028.33 32.3505 1024.92 37.0496 Q1021.56 41.7081 1021.56 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1090.39 49.7694 Q1081.35 49.7694 1077.87 51.8354 Q1074.39 53.9013 1074.39 58.8839 Q1074.39 62.8538 1076.98 65.2034 Q1079.61 67.5124 1084.11 67.5124 Q1090.31 67.5124 1094.03 63.1374 Q1097.8 58.7219 1097.8 51.4303 L1097.8 49.7694 L1090.39 49.7694 M1105.25 46.6907 L1105.25 72.576 L1097.8 72.576 L1097.8 65.6895 Q1095.25 69.8214 1091.44 71.8063 Q1087.63 73.7508 1082.12 73.7508 Q1075.16 73.7508 1071.02 69.8619 Q1066.93 65.9325 1066.93 59.3701 Q1066.93 51.7138 1072.04 47.825 Q1077.18 43.9361 1087.35 43.9361 L1097.8 43.9361 L1097.8 43.2069 Q1097.8 38.0623 1094.4 35.2672 Q1091.03 32.4315 1084.92 32.4315 Q1081.03 32.4315 1077.34 33.3632 Q1073.66 34.295 1070.25 36.1584 L1070.25 29.2718 Q1074.34 27.692 1078.19 26.9223 Q1082.04 26.1121 1085.69 26.1121 Q1095.53 26.1121 1100.39 31.2163 Q1105.25 36.3204 1105.25 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1146.9 34.1734 Q1145.64 33.4443 1144.14 33.1202 Q1142.68 32.7556 1140.9 32.7556 Q1134.58 32.7556 1131.18 36.8875 Q1127.82 40.9789 1127.82 48.6757 L1127.82 72.576 L1120.32 72.576 L1120.32 27.2059 L1127.82 27.2059 L1127.82 34.2544 Q1130.17 30.1225 1133.93 28.1376 Q1137.7 26.1121 1143.09 26.1121 Q1143.86 26.1121 1144.79 26.2337 Q1145.72 26.3147 1146.86 26.5172 L1146.9 34.1734 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1183.11 34.0924 L1183.11 9.54393 L1190.57 9.54393 L1190.57 72.576 L1183.11 72.576 L1183.11 65.7705 Q1180.76 69.8214 1177.16 71.8063 Q1173.59 73.7508 1168.57 73.7508 Q1160.35 73.7508 1155.16 67.1883 Q1150.02 60.6258 1150.02 49.9314 Q1150.02 39.2371 1155.16 32.6746 Q1160.35 26.1121 1168.57 26.1121 Q1173.59 26.1121 1177.16 28.0971 Q1180.76 30.0415 1183.11 34.0924 M1157.71 49.9314 Q1157.71 58.1548 1161.07 62.8538 Q1164.48 67.5124 1170.39 67.5124 Q1176.31 67.5124 1179.71 62.8538 Q1183.11 58.1548 1183.11 49.9314 Q1183.11 41.7081 1179.71 37.0496 Q1176.31 32.3505 1170.39 32.3505 Q1164.48 32.3505 1161.07 37.0496 Q1157.71 41.7081 1157.71 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1262.14 34.0924 L1262.14 9.54393 L1269.6 9.54393 L1269.6 72.576 L1262.14 72.576 L1262.14 65.7705 Q1259.8 69.8214 1256.19 71.8063 Q1252.63 73.7508 1247.6 73.7508 Q1239.38 73.7508 1234.19 67.1883 Q1229.05 60.6258 1229.05 49.9314 Q1229.05 39.2371 1234.19 32.6746 Q1239.38 26.1121 1247.6 26.1121 Q1252.63 26.1121 1256.19 28.0971 Q1259.8 30.0415 1262.14 34.0924 M1236.75 49.9314 Q1236.75 58.1548 1240.11 62.8538 Q1243.51 67.5124 1249.43 67.5124 Q1255.34 67.5124 1258.74 62.8538 Q1262.14 58.1548 1262.14 49.9314 Q1262.14 41.7081 1258.74 37.0496 Q1255.34 32.3505 1249.43 32.3505 Q1243.51 32.3505 1240.11 37.0496 Q1236.75 41.7081 1236.75 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1323.76 48.0275 L1323.76 51.6733 L1289.49 51.6733 Q1289.97 59.3701 1294.11 63.421 Q1298.28 67.4314 1305.69 67.4314 Q1309.99 67.4314 1314 66.3781 Q1318.05 65.3249 1322.02 63.2184 L1322.02 70.267 Q1318.01 71.9684 1313.79 72.8596 Q1309.58 73.7508 1305.25 73.7508 Q1294.39 73.7508 1288.03 67.4314 Q1281.71 61.1119 1281.71 50.3365 Q1281.71 39.1965 1287.71 32.6746 Q1293.74 26.1121 1303.95 26.1121 Q1313.11 26.1121 1318.41 32.0264 Q1323.76 37.9003 1323.76 48.0275 M1316.31 45.84 Q1316.22 39.7232 1312.86 36.0774 Q1309.54 32.4315 1304.03 32.4315 Q1297.79 32.4315 1294.03 35.9558 Q1290.3 39.4801 1289.73 45.8805 L1316.31 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1330.65 27.2059 L1338.54 27.2059 L1352.72 65.2844 L1366.9 27.2059 L1374.8 27.2059 L1357.79 72.576 L1347.66 72.576 L1330.65 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1385.09 27.2059 L1392.54 27.2059 L1392.54 72.576 L1385.09 72.576 L1385.09 27.2059 M1385.09 9.54393 L1392.54 9.54393 L1392.54 18.9825 L1385.09 18.9825 L1385.09 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1428.76 49.7694 Q1419.73 49.7694 1416.24 51.8354 Q1412.76 53.9013 1412.76 58.8839 Q1412.76 62.8538 1415.35 65.2034 Q1417.98 67.5124 1422.48 67.5124 Q1428.68 67.5124 1432.4 63.1374 Q1436.17 58.7219 1436.17 51.4303 L1436.17 49.7694 L1428.76 49.7694 M1443.63 46.6907 L1443.63 72.576 L1436.17 72.576 L1436.17 65.6895 Q1433.62 69.8214 1429.81 71.8063 Q1426 73.7508 1420.49 73.7508 Q1413.53 73.7508 1409.4 69.8619 Q1405.3 65.9325 1405.3 59.3701 Q1405.3 51.7138 1410.41 47.825 Q1415.55 43.9361 1425.72 43.9361 L1436.17 43.9361 L1436.17 43.2069 Q1436.17 38.0623 1432.77 35.2672 Q1429.41 32.4315 1423.29 32.4315 Q1419.4 32.4315 1415.71 33.3632 Q1412.03 34.295 1408.63 36.1584 L1408.63 29.2718 Q1412.72 27.692 1416.57 26.9223 Q1420.41 26.1121 1424.06 26.1121 Q1433.9 26.1121 1438.76 31.2163 Q1443.63 36.3204 1443.63 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1466.35 14.324 L1466.35 27.2059 L1481.7 27.2059 L1481.7 32.9987 L1466.35 32.9987 L1466.35 57.6282 Q1466.35 63.1779 1467.85 64.7578 Q1469.39 66.3376 1474.05 66.3376 L1481.7 66.3376 L1481.7 72.576 L1474.05 72.576 Q1465.42 72.576 1462.14 69.3758 Q1458.86 66.1351 1458.86 57.6282 L1458.86 32.9987 L1453.39 32.9987 L1453.39 27.2059 L1458.86 27.2059 L1458.86 14.324 L1466.35 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1491.51 27.2059 L1498.96 27.2059 L1498.96 72.576 L1491.51 72.576 L1491.51 27.2059 M1491.51 9.54393 L1498.96 9.54393 L1498.96 18.9825 L1491.51 18.9825 L1491.51 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1532.14 32.4315 Q1526.14 32.4315 1522.66 37.1306 Q1519.17 41.7891 1519.17 49.9314 Q1519.17 58.0738 1522.62 62.7728 Q1526.1 67.4314 1532.14 67.4314 Q1538.09 67.4314 1541.58 62.7323 Q1545.06 58.0333 1545.06 49.9314 Q1545.06 41.8701 1541.58 37.1711 Q1538.09 32.4315 1532.14 32.4315 M1532.14 26.1121 Q1541.86 26.1121 1547.41 32.4315 Q1552.96 38.7509 1552.96 49.9314 Q1552.96 61.0714 1547.41 67.4314 Q1541.86 73.7508 1532.14 73.7508 Q1522.37 73.7508 1516.83 67.4314 Q1511.32 61.0714 1511.32 49.9314 Q1511.32 38.7509 1516.83 32.4315 Q1522.37 26.1121 1532.14 26.1121 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip660)\" d=\"M1603.03 45.1919 L1603.03 72.576 L1595.57 72.576 L1595.57 45.4349 Q1595.57 38.994 1593.06 35.7938 Q1590.55 32.5936 1585.53 32.5936 Q1579.49 32.5936 1576.01 36.4419 Q1572.53 40.2903 1572.53 46.9338 L1572.53 72.576 L1565.03 72.576 L1565.03 27.2059 L1572.53 27.2059 L1572.53 34.2544 Q1575.2 30.163 1578.8 28.1376 Q1582.45 26.1121 1587.19 26.1121 Q1595.01 26.1121 1599.02 30.9732 Q1603.03 35.7938 1603.03 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip662)\" style=\"stroke:#ff0000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2168.66,172.618 2111.1,190.637 2054.28,208.657 1998.26,226.677 1943.13,244.697 1888.97,262.717 1835.86,280.737 1783.94,298.757 1733.3,316.777 1684.08,334.797 1636.43,352.817 1590.52,370.837 1546.5,388.857 1504.59,406.877 1464.98,424.897 1427.9,442.917 1393.59,460.937 1362.29,478.957 1334.24,496.977 1309.7,514.997 1288.89,533.017 1272.05,551.037 1259.35,569.057 1250.95,587.077 1246.94,605.097 1247.39,623.117 1252.28,641.137 1261.55,659.157 1275.09,677.177 1292.74,695.197 1314.31,713.217 1339.58,731.237 1368.29,749.257 1400.22,767.277 1435.11,785.297 1472.71,803.317 1512.79,821.337 1555.14,839.357 1599.55,857.377 1645.83,875.397 1693.8,893.417 \"/>\n",
       "<circle clip-path=\"url(#clip662)\" cx=\"1636.43\" cy=\"352.817\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip662)\" cx=\"1314.31\" cy=\"713.217\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "</svg>\n"
      ],
      "text/html": [
       "<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAeAAAAFACAIAAADrqjgsAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO3dd0AT5/8H8E/CXrKHLFFQoW7ECloQrHt+f66vtopaq2iXrdbV1jr61TrbOurAahnVKkOrdVBBVBRQFBRBEWWrTNkrYeR+f1xN04CICrkT3q+/cpfn7j5JyJvLc8/dCRiGIQAA4B8h1wUAAEDjENAA/7h//76Xl5e/v3+rbiUtLc3Ly+vQoUOvsOxff/3l5eV15cqVFq+KiH744Yd58+YVFBS0yNoKCwvnzZu3ffv2Fllb+4SAbkUxMTECgUAgEGhqapaWljZsMH/+fLbBBx98oPjyeOv06dPe3t5lZWWK3/STJ0+8vb1bKf6k8vLyvL29L168+ArL3r5929vbOykpqcWrIqKQkJBDhw697Dv/6NEjb2/vq1evys0vLy8/dOjQ2bNnW67AdgcB3eoEAkF1dXVQUJDc/KqqqoCAAIFAwElVfPbjjz96eXk9ffqU60Lanb59+7q7u2toaLzUUomJiV5eXr///rvcfA0NDXd39759+7Zcge2OMtcFtH29e/dOT0/39fWdN2+e7Pzjx4+XlZW5urq29v4aQDNt2bKlBddmamr6ar8SQAoB3eq0tLSmTp168ODB5OTk7t27S+f7+PhoaGhMmTLleQF969atGzdulJWVWVpaDh8+3NDQUK6BWCyOjo7OyMjIz883MzNzdXXt3LmzXJvY2FhVVdVevXpVVlaeOXMmKyvLzMxs1KhRRkZGTdSck5OTnZ1tbm7esWPHRp+ysLAwMzNj56SlpcXGxj5+/FhdXb1jx44uLi6mpqZNvydVVVURERGZmZnV1dWGhoY9e/bs06ePUCisqalJSEgoLy8nosTExOLiYiISCASOjo7sgrW1tdeuXUtLS8vLyzMxMRk8eHDXrl3lVn779m0i6tu3r0gkOnv2bHp6upGR0ciRI6UFy0pOTg4PD6+tre3du7ebm1uj1dbW1l6/fj0tLS03N9fY2HjQoEGynyMrPj5eIpH069dPJBKFhISkp6fb2dmNHz+efTYlJSUsLEwsFvfs2dPDw6PpN0dOVFTUzZs3VVRUBg0a1KdPn+c1q66uDg8PT0lJEQgEPXr0GDJkiLLy39/u0tLSlJQUfX39Ll26yC1VUlKSmpoqferhw4dlZWW9evVSVVWVtsnPz79+/XpWVlZNTU3nzp2HDh3aoUMH6bPp6ekpKSlss9jYWHamlZWViYkJ+2l26NBB7jOqra29dOlSUlISwzDdu3f38PBQU1OTbfDgwYPy8vKePXuqqKiEh4cnJiaqq6t7eHg0fNvbPgZazfXr14lo0KBBERERRLR69WrpUxkZGUKhcNasWT4+PkQ0d+5c2QUzMzNdXV1lPyYtLa19+/bJtjlw4ICWlpZsG6FQuGDBgpqaGtlmRGRjY3PlyhXZ0OzQoUNoaGgTlYeGhhLR2LFjGz41YsQIIrp06RLDMPX19R999JFcL41AIDh79mwTKz9//nzDfw//93//xzDMo0ePGv6JqqmpsQv+/vvvstHAbmvmzJnV1dWy69fV1dXX179586aVlZW0paam5okTJ2SbSSSSpUuXCoX/9PINHjz42LFjRDR//nxps8DAQF1dXbmNTp8+vaqqSnZtxsbG2tra0dHR5ubmbLNRo0axT3311VdKSkrSxQcMGHDixAkimjlzZhPvEsMwFRUVY8aMkd20p6fnhg0biGj//v2yLQMCAuT+Kb711lv37t1jn83NzVVRUbGwsKirq5PbxPLly4nop59+YieHDx9ORCkpKdIG//d//yf7FhGRrq7u77//Lm0wY8aMhh/Zzp07GYZJT08noqFDh8puMSYmxtbWVraxtbV1RESEbJuhQ4cS0dWrVwcMGCBtJhQKN2zY0PQ71vYgoFuRNKAZhunevbulpaX0G7Ju3ToiunDhQsOALiws7NSpk1Ao/PDDDy9dunT//v3Dhw9bWloSUXBwsLTZ//73v5kzZwYHB9+6devevXsBAQG9e/cmorVr18rWwH6jDAwMFi5ceOHChWvXrn3yySdEZGJiIpdrsurr662trZWVlbOzs2XnP3nyRElJycbGRiKRMAzj6+vLJs65c+cyMzOTkpLOnTvn5eXVRPpXVlYaGBhoaGjs3LkzKSkpKysrMjJy+/btS5cuZRhGJBKFhoayvZZ+fn6hoaGhoaEXLlxgl92xY8e0adMCAgJiY2OTkpJOnDjBfoG/+OIL2U3o6upqaGiYmZnNnj07NDQ0JiZm+fLlAoFAV1e3uLhY2mzr1q1EZGdnd/r06aysrIsXLzo6OrLxKhvQP//885QpU44dO8Zu9OTJkwMHDiSiTz75RHajxsbGqqqqZmZm7733XnBwcFRU1OnTpxmG2b17NxF16tTpjz/+yMrKioiIGDhwILuVFwb0tGnTiGjIkCFRUVFZWVkBAQEdO3Zkl5UN6ODgYIFAYGRktGvXrlu3bt28eXPlypVKSkqWlpZFRUVsm3HjxhGR3OdSX19vaWmpoqKSn5/PzmkY0O++++7q1avPnz+flJQUGxu7ZcsWXV1dFRWVW7dusQ0SEhI2btxIROPHjw99Jisri2ksoNPT03V1dQUCwZdffnnnzp3ExMSvv/5aKBRqampK/50wzwK6c+fO7u7up06dio2N3bFjh6ampkAguHHjRtNvWhuDgG5FsgG9fv16IgoLC2MYRiKR2NradurUqb6+vmFAf/bZZ0T0zTffyK4qKSlJVVW1W7duTWyuoKDAyMjI0NCwvr5eOpPd+1i1apVsy2HDhhHR+fPnm1jbN998Q0Tbtm2Tnfn999/L/g+YPXs2EV2/fr3p90FWZGQkEc2bN6+JNuz3MzU19YVrKy0ttbKy0tTUlP1nw+7wfvTRR7ItJ0+eTESBgYHsZHl5eYcOHZSUlJKTk6Vtnj59yi4rG9ANlZeX29jYqKurV1RUSGcaGxsT0dSpU2VbikQiQ0NDgUAQHx8vWzP7A6LpgGa7CywsLCorK6Uzo6Ki2A9UGtAikcjMzExNTU12EwzDrFmzhojWr1/PTgYGBjbc4rlz5+jZbxdWw4BuiF2V7FvEjtOQe8OZxgJ6zpw5Df+3rVq1Sq4M9g/AxcVF9i+Z/emwcuXKJmprezCKQ0Hmzp2rpKTE7nJGRESkpqbOnj1b7scjETEMc/jwYRUVlZUrV8rOt7e39/DwePDgAdvf1ygjI6PBgwcXFhampqbKPbVs2TLZSfZ7mJaW1kTBs2fPFggEv/76q+xMPz8/gUAwa9YsdlJfX5+IoqOjm1iPHD09PSJKSEiorKxs/lLP06FDBw8Pj6qqqrt378o91ehLZiODiC5cuFBWVjZ+/Phu3bpJ2xgaGrIJ0jRtbe13331XJBIlJCTIPbVixQrZyYiIiMLCwuHDh7M/bqQ1z58//4Vb+eOPP4ho0aJFmpqa0pkuLi6DBw+WbRYaGpqbmztx4kTZTRDRRx99RERsBBPRhAkTjIyMgoODZYd7sn+N7H/Z5hs3bpySklJMTMxLLUVEEonkjz/+EAgEcu/SkiVLVFVVz549KxKJZOfLdUCxfWvST7CdwEFCBbG0tPTw8AgKCtq1a5ePj49AIPD09GzYLDMzs7Cw0MDA4LvvvpN7Ki8vj4gyMjLs7OyIiGEYf39/Pz+/Bw8e5Obm1tbWSlsWFhbKHpYxMTFhk1SK7a9kV/g8dnZ2gwcPvnr1alxcHHuMLiYmJikpycPDQ3qsadasWbt37/788899fHxGjx7t7u4+ZMgQuQM+cuzt7QcNGhQVFdWpU6cxY8Z4eHiMHDlS2m/7QgEBAezh1pycnJqaGul8uTF56urqnTp1aviSc3Nz2cl79+4RUcNjbo2OCQsODj5w4EBycnJ2dnYTGxUIBA4ODrJzXmorcth/OQ2X7devH/srhHXr1i0iysnJkfuPTkQqKioZGRnsY1VV1enTp+/evTs4OJgddF9WVnbq1CkTExO5bm45xcXF27ZtO3fu3JMnT/Lz86XzCwsLX/gS5GRnZ5eUlJiamrL9dVJGRkadOnV6+PBhampqjx49pPPlDgnKfYLtBAJacWbPnh0WFubr6xscHOzm5iZ3qIRVUlJCRGVlZd7e3g2f1dfXlwbxp59++vPPP5uYmIwbN87CwoI9YBgQEBAXF1dXVye7lOwuGIvdMZFIJC8s+OrVq76+vmxAN9zhcnR0jIyMXLt2bXh4+O3bt7///nsdHZ0lS5Z8/fXXKioqja5TKBSeO3fuu+++O3LkiL+/v7+/v0AgGDZs2M8//9xwPIacr7/+euPGjYaGhmPHjrW2ttbW1iaiU6dORUVFyb1kDQ0NuUOX7EtmnvX5VFRUEBHbLyHLxMREbs7atWvXrVtnYGAwduzYTp06sRs9c+bMlStX5DaqpaUl91Y3fysNPW9ZuTnsQJfY2NjExES5ltra2rKDMWbPnr17925fX182oI8ePVpVVeXl5fW8T4qISktLnZ2dHzx40KdPn/fee8/Q0JBtvHr1arnX3hzsK2r0tZuamj58+JAdvSMl92bKfYLtBAJacSZNmvTxxx+vXLmyurr6eb8rdXR0iKhz584PHjxoYlWpqal79uyxs7O7ceMG22nAatlhp9OmTVu8ePHhw4fZ42nHjh3T0tJiO3Ol3n777bNnz1ZUVERGRp4/f/7QoUPr1q1jnh0FbVSHDh22bt26ZcuWxMTE8PBwf3//0NDQkSNH3r17t4lTJPLz8zdv3mxhYREXFyf7JY+Li3uFl8a+z7K7hCy5XxVFRUUbN240MzOLi4uTHXHYsHPjdbbyUsvKzWGbrVy5cvXq1U2v0MnJqXfv3leuXElNTbW1tW1O/4a3t/eDBw8WLly4d+9e6czy8vKGe+vNwZba6Gtn94vlhugA4UxCRdLU1Jw2bVp1dbWWltaUKVMabWNjY6Ovr5+SktLwmynrzp07DMOMGjVKNp1ra2vv3LnTggV36NBh0qRJhYWFZ8+ePXnyZGFh4bRp09hdSDna2tojR47cvn07+x+i4WmTDQkEgl69ei1evDgmJsbZ2Tk9PV0atexumtw+WmJiYn19/dChQ2XTWSKRsL/xXxb7U7rhsnJxf+/evdra2iFDhsimM8MwzdxoM7fSqJ49eza6rHSsMatfv35EJD142LRZs2axPWMPHz6Mjo7u169fEwOriSg+Pp6Ipk+f3nTxjX5eDZmbmxsYGBQUFGRmZsrOz8/Pz8zMVFdXZ/vuQBYCWqHWr18fGhp66dIldm+iISUlJfZbxI67kHuW/ZFIz37nyv2h79u3Lycnp2ULZvewfH19G93hktYjxfYmi8Xi562QHZMgO0coFLLdi9Kl2JU8fvxYthn7krOysmRn/vbbbw8fPnypV8R699139fT0zpw5I3tRi4KCAvZlNr3Ro0ePsp3LL+Tq6mpiYhIeHi6bsyUlJb/88ssLl500aRIR7du3T/ZNvnLlyrVr12SbjRo1ytzc/Pz58+Hh4Q1XIvcBzZo1S0VFxdfX18fHh3k2CKcJDf/MJBLJ2rVr5ZpZWFgQUaNj2GUJBILJkyczDLN582bZ+Vu3bq2trZ0wYYJshwz8jZOxI+2E7DC752k4zK64uJgdWjBy5MijR4/eunXr6tWrfn5+06dPd3BwYNuUl5ezx/1WrVp169at27dvr169WlVVlT2T8MqVK9K1EZGNjY3cRv38/IhozZo1L3wJ7IBoVVVVZWXlzp07s8OfpYYNGzZu3DhfX9+oqKjk5ORz586x59fIjeqTdeTIka5du27cuDEkJCQpKenGjRtfffWVUCi0tLSUDpXbs2cPETk4OGzcuHH//v2//PILwzA1NTXsbuzixYtjY2Pv3LmzYcMGdXV19oglO+iYxZ6oIrfdkydP0r9HTO/YsYOIOnXqFBAQ8ODBgz///LNnz57W1tYkM4astraWPdvlo48+unnzZkJCwvfff6+hocFuVPbMF/ZElYav98CBA0RkYWFx5MiRBw8enD17tl+/fuxWXjgOmh0t4+Licv78+eTkZB8fH2NjY3ZZ2XHQZ86cUVJSUldXX7FiRUhIyJ07d0JCQn788cf+/fs3/IjZAdGampqyw5+l5IbZsSNJTE1N/f3979+/Hx4ePnbsWEtLS3bEt3QpkUhkYGCgrKz8ySef7Nq1a//+/YmJiUxjw+wePXpkYGBARJ9++mlMTMzNmzeXLFkiEAi0tbUfPnwobdboOEv2H7abm1vTb1obg4BuRa8W0AzD5OfnT506VW4Qnqampuzw4XPnzsme4aaurr5v3z52n6gFA5p5NiCaGpwCwzDMBx98IHuOHBEpKSktXLhQLBY/b22hoaFyQ0qIqFevXmynDaumpubDDz+UHiOSnkkYEREhewqiiorKtm3b2GHjrxDQDMOsXr1atn52mA39e5BvZGSkbKeKsrLypk2bli5d2syAZhhmw4YNsgfiBg8efOrUqeYEdFVVlVxXmJeXF3tWiNyZhGFhYfb29nLvqrW1dVBQkNw62VHM9O9xx1INx0GzASpdp62tbXx8vJaWlmxAMwwTEhIie4y3iTMJb9++LTtUg4i6det27do12TYIaCkB086OiiqSWCx+8uSJurp6E8PIysvLCwoKdHR0Gh6vf/LkSVRUVGFhoY6OjrW1df/+/eWOa5eUlERHR2dlZRkZGXl4eLAdfOXl5ebm5urq6mybtLQ0ZWVldrdLqqKiIj8/X19fv2FWNlRVVcUewzEzM2s4IKSsrOzGjRtPnjypqamxsLDo169fo5e8kCWRSO7cuZOamvr06VMDAwM7O7u+ffs2elW//Pz8iooKgUAgvcZIeXl5VFRUZmamnp6eh4eHsbFxYWFhaWmpbG3s2DIbG5uGr0JXV1fukiaZmZmXL1+ura3t0aPHwIEDRSJRTk6O3MdRUVERFRWVkZGhp6fn7u5uYmLCbtTU1FR6tn1mZibDMHIblXr8+PHFixfFYrGDg8OgQYPEYnF2dra2tnZzhnPcvn07NjZWRUVl4MCB3bt3LykpKSoqMjIykjukxnbHJyYmsqeudO7cWW5kNKuuro7tsTEwMJA9gMHKzs6urKy0sbGR/Y+SkpISFxdXWlpqa2vr5uamrKycnp4uFArlBjISkUgkys3NlUgkbHl1dXXp6emamppsH4hUfX09O2Szvr7e3t7excVFetkQVk5OTnV1tZWVlWwZbOVNf5vaHgQ0AABP4SAhAABPIaABAHgKAQ0AwFMIaAAAnkJAAwDwFAIaAICnWutiSWVlZbGxsfHx8ba2ttI7s4lEIvb0LZaLi8vz7gIHAACtFdCrV6+OiIioqanp27evNKCrqqpWrlwpvVx3dXV1K20dAKANaN0TVdasWZOSknL48GF2sqioyNDQEKfGAAA0BwfXg962bZtAIHB3d+/fv7/itw4A8KZQaEALhcIJEyZUVlY+ffp06NCh69at+/zzz+Xa5OXlTZw4UfZyKmPHjh01apQi64SmsbdiaXhDReCPuro6uQtcAN8IhULpNXOeR6EfoZ6eHntRMSIaP378xIkTP/74Y7k77hQXF6enp8veu9Pe3r7p29yBgonFYqFQ2MStkoBzNTU1+NbwmUQiaeKy6VKc/Y9lrxyWl5cndwdJJSUlHR2dhQsXclUYvJCSkpJQKJS70CjwipKSEj4gPhMIBI1ewVGOQn+lVlZWSh8fP37c0NCwXV05EADgpbTWHnRgYODmzZuzs7PFYrGTk9N77723ZMmSX375xdvb28HBobCw8Pbt2z4+PujHBAB4ntYKaHd3d/a2QCz2pnMff/zxO++8k5mZqaur6+jo2JyrxQMAtFutFdDGxsYNbxGirKzcv39/jK4DAGgO9DAAAPAUAhoAgKcQ0AAAPIWABgDgKQQ0AABPIaABAHgKAQ0AwFMIaAAAnkJAAwDwFAIaAICnENAAADyFgAYA4CkENAAATyGgAQB4CgENAMBTCGgAAJ5CQAMA8BQCGgCApxDQAAA8hYAGAOApBDQAAE8hoAEAeAoBDQDAUwhoAACeQkADAPAUAhoAgKcQ0AAAPIWABgDgKQQ0AABPIaABABRLIqErV4TXrr2wIQIaAEAhGIaio+mLL8jaWrh4sTA394VLKCugKgCAdu3uXQoMpMOHSVWVpk6l0FBJ9+511dVqL1oOAQ0A0Dri4+nYMQoIICUl+u9/6cQJ6tnz76ckkuasAAENANCiHj6ko0fp99+pupqmT6egIOrb99XWhIAGAGgJT55QUBAFBlJyMk2aRN7eNHgwCQSvs0oENADAaygupj//pMBAio6mMWNoxQoaPZqUWyZaEdAAAC+vqorOnCE/P4qIIDc38vSk4GBSVW3ZjSCgAQCaTSymc+fo8GEKDSV3d3r/fTp2jDQ1W2lrCGgAgBeRSOjKFTp8mI4fp1696P336cAB0tNr7c0ioAEAno8dwuzvT+rqNHUqxcRQly4K2zgCGgCggcePKTiY/P0pL48mTaLAQHJ0VHwVCGgAgGdKSigggA4fpnv3aPJk+vFHeued1xwq9zoQ0ADQ7tXWUkgI+flRWBgNH05LltDo0S0+JOMVIKABoB27e5f8/cnHhywtadYs2ruXjIy4rukfCGgAaH/Ys/58fKioiGbMoKtXyc6O65oagYAGgHajuppOnyY/v7/P+tu6ld59l8Mu5hdCQANAWyeR0MWL5ONDp0/TkCE0dy4FBZHaCy/2yT0ENAC8wRiGOXrw4KXgYLFI1N/D48NlyzQ0NP55Oi2NfH3J15cMDGjOHPrxR151Mb8QAhoA3lQikWjO0KHjExJ+qqhQIbpy9er0I0d+DguzNDKiP/8kb2+Ki6MpUyg4mPr357rYV4GABoA31Z4NG+bfuPFuXR076VFX1z05+VsXl18qKsjJiRYsoIkT+TBa7pUhoAHgTRX7119LnqUzy5youqqKkpLIzIyrqloQbhoLAG8q4b/TmaWsoyMxMVF8Ma0Be9AA8AZ69IiOHNG5fz+PyFRmtoSoSkdHKGwju55t5GUAQLsgFlNgIA0fTn37Ulra4t9//8LCovzZk3VE3xgYvL9qFZcVtijsQQPAm+D+ffLxIR8f6tWLZs2iU6dIQ6M70XIrqwULF2rn56vU1+d36DBn3bpxU6ZwXWuLQUADAI+JRBQYSPv2UWYmzZ1L166RjY3s830dHX+PiRGLxWKxuEOHDhxV2VoQ0ADASykptH8/+frSgAG0ciWNGUNKSs9rq6ampvYmnBn4shDQAMAnEgmFh5O3N129Sp6edO2aIu9gwjcIaADgh5wc8vP7+4KfCxaQry/JnrTdLiGgAYBTDENhYbR3L0VE0IwZdOYM9ejBdU18gYAGAI5UVJCfH+3aRWpq9PHH5O9PWlpc18QvCGgAULi0NPL2poMHydmZdu3i+UWZOYQTVQBAga5epWnTaMAAqq6mmzfpzz9p2DCk8/NgDxoAWp9IRAEBtHUr1dbSokX066/ozWgOBDQAtKYnT2jnTjp4kNzcaOdO8vDguqA3Cbo4AKB1JCTQnDnUuzeJxXTzJh0/jnR+WdiDBoCWdvUqbd5MN27QwoX08CEZGHBd0JsKAQ0ALUQioTNnaMMGKiqijz+mgACcafKaENAA8NoqKujAAfrpJ+rShVavpjFjMDCjRSCgAeA1lJbSrl20axd5eFBwMDk5cV1Qm4KABoBXUlhIu3bR7t00dChdvkz29lwX1Aa1VkAnJiZGR0enpqZOmjTp7bfflp2/c+fO8vLy//znP//9739baesA0IoKCujnn2nPHho1iqKjqWtXrgtqs1oroJctW6atrX3t2rUuXbpIAzovL8/Nze3LL7/s1q3bF198UVtbO3PmzFYqAABaXl4e/fgj7d9P06ZRbCxZWXFdUBvXWgF97tw5IhoyZIjszIMHD77zzjtfffUVEYnF4m3btiGgAd4MOTm0YQMdPUpz51JSEpmZcV1Qu6DQE1ViYmLc3NzYx25ubvHx8WKxWJEFAMBLKyqilSupVy/S0KD792nrVqSzwij0IGFubq7BsyHrRkZGDMPk5uZ26tRJtk1FRUVOTs7QoUPZSYFAMHv27EmTJimyTmiaWCwWCoUqKipcFwLPVVlZKXjtgW6CqiqV/ftVdu6sGz++JiqKMTcnIqqoaIH62j2JRMIwzAubKTSgNTQ0pLvMIpGIiLQaXDBFS0tLT0+P7QZhOTg4aGtrK6xIeCEVFRUENM8xDPNa35qaGvLxoXXraPBgiopS6doVH3bLkkgk1dXVL2ym0IC2srLKzMxkH2dkZGhoaBgaGsq1EQgEGhoaw4YNU2RhAPC3+nry9aX166lPHwoJoV69uC6oXVNoH/SUKVOCgoIqKiqIyNfXd/Lkya//KwwAWsylS9S/P/n60u+/08mTSGfOtVZAf/LJJ7a2tjExMV9//bWtrW1YWBgRjR07tl+/fn369HFzc/vjjz/WrVvXSlsHgJfz6BF5epKnJy1ZQpcukYsL1wUBEZGgOR3Vr6CysrKmpkY6qa2tLe2yTEpKKikpcXR0VFNTa7jgw4cPR48enZKS0hpVQYvAQUL+Ky8v19HRaVbTykraupV276ZPPqGVK0ldvZVLA6JnfdAND8LJaa0+aC0tredt28HBoZU2CgAvgWEoKIiWLaO336a4OLK25rogkIdrcQC0S7dvk5cXKSlRQADJXIwBeAV3VAFoZ0Qi+uorGjmSFi6kyEikM59hDxqgPbl6lebPJzs7iosjCwuuq4EXQEADtA+lpfTttxQcTDt20OTJXFcDzYIuDoB24NQp6tmTamro7l2k8xsEe9AAbVp1NX3xBV24QIcP07NLlcGbAnvQAG3X/fvk7EyFhXTjBtL5TYSABmij/PzI1ZU++IACA0lPj+tq4FW8RBdHVlZWfn6+jY2NkZFR6xUEAK+rrEz9ww/p7l26eJF69uS6Gnh1zdqDfvr0qYeHR6dOnQYMGGBqajpv3rz6+vrWrgwAXkViIjk6kr4+xcYinTP8LtEAABxASURBVN90zQroVatW6ejo3Lt3r7i4+OrVqzExMQcPHmztygDgpYWF0bvv0vr1om3bcFWNNqCRgPbx8cnLy5Odc+fOnRUrVjg4OOjp6bm4uMybNy8+Pl5RFQJA8/j40MyZFBBA773HdSnQMhoJ6LS0NHt7+127dkn7MXr37r1ly5bk5OSysrLr168fPHiwd+/eiq0TAJ6PYWjtWvruO7p0if59p2Z4ozUS0OvXr//jjz+8vb2dnJyioqKI6Pvvvy8uLra3t9fV1XVxcXF0dJw3b57CSwWAxtTU0MyZdP48XbtG9vZcVwMtqfE+6CFDhsTFxc2cOXP06NHz5s1jGCYiIiI9Pf3atWt5eXm+vr7KyjjDBYAH6uvpvfeoqoouXCBjY66rgRb23IOEKioqS5cuvX//fm1tbffu3Xfs2GFlZTVw4EBj/BEA8ATD0MKFVFZGR4+ShgbX1UDLa2oUh0Qi6dixo5+fX1BQ0P79+wcOHBgTE6OwygDgBZYvp7t36cQJauzmRNAGNB7QW7ZssbKyUlJS6tix4zfffDNkyJD4+PipU6cOGzZswYIFhYWFCq4SAOStW0fnz9OZM/Si2ybBm6uRgPb19d2xY8fq1asvXLiwadOmY8eO/fTTTyoqKitWrLh7925xcXH37t2PHz+u+FoB4G8HDtDvv1NoKOnrc10KtKJGjvWFhYWtX79eOk5DX19/7969S5cuJSIrK6vAwMDz58/HxMRMmjRJoZUCACspib7+miIjycSE61KgdTWyB21ubh4SElJdXU1ENTU1Z8+etfj3nRdGjBjxzTffKKhAAJBVW0uzZ9OGDdS1K9elQKtrZA/6yy+/dHV1NTExMTc3z83N7dChQ0REhOIrA4BGrF5N5uY0fz7XdYAiNBLQxsbGCQkJoaGhmZmZ5ubmI0aM0MAIHgA+uHKF/Pzo1i2u6wAFafx8ExUVlTFjxii4FABoCsPQJ5/Q3r1kasp1KaAguGA/wBvi7FkSCGjCBK7rAMVBQAO8ITZvplWrSCDgug5QHAQ0wJsgJoYeP8YNudsbBDTAm2DbNvryS8JFytoZBDQA7zEMXbiA3ed2CAENwHtJSaSvj8Eb7dBLB/SKFSu6deu2bt26srKy1igIAORFR5OLC9dFAAdeOqA1NTW1tbW3bNnSuXPnWxgwD6AACOj26qUDes2aNXFxcUVFRSdOnDAwMGiNmgDgX1JSyMGB6yKAA694UFhNTc3Nza1lSwGAxikrk0TCdRHAgZcIaJFIlJCQoKqq2qtXL6EQRxcBFEVNjcRirosADjQ3oFNSUsaMGWNtbV1ZWckwTGhoqI6OTqtWBgB/U1WlmhquiwAONHdHeMuWLYcOHQoLC4uOjvb09PTz82vVsgDgH+rqVFXFdRHAgeYGNMMw/fr1Yx87OjrW19e3WkkA8G+9etGNG1wXARxobkBPnDhx/vz5V65cCQ0NXbduXbdu3WJjY0tKSlq1OAAgIho+nM6f57oI4EBz+6DT0tIKCgrWr1/PTm7fvp2I1q9f74LhmQCtrX9/Kiigx4/J0pLrUkChmhvQn3322WeffdaqpQBA44RCcnensDCaM4frUkChXnq0XG1t7S+//PLnn3+2RjUA0LiJEwlH5tuf5wZ0dXX1rVu3bt26VVdXx86pr68/dOhQ9+7d58+fn5+fr6gKAYBo+nTKzqbwcK7rAIVqPKD9/f2NjY0dHR0dHR0dHBxSUlISEhKcnZ3nzZuno6MTGBg4d+5cBRcK0K4pKdHq1bR6Ndd1gEI1EtA5OTnz5883NDRcs2bNqlWrSkpKPvjgA3d396KiosDAwNu3b0+ZMgVnEgIo2owZVFFB585xXQcoTiMHCSMjI+vq6sLDw21tbYlo3LhxgwcP7tWr19WrVzt06KDwCgGAiIiEQvr2W/r6axo2jFRUuK4GFKGRHeGsrCwLCws2nYnI2dlZTU1tzpw5SGcAjk2aRJaW9NVXXNcBCtJIQFdXV2tqav7TQihUV1fX19dXYFUA0BiBgHx9KTiY/viD61JAERofBy0SiWJjY6WT9fX1mZmZsnOsra2NjY1bvToAkKOvT0eP0oQJ1KcPde7MdTXQuhoP6IyMDCcnJ9k569atW7dunXRy3759Xl5erVsaADTq7bdp+XJ67z2KiEBndNvWSECPGTPmhXvHrq6urVMPADTDF19QVBTNnElHjpCSEtfVQGtpJKD79esnvXAdAPCRQEBHjtDkyTRjBh05QsqveGsk4DkMZwZ4M6mqUlAQVVbShx/ihlhtVSMBffDgwbFjx0onjx07tmfPHtkGZmZmhw4davXSAKBpamoUFESPHiGj26pGAjo3N/fu3bvSydDQ0KCgINkGFRUVtbW1rV4aALyQhgadOkUpKbRgAT27bA60GejiAHjDaWnR2bOUl0ejRlFxcVFR0c7vvlvx/vtbVqzIzMzkujh4LTi2APDm09amU6do3boLPXvuJ/o8J2cWw2T++ef/jhx5Z9my2biS+xsLe9AAbYJAIFq58ufa2iPZ2YMYRp+oL9GBx48jtmx5/Pgx18XBK0JAA7QR165dG11VJfej2DM7++yxY9wUBK+t8S6Ox48fd+zYkX1cWlpaX18vnSSiKtwBHoB/iouKDBt8N40YJjonh5N64PU1EtBdu3YdNWpU04t16tSpdeoBgFdk7+Bw1MhoUkGB7MxbqqoOzs5clQSvqZGAnjZt2rRp0xRfCgC8DgcHh1QHh4SnT3sxDDsnmyiQYQIvXaIJE0hVldvy4BWgDxqg7fj51CnvSZM+sLLabGj4kaXlKnf3n2/cUM3KonfeoYcPua4OXhqG2QG0Hbq6uruCgiorKxMSEuzt7fX09IiITp6k3bvpnXfou+9o/nwSCLguE5oLe9AAbY2WllaPHj3+TmciEgjo00/p4kXy8yNXV5I5Txh4DgEN0D689RZduUILFtCwYbR4MVVWcl0QvBgCGqDdEAjI05Nu36biYurTh/76i+uC4AUQ0ADtjKkp+fnRrl20aBF5etK/h+UBryCgAdql0aMpMZHMzKhHD9q2jcRirguCRiCgAdorTU3asoUiIykmhrp1Iz8/ejaAGngCAQ3QvnXtSgEB5ONDP/1ELi4UHc11QfAPhY6DrqysXLJkiXRyzJgxEydOVGQBANA4Dw+6eZN++42mTKHBg2nrVsLlHHhAoXvQYrHY29t72DO2traK3DoANEUoJE9PSk6m7t3JyYlWr6aSEq5rau84OJNw6tSpit8oADSLtjZ99x0tWEBr11K3brR4MS1eTNraXJfVTnHQB+3p6enp6fnrr79KcJtLAH6ysqKDBykmhrKyyNaWNm+m6mqua2qPBIwCj9tWVFRs2rRpwIAB+fn5mzdvHj58+N69e+XaxMXFDRo06K233pLOmTdv3uzZsxVWJLyQWCwWCoUqKipcFwLPVVFRod1Cu73C+/dVN25Uioys/eSTmkWLSF29RVbbzkkkEoZhdHV1m26m0ICWFRcXN2DAgPLyck1NTdn5Dx8+fPfdd0+cOMFOCgSCrl276ujocFEjNA4BzX/l5eUt/K2JjaVvv6V79+jbb2nWLFLGddZei0Qiqa6u1tLSaroZZ++yjY2NRCIpKSmRC2giUlVV7d+/PydVAUDj+venM2coMpK+/Zb+9z9avpzmzCE1Na7LauMU2gedmZlZXl5ORPX19Vu2bLGzszM3N1dkAQDwWgYPpgsXKCiILlygTp1o7VoqK+O6prZMoQF9+fLljh072tvbm5mZnT179hjuZQnwJurXjwICKDSU0tKoWzdau5aKi7muqW1SaEB7enoWFBScPn06KSnpzp07jo6Oitw6ALSkXr3Iz4+ioqi4+O8BednZXNfU1ih6mJ2GhoadnZ2RkZGCtwsAraJLF9qxg2JjSSKh3r3p008pNZXrmtoOXIsDAF6btTXt2kV375KODjk705QpFBXFdU1tAQIaAFqIqSlt3EiPHtGECTRvHjk5kZ8f1dVxXdYbDAENAC1KXZ08PenuXVqzhvz9qVs32ryZSku5LuuNhIAGgFYgFNL48RQaSocP082bZGdHq1bhKOLLQkADQGtycaHAQLp+nSorqVcvmjED3dPNh4AGgNbXpQvt3EkZGeThQfPnk6MjeXtTVRXXZfEdAhoAFEVHhxYsoMRE2rKFwsLI2poWL6bMTK7L4i8ENAAolkBAw4ZRQABdv04aGuTkROPHU1gY7ojYEAIaADhia0ubNlF6Oo0ZQ4sXU58+tHcvLu4hCwENAJzS1qZFiygxkX78kcLDycaGvLzo1i2uy+IFBDQA8IBAQO++S4GBdO8edelCkyeTkxN5e1NlJdeVcQkBDQB8YmZGK1ZQSgpt2vT3gUQvL7pzh+uyuIGABgD+EQr/PpB46xaZmtLo0eTmRkeOkFjMdWUKhYAGAB6ztqb16ykzkz7/nHx9ycqKPv+cEhO5LktBENAAwHvKyjRpEv31F926RR070oQJ5OREO3ZQURHXlbUuBDQAvDksLP7poY6MpM6dadq0NjyGGgENAG8aaQ91RgYNG0ZLl5KDA23eTPn5XFfWwhDQAPDG0tenBQsoPp4OHqTkZLK3p6lT6cyZNnMRagQ0ALz5Bg+mQ4coI4NGjKCNG8nampYto7t3uS7rdSGgAaCt6NCB5s+nyEi6dIm0tGjcOOrRgzZvpoICrit7RQhoAGhzunWjtWspNZX276e0NOrencaPp8BAqq3lurKXg4AGgDZKKKR33vk7o8eOpR9+IBsbWrGCkpO5rqy5ENAA0Nbp6dHChRQdTRcukEBAK1dyXVBzKXNdAACAotjb06ZNXBfxErAHDQDAUwhoAACeQkADAPAUAhoAgKcQ0AAAPIWABgDgKQQ0AABPIaABAHgKAQ0AwFMIaAAAnkJAAwDwFAIaAICnENAAADyFgAYA4CkENAAATyGgAQB4CgENAMBTCGgAAJ5CQAMA8BQCGgCApxDQAAA8hYAGAOApBDQAAE8hoAEAeAoBDQDAUwhoAACeQkADAPAUAhoAgKcQ0AAAPIWABgDgKQQ0AABPIaABAHgKAQ0AwFMIaAAAnkJAAwDwFAIaAICnENAAADyFgAYA4CkENAAATyGgAQB4CgENAMBTCGgAAJ5CQAMA8BQCGgCApxDQAAA8hYAGAOAp3gV0VVVVSUkJ11VAU8LDw6OioriuApqybdu22tparquA50pNTT169OgLmyk6oE+dOuXs7Ozg4PDVV1/V1dU1bJCfn19WVqbgquClXLx48erVq1xXAU35+eefS0tLua4CnisxMfHkyZMvbKasgFKkHjx4MHPmzCNHjnTv3n3GjBm6urorVqxQZAEAAG8Qhe5B//LLLxMnThw3blzXrl3XrVu3b98+RW4dAODNotCAvnv3rpOTE/u4f//+GRkZlZWViiwAAOANotAujoKCAl1dXfaxnp4eEeXn53fu3Fm2jUgkqq2tFQr/+c+hrq6upqamyDqhaSKRSCAQbNu2jetC4LnKysrs7OwEAgHXhUDj6urqLCwsXthMoQGtp6dXUVHBPi4vLycifX19uTbjx49PSkqSTWQtLS0VFRWFFQkvVFdXJxAIlJSUuC4EnkssFmO3huea8w1SaEB36dIlOTmZfZycnGxgYMDuR8uxt7dXZFUAAPyk0D7oWbNmHTt2LCsrq76+/ocffpg1a5Yitw4A8GZRaEAPHjz4s88+6927t7GxcVVV1dq1axW5dQCAN4uAYRgFb7Kurq6mpkZTU1PB2wUAeLNwENBNqK6uPnTo0OPHjwcPHjxu3DiuywF58fHx169fl07OmDFDR0eHw3qAVVhYGBsbm5GRMWLECBsbG+n8R48e+fn5icXiKVOm9O7dm7sCgTIyMm7evFlUVDR37lzpqIewsLC0tDT2sbq6uqenp9xSCj1I+EKjR4/W0NAYMWLE559/npSUtGzZMq4rgn8JCQnx8fFxc3NjJydPnsxtPcDq27dvx44dk5OTjY2NpQGdk5PTv3//GTNmGBkZubq6nj9/fuDAgZyW2X7Fx8e7u7s7ODhER0fPmDFDGtAHDhzIyclxcHAgIi0tLV4H9JUrV+7fv5+Zmammpubs7Dxx4sTPPvsMQ4X45p133tm/fz/XVcC/pKenKysrv/XWW7Iz9+3b5+7uvmPHDiJiGGbr1q1BQUEcFdje9ezZs6ioKDs729LSUu6p9957b+HChc9bkEdXs7t06dKQIUPYRHZ2dq6pqUlMTOS6KJCXkpKyffv2o0eP4ixQ/lBWbmRP6+LFiyNGjGAfjxw58uLFi4otCv6hpKT0vJOGoqOjf/jhh9OnT9fX1zd8lkcBnZOTY2Jiwj4WCAQmJibZ2dnclgRyDAwMrKyscnNz9+zZ4+Dg8OTJE64rgufKzc2VfqFMTU2LiopEIhG3JYEca2trDQ2Nx48fL1++fMiQITU1NXINeNTFoaysLPs/pLa2FicQ8s38+fPnz5/PPp44ceL333+/e/dubkuC51FSUpJ+oerq6oRCIU7+5JutW7eyDzZu3NizZ88jR47MmTNHtgGP9qDNzc2le2R1dXUFBQXm5ubclgRNcHNzS01N5boKeC5zc3Ppb9Ds7GxjY2Ps8fCWurr6gAEDGn6heBTQY8eOvXjxYlFRERGdO3fO2Ni4Z8+eXBcF/yL9CSaRSEJCQuSOSgGvjBs37vjx4+w42uDgYIxb5RuGYaR3vSktLY2MjGSHc8ji1zjoOXPm3Lhxw9XV9fjx4zt37pw+fTrXFcG/ODs7Gxsbm5iYsKOhL126ZGRkxHVRQF9++WV8fHx0dLStra2JicmOHTveeuut0tLSQYMGWVlZGRoaXrhw4cqVK127duW60naqvr5+1KhRYrH4ypUrHh4empqap0+fFolENjY2bm5uGhoaYWFhTk5Ox48fl+uG4ldAMwwTERGRnp7u4uLSvXt3rssBeU+ePLlx40ZJSYmNjY2rqyv6NHkiNja2uLhYOjlgwAD2ur5VVVV//fWXSCQaMWKEoaEhdwW2dwzDXLhwQTqppKTk4eFBRElJSQkJCWKxuEePHo6Ojg0X5FdAAwCAFI/6oAEAQBYCGgCApxDQAAA8hYAGAOApBDQAAE8hoIGPxGJxdXX1KyxYUlLi7e2dkZEhOzMhIeHSpUuvU09FRUVgYKD0lsfNJxKJGg6UYhimuLi4rq7udUqC9gABDTxSXV393XffsVeQ0dTU1NfXHz169NWrV9lnExMTvb29m861vLw8Ly+v27dvS+eIRKLx48ffv3+fnbx+/brtMw4ODsOHD//6669lBxE3SktLa+vWrVu2bGn+aykuLh4/fjx7Z+Rdu3bJPnX48GFHR8eGV8YBkIOABh55//33165dO3ny5D///POvv/7asGFDbW1tXFwc+2x4eLiXl5dYLH6pde7atauuru6DDz5gJ6urq9PS0gYMGLBgwYKZM2fq6elt2rTJw8NDetJtowQCwcqVK7dv356bm9vM7a5Zs6agoKCgoCAkJGTJkiXSV1FaWrps2bKffvoJd32DF2MA+OHRo0dEtGjRIrn5dXV17AP22vMVFRUNly0qKiouLmYYht1TPnHiBDu/vr7exsZm+fLl0pbsZZH9/f2lc5YsWUJEly9fbrq8mpoaIyOjDRs2NPPl2Nvb7927l308YMCATZs2sY8XL148ZsyYZq4E2jnsQQNflJaWEpG1tbXcfPaE8k2bNq1atYqILC0tDQwMDAwMysrKiCgrK8vDw8PAwEBfX3/QoEEpKSmyy16+fDkjI2PSpElNbNfV1ZWI5BZsSEVFZdy4cX5+fs18OdXV1RoaGuxjTU3NqqoqIoqPjz948ODOnTubuRJo5xDQwBd2dnYGBgY7d+4MCgpqeDhu2rRpc+fOJSJ/f/+AgICAgABNTc2amppx48bdu3cvKCgoMTFxzJgx0q4M1sWLF9XU1Pr27dvEdtkO64b/GBpycXFJTk5u5m0K+vTpwx6ZLCkpuX37dt++fRmG+fjjj5cuXWpra9ucNQDw6IL90M6pqan99ttvnp6eU6dOVVZW7tWr16hRoz744AM7Ozsi6tKlS7du3YjIw8NDS0uLXSQ4ODghIeHkyZMTJkwgoh49emRmZv7yyy/Sdd65c6dz584N72wZExOjpqZWU1MTGxu7Z88ed3f3oUOHvrBC9gJe8fHxFhYWL2y8du3a4cOHjxo1Ki0tjb3Hpq+vb05OzooVK4goPT2dYZjOnTs/705IAETogwaeKSkpOXr06IcffsheG1dTU/PUqVPsUw37oL/55hs1NbX6+nrpnHPnzpFMH/SgQYNcXFxk19/w1nz9+vVr2K9dV1dXXV0tN5O9Seavv/7azNeSn58fHBwcHh5eV1dXVFRkYmJy+vTp6urqUaNGmZqampmZDRs2rLKysplrg3YIXRzAL7q6uv/9738PHDhw7969yMhIFRUVLy8v5jnXXHzy5ImxsbFQ+M+fsdxdeOTuoybFHiSsqqry8fG5e/fuypUrpU8tWrRo8uTJc+bMGTNmzGeffSa7FDvSo/n3JTE2Np40aZKHh4eSktLq1audnZ3Hjh27b9++5OTklJSUlJSU9PT0PXv2NHNt0A4hoIG/Bg0aNH369JycnOfdPtjU1PTp06ey8Z2fn9+wwfPWr6GhMXv27OXLl+/ZsycmJkY638rKyt/f/8KFC/Hx8ZGRkdL57KpMTU1f9oXExcX5+vqyvwCioqJGjhypra2tpaU1ZswY2fUDyEFAA1/U1NQ03NvNy8sTCoVsp7OOjg4RyZ5h2LNnT5FIFBERIZ0TEhIiu7iTk1NGRgY73uN5VqxYYWhoyA4RYbGXThcIBI6OjtIzXIjozp07QqHQycnppV6XRCL5+OOPV6xYYWNjw86R9jsLBLggOzQFAQ18kZKS0rVr1y1btkRFReXm5iYmJq5cufLkyZPjxo3T09Mjoh49ehDR9u3bo6OjY2Nj6+vr//Of/1hbW3t5ed28ebOiouK3337z8fGRXefw4cMlEgl7g67n0dbW/vzzz8PDwy9fvszOSUhIYB/cuXNH9jZRUVFRTk5ObDFEFBISIhAIvL29m35dhw4dKiwsXLZsGTvp7Oz8119/VVRUVFVVnTt3btCgQc1+h6D94bYLHEAqPz9/8uTJHTp0kP5xqqmpeXp6lpSUSNusXbvW0tKSHRnNzo+Pj2eHeRCRpaUlO05ZepCQYZj+/fvPmzdPOtnwRBWGYcrLy42NjT08PBiGWbhw4fjx4+fOnTty5Mj58+dL25SWlmpqau7fv186JyAggIhOnz7dxIsqLCw0MjIKCQmRzqmqqho2bJiZmVnHjh09PDxwkBCagF9YwC91dXVPnjzJy8szMDCwtLRUV1d/4SISiYTd5+3Ro4eysvzI0cOHD3/00UeZmZnSPd+mLVq0yMPDY+LEidXV1bKL7Nu3b+3atSkpKdra2uycTz/99PLly7dv35Y9SiknOzs7NTWVPRdGimGY1NRUiURiZ2fXxLIACGho4xiGcXZ2Hjly5Pr165vTfunSpa6urv/5z39kZ9bU1HTv3n3VqlULFiyQznR1dV2xYsW4ceNauGKAZxDQ0PaVlJRUVlY25+yS5xGLxU+ePOnUqRNuZA6KhIAGAOAp9H8BAPAUAhoAgKcQ0AAAPIWABgDgKQQ0AABP/T92o2IQylOpHwAAAABJRU5ErkJggg==\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p1 = plot( StdRₚ*100,ERₚ*100,\n",
    "           legend = nothing,\n",
    "           linecolor = :red,\n",
    "           xlim = (0,15),\n",
    "           ylim = (0,15),\n",
    "           title = \"Mean vs standard deviation\",\n",
    "           xlabel = \"Std(Rₚ), %\",\n",
    "           ylabel = \"ERₚ, %\" )\n",
    "scatter!(sqrt.(diag(Σ))*100,μ*100,markercolor=:red)\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Portfolios of 3 or More (Risky) Assets\n",
    "\n",
    "The next few cells define the average returns and the covariance matrix for 3 assets and illustrate a few portfolios."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mμ and Rf in %:\u001b[22m\u001b[39m\n",
      "A     11.50\n",
      "B      9.50\n",
      "C      6.00\n",
      "\n",
      "      3.00\n",
      "\n",
      "\u001b[34m\u001b[1mΣ in bp:\u001b[22m\u001b[39m\n",
      "          A         B         C\n",
      "A    166.00     34.00     58.00\n",
      "B     34.00     64.00      4.00\n",
      "C     58.00      4.00    100.00\n",
      "\n"
     ]
    }
   ],
   "source": [
    "μ = [11.5, 9.5, 6]/100          #expected returns\n",
    "Σ = [166  34  58;               #covariance matrix\n",
    "      34  64   4;\n",
    "      58   4 100]/100^2\n",
    "Rf = 0.03                       #riskfree return\n",
    "\n",
    "assetNames = [\"A\",\"B\",\"C\"]\n",
    "printblue(\"μ and Rf in %:\")\n",
    "printmat(μ*100;rowNames=assetNames,prec)\n",
    "printmat(Rf*100;prec)\n",
    "\n",
    "printblue(\"Σ in bp:\")\n",
    "printmat(Σ*100^2;rowNames=assetNames,colNames=assetNames,prec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mmean and std (in %) of portfolio: \u001b[22m\u001b[39m\n",
      "             A         1         2         3\n",
      "mean      9.50      8.26      8.31      9.75\n",
      "std       8.00      7.40      6.41      7.38\n",
      "\n"
     ]
    }
   ],
   "source": [
    "wM = [0 0.22 0.02 0.25;            #different portfolios (one in each column)\n",
    "      1 0.30 0.63 0.68;\n",
    "      0 0.48 0.35 0.07]\n",
    "K = size(wM,2)                     #number of different portfolios\n",
    "\n",
    "(ERₚ,StdRₚ) = (fill(NaN,K),fill(NaN,K))\n",
    "for i in 1:K                      #loop over columns in wM\n",
    "    ERₚ[i]   = wM[:,i]'μ\n",
    "    StdRₚ[i] = sqrt(wM[:,i]'Σ*wM[:,i])\n",
    "end\n",
    "\n",
    "printblue(\"mean and std (in %) of portfolio: \")\n",
    "printmat([ERₚ';StdRₚ']*100;colNames=[\"A\",\"1\",\"2\",\"3\"],rowNames=[\"mean\",\"std\"],prec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"480\" height=\"320\" viewBox=\"0 0 1920 1280\">\n",
       "<defs>\n",
       "  <clipPath id=\"clip720\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"1920\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip720)\" d=\"M0 1280 L1920 1280 L1920 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip721\">\n",
       "    <rect x=\"384\" y=\"0\" width=\"1345\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip720)\" d=\"M197.427 1106.38 L1872.76 1106.38 L1872.76 123.472 L197.427 123.472  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip722\">\n",
       "    <rect x=\"197\" y=\"123\" width=\"1676\" height=\"984\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip722)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip722)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"755.87,1106.38 755.87,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip722)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1314.31,1106.38 1314.31,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip722)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1872.76,1106.38 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip722)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip722)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,778.744 1872.76,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip722)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,451.108 1872.76,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip722)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,123.472 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"755.87,1106.38 755.87,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1314.31,1106.38 1314.31,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1872.76,1106.38 1872.76,1087.48 \"/>\n",
       "<path clip-path=\"url(#clip720)\" d=\"M197.427 1133.46 Q193.816 1133.46 191.988 1137.02 Q190.182 1140.56 190.182 1147.69 Q190.182 1154.8 191.988 1158.37 Q193.816 1161.91 197.427 1161.91 Q201.062 1161.91 202.867 1158.37 Q204.696 1154.8 204.696 1147.69 Q204.696 1140.56 202.867 1137.02 Q201.062 1133.46 197.427 1133.46 M197.427 1129.75 Q203.238 1129.75 206.293 1134.36 Q209.372 1138.94 209.372 1147.69 Q209.372 1156.42 206.293 1161.03 Q203.238 1165.61 197.427 1165.61 Q191.617 1165.61 188.539 1161.03 Q185.483 1156.42 185.483 1147.69 Q185.483 1138.94 188.539 1134.36 Q191.617 1129.75 197.427 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M746.148 1130.38 L764.504 1130.38 L764.504 1134.32 L750.43 1134.32 L750.43 1142.79 Q751.449 1142.44 752.468 1142.28 Q753.486 1142.09 754.505 1142.09 Q760.292 1142.09 763.671 1145.26 Q767.051 1148.44 767.051 1153.85 Q767.051 1159.43 763.579 1162.53 Q760.106 1165.61 753.787 1165.61 Q751.611 1165.61 749.343 1165.24 Q747.097 1164.87 744.69 1164.13 L744.69 1159.43 Q746.773 1160.56 748.995 1161.12 Q751.218 1161.68 753.694 1161.68 Q757.699 1161.68 760.037 1159.57 Q762.375 1157.46 762.375 1153.85 Q762.375 1150.24 760.037 1148.13 Q757.699 1146.03 753.694 1146.03 Q751.819 1146.03 749.944 1146.44 Q748.093 1146.86 746.148 1147.74 L746.148 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1289 1161 L1296.64 1161 L1296.64 1134.64 L1288.33 1136.31 L1288.33 1132.05 L1296.59 1130.38 L1301.27 1130.38 L1301.27 1161 L1308.91 1161 L1308.91 1164.94 L1289 1164.94 L1289 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1328.35 1133.46 Q1324.74 1133.46 1322.91 1137.02 Q1321.11 1140.56 1321.11 1147.69 Q1321.11 1154.8 1322.91 1158.37 Q1324.74 1161.91 1328.35 1161.91 Q1331.99 1161.91 1333.79 1158.37 Q1335.62 1154.8 1335.62 1147.69 Q1335.62 1140.56 1333.79 1137.02 Q1331.99 1133.46 1328.35 1133.46 M1328.35 1129.75 Q1334.16 1129.75 1337.22 1134.36 Q1340.3 1138.94 1340.3 1147.69 Q1340.3 1156.42 1337.22 1161.03 Q1334.16 1165.61 1328.35 1165.61 Q1322.54 1165.61 1319.46 1161.03 Q1316.41 1156.42 1316.41 1147.69 Q1316.41 1138.94 1319.46 1134.36 Q1322.54 1129.75 1328.35 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1847.94 1161 L1855.58 1161 L1855.58 1134.64 L1847.27 1136.31 L1847.27 1132.05 L1855.53 1130.38 L1860.21 1130.38 L1860.21 1161 L1867.85 1161 L1867.85 1164.94 L1847.94 1164.94 L1847.94 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1877.34 1130.38 L1895.7 1130.38 L1895.7 1134.32 L1881.62 1134.32 L1881.62 1142.79 Q1882.64 1142.44 1883.66 1142.28 Q1884.68 1142.09 1885.7 1142.09 Q1891.48 1142.09 1894.86 1145.26 Q1898.24 1148.44 1898.24 1153.85 Q1898.24 1159.43 1894.77 1162.53 Q1891.3 1165.61 1884.98 1165.61 Q1882.8 1165.61 1880.53 1165.24 Q1878.29 1164.87 1875.88 1164.13 L1875.88 1159.43 Q1877.96 1160.56 1880.19 1161.12 Q1882.41 1161.68 1884.89 1161.68 Q1888.89 1161.68 1891.23 1159.57 Q1893.57 1157.46 1893.57 1153.85 Q1893.57 1150.24 1891.23 1148.13 Q1888.89 1146.03 1884.89 1146.03 Q1883.01 1146.03 1881.14 1146.44 Q1879.28 1146.86 1877.34 1147.74 L1877.34 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M901.746 1198.08 L901.746 1204.35 Q898.086 1202.6 894.839 1201.74 Q891.593 1200.88 888.569 1200.88 Q883.317 1200.88 880.453 1202.92 Q877.62 1204.96 877.62 1208.71 Q877.62 1211.87 879.498 1213.49 Q881.408 1215.08 886.691 1216.07 L890.574 1216.86 Q897.767 1218.23 901.173 1221.7 Q904.611 1225.14 904.611 1230.93 Q904.611 1237.84 899.964 1241.4 Q895.349 1244.97 886.405 1244.97 Q883.031 1244.97 879.211 1244.2 Q875.424 1243.44 871.35 1241.94 L871.35 1235.32 Q875.265 1237.52 879.02 1238.63 Q882.776 1239.75 886.405 1239.75 Q891.911 1239.75 894.903 1237.58 Q897.895 1235.42 897.895 1231.41 Q897.895 1227.91 895.73 1225.93 Q893.598 1223.96 888.696 1222.97 L884.781 1222.21 Q877.588 1220.78 874.374 1217.72 Q871.159 1214.67 871.159 1209.22 Q871.159 1202.92 875.583 1199.29 Q880.039 1195.66 887.837 1195.66 Q891.179 1195.66 894.648 1196.27 Q898.118 1196.87 901.746 1198.08 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M920.175 1198.27 L920.175 1208.4 L932.238 1208.4 L932.238 1212.95 L920.175 1212.95 L920.175 1232.3 Q920.175 1236.66 921.352 1237.9 Q922.562 1239.14 926.222 1239.14 L932.238 1239.14 L932.238 1244.04 L926.222 1244.04 Q919.443 1244.04 916.865 1241.53 Q914.286 1238.98 914.286 1232.3 L914.286 1212.95 L909.99 1212.95 L909.99 1208.4 L914.286 1208.4 L914.286 1198.27 L920.175 1198.27 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M963.398 1213.81 L963.398 1194.52 L969.254 1194.52 L969.254 1244.04 L963.398 1244.04 L963.398 1238.7 Q961.552 1241.88 958.719 1243.44 Q955.918 1244.97 951.971 1244.97 Q945.51 1244.97 941.436 1239.81 Q937.394 1234.65 937.394 1226.25 Q937.394 1217.85 941.436 1212.69 Q945.51 1207.54 951.971 1207.54 Q955.918 1207.54 958.719 1209.1 Q961.552 1210.62 963.398 1213.81 M943.441 1226.25 Q943.441 1232.71 946.083 1236.4 Q948.757 1240.07 953.404 1240.07 Q958.051 1240.07 960.724 1236.4 Q963.398 1232.71 963.398 1226.25 Q963.398 1219.79 960.724 1216.13 Q958.051 1212.44 953.404 1212.44 Q948.757 1212.44 946.083 1216.13 Q943.441 1219.79 943.441 1226.25 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M995.386 1194.58 Q991.121 1201.9 989.052 1209.06 Q986.983 1216.23 986.983 1223.58 Q986.983 1230.93 989.052 1238.16 Q991.152 1245.35 995.386 1252.64 L990.293 1252.64 Q985.519 1245.16 983.132 1237.93 Q980.776 1230.71 980.776 1223.58 Q980.776 1216.48 983.132 1209.29 Q985.487 1202.09 990.293 1194.58 L995.386 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1029.54 1221.76 Q1031.61 1222.46 1033.55 1224.76 Q1035.52 1227.05 1037.49 1231.06 L1044.02 1244.04 L1037.11 1244.04 L1031.03 1231.85 Q1028.68 1227.08 1026.45 1225.52 Q1024.25 1223.96 1020.43 1223.96 L1013.43 1223.96 L1013.43 1244.04 L1007 1244.04 L1007 1196.52 L1021.52 1196.52 Q1029.66 1196.52 1033.68 1199.93 Q1037.69 1203.34 1037.69 1210.21 Q1037.69 1214.7 1035.59 1217.66 Q1033.52 1220.62 1029.54 1221.76 M1013.43 1201.81 L1013.43 1218.68 L1021.52 1218.68 Q1026.16 1218.68 1028.52 1216.54 Q1030.91 1214.38 1030.91 1210.21 Q1030.91 1206.04 1028.52 1203.94 Q1026.16 1201.81 1021.52 1201.81 L1013.43 1201.81 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1053.35 1241.05 L1053.35 1251.65 L1049.62 1251.65 L1049.62 1224.09 L1053.35 1224.09 L1053.35 1227.11 Q1054.49 1225.33 1056.27 1224.47 Q1058.06 1223.61 1060.51 1223.61 Q1064.61 1223.61 1067.16 1226.47 Q1069.71 1229.37 1069.71 1234.08 Q1069.71 1238.79 1067.16 1241.69 Q1064.61 1244.55 1060.51 1244.55 Q1058.06 1244.55 1056.27 1243.69 Q1054.49 1242.83 1053.35 1241.05 M1064.23 1239.75 Q1065.89 1237.71 1065.89 1234.08 Q1065.89 1230.45 1064.23 1228.42 Q1062.54 1226.35 1059.62 1226.35 Q1056.69 1226.35 1055 1228.42 Q1053.35 1230.45 1053.35 1234.08 Q1053.35 1237.71 1055 1239.75 Q1056.69 1241.82 1059.62 1241.82 Q1062.54 1241.82 1064.23 1239.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1079.03 1194.58 L1084.12 1194.58 Q1088.9 1202.09 1091.25 1209.29 Q1093.64 1216.48 1093.64 1223.58 Q1093.64 1230.71 1091.25 1237.93 Q1088.9 1245.16 1084.12 1252.64 L1079.03 1252.64 Q1083.26 1245.35 1085.33 1238.16 Q1087.43 1230.93 1087.43 1223.58 Q1087.43 1216.23 1085.33 1209.06 Q1083.26 1201.9 1079.03 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1106.88 1235.96 L1113.6 1235.96 L1113.6 1241.43 L1108.38 1251.62 L1104.27 1251.62 L1106.88 1241.43 L1106.88 1235.96 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1188.08 1223.13 Q1185.31 1223.13 1183.72 1225.49 Q1182.16 1227.84 1182.16 1232.04 Q1182.16 1236.18 1183.72 1238.57 Q1185.31 1240.92 1188.08 1240.92 Q1190.78 1240.92 1192.34 1238.57 Q1193.93 1236.18 1193.93 1232.04 Q1193.93 1227.87 1192.34 1225.52 Q1190.78 1223.13 1188.08 1223.13 M1188.08 1219.09 Q1193.1 1219.09 1196.06 1222.59 Q1199.02 1226.09 1199.02 1232.04 Q1199.02 1238 1196.03 1241.5 Q1193.07 1244.97 1188.08 1244.97 Q1182.98 1244.97 1180.02 1241.5 Q1177.06 1238 1177.06 1232.04 Q1177.06 1226.06 1180.02 1222.59 Q1183.01 1219.09 1188.08 1219.09 M1155.23 1199.71 Q1152.49 1199.71 1150.9 1202.09 Q1149.34 1204.45 1149.34 1208.59 Q1149.34 1212.79 1150.9 1215.14 Q1152.46 1217.5 1155.23 1217.5 Q1158 1217.5 1159.56 1215.14 Q1161.15 1212.79 1161.15 1208.59 Q1161.15 1204.48 1159.56 1202.09 Q1157.97 1199.71 1155.23 1199.71 M1183.97 1195.66 L1189.06 1195.66 L1159.33 1244.97 L1154.24 1244.97 L1183.97 1195.66 M1155.23 1195.66 Q1160.26 1195.66 1163.25 1199.17 Q1166.24 1202.63 1166.24 1208.59 Q1166.24 1214.6 1163.25 1218.07 Q1160.29 1221.54 1155.23 1221.54 Q1150.17 1221.54 1147.21 1218.07 Q1144.28 1214.57 1144.28 1208.59 Q1144.28 1202.67 1147.24 1199.17 Q1150.2 1195.66 1155.23 1195.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 216.325,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,778.744 216.325,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,451.108 216.325,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,123.472 216.325,123.472 \"/>\n",
       "<path clip-path=\"url(#clip720)\" d=\"M156.683 1092.18 Q153.072 1092.18 151.243 1095.74 Q149.438 1099.28 149.438 1106.41 Q149.438 1113.52 151.243 1117.09 Q153.072 1120.63 156.683 1120.63 Q160.317 1120.63 162.123 1117.09 Q163.952 1113.52 163.952 1106.41 Q163.952 1099.28 162.123 1095.74 Q160.317 1092.18 156.683 1092.18 M156.683 1088.47 Q162.493 1088.47 165.549 1093.08 Q168.627 1097.66 168.627 1106.41 Q168.627 1115.14 165.549 1119.75 Q162.493 1124.33 156.683 1124.33 Q150.873 1124.33 147.794 1119.75 Q144.739 1115.14 144.739 1106.41 Q144.739 1097.66 147.794 1093.08 Q150.873 1088.47 156.683 1088.47 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M147.725 761.464 L166.081 761.464 L166.081 765.399 L152.007 765.399 L152.007 773.871 Q153.026 773.524 154.044 773.362 Q155.063 773.177 156.081 773.177 Q161.868 773.177 165.248 776.348 Q168.627 779.519 168.627 784.936 Q168.627 790.515 165.155 793.617 Q161.683 796.695 155.364 796.695 Q153.188 796.695 150.919 796.325 Q148.674 795.954 146.266 795.214 L146.266 790.515 Q148.35 791.649 150.572 792.205 Q152.794 792.76 155.271 792.76 Q159.276 792.76 161.614 790.654 Q163.952 788.547 163.952 784.936 Q163.952 781.325 161.614 779.218 Q159.276 777.112 155.271 777.112 Q153.396 777.112 151.521 777.529 Q149.669 777.945 147.725 778.825 L147.725 761.464 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M117.331 464.453 L124.97 464.453 L124.97 438.087 L116.66 439.754 L116.66 435.495 L124.924 433.828 L129.6 433.828 L129.6 464.453 L137.239 464.453 L137.239 468.388 L117.331 468.388 L117.331 464.453 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M156.683 436.907 Q153.072 436.907 151.243 440.472 Q149.438 444.013 149.438 451.143 Q149.438 458.249 151.243 461.814 Q153.072 465.356 156.683 465.356 Q160.317 465.356 162.123 461.814 Q163.952 458.249 163.952 451.143 Q163.952 444.013 162.123 440.472 Q160.317 436.907 156.683 436.907 M156.683 433.203 Q162.493 433.203 165.549 437.809 Q168.627 442.393 168.627 451.143 Q168.627 459.87 165.549 464.476 Q162.493 469.059 156.683 469.059 Q150.873 469.059 147.794 464.476 Q144.739 459.87 144.739 451.143 Q144.739 442.393 147.794 437.809 Q150.873 433.203 156.683 433.203 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M118.327 136.817 L125.966 136.817 L125.966 110.451 L117.656 112.118 L117.656 107.859 L125.919 106.192 L130.595 106.192 L130.595 136.817 L138.234 136.817 L138.234 140.752 L118.327 140.752 L118.327 136.817 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M147.725 106.192 L166.081 106.192 L166.081 110.127 L152.007 110.127 L152.007 118.599 Q153.026 118.252 154.044 118.09 Q155.063 117.905 156.081 117.905 Q161.868 117.905 165.248 121.076 Q168.627 124.248 168.627 129.664 Q168.627 135.243 165.155 138.345 Q161.683 141.423 155.364 141.423 Q153.188 141.423 150.919 141.053 Q148.674 140.683 146.266 139.942 L146.266 135.243 Q148.35 136.377 150.572 136.933 Q152.794 137.488 155.271 137.488 Q159.276 137.488 161.614 135.382 Q163.952 133.275 163.952 129.664 Q163.952 126.053 161.614 123.947 Q159.276 121.84 155.271 121.84 Q153.396 121.84 151.521 122.257 Q149.669 122.674 147.725 123.553 L147.725 106.192 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M26.0842 718.814 L26.0842 688.768 L31.495 688.768 L31.495 712.385 L45.5632 712.385 L45.5632 689.755 L50.9741 689.755 L50.9741 712.385 L68.1933 712.385 L68.1933 688.195 L73.6042 688.195 L73.6042 718.814 L26.0842 718.814 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M51.3242 655.094 Q52.0244 653.025 54.3161 651.083 Q56.6077 649.11 60.6181 647.136 L73.6042 640.612 L73.6042 647.518 L61.4138 653.598 Q56.6395 655.953 55.08 658.181 Q53.5204 660.377 53.5204 664.197 L53.5204 671.199 L73.6042 671.199 L73.6042 677.628 L26.0842 677.628 L26.0842 663.114 Q26.0842 654.966 29.4898 650.956 Q32.8955 646.945 39.7704 646.945 Q44.2582 646.945 47.2183 649.046 Q50.1784 651.115 51.3242 655.094 M31.3677 671.199 L48.2368 671.199 L48.2368 663.114 Q48.2368 658.467 46.1043 656.112 Q43.94 653.725 39.7704 653.725 Q35.6009 653.725 33.5002 656.112 Q31.3677 658.467 31.3677 663.114 L31.3677 671.199 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M70.6123 631.286 L81.2112 631.286 L81.2112 635.01 L53.6477 635.01 L53.6477 631.286 L56.6714 631.286 Q54.889 630.14 54.0296 628.358 Q53.1702 626.575 53.1702 624.124 Q53.1702 620.019 56.0348 617.472 Q58.9312 614.926 63.6418 614.926 Q68.3524 614.926 71.2488 617.472 Q74.1134 620.019 74.1134 624.124 Q74.1134 626.575 73.254 628.358 Q72.3947 630.14 70.6123 631.286 M69.3073 620.4 Q67.2703 618.745 63.6418 618.745 Q60.0134 618.745 57.9763 620.4 Q55.9075 622.087 55.9075 625.016 Q55.9075 627.944 57.9763 629.631 Q60.0134 631.286 63.6418 631.286 Q67.2703 631.286 69.3073 629.631 Q71.3762 627.944 71.3762 625.016 Q71.3762 622.087 69.3073 620.4 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M65.5197 603.181 L65.5197 596.465 L70.9942 596.465 L81.1793 601.685 L81.1793 605.791 L70.9942 603.181 L65.5197 603.181 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M52.6928 521.987 Q52.6928 524.756 55.0481 526.347 Q57.4034 527.907 61.6048 527.907 Q65.7425 527.907 68.1296 526.347 Q70.485 524.756 70.485 521.987 Q70.485 519.281 68.1296 517.722 Q65.7425 516.13 61.6048 516.13 Q57.4353 516.13 55.08 517.722 Q52.6928 519.281 52.6928 521.987 M48.6506 521.987 Q48.6506 516.958 52.1517 513.998 Q55.6529 511.038 61.6048 511.038 Q67.5567 511.038 71.0579 514.03 Q74.5272 516.99 74.5272 521.987 Q74.5272 527.079 71.0579 530.039 Q67.5567 532.999 61.6048 532.999 Q55.621 532.999 52.1517 530.039 Q48.6506 527.047 48.6506 521.987 M29.267 554.834 Q29.267 557.571 31.6542 559.162 Q34.0095 560.722 38.1472 560.722 Q42.3485 560.722 44.7038 559.162 Q47.0592 557.603 47.0592 554.834 Q47.0592 552.065 44.7038 550.505 Q42.3485 548.914 38.1472 548.914 Q34.0413 548.914 31.6542 550.505 Q29.267 552.096 29.267 554.834 M25.2248 526.093 L25.2248 521 L74.5272 550.728 L74.5272 555.82 L25.2248 526.093 M25.2248 554.834 Q25.2248 549.805 28.7259 546.813 Q32.1952 543.821 38.1472 543.821 Q44.1628 543.821 47.6321 546.813 Q51.1014 549.773 51.1014 554.834 Q51.1014 559.894 47.6321 562.855 Q44.1309 565.783 38.1472 565.783 Q32.2271 565.783 28.7259 562.823 Q25.2248 559.863 25.2248 554.834 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M467.155 12.096 L479.348 12.096 L494.782 53.2532 L510.297 12.096 L522.49 12.096 L522.49 72.576 L514.51 72.576 L514.51 19.4686 L498.914 60.9499 L490.691 60.9499 L475.095 19.4686 L475.095 72.576 L467.155 72.576 L467.155 12.096 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M577.218 48.0275 L577.218 51.6733 L542.947 51.6733 Q543.433 59.3701 547.565 63.421 Q551.738 67.4314 559.151 67.4314 Q563.445 67.4314 567.455 66.3781 Q571.506 65.3249 575.476 63.2184 L575.476 70.267 Q571.466 71.9684 567.253 72.8596 Q563.04 73.7508 558.705 73.7508 Q547.849 73.7508 541.489 67.4314 Q535.17 61.1119 535.17 50.3365 Q535.17 39.1965 541.165 32.6746 Q547.201 26.1121 557.409 26.1121 Q566.564 26.1121 571.871 32.0264 Q577.218 37.9003 577.218 48.0275 M569.764 45.84 Q569.683 39.7232 566.321 36.0774 Q562.999 32.4315 557.49 32.4315 Q551.252 32.4315 547.484 35.9558 Q543.758 39.4801 543.19 45.8805 L569.764 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M610.071 49.7694 Q601.037 49.7694 597.554 51.8354 Q594.07 53.9013 594.07 58.8839 Q594.07 62.8538 596.662 65.2034 Q599.295 67.5124 603.792 67.5124 Q609.99 67.5124 613.717 63.1374 Q617.484 58.7219 617.484 51.4303 L617.484 49.7694 L610.071 49.7694 M624.938 46.6907 L624.938 72.576 L617.484 72.576 L617.484 65.6895 Q614.932 69.8214 611.124 71.8063 Q607.316 73.7508 601.807 73.7508 Q594.839 73.7508 590.707 69.8619 Q586.616 65.9325 586.616 59.3701 Q586.616 51.7138 591.72 47.825 Q596.865 43.9361 607.033 43.9361 L617.484 43.9361 L617.484 43.2069 Q617.484 38.0623 614.081 35.2672 Q610.719 32.4315 604.602 32.4315 Q600.713 32.4315 597.027 33.3632 Q593.341 34.295 589.938 36.1584 L589.938 29.2718 Q594.029 27.692 597.878 26.9223 Q601.726 26.1121 605.372 26.1121 Q615.215 26.1121 620.077 31.2163 Q624.938 36.3204 624.938 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M678.004 45.1919 L678.004 72.576 L670.551 72.576 L670.551 45.4349 Q670.551 38.994 668.039 35.7938 Q665.528 32.5936 660.505 32.5936 Q654.469 32.5936 650.985 36.4419 Q647.501 40.2903 647.501 46.9338 L647.501 72.576 L640.007 72.576 L640.007 27.2059 L647.501 27.2059 L647.501 34.2544 Q650.175 30.163 653.78 28.1376 Q657.426 26.1121 662.165 26.1121 Q669.984 26.1121 673.994 30.9732 Q678.004 35.7938 678.004 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M713.895 27.2059 L721.795 27.2059 L735.973 65.2844 L750.151 27.2059 L758.05 27.2059 L741.037 72.576 L730.909 72.576 L713.895 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M797.263 28.5427 L797.263 35.5912 Q794.103 33.9709 790.701 33.1607 Q787.298 32.3505 783.652 32.3505 Q778.102 32.3505 775.307 34.0519 Q772.553 35.7533 772.553 39.156 Q772.553 41.7486 774.538 43.2475 Q776.522 44.7058 782.518 46.0426 L785.07 46.6097 Q793.01 48.3111 796.331 51.4303 Q799.694 54.509 799.694 60.0587 Q799.694 66.3781 794.671 70.0644 Q789.688 73.7508 780.938 73.7508 Q777.292 73.7508 773.322 73.0216 Q769.393 72.3329 765.018 70.9151 L765.018 63.2184 Q769.15 65.3654 773.16 66.4591 Q777.171 67.5124 781.1 67.5124 Q786.366 67.5124 789.202 65.73 Q792.037 63.9071 792.037 60.6258 Q792.037 57.5877 789.971 55.9673 Q787.946 54.3469 781.019 52.8481 L778.426 52.2405 Q771.499 50.7821 768.421 47.7845 Q765.342 44.7463 765.342 39.4801 Q765.342 33.0797 769.879 29.5959 Q774.416 26.1121 782.761 26.1121 Q786.893 26.1121 790.539 26.7198 Q794.184 27.3274 797.263 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M866.858 28.5427 L866.858 35.5912 Q863.698 33.9709 860.295 33.1607 Q856.892 32.3505 853.247 32.3505 Q847.697 32.3505 844.902 34.0519 Q842.147 35.7533 842.147 39.156 Q842.147 41.7486 844.132 43.2475 Q846.117 44.7058 852.112 46.0426 L854.664 46.6097 Q862.604 48.3111 865.926 51.4303 Q869.288 54.509 869.288 60.0587 Q869.288 66.3781 864.265 70.0644 Q859.282 73.7508 850.532 73.7508 Q846.887 73.7508 842.917 73.0216 Q838.987 72.3329 834.612 70.9151 L834.612 63.2184 Q838.744 65.3654 842.755 66.4591 Q846.765 67.5124 850.695 67.5124 Q855.961 67.5124 858.796 65.73 Q861.632 63.9071 861.632 60.6258 Q861.632 57.5877 859.566 55.9673 Q857.541 54.3469 850.614 52.8481 L848.021 52.2405 Q841.094 50.7821 838.015 47.7845 Q834.937 44.7463 834.937 39.4801 Q834.937 33.0797 839.474 29.5959 Q844.011 26.1121 852.355 26.1121 Q856.487 26.1121 860.133 26.7198 Q863.779 27.3274 866.858 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M888.53 14.324 L888.53 27.2059 L903.883 27.2059 L903.883 32.9987 L888.53 32.9987 L888.53 57.6282 Q888.53 63.1779 890.029 64.7578 Q891.568 66.3376 896.227 66.3376 L903.883 66.3376 L903.883 72.576 L896.227 72.576 Q887.598 72.576 884.317 69.3758 Q881.036 66.1351 881.036 57.6282 L881.036 32.9987 L875.567 32.9987 L875.567 27.2059 L881.036 27.2059 L881.036 14.324 L888.53 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M934.305 49.7694 Q925.272 49.7694 921.788 51.8354 Q918.304 53.9013 918.304 58.8839 Q918.304 62.8538 920.897 65.2034 Q923.53 67.5124 928.026 67.5124 Q934.224 67.5124 937.951 63.1374 Q941.718 58.7219 941.718 51.4303 L941.718 49.7694 L934.305 49.7694 M949.172 46.6907 L949.172 72.576 L941.718 72.576 L941.718 65.6895 Q939.166 69.8214 935.358 71.8063 Q931.551 73.7508 926.041 73.7508 Q919.074 73.7508 914.942 69.8619 Q910.85 65.9325 910.85 59.3701 Q910.85 51.7138 915.955 47.825 Q921.099 43.9361 931.267 43.9361 L941.718 43.9361 L941.718 43.2069 Q941.718 38.0623 938.316 35.2672 Q934.953 32.4315 928.836 32.4315 Q924.948 32.4315 921.261 33.3632 Q917.575 34.295 914.172 36.1584 L914.172 29.2718 Q918.264 27.692 922.112 26.9223 Q925.96 26.1121 929.606 26.1121 Q939.45 26.1121 944.311 31.2163 Q949.172 36.3204 949.172 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1002.24 45.1919 L1002.24 72.576 L994.785 72.576 L994.785 45.4349 Q994.785 38.994 992.274 35.7938 Q989.762 32.5936 984.739 32.5936 Q978.703 32.5936 975.219 36.4419 Q971.736 40.2903 971.736 46.9338 L971.736 72.576 L964.241 72.576 L964.241 27.2059 L971.736 27.2059 L971.736 34.2544 Q974.409 30.163 978.014 28.1376 Q981.66 26.1121 986.4 26.1121 Q994.218 26.1121 998.228 30.9732 Q1002.24 35.7938 1002.24 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1046.96 34.0924 L1046.96 9.54393 L1054.41 9.54393 L1054.41 72.576 L1046.96 72.576 L1046.96 65.7705 Q1044.61 69.8214 1041.01 71.8063 Q1037.44 73.7508 1032.42 73.7508 Q1024.19 73.7508 1019.01 67.1883 Q1013.86 60.6258 1013.86 49.9314 Q1013.86 39.2371 1019.01 32.6746 Q1024.19 26.1121 1032.42 26.1121 Q1037.44 26.1121 1041.01 28.0971 Q1044.61 30.0415 1046.96 34.0924 M1021.56 49.9314 Q1021.56 58.1548 1024.92 62.8538 Q1028.33 67.5124 1034.24 67.5124 Q1040.16 67.5124 1043.56 62.8538 Q1046.96 58.1548 1046.96 49.9314 Q1046.96 41.7081 1043.56 37.0496 Q1040.16 32.3505 1034.24 32.3505 Q1028.33 32.3505 1024.92 37.0496 Q1021.56 41.7081 1021.56 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1090.39 49.7694 Q1081.35 49.7694 1077.87 51.8354 Q1074.39 53.9013 1074.39 58.8839 Q1074.39 62.8538 1076.98 65.2034 Q1079.61 67.5124 1084.11 67.5124 Q1090.31 67.5124 1094.03 63.1374 Q1097.8 58.7219 1097.8 51.4303 L1097.8 49.7694 L1090.39 49.7694 M1105.25 46.6907 L1105.25 72.576 L1097.8 72.576 L1097.8 65.6895 Q1095.25 69.8214 1091.44 71.8063 Q1087.63 73.7508 1082.12 73.7508 Q1075.16 73.7508 1071.02 69.8619 Q1066.93 65.9325 1066.93 59.3701 Q1066.93 51.7138 1072.04 47.825 Q1077.18 43.9361 1087.35 43.9361 L1097.8 43.9361 L1097.8 43.2069 Q1097.8 38.0623 1094.4 35.2672 Q1091.03 32.4315 1084.92 32.4315 Q1081.03 32.4315 1077.34 33.3632 Q1073.66 34.295 1070.25 36.1584 L1070.25 29.2718 Q1074.34 27.692 1078.19 26.9223 Q1082.04 26.1121 1085.69 26.1121 Q1095.53 26.1121 1100.39 31.2163 Q1105.25 36.3204 1105.25 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1146.9 34.1734 Q1145.64 33.4443 1144.14 33.1202 Q1142.68 32.7556 1140.9 32.7556 Q1134.58 32.7556 1131.18 36.8875 Q1127.82 40.9789 1127.82 48.6757 L1127.82 72.576 L1120.32 72.576 L1120.32 27.2059 L1127.82 27.2059 L1127.82 34.2544 Q1130.17 30.1225 1133.93 28.1376 Q1137.7 26.1121 1143.09 26.1121 Q1143.86 26.1121 1144.79 26.2337 Q1145.72 26.3147 1146.86 26.5172 L1146.9 34.1734 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1183.11 34.0924 L1183.11 9.54393 L1190.57 9.54393 L1190.57 72.576 L1183.11 72.576 L1183.11 65.7705 Q1180.76 69.8214 1177.16 71.8063 Q1173.59 73.7508 1168.57 73.7508 Q1160.35 73.7508 1155.16 67.1883 Q1150.02 60.6258 1150.02 49.9314 Q1150.02 39.2371 1155.16 32.6746 Q1160.35 26.1121 1168.57 26.1121 Q1173.59 26.1121 1177.16 28.0971 Q1180.76 30.0415 1183.11 34.0924 M1157.71 49.9314 Q1157.71 58.1548 1161.07 62.8538 Q1164.48 67.5124 1170.39 67.5124 Q1176.31 67.5124 1179.71 62.8538 Q1183.11 58.1548 1183.11 49.9314 Q1183.11 41.7081 1179.71 37.0496 Q1176.31 32.3505 1170.39 32.3505 Q1164.48 32.3505 1161.07 37.0496 Q1157.71 41.7081 1157.71 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1262.14 34.0924 L1262.14 9.54393 L1269.6 9.54393 L1269.6 72.576 L1262.14 72.576 L1262.14 65.7705 Q1259.8 69.8214 1256.19 71.8063 Q1252.63 73.7508 1247.6 73.7508 Q1239.38 73.7508 1234.19 67.1883 Q1229.05 60.6258 1229.05 49.9314 Q1229.05 39.2371 1234.19 32.6746 Q1239.38 26.1121 1247.6 26.1121 Q1252.63 26.1121 1256.19 28.0971 Q1259.8 30.0415 1262.14 34.0924 M1236.75 49.9314 Q1236.75 58.1548 1240.11 62.8538 Q1243.51 67.5124 1249.43 67.5124 Q1255.34 67.5124 1258.74 62.8538 Q1262.14 58.1548 1262.14 49.9314 Q1262.14 41.7081 1258.74 37.0496 Q1255.34 32.3505 1249.43 32.3505 Q1243.51 32.3505 1240.11 37.0496 Q1236.75 41.7081 1236.75 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1323.76 48.0275 L1323.76 51.6733 L1289.49 51.6733 Q1289.97 59.3701 1294.11 63.421 Q1298.28 67.4314 1305.69 67.4314 Q1309.99 67.4314 1314 66.3781 Q1318.05 65.3249 1322.02 63.2184 L1322.02 70.267 Q1318.01 71.9684 1313.79 72.8596 Q1309.58 73.7508 1305.25 73.7508 Q1294.39 73.7508 1288.03 67.4314 Q1281.71 61.1119 1281.71 50.3365 Q1281.71 39.1965 1287.71 32.6746 Q1293.74 26.1121 1303.95 26.1121 Q1313.11 26.1121 1318.41 32.0264 Q1323.76 37.9003 1323.76 48.0275 M1316.31 45.84 Q1316.22 39.7232 1312.86 36.0774 Q1309.54 32.4315 1304.03 32.4315 Q1297.79 32.4315 1294.03 35.9558 Q1290.3 39.4801 1289.73 45.8805 L1316.31 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1330.65 27.2059 L1338.54 27.2059 L1352.72 65.2844 L1366.9 27.2059 L1374.8 27.2059 L1357.79 72.576 L1347.66 72.576 L1330.65 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1385.09 27.2059 L1392.54 27.2059 L1392.54 72.576 L1385.09 72.576 L1385.09 27.2059 M1385.09 9.54393 L1392.54 9.54393 L1392.54 18.9825 L1385.09 18.9825 L1385.09 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1428.76 49.7694 Q1419.73 49.7694 1416.24 51.8354 Q1412.76 53.9013 1412.76 58.8839 Q1412.76 62.8538 1415.35 65.2034 Q1417.98 67.5124 1422.48 67.5124 Q1428.68 67.5124 1432.4 63.1374 Q1436.17 58.7219 1436.17 51.4303 L1436.17 49.7694 L1428.76 49.7694 M1443.63 46.6907 L1443.63 72.576 L1436.17 72.576 L1436.17 65.6895 Q1433.62 69.8214 1429.81 71.8063 Q1426 73.7508 1420.49 73.7508 Q1413.53 73.7508 1409.4 69.8619 Q1405.3 65.9325 1405.3 59.3701 Q1405.3 51.7138 1410.41 47.825 Q1415.55 43.9361 1425.72 43.9361 L1436.17 43.9361 L1436.17 43.2069 Q1436.17 38.0623 1432.77 35.2672 Q1429.41 32.4315 1423.29 32.4315 Q1419.4 32.4315 1415.71 33.3632 Q1412.03 34.295 1408.63 36.1584 L1408.63 29.2718 Q1412.72 27.692 1416.57 26.9223 Q1420.41 26.1121 1424.06 26.1121 Q1433.9 26.1121 1438.76 31.2163 Q1443.63 36.3204 1443.63 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1466.35 14.324 L1466.35 27.2059 L1481.7 27.2059 L1481.7 32.9987 L1466.35 32.9987 L1466.35 57.6282 Q1466.35 63.1779 1467.85 64.7578 Q1469.39 66.3376 1474.05 66.3376 L1481.7 66.3376 L1481.7 72.576 L1474.05 72.576 Q1465.42 72.576 1462.14 69.3758 Q1458.86 66.1351 1458.86 57.6282 L1458.86 32.9987 L1453.39 32.9987 L1453.39 27.2059 L1458.86 27.2059 L1458.86 14.324 L1466.35 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1491.51 27.2059 L1498.96 27.2059 L1498.96 72.576 L1491.51 72.576 L1491.51 27.2059 M1491.51 9.54393 L1498.96 9.54393 L1498.96 18.9825 L1491.51 18.9825 L1491.51 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1532.14 32.4315 Q1526.14 32.4315 1522.66 37.1306 Q1519.17 41.7891 1519.17 49.9314 Q1519.17 58.0738 1522.62 62.7728 Q1526.1 67.4314 1532.14 67.4314 Q1538.09 67.4314 1541.58 62.7323 Q1545.06 58.0333 1545.06 49.9314 Q1545.06 41.8701 1541.58 37.1711 Q1538.09 32.4315 1532.14 32.4315 M1532.14 26.1121 Q1541.86 26.1121 1547.41 32.4315 Q1552.96 38.7509 1552.96 49.9314 Q1552.96 61.0714 1547.41 67.4314 Q1541.86 73.7508 1532.14 73.7508 Q1522.37 73.7508 1516.83 67.4314 Q1511.32 61.0714 1511.32 49.9314 Q1511.32 38.7509 1516.83 32.4315 Q1522.37 26.1121 1532.14 26.1121 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M1603.03 45.1919 L1603.03 72.576 L1595.57 72.576 L1595.57 45.4349 Q1595.57 38.994 1593.06 35.7938 Q1590.55 32.5936 1585.53 32.5936 Q1579.49 32.5936 1576.01 36.4419 Q1572.53 40.2903 1572.53 46.9338 L1572.53 72.576 L1565.03 72.576 L1565.03 27.2059 L1572.53 27.2059 L1572.53 34.2544 Q1575.2 30.163 1578.8 28.1376 Q1582.45 26.1121 1587.19 26.1121 Q1595.01 26.1121 1599.02 30.9732 Q1603.03 35.7938 1603.03 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><circle clip-path=\"url(#clip722)\" cx=\"1636.43\" cy=\"352.817\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip722)\" cx=\"1090.94\" cy=\"483.872\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip722)\" cx=\"1314.31\" cy=\"713.217\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1090.94\" y1=\"483.872\" x2=\"1074.94\" y2=\"467.872\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1090.94\" y1=\"483.872\" x2=\"1074.94\" y2=\"499.872\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1090.94\" y1=\"483.872\" x2=\"1106.94\" y2=\"499.872\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1090.94\" y1=\"483.872\" x2=\"1106.94\" y2=\"467.872\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1023.65\" y1=\"565.125\" x2=\"1007.65\" y2=\"549.125\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1023.65\" y1=\"565.125\" x2=\"1007.65\" y2=\"581.125\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1023.65\" y1=\"565.125\" x2=\"1039.65\" y2=\"581.125\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1023.65\" y1=\"565.125\" x2=\"1039.65\" y2=\"549.125\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"913.897\" y1=\"561.521\" x2=\"897.897\" y2=\"545.521\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"913.897\" y1=\"561.521\" x2=\"897.897\" y2=\"577.521\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"913.897\" y1=\"561.521\" x2=\"929.897\" y2=\"577.521\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"913.897\" y1=\"561.521\" x2=\"929.897\" y2=\"545.521\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1021.42\" y1=\"467.162\" x2=\"1005.42\" y2=\"451.162\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1021.42\" y1=\"467.162\" x2=\"1005.42\" y2=\"483.162\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1021.42\" y1=\"467.162\" x2=\"1037.42\" y2=\"483.162\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip722)\" x1=\"1021.42\" y1=\"467.162\" x2=\"1037.42\" y2=\"451.162\" style=\"stroke:#0000ff; stroke-width:2.56; stroke-opacity:1\"/>\n",
       "<path clip-path=\"url(#clip720)\" d=\"M253.272 311.756 L782.955 311.756 L782.955 156.236 L253.272 156.236  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip720)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"253.272,311.756 782.955,311.756 782.955,156.236 253.272,156.236 253.272,311.756 \"/>\n",
       "<circle clip-path=\"url(#clip720)\" cx=\"327.731\" cy=\"208.076\" r=\"20.48\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"3.64089\"/>\n",
       "<path clip-path=\"url(#clip720)\" d=\"M414.088 202.416 Q410.662 202.416 408.671 205.101 Q406.681 207.763 406.681 212.416 Q406.681 217.069 408.648 219.754 Q410.639 222.416 414.088 222.416 Q417.491 222.416 419.481 219.731 Q421.472 217.046 421.472 212.416 Q421.472 207.81 419.481 205.124 Q417.491 202.416 414.088 202.416 M414.088 198.805 Q419.643 198.805 422.815 202.416 Q425.986 206.027 425.986 212.416 Q425.986 218.782 422.815 222.416 Q419.643 226.027 414.088 226.027 Q408.509 226.027 405.338 222.416 Q402.19 218.782 402.19 212.416 Q402.19 206.027 405.338 202.416 Q408.509 198.805 414.088 198.805 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M448.069 203.411 Q447.352 202.995 446.495 202.81 Q445.662 202.601 444.643 202.601 Q441.032 202.601 439.088 204.962 Q437.167 207.3 437.167 211.698 L437.167 225.356 L432.884 225.356 L432.884 199.43 L437.167 199.43 L437.167 203.458 Q438.509 201.097 440.662 199.962 Q442.815 198.805 445.893 198.805 Q446.333 198.805 446.866 198.874 Q447.398 198.921 448.046 199.036 L448.069 203.411 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M452.537 199.43 L456.796 199.43 L456.796 225.356 L452.537 225.356 L452.537 199.43 M452.537 189.337 L456.796 189.337 L456.796 194.731 L452.537 194.731 L452.537 189.337 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M482.768 212.092 Q482.768 207.462 480.847 204.916 Q478.949 202.37 475.5 202.37 Q472.074 202.37 470.152 204.916 Q468.254 207.462 468.254 212.092 Q468.254 216.698 470.152 219.245 Q472.074 221.791 475.5 221.791 Q478.949 221.791 480.847 219.245 Q482.768 216.698 482.768 212.092 M487.027 222.138 Q487.027 228.758 484.088 231.976 Q481.148 235.217 475.083 235.217 Q472.838 235.217 470.847 234.87 Q468.856 234.545 466.981 233.851 L466.981 229.708 Q468.856 230.726 470.685 231.212 Q472.514 231.698 474.412 231.698 Q478.601 231.698 480.685 229.499 Q482.768 227.323 482.768 222.902 L482.768 220.796 Q481.449 223.087 479.388 224.221 Q477.328 225.356 474.458 225.356 Q469.689 225.356 466.773 221.721 Q463.856 218.087 463.856 212.092 Q463.856 206.073 466.773 202.439 Q469.689 198.805 474.458 198.805 Q477.328 198.805 479.388 199.939 Q481.449 201.073 482.768 203.365 L482.768 199.43 L487.027 199.43 L487.027 222.138 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M495.8 199.43 L500.06 199.43 L500.06 225.356 L495.8 225.356 L495.8 199.43 M495.8 189.337 L500.06 189.337 L500.06 194.731 L495.8 194.731 L495.8 189.337 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M530.522 209.708 L530.522 225.356 L526.263 225.356 L526.263 209.847 Q526.263 206.166 524.828 204.337 Q523.393 202.509 520.523 202.509 Q517.073 202.509 515.083 204.708 Q513.092 206.907 513.092 210.703 L513.092 225.356 L508.81 225.356 L508.81 199.43 L513.092 199.43 L513.092 203.458 Q514.62 201.12 516.68 199.962 Q518.763 198.805 521.472 198.805 Q525.939 198.805 528.231 201.583 Q530.522 204.337 530.522 209.708 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M550.8 212.323 Q545.638 212.323 543.647 213.504 Q541.657 214.684 541.657 217.532 Q541.657 219.8 543.138 221.143 Q544.643 222.462 547.212 222.462 Q550.754 222.462 552.883 219.962 Q555.036 217.439 555.036 213.272 L555.036 212.323 L550.8 212.323 M559.295 210.564 L559.295 225.356 L555.036 225.356 L555.036 221.421 Q553.578 223.782 551.402 224.916 Q549.226 226.027 546.078 226.027 Q542.096 226.027 539.735 223.805 Q537.397 221.559 537.397 217.809 Q537.397 213.434 540.314 211.212 Q543.254 208.99 549.064 208.99 L555.036 208.99 L555.036 208.573 Q555.036 205.634 553.092 204.036 Q551.171 202.416 547.675 202.416 Q545.453 202.416 543.346 202.948 Q541.24 203.481 539.296 204.546 L539.296 200.61 Q541.634 199.708 543.833 199.268 Q546.032 198.805 548.115 198.805 Q553.74 198.805 556.518 201.722 Q559.295 204.638 559.295 210.564 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M568.069 189.337 L572.328 189.337 L572.328 225.356 L568.069 225.356 L568.069 189.337 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M608.092 212.323 Q602.93 212.323 600.939 213.504 Q598.948 214.684 598.948 217.532 Q598.948 219.8 600.43 221.143 Q601.934 222.462 604.504 222.462 Q608.045 222.462 610.175 219.962 Q612.328 217.439 612.328 213.272 L612.328 212.323 L608.092 212.323 M616.587 210.564 L616.587 225.356 L612.328 225.356 L612.328 221.421 Q610.869 223.782 608.693 224.916 Q606.517 226.027 603.369 226.027 Q599.388 226.027 597.027 223.805 Q594.689 221.559 594.689 217.809 Q594.689 213.434 597.605 211.212 Q600.545 208.99 606.355 208.99 L612.328 208.99 L612.328 208.573 Q612.328 205.634 610.383 204.036 Q608.462 202.416 604.967 202.416 Q602.744 202.416 600.638 202.948 Q598.531 203.481 596.587 204.546 L596.587 200.61 Q598.925 199.708 601.124 199.268 Q603.323 198.805 605.406 198.805 Q611.031 198.805 613.809 201.722 Q616.587 204.638 616.587 210.564 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M641.888 200.194 L641.888 204.222 Q640.082 203.296 638.138 202.833 Q636.193 202.37 634.11 202.37 Q630.939 202.37 629.341 203.342 Q627.767 204.314 627.767 206.259 Q627.767 207.74 628.902 208.597 Q630.036 209.43 633.462 210.194 L634.92 210.518 Q639.457 211.49 641.355 213.272 Q643.277 215.032 643.277 218.203 Q643.277 221.814 640.406 223.921 Q637.559 226.027 632.559 226.027 Q630.476 226.027 628.207 225.61 Q625.962 225.217 623.462 224.407 L623.462 220.009 Q625.823 221.235 628.115 221.86 Q630.406 222.462 632.652 222.462 Q635.661 222.462 637.281 221.444 Q638.902 220.402 638.902 218.527 Q638.902 216.791 637.721 215.865 Q636.564 214.939 632.605 214.083 L631.124 213.735 Q627.165 212.902 625.406 211.189 Q623.647 209.453 623.647 206.444 Q623.647 202.786 626.24 200.796 Q628.832 198.805 633.601 198.805 Q635.962 198.805 638.045 199.152 Q640.128 199.499 641.888 200.194 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M666.587 200.194 L666.587 204.222 Q664.781 203.296 662.837 202.833 Q660.892 202.37 658.809 202.37 Q655.638 202.37 654.04 203.342 Q652.466 204.314 652.466 206.259 Q652.466 207.74 653.601 208.597 Q654.735 209.43 658.161 210.194 L659.619 210.518 Q664.156 211.49 666.054 213.272 Q667.975 215.032 667.975 218.203 Q667.975 221.814 665.105 223.921 Q662.258 226.027 657.258 226.027 Q655.175 226.027 652.906 225.61 Q650.661 225.217 648.161 224.407 L648.161 220.009 Q650.522 221.235 652.813 221.86 Q655.105 222.462 657.351 222.462 Q660.36 222.462 661.98 221.444 Q663.6 220.402 663.6 218.527 Q663.6 216.791 662.42 215.865 Q661.263 214.939 657.304 214.083 L655.823 213.735 Q651.864 212.902 650.105 211.189 Q648.346 209.453 648.346 206.444 Q648.346 202.786 650.939 200.796 Q653.531 198.805 658.3 198.805 Q660.661 198.805 662.744 199.152 Q664.827 199.499 666.587 200.194 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M696.934 211.328 L696.934 213.411 L677.35 213.411 Q677.628 217.809 679.989 220.124 Q682.374 222.416 686.61 222.416 Q689.063 222.416 691.355 221.814 Q693.67 221.212 695.938 220.009 L695.938 224.036 Q693.647 225.008 691.239 225.518 Q688.832 226.027 686.355 226.027 Q680.151 226.027 676.517 222.416 Q672.906 218.805 672.906 212.647 Q672.906 206.282 676.332 202.555 Q679.781 198.805 685.614 198.805 Q690.846 198.805 693.878 202.185 Q696.934 205.541 696.934 211.328 M692.674 210.078 Q692.628 206.583 690.707 204.499 Q688.809 202.416 685.661 202.416 Q682.096 202.416 679.943 204.43 Q677.813 206.444 677.489 210.101 L692.674 210.078 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M708.137 192.069 L708.137 199.43 L716.91 199.43 L716.91 202.74 L708.137 202.74 L708.137 216.814 Q708.137 219.985 708.994 220.888 Q709.873 221.791 712.535 221.791 L716.91 221.791 L716.91 225.356 L712.535 225.356 Q707.605 225.356 705.73 223.527 Q703.855 221.675 703.855 216.814 L703.855 202.74 L700.73 202.74 L700.73 199.43 L703.855 199.43 L703.855 192.069 L708.137 192.069 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M739.04 200.194 L739.04 204.222 Q737.234 203.296 735.29 202.833 Q733.345 202.37 731.262 202.37 Q728.091 202.37 726.494 203.342 Q724.92 204.314 724.92 206.259 Q724.92 207.74 726.054 208.597 Q727.188 209.43 730.614 210.194 L732.072 210.518 Q736.609 211.49 738.507 213.272 Q740.429 215.032 740.429 218.203 Q740.429 221.814 737.558 223.921 Q734.711 226.027 729.711 226.027 Q727.628 226.027 725.359 225.61 Q723.114 225.217 720.614 224.407 L720.614 220.009 Q722.975 221.235 725.267 221.86 Q727.558 222.462 729.804 222.462 Q732.813 222.462 734.433 221.444 Q736.054 220.402 736.054 218.527 Q736.054 216.791 734.873 215.865 Q733.716 214.939 729.758 214.083 L728.276 213.735 Q724.318 212.902 722.558 211.189 Q720.799 209.453 720.799 206.444 Q720.799 202.786 723.392 200.796 Q725.984 198.805 730.753 198.805 Q733.114 198.805 735.197 199.152 Q737.281 199.499 739.04 200.194 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><line clip-path=\"url(#clip720)\" x1=\"327.731\" y1=\"259.916\" x2=\"304.975\" y2=\"237.16\" style=\"stroke:#0000ff; stroke-width:3.64089; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip720)\" x1=\"327.731\" y1=\"259.916\" x2=\"304.975\" y2=\"282.671\" style=\"stroke:#0000ff; stroke-width:3.64089; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip720)\" x1=\"327.731\" y1=\"259.916\" x2=\"350.486\" y2=\"282.671\" style=\"stroke:#0000ff; stroke-width:3.64089; stroke-opacity:1\"/>\n",
       "<line clip-path=\"url(#clip720)\" x1=\"327.731\" y1=\"259.916\" x2=\"350.486\" y2=\"237.16\" style=\"stroke:#0000ff; stroke-width:3.64089; stroke-opacity:1\"/>\n",
       "<path clip-path=\"url(#clip720)\" d=\"M420.616 252.034 L420.616 256.062 Q418.81 255.136 416.866 254.673 Q414.921 254.21 412.838 254.21 Q409.667 254.21 408.069 255.182 Q406.495 256.154 406.495 258.099 Q406.495 259.58 407.63 260.437 Q408.764 261.27 412.19 262.034 L413.648 262.358 Q418.185 263.33 420.083 265.112 Q422.005 266.872 422.005 270.043 Q422.005 273.654 419.134 275.761 Q416.287 277.867 411.287 277.867 Q409.204 277.867 406.935 277.45 Q404.69 277.057 402.19 276.247 L402.19 271.849 Q404.551 273.075 406.843 273.7 Q409.134 274.302 411.38 274.302 Q414.389 274.302 416.009 273.284 Q417.63 272.242 417.63 270.367 Q417.63 268.631 416.449 267.705 Q415.292 266.779 411.333 265.923 L409.852 265.575 Q405.894 264.742 404.134 263.029 Q402.375 261.293 402.375 258.284 Q402.375 254.626 404.968 252.636 Q407.56 250.645 412.329 250.645 Q414.69 250.645 416.773 250.992 Q418.856 251.339 420.616 252.034 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M438.833 254.256 Q435.407 254.256 433.417 256.941 Q431.426 259.603 431.426 264.256 Q431.426 268.909 433.393 271.594 Q435.384 274.256 438.833 274.256 Q442.236 274.256 444.227 271.571 Q446.217 268.886 446.217 264.256 Q446.217 259.65 444.227 256.964 Q442.236 254.256 438.833 254.256 M438.833 250.645 Q444.389 250.645 447.56 254.256 Q450.731 257.867 450.731 264.256 Q450.731 270.622 447.56 274.256 Q444.389 277.867 438.833 277.867 Q433.254 277.867 430.083 274.256 Q426.935 270.622 426.935 264.256 Q426.935 257.867 430.083 254.256 Q433.254 250.645 438.833 250.645 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M477.976 256.247 Q479.574 253.376 481.796 252.011 Q484.018 250.645 487.027 250.645 Q491.078 250.645 493.277 253.492 Q495.476 256.316 495.476 261.548 L495.476 277.196 L491.194 277.196 L491.194 261.687 Q491.194 257.96 489.875 256.154 Q488.555 254.349 485.847 254.349 Q482.537 254.349 480.615 256.548 Q478.694 258.747 478.694 262.543 L478.694 277.196 L474.412 277.196 L474.412 261.687 Q474.412 257.937 473.092 256.154 Q471.773 254.349 469.018 254.349 Q465.754 254.349 463.833 256.571 Q461.912 258.77 461.912 262.543 L461.912 277.196 L457.629 277.196 L457.629 251.27 L461.912 251.27 L461.912 255.298 Q463.37 252.913 465.407 251.779 Q467.444 250.645 470.245 250.645 Q473.069 250.645 475.037 252.08 Q477.027 253.515 477.976 256.247 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M526.148 263.168 L526.148 265.251 L506.564 265.251 Q506.842 269.649 509.203 271.964 Q511.587 274.256 515.823 274.256 Q518.277 274.256 520.569 273.654 Q522.884 273.052 525.152 271.849 L525.152 275.876 Q522.86 276.848 520.453 277.358 Q518.046 277.867 515.569 277.867 Q509.365 277.867 505.731 274.256 Q502.12 270.645 502.12 264.487 Q502.12 258.122 505.546 254.395 Q508.995 250.645 514.828 250.645 Q520.06 250.645 523.092 254.025 Q526.148 257.381 526.148 263.168 M521.888 261.918 Q521.842 258.423 519.921 256.339 Q518.023 254.256 514.874 254.256 Q511.31 254.256 509.157 256.27 Q507.027 258.284 506.703 261.941 L521.888 261.918 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M552.328 273.307 L552.328 287.057 L548.046 287.057 L548.046 251.27 L552.328 251.27 L552.328 255.205 Q553.671 252.89 555.708 251.779 Q557.768 250.645 560.615 250.645 Q565.337 250.645 568.277 254.395 Q571.24 258.145 571.24 264.256 Q571.24 270.367 568.277 274.117 Q565.337 277.867 560.615 277.867 Q557.768 277.867 555.708 276.756 Q553.671 275.622 552.328 273.307 M566.819 264.256 Q566.819 259.557 564.874 256.895 Q562.953 254.21 559.573 254.21 Q556.194 254.21 554.249 256.895 Q552.328 259.557 552.328 264.256 Q552.328 268.955 554.249 271.64 Q556.194 274.302 559.573 274.302 Q562.953 274.302 564.874 271.64 Q566.819 268.955 566.819 264.256 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M588.346 254.256 Q584.92 254.256 582.93 256.941 Q580.939 259.603 580.939 264.256 Q580.939 268.909 582.906 271.594 Q584.897 274.256 588.346 274.256 Q591.749 274.256 593.74 271.571 Q595.73 268.886 595.73 264.256 Q595.73 259.65 593.74 256.964 Q591.749 254.256 588.346 254.256 M588.346 250.645 Q593.902 250.645 597.073 254.256 Q600.244 257.867 600.244 264.256 Q600.244 270.622 597.073 274.256 Q593.902 277.867 588.346 277.867 Q582.768 277.867 579.596 274.256 Q576.448 270.622 576.448 264.256 Q576.448 257.867 579.596 254.256 Q582.768 250.645 588.346 250.645 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M622.328 255.251 Q621.61 254.835 620.753 254.65 Q619.92 254.441 618.902 254.441 Q615.291 254.441 613.346 256.802 Q611.425 259.14 611.425 263.538 L611.425 277.196 L607.142 277.196 L607.142 251.27 L611.425 251.27 L611.425 255.298 Q612.767 252.937 614.92 251.802 Q617.073 250.645 620.152 250.645 Q620.591 250.645 621.124 250.714 Q621.656 250.761 622.304 250.876 L622.328 255.251 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M631.008 243.909 L631.008 251.27 L639.781 251.27 L639.781 254.58 L631.008 254.58 L631.008 268.654 Q631.008 271.825 631.865 272.728 Q632.744 273.631 635.406 273.631 L639.781 273.631 L639.781 277.196 L635.406 277.196 Q630.476 277.196 628.601 275.367 Q626.726 273.515 626.726 268.654 L626.726 254.58 L623.601 254.58 L623.601 251.27 L626.726 251.27 L626.726 243.909 L631.008 243.909 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M658.508 241.177 L658.508 244.719 L654.434 244.719 Q652.142 244.719 651.239 245.645 Q650.36 246.571 650.36 248.978 L650.36 251.27 L657.374 251.27 L657.374 254.58 L650.36 254.58 L650.36 277.196 L646.077 277.196 L646.077 254.58 L642.003 254.58 L642.003 251.27 L646.077 251.27 L646.077 249.464 Q646.077 245.136 648.091 243.168 Q650.105 241.177 654.48 241.177 L658.508 241.177 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M672.119 254.256 Q668.693 254.256 666.702 256.941 Q664.712 259.603 664.712 264.256 Q664.712 268.909 666.679 271.594 Q668.67 274.256 672.119 274.256 Q675.522 274.256 677.512 271.571 Q679.503 268.886 679.503 264.256 Q679.503 259.65 677.512 256.964 Q675.522 254.256 672.119 254.256 M672.119 250.645 Q677.674 250.645 680.846 254.256 Q684.017 257.867 684.017 264.256 Q684.017 270.622 680.846 274.256 Q677.674 277.867 672.119 277.867 Q666.54 277.867 663.369 274.256 Q660.221 270.622 660.221 264.256 Q660.221 257.867 663.369 254.256 Q666.54 250.645 672.119 250.645 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M691.077 241.177 L695.336 241.177 L695.336 277.196 L691.077 277.196 L691.077 241.177 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M704.248 251.27 L708.508 251.27 L708.508 277.196 L704.248 277.196 L704.248 251.27 M704.248 241.177 L708.508 241.177 L708.508 246.571 L704.248 246.571 L704.248 241.177 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M727.466 254.256 Q724.04 254.256 722.049 256.941 Q720.059 259.603 720.059 264.256 Q720.059 268.909 722.026 271.594 Q724.017 274.256 727.466 274.256 Q730.869 274.256 732.859 271.571 Q734.85 268.886 734.85 264.256 Q734.85 259.65 732.859 256.964 Q730.869 254.256 727.466 254.256 M727.466 250.645 Q733.021 250.645 736.193 254.256 Q739.364 257.867 739.364 264.256 Q739.364 270.622 736.193 274.256 Q733.021 277.867 727.466 277.867 Q721.887 277.867 718.716 274.256 Q715.568 270.622 715.568 264.256 Q715.568 257.867 718.716 254.256 Q721.887 250.645 727.466 250.645 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip720)\" d=\"M762.952 252.034 L762.952 256.062 Q761.146 255.136 759.202 254.673 Q757.257 254.21 755.174 254.21 Q752.003 254.21 750.406 255.182 Q748.831 256.154 748.831 258.099 Q748.831 259.58 749.966 260.437 Q751.1 261.27 754.526 262.034 L755.984 262.358 Q760.521 263.33 762.419 265.112 Q764.341 266.872 764.341 270.043 Q764.341 273.654 761.47 275.761 Q758.623 277.867 753.623 277.867 Q751.54 277.867 749.271 277.45 Q747.026 277.057 744.526 276.247 L744.526 271.849 Q746.887 273.075 749.179 273.7 Q751.47 274.302 753.716 274.302 Q756.725 274.302 758.345 273.284 Q759.966 272.242 759.966 270.367 Q759.966 268.631 758.785 267.705 Q757.628 266.779 753.669 265.923 L752.188 265.575 Q748.23 264.742 746.47 263.029 Q744.711 261.293 744.711 258.284 Q744.711 254.626 747.304 252.636 Q749.896 250.645 754.665 250.645 Q757.026 250.645 759.109 250.992 Q761.193 251.339 762.952 252.034 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ],
      "text/html": [
       "<img src=\"data:image/png;base64,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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p1 = scatter( sqrt.(diag(Σ))*100,μ*100,\n",
    "              markercolor = :red,\n",
    "              label = \"original assets\",\n",
    "              xlim = (0,15),\n",
    "              ylim = (0,15),\n",
    "              title = \"Mean vs standard deviation\",\n",
    "              xlabel = \"Std(Rₚ), %\",\n",
    "              ylabel = \"ERₚ, %\",\n",
    "              legend = :topleft )\n",
    "scatter!(StdRₚ*100,ERₚ*100,marker=:x,markercolor=:blue,label=\"some portfolios\")\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculating the MV Frontier: 3 or More (Risky) Assets\n",
    "\n",
    "To find the MV frontier with 3 or more assets we have to solve the optimization problem:\n",
    "\n",
    "$\\min \\mathrm{Var}(R_p) \\: \\text{ s.t. } \\: \\mathrm{E}R_p = \\mu^* \\: \\mathrm{and} \\: \\sum_{i=1}^{n}w_{i}=1$.\n",
    "\n",
    "This can be done with a numerical minimization routine or by linear algebra (at least when we do not put any further restrictions on the portfolio weights). The next cells use the linear algebra approach: it solves for $w$ from the following linear equations (first order conditions):\n",
    "\n",
    "$$\n",
    "\\begin{bmatrix}\n",
    "\\Sigma & \\mu & \\mathbf{1}_n\\\\\n",
    "\\mu^{\\prime} & 0 & 0\\\\\n",
    "\\mathbf{1}_n^{\\prime} & 0 & 0\n",
    "\\end{bmatrix}\n",
    "\\begin{bmatrix}\n",
    "w\\\\\n",
    "\\lambda\\\\\n",
    "\\delta\n",
    "\\end{bmatrix}\n",
    "=%\n",
    "\\begin{bmatrix}\n",
    "\\mathbf{0}_n\\\\\n",
    "\\mu^{\\ast}\\\\\n",
    "1\n",
    "\\end{bmatrix}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MVCalc"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "    MVCalc(μˣ,μ,Σ)\n",
    "\n",
    "Calculate the std and weights of a portfolio (with mean return μ⁺) on MVF of risky assets.\n",
    "We use μˣ to denote the required average return, si\n",
    "\n",
    "# Remark\n",
    "- The code could be made quicker by calculating `Af = factorize(A)` once and then loop\n",
    "over different elements in a vector of `μˣ` values as in `wλδ = ...` but using `Af`  instead of `A`.\n",
    "\n",
    "\"\"\"\n",
    "function MVCalc(μˣ,μ,Σ) #the std of a portfolio on MVF of risky assets\n",
    "    n    = length(μ)\n",
    "    A     = [Σ        μ ones(n);   #A is just a name of this matrix, it's not asset A\n",
    "             μ'       0 0;\n",
    "             ones(n)' 0 0];\n",
    "    wλδ   = A\\[zeros(n);μˣ;1]\n",
    "    w     = wλδ[1:n]\n",
    "    StdRp = sqrt(w'Σ*w)\n",
    "    return StdRp,w\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mTesting: the portfolio with a mean return of 10%\u001b[22m\u001b[39m\n",
      "     \n",
      "std:      0.077\n",
      "\n",
      "\u001b[34m\u001b[1mw and its sum: \u001b[22m\u001b[39m\n",
      "A        0.29\n",
      "B        0.69\n",
      "C        0.02\n",
      "sum      1.00\n",
      "\n"
     ]
    }
   ],
   "source": [
    "(StdAt10,wAt10) = MVCalc(0.1,μ,Σ)\n",
    "printblue(\"Testing: the portfolio with a mean return of 10%\")\n",
    "printlnPs(\"\\nstd: \",StdAt10)\n",
    "\n",
    "printblue(\"\\nw and its sum: \")\n",
    "printmat([wAt10;sum(wAt10)];rowNames=[assetNames;\"sum\"],prec)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A Remark on the Code\n",
    "\n",
    "- `MVCalc(μˣ,μ,Σ)[1]` picks out the first output from the `MVCalc` function. \n",
    "\n",
    "- `StdRₚ = [MVCalc(μˣ,μ,Σ)[1] for μˣ in μˣ_range]` is a loop over the different `μˣ` values in `μˣ_range`\n",
    "\n",
    "It is the same as writing an explicit loop as in \n",
    "```\n",
    "L     = length(μˣ_range)\n",
    "StdRₚ = fill(NaN,L)\n",
    "for i in 1:L\n",
    "    StdRₚ[i] = MVCalc(μˣ_range[i],μ,Σ)[1]\n",
    "end\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"480\" height=\"320\" viewBox=\"0 0 1920 1280\">\n",
       "<defs>\n",
       "  <clipPath id=\"clip780\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"1920\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip780)\" d=\"M0 1280 L1920 1280 L1920 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip781\">\n",
       "    <rect x=\"384\" y=\"0\" width=\"1345\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip780)\" d=\"M197.427 1106.38 L1872.76 1106.38 L1872.76 123.472 L197.427 123.472  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip782\">\n",
       "    <rect x=\"197\" y=\"123\" width=\"1676\" height=\"984\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip782)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip782)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"755.87,1106.38 755.87,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip782)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1314.31,1106.38 1314.31,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip782)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1872.76,1106.38 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip782)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip782)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,778.744 1872.76,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip782)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,451.108 1872.76,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip782)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,123.472 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip780)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip780)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip780)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"755.87,1106.38 755.87,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip780)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1314.31,1106.38 1314.31,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip780)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1872.76,1106.38 1872.76,1087.48 \"/>\n",
       "<path clip-path=\"url(#clip780)\" d=\"M197.427 1133.46 Q193.816 1133.46 191.988 1137.02 Q190.182 1140.56 190.182 1147.69 Q190.182 1154.8 191.988 1158.37 Q193.816 1161.91 197.427 1161.91 Q201.062 1161.91 202.867 1158.37 Q204.696 1154.8 204.696 1147.69 Q204.696 1140.56 202.867 1137.02 Q201.062 1133.46 197.427 1133.46 M197.427 1129.75 Q203.238 1129.75 206.293 1134.36 Q209.372 1138.94 209.372 1147.69 Q209.372 1156.42 206.293 1161.03 Q203.238 1165.61 197.427 1165.61 Q191.617 1165.61 188.539 1161.03 Q185.483 1156.42 185.483 1147.69 Q185.483 1138.94 188.539 1134.36 Q191.617 1129.75 197.427 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M746.148 1130.38 L764.504 1130.38 L764.504 1134.32 L750.43 1134.32 L750.43 1142.79 Q751.449 1142.44 752.468 1142.28 Q753.486 1142.09 754.505 1142.09 Q760.292 1142.09 763.671 1145.26 Q767.051 1148.44 767.051 1153.85 Q767.051 1159.43 763.579 1162.53 Q760.106 1165.61 753.787 1165.61 Q751.611 1165.61 749.343 1165.24 Q747.097 1164.87 744.69 1164.13 L744.69 1159.43 Q746.773 1160.56 748.995 1161.12 Q751.218 1161.68 753.694 1161.68 Q757.699 1161.68 760.037 1159.57 Q762.375 1157.46 762.375 1153.85 Q762.375 1150.24 760.037 1148.13 Q757.699 1146.03 753.694 1146.03 Q751.819 1146.03 749.944 1146.44 Q748.093 1146.86 746.148 1147.74 L746.148 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1289 1161 L1296.64 1161 L1296.64 1134.64 L1288.33 1136.31 L1288.33 1132.05 L1296.59 1130.38 L1301.27 1130.38 L1301.27 1161 L1308.91 1161 L1308.91 1164.94 L1289 1164.94 L1289 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1328.35 1133.46 Q1324.74 1133.46 1322.91 1137.02 Q1321.11 1140.56 1321.11 1147.69 Q1321.11 1154.8 1322.91 1158.37 Q1324.74 1161.91 1328.35 1161.91 Q1331.99 1161.91 1333.79 1158.37 Q1335.62 1154.8 1335.62 1147.69 Q1335.62 1140.56 1333.79 1137.02 Q1331.99 1133.46 1328.35 1133.46 M1328.35 1129.75 Q1334.16 1129.75 1337.22 1134.36 Q1340.3 1138.94 1340.3 1147.69 Q1340.3 1156.42 1337.22 1161.03 Q1334.16 1165.61 1328.35 1165.61 Q1322.54 1165.61 1319.46 1161.03 Q1316.41 1156.42 1316.41 1147.69 Q1316.41 1138.94 1319.46 1134.36 Q1322.54 1129.75 1328.35 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1847.94 1161 L1855.58 1161 L1855.58 1134.64 L1847.27 1136.31 L1847.27 1132.05 L1855.53 1130.38 L1860.21 1130.38 L1860.21 1161 L1867.85 1161 L1867.85 1164.94 L1847.94 1164.94 L1847.94 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1877.34 1130.38 L1895.7 1130.38 L1895.7 1134.32 L1881.62 1134.32 L1881.62 1142.79 Q1882.64 1142.44 1883.66 1142.28 Q1884.68 1142.09 1885.7 1142.09 Q1891.48 1142.09 1894.86 1145.26 Q1898.24 1148.44 1898.24 1153.85 Q1898.24 1159.43 1894.77 1162.53 Q1891.3 1165.61 1884.98 1165.61 Q1882.8 1165.61 1880.53 1165.24 Q1878.29 1164.87 1875.88 1164.13 L1875.88 1159.43 Q1877.96 1160.56 1880.19 1161.12 Q1882.41 1161.68 1884.89 1161.68 Q1888.89 1161.68 1891.23 1159.57 Q1893.57 1157.46 1893.57 1153.85 Q1893.57 1150.24 1891.23 1148.13 Q1888.89 1146.03 1884.89 1146.03 Q1883.01 1146.03 1881.14 1146.44 Q1879.28 1146.86 1877.34 1147.74 L1877.34 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M901.746 1198.08 L901.746 1204.35 Q898.086 1202.6 894.839 1201.74 Q891.593 1200.88 888.569 1200.88 Q883.317 1200.88 880.453 1202.92 Q877.62 1204.96 877.62 1208.71 Q877.62 1211.87 879.498 1213.49 Q881.408 1215.08 886.691 1216.07 L890.574 1216.86 Q897.767 1218.23 901.173 1221.7 Q904.611 1225.14 904.611 1230.93 Q904.611 1237.84 899.964 1241.4 Q895.349 1244.97 886.405 1244.97 Q883.031 1244.97 879.211 1244.2 Q875.424 1243.44 871.35 1241.94 L871.35 1235.32 Q875.265 1237.52 879.02 1238.63 Q882.776 1239.75 886.405 1239.75 Q891.911 1239.75 894.903 1237.58 Q897.895 1235.42 897.895 1231.41 Q897.895 1227.91 895.73 1225.93 Q893.598 1223.96 888.696 1222.97 L884.781 1222.21 Q877.588 1220.78 874.374 1217.72 Q871.159 1214.67 871.159 1209.22 Q871.159 1202.92 875.583 1199.29 Q880.039 1195.66 887.837 1195.66 Q891.179 1195.66 894.648 1196.27 Q898.118 1196.87 901.746 1198.08 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M920.175 1198.27 L920.175 1208.4 L932.238 1208.4 L932.238 1212.95 L920.175 1212.95 L920.175 1232.3 Q920.175 1236.66 921.352 1237.9 Q922.562 1239.14 926.222 1239.14 L932.238 1239.14 L932.238 1244.04 L926.222 1244.04 Q919.443 1244.04 916.865 1241.53 Q914.286 1238.98 914.286 1232.3 L914.286 1212.95 L909.99 1212.95 L909.99 1208.4 L914.286 1208.4 L914.286 1198.27 L920.175 1198.27 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M963.398 1213.81 L963.398 1194.52 L969.254 1194.52 L969.254 1244.04 L963.398 1244.04 L963.398 1238.7 Q961.552 1241.88 958.719 1243.44 Q955.918 1244.97 951.971 1244.97 Q945.51 1244.97 941.436 1239.81 Q937.394 1234.65 937.394 1226.25 Q937.394 1217.85 941.436 1212.69 Q945.51 1207.54 951.971 1207.54 Q955.918 1207.54 958.719 1209.1 Q961.552 1210.62 963.398 1213.81 M943.441 1226.25 Q943.441 1232.71 946.083 1236.4 Q948.757 1240.07 953.404 1240.07 Q958.051 1240.07 960.724 1236.4 Q963.398 1232.71 963.398 1226.25 Q963.398 1219.79 960.724 1216.13 Q958.051 1212.44 953.404 1212.44 Q948.757 1212.44 946.083 1216.13 Q943.441 1219.79 943.441 1226.25 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M995.386 1194.58 Q991.121 1201.9 989.052 1209.06 Q986.983 1216.23 986.983 1223.58 Q986.983 1230.93 989.052 1238.16 Q991.152 1245.35 995.386 1252.64 L990.293 1252.64 Q985.519 1245.16 983.132 1237.93 Q980.776 1230.71 980.776 1223.58 Q980.776 1216.48 983.132 1209.29 Q985.487 1202.09 990.293 1194.58 L995.386 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1029.54 1221.76 Q1031.61 1222.46 1033.55 1224.76 Q1035.52 1227.05 1037.49 1231.06 L1044.02 1244.04 L1037.11 1244.04 L1031.03 1231.85 Q1028.68 1227.08 1026.45 1225.52 Q1024.25 1223.96 1020.43 1223.96 L1013.43 1223.96 L1013.43 1244.04 L1007 1244.04 L1007 1196.52 L1021.52 1196.52 Q1029.66 1196.52 1033.68 1199.93 Q1037.69 1203.34 1037.69 1210.21 Q1037.69 1214.7 1035.59 1217.66 Q1033.52 1220.62 1029.54 1221.76 M1013.43 1201.81 L1013.43 1218.68 L1021.52 1218.68 Q1026.16 1218.68 1028.52 1216.54 Q1030.91 1214.38 1030.91 1210.21 Q1030.91 1206.04 1028.52 1203.94 Q1026.16 1201.81 1021.52 1201.81 L1013.43 1201.81 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1053.35 1241.05 L1053.35 1251.65 L1049.62 1251.65 L1049.62 1224.09 L1053.35 1224.09 L1053.35 1227.11 Q1054.49 1225.33 1056.27 1224.47 Q1058.06 1223.61 1060.51 1223.61 Q1064.61 1223.61 1067.16 1226.47 Q1069.71 1229.37 1069.71 1234.08 Q1069.71 1238.79 1067.16 1241.69 Q1064.61 1244.55 1060.51 1244.55 Q1058.06 1244.55 1056.27 1243.69 Q1054.49 1242.83 1053.35 1241.05 M1064.23 1239.75 Q1065.89 1237.71 1065.89 1234.08 Q1065.89 1230.45 1064.23 1228.42 Q1062.54 1226.35 1059.62 1226.35 Q1056.69 1226.35 1055 1228.42 Q1053.35 1230.45 1053.35 1234.08 Q1053.35 1237.71 1055 1239.75 Q1056.69 1241.82 1059.62 1241.82 Q1062.54 1241.82 1064.23 1239.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1079.03 1194.58 L1084.12 1194.58 Q1088.9 1202.09 1091.25 1209.29 Q1093.64 1216.48 1093.64 1223.58 Q1093.64 1230.71 1091.25 1237.93 Q1088.9 1245.16 1084.12 1252.64 L1079.03 1252.64 Q1083.26 1245.35 1085.33 1238.16 Q1087.43 1230.93 1087.43 1223.58 Q1087.43 1216.23 1085.33 1209.06 Q1083.26 1201.9 1079.03 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1106.88 1235.96 L1113.6 1235.96 L1113.6 1241.43 L1108.38 1251.62 L1104.27 1251.62 L1106.88 1241.43 L1106.88 1235.96 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1188.08 1223.13 Q1185.31 1223.13 1183.72 1225.49 Q1182.16 1227.84 1182.16 1232.04 Q1182.16 1236.18 1183.72 1238.57 Q1185.31 1240.92 1188.08 1240.92 Q1190.78 1240.92 1192.34 1238.57 Q1193.93 1236.18 1193.93 1232.04 Q1193.93 1227.87 1192.34 1225.52 Q1190.78 1223.13 1188.08 1223.13 M1188.08 1219.09 Q1193.1 1219.09 1196.06 1222.59 Q1199.02 1226.09 1199.02 1232.04 Q1199.02 1238 1196.03 1241.5 Q1193.07 1244.97 1188.08 1244.97 Q1182.98 1244.97 1180.02 1241.5 Q1177.06 1238 1177.06 1232.04 Q1177.06 1226.06 1180.02 1222.59 Q1183.01 1219.09 1188.08 1219.09 M1155.23 1199.71 Q1152.49 1199.71 1150.9 1202.09 Q1149.34 1204.45 1149.34 1208.59 Q1149.34 1212.79 1150.9 1215.14 Q1152.46 1217.5 1155.23 1217.5 Q1158 1217.5 1159.56 1215.14 Q1161.15 1212.79 1161.15 1208.59 Q1161.15 1204.48 1159.56 1202.09 Q1157.97 1199.71 1155.23 1199.71 M1183.97 1195.66 L1189.06 1195.66 L1159.33 1244.97 L1154.24 1244.97 L1183.97 1195.66 M1155.23 1195.66 Q1160.26 1195.66 1163.25 1199.17 Q1166.24 1202.63 1166.24 1208.59 Q1166.24 1214.6 1163.25 1218.07 Q1160.29 1221.54 1155.23 1221.54 Q1150.17 1221.54 1147.21 1218.07 Q1144.28 1214.57 1144.28 1208.59 Q1144.28 1202.67 1147.24 1199.17 Q1150.2 1195.66 1155.23 1195.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip780)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip780)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 216.325,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip780)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,778.744 216.325,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip780)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,451.108 216.325,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip780)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,123.472 216.325,123.472 \"/>\n",
       "<path clip-path=\"url(#clip780)\" d=\"M156.683 1092.18 Q153.072 1092.18 151.243 1095.74 Q149.438 1099.28 149.438 1106.41 Q149.438 1113.52 151.243 1117.09 Q153.072 1120.63 156.683 1120.63 Q160.317 1120.63 162.123 1117.09 Q163.952 1113.52 163.952 1106.41 Q163.952 1099.28 162.123 1095.74 Q160.317 1092.18 156.683 1092.18 M156.683 1088.47 Q162.493 1088.47 165.549 1093.08 Q168.627 1097.66 168.627 1106.41 Q168.627 1115.14 165.549 1119.75 Q162.493 1124.33 156.683 1124.33 Q150.873 1124.33 147.794 1119.75 Q144.739 1115.14 144.739 1106.41 Q144.739 1097.66 147.794 1093.08 Q150.873 1088.47 156.683 1088.47 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M147.725 761.464 L166.081 761.464 L166.081 765.399 L152.007 765.399 L152.007 773.871 Q153.026 773.524 154.044 773.362 Q155.063 773.177 156.081 773.177 Q161.868 773.177 165.248 776.348 Q168.627 779.519 168.627 784.936 Q168.627 790.515 165.155 793.617 Q161.683 796.695 155.364 796.695 Q153.188 796.695 150.919 796.325 Q148.674 795.954 146.266 795.214 L146.266 790.515 Q148.35 791.649 150.572 792.205 Q152.794 792.76 155.271 792.76 Q159.276 792.76 161.614 790.654 Q163.952 788.547 163.952 784.936 Q163.952 781.325 161.614 779.218 Q159.276 777.112 155.271 777.112 Q153.396 777.112 151.521 777.529 Q149.669 777.945 147.725 778.825 L147.725 761.464 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M117.331 464.453 L124.97 464.453 L124.97 438.087 L116.66 439.754 L116.66 435.495 L124.924 433.828 L129.6 433.828 L129.6 464.453 L137.239 464.453 L137.239 468.388 L117.331 468.388 L117.331 464.453 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M156.683 436.907 Q153.072 436.907 151.243 440.472 Q149.438 444.013 149.438 451.143 Q149.438 458.249 151.243 461.814 Q153.072 465.356 156.683 465.356 Q160.317 465.356 162.123 461.814 Q163.952 458.249 163.952 451.143 Q163.952 444.013 162.123 440.472 Q160.317 436.907 156.683 436.907 M156.683 433.203 Q162.493 433.203 165.549 437.809 Q168.627 442.393 168.627 451.143 Q168.627 459.87 165.549 464.476 Q162.493 469.059 156.683 469.059 Q150.873 469.059 147.794 464.476 Q144.739 459.87 144.739 451.143 Q144.739 442.393 147.794 437.809 Q150.873 433.203 156.683 433.203 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M118.327 136.817 L125.966 136.817 L125.966 110.451 L117.656 112.118 L117.656 107.859 L125.919 106.192 L130.595 106.192 L130.595 136.817 L138.234 136.817 L138.234 140.752 L118.327 140.752 L118.327 136.817 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M147.725 106.192 L166.081 106.192 L166.081 110.127 L152.007 110.127 L152.007 118.599 Q153.026 118.252 154.044 118.09 Q155.063 117.905 156.081 117.905 Q161.868 117.905 165.248 121.076 Q168.627 124.248 168.627 129.664 Q168.627 135.243 165.155 138.345 Q161.683 141.423 155.364 141.423 Q153.188 141.423 150.919 141.053 Q148.674 140.683 146.266 139.942 L146.266 135.243 Q148.35 136.377 150.572 136.933 Q152.794 137.488 155.271 137.488 Q159.276 137.488 161.614 135.382 Q163.952 133.275 163.952 129.664 Q163.952 126.053 161.614 123.947 Q159.276 121.84 155.271 121.84 Q153.396 121.84 151.521 122.257 Q149.669 122.674 147.725 123.553 L147.725 106.192 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M26.0842 718.814 L26.0842 688.768 L31.495 688.768 L31.495 712.385 L45.5632 712.385 L45.5632 689.755 L50.9741 689.755 L50.9741 712.385 L68.1933 712.385 L68.1933 688.195 L73.6042 688.195 L73.6042 718.814 L26.0842 718.814 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M51.3242 655.094 Q52.0244 653.025 54.3161 651.083 Q56.6077 649.11 60.6181 647.136 L73.6042 640.612 L73.6042 647.518 L61.4138 653.598 Q56.6395 655.953 55.08 658.181 Q53.5204 660.377 53.5204 664.197 L53.5204 671.199 L73.6042 671.199 L73.6042 677.628 L26.0842 677.628 L26.0842 663.114 Q26.0842 654.966 29.4898 650.956 Q32.8955 646.945 39.7704 646.945 Q44.2582 646.945 47.2183 649.046 Q50.1784 651.115 51.3242 655.094 M31.3677 671.199 L48.2368 671.199 L48.2368 663.114 Q48.2368 658.467 46.1043 656.112 Q43.94 653.725 39.7704 653.725 Q35.6009 653.725 33.5002 656.112 Q31.3677 658.467 31.3677 663.114 L31.3677 671.199 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M70.6123 631.286 L81.2112 631.286 L81.2112 635.01 L53.6477 635.01 L53.6477 631.286 L56.6714 631.286 Q54.889 630.14 54.0296 628.358 Q53.1702 626.575 53.1702 624.124 Q53.1702 620.019 56.0348 617.472 Q58.9312 614.926 63.6418 614.926 Q68.3524 614.926 71.2488 617.472 Q74.1134 620.019 74.1134 624.124 Q74.1134 626.575 73.254 628.358 Q72.3947 630.14 70.6123 631.286 M69.3073 620.4 Q67.2703 618.745 63.6418 618.745 Q60.0134 618.745 57.9763 620.4 Q55.9075 622.087 55.9075 625.016 Q55.9075 627.944 57.9763 629.631 Q60.0134 631.286 63.6418 631.286 Q67.2703 631.286 69.3073 629.631 Q71.3762 627.944 71.3762 625.016 Q71.3762 622.087 69.3073 620.4 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M65.5197 603.181 L65.5197 596.465 L70.9942 596.465 L81.1793 601.685 L81.1793 605.791 L70.9942 603.181 L65.5197 603.181 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M52.6928 521.987 Q52.6928 524.756 55.0481 526.347 Q57.4034 527.907 61.6048 527.907 Q65.7425 527.907 68.1296 526.347 Q70.485 524.756 70.485 521.987 Q70.485 519.281 68.1296 517.722 Q65.7425 516.13 61.6048 516.13 Q57.4353 516.13 55.08 517.722 Q52.6928 519.281 52.6928 521.987 M48.6506 521.987 Q48.6506 516.958 52.1517 513.998 Q55.6529 511.038 61.6048 511.038 Q67.5567 511.038 71.0579 514.03 Q74.5272 516.99 74.5272 521.987 Q74.5272 527.079 71.0579 530.039 Q67.5567 532.999 61.6048 532.999 Q55.621 532.999 52.1517 530.039 Q48.6506 527.047 48.6506 521.987 M29.267 554.834 Q29.267 557.571 31.6542 559.162 Q34.0095 560.722 38.1472 560.722 Q42.3485 560.722 44.7038 559.162 Q47.0592 557.603 47.0592 554.834 Q47.0592 552.065 44.7038 550.505 Q42.3485 548.914 38.1472 548.914 Q34.0413 548.914 31.6542 550.505 Q29.267 552.096 29.267 554.834 M25.2248 526.093 L25.2248 521 L74.5272 550.728 L74.5272 555.82 L25.2248 526.093 M25.2248 554.834 Q25.2248 549.805 28.7259 546.813 Q32.1952 543.821 38.1472 543.821 Q44.1628 543.821 47.6321 546.813 Q51.1014 549.773 51.1014 554.834 Q51.1014 559.894 47.6321 562.855 Q44.1309 565.783 38.1472 565.783 Q32.2271 565.783 28.7259 562.823 Q25.2248 559.863 25.2248 554.834 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M467.155 12.096 L479.348 12.096 L494.782 53.2532 L510.297 12.096 L522.49 12.096 L522.49 72.576 L514.51 72.576 L514.51 19.4686 L498.914 60.9499 L490.691 60.9499 L475.095 19.4686 L475.095 72.576 L467.155 72.576 L467.155 12.096 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M577.218 48.0275 L577.218 51.6733 L542.947 51.6733 Q543.433 59.3701 547.565 63.421 Q551.738 67.4314 559.151 67.4314 Q563.445 67.4314 567.455 66.3781 Q571.506 65.3249 575.476 63.2184 L575.476 70.267 Q571.466 71.9684 567.253 72.8596 Q563.04 73.7508 558.705 73.7508 Q547.849 73.7508 541.489 67.4314 Q535.17 61.1119 535.17 50.3365 Q535.17 39.1965 541.165 32.6746 Q547.201 26.1121 557.409 26.1121 Q566.564 26.1121 571.871 32.0264 Q577.218 37.9003 577.218 48.0275 M569.764 45.84 Q569.683 39.7232 566.321 36.0774 Q562.999 32.4315 557.49 32.4315 Q551.252 32.4315 547.484 35.9558 Q543.758 39.4801 543.19 45.8805 L569.764 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M610.071 49.7694 Q601.037 49.7694 597.554 51.8354 Q594.07 53.9013 594.07 58.8839 Q594.07 62.8538 596.662 65.2034 Q599.295 67.5124 603.792 67.5124 Q609.99 67.5124 613.717 63.1374 Q617.484 58.7219 617.484 51.4303 L617.484 49.7694 L610.071 49.7694 M624.938 46.6907 L624.938 72.576 L617.484 72.576 L617.484 65.6895 Q614.932 69.8214 611.124 71.8063 Q607.316 73.7508 601.807 73.7508 Q594.839 73.7508 590.707 69.8619 Q586.616 65.9325 586.616 59.3701 Q586.616 51.7138 591.72 47.825 Q596.865 43.9361 607.033 43.9361 L617.484 43.9361 L617.484 43.2069 Q617.484 38.0623 614.081 35.2672 Q610.719 32.4315 604.602 32.4315 Q600.713 32.4315 597.027 33.3632 Q593.341 34.295 589.938 36.1584 L589.938 29.2718 Q594.029 27.692 597.878 26.9223 Q601.726 26.1121 605.372 26.1121 Q615.215 26.1121 620.077 31.2163 Q624.938 36.3204 624.938 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M678.004 45.1919 L678.004 72.576 L670.551 72.576 L670.551 45.4349 Q670.551 38.994 668.039 35.7938 Q665.528 32.5936 660.505 32.5936 Q654.469 32.5936 650.985 36.4419 Q647.501 40.2903 647.501 46.9338 L647.501 72.576 L640.007 72.576 L640.007 27.2059 L647.501 27.2059 L647.501 34.2544 Q650.175 30.163 653.78 28.1376 Q657.426 26.1121 662.165 26.1121 Q669.984 26.1121 673.994 30.9732 Q678.004 35.7938 678.004 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M713.895 27.2059 L721.795 27.2059 L735.973 65.2844 L750.151 27.2059 L758.05 27.2059 L741.037 72.576 L730.909 72.576 L713.895 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M797.263 28.5427 L797.263 35.5912 Q794.103 33.9709 790.701 33.1607 Q787.298 32.3505 783.652 32.3505 Q778.102 32.3505 775.307 34.0519 Q772.553 35.7533 772.553 39.156 Q772.553 41.7486 774.538 43.2475 Q776.522 44.7058 782.518 46.0426 L785.07 46.6097 Q793.01 48.3111 796.331 51.4303 Q799.694 54.509 799.694 60.0587 Q799.694 66.3781 794.671 70.0644 Q789.688 73.7508 780.938 73.7508 Q777.292 73.7508 773.322 73.0216 Q769.393 72.3329 765.018 70.9151 L765.018 63.2184 Q769.15 65.3654 773.16 66.4591 Q777.171 67.5124 781.1 67.5124 Q786.366 67.5124 789.202 65.73 Q792.037 63.9071 792.037 60.6258 Q792.037 57.5877 789.971 55.9673 Q787.946 54.3469 781.019 52.8481 L778.426 52.2405 Q771.499 50.7821 768.421 47.7845 Q765.342 44.7463 765.342 39.4801 Q765.342 33.0797 769.879 29.5959 Q774.416 26.1121 782.761 26.1121 Q786.893 26.1121 790.539 26.7198 Q794.184 27.3274 797.263 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M866.858 28.5427 L866.858 35.5912 Q863.698 33.9709 860.295 33.1607 Q856.892 32.3505 853.247 32.3505 Q847.697 32.3505 844.902 34.0519 Q842.147 35.7533 842.147 39.156 Q842.147 41.7486 844.132 43.2475 Q846.117 44.7058 852.112 46.0426 L854.664 46.6097 Q862.604 48.3111 865.926 51.4303 Q869.288 54.509 869.288 60.0587 Q869.288 66.3781 864.265 70.0644 Q859.282 73.7508 850.532 73.7508 Q846.887 73.7508 842.917 73.0216 Q838.987 72.3329 834.612 70.9151 L834.612 63.2184 Q838.744 65.3654 842.755 66.4591 Q846.765 67.5124 850.695 67.5124 Q855.961 67.5124 858.796 65.73 Q861.632 63.9071 861.632 60.6258 Q861.632 57.5877 859.566 55.9673 Q857.541 54.3469 850.614 52.8481 L848.021 52.2405 Q841.094 50.7821 838.015 47.7845 Q834.937 44.7463 834.937 39.4801 Q834.937 33.0797 839.474 29.5959 Q844.011 26.1121 852.355 26.1121 Q856.487 26.1121 860.133 26.7198 Q863.779 27.3274 866.858 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M888.53 14.324 L888.53 27.2059 L903.883 27.2059 L903.883 32.9987 L888.53 32.9987 L888.53 57.6282 Q888.53 63.1779 890.029 64.7578 Q891.568 66.3376 896.227 66.3376 L903.883 66.3376 L903.883 72.576 L896.227 72.576 Q887.598 72.576 884.317 69.3758 Q881.036 66.1351 881.036 57.6282 L881.036 32.9987 L875.567 32.9987 L875.567 27.2059 L881.036 27.2059 L881.036 14.324 L888.53 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M934.305 49.7694 Q925.272 49.7694 921.788 51.8354 Q918.304 53.9013 918.304 58.8839 Q918.304 62.8538 920.897 65.2034 Q923.53 67.5124 928.026 67.5124 Q934.224 67.5124 937.951 63.1374 Q941.718 58.7219 941.718 51.4303 L941.718 49.7694 L934.305 49.7694 M949.172 46.6907 L949.172 72.576 L941.718 72.576 L941.718 65.6895 Q939.166 69.8214 935.358 71.8063 Q931.551 73.7508 926.041 73.7508 Q919.074 73.7508 914.942 69.8619 Q910.85 65.9325 910.85 59.3701 Q910.85 51.7138 915.955 47.825 Q921.099 43.9361 931.267 43.9361 L941.718 43.9361 L941.718 43.2069 Q941.718 38.0623 938.316 35.2672 Q934.953 32.4315 928.836 32.4315 Q924.948 32.4315 921.261 33.3632 Q917.575 34.295 914.172 36.1584 L914.172 29.2718 Q918.264 27.692 922.112 26.9223 Q925.96 26.1121 929.606 26.1121 Q939.45 26.1121 944.311 31.2163 Q949.172 36.3204 949.172 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1002.24 45.1919 L1002.24 72.576 L994.785 72.576 L994.785 45.4349 Q994.785 38.994 992.274 35.7938 Q989.762 32.5936 984.739 32.5936 Q978.703 32.5936 975.219 36.4419 Q971.736 40.2903 971.736 46.9338 L971.736 72.576 L964.241 72.576 L964.241 27.2059 L971.736 27.2059 L971.736 34.2544 Q974.409 30.163 978.014 28.1376 Q981.66 26.1121 986.4 26.1121 Q994.218 26.1121 998.228 30.9732 Q1002.24 35.7938 1002.24 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1046.96 34.0924 L1046.96 9.54393 L1054.41 9.54393 L1054.41 72.576 L1046.96 72.576 L1046.96 65.7705 Q1044.61 69.8214 1041.01 71.8063 Q1037.44 73.7508 1032.42 73.7508 Q1024.19 73.7508 1019.01 67.1883 Q1013.86 60.6258 1013.86 49.9314 Q1013.86 39.2371 1019.01 32.6746 Q1024.19 26.1121 1032.42 26.1121 Q1037.44 26.1121 1041.01 28.0971 Q1044.61 30.0415 1046.96 34.0924 M1021.56 49.9314 Q1021.56 58.1548 1024.92 62.8538 Q1028.33 67.5124 1034.24 67.5124 Q1040.16 67.5124 1043.56 62.8538 Q1046.96 58.1548 1046.96 49.9314 Q1046.96 41.7081 1043.56 37.0496 Q1040.16 32.3505 1034.24 32.3505 Q1028.33 32.3505 1024.92 37.0496 Q1021.56 41.7081 1021.56 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1090.39 49.7694 Q1081.35 49.7694 1077.87 51.8354 Q1074.39 53.9013 1074.39 58.8839 Q1074.39 62.8538 1076.98 65.2034 Q1079.61 67.5124 1084.11 67.5124 Q1090.31 67.5124 1094.03 63.1374 Q1097.8 58.7219 1097.8 51.4303 L1097.8 49.7694 L1090.39 49.7694 M1105.25 46.6907 L1105.25 72.576 L1097.8 72.576 L1097.8 65.6895 Q1095.25 69.8214 1091.44 71.8063 Q1087.63 73.7508 1082.12 73.7508 Q1075.16 73.7508 1071.02 69.8619 Q1066.93 65.9325 1066.93 59.3701 Q1066.93 51.7138 1072.04 47.825 Q1077.18 43.9361 1087.35 43.9361 L1097.8 43.9361 L1097.8 43.2069 Q1097.8 38.0623 1094.4 35.2672 Q1091.03 32.4315 1084.92 32.4315 Q1081.03 32.4315 1077.34 33.3632 Q1073.66 34.295 1070.25 36.1584 L1070.25 29.2718 Q1074.34 27.692 1078.19 26.9223 Q1082.04 26.1121 1085.69 26.1121 Q1095.53 26.1121 1100.39 31.2163 Q1105.25 36.3204 1105.25 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1146.9 34.1734 Q1145.64 33.4443 1144.14 33.1202 Q1142.68 32.7556 1140.9 32.7556 Q1134.58 32.7556 1131.18 36.8875 Q1127.82 40.9789 1127.82 48.6757 L1127.82 72.576 L1120.32 72.576 L1120.32 27.2059 L1127.82 27.2059 L1127.82 34.2544 Q1130.17 30.1225 1133.93 28.1376 Q1137.7 26.1121 1143.09 26.1121 Q1143.86 26.1121 1144.79 26.2337 Q1145.72 26.3147 1146.86 26.5172 L1146.9 34.1734 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1183.11 34.0924 L1183.11 9.54393 L1190.57 9.54393 L1190.57 72.576 L1183.11 72.576 L1183.11 65.7705 Q1180.76 69.8214 1177.16 71.8063 Q1173.59 73.7508 1168.57 73.7508 Q1160.35 73.7508 1155.16 67.1883 Q1150.02 60.6258 1150.02 49.9314 Q1150.02 39.2371 1155.16 32.6746 Q1160.35 26.1121 1168.57 26.1121 Q1173.59 26.1121 1177.16 28.0971 Q1180.76 30.0415 1183.11 34.0924 M1157.71 49.9314 Q1157.71 58.1548 1161.07 62.8538 Q1164.48 67.5124 1170.39 67.5124 Q1176.31 67.5124 1179.71 62.8538 Q1183.11 58.1548 1183.11 49.9314 Q1183.11 41.7081 1179.71 37.0496 Q1176.31 32.3505 1170.39 32.3505 Q1164.48 32.3505 1161.07 37.0496 Q1157.71 41.7081 1157.71 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1262.14 34.0924 L1262.14 9.54393 L1269.6 9.54393 L1269.6 72.576 L1262.14 72.576 L1262.14 65.7705 Q1259.8 69.8214 1256.19 71.8063 Q1252.63 73.7508 1247.6 73.7508 Q1239.38 73.7508 1234.19 67.1883 Q1229.05 60.6258 1229.05 49.9314 Q1229.05 39.2371 1234.19 32.6746 Q1239.38 26.1121 1247.6 26.1121 Q1252.63 26.1121 1256.19 28.0971 Q1259.8 30.0415 1262.14 34.0924 M1236.75 49.9314 Q1236.75 58.1548 1240.11 62.8538 Q1243.51 67.5124 1249.43 67.5124 Q1255.34 67.5124 1258.74 62.8538 Q1262.14 58.1548 1262.14 49.9314 Q1262.14 41.7081 1258.74 37.0496 Q1255.34 32.3505 1249.43 32.3505 Q1243.51 32.3505 1240.11 37.0496 Q1236.75 41.7081 1236.75 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1323.76 48.0275 L1323.76 51.6733 L1289.49 51.6733 Q1289.97 59.3701 1294.11 63.421 Q1298.28 67.4314 1305.69 67.4314 Q1309.99 67.4314 1314 66.3781 Q1318.05 65.3249 1322.02 63.2184 L1322.02 70.267 Q1318.01 71.9684 1313.79 72.8596 Q1309.58 73.7508 1305.25 73.7508 Q1294.39 73.7508 1288.03 67.4314 Q1281.71 61.1119 1281.71 50.3365 Q1281.71 39.1965 1287.71 32.6746 Q1293.74 26.1121 1303.95 26.1121 Q1313.11 26.1121 1318.41 32.0264 Q1323.76 37.9003 1323.76 48.0275 M1316.31 45.84 Q1316.22 39.7232 1312.86 36.0774 Q1309.54 32.4315 1304.03 32.4315 Q1297.79 32.4315 1294.03 35.9558 Q1290.3 39.4801 1289.73 45.8805 L1316.31 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1330.65 27.2059 L1338.54 27.2059 L1352.72 65.2844 L1366.9 27.2059 L1374.8 27.2059 L1357.79 72.576 L1347.66 72.576 L1330.65 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1385.09 27.2059 L1392.54 27.2059 L1392.54 72.576 L1385.09 72.576 L1385.09 27.2059 M1385.09 9.54393 L1392.54 9.54393 L1392.54 18.9825 L1385.09 18.9825 L1385.09 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1428.76 49.7694 Q1419.73 49.7694 1416.24 51.8354 Q1412.76 53.9013 1412.76 58.8839 Q1412.76 62.8538 1415.35 65.2034 Q1417.98 67.5124 1422.48 67.5124 Q1428.68 67.5124 1432.4 63.1374 Q1436.17 58.7219 1436.17 51.4303 L1436.17 49.7694 L1428.76 49.7694 M1443.63 46.6907 L1443.63 72.576 L1436.17 72.576 L1436.17 65.6895 Q1433.62 69.8214 1429.81 71.8063 Q1426 73.7508 1420.49 73.7508 Q1413.53 73.7508 1409.4 69.8619 Q1405.3 65.9325 1405.3 59.3701 Q1405.3 51.7138 1410.41 47.825 Q1415.55 43.9361 1425.72 43.9361 L1436.17 43.9361 L1436.17 43.2069 Q1436.17 38.0623 1432.77 35.2672 Q1429.41 32.4315 1423.29 32.4315 Q1419.4 32.4315 1415.71 33.3632 Q1412.03 34.295 1408.63 36.1584 L1408.63 29.2718 Q1412.72 27.692 1416.57 26.9223 Q1420.41 26.1121 1424.06 26.1121 Q1433.9 26.1121 1438.76 31.2163 Q1443.63 36.3204 1443.63 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1466.35 14.324 L1466.35 27.2059 L1481.7 27.2059 L1481.7 32.9987 L1466.35 32.9987 L1466.35 57.6282 Q1466.35 63.1779 1467.85 64.7578 Q1469.39 66.3376 1474.05 66.3376 L1481.7 66.3376 L1481.7 72.576 L1474.05 72.576 Q1465.42 72.576 1462.14 69.3758 Q1458.86 66.1351 1458.86 57.6282 L1458.86 32.9987 L1453.39 32.9987 L1453.39 27.2059 L1458.86 27.2059 L1458.86 14.324 L1466.35 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1491.51 27.2059 L1498.96 27.2059 L1498.96 72.576 L1491.51 72.576 L1491.51 27.2059 M1491.51 9.54393 L1498.96 9.54393 L1498.96 18.9825 L1491.51 18.9825 L1491.51 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1532.14 32.4315 Q1526.14 32.4315 1522.66 37.1306 Q1519.17 41.7891 1519.17 49.9314 Q1519.17 58.0738 1522.62 62.7728 Q1526.1 67.4314 1532.14 67.4314 Q1538.09 67.4314 1541.58 62.7323 Q1545.06 58.0333 1545.06 49.9314 Q1545.06 41.8701 1541.58 37.1711 Q1538.09 32.4315 1532.14 32.4315 M1532.14 26.1121 Q1541.86 26.1121 1547.41 32.4315 Q1552.96 38.7509 1552.96 49.9314 Q1552.96 61.0714 1547.41 67.4314 Q1541.86 73.7508 1532.14 73.7508 Q1522.37 73.7508 1516.83 67.4314 Q1511.32 61.0714 1511.32 49.9314 Q1511.32 38.7509 1516.83 32.4315 Q1522.37 26.1121 1532.14 26.1121 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip780)\" d=\"M1603.03 45.1919 L1603.03 72.576 L1595.57 72.576 L1595.57 45.4349 Q1595.57 38.994 1593.06 35.7938 Q1590.55 32.5936 1585.53 32.5936 Q1579.49 32.5936 1576.01 36.4419 Q1572.53 40.2903 1572.53 46.9338 L1572.53 72.576 L1565.03 72.576 L1565.03 27.2059 L1572.53 27.2059 L1572.53 34.2544 Q1575.2 30.163 1578.8 28.1376 Q1582.45 26.1121 1587.19 26.1121 Q1595.01 26.1121 1599.02 30.9732 Q1603.03 35.7938 1603.03 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip782)\" style=\"stroke:#ff0000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1631.87,909.798 1606.44,901.935 1581.18,894.072 1556.07,886.209 1531.15,878.345 1506.41,870.482 1481.87,862.619 1457.53,854.755 1433.42,846.892 1409.53,839.029 1385.9,831.166 1362.53,823.302 1339.44,815.439 1316.64,807.576 1294.16,799.713 1272.01,791.849 1250.22,783.986 1228.81,776.123 1207.8,768.26 1187.21,760.396 1167.08,752.533 1147.44,744.67 1128.31,736.807 1109.72,728.943 1091.72,721.08 1074.33,713.217 1057.6,705.353 1041.56,697.49 1026.25,689.627 1011.72,681.764 998.001,673.9 985.144,666.037 973.189,658.174 962.179,650.311 952.154,642.447 943.154,634.584 935.217,626.721 928.378,618.858 922.667,610.994 918.112,603.131 914.734,595.268 912.55,587.405 911.572,579.541 911.803,571.678 913.243,563.815 915.885,555.952 919.715,548.088 924.714,540.225 930.859,532.362 938.122,524.498 946.469,516.635 955.865,508.772 966.271,500.909 977.648,493.045 989.952,485.182 1003.14,477.319 1017.18,469.456 1032.01,461.592 1047.6,453.729 1063.91,445.866 1080.9,438.003 1098.53,430.139 1116.76,422.276 1135.55,414.413 1154.88,406.55 1174.72,398.686 1195.02,390.823 1215.77,382.96 1236.94,375.097 1258.5,367.233 1280.43,359.37 1302.71,351.507 1325.32,343.643 1348.23,335.78 1371.43,327.917 1394.9,320.054 1418.63,312.19 1442.6,304.327 1466.8,296.464 1491.22,288.601 1515.84,280.737 1540.65,272.874 1565.65,265.011 1590.81,257.148 1616.14,249.284 1641.63,241.421 1667.26,233.558 1693.02,225.695 1718.93,217.831 1744.95,209.968 1771.1,202.105 1797.36,194.241 1823.72,186.378 1850.19,178.515 1876.76,170.652 1903.42,162.788 1930.16,154.925 1957,147.062 1983.91,139.199 2010.9,131.335 2037.97,123.472 \"/>\n",
       "<circle clip-path=\"url(#clip782)\" cx=\"1636.43\" cy=\"352.817\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip782)\" cx=\"1090.94\" cy=\"483.872\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip782)\" cx=\"1314.31\" cy=\"713.217\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "</svg>\n"
      ],
      "text/html": [
       "<img src=\"data:image/png;base64,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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "μˣ_range = range(Rf,0.15,length=101)\n",
    "\n",
    "StdRₚ = [MVCalc(μˣ,μ,Σ)[1] for μˣ in μˣ_range]  #loop over different required average returns, (μˣ_range)\n",
    "\n",
    "p1 = plot( StdRₚ*100,μˣ_range*100,\n",
    "           legend = nothing,\n",
    "           linecolor = :red,\n",
    "           xlim = (0,15),\n",
    "           ylim = (0,15),\n",
    "           title = \"Mean vs standard deviation\",\n",
    "           xlabel = \"Std(Rₚ), %\",\n",
    "           ylabel = \"ERₚ, %\" )\n",
    "scatter!(sqrt.(diag(Σ))*100,μ*100,markercolor=:red)\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculating the MV Frontier (of Risky and Riskfree Assets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All portfolios on the MV frontier of both risky and riskfree have (a vector of) portfolio weights on the risky assets as in \n",
    "\n",
    "$w=\\frac{\\mu^{\\ast}-R_{f}}{\\mu^{e \\prime}\\Sigma^{-1}\\mu^{e}}\\Sigma^{-1}\n",
    "\\mu^{e}$, \n",
    "\n",
    "where $\\mu^*$ is the required average return.\n",
    "\n",
    "The weight of the riskfree asset is $1-\\mathbf{1}'w$.\n",
    "\n",
    "The cell also contains an alternative formulation based on the first order conditions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MVCalcRfX"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Calculate the std of a portfolio (with mean μˣ) on MVF of (Risky,Riskfree)\n",
    "\n",
    "# Remark\n",
    "- This code could be speeded up by calculating `(Σ_1*μᵉ)/(μᵉ'Σ_1*μᵉ) ` once and then\n",
    "multiply with different values of ``(μˣ-Rf)`.\n",
    "\n",
    "\"\"\"\n",
    "function MVCalcRf(μˣ,μ,Σ,Rf)\n",
    "    μᵉ    = μ .- Rf                 #expected excess returns\n",
    "    Σ_1   = inv(Σ)\n",
    "    w     = (μˣ-Rf)/(μᵉ'Σ_1*μᵉ) * Σ_1*μᵉ\n",
    "    StdRp = sqrt(w'Σ*w)\n",
    "    return StdRp,w\n",
    "end\n",
    "\n",
    "\n",
    "\"\"\"\n",
    "Alternative calculation of the std of a portfolio (with mean μˣ) on MVF of (Risky,Riskfree)\n",
    "\"\"\"\n",
    "function MVCalcRfX(μˣ,μ,Σ,Rf)           #calculates the std of a portfolio\n",
    "    n     = length(μ)                      #on MVF of (Risky,Riskfree)\n",
    "    μᵉ    = μ .- Rf\n",
    "    A     = [Σ μᵉ;\n",
    "            μᵉ' 0]\n",
    "    wλ    = A\\[zeros(n);(μˣ-Rf)]\n",
    "    w     = wλ[1:n]\n",
    "    StdRp = sqrt(w'Σ*w)\n",
    "    return StdRp,w\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mTesting: the portfolio with a mean return of 10%\u001b[22m\u001b[39m\n",
      "     \n",
      "std:      0.076\n",
      "\n",
      "w and its sum: \n",
      "A        0.26\n",
      "B        0.71\n",
      "C        0.07\n",
      "sum      1.04\n",
      "\n",
      "weight on riskfree:    -0.037\n"
     ]
    }
   ],
   "source": [
    "(Std,w) = MVCalcRf(0.1,μ,Σ,Rf)\n",
    "\n",
    "printblue(\"Testing: the portfolio with a mean return of 10%\")\n",
    "printlnPs(\"\\nstd: \",Std)\n",
    "\n",
    "printlnPs(\"\\nw and its sum: \")\n",
    "printmat([w;sum(w)];rowNames=[assetNames;\"sum\"],prec)\n",
    "\n",
    "printlnPs(\"weight on riskfree:\",1-sum(w))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"480\" height=\"320\" viewBox=\"0 0 1920 1280\">\n",
       "<defs>\n",
       "  <clipPath id=\"clip840\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"1920\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip840)\" d=\"M0 1280 L1920 1280 L1920 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip841\">\n",
       "    <rect x=\"384\" y=\"0\" width=\"1345\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip840)\" d=\"M197.427 1106.38 L1872.76 1106.38 L1872.76 123.472 L197.427 123.472  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip842\">\n",
       "    <rect x=\"197\" y=\"123\" width=\"1676\" height=\"984\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip842)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip842)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"755.87,1106.38 755.87,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip842)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1314.31,1106.38 1314.31,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip842)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1872.76,1106.38 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip842)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip842)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,778.744 1872.76,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip842)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,451.108 1872.76,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip842)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,123.472 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip840)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip840)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip840)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"755.87,1106.38 755.87,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip840)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1314.31,1106.38 1314.31,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip840)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1872.76,1106.38 1872.76,1087.48 \"/>\n",
       "<path clip-path=\"url(#clip840)\" d=\"M197.427 1133.46 Q193.816 1133.46 191.988 1137.02 Q190.182 1140.56 190.182 1147.69 Q190.182 1154.8 191.988 1158.37 Q193.816 1161.91 197.427 1161.91 Q201.062 1161.91 202.867 1158.37 Q204.696 1154.8 204.696 1147.69 Q204.696 1140.56 202.867 1137.02 Q201.062 1133.46 197.427 1133.46 M197.427 1129.75 Q203.238 1129.75 206.293 1134.36 Q209.372 1138.94 209.372 1147.69 Q209.372 1156.42 206.293 1161.03 Q203.238 1165.61 197.427 1165.61 Q191.617 1165.61 188.539 1161.03 Q185.483 1156.42 185.483 1147.69 Q185.483 1138.94 188.539 1134.36 Q191.617 1129.75 197.427 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M746.148 1130.38 L764.504 1130.38 L764.504 1134.32 L750.43 1134.32 L750.43 1142.79 Q751.449 1142.44 752.468 1142.28 Q753.486 1142.09 754.505 1142.09 Q760.292 1142.09 763.671 1145.26 Q767.051 1148.44 767.051 1153.85 Q767.051 1159.43 763.579 1162.53 Q760.106 1165.61 753.787 1165.61 Q751.611 1165.61 749.343 1165.24 Q747.097 1164.87 744.69 1164.13 L744.69 1159.43 Q746.773 1160.56 748.995 1161.12 Q751.218 1161.68 753.694 1161.68 Q757.699 1161.68 760.037 1159.57 Q762.375 1157.46 762.375 1153.85 Q762.375 1150.24 760.037 1148.13 Q757.699 1146.03 753.694 1146.03 Q751.819 1146.03 749.944 1146.44 Q748.093 1146.86 746.148 1147.74 L746.148 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1289 1161 L1296.64 1161 L1296.64 1134.64 L1288.33 1136.31 L1288.33 1132.05 L1296.59 1130.38 L1301.27 1130.38 L1301.27 1161 L1308.91 1161 L1308.91 1164.94 L1289 1164.94 L1289 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1328.35 1133.46 Q1324.74 1133.46 1322.91 1137.02 Q1321.11 1140.56 1321.11 1147.69 Q1321.11 1154.8 1322.91 1158.37 Q1324.74 1161.91 1328.35 1161.91 Q1331.99 1161.91 1333.79 1158.37 Q1335.62 1154.8 1335.62 1147.69 Q1335.62 1140.56 1333.79 1137.02 Q1331.99 1133.46 1328.35 1133.46 M1328.35 1129.75 Q1334.16 1129.75 1337.22 1134.36 Q1340.3 1138.94 1340.3 1147.69 Q1340.3 1156.42 1337.22 1161.03 Q1334.16 1165.61 1328.35 1165.61 Q1322.54 1165.61 1319.46 1161.03 Q1316.41 1156.42 1316.41 1147.69 Q1316.41 1138.94 1319.46 1134.36 Q1322.54 1129.75 1328.35 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1847.94 1161 L1855.58 1161 L1855.58 1134.64 L1847.27 1136.31 L1847.27 1132.05 L1855.53 1130.38 L1860.21 1130.38 L1860.21 1161 L1867.85 1161 L1867.85 1164.94 L1847.94 1164.94 L1847.94 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1877.34 1130.38 L1895.7 1130.38 L1895.7 1134.32 L1881.62 1134.32 L1881.62 1142.79 Q1882.64 1142.44 1883.66 1142.28 Q1884.68 1142.09 1885.7 1142.09 Q1891.48 1142.09 1894.86 1145.26 Q1898.24 1148.44 1898.24 1153.85 Q1898.24 1159.43 1894.77 1162.53 Q1891.3 1165.61 1884.98 1165.61 Q1882.8 1165.61 1880.53 1165.24 Q1878.29 1164.87 1875.88 1164.13 L1875.88 1159.43 Q1877.96 1160.56 1880.19 1161.12 Q1882.41 1161.68 1884.89 1161.68 Q1888.89 1161.68 1891.23 1159.57 Q1893.57 1157.46 1893.57 1153.85 Q1893.57 1150.24 1891.23 1148.13 Q1888.89 1146.03 1884.89 1146.03 Q1883.01 1146.03 1881.14 1146.44 Q1879.28 1146.86 1877.34 1147.74 L1877.34 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M901.746 1198.08 L901.746 1204.35 Q898.086 1202.6 894.839 1201.74 Q891.593 1200.88 888.569 1200.88 Q883.317 1200.88 880.453 1202.92 Q877.62 1204.96 877.62 1208.71 Q877.62 1211.87 879.498 1213.49 Q881.408 1215.08 886.691 1216.07 L890.574 1216.86 Q897.767 1218.23 901.173 1221.7 Q904.611 1225.14 904.611 1230.93 Q904.611 1237.84 899.964 1241.4 Q895.349 1244.97 886.405 1244.97 Q883.031 1244.97 879.211 1244.2 Q875.424 1243.44 871.35 1241.94 L871.35 1235.32 Q875.265 1237.52 879.02 1238.63 Q882.776 1239.75 886.405 1239.75 Q891.911 1239.75 894.903 1237.58 Q897.895 1235.42 897.895 1231.41 Q897.895 1227.91 895.73 1225.93 Q893.598 1223.96 888.696 1222.97 L884.781 1222.21 Q877.588 1220.78 874.374 1217.72 Q871.159 1214.67 871.159 1209.22 Q871.159 1202.92 875.583 1199.29 Q880.039 1195.66 887.837 1195.66 Q891.179 1195.66 894.648 1196.27 Q898.118 1196.87 901.746 1198.08 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M920.175 1198.27 L920.175 1208.4 L932.238 1208.4 L932.238 1212.95 L920.175 1212.95 L920.175 1232.3 Q920.175 1236.66 921.352 1237.9 Q922.562 1239.14 926.222 1239.14 L932.238 1239.14 L932.238 1244.04 L926.222 1244.04 Q919.443 1244.04 916.865 1241.53 Q914.286 1238.98 914.286 1232.3 L914.286 1212.95 L909.99 1212.95 L909.99 1208.4 L914.286 1208.4 L914.286 1198.27 L920.175 1198.27 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M963.398 1213.81 L963.398 1194.52 L969.254 1194.52 L969.254 1244.04 L963.398 1244.04 L963.398 1238.7 Q961.552 1241.88 958.719 1243.44 Q955.918 1244.97 951.971 1244.97 Q945.51 1244.97 941.436 1239.81 Q937.394 1234.65 937.394 1226.25 Q937.394 1217.85 941.436 1212.69 Q945.51 1207.54 951.971 1207.54 Q955.918 1207.54 958.719 1209.1 Q961.552 1210.62 963.398 1213.81 M943.441 1226.25 Q943.441 1232.71 946.083 1236.4 Q948.757 1240.07 953.404 1240.07 Q958.051 1240.07 960.724 1236.4 Q963.398 1232.71 963.398 1226.25 Q963.398 1219.79 960.724 1216.13 Q958.051 1212.44 953.404 1212.44 Q948.757 1212.44 946.083 1216.13 Q943.441 1219.79 943.441 1226.25 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M995.386 1194.58 Q991.121 1201.9 989.052 1209.06 Q986.983 1216.23 986.983 1223.58 Q986.983 1230.93 989.052 1238.16 Q991.152 1245.35 995.386 1252.64 L990.293 1252.64 Q985.519 1245.16 983.132 1237.93 Q980.776 1230.71 980.776 1223.58 Q980.776 1216.48 983.132 1209.29 Q985.487 1202.09 990.293 1194.58 L995.386 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1029.54 1221.76 Q1031.61 1222.46 1033.55 1224.76 Q1035.52 1227.05 1037.49 1231.06 L1044.02 1244.04 L1037.11 1244.04 L1031.03 1231.85 Q1028.68 1227.08 1026.45 1225.52 Q1024.25 1223.96 1020.43 1223.96 L1013.43 1223.96 L1013.43 1244.04 L1007 1244.04 L1007 1196.52 L1021.52 1196.52 Q1029.66 1196.52 1033.68 1199.93 Q1037.69 1203.34 1037.69 1210.21 Q1037.69 1214.7 1035.59 1217.66 Q1033.52 1220.62 1029.54 1221.76 M1013.43 1201.81 L1013.43 1218.68 L1021.52 1218.68 Q1026.16 1218.68 1028.52 1216.54 Q1030.91 1214.38 1030.91 1210.21 Q1030.91 1206.04 1028.52 1203.94 Q1026.16 1201.81 1021.52 1201.81 L1013.43 1201.81 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1053.35 1241.05 L1053.35 1251.65 L1049.62 1251.65 L1049.62 1224.09 L1053.35 1224.09 L1053.35 1227.11 Q1054.49 1225.33 1056.27 1224.47 Q1058.06 1223.61 1060.51 1223.61 Q1064.61 1223.61 1067.16 1226.47 Q1069.71 1229.37 1069.71 1234.08 Q1069.71 1238.79 1067.16 1241.69 Q1064.61 1244.55 1060.51 1244.55 Q1058.06 1244.55 1056.27 1243.69 Q1054.49 1242.83 1053.35 1241.05 M1064.23 1239.75 Q1065.89 1237.71 1065.89 1234.08 Q1065.89 1230.45 1064.23 1228.42 Q1062.54 1226.35 1059.62 1226.35 Q1056.69 1226.35 1055 1228.42 Q1053.35 1230.45 1053.35 1234.08 Q1053.35 1237.71 1055 1239.75 Q1056.69 1241.82 1059.62 1241.82 Q1062.54 1241.82 1064.23 1239.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1079.03 1194.58 L1084.12 1194.58 Q1088.9 1202.09 1091.25 1209.29 Q1093.64 1216.48 1093.64 1223.58 Q1093.64 1230.71 1091.25 1237.93 Q1088.9 1245.16 1084.12 1252.64 L1079.03 1252.64 Q1083.26 1245.35 1085.33 1238.16 Q1087.43 1230.93 1087.43 1223.58 Q1087.43 1216.23 1085.33 1209.06 Q1083.26 1201.9 1079.03 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1106.88 1235.96 L1113.6 1235.96 L1113.6 1241.43 L1108.38 1251.62 L1104.27 1251.62 L1106.88 1241.43 L1106.88 1235.96 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1188.08 1223.13 Q1185.31 1223.13 1183.72 1225.49 Q1182.16 1227.84 1182.16 1232.04 Q1182.16 1236.18 1183.72 1238.57 Q1185.31 1240.92 1188.08 1240.92 Q1190.78 1240.92 1192.34 1238.57 Q1193.93 1236.18 1193.93 1232.04 Q1193.93 1227.87 1192.34 1225.52 Q1190.78 1223.13 1188.08 1223.13 M1188.08 1219.09 Q1193.1 1219.09 1196.06 1222.59 Q1199.02 1226.09 1199.02 1232.04 Q1199.02 1238 1196.03 1241.5 Q1193.07 1244.97 1188.08 1244.97 Q1182.98 1244.97 1180.02 1241.5 Q1177.06 1238 1177.06 1232.04 Q1177.06 1226.06 1180.02 1222.59 Q1183.01 1219.09 1188.08 1219.09 M1155.23 1199.71 Q1152.49 1199.71 1150.9 1202.09 Q1149.34 1204.45 1149.34 1208.59 Q1149.34 1212.79 1150.9 1215.14 Q1152.46 1217.5 1155.23 1217.5 Q1158 1217.5 1159.56 1215.14 Q1161.15 1212.79 1161.15 1208.59 Q1161.15 1204.48 1159.56 1202.09 Q1157.97 1199.71 1155.23 1199.71 M1183.97 1195.66 L1189.06 1195.66 L1159.33 1244.97 L1154.24 1244.97 L1183.97 1195.66 M1155.23 1195.66 Q1160.26 1195.66 1163.25 1199.17 Q1166.24 1202.63 1166.24 1208.59 Q1166.24 1214.6 1163.25 1218.07 Q1160.29 1221.54 1155.23 1221.54 Q1150.17 1221.54 1147.21 1218.07 Q1144.28 1214.57 1144.28 1208.59 Q1144.28 1202.67 1147.24 1199.17 Q1150.2 1195.66 1155.23 1195.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip840)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip840)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 216.325,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip840)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,778.744 216.325,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip840)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,451.108 216.325,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip840)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,123.472 216.325,123.472 \"/>\n",
       "<path clip-path=\"url(#clip840)\" d=\"M156.683 1092.18 Q153.072 1092.18 151.243 1095.74 Q149.438 1099.28 149.438 1106.41 Q149.438 1113.52 151.243 1117.09 Q153.072 1120.63 156.683 1120.63 Q160.317 1120.63 162.123 1117.09 Q163.952 1113.52 163.952 1106.41 Q163.952 1099.28 162.123 1095.74 Q160.317 1092.18 156.683 1092.18 M156.683 1088.47 Q162.493 1088.47 165.549 1093.08 Q168.627 1097.66 168.627 1106.41 Q168.627 1115.14 165.549 1119.75 Q162.493 1124.33 156.683 1124.33 Q150.873 1124.33 147.794 1119.75 Q144.739 1115.14 144.739 1106.41 Q144.739 1097.66 147.794 1093.08 Q150.873 1088.47 156.683 1088.47 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M147.725 761.464 L166.081 761.464 L166.081 765.399 L152.007 765.399 L152.007 773.871 Q153.026 773.524 154.044 773.362 Q155.063 773.177 156.081 773.177 Q161.868 773.177 165.248 776.348 Q168.627 779.519 168.627 784.936 Q168.627 790.515 165.155 793.617 Q161.683 796.695 155.364 796.695 Q153.188 796.695 150.919 796.325 Q148.674 795.954 146.266 795.214 L146.266 790.515 Q148.35 791.649 150.572 792.205 Q152.794 792.76 155.271 792.76 Q159.276 792.76 161.614 790.654 Q163.952 788.547 163.952 784.936 Q163.952 781.325 161.614 779.218 Q159.276 777.112 155.271 777.112 Q153.396 777.112 151.521 777.529 Q149.669 777.945 147.725 778.825 L147.725 761.464 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M117.331 464.453 L124.97 464.453 L124.97 438.087 L116.66 439.754 L116.66 435.495 L124.924 433.828 L129.6 433.828 L129.6 464.453 L137.239 464.453 L137.239 468.388 L117.331 468.388 L117.331 464.453 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M156.683 436.907 Q153.072 436.907 151.243 440.472 Q149.438 444.013 149.438 451.143 Q149.438 458.249 151.243 461.814 Q153.072 465.356 156.683 465.356 Q160.317 465.356 162.123 461.814 Q163.952 458.249 163.952 451.143 Q163.952 444.013 162.123 440.472 Q160.317 436.907 156.683 436.907 M156.683 433.203 Q162.493 433.203 165.549 437.809 Q168.627 442.393 168.627 451.143 Q168.627 459.87 165.549 464.476 Q162.493 469.059 156.683 469.059 Q150.873 469.059 147.794 464.476 Q144.739 459.87 144.739 451.143 Q144.739 442.393 147.794 437.809 Q150.873 433.203 156.683 433.203 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M118.327 136.817 L125.966 136.817 L125.966 110.451 L117.656 112.118 L117.656 107.859 L125.919 106.192 L130.595 106.192 L130.595 136.817 L138.234 136.817 L138.234 140.752 L118.327 140.752 L118.327 136.817 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M147.725 106.192 L166.081 106.192 L166.081 110.127 L152.007 110.127 L152.007 118.599 Q153.026 118.252 154.044 118.09 Q155.063 117.905 156.081 117.905 Q161.868 117.905 165.248 121.076 Q168.627 124.248 168.627 129.664 Q168.627 135.243 165.155 138.345 Q161.683 141.423 155.364 141.423 Q153.188 141.423 150.919 141.053 Q148.674 140.683 146.266 139.942 L146.266 135.243 Q148.35 136.377 150.572 136.933 Q152.794 137.488 155.271 137.488 Q159.276 137.488 161.614 135.382 Q163.952 133.275 163.952 129.664 Q163.952 126.053 161.614 123.947 Q159.276 121.84 155.271 121.84 Q153.396 121.84 151.521 122.257 Q149.669 122.674 147.725 123.553 L147.725 106.192 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M26.0842 718.814 L26.0842 688.768 L31.495 688.768 L31.495 712.385 L45.5632 712.385 L45.5632 689.755 L50.9741 689.755 L50.9741 712.385 L68.1933 712.385 L68.1933 688.195 L73.6042 688.195 L73.6042 718.814 L26.0842 718.814 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M51.3242 655.094 Q52.0244 653.025 54.3161 651.083 Q56.6077 649.11 60.6181 647.136 L73.6042 640.612 L73.6042 647.518 L61.4138 653.598 Q56.6395 655.953 55.08 658.181 Q53.5204 660.377 53.5204 664.197 L53.5204 671.199 L73.6042 671.199 L73.6042 677.628 L26.0842 677.628 L26.0842 663.114 Q26.0842 654.966 29.4898 650.956 Q32.8955 646.945 39.7704 646.945 Q44.2582 646.945 47.2183 649.046 Q50.1784 651.115 51.3242 655.094 M31.3677 671.199 L48.2368 671.199 L48.2368 663.114 Q48.2368 658.467 46.1043 656.112 Q43.94 653.725 39.7704 653.725 Q35.6009 653.725 33.5002 656.112 Q31.3677 658.467 31.3677 663.114 L31.3677 671.199 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M70.6123 631.286 L81.2112 631.286 L81.2112 635.01 L53.6477 635.01 L53.6477 631.286 L56.6714 631.286 Q54.889 630.14 54.0296 628.358 Q53.1702 626.575 53.1702 624.124 Q53.1702 620.019 56.0348 617.472 Q58.9312 614.926 63.6418 614.926 Q68.3524 614.926 71.2488 617.472 Q74.1134 620.019 74.1134 624.124 Q74.1134 626.575 73.254 628.358 Q72.3947 630.14 70.6123 631.286 M69.3073 620.4 Q67.2703 618.745 63.6418 618.745 Q60.0134 618.745 57.9763 620.4 Q55.9075 622.087 55.9075 625.016 Q55.9075 627.944 57.9763 629.631 Q60.0134 631.286 63.6418 631.286 Q67.2703 631.286 69.3073 629.631 Q71.3762 627.944 71.3762 625.016 Q71.3762 622.087 69.3073 620.4 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M65.5197 603.181 L65.5197 596.465 L70.9942 596.465 L81.1793 601.685 L81.1793 605.791 L70.9942 603.181 L65.5197 603.181 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M52.6928 521.987 Q52.6928 524.756 55.0481 526.347 Q57.4034 527.907 61.6048 527.907 Q65.7425 527.907 68.1296 526.347 Q70.485 524.756 70.485 521.987 Q70.485 519.281 68.1296 517.722 Q65.7425 516.13 61.6048 516.13 Q57.4353 516.13 55.08 517.722 Q52.6928 519.281 52.6928 521.987 M48.6506 521.987 Q48.6506 516.958 52.1517 513.998 Q55.6529 511.038 61.6048 511.038 Q67.5567 511.038 71.0579 514.03 Q74.5272 516.99 74.5272 521.987 Q74.5272 527.079 71.0579 530.039 Q67.5567 532.999 61.6048 532.999 Q55.621 532.999 52.1517 530.039 Q48.6506 527.047 48.6506 521.987 M29.267 554.834 Q29.267 557.571 31.6542 559.162 Q34.0095 560.722 38.1472 560.722 Q42.3485 560.722 44.7038 559.162 Q47.0592 557.603 47.0592 554.834 Q47.0592 552.065 44.7038 550.505 Q42.3485 548.914 38.1472 548.914 Q34.0413 548.914 31.6542 550.505 Q29.267 552.096 29.267 554.834 M25.2248 526.093 L25.2248 521 L74.5272 550.728 L74.5272 555.82 L25.2248 526.093 M25.2248 554.834 Q25.2248 549.805 28.7259 546.813 Q32.1952 543.821 38.1472 543.821 Q44.1628 543.821 47.6321 546.813 Q51.1014 549.773 51.1014 554.834 Q51.1014 559.894 47.6321 562.855 Q44.1309 565.783 38.1472 565.783 Q32.2271 565.783 28.7259 562.823 Q25.2248 559.863 25.2248 554.834 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M467.155 12.096 L479.348 12.096 L494.782 53.2532 L510.297 12.096 L522.49 12.096 L522.49 72.576 L514.51 72.576 L514.51 19.4686 L498.914 60.9499 L490.691 60.9499 L475.095 19.4686 L475.095 72.576 L467.155 72.576 L467.155 12.096 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M577.218 48.0275 L577.218 51.6733 L542.947 51.6733 Q543.433 59.3701 547.565 63.421 Q551.738 67.4314 559.151 67.4314 Q563.445 67.4314 567.455 66.3781 Q571.506 65.3249 575.476 63.2184 L575.476 70.267 Q571.466 71.9684 567.253 72.8596 Q563.04 73.7508 558.705 73.7508 Q547.849 73.7508 541.489 67.4314 Q535.17 61.1119 535.17 50.3365 Q535.17 39.1965 541.165 32.6746 Q547.201 26.1121 557.409 26.1121 Q566.564 26.1121 571.871 32.0264 Q577.218 37.9003 577.218 48.0275 M569.764 45.84 Q569.683 39.7232 566.321 36.0774 Q562.999 32.4315 557.49 32.4315 Q551.252 32.4315 547.484 35.9558 Q543.758 39.4801 543.19 45.8805 L569.764 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M610.071 49.7694 Q601.037 49.7694 597.554 51.8354 Q594.07 53.9013 594.07 58.8839 Q594.07 62.8538 596.662 65.2034 Q599.295 67.5124 603.792 67.5124 Q609.99 67.5124 613.717 63.1374 Q617.484 58.7219 617.484 51.4303 L617.484 49.7694 L610.071 49.7694 M624.938 46.6907 L624.938 72.576 L617.484 72.576 L617.484 65.6895 Q614.932 69.8214 611.124 71.8063 Q607.316 73.7508 601.807 73.7508 Q594.839 73.7508 590.707 69.8619 Q586.616 65.9325 586.616 59.3701 Q586.616 51.7138 591.72 47.825 Q596.865 43.9361 607.033 43.9361 L617.484 43.9361 L617.484 43.2069 Q617.484 38.0623 614.081 35.2672 Q610.719 32.4315 604.602 32.4315 Q600.713 32.4315 597.027 33.3632 Q593.341 34.295 589.938 36.1584 L589.938 29.2718 Q594.029 27.692 597.878 26.9223 Q601.726 26.1121 605.372 26.1121 Q615.215 26.1121 620.077 31.2163 Q624.938 36.3204 624.938 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M678.004 45.1919 L678.004 72.576 L670.551 72.576 L670.551 45.4349 Q670.551 38.994 668.039 35.7938 Q665.528 32.5936 660.505 32.5936 Q654.469 32.5936 650.985 36.4419 Q647.501 40.2903 647.501 46.9338 L647.501 72.576 L640.007 72.576 L640.007 27.2059 L647.501 27.2059 L647.501 34.2544 Q650.175 30.163 653.78 28.1376 Q657.426 26.1121 662.165 26.1121 Q669.984 26.1121 673.994 30.9732 Q678.004 35.7938 678.004 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M713.895 27.2059 L721.795 27.2059 L735.973 65.2844 L750.151 27.2059 L758.05 27.2059 L741.037 72.576 L730.909 72.576 L713.895 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M797.263 28.5427 L797.263 35.5912 Q794.103 33.9709 790.701 33.1607 Q787.298 32.3505 783.652 32.3505 Q778.102 32.3505 775.307 34.0519 Q772.553 35.7533 772.553 39.156 Q772.553 41.7486 774.538 43.2475 Q776.522 44.7058 782.518 46.0426 L785.07 46.6097 Q793.01 48.3111 796.331 51.4303 Q799.694 54.509 799.694 60.0587 Q799.694 66.3781 794.671 70.0644 Q789.688 73.7508 780.938 73.7508 Q777.292 73.7508 773.322 73.0216 Q769.393 72.3329 765.018 70.9151 L765.018 63.2184 Q769.15 65.3654 773.16 66.4591 Q777.171 67.5124 781.1 67.5124 Q786.366 67.5124 789.202 65.73 Q792.037 63.9071 792.037 60.6258 Q792.037 57.5877 789.971 55.9673 Q787.946 54.3469 781.019 52.8481 L778.426 52.2405 Q771.499 50.7821 768.421 47.7845 Q765.342 44.7463 765.342 39.4801 Q765.342 33.0797 769.879 29.5959 Q774.416 26.1121 782.761 26.1121 Q786.893 26.1121 790.539 26.7198 Q794.184 27.3274 797.263 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M866.858 28.5427 L866.858 35.5912 Q863.698 33.9709 860.295 33.1607 Q856.892 32.3505 853.247 32.3505 Q847.697 32.3505 844.902 34.0519 Q842.147 35.7533 842.147 39.156 Q842.147 41.7486 844.132 43.2475 Q846.117 44.7058 852.112 46.0426 L854.664 46.6097 Q862.604 48.3111 865.926 51.4303 Q869.288 54.509 869.288 60.0587 Q869.288 66.3781 864.265 70.0644 Q859.282 73.7508 850.532 73.7508 Q846.887 73.7508 842.917 73.0216 Q838.987 72.3329 834.612 70.9151 L834.612 63.2184 Q838.744 65.3654 842.755 66.4591 Q846.765 67.5124 850.695 67.5124 Q855.961 67.5124 858.796 65.73 Q861.632 63.9071 861.632 60.6258 Q861.632 57.5877 859.566 55.9673 Q857.541 54.3469 850.614 52.8481 L848.021 52.2405 Q841.094 50.7821 838.015 47.7845 Q834.937 44.7463 834.937 39.4801 Q834.937 33.0797 839.474 29.5959 Q844.011 26.1121 852.355 26.1121 Q856.487 26.1121 860.133 26.7198 Q863.779 27.3274 866.858 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M888.53 14.324 L888.53 27.2059 L903.883 27.2059 L903.883 32.9987 L888.53 32.9987 L888.53 57.6282 Q888.53 63.1779 890.029 64.7578 Q891.568 66.3376 896.227 66.3376 L903.883 66.3376 L903.883 72.576 L896.227 72.576 Q887.598 72.576 884.317 69.3758 Q881.036 66.1351 881.036 57.6282 L881.036 32.9987 L875.567 32.9987 L875.567 27.2059 L881.036 27.2059 L881.036 14.324 L888.53 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M934.305 49.7694 Q925.272 49.7694 921.788 51.8354 Q918.304 53.9013 918.304 58.8839 Q918.304 62.8538 920.897 65.2034 Q923.53 67.5124 928.026 67.5124 Q934.224 67.5124 937.951 63.1374 Q941.718 58.7219 941.718 51.4303 L941.718 49.7694 L934.305 49.7694 M949.172 46.6907 L949.172 72.576 L941.718 72.576 L941.718 65.6895 Q939.166 69.8214 935.358 71.8063 Q931.551 73.7508 926.041 73.7508 Q919.074 73.7508 914.942 69.8619 Q910.85 65.9325 910.85 59.3701 Q910.85 51.7138 915.955 47.825 Q921.099 43.9361 931.267 43.9361 L941.718 43.9361 L941.718 43.2069 Q941.718 38.0623 938.316 35.2672 Q934.953 32.4315 928.836 32.4315 Q924.948 32.4315 921.261 33.3632 Q917.575 34.295 914.172 36.1584 L914.172 29.2718 Q918.264 27.692 922.112 26.9223 Q925.96 26.1121 929.606 26.1121 Q939.45 26.1121 944.311 31.2163 Q949.172 36.3204 949.172 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1002.24 45.1919 L1002.24 72.576 L994.785 72.576 L994.785 45.4349 Q994.785 38.994 992.274 35.7938 Q989.762 32.5936 984.739 32.5936 Q978.703 32.5936 975.219 36.4419 Q971.736 40.2903 971.736 46.9338 L971.736 72.576 L964.241 72.576 L964.241 27.2059 L971.736 27.2059 L971.736 34.2544 Q974.409 30.163 978.014 28.1376 Q981.66 26.1121 986.4 26.1121 Q994.218 26.1121 998.228 30.9732 Q1002.24 35.7938 1002.24 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1046.96 34.0924 L1046.96 9.54393 L1054.41 9.54393 L1054.41 72.576 L1046.96 72.576 L1046.96 65.7705 Q1044.61 69.8214 1041.01 71.8063 Q1037.44 73.7508 1032.42 73.7508 Q1024.19 73.7508 1019.01 67.1883 Q1013.86 60.6258 1013.86 49.9314 Q1013.86 39.2371 1019.01 32.6746 Q1024.19 26.1121 1032.42 26.1121 Q1037.44 26.1121 1041.01 28.0971 Q1044.61 30.0415 1046.96 34.0924 M1021.56 49.9314 Q1021.56 58.1548 1024.92 62.8538 Q1028.33 67.5124 1034.24 67.5124 Q1040.16 67.5124 1043.56 62.8538 Q1046.96 58.1548 1046.96 49.9314 Q1046.96 41.7081 1043.56 37.0496 Q1040.16 32.3505 1034.24 32.3505 Q1028.33 32.3505 1024.92 37.0496 Q1021.56 41.7081 1021.56 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1090.39 49.7694 Q1081.35 49.7694 1077.87 51.8354 Q1074.39 53.9013 1074.39 58.8839 Q1074.39 62.8538 1076.98 65.2034 Q1079.61 67.5124 1084.11 67.5124 Q1090.31 67.5124 1094.03 63.1374 Q1097.8 58.7219 1097.8 51.4303 L1097.8 49.7694 L1090.39 49.7694 M1105.25 46.6907 L1105.25 72.576 L1097.8 72.576 L1097.8 65.6895 Q1095.25 69.8214 1091.44 71.8063 Q1087.63 73.7508 1082.12 73.7508 Q1075.16 73.7508 1071.02 69.8619 Q1066.93 65.9325 1066.93 59.3701 Q1066.93 51.7138 1072.04 47.825 Q1077.18 43.9361 1087.35 43.9361 L1097.8 43.9361 L1097.8 43.2069 Q1097.8 38.0623 1094.4 35.2672 Q1091.03 32.4315 1084.92 32.4315 Q1081.03 32.4315 1077.34 33.3632 Q1073.66 34.295 1070.25 36.1584 L1070.25 29.2718 Q1074.34 27.692 1078.19 26.9223 Q1082.04 26.1121 1085.69 26.1121 Q1095.53 26.1121 1100.39 31.2163 Q1105.25 36.3204 1105.25 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1146.9 34.1734 Q1145.64 33.4443 1144.14 33.1202 Q1142.68 32.7556 1140.9 32.7556 Q1134.58 32.7556 1131.18 36.8875 Q1127.82 40.9789 1127.82 48.6757 L1127.82 72.576 L1120.32 72.576 L1120.32 27.2059 L1127.82 27.2059 L1127.82 34.2544 Q1130.17 30.1225 1133.93 28.1376 Q1137.7 26.1121 1143.09 26.1121 Q1143.86 26.1121 1144.79 26.2337 Q1145.72 26.3147 1146.86 26.5172 L1146.9 34.1734 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1183.11 34.0924 L1183.11 9.54393 L1190.57 9.54393 L1190.57 72.576 L1183.11 72.576 L1183.11 65.7705 Q1180.76 69.8214 1177.16 71.8063 Q1173.59 73.7508 1168.57 73.7508 Q1160.35 73.7508 1155.16 67.1883 Q1150.02 60.6258 1150.02 49.9314 Q1150.02 39.2371 1155.16 32.6746 Q1160.35 26.1121 1168.57 26.1121 Q1173.59 26.1121 1177.16 28.0971 Q1180.76 30.0415 1183.11 34.0924 M1157.71 49.9314 Q1157.71 58.1548 1161.07 62.8538 Q1164.48 67.5124 1170.39 67.5124 Q1176.31 67.5124 1179.71 62.8538 Q1183.11 58.1548 1183.11 49.9314 Q1183.11 41.7081 1179.71 37.0496 Q1176.31 32.3505 1170.39 32.3505 Q1164.48 32.3505 1161.07 37.0496 Q1157.71 41.7081 1157.71 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1262.14 34.0924 L1262.14 9.54393 L1269.6 9.54393 L1269.6 72.576 L1262.14 72.576 L1262.14 65.7705 Q1259.8 69.8214 1256.19 71.8063 Q1252.63 73.7508 1247.6 73.7508 Q1239.38 73.7508 1234.19 67.1883 Q1229.05 60.6258 1229.05 49.9314 Q1229.05 39.2371 1234.19 32.6746 Q1239.38 26.1121 1247.6 26.1121 Q1252.63 26.1121 1256.19 28.0971 Q1259.8 30.0415 1262.14 34.0924 M1236.75 49.9314 Q1236.75 58.1548 1240.11 62.8538 Q1243.51 67.5124 1249.43 67.5124 Q1255.34 67.5124 1258.74 62.8538 Q1262.14 58.1548 1262.14 49.9314 Q1262.14 41.7081 1258.74 37.0496 Q1255.34 32.3505 1249.43 32.3505 Q1243.51 32.3505 1240.11 37.0496 Q1236.75 41.7081 1236.75 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1323.76 48.0275 L1323.76 51.6733 L1289.49 51.6733 Q1289.97 59.3701 1294.11 63.421 Q1298.28 67.4314 1305.69 67.4314 Q1309.99 67.4314 1314 66.3781 Q1318.05 65.3249 1322.02 63.2184 L1322.02 70.267 Q1318.01 71.9684 1313.79 72.8596 Q1309.58 73.7508 1305.25 73.7508 Q1294.39 73.7508 1288.03 67.4314 Q1281.71 61.1119 1281.71 50.3365 Q1281.71 39.1965 1287.71 32.6746 Q1293.74 26.1121 1303.95 26.1121 Q1313.11 26.1121 1318.41 32.0264 Q1323.76 37.9003 1323.76 48.0275 M1316.31 45.84 Q1316.22 39.7232 1312.86 36.0774 Q1309.54 32.4315 1304.03 32.4315 Q1297.79 32.4315 1294.03 35.9558 Q1290.3 39.4801 1289.73 45.8805 L1316.31 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1330.65 27.2059 L1338.54 27.2059 L1352.72 65.2844 L1366.9 27.2059 L1374.8 27.2059 L1357.79 72.576 L1347.66 72.576 L1330.65 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1385.09 27.2059 L1392.54 27.2059 L1392.54 72.576 L1385.09 72.576 L1385.09 27.2059 M1385.09 9.54393 L1392.54 9.54393 L1392.54 18.9825 L1385.09 18.9825 L1385.09 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1428.76 49.7694 Q1419.73 49.7694 1416.24 51.8354 Q1412.76 53.9013 1412.76 58.8839 Q1412.76 62.8538 1415.35 65.2034 Q1417.98 67.5124 1422.48 67.5124 Q1428.68 67.5124 1432.4 63.1374 Q1436.17 58.7219 1436.17 51.4303 L1436.17 49.7694 L1428.76 49.7694 M1443.63 46.6907 L1443.63 72.576 L1436.17 72.576 L1436.17 65.6895 Q1433.62 69.8214 1429.81 71.8063 Q1426 73.7508 1420.49 73.7508 Q1413.53 73.7508 1409.4 69.8619 Q1405.3 65.9325 1405.3 59.3701 Q1405.3 51.7138 1410.41 47.825 Q1415.55 43.9361 1425.72 43.9361 L1436.17 43.9361 L1436.17 43.2069 Q1436.17 38.0623 1432.77 35.2672 Q1429.41 32.4315 1423.29 32.4315 Q1419.4 32.4315 1415.71 33.3632 Q1412.03 34.295 1408.63 36.1584 L1408.63 29.2718 Q1412.72 27.692 1416.57 26.9223 Q1420.41 26.1121 1424.06 26.1121 Q1433.9 26.1121 1438.76 31.2163 Q1443.63 36.3204 1443.63 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1466.35 14.324 L1466.35 27.2059 L1481.7 27.2059 L1481.7 32.9987 L1466.35 32.9987 L1466.35 57.6282 Q1466.35 63.1779 1467.85 64.7578 Q1469.39 66.3376 1474.05 66.3376 L1481.7 66.3376 L1481.7 72.576 L1474.05 72.576 Q1465.42 72.576 1462.14 69.3758 Q1458.86 66.1351 1458.86 57.6282 L1458.86 32.9987 L1453.39 32.9987 L1453.39 27.2059 L1458.86 27.2059 L1458.86 14.324 L1466.35 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1491.51 27.2059 L1498.96 27.2059 L1498.96 72.576 L1491.51 72.576 L1491.51 27.2059 M1491.51 9.54393 L1498.96 9.54393 L1498.96 18.9825 L1491.51 18.9825 L1491.51 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1532.14 32.4315 Q1526.14 32.4315 1522.66 37.1306 Q1519.17 41.7891 1519.17 49.9314 Q1519.17 58.0738 1522.62 62.7728 Q1526.1 67.4314 1532.14 67.4314 Q1538.09 67.4314 1541.58 62.7323 Q1545.06 58.0333 1545.06 49.9314 Q1545.06 41.8701 1541.58 37.1711 Q1538.09 32.4315 1532.14 32.4315 M1532.14 26.1121 Q1541.86 26.1121 1547.41 32.4315 Q1552.96 38.7509 1552.96 49.9314 Q1552.96 61.0714 1547.41 67.4314 Q1541.86 73.7508 1532.14 73.7508 Q1522.37 73.7508 1516.83 67.4314 Q1511.32 61.0714 1511.32 49.9314 Q1511.32 38.7509 1516.83 32.4315 Q1522.37 26.1121 1532.14 26.1121 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip840)\" d=\"M1603.03 45.1919 L1603.03 72.576 L1595.57 72.576 L1595.57 45.4349 Q1595.57 38.994 1593.06 35.7938 Q1590.55 32.5936 1585.53 32.5936 Q1579.49 32.5936 1576.01 36.4419 Q1572.53 40.2903 1572.53 46.9338 L1572.53 72.576 L1565.03 72.576 L1565.03 27.2059 L1572.53 27.2059 L1572.53 34.2544 Q1575.2 30.163 1578.8 28.1376 Q1582.45 26.1121 1587.19 26.1121 Q1595.01 26.1121 1599.02 30.9732 Q1603.03 35.7938 1603.03 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip842)\" style=\"stroke:#ff0000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1631.87,909.798 1606.44,901.935 1581.18,894.072 1556.07,886.209 1531.15,878.345 1506.41,870.482 1481.87,862.619 1457.53,854.755 1433.42,846.892 1409.53,839.029 1385.9,831.166 1362.53,823.302 1339.44,815.439 1316.64,807.576 1294.16,799.713 1272.01,791.849 1250.22,783.986 1228.81,776.123 1207.8,768.26 1187.21,760.396 1167.08,752.533 1147.44,744.67 1128.31,736.807 1109.72,728.943 1091.72,721.08 1074.33,713.217 1057.6,705.353 1041.56,697.49 1026.25,689.627 1011.72,681.764 998.001,673.9 985.144,666.037 973.189,658.174 962.179,650.311 952.154,642.447 943.154,634.584 935.217,626.721 928.378,618.858 922.667,610.994 918.112,603.131 914.734,595.268 912.55,587.405 911.572,579.541 911.803,571.678 913.243,563.815 915.885,555.952 919.715,548.088 924.714,540.225 930.859,532.362 938.122,524.498 946.469,516.635 955.865,508.772 966.271,500.909 977.648,493.045 989.952,485.182 1003.14,477.319 1017.18,469.456 1032.01,461.592 1047.6,453.729 1063.91,445.866 1080.9,438.003 1098.53,430.139 1116.76,422.276 1135.55,414.413 1154.88,406.55 1174.72,398.686 1195.02,390.823 1215.77,382.96 1236.94,375.097 1258.5,367.233 1280.43,359.37 1302.71,351.507 1325.32,343.643 1348.23,335.78 1371.43,327.917 1394.9,320.054 1418.63,312.19 1442.6,304.327 1466.8,296.464 1491.22,288.601 1515.84,280.737 1540.65,272.874 1565.65,265.011 1590.81,257.148 1616.14,249.284 1641.63,241.421 1667.26,233.558 1693.02,225.695 1718.93,217.831 1744.95,209.968 1771.1,202.105 1797.36,194.241 1823.72,186.378 1850.19,178.515 1876.76,170.652 1903.42,162.788 1930.16,154.925 1957,147.062 1983.91,139.199 2010.9,131.335 2037.97,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip842)\" style=\"stroke:#0000ff; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,909.798 212.065,901.935 226.703,894.072 241.341,886.209 255.979,878.345 270.617,870.482 285.255,862.619 299.893,854.755 314.531,846.892 329.169,839.029 343.807,831.166 358.445,823.302 373.083,815.439 387.721,807.576 402.358,799.713 416.996,791.849 431.634,783.986 446.272,776.123 460.91,768.26 475.548,760.396 490.186,752.533 504.824,744.67 519.462,736.807 534.1,728.943 548.738,721.08 563.376,713.217 578.014,705.353 592.651,697.49 607.289,689.627 621.927,681.764 636.565,673.9 651.203,666.037 665.841,658.174 680.479,650.311 695.117,642.447 709.755,634.584 724.393,626.721 739.031,618.858 753.669,610.994 768.307,603.131 782.944,595.268 797.582,587.405 812.22,579.541 826.858,571.678 841.496,563.815 856.134,555.952 870.772,548.088 885.41,540.225 900.048,532.362 914.686,524.498 929.324,516.635 943.962,508.772 958.6,500.909 973.238,493.045 987.875,485.182 1002.51,477.319 1017.15,469.456 1031.79,461.592 1046.43,453.729 1061.07,445.866 1075.7,438.003 1090.34,430.139 1104.98,422.276 1119.62,414.413 1134.25,406.55 1148.89,398.686 1163.53,390.823 1178.17,382.96 1192.81,375.097 1207.44,367.233 1222.08,359.37 1236.72,351.507 1251.36,343.643 1266,335.78 1280.63,327.917 1295.27,320.054 1309.91,312.19 1324.55,304.327 1339.19,296.464 1353.82,288.601 1368.46,280.737 1383.1,272.874 1397.74,265.011 1412.38,257.148 1427.01,249.284 1441.65,241.421 1456.29,233.558 1470.93,225.695 1485.56,217.831 1500.2,209.968 1514.84,202.105 1529.48,194.241 1544.12,186.378 1558.75,178.515 1573.39,170.652 1588.03,162.788 1602.67,154.925 1617.31,147.062 1631.94,139.199 1646.58,131.335 1661.22,123.472 \"/>\n",
       "<circle clip-path=\"url(#clip842)\" cx=\"1636.43\" cy=\"352.817\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip842)\" cx=\"1090.94\" cy=\"483.872\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip842)\" cx=\"1314.31\" cy=\"713.217\" r=\"14.4\" fill=\"#ff0000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "</svg>\n"
      ],
      "text/html": [
       "<img src=\"data:image/png;base64,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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "StdRpRf = [MVCalcRf(μˣ,μ,Σ,Rf)[1] for μˣ in μˣ_range]\n",
    "\n",
    "p1 = plot( [StdRₚ StdRpRf]*100,μˣ_range*100,\n",
    "           legend = nothing,\n",
    "           linecolor = [:red :blue],\n",
    "           xlim = (0,15),\n",
    "           ylim = (0,15),\n",
    "           title = \"Mean vs standard deviation\",\n",
    "           xlabel = \"Std(Rₚ), %\",\n",
    "           ylabel = \"ERₚ, %\" )\n",
    "scatter!(sqrt.(diag(Σ))*100,μ*100,markercolor=:red)\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tangency Portfolio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The tangency portfolio is a particular portfolio on the MV frontier of risky and riskfree, where the weights on the risky assets sum to 1. It is therefore also on the MV frontier of risky assets only. The vector of portfolio weights is\n",
    "\n",
    "$w_{T}=\\frac{\\Sigma^{-1}\\mu^{e}}{\\mathbf{1}^{\\prime}\\Sigma^{-1}\\mu^{e}}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MVTangencyP (generic function with 1 method)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function MVTangencyP(μ,Σ,Rf)           #calculates the tangency portfolio\n",
    "    n     = length(μ)\n",
    "    μᵉ    = μ .- Rf                    #expected excess returns\n",
    "    Σ_1   = inv(Σ)\n",
    "    w     = Σ_1 *μᵉ/(ones(n)'Σ_1*μᵉ)\n",
    "    muT   = w'μ + (1-sum(w))*Rf\n",
    "    StdT  = sqrt(w'Σ*w)\n",
    "    return w,muT,StdT\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mTangency portfolio: \u001b[22m\u001b[39m\n",
      "A        0.25\n",
      "B        0.68\n",
      "C        0.07\n",
      "sum      1.00\n",
      "\n",
      "mean and std of tangency portfolio, %:      9.750     7.372\n"
     ]
    }
   ],
   "source": [
    "(wT,μT,σT) = MVTangencyP(μ,Σ,Rf)\n",
    "\n",
    "printblue(\"Tangency portfolio: \")\n",
    "printmat([wT;sum(wT)];rowNames=[assetNames;\"sum\"],prec)\n",
    "printlnPs(\"mean and std of tangency portfolio, %: \",[μT σT]*100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By mixing the tangency portfolio and the riskfree, we can create any point on the MV frontier of risky and riskfree (also called the Capital Market Line, CML). \n",
    "\n",
    "The code below shows the expected return and standard deviation of several portfolio (different $v$ values) of the form\n",
    "\n",
    "$R_v = v R_T + (1-v)R_f$ where $R_T=w_T'R$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"480\" height=\"320\" viewBox=\"0 0 1920 1280\">\n",
       "<defs>\n",
       "  <clipPath id=\"clip900\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"1920\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip900)\" d=\"M0 1280 L1920 1280 L1920 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip901\">\n",
       "    <rect x=\"384\" y=\"0\" width=\"1345\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip900)\" d=\"M197.427 1106.38 L1872.76 1106.38 L1872.76 123.472 L197.427 123.472  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip902\">\n",
       "    <rect x=\"197\" y=\"123\" width=\"1676\" height=\"984\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"755.87,1106.38 755.87,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1314.31,1106.38 1314.31,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1872.76,1106.38 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,778.744 1872.76,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,451.108 1872.76,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,123.472 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"755.87,1106.38 755.87,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1314.31,1106.38 1314.31,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1872.76,1106.38 1872.76,1087.48 \"/>\n",
       "<path clip-path=\"url(#clip900)\" d=\"M197.427 1133.46 Q193.816 1133.46 191.988 1137.02 Q190.182 1140.56 190.182 1147.69 Q190.182 1154.8 191.988 1158.37 Q193.816 1161.91 197.427 1161.91 Q201.062 1161.91 202.867 1158.37 Q204.696 1154.8 204.696 1147.69 Q204.696 1140.56 202.867 1137.02 Q201.062 1133.46 197.427 1133.46 M197.427 1129.75 Q203.238 1129.75 206.293 1134.36 Q209.372 1138.94 209.372 1147.69 Q209.372 1156.42 206.293 1161.03 Q203.238 1165.61 197.427 1165.61 Q191.617 1165.61 188.539 1161.03 Q185.483 1156.42 185.483 1147.69 Q185.483 1138.94 188.539 1134.36 Q191.617 1129.75 197.427 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M746.148 1130.38 L764.504 1130.38 L764.504 1134.32 L750.43 1134.32 L750.43 1142.79 Q751.449 1142.44 752.468 1142.28 Q753.486 1142.09 754.505 1142.09 Q760.292 1142.09 763.671 1145.26 Q767.051 1148.44 767.051 1153.85 Q767.051 1159.43 763.579 1162.53 Q760.106 1165.61 753.787 1165.61 Q751.611 1165.61 749.343 1165.24 Q747.097 1164.87 744.69 1164.13 L744.69 1159.43 Q746.773 1160.56 748.995 1161.12 Q751.218 1161.68 753.694 1161.68 Q757.699 1161.68 760.037 1159.57 Q762.375 1157.46 762.375 1153.85 Q762.375 1150.24 760.037 1148.13 Q757.699 1146.03 753.694 1146.03 Q751.819 1146.03 749.944 1146.44 Q748.093 1146.86 746.148 1147.74 L746.148 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1289 1161 L1296.64 1161 L1296.64 1134.64 L1288.33 1136.31 L1288.33 1132.05 L1296.59 1130.38 L1301.27 1130.38 L1301.27 1161 L1308.91 1161 L1308.91 1164.94 L1289 1164.94 L1289 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1328.35 1133.46 Q1324.74 1133.46 1322.91 1137.02 Q1321.11 1140.56 1321.11 1147.69 Q1321.11 1154.8 1322.91 1158.37 Q1324.74 1161.91 1328.35 1161.91 Q1331.99 1161.91 1333.79 1158.37 Q1335.62 1154.8 1335.62 1147.69 Q1335.62 1140.56 1333.79 1137.02 Q1331.99 1133.46 1328.35 1133.46 M1328.35 1129.75 Q1334.16 1129.75 1337.22 1134.36 Q1340.3 1138.94 1340.3 1147.69 Q1340.3 1156.42 1337.22 1161.03 Q1334.16 1165.61 1328.35 1165.61 Q1322.54 1165.61 1319.46 1161.03 Q1316.41 1156.42 1316.41 1147.69 Q1316.41 1138.94 1319.46 1134.36 Q1322.54 1129.75 1328.35 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1847.94 1161 L1855.58 1161 L1855.58 1134.64 L1847.27 1136.31 L1847.27 1132.05 L1855.53 1130.38 L1860.21 1130.38 L1860.21 1161 L1867.85 1161 L1867.85 1164.94 L1847.94 1164.94 L1847.94 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1877.34 1130.38 L1895.7 1130.38 L1895.7 1134.32 L1881.62 1134.32 L1881.62 1142.79 Q1882.64 1142.44 1883.66 1142.28 Q1884.68 1142.09 1885.7 1142.09 Q1891.48 1142.09 1894.86 1145.26 Q1898.24 1148.44 1898.24 1153.85 Q1898.24 1159.43 1894.77 1162.53 Q1891.3 1165.61 1884.98 1165.61 Q1882.8 1165.61 1880.53 1165.24 Q1878.29 1164.87 1875.88 1164.13 L1875.88 1159.43 Q1877.96 1160.56 1880.19 1161.12 Q1882.41 1161.68 1884.89 1161.68 Q1888.89 1161.68 1891.23 1159.57 Q1893.57 1157.46 1893.57 1153.85 Q1893.57 1150.24 1891.23 1148.13 Q1888.89 1146.03 1884.89 1146.03 Q1883.01 1146.03 1881.14 1146.44 Q1879.28 1146.86 1877.34 1147.74 L1877.34 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M901.746 1198.08 L901.746 1204.35 Q898.086 1202.6 894.839 1201.74 Q891.593 1200.88 888.569 1200.88 Q883.317 1200.88 880.453 1202.92 Q877.62 1204.96 877.62 1208.71 Q877.62 1211.87 879.498 1213.49 Q881.408 1215.08 886.691 1216.07 L890.574 1216.86 Q897.767 1218.23 901.173 1221.7 Q904.611 1225.14 904.611 1230.93 Q904.611 1237.84 899.964 1241.4 Q895.349 1244.97 886.405 1244.97 Q883.031 1244.97 879.211 1244.2 Q875.424 1243.44 871.35 1241.94 L871.35 1235.32 Q875.265 1237.52 879.02 1238.63 Q882.776 1239.75 886.405 1239.75 Q891.911 1239.75 894.903 1237.58 Q897.895 1235.42 897.895 1231.41 Q897.895 1227.91 895.73 1225.93 Q893.598 1223.96 888.696 1222.97 L884.781 1222.21 Q877.588 1220.78 874.374 1217.72 Q871.159 1214.67 871.159 1209.22 Q871.159 1202.92 875.583 1199.29 Q880.039 1195.66 887.837 1195.66 Q891.179 1195.66 894.648 1196.27 Q898.118 1196.87 901.746 1198.08 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M920.175 1198.27 L920.175 1208.4 L932.238 1208.4 L932.238 1212.95 L920.175 1212.95 L920.175 1232.3 Q920.175 1236.66 921.352 1237.9 Q922.562 1239.14 926.222 1239.14 L932.238 1239.14 L932.238 1244.04 L926.222 1244.04 Q919.443 1244.04 916.865 1241.53 Q914.286 1238.98 914.286 1232.3 L914.286 1212.95 L909.99 1212.95 L909.99 1208.4 L914.286 1208.4 L914.286 1198.27 L920.175 1198.27 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M963.398 1213.81 L963.398 1194.52 L969.254 1194.52 L969.254 1244.04 L963.398 1244.04 L963.398 1238.7 Q961.552 1241.88 958.719 1243.44 Q955.918 1244.97 951.971 1244.97 Q945.51 1244.97 941.436 1239.81 Q937.394 1234.65 937.394 1226.25 Q937.394 1217.85 941.436 1212.69 Q945.51 1207.54 951.971 1207.54 Q955.918 1207.54 958.719 1209.1 Q961.552 1210.62 963.398 1213.81 M943.441 1226.25 Q943.441 1232.71 946.083 1236.4 Q948.757 1240.07 953.404 1240.07 Q958.051 1240.07 960.724 1236.4 Q963.398 1232.71 963.398 1226.25 Q963.398 1219.79 960.724 1216.13 Q958.051 1212.44 953.404 1212.44 Q948.757 1212.44 946.083 1216.13 Q943.441 1219.79 943.441 1226.25 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M995.386 1194.58 Q991.121 1201.9 989.052 1209.06 Q986.983 1216.23 986.983 1223.58 Q986.983 1230.93 989.052 1238.16 Q991.152 1245.35 995.386 1252.64 L990.293 1252.64 Q985.519 1245.16 983.132 1237.93 Q980.776 1230.71 980.776 1223.58 Q980.776 1216.48 983.132 1209.29 Q985.487 1202.09 990.293 1194.58 L995.386 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1029.54 1221.76 Q1031.61 1222.46 1033.55 1224.76 Q1035.52 1227.05 1037.49 1231.06 L1044.02 1244.04 L1037.11 1244.04 L1031.03 1231.85 Q1028.68 1227.08 1026.45 1225.52 Q1024.25 1223.96 1020.43 1223.96 L1013.43 1223.96 L1013.43 1244.04 L1007 1244.04 L1007 1196.52 L1021.52 1196.52 Q1029.66 1196.52 1033.68 1199.93 Q1037.69 1203.34 1037.69 1210.21 Q1037.69 1214.7 1035.59 1217.66 Q1033.52 1220.62 1029.54 1221.76 M1013.43 1201.81 L1013.43 1218.68 L1021.52 1218.68 Q1026.16 1218.68 1028.52 1216.54 Q1030.91 1214.38 1030.91 1210.21 Q1030.91 1206.04 1028.52 1203.94 Q1026.16 1201.81 1021.52 1201.81 L1013.43 1201.81 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1053.35 1241.05 L1053.35 1251.65 L1049.62 1251.65 L1049.62 1224.09 L1053.35 1224.09 L1053.35 1227.11 Q1054.49 1225.33 1056.27 1224.47 Q1058.06 1223.61 1060.51 1223.61 Q1064.61 1223.61 1067.16 1226.47 Q1069.71 1229.37 1069.71 1234.08 Q1069.71 1238.79 1067.16 1241.69 Q1064.61 1244.55 1060.51 1244.55 Q1058.06 1244.55 1056.27 1243.69 Q1054.49 1242.83 1053.35 1241.05 M1064.23 1239.75 Q1065.89 1237.71 1065.89 1234.08 Q1065.89 1230.45 1064.23 1228.42 Q1062.54 1226.35 1059.62 1226.35 Q1056.69 1226.35 1055 1228.42 Q1053.35 1230.45 1053.35 1234.08 Q1053.35 1237.71 1055 1239.75 Q1056.69 1241.82 1059.62 1241.82 Q1062.54 1241.82 1064.23 1239.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1079.03 1194.58 L1084.12 1194.58 Q1088.9 1202.09 1091.25 1209.29 Q1093.64 1216.48 1093.64 1223.58 Q1093.64 1230.71 1091.25 1237.93 Q1088.9 1245.16 1084.12 1252.64 L1079.03 1252.64 Q1083.26 1245.35 1085.33 1238.16 Q1087.43 1230.93 1087.43 1223.58 Q1087.43 1216.23 1085.33 1209.06 Q1083.26 1201.9 1079.03 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1106.88 1235.96 L1113.6 1235.96 L1113.6 1241.43 L1108.38 1251.62 L1104.27 1251.62 L1106.88 1241.43 L1106.88 1235.96 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1188.08 1223.13 Q1185.31 1223.13 1183.72 1225.49 Q1182.16 1227.84 1182.16 1232.04 Q1182.16 1236.18 1183.72 1238.57 Q1185.31 1240.92 1188.08 1240.92 Q1190.78 1240.92 1192.34 1238.57 Q1193.93 1236.18 1193.93 1232.04 Q1193.93 1227.87 1192.34 1225.52 Q1190.78 1223.13 1188.08 1223.13 M1188.08 1219.09 Q1193.1 1219.09 1196.06 1222.59 Q1199.02 1226.09 1199.02 1232.04 Q1199.02 1238 1196.03 1241.5 Q1193.07 1244.97 1188.08 1244.97 Q1182.98 1244.97 1180.02 1241.5 Q1177.06 1238 1177.06 1232.04 Q1177.06 1226.06 1180.02 1222.59 Q1183.01 1219.09 1188.08 1219.09 M1155.23 1199.71 Q1152.49 1199.71 1150.9 1202.09 Q1149.34 1204.45 1149.34 1208.59 Q1149.34 1212.79 1150.9 1215.14 Q1152.46 1217.5 1155.23 1217.5 Q1158 1217.5 1159.56 1215.14 Q1161.15 1212.79 1161.15 1208.59 Q1161.15 1204.48 1159.56 1202.09 Q1157.97 1199.71 1155.23 1199.71 M1183.97 1195.66 L1189.06 1195.66 L1159.33 1244.97 L1154.24 1244.97 L1183.97 1195.66 M1155.23 1195.66 Q1160.26 1195.66 1163.25 1199.17 Q1166.24 1202.63 1166.24 1208.59 Q1166.24 1214.6 1163.25 1218.07 Q1160.29 1221.54 1155.23 1221.54 Q1150.17 1221.54 1147.21 1218.07 Q1144.28 1214.57 1144.28 1208.59 Q1144.28 1202.67 1147.24 1199.17 Q1150.2 1195.66 1155.23 1195.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 216.325,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,778.744 216.325,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,451.108 216.325,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,123.472 216.325,123.472 \"/>\n",
       "<path clip-path=\"url(#clip900)\" d=\"M156.683 1092.18 Q153.072 1092.18 151.243 1095.74 Q149.438 1099.28 149.438 1106.41 Q149.438 1113.52 151.243 1117.09 Q153.072 1120.63 156.683 1120.63 Q160.317 1120.63 162.123 1117.09 Q163.952 1113.52 163.952 1106.41 Q163.952 1099.28 162.123 1095.74 Q160.317 1092.18 156.683 1092.18 M156.683 1088.47 Q162.493 1088.47 165.549 1093.08 Q168.627 1097.66 168.627 1106.41 Q168.627 1115.14 165.549 1119.75 Q162.493 1124.33 156.683 1124.33 Q150.873 1124.33 147.794 1119.75 Q144.739 1115.14 144.739 1106.41 Q144.739 1097.66 147.794 1093.08 Q150.873 1088.47 156.683 1088.47 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M147.725 761.464 L166.081 761.464 L166.081 765.399 L152.007 765.399 L152.007 773.871 Q153.026 773.524 154.044 773.362 Q155.063 773.177 156.081 773.177 Q161.868 773.177 165.248 776.348 Q168.627 779.519 168.627 784.936 Q168.627 790.515 165.155 793.617 Q161.683 796.695 155.364 796.695 Q153.188 796.695 150.919 796.325 Q148.674 795.954 146.266 795.214 L146.266 790.515 Q148.35 791.649 150.572 792.205 Q152.794 792.76 155.271 792.76 Q159.276 792.76 161.614 790.654 Q163.952 788.547 163.952 784.936 Q163.952 781.325 161.614 779.218 Q159.276 777.112 155.271 777.112 Q153.396 777.112 151.521 777.529 Q149.669 777.945 147.725 778.825 L147.725 761.464 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M117.331 464.453 L124.97 464.453 L124.97 438.087 L116.66 439.754 L116.66 435.495 L124.924 433.828 L129.6 433.828 L129.6 464.453 L137.239 464.453 L137.239 468.388 L117.331 468.388 L117.331 464.453 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M156.683 436.907 Q153.072 436.907 151.243 440.472 Q149.438 444.013 149.438 451.143 Q149.438 458.249 151.243 461.814 Q153.072 465.356 156.683 465.356 Q160.317 465.356 162.123 461.814 Q163.952 458.249 163.952 451.143 Q163.952 444.013 162.123 440.472 Q160.317 436.907 156.683 436.907 M156.683 433.203 Q162.493 433.203 165.549 437.809 Q168.627 442.393 168.627 451.143 Q168.627 459.87 165.549 464.476 Q162.493 469.059 156.683 469.059 Q150.873 469.059 147.794 464.476 Q144.739 459.87 144.739 451.143 Q144.739 442.393 147.794 437.809 Q150.873 433.203 156.683 433.203 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M118.327 136.817 L125.966 136.817 L125.966 110.451 L117.656 112.118 L117.656 107.859 L125.919 106.192 L130.595 106.192 L130.595 136.817 L138.234 136.817 L138.234 140.752 L118.327 140.752 L118.327 136.817 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M147.725 106.192 L166.081 106.192 L166.081 110.127 L152.007 110.127 L152.007 118.599 Q153.026 118.252 154.044 118.09 Q155.063 117.905 156.081 117.905 Q161.868 117.905 165.248 121.076 Q168.627 124.248 168.627 129.664 Q168.627 135.243 165.155 138.345 Q161.683 141.423 155.364 141.423 Q153.188 141.423 150.919 141.053 Q148.674 140.683 146.266 139.942 L146.266 135.243 Q148.35 136.377 150.572 136.933 Q152.794 137.488 155.271 137.488 Q159.276 137.488 161.614 135.382 Q163.952 133.275 163.952 129.664 Q163.952 126.053 161.614 123.947 Q159.276 121.84 155.271 121.84 Q153.396 121.84 151.521 122.257 Q149.669 122.674 147.725 123.553 L147.725 106.192 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M26.0842 718.814 L26.0842 688.768 L31.495 688.768 L31.495 712.385 L45.5632 712.385 L45.5632 689.755 L50.9741 689.755 L50.9741 712.385 L68.1933 712.385 L68.1933 688.195 L73.6042 688.195 L73.6042 718.814 L26.0842 718.814 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M51.3242 655.094 Q52.0244 653.025 54.3161 651.083 Q56.6077 649.11 60.6181 647.136 L73.6042 640.612 L73.6042 647.518 L61.4138 653.598 Q56.6395 655.953 55.08 658.181 Q53.5204 660.377 53.5204 664.197 L53.5204 671.199 L73.6042 671.199 L73.6042 677.628 L26.0842 677.628 L26.0842 663.114 Q26.0842 654.966 29.4898 650.956 Q32.8955 646.945 39.7704 646.945 Q44.2582 646.945 47.2183 649.046 Q50.1784 651.115 51.3242 655.094 M31.3677 671.199 L48.2368 671.199 L48.2368 663.114 Q48.2368 658.467 46.1043 656.112 Q43.94 653.725 39.7704 653.725 Q35.6009 653.725 33.5002 656.112 Q31.3677 658.467 31.3677 663.114 L31.3677 671.199 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M70.6123 631.286 L81.2112 631.286 L81.2112 635.01 L53.6477 635.01 L53.6477 631.286 L56.6714 631.286 Q54.889 630.14 54.0296 628.358 Q53.1702 626.575 53.1702 624.124 Q53.1702 620.019 56.0348 617.472 Q58.9312 614.926 63.6418 614.926 Q68.3524 614.926 71.2488 617.472 Q74.1134 620.019 74.1134 624.124 Q74.1134 626.575 73.254 628.358 Q72.3947 630.14 70.6123 631.286 M69.3073 620.4 Q67.2703 618.745 63.6418 618.745 Q60.0134 618.745 57.9763 620.4 Q55.9075 622.087 55.9075 625.016 Q55.9075 627.944 57.9763 629.631 Q60.0134 631.286 63.6418 631.286 Q67.2703 631.286 69.3073 629.631 Q71.3762 627.944 71.3762 625.016 Q71.3762 622.087 69.3073 620.4 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M65.5197 603.181 L65.5197 596.465 L70.9942 596.465 L81.1793 601.685 L81.1793 605.791 L70.9942 603.181 L65.5197 603.181 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M52.6928 521.987 Q52.6928 524.756 55.0481 526.347 Q57.4034 527.907 61.6048 527.907 Q65.7425 527.907 68.1296 526.347 Q70.485 524.756 70.485 521.987 Q70.485 519.281 68.1296 517.722 Q65.7425 516.13 61.6048 516.13 Q57.4353 516.13 55.08 517.722 Q52.6928 519.281 52.6928 521.987 M48.6506 521.987 Q48.6506 516.958 52.1517 513.998 Q55.6529 511.038 61.6048 511.038 Q67.5567 511.038 71.0579 514.03 Q74.5272 516.99 74.5272 521.987 Q74.5272 527.079 71.0579 530.039 Q67.5567 532.999 61.6048 532.999 Q55.621 532.999 52.1517 530.039 Q48.6506 527.047 48.6506 521.987 M29.267 554.834 Q29.267 557.571 31.6542 559.162 Q34.0095 560.722 38.1472 560.722 Q42.3485 560.722 44.7038 559.162 Q47.0592 557.603 47.0592 554.834 Q47.0592 552.065 44.7038 550.505 Q42.3485 548.914 38.1472 548.914 Q34.0413 548.914 31.6542 550.505 Q29.267 552.096 29.267 554.834 M25.2248 526.093 L25.2248 521 L74.5272 550.728 L74.5272 555.82 L25.2248 526.093 M25.2248 554.834 Q25.2248 549.805 28.7259 546.813 Q32.1952 543.821 38.1472 543.821 Q44.1628 543.821 47.6321 546.813 Q51.1014 549.773 51.1014 554.834 Q51.1014 559.894 47.6321 562.855 Q44.1309 565.783 38.1472 565.783 Q32.2271 565.783 28.7259 562.823 Q25.2248 559.863 25.2248 554.834 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M467.155 12.096 L479.348 12.096 L494.782 53.2532 L510.297 12.096 L522.49 12.096 L522.49 72.576 L514.51 72.576 L514.51 19.4686 L498.914 60.9499 L490.691 60.9499 L475.095 19.4686 L475.095 72.576 L467.155 72.576 L467.155 12.096 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M577.218 48.0275 L577.218 51.6733 L542.947 51.6733 Q543.433 59.3701 547.565 63.421 Q551.738 67.4314 559.151 67.4314 Q563.445 67.4314 567.455 66.3781 Q571.506 65.3249 575.476 63.2184 L575.476 70.267 Q571.466 71.9684 567.253 72.8596 Q563.04 73.7508 558.705 73.7508 Q547.849 73.7508 541.489 67.4314 Q535.17 61.1119 535.17 50.3365 Q535.17 39.1965 541.165 32.6746 Q547.201 26.1121 557.409 26.1121 Q566.564 26.1121 571.871 32.0264 Q577.218 37.9003 577.218 48.0275 M569.764 45.84 Q569.683 39.7232 566.321 36.0774 Q562.999 32.4315 557.49 32.4315 Q551.252 32.4315 547.484 35.9558 Q543.758 39.4801 543.19 45.8805 L569.764 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M610.071 49.7694 Q601.037 49.7694 597.554 51.8354 Q594.07 53.9013 594.07 58.8839 Q594.07 62.8538 596.662 65.2034 Q599.295 67.5124 603.792 67.5124 Q609.99 67.5124 613.717 63.1374 Q617.484 58.7219 617.484 51.4303 L617.484 49.7694 L610.071 49.7694 M624.938 46.6907 L624.938 72.576 L617.484 72.576 L617.484 65.6895 Q614.932 69.8214 611.124 71.8063 Q607.316 73.7508 601.807 73.7508 Q594.839 73.7508 590.707 69.8619 Q586.616 65.9325 586.616 59.3701 Q586.616 51.7138 591.72 47.825 Q596.865 43.9361 607.033 43.9361 L617.484 43.9361 L617.484 43.2069 Q617.484 38.0623 614.081 35.2672 Q610.719 32.4315 604.602 32.4315 Q600.713 32.4315 597.027 33.3632 Q593.341 34.295 589.938 36.1584 L589.938 29.2718 Q594.029 27.692 597.878 26.9223 Q601.726 26.1121 605.372 26.1121 Q615.215 26.1121 620.077 31.2163 Q624.938 36.3204 624.938 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M678.004 45.1919 L678.004 72.576 L670.551 72.576 L670.551 45.4349 Q670.551 38.994 668.039 35.7938 Q665.528 32.5936 660.505 32.5936 Q654.469 32.5936 650.985 36.4419 Q647.501 40.2903 647.501 46.9338 L647.501 72.576 L640.007 72.576 L640.007 27.2059 L647.501 27.2059 L647.501 34.2544 Q650.175 30.163 653.78 28.1376 Q657.426 26.1121 662.165 26.1121 Q669.984 26.1121 673.994 30.9732 Q678.004 35.7938 678.004 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M713.895 27.2059 L721.795 27.2059 L735.973 65.2844 L750.151 27.2059 L758.05 27.2059 L741.037 72.576 L730.909 72.576 L713.895 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M797.263 28.5427 L797.263 35.5912 Q794.103 33.9709 790.701 33.1607 Q787.298 32.3505 783.652 32.3505 Q778.102 32.3505 775.307 34.0519 Q772.553 35.7533 772.553 39.156 Q772.553 41.7486 774.538 43.2475 Q776.522 44.7058 782.518 46.0426 L785.07 46.6097 Q793.01 48.3111 796.331 51.4303 Q799.694 54.509 799.694 60.0587 Q799.694 66.3781 794.671 70.0644 Q789.688 73.7508 780.938 73.7508 Q777.292 73.7508 773.322 73.0216 Q769.393 72.3329 765.018 70.9151 L765.018 63.2184 Q769.15 65.3654 773.16 66.4591 Q777.171 67.5124 781.1 67.5124 Q786.366 67.5124 789.202 65.73 Q792.037 63.9071 792.037 60.6258 Q792.037 57.5877 789.971 55.9673 Q787.946 54.3469 781.019 52.8481 L778.426 52.2405 Q771.499 50.7821 768.421 47.7845 Q765.342 44.7463 765.342 39.4801 Q765.342 33.0797 769.879 29.5959 Q774.416 26.1121 782.761 26.1121 Q786.893 26.1121 790.539 26.7198 Q794.184 27.3274 797.263 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M866.858 28.5427 L866.858 35.5912 Q863.698 33.9709 860.295 33.1607 Q856.892 32.3505 853.247 32.3505 Q847.697 32.3505 844.902 34.0519 Q842.147 35.7533 842.147 39.156 Q842.147 41.7486 844.132 43.2475 Q846.117 44.7058 852.112 46.0426 L854.664 46.6097 Q862.604 48.3111 865.926 51.4303 Q869.288 54.509 869.288 60.0587 Q869.288 66.3781 864.265 70.0644 Q859.282 73.7508 850.532 73.7508 Q846.887 73.7508 842.917 73.0216 Q838.987 72.3329 834.612 70.9151 L834.612 63.2184 Q838.744 65.3654 842.755 66.4591 Q846.765 67.5124 850.695 67.5124 Q855.961 67.5124 858.796 65.73 Q861.632 63.9071 861.632 60.6258 Q861.632 57.5877 859.566 55.9673 Q857.541 54.3469 850.614 52.8481 L848.021 52.2405 Q841.094 50.7821 838.015 47.7845 Q834.937 44.7463 834.937 39.4801 Q834.937 33.0797 839.474 29.5959 Q844.011 26.1121 852.355 26.1121 Q856.487 26.1121 860.133 26.7198 Q863.779 27.3274 866.858 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M888.53 14.324 L888.53 27.2059 L903.883 27.2059 L903.883 32.9987 L888.53 32.9987 L888.53 57.6282 Q888.53 63.1779 890.029 64.7578 Q891.568 66.3376 896.227 66.3376 L903.883 66.3376 L903.883 72.576 L896.227 72.576 Q887.598 72.576 884.317 69.3758 Q881.036 66.1351 881.036 57.6282 L881.036 32.9987 L875.567 32.9987 L875.567 27.2059 L881.036 27.2059 L881.036 14.324 L888.53 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M934.305 49.7694 Q925.272 49.7694 921.788 51.8354 Q918.304 53.9013 918.304 58.8839 Q918.304 62.8538 920.897 65.2034 Q923.53 67.5124 928.026 67.5124 Q934.224 67.5124 937.951 63.1374 Q941.718 58.7219 941.718 51.4303 L941.718 49.7694 L934.305 49.7694 M949.172 46.6907 L949.172 72.576 L941.718 72.576 L941.718 65.6895 Q939.166 69.8214 935.358 71.8063 Q931.551 73.7508 926.041 73.7508 Q919.074 73.7508 914.942 69.8619 Q910.85 65.9325 910.85 59.3701 Q910.85 51.7138 915.955 47.825 Q921.099 43.9361 931.267 43.9361 L941.718 43.9361 L941.718 43.2069 Q941.718 38.0623 938.316 35.2672 Q934.953 32.4315 928.836 32.4315 Q924.948 32.4315 921.261 33.3632 Q917.575 34.295 914.172 36.1584 L914.172 29.2718 Q918.264 27.692 922.112 26.9223 Q925.96 26.1121 929.606 26.1121 Q939.45 26.1121 944.311 31.2163 Q949.172 36.3204 949.172 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1002.24 45.1919 L1002.24 72.576 L994.785 72.576 L994.785 45.4349 Q994.785 38.994 992.274 35.7938 Q989.762 32.5936 984.739 32.5936 Q978.703 32.5936 975.219 36.4419 Q971.736 40.2903 971.736 46.9338 L971.736 72.576 L964.241 72.576 L964.241 27.2059 L971.736 27.2059 L971.736 34.2544 Q974.409 30.163 978.014 28.1376 Q981.66 26.1121 986.4 26.1121 Q994.218 26.1121 998.228 30.9732 Q1002.24 35.7938 1002.24 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1046.96 34.0924 L1046.96 9.54393 L1054.41 9.54393 L1054.41 72.576 L1046.96 72.576 L1046.96 65.7705 Q1044.61 69.8214 1041.01 71.8063 Q1037.44 73.7508 1032.42 73.7508 Q1024.19 73.7508 1019.01 67.1883 Q1013.86 60.6258 1013.86 49.9314 Q1013.86 39.2371 1019.01 32.6746 Q1024.19 26.1121 1032.42 26.1121 Q1037.44 26.1121 1041.01 28.0971 Q1044.61 30.0415 1046.96 34.0924 M1021.56 49.9314 Q1021.56 58.1548 1024.92 62.8538 Q1028.33 67.5124 1034.24 67.5124 Q1040.16 67.5124 1043.56 62.8538 Q1046.96 58.1548 1046.96 49.9314 Q1046.96 41.7081 1043.56 37.0496 Q1040.16 32.3505 1034.24 32.3505 Q1028.33 32.3505 1024.92 37.0496 Q1021.56 41.7081 1021.56 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1090.39 49.7694 Q1081.35 49.7694 1077.87 51.8354 Q1074.39 53.9013 1074.39 58.8839 Q1074.39 62.8538 1076.98 65.2034 Q1079.61 67.5124 1084.11 67.5124 Q1090.31 67.5124 1094.03 63.1374 Q1097.8 58.7219 1097.8 51.4303 L1097.8 49.7694 L1090.39 49.7694 M1105.25 46.6907 L1105.25 72.576 L1097.8 72.576 L1097.8 65.6895 Q1095.25 69.8214 1091.44 71.8063 Q1087.63 73.7508 1082.12 73.7508 Q1075.16 73.7508 1071.02 69.8619 Q1066.93 65.9325 1066.93 59.3701 Q1066.93 51.7138 1072.04 47.825 Q1077.18 43.9361 1087.35 43.9361 L1097.8 43.9361 L1097.8 43.2069 Q1097.8 38.0623 1094.4 35.2672 Q1091.03 32.4315 1084.92 32.4315 Q1081.03 32.4315 1077.34 33.3632 Q1073.66 34.295 1070.25 36.1584 L1070.25 29.2718 Q1074.34 27.692 1078.19 26.9223 Q1082.04 26.1121 1085.69 26.1121 Q1095.53 26.1121 1100.39 31.2163 Q1105.25 36.3204 1105.25 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1146.9 34.1734 Q1145.64 33.4443 1144.14 33.1202 Q1142.68 32.7556 1140.9 32.7556 Q1134.58 32.7556 1131.18 36.8875 Q1127.82 40.9789 1127.82 48.6757 L1127.82 72.576 L1120.32 72.576 L1120.32 27.2059 L1127.82 27.2059 L1127.82 34.2544 Q1130.17 30.1225 1133.93 28.1376 Q1137.7 26.1121 1143.09 26.1121 Q1143.86 26.1121 1144.79 26.2337 Q1145.72 26.3147 1146.86 26.5172 L1146.9 34.1734 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1183.11 34.0924 L1183.11 9.54393 L1190.57 9.54393 L1190.57 72.576 L1183.11 72.576 L1183.11 65.7705 Q1180.76 69.8214 1177.16 71.8063 Q1173.59 73.7508 1168.57 73.7508 Q1160.35 73.7508 1155.16 67.1883 Q1150.02 60.6258 1150.02 49.9314 Q1150.02 39.2371 1155.16 32.6746 Q1160.35 26.1121 1168.57 26.1121 Q1173.59 26.1121 1177.16 28.0971 Q1180.76 30.0415 1183.11 34.0924 M1157.71 49.9314 Q1157.71 58.1548 1161.07 62.8538 Q1164.48 67.5124 1170.39 67.5124 Q1176.31 67.5124 1179.71 62.8538 Q1183.11 58.1548 1183.11 49.9314 Q1183.11 41.7081 1179.71 37.0496 Q1176.31 32.3505 1170.39 32.3505 Q1164.48 32.3505 1161.07 37.0496 Q1157.71 41.7081 1157.71 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1262.14 34.0924 L1262.14 9.54393 L1269.6 9.54393 L1269.6 72.576 L1262.14 72.576 L1262.14 65.7705 Q1259.8 69.8214 1256.19 71.8063 Q1252.63 73.7508 1247.6 73.7508 Q1239.38 73.7508 1234.19 67.1883 Q1229.05 60.6258 1229.05 49.9314 Q1229.05 39.2371 1234.19 32.6746 Q1239.38 26.1121 1247.6 26.1121 Q1252.63 26.1121 1256.19 28.0971 Q1259.8 30.0415 1262.14 34.0924 M1236.75 49.9314 Q1236.75 58.1548 1240.11 62.8538 Q1243.51 67.5124 1249.43 67.5124 Q1255.34 67.5124 1258.74 62.8538 Q1262.14 58.1548 1262.14 49.9314 Q1262.14 41.7081 1258.74 37.0496 Q1255.34 32.3505 1249.43 32.3505 Q1243.51 32.3505 1240.11 37.0496 Q1236.75 41.7081 1236.75 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1323.76 48.0275 L1323.76 51.6733 L1289.49 51.6733 Q1289.97 59.3701 1294.11 63.421 Q1298.28 67.4314 1305.69 67.4314 Q1309.99 67.4314 1314 66.3781 Q1318.05 65.3249 1322.02 63.2184 L1322.02 70.267 Q1318.01 71.9684 1313.79 72.8596 Q1309.58 73.7508 1305.25 73.7508 Q1294.39 73.7508 1288.03 67.4314 Q1281.71 61.1119 1281.71 50.3365 Q1281.71 39.1965 1287.71 32.6746 Q1293.74 26.1121 1303.95 26.1121 Q1313.11 26.1121 1318.41 32.0264 Q1323.76 37.9003 1323.76 48.0275 M1316.31 45.84 Q1316.22 39.7232 1312.86 36.0774 Q1309.54 32.4315 1304.03 32.4315 Q1297.79 32.4315 1294.03 35.9558 Q1290.3 39.4801 1289.73 45.8805 L1316.31 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1330.65 27.2059 L1338.54 27.2059 L1352.72 65.2844 L1366.9 27.2059 L1374.8 27.2059 L1357.79 72.576 L1347.66 72.576 L1330.65 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1385.09 27.2059 L1392.54 27.2059 L1392.54 72.576 L1385.09 72.576 L1385.09 27.2059 M1385.09 9.54393 L1392.54 9.54393 L1392.54 18.9825 L1385.09 18.9825 L1385.09 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1428.76 49.7694 Q1419.73 49.7694 1416.24 51.8354 Q1412.76 53.9013 1412.76 58.8839 Q1412.76 62.8538 1415.35 65.2034 Q1417.98 67.5124 1422.48 67.5124 Q1428.68 67.5124 1432.4 63.1374 Q1436.17 58.7219 1436.17 51.4303 L1436.17 49.7694 L1428.76 49.7694 M1443.63 46.6907 L1443.63 72.576 L1436.17 72.576 L1436.17 65.6895 Q1433.62 69.8214 1429.81 71.8063 Q1426 73.7508 1420.49 73.7508 Q1413.53 73.7508 1409.4 69.8619 Q1405.3 65.9325 1405.3 59.3701 Q1405.3 51.7138 1410.41 47.825 Q1415.55 43.9361 1425.72 43.9361 L1436.17 43.9361 L1436.17 43.2069 Q1436.17 38.0623 1432.77 35.2672 Q1429.41 32.4315 1423.29 32.4315 Q1419.4 32.4315 1415.71 33.3632 Q1412.03 34.295 1408.63 36.1584 L1408.63 29.2718 Q1412.72 27.692 1416.57 26.9223 Q1420.41 26.1121 1424.06 26.1121 Q1433.9 26.1121 1438.76 31.2163 Q1443.63 36.3204 1443.63 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1466.35 14.324 L1466.35 27.2059 L1481.7 27.2059 L1481.7 32.9987 L1466.35 32.9987 L1466.35 57.6282 Q1466.35 63.1779 1467.85 64.7578 Q1469.39 66.3376 1474.05 66.3376 L1481.7 66.3376 L1481.7 72.576 L1474.05 72.576 Q1465.42 72.576 1462.14 69.3758 Q1458.86 66.1351 1458.86 57.6282 L1458.86 32.9987 L1453.39 32.9987 L1453.39 27.2059 L1458.86 27.2059 L1458.86 14.324 L1466.35 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1491.51 27.2059 L1498.96 27.2059 L1498.96 72.576 L1491.51 72.576 L1491.51 27.2059 M1491.51 9.54393 L1498.96 9.54393 L1498.96 18.9825 L1491.51 18.9825 L1491.51 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1532.14 32.4315 Q1526.14 32.4315 1522.66 37.1306 Q1519.17 41.7891 1519.17 49.9314 Q1519.17 58.0738 1522.62 62.7728 Q1526.1 67.4314 1532.14 67.4314 Q1538.09 67.4314 1541.58 62.7323 Q1545.06 58.0333 1545.06 49.9314 Q1545.06 41.8701 1541.58 37.1711 Q1538.09 32.4315 1532.14 32.4315 M1532.14 26.1121 Q1541.86 26.1121 1547.41 32.4315 Q1552.96 38.7509 1552.96 49.9314 Q1552.96 61.0714 1547.41 67.4314 Q1541.86 73.7508 1532.14 73.7508 Q1522.37 73.7508 1516.83 67.4314 Q1511.32 61.0714 1511.32 49.9314 Q1511.32 38.7509 1516.83 32.4315 Q1522.37 26.1121 1532.14 26.1121 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1603.03 45.1919 L1603.03 72.576 L1595.57 72.576 L1595.57 45.4349 Q1595.57 38.994 1593.06 35.7938 Q1590.55 32.5936 1585.53 32.5936 Q1579.49 32.5936 1576.01 36.4419 Q1572.53 40.2903 1572.53 46.9338 L1572.53 72.576 L1565.03 72.576 L1565.03 27.2059 L1572.53 27.2059 L1572.53 34.2544 Q1575.2 30.163 1578.8 28.1376 Q1582.45 26.1121 1587.19 26.1121 Q1595.01 26.1121 1599.02 30.9732 Q1603.03 35.7938 1603.03 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip902)\" style=\"stroke:#ff0000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1631.87,909.798 1606.44,901.935 1581.18,894.072 1556.07,886.209 1531.15,878.345 1506.41,870.482 1481.87,862.619 1457.53,854.755 1433.42,846.892 1409.53,839.029 1385.9,831.166 1362.53,823.302 1339.44,815.439 1316.64,807.576 1294.16,799.713 1272.01,791.849 1250.22,783.986 1228.81,776.123 1207.8,768.26 1187.21,760.396 1167.08,752.533 1147.44,744.67 1128.31,736.807 1109.72,728.943 1091.72,721.08 1074.33,713.217 1057.6,705.353 1041.56,697.49 1026.25,689.627 1011.72,681.764 998.001,673.9 985.144,666.037 973.189,658.174 962.179,650.311 952.154,642.447 943.154,634.584 935.217,626.721 928.378,618.858 922.667,610.994 918.112,603.131 914.734,595.268 912.55,587.405 911.572,579.541 911.803,571.678 913.243,563.815 915.885,555.952 919.715,548.088 924.714,540.225 930.859,532.362 938.122,524.498 946.469,516.635 955.865,508.772 966.271,500.909 977.648,493.045 989.952,485.182 1003.14,477.319 1017.18,469.456 1032.01,461.592 1047.6,453.729 1063.91,445.866 1080.9,438.003 1098.53,430.139 1116.76,422.276 1135.55,414.413 1154.88,406.55 1174.72,398.686 1195.02,390.823 1215.77,382.96 1236.94,375.097 1258.5,367.233 1280.43,359.37 1302.71,351.507 1325.32,343.643 1348.23,335.78 1371.43,327.917 1394.9,320.054 1418.63,312.19 1442.6,304.327 1466.8,296.464 1491.22,288.601 1515.84,280.737 1540.65,272.874 1565.65,265.011 1590.81,257.148 1616.14,249.284 1641.63,241.421 1667.26,233.558 1693.02,225.695 1718.93,217.831 1744.95,209.968 1771.1,202.105 1797.36,194.241 1823.72,186.378 1850.19,178.515 1876.76,170.652 1903.42,162.788 1930.16,154.925 1957,147.062 1983.91,139.199 2010.9,131.335 2037.97,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#0000ff; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,909.798 212.065,901.935 226.703,894.072 241.341,886.209 255.979,878.345 270.617,870.482 285.255,862.619 299.893,854.755 314.531,846.892 329.169,839.029 343.807,831.166 358.445,823.302 373.083,815.439 387.721,807.576 402.358,799.713 416.996,791.849 431.634,783.986 446.272,776.123 460.91,768.26 475.548,760.396 490.186,752.533 504.824,744.67 519.462,736.807 534.1,728.943 548.738,721.08 563.376,713.217 578.014,705.353 592.651,697.49 607.289,689.627 621.927,681.764 636.565,673.9 651.203,666.037 665.841,658.174 680.479,650.311 695.117,642.447 709.755,634.584 724.393,626.721 739.031,618.858 753.669,610.994 768.307,603.131 782.944,595.268 797.582,587.405 812.22,579.541 826.858,571.678 841.496,563.815 856.134,555.952 870.772,548.088 885.41,540.225 900.048,532.362 914.686,524.498 929.324,516.635 943.962,508.772 958.6,500.909 973.238,493.045 987.875,485.182 1002.51,477.319 1017.15,469.456 1031.79,461.592 1046.43,453.729 1061.07,445.866 1075.7,438.003 1090.34,430.139 1104.98,422.276 1119.62,414.413 1134.25,406.55 1148.89,398.686 1163.53,390.823 1178.17,382.96 1192.81,375.097 1207.44,367.233 1222.08,359.37 1236.72,351.507 1251.36,343.643 1266,335.78 1280.63,327.917 1295.27,320.054 1309.91,312.19 1324.55,304.327 1339.19,296.464 1353.82,288.601 1368.46,280.737 1383.1,272.874 1397.74,265.011 1412.38,257.148 1427.01,249.284 1441.65,241.421 1456.29,233.558 1470.93,225.695 1485.56,217.831 1500.2,209.968 1514.84,202.105 1529.48,194.241 1544.12,186.378 1558.75,178.515 1573.39,170.652 1588.03,162.788 1602.67,154.925 1617.31,147.062 1631.94,139.199 1646.58,131.335 1661.22,123.472 \"/>\n",
       "<circle clip-path=\"url(#clip902)\" cx=\"197.427\" cy=\"909.798\" r=\"14.4\" fill=\"#3da44d\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip902)\" cx=\"559.706\" cy=\"715.188\" r=\"14.4\" fill=\"#3da44d\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip902)\" cx=\"1020.79\" cy=\"467.503\" r=\"14.4\" fill=\"#3da44d\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip902)\" cx=\"1358.36\" cy=\"286.161\" r=\"14.4\" fill=\"#3da44d\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "</svg>\n"
      ],
      "text/html": [
       "<img src=\"data:image/png;base64,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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "v_range = [0;0.44;1;1.41]                                 #try different mixes of wT and Rf\n",
    "\n",
    "ERᵥ   = v_range*μT + (1 .- v_range)*Rf\n",
    "StdRᵥ = abs.(v_range)*σT\n",
    "\n",
    "p1 = plot( [StdRₚ StdRpRf]*100,μˣ_range*100,\n",
    "           legend= nothing,\n",
    "           linecolor = [:red :blue],\n",
    "           xlim = (0,15),\n",
    "           ylim = (0,15),\n",
    "           title = \"Mean vs standard deviation\",\n",
    "           xlabel = \"Std(Rₚ), %\",\n",
    "           ylabel = \"ERₚ, %\" )\n",
    "scatter!(StdRᵥ*100,ERᵥ*100)\n",
    "display(p1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examples of Tangency Portfolios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "asset 1      0.47\n",
      "asset 2      0.53\n",
      "\n",
      "asset 1      0.57\n",
      "asset 2      0.43\n",
      "\n",
      "asset 1      0.51\n",
      "asset 2      0.49\n",
      "\n",
      "asset 1      1.54\n",
      "asset 2     -0.54\n",
      "\n"
     ]
    }
   ],
   "source": [
    "μb = [9; 6]/100                     #means\n",
    "Σb = [ 256  0;\n",
    "      0    144]/100^2\n",
    "Rfb = 1/100\n",
    "wT, = MVTangencyP(μb,Σb,Rfb)\n",
    "printmat(wT;rowNames=[\"asset 1\",\"asset 2\"],prec)\n",
    "\n",
    "wT, = MVTangencyP([13; 6]/100,Σb,Rfb)\n",
    "printmat(wT;rowNames=[\"asset 1\",\"asset 2\"],prec)\n",
    "\n",
    "Σb = [ 1  -0.8;\n",
    "      -0.8    1]\n",
    "wT, = MVTangencyP(μb,Σb,Rfb)\n",
    "printmat(wT;rowNames=[\"asset 1\",\"asset 2\"],prec)\n",
    "\n",
    "Σb = [ 1  0.8;\n",
    "      0.8    1]\n",
    "wT, = MVTangencyP(μb,Σb,Rfb)\n",
    "printmat(wT;rowNames=[\"asset 1\",\"asset 2\"],prec)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Drawing the MV Frontier Revisited (extra)\n",
    "\n",
    "Recall: with only two investable assets, all portfolios of them are on the MV frontier.\n",
    "\n",
    "We apply this idea by using the global minimum variance portfolio (see below for code) and the tangency portfolios (see above)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MVMinimumVarP"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Calculate the global minimum variance portfolio\n",
    "\"\"\"\n",
    "function MVMinimumVarP(μ,Σ,Rf)\n",
    "    n     = length(μ)\n",
    "    μᵉ    = μ .- Rf\n",
    "    Σ_1   = inv(Σ)\n",
    "    w     = Σ_1*ones(n)/(ones(n)'Σ_1*ones(n))\n",
    "    mu    = w'μ + (1-sum(w))*Rf\n",
    "    Std   = sqrt(w'Σ*w)\n",
    "    return w,mu,Std\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mTangency and minimum variance portfolios: \u001b[22m\u001b[39m\n",
      "   tangency   min var\n",
      "A      0.25     -0.02\n",
      "B      0.68      0.62\n",
      "C      0.07      0.40\n",
      "\n"
     ]
    }
   ],
   "source": [
    "(wT,μT,σT) = MVTangencyP(μ,Σ,Rf)\n",
    "(wMvp,muMvp,StdMvp) = MVMinimumVarP(μ,Σ,Rf)\n",
    "printblue(\"Tangency and minimum variance portfolios: \")\n",
    "printmat([wT wMvp];colNames=[\"tangency\",\"min var\"],rowNames=assetNames,prec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"480\" height=\"320\" viewBox=\"0 0 1920 1280\">\n",
       "<defs>\n",
       "  <clipPath id=\"clip960\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"1920\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip960)\" d=\"M0 1280 L1920 1280 L1920 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip961\">\n",
       "    <rect x=\"384\" y=\"0\" width=\"1345\" height=\"1280\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip960)\" d=\"M197.427 1106.38 L1872.76 1106.38 L1872.76 123.472 L197.427 123.472  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip962\">\n",
       "    <rect x=\"197\" y=\"123\" width=\"1676\" height=\"984\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip962)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip962)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"755.87,1106.38 755.87,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip962)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1314.31,1106.38 1314.31,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip962)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1872.76,1106.38 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip962)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip962)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,778.744 1872.76,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip962)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,451.108 1872.76,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip962)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"197.427,123.472 1872.76,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip960)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 1872.76,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip960)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip960)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"755.87,1106.38 755.87,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip960)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1314.31,1106.38 1314.31,1087.48 \"/>\n",
       "<polyline clip-path=\"url(#clip960)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1872.76,1106.38 1872.76,1087.48 \"/>\n",
       "<path clip-path=\"url(#clip960)\" d=\"M197.427 1133.46 Q193.816 1133.46 191.988 1137.02 Q190.182 1140.56 190.182 1147.69 Q190.182 1154.8 191.988 1158.37 Q193.816 1161.91 197.427 1161.91 Q201.062 1161.91 202.867 1158.37 Q204.696 1154.8 204.696 1147.69 Q204.696 1140.56 202.867 1137.02 Q201.062 1133.46 197.427 1133.46 M197.427 1129.75 Q203.238 1129.75 206.293 1134.36 Q209.372 1138.94 209.372 1147.69 Q209.372 1156.42 206.293 1161.03 Q203.238 1165.61 197.427 1165.61 Q191.617 1165.61 188.539 1161.03 Q185.483 1156.42 185.483 1147.69 Q185.483 1138.94 188.539 1134.36 Q191.617 1129.75 197.427 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M746.148 1130.38 L764.504 1130.38 L764.504 1134.32 L750.43 1134.32 L750.43 1142.79 Q751.449 1142.44 752.468 1142.28 Q753.486 1142.09 754.505 1142.09 Q760.292 1142.09 763.671 1145.26 Q767.051 1148.44 767.051 1153.85 Q767.051 1159.43 763.579 1162.53 Q760.106 1165.61 753.787 1165.61 Q751.611 1165.61 749.343 1165.24 Q747.097 1164.87 744.69 1164.13 L744.69 1159.43 Q746.773 1160.56 748.995 1161.12 Q751.218 1161.68 753.694 1161.68 Q757.699 1161.68 760.037 1159.57 Q762.375 1157.46 762.375 1153.85 Q762.375 1150.24 760.037 1148.13 Q757.699 1146.03 753.694 1146.03 Q751.819 1146.03 749.944 1146.44 Q748.093 1146.86 746.148 1147.74 L746.148 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1289 1161 L1296.64 1161 L1296.64 1134.64 L1288.33 1136.31 L1288.33 1132.05 L1296.59 1130.38 L1301.27 1130.38 L1301.27 1161 L1308.91 1161 L1308.91 1164.94 L1289 1164.94 L1289 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1328.35 1133.46 Q1324.74 1133.46 1322.91 1137.02 Q1321.11 1140.56 1321.11 1147.69 Q1321.11 1154.8 1322.91 1158.37 Q1324.74 1161.91 1328.35 1161.91 Q1331.99 1161.91 1333.79 1158.37 Q1335.62 1154.8 1335.62 1147.69 Q1335.62 1140.56 1333.79 1137.02 Q1331.99 1133.46 1328.35 1133.46 M1328.35 1129.75 Q1334.16 1129.75 1337.22 1134.36 Q1340.3 1138.94 1340.3 1147.69 Q1340.3 1156.42 1337.22 1161.03 Q1334.16 1165.61 1328.35 1165.61 Q1322.54 1165.61 1319.46 1161.03 Q1316.41 1156.42 1316.41 1147.69 Q1316.41 1138.94 1319.46 1134.36 Q1322.54 1129.75 1328.35 1129.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1847.94 1161 L1855.58 1161 L1855.58 1134.64 L1847.27 1136.31 L1847.27 1132.05 L1855.53 1130.38 L1860.21 1130.38 L1860.21 1161 L1867.85 1161 L1867.85 1164.94 L1847.94 1164.94 L1847.94 1161 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1877.34 1130.38 L1895.7 1130.38 L1895.7 1134.32 L1881.62 1134.32 L1881.62 1142.79 Q1882.64 1142.44 1883.66 1142.28 Q1884.68 1142.09 1885.7 1142.09 Q1891.48 1142.09 1894.86 1145.26 Q1898.24 1148.44 1898.24 1153.85 Q1898.24 1159.43 1894.77 1162.53 Q1891.3 1165.61 1884.98 1165.61 Q1882.8 1165.61 1880.53 1165.24 Q1878.29 1164.87 1875.88 1164.13 L1875.88 1159.43 Q1877.96 1160.56 1880.19 1161.12 Q1882.41 1161.68 1884.89 1161.68 Q1888.89 1161.68 1891.23 1159.57 Q1893.57 1157.46 1893.57 1153.85 Q1893.57 1150.24 1891.23 1148.13 Q1888.89 1146.03 1884.89 1146.03 Q1883.01 1146.03 1881.14 1146.44 Q1879.28 1146.86 1877.34 1147.74 L1877.34 1130.38 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M901.746 1198.08 L901.746 1204.35 Q898.086 1202.6 894.839 1201.74 Q891.593 1200.88 888.569 1200.88 Q883.317 1200.88 880.453 1202.92 Q877.62 1204.96 877.62 1208.71 Q877.62 1211.87 879.498 1213.49 Q881.408 1215.08 886.691 1216.07 L890.574 1216.86 Q897.767 1218.23 901.173 1221.7 Q904.611 1225.14 904.611 1230.93 Q904.611 1237.84 899.964 1241.4 Q895.349 1244.97 886.405 1244.97 Q883.031 1244.97 879.211 1244.2 Q875.424 1243.44 871.35 1241.94 L871.35 1235.32 Q875.265 1237.52 879.02 1238.63 Q882.776 1239.75 886.405 1239.75 Q891.911 1239.75 894.903 1237.58 Q897.895 1235.42 897.895 1231.41 Q897.895 1227.91 895.73 1225.93 Q893.598 1223.96 888.696 1222.97 L884.781 1222.21 Q877.588 1220.78 874.374 1217.72 Q871.159 1214.67 871.159 1209.22 Q871.159 1202.92 875.583 1199.29 Q880.039 1195.66 887.837 1195.66 Q891.179 1195.66 894.648 1196.27 Q898.118 1196.87 901.746 1198.08 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M920.175 1198.27 L920.175 1208.4 L932.238 1208.4 L932.238 1212.95 L920.175 1212.95 L920.175 1232.3 Q920.175 1236.66 921.352 1237.9 Q922.562 1239.14 926.222 1239.14 L932.238 1239.14 L932.238 1244.04 L926.222 1244.04 Q919.443 1244.04 916.865 1241.53 Q914.286 1238.98 914.286 1232.3 L914.286 1212.95 L909.99 1212.95 L909.99 1208.4 L914.286 1208.4 L914.286 1198.27 L920.175 1198.27 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M963.398 1213.81 L963.398 1194.52 L969.254 1194.52 L969.254 1244.04 L963.398 1244.04 L963.398 1238.7 Q961.552 1241.88 958.719 1243.44 Q955.918 1244.97 951.971 1244.97 Q945.51 1244.97 941.436 1239.81 Q937.394 1234.65 937.394 1226.25 Q937.394 1217.85 941.436 1212.69 Q945.51 1207.54 951.971 1207.54 Q955.918 1207.54 958.719 1209.1 Q961.552 1210.62 963.398 1213.81 M943.441 1226.25 Q943.441 1232.71 946.083 1236.4 Q948.757 1240.07 953.404 1240.07 Q958.051 1240.07 960.724 1236.4 Q963.398 1232.71 963.398 1226.25 Q963.398 1219.79 960.724 1216.13 Q958.051 1212.44 953.404 1212.44 Q948.757 1212.44 946.083 1216.13 Q943.441 1219.79 943.441 1226.25 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M995.386 1194.58 Q991.121 1201.9 989.052 1209.06 Q986.983 1216.23 986.983 1223.58 Q986.983 1230.93 989.052 1238.16 Q991.152 1245.35 995.386 1252.64 L990.293 1252.64 Q985.519 1245.16 983.132 1237.93 Q980.776 1230.71 980.776 1223.58 Q980.776 1216.48 983.132 1209.29 Q985.487 1202.09 990.293 1194.58 L995.386 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1029.54 1221.76 Q1031.61 1222.46 1033.55 1224.76 Q1035.52 1227.05 1037.49 1231.06 L1044.02 1244.04 L1037.11 1244.04 L1031.03 1231.85 Q1028.68 1227.08 1026.45 1225.52 Q1024.25 1223.96 1020.43 1223.96 L1013.43 1223.96 L1013.43 1244.04 L1007 1244.04 L1007 1196.52 L1021.52 1196.52 Q1029.66 1196.52 1033.68 1199.93 Q1037.69 1203.34 1037.69 1210.21 Q1037.69 1214.7 1035.59 1217.66 Q1033.52 1220.62 1029.54 1221.76 M1013.43 1201.81 L1013.43 1218.68 L1021.52 1218.68 Q1026.16 1218.68 1028.52 1216.54 Q1030.91 1214.38 1030.91 1210.21 Q1030.91 1206.04 1028.52 1203.94 Q1026.16 1201.81 1021.52 1201.81 L1013.43 1201.81 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1053.35 1241.05 L1053.35 1251.65 L1049.62 1251.65 L1049.62 1224.09 L1053.35 1224.09 L1053.35 1227.11 Q1054.49 1225.33 1056.27 1224.47 Q1058.06 1223.61 1060.51 1223.61 Q1064.61 1223.61 1067.16 1226.47 Q1069.71 1229.37 1069.71 1234.08 Q1069.71 1238.79 1067.16 1241.69 Q1064.61 1244.55 1060.51 1244.55 Q1058.06 1244.55 1056.27 1243.69 Q1054.49 1242.83 1053.35 1241.05 M1064.23 1239.75 Q1065.89 1237.71 1065.89 1234.08 Q1065.89 1230.45 1064.23 1228.42 Q1062.54 1226.35 1059.62 1226.35 Q1056.69 1226.35 1055 1228.42 Q1053.35 1230.45 1053.35 1234.08 Q1053.35 1237.71 1055 1239.75 Q1056.69 1241.82 1059.62 1241.82 Q1062.54 1241.82 1064.23 1239.75 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1079.03 1194.58 L1084.12 1194.58 Q1088.9 1202.09 1091.25 1209.29 Q1093.64 1216.48 1093.64 1223.58 Q1093.64 1230.71 1091.25 1237.93 Q1088.9 1245.16 1084.12 1252.64 L1079.03 1252.64 Q1083.26 1245.35 1085.33 1238.16 Q1087.43 1230.93 1087.43 1223.58 Q1087.43 1216.23 1085.33 1209.06 Q1083.26 1201.9 1079.03 1194.58 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1106.88 1235.96 L1113.6 1235.96 L1113.6 1241.43 L1108.38 1251.62 L1104.27 1251.62 L1106.88 1241.43 L1106.88 1235.96 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1188.08 1223.13 Q1185.31 1223.13 1183.72 1225.49 Q1182.16 1227.84 1182.16 1232.04 Q1182.16 1236.18 1183.72 1238.57 Q1185.31 1240.92 1188.08 1240.92 Q1190.78 1240.92 1192.34 1238.57 Q1193.93 1236.18 1193.93 1232.04 Q1193.93 1227.87 1192.34 1225.52 Q1190.78 1223.13 1188.08 1223.13 M1188.08 1219.09 Q1193.1 1219.09 1196.06 1222.59 Q1199.02 1226.09 1199.02 1232.04 Q1199.02 1238 1196.03 1241.5 Q1193.07 1244.97 1188.08 1244.97 Q1182.98 1244.97 1180.02 1241.5 Q1177.06 1238 1177.06 1232.04 Q1177.06 1226.06 1180.02 1222.59 Q1183.01 1219.09 1188.08 1219.09 M1155.23 1199.71 Q1152.49 1199.71 1150.9 1202.09 Q1149.34 1204.45 1149.34 1208.59 Q1149.34 1212.79 1150.9 1215.14 Q1152.46 1217.5 1155.23 1217.5 Q1158 1217.5 1159.56 1215.14 Q1161.15 1212.79 1161.15 1208.59 Q1161.15 1204.48 1159.56 1202.09 Q1157.97 1199.71 1155.23 1199.71 M1183.97 1195.66 L1189.06 1195.66 L1159.33 1244.97 L1154.24 1244.97 L1183.97 1195.66 M1155.23 1195.66 Q1160.26 1195.66 1163.25 1199.17 Q1166.24 1202.63 1166.24 1208.59 Q1166.24 1214.6 1163.25 1218.07 Q1160.29 1221.54 1155.23 1221.54 Q1150.17 1221.54 1147.21 1218.07 Q1144.28 1214.57 1144.28 1208.59 Q1144.28 1202.67 1147.24 1199.17 Q1150.2 1195.66 1155.23 1195.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip960)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 197.427,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip960)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,1106.38 216.325,1106.38 \"/>\n",
       "<polyline clip-path=\"url(#clip960)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,778.744 216.325,778.744 \"/>\n",
       "<polyline clip-path=\"url(#clip960)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,451.108 216.325,451.108 \"/>\n",
       "<polyline clip-path=\"url(#clip960)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,123.472 216.325,123.472 \"/>\n",
       "<path clip-path=\"url(#clip960)\" d=\"M156.683 1092.18 Q153.072 1092.18 151.243 1095.74 Q149.438 1099.28 149.438 1106.41 Q149.438 1113.52 151.243 1117.09 Q153.072 1120.63 156.683 1120.63 Q160.317 1120.63 162.123 1117.09 Q163.952 1113.52 163.952 1106.41 Q163.952 1099.28 162.123 1095.74 Q160.317 1092.18 156.683 1092.18 M156.683 1088.47 Q162.493 1088.47 165.549 1093.08 Q168.627 1097.66 168.627 1106.41 Q168.627 1115.14 165.549 1119.75 Q162.493 1124.33 156.683 1124.33 Q150.873 1124.33 147.794 1119.75 Q144.739 1115.14 144.739 1106.41 Q144.739 1097.66 147.794 1093.08 Q150.873 1088.47 156.683 1088.47 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M147.725 761.464 L166.081 761.464 L166.081 765.399 L152.007 765.399 L152.007 773.871 Q153.026 773.524 154.044 773.362 Q155.063 773.177 156.081 773.177 Q161.868 773.177 165.248 776.348 Q168.627 779.519 168.627 784.936 Q168.627 790.515 165.155 793.617 Q161.683 796.695 155.364 796.695 Q153.188 796.695 150.919 796.325 Q148.674 795.954 146.266 795.214 L146.266 790.515 Q148.35 791.649 150.572 792.205 Q152.794 792.76 155.271 792.76 Q159.276 792.76 161.614 790.654 Q163.952 788.547 163.952 784.936 Q163.952 781.325 161.614 779.218 Q159.276 777.112 155.271 777.112 Q153.396 777.112 151.521 777.529 Q149.669 777.945 147.725 778.825 L147.725 761.464 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M117.331 464.453 L124.97 464.453 L124.97 438.087 L116.66 439.754 L116.66 435.495 L124.924 433.828 L129.6 433.828 L129.6 464.453 L137.239 464.453 L137.239 468.388 L117.331 468.388 L117.331 464.453 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M156.683 436.907 Q153.072 436.907 151.243 440.472 Q149.438 444.013 149.438 451.143 Q149.438 458.249 151.243 461.814 Q153.072 465.356 156.683 465.356 Q160.317 465.356 162.123 461.814 Q163.952 458.249 163.952 451.143 Q163.952 444.013 162.123 440.472 Q160.317 436.907 156.683 436.907 M156.683 433.203 Q162.493 433.203 165.549 437.809 Q168.627 442.393 168.627 451.143 Q168.627 459.87 165.549 464.476 Q162.493 469.059 156.683 469.059 Q150.873 469.059 147.794 464.476 Q144.739 459.87 144.739 451.143 Q144.739 442.393 147.794 437.809 Q150.873 433.203 156.683 433.203 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M118.327 136.817 L125.966 136.817 L125.966 110.451 L117.656 112.118 L117.656 107.859 L125.919 106.192 L130.595 106.192 L130.595 136.817 L138.234 136.817 L138.234 140.752 L118.327 140.752 L118.327 136.817 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M147.725 106.192 L166.081 106.192 L166.081 110.127 L152.007 110.127 L152.007 118.599 Q153.026 118.252 154.044 118.09 Q155.063 117.905 156.081 117.905 Q161.868 117.905 165.248 121.076 Q168.627 124.248 168.627 129.664 Q168.627 135.243 165.155 138.345 Q161.683 141.423 155.364 141.423 Q153.188 141.423 150.919 141.053 Q148.674 140.683 146.266 139.942 L146.266 135.243 Q148.35 136.377 150.572 136.933 Q152.794 137.488 155.271 137.488 Q159.276 137.488 161.614 135.382 Q163.952 133.275 163.952 129.664 Q163.952 126.053 161.614 123.947 Q159.276 121.84 155.271 121.84 Q153.396 121.84 151.521 122.257 Q149.669 122.674 147.725 123.553 L147.725 106.192 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M26.0842 718.814 L26.0842 688.768 L31.495 688.768 L31.495 712.385 L45.5632 712.385 L45.5632 689.755 L50.9741 689.755 L50.9741 712.385 L68.1933 712.385 L68.1933 688.195 L73.6042 688.195 L73.6042 718.814 L26.0842 718.814 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M51.3242 655.094 Q52.0244 653.025 54.3161 651.083 Q56.6077 649.11 60.6181 647.136 L73.6042 640.612 L73.6042 647.518 L61.4138 653.598 Q56.6395 655.953 55.08 658.181 Q53.5204 660.377 53.5204 664.197 L53.5204 671.199 L73.6042 671.199 L73.6042 677.628 L26.0842 677.628 L26.0842 663.114 Q26.0842 654.966 29.4898 650.956 Q32.8955 646.945 39.7704 646.945 Q44.2582 646.945 47.2183 649.046 Q50.1784 651.115 51.3242 655.094 M31.3677 671.199 L48.2368 671.199 L48.2368 663.114 Q48.2368 658.467 46.1043 656.112 Q43.94 653.725 39.7704 653.725 Q35.6009 653.725 33.5002 656.112 Q31.3677 658.467 31.3677 663.114 L31.3677 671.199 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M70.6123 631.286 L81.2112 631.286 L81.2112 635.01 L53.6477 635.01 L53.6477 631.286 L56.6714 631.286 Q54.889 630.14 54.0296 628.358 Q53.1702 626.575 53.1702 624.124 Q53.1702 620.019 56.0348 617.472 Q58.9312 614.926 63.6418 614.926 Q68.3524 614.926 71.2488 617.472 Q74.1134 620.019 74.1134 624.124 Q74.1134 626.575 73.254 628.358 Q72.3947 630.14 70.6123 631.286 M69.3073 620.4 Q67.2703 618.745 63.6418 618.745 Q60.0134 618.745 57.9763 620.4 Q55.9075 622.087 55.9075 625.016 Q55.9075 627.944 57.9763 629.631 Q60.0134 631.286 63.6418 631.286 Q67.2703 631.286 69.3073 629.631 Q71.3762 627.944 71.3762 625.016 Q71.3762 622.087 69.3073 620.4 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M65.5197 603.181 L65.5197 596.465 L70.9942 596.465 L81.1793 601.685 L81.1793 605.791 L70.9942 603.181 L65.5197 603.181 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M52.6928 521.987 Q52.6928 524.756 55.0481 526.347 Q57.4034 527.907 61.6048 527.907 Q65.7425 527.907 68.1296 526.347 Q70.485 524.756 70.485 521.987 Q70.485 519.281 68.1296 517.722 Q65.7425 516.13 61.6048 516.13 Q57.4353 516.13 55.08 517.722 Q52.6928 519.281 52.6928 521.987 M48.6506 521.987 Q48.6506 516.958 52.1517 513.998 Q55.6529 511.038 61.6048 511.038 Q67.5567 511.038 71.0579 514.03 Q74.5272 516.99 74.5272 521.987 Q74.5272 527.079 71.0579 530.039 Q67.5567 532.999 61.6048 532.999 Q55.621 532.999 52.1517 530.039 Q48.6506 527.047 48.6506 521.987 M29.267 554.834 Q29.267 557.571 31.6542 559.162 Q34.0095 560.722 38.1472 560.722 Q42.3485 560.722 44.7038 559.162 Q47.0592 557.603 47.0592 554.834 Q47.0592 552.065 44.7038 550.505 Q42.3485 548.914 38.1472 548.914 Q34.0413 548.914 31.6542 550.505 Q29.267 552.096 29.267 554.834 M25.2248 526.093 L25.2248 521 L74.5272 550.728 L74.5272 555.82 L25.2248 526.093 M25.2248 554.834 Q25.2248 549.805 28.7259 546.813 Q32.1952 543.821 38.1472 543.821 Q44.1628 543.821 47.6321 546.813 Q51.1014 549.773 51.1014 554.834 Q51.1014 559.894 47.6321 562.855 Q44.1309 565.783 38.1472 565.783 Q32.2271 565.783 28.7259 562.823 Q25.2248 559.863 25.2248 554.834 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M467.155 12.096 L479.348 12.096 L494.782 53.2532 L510.297 12.096 L522.49 12.096 L522.49 72.576 L514.51 72.576 L514.51 19.4686 L498.914 60.9499 L490.691 60.9499 L475.095 19.4686 L475.095 72.576 L467.155 72.576 L467.155 12.096 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M577.218 48.0275 L577.218 51.6733 L542.947 51.6733 Q543.433 59.3701 547.565 63.421 Q551.738 67.4314 559.151 67.4314 Q563.445 67.4314 567.455 66.3781 Q571.506 65.3249 575.476 63.2184 L575.476 70.267 Q571.466 71.9684 567.253 72.8596 Q563.04 73.7508 558.705 73.7508 Q547.849 73.7508 541.489 67.4314 Q535.17 61.1119 535.17 50.3365 Q535.17 39.1965 541.165 32.6746 Q547.201 26.1121 557.409 26.1121 Q566.564 26.1121 571.871 32.0264 Q577.218 37.9003 577.218 48.0275 M569.764 45.84 Q569.683 39.7232 566.321 36.0774 Q562.999 32.4315 557.49 32.4315 Q551.252 32.4315 547.484 35.9558 Q543.758 39.4801 543.19 45.8805 L569.764 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M610.071 49.7694 Q601.037 49.7694 597.554 51.8354 Q594.07 53.9013 594.07 58.8839 Q594.07 62.8538 596.662 65.2034 Q599.295 67.5124 603.792 67.5124 Q609.99 67.5124 613.717 63.1374 Q617.484 58.7219 617.484 51.4303 L617.484 49.7694 L610.071 49.7694 M624.938 46.6907 L624.938 72.576 L617.484 72.576 L617.484 65.6895 Q614.932 69.8214 611.124 71.8063 Q607.316 73.7508 601.807 73.7508 Q594.839 73.7508 590.707 69.8619 Q586.616 65.9325 586.616 59.3701 Q586.616 51.7138 591.72 47.825 Q596.865 43.9361 607.033 43.9361 L617.484 43.9361 L617.484 43.2069 Q617.484 38.0623 614.081 35.2672 Q610.719 32.4315 604.602 32.4315 Q600.713 32.4315 597.027 33.3632 Q593.341 34.295 589.938 36.1584 L589.938 29.2718 Q594.029 27.692 597.878 26.9223 Q601.726 26.1121 605.372 26.1121 Q615.215 26.1121 620.077 31.2163 Q624.938 36.3204 624.938 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M678.004 45.1919 L678.004 72.576 L670.551 72.576 L670.551 45.4349 Q670.551 38.994 668.039 35.7938 Q665.528 32.5936 660.505 32.5936 Q654.469 32.5936 650.985 36.4419 Q647.501 40.2903 647.501 46.9338 L647.501 72.576 L640.007 72.576 L640.007 27.2059 L647.501 27.2059 L647.501 34.2544 Q650.175 30.163 653.78 28.1376 Q657.426 26.1121 662.165 26.1121 Q669.984 26.1121 673.994 30.9732 Q678.004 35.7938 678.004 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M713.895 27.2059 L721.795 27.2059 L735.973 65.2844 L750.151 27.2059 L758.05 27.2059 L741.037 72.576 L730.909 72.576 L713.895 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M797.263 28.5427 L797.263 35.5912 Q794.103 33.9709 790.701 33.1607 Q787.298 32.3505 783.652 32.3505 Q778.102 32.3505 775.307 34.0519 Q772.553 35.7533 772.553 39.156 Q772.553 41.7486 774.538 43.2475 Q776.522 44.7058 782.518 46.0426 L785.07 46.6097 Q793.01 48.3111 796.331 51.4303 Q799.694 54.509 799.694 60.0587 Q799.694 66.3781 794.671 70.0644 Q789.688 73.7508 780.938 73.7508 Q777.292 73.7508 773.322 73.0216 Q769.393 72.3329 765.018 70.9151 L765.018 63.2184 Q769.15 65.3654 773.16 66.4591 Q777.171 67.5124 781.1 67.5124 Q786.366 67.5124 789.202 65.73 Q792.037 63.9071 792.037 60.6258 Q792.037 57.5877 789.971 55.9673 Q787.946 54.3469 781.019 52.8481 L778.426 52.2405 Q771.499 50.7821 768.421 47.7845 Q765.342 44.7463 765.342 39.4801 Q765.342 33.0797 769.879 29.5959 Q774.416 26.1121 782.761 26.1121 Q786.893 26.1121 790.539 26.7198 Q794.184 27.3274 797.263 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M866.858 28.5427 L866.858 35.5912 Q863.698 33.9709 860.295 33.1607 Q856.892 32.3505 853.247 32.3505 Q847.697 32.3505 844.902 34.0519 Q842.147 35.7533 842.147 39.156 Q842.147 41.7486 844.132 43.2475 Q846.117 44.7058 852.112 46.0426 L854.664 46.6097 Q862.604 48.3111 865.926 51.4303 Q869.288 54.509 869.288 60.0587 Q869.288 66.3781 864.265 70.0644 Q859.282 73.7508 850.532 73.7508 Q846.887 73.7508 842.917 73.0216 Q838.987 72.3329 834.612 70.9151 L834.612 63.2184 Q838.744 65.3654 842.755 66.4591 Q846.765 67.5124 850.695 67.5124 Q855.961 67.5124 858.796 65.73 Q861.632 63.9071 861.632 60.6258 Q861.632 57.5877 859.566 55.9673 Q857.541 54.3469 850.614 52.8481 L848.021 52.2405 Q841.094 50.7821 838.015 47.7845 Q834.937 44.7463 834.937 39.4801 Q834.937 33.0797 839.474 29.5959 Q844.011 26.1121 852.355 26.1121 Q856.487 26.1121 860.133 26.7198 Q863.779 27.3274 866.858 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M888.53 14.324 L888.53 27.2059 L903.883 27.2059 L903.883 32.9987 L888.53 32.9987 L888.53 57.6282 Q888.53 63.1779 890.029 64.7578 Q891.568 66.3376 896.227 66.3376 L903.883 66.3376 L903.883 72.576 L896.227 72.576 Q887.598 72.576 884.317 69.3758 Q881.036 66.1351 881.036 57.6282 L881.036 32.9987 L875.567 32.9987 L875.567 27.2059 L881.036 27.2059 L881.036 14.324 L888.53 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M934.305 49.7694 Q925.272 49.7694 921.788 51.8354 Q918.304 53.9013 918.304 58.8839 Q918.304 62.8538 920.897 65.2034 Q923.53 67.5124 928.026 67.5124 Q934.224 67.5124 937.951 63.1374 Q941.718 58.7219 941.718 51.4303 L941.718 49.7694 L934.305 49.7694 M949.172 46.6907 L949.172 72.576 L941.718 72.576 L941.718 65.6895 Q939.166 69.8214 935.358 71.8063 Q931.551 73.7508 926.041 73.7508 Q919.074 73.7508 914.942 69.8619 Q910.85 65.9325 910.85 59.3701 Q910.85 51.7138 915.955 47.825 Q921.099 43.9361 931.267 43.9361 L941.718 43.9361 L941.718 43.2069 Q941.718 38.0623 938.316 35.2672 Q934.953 32.4315 928.836 32.4315 Q924.948 32.4315 921.261 33.3632 Q917.575 34.295 914.172 36.1584 L914.172 29.2718 Q918.264 27.692 922.112 26.9223 Q925.96 26.1121 929.606 26.1121 Q939.45 26.1121 944.311 31.2163 Q949.172 36.3204 949.172 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1002.24 45.1919 L1002.24 72.576 L994.785 72.576 L994.785 45.4349 Q994.785 38.994 992.274 35.7938 Q989.762 32.5936 984.739 32.5936 Q978.703 32.5936 975.219 36.4419 Q971.736 40.2903 971.736 46.9338 L971.736 72.576 L964.241 72.576 L964.241 27.2059 L971.736 27.2059 L971.736 34.2544 Q974.409 30.163 978.014 28.1376 Q981.66 26.1121 986.4 26.1121 Q994.218 26.1121 998.228 30.9732 Q1002.24 35.7938 1002.24 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1046.96 34.0924 L1046.96 9.54393 L1054.41 9.54393 L1054.41 72.576 L1046.96 72.576 L1046.96 65.7705 Q1044.61 69.8214 1041.01 71.8063 Q1037.44 73.7508 1032.42 73.7508 Q1024.19 73.7508 1019.01 67.1883 Q1013.86 60.6258 1013.86 49.9314 Q1013.86 39.2371 1019.01 32.6746 Q1024.19 26.1121 1032.42 26.1121 Q1037.44 26.1121 1041.01 28.0971 Q1044.61 30.0415 1046.96 34.0924 M1021.56 49.9314 Q1021.56 58.1548 1024.92 62.8538 Q1028.33 67.5124 1034.24 67.5124 Q1040.16 67.5124 1043.56 62.8538 Q1046.96 58.1548 1046.96 49.9314 Q1046.96 41.7081 1043.56 37.0496 Q1040.16 32.3505 1034.24 32.3505 Q1028.33 32.3505 1024.92 37.0496 Q1021.56 41.7081 1021.56 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1090.39 49.7694 Q1081.35 49.7694 1077.87 51.8354 Q1074.39 53.9013 1074.39 58.8839 Q1074.39 62.8538 1076.98 65.2034 Q1079.61 67.5124 1084.11 67.5124 Q1090.31 67.5124 1094.03 63.1374 Q1097.8 58.7219 1097.8 51.4303 L1097.8 49.7694 L1090.39 49.7694 M1105.25 46.6907 L1105.25 72.576 L1097.8 72.576 L1097.8 65.6895 Q1095.25 69.8214 1091.44 71.8063 Q1087.63 73.7508 1082.12 73.7508 Q1075.16 73.7508 1071.02 69.8619 Q1066.93 65.9325 1066.93 59.3701 Q1066.93 51.7138 1072.04 47.825 Q1077.18 43.9361 1087.35 43.9361 L1097.8 43.9361 L1097.8 43.2069 Q1097.8 38.0623 1094.4 35.2672 Q1091.03 32.4315 1084.92 32.4315 Q1081.03 32.4315 1077.34 33.3632 Q1073.66 34.295 1070.25 36.1584 L1070.25 29.2718 Q1074.34 27.692 1078.19 26.9223 Q1082.04 26.1121 1085.69 26.1121 Q1095.53 26.1121 1100.39 31.2163 Q1105.25 36.3204 1105.25 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1146.9 34.1734 Q1145.64 33.4443 1144.14 33.1202 Q1142.68 32.7556 1140.9 32.7556 Q1134.58 32.7556 1131.18 36.8875 Q1127.82 40.9789 1127.82 48.6757 L1127.82 72.576 L1120.32 72.576 L1120.32 27.2059 L1127.82 27.2059 L1127.82 34.2544 Q1130.17 30.1225 1133.93 28.1376 Q1137.7 26.1121 1143.09 26.1121 Q1143.86 26.1121 1144.79 26.2337 Q1145.72 26.3147 1146.86 26.5172 L1146.9 34.1734 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1183.11 34.0924 L1183.11 9.54393 L1190.57 9.54393 L1190.57 72.576 L1183.11 72.576 L1183.11 65.7705 Q1180.76 69.8214 1177.16 71.8063 Q1173.59 73.7508 1168.57 73.7508 Q1160.35 73.7508 1155.16 67.1883 Q1150.02 60.6258 1150.02 49.9314 Q1150.02 39.2371 1155.16 32.6746 Q1160.35 26.1121 1168.57 26.1121 Q1173.59 26.1121 1177.16 28.0971 Q1180.76 30.0415 1183.11 34.0924 M1157.71 49.9314 Q1157.71 58.1548 1161.07 62.8538 Q1164.48 67.5124 1170.39 67.5124 Q1176.31 67.5124 1179.71 62.8538 Q1183.11 58.1548 1183.11 49.9314 Q1183.11 41.7081 1179.71 37.0496 Q1176.31 32.3505 1170.39 32.3505 Q1164.48 32.3505 1161.07 37.0496 Q1157.71 41.7081 1157.71 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1262.14 34.0924 L1262.14 9.54393 L1269.6 9.54393 L1269.6 72.576 L1262.14 72.576 L1262.14 65.7705 Q1259.8 69.8214 1256.19 71.8063 Q1252.63 73.7508 1247.6 73.7508 Q1239.38 73.7508 1234.19 67.1883 Q1229.05 60.6258 1229.05 49.9314 Q1229.05 39.2371 1234.19 32.6746 Q1239.38 26.1121 1247.6 26.1121 Q1252.63 26.1121 1256.19 28.0971 Q1259.8 30.0415 1262.14 34.0924 M1236.75 49.9314 Q1236.75 58.1548 1240.11 62.8538 Q1243.51 67.5124 1249.43 67.5124 Q1255.34 67.5124 1258.74 62.8538 Q1262.14 58.1548 1262.14 49.9314 Q1262.14 41.7081 1258.74 37.0496 Q1255.34 32.3505 1249.43 32.3505 Q1243.51 32.3505 1240.11 37.0496 Q1236.75 41.7081 1236.75 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1323.76 48.0275 L1323.76 51.6733 L1289.49 51.6733 Q1289.97 59.3701 1294.11 63.421 Q1298.28 67.4314 1305.69 67.4314 Q1309.99 67.4314 1314 66.3781 Q1318.05 65.3249 1322.02 63.2184 L1322.02 70.267 Q1318.01 71.9684 1313.79 72.8596 Q1309.58 73.7508 1305.25 73.7508 Q1294.39 73.7508 1288.03 67.4314 Q1281.71 61.1119 1281.71 50.3365 Q1281.71 39.1965 1287.71 32.6746 Q1293.74 26.1121 1303.95 26.1121 Q1313.11 26.1121 1318.41 32.0264 Q1323.76 37.9003 1323.76 48.0275 M1316.31 45.84 Q1316.22 39.7232 1312.86 36.0774 Q1309.54 32.4315 1304.03 32.4315 Q1297.79 32.4315 1294.03 35.9558 Q1290.3 39.4801 1289.73 45.8805 L1316.31 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1330.65 27.2059 L1338.54 27.2059 L1352.72 65.2844 L1366.9 27.2059 L1374.8 27.2059 L1357.79 72.576 L1347.66 72.576 L1330.65 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1385.09 27.2059 L1392.54 27.2059 L1392.54 72.576 L1385.09 72.576 L1385.09 27.2059 M1385.09 9.54393 L1392.54 9.54393 L1392.54 18.9825 L1385.09 18.9825 L1385.09 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1428.76 49.7694 Q1419.73 49.7694 1416.24 51.8354 Q1412.76 53.9013 1412.76 58.8839 Q1412.76 62.8538 1415.35 65.2034 Q1417.98 67.5124 1422.48 67.5124 Q1428.68 67.5124 1432.4 63.1374 Q1436.17 58.7219 1436.17 51.4303 L1436.17 49.7694 L1428.76 49.7694 M1443.63 46.6907 L1443.63 72.576 L1436.17 72.576 L1436.17 65.6895 Q1433.62 69.8214 1429.81 71.8063 Q1426 73.7508 1420.49 73.7508 Q1413.53 73.7508 1409.4 69.8619 Q1405.3 65.9325 1405.3 59.3701 Q1405.3 51.7138 1410.41 47.825 Q1415.55 43.9361 1425.72 43.9361 L1436.17 43.9361 L1436.17 43.2069 Q1436.17 38.0623 1432.77 35.2672 Q1429.41 32.4315 1423.29 32.4315 Q1419.4 32.4315 1415.71 33.3632 Q1412.03 34.295 1408.63 36.1584 L1408.63 29.2718 Q1412.72 27.692 1416.57 26.9223 Q1420.41 26.1121 1424.06 26.1121 Q1433.9 26.1121 1438.76 31.2163 Q1443.63 36.3204 1443.63 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1466.35 14.324 L1466.35 27.2059 L1481.7 27.2059 L1481.7 32.9987 L1466.35 32.9987 L1466.35 57.6282 Q1466.35 63.1779 1467.85 64.7578 Q1469.39 66.3376 1474.05 66.3376 L1481.7 66.3376 L1481.7 72.576 L1474.05 72.576 Q1465.42 72.576 1462.14 69.3758 Q1458.86 66.1351 1458.86 57.6282 L1458.86 32.9987 L1453.39 32.9987 L1453.39 27.2059 L1458.86 27.2059 L1458.86 14.324 L1466.35 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1491.51 27.2059 L1498.96 27.2059 L1498.96 72.576 L1491.51 72.576 L1491.51 27.2059 M1491.51 9.54393 L1498.96 9.54393 L1498.96 18.9825 L1491.51 18.9825 L1491.51 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1532.14 32.4315 Q1526.14 32.4315 1522.66 37.1306 Q1519.17 41.7891 1519.17 49.9314 Q1519.17 58.0738 1522.62 62.7728 Q1526.1 67.4314 1532.14 67.4314 Q1538.09 67.4314 1541.58 62.7323 Q1545.06 58.0333 1545.06 49.9314 Q1545.06 41.8701 1541.58 37.1711 Q1538.09 32.4315 1532.14 32.4315 M1532.14 26.1121 Q1541.86 26.1121 1547.41 32.4315 Q1552.96 38.7509 1552.96 49.9314 Q1552.96 61.0714 1547.41 67.4314 Q1541.86 73.7508 1532.14 73.7508 Q1522.37 73.7508 1516.83 67.4314 Q1511.32 61.0714 1511.32 49.9314 Q1511.32 38.7509 1516.83 32.4315 Q1522.37 26.1121 1532.14 26.1121 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M1603.03 45.1919 L1603.03 72.576 L1595.57 72.576 L1595.57 45.4349 Q1595.57 38.994 1593.06 35.7938 Q1590.55 32.5936 1585.53 32.5936 Q1579.49 32.5936 1576.01 36.4419 Q1572.53 40.2903 1572.53 46.9338 L1572.53 72.576 L1565.03 72.576 L1565.03 27.2059 L1572.53 27.2059 L1572.53 34.2544 Q1575.2 30.163 1578.8 28.1376 Q1582.45 26.1121 1587.19 26.1121 Q1595.01 26.1121 1599.02 30.9732 Q1603.03 35.7938 1603.03 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip962)\" style=\"stroke:#ff0000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1631.87,909.798 1606.44,901.935 1581.18,894.072 1556.07,886.209 1531.15,878.345 1506.41,870.482 1481.87,862.619 1457.53,854.755 1433.42,846.892 1409.53,839.029 1385.9,831.166 1362.53,823.302 1339.44,815.439 1316.64,807.576 1294.16,799.713 1272.01,791.849 1250.22,783.986 1228.81,776.123 1207.8,768.26 1187.21,760.396 1167.08,752.533 1147.44,744.67 1128.31,736.807 1109.72,728.943 1091.72,721.08 1074.33,713.217 1057.6,705.353 1041.56,697.49 1026.25,689.627 1011.72,681.764 998.001,673.9 985.144,666.037 973.189,658.174 962.179,650.311 952.154,642.447 943.154,634.584 935.217,626.721 928.378,618.858 922.667,610.994 918.112,603.131 914.734,595.268 912.55,587.405 911.572,579.541 911.803,571.678 913.243,563.815 915.885,555.952 919.715,548.088 924.714,540.225 930.859,532.362 938.122,524.498 946.469,516.635 955.865,508.772 966.271,500.909 977.648,493.045 989.952,485.182 1003.14,477.319 1017.18,469.456 1032.01,461.592 1047.6,453.729 1063.91,445.866 1080.9,438.003 1098.53,430.139 1116.76,422.276 1135.55,414.413 1154.88,406.55 1174.72,398.686 1195.02,390.823 1215.77,382.96 1236.94,375.097 1258.5,367.233 1280.43,359.37 1302.71,351.507 1325.32,343.643 1348.23,335.78 1371.43,327.917 1394.9,320.054 1418.63,312.19 1442.6,304.327 1466.8,296.464 1491.22,288.601 1515.84,280.737 1540.65,272.874 1565.65,265.011 1590.81,257.148 1616.14,249.284 1641.63,241.421 1667.26,233.558 1693.02,225.695 1718.93,217.831 1744.95,209.968 1771.1,202.105 1797.36,194.241 1823.72,186.378 1850.19,178.515 1876.76,170.652 1903.42,162.788 1930.16,154.925 1957,147.062 1983.91,139.199 2010.9,131.335 2037.97,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip962)\" style=\"stroke:#0000ff; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"197.427,909.798 212.065,901.935 226.703,894.072 241.341,886.209 255.979,878.345 270.617,870.482 285.255,862.619 299.893,854.755 314.531,846.892 329.169,839.029 343.807,831.166 358.445,823.302 373.083,815.439 387.721,807.576 402.358,799.713 416.996,791.849 431.634,783.986 446.272,776.123 460.91,768.26 475.548,760.396 490.186,752.533 504.824,744.67 519.462,736.807 534.1,728.943 548.738,721.08 563.376,713.217 578.014,705.353 592.651,697.49 607.289,689.627 621.927,681.764 636.565,673.9 651.203,666.037 665.841,658.174 680.479,650.311 695.117,642.447 709.755,634.584 724.393,626.721 739.031,618.858 753.669,610.994 768.307,603.131 782.944,595.268 797.582,587.405 812.22,579.541 826.858,571.678 841.496,563.815 856.134,555.952 870.772,548.088 885.41,540.225 900.048,532.362 914.686,524.498 929.324,516.635 943.962,508.772 958.6,500.909 973.238,493.045 987.875,485.182 1002.51,477.319 1017.15,469.456 1031.79,461.592 1046.43,453.729 1061.07,445.866 1075.7,438.003 1090.34,430.139 1104.98,422.276 1119.62,414.413 1134.25,406.55 1148.89,398.686 1163.53,390.823 1178.17,382.96 1192.81,375.097 1207.44,367.233 1222.08,359.37 1236.72,351.507 1251.36,343.643 1266,335.78 1280.63,327.917 1295.27,320.054 1309.91,312.19 1324.55,304.327 1339.19,296.464 1353.82,288.601 1368.46,280.737 1383.1,272.874 1397.74,265.011 1412.38,257.148 1427.01,249.284 1441.65,241.421 1456.29,233.558 1470.93,225.695 1485.56,217.831 1500.2,209.968 1514.84,202.105 1529.48,194.241 1544.12,186.378 1558.75,178.515 1573.39,170.652 1588.03,162.788 1602.67,154.925 1617.31,147.062 1631.94,139.199 1646.58,131.335 1661.22,123.472 \"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1446.4\" cy=\"851.135\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1429.64\" cy=\"845.655\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1413\" cy=\"840.174\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1396.47\" cy=\"834.694\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1380.07\" cy=\"829.213\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1363.8\" cy=\"823.733\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1347.67\" cy=\"818.252\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1331.67\" cy=\"812.772\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1315.82\" cy=\"807.291\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1300.13\" cy=\"801.811\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1284.59\" cy=\"796.33\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1269.22\" cy=\"790.85\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1254.03\" cy=\"785.37\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1239.02\" cy=\"779.889\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1224.19\" cy=\"774.409\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1209.57\" cy=\"768.928\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1195.15\" cy=\"763.448\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1180.94\" cy=\"757.967\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1166.97\" cy=\"752.487\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1153.22\" cy=\"747.006\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1139.72\" cy=\"741.526\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1126.48\" cy=\"736.045\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1113.51\" cy=\"730.565\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1100.81\" cy=\"725.084\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1088.41\" cy=\"719.604\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1076.3\" cy=\"714.124\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1064.52\" cy=\"708.643\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1053.06\" cy=\"703.163\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1041.94\" cy=\"697.682\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1031.18\" cy=\"692.202\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1020.79\" cy=\"686.721\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1010.78\" cy=\"681.241\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1001.17\" cy=\"675.76\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"991.972\" cy=\"670.28\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"983.201\" cy=\"664.799\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"974.872\" cy=\"659.319\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"966.999\" cy=\"653.838\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"959.595\" cy=\"648.358\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"952.676\" cy=\"642.877\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"946.253\" cy=\"637.397\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"940.34\" cy=\"631.917\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"934.95\" cy=\"626.436\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"930.094\" cy=\"620.956\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"925.781\" cy=\"615.475\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"922.024\" cy=\"609.995\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"918.828\" cy=\"604.514\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"916.204\" cy=\"599.034\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"914.156\" cy=\"593.553\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"912.689\" cy=\"588.073\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"911.808\" cy=\"582.592\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"911.514\" cy=\"577.112\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"911.808\" cy=\"571.631\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"912.689\" cy=\"566.151\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"914.156\" cy=\"560.67\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"916.204\" cy=\"555.19\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"918.828\" cy=\"549.71\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"922.024\" cy=\"544.229\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"925.781\" cy=\"538.749\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"930.094\" cy=\"533.268\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"934.95\" cy=\"527.788\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"940.34\" cy=\"522.307\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"946.253\" cy=\"516.827\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"952.676\" cy=\"511.346\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"959.595\" cy=\"505.866\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"966.999\" cy=\"500.385\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"974.872\" cy=\"494.905\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"983.201\" cy=\"489.424\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"991.972\" cy=\"483.944\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1001.17\" cy=\"478.464\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1010.78\" cy=\"472.983\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1020.79\" cy=\"467.503\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1031.18\" cy=\"462.022\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1041.94\" cy=\"456.542\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1053.06\" cy=\"451.061\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1064.52\" cy=\"445.581\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1076.3\" cy=\"440.1\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1088.41\" cy=\"434.62\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1100.81\" cy=\"429.139\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1113.51\" cy=\"423.659\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1126.48\" cy=\"418.178\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1139.72\" cy=\"412.698\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1153.22\" cy=\"407.217\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1166.97\" cy=\"401.737\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1180.94\" cy=\"396.257\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1195.15\" cy=\"390.776\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1209.57\" cy=\"385.296\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1224.19\" cy=\"379.815\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1239.02\" cy=\"374.335\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1254.03\" cy=\"368.854\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1269.22\" cy=\"363.374\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1284.59\" cy=\"357.893\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1300.13\" cy=\"352.413\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1315.82\" cy=\"346.932\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1331.67\" cy=\"341.452\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1347.67\" cy=\"335.971\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1363.8\" cy=\"330.491\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1380.07\" cy=\"325.01\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1396.47\" cy=\"319.53\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1413\" cy=\"314.05\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1429.64\" cy=\"308.569\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<circle clip-path=\"url(#clip962)\" cx=\"1446.4\" cy=\"303.089\" r=\"14.4\" fill=\"#ff00ff\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"2.56\"/>\n",
       "<path clip-path=\"url(#clip960)\" d=\"M263.897 170.307 Q260.795 175.631 259.29 180.84 Q257.786 186.048 257.786 191.395 Q257.786 196.742 259.29 201.997 Q260.818 207.228 263.897 212.529 L260.193 212.529 Q256.721 207.089 254.985 201.835 Q253.272 196.58 253.272 191.395 Q253.272 186.233 254.985 181.002 Q256.698 175.77 260.193 170.307 L263.897 170.307 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M288.688 181.117 L288.688 185.145 Q286.883 184.219 284.938 183.756 Q282.994 183.293 280.91 183.293 Q277.739 183.293 276.142 184.266 Q274.568 185.238 274.568 187.182 Q274.568 188.664 275.702 189.52 Q276.836 190.353 280.262 191.117 L281.721 191.441 Q286.258 192.414 288.156 194.196 Q290.077 195.955 290.077 199.127 Q290.077 202.738 287.207 204.844 Q284.36 206.951 279.36 206.951 Q277.276 206.951 275.008 206.534 Q272.762 206.14 270.262 205.33 L270.262 200.932 Q272.624 202.159 274.915 202.784 Q277.207 203.386 279.452 203.386 Q282.461 203.386 284.082 202.367 Q285.702 201.326 285.702 199.451 Q285.702 197.715 284.522 196.789 Q283.364 195.863 279.406 195.006 L277.924 194.659 Q273.966 193.826 272.207 192.113 Q270.448 190.377 270.448 187.367 Q270.448 183.71 273.04 181.719 Q275.633 179.729 280.401 179.729 Q282.762 179.729 284.846 180.076 Q286.929 180.423 288.688 181.117 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M315.517 181.349 L315.517 185.33 Q313.711 184.335 311.883 183.849 Q310.077 183.34 308.225 183.34 Q304.082 183.34 301.79 185.978 Q299.498 188.594 299.498 193.34 Q299.498 198.085 301.79 200.724 Q304.082 203.34 308.225 203.34 Q310.077 203.34 311.883 202.853 Q313.711 202.344 315.517 201.349 L315.517 205.284 Q313.734 206.117 311.813 206.534 Q309.915 206.951 307.762 206.951 Q301.906 206.951 298.457 203.27 Q295.008 199.59 295.008 193.34 Q295.008 186.997 298.48 183.363 Q301.975 179.729 308.04 179.729 Q310.008 179.729 311.883 180.145 Q313.758 180.539 315.517 181.349 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M334.707 193.247 Q329.544 193.247 327.554 194.428 Q325.563 195.608 325.563 198.455 Q325.563 200.724 327.045 202.066 Q328.549 203.386 331.119 203.386 Q334.66 203.386 336.79 200.886 Q338.943 198.363 338.943 194.196 L338.943 193.247 L334.707 193.247 M343.202 191.488 L343.202 206.279 L338.943 206.279 L338.943 202.344 Q337.484 204.705 335.308 205.839 Q333.132 206.951 329.984 206.951 Q326.003 206.951 323.642 204.728 Q321.304 202.483 321.304 198.733 Q321.304 194.358 324.22 192.136 Q327.16 189.914 332.97 189.914 L338.943 189.914 L338.943 189.497 Q338.943 186.557 336.998 184.96 Q335.077 183.34 331.582 183.34 Q329.359 183.34 327.253 183.872 Q325.146 184.404 323.202 185.469 L323.202 181.534 Q325.54 180.631 327.739 180.191 Q329.938 179.729 332.021 179.729 Q337.646 179.729 340.424 182.645 Q343.202 185.562 343.202 191.488 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M356.188 172.992 L356.188 180.354 L364.961 180.354 L364.961 183.664 L356.188 183.664 L356.188 197.738 Q356.188 200.909 357.044 201.812 Q357.924 202.715 360.586 202.715 L364.961 202.715 L364.961 206.279 L360.586 206.279 Q355.655 206.279 353.78 204.451 Q351.905 202.599 351.905 197.738 L351.905 183.664 L348.781 183.664 L348.781 180.354 L351.905 180.354 L351.905 172.992 L356.188 172.992 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M374.776 172.992 L374.776 180.354 L383.549 180.354 L383.549 183.664 L374.776 183.664 L374.776 197.738 Q374.776 200.909 375.632 201.812 Q376.512 202.715 379.174 202.715 L383.549 202.715 L383.549 206.279 L379.174 206.279 Q374.243 206.279 372.368 204.451 Q370.493 202.599 370.493 197.738 L370.493 183.664 L367.368 183.664 L367.368 180.354 L370.493 180.354 L370.493 172.992 L374.776 172.992 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M411.326 192.252 L411.326 194.335 L391.743 194.335 Q392.021 198.733 394.382 201.048 Q396.766 203.34 401.002 203.34 Q403.456 203.34 405.748 202.738 Q408.063 202.136 410.331 200.932 L410.331 204.96 Q408.039 205.932 405.632 206.441 Q403.225 206.951 400.748 206.951 Q394.544 206.951 390.91 203.34 Q387.299 199.728 387.299 193.571 Q387.299 187.205 390.725 183.479 Q394.174 179.729 400.007 179.729 Q405.239 179.729 408.271 183.108 Q411.326 186.465 411.326 192.252 M407.067 191.002 Q407.021 187.506 405.1 185.423 Q403.202 183.34 400.053 183.34 Q396.489 183.34 394.336 185.353 Q392.206 187.367 391.882 191.025 L407.067 191.002 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M433.34 184.335 Q432.623 183.918 431.766 183.733 Q430.933 183.525 429.914 183.525 Q426.303 183.525 424.359 185.886 Q422.438 188.224 422.438 192.622 L422.438 206.279 L418.155 206.279 L418.155 180.354 L422.438 180.354 L422.438 184.381 Q423.78 182.02 425.933 180.886 Q428.086 179.729 431.164 179.729 Q431.604 179.729 432.137 179.798 Q432.669 179.844 433.317 179.96 L433.34 184.335 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M456.998 202.39 L456.998 216.14 L452.715 216.14 L452.715 180.354 L456.998 180.354 L456.998 184.289 Q458.34 181.974 460.377 180.863 Q462.437 179.729 465.285 179.729 Q470.007 179.729 472.947 183.479 Q475.909 187.228 475.909 193.34 Q475.909 199.451 472.947 203.201 Q470.007 206.951 465.285 206.951 Q462.437 206.951 460.377 205.839 Q458.34 204.705 456.998 202.39 M471.488 193.34 Q471.488 188.641 469.544 185.978 Q467.622 183.293 464.243 183.293 Q460.863 183.293 458.919 185.978 Q456.998 188.641 456.998 193.34 Q456.998 198.039 458.919 200.724 Q460.863 203.386 464.243 203.386 Q467.622 203.386 469.544 200.724 Q471.488 198.039 471.488 193.34 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M493.016 183.34 Q489.59 183.34 487.599 186.025 Q485.608 188.687 485.608 193.34 Q485.608 197.992 487.576 200.677 Q489.567 203.34 493.016 203.34 Q496.419 203.34 498.409 200.654 Q500.4 197.969 500.4 193.34 Q500.4 188.733 498.409 186.048 Q496.419 183.34 493.016 183.34 M493.016 179.729 Q498.571 179.729 501.743 183.34 Q504.914 186.951 504.914 193.34 Q504.914 199.705 501.743 203.34 Q498.571 206.951 493.016 206.951 Q487.437 206.951 484.266 203.34 Q481.118 199.705 481.118 193.34 Q481.118 186.951 484.266 183.34 Q487.437 179.729 493.016 179.729 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M511.974 180.354 L516.233 180.354 L516.233 206.279 L511.974 206.279 L511.974 180.354 M511.974 170.261 L516.233 170.261 L516.233 175.654 L511.974 175.654 L511.974 170.261 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M546.696 190.631 L546.696 206.279 L542.437 206.279 L542.437 190.77 Q542.437 187.09 541.002 185.261 Q539.567 183.432 536.696 183.432 Q533.247 183.432 531.256 185.631 Q529.266 187.83 529.266 191.627 L529.266 206.279 L524.983 206.279 L524.983 180.354 L529.266 180.354 L529.266 184.381 Q530.793 182.043 532.854 180.886 Q534.937 179.729 537.645 179.729 Q542.113 179.729 544.404 182.506 Q546.696 185.261 546.696 190.631 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M559.404 172.992 L559.404 180.354 L568.177 180.354 L568.177 183.664 L559.404 183.664 L559.404 197.738 Q559.404 200.909 560.261 201.812 Q561.14 202.715 563.802 202.715 L568.177 202.715 L568.177 206.279 L563.802 206.279 Q558.872 206.279 556.997 204.451 Q555.122 202.599 555.122 197.738 L555.122 183.664 L551.997 183.664 L551.997 180.354 L555.122 180.354 L555.122 172.992 L559.404 172.992 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M590.307 181.117 L590.307 185.145 Q588.501 184.219 586.557 183.756 Q584.613 183.293 582.529 183.293 Q579.358 183.293 577.761 184.266 Q576.187 185.238 576.187 187.182 Q576.187 188.664 577.321 189.52 Q578.455 190.353 581.881 191.117 L583.339 191.441 Q587.876 192.414 589.775 194.196 Q591.696 195.955 591.696 199.127 Q591.696 202.738 588.826 204.844 Q585.978 206.951 580.978 206.951 Q578.895 206.951 576.627 206.534 Q574.381 206.14 571.881 205.33 L571.881 200.932 Q574.242 202.159 576.534 202.784 Q578.826 203.386 581.071 203.386 Q584.08 203.386 585.701 202.367 Q587.321 201.326 587.321 199.451 Q587.321 197.715 586.14 196.789 Q584.983 195.863 581.025 195.006 L579.543 194.659 Q575.585 193.826 573.826 192.113 Q572.066 190.377 572.066 187.367 Q572.066 183.71 574.659 181.719 Q577.251 179.729 582.02 179.729 Q584.381 179.729 586.464 180.076 Q588.548 180.423 590.307 181.117 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M625.33 193.247 Q620.168 193.247 618.177 194.428 Q616.186 195.608 616.186 198.455 Q616.186 200.724 617.668 202.066 Q619.173 203.386 621.742 203.386 Q625.284 203.386 627.413 200.886 Q629.566 198.363 629.566 194.196 L629.566 193.247 L625.33 193.247 M633.825 191.488 L633.825 206.279 L629.566 206.279 L629.566 202.344 Q628.108 204.705 625.932 205.839 Q623.756 206.951 620.608 206.951 Q616.626 206.951 614.265 204.728 Q611.927 202.483 611.927 198.733 Q611.927 194.358 614.844 192.136 Q617.784 189.914 623.594 189.914 L629.566 189.914 L629.566 189.497 Q629.566 186.557 627.622 184.96 Q625.7 183.34 622.205 183.34 Q619.983 183.34 617.876 183.872 Q615.77 184.404 613.825 185.469 L613.825 181.534 Q616.163 180.631 618.362 180.191 Q620.561 179.729 622.645 179.729 Q628.27 179.729 631.048 182.645 Q633.825 185.562 633.825 191.488 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M657.621 184.335 Q656.904 183.918 656.047 183.733 Q655.214 183.525 654.196 183.525 Q650.584 183.525 648.64 185.886 Q646.719 188.224 646.719 192.622 L646.719 206.279 L642.436 206.279 L642.436 180.354 L646.719 180.354 L646.719 184.381 Q648.061 182.02 650.214 180.886 Q652.367 179.729 655.446 179.729 Q655.885 179.729 656.418 179.798 Q656.95 179.844 657.598 179.96 L657.621 184.335 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M683.223 192.252 L683.223 194.335 L663.64 194.335 Q663.918 198.733 666.279 201.048 Q668.663 203.34 672.899 203.34 Q675.353 203.34 677.644 202.738 Q679.959 202.136 682.228 200.932 L682.228 204.96 Q679.936 205.932 677.529 206.441 Q675.121 206.951 672.645 206.951 Q666.441 206.951 662.807 203.34 Q659.196 199.728 659.196 193.571 Q659.196 187.205 662.621 183.479 Q666.07 179.729 671.904 179.729 Q677.135 179.729 680.168 183.108 Q683.223 186.465 683.223 192.252 M678.964 191.002 Q678.918 187.506 676.996 185.423 Q675.098 183.34 671.95 183.34 Q668.385 183.34 666.233 185.353 Q664.103 187.367 663.779 191.025 L678.964 191.002 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M726.834 190.631 L726.834 206.279 L722.575 206.279 L722.575 190.77 Q722.575 187.09 721.14 185.261 Q719.704 183.432 716.834 183.432 Q713.385 183.432 711.394 185.631 Q709.404 187.83 709.404 191.627 L709.404 206.279 L705.121 206.279 L705.121 180.354 L709.404 180.354 L709.404 184.381 Q710.931 182.043 712.992 180.886 Q715.075 179.729 717.783 179.729 Q722.251 179.729 724.542 182.506 Q726.834 185.261 726.834 190.631 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M757.505 192.252 L757.505 194.335 L737.922 194.335 Q738.2 198.733 740.561 201.048 Q742.945 203.34 747.181 203.34 Q749.635 203.34 751.926 202.738 Q754.241 202.136 756.51 200.932 L756.51 204.96 Q754.218 205.932 751.811 206.441 Q749.403 206.951 746.927 206.951 Q740.723 206.951 737.089 203.34 Q733.478 199.728 733.478 193.571 Q733.478 187.205 736.903 183.479 Q740.352 179.729 746.186 179.729 Q751.417 179.729 754.45 183.108 Q757.505 186.465 757.505 192.252 M753.246 191.002 Q753.2 187.506 751.278 185.423 Q749.38 183.34 746.232 183.34 Q742.667 183.34 740.515 185.353 Q738.385 187.367 738.061 191.025 L753.246 191.002 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M762.019 180.354 L766.278 180.354 L771.602 200.585 L776.903 180.354 L781.926 180.354 L787.25 200.585 L792.551 180.354 L796.811 180.354 L790.028 206.279 L785.005 206.279 L779.426 185.029 L773.825 206.279 L768.801 206.279 L762.019 180.354 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip960)\" d=\"M802.598 170.307 L806.301 170.307 Q809.773 175.77 811.486 181.002 Q813.222 186.233 813.222 191.395 Q813.222 196.58 811.486 201.835 Q809.773 207.089 806.301 212.529 L802.598 212.529 Q805.676 207.228 807.181 201.997 Q808.709 196.742 808.709 191.395 Q808.709 186.048 807.181 180.84 Q805.676 175.631 802.598 170.307 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ],
      "text/html": [
       "<img src=\"data:image/png;base64,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\" />"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "L = 101\n",
    "v_range = range(-2.5,2.5,length=L)          #try different mixes of wT and wMvp\n",
    "\n",
    "(ERᵥ,StdRᵥ)  = (fill(NaN,L),fill(NaN,L))\n",
    "for i = 1:L\n",
    "    #local w                                #local/global is needed in script\n",
    "    w        = v_range[i]*wT + (1-v_range[i])*wMvp\n",
    "    ERᵥ[i]   = w'μ\n",
    "    StdRᵥ[i] = sqrt(w'Σ*w)\n",
    "end\n",
    "\n",
    "p1 = plot( [StdRₚ StdRpRf]*100,μˣ_range*100,\n",
    "           legend = nothing,\n",
    "           linecolor = [:red :blue],\n",
    "           xlim = (0,15),\n",
    "           ylim = (0,15),\n",
    "           title = \"Mean vs standard deviation\",\n",
    "           xlabel = \"Std(Rₚ), %\",\n",
    "           ylabel = \"ERₚ, %\",\n",
    "           annotation = (0.5,14,text(\"(scatter points are new)\",8,:left)) )\n",
    "scatter!(StdRᵥ*100,ERᵥ*100,markercolor=:magenta)\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
}