{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "15c6a3e2-8074-4e8e-81b4-580c83aae432",
   "metadata": {},
   "source": [
    "Example 4.3. Astronauts in training are required to practice a docking\n",
    "maneuver under manual control. As a part of this maneuver, it is required to bring\n",
    "an orbiting spacecraft to rest relative to another orbiting craft. The hand\n",
    "controls provide for variable acceleration and deceleration, and there is a device on\n",
    "board that measures the rate of closing between the two vehicles. The following\n",
    "strategy has been proposed for bringing the craft to rest. First, look at the\n",
    "closing velocity. If it is zero, we are done. Otherwise, remember the closing\n",
    "velocity and look at the acceleration control. Move the acceleration control so\n",
    "that it is opposite to the closing velocity (i.e., if closing velocity is positive, we\n",
    "slow down, and we speed up if it is negative) and proportional in magnitude\n",
    "(i.e., we brake twice as hard if we find ourselves closing twice as fast). After a\n",
    "time, look at the closing velocity again and repeat the procedure. Under what\n",
    "circumstances will this strategy be effective?    "
   ]
  },
  {
   "attachments": {
    "cc7a060a-3209-4edb-936f-89be27180226.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "00596c39-fd28-4204-a856-013b36e954c3",
   "metadata": {},
   "source": [
    "![image.png](attachment:cc7a060a-3209-4edb-936f-89be27180226.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92a2ac8b-d639-4cba-aca0-b268fb81ba24",
   "metadata": {},
   "source": [
    "In Lecture 21 we arrive at the dynamical system\n",
    "$$\n",
    "    X_{n+1}=A X_n\n",
    "    \\quad\\hbox{where}\\quad\n",
    "    A=\\left[\\matrix{\n",
    "        1-w\\kappa & -c\\kappa\\cr\n",
    "        1 & 0\n",
    "    }\\right]\n",
    "    \\quad\\hbox{and}\\quad\n",
    "    X_n=\\left[\\matrix{v_n\\cr v_{n-1}}\\right].\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6ddf573d-2ebb-4310-92a6-a307fa98ba6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "using Symbolics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c2999925-9870-470f-8931-c42f68b1f855",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element Vector{Num}:\n",
       "     c\n",
       "     w\n",
       " kappa"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@variables c,w,kappa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d552ba34-b5c5-473e-8cbd-b63439f2afb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2×2 Matrix{Num}:\n",
       " \u001b[96m1\u001b[39m - kappa*w  -c*kappa\n",
       "           1         0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A=[1-w*kappa -c*kappa; 1 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3e2c15be-8e43-4b1b-bbee-149846830390",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fA (generic function with 1 method)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a function of kappa returning the matrix A\n",
    "fAs=\"fA(kappa)=\"*string(Symbolics.toexpr(A))\n",
    "eval(Meta.parse(fAs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "02b35f1f-ea60-4c3a-8793-fb3f6f337e33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2×2 Matrix{Num}:\n",
       " \u001b[96m1\u001b[39m - kappa*w  -c*kappa\n",
       "           1         0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fA(kappa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c712d2f6-df75-421a-ad23-02752ee006f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2×2 Matrix{Num}:\n",
       " \u001b[96m1\u001b[39m - \u001b[96m10\u001b[39mkappa  \u001b[96m-5\u001b[39mkappa\n",
       "           1        0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fix c and w so the effects of kappa can be explored\n",
    "c=5\n",
    "w=10\n",
    "fA(kappa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e244510c-6107-401f-abf0-21e418803fcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "using LinearAlgebra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "27d3b985-8ca0-4a9c-9067-2373f91ba4f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-element Vector{Float64}:\n",
       " 0.1550510257216822\n",
       " 0.6449489742783179"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eigvals(fA(0.02))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5702a48-d1c0-427e-8e82-edbacec60117",
   "metadata": {},
   "source": [
    "For small positive values of $\\kappa$ the\n",
    "eigenvalues are both positive and less than 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1c0c29cd-0791-4bb5-8c27-86be5ef389cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-element Vector{ComplexF64}:\n",
       " 0.35 - 0.16583123951777004im\n",
       " 0.35 + 0.16583123951777004im"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eigvals(fA(0.03))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "68e0131c-8c85-400a-9368-d6b0d8d7d026",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-element Vector{Float64}:\n",
       " 0.3872983346207417\n",
       " 0.3872983346207417"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "abs.(eigvals(fA(0.03)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "633c7c49-93f2-448b-9042-eb7d3fce9574",
   "metadata": {},
   "source": [
    "When $\\kappa$ is a little larger the eigenvalues\n",
    "are complex and have equal magnitudes which are\n",
    "still less than 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8a3974e2-51e6-489b-b7e0-ba3802497236",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-element Vector{ComplexF64}:\n",
       " -1.0 - 0.7071067811865475im\n",
       " -1.0 + 0.7071067811865475im"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eigvals(fA(0.3))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81e3143d-9362-48ec-ade5-4c7d4d20fc8c",
   "metadata": {},
   "source": [
    "When $\\kappa$ is a bit greater still the eigenvalues are\n",
    "complex but have magnitudes greater than 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "45b72ba6-ea79-4127-bf31-79fdb901ccdb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-element Vector{Float64}:\n",
       " -3.2247448713915894\n",
       " -0.7752551286084108"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eigvals(fA(0.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "701ba0ad-9a23-4b2e-9a02-46439e6050a5",
   "metadata": {},
   "source": [
    "Whe $\\kappa$ is much larger the eigenvalues are negative\n",
    "and one of them has a magnitude much greater than 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9ad86552-761f-42d8-8177-2a77204637d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fabseig2 (generic function with 1 method)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create functions to plot the magnitude of the eigenvalues\n",
    "fabseig1(kappa)=abs(eigvals(fA(kappa))[1])\n",
    "fabseig2(kappa)=abs(eigvals(fA(kappa))[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "23b0da51-f049-4a8e-b8a5-a1f6e6ddcb4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.2247448713915894"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fabseig1(0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e78c4de1-df03-4ee0-8fa5-c8afab5df895",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7752551286084108"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fabseig2(0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d71b9926-132a-44b1-abec-8f636d5c606b",
   "metadata": {},
   "outputs": [],
   "source": [
    "using Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cf334246-881a-454f-9fff-96cc6b953ea4",
   "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=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
       "<defs>\n",
       "  <clipPath id=\"clip380\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip380)\" d=\"M0 1600 L2400 1600 L2400 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip381\">\n",
       "    <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip380)\" d=\"M174.149 1423.18 L2352.76 1423.18 L2352.76 123.472 L174.149 123.472  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip382\">\n",
       "    <rect x=\"174\" y=\"123\" width=\"2180\" height=\"1301\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"235.808,1423.18 235.808,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"646.866,1423.18 646.866,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1057.92,1423.18 1057.92,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1468.98,1423.18 1468.98,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1880.04,1423.18 1880.04,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"2291.1,1423.18 2291.1,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"174.149,1386.4 2352.76,1386.4 \"/>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"174.149,1006.17 2352.76,1006.17 \"/>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"174.149,625.939 2352.76,625.939 \"/>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"174.149,245.711 2352.76,245.711 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"174.149,1423.18 2352.76,1423.18 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"235.808,1423.18 235.808,1404.28 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"646.866,1423.18 646.866,1404.28 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1057.92,1423.18 1057.92,1404.28 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1468.98,1423.18 1468.98,1404.28 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1880.04,1423.18 1880.04,1404.28 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2291.1,1423.18 2291.1,1404.28 \"/>\n",
       "<path clip-path=\"url(#clip380)\" d=\"M213.192 1454.1 Q209.581 1454.1 207.752 1457.66 Q205.947 1461.2 205.947 1468.33 Q205.947 1475.44 207.752 1479.01 Q209.581 1482.55 213.192 1482.55 Q216.826 1482.55 218.632 1479.01 Q220.46 1475.44 220.46 1468.33 Q220.46 1461.2 218.632 1457.66 Q216.826 1454.1 213.192 1454.1 M213.192 1450.39 Q219.002 1450.39 222.058 1455 Q225.136 1459.58 225.136 1468.33 Q225.136 1477.06 222.058 1481.67 Q219.002 1486.25 213.192 1486.25 Q207.382 1486.25 204.303 1481.67 Q201.248 1477.06 201.248 1468.33 Q201.248 1459.58 204.303 1455 Q207.382 1450.39 213.192 1450.39 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M233.354 1479.7 L238.238 1479.7 L238.238 1485.58 L233.354 1485.58 L233.354 1479.7 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M258.423 1454.1 Q254.812 1454.1 252.983 1457.66 Q251.178 1461.2 251.178 1468.33 Q251.178 1475.44 252.983 1479.01 Q254.812 1482.55 258.423 1482.55 Q262.057 1482.55 263.863 1479.01 Q265.692 1475.44 265.692 1468.33 Q265.692 1461.2 263.863 1457.66 Q262.057 1454.1 258.423 1454.1 M258.423 1450.39 Q264.233 1450.39 267.289 1455 Q270.368 1459.58 270.368 1468.33 Q270.368 1477.06 267.289 1481.67 Q264.233 1486.25 258.423 1486.25 Q252.613 1486.25 249.534 1481.67 Q246.479 1477.06 246.479 1468.33 Q246.479 1459.58 249.534 1455 Q252.613 1450.39 258.423 1450.39 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M624.863 1454.1 Q621.252 1454.1 619.424 1457.66 Q617.618 1461.2 617.618 1468.33 Q617.618 1475.44 619.424 1479.01 Q621.252 1482.55 624.863 1482.55 Q628.498 1482.55 630.303 1479.01 Q632.132 1475.44 632.132 1468.33 Q632.132 1461.2 630.303 1457.66 Q628.498 1454.1 624.863 1454.1 M624.863 1450.39 Q630.673 1450.39 633.729 1455 Q636.808 1459.58 636.808 1468.33 Q636.808 1477.06 633.729 1481.67 Q630.673 1486.25 624.863 1486.25 Q619.053 1486.25 615.974 1481.67 Q612.919 1477.06 612.919 1468.33 Q612.919 1459.58 615.974 1455 Q619.053 1450.39 624.863 1450.39 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M645.025 1479.7 L649.909 1479.7 L649.909 1485.58 L645.025 1485.58 L645.025 1479.7 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M660.905 1481.64 L668.544 1481.64 L668.544 1455.28 L660.234 1456.95 L660.234 1452.69 L668.497 1451.02 L673.173 1451.02 L673.173 1481.64 L680.812 1481.64 L680.812 1485.58 L660.905 1485.58 L660.905 1481.64 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1036.11 1454.1 Q1032.5 1454.1 1030.67 1457.66 Q1028.86 1461.2 1028.86 1468.33 Q1028.86 1475.44 1030.67 1479.01 Q1032.5 1482.55 1036.11 1482.55 Q1039.74 1482.55 1041.55 1479.01 Q1043.37 1475.44 1043.37 1468.33 Q1043.37 1461.2 1041.55 1457.66 Q1039.74 1454.1 1036.11 1454.1 M1036.11 1450.39 Q1041.92 1450.39 1044.97 1455 Q1048.05 1459.58 1048.05 1468.33 Q1048.05 1477.06 1044.97 1481.67 Q1041.92 1486.25 1036.11 1486.25 Q1030.3 1486.25 1027.22 1481.67 Q1024.16 1477.06 1024.16 1468.33 Q1024.16 1459.58 1027.22 1455 Q1030.3 1450.39 1036.11 1450.39 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1056.27 1479.7 L1061.15 1479.7 L1061.15 1485.58 L1056.27 1485.58 L1056.27 1479.7 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1075.37 1481.64 L1091.68 1481.64 L1091.68 1485.58 L1069.74 1485.58 L1069.74 1481.64 Q1072.4 1478.89 1076.99 1474.26 Q1081.59 1469.61 1082.77 1468.27 Q1085.02 1465.74 1085.9 1464.01 Q1086.8 1462.25 1086.8 1460.56 Q1086.8 1457.8 1084.86 1456.07 Q1082.93 1454.33 1079.83 1454.33 Q1077.63 1454.33 1075.18 1455.09 Q1072.75 1455.86 1069.97 1457.41 L1069.97 1452.69 Q1072.8 1451.55 1075.25 1450.97 Q1077.7 1450.39 1079.74 1450.39 Q1085.11 1450.39 1088.31 1453.08 Q1091.5 1455.77 1091.5 1460.26 Q1091.5 1462.39 1090.69 1464.31 Q1089.9 1466.2 1087.8 1468.8 Q1087.22 1469.47 1084.12 1472.69 Q1081.01 1475.88 1075.37 1481.64 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1446.69 1454.1 Q1443.08 1454.1 1441.25 1457.66 Q1439.44 1461.2 1439.44 1468.33 Q1439.44 1475.44 1441.25 1479.01 Q1443.08 1482.55 1446.69 1482.55 Q1450.32 1482.55 1452.13 1479.01 Q1453.96 1475.44 1453.96 1468.33 Q1453.96 1461.2 1452.13 1457.66 Q1450.32 1454.1 1446.69 1454.1 M1446.69 1450.39 Q1452.5 1450.39 1455.56 1455 Q1458.63 1459.58 1458.63 1468.33 Q1458.63 1477.06 1455.56 1481.67 Q1452.5 1486.25 1446.69 1486.25 Q1440.88 1486.25 1437.8 1481.67 Q1434.75 1477.06 1434.75 1468.33 Q1434.75 1459.58 1437.8 1455 Q1440.88 1450.39 1446.69 1450.39 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1466.85 1479.7 L1471.74 1479.7 L1471.74 1485.58 L1466.85 1485.58 L1466.85 1479.7 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1496.09 1466.95 Q1499.44 1467.66 1501.32 1469.93 Q1503.22 1472.2 1503.22 1475.53 Q1503.22 1480.65 1499.7 1483.45 Q1496.18 1486.25 1489.7 1486.25 Q1487.52 1486.25 1485.21 1485.81 Q1482.92 1485.39 1480.46 1484.54 L1480.46 1480.02 Q1482.41 1481.16 1484.72 1481.74 Q1487.04 1482.32 1489.56 1482.32 Q1493.96 1482.32 1496.25 1480.58 Q1498.56 1478.84 1498.56 1475.53 Q1498.56 1472.48 1496.41 1470.77 Q1494.28 1469.03 1490.46 1469.03 L1486.43 1469.03 L1486.43 1465.19 L1490.65 1465.19 Q1494.1 1465.19 1495.93 1463.82 Q1497.75 1462.43 1497.75 1459.84 Q1497.75 1457.18 1495.86 1455.77 Q1493.98 1454.33 1490.46 1454.33 Q1488.54 1454.33 1486.34 1454.75 Q1484.14 1455.16 1481.5 1456.04 L1481.5 1451.88 Q1484.17 1451.14 1486.48 1450.77 Q1488.82 1450.39 1490.88 1450.39 Q1496.2 1450.39 1499.31 1452.83 Q1502.41 1455.23 1502.41 1459.35 Q1502.41 1462.22 1500.76 1464.21 Q1499.12 1466.18 1496.09 1466.95 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1857.18 1454.1 Q1853.57 1454.1 1851.74 1457.66 Q1849.94 1461.2 1849.94 1468.33 Q1849.94 1475.44 1851.74 1479.01 Q1853.57 1482.55 1857.18 1482.55 Q1860.81 1482.55 1862.62 1479.01 Q1864.45 1475.44 1864.45 1468.33 Q1864.45 1461.2 1862.62 1457.66 Q1860.81 1454.1 1857.18 1454.1 M1857.18 1450.39 Q1862.99 1450.39 1866.05 1455 Q1869.13 1459.58 1869.13 1468.33 Q1869.13 1477.06 1866.05 1481.67 Q1862.99 1486.25 1857.18 1486.25 Q1851.37 1486.25 1848.29 1481.67 Q1845.24 1477.06 1845.24 1468.33 Q1845.24 1459.58 1848.29 1455 Q1851.37 1450.39 1857.18 1450.39 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1877.34 1479.7 L1882.23 1479.7 L1882.23 1485.58 L1877.34 1485.58 L1877.34 1479.7 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1905.26 1455.09 L1893.45 1473.54 L1905.26 1473.54 L1905.26 1455.09 M1904.03 1451.02 L1909.91 1451.02 L1909.91 1473.54 L1914.84 1473.54 L1914.84 1477.43 L1909.91 1477.43 L1909.91 1485.58 L1905.26 1485.58 L1905.26 1477.43 L1889.66 1477.43 L1889.66 1472.92 L1904.03 1451.02 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M2268.98 1454.1 Q2265.37 1454.1 2263.54 1457.66 Q2261.73 1461.2 2261.73 1468.33 Q2261.73 1475.44 2263.54 1479.01 Q2265.37 1482.55 2268.98 1482.55 Q2272.61 1482.55 2274.42 1479.01 Q2276.25 1475.44 2276.25 1468.33 Q2276.25 1461.2 2274.42 1457.66 Q2272.61 1454.1 2268.98 1454.1 M2268.98 1450.39 Q2274.79 1450.39 2277.84 1455 Q2280.92 1459.58 2280.92 1468.33 Q2280.92 1477.06 2277.84 1481.67 Q2274.79 1486.25 2268.98 1486.25 Q2263.17 1486.25 2260.09 1481.67 Q2257.03 1477.06 2257.03 1468.33 Q2257.03 1459.58 2260.09 1455 Q2263.17 1450.39 2268.98 1450.39 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M2289.14 1479.7 L2294.03 1479.7 L2294.03 1485.58 L2289.14 1485.58 L2289.14 1479.7 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M2304.26 1451.02 L2322.61 1451.02 L2322.61 1454.96 L2308.54 1454.96 L2308.54 1463.43 Q2309.56 1463.08 2310.58 1462.92 Q2311.59 1462.73 2312.61 1462.73 Q2318.4 1462.73 2321.78 1465.9 Q2325.16 1469.08 2325.16 1474.49 Q2325.16 1480.07 2321.69 1483.17 Q2318.22 1486.25 2311.9 1486.25 Q2309.72 1486.25 2307.45 1485.88 Q2305.21 1485.51 2302.8 1484.77 L2302.8 1480.07 Q2304.88 1481.2 2307.1 1481.76 Q2309.33 1482.32 2311.8 1482.32 Q2315.81 1482.32 2318.15 1480.21 Q2320.48 1478.1 2320.48 1474.49 Q2320.48 1470.88 2318.15 1468.77 Q2315.81 1466.67 2311.8 1466.67 Q2309.93 1466.67 2308.05 1467.08 Q2306.2 1467.5 2304.26 1468.38 L2304.26 1451.02 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1169.75 1518.52 L1175.64 1518.52 L1175.64 1547.77 L1193.11 1532.4 L1200.59 1532.4 L1181.68 1549.07 L1201.39 1568.04 L1193.75 1568.04 L1175.64 1550.63 L1175.64 1568.04 L1169.75 1568.04 L1169.75 1518.52 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1222.78 1550.12 Q1215.68 1550.12 1212.94 1551.75 Q1210.2 1553.37 1210.2 1557.29 Q1210.2 1560.4 1212.24 1562.25 Q1214.31 1564.07 1217.84 1564.07 Q1222.71 1564.07 1225.64 1560.63 Q1228.6 1557.16 1228.6 1551.43 L1228.6 1550.12 L1222.78 1550.12 M1234.46 1547.71 L1234.46 1568.04 L1228.6 1568.04 L1228.6 1562.63 Q1226.59 1565.88 1223.6 1567.44 Q1220.61 1568.97 1216.28 1568.97 Q1210.81 1568.97 1207.56 1565.91 Q1204.35 1562.82 1204.35 1557.67 Q1204.35 1551.65 1208.36 1548.6 Q1212.4 1545.54 1220.39 1545.54 L1228.6 1545.54 L1228.6 1544.97 Q1228.6 1540.93 1225.93 1538.73 Q1223.28 1536.5 1218.48 1536.5 Q1215.42 1536.5 1212.53 1537.23 Q1209.63 1537.97 1206.96 1539.43 L1206.96 1534.02 Q1210.17 1532.78 1213.2 1532.17 Q1216.22 1531.54 1219.08 1531.54 Q1226.82 1531.54 1230.64 1535.55 Q1234.46 1539.56 1234.46 1547.71 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1252.19 1562.7 L1252.19 1581.6 L1246.3 1581.6 L1246.3 1532.4 L1252.19 1532.4 L1252.19 1537.81 Q1254.03 1534.62 1256.83 1533.1 Q1259.66 1531.54 1263.58 1531.54 Q1270.07 1531.54 1274.11 1536.69 Q1278.19 1541.85 1278.19 1550.25 Q1278.19 1558.65 1274.11 1563.81 Q1270.07 1568.97 1263.58 1568.97 Q1259.66 1568.97 1256.83 1567.44 Q1254.03 1565.88 1252.19 1562.7 M1272.11 1550.25 Q1272.11 1543.79 1269.44 1540.13 Q1266.79 1536.44 1262.15 1536.44 Q1257.5 1536.44 1254.83 1540.13 Q1252.19 1543.79 1252.19 1550.25 Q1252.19 1556.71 1254.83 1560.4 Q1257.5 1564.07 1262.15 1564.07 Q1266.79 1564.07 1269.44 1560.4 Q1272.11 1556.71 1272.11 1550.25 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1293.56 1562.7 L1293.56 1581.6 L1287.67 1581.6 L1287.67 1532.4 L1293.56 1532.4 L1293.56 1537.81 Q1295.41 1534.62 1298.21 1533.1 Q1301.04 1531.54 1304.96 1531.54 Q1311.45 1531.54 1315.49 1536.69 Q1319.57 1541.85 1319.57 1550.25 Q1319.57 1558.65 1315.49 1563.81 Q1311.45 1568.97 1304.96 1568.97 Q1301.04 1568.97 1298.21 1567.44 Q1295.41 1565.88 1293.56 1562.7 M1313.49 1550.25 Q1313.49 1543.79 1310.81 1540.13 Q1308.17 1536.44 1303.52 1536.44 Q1298.88 1536.44 1296.2 1540.13 Q1293.56 1543.79 1293.56 1550.25 Q1293.56 1556.71 1296.2 1560.4 Q1298.88 1564.07 1303.52 1564.07 Q1308.17 1564.07 1310.81 1560.4 Q1313.49 1556.71 1313.49 1550.25 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1345.47 1550.12 Q1338.38 1550.12 1335.64 1551.75 Q1332.9 1553.37 1332.9 1557.29 Q1332.9 1560.4 1334.94 1562.25 Q1337.01 1564.07 1340.54 1564.07 Q1345.41 1564.07 1348.34 1560.63 Q1351.3 1557.16 1351.3 1551.43 L1351.3 1550.12 L1345.47 1550.12 M1357.16 1547.71 L1357.16 1568.04 L1351.3 1568.04 L1351.3 1562.63 Q1349.29 1565.88 1346.3 1567.44 Q1343.31 1568.97 1338.98 1568.97 Q1333.51 1568.97 1330.26 1565.91 Q1327.05 1562.82 1327.05 1557.67 Q1327.05 1551.65 1331.06 1548.6 Q1335.1 1545.54 1343.09 1545.54 L1351.3 1545.54 L1351.3 1544.97 Q1351.3 1540.93 1348.63 1538.73 Q1345.98 1536.5 1341.18 1536.5 Q1338.12 1536.5 1335.23 1537.23 Q1332.33 1537.97 1329.66 1539.43 L1329.66 1534.02 Q1332.87 1532.78 1335.89 1532.17 Q1338.92 1531.54 1341.78 1531.54 Q1349.52 1531.54 1353.34 1535.55 Q1357.16 1539.56 1357.16 1547.71 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"174.149,1423.18 174.149,123.472 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"174.149,1386.4 193.047,1386.4 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"174.149,1006.17 193.047,1006.17 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"174.149,625.939 193.047,625.939 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"174.149,245.711 193.047,245.711 \"/>\n",
       "<path clip-path=\"url(#clip380)\" d=\"M126.205 1372.19 Q122.593 1372.19 120.765 1375.76 Q118.959 1379.3 118.959 1386.43 Q118.959 1393.54 120.765 1397.1 Q122.593 1400.64 126.205 1400.64 Q129.839 1400.64 131.644 1397.1 Q133.473 1393.54 133.473 1386.43 Q133.473 1379.3 131.644 1375.76 Q129.839 1372.19 126.205 1372.19 M126.205 1368.49 Q132.015 1368.49 135.07 1373.1 Q138.149 1377.68 138.149 1386.43 Q138.149 1395.16 135.07 1399.76 Q132.015 1404.35 126.205 1404.35 Q120.394 1404.35 117.316 1399.76 Q114.26 1395.16 114.26 1386.43 Q114.26 1377.68 117.316 1373.1 Q120.394 1368.49 126.205 1368.49 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M118.242 1019.51 L125.88 1019.51 L125.88 993.147 L117.57 994.813 L117.57 990.554 L125.834 988.887 L130.51 988.887 L130.51 1019.51 L138.149 1019.51 L138.149 1023.45 L118.242 1023.45 L118.242 1019.51 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M121.83 639.284 L138.149 639.284 L138.149 643.219 L116.205 643.219 L116.205 639.284 Q118.867 636.529 123.45 631.9 Q128.056 627.247 129.237 625.904 Q131.482 623.381 132.362 621.645 Q133.265 619.886 133.265 618.196 Q133.265 615.441 131.32 613.705 Q129.399 611.969 126.297 611.969 Q124.098 611.969 121.644 612.733 Q119.214 613.497 116.436 615.048 L116.436 610.326 Q119.26 609.191 121.714 608.613 Q124.168 608.034 126.205 608.034 Q131.575 608.034 134.769 610.719 Q137.964 613.404 137.964 617.895 Q137.964 620.025 137.154 621.946 Q136.367 623.844 134.26 626.437 Q133.681 627.108 130.58 630.326 Q127.478 633.52 121.83 639.284 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M131.019 244.357 Q134.376 245.074 136.251 247.343 Q138.149 249.611 138.149 252.944 Q138.149 258.06 134.63 260.861 Q131.112 263.662 124.63 263.662 Q122.455 263.662 120.14 263.222 Q117.848 262.805 115.394 261.949 L115.394 257.435 Q117.339 258.569 119.654 259.148 Q121.968 259.727 124.492 259.727 Q128.89 259.727 131.181 257.991 Q133.496 256.255 133.496 252.944 Q133.496 249.889 131.343 248.176 Q129.214 246.44 125.394 246.44 L121.367 246.44 L121.367 242.597 L125.58 242.597 Q129.029 242.597 130.857 241.232 Q132.686 239.843 132.686 237.25 Q132.686 234.588 130.788 233.176 Q128.913 231.741 125.394 231.741 Q123.473 231.741 121.274 232.158 Q119.075 232.574 116.436 233.454 L116.436 229.287 Q119.098 228.546 121.413 228.176 Q123.751 227.806 125.811 227.806 Q131.135 227.806 134.237 230.236 Q137.339 232.644 137.339 236.764 Q137.339 239.634 135.695 241.625 Q134.052 243.593 131.019 244.357 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M35.1993 916.952 Q31.2526 914.756 29.3747 911.701 Q27.4968 908.645 27.4968 904.507 Q27.4968 898.937 31.4117 895.914 Q35.2948 892.89 42.4881 892.89 L64.0042 892.89 L64.0042 898.778 L42.679 898.778 Q37.5546 898.778 35.072 900.592 Q32.5894 902.407 32.5894 906.131 Q32.5894 910.682 35.6131 913.324 Q38.6368 915.966 43.8567 915.966 L64.0042 915.966 L64.0042 921.854 L42.679 921.854 Q37.5228 921.854 35.072 923.668 Q32.5894 925.482 32.5894 929.27 Q32.5894 933.758 35.6449 936.399 Q38.6686 939.041 43.8567 939.041 L64.0042 939.041 L64.0042 944.93 L28.3562 944.93 L28.3562 939.041 L33.8944 939.041 Q30.616 937.036 29.0564 934.235 Q27.4968 931.434 27.4968 927.583 Q27.4968 923.7 29.4702 920.994 Q31.4436 918.257 35.1993 916.952 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M46.0847 865.008 Q46.0847 872.106 47.7079 874.843 Q49.3312 877.58 53.2461 877.58 Q56.3653 877.58 58.2114 875.543 Q60.0256 873.474 60.0256 869.941 Q60.0256 865.072 56.5881 862.144 Q53.1188 859.183 47.3897 859.183 L46.0847 859.183 L46.0847 865.008 M43.6657 853.327 L64.0042 853.327 L64.0042 859.183 L58.5933 859.183 Q61.8398 861.189 63.3994 864.181 Q64.9272 867.172 64.9272 871.501 Q64.9272 876.976 61.8716 880.222 Q58.7843 883.437 53.6281 883.437 Q47.6125 883.437 44.5569 879.426 Q41.5014 875.384 41.5014 867.395 L41.5014 859.183 L40.9285 859.183 Q36.8862 859.183 34.6901 861.857 Q32.4621 864.499 32.4621 869.305 Q32.4621 872.36 33.1941 875.257 Q33.9262 878.153 35.3903 880.827 L29.9795 880.827 Q28.7381 877.612 28.1334 874.588 Q27.4968 871.565 27.4968 868.7 Q27.4968 860.966 31.5072 857.146 Q35.5176 853.327 43.6657 853.327 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M45.7664 817.806 Q39.4007 817.806 35.8996 820.448 Q32.3984 823.058 32.3984 827.801 Q32.3984 832.511 35.8996 835.153 Q39.4007 837.763 45.7664 837.763 Q52.1003 837.763 55.6014 835.153 Q59.1026 832.511 59.1026 827.801 Q59.1026 823.058 55.6014 820.448 Q52.1003 817.806 45.7664 817.806 M59.58 811.95 Q68.683 811.95 73.1071 815.992 Q77.5631 820.034 77.5631 828.373 Q77.5631 831.461 77.0857 834.198 Q76.6401 836.935 75.6852 839.513 L69.9879 839.513 Q71.3884 836.935 72.0568 834.421 Q72.7252 831.906 72.7252 829.296 Q72.7252 823.535 69.7015 820.671 Q66.7096 817.806 60.6303 817.806 L57.7339 817.806 Q60.885 819.621 62.4446 822.453 Q64.0042 825.286 64.0042 829.233 Q64.0042 835.789 59.0071 839.8 Q54.01 843.81 45.7664 843.81 Q37.491 843.81 32.4939 839.8 Q27.4968 835.789 27.4968 829.233 Q27.4968 825.286 29.0564 822.453 Q30.616 819.621 33.7671 817.806 L28.3562 817.806 L28.3562 811.95 L59.58 811.95 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M42.4881 770.255 L64.0042 770.255 L64.0042 776.111 L42.679 776.111 Q37.6183 776.111 35.1038 778.084 Q32.5894 780.058 32.5894 784.004 Q32.5894 788.747 35.6131 791.484 Q38.6368 794.221 43.8567 794.221 L64.0042 794.221 L64.0042 800.11 L28.3562 800.11 L28.3562 794.221 L33.8944 794.221 Q30.6797 792.121 29.0883 789.288 Q27.4968 786.423 27.4968 782.699 Q27.4968 776.557 31.3163 773.406 Q35.1038 770.255 42.4881 770.255 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M28.3562 758.573 L28.3562 752.717 L64.0042 752.717 L64.0042 758.573 L28.3562 758.573 M14.479 758.573 L14.479 752.717 L21.895 752.717 L21.895 758.573 L14.479 758.573 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M18.2347 734.67 L28.3562 734.67 L28.3562 722.607 L32.9077 722.607 L32.9077 734.67 L52.2594 734.67 Q56.6199 734.67 57.8613 733.493 Q59.1026 732.283 59.1026 728.623 L59.1026 722.607 L64.0042 722.607 L64.0042 728.623 Q64.0042 735.402 61.4897 737.98 Q58.9434 740.559 52.2594 740.559 L32.9077 740.559 L32.9077 744.855 L28.3562 744.855 L28.3562 740.559 L18.2347 740.559 L18.2347 734.67 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M49.9359 715.509 L28.3562 715.509 L28.3562 709.653 L49.7131 709.653 Q54.7739 709.653 57.3202 707.68 Q59.8346 705.706 59.8346 701.76 Q59.8346 697.017 56.8109 694.28 Q53.7872 691.511 48.5673 691.511 L28.3562 691.511 L28.3562 685.654 L64.0042 685.654 L64.0042 691.511 L58.5296 691.511 Q61.7762 693.643 63.3676 696.476 Q64.9272 699.277 64.9272 703.001 Q64.9272 709.144 61.1078 712.327 Q57.2883 715.509 49.9359 715.509 M27.4968 700.773 L27.4968 700.773 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M33.7671 650.134 L14.479 650.134 L14.479 644.277 L64.0042 644.277 L64.0042 650.134 L58.657 650.134 Q61.8398 651.98 63.3994 654.812 Q64.9272 657.613 64.9272 661.56 Q64.9272 668.021 59.771 672.095 Q54.6147 676.138 46.212 676.138 Q37.8093 676.138 32.6531 672.095 Q27.4968 668.021 27.4968 661.56 Q27.4968 657.613 29.0564 654.812 Q30.5842 651.98 33.7671 650.134 M46.212 670.09 Q52.6732 670.09 56.3653 667.448 Q60.0256 664.775 60.0256 660.128 Q60.0256 655.481 56.3653 652.807 Q52.6732 650.134 46.212 650.134 Q39.7508 650.134 36.0905 652.807 Q32.3984 655.481 32.3984 660.128 Q32.3984 664.775 36.0905 667.448 Q39.7508 670.09 46.212 670.09 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M44.7161 601.722 L47.5806 601.722 L47.5806 628.649 Q53.6281 628.267 56.8109 625.021 Q59.9619 621.743 59.9619 615.918 Q59.9619 612.544 59.1344 609.393 Q58.3069 606.21 56.6518 603.091 L62.1899 603.091 Q63.5267 606.242 64.227 609.552 Q64.9272 612.862 64.9272 616.268 Q64.9272 624.798 59.9619 629.795 Q54.9967 634.76 46.5303 634.76 Q37.7774 634.76 32.6531 630.05 Q27.4968 625.307 27.4968 617.287 Q27.4968 610.093 32.1438 605.924 Q36.7589 601.722 44.7161 601.722 M42.9973 607.579 Q38.1912 607.643 35.3266 610.284 Q32.4621 612.894 32.4621 617.223 Q32.4621 622.125 35.2312 625.085 Q38.0002 628.013 43.0292 628.458 L42.9973 607.579 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M849.025 12.096 L861.218 12.096 L876.652 53.2532 L892.167 12.096 L904.36 12.096 L904.36 72.576 L896.38 72.576 L896.38 19.4686 L880.784 60.9499 L872.56 60.9499 L856.964 19.4686 L856.964 72.576 L849.025 72.576 L849.025 12.096 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M940.899 49.7694 Q931.866 49.7694 928.382 51.8354 Q924.898 53.9013 924.898 58.8839 Q924.898 62.8538 927.491 65.2034 Q930.124 67.5124 934.62 67.5124 Q940.818 67.5124 944.545 63.1374 Q948.312 58.7219 948.312 51.4303 L948.312 49.7694 L940.899 49.7694 M955.766 46.6907 L955.766 72.576 L948.312 72.576 L948.312 65.6895 Q945.76 69.8214 941.952 71.8063 Q938.145 73.7508 932.635 73.7508 Q925.668 73.7508 921.536 69.8619 Q917.444 65.9325 917.444 59.3701 Q917.444 51.7138 922.549 47.825 Q927.693 43.9361 937.861 43.9361 L948.312 43.9361 L948.312 43.2069 Q948.312 38.0623 944.91 35.2672 Q941.547 32.4315 935.43 32.4315 Q931.542 32.4315 927.855 33.3632 Q924.169 34.295 920.766 36.1584 L920.766 29.2718 Q924.858 27.692 928.706 26.9223 Q932.554 26.1121 936.2 26.1121 Q946.044 26.1121 950.905 31.2163 Q955.766 36.3204 955.766 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1000.97 49.3643 Q1000.97 41.2625 997.612 36.8065 Q994.29 32.3505 988.254 32.3505 Q982.259 32.3505 978.897 36.8065 Q975.575 41.2625 975.575 49.3643 Q975.575 57.4256 978.897 61.8816 Q982.259 66.3376 988.254 66.3376 Q994.29 66.3376 997.612 61.8816 Q1000.97 57.4256 1000.97 49.3643 M1008.43 66.9452 Q1008.43 78.5308 1003.28 84.1616 Q998.138 89.8329 987.525 89.8329 Q983.596 89.8329 980.112 89.2252 Q976.628 88.6581 973.347 87.4428 L973.347 80.1917 Q976.628 81.9741 979.828 82.8248 Q983.029 83.6755 986.35 83.6755 Q993.682 83.6755 997.328 79.8271 Q1000.97 76.0193 1000.97 68.282 L1000.97 64.5957 Q998.665 68.6061 995.06 70.5911 Q991.454 72.576 986.431 72.576 Q978.086 72.576 972.982 66.2161 Q967.878 59.8562 967.878 49.3643 Q967.878 38.832 972.982 32.472 Q978.086 26.1121 986.431 26.1121 Q991.454 26.1121 995.06 28.0971 Q998.665 30.082 1000.97 34.0924 L1000.97 27.2059 L1008.43 27.2059 L1008.43 66.9452 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1061.49 45.1919 L1061.49 72.576 L1054.04 72.576 L1054.04 45.4349 Q1054.04 38.994 1051.53 35.7938 Q1049.02 32.5936 1043.99 32.5936 Q1037.96 32.5936 1034.48 36.4419 Q1030.99 40.2903 1030.99 46.9338 L1030.99 72.576 L1023.5 72.576 L1023.5 27.2059 L1030.99 27.2059 L1030.99 34.2544 Q1033.66 30.163 1037.27 28.1376 Q1040.92 26.1121 1045.66 26.1121 Q1053.47 26.1121 1057.48 30.9732 Q1061.49 35.7938 1061.49 45.1919 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1076.36 27.2059 L1083.82 27.2059 L1083.82 72.576 L1076.36 72.576 L1076.36 27.2059 M1076.36 9.54393 L1083.82 9.54393 L1083.82 18.9825 L1076.36 18.9825 L1076.36 9.54393 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1106.78 14.324 L1106.78 27.2059 L1122.14 27.2059 L1122.14 32.9987 L1106.78 32.9987 L1106.78 57.6282 Q1106.78 63.1779 1108.28 64.7578 Q1109.82 66.3376 1114.48 66.3376 L1122.14 66.3376 L1122.14 72.576 L1114.48 72.576 Q1105.85 72.576 1102.57 69.3758 Q1099.29 66.1351 1099.29 57.6282 L1099.29 32.9987 L1093.82 32.9987 L1093.82 27.2059 L1099.29 27.2059 L1099.29 14.324 L1106.78 14.324 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1131.17 54.671 L1131.17 27.2059 L1138.62 27.2059 L1138.62 54.3874 Q1138.62 60.8284 1141.14 64.0691 Q1143.65 67.2693 1148.67 67.2693 Q1154.71 67.2693 1158.19 63.421 Q1161.71 59.5726 1161.71 52.9291 L1161.71 27.2059 L1169.17 27.2059 L1169.17 72.576 L1161.71 72.576 L1161.71 65.6084 Q1159 69.7404 1155.39 71.7658 Q1151.83 73.7508 1147.09 73.7508 Q1139.27 73.7508 1135.22 68.8897 Q1131.17 64.0286 1131.17 54.671 M1149.93 26.1121 L1149.93 26.1121 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1214.38 34.0924 L1214.38 9.54393 L1221.83 9.54393 L1221.83 72.576 L1214.38 72.576 L1214.38 65.7705 Q1212.03 69.8214 1208.42 71.8063 Q1204.86 73.7508 1199.83 73.7508 Q1191.61 73.7508 1186.42 67.1883 Q1181.28 60.6258 1181.28 49.9314 Q1181.28 39.2371 1186.42 32.6746 Q1191.61 26.1121 1199.83 26.1121 Q1204.86 26.1121 1208.42 28.0971 Q1212.03 30.0415 1214.38 34.0924 M1188.98 49.9314 Q1188.98 58.1548 1192.34 62.8538 Q1195.74 67.5124 1201.66 67.5124 Q1207.57 67.5124 1210.97 62.8538 Q1214.38 58.1548 1214.38 49.9314 Q1214.38 41.7081 1210.97 37.0496 Q1207.57 32.3505 1201.66 32.3505 Q1195.74 32.3505 1192.34 37.0496 Q1188.98 41.7081 1188.98 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1275.99 48.0275 L1275.99 51.6733 L1241.72 51.6733 Q1242.21 59.3701 1246.34 63.421 Q1250.51 67.4314 1257.92 67.4314 Q1262.22 67.4314 1266.23 66.3781 Q1270.28 65.3249 1274.25 63.2184 L1274.25 70.267 Q1270.24 71.9684 1266.02 72.8596 Q1261.81 73.7508 1257.48 73.7508 Q1246.62 73.7508 1240.26 67.4314 Q1233.94 61.1119 1233.94 50.3365 Q1233.94 39.1965 1239.94 32.6746 Q1245.97 26.1121 1256.18 26.1121 Q1265.34 26.1121 1270.64 32.0264 Q1275.99 37.9003 1275.99 48.0275 M1268.54 45.84 Q1268.46 39.7232 1265.09 36.0774 Q1261.77 32.4315 1256.26 32.4315 Q1250.02 32.4315 1246.26 35.9558 Q1242.53 39.4801 1241.96 45.8805 L1268.54 45.84 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1309.25 27.2059 L1317.15 27.2059 L1331.33 65.2844 L1345.5 27.2059 L1353.4 27.2059 L1336.39 72.576 L1326.26 72.576 L1309.25 27.2059 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1392.62 28.5427 L1392.62 35.5912 Q1389.46 33.9709 1386.05 33.1607 Q1382.65 32.3505 1379 32.3505 Q1373.45 32.3505 1370.66 34.0519 Q1367.9 35.7533 1367.9 39.156 Q1367.9 41.7486 1369.89 43.2475 Q1371.87 44.7058 1377.87 46.0426 L1380.42 46.6097 Q1388.36 48.3111 1391.68 51.4303 Q1395.05 54.509 1395.05 60.0587 Q1395.05 66.3781 1390.02 70.0644 Q1385.04 73.7508 1376.29 73.7508 Q1372.64 73.7508 1368.67 73.0216 Q1364.75 72.3329 1360.37 70.9151 L1360.37 63.2184 Q1364.5 65.3654 1368.51 66.4591 Q1372.52 67.5124 1376.45 67.5124 Q1381.72 67.5124 1384.55 65.73 Q1387.39 63.9071 1387.39 60.6258 Q1387.39 57.5877 1385.32 55.9673 Q1383.3 54.3469 1376.37 52.8481 L1373.78 52.2405 Q1366.85 50.7821 1363.77 47.7845 Q1360.69 44.7463 1360.69 39.4801 Q1360.69 33.0797 1365.23 29.5959 Q1369.77 26.1121 1378.11 26.1121 Q1382.25 26.1121 1385.89 26.7198 Q1389.54 27.3274 1392.62 28.5427 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1433.61 12.096 L1441.79 12.096 L1441.79 37.6572 L1468.93 12.096 L1479.47 12.096 L1449.45 40.2903 L1481.61 72.576 L1470.84 72.576 L1441.79 43.45 L1441.79 72.576 L1433.61 72.576 L1433.61 12.096 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1506.85 49.7694 Q1497.82 49.7694 1494.33 51.8354 Q1490.85 53.9013 1490.85 58.8839 Q1490.85 62.8538 1493.44 65.2034 Q1496.08 67.5124 1500.57 67.5124 Q1506.77 67.5124 1510.5 63.1374 Q1514.26 58.7219 1514.26 51.4303 L1514.26 49.7694 L1506.85 49.7694 M1521.72 46.6907 L1521.72 72.576 L1514.26 72.576 L1514.26 65.6895 Q1511.71 69.8214 1507.9 71.8063 Q1504.1 73.7508 1498.59 73.7508 Q1491.62 73.7508 1487.49 69.8619 Q1483.4 65.9325 1483.4 59.3701 Q1483.4 51.7138 1488.5 47.825 Q1493.65 43.9361 1503.81 43.9361 L1514.26 43.9361 L1514.26 43.2069 Q1514.26 38.0623 1510.86 35.2672 Q1507.5 32.4315 1501.38 32.4315 Q1497.49 32.4315 1493.81 33.3632 Q1490.12 34.295 1486.72 36.1584 L1486.72 29.2718 Q1490.81 27.692 1494.66 26.9223 Q1498.51 26.1121 1502.15 26.1121 Q1512 26.1121 1516.86 31.2163 Q1521.72 36.3204 1521.72 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1544.28 65.7705 L1544.28 89.8329 L1536.79 89.8329 L1536.79 27.2059 L1544.28 27.2059 L1544.28 34.0924 Q1546.63 30.0415 1550.2 28.0971 Q1553.8 26.1121 1558.78 26.1121 Q1567.05 26.1121 1572.19 32.6746 Q1577.38 39.2371 1577.38 49.9314 Q1577.38 60.6258 1572.19 67.1883 Q1567.05 73.7508 1558.78 73.7508 Q1553.8 73.7508 1550.2 71.8063 Q1546.63 69.8214 1544.28 65.7705 M1569.64 49.9314 Q1569.64 41.7081 1566.24 37.0496 Q1562.87 32.3505 1556.96 32.3505 Q1551.05 32.3505 1547.64 37.0496 Q1544.28 41.7081 1544.28 49.9314 Q1544.28 58.1548 1547.64 62.8538 Q1551.05 67.5124 1556.96 67.5124 Q1562.87 67.5124 1566.24 62.8538 Q1569.64 58.1548 1569.64 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1596.94 65.7705 L1596.94 89.8329 L1589.45 89.8329 L1589.45 27.2059 L1596.94 27.2059 L1596.94 34.0924 Q1599.29 30.0415 1602.86 28.0971 Q1606.46 26.1121 1611.45 26.1121 Q1619.71 26.1121 1624.85 32.6746 Q1630.04 39.2371 1630.04 49.9314 Q1630.04 60.6258 1624.85 67.1883 Q1619.71 73.7508 1611.45 73.7508 Q1606.46 73.7508 1602.86 71.8063 Q1599.29 69.8214 1596.94 65.7705 M1622.3 49.9314 Q1622.3 41.7081 1618.9 37.0496 Q1615.54 32.3505 1609.62 32.3505 Q1603.71 32.3505 1600.31 37.0496 Q1596.94 41.7081 1596.94 49.9314 Q1596.94 58.1548 1600.31 62.8538 Q1603.71 67.5124 1609.62 67.5124 Q1615.54 67.5124 1618.9 62.8538 Q1622.3 58.1548 1622.3 49.9314 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M1663.01 49.7694 Q1653.98 49.7694 1650.5 51.8354 Q1647.01 53.9013 1647.01 58.8839 Q1647.01 62.8538 1649.6 65.2034 Q1652.24 67.5124 1656.73 67.5124 Q1662.93 67.5124 1666.66 63.1374 Q1670.43 58.7219 1670.43 51.4303 L1670.43 49.7694 L1663.01 49.7694 M1677.88 46.6907 L1677.88 72.576 L1670.43 72.576 L1670.43 65.6895 Q1667.87 69.8214 1664.07 71.8063 Q1660.26 73.7508 1654.75 73.7508 Q1647.78 73.7508 1643.65 69.8619 Q1639.56 65.9325 1639.56 59.3701 Q1639.56 51.7138 1644.66 47.825 Q1649.81 43.9361 1659.98 43.9361 L1670.43 43.9361 L1670.43 43.2069 Q1670.43 38.0623 1667.02 35.2672 Q1663.66 32.4315 1657.54 32.4315 Q1653.66 32.4315 1649.97 33.3632 Q1646.28 34.295 1642.88 36.1584 L1642.88 29.2718 Q1646.97 27.692 1650.82 26.9223 Q1654.67 26.1121 1658.31 26.1121 Q1668.16 26.1121 1673.02 31.2163 Q1677.88 36.3204 1677.88 46.6907 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip382)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"235.808,1386.4 239.918,1384.47 244.029,1382.47 248.139,1380.42 252.25,1378.29 256.361,1376.1 260.471,1373.82 264.582,1371.45 268.692,1369 272.803,1366.44 276.913,1363.78 281.024,1360.99 285.135,1358.07 289.245,1355.01 293.356,1351.78 297.466,1348.37 301.577,1344.75 305.687,1340.9 309.798,1336.76 313.909,1332.3 318.019,1327.44 322.13,1322.09 326.24,1316.12 330.351,1309.31 334.462,1301.3 338.572,1291.34 342.683,1277.3 346.793,1246.69 350.904,1244.13 355.014,1241.61 359.125,1239.13 363.236,1236.7 367.346,1234.3 371.457,1231.95 375.567,1229.62 379.678,1227.33 383.788,1225.08 387.899,1222.85 392.01,1220.66 396.12,1218.49 400.231,1216.35 404.341,1214.24 408.452,1212.15 412.563,1210.09 416.673,1208.05 420.784,1206.04 424.894,1204.04 429.005,1202.07 433.115,1200.12 437.226,1198.19 441.337,1196.28 445.447,1194.39 449.558,1192.52 453.668,1190.66 457.779,1188.82 461.889,1187 466,1185.2 470.111,1183.41 474.221,1181.64 478.332,1179.88 482.442,1178.14 486.553,1176.41 490.664,1174.69 494.774,1172.99 498.885,1171.31 502.995,1169.63 507.106,1167.97 511.216,1166.32 515.327,1164.69 519.438,1163.06 523.548,1161.45 527.659,1159.85 531.769,1158.26 535.88,1156.68 539.99,1155.11 544.101,1153.55 548.212,1152.01 552.322,1150.47 556.433,1148.94 560.543,1147.43 564.654,1145.92 568.765,1144.42 572.875,1142.93 576.986,1141.45 581.096,1139.98 585.207,1138.52 589.317,1137.06 593.428,1135.62 597.539,1134.18 601.649,1132.75 605.76,1131.33 609.87,1129.92 613.981,1128.51 618.091,1127.11 622.202,1125.72 626.313,1124.34 630.423,1122.97 634.534,1121.6 638.644,1120.24 642.755,1118.88 646.866,1117.53 650.976,1116.19 655.087,1114.86 659.197,1113.53 663.308,1112.21 667.418,1110.89 671.529,1109.59 675.64,1108.28 679.75,1106.99 683.861,1105.7 687.971,1104.41 692.082,1103.13 696.192,1101.86 700.303,1100.59 704.414,1099.33 708.524,1098.07 712.635,1096.82 716.745,1095.58 720.856,1094.34 724.967,1093.1 729.077,1091.87 733.188,1090.65 737.298,1089.43 741.409,1088.21 745.519,1087 749.63,1085.8 753.741,1084.6 757.851,1083.4 761.962,1082.21 766.072,1081.03 770.183,1079.85 774.293,1078.67 778.404,1077.5 782.515,1076.33 786.625,1075.17 790.736,1074.01 794.846,1072.85 798.957,1071.7 803.068,1070.55 807.178,1069.41 811.289,1068.27 815.399,1067.14 819.51,1066.01 823.62,1064.88 827.731,1063.76 831.842,1062.64 835.952,1061.53 840.063,1060.42 844.173,1059.31 848.284,1058.21 852.394,1057.11 856.505,1056.01 860.616,1054.92 864.726,1053.83 868.837,1052.75 872.947,1051.67 877.058,1050.59 881.169,1049.51 885.279,1048.44 889.39,1047.37 893.5,1046.31 897.611,1045.25 901.721,1044.19 905.832,1043.14 909.943,1042.08 914.053,1041.04 918.164,1039.99 922.274,1038.95 926.385,1037.91 930.495,1036.88 934.606,1035.84 938.717,1034.81 942.827,1033.79 946.938,1032.76 951.048,1031.74 955.159,1030.72 959.27,1029.71 963.38,1028.7 967.491,1027.69 971.601,1026.68 975.712,1025.68 979.822,1024.68 983.933,1023.68 988.044,1022.69 992.154,1021.69 996.265,1020.7 1000.38,1019.72 1004.49,1018.73 1008.6,1017.75 1012.71,1016.77 1016.82,1015.79 1020.93,1014.82 1025.04,1013.85 1029.15,1012.88 1033.26,1011.91 1037.37,1010.95 1041.48,1009.99 1045.59,1009.03 1049.7,1008.07 1053.81,1007.12 1057.92,1006.17 1062.03,1005.22 1066.14,1004.27 1070.26,1003.33 1074.37,1002.38 1078.48,1001.44 1082.59,1000.51 1086.7,999.571 1090.81,998.637 1094.92,997.706 1099.03,996.778 1103.14,995.851 1107.25,994.927 1111.36,994.004 1115.47,993.084 1119.58,992.167 1123.69,991.251 1127.8,990.337 1131.91,989.426 1136.02,988.516 1140.14,987.609 1144.25,986.704 1148.36,985.8 1152.47,984.899 1156.58,984 1160.69,983.103 1164.8,982.207 1168.91,981.314 1173.02,980.423 1177.13,979.534 1181.24,978.646 1185.35,977.761 1189.46,976.877 1193.57,975.996 1197.68,975.116 1201.79,974.238 1205.9,973.362 1210.01,972.488 1214.13,971.616 1218.24,970.745 1222.35,969.876 1226.46,969.01 1230.57,968.144 1234.68,967.281 1238.79,966.42 1242.9,965.56 1247.01,964.702 1251.12,963.846 1255.23,962.991 1259.34,962.139 1263.45,961.287 1267.56,960.438 1271.67,959.59 1275.78,958.744 1279.89,957.9 1284.01,957.057 1288.12,956.216 1292.23,955.377 1296.34,954.539 1300.45,953.703 1304.56,952.869 1308.67,952.036 1312.78,951.204 1316.89,950.375 1321,949.547 1325.11,948.72 1329.22,947.895 1333.33,947.071 1337.44,946.25 1341.55,945.429 1345.66,944.61 1349.77,943.793 1353.89,942.977 1358,942.163 1362.11,941.35 1366.22,940.538 1370.33,939.729 1374.44,938.92 1378.55,938.113 1382.66,937.308 1386.77,936.503 1390.88,935.701 1394.99,934.9 1399.1,934.1 1403.21,933.301 1407.32,932.504 1411.43,931.709 1415.54,930.914 1419.65,930.122 1423.77,929.33 1427.88,928.54 1431.99,927.751 1436.1,926.964 1440.21,926.178 1444.32,925.393 1448.43,924.61 1452.54,923.828 1456.65,923.047 1460.76,922.268 1464.87,921.49 1468.98,920.713 1473.09,919.937 1477.2,919.163 1481.31,918.39 1485.42,917.619 1489.53,916.848 1493.64,916.079 1497.76,915.311 1501.87,914.545 1505.98,913.779 1510.09,913.015 1514.2,912.252 1518.31,911.491 1522.42,910.73 1526.53,909.971 1530.64,909.213 1534.75,908.456 1538.86,907.7 1542.97,906.946 1547.08,906.193 1551.19,905.441 1555.3,904.69 1559.41,903.94 1563.52,903.191 1567.64,902.444 1571.75,901.698 1575.86,900.953 1579.97,900.209 1584.08,899.466 1588.19,898.724 1592.3,897.984 1596.41,897.244 1600.52,896.506 1604.63,895.768 1608.74,895.032 1612.85,894.297 1616.96,893.563 1621.07,892.831 1625.18,892.099 1629.29,891.368 1633.4,890.639 1637.52,889.91 1641.63,889.183 1645.74,888.456 1649.85,887.731 1653.96,887.007 1658.07,886.283 1662.18,885.561 1666.29,884.84 1670.4,884.12 1674.51,883.401 1678.62,882.683 1682.73,881.966 1686.84,881.25 1690.95,880.535 1695.06,879.821 1699.17,879.108 1703.28,878.396 1707.39,877.685 1711.51,876.975 1715.62,876.266 1719.73,875.558 1723.84,874.851 1727.95,874.145 1732.06,873.44 1736.17,872.735 1740.28,872.032 1744.39,871.33 1748.5,870.629 1752.61,869.929 1756.72,869.229 1760.83,868.531 1764.94,867.833 1769.05,867.137 1773.16,833.899 1777.27,816.053 1781.39,802.287 1785.5,790.472 1789.61,779.862 1793.72,770.088 1797.83,760.939 1801.94,752.279 1806.05,744.014 1810.16,736.076 1814.27,728.417 1818.38,720.996 1822.49,713.784 1826.6,706.754 1830.71,699.888 1834.82,693.169 1838.93,686.581 1843.04,680.113 1847.15,673.754 1851.27,667.496 1855.38,661.33 1859.49,655.25 1863.6,649.249 1867.71,643.323 1871.82,637.465 1875.93,631.672 1880.04,625.939 1884.15,620.264 1888.26,614.642 1892.37,609.071 1896.48,603.548 1900.59,598.071 1904.7,592.637 1908.81,587.244 1912.92,581.891 1917.03,576.574 1921.15,571.294 1925.26,566.047 1929.37,560.833 1933.48,555.65 1937.59,550.498 1941.7,545.374 1945.81,540.277 1949.92,535.207 1954.03,530.163 1958.14,525.143 1962.25,520.147 1966.36,515.174 1970.47,510.223 1974.58,505.293 1978.69,500.383 1982.8,495.494 1986.91,490.624 1991.02,485.772 1995.14,480.939 1999.25,476.123 2003.36,471.324 2007.47,466.541 2011.58,461.775 2015.69,457.024 2019.8,452.288 2023.91,447.567 2028.02,442.86 2032.13,438.166 2036.24,433.487 2040.35,428.82 2044.46,424.166 2048.57,419.525 2052.68,414.895 2056.79,410.278 2060.9,405.672 2065.02,401.077 2069.13,396.493 2073.24,391.92 2077.35,387.358 2081.46,382.805 2085.57,378.263 2089.68,373.73 2093.79,369.207 2097.9,364.693 2102.01,360.188 2106.12,355.692 2110.23,351.205 2114.34,346.726 2118.45,342.256 2122.56,337.794 2126.67,333.34 2130.78,328.893 2134.9,324.454 2139.01,320.023 2143.12,315.599 2147.23,311.183 2151.34,306.773 2155.45,302.37 2159.56,297.975 2163.67,293.585 2167.78,289.203 2171.89,284.827 2176,280.457 2180.11,276.093 2184.22,271.735 2188.33,267.384 2192.44,263.038 2196.55,258.698 2200.66,254.363 2204.78,250.034 2208.89,245.711 2213,241.393 2217.11,237.08 2221.22,232.772 2225.33,228.469 2229.44,224.172 2233.55,219.879 2237.66,215.591 2241.77,211.308 2245.88,207.03 2249.99,202.756 2254.1,198.487 2258.21,194.222 2262.32,189.962 2266.43,185.706 2270.54,181.454 2274.65,177.206 2278.77,172.963 2282.88,168.723 2286.99,164.488 2291.1,160.256 \"/>\n",
       "<polyline clip-path=\"url(#clip382)\" style=\"stroke:#e26f46; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"235.808,1006.17 239.918,1011.9 244.029,1017.69 248.139,1023.55 252.25,1029.48 256.361,1035.48 260.471,1041.56 264.582,1047.72 268.692,1053.98 272.803,1060.34 276.913,1066.81 281.024,1073.4 285.135,1080.12 289.245,1086.98 293.356,1094.01 297.466,1101.22 301.577,1108.65 305.687,1116.3 309.798,1124.24 313.909,1132.51 318.019,1141.17 322.13,1150.32 326.24,1160.09 330.351,1170.7 334.462,1182.52 338.572,1196.28 342.683,1214.13 346.793,1246.69 350.904,1244.13 355.014,1241.61 359.125,1239.13 363.236,1236.7 367.346,1234.3 371.457,1231.95 375.567,1229.62 379.678,1227.33 383.788,1225.08 387.899,1222.85 392.01,1220.66 396.12,1218.49 400.231,1216.35 404.341,1214.24 408.452,1212.15 412.563,1210.09 416.673,1208.05 420.784,1206.04 424.894,1204.04 429.005,1202.07 433.115,1200.12 437.226,1198.19 441.337,1196.28 445.447,1194.39 449.558,1192.52 453.668,1190.66 457.779,1188.82 461.889,1187 466,1185.2 470.111,1183.41 474.221,1181.64 478.332,1179.88 482.442,1178.14 486.553,1176.41 490.664,1174.69 494.774,1172.99 498.885,1171.31 502.995,1169.63 507.106,1167.97 511.216,1166.32 515.327,1164.69 519.438,1163.06 523.548,1161.45 527.659,1159.85 531.769,1158.26 535.88,1156.68 539.99,1155.11 544.101,1153.55 548.212,1152.01 552.322,1150.47 556.433,1148.94 560.543,1147.43 564.654,1145.92 568.765,1144.42 572.875,1142.93 576.986,1141.45 581.096,1139.98 585.207,1138.52 589.317,1137.06 593.428,1135.62 597.539,1134.18 601.649,1132.75 605.76,1131.33 609.87,1129.92 613.981,1128.51 618.091,1127.11 622.202,1125.72 626.313,1124.34 630.423,1122.97 634.534,1121.6 638.644,1120.24 642.755,1118.88 646.866,1117.53 650.976,1116.19 655.087,1114.86 659.197,1113.53 663.308,1112.21 667.418,1110.89 671.529,1109.59 675.64,1108.28 679.75,1106.99 683.861,1105.7 687.971,1104.41 692.082,1103.13 696.192,1101.86 700.303,1100.59 704.414,1099.33 708.524,1098.07 712.635,1096.82 716.745,1095.58 720.856,1094.34 724.967,1093.1 729.077,1091.87 733.188,1090.65 737.298,1089.43 741.409,1088.21 745.519,1087 749.63,1085.8 753.741,1084.6 757.851,1083.4 761.962,1082.21 766.072,1081.03 770.183,1079.85 774.293,1078.67 778.404,1077.5 782.515,1076.33 786.625,1075.17 790.736,1074.01 794.846,1072.85 798.957,1071.7 803.068,1070.55 807.178,1069.41 811.289,1068.27 815.399,1067.14 819.51,1066.01 823.62,1064.88 827.731,1063.76 831.842,1062.64 835.952,1061.53 840.063,1060.42 844.173,1059.31 848.284,1058.21 852.394,1057.11 856.505,1056.01 860.616,1054.92 864.726,1053.83 868.837,1052.75 872.947,1051.67 877.058,1050.59 881.169,1049.51 885.279,1048.44 889.39,1047.37 893.5,1046.31 897.611,1045.25 901.721,1044.19 905.832,1043.14 909.943,1042.08 914.053,1041.04 918.164,1039.99 922.274,1038.95 926.385,1037.91 930.495,1036.88 934.606,1035.84 938.717,1034.81 942.827,1033.79 946.938,1032.76 951.048,1031.74 955.159,1030.72 959.27,1029.71 963.38,1028.7 967.491,1027.69 971.601,1026.68 975.712,1025.68 979.822,1024.68 983.933,1023.68 988.044,1022.69 992.154,1021.69 996.265,1020.7 1000.38,1019.72 1004.49,1018.73 1008.6,1017.75 1012.71,1016.77 1016.82,1015.79 1020.93,1014.82 1025.04,1013.85 1029.15,1012.88 1033.26,1011.91 1037.37,1010.95 1041.48,1009.99 1045.59,1009.03 1049.7,1008.07 1053.81,1007.12 1057.92,1006.17 1062.03,1005.22 1066.14,1004.27 1070.26,1003.33 1074.37,1002.38 1078.48,1001.44 1082.59,1000.51 1086.7,999.571 1090.81,998.637 1094.92,997.706 1099.03,996.778 1103.14,995.851 1107.25,994.927 1111.36,994.004 1115.47,993.084 1119.58,992.167 1123.69,991.251 1127.8,990.337 1131.91,989.426 1136.02,988.516 1140.14,987.609 1144.25,986.704 1148.36,985.8 1152.47,984.899 1156.58,984 1160.69,983.103 1164.8,982.207 1168.91,981.314 1173.02,980.423 1177.13,979.534 1181.24,978.646 1185.35,977.761 1189.46,976.877 1193.57,975.996 1197.68,975.116 1201.79,974.238 1205.9,973.362 1210.01,972.488 1214.13,971.616 1218.24,970.745 1222.35,969.876 1226.46,969.01 1230.57,968.144 1234.68,967.281 1238.79,966.42 1242.9,965.56 1247.01,964.702 1251.12,963.846 1255.23,962.991 1259.34,962.139 1263.45,961.287 1267.56,960.438 1271.67,959.59 1275.78,958.744 1279.89,957.9 1284.01,957.057 1288.12,956.216 1292.23,955.377 1296.34,954.539 1300.45,953.703 1304.56,952.869 1308.67,952.036 1312.78,951.204 1316.89,950.375 1321,949.547 1325.11,948.72 1329.22,947.895 1333.33,947.071 1337.44,946.25 1341.55,945.429 1345.66,944.61 1349.77,943.793 1353.89,942.977 1358,942.163 1362.11,941.35 1366.22,940.538 1370.33,939.729 1374.44,938.92 1378.55,938.113 1382.66,937.308 1386.77,936.503 1390.88,935.701 1394.99,934.9 1399.1,934.1 1403.21,933.301 1407.32,932.504 1411.43,931.709 1415.54,930.914 1419.65,930.122 1423.77,929.33 1427.88,928.54 1431.99,927.751 1436.1,926.964 1440.21,926.178 1444.32,925.393 1448.43,924.61 1452.54,923.828 1456.65,923.047 1460.76,922.268 1464.87,921.49 1468.98,920.713 1473.09,919.937 1477.2,919.163 1481.31,918.39 1485.42,917.619 1489.53,916.848 1493.64,916.079 1497.76,915.311 1501.87,914.545 1505.98,913.779 1510.09,913.015 1514.2,912.252 1518.31,911.491 1522.42,910.73 1526.53,909.971 1530.64,909.213 1534.75,908.456 1538.86,907.7 1542.97,906.946 1547.08,906.193 1551.19,905.441 1555.3,904.69 1559.41,903.94 1563.52,903.191 1567.64,902.444 1571.75,901.698 1575.86,900.953 1579.97,900.209 1584.08,899.466 1588.19,898.724 1592.3,897.984 1596.41,897.244 1600.52,896.506 1604.63,895.768 1608.74,895.032 1612.85,894.297 1616.96,893.563 1621.07,892.831 1625.18,892.099 1629.29,891.368 1633.4,890.639 1637.52,889.91 1641.63,889.183 1645.74,888.456 1649.85,887.731 1653.96,887.007 1658.07,886.283 1662.18,885.561 1666.29,884.84 1670.4,884.12 1674.51,883.401 1678.62,882.683 1682.73,881.966 1686.84,881.25 1690.95,880.535 1695.06,879.821 1699.17,879.108 1703.28,878.396 1707.39,877.685 1711.51,876.975 1715.62,876.266 1719.73,875.558 1723.84,874.851 1727.95,874.145 1732.06,873.44 1736.17,872.735 1740.28,872.032 1744.39,871.33 1748.5,870.629 1752.61,869.929 1756.72,869.229 1760.83,868.531 1764.94,867.833 1769.05,867.137 1773.16,897.067 1777.27,911.11 1781.39,921.074 1785.5,929.086 1789.61,935.895 1793.72,941.866 1797.83,947.213 1801.94,952.071 1806.05,956.534 1810.16,960.669 1814.27,964.526 1818.38,968.144 1822.49,971.555 1826.6,974.782 1830.71,977.845 1834.82,980.763 1838.93,983.548 1843.04,986.214 1847.15,988.77 1851.27,991.226 1855.38,993.59 1859.49,995.868 1863.6,998.066 1867.71,1000.19 1871.82,1002.25 1875.93,1004.24 1880.04,1006.17 1884.15,1008.04 1888.26,1009.86 1892.37,1011.63 1896.48,1013.35 1900.59,1015.02 1904.7,1016.66 1908.81,1018.25 1912.92,1019.8 1917.03,1021.31 1921.15,1022.79 1925.26,1024.23 1929.37,1025.65 1933.48,1027.03 1937.59,1028.38 1941.7,1029.7 1945.81,1030.99 1949.92,1032.26 1954.03,1033.5 1958.14,1034.72 1962.25,1035.91 1966.36,1037.08 1970.47,1038.23 1974.58,1039.36 1978.69,1040.47 1982.8,1041.56 1986.91,1042.62 1991.02,1043.67 1995.14,1044.7 1999.25,1045.72 2003.36,1046.71 2007.47,1047.69 2011.58,1048.66 2015.69,1049.61 2019.8,1050.54 2023.91,1051.46 2028.02,1052.36 2032.13,1053.26 2036.24,1054.13 2040.35,1055 2044.46,1055.85 2048.57,1056.69 2052.68,1057.52 2056.79,1058.33 2060.9,1059.13 2065.02,1059.93 2069.13,1060.71 2073.24,1061.48 2077.35,1062.24 2081.46,1062.99 2085.57,1063.73 2089.68,1064.46 2093.79,1065.18 2097.9,1065.89 2102.01,1066.59 2106.12,1067.29 2110.23,1067.97 2114.34,1068.65 2118.45,1069.32 2122.56,1069.98 2126.67,1070.63 2130.78,1071.27 2134.9,1071.91 2139.01,1072.54 2143.12,1073.16 2147.23,1073.78 2151.34,1074.38 2155.45,1074.98 2159.56,1075.58 2163.67,1076.16 2167.78,1076.74 2171.89,1077.32 2176,1077.89 2180.11,1078.45 2184.22,1079 2188.33,1079.55 2192.44,1080.1 2196.55,1080.63 2200.66,1081.17 2204.78,1081.69 2208.89,1082.21 2213,1082.73 2217.11,1083.24 2221.22,1083.74 2225.33,1084.25 2229.44,1084.74 2233.55,1085.23 2237.66,1085.72 2241.77,1086.2 2245.88,1086.67 2249.99,1087.14 2254.1,1087.61 2258.21,1088.07 2262.32,1088.53 2266.43,1088.99 2270.54,1089.44 2274.65,1089.88 2278.77,1090.32 2282.88,1090.76 2286.99,1091.19 2291.1,1091.62 \"/>\n",
       "<path clip-path=\"url(#clip380)\" d=\"M246.769 322.316 L542.754 322.316 L542.754 166.796 L246.769 166.796  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"246.769,322.316 542.754,322.316 542.754,166.796 246.769,166.796 246.769,322.316 \"/>\n",
       "<polyline clip-path=\"url(#clip380)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"270.976,218.636 416.216,218.636 \"/>\n",
       "<path clip-path=\"url(#clip380)\" d=\"M444.358 199.689 L444.358 247.096 L440.423 247.096 L440.423 199.689 L444.358 199.689 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M465.053 203.948 L477.02 235.916 L472.506 235.916 L465.238 216.749 L456.303 235.916 L451.789 235.916 L463.154 211.055 L461.442 206.471 Q460.354 203.555 457.877 203.555 L455.655 203.555 L455.655 199.897 L458.363 199.944 Q463.594 200.013 465.053 203.948 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M484.312 231.981 L491.951 231.981 L491.951 205.615 L483.64 207.282 L483.64 203.022 L491.904 201.356 L496.58 201.356 L496.58 231.981 L504.219 231.981 L504.219 235.916 L484.312 235.916 L484.312 231.981 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M518.548 199.689 L518.548 247.096 L514.613 247.096 L514.613 199.689 L518.548 199.689 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip380)\" style=\"stroke:#e26f46; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"270.976,270.476 416.216,270.476 \"/>\n",
       "<path clip-path=\"url(#clip380)\" d=\"M444.358 251.529 L444.358 298.936 L440.423 298.936 L440.423 251.529 L444.358 251.529 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M465.053 255.788 L477.02 287.756 L472.506 287.756 L465.238 268.589 L456.303 287.756 L451.789 287.756 L463.154 262.895 L461.442 258.311 Q460.354 255.395 457.877 255.395 L455.655 255.395 L455.655 251.737 L458.363 251.784 Q463.594 251.853 465.053 255.788 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M487.529 283.821 L503.849 283.821 L503.849 287.756 L481.904 287.756 L481.904 283.821 Q484.566 281.066 489.15 276.436 Q493.756 271.784 494.937 270.441 Q497.182 267.918 498.062 266.182 Q498.964 264.423 498.964 262.733 Q498.964 259.978 497.02 258.242 Q495.099 256.506 491.997 256.506 Q489.798 256.506 487.344 257.27 Q484.914 258.034 482.136 259.585 L482.136 254.862 Q484.96 253.728 487.414 253.149 Q489.867 252.571 491.904 252.571 Q497.275 252.571 500.469 255.256 Q503.664 257.941 503.664 262.432 Q503.664 264.561 502.853 266.483 Q502.066 268.381 499.96 270.973 Q499.381 271.645 496.279 274.862 Q493.177 278.057 487.529 283.821 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip380)\" d=\"M518.548 251.529 L518.548 298.936 L514.613 298.936 L514.613 251.529 L518.548 251.529 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ],
      "text/html": [
       "<img src=\"data:image/png;base64,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\" />"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot([fabseig1,fabseig2],0:0.001:0.5,\n",
    "    xlabel=\"kappa\",ylabel=\"magnitude\",\n",
    "    title=\"Magnitude vs Kappa\",\n",
    "    label=[\"|λ1|\" \"|λ2|\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4ddb39d-1cfd-42e3-ba2c-4232b7a3df49",
   "metadata": {},
   "source": [
    "Note the $\\kappa$ where $\\max(|\\lambda_1|,|\\lambda_2|)$\n",
    "is minimized happens when the discriminate is zero--just before\n",
    "the eigenvalues turn complex.  Then\n",
    "the eigenvalues remain less than $1$ until about $\\kappa=0.2$.\n",
    "After this at least one of the eigenvalues has magnitude\n",
    "greater than 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c0483003-1805-4673-b2b6-e96cb0fac021",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-element Vector{Float64}:\n",
       " 0.0\n",
       " 1.0"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The eigenvalues with no control at all\n",
    "eigvals(fA(0.0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7913b9ac-e7de-43b5-a7b2-8d5dc584ed2f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.10",
   "language": "julia",
   "name": "julia-1.10"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}