{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Table of Contents\n",
    "1. [Standard Plots](#Standard-Plots)\n",
    "  1. [Line plot 2d](#Line-plot-2d)\n",
    "  1. [Line plot 2d (2)](#Line-plot-2d-(2))\n",
    "  1. [Datetime plot](#Datetime-plot)\n",
    "  1. [Function plot](#Function-plot)\n",
    "    1. [simple function](#simple-function)\n",
    "    1. [parametric function plot](#parametric-function-plot)\n",
    "    1. [parametric function plot 3d](#parametric-function-plot-3d)\n",
    "  1. [log plot](#log-plot)\n",
    "    1. [semilog y](#semilog-y)\n",
    "    1. [semilog x](#semilog-x)\n",
    "    1. [log log](#log-log)\n",
    "  1. [Bar plot](#Bar-plot)\n",
    "    1. [Vertical Bar Plot](#Vertical-Bar-Plot)\n",
    "    1. [stacked bar plot](#stacked-bar-plot)\n",
    "    1. [Horizontal Bar Plot](#Horizontal-Bar-Plot)\n",
    "  1. [Histogram Plot](#Histogram-Plot)\n",
    "    1. [Histogram Plot](#Histogram-Plot)\n",
    "    1. [Categorical Histogram Plot](#Categorical-Histogram-Plot)\n",
    "    1. [Hisogram plot 2d](#Hisogram-plot-2d)\n",
    "  1. [Box plot](#Box-plot)\n",
    "    1. [Box plot (1)](#Box-plot-(1))\n",
    "    1. [Box plot (2)](#Box-plot-(2))\n",
    "  1. [Heatmap](#Heatmap)\n",
    "  1. [Pie](#Pie)\n",
    "  1. [Contour plot](#Contour-plot)\n",
    "    1. [Contour plot](#Contour-plot)\n",
    "    1. [Function Contour plot](#Function-Contour-plot)\n",
    "  1. [polar plots](#polar-plots)\n",
    "  1. [Rose plot](#Rose-plot)\n",
    "  1. [Scatter plot](#Scatter-plot)\n",
    "    1. [Scatter plot 2d](#Scatter-plot-2d)\n",
    "    1. [scatter plot 3d](#scatter-plot-3d)\n",
    "  1. [Stem plot](#Stem-plot)\n",
    "  1. [Stairstep plot](#Stairstep-plot)\n",
    "  1. [Error bar](#Error-bar)\n",
    "  1. [Two y axis plot](#Two-y-axis-plot)\n",
    "  1. [Subplot](#Subplot)\n",
    "    1. [subplot (1)](#subplot-(1))\n",
    "    1. [subplot (2)](#subplot-(2))\n",
    "    1. [subplot (3)](#subplot-(3))\n",
    "  1. [Quiver plots](#Quiver-plots)\n",
    "  1. [Surface](#Surface)\n",
    "    1. [Surface (1)](#Surface-(1))\n",
    "    1. [Surface (2)](#Surface-(2))\n",
    "    1. [Surface (3)](#Surface-(3))\n",
    "1. [Customizing plots](#Customizing-plots)\n",
    "  1. [Standard line colors](#Standard-line-colors)\n",
    "  1. [Line style](#Line-style)\n",
    "  1. [Adding LaTeX to plots (1)](#Adding-LaTeX-to-plots-(1))\n",
    "  1. [Axis](#Axis)\n",
    "    1. [axis](#axis)\n",
    "    1. [No axis](#No-axis)\n",
    "    1. [ticks](#ticks)\n",
    "    1. [Formatter](#Formatter)\n",
    "    1. [axis range](#axis-range)\n",
    "    1. [Aspect ratio](#Aspect-ratio)\n",
    "    1. [axis flip](#axis-flip)\n",
    "  1. [Font](#Font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Julia Version 1.11.2\n",
      "Commit 5e9a32e7af2 (2024-12-01 20:02 UTC)\n",
      "Build Info:\n",
      "  Official https://julialang.org/ release\n",
      "Platform Info:\n",
      "  OS: Linux (x86_64-linux-gnu)\n",
      "  CPU: 8 × AMD Ryzen 5 PRO 3400GE w/ Radeon Vega Graphics\n",
      "  WORD_SIZE: 64\n",
      "  LLVM: libLLVM-16.0.6 (ORCJIT, znver1)\n",
      "Threads: 1 default, 0 interactive, 1 GC (on 8 virtual cores)\n",
      "Environment:\n",
      "  JULIA_VERSION = 1.11.2\n"
     ]
    }
   ],
   "source": [
    "using InteractiveUtils\n",
    "versioninfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m\u001b[1m  Activating\u001b[22m\u001b[39m project at `~/work`\n"
     ]
    }
   ],
   "source": [
    "using Pkg\n",
    "Pkg.activate(\".\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pkg.pkg\"add PyPlot Measures StatsPlots StatsBase SpecialFunctions LaTeXStrings\"\n",
    "# ENV[\"PYTHON\"]=\"\"\n",
    "# Pkg.build(\"PyCall\")\n",
    "# import Pkg;\n",
    "# Pkg.add(\"Conda\")\n",
    "# import Conda\n",
    "# Conda.update()\n",
    "# Pkg.build(\"PyPlot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "Pkg.instantiate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Pkg.precompile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m\u001b[1mStatus\u001b[22m\u001b[39m `~/work/Project.toml`\n",
      "  \u001b[90m[8f4d0f93] \u001b[39mConda v1.10.2\n",
      "  \u001b[90m[b964fa9f] \u001b[39mLaTeXStrings v1.4.0\n",
      "  \u001b[90m[442fdcdd] \u001b[39mMeasures v0.3.2\n",
      "  \u001b[90m[d330b81b] \u001b[39mPyPlot v2.11.5\n",
      "  \u001b[90m[276daf66] \u001b[39mSpecialFunctions v2.5.0\n",
      "  \u001b[90m[2913bbd2] \u001b[39mStatsBase v0.34.4\n",
      "  \u001b[90m[f3b207a7] \u001b[39mStatsPlots v0.15.7\n"
     ]
    }
   ],
   "source": [
    "Pkg.status()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Plots.GRBackend()"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ENV[\"GKS_ENCODING\"]=\"utf-8\" # for scientific formatter\n",
    "using Plots;\n",
    "# pyplot()\n",
    "gr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Standard Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Line plot 2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = 0:0.1:2pi\n",
    "y1 = cos.(x)\n",
    "y2 = sin.(x)\n",
    "\n",
    "plot(x, y1, c=\"blue\", linewidth=3)\n",
    "plot!(x, y2, c=\"red\", line=:dash)\n",
    "title!(\"Trigonometric functions\")\n",
    "xlabel!(\"angle\")\n",
    "ylabel!(\"sin(x) and cos(x)\")\n",
    "\n",
    "# axis limit\n",
    "plot!(xlims=(0,2pi), ylims=(-2, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# same plot\n",
    "x = 0:0.1:2pi\n",
    "y1 = cos.(x)\n",
    "y2 = sin.(x)\n",
    "\n",
    "plot(x, y1,\n",
    "    c=\"blue\",\n",
    "    linewidth=3,\n",
    "    title=\"Trigonometric functions\",\n",
    "    xlabel=\"angle\",\n",
    "    ylabel=\"sin(x) and cos(x)\")\n",
    "plot!(x, y2, c=\"red\", line=:dash)\n",
    "\n",
    "plot!(xlims=(0,2pi), ylims=(-2, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Line plot 2d (2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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v2f2pTZcW/j8B0HTd+8DsSqIvBShlJTBQJwJDk13wxmRBhBALR/t6E8uf03xSUXFpivgSJr4EzXDTtsShbZ8HgKbrTTkz8wl5wZ9oaaBdz9vNTx9brLcN9kesgteauZuNhRcotsj62RxPL22Pa9+mj1r3gQBomsolaPR9aqMP0dMasqA22NINP5BMp3IVNmrm3Dv6y3BswmP0JFc9I3EyeMy9D/QXbbUwa2jhRwKgyaEZNP0xOdQBm9MGvpJawt4AW+1FfP1MMZXC8+/oFc/pm/70OV808SH5MEcNuXDrK3qBO66VC4vDtw4A9VsbRQlJtKUbdAxqlWUd8Pd8dCOrsSt8n39HL39O3xtKdDBDvW3QJX/WlEeqzoXFYnQ2jf6mvXb+iUIiBEDNLqbTF9KZswNY8i96CZoENo529SK+CaMFjRg1c+6/LPhvm3kfW0z1uXBHAjXBGbfTV9kJVQq+eQCoU2wx83UYdW0gUcvaXaDp8m+B+VhhW+IbWCk8m0aveE7fr5IFK33MhQ9Ukgv5JDqQTK/Q3omtWvvBANB8+UI0Ooja1ZOARdG02LYe+O4kKp1X74x1No3+NoK+P5SQubVTZS6cqpJceCiZ9rPD3bR36XZIhACoh5RGkx6Sc9vgE5vBZgXNWUsDbHkHYvnz+lUKz6TRKyPpoGGys2ClPrbY5QCl50IpjbYn0Ku9tPmvVJs/GwCabHEYZcbB1nWG76D2W+mFJ5cxt97Lm67+eUt/G0HdH0q0q2t/qN422OUA1jRl5sLTabSbCfK21NrqIIJECIBa7EmiQ/OYY36Eli1VBWTi4GhXL2JpOCWSYzLFkbf0/6Lp4GGsOrNgpd422KUA1rRHZHC24nMhg9DWeHqNl3YOFv0IEiEAqvY0j/k1hro+iNDKKVlApoH2mKcZ9terOhpIj7yl10XTwcPqrgtWVZkLpz9WfC68mUWzcORvr+XPa5AIAVCpzApmwgPyH1+Wq7GW31xANTt64tsSqIyaR80cfkOvf0k/GUG0rU8WrKSkXLgpjv6+k/Y3W0AiBEB1svnMmCDqu47EkJZaf28B1bUyxL5pT6yMlF0pPJhM/xJDPxxGNPgJqbcNdtGfNe2xwvoLn+UzeUKklXtoVKP9nxAATVAoQiueUx0vk4FO+FLtnY8FarfaC48tZoI+q7Ttf03/Hks/HE64NK6d4OOcCoXUCzfH0ys9caIZPLPBFxIA5eJJ0aY4ut1FKZ9E8eNYP8Iw0WZMl0DbeuBfh1HiKqNmDiXTG+PoB8MI5/rvA/y5PrbYFUW0kb4uYyIL6Flat+OSTM3iQwKgFnwSbYqjW5+VvihiIkazDvQhWug3g6drUKuRrXB3E7Qj8d8G0oPJ9G+KqAtW1csGuxzAmvKIlH/Cxuc2xtFLOhB6zWN/aEiEACiehEYHk+k258kXRUzYKNZ5f8U87APtsL0HsSmOyqpgDiTTf8TRD4cr/s+jlw12bSBr9pMG5sIPfOZWFr1IG3dckql5pHsAVEVKo8Nv6N9i6a6W2N0hsHYakMHFGPu6HT74LiWh0OPhhKOhUv5IetlgVweyxgaTO3oQlauj8aSIpBFCiE8yEhohhIQkqpzaKKERX4oQQiSDeFImupCZ0wY35SgjLk0EiRAAxaAYdCqVXv+SdjVGlwMIHytIgaBG33Uk0nnUb13xVsrJgpV622BXAljfRlBSGiGEjNiococTfRamgyOEkC6BKhs/OTgyYCOEEAtDZhxsqAM2z725VAcRJEIAGo9B6GYWvS6a1mehQ32JAS0gBYI66LPQCT9VLNfSywYLHwX3+TrABQKgUYKzme+iKAmN1nXGJ7RuRg/RAGgNSIQANFBMMbM4jOJK0AZvfIyT9q++AYC2gkQIQEOQNJrykFraAf/CA4ccCECTBokQgIY4mkLb6qPmM74cAC0GiRCAehNR6JcY+twALd+bBoBmAp5nAai3PUl0V0ushzU0iQKgDaBGCED98KToz1dU8DD47gCgJaBGCED9bImnhrTE67VvKgBAk8FTLQD1UChCe5PoqDHwxQFAe0CNEIB6+DWGmuGGt4YVtAHQIvBgC4C8MiuYU6l04ni2ugMBACgS1AgBkNdPL+iv2+E2euqOAwCgUFAjBEAub8qZux/otxOhOgiAtoEaIQByWRtFr/YijCEPAqB1IBECULeoQiaykIEF1QDQSmpoGs3Nzc3Jyfn4o6enJ4fTbDZCBk3T2ihqfRdcD3oSANBGavhmHzlyZMeOHa1atar88fbt29bW1qoPAwA5BWUz7/lolhtUBwHQTup5xB0/fvzevXvVcmoA6oVBaN0L6reuOAvyIABaSj1fbh6PFxER8eHDB7WcHQD5XUqnSRqNg63nAdBe6qkRhoeHp6enJyQk9O/f/8yZM7q6ujIP4/F4jx49ysvLq/zR1NQ0ICBAhWGqGUVRFEWpOwo1U+9FoBj04wtmW3eMVut/BPwlILgICCGEKq8AjjfrxzKKomialv+PAcdxDKtjKSiMYZhGB1Y/AoFAX18fIVRWVubr6ztp0qTvv/9e5pFubm52dnZWVlaVP9rb22/cuFF1gapbRUWFoaGhuqNQM/VehGNp+Ol0/F4Aqa4AKmnyX4I4LhTX0WV7+Cj7RAKBQEdHhyCa9R6QIpGIIAg2u1lP4pFKpTRN6+joyHk8h8Nhseqo8qmhRliZBRFCpqamkyZNioiIqOlIe3v79evX+/r6qio0zUJR1Mdr1Wyp8SKIKLQxkTw7gNDXlz2qmaFIDMOR8h/PaZrWzL8E7r1T4oj7tERks2ovYWKh7NNBIsRxHBJhfROhPNRcxX79+rWtra16YwBApr1JdBcLrGcNu+8yFFm4a1X+5kXilDgVByYPuqJM9Oal8spnKLL0zDZRYqT1ih2GfUeVntuhvHMBoGxqqBHOnDmzffv2lpaWz549u3btWi01QgDUpUKKtr6igobW+AUpv7KfMDLTHzCh9MxfHCcPk9ELVVAlkl/59cOC2BCDboNMxizEWAquQNAiQcnR3zAW22rxZoyjYxQwqeCvJYKoYH2fZtSFD7SJGmqE48ePLyoqio6OdnV1ff36ddu2bVUfAwC12/qKGmSPtzeTXR0UvHgkehNjNu1bPa9eNmsPsawd8jd9yb17kiGlKo5TJrIwW/Q62vaHI7SAW7B9GVmUU/d75EZxSwp3ryZMrSzmrsM4OgghjGCZT11Zdu0QVV6swBMBoDJqGCwjPz8/v+bcR8jj8YyMjNQdhZqp5SIUiZDHBWnkGJazrH0HpTnphXvXWi3exLZ1/PgiWZRbdnkfWZhtOu4rXQ9vxcZT38Eyxf/8xnF0NxowHiEkiAouv37YJPAL/S5+jY9EmpdZdHCdQbdBxkOmV/sV9/YxSfY7ywXrG38WmWCwDILBMgghrewjBEAD/RZLTXPFZWZBWlhRfGSD6egFVbMgQohlaWe5cIPpmAVlF3YVHfqJKilQVbDVSd6nSDKSDPuMrPxR3yfA8otfubePl5zawkgljSlZnBJbuHuNyYi5n2dBhJDR4GlUSb7g5ePGnAIAtYBECMAnsiqYEyn0951k1TwYpvTMX7rte+j7+Mt8r277HjbfHeQ4uOVv/VpdLaXc28eMB0+rbLSsxG7pYrNqD6Kogh3LG9xMKogKLjm+yWLODzXVLDGCZT5tVfnVAxSvtGGnAEBdIBECFZFkvRUlRao7irr9/JL+qobdd7lBZ+mKcpNR82p5O8bmGA+Zbr1ipyTrbf6Wr8RvY5QVqCzitFdkYbZ+90HVo9LRM5/5nUHPoQXbVwhjQupbLPfeae7dU1aLN+u4eNZyGLuli363QWUXYfVE0MTAcvpAuaT5WcKXjwUvnyCEMILFD7ttOnEpYWym7rhke1PO3Myi30yQ0QcjSn7Bf3bT+ttdGFH3t6aypVSU+Lz03E62g6vpmIWEqZUS4q2Oe+uo8dAZNUVo2HuEjmPb4mO/i1PjTcYsxNhy7PpCU6Xnd0pz0q2W/UUY1f2/Zjx4Wv7WxcLYUL1OfesbPADqAjVCoBRUWVHFk6sFO74t2ruWFvLNpqyw/f5vm9V7Oa3b5W9exA+7re4AZfs+il7dkTD7rBueKi0oPf2n+czvCGNz+UvTbd/D5rsDHAe3/K2LVdBSKkqKpIV8/S79azmG3dLFZuVuWlhRsGM5WZhde4GMWFj093qqrMjq603yZEGEEMbmmE9dUXZpL11RVo/QAVArqBECRaIFPFFiBD/qgfRDqm77bsYBE3Tb+iD8//vbMMLIf6JuW5+SU1uFiRFmk5bWK68oW3QRE1HInPCr3jvISCXFR3418p9Qe8OgTBibY+Q/Ud97QPmtf/I3fmE6bpFuW+WsRsYw5bePGQ+bhepcVlFHz3zmd4Ko4MKdK2sZTUpxS4oO/shp6Wo28Zv//gflwHH00O86oOzyPvOZa+V/FwBqBIkQKAAjFgrjwwQvH0syXuu28zHyHaPj4V1TAx27RWvrZdu4d08UbF1sOv5rPa/eig0mO/V20Ydwr34/YXj9/ry/i6R+6ozrf/amskt7WJZ2hr6BDQ6JMLU0n7ZKlBRZdmkvp3U786kr60xX9SWMDcUItl6HHnIer+8TwG7Ruvjo7+K0V6ZjvqjWTCrNzSg69KNh75FG/hMaEIzxsFn5mxcJX4XpefZqwNsBUDFoGgUNx0glwviw4qO/5f40XRgXqu/jb7f+lPmMNbrtu9fekYaxOSYj51nMXVd+40jJic20gKewkBgq4elvRdnPw2/Mo0ih/G98kstk8dGcNtW/EfzndyUZr80mL2t8bLrtutmsOUCVFPAenG98aZ+gqfI7x02Gz65XfmXbu9is3M0IKwq2f9JMKk6JLdq71mTE3IZlQYQQxuaYTVlRdnGPAv9nAVAeSISgIcSp8aVn/sr9aVpF6HVdD2/bH49ZzP9Zv4tf1VH7deI4tbVZvQ83NM7f9KWiBpRmp9zi6JgOmHpX18Aq5MI4sVCutU4YhFZHUr94V999V/L+bfnNoxZzf8R0ZI0irT+MzTGfsaYi5KokPVEhBVbiRwYTppY6bTrVOx4dPfOZaw17Dy/Y8W3lFEBB9MOSE5vMZ3/fyAn4Os7t9Tr1LbuyvzGFAKAa0DQK6oGhSGFsCO/RJUYqNew11HjYrEYusImxOaaBX+p59S49/ZdO3FOTwC9wXYPGFPg2ek/bHisxjOgSsCUp/M9HZ0f0CTxtaNq69ncde0sjhCY6f5IGaT635J/fzCZ+w7Ju2ZiQqiFMLc0mLy8+sclm5R5cXwGL5jCklHv/lMUs2XuZycOg1zCOo0fx0d/44XeoknzLrzexbVo1PjCT4bPzNy8SJUbotu/e+NIAUB6oEQK50CI+7+HFvF/m8J/fNxk2y/a7A4a+gYpaZlrHxdNm9V6MxcnftEiU/KLB5eRlPKQp0s65culnrF3PlR7dloRcGFdWkFDLu7hS9EM0vasX8UmrIsOUnNik17mfwrswEUK67brpd+pXcupPpIgFDvnPbnHsXTiOHo0phG3vbLNyt46rl9XSbQrJggghjKNrNnl56YVdtLBCIQUCoCSQCEEdKG4J9+7JvF/miNNeWcz5werrjbrtuil8rAemo2c6YbH5jNVlF3eXnNrCiOvRvffRm8id7t0WI/RfbE7tp3Qa8PvTy5PzMx/X9K7vo6jRjlg3q08+Eff2cYYiTYbPbkAY8jAZMYcWcCtCrjayHEYi4j04bzxkRuNDwnT0jAdPU+wUTx1XL70OPcqvHlRgmQAoHCRCUCPph7SSU1vyN35BC3g2K3dbLljfyGpHnXScO1iv3IOxdfI3fSlOia3Xe4tzo4UVeS3dRlZ7vYXLkF6jj0XfX/4++fLn73pZxFxIp3/p+sn0AFFiBD/6gcWstfWaNlA/OGExay0v+LwkI7kxxfAeX9Fp04lt76youBTOZNR8cdor0esodQcCQI2gj1CrlJ7fKYx/xnFw47R0Y7dy4zi4NWRBE4YRJkZUPLpEluYb9RtjNn6xokUdNWsAACAASURBVIaKyAPX1TebuESUFFVyaqueV2/Cb6Kcb0x+vs3dZ7HMKRPmdt59x557dnWagJfj7rP44+s0gxaHURt9CIsqQ3zIotySM9ss5/+MG5o27qPUgTC1Mp2wuOTkJuuVuxvWM0oLeBUhV62XbVd4bAqEcXTNJi4pObPNZs1+XFdf3eEAIAMkQu0hiH4oeZdgvWw7mZ8leZ/Cf36v7MJuhqY5Dm4cB1e2QxuOgxthallLCYxUIogM4j2+jOsZGPYfp9+xjxKrRLXSbedjs3p/2eW9gj0r8UGT9Tv7YhzdWo4vL0wsK0zsMfJITQcYW7TpP+nG06vTRfx8L9/1GIYjhI68pUkGzXL7r12EkYiLj2wwHjKd46Tcum8lPa/e4pS40rPbLWb/0IC38x5e1OvYh2Vpp/DAFEunTWfdtl3Lr/9tNnGJumMBQAbYj1Bz1WsrPrIot2D7MquvNrJbfDJCkiovln5IkbxPlbxPkb5/ixjEdnDlOLixW7pxWrX5ONqFriirCL1R8eyWjpOHYf9xDVhCRUlKY5/RL4LFaQn6nX0Neg1l27vIPCzi1hfmtl3cvL+ovTSpmBt2bZaOvoXPkD3llE77i9LbQ1idLf7rHSw5uRlhmPm0VYr8DLViSGnB9mWGPYcZ9B5e0zEy9yOkuCX5m760Wb1PUUOWlIoWCfI3fWk+ZblOm84NKwH2I0SwHyFCSDn7EdZRIxSLxQKBoOorZmYaulxyc8ZQZMnxP4wHTa2WBRFChIkFYWKh2/7fBUeo8mLJ+xTp+xR++J2yCzsRQuyWbrieoeh1pF6nftZL/2RZ2as6+lqxXLyMOvWmyov5EfeLDq8nDE0Neg3T7+xbtbWWX5ZR+P6Z98A/6yyNrWPcd9y5qHtLnl2dft7q4ARn46pZsOLpDWluhvXSbUr5JDXAWGyLWd8X7FjBcWpbr64+3v0zBt0HNYksiP6/xbv07HabNftV2dIOgDxkJ8LCwsIff/zx2rVrubm51X6lyTXIZot7+xhuZG7Yd1SdRxImFnomFh8X4qLKiiTvU6jyYtOxX+IGxkoOs+EIEwvjQVOMB04WJUfzw++UXz+s16mvQc+hHAc3hFBy1C6XTnNYHLn2cMcJTvdh+4LubXCPHztx+hmEbCtfl2S85t07bbX0r3qtCaAQLCt708Avi4/9bvPtLjmTBFmSL4h5Yvv938qOTYF023bVcetYfuOw6fjFdR8NgArJToSTJk0KDw+fOnWqp6envj70b2s00ZuXghePbFbtbcCUBsLUUq/WXkPNgmG6bX102/pQ3BJBxP2So7/h+kaEd4+c1JuDZofLXwzNYOvEPyz1sIu5NLJr53U65RJpbobodbT5lOXq6m/T9+4vToktvbhbzlZZ7t2Thn1HafKzi0wmYxbmb/pSr1M/HVcvdccCwH9kJEKhUBgSErJ///758+erPiBQL3RFWenpP82nr2py98TGIIzNjQZONgqYJHrzMu7hD5alRoLrJ7CeQzmt2tTyLlokIHMzpLkZMYnvfsnJaC/OLNI3CgtZ1rHFNEvXPkYDxrPtnFT1CWQwHftVwV9L+JFBBt0G1n6kNC9L/Dra7H81jgzSWLieodmEb0rPbrNZva/20U8AqJKMRCgQCCiK6tKli+qjAfXDMCWn/9TvNlDHrd6LTGoDDMOdnAuwrAFzr9CJsSXH/8B09Q16DtX3HoDr6jMUSRZ8kOZmSHPSpbkZZG4GxeeybVrRNq0v8xzmj+ht6+7cwtDENisk6u43Xaz62ak1CyKEMI6O+ezvC3ev5ji61762C/fOcUP/CU20p023fXdObEjZtUNm475S15hkAKqRkQgtLCy6du0aHh4OuVDDVYRcpQU8k6EKWFWkiUp5ebBlmxEGdu7Izt3If6I4JbYi7Db31lHC2IIsziXMbdh2TuwWzgY9BrPtWrMsbBGGzQ+ljF1QO+9/b8HWrfr1Gn0s7Pqc9oJVTh2mqvfjsG0dTUbOLTn6u/WKnTVtHy95/1aSmWw+fbWKY1Mg08Avi49syF0/U98nwKD7IE0bnwWaIdl9hDt37pwxYwaHwxk8eHC1EfwwalRDSD+kcYPOWS/f3mwfq6USXnr88f6Tb/37M4bptOms06YzXVFOlRWxbFthrOqjzKMKmTvvmaTxn/zZm9l08p1w+dnV6SV5MR39fiFY6myyM+g+WPw2ruzyPrNJS2UewL11zHjQ1JrSZGOUFyZmJJ5t1Xa8mU1HhRdeFa5vZLV4C5n/nh9xr3DXSpZ1S4PuQ/Q69VXGhwJAHrKXWAsMDExLS1u4cKGjo6P5p1QcH5CJkYiKT2w0DfyCZWGr7ljUJj3+uLWjn4GpU7XXcUMTdkuXz7MgzaCvw6gt3XGTz+63hqat/afeo0jhw9NDuMVvlBayXMwmfiN+lyB48fDzX4nfJZBFufrdByn2jLyS1IhbXzy9Mg0nOGHXZr4K2VCvrRwbhmXjYDJqvt3Pp4wHTRUmPs/9eXrp+Z3id4rcnQoAOcmuEW7ZskUoVPo3ATRY2aW9Ok7t9L37qzsQtaFIcUrM330CT8v/lr2vaV0CTXGR/fDH4hj6DNmdmXQh5MJYj+7LXDsvUFCk9Ybp6FnM/qFwzxqOQ5tqO0Bxbx0zHjqj9k2P60XA/ZAcuSMn7a6z16wuA7eyOUbuPksSnv4adLx/l4DN1q36KepENcLxyno8xS0RRAWXnv4TY7H0fQIMegxpVuO/gHrJ/kbNmNF8u500R7kUk7mujDAuVJyWYLNqj6oD0iQZiWfMbDqaWLaV8/gCIdrwkno0nFX7FBPHdhPM7bpE3v6y8EO498BtHF2TxofaAGw7J+Mh04uP/ma9fMfHBkNRYgQt4DVyv9yPhBW5b6P3Zr2+1Npz2uDZz9g6/2Ydjq5Jl4AteRkPXwR9a2nfo6PfBo6uKnpDCGNzI/+JRv4TJe9T+OF38n6bq9Oms2GvYTpunRS+1QkA1dSx+0R5eXliYmJJSYlqogEfPcll3K7pXM2kq71OlRWWXthjPnNNEx00qBAMTaa82Ofe9Wv537I6kprlhrc3q/uWamTm0n/yLX0j+wenAopz1LZngmGfkWxbx/Ibh//9mWHK7xw3GTG78VlBLCxJePpb8Al/hNCgWSEd+vzwMQt+ZOs0YNCsED1D26ATA7JTbjbyjPXCcXAzm7jE9sdjum06l10/nLt+RvmNI2RJvipjAM1NjYnw6NGjzs7OpqamHTp0sLCwsLe337ZtGywroxqJpcykh+Q6T/KLp1Qat8o1p6nio78bB0zktHJXX3Tql5V8Rd/YwaKFj5zHP81jHuYwP3WRd1QRTnA6+v3Sye/X8BvzksK3Mkz1xxHVMJ2wWJQYKYwPQwgJYp5gLM7HpfIaRiIqSwrfGnSsr0RUNnDmo45+v+jo17icAsHS69Dnhx7DDyaGbQ67NlNYkdeYU9cXrmtg0GuYzcrdFvN+YsSCgj+/4R37jSyuvtAVAAohOxEePHhwzpw5xsbGv//++5EjRzZv3uzs7LxixYoNGzaoOL5mKEfADL9Hbe5GfONOrutMjA2mhOS/v+LeOYnrGRr6Bqo1QLVj3kbv9fD5Rs6jKQYtDqO2dscN67lSsZ3LYP9p9wrfP316ebKIr4YaCa5naD7ru7ILu+iSfO6dE43ZJZiU8t9E7b5/tA+/PLP/lDtdArboGtjI80aLFj4BMx5YtOj24NTA9FcnEVL1ozDHwc10/GK7n08S1i15N5reGgKgaWA+Q9O0nZ3dtGnTaJqu+vqqVav09PT4fP7nb1ESX1/fx48fq+x0mqBcwnS6LN0URzEMw+VyGYaZ/ohcGEoyDCN6G5vz41SKV6rmEFWr8iJUlZ1yO/hkAMPQMo//3LZXVMBtaYMDoGkyMWzLzQNeuekPGlxIY3AfXfqwdnzh3rUNezspFaS8PHjzgNfzmwt4pWkNDqOsMOnh6aGPz43hlTS8kMaoKC3JWTdFkv1OLWfXEEKhUCKRqDsKNZNIJCKRSLFlyqgR5ufn5+bmLlu2DPu0N2L58uVCoTA5uVEbaoNaSGk0PpjsboWt9vrv/2VfbyI0jzn9qqzk1FazKSuUvVus5nsbvbdt9xUIydVVli9Ev8dSu3o2fKolhhHteq7sNmzfy6CVcY/X0bS0wUU1jJFvIMezt8nIefV9I01J01+dvPdPr4Ks0D5jz3QfftDQtOEb2ZtYtvWbfLNV23GPz416E7WbYagGF9UwGEdH3zeQe68e44QBkJOMRMjhcBBCFRUV1V6vfEWxu0CBjxiEFoRSOgTa0/uTu7YhG50fgDOXtgna++l6eKsrPA1RkBUiEZfbuQyW8/hvI6j57riHaWMHmFi17OU/PaiiLD3k/FgB90MjS6sfDNMbOZ/dUvZGjDUpyAq5+0+P3HdBvcec7DX6uIllO0UEgrf2nN5/8s38zCePz44sL3rd+DLrxaDXcEl6gjQnXcXnBVpPRiI0Nzf39PRcs2ZNUVHRxxcrKipWrFhhY2Pj4aGKnbuboe+jqNdlzNkBLOKzm7ZT4k1vTskoZhpX1bURRSp8/zQpfKtUzG1MIcmRu9x9vqncX75OT/OY0Dzm+06KWXlHR8+i95gT9m4jHp4Zmp1yq+43qE9W8uWou9/4DN7Za/QxE6v2ii3cwNSp3/jzTp7TQi9NTArbTFMSxZZfC4yjY+g3jht0RmVnBM2E7BvKzp074+LinJycRo4c+cUXX4wdO9bR0fH27du7du1q5jtEK8nBZPpiOnNjEMvgs4md0rxM7r1Trgu+62HLXhiq6vYohZCKuS+DV0bfX84vz7x/rF9m0vmGjbkoyXvJL8908Bgjz8Ekjb4Oo7b1qPcYmVphbt5f9B5z8tXTX2MefkeRIgUWrShvX+xLfPZHv/EXrRx6K+0kWOsO0wKmBZUXJz84NbA0P05pJ6rOsM8ISeoraW6Gys4ImgPZidDPzy8yMnL06NGxsbGnT59+/vy5n59faGjohAkTVBxfc3Azi/npBXV7MGH92cxARiopOb7RdPRClpX9nt7E23Jm/2v1DOVvsNx394OO+2E4a+CMRz5DdvUafexd3NHH50aXF9Z7Ma03kbvadF2E43Jltu2JtK0eGuskV92xXsxsOvpPuy8VcR+dGVaaH6/w8huMYei4Jz9mJV3oP+mGkbmbsk+na2jbc+SRtj2+fXZ1em7aPWWfrhLG0TX0C+RBpRAoVI1rNXl5eZ06dUqVoTRPUYXM3BDy+iCWm4mMfqyyK/tZNg76Pv4IIV0Cnfcnet8gfawwb8smsNaGWFgc92hdaX5ct2F7Le3/nQBnZtPRb/LNjIQzoZenOLiPbtdz1eezuWXiFiWX5MV0G7ZPnoPzhGhzHBU6UmFLkVXD5hh1G7Y3M+l8+PXZZjYd2/VcqfAWyPqiKUnUvSVifqHvxKtyXlKFaNlmlIGJY9j12R4VuS4dZ6vgjIZ9R+X9Mkeam6He/SOBNlH88zKQXxqXGR1EHupL9LCWkdikSRHitzFmk5Z9fMXVGDvYhxgXTBWLVRhlg3x4eyP4hL+OvoX/9KCPWbAShuGtPacNmhWKELp/3Dcz6YI8LaVvona5dp4v59YQy8KpL9vi7rKeLRTIsd3EIXMjbFv7P7s6I+zazLKCV0o9XS1IKT/s2kyakvQOPK3KLFjJzKZj/0nX02IPxz1ep4LFBzCOrqHvGF7wOWWfCDQfGPP/i8WEh4cfPXo0MDBwyJAhq1at4nJlD2o4cOCAyoLz8/Nbv369r6+vys6oSgVC1OsGubYjPs/938cRWlAhzU6TZqdJctKl2WlkUZ7V1xs/33V92XMqg4euDPx8VI1GEPHzYx9+zyt95z3oL3PbzrUfXFbwKubhWhxndRrwu8yRjTwez8jIiF+e9fD0kCFzn8tzl7+fzXz5lEocx9JTVoWwOpqSZiade/38T1Nrz3a91pgqunZYUVFhaGhY029F/IJnV6dZtOje0W+DnMOIlEEiKg+/PltH38JnyG5lbGUlEAh0dHQqxygwYmHuL3Osv9nCsnFQ+Ik0mUgkIgiCzVZkv3eTI5VKaZpW7PyF/24V2dnZQUFBnTt3Rgg9efKk6pBRoHB8Eo24Ty5sUTKNfMd7kCXNy5S+T6HKilhW9izbVpyWbgY9hkhMbTnmFp+/d3M3wvcmuTWeXuVV7a7HRNxeJBGWdhu2T0dPLRtmMemvTic++8Ol09xuw/fL05lnau3pN+l6+quToZcmOXgEtuu5is2RsdL42+g9zh1nypMF3/OZOU+ok/0JlWVBhBBOsFt7TnfwGPsu7ujTy1OsHfq07bHCyNxVBafmlaQ+uzqttecMd5/FKjhdLTi6Jn3Gno2+982zK1N7jPxHqeuVYzp6Rr5juEFnmvQGxUBz/Fcj1EBaViNkKJIszJa+T5HkZT1/ldG6LNlYl8WydWTbtuI4uLEd3Ng2raouqVxZGZJZ1Hs+0+0qed6f1df2v+OTwrcWZIVYtuz5PvlKjxF/m9l4Kf0jVcEvy3gRvIqSCrwH/WVsUe+lUCtXgs7LeOjZd10rj8CP8+V5PB4bFwQd9xs0+6mOnozHgk8KoVC/m+QkZ3yFp9oqRqSUnxZ7JOXlQRtHv7Y9ljdmDvtHNdUIi3Ojn9+Y59l3Xau24xt/FoVgGPpV6Ib8jEe9x5zSN25Z9xvkVrVGiBBixMK8X+dafbOl2k5V2g1qhEg5NULZiTA+Pt7Z2bnad4/P5ycnJ3t7q25Ot9YkQtHrqPIbR8jCbJZlC3ZLl5sSpzgd5z9GunGMaqvi1JIIEUJ33jPzQ6kXgSxbPYQQyk65Ffd43YApt3UNbXPfBb0I+rZD7++cOkxV+Gf5HMPQGQmnE59tdPP+sk3XRRjW8Ak2pfnxsQ/X4gSn04DfK7dY4vF4GTHbaJrs6Ff3OrcLQqkSMboYoP5GY1LKT4v9J+XFPiuH3u17f9fIdCgzEea+u//i/oquQ3baOg1oTOHKkBrz99voPT1HHVPg01i1RIgQ4t4/QxZ+MJ+2SlGn0HyQCJFyEqGMtUYZhrGxsXn27Fm1F8PCwmo6Xkm0Y61Rceab7B8mCV9H01IJwzDrX1LeV6Q8OdYL/HyZzWq+jyL735SSNFOa/+rGvnYlebEff8UrSbt/zPdF0EqKVO7KhOVFyQ9PD3t8brSilqCkaSoj8fzNA16xj/4nEXOLC99f3+vBL39f5xv3v6Y8L0krGr6qqOJJJRXJkbuu7237/OYCXmnDF8nk8XjVXslIOHvrYKeSvLjGBahE2al3buxrn/suSFEF8vl8kiSrvkIJ+dk/TJQWfFDUKTQfrDXKqGyt0ZqIxWJYX62+yOK84sPrzSYt1fXwxljs02n0sbf0zcEshczy/sWbYOFoY0RO2PVZnQO2mNl0/PgrQzNnv8k3xMLikIvjlLRzAk1LXz//K+TCOKcOU30nXjE0U0AbIEIIw3DHdhMCZjwkJRVBx/olhqxt4TK0zka25wXMTy+oywHE5ysSqBGLbeDus3jI3OdG5m6Pz454GbxKwMtufLGvn/+ZHLnTd8IVFbd+10sLlyE9R/3zIujbjERlzfnDdfUN+47iBZ1VUvmg+fjktpGfn//hwweEkFQqffPmTdW0JxKJDh065OjoqOoAmzJawCs68D+jgEl6nj0RQg9zmJUR1MNh/zZmNh6OoeN9yDPH5tHu0+1dh1X7LZtj1HPk4eTInQ9PD+0+/ID8u/fJozg3OiZ4jb5xS//pwXqGtgosuZKOnoX3oG3FOVGvnm5y71bHMJB8IZr0kDrcj+VqrPY2URnYOsbteq5y7bwg5eX+BycH2rkMsrTvYWbjZWzeBsPrl7cZhop58F1ZQYLfpGu1bCWoISxa+PhOuPL06jQB90O7nivlXCe9Xgx9x+T9MseoMJtlZa/wwkHz8Ukf4bZt21asWFHToRwO58CBA7Nnz1ZFXAihJt5HyEglRfvWcpw7mIyYgxB6VcIMukNeDGD1tpH3dlB7H2HlSSLvLC4QMPNF2yNGsx0NZZecn/k4+t5Sj+7LFTHfmcnPfPImaje/PLNDn+8d3JW+M2KdF4GkUcAd0r8Fvq5zE5gUKxaWfHhzpSQvtqwgXsDNNrFsa2rT0cymo5mNl5G5a03dq5V9hBQpirj9JU1Jeow4xGIbqDjyBhMLisKuzTSyaNMlYIucqwLJ9HkfYSXu3ZNUaYHZlBpvXNoE+giRCgbLZGVlvX37FiE0ceLEn3/+uV27/+Z16enpubu7W1qq9CG0CSdChik5uQXRlPnM7xCGpXKZ/reoHT3xeq34VWcOSI7YkZ16y2/Stc2JOrey6EfDWewaihfycsJvzDMyc+4ycCvBakiFlGHovPTg18+30ZTYzXuRg8eYxtzU5FfnRVgaTqXz0NWBBK6JtcHakFJ+WUFiWUFcaX58WUG8kJdrbOlhZtPR1NrLzMbLyNzt46TAiooKDosKvz7TwMSxy8A/VXPlFYgihRG3F1FSQY8Rfzd4vn9NiZAW8fN+mWO9bFtzqBRCIkSqHDV648aNXr16WVjUMVpd2ZSdCKViblbyZaf2UwiWgvs+y68elLxPsVz0O8Zi3/vAzHpC/u5DzG1TvypL7TkgJ+1u7KMfBky+pWtoyyA08h7pYYpt7V7jiE2KFL4MWskrTe0x4nC9xrVTpDAj4czbF/sNjB3a+Hxt69RfGW1cNan9IpxMpX+JoSNHs0w4KotIWaQSXll+fGlBfGl+XGl+nERQbGrtaWrjZWbTEWNbJIV+38J1WIfe36ny4isQw1Cxj34ozonuM+akboPa0mtKhAgh7p3jVHmx2eTljQ5T00EiRKocNaohlD1qNO7Jz7cPed/9p1dB1lMFFlvx9GbeHwsoPo9mmI2xVItT0tBcebdTr6qWUaNlBQk39rWvOky0WMQ4nZVeyaBqL7Nys/L8zBB5AhALS5LCt97Y3yH8+tzi3Jdyhl2TPAETU1Tv61DLRYgpoq1PShJKGnJtNZ9EVJ6f+SQ5cmf4jfl3DvdMjT2i7ogUIDly1+2/u5YXvm7Aez8fNfoRJeBl/zBRWpTbuOiaABg1yihn1Oh/ffWPHj3atWvX9OnTx44dO3fu3LKyMpmJ8/Lly4rMw+oj4L7PSjo/cObjkrzY6PvLrBx6e/X7iaNr1shiRYkR3KAz1kv+ErAN5z6gsvhM5GjC3kCRT/FiQVHY9Tmd+v9WdZiouQ46N4AYeZ/0NMNcah4z4tp5gam1Z8TtRW6dF7Tpuqim6oWA+yHl5YGs1xft3Yb7TbzWyBGhIXnMvtf0/Q+0LoGNbIVt7U40ftBsiRiNC6b29CLamzXJGlKd2DrG1q36Wbfqh+paYq0JcfdZrG9sH3JpQvdh+6wc+iiqWFzP0LDXMF7wObNJSxVVJmhW/kuEfD4/Ozubx+MhhPLy8oqLi9UXlSokPNvo0mmejr6VnfNAK4deSWGbg4739+y7rlXbcQ0uU5L1tvTcdsuFv2awrAJvkN2ssCd+LJzkJkf+IxYUuXf9umGNQlXRlCT8xlzHdhNauo+u9qtuVtj3HYmZT6jQEaxaOsws7XsMmHL7+Y35pfmx3oO2VRt2UV6U9DZqT17Go9ae0wbOfKxrYNPgULlSdDKF3veaphm0qB2+vzcbw9CK55TXZfJIP8LPruEJjGLQ1Efk+NbY+NZNYIAMqMrBPVDXwCby9le6+pYtXIe1cB0ic43Z+jL0G5v32zyjgEksC8WPYQZar5kusVaaHx92fdbg2c9YbP2qL74MXsnRM+8yYKOBqVN9yySLcwt3fGs2acljk+4zH5PfehJLXQpSYg5lJJyxcxmko2eRkXDGtfM8N+9FVU9aC5ndY9H3l5GSih4jDsmszNEMGnCbHNWq7jXGaEoS++iH4pyonqOOVK57Uvgh7G3UnvKiJNfOC1p7zZC55qecksuYoyn038l0TxtsaXvC3x6rGuu9D8zCp9SQltifclQNZV6EtVFUVCFzbyhL/UvIqITW1Ag/YhiqOCc6J+1OTuodhOEtXIbYuw4zt/OuZdHwWvoIK5XfOkrzuWYTlygnZI0AfYRIlYNlNITyEmHIxQkO7qNbe06v9jpDk6kxh99E7XTz/tLN+0v5h+fRfG7B9uUGfoF7DYdtT6BOdssyy9yXnXKrVbsJbbp8qWfUAiEk4H5IePZH0Yewdr1WO7abVOdGAZ/ngLcv9r1Pvuw78VotqTSdx3S7RoaMYLU1rTtLpCecSny2ya3LwpzU21IJr433olZtx+NEA0eeSGh0LZM+mEwnlaIZbtjX7XCHGtqEyyVodSQVnM0crqtq+PlFuJZJL3tOR41mWSp+hwMNpX2JsKrywsTs1Ds5aXdF/IIWLoPtXYdZOfTBiepfvToTIc3n5v0+3/rbXSzzhjdjaDhIhEiVifDu3btsNtvf3x8hVF5evmzZssjIyK5du27fvt3MrLG9aPJTUiLMS3/wKnRDwPQHNU1nFnA/xDxcK+TldAnYbG5X99qqjFRSuPc73LXzIt2pwuJX3+rs5eeGOXec7dp53uedjiV5Ma9C1kslFV79fqzsAapJtRyQlx78InjVgMm3KtNqLXYm0mfT6NCRclWYSvJiUl7sd/AItHMe1OBNfLL5zKE39P7XtKc5ttADD3TEWXKUdPs988VTapgD9lePGleEqXYR3pQzvjfJm4NZXZvC1sSKot2J8CN+eWZO6p2ctDvc4jc2jgNauA6xdRrA4vz7wetMhAih8pv/MEK+6QQ1b8ShPJAIkSpHjdrb2x84cKDy31999RWbzR47dqyNjc3o0aMVO1andsoYNUrT5P1jfjlp9+s8Mift3q1DXSLvLBYLS2svsejwhoy//xh28tmew9NvHPBKDNsiEZXXWfjdIz1DLk4sK0ys6ZiqAya5xW9v7PcszomuM2yGYSia8b0p3faqjhGkjUfRTNAHekIwaXFcsjCUTCyt9wDOUjGzMJR0VfB6ggAAIABJREFUOScNqWFg7ScXQcK0uyA98kbpn0vTfL7WqHYTC0syEs8/uzrj2m63kIsTU14eFFbk1TJq9COqojx77XiyOF81caoejBpllDNqVEYirNySNyYmhmEYqVRqZmb2v//9j2GYp0+fYhhWXFys2AhqoYxEmJ5w+sn5QDkPlojKXwavunWwc3bK7ZqOKbm0J/LPyX/tHHz2YN+MhLPyL3JNkZKUFwdv7O/wMni1iF/4+QEfc4BIUHzncPfMpItylswwTEo5bXlCklKurKkFRSJmYyzV+qy021XpP28oQeOWuj7/jrI9KVkbSYo+u9F9vAg0w4y5T379rI5boVZqbonwI4mYm5V85fnNhdf2tHl4ZlTm66sMU8efdNn1v0sv7FJNeKoHiZBR2aLbFRUVCCFTU1OEUERERGlp6ZgxYxBCPj4+DMNkZmYqskKqWhQpTArb0qHvOjmPZ+sYd/bf3G3Y/sSwjeHX5wgrcqv+lqakry+tepq+LYxd2rHX0onzHzu2n/R530ZNcILt2mXBoFlPCbZe0HHf5MgdFCn6/DCalkbcnN+yzah6DWd1NcZ+6ETMC6FoJXQB5wuRz1XyTTlzwZ+IGM2a3QZv5C64E1rjcWPZb8pR16vkyyLZEf8eSxeJmW09Gr7HE2hy2BwjB/cx3YcfGPHFq9Ze895G7358dlRxbnQtbzEaMEEQE0KVwb7ioB5kJEIrKysWi5WYmIgQunDhgoWFRadOnRBCpaWlCKEmvQFFyosDlvbdzW071+tdlvbd/KcHm9t5B58Y8CZqN8NQpFSQGnPo9oHO6Wk37lr/MnHe3QHeQxvWwcbRNfHq9/OAafd5Jan3/umV/uokw9BVD4h79APB0mvfe019S17SHmcQ2p1E131ofQhJNCaInN0GP9KP8FZcR521HroUQPzYBR92j/wuipJ8GnVQNrPvNX1uAFHTGnJAu+EEx9opoP+UO65dFkbe/irs2kx+WYbsIw2MDboP4j04r9oAQdMm40mexWIFBgYuWLBg6NChZ8+enTNnTmUHdUxMDIvFatWqlcqDVAyxsDg15lD/Kbcrf5TQaHMcfSKVttdHzsaYizHmYoScjTEXI8zss1yP42x3n8X2rsNePlj9PvmKiJ+vZ+xpm936Rs9t24a5chp9d9Y3svcZsqs4Jyo+ZH36q5Oe/X6yatkTIZQa83dxTrTfpOsN2O0Wx9DffYneN8jhDrVNsa8XmkFTH1HuJpiSVrie0BrvY4MvfEp2v0Ye8yW8zDGE0DseM+MxeTmA1UK/GQ2QAbJgLduMtHMemPLywKOzw1u1m+DRbTlH16TaQUb+E/N+n28UMIkwUfMikaCpkD1qtLS09Ntvv33x4oW3t/dff/1V2Uy6YMGCd+/ePXjwQGXBKXbUaOyjHzCMqNzo/Ekus+gZ5WaC/dgZL5OgNC6TxmXe8VAal3nHYwgMORthLsaYsxFyMf73Hy0NMBxDCDG574JeFRpbXdqZPujbsQF1jymtJ+bDm+sJz343sWxn2qLPu5e7+k++oW/s0ODi/npF38iiHwyrbYq9/JY9p16VMHeGsBqf+2t39C29Jopa0p6Y4ygY+kj3y7b4orbNtzLYTEaN1q7aqFGxoDApfGt26m0PnyXOHWdX65Iov3qQoSnTsYvUEakSwahRBPMIG6Oi7N3js6MGzQ7lIrNVkdSDbGZHTzywhr0gikT/ZsQ0LkrjMe+4TBoPFYmY1kaYsxFqgXhzH31rEDDZK2BQ4wOTiaYkqTF/p8Qc7j5sr6V998YURTGo301yqgv+dbvGJpKdifSB1/SzUSxTlaxw/YHPzA+lwvPpca2JI/2addcgJEJUw/QJbvHbV6G/VJSmdejzg73b8I+vU7zS/D8W2qzZr2WVQkiESPWJUCKRpKenZ2dn29raOjs76+qqegKzAhPh85vzzWw7hxsv+i6KmuKCb/AmDHFS+PKJKCmSISW0+JNRKoxIgKp01DGklJGIGYSkNCJphMR83b6BLYZPaXxUtZNjP0K5vCln+twgI0ezWhs1vFZ4PZP+Kox+OoJwakQh9cUgdPGNYKSrvm6zzoOQCBGqdR5h4fun8SHrcZzt2e9nS/tulS+WXT2IGNo08EvVhqlckAiRchKh7NF+DMNs2rRp48aN5eXlla/o6+svXrz4119/bYr/ByV5LwuyX67Ht+W/p68PYnU1EvJDb+eFXGVZtzTwCcB09XGdT7bow3T1UZWRLxjBwnR0q/zIJkw1fXPwqtxNsNVexNwQ6uFwVsOS2IsiZn4odX0QS5VZECGEITSkBdXMsyCok5VDH/9p9z+8vRl1d7GJpUdH3w0Gpk5GAybkb1xo5D+JMFbdGiCgiZKdCDdv3rx27drBgwdPmjTJzs6usLDw+vXrW7duFYvF27dvV3GIjSSi0M1bP53DV/vZGyxvVSwMvZYXcV/Xw9ty/np2Sxd1R6ci33ri17PofUn0V/VvIM3gMaPuUwf6ED2sVT1WhUHMlhe7Z3ea6mzqqOJTg6amchxNQGrM4Udnh7dwHda+91p9H3/urX9Mxy/G2E1/v0qgTDKaRimKsrGxmTJlyq5du6q+vnHjxh9//LGoqMjYuIF7TNdX45tGH+cyu4JvDuVtGzRwv2HEVVFSlEG3gYa+YwgzawXGqSSKahqt9Kac6X2djBjNqtcIUq4U9blBznfHl7RXw1iVh5mh2yMPWOqbHxjyJ1vuCZraB5pGkXxLrFUSC0uSI7a9T77i6jnbIrGM/JBm0HukYZ8RuIGKblzKA02jSDlNozLubgUFBcXFxfPmzav2+rx586RSaUpKigJPrzz5QjTzMbUgRDSjYkM/vDX7xE8syxa2/ztiMmZhk8iCCudugq3yIhY+peQfHCWl0bhg0r8FppYsSDHUP/FnVnl/3cqk5d9xJ1UfAGiidPTMO/r90m/CpeKCmATjWMvFm2h+ed6vc0tObSHz36s7OqCJZNzg9PX1MQzLz8+v9nrlKwYGBp+/RaMwCB1Pob0vCXsUPD2fPc5YILH3Gme77pjxkOm4vsIqWE3RKi9cTKGDyZ9MVo8vSJx9c7GIFFc7mEFoQSilg6Ot3dXTR3crNcjawLKTVYcVPouCM0Ni81+pJQzQRBlbuPcOPMXmGKVn3TAdu8j2h79ZFnYFu1YWHfpJ/DZG3dEBzSIjEZqYmHTr1m3ZsmWpqakfX8zJyVm0aJGjo2ObNm1UGF69xZcwAVd474Ouhr1dGJh7OVs3s8v0Ewa9hkEnAfr/Kfb/i6be8f6tFubzC35+uhnDsDvvgqsdvOElnVDKnPNXz55/IlJ8LOHcwk4zEULGOkZrun/zR/gOvlSghlBAU9YlYMubqD28klTc0NR4yHS7n0/qd+pbenFPwZ/fCKKCEU2pO0CgEWQ3ee3Zsyc3N9fDw6N79+6jR4/u1auXs7NzdHT0wYMHcVxD5zULSPTT46KLh08cipj3BTvOdv7/Sn3sbV0CTG281B2aBvEwxVZ4El8+pRiExJRkXejGqe3Gr+mx5NzrqxTz303hRCp9LIW+NZhV0+5IynbxzQ0vq3bu5q6VP3Zr0aWnvc/2qAPqiQY0WfrGLdt2Xx7zYDVCDEIIY7H1fQJs1x4yHjKtIuxO3m/zK55cZSQy1vgFzYrsrObt7R0fH7906VKGYRISEsRi8bx582JjYwcNUtYU8sYLvnpr2u2vFjmLHb/bY7lgPW1ukhZ3tF2v1eqOS+Os8sT/j73zjGvqfPv4Gdl7QBJCCGHvLSAoiHvh3qNq1WrrqqPW+W/Vap11VGsdtVate++FCwcORJG9IeyRRQLZyfOCPtYiICMDMN+PLzS5z3VfOSbnd+77XEOsAg6mazfH7eKRuaPdh7jTXZh4xv2Cx3UDHpbql77QXusPM7FNWzIWMlXN2bTLX/r+J1NzTuCXWcKc905asNBMnAJm6HSavKQT/74Eghivroxvf6FO+k6Z/a503bTqm0d1MrH5fLRgZhq94edyub/88ospXWkj0QMjgOgoCPPPI8zUuG0OPpNxRFvzetUOQUDAkR7wqOsnw6iV+/pvqHtxkueo398c7sPrkS4Gxt3XHI9CeDajwb2ROJ5yLpIbxiVxPnwRBaNWhi/6/sEab2sPBq4j5XFaMC8gCAX13f7o7AiWQy8swebDt9COXmhHL01lsfThhbKfZ2L9IohRIxHM1lc0tNBBaWqfs6am5u3bt9evX4+Pj69rUtiegfCk9yooFWaX5Nxy7TLHvC61WwSylxzk3QLdEsT/5ySEsAMREOJu/uuhd7RbQuA+tmZTQYFcdC3nzhTvsR+/5UpzGuE6ePPzX/VA+60LaKEdQqQ5O/pOeXOv4RYuCGtb6pj5rJWHYDK9cs/3gj/W6Gra++XOgmFpWAi1Wu2qVauYTGZAQEB0dHRwcDCDwZg7d65cLjexf63jXexa99BvURiKuR1pj/Cri7a9+G17zxXVWvqfGf9GkI50HbH++bnJztBUF3M+Bv4r6WS0Uz/rRtZ8k73HyNWKixk3TOyVhY6Oe8jCGgm/OOtaYwMgApk0YDLrhyMQniy5/pcJXbNgfhq+5C1ZsmTjxo0jRoy4ePFiXFzc1atXp0+f/scff0ydOtXE/rWCyqI4qTDT0bcDuGp6qlXS5Q9/mu0/xdva9UgPeGW8trBGDwCATg/8kReGBEUj7TLN6F6RtOQR/9kEr5GNDYBBeHW3xUeSTuWJO3CDaAumB4KRQf22v334P5WiqWeBIBJFHjFbkfJCxc8wmW8WzE4DQiiXy/ft27dmzZpjx44NHz68a9eu0dHRe/fu3bt377lz54qKikzvZUvQJz/Z4N1tJQRb8iXqo9Pr1j/dHmkXNtCpDwAAHhRwnic8PVarB4AlL7RVCnCO//BTqefN6OGhxOPjPIaTUE2le7IJrJn+k3+O26nWaUzmmIVOAI0VaOs8OCl2XdPDIAyONGiq+MI+oB135rFgWBoQQrFYrFQqx4wZU+/1MWPG6PX6jxPt2xWFGZcAvY7jNtTcjrRHfks4pNPr6pLz6ljuBwkUwNA7mjtF+sv9EEOce6cLsvIkfLO4ly3Ke1eZOsptyCdHDnHub4WlH006bQKvLHQmvLuvrCx6VlHwqOlh+JC+AKCvjTdd71UL5qUBIWQwGEwm88Ns+jqysrLQaLSzs7NJHGsNOq065dkW7+4rAcDSyrw+t3PvvyhJWNP9e+iDxhpICDjcA86TAtf7wxQUgIJRI1wHn069aBYP9735a4r3WAyiWSUEl4XNv55zJ7EixdheWehMIJA4/14/v45ZqlHXNDUOBCmj5kqu/qlTNDnMQmehASGEYXjnzp3z58+/c+fO+5LccXFxU6ZM2bRpE5lMbvussbGxq1ev3rlzp1hsyNydnLd/kuhu1nbdDWizc5BSlb434fBPkSsIqPoV8vxoYPKof/srjXAb/Kz4VXlNhYk9TKxIKZKWDHLq28zxFDR5ccicTXG7atUdI4DLQjuBxetlxQ5OjdvW9DCUnQvGM1h6+0TTwyx0DhoOlvnzzz+lUmn//v1JJJKzszOFQgkPD+fz+X///XeX/+fSpUutm/LkyZNjxowhkUjPnj3r3r27SqVqg///olZWZ8Tv8e62wiDWOhMCuWjN4y3LwhY4kLmfHIxH4gY59TmbfsUEjn3I/jdHvvKfgoRaUMmmOyc0gOnzW8Ih43lloVPi13N9YfoFQWl808PIQ2bUxt9Xl+abwicLZqXh6469vT2F8oncg1Y3Y1q/fv2uXbvGjx+v0+n8/f3Pnz8/YYIBur3nJB5mO/Un0d3abqozodKqVj3aMNItOtw2uJmHjHUfNvX6vC+8x5LRJmpbE1sYp9AoenJbvJRf0OWrGTcWPuI/68ENN4ZjFjolKAzVN/LHNzHLek26BUGNtjSC8CRi3/Hii/us52wypXsWTE/DQnjw4EEjzVdRUZGamjpgwAAAACAI6tev38OHDw0ihA7ek2Akru12OhnbX+3jENkTPBtNSPgYGpYaaRd2MfP6NB8D/L98Ep1edyjx77mBMyCwxU92MQjMirCF/3u80cfag4a1NCK30Fzs3Efy0y9mvvrNPXRhE8MI3YfUvLgtf/cU69vNZL5ZMD2mrqlcWlqKQqHeLzeZTGZGRqP5OmVlZVu2bDl27FjdP9ls9sqVKxs1DRE0WkCj7Tz1cxUKRRs7cJ7NvJJZlb096ieFomWnZbTzkIUPVg1zGIhFYNriQHO4nf+AgCT40jwbdPKTJ8GZyOtnH7Xl+e41YZ22rqxCoUAgzFT+vN2gUCj0en1zGvM2E++I9bFnB9PtehNpLk0Mww35SnRqO8DzAlFG/y18krrGvFrtZ900o64x78ct5RsDiUR+8mtj6l8XAoGo+wwgCAIAoNFomrjMYTAYNzc3F5d/vqZUKtWAP4P2DwzDbfm88WVvL2bf2NNnEx7d4oUyh8T2tfa6y384wmVwqx1oDiqt6u+0s6u6Lm7skzbnJHzpM2HBvZW3Cx4McuxjBB/NTxu/CZ0D+P8xlEEcie0WsjDp0fLuoy6AYKPVlGAnb6W9u/LJFXxfU2yQNI3BT0JHRKfTgSDY/JMANmOrydRCaGNjo9FoKisrGQwGAAClpaU2NjaNDaZQKMOGDevRo4cJHWxHIJHIVq8IC6uLN7/8dW3EcjaJ1ToLk73HrI79eYR7dIsCWFrKxezrbnQXfxvvxgY05yQgAeSq8EXz764IYvtxiGxD+2h+2vJN6DTUnQTDaoBLwPTS7KtFaacc/ZoqREUdMbt86xxCaD8EvZW/JkOh1WphGLZ8GXQ6nWFPgqmrStJotLCwsPPnzwMAoFAorl+/Hh0dbRDL/OriYmmpQUx1dGrUtSsfrZ/lP9WP4dVqI250ZzuS7QNjtj2qUdeeSL0ww29S203Zk+2m+ozbGLdTp9d9erQFCwAAAAAIQoF9t6c+3yaXljQxDKZYEaNGSi4fMJljFkyMGcor//TTT6tXr541a1ZUVJSTk1P//v0NYjZXnD/n9vcbnu0orC42iMEOik6vW/dkW7BN4CCntu4TTvQcdSL1gvFaPZxOuxTKDmxOUkdzGOkWjUFgjqecM4g1C58JRKqTk//0hHufeMBM6DVaXVqgSPtExoWFDooZhLB3794JCQnh4eE//vjjjRs3DNXyPorb7dTwg240529jVv74eHOBpNAgZjscB94eVevUc4Omt91UFxt/FISMK37VdlMfI1ZKDBuYCgLgirCF5zOupQnMWTfcQofDPXi+oqa8MKOpxGgQRlBGzRFf+F2vUZvMMQsmwzwNd+zt7adNmzZw4EDDxsJhEZjR7kP+HrLPheb0bczKdU+35X9OcqjT68+kXXrEf7Ym4nsYNMyjlAmeI0+kXDCIqXocTTrT36GnDYFpQJtWWNqCLl9tjNul1BqmSoOFzwEQQgT22Zr48AelXNDEMIx7EMLaVvbY1LUmLJiAThiTjUNiJ3uNHuUWfTHz+sKYVf5M76ne4xwo9mZxRq/Va1U6Ta0WgYcRGCPGevGri7Y83wMA+l96r2u6e0OL6MENP5h4LKky1cfa01A2AQAoq6mIyX90dMhvBrRZRy/7iGdFr768Pp+GoWIRGBwSi0NiMQgMFoEhoPAYGINFoLFILB6JwyAwWAQah8ThkFgMjGlmjVMLnRIq05/rPuLdozXBA3Y3MYwy8puKnQtxgVEwmW4y3yyYgM4jhDXFChgDYej/dF/CIjATPUeNdB18Kevm4vs/+Fh7TPUZ70ThGWQieZVSI9fpVDqtSqdV6DQK7fu/axVarUqnU+k1cq1WpQMAAEZBCCysUWpte1jZRtIhlIFX4Rqd9kTqufPp16b5jh/mMqgVaelNAIHQeI8RJ1LOb4wypBAeSjw+0m0wBW2AurUfsyL82xxRvkKjUGiUtRp5jbq27u9SpaxCU6XQKOQahUxd888A9T8DsAjsX9G7qZZmzp8rXt2W3z3WqzT3jo1jv8bGIKxs8F0HSK79SZu01JS+WTA2nUcI5QJV7oUSz+n2BC72/YsYBGa8x4hRrtG38u5//2CtK9Vxms8EN3rrG2hUvBLnXysjOeIRWAhCQTAKQuAgNA0JoyAIBSEwEIyGYRQIoSEEFoZREAj/I0sKgSr/evnrTVncAQxmMNVQ7TGyRLlbnu+mYagHBm5n4q0NY/S/DHTsfST5dJ64wFCr6jxxwavSNwuD9xnE2sfAIOxKc2rpUbvi959Ou/R1wDQjeGShAwAjsEF9tsXfWWjNCUegCI0NI/WbWLbpK2VOEtrJx5TuWTAq8Jo1a8ztQ6P89ddfPXv25PF4zRmMY6KxDHT60UI8C421/s82FwzBbjTnka6DlTrVL69+f1Hy2p5sZ4Vr8eZGSayg6H6V9zc8m240mheJ6k6kuBBIDniiHRbPxuCYaAwdhaYgkUQEAgtDSAiE/pU7BA628iOTHfDFD6qKH1QhiQgc6xOFKlQqFRrd6H6dQqM8lHi8rnXR14HTPm4rYShgCNbqtY8Ln0fahRnE4JbnewY69fJjNJo7+CFNnwQD4kThbXvx2yDnPhjjF9NpKSqVCoX63BtNq9VqBAJhqNi6BsGTuZKqVEFJPIvXs7ExIIyAidTqm0cJXQcCBt19aQ4ajQaCIEtCvV6vN2x8iXmCZYwEzZPoOdM+61Rx2XPRx+8iYeQQ5/6nhh3sad99dezGxff+1/zwQr1On3O+pPyFyGeeA5bR+usygYv1mevgOMKGf7syeV9+TXErC8K9LU+acePbElnZ4cG7+zv2arU/zWSYy8AXJa8N0psptSozV5w/1HlA200ZFmucVQ9u+Pn0a+Z2xII58Y1cU5R1NfP173p9o2XMcIFREAZf8/yWKR2zYFQ6lRACAEDkYn0XOBbdr+TfbviqjYQQQ5z7nxy6P8Ku6w+xm5Y9WJchqN+CuB46jT7jWJG8Qukz3wFNMUA5A4orIeA7Jys/UsrB/PQjhQphC0IcJcrqDc92bH6+e1Hw12sjlpmmQQQeiYt27nc67XLbTf3+5vCXvhORcHssjTHZe8zlrJsylaUX6+cLCkPpOe5KecGj+8f7iyuSGxtGGT1XcuOorqbalL5ZMB6dTQgBAMDQUb7zHAXJ1bkXSxvLBUfCyBGug08MOxDOCV4d+/OKh+uzRLkNjtTItcn78iEE6DWLZ8CwTxACWWG0oJWuBDtM4s7c/GvlGsWnC+nezX847fp8CoZ8ePDuLjb+hnKmOYx2G3I376FE2aZf/vOSeKlS2s8hykBOGRgWnhHOCTmfcdXcjlgwJziSXcTIU24h3z65ODH5yQadtoHEQSTLHhfYo/rmUdO7Z8EYdEIhBAAARUL4znOsLVemHeHrNI0WRkFCiGEuA+vkcPnDnxbf+1+mMOfDAUqROnFXLsEW4zqR8z7sxYDAKIjTyzpgiZNGrn39c1bR/Uq9tmFvq+TC1bE/n0g5/3OPVXMDp5s+1p+GpUbZdzuf0fqdQ51ef/Dt31/5T4EaL3BsdqZ4j72Yed3S9d4Cx3VIn8kxUlHOveP9ROVvPx5AGvCFPPGpqtBSvaEz0H4vSW0ERkOeM+1BCEw5kN/0Yuv9Zmm4bcjyh+t+fLw5T1wAAEBtqeLd7lxmKNVxhI2hgjwbBEVGOo9h+8x1qM6tTdiSXZUo+XAhq9Prz2dcnX59gTvN5eDAnR50VyO60iTjPUZcybop17T4uaZKq7qVe//r20vIaGI3TogxfDMUbAKrCyvgYuZ1cztiwfxg8IywIX96dF387PLUxIf/02r+c3sE4QikwVPFF/YBze4HZKHd0nmiRj8GhEArX3JtmbLgegXdmwg3ubEJQ7CnldtI1+hajXzL892FKWXIa0Sn4WybMFrrZm8pSALCOpCCY6ILblVUvBLjmGgQp69UCX6I3ZQrLlgfuTKSG2betRQJTUwXZosUYi8r92YeUiUXnk67tP7ZdqFCNNp96Ff+XzSnJcqHmCxq9D32ZM4vL/cOcx1k1LYbLcISNQqYJGq0QUh0N3uPMSU5t5OfbiRbe+JJdu/fQtk61Ty7CaLRSLaDaZyxRI0CxokabS8/dWMBAg5DWQhc5bs9eV6z7OulVXxMXWRpkCgo61LxCafjrFqrqdXj7Ei2BvRIrVUrtEqtXlu3/yZVyQAAqFXLdXqdXKPQYDSq4WogFZYcloqogtOsM+O7DB/i0h806pq02Uz0HLXq0YaRrtEIqKmfoh7QJ5S9u5h5I7EieYBDr9/6bbYlNtpsq71hT7bzY3hfzbo11mO4uX2x0C5A46yCB+wuzb376tZ8Fq+Xb481CCQeAAAABClj5gr+WIvx6gphWtz100L7obMLIQAAAGDXxxpFQiT9lucx3Z74Qbp9gxQ/rCp5LAie5xZi/cP59Kvz7y4PYQdN9R7Xoku5HtCXysrzxPw8CT9XlJcn4VfWChQahVqnQUJIDAINgzAOiQUAgIgiAACAQ2IhEMIg0EgIiYKRaAYaMQBhn+YwP22Bs7ttO1FBAABcaU72ZLu7+Q8HOvZucECtWn4n78HFzOsQCI1wHbw6fFE7TMv7JF94j132YO1w10EouF2sw2qLlSgbDIr0Wfxa2y02jn2tbEOTHv8Uc6xXYJ+tDG4kAAAoO1eMW6D07knykBnmdtBC6wGb3/De9ERFRa1du9ZQjXmFqdKsU8WuE2ypHo2U4tQDuZdLxZk1XrPs36dJ1Khrz6VfvZBxLYwTPNV7XGNFooVyUZ6EnyPOzxfzc8UF+RI+CU1yIHMdKFxHCs+BwmXhGRgY3aK0AalUCooRmSeKcCy00yg2ktAuroOvyxJ3xR/4a/CeerXc+NXFFzOvx+Q9CmT5jnAd5M80TN0NqVRKJBqsdGrzWfVoQxDLf6TbYNNP/S96QJgmLbxbqZSqdHI9yQHHCKbSvYnGiNtq/9TW1qLR6PawK1he8DAhZqmVbVe/qJ9QGIpOJi7bNJux4BfnINaFAAAgAElEQVQEg2PsqRUKhaUxr1qt1ul0hn1i8hkJIQAAMr489c8C7gAmqyu13lt6rT7zRJFCpPaaYY/A1/+x1arll7JunE69FMIO/NJ3AhlNKpKW5Iv5+ZLCfAk/XZit0qocyFwemcsjcx0oXCcqr+2FNOs0QKfR829VVMSLnEay6b6myBr8JN/cXjrJa3R3TigAADq9/k35u3PpV9IEWQMdew93HcjEMww4l7mEMFOYs+rRhhPDDpjnSaEeEKZK+Xcq9Fq9bZQV1hXG4wjClOqKV+LqglorXzKjC4Xk8HntxbUfIQQAQKuRpz3fzk8759/zZ7bzQNnDC8qcJPqMH409r0UIAYsQGgSFQJW8P58RROH2//d6rVXq0v7iwyjIbTIHQjb6NF6qkp1Ou3Qp84ZGp+GRuU5UHo/MdaTYO1LsjVGs+UMNkBbUZp4sxttgnEezP9ZpE/OI/+x02qVNUf+7nnP3ctZNKoY8wjW6J7ebMdLkzSWEAAB8/2BthF3XIc6GaRzdTPRafeUbSWFMJRIPc3pZ0zyJAAjIZDIC4Z/ql0qxujJBXBYnghAgI5jCDKG2k60CY9OuhLAOQcmr13cWka09/SLWiX5ZQp+5BmXnYtQZLUIIWITQUKikmtQD+UQHvNMIGwAEVNWalIP5ZEe84/BmpUmotCokjDTBc7t6GqBT6/i3KyviRU6j2XRvcy4NdXr9lGtzhHJRhF3Xka7RbSli/knMKITJlenrn/1yfOg+QzV3bJo6CeTfqUAREZxe1jSvfz/1h0L4/6OB6vzainhxVaKExMMxgil0b1Ln3jJth0IIAIBWI095tqUw/aItMUgtLsf6NKser1op0ev1MAJDZwdb23VHY5sbmm4RQsAihAbk/RLQrq912mE+M4T64QKxndCgBlTn12adLMKzsc5j2Qis2S4KJbIyPBJnggJvZhRCAAAW3/tfX4eoxiKDDIVWpSt/Lip+WIVnY+z6WhPt6+95NiCE749V6ATJ1RXx4toyhZUfmRlKxbM7XnRSc2ifQliHsOxNadYN+eObuK79YWL9xy4fg0STQBDSqGSVRXFVxc/xZC7DLoJhH2llGwojmormswghYBFCw6LT6DNPFAmTq13G2VoHtccudI1pgFapy7tSJkqXuoy3pbg02i+mc2BeIXxbnrTlxZ5jQ/YaaVGokWtLHwtKnggprnhOb2u8TcMa1oQQvkdeoSx/Ka6IF6GpKGYIxSqAbNRG0KanPQthHdL759RFWbQpK1p0lF6vFVekVPBjK/iPhaXxRJozgxvJ4EZY2YZBHz1rsAghYBwh/CyeLjQIhADdv7BTitVoagf7VsFoyHkMW5whyzpVTPMk8oawYEM3+7VQhz/Th46lPSh40odn4LsxtUxT/EhQ9lxI9yb5znfEWrc1TwPLQPOimfaDGKJ0WcUrUf61cpoXkRVOI/HaXUyNQqM4kXphms/49lxsrxUQukeX/fSluqwAyWpB504QhKlMXyrT1y14nlYjF5S8quA/Tn6yQSrKpbECGdwIBjeSyvQB2k0OVafk8xVCAAAAEOhwKvgeihshYKlz3sWyN1uzXSfYkhyN1Y/wM2eq97g9r//oZR8JGaj5nFKsLn5QVZEgtg6gBCx2Nuw3EIRAmieR5knU1GjL40VZp4ohBGjTjWYdSIHR7UV1zqZf+Tv5LA6JHe8xwty+GBIQhSFEDpPeO9Pq/vUwAsvgRjK4kQCwSikXVBY+q+DHvrj+lUYtt+Z0ZXAjKTbhBLLdpw1ZaCGftxB2cBAY2GWCrTBFmn600DqAbD+I2UTIq4XW0cXGH4/CPS6M68ENb7u1ygRxzsVSVig16HsXJNGIvz4EHrbtYWUbaSXOlpU9FeZfL7cOILPCaY3tvpoMibL6bPqVrb3WrH2ytSu7C69zXdYJkcPK1k/XVBYjrNtajgqNpXNch3BchwAAUCPOL+c/ruDHJj3e4OA7xad7y3ZfLXwSy3Wzw0PzIgYuc9Gq9AlbsqtzLb30DM8krzFHk0/rG+vp1WzKnovyrpT5zHHgRbOMqoL/AgIUF4L7NG7gMhc0FZn6R8Hb7TllcUKdWmeK2RviaPLp3rzIIJbfNJ8Jm5//qtObzRNjAKKx+O7R0pjThjWLp/Acfb8IHXwgauJ9furpCv5jw9q3YBHCzgACCzuPYfOiWelHCvOvlzfWy8lC6wi3DYYhOK74VVuMlMQKimIqfec7mmVNVpeS0WWVq11f66p31a/WZ+ZfK29RR2iDUFZTcSfv4RTvsQAAjHAbhEVgzqZfMbEPxobQY7g85YVGUGYM4ygMNaD3L/G3v1UpRMaw/9liEcLOg5UfKWCps7xC+XZHTk1Ji5slWWiCL7zGHElq/W1+YUxl6VOBz1wHDN1ExUuLpaVpgvqt8kAIpPuQvGfz/OY76vX6xJ25KQcLhClSvc5Ed06HEv8e6RpdV30CBMDvQuceTzlXWF1smtlNA4TBE7oNlt47YyT71txIjtuw13cWG8n+54lFCDsVSALC40uubZRV8r78wphKk13gOj3d7bqqtKqXJQmtOLbgRnllgthnnqNpIrNKZeWbnv865/b3Kx6ur1ZJGxyDsUI5DGEF/+BmHUAuvFcZvyGzMKZSJdUY1bFsUV58WeJ4z38DZNgE1lSf8Zuf/6prx0lcrYDQY4Q88YlGWG4k+97dV8plZXlJfxvJPqAHkvfllzwWGMt++8MihJ0QRheK/2InSXbNu9158gqlud3pDIAA+IX32L+STrXsMD2Qe6lUlC7zmeuIMv5DwYraql/jD866tZiKJh8fuq8HN/zwu5NNjIcQIKMLxW+Bo+d0e6VInbA5K/1IYVmcsKZEYYxbqP1vjkzxHov9bzeSEa6DYRA+l9GpNkghHBEfNlB2/6yx7EPIkEF7U55tkQqzjWG/5LFAq9KVPBKUv/hcNmAtQtg5QVOQ3rN5jC6Ud7tzSx4L2hznYQGI4navVde+KU9q7gF6IPtssYwv957DQxq5PKxIIdn/5siMG9+iYdTxoftmB0wloPAz/SY/KHiSKy745OF4W4zzGHbwajeqO0GaL884Vvh8Vdq7PXl5V8qq3kqUInXbPXxbkVwoLY7+qHArBILLw749kXKuSFrS9lnaD8Seo2rfxGrFVUayT6A4eIV//+L6LK3GwHe6CqGqMKbSdQLH+2se/3ZFZYLEsPbbJ525Q31Hp63N2UGAyMVa+ZOL7lWVvxCRnfAIXPutytEYpu9Q3xggCOKQ2HPpVwY0o+KaXqfPOl2sEKi9ZvHaXuGliQ71YqXkSNLpzS9+tSfb/djtuwi7rmj4n9OFhlEoGHU24/IAx17NmQVCgAQOlu5DsulOZ0fQ8TYYnUonyakpvFPJv10hzqpRCFRapQ6BR7S0gIMe0K97sm2K91hnagOd3IkoAgJCHk0+M9CpN9h4sqa5OtS3DhCF1tVIlDlJGI9gA5r9sEM9lelbWfRMVJHItI8y4BTpRwsZXSh0LyICB9M8iBl/F6KpKByrXfwG6zBGh/qO8a2y0GowNJT3NzyaFynx19zPZ6OjFVQmiNWyTzwk68PrUVkreFeR0vQwvVaffqRQU6P1mmVvvDR2ibJ6/5sjk658LVXJ/hq8Z0GXr2jY+lUuh7sOFCskjwuft9Q4jIZIDjh2JN11IqfLateApc424TSdWl/8qCp+Q8brTVmZJ4pKnwikfHlzQpQfFDxRadVR3O6NDRjpFo2A4AsZ11vqZ3uG0HNUbfx9rcSIT9oCem8pzrpWlnfPUAbLX4k0NVrbHvS6f2IZaM+Z9jnnS8SZMkNN0T6xrAjbL4ZaDIEgSHLA0dwJBdfLhWlSsguh/RQZ+SSmWRGKs2qyTxeXPBEqxWocE91YNXMQBDEI9JWsW/0cohozpVPr0v7kQ0jQfSoXQhjmPNdbEVarpCdSLvwct9OGwFzb/fs+Dj1wyIYrNYMgyCVxdsXvH+rSH4ZavzBFYGAcE01xJTCDqZyeVhRnPAiDsmJFWZww/2o5CAEkh0YLG2l02h8eb1rQ5StbIquxMSAI+jN9Nsbt6G7XlYRuuLRsx1oRAgAAobHaapG6IB3jHmQomx+uCAEAgBEYKtP31a0F9h6jEMi21pZSSTXpfxV6TOOiSP9GdaFISBIPl360kMTDtZM6XJYVoYXWg7PB+C10wtti327Lrkr8LPb9m0/JoypeNCtomQuMhhN35GQcL6opbTj/pL9DL351UXJleoPvapW6lIMFSALC7Qs7YzRFqlXLT6Se/+LKnBJZ2b4B274LnWuFozd9SCDL14nqcMZw6XogBOJsMMxQqvMYdsAS56CVrsUPBU3EZF3NvsUmsIJYfk2btSEwJ3qN3hi3szNFkBJ7j615eVcnExtvCivbrvaeY+JvLwTaHAiQe6GE1VD3EpIDzm0yJ+0wX1Ykb+MU7RaLEH5GgDBoP4DhOcO+4GZF3d6duT1qF8grlLJCuXUQBUlE8AYzu6x2I9phUw8WvNudK0ypn36AgOCJXqOOp5z72I5Grk3en4+1RrtO4ICQgVVQrlGcSD0/4fKsPDH/9wFbV4UvYhMaXWDVY27g9DNpl6pqjbJHhyIh7Ppa51wobfBduUZxLPnMV/5fNMfUaLehEAhfzOw8G6QwiYoLjJI+uGDUWbzCl6kU4pzEI20xIkyR1pQq7fo13I2O4kpwGWeberCgtqxzRqFbhPCzg8DFBnznjKGjErZmfXyh/wwpelBl050OIf6RLhgNsSPpXVa5ssJoeVfL3m7PqYgXf3i3PcixT5YoN0uU+6ERTa02eX8+gYNxHs02bJ+AElnZ8fTzEy5/VSApbKkE1mFDYA5x6b//7VFDuvWh/W40TY2m6m0D2wxn0i4HMH1daU7NsQOB4Peh844knSqRGaUsi1kg9h5bE3dTJzPiHgwIIUIG/pYWt01Sldo6CxqFNud8ics42/e/go+heREdR7GT93XOjCyLEH6OQAiQF810n8bNvVyaeaJIq+xU9R5bhFqmESRVs8LrtwgHYZDRhRK0zIXbn1H6VJCwNbsiXlwXGIKEkeM9Rhz9oNCMSqpJ+i2P4kxwGmkwFRTIRefSr35z+7s5t7+XqmW7+25aEbawpRL4nsleY96UJ6VWZRjGuf8CQqDzGNvcS6UaxX/2GMRKyfmMqzP8JjXflB3JdrLX6M3Pd3eaDVKYYoX1j5DFXjLqLHgKzzti1csbc7Sa1pSUyrtcRvchkRw+0bHLypfEG8xK3p9v+uJ8xsYihJ8vJB4uYIkzhADf7sjRKj5TLSx9IrTyJzea5wcCNC+i37dOjsNZFa9E8T9nljwW6FS6oS79UwWZdSl6SpH63e5c6yAyL5rZdn9kqprbufdXPPxp2vV5GcLsL7zHnhtx+GufqXakNnUzwCIws/yn7Hi1z0gCQ+BiaZ5E/q2KD188knS6r0OPlor3aPdhWp32UuYNgzpoTkh9x8ueXtfVGjfwkuc1gWzlkfzk55YeKM6SiTNl9oOa9e1lBFNse1il7C8wdh0iE2MRws8aGA05j7UlO+FzLzX8jKdzo1PrSuOE74PFm4DiSvD+xsFjKrc6p+bVhszye+KxvOF/p5yVV6re7cm1jaRzelm3xROVVvWs+OWGZzvGX/7qIf9pFLfb2eGHVoUvCrcNQbQh2vND+jr0wCAwt/PuG8Tax/AGs6reSN4XuS2VlcfkP5rsNaaldiAQ/L7r/MNJJ4qlneQ7CVMZWJ8wYy8KAQAI6L25JOdWae7d5h+iVemyz5Q4j7FtfiQ5O5LOCKYk/57fmYIMLOkT7ReT5ZKTnfH518sxdBSW0Y7SZusw6kkofynSqXTs7p8WwjpQZKSVP5nuRRSmyZAP8cJKCfAYSYnCsLtZt06uNDrty9KEI0mntr38TVAr6sYJXRI6Z6BTH2eqAwL6Nzq8iYT65gMCoCPFftuLPdHO/VCw4ePgIRSEwMGFdyuZIVQABHa+2h9m26WrbZdWmCKjSRAInUm71N+xF/j/e80dLn3iQ5A2PNHpXfjwgSCyTf+P9dIn6gEj0FSmb/ztBVz3kQhUs7IpCq6VIfEITk+rFrlBdsQrxWr+nQrrAEoTjxU/jR6QFckVIrVaplFV//tHI9dplTqNXPv+j06j1+v0Oo1ep9FrlBoAAhBIQ6ZPWBrzWgBgNOQ6kZN+hB/AczF2MbB2hB4ofiRwHsNu6XFYBtplnK39AIbqRu1T7eN31e8qz1ahYJQVjs7AWdGxVAbO2gpHs8LSGXgrOpZKQZM/mlmfVJEakx/7iP+MQ7Lpbd9jTuAMKqb+MIPjTncJZgceSz7zdcA0Y9hnhlDLXojKX4qqXUVvyt99Fzq31abGug97xH92OfPmcNdBBvTQXCDoNhivUNnjq6R+E1ptRK/VyB+e1wnLkNZsBI2FoLNgGgsm/aeKgpVtKM97fPztb7uPPAF86nm1tEBe+UYSuNSlFc7wBjNzlLqUPwq8Z9lDLa00pNNLsmsE76oFydUIHAKBgXSa/+zY69S6Bl5R//sKZ6AVp7sh25lZhNACAAAAyQHHCKJknyn2+JJrbl9MhDBVCqMhslMr05BRZGSPCV16AP+seKpVUkGtsLy2UiAXVdZWpQuyBPIX5TWVArlIrlFYYWnvZVIPAI/4T/FIXB9ej/0Df2HhGw5YNxKz/L6Ydn1+tHM/DrHFdwCfBgScx7CT9+VfFl2Y4j2uXn3tFgGB0Iqwb+fdWd7VtouJT5GRIPUdX7FrCbHHcBDdcPWDplHlpYpO74JoTLRniF5cqUh5rhGUawRlemVtnSIi6CyYzkLQWC52I5/lP85+c8g5YGYTBvVafdbpYsfhNojW3vs6jbDJPluc+iffc6Z9c9aFOo2+OrdGmCKtfCtB4mArf7LPHIdW7EKp1WqdzsAxDRYhtPAP3IHMxB05lQli60CKuX0xBcUPq1q6I9QEJBSRhCI6UOw/fkulVVXWCgRyYXltZVWtUKPTbI76ocGRJoCGpU7wHPnb6z83Rq02hn28DUbvprZPcoruV7++dkvhkjgTPEdueb77l97rQMOmpJgDhLUtxi1A9uQqsffYFh2oU9RWX/tTnhRHGfk16BYMwzAS+e/Otl6l0AjKtMKyOl1U5SRpBGVcsS65dB18/xGJ5o6gM1GO3ljvrvXMFsZUYmhIK/827EOAgNNodubxooyjhe5TG60goVPpxFk1VYkSYYoUx0Jb+ZH9FzmhKe2iSM17LEJo4R8gBOg6kZO8P5/kiG9vX1ODIyuSK4Qqui/JBHOhYJQt0caWaGOCuZrDaPehN3Luvih5Hco2WOmv9+gB/THS3xMyJssLlUT7T4Tjf5JxHiOeFr24knVrmMtAg7hnXoh9J1T9towQMRRENXetLE96Jj6/F+MZwly+H8ISFIr62REgCoO04SFtePVeh94czUz4Pdx3ql4sFJ3cjlqyB6b9u7CWVyhLnwr9Fzcrv7MJQAh0nchJO8zP+LvQ7Qu7D+tIaORaYYpUmCIVZUjxNhgrPzJvCOvjZmTqkjxAr4eIFJhABgwUF9YKLEJo4V/wthh2d1rWqWLv2byOfwveFMUPqtiRdIPXf+kQICHEN4HT97w+FMTyN1RI6nvu5z/WIDSuwzg550v9Fjq28QzXRZDOu7M82CaAApnirsWoIFlclLOP7Ol1Ys9RnxyslQjE539TlxfSpixHO3q3dC5ewJSKshfZkvv+vX/W1VRLYy9Rhs/65z09kHWq2H4Q0yD3uyAMenzJTT1UkH26xGW8rbpWK0qTVr2VSHJryI54K3+y8zh2gw1Y9FqN5Oqf8jePIBxRVyPRyiQQjggTyBCBDJNoEIECESgwiQoRKDCBDBGpMJEKoowVN2cRQgv/gdPHWvhrblmc8OMc806DUqQWZcqcx7QpM69DE24bfCnzxoXMa2PdhxnQrEanPfTu+JKQOQwWteKFuOyZ0KbZEbmNwSVxxnkM3/piz/qwFQZx0ryQ+k2s+n0lofuQpsJH9XrZs+vVN48RukXTpqwAEa2Uq4BeG+8d71uac5sRObx8yzek/hMhLAEAgJLHAhABskLr9yppNSAMuk/lJu/Pf70pS12joXkSmaFU96l2ELLRIBpNVanwyEaYasVcth/CEQAAAPR6XY1EKxXrZGJttUgnk2hlYlVeqlYm0ckk2mqhTiYGQAgmUkECGRs5HB0UZSj/gU4phGFhYRkZRqmg0cnw9/e/f79+VlndXse7PXkUNwKG3taQ/fZJyWMBM4QKYzpkIL6hmBc0Y/6dFf0coj4Oam01V7Nv2RJt6uprO41iv9uTR/cjf7wb1lLGe46ILYy7lX9/uFv9CFK1Vi1SSqpqhWKlWCgXC+QisVIskIuEcrFYKamqFTDw1r/120xEEdrog6FA2vBQPI+auJuEyIZvQdRlfNHpXQAAWM/bimS1KXINiSYFD9jz/NrM3pPuYDyDa57dJPYeU9d312+Bo2G3fGA05D2bJyuSk3i4T5abr33zSHz+d1K/CYSIocD7DpQgWLcKbOJAvVKurRaqxFUgrZUllhqjEwphfn5+XFwcg9EZIs2MR35+/ujRoxt8C8tA2/Wxzjxe5DPPofNtHmqVuopXIv/FzuZ2xMxwSZx+DlF/vP27LUkOH1JXX3tLzx/r/olloJmh1PyrZa4TOW20DIPw8rBvv72zUqqRSdUykVxcJReKldUCuVCpUVExZCscjYKm0LAUOpZqR+T4M3xoWAoFTbbC0f98d2Ld022bo36AwPZy30PqP7HqwA/4sPo5hXqtRvbwgvTBBVLf8YTIYUDjPYqbD50d7ODzRfzthaG9N1btW0XoMSL7bAmnlxXGyvD3uM2JwdarVZKrhxRp8dZfb0ByWvyEEkRjEda2egrDEjXaLMhkMpVqsIV/p0QkaqpJLzuCLkiuLn4kMGBcZTuhLE5IcSe2k85q5mWa74TJV78ZJhroQnVsu7XTaRcDmX7OH5ji9rNO2JwtzqqhuLS1VZ4DmTvPf0a+jG+DZ3laudOxVCqaTMNSP7nU+zpg6tL7a/5I/HuW/5Q2+mAokLZOSI5LzYs7hO7R719U5aWITu+C6TbM73bDlDZVKaqHR+jC+ycHlkoScCz7onMvNDImO7Kt+9WtQ1NeKDjyM8Kaw1i8q26Ttv3QXu6SLLQvQMB1Iqf4YVVjbfk6KHqdvuSxwDbCPBeC9gYeiZvhO3Hnq336NreyEysl5zOuTfeb+OGLEBJyGMbKvVDSnC72n6S7begM38mj3Yf0to/wZ3jbk+2as+EJg/CaiO8fFDy5X/C47T4YCvLAydJ7Z/RaDQAAOkWN+MLvgr9+JvYea/XVWsOqIAAAIIQI7LMt6fFPUNCAoniU8zhbs2zz1L6Kqfh1CT60P/3LVe1NBQGLEFpoDDQFyRvEzDxRZJCrWDuh6m01ho4icFuT0dwpGeTUT6PTPih40kY7f707NcCh18f1tek+JIwVqviRUVohNhMSiri+x8qdr/ZnCnPM6MaHIDnOSBa39uVdRcrz8s3f6OQy5rJ9uOA+RpqOyvSzdRr4Nv40GZ+KkLWyVVOr0Svlwr+3VMecsZ63hdBjuIlnbyYWIbTQKMxQKoaO4t+tNLcjBqMktso2qrNt9rYFCATnB331e8JhRava99RRKiu/VxA70avhR85OI9nFD6vM27jHicL7LnTuD483SZTVZnTjQ0j9J4nP75Vc/ZM+ZRlt0lIIRzTqdCzKvGrFY1JErfR+Az2ljYe6KKd82zwQhWF+t+fjZMf2g0UILTSF0yh2eZxQypeb2xEDIMmp0Sh0NA/jXnE6HN7W7j7WHidTL7bawoG3R8e6D2usViqaimRH0POumLnXbqRdWBS329onW7V6Q/ZMUMs0Fa/E6Uf4uZdKW7TBjOJ5WM1ax1i6F+XgZUB/GkQj1/KvVHuGrEovOaOqLFAXm2hlLHt8pXLfKtKgKdSxC9pYbdzYWITQQlOgiAjHkTaZJ4p06g7fsLD4YZVtD3rnLhTQOr4O/PJi5vXymopPD/0v1UrpQ/7TdxUpY9yHNjHMtqdVbalSlCZtg48GYJb/FBAED7491nZTNcWKwpjKxF25rzdmCVOrqZ7E2lJF1qniFmkh2jUAhE0Rrph3uczKj+zafRyWxBG5kaUPzht7Rp2iRnDk59qXdxkLt+MCehh7urbTOaNGOzpyubysrMzBwQEAgLy8PC6X21jjFRNg5UcWJFXnXy93HN5eioS1AnmFUsqXu0+xM7cj7REGzmqUW/TehMNrI5Y1MaxaJc0X8/MlhXkSfr6Enyfma3QaHtluSegcTJP1tSEE6DTKJvtsSeAyQpu69rQNCIR+7L509s0lLjSn3vYRLT1cp9aJs2qEqVJRqhREgDRPov1ABtkJX5c2Z+1HTvmjIOtMsctYW3PebOkBhUglr1DVlivkFSp5hbK2XInEw34LnQAACOj18/3j/fGlxWTRNJhqrAQzFT9TeHQjxjOENvl70yh92+kYXn5uxMfHf/PNN8nJyQAAuLq6FhcXtzQtUiwW79ixIz4+vry8/O7du21MJnEaxX6zLZvuTSI7tzUO3lwUPxLYhNOaKHXxmTPec+TUa3Pflif5M33qXqlR1xZJS+qUL1/Cz5cUSpTVHCLbnmznQOEG2/jzyFwbArOZ5bAprgSCHbboXiW3vzkTfOsCZxbFrOYQbdxozcolVcs0onSZMEUqzpRh6CiaF9FjOpfAqR9vBaEgr5n2JtZCvVavFKtry5S15YraMmVtmVJeqQQhEMdC41gYHBNt5UfC0FEYGqrOHxzJzjlwFv/tBdrjK+ShTfWmaK1Delns5eq7J6lj5mH9WnyrYUYsQtg5qa2tra6uHjx48Ny5czUaTRutIbCw8xjbrFPFAd85d8SCLGqZpipRErS8NX3XPhPQMOrrgGk7Xu0LtgnIk/DzJYVytdyezHEg2/PIdoGsaB7ZzhrXpjgjx2GsN7/kMDUnWZMAACAASURBVIIoxsjmbj5OFN6i4K9/fLz5wIDtJHQjD4z1gJQvF6ZWi1KlSrGa6k608iM5j2UjsE1tzEAoyHOmferBguyzxc5jjKKFSpFalitTVWlqK5TycqVKqsFaobAMNJaBoroT2ZF0LAMNN9kd0LXL3MLUs4VvThL7TYQwba2K/iG6Wpnw6Ea9SsH8bo/Bk0CMjUUIjc6uXbu6devWpUuX4uLidevWLVmyxNXVNS0t7eLFiytXrkxOTt69e3d6ejqdTp8xY8bgwYMbs1NeXr5hw4Z58+a5urrevn37zz//FIlE/fr1W7hwIQKByMjIOHPmjJub2x9//DF8+PA5c+bs2LGjqqpq7lzD1A2huhMoboTcy6Uu4zpeic7SZ0IrXxKSYPm2N0UUt1uprBwEwRCbQHuyHRNv4GsZiozk9LbKuVDiNYtnWMstpad990xhzponW7b2WgOD/9E2Ta224FZ51dtqJAFB8yI6jmQT7bHNT7yDUZDnTPuUgwXZ50qcR7MNq4WVCZKciyVUTwKBhSW74HFMNJqKbGlSIAQjA/ptf3HuC86Ti5Q+kwzonujkdpjGpI6ea8YmEq2m493ddzgqKytPnjwJAMCtW7dOnz596dIlAAAuXbpUWFgIAIBIJIqOjj548OCsWbNmzZqVkJDQoJHs7OzevXuHhIS4urpevnx5wYIFs2fP3r59e2xs7P/+9z8AAEpKSrZs2XL79u3169f369fPGB/EYShLkl0jTDFzyENL0Wn0ZU+F7B6WrIlPM8Fz5HiPESHsQIOrYB3sCLpKoql6Z/4chq/8pyAh5L43Rz58UfCuOmFLFgiBfgsdA7935g1mkhxwLVUaGA15fWVfW6bIOV/S5kIF/6BT67LPlvDvVLhOZzuOZtn2tKJ5EjF0VOtS461sQ6253dPif63L6DcINc9uaEQVlFFzOqIKAp/JitDnvCZZZKKs8Fnu0P7u//kq9O7de/HixQAA3Lt3b/Hixffu3fv+++9jYmLmzJkDAEBERIRMJsvJyUEgEOHh4Tdv3gwMDKxn8/nz5wsXLty7d++AAQMAANi0adPmzZt79eoFAMDu3btDQkI2btwIAAAMw3v37kWjjdWpBEZDrhNs048WBvBckK3tat1SlAI1Aaf/ZBnfJqiIFxPssDimsU6LheYDQqDTaHbG34VUNwKMNuddOASCq7stnn1riSPFfqBjb7VUk3OhtKZU4T6NS+K1dcMQRkNes3gp+/NzLpY4jWjrulBeoUw/WohjYfwXOan1hknH9B/4y+2CoPLHx1hRX7bdmqaqpPrmMet5WzpKaMzHdFS/W0TSKHN+zPDw8KysrIqKiqdPn+7bt+/AgQMSieT58+enT58GAODixYuLFi0KCQmhUql5eXlsNvtjC9OmTVu+fHmdCgIAkJ2dvXr16p9++kksFgMAQCAQlEolAAB2dnbGU8E6SI546yBKzrkS96lGD79U12jzLpcKkqr5VIHTKPYn6/k2jB4oeVTlNKqBs2rBLJAccBRnQt7lUit/skah06t1WpVOq9TpNHqtQqdVafUavUau06l1OrVeI9fq1DqdRq+Ra/VaPdEBxxvANFRhICKKsCnqfwvurmAXchT39cwQquskjqGCWuu0MHl/fu6lUsfhNq3WwsrX4tzLZfaDmKyuVAAA1AaqeIjCUN29Zia+3sKMnAK2bQ2n12qERzeRBk9FMDtwSPZnIYTmBY1Gh4WF7d69m8fjkUik4ODgbdu2ubu7W1lZAQCwZs2agwcP9u3bFwCAWbNmNWjh0qVLX3zxBYvFmjJlCgAATCZz27Zt73XxPaZJsbAfyHy7PbsyQWwd2FTDlDahByrixfnXyqyDKJ5LOZpiIPNEEdkJ7zCEhWxhTx9RuhRCQh032LVTwhvCzDpVXHS/CsZAEAKC0RCMhiAEiMBBaAoCREAILAQh616BIQQEIUEEBpYr5dI0RdoRPt4Gw+3HMIgcsvTM70qW5L0tCf3S28bRwLvBMAbymm2fsj8/93Kp47AWa6FOrcu9WCrJrfX+hoe3aW5H++bj0ndFQdLJzHsb3fquboud6muHYYoVvmv9y1HHwiKEpqB3794bNmxYunQpAAB9+vRZvnz5119/XfcWAoGoe1iYmJh45syZqVOnfny4u7v7o0eP+vbtq9Fopk+fPm3atB9//NHPz8/Gxqa2tjYuLq53794fH5WXlycUCgEAKCgokEqljo4G6DAAAACEAF0nclIOFOBsMMb4fcorldlnS7QqndcsHt4WI5VK6T5Eihuh8G5lwtZsbj9rVjit+Y9G/kmit9CeQBIQnjPtW3oUDELMrlSbrvTyFyIDyKEeKHshKrhRbt+dnd49eUP27Z28DQhDP99CYGCv2byUffl5V0odhrUgDVdeoUw/UohnY/wXORltDxn0CVj8InGdfdhMzEdFYpuJMjup9k0sc+lvhvXM9FiCZUxBv379GAxG//79AQDo06cPg8EYOHBg3Vu//PLLxo0bbW1tFy9ePGfOHDqdDgAADoery6YHAMDBwQGGYR6PFxMTc+DAgWvXri1atGjkyJERERE2NjYeHh6PHj0CAACLxXI4/2n81r9//7Fjxzo6Oo4bN65uakNB4GB5Q5gp+/JTDxVU59cayqxeqy+8U/Fudx7dh+S3wBFv+6/KwiiIN5jpO89BkFSduDNXWtCskm+yYoW8UmXlb7DGsxbMDgiDrHBal5WuNE9i2hF+6h8FspbX/1MIVcn78sufC33mONj1Y0z3n0RA4fa9OWwMh+u0UJJb2/wicxXx4nd78tiRdNdJHKM+SWVEfsFQsN7ebqqKQhPoaqqFf2+mTVwC4UmGdcz0gHp9++0tEBUVtXbt2h49Wlahx8bG5s2bNyyWgVsYdzJyc3P79u2bk9P6qoM6jb7qraQwphKJh9mRdCtfcluCAqrzarPPFmNoKKdR7A+bBUqlUiLxP8lewhRpzoUSshPeYSir6YyIjONFBDbGtuO3VJTJZARCu+tcY2Jqa2vRaPSH+/96rb7yjYR/uwJDR9kPYhKbszrUA2XPhQU3K2yj6LZRVu+3FmrUtd/cXjreY8QgJ6O0gNAotMn78skOuKbXhTqNPv9qmShD5j7FDs9uYLtFoVDAMIxEGqybpvjO38/SN3QZvp/BjWzpsYJDaxEMO/KQ6YZyppmo1WqdTmfYeAjLitBCK4EQIKMLJWiZC6eXdfHDqtebMktiBTpNi++rNHJt7sXS9KOFnF7WnjPtP9kyl+ZFDFzmgqGjErZml8QKGotQV0nUonQpM8zSn7nTAsIgowslaLkLowsl41hh8r78pqvDKwSqpN/zKuLFvvMcOL2sP9xgxyNx6yNXHnh7NF2QZQxXERjYezZPklebd7nRdaG8Qpm4M0cj1/ovcmpQBY0BqftwntD2zd2lWo2yRQfWPL2uEVWSBrWXdsdtxCKEFtoGCNC8iH7fOrmM54gzZfHrM/i3KzSK5hb4F6ZI32zN1mn0QctcGF2aG30DoyBuf4b3bF5VouTtjpwGL38lsQJmFyoC0yGzmiw0n+bIoV6nL4kVJO7KpboTfOc5YhkNLCa4JNvvQuf+8HizSCExhp8ILOw9myfJrcm72oAWVsSL3+3OZYZQXScadzu0HhCOwPYbjdORMl7tbv5R6nK+5OZR+pTlHTdfoh4WIWyP1NTUpKWl1f09ISGh7TXSTADJAec5095rFk8hUMWvz8y9WKqqbspthVCVciC/4Ga5+1Q75zHsVlRuw7MxvvMc2ZH0tEMFmSeKNDX/qq9WqSt7KbKJoLXmk1jogHwsh++fHdaWKhJ/zRWlS/0XOXF6WTexgd+dEzrAseeax5vb0p2xCRBY2PtrniSrJv9qWb6k8EjSqRp1rU6jz71YWhhT6f2NAzvSDIFdhB4juAW43MS/pMJmrYb1GrXw2GZy9HQEg/Pp0R0EixC2RxISEsaMGVP399DQ0LrgzxYRExPTq1cvKpVqY2Mzc+bM6moT1fLAszGuEzn+i5z0Wn3Clqyc8yUKQf0UYL1OX3S/KnFHDtmF4L/YiWjfhvxlEGB0oQQuc4FQUMLWrIrX4rqd0vIXIooLAUNr1y3QLBicOjkMXOZC9yWl/cVP/aMg/1pZ0u/5NuE0r1m8T+66AwAwzWcih8Qef3nWydQLciPIIQIL0yZhM97knf3zVmpV5vqrOxN+ydQotP6LTbcdWt8lGpPo2tWB3vPNvWVAM2rhVF87jKAx8V0NGX9ndixC2DkRCATz58/Pzc199epVRkZGXeaGycDQUU6j2UHLXRBYOHFnTsaxQlnxP9cUaYH87fYcSU6N3yInTk+r1tWIqgcCBzuPZntOty+JFST9nldToiiJFXAsneg/VyAEaBNOC1rpSvUgauS6gO+cmSHNfVQMgeDS0Hk7+2zIFRdMuDzr8LuTNWqDxUVX1FZte/HbnNjvCvvm9lL3+LLwy/7xAx8yHtqNsWq6UraxIfQcTU0RatUKftonWhUqMhJq3z6mjltoGsdMhkUIjc6GDRuePXsGAACfzx87dmxKSgoAAO/evVu+fDkAAG/fvp00aVJoaOiAAQPOnTvXhJ2ioqKpU6fWHX7p0qUhQ4ZERESsW7dOpVIBAJCSkrJ06dIjR45ERET8+uuv48aNGzFiBJVK5XA406dPf/36tSk+6n9BEhD2g5hdVrsRuNi0QwXJ+/Ozz5akHS7g9Lb2+sre4Ms1Ahfrv9DJyp+ctDcPRUEaqv6IhQ4KhABtutGcx7BRpBY/x+KR7VaFL9rZZ0OJrGzSla/bLodipWT/myMzbnxLRBFODjswM2yS7xxHCAEGf+sBemm/f7DWSJuxzQRl54K0snVnj34Xu04pb3T/SVdTLTrxC21SZ8iXqIdFCI2OSqU6e/YsAAC3b9+OiYm5cuUKAABXrlyRyWQAAMjl8unTp1+4cGHlypWLFy9++fJlg0aSk5N79uw5aNAgLy+vs2fPrlq1auXKlUeOHElKSqoT1IqKir1797548WL//v3Dhg378Ni7d++GhIQY/XM2AoyGbHtYdVnlah1IRuLhwGUu1gFGS+wDAZtwWtByF7fJnefphQVzUSeHu/6Rw9mtk8NqpXT/myOTrnwtVcmODN4zO2AqEUUAAABJQLhO5OCZmEXB37Dw1qtif1ZpDVNHtHUQe46CXsVzXIemPN3Y2BjRqR244D5oF39TOmYaOknMT9OUb5qtLiswzVz48EHUsQs+fKVXr17z588HACAmJmbp0qX3799fsWJFTEzMt99+CwBAWFiYSCRKTU1VqVRdu3a9c+fOx6J1//79OtmLiIgAAGDbtm2bNm0KCwsDAGDHjh2BgYHbt28HAACFQu3cuROF+s9K68iRI48ePUpMTDTmh/40IAwyg02UyWBpt2TBgNiT7VaFLyqRlZ1IOT/pyuxhLoPGuA8loD5dtK9WLb+UdeNU6sVIu7Ajg/dY4RoOhIFAcEXYwg3PdqyK/fnnyFVI2GA5gi0C4xkiuXrImTUo9sk8QckrOju43gDZ02tacRVt2qp6r6sUYkllsrgyVVKVqtdpHf2m0m26mMprg/FZXDKYy/ebcfawsLC8vLzS0tKnT58eOnRo7969AoHg5cuXdYUCTp06tXz58qioKGtr65KSEhubBvJt582b991339WpIAAAOTk5K1asWLt2bd0/uVxu3e4oh8Opp4Lnzp2rE926uqYWLFhoHWwC67vQuWM9hh1NOjPpytej3YeMdIvGIxuO85JrFOfTr55NvxLGCT4wcDsLz2jaOARCK8IWrnmyZd3TbWsivq/XIrGNlNdUPit+2c+hZ2Pe/gMIEqJGyh/f9I1a++besl6TbkPQv5KsLudX3zzGWPALAEEyUa64MkVSmSKuTJFUpWpUMrKVB9nai84O1qrl8be+RaJJzoFfcVyGQGYS9VbwWQiheUGhUOHh4bt27XJ1dSUQCKGhoVu3bvXy8qLRaAAAbNiw4fDhwz179gQAYMaMGQ1auHHjxqRJkxgMxvTp0wEAYLPZGzdu/LiFb72i2zdv3pw3b97169c9PT2N8sEsWPjM4JI4q7st5lcXH0s+PfHy7FHu0aPchnwoMEqt6nLWzRMp5wNZvnv6bbIjNbeLNQKCf+y+9IfYjeufbv9ftyUQaJiHVjdzYva9OeJOdzmWfOZL34mDnfo2YRnXpXf1jaNMwnQ+iZOdcNC1yxwAADQqWXVVZtGJH1XetMwHcySVqQgUgcr0JdHdOK5DfSJWE2ku4Ac2nfynVxY+yX7zR1LsWnvPsU7+M7CtLWRqSixCaAr69OmzZs2aFStW1P19yZIldZulAABgsdi0tLSePXvGxcWdO3du2rRpHx/O4/Hu3bvXt29fmUy2YMGCr776avXq1R4eHo6OjgKB4Pnz5x+L4q1bt0aNGrVr1y4AAF6/fo1EIn19fY37IS1Y+DzgkmxXhS8ulZUfTzk37tLMIc79J3mNxiAwN3Nj/ko6ZU/ibO21xoXa4hr3SAixLnLF/2J/Xvd02w/dvmujFooU4m0vfiuRlW3rvdaF6pgvKfwt4dDZ9CtzAr/sym546xJEIPERQ2SPLvoN+unByUHCsgRxZYqypgIPUXFYEtNjJM/Ki2ztgUQRGzz8HyMgxOBGMriR1YKMnLeHYo5FsZ0GOgXMpFh7teXjGB19O6ZHjx4PHz5s6VEsFqu0tNQY/rSaxMTEoKCg+Ph4vV6fnZ0dFBQUGxtb99bTp0+9vb1tbGyio6M3bNiwdetWvV6fkJAwevTougEhISECgUCv1xcXF/fp0+f27dtarfbXX3/19vZmsVju7u4bNmzQ6/WvXr0aP378+xk3btwY9AEDBgyo51JOTo6jo6PxP3pbqa6uNrcL5kcqlZrbBfNTU1Oj0WjM7UV9CquLNzzbMfTs5DEXZyy9vya9KquNBhUa5cKYVZvjftXpdR+/K5fLVSrVJ43E5D0adu6LQ4nH1dr/nLFYftzEy7OXP1hXICls8EBtjbR4xWiNuKqi8GlhxuVqQVZt2quSHydra1r5M1TKRekvd984GPTozIiirOs6nQH+B1UqlUKhaLudD7EU3f5MaXvRbdPwcdHtzxBL0W2goaLb7YdiaalUJXOnuxjEmkKjWPpgrQOZuyjka/C/hXA+WXRbrJTseLmvQFK44v/au++4ps71AeBvQghhQ4isiIAsJxtRgYAMReuAuooTlZaiP+QqIoh1ALcUERdWQUTUOlqvoljZEK2gQmQoYF1XGbKngAyBjN8f5958uGKtLSQnkOf76aefc05O3vdJDHlyznnP887+hxFVf+gOA1z2jZcpl3+/NkfbbsN0DwWpD/+42q/HEMgUxYUbEELc7s7GSB/qmoBhjhTl8bgNFdmvHp3pbHupO221vpkXmfL3ZzOFotsAACBy6PIaI5UFEUIUEuXgnH0VHW+OF8b/pSfm1xVuSv2HijT19PwjH82CCCFJImnFpCU/LTpJkZBal7zl8tPEAc7A4B3k7N2789J4fb0Iobc/H5aZ4TL8+yUIBKLGxLl2S6/YLLnwvrsx4+zMgnTfztYXw2x2BOFwjTA1NfXmzZv81YiICGVlmCIAAAD+g0KiRDjs2c7cc6LozBaLj4+hG6x7oCem+GxRQ8lemx0mqn9+NU6BLO9ttn6BnnN8yUXPFN+vTdc6TLDBHiKpqEsZmHTnZyAJEqejlbphWPPXf0BJdZq588EpswLKS3/KTVyhOG6qnomnlAyN3d/FGejlcPoH+jq53AF2fxeH3cvFVjkD7IEu9sB/V7kDA33vDCx99U3WjGBgOCTCR48eVVZWenl5YasUCj4V9kRZZ2fn69evzczMEEJMJtPOzu6D+yIAAGObrKTMIcfQ7cw9McVnfcw3fGLPh/XFB/N/tNa0OPtFNIX0F75OtRToIXaBRQ0lJ4sTkl6mbrHYhI3xkZ+ztDUhjMdhq/7jiCDml6DIqk6ZtWPSjK3VL5L+XXSKw35PIstJkCgSJClJsgJBgiRJlpcgUSSlFGUUtIhEEoks/59HpRQIREkCkUKW/pM7Uv4qfEaN6unp8YtKg6FKSkp8fHyePHmCEHJ1da2trVVV/Wv/8EVFRevXr3/9+jWBQLCxsYmJidHX//ipEgCAaJIjyx503O+XvVumTGb99JVDd+ge6DlZnFDUUBI8e5uZ2vS/14uFusnp+UdSXmcF3gmx1rTwMlmroj1Jkj5RxsyeRNP8o2dxeJzmntaG7qbGrqaG7qaG7qbG7mZV2XH+MzZLEj8rrRAlyNpTVmhPWfFXA8auEf7VZ30aPonw3r17K1eu1NTU/OabbyZPnoxLDGObhobGlStXJk2a1N/f7+fnt3HjxpycHLyDAgD8NYpSCkecwrZmBZMlJD2mfDn4oeKG0gP50VYaZgkLomUkh1VZl0ggLtKf56htd+n3axtSfJdPWrxi0x4pCTJCaIAzgCU5/v8bupsau5vaetup0kpqsqrqsqrqsqpTaZOctBm3XmXszYkIZQR9Zi4UHQIJt7m5uaam5oONBALB1NQUITR9+nRlZWU1NbUHDx5YWFjcv38fOwc4VHl5+ddff80fL6empoYV7fw0URsHu2vXrnnz5jk4OJSXl3t7ex88eNDU1LSoqCghIeHEiRMFBQXh4eEvX76k0WibNm1at+4PZ3yuqKjw9/fft2+fiYnJ5cuXExIS2tra5s6du2/fPmlp6ZKSkpMnT5qZmcXFxXl4eAQEBGhqaiKEpKWl3dzctmzZMrRBHo+H1TsVZd3d3QTCCMxQMap1d3fjHQL+enp6BgYGRHPUqEBJItI/Z+0KuhfGGeC40udISEhwCNxzz37Ory/yNfGyUDPh9nG6+kbmD3mV/pfOdEbC75dX3fSmUahNvc3v+rtp0lQ1mXHjpFVUZWjTlIwc6bZqMuNUKMpDK+Dom+hGFh3ffeefu6z+IbhciB0RDgwM/PmuCCGEKBQKifQnwQgkViaTeejQoQ97IpHy8vIQQosXL8a2LF26tKOj48SJE/HxHx8cNX78+A0bNpibm2OrCgoKnzOIfOj35nt23wD3c9+1YZKVlCX+bwDS0tLXr193cHDIzMx8/PhxSkqKqalpcnIy9m9DIBB27txpaGhYUVGxYsUKPT09Gxuboc1itwkeO3bMxMTk4sWLUVFR58+fV1VVDQgI2Llz5/Hjx9va2n766SdZWdnExERsYPHAwEBSUlJ7e3tsbOyePXuGtkkgEER/UD6PxxP9IIUA3gQikSiyt08Impyc3LG54X5ZwRRJKT1l3YMFP06lTTq38MfPKXn6N/r6p0Pwq7cVvez3GnJqVIoy8a/8Eg213xVyL/Lgox9D7AR1XCiI2ycEEuhXX3311Vdffc6eurq6BQUFf/QomUw2NDS0sLAYZjx+2cG17+qH2chnctS22z7D53+2ODp6e3sjhLKzswMDA1NTU3fv3s1kMnfs2IEQsrS0bGxsLC4ubm9vnz59OpPJHJoIMzMzQ0NDr1y5YmlpiRA6evRoUFDQhAkTEEK7du2yt7c/fvw4QkhGRiYyMpL/24fNZmdlZdXU1PT09NDpn1vqCQAgglRlaEec/+mbuYvDZW+33mw73lqg3ekr6/69J5KIEvtsd4bci9yfe2C/XeBoOUeKQ5RPnz7Fql82NDRcuHDh66+/FnSPp1w/PDwVppkzZ9bU1FRXV7NYrPPnzx89erS5ubmwsJDBYCCEzp07FxoaOn/+fHl5+dbW1tbW1qEt+Pv7b926FcuCCKHKysqwsLCoqChsVUdHp6+vDyFEp9MHnwGQlpaOi4tDCGVkZKxcubKxsXFkf0MBAIRJXVY1es73ZBJZRY6KdyyfguXC/fciQ+5F7rcNJBFHwUE8DonQy8vr9evXNBqtsrLSw8Nj69atf/6c0YxEItnY2Bw9etTIyEhWVtbGxiYiIsLY2FhJSQkhFBUVde7cOSwpfrTQKEIoJSVl9erVcnJy2MxNdDo9LCyMf4aZj0j8eHkEU1PTjo6Od+/eQSIEYFRTpiiNipPDJKLEftud++8d+C7n+zC7XXjNLfX5cKgs8+DBg0ePHiUmJra0tMTHx3+iXNCY4eTkdPLkSScnpw+WEULy8vIFBQU8Ho/JZN64ceOjT58wYcLdu3fPnDmDXXndvHlzcHBwWVkZj8d78+ZNYmLi0Kekp6ffv3+/qanpxYsX27Zts7a2hpmYAABCQyJK7LcNJBFJe3J/+KB4jQjCp8SapqbmpEmTpKWHNeR3FJk3b97UqVNdXV0RQi4uLlOnTl2wYAH20PHjx69evTp+/Pi4uLjdu3draWkhhBQVFfkjac3NzUkkkrq6enZ2NjbB/TfffLNt27ZNmzbR6XQ3N7eqqiqEkLy8/OAbUbq7u/39/Y2Njd3c3OTk5P4oxQIAgIDwc2Ho/Sg2l4N3OJ8CRbfFFBTdHkWg6DYS7aLbQvOnRbdF0ACXvT/3AJFA3Ge7c0SuF0LRbQAAAKOJJJG03y6Qy+OG3IsU2eNCSIQAAAAECMuFHB4n9P5B0cyFkAhFUXt7+4MHD7BlJpPZ39+PbzwAADAckkRSiF0Qm8sWzVwIiVAUlZWVffPNN9iyq6tre3v7324qMDCQSqWWlZWNUGgAAPB38HNh2P0oDk+0ciEkwrEsPz+fxWJ1dXVxOKL1sQMAiCEsF/ZzBkLviVYuhEQocFhBNYTQq1evXFxciouLEUIFBQW+vr4Ioby8PFdXV11dXQsLi9jY2E+08/z5c3d39+fPnyOE4uPjZ86caWRk5OvrixXOLikp8fb2PnTokJGRUXh4OEKor69v8+bNJ0+ehKLVAAARIUkkhTJELheKRSLk9HPZvRzh/Mdlf3g7ClZ0GyGUkZFRVlaWnJyMEOIX3aZQKAcOHHjx4sWFCxcOHz589+7dj76E/Pz8BQsWfPvtt5MmTTpz5kxcXNzFixcLCwt7e3v9/f0RQm1tbefOGi+3KQAAFCRJREFUnWtra8vJycFKm4aEhLi7u2PV7AAAQET8Nxf2i04uHB0VUYfpSUxFb5OQxpuoWipNdNcYvMXJyWnjxo0IISaTGRwcnJiYuHfv3uzs7ODgYISQmZlZVVVVenp6X1/flClTfvvtt6H3Td64cePgwYPXr1/H5rE6ceLErl27VFRU2Gy2v7+/ra3tqVOnEELy8vKhoaHYjVaPHz9OT0/Pz88XzqsGAIDPJ0kkhdg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      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Random\n",
    "Random.seed!(2018)\n",
    "\n",
    "time = 30\n",
    "warlker1 = cumsum(randn(time))\n",
    "warlker2 = cumsum(randn(time))\n",
    "warlker3 = cumsum(randn(time))\n",
    "warlker4 = cumsum(randn(time))\n",
    "warlker5 = cumsum(randn(time))\n",
    "\n",
    "plot(1:time, [warlker1 warlker2 warlker3 warlker4 warlker5],\n",
    "    xlabel=\"time\",\n",
    "    ylabel=\"position\",\n",
    "    label=[\"walker1\" \"walker2\" \"walker3\" \"walker4\" \"walker5\"],\n",
    "    leg=:bottomleft)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Datetime plot\n",
    "https://github.com/JuliaPlots/Plots.jl/issues/356"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mzBdffNGhQweuAxypFPnduYHQv3AbZN37CAsLC2vlLC8vrzWGnhtnAQATJ06UzJmamsrdBy1GkuSSJUu4T+vOLMOybGhoqIGBgY6Ozo0bNxopbXBwsI2NjeSS+/bt+/TpU8k873QfoZWVVd309PR0JycnybXMnDlz//79ALBu3TpxNq7DsNbdbFlZWVDn1vsTJ05IxgkHBwfuaUS1ZpaJj4/v0aOH5Hq5nJJ56l3pvn37AOCHH36QTCwtLQWAXr16Nfk9pKSkcKuT/NIKCgq44TYbN26slX/dunWSI4ysra3v3btnZWWlra0tztOcmWXY/9/R36dPn/z8fJZla2pqVq5cWWv8EXdqUlxczP0Ldx/h3r17m6wXUnAEi0+oR4ohLS0NAOzt7cWHtqysrOrq6k6dOtV7H2F0dHRiYiJBEL169XJxcamuruampqw7wCEhISEuLk4gEFhaWrq5uXXo0IFLr6mpyczM1NHRqTVZ2ps3b8rLyzU0NBqfa7SmpoabsIbP5/fs2dPNza3WgJfi4uLi4mIzM7Mm2ygvX74kSbLepp5IJIqMjExLS9PU1Bw4cKC9vf3bt2/z8/ONjIzEIxhzcnIEAoG1tTWfzxf/I03TGRkZWlpa3NwxYkVFRUFBQSUlJXZ2dl5eXhRFpaena2pqir8W8b8/ePAgJSWFpulu3boNHDiw1u2V9a60vLz8zZs3xsbGkvNtMgyTnp7e5PfJefHiBQBYWVlpaWmJEzMyMmiatrCwqHv9NT09PTo6uqioiJtYR0NDIyMjg2GYzp07cxmqq6tfvXqlr68v/pW538Xc3Fw8Yal4UQzDSBa+tLQ0MjLy1atXWlpalpaWLi4ukmNES0pKioqKTE1NVWaaeLWFgRAhhJBaw2uECCGE1BoGQoQQQmoNAyFCCCG1hoEQIYSQWsNAiBBCSK1hIEQIIaTWMBAihBBSaxgIEUIIqTUMhAghhNQaBkKEEEJqTV0C4ebNmwUCQXNysixb64FtKq85j/NWJepWX5qm1W0mRXX7ibG+raQugXDXrl0FBQXNySkSidTteWPNPEVQGepW35qaGrU6t2MYprq6Wt6laFPqtklLvb7qEggRQgihemEgRAghpNYwECKEEFJrGAgRQgipNQyECCGE5KakBr6PZWIK5DmwmSfHdSu4PXv2pKeny7sUrfL555936NBB3qVACKH6nUtnFkYxnu2JXcn0Z07k6j4UXx6tMwyEDdqyZcuECROMjY3lXZAWOnTo0JAhQzAQIoQUUK4Alt+no/LZo16UtyWRJ6DmhtN9L4gOD6X6mBBtXBgMhI2ZO3eunZ2dvEvRQuHh4fIuAkII1cYCHE1jlj+gP3EkE8fzNCkAAAttuOBLnX7J+AeK5jmRa1woqg2jIQZChBBCbeRFOTs3nC6sgmv+PFfT2rFuYmeyvxkxK5Qecll0aCjV1bCNgiEOlkEIISRzIga2JzIDLoqGW5EPx9UTBTm2ekTQKN4MR9LjsmhTPMO0yRgabBEihBCSrYQidnYYrcODiPd5Dk218wiAT7uRvh2IT+7Sl18xh4ZSXQxk2zTEFiFCCCFZEYhg3SPa97podlcy5L2mo6BYZ30i5D3exM7koEuifamybRliIEQIISQTYbmsy3lRcjE8/oD/aTfyXZt1JAGLepAh7/F+T2VGBoqyKmQVDTEQIoQQkrLSGlgURX8YQm/oR54aRplrt3xR3Y2IqDE8b0vS9YJoXyojvTL+AwOhEsvMzLx48eK+ffvy8/PlXRaEEPrbpQym+1kRzULKBF5AJylEGR4JK3qT1/x5O5KYicF0YbWULxniYBllJRQKnZ2dXVxcoqKievfubW5uLu8SIYQQlNTAJ6H0ZT/eYAsphys3UyJ6HO+bGHrQDc0H49iOulJbPrYIlcDdu3fLy8vFbyMjI4uKivh8fklJyd27d3V0dORYNoQQknTiGePfkZR6FORoUbC5P3XJq9pCW5rLx0CoBHbt2vX7779zr1+/fu3v708QBACQJP58CCHF8scTZnZX2R6auhqw0p2SFLtGm6u4GlZH07Ts7+7s1o5Y3ONfP/K8efPmz5+/ePFigiB+//33SZMmGRkZybwcCCH0jhKK2JIa8LZs68lCWwkDYXPp8MDNlGiDQNhJv/Y25OPjQ1FUaGjokCFDDh06dObMGZkXAiGE3t3eVGamI/nO90nIGwbC5tKkYJaM2/uNmDNnzr59+0pKSoyMjPr37y+vYiCEUEMEIjj1gokZp3xhRflKrJ6mT5++fv36jIyMefPmybssCCFUj7PpTH8zwkZP2dqDOFhGWRgZGQUEBMTHx0+ZMkWcOGPGDF9f34qKis8//9zX1zcvL0+OJUQIqbn9Txg5dpu1hkK0CIuKiqKjoxMTE11cXLy9vcXpJSUle/fuff36tZeX14QJE+r+I8uyJ06ciIyMtLe3nzt3rq6ubhuWuq2ZmZl9+OGHBgYG4pSlS5dWVVWJ3+IIGoSQvLwoZ1NL2PdtMBC21Pz581+8eFFUVBQQECAOhDRNe3t7Ozo6Dhs2bNWqVRkZGUuWLKn1j99888358+e/+OKLS5cuXbhwITQ0tM3L3hYKCgqioqL27t0bGRkpmd69e3d5FQkhhCT9kcp85EBK966GNqMQgfDkyZMAMGfOHMnE69evl5aWnjhxgqKobt26TZ48eeHChXw+X5yhoqJi586dd+7c6dOnz8cff2xtbR0eHj5kyJC2Lr3sxcXFnThxYt++fU5OTvIuC0II1SZi4HAae2sUJe+CtJBCBMJ6hYeHe3t7UxQFAIMHDy4pKUlLS3N2dhZnSEhI4PF4ffr0AQANDQ1PT8+wsDCVDITDhw8fPny4vEuBEEL1u/aasTMAp3bKN0yGo7iBMCcnp3379txriqJMTEyys7MlA2FOTo6ZmZn4rbm5eU5OTkNLKysrW7ZsmfgiooODw8KFC+vNKRQKaZpmGIZl2+TRyDLDsmx1dXVlZWWTOQUCAXfCoSbUsL58Pp/HU9ydXboYhhEIBNzsS2pC7pv0vhTeR52YysqatlndO9VXQ0OjyY1fcfcNDQ0NmqbFb4VCoaamZq0MIpFIMkMjs25qaGj07t1bPJzEwcGh1tLESJKkaVpTU1PZdySCIPh8fkPVlFRTU9OcbCpD3erLMIy6BUKGYdTqJ5bvJp0rgMg3zHEvvia/6cxS8U71bc5UlIq7b1hZWT158oR7XVlZWVRU1KFDh1oZcnNzRSIRt4dnZmY2cglNS0tr2rRp1tbWTa6XYRgAUI0WA0mSzakIRVGqUd9mUs/6qk+VCYJQq/qCvDfpo8+ZiZ1JQ622K4DU66u4Q3zGjh0bFBRUVFQEAOfOnXNycrKzswOAhISElJQUAOjdu7eJicm1a9cAIDc3NywsbMyYMfItM0IIqZvDacp6+6CYQrQId+/efeDAgYyMDIqiQkJCFi1a9NFHH7m6uo4ZM2bgwIFubm43b948evQol3nz5s2Ghoa//vorRVFbtmyZNWuWn59fVFTU7Nmz7e3tpVgqgiA+//xz5b03MSYmRtl7dxFCCu5uDssjoL+Zch9qCEUYEpKdnS05zqVjx44WFhbc6/v372dlZbm7u4v7RV+9ekVRlPhtRkZGdHR0586dXV1dG1mFjY1NREREc7pGucEyWlpaYWFhubm5LaySYhgxYoS+vn6T2crLy5uTTWWoW33Vc7CM8p7CtoAcN+mP79BupsSiHm3aIpR6fRVi37CysrKysqr3I3d391opNjY2km9tbW1tbW1lUSoPDw9ZLBYhhFRDaQ1cfsVsG9BWg2RkRrk7dhFCCMnL8WfMCGvSVEve5Wg1DIQIIYRaYv9TZpajKgQRVagDQgihNpZQxBZVg4+Vcg+T4WAgRAi1SmAmezGDkXcpUFv7XTkfRl8vhRgsgxBSUgVVMOOuiGahsz7Ry1glDoqoGQQiOPmCeRSgIhEEW4QIoZZbFEVP60LuHESNv0WXtNFMk0j+zqUz/cwIa10VOfVRkXiOEGp711+zUfns4/E8XR5E5rEf36Ev+lEqcmhEjdr/hFngrDrtKNWpCUKoLVWI4L+R9N4hlC4PAGCrO1VSw26Ox4uFqu9lOZtYzI5WzofR10t1aoIQaksrH9BeloRvh79bgHwSTg3j7UxmgrLkP1kVkqk/njDTHUhNFZrVHAMhQuid3c9nz6WzW93/dSxsrw1HvahP7tJZFRgLVRb3MPoZSj7Ldi0qVRmEUBuoYWBWGL19IGlU55Fw3pbEf7uTE4LpGuwiVVHXM5lOeuCstA+jrxcGQoTQu/khlu6sDxM613/0WNmbtNIhVjyg6/0UKbv9T1hlf+hSXapWH4SQTKWWsHtSmd8GN3iBiAA4NJS6/po99gxbhaomTwChuUxD50DKS9XqgxCSHYaF2WH0d25Ux0ZvINPnw6lh1JL7dHIJXixUKYeeMhM6k/pK/7SJ2jAQIoSaa2cSwyNhTremjxu9jIlt7tQHQXSZsA3KhdrIoTQVmWW7FhWsEkJIFjLest/H0b8Nbu4t81O7kEMtiTlheLFQRYTmsjwC3M1VapgMBwMhQqhZ/htJL+lJOb3LcMEdA6kXZez2RLxYqAr2P2FUb5gMRzVrhRCSrqPPmFdvYUnPdztiaFJwdji1MZ4Oy8WLhcqttAYuZTBTu6hmyFDNWiGEpKigClY8oA94Uvx3P2DY6BFHvXgfhtA5lTIoGWorJ54z/h1JM+V/GH29MBAihJqwMIr+qAvpZtrCi0PDOxCzHImpISIRdpEqLRXuFwUMhAihxl1/zd7LZ79xbdXMkmtdKS0efBODA2eUUkIRmy9QkYfR1wsDIUKoQeVC+CyC3vf/R0y0GEnAMS/eXy/Yc+nYKlQ+v6cys7uRKvyELQyECKEGrXpI+3UghneQwiHQWBP+9KHmR9DPy3DgjDLhHkb/iYPqhkEMhAihhtzLZy9ksJv7S+1xO/3NiLWuVMAtulIkrUUimTv5ghlgTtjoqXIgxCfUI4TqUU3DzFB6+4B6HjHRGvOcyHv5bNfTok760EGHaK/zr79WOkQ7DWmuDrXe3lTm6z4q9OzB+mAgRAjV44c42qkdMV4G0ysf9KSel7G5AsiqYHMFkF3JJhRBdiWTUwnZlWwNA1Y6hKXOv/5a6xL2BtBRl1DlVolCii1kcyphpLWKf/EYCBFCtT0uYvemMrEBMjk+kAQ4GBIOhgBQz+G1UgTZlWxuJWT9/29iEWS8ZZ6VQVE128WA6GJAdDGALoZ/v7DWJUgVP0rL094UZk5XVR4mw8FAiBD6F4aFzyLoH/pSVjpyOP7p8ICLcHXDZDUNWZXsizJIKmYfFbBnXjIvyiC7krXSIewMwE6fsNMn7AygmwFrg/2r0lAuhNMvmcfjVT9MqH4NEULNV1AFX0fTmiQo4N3TmhQX7UByFGsVDc/K2Gdl7LMyeFbKBmWxz8qAT/DP+rK9jFW9ISNjx54xPlakXM6H2hgGQoQQAEC+AH56TP/xhJlkR/7pw1OWg58WBT2MiB5G/5SXYZgjqULf68RWd+ojFZ0bs23sSWG2DVDxYTIcDIQIqbs3VfBrMv1rMjOyI/lwHM9OX1mCYIMm2jIDO/DG36KDMtm9QyhtPM69u8g8tkKkyrPJSMLTJYTUV3Yl+8U9uttpYXE1xAXwjnhRKhAFOV0NiagxvCoahl4VvXortVv4syvZj+/Qvc6p/rype1OZeU7qMg4JAyFC6iizgv08ku55VkQCJE3gbx9IddBVtYOePh9ODaM+tCfdL4puZLY2FtYwsDmB6X1OZK0HpppwOE2VI2FhNVzKYD5RxYfR1wu7DBBSMq/esm+qoKshocdv4b9vjGf+esHMdCRTJvDNtaVdPgWzuAfZz5T4MISe3ZVc40K2rI1z7TW7+B7drR1xbwzP3oC4n89Ovk1P60JqqugVtMNPmfdtSBOpzqWgyDAQIqRMCqpg0GXaTAuelrKmWkRXQ+jWjnBqR3B/2zca1dLL2Q3xzNmXzJxuZOpEvj44HNIAACAASURBVKo+W66uIe2Jh+N4H94W3X/DHPXivdPxPa2UXXyPfl4OOwZS/h3/jqLu5kQfE2JvKrOwuwq2mViAvanMQU8VDfL1UdxAmJycvGjRIsmUdevWDR48WDLlp59+CgwM5F7zeLzr16+3XfkQkofZYfTHXYgf+1EAkF3JJhfDi3I2qZg9l868KIOiatbegLDTJ5yNoLsRYadPdDciACC9nN2ZSh9/xkztQiZN4FuoeiuwrvbacGsU77tY2u286C8fyt286YZhpQg2J9C7kpj/difPDqdqNf6+70sOvyaa4Ujqt6hdrshuZ7NaFAyyULWu8kYobiDs0KHDihUruNfJycnLly/v1q1brTwpKSl2dnYTJ04EAJJUwVMzhCTtTWWyKtjTw/7eba10CCsdkLzxvKgaUkvYlBL2SSl7JI1JKYHsStZGl1dYDfOdIG0SX7oThyoXioB1rlQfE2ZMkOg7N+rTbg0eMViAE8+YlQ+Z4R2IxAn8etvZPYyIYVbkrmRmVW9VO/LsSWE+c1K1SjVOcQOhoaHh8OHDuddXr14dO3asiYlJ3WxdunQRZ0NIhaWWsGui6fD3efyGj1HGmjDIgpA8l6+mIelNla0Bz0RHjXq6GjHOluzejpgQTEfmsb8NrufOikcF7MIouoaBM8OaaDiucyUHXxbNcyJVaaLwXAEEZzP7PVWundsoJQj7NTU1x48fnzVrVr2fHj58eMiQIdOnT09ISGjjgiHUZoQMTL9L/9CXcjR8tw4rTQqcDFlDFTpSt56DIXF/LI9HwsBLomcSD0csqoZFUfTIG6KJncmoMbwmu08dDIlxncitCbSMy9um/khlJnUmDdQrDipwi1Ds0qVLmpqaw4YNq/vR+++/P378eENDw6tXrw4cODA2NtbR0bHehbx586ZHjx7i7lMfH59Dhw7Vm1MoFNI0LRQKpVR8JfD27Vt5F6FNKWN9v4nnmWuQ/+kgKC9/5/8VCAR8Pp/HU4KdXSoYhqmqqmKYJm5v+LkP/JlODb7E+8lV+F4H5uhL6sdEXoA1/WgkbcBnK5u3jSx1hEE3NGfYCsy15Pm0YWlt0gwLv6dqHh8sLC9X6JtD3qm+WlpafH4TgZ1gWen8fhUVFWlpaQUFBZKJRkZGbm5urVzyyJEj+/fv/+233zae7f3333dzc1u3bl29n1pbW1+/fr1Dhw7cWy0tLW3t+gcMcIFQS0ttRtQBlJeX6+vry7sUbUfp6ns7m51+l4774N2GO4qpYSAUCAS6urrNyfzwDTsxmAYAR0PYPpByavfOI0QW36MB4Ge5TkUmrU36yiv2+zj63hhF31SkvgtLp8IHDx5cvnx5rSgIAF5eXiEhIa1ZclZW1q1bt3bt2tVkTlNT00ZOEwiCMDQ0NDIyak1hEGp7RdXwyV36oCelPjd1taV+ZsSjAN7jInaoZQsHSa7qTXU/K/yyJ2mt/DMS7EmhP2t4DJEKk0IgfPXq1Zw5czw9PZctW2Zubi75UeuD9sGDB728vOzt7cUp9+/fDw0NXbZsGQAEBwd7eXlRFBUWFnb27NkzZ860cnUIKZr5EfQkO0LyeQtIuow1ocVREADMtWFuN/K7WGbfEOUejvTqLXsvnz01DANhi8TExBAEcfHiRVl0N124cIGLeWLPnj27cuUKl7hs2bKkpCQNDQ1DQ8MNGzb4+flJvQAIydGBp8yTUvbwUEXvqlJzS3tRXU8Ll/UkHd5xKFO9KkVw+iUz3aGtA9K+VGaaA6mjltuaFCqtqampqampp6fX+kXVFR0dXStl6tSpU6dO5V4/evRIKBTW1NQ083oAQkrkWRm78gF9ZzRPVefxUhntNOCLHtTaR8wJ79b+VDQLU0Lo4GwmvRzWurZdLBQycOApEzxKLcOgVG6f8Pb2NjExuXLlSusX1QJ8Ph+jIFI9IgY+ukOvc6Wc3334Bmp7C7uTd3KY+KLWjj388h5dWsM+mcg78Zw59LTthm6eT2e6GRItGCukGqQQ/4VC4axZs6ZNmzZ37lwXFxfJwWlmZmZeXl6tXwVC6mbdI7qdBsxzVscLNspIlwcrelFrY5gLvi1vFG5OYIKz2fD3ee004Jo/5XmFttIl/Nrk8vDeVGaums0mI0kKgTAzM3Pt2rUAsGXLllofeXl5YSBE6F2F57IHnjKPAvhqen6unOY5k9uTRPfy2QHNmMi0rlMvmJ1JTOQYipunxt6AOO9LjbkpChzB62Mi2w3hWRmbWMyOs8VA2Ap2dnZ1r+RxlOtuLYQUQWkNfHSX3jeE1/ijJJCi0SBhdR9yTQwdNPKdj6uhuex/I+mgUTzJezD6mxG7BlHv36Qj3qds9GQYC3cnM7McVfaRUs0hhUCopaXV+rvmEUKc+RH0GBtitA22BpXPJ47k1sfM7WzWx+odfr7kEnZisOi4N6+3ce3/mtCZzHgLo27QXH+pLAhEcPQZ82Csmg6T4Uiz8rGxsU+ePMnNzbWwsPD29m7fvr0UF46QOjj6jIkrZKPHqfVRSXlRBKx1IVc9pO+N5TUzEuZUwns36C39Kd8GrgUu6Um+rmADgkSBI2QyfvjUS6a/GdFZX61PvKTTKfzq1asBAwa4urp++OGHixcvnjJlio2Nzddffy2t+dsQUgcvy9kl9+gTPvU8EgEpi8n2ZA0DV18169BXLoT3bojmdiM/bvSuwW3ulLEmMSOUlsXxdG8KM1ctZ5ORJIX60zQ9ZsyY58+f//TTT7Gxsc+fPw8JCZk8efIPP/ywe/fu1i8fIXXAsDAjlP6qD1W3fwwpEQJgvRv5VTTNNBW1hAxMDBb1NSNWNvVEQ5KAY15Uxlt2XYyUn3SRUMRmVsB7NuoeCKVw5nnv3r34+PioqKgBAwZwKXZ2dl5eXnw+f8+ePQsWLGj9KhBSeetjaU0SFvVQ90OSCnjfhtwQx5x+yUy2a+zZv3PDaYqA3YOa1d2pzYNLfrxBl0TtdZh50rvP4bcUZk43klL7Uy8pfKHp6emmpqbiKCg2evToly9ftn75CKm8h2/YfanMoaHNvbCEFNzG/tSaGEbU8A3x3z6iHxexf/nweM0+BptowvUR1A9xzI1M6XSRvhXCqRfMTEfc6KQRCI2NjYuKivLy8mqlp6am1vtMeYSQpLdCmHqH3jOYstSRd1GQlHi2J2x04XBa/ZHw+DPmaBp7xZ+n947Pv7XTJ84Pp6bfFcUWSiEWHnvGeFuRHZT/oRmtJ4VA6OHhYWxsHBAQkJiYyKWIRKLjx49///33AQEBrV8+QiospxIm3xYNsyLGqPHtzCrph77Ud7FMdZ2Lejcy2aX36esjKIsW3Sfaz4z4bTA15ib96m1rY+HeVBwm8zcpfAt6enpHjx5NTEzs2bOnubm5o6OjgYHBtGnTXFxc1q9f3/rlI6SShAz89JjpfU7Yx4SQ72NdkSy4mxO9TYi9qf9qFMYWsh/fFZ0dznNsxXMqAjqRS3uS792gS2paXrx7+exbIeDjvTjSGaY9YsSI1NTUw4cPx8fHl5eXDx061M/PLyAgQH0eio3QOwnJYRdG0hbacHc0T21nOlZ5P/Qlh18TzXAk9fkAAJkVbEAQvXsQNciitb/4oh5kxlt2XJDoRktvLtyTwsx1InHL4xBqcqufjY1NRESEtbV1kzmFQiFN01paWm1QKgVRXl6uVpPhybe+WRXsqodMZD67oR85sXNbdEwJBAI+n68+Z6UMwwgEAgV5KM2UELqnMbGqN1laAx5XRLMcSWkNDGZYmHSb5pNwwpt6+46bdEkN2P0lfDKRb6acxzmp78LYQYxQGxEysD2Rcb0gsjOAxPG8tomCSL6+dSW3PabzBDD+lsivAyHF22O4mwtfv2XXRL/zzYUHnzLvWZNKGgVloeUniStWrDh//vypU6f09fVHjhxZbx53d/ejR4+2eBUIqYwrr9gv7tF9TIgHY3m2spxAGSkUB0MioBPpcl44xILc3F/KV4K1KLjoxxt0SaQDPP9OLAAUVwMACBl4K2IBQCCCKhoAoEwINAMsQEkNCwAnn7PHvPCy9D9aHggdHR09PDwMDAy0tbU9PDzqzdOtW7cWLx8h1fCsjP0iin5eDr8NbnA+SaTCvnEhGRZ2DaJkcUXORBOu+VMfh9DnMmkAMNIEAOARoM8nAECbB1oUAIA+H3gkEABGGgQArHMlhrTHTfEfeI2wNrxGqPLarL6VIticQO9KYv7bnVzVm5LXY27wGqHKw124laTQYV1QULB169a66VFRUX/++Wfrl4+QMrr8iul+VhRTwD4K4K1zlVsURAg1SQqBMD8/f/Xq1XXTQ0JC9u3b1/rlI6RcUkvY4ddEa6KZI0Opy348mT5SFSHUejLsLVG31jpCAFDDgN91eklP8r/dcS5jhJRDqwLhuXPn0tLS8vPzaZretGmT5Efl5eX79++fNWtW64qHkJI58YxxaocPkUBImbQqEB45cuTixYvc65UrV0p+pK+vP3To0MWLF7dm+QgpFxZg62Nm+0C8HoiQMmlVILxw4QIAJCcnu7i4VFdXS6lICCmrK68YPgk+VtglipAykUIHTpcuXVJTU1u/HISU3eYEZlVvnL8RISUjhUCooaHRuXPn1i8HIaV2P5/NroAPOuHVQYSUTMt32nnz5hkZGT18+PDJkydGDXj//felWFaEFNmGeGZpL7L5DxxHCCmIll8j9Pb2NjQ0tLCw0NLSmjt3br157OzsWrx8hJTIk1L2fj7zp/c7PnEcIaQAWh4IJ02aNGnSJO71xo0bpVQehJTS5nhmgTOlrS6zmCGkUmTSjyMUCgsLC2WxZIQUUK4ALmQw85yxVxQhpSSFXZem6alTp4aGhnJvz507Z2RkZGpq6uXlVVRU1PrlI6Tgtj2mP3YgTTTlXQ6EUItIIRDGxsb++eefzs7OAFBdXT1nzpzevXvv2LHjxYsX33//feuXj5AiKxPCwafMFziVDEJKSwrXNDIyMiwsLExNTQHgzp07RUVF+/bt6969u5aW1pYtW7Zt29b6VSCksH5LZkZ2JPFZuwgpLykEQpFIJH7U2Y0bN6ytrbt37w4Atra2OTk5rV8+QgqrmoYdScxVf5xTDSElJoX+HHt7+6ysrMTExOrq6r/++svPz49Lz87ObteuXeuX3ziRSPTy5cvKykpZrwihuo4+Y/qYQB8TbA4ipMSkEAj79u07aNCgAQMG2Nvb5+Xlie8pvHv3Ltc0bJmkpCRCwq+//lo3z8OHD+3s7EaOHNmxY8cDBw60eF0ItQALsO0xs7wXNgcRUm7Sue8pMDBwz549WVlZAQEB/fr1AwCGYViWnTlzZmsWa2lpmZ2d3UiGefPmLV26dOHChbGxsR4eHmPGjOEuVSLUBi6kM3p8GGqJzUGElJt0AqGent7SpUslU0iSPHToUOuXXFVVxefzKaqek+7U1NTExETukYcuLi6urq5nz55taI4bhKRuSwKzsjcOFkVI6UltJoyamprg4ODU1NS8vLz27dv7+vq2pl+Uk5eXZ2lpWVVV5e/v/9tvv1laWkp+mp6ebmVlpaury711cHBIT09vaFEikejx48f5+fncWysrq1pLQ+idhOayhdUwzhYDIUJKTzqBMCkpady4cc+ePZNMnDVr1t69e+ttzDWHjY3Ny5cvbWxsiouLP/nkk9mzZ1+9elUyQ3l5uba2tvitjo5OWVlZQ0srLS1dvnw5n//3VJCurq6//PJLvTmFQiFN00KhsGXFVkZv376VdxHalFTq+2MM/78OTMVbQesXJWsCgYDP54uHdqs8hmGqqqoYhpF3QdoO7sKN0NLSEh/5GyKFfUMoFI4bN66mpubEiRNeXl7Gxsbp6el//PHHTz/9ZG9vv2rVqpYtVl9fX19fHwCMjIzWr1/v7u4ueZ8GAFhYWBQXF4vfFhcXOzo6NrQ0ExOT69evW1tbN6c6NE1raWm1rNhKivuq1Ucr65tSwiaUii6M0NJShoEyPB5P3QIhj8cT9xWpCdyFW0MK+0ZERMSzZ88SExPFfaFdu3bdsmVLTU3N4cOHWxwIJRUVFWlra9dqXDo5ORUWFr569crGxgYA7t+/L54EHCGZ2hjPLOxOKUUURAg1SQqBMCsry8zMrO4VQS8vr/3797d4sadOnaqpqXFwcMjMzFy1atWMGTMIggCAVatW6enprV692szMbPLkyQsWLFi/fv25c+cYhhk1alSraoJQM2RWsFdfMdsH4hOXEFIRUgiEFhYWBQUFL1++rPWc+ujo6Pbt27d4scbGxnv27MnMzDQzM/vyyy+50aEAYGNjo6Ojw73evXv32rVr58+fb29vf/PmTfXp/EFytO0xM8ORbKch73IghKSEYFm2lYuoqqpycHAwMDDYvn27p6enhoZGUVHRgQMHVq1atWLFCgWZd9vGxiYiIgKvEdarvLxcrS4wtKa+xdXQ5ZQw7gOeta7S3D6ohoNlBAKBWl0jxF24laSwb2hpaZ05c2bcuHG+vr4kSerq6paXlwPA2LFj16xZ0/rlI6Q4dqcwY21JJYqCCKEmSeck0d3d/enTp2fPno2JiampqTE3N/f19fX09JTKwhFSENU0/JpMB41Ul6YVQmqitbt0fn5+SEhIZmamnZ3dhAkTPvnkE2mUCiFFdPAp08+M7G6EzUGEVEqrAmF0dLSvr29JSQn31tbWNiwsrDnX4RBSOjQL2xKZg554zwRCqqZVE0R9/vnnJEnu3bs3NDR0w4YNOTk5a9eulVbJEFIo59IZY00YbIHNQYRUTctbhCKRKDo6eufOnZ9++ikAeHh45OTkBAUFSa9sCCmQnx4zX+EU2wipopbv2Dk5OSKRyNXVVZzi5ub26tUraZQKIcVyO5strYHRNhgIEVJBLd+xuWmpJScz5fP5ajVXNVIfmxPo5b1IErtFEVJFrR01eujQoZs3b3Kv4+PjaZretGmT+FMbG5sPP/ywlatASL4SitikYpjaBZuDCKmm1gbCHTt21EpZuXKl+LWXlxcGQqTsNicwC7uTGhgHEVJRLQ+EHTp0iI6ObjyPWs36g1RScgl7K4vZPRin2EZIZbU8EGpqarq5uUmxKAgpoNUPmeW9KAOMgwipLuzuQahBD9+wDwvYeU64myCkynAPR6hBqx7S61xJbZxbFCGVhoEQofrdymJfV8AnDriPIKTicCdHqH5rYujv+5I83EUQUnW4lyNUj3PpjEAE4zvhDoKQ6sOrHwjVRrOwJprZNoDCqWQQUgd4wotQbUfTGBMt8O+IYRAhtYAtQoT+pYaB72KZo1743EGE1AW2CBH6lz0pTHcjYhA+dxAhtYEtQoT+USGCjfH0NX/cLxBSI9giROgfPz9mfKzIPibYHERIjeCZL0J/K66Gncl05Pu4UyCkXrBFiNDfNsTT4zuR9gbYHERIveDJL0IAADmVcOAJE/cB7hEIqR1sESIEAPDtI3p2N7KjLjYHEVI7GAhVDcNCZgUr71IomWdl7Ll0ZnkvvHcQIXWEgVDVrImhe54VZWEsfBdrY5hFPShjTXmXAyEkDxgIVcrlV8zxZ+x0R3JuOC3vsiiN+CI2JIf5ogfuCwipKdz5VUfGW/bTMPq4N7W1P5UrgENPGXmXSDl89ZD+qg+li6NkEFJXGAhVRBUNH9yi17hQgy0IHgkHPKnlD+jX2EHalPBcNqkY5nTFHQEh9YX7v4pYEEF3NSTmO//9g/YyJhY4U59hB2lT1sTQ691ITRwlg5Aaw0CoCn5PZR68YX/3+NfhfHUfMk8Ah9Owg7RB116zuQKYYo97AUJqDQ8BSi++iP06hj41rPZVLh4J+z2pZfexg7R+LMDX0fTGfiQPdwKE1JtCjxB4/fp1REREVVVV3759e/ToUTdDcnJydnY295okSR8fn7YtoPwVV8P4W/SvgyindvXcCd77/x2kV/FxCnX89ZzhkTDGFsMgQupOcY+Pd+/e/eCDD4YNG2ZgYLBkyZIvv/xy9erVtfJs27YtNDTU1tYWAHg8nroFQhZgZigdYEtM6Nzg0Xx1H3LAJeZwGjPdAY/4/6BZ+DaW+XUQhRPJIIQUNxD27NkzIyNDT08PAKZNm+bv77906VJNzdr3PM+ZM2fZsmXyKKD8fR/L5AnYU8Ma+xG5DlLfayIfK8Ia5w/7v/1PGGtd8LHCLwQhpMDXCI2NjbkoCACmpqYsyzJMPeM+Xr58ef78+YSEhLYtnfzdzmb3pDBnhlP8pn7D3jiC9N+qaPg+lvnODYeKIoQAFLlFKGnt2rUfffSRtrZ2rXRNTc0nT57k5ORERUW5u7ufPXuWx6u/RpWVlbt27TI0NOTeOjk5jR49ut6cQqGQpmmKUuijZGYlTLsDRz3AjC8SCpvOv7w7DLkGB1KFH9nX86lQKBQ2Zymq4rcnRF9T1tWoWV+dCuB+XJZVlzFTDMOo2yaN9W0ERVEk2URzQQkC4ddff/3y5cuQkJC6H+3cuZOrYWlpqYuLy+HDh2fNmlXvQhiGKS0tFbcp8/Pz621fcjk5Uiq+9NUw8J8QYqETDDFnm1lMEuC3ATA6mPC2YK10an+q4PWVrhwB7HzKD/JXnxorwSYtXepWX1CzXRjesb5NRkFQ/ED4/fffX7hwISQkRNyYkySuoaGh4fDhwxvpINXT01u9erW1tXWTayRJkqbpuhcjFceSSLq9LqxwebeBHv0tYb4z/fkD9kqdEaQ1NTWKXF8pYgHm3xF95iDsY167d0GFMQzD5/Mb6ixRPdxRUk02aY767MIcqddXca8RAsC2bduOHj0aFBRkZmYmTqysrMzPz6+Vk6bpmJgYbvioajv5nLmZxR4Z2pLhjl/3oXLV+xb73clMvgAWO4nkXRCEkAJR3JPE4ODgJUuWjB49et26dVzKt99+2759+xMnTvzyyy+JiYkA0LdvXx8fHz09vcDAwMrKytmzZ8uzxLL3pJRddI8OHMEz1GjJv4tHkA6zItTwCbTPy9j1sXTYaF6Tw4sQQmpFcQNh586d9+7dK5mipaUFAF5eXhYWFlzKjz/+GBcXV1lZuXDhwoCAANXuHHgrhIAgenN/ysWk5TGstzEx35n8LJyu20Gq2kQMTL1Df+tKORoS5eXyLg1CSJEQajKWzMbGJiIiojnXCLlRo1zQVRwswORg2kwbfh3U2uGsIgYGXBJ93p0U32JfXl6ur6/f6jIqtG8fMRF5zI2RPEI96itJIBCo2zVCgUCgq6sr74K0HXXbpKVeX+wkUg7bHjMZb9lt7lK4qUM8B2mm2sxB+qiA3Z1CH/DEeWQQQvXAQKgEovLZLQn0SR9KWk8LEneQSmdxiq2Kho/v0jsGUmp4WRQh1BwYCBVdZgU7KZg+PJTXWV+ax/HVfaisSrUYQbriAd3HhJhsh5s6Qqh+eHRQaE9KWY8r9NKepH9HKbdm+CQc9KSWP6CzK1W5g/RWFnshg93V6gurCCEVhoFQcT18w3pfFa11IRf1kMnP1MeEmOdEzlWwDlIWIK1UOrG5uBpmhtL7Pah2LbrbBCGkJjAQKqhbWezom6K9Q6hPHGX4G63uQ2VWwIl0hWgwiRg4/ozpfU7kekE0M5QWtPqu9/9G0gGdiOEd8NIgQqgxGAgV0V8vmGl3RGeH8d63ke0PxHWQronnFVbLdD1NqKLhtxTG8bTo9yfM5v5U7lS+kIFBl0XPy1reNPzrBRNbyG7spxAxHiGkyDAQKpzdycyS+0zgCN6Q9m3RlOljQgR0pL+JkU8HabkQticyDqdE114zx7yoO+/xRnQkdHlw1Ita3IMcfFl05mVLhvNkV7KLouhDQyltdbl3DiHUcnicUCyb4pl9qcyd96guBm3Xofd1T7pfIDO3G9nLuO1W+qYKfk2mdyUxAy2IC76Um2ntVX/sQPYwIiYG02G57Fb3ph+7KMYCzA6j/+tM9TfDTlGEUNOwRagoaBbmRdCnXzJRY3htGQUBoJ0Gu9aV+iKqjRqFGW/ZRVG04ynhizKIGsO77MerGwU5rqbEg3G8tDJ2+DVRTmVzl8/NrL2iN27bCKFmwYOFQqhhYGoI/aSEvf0eTy4PCPq0G1lUDWdb1A/ZfInF7Md3aJfzIgBImsA74kU5GDYR8k004ao/b5Q16XpeGJzd9CVDbmbtE97v0IJECKk5PFrI31shvH9DVE3DtRE8A758ykARsGsQ9eV9plI2Tyh6VMB+fIf2vSayM4Dnk/jbB1JWOs1t9RIAK3qTJ3x40+/Sm+KZRoIhN7P2OlfKsan4ihBCYhgI5SxfAF5XRfYGxJnhlJZcRzgOaU/0NyO2PZZyo7CkBoZdE00IpgdaEC//w1/nShm16Bkh3pZE1BjqfAYz4RZdJqw/z4/xjJEGfOaEWzVC6B3gIUOe0stZjyui0TbE7sGUIkwIvaU/uT1JmpNxswAzQ+muhsTTibx5TmQrI721LhE6mmelA/0uiB4X1S5kdAG7O5nejzNrI4TeEQbC1iqshtBctvlDOcQeF7EeV+hF3cl1ropyr1snfWKeE7nigdQahb8kMtmV7C8DKZ6UNjQNEnYOota5ksOvi45ITJQqEMFHd+gd79LjihBCHLx9olVuZLKzwmgbXXhezlbT0NWQ6NaO6NaO6GoI3doRXQwIjQYCQHguOyFYtGMgNUnBJoNe2ZvqdloUkccOtmhtRInKZzfF0/fH8hr6ElrsQ3uytwkx/hYdmcduH0hpUrDyIe1mSijal4kQUgoYCFuoioZVD+lz6ewxL8rLkgCA4mp4UsqmlLBPStmjaZBSwryqYDvqEt0MiW7t/omRJppw+RUzO4w+7sVTwNm/dHiwqT+5KIp+MJZHtqJ0hdXw4W36Dw+erZ5M6ujcjngwljcnjB5yWTTPmbyQwcZ/gBszQqgl8NjREonF7NQQuls7Ii6AJx76YaQJA8yJAeb/HPeFDLwoZ1NK2CclEJHH7n/CpJayFAF8Eq768/o2cPOc3P3Hntydwhx8yszq2sIGFsPCTmnc0gAAIABJREFUx3dEk+2I0TYyrKM+H076UDuSmAUR9GU/Hs6sjRBqGQyE74YF2JnE/BBHb+5PTXdoIk7wSehqSHQ1JMD2n8Q3VUARYNyikZNtgwDYPoAafVM0oTNp2KLosimBKRfCD33b4trnwu7kJ46kvG47QQipAAyE7yBfALPCRPkCCB/Na/JO8IaYaUm3UDLhakqMtiHXx9I/ub9zMLubw+5Moh+O5UlrgEyTMAoihFoDBxc0141M1u2CqLsREf5+y6OgEvnejTqaxjx5x0cD5gtg2h36oCevg67qf0UIIdWALcKmVdGw4gF96RV7wpvyaJMnQigCc21Y1Yf6PJK+ObK5GwnDwrQ7olldCf+O6vItIYRUALYIm5BYzLpfFOVUwqNxPPWJgpzPncnsSrj6urmNwm8f0SIG1rgoym2RCCHUHBgIG8QCbE9kfK6KlvUiTw1r4cRgSo1Hwi8DqEVRdHUznktxO5v94wl73JuHM7sghJQLdo3WL08AM0JFxdVwbyzPTl99D+3DOxBO7WBnMrO0Z2PnTLkC+PgufcSLstRps6IhhJB0YIuwHhdfE73PCfubEeHvq3UU5PwygNoUTzcyh5yIgUnBogXO5DArdf+uEELKCANhbVdew9ex5GU/3jpXhZgIW+7sDYgZjuTX0Q12j66OpvX5sKIXbksIIaWEXaO1jewIw9vT+jp4b9o/vnahnE6LogvYurPhXH7F/PWCjQlo1XxsCCEkR3gWXxs3BRqSZMCH7/uSCyPpWuNHX1ewn4bRx70pE/UbSYQQUhl4yEfNMt2BpFk4/uyfJx8JGfjPbXpFb6r1z6lACCE5wkCImoUkYPtAavmDf54Ov/Q+baJJLOqBmxBCSLnhUQw11wBzYrgVuSmeBoBLGcylV+yhoTicCCGk9HCwDHoHm92pnmeFHu3JOeH0NX+eIj9DAyGEmgkDIXoH7bXhy57UezdEvw6i3BT1eYoIIfROsGu0toqKipKSEnmXok1lZWU1P/OXPcgDntRnTkq85bxTfVVAUVGRQCCQdynajlAozM/Pl3cp2pS6bdI5OTkMwzSdr9kU+nCWmZm5cOHCiRMn7tq1i6bruaFbKBRu3bp14sSJS5Yskdamf/jw4Y0bN0plUUrh2bNnH3zwQfPza1LQ5BOJFdzIkSPV6sCxfv36kydPyrsUbScwMHDJkiXyLkXbqaqq6t+/v7xL0aZmz559//59KS5QcY9oQqHQy8sLAD7++OODBw+uW7eubp4lS5acP39++vTppaWlfn5+UjlHEIlE9QZdVaVu9QUAmqZFIpG8S9F21K2+6rZJMwyjVr8vyGCTVtxrhBcuXNDQ0NixYwcAWFpa+vv7r169Wkvrn+e7l5SU7N+/PzY21tHRcdSoUba2tsHBwb6+vvIrMkIIIeWjuC3CBw8eDBkyhHvt5uZWVVWVlpYmmSExMVFPT8/R0REASJIcMmTIgwcP5FBQhBBCykxxW4R5eXkdOnTgXhMEYWJikpub27NnT8kMJiYm4rcmJiY5OTkNLe3NmzceHh483t/1tbS09PPzqzdnRERESUnJd999J4U6KIOCgoLCwkL1qS8AlJWV7dixo127dvIuSBuJjY3Ny8srKCiQd0HaSHJy8tOnT9VnkxYKhSKRSH3qCwCvX78+fPjwnTt3mpO5f//+/v7+jedR3ECora1dXV0tfisQCHR1dRvJUFVVZWpq2tDSRo4cyefzCeLvEf96enoVFRX15rS2tjY3N2/oU9XD5/MHDx6sPvUFAE9PT5Ik1afKTk5Ourq66lNfExOTXr16qU99AcDX11et6tuvX79GjuG1sCzbZB7FDYTW1taPHj3iXpeVlRUXF3fs2LFWhtzc3Orqak1NTQDIyMjo06dPQ0s7d+6cTEuLEEJISSnuNcIJEyYEBwdzw9yPHj3at29fGxsbAAgNDb137x4A9OjRw9bW9tSpUwDw/PnzyMjIcePGybfMCCGElI7itgi7des2f/58Nzc3Z2fn5ORkcZNu3759hoaGAwYMIAhi+/btU6ZMOXTo0OPHj9esWVOryYgQQgg1iWhO/6kcvXr1KjMzs3fv3uILhGVlZQRB6Ovrc29LS0uTkpJsbW3FI2sQQgih5lP0QIgQQgjJlOJeI0QIIYTaAFXv1GXqJiEh4c8//6yoqOjcubP4FgsV9ubNm8OHD6elpdnb2/P5fHkXR+aEQuHp06fv3r3boUMHAwMDeRenLYSGhp4/f57H41lZWcm7LG3hxYsXR44cefPmjb29PUmq/vl9eXn5sWPH4uLiOnfuLDnflqpiWfby5cuBgYEmJiaSt49Li+pvMU06ffr0qFGj4uLiZs6c6eLi8vz5c3mXSLZevHjRt2/f8PDw7du3W1tbX758Wd4lki2hUDhixIg//vjj5s2bXbp0Wb16tXTnrVdAP/7445w5cx49euTn5zdy5MiioiJ5l0i2QkNDhwwZ8ujRo+XLlzs6OsbExMi7RLJVWFjo7u5+9erVY8eOdezYcf/+/fIukcx99NFHP/74Y0RERO/evefMmSN5B7l0sGrP0tIyLi6OZdmqqqp58+YZGxvHxsbKu1AyNGPGjE2bNnGvjxw5oq2tvWfPHvkWSaZOnjzp7e3NvY6Pj+/UqdPEiRNpmpZvqWTnzZs37dq1KyoqYlm2qKho1KhRXbp0ycnJkXe5ZMjd3f3SpUssy4pEovXr1+vq6t68eVPehZKhtWvXLliwgHsdGBjYrl27NWvWyLdIMhUREdG1a1eRSMSy7MuXL3v37u3h4VFZWSnFVah7i5BhmKKiIm5Iqqam5u7duz/99NNx48a9efNG3kWTlYKCAvEQ3I8++ujixYuLFy8OCQmRb6lkp6CgQE9Pj3vdq1evyMjIhw8frlmzRr6lkp2SkhKRSKSjowMARkZGFy9e7NWr1/jx42tqauRdNFkRb9IURa1Zs2bLli2TJ0+uNTWxKpHchf39/UNCQrZv3378+HH5lkp2CgoKtLS0KIoCgE6dOoWFhVVUVHz66afSXIcUg6qSmjJlyowZM8RvGYYZOXLksmXL5FgkmTp8+HCXLl3evn0rTtm2bVuvXr3kWCSZyszM1NLSkmzlJyQkaGlpvXr1So6lkikXF5fNmzeL31ZUVHTt2vXAgQNyLJJMrVy50tfXV7KVP2fOnMmTJ8uxSDIVEhJibGycl5cnTjlz5oyFhUVVVZUcSyU7FRUVRkZGV65cEadkZWUZGhpGRUVJaxVqGggFAkFWVhb3Oi0tzdjYeMeOHeJPw8LCbGxs5FQ0mRCJRK9fvxYKhSzLVldXDxo0aMyYMdxblmVramqMjIySk5PlWkYpy83NFQf7r7/+2sbGJjMzU/zp+PHjf/75ZzkVTSZKS0vz8/O517dv39bW1r527Zr403379o0YMUJORZOJmpqa169fMwzDsuybN286deq0dOlS8acZGRl8Pl+8hasAhmFev35dXV3NvR0/fry7u7vk6ayzs3NgYKCcSicTBQUFJSUl3Ot9+/a1a9cuMTFR/OnixYsXL14srXWpY9foyZMnO3bs2LlzZzc3t8DAwC5dupw6dWrlypXffvst9zzPqqoqWQxMkpeUlJTu3bt37drVxsZm69atfD7/3LlzycnJo0ePLi4uBoCqqiqCIAwNDeVdUumorKwcN26cnZ2dmZnZ7Nmzi4uLv/322wEDBgwaNCg+Pp7LU1VVZWxsLN9yStGGDRs6duxoZWXl6+sbFxfn7e39yy+/jB8//siRI1wGgUCgSvW9ffu2ra2tg4ODk5PTiRMnTE1NL168ePDgwc8++4wbRlFVVWVoaMh1pqmA7Oxsd3f3rl27Wlparl69uqam5vDhwyzLenl5cZNQ0jRdU1OjMj8xTdNz5syxtbU1MzObNGlSZmbmnDlzZs2a5enpKb6II+VNWloRVVm8ePHC3Nw8LS2turp6+/btOjo6P/30E8uyMTExnTp1cnZ2njVrlpWVlSpdbO/Ro8exY8dYlr1582anTp0CAgIqKysLCwv9/f2NjY1nzpzZs2fPr776St7FlJolS5bMmDFDKBSmpaX5+/+vvfeMiiJp3/8bRGAYBhhyzkhUBBEBQRAkGgFXySiKmANmV11RwICoKyZWdAUDAgqKOZJMmAOoJBFXMoIwMKSZqf+LOt8+/Rt3fZ59/jO2FP151VU9HK4+09NXV9Vd9+1pZGRUXl7O5XJ//fVXCQmJ6dOne3t7Ozg4IDOPdOvWLTMzs+bm5vb29rVr10pLS2dnZwMALl26xGQyx44dGxoaqqWl9e7dO7KVCob29nYlJaVHjx5xudyTJ0/KyclFR0fzeLzKykpLS0sdHR34DIVWgQY+Pj7bt28HABQXF8NQkS9fvrDZ7JCQEDqdHhoaam9vHxISQrZMgfH77797e3t3dXXV1tYGBQWpqqo+fvwYAJCUlESj0Xx8fPz8/ExNTb98+SKo/zjojDArKwuPIQQAFBUVMRiMtLQ0AEBfX19WVlZiYiIyjwwAQEdHB4Zh+EO/oaHB0tIS/808fPhwx44dt27dIk+g4HFwcIAxhAAADocTERFhZGQEoyg/ffq0d+/e1NRUZFwQABATE7Nw4UK8eerUKRqNdv/+fQBAZ2fn8ePH9+/fX1dXR55AAVNcXGxgYIA3S0tL1dTU4uLiAABcLvfq1asJCQlPnz4lT6DgkZOTq6iogMcdHR2urq6urq5w4vfNmze7du3KycmBs8RoEBAQcODAAby5adMmJSWljx8/AgCampoOHDiQnJzc0dEhwP846IywurpaSkqqpqYG77l8+TKNRkM1vpzH45mZmRHfjj9//qyqqnr27FkSVQmVFStWBAcH400Oh+Pl5UWMh0KM69eva2pqEqPJExIStLW1UVohI9LR0SEjIwOHCJAnT55ISUnBTVBI4unpGRsbizfb29tNTU0TEhJIlCRU9u7d6+TkROyJiIhwc3MT3n8cdEYIAAgJCXFwcOju7sZ7fH194cwDkpw8eVJeXv79+/d4z5EjR1xcXEiUJFQ+fPggIyMDR/mQqqoqKSkpfOEdMXg8no2NTUhICD4m4HK5ZmZmFy9eJFeY8NiwYYOxsTFxZmzZsmULFiwgUZJQycvLk5KSunfvHt5z9epVfX19EiUJlba2NnV1dTjKx3tkZWXLysqE9B8HY7DMkSNHurq6pk6dCqcNMQwzNzdvaWkhV5XwCAkJCQwMdHd3f/PmDeyxsLBAeKOknp5eWlravHnzTp48CXt0dHTExMRYLBa5woSEiIhIdnb2rVu3oqKiOBwOhmGioqKmpqYIf8UxMTHa2toeHh719fWwB+2fsIuLy2+//TZ58uSCggLYg/ZPWE5OLjs7OzY2dteuXXiPurq6EL9iIRnsTwiPx9u0aROcaG5paRk/fryhoeHx48fT09O1tLSQzCaTkZFx6dIlAACXy127di2DwYiJibl69aqjo+OePXvIVid4ysvLt27dCo9zcnIYDEZoaOi1a9cWLVrk6elJrjZhwGazV61a1d7eDgAoLy83NTW1tbXNyspKTk7W1NQk7jNDhsTERPhT7erqmjFjhpqaWlJSUk5OzrBhw4jbRZAhPz8/JSUFHu/du1dKSmrlypU3btyYMmXK8uXLydUmDBoaGtauXQtn9YuKilRUVCZOnHjp0qWYmJjhw4cLb7Z/EBlhb2/vxIkTk5KSYLOvry8lJcXZ2dnDwyM/P59cbUJi9+7dkydPxpt379718/Ozt7c/cOAASkvrOA8fPjQ1NcUNoLKycvHixTY2NkuWLIFugRgtLS2jRo26ceMGbHZ0dCQkJNjZ2fn6+paWlpKrTUjMnTsXT3bB4/EyMzM9PDxcXFxgoCx6pKen29ra9vX1webTp09DQkLGjBmzdetWJNeAy8rKTExM8HDFurq69evX29jYzJo1S6hhHCgbYVZWlr6+vqKi4qJFi2DUHMxWhyrv3r1zcHBgMBiTJ0/Gcy4gfMmdnZ1hYWGysrLW1tYnTpyAnQhfLwAgMTFRRUVFR0dn06ZNLBYLoH69eXl55ubmcnJyYWFh5eXlAAAej4fkOxyktrbWy8uLwWCMHz8e3x2P8Ffc39+/YsUKJpNpamq6b98+eKWkXC+ya4TPnz+Pjo4+e/bsjRs36urqRo8e/eTJE3yDbXV1dU1NDbkKBUtvb6+Pj8/8+fNfvXplaWnp5ub2xx9/YBgGL7m3t/fBgwdkaxQwS5YsERcXf/369YoVK9avXx8WFtbb24t/xfn5+aSqEzwZGRmnTp3Ky8tLTU29ffu2o6NjTU0Nfr3Pnz/H17zR4PPnzwEBAUlJSffu3RMXF7e1tb1+/bqIiAgslNbS0oKveSODn5+fs7NzaWnppEmTfvnlly1btgAA4FfM4/HwBUJkiI2Nraqqevbs2Y4dOw4ePDhp0qT29nb8li4qKoJr3j+CH++9P4a4uDg8iozH423evJnJZMKXSgBAZGSknZ0deeoEz5MnT4hRZDdv3pSWlj558iRsnj9/nkajobSZDACgqKiIf6GfPn0yMzMLDQ2Fzbq6OhkZGcS2iAQHB+MT+729vcHBwcOGDYP7IwEATk5OiG0RSUtLmzhxIt78448/aDTagwcPYHPbtm26urp4yjEEaGxsHDp0KD7effbsmYqKCh45+fDhw6FDhyK2RcTa2vr27dvwuLW11cnJyc3NDU75dnV1aWpq/rAtIsgaYVZWlpmZGXGUvWTJEktLS3if9fT0VFVVkadO8DQ3N9PpdNwYAAC5ubl0Oh2/TJSyBEAcHBwOHz6MNz99+qSuro6nli4rK0Os1lJMTMzUqVPxJqyzOGPGDNhsaWnBc42iQXFxsZKSEnHfdEJCgpqaWldXFwCAy+USdwQhQF9fn7KyMjFeobi4mE6nw9wIAMWfcEBAwPr16/FmW1ubmZkZHAcDAD58+PDDEl8ga4R9fX16enobN27Ee3p6erS1tRHLokJkzpw5jo6OxP2RYWFhxEzEiJGVlaWgoEDcWnT69Onhw4eTKEmo1NbWMhgMmC0P8vnzZ2lpaYTLaDg4OISHh+ODJB6PN3r0aITLaMTExJiYmOCjfADAxo0bES6j8eDBAzqdjo/yAQBFRUVKSko/fqCPlBEWFBRERkZu3rwZ7pF48eIFnU4n1qMJCAggjiEGOjU1NStXrly8eDF8Z2SxWCNGjJgyZQp8ZQYAnDhxgjiGGOh0d3fv3LkzIiIiPT0d/lQWLlyop6eHj4Pr6+tpNBqpGgVMVlZWREREQkJCS0sLACAnJ0dSUpIYITly5EiUYp5fvny5YMGCNWvWwFooNTU1Kioqy5cvxwf3a9asIY4hBjrNzc0bN26cN2/ejRs3eDxef3//hAkT7O3t4dcNALh7966VlRW5IgUIh8M5dOhQRETE0aNH4WNq+/btSkpKxcXF8AM8Hk9cXPzHz22gY4S5ubl6eno7d+4MDg6WlJQ8evQoAKCgoEBJSSkgIODVq1cFBQVqamqVlZVkKxUMtbW1Ojo6GzZsWLVqlays7OzZs3t6empra21tba2srG7duvX27VsHB4djx46RrVQw8Hg8d3f3wMDA+Pj4YcOGWVlZ1dTU9Pf3L1iwQEFB4Y8//qiurl66dCk+VYgACQkJVlZWiYmJnp6eTCYTJoI/efIk3ExWVlaWlZWlqalJrMUzoHn8+LGmpmZsbGxUVJSkpOS2bdt4PN7r16/19PQ8PDyKi4vhQjgxwcqAhsVimZqaLl++fOPGjXDDXHt7+9evX729vQ0MDHJycioqKqZMmfLbb7+RrVRgREREeHp67t69e9SoUXp6eq9fv+bxeFu3boUjlurq6h07dpASvYGOEY4dOxbPKXXz5k1ZWdkdO3YAAD5+/Dh37lwmk4lYva6tW7fiqZY/ffo0YsQId3f3/v7+7u7ubdu26enpKSsrx8fHkytSgDx+/NjQ0BDOkvX29oaHh6uqqsKhf0ZGhq2traysbGBgIEp51OTl5fHB7tGjR/Gx4PPnz/38/GRkZMaMGfPq1StSNQqSwMBAPBro2bNn6urq8A5vbm5esWKFioqKrq4ucWZ4oHPixIlJkybB49bWVhcXl5EjR7JYLA6Hs3//flNTU3l5+ejoaHwT4UAHhrDBpLg8Hm/dunUMBuP58+cAgJs3b44fP15GRsbHxwevFPsjQccInZyc/vzzT7wJZ5+RTDYBiY2NJS4etLa2mpqaCrBS5c/G06dPVVRU8MUDHo8XHh4+cuRIlOpI8KGgoPDo0SO8efr0aQaDgepOeQBAcHBwTEwM3iwvL4djfRIlCZW0tDQHBwe82dPT4+Tk5O/vT6IkodLQ0CAhIYHP+oL/q5gtwGpK/zPoGGFKSoqBgUFbWxvek5SUNGrUKBIlCZWPHz+Ki4sTH5Rv376l0WikvE/9GCwsLIg5+Ht7e01MTFAaIvARHR3t4uJCTCCyYMEClMrO8XHz5k0FBQVi7M/FixfV1dWRGRLxActonD9/Hu9pbGyUkZFBrIYUEW9v73nz5uFNHo83fvz4n2HiCh0jhOvMrq6ueKgI3F6NWEw5kfj4eBUVFWLYpLu7O753ED0ePnxIo9HOnDmD9+zevZtYcQkx2trahg0bNmfOHDxU5M2bN4qKiuSqEiphYWHDhw9vbm7GezQ1NRE2hlOnTklLSxPDJufMmUOsuoAYFRUV8vLyxADGzMxMvopLpIBCZhkAQGNjo5iYWEZGRkdHh4uLS2VlJYZh7969U1JSYjKZZAsUPA0NDRiGrVu3zs/Pz8HB4dq1axiGdXd3V1dXGxsbk61O8MD0oXZ2didOnJgzZ058fHx/fz+GYaWlpUheb09Pz9evX+Xk5C5dunT79m1/f/+mpiYM3evF/u+WTk5O1tDQsLe3f/78OYZhtbW13d3dOjo6ZKsTPPB6g4ODN2zYgL+/cjicsrIyJL/iL1++9Pf3Gxoanj9/Pi4ubtmyZV1dXdjPc0uTbMSCIDk5WUtLC06KstnsyMhIKSmp0aNHKykpXblyhWx1gqeyslJKSgoPmj906JCCgoKpqamGhsa6devI1SYMuFyuubn55s2bYRNm1tbQ0DA1NXVyckImZpLI8uXL7ezs4ECwsbFx0qRJMjIyNjY2GhoaKEXH4Fy7do3JZH748AEAwOFw1q9fT6fTrayslJSUkNw12NbWxmQy8bmNc+fOaWhoGBgY6OrqhoSEIJYIAuLh4TFr1ix4/O7dO1tbWyUlJUtLS3Nz84aGBnK1AQBEAABke/G/5uXLl7dv3x42bNjEiROHDBnS399/8eLF6dOn4x+oq6t78+aNtbW1kpISiToFRVNTU2ZmpqSk5IwZM2RkZDAMy8nJ8fLyotFo8APd3d337t3T0tIyMTEhValg6Ovry8zMbGpqmjZtmr6+PoZhT548kZOTMzIygh8AADx+/Li/v9/BwUFUFIVZjfz8/OLiYnt7+3HjxmEY1tbW9ujRI29vb/wDFRUVNTU1dnZ20tLS5MkUGJWVlbm5uerq6r6+vhISEgCAjIyMmTNnwjyiGIa1trY+efLE3NxcU1OTXKkCoaOj4+zZs/39/b/88ouysjKGYdevX7e1tZWXl4cf6O/vv3fvHpPJHDlyJKlKBQOPx7tw4UJVVZW3t7eFhQWGYZWVla2trba2tvhnXr58+fXr17Fjxw4dOpQ8pf8HyUb878nMzNTU1Jw7d66hoaGxsTHCQXSQqqoqbW3t4OBgFxcXBoOBWP7Mb+nr63Nzc3N3d585c6akpOSyZcuQLDdDJC4uzsTEZM6cOcrKyuPGjRNquZmfgcLCQnV19YiIiJEjR6qrqyOzL/CfaGlpMTU19ff3nzhxoqSk5L59+8hWJHRCQkLs7e1DQ0OlpaWDgoLwuI2floFnhNra2nDxvK+vb/Xq1TIyMnjJoc+fP48dOxaZLfOQyMhIfPH8/PnzdDp99+7dsMnlcn19fYlRZwhw/vz5cePGwWO4XuLj44N74e+//7548WKUCvG0trbKyMjAmHIWi+Xv76+lpQX3RwIAnjx54urqSoyFRgBHR0e4IZLH4yUmJtJotAsXLsBT7e3tzs7OT548IVWggNm2bVtUVBQ8LigoUFRUXLZsGX52wYIFBw4cIEmaUHj8+LGBgQH8zdbV1Y0ZM8bGxgZWDQMAnDt37pdffvnZIoEH3rRSW1ubhIQEhmFDhw7dtWvXmjVr/Pz86urqMAxTVlY2MzPr6+sjW6Mgwa8XwzA/P7/r169v3rz58uXLGIaJioqOHz+ezWaTKlDAtLa2iouLw+Nhw4bdv3+/qqpq1apVsMfe3l5UVBQMwPn8f6Kzs7O3txfOcktLS2dmZrq4uPj6+nZ3d2MYZmBgoKGhASODkAG/pUVERKKjo48cORIaGlpSUoJhGIPBsLGx6enpIVujICH+hMeNG1dUVHTy5Mnk5GTY4+bmhthPuK2tTUxMTExMDMMwNTW1vLw8CQmJsLAweNbS0pLBYHC5XFI1fgPZTvyvmTNnDl8aLT8/v8WLF5OlR9hkZWVpa2sTE6YkJycbGRmhNCoi0tTURKPR8Iz7AIDy8nIajVZRUUGiKqHi4OCAZ9wHAPT29lpaWiI2SiASExPj6OhInPFevnz5lClTSJQkVIqLixkMxl9//YX3wOAgJOO8AAC9vb0qKioZGRl4T3Nzs6Ki4t27d0lU9X0GhhF2dnZWV1fDR39NTY2ysjJxqw3MOUKeOsHD4XCqq6thHQm4P9Ld3R1PocLhcFRUVF68eEGqRgFTW1uLJ93fvn27qqoqjCGEBAcHw4R5yNDW1vb582d4/PDhQykpKeIUd1pamouLC0nShAIsfAbLosH9kfPnz8df5pqamoYMGQKTb6EBj8erqanB5wPDwsIsLS2Jr7PW1tZ4Skg0aGxsxDdtnzp1isFgEDeArl+/Hk8J+RMyAKZGz549q62tbWFhYWFhceHCBW1t7ezs7J07d65FINP1AAAgAElEQVRevRpOGbFYLDSiQyHv3r0zNTW1srLS0tLaunWriIhIRkZGfX29h4dHY2MjhmHd3d08Hk9BQYFspYKBzWZPmTLF2NhYQ0MjODi4qalp7dq1Pj4+Y8eOffToEfwMi8VSVFQkV6cAiY+P19bWNjQ0hNdoZ2d39OjR4ODgQ4cOAQAwDGOxWDC2EA3u3r2rq6s7cuRIQ0PDlJQUOTm53NzcCxcuhIWFwc1kMMcKPiU+0Kmrq7O1tR0xYoSGhsby5cu7u7uTk5OZTKajo2NVVRWGYVwul81mI/PU4nK5c+fONTAw0NbWnjx58ocPH4KDg6Ojo11dXa9cuQI/87M/pcl24v/Ap0+flJSUKisrORzO0aNHpaWlYTbCkpISExMTAwOD0NBQNTU1lLJpW1pawrRhRUVFxsbGHh4eLBaro6PDz8+PwWAEBQWZmZmhVIlm7dq1s2fP7u/v//Tp07Rp03R0dEpKSng8Xnx8vKSkpJeXl6enp4ODA7HO4oDmzp07JiYmLS0tXV1dMTExUlJScDP17du3VVRURo4cGRAQoKmpCesQIUBnZ6eysnJxcTGPxzt//rySktK8efO4XO5ff/1lZ2enpqYWGhqqpaV14sQJspUKjMmTJ8O0Ya9evbK1tbWxsWloaOjt7Y2KiqLRaNOnT7e1tUUpVd7Bgwe9vLzYbHZzc/PcuXMVFBQKCwsBAMePH5eWlh43bpyvr6+pqSkxy+jPxs9uhBcvXiTmpX369CmTyYQ1Bblc7pUrV/bu3YvS6hEME8Crcn/58sXW1tbX1xdOIr148WLv3r0/81T7/4CLi0tmZiY85nK5S5cu1dbWhqlkGhoaDh06dObMmR9fqFN47NixY86cOXgzOztbUlLy9u3bAIDu7u709PSDBw/+DFuMBcWLFy80NTXxZmVlpba2Nv4ml5eXt3fvXsTm+ZWVlUtKSuAxm82eOHGivb09XNqoqKjYu3fv5cuXUVrjDwsLw0PZAQC7du2Sk5ODqR+/fv2akpJy/PhxfJb45+TnNcLi4uL379/X1tZKSUnhxWgAAHfv3pWUlKypqSFRmzBobW29fPkyAGDUqFFHjhzB+xsbG3V0dNDLr8Hj8U6fPs3j8TZs2DBt2jS8H+4JCQgIIFGbkLh69WpLS0tBQYGysjL+rgMAOHz4sIqKCnplNCoqKh4+fMhms+Xl5YnVg9+8eSMtLU3MF48G3d3dWVlZAIBp06Zt2LAB7+/q6rKysiLGQyFDRkZGb2/v4cOHR40aRbT2pUuXEgcwPz8/qREWFxerqqreunULABAVFWVlZUV8oQgKCkKpWCUAoLW11draetOmTQCA7OxsGRmZly9f4mfT0tLGjBlDnjrBw+PxFixY4OzszGazP3/+LC8vD5fHIJ8/f5aSkiJmXkaArKwsDQ2Nd+/eAQDGjRvn5+eHZ9Li8XjW1taIpUqoqKjQ1taGk/xxcXE6OjrERAHr1q2bPXs2eeoET3d3t6enZ3h4OI/He/TokZSUFHx8QfLy8tTV1UmUJwzi4uIsLCyam5tZLJauri4xvyOLxVJQUHj9+jWJ8v4VP6MRPnv2TFVVFQ6PAADd3d12dnZOTk74FPPWrVuXLFlCnkAB09bWNnr06NWrV+M969atU1VVffz4MWwWFxcPGzaMJHWCh8fjLVq0yNHREX+5uXnzpoSEBD4O5nK5CgoKVVVV5GkUMOfOnVNXV3/z5g1sNjQ0wGxB+CgwICAATvijQXl5uba2dmpqKmxyudxp06aZm5vjiQJOnDgxdepU8gQKmJ6enkmTJgUEBMCwWADAoUOHGAzGtWvXYLO+vp5Go6E0Hbpr1y4TExP85ebVq1fS0tKbN2/Gr9HS0pI4DfCT89MZYXFxsaysrJOTE3FZ6OvXrxMnTtTS0jpw4MDp06e1tLSQqcwCx4KysrL4MwIAwOPxtm3bRqfT161bd+HChbFjxyYkJJAoUoDAsSCGYXwDoBs3bjCZTH9//wsXLixcuHDChAlkKRQ4WVlZYmJifAOgmpoaKyurESNGpKamHjp0SFNTE5l1wYqKCg0NDRMTk/b2dryzp6dn9uzZioqKu3btysrKGjZs2KVLl0gUKUDgWFBMTOzZs2fE/qNHj0pJSS1cuDA3N3fy5MkovbvHxcVhGEaspgQAePr0qaamppubW1ZW1pYtW8zNzX+29DHf4ecyQjgjmpaWZmxsPGXKFKIXcrncM2fOeHp6+vj4FBQUkChSgEAXXL9+fUBAgK6uLtELAQAPHz4MCQlxdHQ8dOgQGu+S0AXHjRu3f/9+SUlJvkfhp0+f1qxZ4+DgsHz5cuIS2oAGzoimp6crKChER0cTT3V1dR04cGDcuHG//PILMjGicEb04MGD9vb29vb2RC8EAFy6dGnq1Klubm54TrWBDj4jGh0draCgwBf18+bNm3nz5jk4OMTGxiKTMjcuLs7c3PzEiROSkpJ//PEH8VRzc/PWrVsdHBzmzp07sF7sfiIjZLFY2traN27cAADU1dV964XoMW3atF9//RUAwOFw/tYLEePw4cPOzs4wocbRo0e/9ULEKC8v19DQgHnhX758+a0XIgaHw7GwsIAzou3t7X/rhYixdOnS8PBwuNy7cuXKb70QMa5cuWJhYQGDui9fvvytFw5QfiIjBADguUUA6l7IYrHevHlDvN7B4IW9vb3EtFJoe+GLFy+6u7uJX/Fg8ELi9aLthb29vc+ePfv69SuxfCDyXsjj8Ygp4JHxwp/CCD99+vS3/Q0NDWZmZt7e3ohFlr99+1ZPT+/b/KgcDickJERbWxulOBEAAI/HIyZaJHLs2DFJSUlkJspwYmNjtbW1v53Df/nypaKi4vLly0lRJTxqa2v/tpxsZ2ens7PzqFGjiAaJALW1tZaWltOnT/92GWz9+vVycnKIFdAA//yUvnbtGo1GO3jw4A/WI1jIN8KSkhJZWVk4Q/gtcFxI3IA80OFwOCYmJkePHv2nswEBAQYGBih5f3R0tIqKyj9VjoTjQr5AgwHNpUuX9PT0/mn7BxwXEjcgD3Rqa2s1NDTwGUI+4LjQ3d39xwsTHm5ubps3b/6ns3BciCfeRIB9+/ZJS0vDfDHfAseFV65c+cGqBAjJRtjf329jY7NgwQJ5efnveCHcfYUGL1680NXVBQBwOJy9e/dOnDhx9erVxGy8HA4HmWggAMCdO3eUlZXnzZv3HS/Mz8//22foACU8PPz3338HAFRWVkZERHxbM/LNmzcoPSUnT54cEhKio6PzHS9EaYT05csXCQkJGPxy/PjxKVOmLFq0qLa2lvgZlNI/lZaWysnJRUdHf8cL79+/P6CTIJJshLW1tdOnT+dyuc+fP/+OF6LE69evVVRUOBzOokWL/P39jx075uTkZGJigkycJB+JiYmwIMvy5cu/44UoERERERsb29DQoKuru3v37vj4eAaDgdIQkAiLxZo8eXJXV1d1dfV3vBAlYH3Btra2nTt3jh8//s8//5w8ebKqqiqfFyJDRkZGYmIiACAxMfE7XjigIX9qFIfPC798+UKuHiHB4XB0dHQOHz5sbGwMt9/29/ePGTNm+/btZEsTOkQvZLPZXV1dZCsSCllZWZqamlu2bNm3bx/sKSgoEBcXR/VdB4fPC1H9CQMAHBwcNmzYYGlpiQd/+fr6LliwgFxVPwCiF3I4HGLgzICGHCOsrKw8c+YMzMpKBPfCjIwMIyOjAbQf8/t8/fo1MzOzsLAQbge8ffu2lJSUvr4+/u68a9euqKgoUjX+IKAXPn361N3dHdVBEo/Hmzp1qqSkJG6EAAB1dXWUZvhZLNbNmze/zXePe+GdO3c0NDSQ8UIOh3Pv3j08P+qbN28YDAaTycRrKJ49e9bb25s8gYKnsLDwyJEj3w5zoRfm5eWFhoYuW7aMFG0ChwQjTE9PV1FR8fLykpaW9vf3Jy6PAQCeP38uJyenpqaGzBbjsrIybW3tCRMmaGtrm5ubw/x7ycnJYmJiy5cv53A4HR0ddnZ2KFXpXLhw4XeiyJYuXSoiIjJ79mxk5tDOnTsXEBBAfG9ra2tzdHSUl5eHKZCuX79uYmKC598a6OTn56uqqhoaGoqLi6ekpPCdra6u1tLSkpGRKSoqIkWewKmrqxszZoyWlpa0tHRgYCDsvHDhgpSUVEBAQHd3d29v79SpU5OSksjVKSg4HM7s2bP19PTs7OwUFBS+9cKEhAQREREvL68BvS5I5EcbYW9vr7y8PKwm0dDQMGHCBGLCOgBAVlaWuro6XsQEAXx9fWFG6d7e3g0bNjAYDFhz586dOyNHjlRWVlZUVITpttEgLS1NS0tLSkrqb72wp6dn4sSJKLlgVVUVk8nU19f39/cnemFvb+/q1avl5OT09PQMDAxevXpFokgBUlNTo6KiAuO5srOzGQwG38xNUVGRiopKXl4eOfoEDZfLHTt2LKwdARPE45f24sULR0dHJpOprKw8d+5cZG7pdevWeXt7Q5ObPHkyXzZEDocTFhbm6emJjAuCH2+Ezc3NoqKi+HxCX1/ftGnT8GJdPB4PpXRTkFGjRhH3ySUlJTGZTHxauKqq6meuV/lv4XK5+vr6RUVFcPr3Wy+8f/9+VFQUMo8MAEBkZOTmzZvhPh8+LwQAdHZ2vn//Hpn0WgCAqKgoYlCbmpoan8dHRUUhMxYEAGRnZ48ePRrPcThr1iy+HJt//fVXXV0dGdKEQnt7u76+Pr745+HhMXXqVHd3dxjyBgAoLy+H42DyNAoeEqZGHRwciIEhXV1d5ubmA30/5neIiYkZP3488dE/f/78KVOmkChJqOA5Bv/JCxHjy5cvMPnRP3khYjx9+pRYDdTe3h4l2/uWtra2O3fu4M0tW7Zs3LiRRD0/AHy5Kj4+3sjI6OzZswcPHqTRaPfu3SNXmPAgwQjz8/NpNBrMKQo5c+bMwKri+K9oaWnR0dFZs2YNsUdMTAyZgKvvgHshm82eOXPmhw8fyFYkXIheGBsbi79EI4yzszPcM5eXlxcbG0u2HKETHx8PC+81NDTMmjUL7Zeew4cP43kh5s6dS3yIIYYo9sNxdnbes2fPtGnTMjIyYI+4uLiEhMSPV/JjUFBQuHjxYnJy8rJlyzgcDoZhoqKiEhISYmJiZEsTOm5ubrm5uatXr7axsZGSktLR0SFbkXBRU1PLy8srKSmxsrLKyMgYP3482YqEjpiYGI/Hy8/PDwgIcHZ2JluO0BETE+NwOI2Nja6uriYmJkOHDiVbkRCZP3++oqIiPK6pqTE2NiZXj/Ag51k8f/58JSWlWbNmpaamDh8+PD09PTU1lRQlPwZLS8vi4uKpU6fevHnTz8/vxo0bME0D2bp+BA4ODiNGjDA1NU1JSREVJeHF6wejpqY2derUa9eu3blzR0lJiWw5QmfIkCF37tw5fvz4uXPnHB0dyZYjdIYMGVJXV+fq6hoWFrZ27Vqy5fwgduzY0draGhQURLYQofHjB6GFhYXr168HALS0tOzZs2fdunXIBNT9LY2NjQEBAT09PX19fenp6StXrszJySFblBDhcrkLFy6Eu0QAAAsWLEApRvRvSUtLS05OhscXLlwYPnw4ShnUvqW0tHTevHnw2MvLi06nIxMj+rd0dnYGBwfDScI9e/ZgGIb8JPDmzZthcHtNTY2Xl5eNjQ2qeXMgQjTC4uLibxMM3rt3T1NTE9+XihKtra3p6el8nU1NTcOHD4eZJxGDx+MdPXqUb42Ey+WGh4dPnDgRTxre2tqKjAvm5uZ+m4M/PT1dX18fX/7kcDjIVFqoqKggruVD3r9/r6Ojg297vXPnDjLBMt3d3ceOHePr7OrqGj9+PF48q66uDoGqQzhpaWnfJjzatGmTg4MDLJ7F4/EuXLiAUtjz3yIsI4Qbbr4tRxIcHPz48WMh/VMS4XK5zs7OoqKifJtqk5KSkHRBAEBcXJyIiIifnx/RC1+9ehUYGIhkBMGjR4/ExcUNDAyIXtjT0+Pj40OMokSGjo4OPT09SUnJq1evEvuXL19++fJlslQJleDgYBEREb6QkJycHFSDRNLS0kRERMaOHUv0wtra2smTJyOfDpAPYRnhpEmTVq1atWXLFjk5OSSdj4+kpCQrK6sbN27Q6XRkEkx8h5KSEjk5ucLCQhMTE19fXySdj0hPT4+pqWlycnJwcDCfF6LKwoULZ8yYcezYMRqNxueFSHLx4kUtLa2ioiIlJSVUnY9IfX29oqLitWvXxo4dy+eFgxBhGeHJkyfhrvlB4oWPHj2CK513794dDF745cuXc+fOAQDq6+sHgxfyeLyUlBQej8fhcAaJF+bk5MCVTuiFA7ra3H9DeXk5XOl8/fr1YPDC7u7ukydPAgA6OjooL/wRwTJEL7x+/TpfclH0IHphWVnZ8+fPyVYkXIheyGazc3NzyVYkXPi88Pz588ivoBC9sKio6PPnz2QrEi5EL2xoaMjPzydbkXAheiGHw8nKyiJb0Y9GkEZ49+7d0NDQpUuXvnnzhu8U9MKYmBgNDY1vi04MUKqrqxctWhQWFnb16lW+eBDohRs2bNDS0vo2gmaAwmazt23bNmPGjCNHjrBYLOIp6IXTpk1zd3ePiIggS6HAOXPmTGBg4MaNG/nGf9AL9fX1V65cOXz4cGRqLDx79iwiImLevHkPHz7kOwW9cNu2bSoqKg8ePCBFnsBpampatWpVUFBQRkYG35QG9MLFixebmZkhUyaFw+Hs27dvxowZu3fv5rtpcS8MCgry8vJC/t2OD4EZ4ZUrV/T19ffv379w4UIajbZ9+3Y8Ox/kl19+UVFRQSaPaH19vY6Ozm+//RYbG6uqqjp16lS+iYVjx44NGTIETj6ggaenZ0hISFJS0qhRowwNDflK7H748EFcXBylnRJ79uwZNWrU4cOHZ86cSafTv009bGlpidJOiWfPnmlqaiYkJKxZs0ZaWnrp0qV8T8OVK1dKS0sjEyPa1dVlamq6cuXK3bt36+vrjx07Fs8OCLl16xaGYTt27CBLocCJjIz08fE5dOiQq6uriooKX8q0trY2eXl5lGpK/PcIzAjd3NzwJ0VxcbGKisrKlSvxs5mZmRoaGsi4IAAgISEBH/q0tLQ4OjqOHj0aTyZeXl6upaW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       "<path clip-path=\"url(#clip530)\" d=\"M573.908 223.286 Q572.103 227.915 570.39 229.327 Q568.677 230.739 565.807 230.739 L562.404 230.739 L562.404 227.174 L564.904 227.174 Q566.663 227.174 567.635 226.341 Q568.608 225.508 569.788 222.406 L570.552 220.462 L560.066 194.952 L564.58 194.952 L572.682 215.23 L580.783 194.952 L585.297 194.952 L573.908 223.286 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip530)\" d=\"M592.589 216.943 L600.228 216.943 L600.228 190.577 L591.918 192.244 L591.918 187.985 L600.181 186.318 L604.857 186.318 L604.857 216.943 L612.496 216.943 L612.496 220.878 L592.589 220.878 L592.589 216.943 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Measures, Random, Dates\n",
    "\n",
    "Random.seed!(2018)\n",
    "days = 31\n",
    "position = cumsum(randn(days))\n",
    "x = Date(2018,1,1):Day(1):Date(2018,1,31)\n",
    "ticks = [x[i] for i in 1:5:length(x)]\n",
    "\n",
    "plot(x, position,\n",
    "    xlabel=\"Date\",\n",
    "    ylabel=\"Position\",\n",
    "    title=\"Track of random walker\",\n",
    "    xticks=ticks,\n",
    "    xrotation=45,\n",
    "    bottom_margin=15mm,\n",
    "    left_margin=5mm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Function plot\n",
    "### simple function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f(x) = 5exp(-x^2)\n",
    "g(x) = x^2\n",
    "\n",
    "plot([f, g], -3, 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### parametric function plot\n",
    "http://docs.juliaplots.org/latest/examples/pyplot/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "</svg>\n"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xₜ(t) = sin(t)\n",
    "yₜ(t) = sin(2t)\n",
    "\n",
    "plot(xₜ, yₜ, 0, 2π, leg=false, fill=(0,:orange))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### parametric function plot 3d\n",
    "https://jp.mathworks.com/matlabcentral/fileexchange/35263-matlab-plot-gallery-function-plot-3d?focused=7851891&tab=example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t = range(0, stop=10, length=1000)\n",
    "x = cos.(t)\n",
    "y = sin.(t)\n",
    "z = sin.(5t)\n",
    "\n",
    "plot(x, y, z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## log plot\n",
    "### semilog y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(exp, -5, 5, yscale=:log10, title=\"semilogy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### semilog x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(log, 0+0.00001, 5, xscale=:log10, title=\"semilogx\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### log log"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/dVEMd/src/ticks.jl:194\u001b[39m\n",
      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/dVEMd/src/ticks.jl:194\u001b[39m\n"
     ]
    },
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/dVEMd/src/ticks.jl:194\u001b[39m\n",
      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/dVEMd/src/ticks.jl:194\u001b[39m\n",
      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/dVEMd/src/ticks.jl:194\u001b[39m\n",
      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/dVEMd/src/ticks.jl:194\u001b[39m\n",
      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/dVEMd/src/ticks.jl:194\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "f(x) = x^-1.7\n",
    "plot(f, 1e-3, 3, scale=:log10, title=\"log-log\", )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bar plot\n",
    "### Vertical Bar Plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://jp.mathworks.com/matlabcentral/fileexchange/35271-matlab-plot-gallery-vertical-bar-plot?focused=6793087&tab=example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "<path clip-path=\"url(#clip160)\" d=\"M2221.3 270.425 Q2219.5 275.055 2217.78 276.467 Q2216.07 277.879 2213.2 277.879 L2209.8 277.879 L2209.8 274.314 L2212.3 274.314 Q2214.06 274.314 2215.03 273.48 Q2216 272.647 2217.18 269.545 L2217.94 267.601 L2207.46 242.092 L2211.97 242.092 L2220.07 262.369 L2228.18 242.092 L2232.69 242.092 L2221.3 270.425 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip160)\" d=\"M2253.34 249.383 Q2256.69 250.101 2258.57 252.369 Q2260.47 254.638 2260.47 257.971 Q2260.47 263.087 2256.95 265.888 Q2253.43 268.689 2246.95 268.689 Q2244.77 268.689 2242.46 268.249 Q2240.17 267.832 2237.71 266.976 L2237.71 262.462 Q2239.66 263.596 2241.97 264.175 Q2244.29 264.754 2246.81 264.754 Q2251.21 264.754 2253.5 263.018 Q2255.82 261.281 2255.82 257.971 Q2255.82 254.916 2253.66 253.203 Q2251.53 251.467 2247.71 251.467 L2243.69 251.467 L2243.69 247.624 L2247.9 247.624 Q2251.35 247.624 2253.18 246.258 Q2255 244.87 2255 242.277 Q2255 239.615 2253.11 238.203 Q2251.23 236.768 2247.71 236.768 Q2245.79 236.768 2243.59 237.184 Q2241.39 237.601 2238.75 238.481 L2238.75 234.314 Q2241.42 233.573 2243.73 233.203 Q2246.07 232.833 2248.13 232.833 Q2253.45 232.833 2256.56 235.263 Q2259.66 237.67 2259.66 241.791 Q2259.66 244.661 2258.01 246.652 Q2256.37 248.62 2253.34 249.383 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using StatsPlots\n",
    "\n",
    "measles = [38556, 24472, 14556, 18060, 19549, 8122, 28541, 7880, 3283, 4135, 7953, 1884]\n",
    "mumps = [20178, 23536, 34561, 37395, 36072, 32237, 18597, 9408, 6005, 6268, 8963, 13882]\n",
    "chickenPox = [37140, 32169, 37533, 39103, 33244, 23269, 16737, 5411, 3435, 6052, 12825, 23332]\n",
    "\n",
    "ticklabel = string.(collect('A':'L'))\n",
    "groupedbar([measles mumps chickenPox], bar_position = :dodge, bar_width=0.7, xticks=(1:12, ticklabel))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### stacked bar plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using StatsPlots\n",
    "\n",
    "measles = [38556, 24472, 14556, 18060, 19549, 8122, 28541, 7880, 3283, 4135, 7953, 1884]\n",
    "mumps = [20178, 23536, 34561, 37395, 36072, 32237, 18597, 9408, 6005, 6268, 8963, 13882]\n",
    "chickenPox = [37140, 32169, 37533, 39103, 33244, 23269, 16737, 5411, 3435, 6052, 12825, 23332]\n",
    "\n",
    "# In PyPlot backend, if we use chars like 'A':'L', ticks are displayed with \"PyWrap\".\n",
    "ticklabel = string.(collect('A':'L'))\n",
    "groupedbar([measles mumps chickenPox],\n",
    "        bar_position = :stack,\n",
    "        bar_width=0.7,\n",
    "        xticks=(1:12, ticklabel),\n",
    "        label=[\"measles\" \"mumps\" \"chickenPox\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Horizontal Bar Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "<circle clip-path=\"url(#clip342)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"703.176\" cy=\"364.127\" r=\"2\"/>\n",
       "<circle clip-path=\"url(#clip342)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"879.414\" cy=\"479.189\" r=\"2\"/>\n",
       "<circle clip-path=\"url(#clip342)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"1055.65\" cy=\"594.252\" r=\"2\"/>\n",
       "<circle clip-path=\"url(#clip342)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"1231.89\" cy=\"709.315\" r=\"2\"/>\n",
       "<circle clip-path=\"url(#clip342)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"1408.12\" cy=\"824.377\" r=\"2\"/>\n",
       "<circle clip-path=\"url(#clip342)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"1584.36\" cy=\"939.44\" r=\"2\"/>\n",
       "<circle clip-path=\"url(#clip342)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"1760.6\" cy=\"1054.5\" r=\"2\"/>\n",
       "<circle clip-path=\"url(#clip342)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"1936.84\" cy=\"1169.57\" r=\"2\"/>\n",
       "<circle clip-path=\"url(#clip342)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"2113.07\" cy=\"1284.63\" r=\"2\"/>\n",
       "<circle clip-path=\"url(#clip342)\" style=\"fill:#009af9; stroke:none; fill-opacity:0\" cx=\"2289.31\" cy=\"1399.69\" r=\"2\"/>\n",
       "<path clip-path=\"url(#clip340)\" d=\"M2001.43 1438.47 L2278.03 1438.47 L2278.03 1334.79 L2001.43 1334.79  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip340)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2001.43,1438.47 2278.03,1438.47 2278.03,1334.79 2001.43,1334.79 2001.43,1438.47 \"/>\n",
       "<path clip-path=\"url(#clip340)\" d=\"M2026.34 1407.37 L2175.78 1407.37 L2175.78 1365.9 L2026.34 1365.9 L2026.34 1407.37  Z\" fill=\"#009af9\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip340)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2026.34,1407.37 2175.78,1407.37 2175.78,1365.9 2026.34,1365.9 2026.34,1407.37 \"/>\n",
       "<path clip-path=\"url(#clip340)\" d=\"M2214.54 1406.32 Q2212.73 1410.95 2211.02 1412.36 Q2209.3 1413.78 2206.43 1413.78 L2203.03 1413.78 L2203.03 1410.21 L2205.53 1410.21 Q2207.29 1410.21 2208.26 1409.38 Q2209.23 1408.54 2210.42 1405.44 L2211.18 1403.5 L2200.69 1377.99 L2205.21 1377.99 L2213.31 1398.27 L2221.41 1377.99 L2225.92 1377.99 L2214.54 1406.32 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip340)\" d=\"M2233.22 1399.98 L2240.85 1399.98 L2240.85 1373.61 L2232.54 1375.28 L2232.54 1371.02 L2240.81 1369.35 L2245.48 1369.35 L2245.48 1399.98 L2253.12 1399.98 L2253.12 1403.91 L2233.22 1403.91 L2233.22 1399.98 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ticklabel = string.(collect('a':'l'))\n",
    "bar(1:12, orientation=:h, yticks=(1:12, ticklabel), yflip=true)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram Plot\n",
    "### Histogram Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Random\n",
    "Random.seed!(2018)\n",
    "\n",
    "x = randn(1000)\n",
    "y = randn(1000)\n",
    "z = randn(1000)\n",
    "\n",
    "histogram(x, bins=20, alpha=0.4, label=\"A\")\n",
    "histogram!(y, bins=20, alpha=0.6, label=\"B\")\n",
    "histogram!(z, bins=20, alpha=0.8, label=\"C\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Categorical Histogram Plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://jp.mathworks.com/matlabcentral/fileexchange/63452-matlab-plot-gallery-categorical-histogram-plot?focused=7852078&tab=example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using StatsBase, Random\n",
    "\n",
    "Random.seed!(2018)\n",
    "s = [\"Poor\", \"Fair\", \"Good\", \"Excellent\"]\n",
    "data = sample(s, Weights([1,1,2,2]), 100)\n",
    "datamap = countmap(data)\n",
    "bar((x -> datamap[x]).(s), xticks=(1:4, s))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hisogram plot 2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = randn(50000);\n",
    "y = x * 1.2 + randn(50000);\n",
    "\n",
    "plot(\n",
    "    x,\n",
    "    y,\n",
    "    seriestype = :histogram2d,\n",
    "    c = :vik,\n",
    "    nbins = 200,\n",
    "    show_empty_bins = :true\n",
    ")\n",
    "\n",
    "# equivalent\n",
    "# histogram2d(\n",
    "#     x,\n",
    "#     y,\n",
    "#     c = :vik,\n",
    "#     nbins = 200,\n",
    "#     show_empty_bins = :true\n",
    "# )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Box plot\n",
    "### Box plot (1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "median(science) = 5.5\n"
     ]
    },
    {
     "data": {
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      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using StatsPlots, Statistics, Random\n",
    "Random.seed!(2018)\n",
    "\n",
    "n = 30\n",
    "science = rand(1:10, n)\n",
    "@show median(science)\n",
    "boxplot(science, label=permutedims([\"science\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Box plot (2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "median(science) = 5.5\n",
      "median(english) = 6.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This outputs BoundsError. This is a bug of StatPlots.jl.\n",
    "# Boxplot and violin broken - https://github.com/JuliaPlots/StatPlots.jl/issues/198\n",
    "using StatsPlots, Statistics, Random\n",
    "Random.seed!(2018)\n",
    "\n",
    "n = 30\n",
    "science = rand(1:10, n)\n",
    "english = rand(1:10, n)\n",
    "\n",
    "@show median(science)\n",
    "@show median(english)\n",
    "\n",
    "boxplot([science english], label=[\"science\" \"english\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Random\n",
    "Random.seed!(2018)\n",
    "\n",
    "a = rand(5,5)\n",
    "xlabel = string.(collect('A':'E'))\n",
    "ylabel = string.(collect('a':'e'))\n",
    "heatmap(a, xticks=(1:5, xlabel), yticks=(1:5, ylabel),\n",
    "    fill_z=a, aspect_ratio=:equal)\n",
    "\n",
    "fontsize = 15\n",
    "nrow, ncol = size(a)\n",
    "ann = [(i,j, text(round(a[i,j], digits=2), fontsize, :white, :center))\n",
    "            for i in 1:nrow for j in 1:ncol]\n",
    "annotate!(ann, linecolor=:white)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ref https://docs.juliaplots.org/latest/generated/pyplot/\n",
    "x = [\"Nerds\",\"Hackers\",\"Scientists\"]\n",
    "y = [0.4,0.35,0.25]\n",
    "pie(x, y, title=\"The Julia Community\",l = 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contour plot\n",
    "### Contour plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f(x,y) = x^2 + y^2\n",
    "x = repeat(range(0, stop=2, length=50), 1, 50)\n",
    "y = repeat(range(0, stop=2, length=50), 1, 50)'\n",
    "\n",
    "contour( f.(x, y) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Function Contour plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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793.001 L2112.76 790.249 L2112.76 787.498 L2112.76 784.746 L2112.76 781.994 L2112.76 779.242 L2112.76 776.49 L2112.76 773.738 L2112.76 770.986 L2112.76 768.234 L2112.76 765.483 L2112.76 762.731 L2112.76 759.979 L2112.76 757.227 L2112.76 754.475 L2112.76 751.723 L2112.76 748.971 L2112.76 746.219 L2112.76 743.468 L2112.76 740.716 L2112.76 737.964 L2112.76 735.212 L2112.76 732.46 L2112.76 729.708 L2112.76 726.956 L2112.76 724.204 L2112.76 721.453 L2112.76 718.701 L2112.76 715.949 L2112.76 713.197 L2112.76 710.445 L2112.76 707.693 L2112.76 704.941 L2112.76 702.19 L2112.76 699.438 L2112.76 696.686 L2112.76 693.934 L2112.76 691.182 L2112.76 688.43 L2112.76 685.678 L2112.76 682.926 L2112.76 680.175 L2112.76 677.423 L2112.76 674.671 L2112.76 671.919 L2112.76 669.167 L2112.76 666.415 L2112.76 663.663 L2112.76 660.911 L2112.76 658.16 L2112.76 655.408 L2112.76 652.656 L2112.76 649.904 L2112.76 647.152 L2112.76 644.4 L2112.76 641.648 L2112.76 638.896 L2112.76 636.145 L2112.76 633.393 L2112.76 630.641 L2112.76 627.889 L2112.76 625.137 L2112.76 622.385 L2112.76 619.633 L2112.76 616.881 L2112.76 614.13 L2112.76 611.378 L2112.76 608.626 L2112.76 605.874 L2112.76 603.122 L2112.76 600.37 L2112.76 597.618 L2112.76 594.867 L2112.76 592.115 L2112.76 589.363 L2112.76 586.611 L2112.76 583.859 L2112.76 581.107 L2112.76 578.355 L2112.76 575.603 L2112.76 572.852 L2112.76 570.1 L2112.76 567.348 L2112.76 564.596 L2112.76 561.844 L2112.76 559.092 L2112.76 556.34 L2112.76 553.588 L2112.76 550.837 L2112.76 548.085 L2112.76 545.333 L2112.76 542.581 L2112.76 539.829 L2112.76 537.077 L2112.76 534.325 L2112.76 531.573 L2112.76 528.822 L2112.76 526.07 L2112.76 523.318 L2112.76 520.566 L2112.76 517.814 L2112.76 515.062 L2112.76 512.31 L2112.76 509.559 L2112.76 506.807 L2112.76 504.055 L2112.76 501.303 L2112.76 498.551 L2112.76 495.799 L2112.76 493.047 L2112.76 490.295 L2112.76 487.544 L2112.76 484.792 L2112.76 482.04 L2112.76 479.288 L2112.76 476.536 L2112.76 473.784 L2112.76 471.032 L2112.76 468.28 L2112.76 465.529 L2112.76 462.777 L2112.76 460.025 L2112.76 457.273 L2112.76 454.521 L2112.76 451.769 L2112.76 449.017 L2112.76 446.265 L2112.76 443.514 L2112.76 440.762 L2112.76 438.01 L2112.76 435.258 L2112.76 432.506 L2112.76 429.754 L2112.76 427.002 L2112.76 424.25 L2112.76 421.499 L2112.76 418.747 L2112.76 415.995 L2112.76 413.243 L2112.76 410.491 L2112.76 407.739 L2112.76 404.987 L2112.76 402.236 L2112.76 399.484 L2112.76 396.732 L2112.76 393.98 L2112.76 391.228 L2112.76 388.476 L2112.76 385.724 L2112.76 382.972 L2112.76 380.221 L2112.76 377.469 L2112.76 374.717 L2112.76 371.965 L2112.76 369.213 L2112.76 366.461 L2112.76 363.709 L2112.76 360.957 L2112.76 358.206 L2112.76 355.454 L2112.76 352.702 L2112.76 349.95 L2112.76 347.198 L2112.76 344.446 L2112.76 341.694 L2112.76 338.942 L2112.76 336.191 L2112.76 333.439 L2112.76 330.687 L2112.76 327.935 L2112.76 325.183 L2112.76 322.431 L2112.76 319.679 L2112.76 316.928 L2112.76 314.176 L2112.76 311.424 L2112.76 308.672 L2112.76 305.92 L2112.76 303.168 L2112.76 300.416 L2112.76 297.664 L2112.76 294.913 L2112.76 292.161 L2112.76 289.409 L2112.76 286.657 L2112.76 283.905 L2112.76 281.153 L2112.76 278.401 L2112.76 275.649 L2112.76 272.898 L2112.76 270.146 L2112.76 267.394 L2112.76 264.642 L2112.76 261.89 L2112.76 259.138 L2112.76 256.386 L2112.76 253.634 L2112.76 250.883 L2112.76 248.131 L2112.76 245.379 L2112.76 242.627 L2112.76 239.875 L2112.76 237.123 L2112.76 234.371 L2112.76 231.619 L2112.76 228.868 L2112.76 226.116 L2112.76 223.364 L2112.76 220.612 L2112.76 217.86 L2112.76 215.108 L2112.76 212.356 L2112.76 209.605 L2112.76 206.853 L2112.76 204.101 L2112.76 201.349 L2112.76 198.597 L2112.76 195.845 L2112.76 193.093 L2112.76 190.341 L2112.76 187.59 L2112.76 184.838 L2112.76 182.086 L2112.76 179.334 L2112.76 176.582 L2112.76 173.83 L2112.76 171.078 L2112.76 168.326 L2112.76 165.575 L2112.76 162.823 L2112.76 160.071 L2112.76 157.319 L2112.76 154.567 L2112.76 151.815 L2112.76 149.063 L2112.76 146.311 L2112.76 143.56 L2112.76 140.808 L2112.76 138.056 L2112.76 135.304 L2112.76 132.552 L2112.76 129.8 L2112.76 127.048 L2112.76 124.296 L2112.76 121.545 L2112.76 118.793 L2112.76 116.041 L2112.76 113.289 L2112.76 110.537 L2112.76 107.785 L2112.76 105.033 L2112.76 102.282 L2112.76 99.5297 L2112.76 96.7778 L2112.76 94.0259 L2112.76 91.274 L2112.76 88.5222 L2112.76 85.7703 L2112.76 83.0184 L2112.76 80.2666 L2112.76 77.5147 L2112.76 74.7628 L2112.76 72.0109 L2112.76 69.2591 L2112.76 66.5072 L2112.76 63.7553 L2112.76 61.0035 L2112.76 58.2516 L2112.76 55.4997 L2112.76 52.7478 L2112.76 49.996 L2112.76 47.2441 L2112.76 47.2441 L2112.76 47.2441 L2112.76 47.2441 L2108.88 47.2441 L2105.01 47.2441 L2101.13 47.2441 L2097.26 47.2441 L2093.38 47.2441 L2089.51 47.2441 L2085.63 47.2441 L2081.76 47.2441 L2077.88 47.2441 L2074.01 47.2441 L2070.14 47.2441 L2066.26 47.2441 L2062.39 47.2441 L2058.51 47.2441 L2054.64 47.2441 L2050.76 47.2441 L2046.89 47.2441 L2043.01 47.2441 L2043.09 47.2441 L2044.18 49.996 L2045.25 52.7478 L2046.31 55.4997 L2046.89 57.026 L2047.32 58.2516 L2048.28 61.0035 L2049.22 63.7553 L2050.15 66.5072 L2050.76 68.3843 L2051.03 69.2591 L2051.87 72.0109 L2052.68 74.7628 L2053.48 77.5147 L2054.26 80.2666 L2054.64 81.6295 L2055 83.0184 L2055.7 85.7703 L2056.38 88.5222 L2057.05 91.274 L2057.69 94.0259 L2058.32 96.7778 L2058.51 97.663 L2058.9 99.5297 L2059.46 102.282 L2060 105.033 L2060.51 107.785 L2061.01 110.537 L2061.5 113.289 L2061.96 116.041 L2062.39 118.693 L2062.4 118.793 L2062.8 121.545 L2063.18 124.296 L2063.55 127.048 L2063.89 129.8 L2064.22 132.552 L2064.52 135.304 L2064.81 138.056 L2065.07 140.808 L2065.32 143.56 L2065.54 146.311 L2065.75 149.063 L2065.93 151.815 L2066.09 154.567 L2066.23 157.319 L2066.26 157.993 L2066.34 160.071 L2066.44 162.823 L2066.5 165.575 L2066.55 168.326 L2066.58 171.078 L2066.58 173.83 L2066.56 176.582 L2066.51 179.334 L2066.45 182.086 L2066.35 184.838 L2066.26 187.045 L2066.24 187.59 L2066.08 190.341 L2065.91 193.093 L2065.7 195.845 L2065.46 198.597 L2065.19 201.349 L2064.9 204.101 L2064.57 206.853 L2064.21 209.605 L2063.82 212.356 L2063.39 215.108 L2062.93 217.86 L2062.43 220.612 L2062.39 220.831 L2061.85 223.364 L2061.23 226.116 L2060.56 228.868 L2059.85 231.619 L2059.09 234.371 L2058.51 236.361 L2058.26 237.123 L2057.32 239.875 L2056.32 242.627 L2055.25 245.379 L2054.64 246.89 L2054.06 248.131 L2052.73 250.883 L2051.3 253.634 L2050.76 254.631 L2049.66 256.386 L2047.83 259.138 L2046.89 260.486 L2045.72 261.89 L2043.29 264.642 L2043.01 264.942 L2040.21 267.394 L2039.14 268.277 L2036.18 270.146 L2035.26 270.697 L2031.39 272.328 L2029.09 272.898 L2027.51 273.272 L2023.64 273.594 L2019.76 273.356 L2017.44 272.898 L2015.89 272.594 L2012.02 271.335 L2009.35 270.146 L2008.14 269.61 L2004.27 267.428 L2004.22 267.394 L2000.39 264.792 L2000.2 264.642 L1996.74 261.89 L1996.52 261.709 L1993.7 259.138 L1992.64 258.169 L1990.91 256.386 L1988.77 254.171 L1988.3 253.634 L1985.92 250.883 L1984.89 249.688 L1983.68 248.131 L1981.54 245.379 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L2112.76 517.814 L2112.76 515.062 L2112.76 512.31 L2112.76 509.559 L2112.76 506.807 L2112.76 504.055 L2112.76 501.303 L2112.76 498.551 L2112.76 495.799 L2112.76 493.047 L2112.76 490.295 L2112.76 487.544 L2112.76 484.792 L2112.76 482.04 L2112.76 479.288 L2112.76 476.536 L2112.76 473.784 L2112.76 471.032 L2112.76 468.28 L2112.76 465.529 L2112.76 462.777 L2112.76 460.025 L2112.76 457.273 L2112.76 454.521 L2112.76 451.769 L2112.76 449.017 L2112.76 446.265 L2112.76 443.514 L2112.76 440.762 L2112.76 438.01 L2112.76 435.258 L2112.76 432.506 L2112.76 429.754 L2112.76 427.002 L2112.76 424.25 L2112.76 421.499 L2112.76 418.747 L2112.76 415.995 L2112.76 413.243 L2112.76 410.491 L2112.76 407.739 L2112.76 404.987 L2112.76 402.236 L2112.76 399.484 L2112.76 396.732 L2112.76 393.98 L2112.76 391.228 L2112.76 388.476 L2112.76 385.724 L2112.76 382.972 L2112.76 380.221 L2112.76 377.469 L2112.76 374.717 L2112.76 371.965 L2112.76 369.213 L2112.76 366.461 L2112.76 363.709 L2112.76 360.957 L2112.76 358.206 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1013.15 L1217.72 1014.53 L1219.09 1015.9 L1221.59 1018.44 L1221.8 1018.65 L1224.41 1021.41 L1225.47 1022.53 L1226.96 1024.16 L1229.34 1026.79 L1229.45 1026.91 L1231.85 1029.66 L1233.22 1031.25 L1234.2 1032.41 L1236.49 1035.17 L1237.09 1035.9 L1238.71 1037.92 L1240.89 1040.67 L1240.97 1040.77 L1243 1043.42 L1244.84 1045.86 L1245.07 1046.17 L1247.08 1048.93 L1248.72 1051.2 L1249.05 1051.68 L1250.96 1054.43 L1252.59 1056.8 L1252.84 1057.18 L1254.67 1059.93 L1256.46 1062.68 L1256.46 1062.69 L1258.2 1065.44 L1259.9 1068.19 L1260.34 1068.9 L1261.57 1070.94 L1263.19 1073.69 L1264.21 1075.45 L1264.78 1076.44 L1266.33 1079.2 L1267.85 1081.95 L1268.09 1082.38 L1269.33 1084.7 L1270.78 1087.45 L1271.96 1089.74 L1272.2 1090.2 L1273.58 1092.96 L1274.93 1095.71 L1275.84 1097.57 L1276.26 1098.46 L1277.55 1101.21 L1278.81 1103.96 L1279.71 1105.95 L1280.05 1106.71 L1281.25 1109.47 L1282.44 1112.22 L1283.59 1114.95 L1283.59 1114.97 L1284.72 1117.72 L1285.82 1120.47 L1286.9 1123.23 L1287.46 1124.67 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1266.32 L1319.54 1269.08 L1319.83 1271.83 L1320.12 1274.58 L1320.39 1277.33 L1320.65 1280.08 L1320.91 1282.83 L1321.16 1285.59 L1321.4 1288.34 L1321.63 1291.09 L1321.86 1293.84 L1322.08 1296.59 L1322.28 1299.35 L1322.33 1300 L1322.48 1302.1 L1322.68 1304.85 L1322.86 1307.6 L1323.04 1310.35 L1323.2 1313.1 L1323.36 1315.86 L1323.52 1318.61 L1323.66 1321.36 L1323.8 1324.11 L1323.93 1326.86 L1324.06 1329.62 L1324.18 1332.37 L1324.29 1335.12 L1324.39 1337.87 L1324.48 1340.62 L1324.57 1343.38 L1324.65 1346.13 L1324.73 1348.88 L1324.79 1351.63 L1324.85 1354.38 L1324.9 1357.13 L1324.95 1359.89 L1324.99 1362.64 L1325.01 1365.39 L1325.04 1368.14 L1325.05 1370.89 L1325.06 1373.65 L1325.06 1376.4 L1325.05 1379.15 L1325.04 1381.9 L1325.02 1384.65 L1324.99 1387.41 L1324.95 1390.16 L1324.9 1392.91 L1324.85 1395.66 L1324.79 1398.41 L1324.72 1401.16 L1324.64 1403.92 L1324.56 1406.67 L1324.46 1409.42 L1324.36 1412.17 L1324.25 1414.92 L1324.13 1417.68 L1324 1420.43 L1323.86 1423.18 L1322.33 1423.18 L1326.21 1423.18 L1330.08 1423.18 L1333.96 1423.18 L1337.83 1423.18 L1341.71 1423.18 L1345.58 1423.18 L1349.46 1423.18 L1353.33 1423.18 L1357.2 1423.18 L1361.08 1423.18 L1364.95 1423.18 L1368.83 1423.18 L1372.7 1423.18 L1376.58 1423.18 L1380.45 1423.18 L1384.33 1423.18 L1388.2 1423.18 L1392.08 1423.18 L1395.95 1423.18 L1399.83 1423.18 L1403.7 1423.18 L1407.57 1423.18 L1411.45 1423.18 L1415.32 1423.18 L1419.2 1423.18 L1423.07 1423.18 L1426.95 1423.18 L1430.82 1423.18 L1434.7 1423.18 L1438.57 1423.18 L1442.45 1423.18 L1446.32 1423.18 L1450.2 1423.18 L1454.07 1423.18 L1457.94 1423.18 L1461.82 1423.18 L1465.69 1423.18 L1469.57 1423.18 L1473.44 1423.18 L1477.32 1423.18 L1481.19 1423.18 L1485.07 1423.18 L1488.94 1423.18 L1492.82 1423.18 L1496.69 1423.18 L1500.57 1423.18 L1504.44 1423.18 L1508.31 1423.18 L1512.19 1423.18 L1516.06 1423.18 L1519.94 1423.18 L1523.81 1423.18 L1527.69 1423.18 L1531.56 1423.18 L1535.44 1423.18 L1539.31 1423.18 L1543.19 1423.18 L1547.06 1423.18 L1550.94 1423.18 L1554.81 1423.18 L1558.69 1423.18 L1562.56 1423.18 L1566.43 1423.18 L1570.31 1423.18 L1574.18 1423.18 L1578.06 1423.18 L1581.93 1423.18 L1585.81 1423.18 L1589.68 1423.18 L1593.56 1423.18 L1597.43 1423.18 L1601.31 1423.18 L1605.18 1423.18 L1609.06 1423.18 L1612.93 1423.18 L1616.8 1423.18 L1620.68 1423.18 L1624.55 1423.18 L1628.43 1423.18 L1632.3 1423.18 L1636.18 1423.18 L1640.05 1423.18 L1643.93 1423.18 L1647.8 1423.18 L1651.68 1423.18 L1655.55 1423.18 L1659.43 1423.18 L1663.3 1423.18 L1667.17 1423.18 L1671.05 1423.18 L1674.92 1423.18 L1678.8 1423.18 L1682.67 1423.18 L1686.55 1423.18 L1690.42 1423.18 L1694.3 1423.18 L1698.17 1423.18 L1702.05 1423.18 L1705.92 1423.18 L1709.8 1423.18 L1713.67 1423.18 L1717.54 1423.18 L1721.42 1423.18 L1725.29 1423.18 L1729.17 1423.18 L1733.04 1423.18 L1736.92 1423.18 L1740.79 1423.18 L1744.67 1423.18 L1748.54 1423.18 L1752.42 1423.18 L1756.29 1423.18 L1760.17 1423.18 L1764.04 1423.18 L1767.91 1423.18 L1771.79 1423.18 L1775.66 1423.18 L1779.54 1423.18 L1783.41 1423.18 L1787.29 1423.18 L1791.16 1423.18 L1795.04 1423.18 L1798.91 1423.18 L1802.79 1423.18 L1806.66 1423.18 L1810.54 1423.18 L1814.41 1423.18 L1818.28 1423.18 L1822.16 1423.18 L1826.03 1423.18 L1829.91 1423.18 L1833.78 1423.18 L1837.66 1423.18 L1841.53 1423.18 L1845.41 1423.18 L1849.28 1423.18 L1853.16 1423.18 L1857.03 1423.18 L1860.91 1423.18 L1864.78 1423.18 L1868.65 1423.18 L1872.53 1423.18 L1876.4 1423.18 L1880.28 1423.18 L1884.15 1423.18 L1888.03 1423.18 L1891.9 1423.18 L1895.78 1423.18 L1899.65 1423.18 L1903.53 1423.18 L1907.4 1423.18 L1911.28 1423.18 L1915.15 1423.18 L1919.02 1423.18 L1922.9 1423.18 L1926.77 1423.18 L1930.65 1423.18 L1934.52 1423.18 L1938.4 1423.18 L1942.27 1423.18 L1946.15 1423.18 L1950.02 1423.18 L1953.9 1423.18 L1957.77 1423.18 L1961.65 1423.18 L1965.52 1423.18 L1969.39 1423.18 L1973.27 1423.18 L1977.14 1423.18 L1981.02 1423.18 L1984.89 1423.18 L1988.77 1423.18 L1992.64 1423.18 L1996.52 1423.18 L2000.39 1423.18 L2004.27 1423.18 L2008.14 1423.18 L2012.02 1423.18 L2015.89 1423.18 L2019.76 1423.18 L2023.64 1423.18 L2027.51 1423.18 L2031.39 1423.18 L2035.26 1423.18 L2039.14 1423.18 L2043.01 1423.18 L2046.89 1423.18 L2050.76 1423.18 L2054.64 1423.18 L2058.51 1423.18 L2062.39 1423.18 L2066.26 1423.18 L2070.14 1423.18 L2074.01 1423.18 L2077.88 1423.18 L2081.76 1423.18 L2085.63 1423.18 L2089.51 1423.18 L2093.38 1423.18 L2097.26 1423.18 L2101.13 1423.18 L2105.01 1423.18 L2108.88 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 1420.43 L2112.76 1417.68 L2112.76 1414.92 L2112.76 1412.17 L2112.76 1409.42 L2112.76 1406.67 L2112.76 1403.92 L2112.76 1401.16 L2112.76 1398.41 L2112.76 1395.66 L2112.76 1392.91 L2112.76 1390.16 L2112.76 1387.41 L2112.76 1384.65 L2112.76 1381.9 L2112.76 1379.15 L2112.76 1376.4 L2112.76 1373.65 L2112.76 1370.89 L2112.76 1368.14 L2112.76 1365.39 L2112.76 1362.64 L2112.76 1359.89 L2112.76 1357.13 L2112.76 1354.38 L2112.76 1351.63 L2112.76 1348.88 L2112.76 1346.13 L2112.76 1343.38 L2112.76 1340.62 L2112.76 1337.87 L2112.76 1335.12 L2112.76 1332.37 L2112.76 1329.62 L2112.76 1326.86 L2112.76 1324.11 L2112.76 1321.36 L2112.76 1318.61 L2112.76 1315.86 L2112.76 1313.1 L2112.76 1310.35 L2112.76 1307.6 L2112.76 1304.85 L2112.76 1302.1 L2112.76 1299.35 L2112.76 1296.59 L2112.76 1293.84 L2112.76 1291.09 L2112.76 1288.34 L2112.76 1285.59 L2112.76 1282.83 L2112.76 1280.08 L2112.76 1277.33 L2112.76 1274.58 L2112.76 1271.83 L2112.76 1269.08 L2112.76 1266.32 L2112.76 1263.57 L2112.76 1260.82 L2112.76 1258.07 L2112.76 1255.32 L2112.76 1252.56 L2112.76 1249.81 L2112.76 1247.06 L2112.76 1244.31 L2112.76 1241.56 L2112.76 1238.8 L2112.76 1236.05 L2112.76 1233.3 L2112.76 1230.55 L2112.76 1227.8 L2112.76 1225.05 L2112.76 1222.29 L2112.76 1219.54 L2112.76 1216.79 L2112.76 1214.04 L2112.76 1211.29 L2112.76 1208.53 L2112.76 1205.78 L2112.76 1203.03 L2112.76 1200.28 L2112.76 1197.53 L2112.76 1194.77 L2112.76 1192.02 L2112.76 1189.27 L2112.76 1186.52 L2112.76 1183.77 L2112.76 1181.02 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L1543.19 1423.18 L1547.06 1423.18 L1550.94 1423.18 L1554.81 1423.18 L1558.69 1423.18 L1562.56 1423.18 L1566.43 1423.18 L1570.31 1423.18 L1574.18 1423.18 L1578.06 1423.18 L1581.93 1423.18 L1585.81 1423.18 L1589.68 1423.18 L1593.56 1423.18 L1597.43 1423.18 L1601.31 1423.18 L1605.18 1423.18 L1609.06 1423.18 L1612.93 1423.18 L1616.8 1423.18 L1620.68 1423.18 L1624.55 1423.18 L1628.43 1423.18 L1632.3 1423.18 L1636.18 1423.18 L1640.05 1423.18 L1643.93 1423.18 L1647.8 1423.18 L1651.68 1423.18 L1655.55 1423.18 L1659.43 1423.18 L1663.3 1423.18 L1667.17 1423.18 L1671.05 1423.18 L1674.92 1423.18 L1678.8 1423.18 L1682.67 1423.18 L1686.55 1423.18 L1690.42 1423.18 L1694.3 1423.18 L1698.17 1423.18 L1702.05 1423.18 L1705.92 1423.18 L1709.8 1423.18 L1713.67 1423.18 L1717.54 1423.18 L1721.42 1423.18 L1725.29 1423.18 L1729.17 1423.18 L1733.04 1423.18 L1736.92 1423.18 L1740.79 1423.18 L1744.67 1423.18 L1748.54 1423.18 L1752.42 1423.18 L1756.29 1423.18 L1760.17 1423.18 L1764.04 1423.18 L1767.91 1423.18 L1771.79 1423.18 L1775.66 1423.18 L1779.54 1423.18 L1783.41 1423.18 L1787.29 1423.18 L1791.16 1423.18 L1795.04 1423.18 L1798.91 1423.18 L1802.79 1423.18 L1806.66 1423.18 L1810.54 1423.18 L1814.41 1423.18 L1818.28 1423.18 L1822.16 1423.18 L1826.03 1423.18 L1829.91 1423.18 L1833.78 1423.18 L1837.66 1423.18 L1841.53 1423.18 L1845.41 1423.18 L1849.28 1423.18 L1853.16 1423.18 L1857.03 1423.18 L1860.91 1423.18 L1864.78 1423.18 L1868.65 1423.18 L1872.53 1423.18 L1876.4 1423.18 L1880.28 1423.18 L1884.15 1423.18 L1888.03 1423.18 L1891.9 1423.18 L1895.78 1423.18 L1899.65 1423.18 L1903.53 1423.18 L1907.4 1423.18 L1911.28 1423.18 L1915.15 1423.18 L1919.02 1423.18 L1922.9 1423.18 L1926.77 1423.18 L1930.65 1423.18 L1934.52 1423.18 L1938.4 1423.18 L1942.27 1423.18 L1946.15 1423.18 L1950.02 1423.18 L1953.9 1423.18 L1957.77 1423.18 L1961.65 1423.18 L1965.52 1423.18 L1969.39 1423.18 L1973.27 1423.18 L1977.14 1423.18 L1981.02 1423.18 L1984.89 1423.18 L1988.77 1423.18 L1992.64 1423.18 L1996.52 1423.18 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L2112.76 1186.52 L2112.76 1183.77 L2112.76 1181.02 L2112.76 1178.26 L2112.76 1175.51 L2112.76 1172.76 L2112.76 1170.01 L2112.76 1167.26 L2112.76 1164.5 L2112.76 1161.75 L2112.76 1159 L2112.76 1156.25 L2112.76 1153.5 L2112.76 1150.74 L2112.76 1147.99 L2112.76 1145.24 L2112.76 1142.49 L2112.76 1139.74 L2112.76 1136.99 L2112.76 1134.23 L2112.76 1131.48 L2112.76 1128.73 L2112.76 1125.98 L2112.76 1123.23 L2112.76 1120.47 L2112.76 1117.72 L2112.76 1114.97 L2112.76 1112.22 L2112.76 1109.47 L2112.76 1106.71 L2112.76 1103.96 L2112.76 1101.21 L2112.76 1098.46 L2112.76 1095.71 L2112.76 1092.96 L2112.76 1090.2 L2112.76 1087.45 L2112.76 1084.7 L2112.76 1081.95 L2112.76 1079.2 L2112.76 1076.44 L2112.76 1073.69 L2112.76 1070.94 L2112.76 1068.19 L2112.76 1065.44 L2112.76 1062.68 L2112.76 1059.93 L2112.76 1057.18 L2112.76 1054.43 L2112.76 1051.68 L2112.76 1048.93 L2112.76 1046.17 L2112.76 1043.42 L2112.76 1040.67 L2112.76 1037.92 L2112.76 1035.17 L2112.76 1032.41 L2112.76 1029.66 L2112.76 1026.91 L2112.76 1024.16 L2112.76 1021.41 L2112.76 1018.65 L2112.76 1015.9 L2112.76 1013.15 L2112.76 1010.4 L2112.76 1007.65 L2112.76 1004.9 L2112.76 1002.14 L2112.76 999.392 L2112.76 996.64 L2112.76 993.888 L2112.76 991.136 L2112.76 988.384 L2112.76 985.632 L2112.76 982.88 L2112.76 980.129 L2112.76 977.377 L2112.76 974.625 L2112.76 971.873 L2112.76 969.121 L2112.76 966.369 L2112.76 963.617 L2112.76 960.865 L2112.76 958.114 L2112.76 955.362 L2112.76 952.61 L2112.76 949.858 L2112.76 947.106 L2112.76 944.354 L2112.76 941.602 L2112.76 938.85 L2112.76 936.099 L2112.76 933.347 L2112.76 930.595 L2112.76 927.843 L2112.76 925.091 L2112.76 922.339 L2112.76 919.587 L2112.76 916.835 L2112.76 914.084 L2112.76 911.332 L2112.76 908.58 L2112.76 905.828 L2112.76 903.076 L2112.76 900.324 L2112.76 897.572 L2112.76 894.821 L2112.76 892.069 L2112.76 889.317 L2112.76 886.565 L2112.76 883.813 L2112.76 881.061 L2112.76 878.309 L2112.76 875.557 L2112.76 872.806 L2112.76 870.054 L2112.76 867.302 L2112.76 864.55 L2112.76 861.798 L2112.76 859.046 L2112.76 856.294 L2112.76 853.542 L2112.76 850.791 L2112.76 848.039 L2112.76 845.287 L2112.76 842.535 L2112.76 839.783 L2112.76 837.031 L2112.76 834.279 L2112.76 831.527 L2112.76 828.776 L2112.76 826.024 L2112.76 823.272 L2112.76 820.52 L2112.76 817.768 L2112.76 815.016 L2112.76 812.264 L2112.76 809.512 L2112.76 806.761 L2112.76 804.009 L2112.76 801.257 L2112.76 798.505 L2112.76 795.753 L2112.76 793.001 L2112.76 790.249 L2112.76 787.498 L2112.76 784.746 L2112.76 781.994 L2112.76 779.242 L2112.76 776.49 L2112.76 773.738 L2112.76 770.986 L2112.76 768.234 L2112.76 765.483 L2112.76 762.731 L2112.76 759.979 L2112.76 757.227 L2112.76 754.475 L2112.76 751.723 L2112.76 748.971 L2112.76 746.219 L2112.76 743.468 L2112.76 740.716 L2112.76 737.964 L2112.76 735.212 L2112.76 732.46 L2112.76 729.708 L2112.76 726.956 L2112.76 724.204 L2112.76 721.453 L2112.76 718.701 L2112.76 715.949 L2112.76 713.197 L2112.76 710.445 L2112.76 707.693 L2112.76 704.941 L2112.76 702.19 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1076.44 L1352.81 1079.2 L1353.33 1081.19 L1353.53 1081.95 L1354.24 1084.7 L1354.92 1087.45 L1355.58 1090.2 L1356.22 1092.96 L1356.83 1095.71 L1357.2 1097.46 L1357.42 1098.46 L1358 1101.21 L1358.57 1103.96 L1359.11 1106.71 L1359.63 1109.47 L1360.14 1112.22 L1360.63 1114.97 L1361.08 1117.6 L1361.1 1117.72 L1361.57 1120.47 L1362.02 1123.23 L1362.46 1125.98 L1362.88 1128.73 L1363.29 1131.48 L1363.69 1134.23 L1364.07 1136.99 L1364.44 1139.74 L1364.8 1142.49 L1364.95 1143.68 L1365.15 1145.24 L1365.5 1147.99 L1365.83 1150.74 L1366.16 1153.5 L1366.47 1156.25 L1366.78 1159 L1367.08 1161.75 L1367.36 1164.5 L1367.64 1167.26 L1367.92 1170.01 L1368.18 1172.76 L1368.44 1175.51 L1368.69 1178.26 L1368.83 1179.87 L1368.93 1181.02 L1369.17 1183.77 L1369.4 1186.52 L1369.63 1189.27 L1369.85 1192.02 L1370.06 1194.77 L1370.27 1197.53 L1370.47 1200.28 L1370.67 1203.03 L1370.86 1205.78 L1371.05 1208.53 L1371.23 1211.29 L1371.4 1214.04 L1371.58 1216.79 L1371.74 1219.54 L1371.91 1222.29 L1372.06 1225.05 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L1376.46 1390.16 L1376.47 1392.91 L1376.48 1395.66 L1376.49 1398.41 L1376.5 1401.16 L1376.5 1403.92 L1376.5 1406.67 L1376.51 1409.42 L1376.51 1412.17 L1376.51 1414.92 L1376.5 1417.68 L1376.5 1420.43 L1376.49 1423.18 L1372.7 1423.18 L1376.58 1423.18 L1380.45 1423.18 L1384.33 1423.18 L1388.2 1423.18 L1392.08 1423.18 L1395.95 1423.18 L1399.83 1423.18 L1403.7 1423.18 L1407.57 1423.18 L1411.45 1423.18 L1415.32 1423.18 L1419.2 1423.18 L1423.07 1423.18 L1426.95 1423.18 L1430.82 1423.18 L1434.7 1423.18 L1438.57 1423.18 L1442.45 1423.18 L1446.32 1423.18 L1450.2 1423.18 L1454.07 1423.18 L1457.94 1423.18 L1461.82 1423.18 L1465.69 1423.18 L1469.57 1423.18 L1473.44 1423.18 L1477.32 1423.18 L1481.19 1423.18 L1485.07 1423.18 L1488.94 1423.18 L1492.82 1423.18 L1496.69 1423.18 L1500.57 1423.18 L1504.44 1423.18 L1508.31 1423.18 L1512.19 1423.18 L1516.06 1423.18 L1519.94 1423.18 L1523.81 1423.18 L1527.69 1423.18 L1531.56 1423.18 L1535.44 1423.18 L1539.31 1423.18 L1543.19 1423.18 L1547.06 1423.18 L1550.94 1423.18 L1554.81 1423.18 L1558.69 1423.18 L1562.56 1423.18 L1566.43 1423.18 L1570.31 1423.18 L1574.18 1423.18 L1578.06 1423.18 L1581.93 1423.18 L1585.81 1423.18 L1589.68 1423.18 L1593.56 1423.18 L1597.43 1423.18 L1601.31 1423.18 L1605.18 1423.18 L1609.06 1423.18 L1612.93 1423.18 L1616.8 1423.18 L1620.68 1423.18 L1624.55 1423.18 L1628.43 1423.18 L1632.3 1423.18 L1636.18 1423.18 L1640.05 1423.18 L1643.93 1423.18 L1647.8 1423.18 L1651.68 1423.18 L1655.55 1423.18 L1659.43 1423.18 L1663.3 1423.18 L1667.17 1423.18 L1671.05 1423.18 L1674.92 1423.18 L1678.8 1423.18 L1682.67 1423.18 L1686.55 1423.18 L1690.42 1423.18 L1694.3 1423.18 L1698.17 1423.18 L1702.05 1423.18 L1705.92 1423.18 L1709.8 1423.18 L1713.67 1423.18 L1717.54 1423.18 L1721.42 1423.18 L1725.29 1423.18 L1729.17 1423.18 L1733.04 1423.18 L1736.92 1423.18 L1740.79 1423.18 L1744.67 1423.18 L1748.54 1423.18 L1752.42 1423.18 L1756.29 1423.18 L1760.17 1423.18 L1764.04 1423.18 L1767.91 1423.18 L1771.79 1423.18 L1775.66 1423.18 L1779.54 1423.18 L1783.41 1423.18 L1787.29 1423.18 L1791.16 1423.18 L1795.04 1423.18 L1798.91 1423.18 L1802.79 1423.18 L1806.66 1423.18 L1810.54 1423.18 L1814.41 1423.18 L1818.28 1423.18 L1822.16 1423.18 L1826.03 1423.18 L1829.91 1423.18 L1833.78 1423.18 L1837.66 1423.18 L1837.66 1423.18 L1838.74 1423.18 L1840.04 1420.43 L1841.42 1417.68 L1841.53 1417.47 L1843.04 1414.92 L1844.8 1412.17 L1845.41 1411.27 L1846.85 1409.42 L1849.18 1406.67 L1849.28 1406.55 L1852.08 1403.92 L1853.16 1402.98 L1855.72 1401.16 L1857.03 1400.3 L1860.77 1398.41 L1860.91 1398.35 L1864.78 1396.99 L1868.65 1396.13 L1872.53 1395.67 L1872.81 1395.66 L1876.4 1395.56 L1878.39 1395.66 L1880.28 1395.75 L1884.15 1396.2 L1888.03 1396.87 L1891.9 1397.74 L1894.4 1398.41 L1895.78 1398.77 L1899.65 1399.96 L1903.15 1401.16 L1903.53 1401.29 L1907.4 1402.74 L1910.31 1403.92 L1911.28 1404.3 L1915.15 1405.96 L1916.71 1406.67 L1919.02 1407.7 L1922.66 1409.42 L1922.9 1409.53 L1926.77 1411.44 L1928.2 1412.17 L1930.65 1413.41 L1933.51 1414.92 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L2112.76 1406.67 L2112.76 1403.92 L2112.76 1401.16 L2112.76 1398.41 L2112.76 1395.66 L2112.76 1392.91 L2112.76 1390.16 L2112.76 1387.41 L2112.76 1384.65 L2112.76 1381.9 L2112.76 1379.15 L2112.76 1376.4 L2112.76 1373.65 L2112.76 1370.89 L2112.76 1368.14 L2112.76 1365.39 L2112.76 1362.64 L2112.76 1359.89 L2112.76 1357.13 L2112.76 1354.38 L2112.76 1351.63 L2112.76 1348.88 L2112.76 1346.13 L2112.76 1343.38 L2112.76 1340.62 L2112.76 1337.87 L2112.76 1335.12 L2112.76 1332.37 L2112.76 1329.62 L2112.76 1326.86 L2112.76 1324.11 L2112.76 1321.36 L2112.76 1318.61 L2112.76 1315.86 L2112.76 1313.1 L2112.76 1310.35 L2112.76 1307.6 L2112.76 1304.85 L2112.76 1302.1 L2112.76 1299.35 L2112.76 1296.59 L2112.76 1293.84 L2112.76 1291.09 L2112.76 1288.34 L2112.76 1285.59 L2112.76 1282.83 L2112.76 1280.08 L2112.76 1277.33 L2112.76 1274.58 L2112.76 1271.83 L2112.76 1269.08 L2112.76 1266.32 L2112.76 1263.57 L2112.76 1260.82 L2112.76 1258.07 L2112.76 1255.32 L2112.76 1252.56 L2112.76 1249.81 L2112.76 1247.06 L2112.76 1244.31 L2112.76 1241.56 L2112.76 1238.8 L2112.76 1236.05 L2112.76 1233.3 L2112.76 1230.55 L2112.76 1227.8 L2112.76 1225.05 L2112.76 1222.29 L2112.76 1219.54 L2112.76 1216.79 L2112.76 1214.04 L2112.76 1211.29 L2112.76 1208.53 L2112.76 1205.78 L2112.76 1203.03 L2112.76 1200.28 L2112.76 1197.53 L2112.76 1194.77 L2112.76 1192.02 L2112.76 1189.27 L2112.76 1186.52 L2112.76 1183.77 L2112.76 1181.02 L2112.76 1178.26 L2112.76 1175.51 L2112.76 1172.76 L2112.76 1170.01 L2112.76 1167.26 L2112.76 1164.5 L2112.76 1161.75 L2112.76 1159 L2112.76 1156.25 L2112.76 1153.5 L2112.76 1150.74 L2112.76 1147.99 L2112.76 1145.24 L2112.76 1142.49 L2112.76 1139.74 L2112.76 1136.99 L2112.76 1134.23 L2112.76 1131.48 L2112.76 1128.73 L2112.76 1125.98 L2112.76 1123.23 L2112.76 1120.47 L2112.76 1117.72 L2112.76 1114.97 L2112.76 1112.22 L2112.76 1109.47 L2112.76 1106.71 L2112.76 1103.96 L2112.76 1101.21 L2112.76 1098.46 L2112.76 1095.71 L2112.76 1092.96 L2112.76 1090.2 L2112.76 1087.45 L2112.76 1084.7 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1076.44 L2112.76 1073.69 L2112.76 1070.94 L2112.76 1068.19 L2112.76 1065.44 L2112.76 1062.68 L2112.76 1059.93 L2112.76 1057.18 L2112.76 1054.43 L2112.76 1051.68 L2112.76 1048.93 L2112.76 1046.17 L2112.76 1043.42 L2112.76 1040.67 L2112.76 1037.92 L2112.76 1035.17 L2112.76 1032.41 L2112.76 1029.66 L2112.76 1026.91 L2112.76 1024.16 L2112.76 1021.41 L2112.76 1018.65 L2112.76 1015.9 L2112.76 1013.15 L2112.76 1010.4 L2112.76 1007.65 L2112.76 1004.9 L2112.76 1002.14 L2112.76 999.392 L2112.76 996.64 L2112.76 993.888 L2112.76 991.136 L2112.76 988.384 L2112.76 985.632 L2112.76 982.88 L2112.76 980.129 L2112.76 977.377 L2112.76 974.625 L2112.76 971.873 L2112.76 969.121 L2112.76 966.369 L2112.76 963.617 L2112.76 960.865 L2112.76 958.114 L2112.76 955.362 L2112.76 952.61 L2112.76 949.858 L2112.76 947.106 L2112.76 944.354 L2112.76 941.602 L2112.76 938.85 L2112.76 936.099 L2112.76 933.347 L2112.76 930.595 L2112.76 927.843 L2112.76 925.091 L2112.76 922.339 L2112.76 919.587 L2112.76 916.835 L2112.76 914.084 L2112.76 911.332 L2112.76 908.58 L2112.76 905.828 L2112.76 903.076 L2112.76 900.324 L2112.76 897.572 L2112.76 894.821 L2112.76 892.069 L2112.76 889.317 L2112.76 886.565 L2112.76 883.813 L2112.76 881.061 L2112.76 878.309 L2112.76 875.557 L2112.76 872.806 L2112.76 870.054 L2112.76 867.302 L2112.76 864.55 L2112.76 861.798 L2112.76 859.046 L2112.76 856.294 L2112.76 853.542 L2112.76 850.791 L2112.76 848.039 L2112.76 845.287 L2112.76 842.535 L2112.76 839.783 L2112.76 837.031 L2112.76 834.279 L2112.76 831.527 L2112.76 828.776 L2112.76 826.024 L2112.76 823.272 L2112.76 820.52 L2112.76 817.768 L2112.76 815.016 L2112.76 812.264 L2112.76 809.512 L2112.76 806.761 L2112.76 804.009 L2112.76 801.257 L2112.76 798.505 L2112.76 795.753 L2112.76 793.001 L2112.76 790.249 L2112.76 787.498 L2112.76 784.746 L2112.76 781.994 L2112.76 779.242 L2112.76 776.49 L2112.76 773.738 L2112.76 770.986 L2112.76 768.234 L2112.76 765.483 L2112.76 762.731 L2112.76 759.979 L2112.76 757.227 L2112.76 754.475 L2112.76 751.723 L2112.76 748.971 L2112.76 746.219 L2112.76 743.468 L2112.76 740.716 L2112.76 737.964 L2112.76 735.212 L2112.76 732.46 L2112.76 729.708 L2112.76 726.956 L2112.76 724.204 L2112.76 721.453 L2112.76 718.701 L2112.76 715.949 L2112.76 713.197 L2112.76 710.445 L2112.76 707.693 L2112.76 704.941 L2112.76 702.19 L2112.76 699.438 L2112.76 696.686 L2112.76 693.934 L2112.76 691.182 L2112.76 688.43 L2112.76 685.678 L2112.76 682.926 L2112.76 680.175 L2112.76 677.423 L2112.76 674.671 L2112.76 671.919 L2112.76 669.167 L2112.76 666.415 L2112.76 663.663 L2112.76 660.911 L2112.76 658.16 L2112.76 655.408 L2112.76 652.656 L2112.76 649.904 L2112.76 647.152 L2112.76 644.4 L2112.76 641.648 L2112.76 638.896 L2112.76 638.896 L2112.76 637.802 L2110.45 636.145 L2108.88 635.05 L2106.58 633.393 L2105.01 632.298 L2102.7 630.641 L2101.13 629.546 L2098.83 627.889 L2097.26 626.794 L2094.95 625.137 L2093.38 624.042 L2091.07 622.385 L2089.51 621.29 L2087.2 619.633 L2085.63 618.538 L2083.32 616.881 L2081.76 615.786 L2079.45 614.13 L2077.88 613.035 L2075.57 611.378 L2074.01 610.283 L2071.69 608.626 L2070.14 607.531 L2067.82 605.874 L2066.26 604.779 L2063.94 603.122 L2062.39 602.027 L2060.07 600.37 L2058.51 599.275 L2056.19 597.618 L2054.64 596.523 L2052.32 594.867 L2050.76 593.771 L2048.44 592.115 L2046.89 591.02 L2044.56 589.363 L2043.01 588.268 L2040.69 586.611 L2039.14 585.516 L2036.81 583.859 L2035.26 582.764 L2032.94 581.107 L2031.39 580.012 L2029.06 578.355 L2027.51 577.26 L2025.19 575.603 L2023.64 574.508 L2021.31 572.852 L2019.76 571.756 L2017.44 570.1 L2015.89 569.005 L2013.56 567.348 L2012.02 566.253 L2009.69 564.596 L2008.14 563.501 L2005.81 561.844 L2004.27 560.749 L2001.93 559.092 L2000.39 557.997 L1998.06 556.34 L1996.52 555.245 L1994.18 553.588 L1992.64 552.493 L1990.31 550.837 L1988.77 549.741 L1986.43 548.085 L1984.89 546.99 L1982.56 545.333 L1981.02 544.238 L1978.68 542.581 L1977.14 541.486 L1974.81 539.829 L1973.27 538.734 L1970.93 537.077 L1969.39 535.982 L1967.05 534.325 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504.055 L1798.46 506.807 L1798.45 509.559 L1798.45 512.31 L1798.45 515.062 L1798.45 517.814 L1798.45 520.566 L1798.45 523.318 L1798.45 526.07 L1798.45 528.822 L1798.45 531.573 L1798.45 534.325 L1798.45 537.077 L1798.45 539.829 L1798.45 542.581 L1798.45 545.333 L1798.45 548.085 L1798.45 550.837 L1798.45 553.588 L1798.45 556.34 L1798.45 559.092 L1798.45 561.844 L1798.45 564.596 L1798.45 567.348 L1798.45 570.1 L1798.45 572.852 L1798.45 575.603 L1798.45 578.355 L1798.45 581.107 L1798.45 583.859 L1798.45 586.611 L1798.45 589.363 L1798.45 592.115 L1798.45 594.867 L1798.45 597.618 L1798.45 600.37 L1798.45 603.122 L1798.45 605.874 L1798.45 608.626 L1798.45 611.378 L1798.45 614.13 L1798.45 616.881 L1798.45 619.633 L1798.45 622.385 L1798.45 625.137 L1798.45 627.889 L1798.45 630.641 L1798.45 633.393 L1798.45 636.145 L1798.45 638.896 L1798.45 641.648 L1798.45 644.4 L1798.45 647.152 L1798.45 649.904 L1798.45 652.656 L1798.45 655.408 L1798.45 658.16 L1798.45 660.911 L1798.45 663.663 L1798.45 666.415 L1798.45 669.167 L1798.45 671.919 L1798.45 674.671 L1798.45 677.423 L1798.45 680.175 L1798.45 682.926 L1798.45 685.678 L1798.45 688.43 L1798.45 691.182 L1798.45 693.934 L1798.45 696.686 L1798.45 699.438 L1798.45 702.19 L1798.45 704.941 L1798.45 707.693 L1798.45 710.445 L1798.45 713.197 L1798.45 715.949 L1798.45 718.701 L1798.45 721.453 L1798.44 724.204 L1798.44 726.956 L1798.44 729.708 L1798.44 732.46 L1798.44 735.212 L1798.44 737.964 L1798.44 740.716 L1798.44 743.468 L1798.44 746.219 L1798.44 748.971 L1798.44 751.723 L1798.44 754.475 L1798.44 757.227 L1798.44 759.979 L1798.44 762.731 L1798.44 765.483 L1798.44 768.234 L1798.44 770.986 L1798.44 773.738 L1798.44 776.49 L1798.44 779.242 L1798.44 781.994 L1798.44 784.746 L1798.44 787.498 L1798.44 790.249 L1798.44 793.001 L1798.44 795.753 L1798.44 798.505 L1798.44 801.257 L1798.44 804.009 L1798.44 806.761 L1798.44 809.512 L1798.44 812.264 L1798.44 815.016 L1798.44 817.768 L1798.44 820.52 L1798.44 823.272 L1798.44 826.024 L1798.44 828.776 L1798.44 831.527 L1798.44 834.279 L1798.44 837.031 L1798.44 839.783 L1798.44 842.535 L1798.44 845.287 L1798.44 848.039 L1798.44 850.791 L1798.44 853.542 L1798.44 856.294 L1798.44 859.046 L1798.44 861.798 L1798.44 864.55 L1798.44 867.302 L1798.44 870.054 L1798.44 872.806 L1798.44 875.557 L1798.44 878.309 L1798.44 881.061 L1798.44 883.813 L1798.44 886.565 L1798.44 889.317 L1798.44 892.069 L1798.44 894.821 L1798.44 897.572 L1798.44 900.324 L1798.44 903.076 L1798.44 905.828 L1798.44 908.58 L1798.44 911.332 L1798.44 914.084 L1798.44 916.835 L1798.44 919.587 L1798.44 922.339 L1798.44 925.091 L1798.44 927.843 L1798.44 930.595 L1798.44 933.347 L1798.44 936.099 L1798.44 938.85 L1798.44 941.602 L1798.44 944.354 L1798.44 947.106 L1798.44 949.858 L1798.44 952.61 L1798.44 955.362 L1798.44 958.114 L1798.44 960.865 L1798.44 963.617 L1798.44 966.369 L1798.44 969.121 L1798.44 971.873 L1798.44 974.625 L1798.44 977.377 L1798.44 980.129 L1798.44 982.88 L1798.44 985.632 L1798.44 988.384 L1798.44 991.136 L1798.44 993.888 L1798.44 996.64 L1798.44 999.392 L1798.44 1002.14 L1798.44 1004.9 L1798.44 1007.65 L1798.44 1010.4 L1798.44 1013.15 L1798.44 1015.9 L1798.44 1018.65 L1798.44 1021.41 L1798.44 1024.16 L1798.44 1026.91 L1798.44 1029.66 L1798.44 1032.41 L1798.44 1035.17 L1798.44 1037.92 L1798.44 1040.67 L1798.44 1043.42 L1798.44 1046.17 L1798.44 1048.93 L1798.44 1051.68 L1798.44 1054.43 L1798.44 1057.18 L1798.44 1059.93 L1798.44 1062.68 L1798.44 1065.44 L1798.44 1068.19 L1798.44 1070.94 L1798.44 1073.69 L1798.44 1076.44 L1798.44 1079.2 L1798.44 1081.95 L1798.44 1084.7 L1798.44 1087.45 L1798.44 1090.2 L1798.44 1092.96 L1798.44 1095.71 L1798.44 1098.46 L1798.44 1101.21 L1798.44 1103.96 L1798.44 1106.71 L1798.44 1109.47 L1798.44 1112.22 L1798.44 1114.97 L1798.44 1117.72 L1798.44 1120.47 L1798.44 1123.23 L1798.44 1125.98 L1798.44 1128.73 L1798.44 1131.48 L1798.44 1134.23 L1798.44 1136.99 L1798.44 1139.74 L1798.44 1142.49 L1798.44 1145.24 L1798.44 1147.99 L1798.44 1150.74 L1798.43 1153.5 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1054.43 L2112.76 1051.68 L2112.76 1048.93 L2112.76 1046.17 L2112.76 1043.42 L2112.76 1040.67 L2112.76 1037.92 L2112.76 1035.17 L2112.76 1032.41 L2112.76 1029.66 L2112.76 1026.91 L2112.76 1024.16 L2112.76 1021.41 L2112.76 1018.65 L2112.76 1015.9 L2112.76 1013.15 L2112.76 1010.4 L2112.76 1007.65 L2112.76 1004.9 L2112.76 1002.14 L2112.76 999.392 L2112.76 996.64 L2112.76 993.888 L2112.76 991.136 L2112.76 988.384 L2112.76 985.632 L2112.76 982.88 L2112.76 980.129 L2112.76 977.377 L2112.76 974.625 L2112.76 971.873 L2112.76 969.121 L2112.76 966.369 L2112.76 963.617 L2112.76 960.865 L2112.76 958.114 L2112.76 955.362 L2112.76 952.61 L2112.76 949.858 L2112.76 947.106 L2112.76 944.354 L2112.76 941.602 L2112.76 938.85 L2112.76 936.099 L2112.76 933.347 L2112.76 930.595 L2112.76 927.843 L2112.76 925.091 L2112.76 922.339 L2112.76 919.587 L2112.76 916.835 L2112.76 914.084 L2112.76 911.332 L2112.76 908.58 L2112.76 905.828 L2112.76 903.076 L2112.76 900.324 L2112.76 897.572 L2112.76 894.821 L2112.76 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729.708 L2112.76 726.956 L2112.76 724.204 L2112.76 721.453 L2112.76 718.701 L2112.76 715.949 L2112.76 713.197 L2112.76 710.445 L2112.76 707.693 L2112.76 704.941 L2112.76 702.19 L2112.76 699.438 L2112.76 696.686 L2112.76 693.934 L2112.76 691.182 L2112.76 691.182 L2112.76 691.03 L2110.58 688.43 L2108.88 686.477 L2108.19 685.678 L2105.77 682.926 L2105.01 682.087 L2103.29 680.175 L2101.13 677.84 L2100.75 677.423 L2098.17 674.671 L2097.26 673.723 L2095.54 671.919 L2093.38 669.721 L2092.84 669.167 L2090.11 666.415 L2089.51 665.824 L2087.33 663.663 L2085.63 662.022 L2084.49 660.911 L2081.76 658.306 L2081.61 658.16 L2078.68 655.408 L2077.88 654.669 L2075.71 652.656 L2074.01 651.105 L2072.7 649.904 L2070.14 647.607 L2069.63 647.152 L2066.52 644.4 L2066.26 644.171 L2063.38 641.648 L2062.39 640.793 L2060.19 638.896 L2058.51 637.469 L2056.96 636.145 L2054.64 634.194 L2053.68 633.393 L2050.76 630.967 L2050.37 630.641 L2047.02 627.889 L2046.89 627.785 L2043.62 625.137 L2043.01 624.646 L2040.19 622.385 L2039.14 621.547 L2036.72 619.633 L2035.26 618.486 L2033.21 616.881 L2031.39 615.463 L2029.67 614.13 L2027.51 612.475 L2026.08 611.378 L2023.64 609.521 L2022.46 608.626 L2019.76 606.602 L2018.79 605.874 L2015.89 603.715 L2015.09 603.122 L2012.02 600.861 L2011.34 600.37 L2008.14 598.038 L2007.56 597.618 L2004.27 595.247 L2003.73 594.867 L2000.39 592.487 L1999.86 592.115 L1996.52 589.758 L1995.95 589.363 L1992.64 587.06 L1991.99 586.611 L1988.77 584.394 L1987.98 583.859 L1984.89 581.761 L1983.92 581.107 L1981.02 579.159 L1979.8 578.355 L1977.14 576.591 L1975.63 575.603 L1973.27 574.057 L1971.39 572.852 L1969.39 571.558 L1967.09 570.1 L1965.52 569.095 L1962.72 567.348 L1961.65 566.67 L1958.27 564.596 L1957.77 564.285 L1953.9 561.94 L1953.73 561.844 L1950.02 559.64 L1949.07 559.092 L1946.15 557.385 L1944.3 556.34 L1942.27 555.179 L1939.4 553.588 L1938.4 553.025 L1934.52 550.927 L1934.35 550.837 L1930.65 548.888 L1929.06 548.085 L1926.77 546.913 L1923.55 545.333 L1922.9 545.008 L1919.02 543.178 L1917.68 542.581 L1915.15 541.431 L1911.4 539.829 L1911.28 539.773 L1907.4 538.215 L1904.34 537.077 L1903.53 536.766 L1899.65 535.44 L1896.02 534.325 L1895.78 534.249 L1891.9 533.212 L1888.03 532.346 L1884.15 531.675 L1883.25 531.573 L1880.28 531.228 L1876.4 531.038 L1872.53 531.146 L1868.88 531.573 L1868.65 531.602 L1864.78 532.47 L1860.91 533.827 L1859.87 534.325 L1857.03 535.778 L1855.08 537.077 L1853.16 538.453 L1851.6 539.829 L1849.28 542.03 L1848.79 542.581 L1846.5 545.333 L1845.41 546.749 L1844.51 548.085 L1842.77 550.837 L1841.53 552.947 L1841.2 553.588 L1839.83 556.34 L1838.55 559.092 L1837.66 561.117 L1837.37 561.844 L1836.32 564.596 L1835.33 567.348 L1834.4 570.1 L1833.78 572.005 L1833.53 572.852 L1832.74 575.603 L1831.99 578.355 L1831.28 581.107 L1830.6 583.859 L1829.96 586.611 L1829.91 586.818 L1829.37 589.363 L1828.8 592.115 L1828.26 594.867 L1827.75 597.618 L1827.25 600.37 L1826.78 603.122 L1826.32 605.874 L1826.03 607.689 L1825.89 608.626 L1825.49 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L1853.32 1233.3 L1854.58 1236.05 L1855.89 1238.8 L1857.03 1241.1 L1857.25 1241.56 L1858.64 1244.31 L1860.09 1247.06 L1860.91 1248.56 L1861.58 1249.81 L1863.12 1252.56 L1864.72 1255.32 L1864.78 1255.42 L1866.34 1258.07 L1868.04 1260.82 L1868.65 1261.79 L1869.77 1263.57 L1871.57 1266.32 L1872.53 1267.75 L1873.41 1269.08 L1875.31 1271.83 L1876.4 1273.36 L1877.26 1274.58 L1879.27 1277.33 L1880.28 1278.67 L1881.33 1280.08 L1883.44 1282.83 L1884.15 1283.73 L1885.61 1285.59 L1887.84 1288.34 L1888.03 1288.56 L1890.1 1291.09 L1891.9 1293.2 L1892.44 1293.84 L1894.82 1296.59 L1895.78 1297.67 L1897.26 1299.35 L1899.65 1301.98 L1899.76 1302.1 L1902.29 1304.85 L1903.53 1306.16 L1904.88 1307.6 L1907.4 1310.21 L1907.53 1310.35 L1910.22 1313.1 L1911.28 1314.16 L1912.96 1315.86 L1915.15 1318.01 L1915.76 1318.61 L1918.6 1321.36 L1919.02 1321.76 L1921.48 1324.11 L1922.9 1325.44 L1924.42 1326.86 L1926.77 1329.03 L1927.4 1329.62 L1930.43 1332.37 L1930.65 1332.56 L1933.49 1335.12 L1934.52 1336.03 L1936.61 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627.889 L1358.14 625.137 L1358.26 622.385 L1358.38 619.633 L1358.49 616.881 L1358.6 614.13 L1358.71 611.378 L1358.81 608.626 L1358.9 605.874 L1358.99 603.122 L1359.08 600.37 L1359.16 597.618 L1359.24 594.867 L1359.32 592.115 L1359.39 589.363 L1359.46 586.611 L1359.52 583.859 L1359.58 581.107 L1359.64 578.355 L1359.69 575.603 L1359.74 572.852 L1359.79 570.1 L1359.83 567.348 L1359.86 564.596 L1359.9 561.844 L1359.93 559.092 L1359.96 556.34 L1359.98 553.588 L1360 550.837 L1360.02 548.085 L1360.03 545.333 L1360.04 542.581 L1360.05 539.829 L1360.05 537.077 L1360.06 534.325 L1360.05 531.573 L1360.05 528.822 L1360.04 526.07 L1360.02 523.318 L1360.01 520.566 L1359.99 517.814 L1359.96 515.062 L1359.94 512.31 L1359.91 509.559 L1359.88 506.807 L1359.84 504.055 L1359.8 501.303 L1359.76 498.551 L1359.71 495.799 L1359.66 493.047 L1359.61 490.295 L1359.55 487.544 L1359.49 484.792 L1359.43 482.04 L1359.36 479.288 L1359.29 476.536 L1359.22 473.784 L1359.14 471.032 L1359.06 468.28 L1358.97 465.529 L1358.89 462.777 L1358.79 460.025 L1358.7 457.273 L1358.6 454.521 L1358.49 451.769 L1358.39 449.017 L1358.28 446.265 L1358.16 443.514 L1358.04 440.762 L1357.92 438.01 L1357.79 435.258 L1357.66 432.506 L1357.52 429.754 L1357.38 427.002 L1357.24 424.25 L1357.2 423.604 L1357.09 421.499 L1356.94 418.747 L1356.78 415.995 L1356.62 413.243 L1356.45 410.491 L1356.28 407.739 L1356.1 404.987 L1355.92 402.236 L1355.73 399.484 L1355.54 396.732 L1355.34 393.98 L1355.14 391.228 L1354.93 388.476 L1354.72 385.724 L1354.5 382.972 L1354.27 380.221 L1354.04 377.469 L1353.81 374.717 L1353.56 371.965 L1353.33 369.413 L1353.31 369.213 L1353.06 366.461 L1352.79 363.709 L1352.53 360.957 L1352.25 358.206 L1351.97 355.454 L1351.68 352.702 L1351.38 349.95 L1351.08 347.198 L1350.76 344.446 L1350.44 341.694 L1350.11 338.942 L1349.78 336.191 L1349.46 333.637 L1349.43 333.439 L1349.08 330.687 L1348.72 327.935 L1348.35 325.183 L1347.96 322.431 L1347.57 319.679 L1347.17 316.928 L1346.76 314.176 L1346.34 311.424 L1345.91 308.672 L1345.58 306.616 L1345.47 305.92 L1345.02 303.168 L1344.55 300.416 L1344.08 297.664 L1343.59 294.913 L1343.09 292.161 L1342.58 289.409 L1342.05 286.657 L1341.71 284.907 L1341.51 283.905 L1340.96 281.153 L1340.39 278.401 L1339.81 275.649 L1339.21 272.898 L1338.6 270.146 L1337.97 267.394 L1337.83 266.797 L1337.33 264.642 L1336.67 261.89 L1335.99 259.138 L1335.3 256.386 L1334.58 253.634 L1333.96 251.289 L1333.85 250.883 L1333.1 248.131 L1332.33 245.379 L1331.54 242.627 L1330.73 239.875 L1330.08 237.748 L1329.89 237.123 L1329.04 234.371 L1328.17 231.619 L1327.26 228.868 L1326.34 226.116 L1326.21 225.738 L1325.39 223.364 L1324.42 220.612 L1323.42 217.86 L1322.39 215.108 L1322.33 214.951 L1321.35 212.356 L1320.27 209.605 L1319.16 206.853 L1318.46 205.163 L1318.02 204.101 L1316.86 201.349 L1315.66 198.597 L1314.58 196.197 L1314.43 195.845 L1313.17 193.093 L1311.88 190.341 L1310.71 187.924 L1310.55 187.59 L1309.19 184.838 L1307.8 182.086 L1306.83 180.239 L1306.36 179.334 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74.7628 L1217.72 73.3459 L1216.11 72.0109 L1213.84 70.1499 L1212.74 69.2591 L1209.97 67.0237 L1209.32 66.5072 L1206.09 63.9657 L1205.82 63.7553 L1202.26 61.0035 L1202.22 60.9743 L1198.61 58.2516 L1198.35 58.0489 L1194.89 55.4997 L1194.47 55.1882 L1191.09 52.7478 L1190.6 52.3915 L1187.2 49.996 L1186.72 49.6588 L1183.22 47.2441 L1182.85 47.2441 L1182.85 47.2441 L1178.97 47.2441 L1175.1 47.2441 L1171.22 47.2441 L1167.35 47.2441 L1163.47 47.2441 L1159.6 47.2441 L1155.72 47.2441 L1151.85 47.2441 L1147.98 47.2441 L1144.1 47.2441 L1140.23 47.2441 L1136.35 47.2441 L1132.48 47.2441 L1128.6 47.2441 L1124.73 47.2441 L1120.85 47.2441 L1116.98 47.2441 L1113.1 47.2441 L1109.23 47.2441 L1105.35 47.2441 L1101.48 47.2441 L1097.61 47.2441 L1093.73 47.2441 L1089.86 47.2441 L1085.98 47.2441 L1082.11 47.2441 L1078.23 47.2441 L1074.36 47.2441 L1070.48 47.2441 L1066.61 47.2441 L1062.73 47.2441 L1058.86 47.2441 L1054.98 47.2441 L1051.11 47.2441 L1047.24 47.2441 L1043.36 47.2441 L1045.41 47.2441 L1044.26 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L1341.79 462.777 L1341.71 460.828 L1341.67 460.025 L1341.55 457.273 L1341.42 454.521 L1341.28 451.769 L1341.14 449.017 L1341 446.265 L1340.85 443.514 L1340.69 440.762 L1340.53 438.01 L1340.36 435.258 L1340.18 432.506 L1340 429.754 L1339.82 427.002 L1339.62 424.25 L1339.42 421.499 L1339.22 418.747 L1339.01 415.995 L1338.79 413.243 L1338.57 410.491 L1338.34 407.739 L1338.1 404.987 L1337.85 402.236 L1337.83 402.001 L1337.6 399.484 L1337.34 396.732 L1337.07 393.98 L1336.8 391.228 L1336.52 388.476 L1336.23 385.724 L1335.93 382.972 L1335.63 380.221 L1335.32 377.469 L1335 374.717 L1334.67 371.965 L1334.33 369.213 L1333.99 366.461 L1333.96 366.208 L1333.63 363.709 L1333.27 360.957 L1332.9 358.206 L1332.52 355.454 L1332.13 352.702 L1331.73 349.95 L1331.32 347.198 L1330.9 344.446 L1330.47 341.694 L1330.08 339.271 L1330.03 338.942 L1329.58 336.191 L1329.12 333.439 L1328.64 330.687 L1328.16 327.935 L1327.66 325.183 L1327.16 322.431 L1326.64 319.679 L1326.21 317.452 L1326.11 316.928 L1325.56 314.176 L1325 311.424 L1324.43 308.672 L1323.85 305.92 L1323.25 303.168 L1322.64 300.416 L1322.33 299.058 L1322.02 297.664 L1321.37 294.913 L1320.72 292.161 L1320.05 289.409 L1319.36 286.657 L1318.66 283.905 L1318.46 283.139 L1317.94 281.153 L1317.2 278.401 L1316.45 275.649 L1315.68 272.898 L1314.89 270.146 L1314.58 269.109 L1314.08 267.394 L1313.25 264.642 L1312.41 261.89 L1311.54 259.138 L1310.71 256.563 L1310.65 256.386 L1309.74 253.634 L1308.82 250.883 L1307.86 248.131 L1306.89 245.379 L1306.83 245.221 L1305.9 242.627 L1304.88 239.875 L1303.83 237.123 L1302.96 234.871 L1302.76 234.371 L1301.67 231.619 L1300.55 228.868 L1299.41 226.116 L1299.09 225.354 L1298.24 223.364 L1297.04 220.612 L1295.81 217.86 L1295.21 216.543 L1294.55 215.108 L1293.27 212.356 L1291.95 209.605 L1291.34 208.34 L1290.61 206.853 L1289.23 204.101 L1287.82 201.349 L1287.46 200.664 L1286.37 198.597 L1284.9 195.845 L1283.59 193.451 L1283.39 193.093 L1281.84 190.341 L1280.26 187.59 L1279.71 186.648 L1278.64 184.838 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L1059.37 105.033 L1058.86 106.389 L1058.37 107.785 L1057.42 110.537 L1056.52 113.289 L1055.64 116.041 L1054.98 118.197 L1054.81 118.793 L1054.04 121.545 L1053.29 124.296 L1052.58 127.048 L1051.88 129.8 L1051.21 132.552 L1051.11 132.991 L1050.59 135.304 L1049.99 138.056 L1049.41 140.808 L1048.85 143.56 L1048.31 146.311 L1047.79 149.063 L1047.28 151.815 L1047.24 152.087 L1046.81 154.567 L1046.35 157.319 L1045.91 160.071 L1045.49 162.823 L1045.07 165.575 L1044.67 168.326 L1044.29 171.078 L1043.92 173.83 L1043.56 176.582 L1043.36 178.114 L1043.21 179.334 L1042.88 182.086 L1042.57 184.838 L1042.26 187.59 L1041.97 190.341 L1041.68 193.093 L1041.4 195.845 L1041.14 198.597 L1040.88 201.349 L1040.63 204.101 L1040.4 206.853 L1040.17 209.605 L1039.94 212.356 L1039.73 215.108 L1039.53 217.86 L1039.49 218.426 L1039.33 220.612 L1039.15 223.364 L1038.97 226.116 L1038.8 228.868 L1038.64 231.619 L1038.48 234.371 L1038.33 237.123 L1038.19 239.875 L1038.05 242.627 L1037.93 245.379 L1037.8 248.131 L1037.69 250.883 L1037.58 253.634 L1037.47 256.386 L1037.38 259.138 L1037.28 261.89 L1037.2 264.642 L1037.12 267.394 L1037.05 270.146 L1036.98 272.898 L1036.92 275.649 L1036.86 278.401 L1036.81 281.153 L1036.76 283.905 L1036.72 286.657 L1036.69 289.409 L1036.66 292.161 L1036.64 294.913 L1036.62 297.664 L1036.61 300.416 L1036.6 303.168 L1036.6 305.92 L1036.6 308.672 L1036.61 311.424 L1036.62 314.176 L1036.64 316.928 L1036.66 319.679 L1036.69 322.431 L1036.72 325.183 L1036.76 327.935 L1036.81 330.687 L1036.86 333.439 L1036.91 336.191 L1036.97 338.942 L1037.04 341.694 L1037.11 344.446 L1037.18 347.198 L1037.26 349.95 L1037.35 352.702 L1037.44 355.454 L1037.54 358.206 L1037.64 360.957 L1037.74 363.709 L1037.86 366.461 L1037.97 369.213 L1038.1 371.965 L1038.23 374.717 L1038.36 377.469 L1038.5 380.221 L1038.64 382.972 L1038.8 385.724 L1038.95 388.476 L1039.11 391.228 L1039.28 393.98 L1039.46 396.732 L1039.49 397.166 L1039.64 399.484 L1039.83 402.236 L1040.02 404.987 L1040.22 407.739 L1040.43 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1223.93 L1986.13 1225.05 L1988.77 1227.43 L1989.19 1227.8 L1992.43 1230.55 L1992.64 1230.73 L1995.85 1233.3 L1996.52 1233.83 L1999.49 1236.05 L2000.39 1236.73 L2003.37 1238.8 L2004.27 1239.43 L2007.56 1241.56 L2008.14 1241.93 L2012.02 1244.23 L2012.16 1244.31 L2015.89 1246.33 L2017.39 1247.06 L2019.76 1248.22 L2023.44 1249.81 L2023.64 1249.9 L2027.51 1251.35 L2031.32 1252.56 L2031.39 1252.58 M1225.47 677.579 L1229.34 678.2 L1233.22 678.547 L1237.09 678.602 L1240.97 678.342 L1244.84 677.741 L1246.13 677.423 L1248.72 676.763 L1252.59 675.376 L1254.11 674.671 L1256.46 673.533 L1259.16 671.919 L1260.34 671.182 L1263.04 669.167 L1264.21 668.254 L1266.24 666.415 L1268.09 664.669 L1269.02 663.663 L1271.46 660.911 L1271.96 660.322 L1273.61 658.16 L1275.61 655.408 L1275.84 655.08 L1277.37 652.656 L1279.04 649.904 L1279.71 648.759 L1280.57 647.152 L1281.98 644.4 L1283.34 641.648 L1283.59 641.123 L1284.57 638.896 L1285.73 636.145 L1286.84 633.393 L1287.46 631.809 L1287.89 630.641 L1288.85 627.889 L1289.78 625.137 L1290.68 622.385 L1291.34 620.273 L1291.52 619.633 L1292.31 616.881 L1293.06 614.13 L1293.78 611.378 L1294.47 608.626 L1295.14 605.874 L1295.21 605.568 L1295.75 603.122 L1296.34 600.37 L1296.9 597.618 L1297.45 594.867 L1297.97 592.115 L1298.46 589.363 L1298.94 586.611 L1299.09 585.75 L1299.39 583.859 L1299.81 581.107 L1300.21 578.355 L1300.6 575.603 L1300.96 572.852 L1301.32 570.1 L1301.65 567.348 L1301.97 564.596 L1302.27 561.844 L1302.56 559.092 L1302.84 556.34 L1302.96 555.025 L1303.09 553.588 L1303.33 550.837 L1303.55 548.085 L1303.76 545.333 L1303.96 542.581 L1304.14 539.829 L1304.31 537.077 L1304.47 534.325 L1304.62 531.573 L1304.75 528.822 L1304.87 526.07 L1304.98 523.318 L1305.08 520.566 L1305.17 517.814 L1305.25 515.062 L1305.32 512.31 L1305.37 509.559 L1305.42 506.807 L1305.45 504.055 L1305.47 501.303 L1305.48 498.551 L1305.49 495.799 L1305.48 493.047 L1305.46 490.295 L1305.43 487.544 L1305.39 484.792 L1305.34 482.04 L1305.28 479.288 L1305.21 476.536 L1305.13 473.784 L1305.04 471.032 L1304.95 468.28 L1304.84 465.529 L1304.72 462.777 L1304.59 460.025 L1304.45 457.273 L1304.3 454.521 L1304.15 451.769 L1303.98 449.017 L1303.8 446.265 L1303.62 443.514 L1303.42 440.762 L1303.21 438.01 L1303 435.258 L1302.96 434.813 L1302.77 432.506 L1302.53 429.754 L1302.27 427.002 L1302.01 424.25 L1301.74 421.499 L1301.46 418.747 L1301.17 415.995 L1300.87 413.243 L1300.56 410.491 L1300.23 407.739 L1299.9 404.987 L1299.56 402.236 L1299.2 399.484 L1299.09 398.592 L1298.83 396.732 L1298.45 393.98 L1298.06 391.228 L1297.65 388.476 L1297.24 385.724 L1296.81 382.972 L1296.37 380.221 L1295.92 377.469 L1295.46 374.717 L1295.21 373.274 L1294.98 371.965 L1294.49 369.213 L1293.98 366.461 L1293.46 363.709 L1292.93 360.957 L1292.39 358.206 L1291.83 355.454 L1291.34 353.059 L1291.26 352.702 L1290.67 349.95 L1290.06 347.198 L1289.44 344.446 L1288.81 341.694 L1288.16 338.942 L1287.5 336.191 L1287.46 336.017 L1286.82 333.439 L1286.12 330.687 L1285.4 327.935 L1284.67 325.183 L1283.93 322.431 L1283.59 321.205 L1283.16 319.679 L1282.37 316.928 L1281.56 314.176 L1280.74 311.424 L1279.9 308.672 L1279.71 308.062 L1279.03 305.92 L1278.15 303.168 L1277.24 300.416 L1276.32 297.664 L1275.84 296.242 L1275.37 294.913 L1274.4 292.161 L1273.41 289.409 L1272.4 286.657 L1271.96 285.494 L1271.36 283.905 L1270.29 281.153 L1269.2 278.401 L1268.09 275.649 L1268.09 275.639 L1266.94 272.898 L1265.77 270.146 L1264.58 267.394 L1264.21 266.553 L1263.35 264.642 L1262.1 261.89 L1260.82 259.138 L1260.34 258.122 L1259.5 256.386 L1258.15 253.634 L1256.78 250.883 L1256.46 250.266 L1255.36 248.131 L1253.91 245.379 L1252.59 242.919 L1252.43 242.627 L1250.9 239.875 L1249.34 237.123 L1248.72 236.03 L1247.74 234.371 L1246.09 231.619 L1244.84 229.55 L1244.41 228.868 L1242.68 226.116 L1240.97 223.441 L1240.92 223.364 L1239.08 220.612 L1237.22 217.86 L1237.09 217.677 L1235.28 215.108 L1233.31 212.356 L1233.22 212.228 L1231.25 209.605 L1229.34 207.073 L1229.17 206.853 L1226.99 204.101 L1225.47 202.193 L1224.77 201.349 L1222.46 198.597 L1221.59 197.57 L1220.07 195.845 L1217.72 193.189 L1217.63 193.093 L1215.06 190.341 L1213.84 189.046 L1212.41 187.59 L1209.97 185.122 L1209.67 184.838 L1206.8 182.086 L1206.09 181.417 L1203.79 179.334 L1202.22 177.922 L1200.65 176.582 L1198.35 174.63 L1197.34 173.83 L1194.47 171.539 L1193.85 171.078 L1190.6 168.647 L1190.13 168.326 L1186.72 165.955 L1186.13 165.575 L1182.85 163.462 L1181.76 162.823 L1178.97 161.169 L1176.93 160.071 L1175.1 159.079 L1171.48 157.319 L1171.22 157.195 L1167.35 155.528 L1164.78 154.567 L1163.47 154.078 L1159.6 152.859 L1155.72 151.876 L1155.4 151.815 L1151.85 151.15 L1147.98 150.691 L1144.1 150.516 L1140.23 150.647 L1136.35 151.108 L1133 151.815 L1132.48 151.929 L1128.6 153.149 L1125.26 154.567 L1124.73 154.8 L1120.85 156.94 L1120.29 157.319 L1116.98 159.628 L1116.44 160.071 L1113.23 162.823 L1113.1 162.937 L1110.53 165.575 L1109.23 166.968 L1108.11 168.326 L1105.93 171.078 L1105.35 171.833 L1103.99 173.83 L1102.18 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2112.76,421.499 2112.76,418.747 2112.76,415.995 2112.76,413.243 2112.76,410.491 2112.76,407.739 2112.76,404.987 2112.76,402.236 2112.76,399.484 2112.76,396.732 2112.76,393.98 2112.76,391.228 2112.76,388.476 2112.76,385.724 2112.76,382.972 2112.76,380.221 2112.76,377.469 2112.76,374.717 2112.76,371.965 2112.76,369.213 2112.76,366.461 2112.76,363.709 2112.76,360.957 2112.76,358.206 2112.76,355.454 2112.76,352.702 2112.76,349.95 2112.76,347.198 2112.76,344.446 2112.76,341.694 2112.76,338.942 2112.76,336.191 2112.76,333.439 2112.76,330.687 2112.76,327.935 2112.76,325.183 2112.76,322.431 2112.76,319.679 2112.76,316.928 2112.76,314.176 2112.76,311.424 2112.76,308.672 2112.76,305.92 2112.76,303.168 2112.76,300.416 2112.76,297.664 2112.76,294.913 2112.76,292.161 2112.76,289.409 2112.76,286.657 2112.76,283.905 2112.76,281.153 2112.76,278.401 2112.76,275.649 2112.76,272.898 2112.76,270.146 2112.76,267.394 2112.76,264.642 2112.76,261.89 2112.76,259.138 2112.76,256.386 2112.76,253.634 2112.76,250.883 2112.76,248.131 2112.76,245.379 2112.76,242.627 2112.76,239.875 2112.76,237.123 2112.76,234.371 2112.76,231.619 2112.76,228.868 2112.76,226.116 2112.76,223.364 2112.76,220.612 2112.76,217.86 2112.76,215.108 2112.76,212.356 2112.76,209.605 2112.76,206.853 2112.76,204.101 2112.76,201.349 2112.76,198.597 2112.76,195.845 2112.76,193.093 2112.76,190.341 2112.76,187.59 2112.76,184.838 2112.76,182.086 2112.76,179.334 2112.76,176.582 2112.76,173.83 2112.76,171.078 2112.76,168.326 2112.76,165.575 2112.76,162.823 2112.76,160.071 2112.76,157.319 2112.76,154.567 2112.76,151.815 2112.76,149.063 2112.76,146.311 2112.76,143.56 2112.76,140.808 2112.76,138.056 2112.76,135.304 2112.76,132.552 2112.76,129.8 2112.76,127.048 2112.76,124.296 2112.76,121.545 2112.76,118.793 2112.76,116.041 2112.76,113.289 2112.76,110.537 2112.76,107.785 2112.76,105.033 2112.76,102.282 2112.76,99.5297 2112.76,96.7778 2112.76,94.0259 2112.76,91.274 2112.76,88.5222 2112.76,85.7703 2112.76,83.0184 2112.76,80.2666 2112.76,77.5147 2112.76,74.7628 2112.76,72.0109 2112.76,69.2591 2112.76,66.5072 2112.76,63.7553 2112.76,61.0035 2112.76,58.2516 2112.76,55.4997 2112.76,52.7478 2112.76,49.996 2112.76,47.2441 2108.88,47.2441 2105.01,47.2441 2101.13,47.2441 2097.26,47.2441 2093.38,47.2441 2089.51,47.2441 2085.63,47.2441 2081.76,47.2441 2077.88,47.2441 2074.01,47.2441 2070.14,47.2441 2066.26,47.2441 2062.39,47.2441 2058.51,47.2441 2054.64,47.2441 2050.76,47.2441 2046.89,47.2441 2043.01,47.2441 2039.14,47.2441 2035.26,47.2441 2031.39,47.2441 2027.51,47.2441 2023.64,47.2441 2019.76,47.2441 2015.89,47.2441 2012.02,47.2441 2008.14,47.2441 2004.27,47.2441 2000.39,47.2441 1996.52,47.2441 1992.64,47.2441 1988.77,47.2441 1984.89,47.2441 1981.02,47.2441 1977.14,47.2441 1973.27,47.2441 1969.39,47.2441 1965.52,47.2441 1961.65,47.2441 1957.77,47.2441 1953.9,47.2441 1950.02,47.2441 1946.15,47.2441 1942.27,47.2441 1938.4,47.2441 1934.52,47.2441 1930.65,47.2441 1926.77,47.2441 1922.9,47.2441 1919.02,47.2441 1915.15,47.2441 1911.28,47.2441 1907.4,47.2441 1903.53,47.2441 1899.65,47.2441 1895.78,47.2441 1891.9,47.2441 1888.03,47.2441 1884.15,47.2441 1880.28,47.2441 1876.4,47.2441 1872.53,47.2441 1868.65,47.2441 1864.78,47.2441 1860.91,47.2441 1857.03,47.2441 1853.16,47.2441 1849.28,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 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1434.7,47.2441 1430.82,47.2441 1426.95,47.2441 1423.07,47.2441 1419.2,47.2441 1415.32,47.2441 1411.45,47.2441 1407.57,47.2441 1403.7,47.2441 1399.83,47.2441 1395.95,47.2441 1392.08,47.2441 1388.2,47.2441 1384.33,47.2441 1380.45,47.2441 1376.58,47.2441 1372.7,47.2441 1368.83,47.2441 1364.95,47.2441 1361.08,47.2441 1357.2,47.2441 1353.33,47.2441 1349.46,47.2441 1345.58,47.2441 1341.71,47.2441 1337.83,47.2441 1333.96,47.2441 1330.08,47.2441 1326.21,47.2441 1322.33,47.2441 1318.46,47.2441 1314.58,47.2441 1310.71,47.2441 1306.83,47.2441 1302.96,47.2441 1299.09,47.2441 1295.21,47.2441 1291.34,47.2441 1287.46,47.2441 1283.59,47.2441 1279.71,47.2441 1275.84,47.2441 1271.96,47.2441 1268.09,47.2441 1264.21,47.2441 1260.34,47.2441 1256.46,47.2441 1252.59,47.2441 1248.72,47.2441 1244.84,47.2441 1240.97,47.2441 1237.09,47.2441 1233.22,47.2441 1229.34,47.2441 1225.47,47.2441 1221.59,47.2441 1217.72,47.2441 1213.84,47.2441 1209.97,47.2441 1206.09,47.2441 1202.22,47.2441 1198.35,47.2441 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2112.76,294.913 2112.76,292.161 2112.76,289.409 2112.76,286.657 2112.76,283.905 2112.76,281.153 2112.76,278.401 2112.76,275.649 2112.76,272.898 2112.76,270.146 2112.76,267.394 2112.76,264.642 2112.76,261.89 2112.76,259.138 2112.76,256.386 2112.76,253.634 2112.76,250.883 2112.76,248.131 2112.76,245.379 2112.76,242.627 2112.76,239.875 2112.76,237.123 2112.76,234.371 2112.76,231.619 2112.76,228.868 2112.76,226.116 2112.76,223.364 2112.76,220.612 2112.76,217.86 2112.76,215.108 2112.76,212.356 2112.76,209.605 2112.76,206.853 2112.76,204.101 2112.76,201.349 2112.76,198.597 2112.76,195.845 2112.76,193.093 2112.76,190.341 2112.76,187.59 2112.76,184.838 2112.76,182.086 2112.76,179.334 2112.76,176.582 2112.76,173.83 2112.76,171.078 2112.76,168.326 2112.76,165.575 2112.76,162.823 2112.76,160.071 2112.76,157.319 2112.76,154.567 2112.76,151.815 2112.76,149.063 2112.76,146.311 2112.76,143.56 2112.76,140.808 2112.76,138.056 2112.76,135.304 2112.76,132.552 2112.76,129.8 2112.76,127.048 2112.76,124.296 2112.76,121.545 2112.76,118.793 2112.76,116.041 2112.76,113.289 2112.76,110.537 2112.76,107.785 2112.76,105.033 2112.76,102.282 2112.76,99.5297 2112.76,96.7778 2112.76,94.0259 2112.76,91.274 2112.76,88.5222 2112.76,85.7703 2112.76,83.0184 2112.76,80.2666 2112.76,77.5147 2112.76,74.7628 2112.76,72.0109 2112.76,69.2591 2112.76,66.5072 2112.76,63.7553 2112.76,61.0035 2112.76,58.2516 2112.76,55.4997 2112.76,52.7478 2112.76,49.996 2112.76,47.2441 2108.88,47.2441 2105.01,47.2441 2101.13,47.2441 2097.26,47.2441 2093.38,47.2441 2089.51,47.2441 2085.63,47.2441 2081.76,47.2441 2077.88,47.2441 2074.01,47.2441 2070.14,47.2441 2066.26,47.2441 2062.39,47.2441 2058.51,47.2441 2054.64,47.2441 2050.76,47.2441 2046.89,47.2441 2043.01,47.2441 2043.09,47.2441 2044.18,49.996 2045.25,52.7478 2046.31,55.4997 2046.89,57.026 2047.32,58.2516 2048.28,61.0035 2049.22,63.7553 2050.15,66.5072 2050.76,68.3843 2051.03,69.2591 2051.87,72.0109 2052.68,74.7628 2053.48,77.5147 2054.26,80.2666 2054.64,81.6295 2055,83.0184 2055.7,85.7703 2056.38,88.5222 2057.05,91.274 2057.69,94.0259 2058.32,96.7778 2058.51,97.663 2058.9,99.5297 2059.46,102.282 2060,105.033 2060.51,107.785 2061.01,110.537 2061.5,113.289 2061.96,116.041 2062.39,118.693 2062.4,118.793 2062.8,121.545 2063.18,124.296 2063.55,127.048 2063.89,129.8 2064.22,132.552 2064.52,135.304 2064.81,138.056 2065.07,140.808 2065.32,143.56 2065.54,146.311 2065.75,149.063 2065.93,151.815 2066.09,154.567 2066.23,157.319 2066.26,157.993 2066.34,160.071 2066.44,162.823 2066.5,165.575 2066.55,168.326 2066.58,171.078 2066.58,173.83 2066.56,176.582 2066.51,179.334 2066.45,182.086 2066.35,184.838 2066.26,187.045 2066.24,187.59 2066.08,190.341 2065.91,193.093 2065.7,195.845 2065.46,198.597 2065.19,201.349 2064.9,204.101 2064.57,206.853 2064.21,209.605 2063.82,212.356 2063.39,215.108 2062.93,217.86 2062.43,220.612 2062.39,220.831 2061.85,223.364 2061.23,226.116 2060.56,228.868 2059.85,231.619 2059.09,234.371 2058.51,236.361 2058.26,237.123 2057.32,239.875 2056.32,242.627 2055.25,245.379 2054.64,246.89 2054.06,248.131 2052.73,250.883 2051.3,253.634 2050.76,254.631 2049.66,256.386 2047.83,259.138 2046.89,260.486 2045.72,261.89 2043.29,264.642 2043.01,264.942 2040.21,267.394 2039.14,268.277 2036.18,270.146 2035.26,270.697 2031.39,272.328 2029.09,272.898 2027.51,273.272 2023.64,273.594 2019.76,273.356 2017.44,272.898 2015.89,272.594 2012.02,271.335 2009.35,270.146 2008.14,269.61 2004.27,267.428 2004.22,267.394 2000.39,264.792 2000.2,264.642 1996.74,261.89 1996.52,261.709 1993.7,259.138 1992.64,258.169 1990.91,256.386 1988.77,254.171 1988.3,253.634 1985.92,250.883 1984.89,249.688 1983.68,248.131 1981.54,245.379 1981.02,244.703 1979.56,242.627 1977.63,239.875 1977.14,239.175 1975.83,237.123 1974.09,234.371 1973.27,233.058 1972.43,231.619 1970.85,228.868 1969.39,226.298 1969.3,226.116 1967.86,223.364 1966.44,220.612 1965.52,218.797 1965.07,217.86 1963.78,215.108 1962.51,212.356 1961.65,210.455 1961.28,209.605 1960.12,206.853 1958.99,204.101 1957.86,201.349 1957.77,201.114 1956.82,198.597 1955.81,195.845 1954.81,193.093 1953.9,190.534 1953.83,190.341 1952.93,187.59 1952.04,184.838 1951.17,182.086 1950.32,179.334 1950.02,178.345 1949.52,176.582 1948.75,173.83 1948,171.078 1947.27,168.326 1946.56,165.575 1946.15,163.925 1945.88,162.823 1945.25,160.071 1944.63,157.319 1944.03,154.567 1943.45,151.815 1942.89,149.063 1942.34,146.311 1942.27,145.947 1941.84,143.56 1941.36,140.808 1940.9,138.056 1940.46,135.304 1940.04,132.552 1939.64,129.8 1939.26,127.048 1938.89,124.296 1938.55,121.545 1938.4,120.259 1938.23,118.793 1937.95,116.041 1937.68,113.289 1937.43,110.537 1937.2,107.785 1936.99,105.033 1936.81,102.282 1936.64,99.5297 1936.49,96.7778 1936.37,94.0259 1936.26,91.274 1936.18,88.5222 1936.12,85.7703 1936.09,83.0184 1936.07,80.2666 1936.08,77.5147 1936.12,74.7628 1936.18,72.0109 1936.26,69.2591 1936.37,66.5072 1936.5,63.7553 1936.66,61.0035 1936.85,58.2516 1937.07,55.4997 1937.31,52.7478 1937.58,49.996 1937.89,47.2441 1934.52,47.2441 1930.65,47.2441 1926.77,47.2441 1922.9,47.2441 1919.02,47.2441 1915.15,47.2441 1911.28,47.2441 1907.4,47.2441 1903.53,47.2441 1899.65,47.2441 1895.78,47.2441 1891.9,47.2441 1888.03,47.2441 1884.15,47.2441 1880.28,47.2441 1876.4,47.2441 1872.53,47.2441 1868.65,47.2441 1864.78,47.2441 1860.91,47.2441 1857.03,47.2441 1853.16,47.2441 1849.28,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 1609.06,47.2441 1605.18,47.2441 1601.31,47.2441 1597.43,47.2441 1593.56,47.2441 1589.68,47.2441 1585.81,47.2441 1581.93,47.2441 1578.06,47.2441 1574.18,47.2441 1570.31,47.2441 1566.43,47.2441 1562.56,47.2441 1558.69,47.2441 1554.81,47.2441 1550.94,47.2441 1547.06,47.2441 1543.19,47.2441 1539.31,47.2441 1535.44,47.2441 1531.56,47.2441 1527.69,47.2441 1523.81,47.2441 1519.94,47.2441 1516.06,47.2441 1512.19,47.2441 1508.31,47.2441 1504.44,47.2441 1500.57,47.2441 1496.69,47.2441 1492.82,47.2441 1488.94,47.2441 1485.07,47.2441 1481.19,47.2441 1477.32,47.2441 1473.44,47.2441 1469.57,47.2441 1465.69,47.2441 1461.82,47.2441 1457.94,47.2441 1454.07,47.2441 1450.2,47.2441 1446.32,47.2441 1442.45,47.2441 1438.57,47.2441 1434.7,47.2441 1430.82,47.2441 1426.95,47.2441 1423.07,47.2441 1419.2,47.2441 1415.32,47.2441 1411.45,47.2441 1407.57,47.2441 1403.7,47.2441 1399.83,47.2441 1395.95,47.2441 1392.08,47.2441 1388.2,47.2441 1384.33,47.2441 1380.45,47.2441 1376.58,47.2441 1372.7,47.2441 1368.83,47.2441 1364.95,47.2441 1361.08,47.2441 1357.2,47.2441 1353.33,47.2441 1349.46,47.2441 1345.58,47.2441 1341.71,47.2441 1337.83,47.2441 1333.96,47.2441 1330.08,47.2441 1326.21,47.2441 1322.33,47.2441 1318.46,47.2441 1314.58,47.2441 1310.71,47.2441 1306.83,47.2441 1302.96,47.2441 1299.09,47.2441 1295.21,47.2441 1291.34,47.2441 1287.46,47.2441 1283.59,47.2441 1279.71,47.2441 1275.84,47.2441 1271.96,47.2441 1268.09,47.2441 1264.21,47.2441 1260.34,47.2441 1256.46,47.2441 1252.59,47.2441 1248.72,47.2441 1244.84,47.2441 1240.97,47.2441 1237.09,47.2441 1233.22,47.2441 1229.34,47.2441 1225.47,47.2441 1221.59,47.2441 1217.72,47.2441 1213.84,47.2441 1209.97,47.2441 1206.09,47.2441 1202.22,47.2441 1198.35,47.2441 1194.47,47.2441 1190.6,47.2441 1186.72,47.2441 1182.85,47.2441 1178.97,47.2441 1175.1,47.2441 1171.22,47.2441 1167.35,47.2441 1163.47,47.2441 1159.6,47.2441 1155.72,47.2441 1151.85,47.2441 1147.98,47.2441 1144.1,47.2441 1140.23,47.2441 1136.35,47.2441 1132.48,47.2441 1128.6,47.2441 1124.73,47.2441 1120.85,47.2441 1116.98,47.2441 1113.1,47.2441 1109.23,47.2441 1105.35,47.2441 1101.48,47.2441 1097.61,47.2441 1093.73,47.2441 1089.86,47.2441 1085.98,47.2441 1082.11,47.2441 1078.23,47.2441 1074.36,47.2441 1070.48,47.2441 1066.61,47.2441 1062.73,47.2441 1058.86,47.2441 1054.98,47.2441 1051.11,47.2441 1047.24,47.2441 1043.36,47.2441 1039.49,47.2441 1035.61,47.2441 1031.74,47.2441 1027.86,47.2441 1023.99,47.2441 1020.11,47.2441 1016.24,47.2441 1012.36,47.2441 1008.49,47.2441 1004.61,47.2441 1000.74,47.2441 996.865,47.2441 992.99,47.2441 989.116,47.2441 985.241,47.2441 981.366,47.2441 977.492,47.2441 973.617,47.2441 969.743,47.2441 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1101.48,1146.18 1101.64,1145.24 1102.14,1142.49 1102.66,1139.74 1103.21,1136.99 1103.79,1134.23 1104.4,1131.48 1105.03,1128.73 1105.35,1127.4 1105.72,1125.98 1106.46,1123.23 1107.24,1120.47 1108.06,1117.72 1108.91,1114.97 1109.23,1113.98 1109.84,1112.22 1110.85,1109.47 1111.89,1106.71 1112.99,1103.96 1113.1,1103.69 1114.22,1101.21 1115.52,1098.46 1116.89,1095.71 1116.98,1095.53 1118.44,1092.96 1120.08,1090.2 1120.85,1088.95 1121.9,1087.45 1123.9,1084.7 1124.73,1083.61 1126.17,1081.95 1128.6,1079.28 1128.69,1079.2 1131.73,1076.44 1132.48,1075.8 1135.4,1073.69 1136.35,1073.04 1140.17,1070.94 1140.23,1070.91 1144.1,1069.34 1147.98,1068.27 1148.49,1068.19 1151.85,1067.66 1155.72,1067.46 1159.6,1067.65 1163.46,1068.19 1163.47,1068.19 1167.35,1069.08 1171.22,1070.28 1172.9,1070.94 1175.1,1071.8 1178.97,1073.61 1179.13,1073.69 1182.85,1075.71 1184.04,1076.44 1186.72,1078.1 1188.32,1079.2 1190.6,1080.76 1192.15,1081.95 1194.47,1083.71 1195.66,1084.7 1198.35,1086.94 1198.91,1087.45 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1690.42,1423.18 1694.3,1423.18 1698.17,1423.18 1702.05,1423.18 1705.92,1423.18 1709.8,1423.18 1713.67,1423.18 1717.54,1423.18 1721.42,1423.18 1725.29,1423.18 1729.17,1423.18 1733.04,1423.18 1736.92,1423.18 1740.79,1423.18 1744.67,1423.18 1748.54,1423.18 1752.42,1423.18 1756.29,1423.18 1760.17,1423.18 1764.04,1423.18 1767.91,1423.18 1771.79,1423.18 1775.66,1423.18 1779.54,1423.18 1783.41,1423.18 1787.29,1423.18 1791.16,1423.18 1795.04,1423.18 1798.91,1423.18 1802.79,1423.18 1806.66,1423.18 1810.54,1423.18 1814.41,1423.18 1818.28,1423.18 1822.16,1423.18 1826.03,1423.18 1829.91,1423.18 1833.78,1423.18 1837.66,1423.18 1841.53,1423.18 1845.41,1423.18 1849.28,1423.18 1853.16,1423.18 1857.03,1423.18 1860.91,1423.18 1864.78,1423.18 1868.65,1423.18 1872.53,1423.18 1876.4,1423.18 1880.28,1423.18 1884.15,1423.18 1888.03,1423.18 1891.9,1423.18 1895.78,1423.18 1899.65,1423.18 1903.53,1423.18 1907.4,1423.18 1911.28,1423.18 1915.15,1423.18 1919.02,1423.18 1922.9,1423.18 1926.77,1423.18 1930.65,1423.18 1934.52,1423.18 1938.4,1423.18 1942.27,1423.18 1946.15,1423.18 1950.02,1423.18 1953.9,1423.18 1957.77,1423.18 1961.65,1423.18 1965.52,1423.18 1969.39,1423.18 1973.27,1423.18 1977.14,1423.18 1981.02,1423.18 1984.89,1423.18 1988.77,1423.18 1992.64,1423.18 1996.52,1423.18 2000.39,1423.18 2004.27,1423.18 2008.14,1423.18 2012.02,1423.18 2015.89,1423.18 2019.76,1423.18 2023.64,1423.18 2027.51,1423.18 2031.39,1423.18 2035.26,1423.18 2039.14,1423.18 2043.01,1423.18 2046.89,1423.18 2050.76,1423.18 2054.64,1423.18 2058.51,1423.18 2062.39,1423.18 2066.26,1423.18 2070.14,1423.18 2074.01,1423.18 2077.88,1423.18 2081.76,1423.18 2085.63,1423.18 2089.51,1423.18 2093.38,1423.18 2097.26,1423.18 2101.13,1423.18 2105.01,1423.18 2108.88,1423.18 2112.76,1423.18 2112.76,1420.43 2112.76,1417.68 2112.76,1414.92 2112.76,1412.17 2112.76,1409.42 2112.76,1406.67 2112.76,1403.92 2112.76,1401.16 2112.76,1398.41 2112.76,1395.66 2112.76,1392.91 2112.76,1390.16 2112.76,1387.41 2112.76,1384.65 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2112.76,1035.17 2112.76,1032.41 2112.76,1029.66 2112.76,1026.91 2112.76,1024.16 2112.76,1021.41 2112.76,1018.65 2112.76,1015.9 2112.76,1013.15 2112.76,1010.4 2112.76,1007.65 2112.76,1004.9 2112.76,1002.14 2112.76,999.392 2112.76,996.64 2112.76,993.888 2112.76,991.136 2112.76,988.384 2112.76,985.632 2112.76,982.88 2112.76,980.129 2112.76,977.377 2112.76,974.625 2112.76,971.873 2112.76,969.121 2112.76,966.369 2112.76,963.617 2112.76,960.865 2112.76,958.114 2112.76,955.362 2112.76,952.61 2112.76,949.858 2112.76,947.106 2112.76,944.354 2112.76,941.602 2112.76,938.85 2112.76,936.099 2112.76,933.347 2112.76,930.595 2112.76,927.843 2112.76,925.091 2112.76,922.339 2112.76,919.587 2112.76,916.835 2112.76,914.084 2112.76,911.332 2112.76,908.58 2112.76,905.828 2112.76,903.076 2112.76,900.324 2112.76,897.572 2112.76,894.821 2112.76,892.069 2112.76,889.317 2112.76,886.565 2112.76,883.813 2112.76,881.061 2112.76,878.309 2112.76,875.557 2112.76,872.806 2112.76,870.054 2112.76,867.302 2112.76,864.55 2112.76,861.798 2112.76,859.046 2112.76,856.294 2112.76,853.542 2112.76,850.791 2112.76,848.039 2112.76,845.287 2112.76,842.535 2112.76,839.783 2112.76,837.031 2112.76,834.279 2112.76,831.527 2112.76,828.776 2112.76,826.024 2112.76,823.272 2112.76,820.52 2112.76,817.768 2112.76,815.016 2112.76,812.264 2112.76,809.512 2112.76,806.761 2112.76,804.009 2112.76,801.257 2112.76,798.505 2112.76,795.753 2112.76,793.001 2112.76,790.249 2112.76,787.498 2112.76,784.746 2112.76,781.994 2112.76,779.242 2112.76,776.49 2112.76,773.738 2112.76,770.986 2112.76,768.234 2112.76,765.483 2112.76,762.731 2112.76,759.979 2112.76,757.227 2112.76,754.475 2112.76,751.723 2112.76,748.971 2112.76,746.219 2112.76,743.468 2112.76,740.716 2112.76,737.964 2112.76,735.212 2112.76,732.46 2112.76,729.708 2112.76,726.956 2112.76,724.204 2112.76,721.453 2112.76,718.701 2112.76,715.949 2112.76,713.197 2112.76,710.445 2112.76,707.693 2112.76,704.941 2112.76,702.19 2112.76,699.438 2112.76,696.686 2112.76,693.934 2112.76,691.182 2112.76,688.43 2112.76,685.678 2112.76,682.926 2112.76,680.175 2112.76,677.423 2112.76,674.671 2112.76,671.919 2112.76,669.167 2112.76,666.415 2112.76,663.663 2112.76,660.911 2112.76,658.16 2112.76,655.408 2112.76,652.656 2112.76,649.904 2112.76,647.152 2112.76,644.4 2112.76,641.648 2112.76,638.896 2112.76,636.145 2112.76,633.393 2112.76,630.641 2112.76,627.889 2112.76,625.137 2112.76,622.385 2112.76,619.633 2112.76,616.881 2112.76,614.13 2112.76,611.378 2112.76,608.626 2112.76,605.874 2112.76,603.122 2112.76,600.37 2112.76,597.618 2112.76,594.867 2112.76,592.115 2112.76,589.363 2112.76,586.611 2112.76,583.859 2112.76,581.107 2112.76,578.355 2112.76,575.603 2112.76,572.852 2112.76,570.1 2112.76,567.348 2112.76,564.596 2112.76,561.844 2112.76,559.092 2112.76,556.34 2112.76,553.588 2112.76,550.837 2112.76,548.085 2112.76,545.333 2112.76,542.581 2112.76,539.829 2112.76,537.077 2112.76,534.325 2112.76,531.573 2112.76,528.822 2112.76,526.07 2112.76,523.318 2112.76,520.566 2112.76,517.814 2112.76,515.062 2112.76,512.31 2112.76,509.559 2112.76,506.807 2112.76,504.055 2112.76,501.303 2112.76,498.551 2112.76,495.799 2112.76,493.047 2112.76,490.295 2112.76,487.544 2112.76,484.792 2112.76,482.04 2112.76,479.288 2112.76,476.536 2112.76,473.784 2112.76,471.032 2112.76,468.28 2112.76,465.529 2112.76,462.777 2112.76,460.025 2112.76,457.273 2112.76,454.521 2112.76,451.769 2112.76,449.017 2112.76,446.265 2112.76,443.514 2112.76,440.762 2112.76,438.01 2112.76,435.258 2112.76,432.506 2112.76,429.754 2112.76,427.002 2112.76,424.25 2112.76,421.499 2112.76,418.747 2112.76,415.995 2112.76,413.243 2112.76,410.491 2112.76,407.739 2112.76,404.987 2112.76,402.236 2112.76,399.484 2112.76,396.732 2112.76,393.98 2112.76,391.228 2112.76,388.476 2112.76,385.724 2112.76,382.972 2112.76,380.221 2112.76,377.469 2112.76,374.717 2112.76,371.965 2112.76,369.213 2112.76,366.461 2112.76,363.709 2112.76,360.957 2112.76,358.206 2112.76,355.454 2112.76,352.702 2112.76,349.95 2112.76,347.198 2112.76,344.446 2112.76,341.694 2112.76,338.942 2112.76,336.191 2112.76,333.439 2112.76,330.687 2112.76,327.935 2112.76,325.183 2112.76,322.431 2112.76,319.679 2112.76,316.928 2112.76,314.176 2112.76,311.424 2112.76,308.672 2112.76,305.92 2112.76,303.168 2112.76,300.416 2112.76,297.664 2112.76,294.913 2112.76,292.161 2112.76,289.409 2112.76,286.657 2112.76,283.905 2112.76,281.153 2112.76,278.401 2112.76,275.649 2112.76,272.898 2112.76,270.146 2112.76,267.394 2112.76,264.642 2112.76,261.89 2112.76,259.138 2112.76,256.386 2112.76,253.634 2112.76,250.883 2112.76,248.131 2112.76,245.379 2112.76,242.627 2112.76,239.875 2112.76,237.123 2112.76,234.371 2112.76,231.619 2112.76,228.868 2112.76,226.116 2112.76,223.364 2112.76,220.612 2112.76,217.86 2112.76,215.108 2112.76,212.356 2112.76,209.605 2112.76,206.853 2112.76,204.101 2112.76,201.349 2112.76,198.597 2112.76,195.845 2112.76,193.093 2112.76,190.341 2112.76,187.59 2112.76,184.838 2112.76,182.086 2112.76,179.334 2112.76,176.582 2112.76,173.83 2112.76,171.078 2112.76,168.326 2112.76,165.575 2112.76,162.823 2112.76,160.071 2112.76,157.319 2112.76,154.567 2112.76,151.815 2112.76,149.063 2112.76,146.311 2112.76,143.56 2112.76,140.808 2112.76,138.056 2112.76,135.304 2112.76,132.552 2112.76,129.8 2112.76,127.048 2112.76,124.296 2112.76,121.545 2112.76,118.793 2112.76,116.041 2112.76,113.289 2112.76,110.537 2112.76,107.785 2112.76,105.033 2112.76,102.282 2112.76,99.5297 2112.76,96.7778 2112.76,94.0259 2112.76,91.274 2112.76,88.5222 2112.76,85.7703 2112.76,83.0184 2112.76,80.2666 2112.76,77.5147 2112.76,74.7628 2112.76,72.0109 2112.76,69.2591 2112.76,66.5072 2112.76,63.7553 2112.76,61.0035 2112.76,58.2516 2112.76,55.4997 2112.76,52.7478 2112.76,49.996 2112.76,47.2441 2108.88,47.2441 2105.01,47.2441 2101.13,47.2441 2097.26,47.2441 2093.38,47.2441 2089.51,47.2441 2085.63,47.2441 2081.76,47.2441 2077.88,47.2441 2074.01,47.2441 2074.44,47.2441 2075.25,49.996 2076.04,52.7478 2076.81,55.4997 2077.57,58.2516 2077.88,59.406 2078.3,61.0035 2079.01,63.7553 2079.7,66.5072 2080.37,69.2591 2081.04,72.0109 2081.68,74.7628 2081.76,75.0998 2082.3,77.5147 2082.89,80.2666 2083.48,83.0184 2084.04,85.7703 2084.6,88.5222 2085.14,91.274 2085.63,93.864 2085.66,94.0259 2086.16,96.7778 2086.64,99.5297 2087.11,102.282 2087.57,105.033 2088.01,107.785 2088.43,110.537 2088.85,113.289 2089.25,116.041 2089.51,117.876 2089.63,118.793 2090,121.545 2090.34,124.296 2090.68,127.048 2091,129.8 2091.31,132.552 2091.61,135.304 2091.89,138.056 2092.16,140.808 2092.42,143.56 2092.66,146.311 2092.89,149.063 2093.11,151.815 2093.31,154.567 2093.38,155.652 2093.49,157.319 2093.66,160.071 2093.82,162.823 2093.96,165.575 2094.09,168.326 2094.21,171.078 2094.31,173.83 2094.4,176.582 2094.48,179.334 2094.54,182.086 2094.59,184.838 2094.62,187.59 2094.64,190.341 2094.65,193.093 2094.64,195.845 2094.61,198.597 2094.57,201.349 2094.52,204.101 2094.45,206.853 2094.36,209.605 2094.26,212.356 2094.15,215.108 2094.01,217.86 2093.86,220.612 2093.7,223.364 2093.51,226.116 2093.38,227.906 2093.31,228.868 2093.08,231.619 2092.83,234.371 2092.57,237.123 2092.28,239.875 2091.97,242.627 2091.65,245.379 2091.3,248.131 2090.93,250.883 2090.54,253.634 2090.12,256.386 2089.68,259.138 2089.51,260.176 2089.2,261.89 2088.69,264.642 2088.15,267.394 2087.58,270.146 2086.99,272.898 2086.36,275.649 2085.7,278.401 2085.63,278.684 2084.98,281.153 2084.21,283.905 2083.41,286.657 2082.57,289.409 2081.76,291.947 2081.69,292.161 2080.7,294.913 2079.67,297.664 2078.59,300.416 2077.88,302.136 2077.42,303.168 2076.14,305.92 2074.8,308.672 2074.01,310.229 2073.34,311.424 2071.73,314.176 2070.14,316.761 2070.02,316.928 2068.05,319.679 2066.26,322.057 2065.94,322.431 2063.48,325.183 2062.39,326.349 2060.65,327.935 2058.51,329.803 2057.29,330.687 2054.64,332.536 2053.01,333.439 2050.76,334.64 2046.89,336.191 2046.89,336.193 2043.01,337.239 2039.14,337.837 2035.26,338.02 2031.39,337.82 2027.51,337.261 2023.64,336.368 2023.08,336.191 2019.76,335.147 2015.89,333.625 2015.5,333.439 2012.02,331.799 2009.98,330.687 2008.14,329.687 2005.31,327.935 2004.27,327.291 2001.22,325.183 2000.39,324.613 1997.54,322.431 1996.52,321.653 1994.16,319.679 1992.64,318.41 1991.01,316.928 1988.77,314.881 1988.05,314.176 1985.26,311.424 1984.89,311.061 1982.65,308.672 1981.02,306.935 1980.13,305.92 1977.73,303.168 1977.14,302.498 1975.45,300.416 1973.27,297.734 1973.22,297.664 1971.13,294.913 1969.39,292.619 1969.07,292.161 1967.12,289.409 1965.52,287.135 1965.2,286.657 1963.38,283.905 1961.65,281.256 1961.58,281.153 1959.88,278.401 1958.2,275.649 1957.77,274.941 1956.59,272.898 1955.02,270.146 1953.9,268.155 1953.48,267.394 1952.02,264.642 1950.57,261.89 1950.02,260.844 1949.17,259.138 1947.81,256.386 1946.48,253.634 1946.15,252.947 1945.2,250.883 1943.95,248.131 1942.71,245.379 1942.27,244.378 1941.53,242.627 1940.38,239.875 1939.24,237.123 1938.4,235.037 1938.14,234.371 1937.08,231.619 1936.04,228.868 1935.01,226.116 1934.52,224.782 1934.02,223.364 1933.07,220.612 1932.13,217.86 1931.2,215.108 1930.65,213.426 1930.31,212.356 1929.45,209.605 1928.6,206.853 1927.77,204.101 1926.96,201.349 1926.77,200.7 1926.18,198.597 1925.43,195.845 1924.69,193.093 1923.96,190.341 1923.25,187.59 1922.9,186.182 1922.57,184.838 1921.91,182.086 1921.27,179.334 1920.64,176.582 1920.03,173.83 1919.43,171.078 1919.02,169.183 1918.85,168.326 1918.3,165.575 1917.76,162.823 1917.23,160.071 1916.72,157.319 1916.22,154.567 1915.74,151.815 1915.27,149.063 1915.15,148.328 1914.83,146.311 1914.4,143.56 1913.98,140.808 1913.58,138.056 1913.2,135.304 1912.82,132.552 1912.46,129.8 1912.11,127.048 1911.78,124.296 1911.46,121.545 1911.28,119.917 1911.15,118.793 1910.87,116.041 1910.6,113.289 1910.34,110.537 1910.09,107.785 1909.86,105.033 1909.64,102.282 1909.44,99.5297 1909.24,96.7778 1909.06,94.0259 1908.9,91.274 1908.75,88.5222 1908.61,85.7703 1908.48,83.0184 1908.37,80.2666 1908.27,77.5147 1908.19,74.7628 1908.12,72.0109 1908.06,69.2591 1908.02,66.5072 1907.99,63.7553 1907.98,61.0035 1907.99,58.2516 1908,55.4997 1908.04,52.7478 1908.08,49.996 1908.15,47.2441 1907.4,47.2441 1903.53,47.2441 1899.65,47.2441 1895.78,47.2441 1891.9,47.2441 1888.03,47.2441 1884.15,47.2441 1880.28,47.2441 1876.4,47.2441 1872.53,47.2441 1868.65,47.2441 1864.78,47.2441 1860.91,47.2441 1857.03,47.2441 1853.16,47.2441 1849.28,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 1609.06,47.2441 1605.18,47.2441 1601.31,47.2441 1597.43,47.2441 1593.56,47.2441 1589.68,47.2441 1585.81,47.2441 1581.93,47.2441 1578.06,47.2441 1574.18,47.2441 1570.31,47.2441 1566.43,47.2441 1562.56,47.2441 1558.69,47.2441 1554.81,47.2441 1550.94,47.2441 1547.06,47.2441 1543.19,47.2441 1539.31,47.2441 1535.44,47.2441 1531.56,47.2441 1527.69,47.2441 1523.81,47.2441 1519.94,47.2441 1516.06,47.2441 1512.19,47.2441 1508.31,47.2441 1504.44,47.2441 1500.57,47.2441 1496.69,47.2441 1492.82,47.2441 1488.94,47.2441 1485.07,47.2441 1481.19,47.2441 1477.32,47.2441 1473.44,47.2441 1469.57,47.2441 1465.69,47.2441 1461.82,47.2441 1457.94,47.2441 1454.07,47.2441 1450.2,47.2441 1446.32,47.2441 1442.45,47.2441 1438.57,47.2441 1434.7,47.2441 1430.82,47.2441 1426.95,47.2441 1423.07,47.2441 1419.2,47.2441 1415.32,47.2441 1411.45,47.2441 1407.57,47.2441 1403.7,47.2441 1399.83,47.2441 1395.95,47.2441 1392.08,47.2441 1388.2,47.2441 1384.33,47.2441 1380.45,47.2441 1376.58,47.2441 1372.7,47.2441 1368.83,47.2441 1364.95,47.2441 1361.08,47.2441 1357.2,47.2441 1353.33,47.2441 1349.46,47.2441 1345.58,47.2441 1341.71,47.2441 1337.83,47.2441 1333.96,47.2441 1330.08,47.2441 1326.21,47.2441 1322.33,47.2441 1318.46,47.2441 1314.58,47.2441 1310.71,47.2441 1306.83,47.2441 1302.96,47.2441 1299.09,47.2441 1295.21,47.2441 1291.34,47.2441 1287.46,47.2441 1283.59,47.2441 1279.71,47.2441 1275.84,47.2441 1271.96,47.2441 1268.09,47.2441 1264.21,47.2441 1260.34,47.2441 1256.46,47.2441 1252.59,47.2441 1248.72,47.2441 1244.84,47.2441 1240.97,47.2441 1237.09,47.2441 1233.22,47.2441 1229.34,47.2441 1225.47,47.2441 1221.59,47.2441 1217.72,47.2441 1213.84,47.2441 1209.97,47.2441 1206.09,47.2441 1202.22,47.2441 1198.35,47.2441 1194.47,47.2441 1190.6,47.2441 1186.72,47.2441 1182.85,47.2441 1178.97,47.2441 1175.1,47.2441 1171.22,47.2441 1167.35,47.2441 1163.47,47.2441 1159.6,47.2441 1155.72,47.2441 1151.85,47.2441 1147.98,47.2441 1144.1,47.2441 1140.23,47.2441 1136.35,47.2441 1132.48,47.2441 1128.6,47.2441 1124.73,47.2441 1120.85,47.2441 1116.98,47.2441 1113.1,47.2441 1109.23,47.2441 1105.35,47.2441 1101.48,47.2441 1097.61,47.2441 1093.73,47.2441 1089.86,47.2441 1085.98,47.2441 1082.11,47.2441 1078.23,47.2441 1074.36,47.2441 1070.48,47.2441 1066.61,47.2441 1062.73,47.2441 1058.86,47.2441 1054.98,47.2441 1051.11,47.2441 1047.24,47.2441 1043.36,47.2441 1039.49,47.2441 1035.61,47.2441 1031.74,47.2441 1027.86,47.2441 1023.99,47.2441 1020.11,47.2441 1016.24,47.2441 1012.36,47.2441 1008.49,47.2441 1004.61,47.2441 1000.74,47.2441 996.865,47.2441 992.99,47.2441 989.116,47.2441 985.241,47.2441 981.366,47.2441 977.492,47.2441 973.617,47.2441 969.743,47.2441 965.868,47.2441 961.993,47.2441 958.119,47.2441 954.244,47.2441 950.369,47.2441 946.495,47.2441 942.62,47.2441 938.746,47.2441 934.871,47.2441 930.996,47.2441 927.122,47.2441 923.247,47.2441 919.373,47.2441 915.498,47.2441 911.623,47.2441 907.749,47.2441 903.874,47.2441 899.999,47.2441 896.125,47.2441 892.25,47.2441 888.376,47.2441 884.501,47.2441 880.626,47.2441 876.752,47.2441 872.877,47.2441 869.002,47.2441 865.128,47.2441 861.253,47.2441 857.379,47.2441 853.504,47.2441 857.194,47.2441 857.379,47.8572 858.002,49.996 858.789,52.7478 859.561,55.4997 860.317,58.2516 861.057,61.0035 861.253,61.7461 861.766,63.7553 862.453,66.5072 863.125,69.2591 863.783,72.0109 864.425,74.7628 865.053,77.5147 865.128,77.8482 865.65,80.2666 866.23,83.0184 866.795,85.7703 867.347,88.5222 867.884,91.274 868.408,94.0259 868.917,96.7778 869.002,97.2514 869.4,99.5297 869.866,102.282 870.319,105.033 870.758,107.785 871.184,110.537 871.596,113.289 871.995,116.041 872.38,118.793 872.752,121.545 872.877,122.507 873.103,124.296 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1798.91,1423.18 1802.79,1423.18 1806.66,1423.18 1810.54,1423.18 1814.41,1423.18 1818.28,1423.18 1822.16,1423.18 1826.03,1423.18 1829.91,1423.18 1833.78,1423.18 1837.66,1423.18 1841.53,1423.18 1845.41,1423.18 1849.28,1423.18 1853.16,1423.18 1857.03,1423.18 1860.91,1423.18 1864.78,1423.18 1868.65,1423.18 1872.53,1423.18 1876.4,1423.18 1880.28,1423.18 1884.15,1423.18 1888.03,1423.18 1891.9,1423.18 1895.78,1423.18 1899.65,1423.18 1903.53,1423.18 1907.4,1423.18 1911.28,1423.18 1915.15,1423.18 1919.02,1423.18 1922.9,1423.18 1926.77,1423.18 1930.65,1423.18 1934.52,1423.18 1938.4,1423.18 1942.27,1423.18 1946.15,1423.18 1950.02,1423.18 1953.9,1423.18 1957.77,1423.18 1961.65,1423.18 1965.52,1423.18 1969.39,1423.18 1973.27,1423.18 1977.14,1423.18 1981.02,1423.18 1984.89,1423.18 1988.77,1423.18 1992.64,1423.18 1996.52,1423.18 2000.39,1423.18 2004.27,1423.18 2008.14,1423.18 2012.02,1423.18 2015.89,1423.18 2019.76,1423.18 2023.64,1423.18 2027.51,1423.18 2031.39,1423.18 2035.26,1423.18 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2112.76,1304.85 2112.76,1302.1 2112.76,1299.35 2112.76,1296.59 2112.76,1293.84 2112.76,1291.09 2112.76,1288.34 2112.76,1285.59 2112.76,1282.83 2112.76,1280.08 2112.76,1277.33 2112.76,1274.58 2112.76,1271.83 2112.76,1269.08 2112.76,1266.32 2112.76,1263.57 2112.76,1260.82 2112.76,1258.07 2112.76,1255.32 2112.76,1252.56 2112.76,1249.81 2112.76,1247.06 2112.76,1244.31 2112.76,1241.56 2112.76,1238.8 2112.76,1236.05 2112.76,1233.3 2112.76,1230.55 2112.76,1227.8 2112.76,1225.05 2112.76,1222.29 2112.76,1219.54 2112.76,1216.79 2112.76,1214.04 2112.76,1211.29 2112.76,1208.53 2112.76,1205.78 2112.76,1203.03 2112.76,1200.28 2112.76,1197.53 2112.76,1194.77 2112.76,1192.02 2112.76,1189.27 2112.76,1186.52 2112.76,1183.77 2112.76,1181.02 2112.76,1178.26 2112.76,1175.51 2112.76,1172.76 2112.76,1170.01 2112.76,1167.26 2112.76,1164.5 2112.76,1161.75 2112.76,1159 2112.76,1156.25 2112.76,1153.5 2112.76,1150.74 2112.76,1147.99 2112.76,1145.24 2112.76,1142.49 2112.76,1139.74 2112.76,1136.99 2112.76,1134.23 2112.76,1131.48 2112.76,1128.73 2112.76,1125.98 2112.76,1123.23 2112.76,1120.47 2112.76,1117.72 2112.76,1114.97 2112.76,1112.22 2112.76,1109.47 2112.76,1106.71 2112.76,1103.96 2112.76,1101.21 2112.76,1098.46 2112.76,1095.71 2112.76,1092.96 2112.76,1090.2 2112.76,1087.45 2112.76,1084.7 2112.76,1081.95 2112.76,1079.2 2112.76,1076.44 2112.76,1073.69 2112.76,1070.94 2112.76,1068.19 2112.76,1065.44 2112.76,1062.68 2112.76,1059.93 2112.76,1057.18 2112.76,1054.43 2112.76,1051.68 2112.76,1048.93 2112.76,1046.17 2112.76,1043.42 2112.76,1040.67 2112.76,1037.92 2112.76,1035.17 2112.76,1032.41 2112.76,1029.66 2112.76,1026.91 2112.76,1024.16 2112.76,1021.41 2112.76,1018.65 2112.76,1015.9 2112.76,1013.15 2112.76,1010.4 2112.76,1007.65 2112.76,1004.9 2112.76,1002.14 2112.76,999.392 2112.76,996.64 2112.76,993.888 2112.76,991.136 2112.76,988.384 2112.76,985.632 2112.76,982.88 2112.76,980.129 2112.76,977.377 2112.76,974.625 2112.76,971.873 2112.76,969.121 2112.76,966.369 2112.76,963.617 2112.76,960.865 2112.76,958.114 2112.76,955.362 2112.76,952.61 2112.76,949.858 2112.76,947.106 2112.76,944.354 2112.76,941.602 2112.76,938.85 2112.76,936.099 2112.76,933.347 2112.76,930.595 2112.76,927.843 2112.76,925.091 2112.76,922.339 2112.76,919.587 2112.76,916.835 2112.76,914.084 2112.76,911.332 2112.76,908.58 2112.76,905.828 2112.76,903.076 2112.76,900.324 2112.76,897.572 2112.76,894.821 2112.76,892.069 2112.76,889.317 2112.76,886.565 2112.76,883.813 2112.76,881.061 2112.76,878.309 2112.76,875.557 2112.76,872.806 2112.76,870.054 2112.76,867.302 2112.76,864.55 2112.76,861.798 2112.76,859.046 2112.76,856.294 2112.76,853.542 2112.76,850.791 2112.76,848.039 2112.76,845.287 2112.76,842.535 2112.76,839.783 2112.76,837.031 2112.76,834.279 2112.76,831.527 2112.76,828.776 2112.76,826.024 2112.76,823.272 2112.76,820.52 2112.76,817.768 2112.76,815.016 2112.76,812.264 2112.76,809.512 2112.76,806.761 2112.76,804.009 2112.76,801.257 2112.76,798.505 2112.76,795.753 2112.76,793.001 2112.76,790.249 2112.76,787.498 2112.76,784.746 2112.76,781.994 2112.76,779.242 2112.76,776.49 2112.76,773.738 2112.76,770.986 2112.76,768.234 2112.76,765.483 2112.76,762.731 2112.76,759.979 2112.76,757.227 2112.76,754.475 2112.76,751.723 2112.76,748.971 2112.76,746.219 2112.76,743.468 2112.76,740.716 2112.76,737.964 2112.76,735.212 2112.76,732.46 2112.76,729.708 2112.76,726.956 2112.76,724.204 2112.76,721.453 2112.76,718.701 2112.76,715.949 2112.76,713.197 2112.76,710.445 2112.76,707.693 2112.76,704.941 2112.76,702.19 2112.76,699.438 2112.76,696.686 2112.76,693.934 2112.76,691.182 2112.76,688.43 2112.76,685.678 2112.76,682.926 2112.76,680.175 2112.76,677.423 2112.76,674.671 2112.76,671.919 2112.76,669.167 2112.76,666.415 2112.76,663.663 2112.76,660.911 2112.76,658.16 2112.76,655.408 2112.76,652.656 2112.76,649.904 2112.76,647.152 2112.76,644.4 2112.76,641.648 2112.76,638.896 2112.76,636.145 2112.76,633.393 2112.76,630.641 2112.76,627.889 2112.76,625.137 2112.76,622.385 2112.76,619.633 2112.76,616.881 2112.76,614.13 2112.76,611.378 2112.76,608.626 2112.76,605.874 2112.76,603.122 2112.76,600.37 2112.76,597.618 2112.76,594.867 2112.76,592.115 2112.76,589.363 2112.76,586.611 2112.76,583.859 2112.76,581.107 2112.76,578.355 2112.76,575.603 2112.76,572.852 2112.76,570.1 2112.76,567.348 2112.76,564.596 2112.76,561.844 2112.76,559.092 2112.76,556.34 2112.76,553.588 2112.76,550.837 2112.76,548.085 2112.76,545.333 2112.76,542.581 2112.76,539.829 2112.76,537.077 2112.76,534.325 2112.76,531.573 2112.76,528.822 2112.76,526.07 2112.76,523.318 2112.76,520.566 2112.76,517.814 2112.76,515.062 2112.76,512.31 2112.76,509.559 2112.76,506.807 2112.76,504.055 2112.76,501.303 2112.76,498.551 2112.76,495.799 2112.76,493.047 2112.76,490.295 2112.76,487.544 2112.76,484.792 2112.76,482.04 2112.76,479.288 2112.76,476.536 2112.76,473.784 2112.76,471.032 2112.76,468.28 2112.76,465.529 2112.76,462.777 2112.76,460.025 2112.76,457.273 2112.76,454.521 2112.76,451.769 2112.76,449.017 2112.76,446.265 2112.76,443.514 2112.76,440.762 2112.76,438.01 2112.76,435.258 2112.76,432.506 2112.76,429.754 2112.76,427.002 2112.76,424.25 2112.76,421.499 2112.76,418.747 2112.76,415.995 2112.76,413.243 2112.76,410.491 2112.76,407.739 2112.76,404.987 2112.76,402.236 2112.76,399.484 2112.76,396.732 2112.76,393.98 2112.76,391.228 2112.76,388.476 2112.76,385.724 2112.76,382.972 2112.76,380.221 2112.76,377.469 2112.76,374.717 2112.76,371.965 2112.76,369.213 2112.76,366.461 2112.76,363.709 2112.76,360.957 2112.76,358.206 2112.76,355.454 2112.76,352.702 2112.76,349.95 2112.76,347.198 2112.76,344.446 2112.76,341.694 2112.76,338.942 2112.76,336.191 2112.76,333.439 2112.76,330.687 2112.76,327.935 2112.76,325.183 2112.76,322.431 2112.76,319.679 2112.76,316.928 2112.76,314.176 2112.76,311.424 2112.76,308.672 2112.76,305.92 2112.76,303.168 2112.76,300.416 2112.76,297.664 2112.76,294.913 2112.76,292.161 2112.76,289.409 2112.76,286.657 2112.76,283.905 2112.76,282.53 2112.58,283.905 2112.21,286.657 2111.82,289.409 2111.42,292.161 2110.99,294.913 2110.55,297.664 2110.09,300.416 2109.61,303.168 2109.11,305.92 2108.88,307.122 2108.57,308.672 2108,311.424 2107.41,314.176 2106.8,316.928 2106.15,319.679 2105.49,322.431 2105.01,324.336 2104.78,325.183 2104.02,327.935 2103.23,330.687 2102.41,333.439 2101.55,336.191 2101.13,337.491 2100.63,338.942 2099.65,341.694 2098.63,344.446 2097.56,347.198 2097.26,347.965 2096.4,349.95 2095.17,352.702 2093.88,355.454 2093.38,356.488 2092.48,358.206 2090.97,360.957 2089.51,363.512 2089.38,363.709 2087.59,366.461 2085.72,369.213 2085.63,369.333 2083.57,371.965 2081.76,374.161 2081.24,374.717 2078.58,377.469 2077.88,378.159 2075.49,380.221 2074.01,381.443 2071.82,382.972 2070.14,384.108 2067.21,385.724 2066.26,386.23 2062.39,387.866 2060.45,388.476 2058.51,389.067 2054.64,389.874 2050.76,390.323 2046.89,390.442 2043.01,390.256 2039.14,389.785 2035.26,389.048 2033.03,388.476 2031.39,388.059 2027.51,386.829 2024.58,385.724 2023.64,385.372 2019.76,383.694 2018.29,382.972 2015.89,381.803 2012.97,380.221 2012.02,379.706 2008.25,377.469 2008.14,377.406 2004.27,374.905 2004,374.717 2000.39,372.204 2000.07,371.965 1996.52,369.306 1996.4,369.213 1992.96,366.461 1992.64,366.208 1989.71,363.709 1988.77,362.907 1986.61,360.957 1984.89,359.402 1983.64,358.206 1981.02,355.69 1980.78,355.454 1978.07,352.702 1977.14,351.758 1975.45,349.95 1973.27,347.605 1972.91,347.198 1970.47,344.446 1969.39,343.216 1968.11,341.694 1965.82,338.942 1965.52,338.585 1963.61,336.191 1961.65,333.694 1961.45,333.439 1959.38,330.687 1957.77,328.526 1957.35,327.935 1955.39,325.183 1953.9,323.066 1953.46,322.431 1951.61,319.679 1950.02,317.289 1949.79,316.928 1948.04,314.176 1946.31,311.424 1946.15,311.17 1944.64,308.672 1943.01,305.92 1942.27,304.672 1941.41,303.168 1939.87,300.416 1938.4,297.768 1938.34,297.664 1936.88,294.913 1935.43,292.161 1934.52,290.401 1934.02,289.409 1932.66,286.657 1931.31,283.905 1930.65,282.525 1930.01,281.153 1928.73,278.401 1927.48,275.649 1926.77,274.07 1926.26,272.898 1925.08,270.146 1923.91,267.394 1922.9,264.956 1922.77,264.642 1921.67,261.89 1920.59,259.138 1919.53,256.386 1919.02,255.071 1918.49,253.634 1917.49,250.883 1916.5,248.131 1915.53,245.379 1915.15,244.286 1914.59,242.627 1913.67,239.875 1912.77,237.123 1911.89,234.371 1911.28,232.42 1911.03,231.619 1910.2,228.868 1909.38,226.116 1908.58,223.364 1907.79,220.612 1907.4,219.221 1907.03,217.86 1906.29,215.108 1905.56,212.356 1904.85,209.605 1904.15,206.853 1903.53,204.335 1903.47,204.101 1902.81,201.349 1902.17,198.597 1901.54,195.845 1900.93,193.093 1900.32,190.341 1899.73,187.59 1899.65,187.193 1899.17,184.838 1898.62,182.086 1898.08,179.334 1897.55,176.582 1897.03,173.83 1896.53,171.078 1896.04,168.326 1895.78,166.829 1895.56,165.575 1895.1,162.823 1894.66,160.071 1894.22,157.319 1893.8,154.567 1893.38,151.815 1892.98,149.063 1892.59,146.311 1892.21,143.56 1891.9,141.252 1891.84,140.808 1891.49,138.056 1891.15,135.304 1890.82,132.552 1890.5,129.8 1890.19,127.048 1889.89,124.296 1889.61,121.545 1889.33,118.793 1889.06,116.041 1888.8,113.289 1888.55,110.537 1888.31,107.785 1888.09,105.033 1888.03,104.307 1887.87,102.282 1887.67,99.5297 1887.47,96.7778 1887.29,94.0259 1887.11,91.274 1886.95,88.5222 1886.79,85.7703 1886.65,83.0184 1886.51,80.2666 1886.39,77.5147 1886.27,74.7628 1886.17,72.0109 1886.07,69.2591 1885.98,66.5072 1885.91,63.7553 1885.84,61.0035 1885.78,58.2516 1885.74,55.4997 1885.7,52.7478 1885.67,49.996 1885.66,47.2441 1884.15,47.2441 1880.28,47.2441 1876.4,47.2441 1872.53,47.2441 1868.65,47.2441 1864.78,47.2441 1860.91,47.2441 1857.03,47.2441 1853.16,47.2441 1849.28,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 1609.06,47.2441 1605.18,47.2441 1601.31,47.2441 1597.43,47.2441 1593.56,47.2441 1589.68,47.2441 1585.81,47.2441 1581.93,47.2441 1578.06,47.2441 1574.18,47.2441 1570.31,47.2441 1566.43,47.2441 1562.56,47.2441 1558.69,47.2441 1554.81,47.2441 1550.94,47.2441 1547.06,47.2441 1543.19,47.2441 1539.31,47.2441 1535.44,47.2441 1531.56,47.2441 1527.69,47.2441 1523.81,47.2441 1519.94,47.2441 1516.06,47.2441 1512.19,47.2441 1508.31,47.2441 1504.44,47.2441 1500.57,47.2441 1496.69,47.2441 1492.82,47.2441 1488.94,47.2441 1485.07,47.2441 1481.19,47.2441 1477.32,47.2441 1473.44,47.2441 1469.57,47.2441 1465.69,47.2441 1461.82,47.2441 1457.94,47.2441 1454.07,47.2441 1450.2,47.2441 1446.32,47.2441 1442.45,47.2441 1438.57,47.2441 1434.7,47.2441 1430.82,47.2441 1426.95,47.2441 1423.07,47.2441 1419.2,47.2441 1415.32,47.2441 1411.45,47.2441 1407.57,47.2441 1403.7,47.2441 1399.83,47.2441 1395.95,47.2441 1392.08,47.2441 1388.2,47.2441 1384.33,47.2441 1380.45,47.2441 1376.58,47.2441 1372.7,47.2441 1368.83,47.2441 1364.95,47.2441 1361.08,47.2441 1357.2,47.2441 1353.33,47.2441 1349.46,47.2441 1345.58,47.2441 1341.71,47.2441 1337.83,47.2441 1333.96,47.2441 1330.08,47.2441 1326.21,47.2441 1322.33,47.2441 1318.46,47.2441 1314.58,47.2441 1310.71,47.2441 1306.83,47.2441 1302.96,47.2441 1299.09,47.2441 1295.21,47.2441 1291.34,47.2441 1287.46,47.2441 1283.59,47.2441 1279.71,47.2441 1275.84,47.2441 1271.96,47.2441 1268.09,47.2441 1264.21,47.2441 1260.34,47.2441 1256.46,47.2441 1252.59,47.2441 1248.72,47.2441 1244.84,47.2441 1240.97,47.2441 1237.09,47.2441 1233.22,47.2441 1229.34,47.2441 1225.47,47.2441 1221.59,47.2441 1217.72,47.2441 1213.84,47.2441 1209.97,47.2441 1206.09,47.2441 1202.22,47.2441 1198.35,47.2441 1194.47,47.2441 1190.6,47.2441 1186.72,47.2441 1182.85,47.2441 1178.97,47.2441 1175.1,47.2441 1171.22,47.2441 1167.35,47.2441 1163.47,47.2441 1159.6,47.2441 1155.72,47.2441 1151.85,47.2441 1147.98,47.2441 1144.1,47.2441 1140.23,47.2441 1136.35,47.2441 1132.48,47.2441 1128.6,47.2441 1124.73,47.2441 1120.85,47.2441 1116.98,47.2441 1113.1,47.2441 1109.23,47.2441 1105.35,47.2441 1101.48,47.2441 1097.61,47.2441 1093.73,47.2441 1089.86,47.2441 1085.98,47.2441 1082.11,47.2441 1078.23,47.2441 1074.36,47.2441 1070.48,47.2441 1066.61,47.2441 1062.73,47.2441 1058.86,47.2441 1054.98,47.2441 1051.11,47.2441 1047.24,47.2441 1043.36,47.2441 1039.49,47.2441 1035.61,47.2441 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1057.94,1266.32 1057.72,1263.57 1057.51,1260.82 1057.3,1258.07 1057.1,1255.32 1056.91,1252.56 1056.73,1249.81 1056.56,1247.06 1056.39,1244.31 1056.23,1241.56 1056.08,1238.8 1055.93,1236.05 1055.79,1233.3 1055.66,1230.55 1055.54,1227.8 1055.43,1225.05 1055.32,1222.29 1055.22,1219.54 1055.12,1216.79 1055.03,1214.04 1054.98,1212.29 1054.96,1211.29 1054.88,1208.53 1054.82,1205.78 1054.76,1203.03 1054.72,1200.28 1054.67,1197.53 1054.64,1194.77 1054.61,1192.02 1054.59,1189.27 1054.58,1186.52 1054.57,1183.77 1054.57,1181.02 1054.58,1178.26 1054.6,1175.51 1054.62,1172.76 1054.66,1170.01 1054.7,1167.26 1054.74,1164.5 1054.8,1161.75 1054.86,1159 1054.93,1156.25 1054.98,1154.37 1055.01,1153.5 1055.1,1150.74 1055.2,1147.99 1055.3,1145.24 1055.42,1142.49 1055.54,1139.74 1055.67,1136.99 1055.81,1134.23 1055.96,1131.48 1056.12,1128.73 1056.29,1125.98 1056.47,1123.23 1056.66,1120.47 1056.85,1117.72 1057.06,1114.97 1057.28,1112.22 1057.51,1109.47 1057.75,1106.71 1058,1103.96 1058.26,1101.21 1058.53,1098.46 1058.82,1095.71 1058.86,1095.32 1059.12,1092.96 1059.44,1090.2 1059.77,1087.45 1060.11,1084.7 1060.47,1081.95 1060.84,1079.2 1061.23,1076.44 1061.63,1073.69 1062.05,1070.94 1062.48,1068.19 1062.73,1066.62 1062.93,1065.44 1063.42,1062.68 1063.92,1059.93 1064.43,1057.18 1064.97,1054.43 1065.53,1051.68 1066.1,1048.93 1066.61,1046.6 1066.71,1046.17 1067.35,1043.42 1068.02,1040.67 1068.72,1037.92 1069.44,1035.17 1070.18,1032.41 1070.48,1031.35 1070.98,1029.66 1071.83,1026.91 1072.7,1024.16 1073.61,1021.41 1074.36,1019.24 1074.57,1018.65 1075.61,1015.9 1076.68,1013.15 1077.81,1010.4 1078.23,1009.39 1079.02,1007.65 1080.32,1004.9 1081.67,1002.14 1082.11,1001.27 1083.14,999.392 1084.72,996.64 1085.98,994.523 1086.4,993.888 1088.26,991.136 1089.86,988.892 1090.26,988.384 1092.5,985.632 1093.73,984.192 1094.99,982.88 1097.61,980.276 1097.77,980.129 1101.06,977.377 1101.48,977.039 1105,974.625 1105.35,974.389 1109.23,972.255 1110.09,971.873 1113.1,970.579 1116.98,969.307 1117.76,969.121 1120.85,968.406 1124.73,967.835 1128.6,967.568 1132.48,967.577 1136.35,967.843 1140.23,968.345 1144.1,969.068 1144.32,969.121 1147.98,970.001 1151.85,971.127 1154.05,971.873 1155.72,972.438 1159.6,973.926 1161.23,974.625 1163.47,975.582 1167.3,977.377 1167.35,977.398 1171.22,979.374 1172.59,980.129 1175.1,981.501 1177.44,982.88 1178.97,983.776 1181.94,985.632 1182.85,986.197 1186.15,988.384 1186.72,988.762 1190.12,991.136 1190.6,991.471 1193.88,993.888 1194.47,994.323 1197.47,996.64 1198.35,997.32 1200.9,999.392 1202.22,1000.46 1204.21,1002.14 1206.09,1003.75 1207.39,1004.9 1209.97,1007.19 1210.47,1007.65 1213.44,1010.4 1213.84,1010.78 1216.3,1013.15 1217.72,1014.53 1219.09,1015.9 1221.59,1018.44 1221.8,1018.65 1224.41,1021.41 1225.47,1022.53 1226.96,1024.16 1229.34,1026.79 1229.45,1026.91 1231.85,1029.66 1233.22,1031.25 1234.2,1032.41 1236.49,1035.17 1237.09,1035.9 1238.71,1037.92 1240.89,1040.67 1240.97,1040.77 1243,1043.42 1244.84,1045.86 1245.07,1046.17 1247.08,1048.93 1248.72,1051.2 1249.05,1051.68 1250.96,1054.43 1252.59,1056.8 1252.84,1057.18 1254.67,1059.93 1256.46,1062.68 1256.46,1062.69 1258.2,1065.44 1259.9,1068.19 1260.34,1068.9 1261.57,1070.94 1263.19,1073.69 1264.21,1075.45 1264.78,1076.44 1266.33,1079.2 1267.85,1081.95 1268.09,1082.38 1269.33,1084.7 1270.78,1087.45 1271.96,1089.74 1272.2,1090.2 1273.58,1092.96 1274.93,1095.71 1275.84,1097.57 1276.26,1098.46 1277.55,1101.21 1278.81,1103.96 1279.71,1105.95 1280.05,1106.71 1281.25,1109.47 1282.44,1112.22 1283.59,1114.95 1283.59,1114.97 1284.72,1117.72 1285.82,1120.47 1286.9,1123.23 1287.46,1124.67 1287.96,1125.98 1288.99,1128.73 1289.99,1131.48 1290.98,1134.23 1291.34,1135.23 1291.95,1136.99 1292.89,1139.74 1293.81,1142.49 1294.71,1145.24 1295.21,1146.79 1295.59,1147.99 1296.45,1150.74 1297.29,1153.5 1298.12,1156.25 1298.93,1159 1299.09,1159.56 1299.71,1161.75 1300.48,1164.5 1301.23,1167.26 1301.97,1170.01 1302.69,1172.76 1302.96,1173.82 1303.39,1175.51 1304.07,1178.26 1304.74,1181.02 1305.4,1183.77 1306.04,1186.52 1306.67,1189.27 1306.83,1190 1307.28,1192.02 1307.88,1194.77 1308.46,1197.53 1309.03,1200.28 1309.59,1203.03 1310.14,1205.78 1310.67,1208.53 1310.71,1208.74 1311.19,1211.29 1311.69,1214.04 1312.19,1216.79 1312.67,1219.54 1313.14,1222.29 1313.6,1225.05 1314.05,1227.8 1314.49,1230.55 1314.58,1231.15 1314.92,1233.3 1315.33,1236.05 1315.73,1238.8 1316.13,1241.56 1316.51,1244.31 1316.89,1247.06 1317.25,1249.81 1317.61,1252.56 1317.96,1255.32 1318.3,1258.07 1318.46,1259.43 1318.62,1260.82 1318.94,1263.57 1319.25,1266.32 1319.54,1269.08 1319.83,1271.83 1320.12,1274.58 1320.39,1277.33 1320.65,1280.08 1320.91,1282.83 1321.16,1285.59 1321.4,1288.34 1321.63,1291.09 1321.86,1293.84 1322.08,1296.59 1322.28,1299.35 1322.33,1300 1322.48,1302.1 1322.68,1304.85 1322.86,1307.6 1323.04,1310.35 1323.2,1313.1 1323.36,1315.86 1323.52,1318.61 1323.66,1321.36 1323.8,1324.11 1323.93,1326.86 1324.06,1329.62 1324.18,1332.37 1324.29,1335.12 1324.39,1337.87 1324.48,1340.62 1324.57,1343.38 1324.65,1346.13 1324.73,1348.88 1324.79,1351.63 1324.85,1354.38 1324.9,1357.13 1324.95,1359.89 1324.99,1362.64 1325.01,1365.39 1325.04,1368.14 1325.05,1370.89 1325.06,1373.65 1325.06,1376.4 1325.05,1379.15 1325.04,1381.9 1325.02,1384.65 1324.99,1387.41 1324.95,1390.16 1324.9,1392.91 1324.85,1395.66 1324.79,1398.41 1324.72,1401.16 1324.64,1403.92 1324.56,1406.67 1324.46,1409.42 1324.36,1412.17 1324.25,1414.92 1324.13,1417.68 1324,1420.43 1323.86,1423.18 1322.33,1423.18 1326.21,1423.18 1330.08,1423.18 1333.96,1423.18 1337.83,1423.18 1341.71,1423.18 1345.58,1423.18 1349.46,1423.18 1353.33,1423.18 1357.2,1423.18 1361.08,1423.18 1364.95,1423.18 1368.83,1423.18 1372.7,1423.18 1376.58,1423.18 1380.45,1423.18 1384.33,1423.18 1388.2,1423.18 1392.08,1423.18 1395.95,1423.18 1399.83,1423.18 1403.7,1423.18 1407.57,1423.18 1411.45,1423.18 1415.32,1423.18 1419.2,1423.18 1423.07,1423.18 1426.95,1423.18 1430.82,1423.18 1434.7,1423.18 1438.57,1423.18 1442.45,1423.18 1446.32,1423.18 1450.2,1423.18 1454.07,1423.18 1457.94,1423.18 1461.82,1423.18 1465.69,1423.18 1469.57,1423.18 1473.44,1423.18 1477.32,1423.18 1481.19,1423.18 1485.07,1423.18 1488.94,1423.18 1492.82,1423.18 1496.69,1423.18 1500.57,1423.18 1504.44,1423.18 1508.31,1423.18 1512.19,1423.18 1516.06,1423.18 1519.94,1423.18 1523.81,1423.18 1527.69,1423.18 1531.56,1423.18 1535.44,1423.18 1539.31,1423.18 1543.19,1423.18 1547.06,1423.18 1550.94,1423.18 1554.81,1423.18 1558.69,1423.18 1562.56,1423.18 1566.43,1423.18 1570.31,1423.18 1574.18,1423.18 1578.06,1423.18 1581.93,1423.18 1585.81,1423.18 1589.68,1423.18 1593.56,1423.18 1597.43,1423.18 1601.31,1423.18 1605.18,1423.18 1609.06,1423.18 1612.93,1423.18 1616.8,1423.18 1620.68,1423.18 1624.55,1423.18 1628.43,1423.18 1632.3,1423.18 1636.18,1423.18 1640.05,1423.18 1643.93,1423.18 1647.8,1423.18 1651.68,1423.18 1655.55,1423.18 1659.43,1423.18 1663.3,1423.18 1667.17,1423.18 1671.05,1423.18 1674.92,1423.18 1678.8,1423.18 1682.67,1423.18 1686.55,1423.18 1690.42,1423.18 1694.3,1423.18 1698.17,1423.18 1702.05,1423.18 1705.92,1423.18 1709.8,1423.18 1713.67,1423.18 1717.54,1423.18 1721.42,1423.18 1725.29,1423.18 1729.17,1423.18 1733.04,1423.18 1736.92,1423.18 1740.79,1423.18 1744.67,1423.18 1748.54,1423.18 1752.42,1423.18 1756.29,1423.18 1760.17,1423.18 1764.04,1423.18 1767.91,1423.18 1771.79,1423.18 1775.66,1423.18 1779.54,1423.18 1783.41,1423.18 1787.29,1423.18 1791.16,1423.18 1795.04,1423.18 1798.91,1423.18 1802.79,1423.18 1806.66,1423.18 1810.54,1423.18 1814.41,1423.18 1818.28,1423.18 1822.16,1423.18 1826.03,1423.18 1829.91,1423.18 1833.78,1423.18 1837.66,1423.18 1841.53,1423.18 1845.41,1423.18 1849.28,1423.18 1853.16,1423.18 1857.03,1423.18 1860.91,1423.18 1864.78,1423.18 1868.65,1423.18 1872.53,1423.18 1876.4,1423.18 1880.28,1423.18 1884.15,1423.18 1888.03,1423.18 1891.9,1423.18 1895.78,1423.18 1899.65,1423.18 1903.53,1423.18 1907.4,1423.18 1911.28,1423.18 1915.15,1423.18 1919.02,1423.18 1922.9,1423.18 1926.77,1423.18 1930.65,1423.18 1934.52,1423.18 1938.4,1423.18 1942.27,1423.18 1946.15,1423.18 1950.02,1423.18 1953.9,1423.18 1957.77,1423.18 1961.65,1423.18 1965.52,1423.18 1969.39,1423.18 1973.27,1423.18 1977.14,1423.18 1981.02,1423.18 1984.89,1423.18 1988.77,1423.18 1992.64,1423.18 1996.52,1423.18 2000.39,1423.18 2004.27,1423.18 2008.14,1423.18 2012.02,1423.18 2015.89,1423.18 2019.76,1423.18 2023.64,1423.18 2027.51,1423.18 2031.39,1423.18 2035.26,1423.18 2039.14,1423.18 2043.01,1423.18 2046.89,1423.18 2050.76,1423.18 2054.64,1423.18 2058.51,1423.18 2062.39,1423.18 2066.26,1423.18 2070.14,1423.18 2074.01,1423.18 2077.88,1423.18 2081.76,1423.18 2085.63,1423.18 2089.51,1423.18 2093.38,1423.18 2097.26,1423.18 2101.13,1423.18 2105.01,1423.18 2108.88,1423.18 2112.76,1423.18 2112.76,1420.43 2112.76,1417.68 2112.76,1414.92 2112.76,1412.17 2112.76,1409.42 2112.76,1406.67 2112.76,1403.92 2112.76,1401.16 2112.76,1398.41 2112.76,1395.66 2112.76,1392.91 2112.76,1390.16 2112.76,1387.41 2112.76,1384.65 2112.76,1381.9 2112.76,1379.15 2112.76,1376.4 2112.76,1373.65 2112.76,1370.89 2112.76,1368.14 2112.76,1365.39 2112.76,1362.64 2112.76,1359.89 2112.76,1357.13 2112.76,1354.38 2112.76,1351.63 2112.76,1348.88 2112.76,1346.13 2112.76,1343.38 2112.76,1340.62 2112.76,1337.87 2112.76,1335.12 2112.76,1332.37 2112.76,1329.62 2112.76,1326.86 2112.76,1324.11 2112.76,1321.36 2112.76,1318.61 2112.76,1315.86 2112.76,1313.1 2112.76,1310.35 2112.76,1307.6 2112.76,1304.85 2112.76,1302.1 2112.76,1299.35 2112.76,1296.59 2112.76,1293.84 2112.76,1291.09 2112.76,1288.34 2112.76,1285.59 2112.76,1282.83 2112.76,1280.08 2112.76,1277.33 2112.76,1274.58 2112.76,1271.83 2112.76,1269.08 2112.76,1266.32 2112.76,1263.57 2112.76,1260.82 2112.76,1258.07 2112.76,1255.32 2112.76,1252.56 2112.76,1249.81 2112.76,1247.06 2112.76,1244.31 2112.76,1241.56 2112.76,1238.8 2112.76,1236.05 2112.76,1233.3 2112.76,1230.55 2112.76,1227.8 2112.76,1225.05 2112.76,1222.29 2112.76,1219.54 2112.76,1216.79 2112.76,1214.04 2112.76,1211.29 2112.76,1208.53 2112.76,1205.78 2112.76,1203.03 2112.76,1200.28 2112.76,1197.53 2112.76,1194.77 2112.76,1192.02 2112.76,1189.27 2112.76,1186.52 2112.76,1183.77 2112.76,1181.02 2112.76,1178.26 2112.76,1175.51 2112.76,1172.76 2112.76,1170.01 2112.76,1167.26 2112.76,1164.5 2112.76,1161.75 2112.76,1159 2112.76,1156.25 2112.76,1153.5 2112.76,1150.74 2112.76,1147.99 2112.76,1145.24 2112.76,1142.49 2112.76,1139.74 2112.76,1136.99 2112.76,1134.23 2112.76,1131.48 2112.76,1128.73 2112.76,1125.98 2112.76,1123.23 2112.76,1120.47 2112.76,1117.72 2112.76,1114.97 2112.76,1112.22 2112.76,1109.47 2112.76,1106.71 2112.76,1103.96 2112.76,1101.21 2112.76,1098.46 2112.76,1095.71 2112.76,1092.96 2112.76,1090.2 2112.76,1087.45 2112.76,1084.7 2112.76,1081.95 2112.76,1079.2 2112.76,1076.44 2112.76,1073.69 2112.76,1070.94 2112.76,1068.19 2112.76,1065.44 2112.76,1062.68 2112.76,1059.93 2112.76,1057.18 2112.76,1054.43 2112.76,1051.68 2112.76,1048.93 2112.76,1046.17 2112.76,1043.42 2112.76,1040.67 2112.76,1037.92 2112.76,1035.17 2112.76,1032.41 2112.76,1029.66 2112.76,1026.91 2112.76,1024.16 2112.76,1021.41 2112.76,1018.65 2112.76,1015.9 2112.76,1013.15 2112.76,1010.4 2112.76,1007.65 2112.76,1004.9 2112.76,1002.14 2112.76,999.392 2112.76,996.64 2112.76,993.888 2112.76,991.136 2112.76,988.384 2112.76,985.632 2112.76,982.88 2112.76,980.129 2112.76,977.377 2112.76,974.625 2112.76,971.873 2112.76,969.121 2112.76,966.369 2112.76,963.617 2112.76,960.865 2112.76,958.114 2112.76,955.362 2112.76,952.61 2112.76,949.858 2112.76,947.106 2112.76,944.354 2112.76,941.602 2112.76,938.85 2112.76,936.099 2112.76,933.347 2112.76,930.595 2112.76,927.843 2112.76,925.091 2112.76,922.339 2112.76,919.587 2112.76,916.835 2112.76,914.084 2112.76,911.332 2112.76,908.58 2112.76,905.828 2112.76,903.076 2112.76,900.324 2112.76,897.572 2112.76,894.821 2112.76,892.069 2112.76,889.317 2112.76,886.565 2112.76,883.813 2112.76,881.061 2112.76,878.309 2112.76,875.557 2112.76,872.806 2112.76,870.054 2112.76,867.302 2112.76,864.55 2112.76,861.798 2112.76,859.046 2112.76,856.294 2112.76,853.542 2112.76,850.791 2112.76,848.039 2112.76,845.287 2112.76,842.535 2112.76,839.783 2112.76,837.031 2112.76,834.279 2112.76,831.527 2112.76,828.776 2112.76,826.024 2112.76,823.272 2112.76,820.52 2112.76,817.768 2112.76,815.016 2112.76,812.264 2112.76,809.512 2112.76,806.761 2112.76,804.009 2112.76,801.257 2112.76,798.505 2112.76,795.753 2112.76,793.001 2112.76,790.249 2112.76,787.498 2112.76,784.746 2112.76,781.994 2112.76,779.242 2112.76,776.49 2112.76,773.738 2112.76,770.986 2112.76,768.234 2112.76,765.483 2112.76,762.731 2112.76,759.979 2112.76,757.227 2112.76,754.475 2112.76,751.723 2112.76,748.971 2112.76,746.219 2112.76,743.468 2112.76,740.716 2112.76,737.964 2112.76,735.212 2112.76,732.46 2112.76,729.708 2112.76,726.956 2112.76,724.204 2112.76,721.453 2112.76,718.701 2112.76,715.949 2112.76,713.197 2112.76,710.445 2112.76,707.693 2112.76,704.941 2112.76,702.19 2112.76,699.438 2112.76,696.686 2112.76,693.934 2112.76,691.182 2112.76,688.43 2112.76,685.678 2112.76,682.926 2112.76,680.175 2112.76,677.423 2112.76,674.671 2112.76,671.919 2112.76,669.167 2112.76,666.415 2112.76,663.663 2112.76,660.911 2112.76,658.16 2112.76,655.408 2112.76,652.656 2112.76,649.904 2112.76,647.152 2112.76,644.4 2112.76,641.648 2112.76,638.896 2112.76,636.145 2112.76,633.393 2112.76,630.641 2112.76,627.889 2112.76,625.137 2112.76,622.385 2112.76,619.633 2112.76,616.881 2112.76,614.13 2112.76,611.378 2112.76,608.626 2112.76,605.874 2112.76,603.122 2112.76,600.37 2112.76,597.618 2112.76,594.867 2112.76,592.115 2112.76,589.363 2112.76,586.611 2112.76,583.859 2112.76,581.107 2112.76,578.355 2112.76,575.603 2112.76,572.852 2112.76,570.1 2112.76,567.348 2112.76,564.596 2112.76,561.844 2112.76,559.092 2112.76,556.34 2112.76,553.588 2112.76,550.837 2112.76,548.085 2112.76,545.333 2112.76,542.581 2112.76,539.829 2112.76,537.077 2112.76,534.325 2112.76,531.573 2112.76,528.822 2112.76,526.07 2112.76,523.318 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2093.38,425.341 2091.42,427.002 2089.51,428.554 2087.78,429.754 2085.63,431.183 2083.25,432.506 2081.76,433.3 2077.88,434.962 2076.99,435.258 2074.01,436.215 2070.14,437.105 2066.26,437.665 2062.39,437.922 2058.51,437.902 2054.64,437.627 2050.76,437.114 2046.89,436.382 2043.01,435.444 2042.38,435.258 2039.14,434.309 2035.26,432.992 2034.01,432.506 2031.39,431.497 2027.51,429.836 2027.34,429.754 2023.64,428.011 2021.67,427.002 2019.76,426.031 2016.53,424.25 2015.89,423.899 2012.02,421.619 2011.82,421.499 2008.14,419.191 2007.47,418.747 2004.27,416.619 2003.38,415.995 2000.39,413.905 1999.49,413.243 1996.52,411.047 1995.8,410.491 1992.64,408.047 1992.26,407.739 1988.87,404.987 1988.77,404.901 1985.63,402.236 1984.89,401.606 1982.5,399.484 1981.02,398.162 1979.47,396.732 1977.14,394.565 1976.54,393.98 1973.7,391.228 1973.27,390.809 1970.96,388.476 1969.39,386.887 1968.29,385.724 1965.69,382.972 1965.52,382.796 1963.18,380.221 1961.65,378.522 1960.72,377.469 1958.34,374.717 1957.77,374.061 1956.02,371.965 1953.9,369.4 1953.75,369.213 1951.55,366.461 1950.02,364.524 1949.4,363.709 1947.3,360.957 1946.15,359.42 1945.26,358.206 1943.26,355.454 1942.27,354.072 1941.31,352.702 1939.41,349.95 1938.4,348.459 1937.56,347.198 1935.75,344.446 1934.52,342.558 1933.98,341.694 1932.25,338.942 1930.65,336.343 1930.56,336.191 1928.91,333.439 1927.3,330.687 1926.77,329.778 1925.73,327.935 1924.19,325.183 1922.9,322.832 1922.68,322.431 1921.22,319.679 1919.78,316.928 1919.02,315.455 1918.38,314.176 1917.01,311.424 1915.67,308.672 1915.15,307.598 1914.36,305.92 1913.08,303.168 1911.82,300.416 1911.28,299.196 1910.6,297.664 1909.41,294.913 1908.23,292.161 1907.4,290.17 1907.09,289.409 1905.97,286.657 1904.88,283.905 1903.81,281.153 1903.53,280.422 1902.76,278.401 1901.74,275.649 1900.74,272.898 1899.76,270.146 1899.65,269.829 1898.81,267.394 1897.88,264.642 1896.96,261.89 1896.07,259.138 1895.78,258.228 1895.2,256.386 1894.34,253.634 1893.51,250.883 1892.69,248.131 1891.9,245.414 1891.89,245.379 1891.12,242.627 1890.35,239.875 1889.61,237.123 1888.88,234.371 1888.17,231.619 1888.03,231.082 1887.47,228.868 1886.79,226.116 1886.13,223.364 1885.48,220.612 1884.84,217.86 1884.22,215.108 1884.15,214.818 1883.61,212.356 1883.02,209.605 1882.44,206.853 1881.88,204.101 1881.33,201.349 1880.79,198.597 1880.28,195.96 1880.26,195.845 1879.74,193.093 1879.24,190.341 1878.76,187.59 1878.28,184.838 1877.81,182.086 1877.35,179.334 1876.91,176.582 1876.47,173.83 1876.4,173.382 1876.05,171.078 1875.64,168.326 1875.24,165.575 1874.85,162.823 1874.47,160.071 1874.1,157.319 1873.74,154.567 1873.39,151.815 1873.04,149.063 1872.71,146.311 1872.53,144.793 1872.39,143.56 1872.07,140.808 1871.77,138.056 1871.47,135.304 1871.19,132.552 1870.91,129.8 1870.64,127.048 1870.38,124.296 1870.12,121.545 1869.88,118.793 1869.64,116.041 1869.41,113.289 1869.19,110.537 1868.98,107.785 1868.77,105.033 1868.65,103.428 1868.57,102.282 1868.39,99.5297 1868.2,96.7778 1868.03,94.0259 1867.87,91.274 1867.71,88.5222 1867.56,85.7703 1867.41,83.0184 1867.28,80.2666 1867.15,77.5147 1867.03,74.7628 1866.91,72.0109 1866.81,69.2591 1866.71,66.5072 1866.62,63.7553 1866.53,61.0035 1866.45,58.2516 1866.38,55.4997 1866.32,52.7478 1866.26,49.996 1866.21,47.2441 1864.78,47.2441 1860.91,47.2441 1857.03,47.2441 1853.16,47.2441 1849.28,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 1609.06,47.2441 1605.18,47.2441 1601.31,47.2441 1597.43,47.2441 1593.56,47.2441 1589.68,47.2441 1585.81,47.2441 1581.93,47.2441 1578.06,47.2441 1574.18,47.2441 1570.31,47.2441 1566.43,47.2441 1562.56,47.2441 1558.69,47.2441 1554.81,47.2441 1550.94,47.2441 1547.06,47.2441 1543.19,47.2441 1539.31,47.2441 1535.44,47.2441 1531.56,47.2441 1527.69,47.2441 1523.81,47.2441 1519.94,47.2441 1516.06,47.2441 1512.19,47.2441 1508.31,47.2441 1504.44,47.2441 1500.57,47.2441 1496.69,47.2441 1492.82,47.2441 1488.94,47.2441 1485.07,47.2441 1481.19,47.2441 1477.32,47.2441 1473.44,47.2441 1469.57,47.2441 1465.69,47.2441 1461.82,47.2441 1457.94,47.2441 1454.07,47.2441 1450.2,47.2441 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1342.73,1417.68 1342.67,1420.43 1342.6,1423.18 1341.71,1423.18 1345.58,1423.18 1349.46,1423.18 1353.33,1423.18 1357.2,1423.18 1361.08,1423.18 1364.95,1423.18 1368.83,1423.18 1372.7,1423.18 1376.58,1423.18 1380.45,1423.18 1384.33,1423.18 1388.2,1423.18 1392.08,1423.18 1395.95,1423.18 1399.83,1423.18 1403.7,1423.18 1407.57,1423.18 1411.45,1423.18 1415.32,1423.18 1419.2,1423.18 1423.07,1423.18 1426.95,1423.18 1430.82,1423.18 1434.7,1423.18 1438.57,1423.18 1442.45,1423.18 1446.32,1423.18 1450.2,1423.18 1454.07,1423.18 1457.94,1423.18 1461.82,1423.18 1465.69,1423.18 1469.57,1423.18 1473.44,1423.18 1477.32,1423.18 1481.19,1423.18 1485.07,1423.18 1488.94,1423.18 1492.82,1423.18 1496.69,1423.18 1500.57,1423.18 1504.44,1423.18 1508.31,1423.18 1512.19,1423.18 1516.06,1423.18 1519.94,1423.18 1523.81,1423.18 1527.69,1423.18 1531.56,1423.18 1535.44,1423.18 1539.31,1423.18 1543.19,1423.18 1547.06,1423.18 1550.94,1423.18 1554.81,1423.18 1558.69,1423.18 1562.56,1423.18 1566.43,1423.18 1570.31,1423.18 1574.18,1423.18 1578.06,1423.18 1581.93,1423.18 1585.81,1423.18 1589.68,1423.18 1593.56,1423.18 1597.43,1423.18 1601.31,1423.18 1605.18,1423.18 1609.06,1423.18 1612.93,1423.18 1616.8,1423.18 1620.68,1423.18 1624.55,1423.18 1628.43,1423.18 1632.3,1423.18 1636.18,1423.18 1640.05,1423.18 1643.93,1423.18 1647.8,1423.18 1651.68,1423.18 1655.55,1423.18 1659.43,1423.18 1663.3,1423.18 1667.17,1423.18 1671.05,1423.18 1674.92,1423.18 1678.8,1423.18 1682.67,1423.18 1686.55,1423.18 1690.42,1423.18 1694.3,1423.18 1698.17,1423.18 1702.05,1423.18 1705.92,1423.18 1709.8,1423.18 1713.67,1423.18 1717.54,1423.18 1721.42,1423.18 1725.29,1423.18 1729.17,1423.18 1733.04,1423.18 1736.92,1423.18 1740.79,1423.18 1744.67,1423.18 1748.54,1423.18 1752.42,1423.18 1756.29,1423.18 1760.17,1423.18 1764.04,1423.18 1767.91,1423.18 1771.79,1423.18 1775.66,1423.18 1779.54,1423.18 1783.41,1423.18 1787.29,1423.18 1791.16,1423.18 1795.04,1423.18 1798.91,1423.18 1802.79,1423.18 1806.66,1423.18 1810.54,1423.18 1814.41,1423.18 1818.28,1423.18 1822.16,1423.18 1826.03,1423.18 1829.91,1423.18 1833.78,1423.18 1837.66,1423.18 1841.53,1423.18 1845.41,1423.18 1849.28,1423.18 1853.16,1423.18 1857.03,1423.18 1860.91,1423.18 1864.78,1423.18 1868.65,1423.18 1872.53,1423.18 1876.4,1423.18 1880.28,1423.18 1884.15,1423.18 1888.03,1423.18 1891.9,1423.18 1895.78,1423.18 1899.65,1423.18 1903.53,1423.18 1907.4,1423.18 1911.28,1423.18 1915.15,1423.18 1919.02,1423.18 1922.9,1423.18 1926.77,1423.18 1930.65,1423.18 1934.52,1423.18 1938.4,1423.18 1942.27,1423.18 1946.15,1423.18 1950.02,1423.18 1953.9,1423.18 1957.77,1423.18 1961.65,1423.18 1965.52,1423.18 1969.39,1423.18 1973.27,1423.18 1977.14,1423.18 1981.02,1423.18 1984.89,1423.18 1988.77,1423.18 1992.64,1423.18 1996.52,1423.18 2000.39,1423.18 2004.27,1423.18 2008.14,1423.18 2012.02,1423.18 2015.89,1423.18 2019.76,1423.18 2023.64,1423.18 2027.51,1423.18 2031.39,1423.18 2035.26,1423.18 2039.14,1423.18 2043.01,1423.18 2046.89,1423.18 2050.76,1423.18 2054.64,1423.18 2058.51,1423.18 2062.39,1423.18 2066.26,1423.18 2070.14,1423.18 2074.01,1423.18 2077.88,1423.18 2081.76,1423.18 2085.63,1423.18 2089.51,1423.18 2093.38,1423.18 2097.26,1423.18 2101.13,1423.18 2105.01,1423.18 2108.88,1423.18 2112.76,1423.18 2112.76,1420.43 2112.76,1417.68 2112.76,1414.92 2112.76,1412.17 2112.76,1409.42 2112.76,1406.67 2112.76,1403.92 2112.76,1401.16 2112.76,1398.41 2112.76,1395.66 2112.76,1392.91 2112.76,1390.16 2112.76,1387.41 2112.76,1384.65 2112.76,1381.9 2112.76,1379.15 2112.76,1376.4 2112.76,1373.65 2112.76,1370.89 2112.76,1368.14 2112.76,1365.39 2112.76,1362.64 2112.76,1359.89 2112.76,1357.13 2112.76,1354.38 2112.76,1351.63 2112.76,1348.88 2112.76,1346.13 2112.76,1343.38 2112.76,1340.62 2112.76,1337.87 2112.76,1335.12 2112.76,1332.37 2112.76,1329.62 2112.76,1326.86 2112.76,1324.11 2112.76,1321.36 2112.76,1318.61 2112.76,1315.86 2112.76,1313.1 2112.76,1310.35 2112.76,1307.6 2112.76,1304.85 2112.76,1302.1 2112.76,1299.35 2112.76,1296.59 2112.76,1293.84 2112.76,1291.09 2112.76,1288.34 2112.76,1285.59 2112.76,1282.83 2112.76,1280.08 2112.76,1277.33 2112.76,1274.58 2112.76,1271.83 2112.76,1269.08 2112.76,1266.32 2112.76,1263.57 2112.76,1260.82 2112.76,1258.07 2112.76,1255.32 2112.76,1252.56 2112.76,1249.81 2112.76,1247.06 2112.76,1244.31 2112.76,1241.56 2112.76,1238.8 2112.76,1236.05 2112.76,1233.3 2112.76,1230.55 2112.76,1227.8 2112.76,1225.05 2112.76,1222.29 2112.76,1219.54 2112.76,1216.79 2112.76,1214.04 2112.76,1211.29 2112.76,1208.53 2112.76,1205.78 2112.76,1203.03 2112.76,1200.28 2112.76,1197.53 2112.76,1194.77 2112.76,1192.02 2112.76,1189.27 2112.76,1186.52 2112.76,1183.77 2112.76,1181.02 2112.76,1178.26 2112.76,1175.51 2112.76,1172.76 2112.76,1170.01 2112.76,1167.26 2112.76,1164.5 2112.76,1161.75 2112.76,1159 2112.76,1156.25 2112.76,1153.5 2112.76,1150.74 2112.76,1147.99 2112.76,1145.24 2112.76,1142.49 2112.76,1139.74 2112.76,1136.99 2112.76,1134.23 2112.76,1131.48 2112.76,1128.73 2112.76,1125.98 2112.76,1123.23 2112.76,1120.47 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2112.76,944.354 2112.76,941.602 2112.76,938.85 2112.76,936.099 2112.76,933.347 2112.76,930.595 2112.76,927.843 2112.76,925.091 2112.76,922.339 2112.76,919.587 2112.76,916.835 2112.76,914.084 2112.76,911.332 2112.76,908.58 2112.76,905.828 2112.76,903.076 2112.76,900.324 2112.76,897.572 2112.76,894.821 2112.76,892.069 2112.76,889.317 2112.76,886.565 2112.76,883.813 2112.76,881.061 2112.76,878.309 2112.76,875.557 2112.76,872.806 2112.76,870.054 2112.76,867.302 2112.76,864.55 2112.76,861.798 2112.76,859.046 2112.76,856.294 2112.76,853.542 2112.76,850.791 2112.76,848.039 2112.76,845.287 2112.76,842.535 2112.76,839.783 2112.76,837.031 2112.76,834.279 2112.76,831.527 2112.76,828.776 2112.76,826.024 2112.76,823.272 2112.76,820.52 2112.76,817.768 2112.76,815.016 2112.76,812.264 2112.76,809.512 2112.76,806.761 2112.76,804.009 2112.76,801.257 2112.76,798.505 2112.76,795.753 2112.76,793.001 2112.76,790.249 2112.76,787.498 2112.76,784.746 2112.76,781.994 2112.76,779.242 2112.76,776.49 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2112.76,600.37 2112.76,597.618 2112.76,594.867 2112.76,592.115 2112.76,589.363 2112.76,586.611 2112.76,583.859 2112.76,581.107 2112.76,578.355 2112.76,575.603 2112.76,572.852 2112.76,570.1 2112.76,567.348 2112.76,564.596 2112.76,561.844 2112.76,559.092 2112.76,556.34 2112.76,553.588 2112.76,550.837 2112.76,548.085 2112.76,545.333 2112.76,542.581 2112.76,539.829 2112.76,537.077 2112.76,534.325 2112.76,531.573 2112.76,528.822 2112.76,526.07 2112.76,523.318 2112.76,520.566 2112.76,517.814 2112.76,515.062 2112.76,512.31 2112.76,509.559 2112.76,506.807 2112.76,504.055 2112.76,501.303 2112.76,498.551 2112.76,495.799 2112.76,493.047 2112.76,490.295 2112.76,487.544 2112.76,484.792 2112.76,482.04 2112.76,479.288 2112.76,476.536 2112.76,473.784 2112.76,471.032 2112.76,468.66 2110.31,471.032 2108.88,472.348 2107.09,473.784 2105.01,475.378 2103.22,476.536 2101.13,477.836 2098.29,479.288 2097.26,479.797 2093.38,481.32 2090.96,482.04 2089.51,482.455 2085.63,483.244 2081.76,483.723 2077.88,483.922 2074.01,483.866 2070.14,483.578 2066.26,483.077 2062.39,482.38 2060.9,482.04 2058.51,481.5 2054.64,480.451 2050.9,479.288 2050.76,479.246 2046.89,477.889 2043.38,476.536 2043.01,476.395 2039.14,474.766 2036.98,473.784 2035.26,473.012 2031.39,471.137 2031.19,471.032 2027.51,469.145 2025.93,468.28 2023.64,467.041 2020.99,465.529 2019.76,464.829 2016.34,462.777 2015.89,462.511 2012.02,460.089 2011.92,460.025 2008.14,457.564 2007.71,457.273 2004.27,454.939 2003.67,454.521 2000.39,452.213 1999.78,451.769 1996.52,449.387 1996.03,449.017 1992.64,446.461 1992.39,446.265 1988.87,443.514 1988.77,443.433 1985.46,440.762 1984.89,440.302 1982.15,438.01 1981.02,437.065 1978.92,435.258 1977.14,433.722 1975.77,432.506 1973.27,430.27 1972.71,429.754 1969.72,427.002 1969.39,426.703 1966.81,424.25 1965.52,423.017 1963.97,421.499 1961.65,419.208 1961.19,418.747 1958.48,415.995 1957.77,415.27 1955.83,413.243 1953.9,411.196 1953.24,410.491 1950.71,407.739 1950.02,406.977 1948.25,404.987 1946.15,402.606 1945.83,402.236 1943.47,399.484 1942.27,398.071 1941.16,396.732 1938.9,393.98 1938.4,393.362 1936.69,391.228 1934.53,388.476 1934.52,388.465 1932.43,385.724 1930.65,383.362 1930.36,382.972 1928.34,380.221 1926.77,378.037 1926.37,377.469 1924.44,374.717 1922.9,372.471 1922.56,371.965 1920.71,369.213 1919.02,366.639 1918.91,366.461 1917.15,363.709 1915.43,360.957 1915.15,360.511 1913.74,358.206 1912.1,355.454 1911.28,354.057 1910.49,352.702 1908.92,349.95 1907.4,347.24 1907.38,347.198 1905.88,344.446 1904.41,341.694 1903.53,340.009 1902.97,338.942 1901.57,336.191 1900.2,333.439 1899.65,332.315 1898.86,330.687 1897.55,327.935 1896.28,325.183 1895.78,324.091 1895.03,322.431 1893.81,319.679 1892.61,316.928 1891.9,315.255 1891.45,314.176 1890.31,311.424 1889.2,308.672 1888.11,305.92 1888.03,305.709 1887.05,303.168 1886.01,300.416 1885,297.664 1884.15,295.323 1884.01,294.913 1883.04,292.161 1882.09,289.409 1881.17,286.657 1880.28,283.941 1880.27,283.905 1879.39,281.153 1878.52,278.401 1877.68,275.649 1876.86,272.898 1876.4,271.343 1876.06,270.146 1875.27,267.394 1874.5,264.642 1873.75,261.89 1873.02,259.138 1872.53,257.249 1872.31,256.386 1871.61,253.634 1870.92,250.883 1870.26,248.131 1869.61,245.379 1868.97,242.627 1868.65,241.249 1868.35,239.875 1867.74,237.123 1867.14,234.371 1866.56,231.619 1866,228.868 1865.44,226.116 1864.9,223.364 1864.78,222.743 1864.37,220.612 1863.86,217.86 1863.35,215.108 1862.86,212.356 1862.38,209.605 1861.91,206.853 1861.45,204.101 1861,201.349 1860.91,200.766 1860.56,198.597 1860.13,195.845 1859.72,193.093 1859.31,190.341 1858.91,187.59 1858.52,184.838 1858.15,182.086 1857.78,179.334 1857.41,176.582 1857.06,173.83 1857.03,173.583 1856.72,171.078 1856.38,168.326 1856.06,165.575 1855.74,162.823 1855.43,160.071 1855.13,157.319 1854.84,154.567 1854.55,151.815 1854.27,149.063 1854,146.311 1853.73,143.56 1853.47,140.808 1853.22,138.056 1853.16,137.307 1852.98,135.304 1852.74,132.552 1852.51,129.8 1852.29,127.048 1852.08,124.296 1851.87,121.545 1851.66,118.793 1851.46,116.041 1851.27,113.289 1851.09,110.537 1850.91,107.785 1850.74,105.033 1850.57,102.282 1850.41,99.5297 1850.25,96.7778 1850.1,94.0259 1849.96,91.274 1849.82,88.5222 1849.69,85.7703 1849.56,83.0184 1849.44,80.2666 1849.32,77.5147 1849.28,76.6 1849.21,74.7628 1849.1,72.0109 1849,69.2591 1848.91,66.5072 1848.82,63.7553 1848.74,61.0035 1848.66,58.2516 1848.58,55.4997 1848.51,52.7478 1848.45,49.996 1848.39,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 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636.525,144.007 636.482,143.56 636.226,140.808 635.976,138.056 635.733,135.304 635.497,132.552 635.267,129.8 635.044,127.048 634.828,124.296 634.618,121.545 634.414,118.793 634.217,116.041 634.025,113.289 633.84,110.537 633.661,107.785 633.487,105.033 633.32,102.282 633.158,99.5297 633.002,96.7778 632.852,94.0259 632.707,91.274 632.651,90.1529 632.569,88.5222 632.437,85.7703 632.31,83.0184 632.188,80.2666 632.073,77.5147 631.962,74.7628 631.857,72.0109 631.757,69.2591 631.662,66.5072 631.573,63.7553 631.489,61.0035 631.41,58.2516 631.337,55.4997 631.268,52.7478 631.205,49.996 631.147,47.2441 628.776,47.2441 624.901,47.2441 621.027,47.2441 617.152,47.2441 613.277,47.2441 609.403,47.2441 605.528,47.2441 601.654,47.2441 597.779,47.2441 593.904,47.2441 590.03,47.2441 586.155,47.2441 582.28,47.2441 578.406,47.2441 574.531,47.2441 570.657,47.2441 566.782,47.2441 562.907,47.2441 559.033,47.2441 555.158,47.2441 551.283,47.2441 547.409,47.2441 543.534,47.2441 539.66,47.2441 535.785,47.2441 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2093.38,531.361 2089.51,530.999 2085.63,530.434 2081.76,529.687 2078.09,528.822 2077.88,528.773 2074.01,527.704 2070.14,526.496 2068.92,526.07 2066.26,525.157 2062.39,523.698 2061.46,523.318 2058.51,522.127 2054.9,520.566 2054.64,520.452 2050.76,518.677 2048.98,517.814 2046.89,516.81 2043.43,515.062 2043.01,514.856 2039.14,512.817 2038.22,512.31 2035.26,510.699 2033.26,509.559 2031.39,508.505 2028.49,506.807 2027.51,506.237 2023.9,504.055 2023.64,503.899 2019.76,501.491 2019.47,501.303 2015.89,499.015 2015.18,498.551 2012.02,496.474 2011.01,495.799 2008.14,493.867 2006.95,493.047 2004.27,491.196 2002.99,490.295 2000.39,488.46 1999.12,487.544 1996.52,485.661 1995.34,484.792 1992.64,482.798 1991.64,482.04 1988.77,479.87 1988.01,479.288 1984.89,476.877 1984.46,476.536 1981.02,473.817 1980.98,473.784 1977.57,471.032 1977.14,470.688 1974.22,468.28 1973.27,467.489 1970.94,465.529 1969.39,464.218 1967.72,462.777 1965.52,460.872 1964.55,460.025 1961.65,457.449 1961.45,457.273 1958.4,454.521 1957.77,453.944 1955.41,451.769 1953.9,450.353 1952.48,449.017 1950.02,446.673 1949.6,446.265 1946.77,443.514 1946.15,442.897 1944,440.762 1942.27,439.02 1941.28,438.01 1938.61,435.258 1938.4,435.035 1935.99,432.506 1934.52,430.933 1933.43,429.754 1930.91,427.002 1930.65,426.708 1928.45,424.25 1926.77,422.347 1926.03,421.499 1923.67,418.747 1922.9,417.839 1921.35,415.995 1919.08,413.243 1919.02,413.173 1916.86,410.491 1915.15,408.331 1914.68,407.739 1912.56,404.987 1911.28,403.297 1910.47,402.236 1908.44,399.484 1907.4,398.05 1906.45,396.732 1904.5,393.98 1903.53,392.567 1902.6,391.228 1900.74,388.476 1899.65,386.82 1898.93,385.724 1897.16,382.972 1895.78,380.776 1895.43,380.221 1893.74,377.469 1892.09,374.717 1891.9,374.397 1890.48,371.965 1888.91,369.213 1888.03,367.635 1887.37,366.461 1885.88,363.709 1884.42,360.957 1884.15,360.436 1883,358.206 1881.61,355.454 1880.28,352.73 1880.26,352.702 1878.94,349.95 1877.66,347.198 1876.41,344.446 1876.4,344.433 1875.18,341.694 1873.99,338.942 1872.84,336.191 1872.53,335.438 1871.71,333.439 1870.6,330.687 1869.53,327.935 1868.65,325.615 1868.49,325.183 1867.47,322.431 1866.48,319.679 1865.51,316.928 1864.78,314.786 1864.57,314.176 1863.65,311.424 1862.76,308.672 1861.89,305.92 1861.04,303.168 1860.91,302.724 1860.21,300.416 1859.4,297.664 1858.62,294.913 1857.85,292.161 1857.11,289.409 1857.03,289.117 1856.38,286.657 1855.67,283.905 1854.98,281.153 1854.3,278.401 1853.65,275.649 1853.16,273.523 1853.01,272.898 1852.39,270.146 1851.78,267.394 1851.18,264.642 1850.6,261.89 1850.04,259.138 1849.49,256.386 1849.28,255.297 1848.96,253.634 1848.43,250.883 1847.92,248.131 1847.43,245.379 1846.94,242.627 1846.47,239.875 1846.01,237.123 1845.56,234.371 1845.41,233.423 1845.12,231.619 1844.69,228.868 1844.27,226.116 1843.86,223.364 1843.47,220.612 1843.08,217.86 1842.7,215.108 1842.33,212.356 1841.97,209.605 1841.62,206.853 1841.53,206.147 1841.28,204.101 1840.94,201.349 1840.62,198.597 1840.3,195.845 1839.99,193.093 1839.68,190.341 1839.39,187.59 1839.1,184.838 1838.82,182.086 1838.54,179.334 1838.28,176.582 1838.02,173.83 1837.76,171.078 1837.66,169.916 1837.51,168.326 1837.27,165.575 1837.04,162.823 1836.81,160.071 1836.58,157.319 1836.37,154.567 1836.15,151.815 1835.95,149.063 1835.75,146.311 1835.55,143.56 1835.36,140.808 1835.17,138.056 1834.99,135.304 1834.82,132.552 1834.65,129.8 1834.48,127.048 1834.32,124.296 1834.16,121.545 1834.01,118.793 1833.86,116.041 1833.78,114.555 1833.72,113.289 1833.58,110.537 1833.44,107.785 1833.31,105.033 1833.19,102.282 1833.06,99.5297 1832.95,96.7778 1832.83,94.0259 1832.72,91.274 1832.62,88.5222 1832.51,85.7703 1832.41,83.0184 1832.32,80.2666 1832.23,77.5147 1832.14,74.7628 1832.06,72.0109 1831.98,69.2591 1831.9,66.5072 1831.83,63.7553 1831.76,61.0035 1831.69,58.2516 1831.63,55.4997 1831.57,52.7478 1831.51,49.996 1831.46,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 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508.663,47.2441 504.788,47.2441 500.913,47.2441 497.039,47.2441 493.164,47.2441 489.29,47.2441 485.415,47.2441 481.54,47.2441 477.666,47.2441 473.791,47.2441 469.916,47.2441 466.042,47.2441 462.167,47.2441 458.293,47.2441 454.418,47.2441 450.543,47.2441 446.669,47.2441 442.794,47.2441 438.919,47.2441 435.045,47.2441 431.17,47.2441 427.296,47.2441 423.421,47.2441 419.546,47.2441 415.672,47.2441 411.797,47.2441 407.922,47.2441 404.048,47.2441 400.173,47.2441 396.299,47.2441 392.424,47.2441 388.549,47.2441 384.675,47.2441 380.8,47.2441 376.926,47.2441 373.051,47.2441 369.176,47.2441 365.302,47.2441 361.427,47.2441 357.552,47.2441 353.678,47.2441 349.803,47.2441 345.929,47.2441 342.054,47.2441 338.179,47.2441 334.305,47.2441 330.43,47.2441 326.555,47.2441 322.681,47.2441 318.806,47.2441 314.932,47.2441 311.057,47.2441 307.182,47.2441 303.308,47.2441 299.433,47.2441 295.558,47.2441 291.684,47.2441 287.809,47.2441 283.935,47.2441 280.06,47.2441 276.185,47.2441 272.311,47.2441 268.436,47.2441 264.561,47.2441 260.687,47.2441 256.812,47.2441 252.938,47.2441 249.063,47.2441 245.188,47.2441 241.314,47.2441 237.439,47.2441 233.565,47.2441 229.69,47.2441 225.815,47.2441 221.941,47.2441 218.066,47.2441 214.191,47.2441 210.317,47.2441 206.442,47.2441 202.568,47.2441 198.693,47.2441 194.818,47.2441 190.944,47.2441 187.069,47.2441 183.194,47.2441 179.32,47.2441 175.445,47.2441 175.445,49.996 175.445,52.7478 175.445,55.4997 175.445,58.2516 175.445,61.0035 175.445,63.7553 175.445,66.5072 175.445,69.2591 175.445,72.0109 175.445,74.7628 175.445,77.5147 175.445,80.2666 175.445,83.0184 175.445,85.7703 175.445,88.5222 175.445,91.274 175.445,94.0259 175.445,96.7778 175.445,99.5297 175.445,102.282 175.445,105.033 175.445,107.785 175.445,110.537 175.445,113.289 175.445,116.041 175.445,118.793 175.445,121.545 175.445,124.296 175.445,127.048 175.445,129.8 175.445,132.552 175.445,135.304 175.445,138.056 175.445,140.808 175.445,143.56 175.445,146.311 175.445,149.063 175.445,151.815 175.445,154.567 175.445,157.319 175.445,160.071 175.445,162.823 175.445,165.575 175.445,168.326 175.445,171.078 175.445,173.83 175.445,176.582 175.445,179.334 175.445,182.086 175.445,184.838 175.445,187.59 175.445,190.341 175.445,193.093 175.445,195.845 175.445,198.597 175.445,201.349 175.445,204.101 175.445,206.853 175.445,209.605 175.445,212.356 175.445,215.108 175.445,217.86 175.445,220.612 175.445,223.364 175.445,226.116 175.445,228.868 175.445,231.619 175.445,234.371 175.445,237.123 175.445,239.875 175.445,242.627 175.445,245.379 175.445,248.131 175.445,250.883 175.445,253.634 175.445,256.386 175.445,259.138 175.445,261.89 175.445,264.642 175.445,267.394 175.445,270.146 175.445,272.898 175.445,275.649 175.445,278.401 175.445,281.153 175.445,283.905 175.445,286.657 175.445,289.409 175.445,292.161 175.445,294.913 175.445,297.664 175.445,300.416 175.445,303.168 175.445,305.92 175.445,308.672 175.445,311.424 175.445,314.176 175.445,316.928 175.445,319.679 175.445,322.431 175.445,325.183 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1366.78,1159 1367.08,1161.75 1367.36,1164.5 1367.64,1167.26 1367.92,1170.01 1368.18,1172.76 1368.44,1175.51 1368.69,1178.26 1368.83,1179.87 1368.93,1181.02 1369.17,1183.77 1369.4,1186.52 1369.63,1189.27 1369.85,1192.02 1370.06,1194.77 1370.27,1197.53 1370.47,1200.28 1370.67,1203.03 1370.86,1205.78 1371.05,1208.53 1371.23,1211.29 1371.4,1214.04 1371.58,1216.79 1371.74,1219.54 1371.91,1222.29 1372.06,1225.05 1372.22,1227.8 1372.37,1230.55 1372.52,1233.3 1372.66,1236.05 1372.7,1236.93 1372.8,1238.8 1372.93,1241.56 1373.07,1244.31 1373.2,1247.06 1373.32,1249.81 1373.45,1252.56 1373.56,1255.32 1373.68,1258.07 1373.79,1260.82 1373.9,1263.57 1374.01,1266.32 1374.11,1269.08 1374.21,1271.83 1374.31,1274.58 1374.41,1277.33 1374.5,1280.08 1374.59,1282.83 1374.68,1285.59 1374.76,1288.34 1374.85,1291.09 1374.93,1293.84 1375,1296.59 1375.08,1299.35 1375.15,1302.1 1375.22,1304.85 1375.29,1307.6 1375.36,1310.35 1375.42,1313.1 1375.49,1315.86 1375.55,1318.61 1375.6,1321.36 1375.66,1324.11 1375.71,1326.86 1375.77,1329.62 1375.82,1332.37 1375.86,1335.12 1375.91,1337.87 1375.96,1340.62 1376,1343.38 1376.04,1346.13 1376.08,1348.88 1376.12,1351.63 1376.15,1354.38 1376.18,1357.13 1376.22,1359.89 1376.25,1362.64 1376.28,1365.39 1376.3,1368.14 1376.33,1370.89 1376.35,1373.65 1376.37,1376.4 1376.39,1379.15 1376.41,1381.9 1376.43,1384.65 1376.44,1387.41 1376.46,1390.16 1376.47,1392.91 1376.48,1395.66 1376.49,1398.41 1376.5,1401.16 1376.5,1403.92 1376.5,1406.67 1376.51,1409.42 1376.51,1412.17 1376.51,1414.92 1376.5,1417.68 1376.5,1420.43 1376.49,1423.18 1372.7,1423.18 1376.58,1423.18 1380.45,1423.18 1384.33,1423.18 1388.2,1423.18 1392.08,1423.18 1395.95,1423.18 1399.83,1423.18 1403.7,1423.18 1407.57,1423.18 1411.45,1423.18 1415.32,1423.18 1419.2,1423.18 1423.07,1423.18 1426.95,1423.18 1430.82,1423.18 1434.7,1423.18 1438.57,1423.18 1442.45,1423.18 1446.32,1423.18 1450.2,1423.18 1454.07,1423.18 1457.94,1423.18 1461.82,1423.18 1465.69,1423.18 1469.57,1423.18 1473.44,1423.18 1477.32,1423.18 1481.19,1423.18 1485.07,1423.18 1488.94,1423.18 1492.82,1423.18 1496.69,1423.18 1500.57,1423.18 1504.44,1423.18 1508.31,1423.18 1512.19,1423.18 1516.06,1423.18 1519.94,1423.18 1523.81,1423.18 1527.69,1423.18 1531.56,1423.18 1535.44,1423.18 1539.31,1423.18 1543.19,1423.18 1547.06,1423.18 1550.94,1423.18 1554.81,1423.18 1558.69,1423.18 1562.56,1423.18 1566.43,1423.18 1570.31,1423.18 1574.18,1423.18 1578.06,1423.18 1581.93,1423.18 1585.81,1423.18 1589.68,1423.18 1593.56,1423.18 1597.43,1423.18 1601.31,1423.18 1605.18,1423.18 1609.06,1423.18 1612.93,1423.18 1616.8,1423.18 1620.68,1423.18 1624.55,1423.18 1628.43,1423.18 1632.3,1423.18 1636.18,1423.18 1640.05,1423.18 1643.93,1423.18 1647.8,1423.18 1651.68,1423.18 1655.55,1423.18 1659.43,1423.18 1663.3,1423.18 1667.17,1423.18 1671.05,1423.18 1674.92,1423.18 1678.8,1423.18 1682.67,1423.18 1686.55,1423.18 1690.42,1423.18 1694.3,1423.18 1698.17,1423.18 1702.05,1423.18 1705.92,1423.18 1709.8,1423.18 1713.67,1423.18 1717.54,1423.18 1721.42,1423.18 1725.29,1423.18 1729.17,1423.18 1733.04,1423.18 1736.92,1423.18 1740.79,1423.18 1744.67,1423.18 1748.54,1423.18 1752.42,1423.18 1756.29,1423.18 1760.17,1423.18 1764.04,1423.18 1767.91,1423.18 1771.79,1423.18 1775.66,1423.18 1779.54,1423.18 1783.41,1423.18 1787.29,1423.18 1791.16,1423.18 1795.04,1423.18 1798.91,1423.18 1802.79,1423.18 1806.66,1423.18 1810.54,1423.18 1814.41,1423.18 1818.28,1423.18 1822.16,1423.18 1826.03,1423.18 1829.91,1423.18 1833.78,1423.18 1837.66,1423.18 1838.74,1423.18 1840.04,1420.43 1841.42,1417.68 1841.53,1417.47 1843.04,1414.92 1844.8,1412.17 1845.41,1411.27 1846.85,1409.42 1849.18,1406.67 1849.28,1406.55 1852.08,1403.92 1853.16,1402.98 1855.72,1401.16 1857.03,1400.3 1860.77,1398.41 1860.91,1398.35 1864.78,1396.99 1868.65,1396.13 1872.53,1395.67 1872.81,1395.66 1876.4,1395.56 1878.39,1395.66 1880.28,1395.75 1884.15,1396.2 1888.03,1396.87 1891.9,1397.74 1894.4,1398.41 1895.78,1398.77 1899.65,1399.96 1903.15,1401.16 1903.53,1401.29 1907.4,1402.74 1910.31,1403.92 1911.28,1404.3 1915.15,1405.96 1916.71,1406.67 1919.02,1407.7 1922.66,1409.42 1922.9,1409.53 1926.77,1411.44 1928.2,1412.17 1930.65,1413.41 1933.51,1414.92 1934.52,1415.45 1938.4,1417.55 1938.62,1417.68 1942.27,1419.7 1943.53,1420.43 1946.15,1421.91 1948.32,1423.18 1946.15,1423.18 1950.02,1423.18 1953.9,1423.18 1957.77,1423.18 1961.65,1423.18 1965.52,1423.18 1969.39,1423.18 1973.27,1423.18 1977.14,1423.18 1981.02,1423.18 1984.89,1423.18 1988.77,1423.18 1992.64,1423.18 1996.52,1423.18 2000.39,1423.18 2004.27,1423.18 2008.14,1423.18 2012.02,1423.18 2015.89,1423.18 2019.76,1423.18 2023.64,1423.18 2027.51,1423.18 2031.39,1423.18 2035.26,1423.18 2039.14,1423.18 2043.01,1423.18 2046.89,1423.18 2050.76,1423.18 2054.64,1423.18 2058.51,1423.18 2062.39,1423.18 2066.26,1423.18 2070.14,1423.18 2074.01,1423.18 2077.88,1423.18 2081.76,1423.18 2085.63,1423.18 2089.51,1423.18 2093.38,1423.18 2097.26,1423.18 2101.13,1423.18 2105.01,1423.18 2108.88,1423.18 2112.76,1423.18 2112.76,1420.43 2112.76,1417.68 2112.76,1414.92 2112.76,1412.17 2112.76,1409.42 2112.76,1406.67 2112.76,1403.92 2112.76,1401.16 2112.76,1398.41 2112.76,1395.66 2112.76,1392.91 2112.76,1390.16 2112.76,1387.41 2112.76,1384.65 2112.76,1381.9 2112.76,1379.15 2112.76,1376.4 2112.76,1373.65 2112.76,1370.89 2112.76,1368.14 2112.76,1365.39 2112.76,1362.64 2112.76,1359.89 2112.76,1357.13 2112.76,1354.38 2112.76,1351.63 2112.76,1348.88 2112.76,1346.13 2112.76,1343.38 2112.76,1340.62 2112.76,1337.87 2112.76,1335.12 2112.76,1332.37 2112.76,1329.62 2112.76,1326.86 2112.76,1324.11 2112.76,1321.36 2112.76,1318.61 2112.76,1315.86 2112.76,1313.1 2112.76,1310.35 2112.76,1307.6 2112.76,1304.85 2112.76,1302.1 2112.76,1299.35 2112.76,1296.59 2112.76,1293.84 2112.76,1291.09 2112.76,1288.34 2112.76,1285.59 2112.76,1282.83 2112.76,1280.08 2112.76,1277.33 2112.76,1274.58 2112.76,1271.83 2112.76,1269.08 2112.76,1266.32 2112.76,1263.57 2112.76,1260.82 2112.76,1258.07 2112.76,1255.32 2112.76,1252.56 2112.76,1249.81 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2112.76,1073.69 2112.76,1070.94 2112.76,1068.19 2112.76,1065.44 2112.76,1062.68 2112.76,1059.93 2112.76,1057.18 2112.76,1054.43 2112.76,1051.68 2112.76,1048.93 2112.76,1046.17 2112.76,1043.42 2112.76,1040.67 2112.76,1037.92 2112.76,1035.17 2112.76,1032.41 2112.76,1029.66 2112.76,1026.91 2112.76,1024.16 2112.76,1021.41 2112.76,1018.65 2112.76,1015.9 2112.76,1013.15 2112.76,1010.4 2112.76,1007.65 2112.76,1004.9 2112.76,1002.14 2112.76,999.392 2112.76,996.64 2112.76,993.888 2112.76,991.136 2112.76,988.384 2112.76,985.632 2112.76,982.88 2112.76,980.129 2112.76,977.377 2112.76,974.625 2112.76,971.873 2112.76,969.121 2112.76,966.369 2112.76,963.617 2112.76,960.865 2112.76,958.114 2112.76,955.362 2112.76,952.61 2112.76,949.858 2112.76,947.106 2112.76,944.354 2112.76,941.602 2112.76,938.85 2112.76,936.099 2112.76,933.347 2112.76,930.595 2112.76,927.843 2112.76,925.091 2112.76,922.339 2112.76,919.587 2112.76,916.835 2112.76,914.084 2112.76,911.332 2112.76,908.58 2112.76,905.828 2112.76,903.076 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2112.76,729.708 2112.76,726.956 2112.76,724.204 2112.76,721.453 2112.76,718.701 2112.76,715.949 2112.76,713.197 2112.76,710.445 2112.76,707.693 2112.76,704.941 2112.76,702.19 2112.76,699.438 2112.76,696.686 2112.76,693.934 2112.76,691.182 2112.76,688.43 2112.76,685.678 2112.76,682.926 2112.76,680.175 2112.76,677.423 2112.76,674.671 2112.76,671.919 2112.76,669.167 2112.76,666.415 2112.76,663.663 2112.76,660.911 2112.76,658.16 2112.76,655.408 2112.76,652.656 2112.76,649.904 2112.76,647.152 2112.76,644.4 2112.76,641.648 2112.76,638.896 2112.76,636.145 2112.76,633.393 2112.76,630.641 2112.76,627.889 2112.76,625.137 2112.76,622.385 2112.76,619.633 2112.76,616.881 2112.76,614.13 2112.76,611.378 2112.76,608.626 2112.76,605.874 2112.76,603.122 2112.76,600.37 2112.76,597.618 2112.76,594.867 2112.76,592.115 2112.76,589.363 2112.76,586.611 2112.76,584.573 2109.87,583.859 2108.88,583.622 2105.01,582.509 2101.13,581.252 2100.74,581.107 2097.26,579.865 2093.38,578.363 2093.36,578.355 2089.51,576.756 2086.9,575.603 2085.63,575.055 2081.76,573.267 2080.91,572.852 2077.88,571.4 2075.3,570.1 2074.01,569.461 2070.14,567.455 2069.94,567.348 2066.26,565.387 2064.83,564.596 2062.39,563.261 2059.88,561.844 2058.51,561.082 2055.06,559.092 2054.64,558.852 2050.76,556.576 2050.37,556.34 2046.89,554.254 2045.81,553.588 2043.01,551.889 2041.33,550.837 2039.14,549.485 2036.93,548.085 2035.26,547.042 2032.6,545.333 2031.39,544.562 2028.34,542.581 2027.51,542.046 2024.15,539.829 2023.64,539.495 2020.02,537.077 2019.76,536.911 2015.94,534.325 2015.89,534.294 2012.02,531.645 2011.91,531.573 2008.14,528.964 2007.94,528.822 2004.27,526.251 2004.01,526.07 2000.39,523.508 2000.13,523.318 1996.52,520.733 1996.29,520.566 1992.64,517.926 1992.49,517.814 1988.77,515.089 1988.73,515.062 1985.02,512.31 1984.89,512.219 1981.34,509.559 1981.02,509.316 1977.7,506.807 1977.14,506.381 1974.11,504.055 1973.27,503.411 1970.55,501.303 1969.39,500.406 1967.02,498.551 1965.52,497.365 1963.54,495.799 1961.65,494.286 1960.1,493.047 1957.77,491.168 1956.69,490.295 1953.9,488.009 1953.33,487.544 1950.02,484.806 1950,484.792 1946.72,482.04 1946.15,481.557 1943.47,479.288 1942.27,478.259 1940.27,476.536 1938.4,474.909 1937.1,473.784 1934.52,471.504 1933.99,471.032 1930.91,468.28 1930.65,468.039 1927.88,465.529 1926.77,464.51 1924.89,462.777 1922.9,460.912 1921.95,460.025 1919.06,457.273 1919.02,457.238 1916.2,454.521 1915.15,453.481 1913.4,451.769 1911.28,449.635 1910.66,449.017 1907.95,446.265 1907.4,445.69 1905.3,443.514 1903.53,441.634 1902.7,440.762 1900.15,438.01 1899.65,437.457 1897.65,435.258 1895.78,433.144 1895.21,432.506 1892.81,429.754 1891.9,428.678 1890.47,427.002 1888.2,424.25 1888.03,424.041 1885.95,421.499 1884.15,419.207 1883.79,418.747 1881.66,415.995 1880.28,414.15 1879.59,413.243 1877.58,410.491 1876.4,408.837 1875.62,407.739 1873.71,404.987 1872.53,403.225 1871.86,402.236 1870.05,399.484 1868.65,397.266 1868.31,396.732 1866.61,393.98 1864.97,391.228 1864.78,390.895 1863.36,388.476 1861.82,385.724 1860.91,384.033 1860.32,382.972 1858.87,380.221 1857.47,377.469 1857.03,376.579 1856.1,374.717 1854.78,371.965 1853.52,369.213 1853.16,368.4 1852.28,366.461 1851.09,363.709 1849.94,360.957 1849.28,359.32 1848.83,358.206 1847.74,355.454 1846.7,352.702 1845.71,349.95 1845.41,349.097 1844.73,347.198 1843.79,344.446 1842.88,341.694 1842.01,338.942 1841.53,337.395 1841.16,336.191 1840.33,333.439 1839.54,330.687 1838.77,327.935 1838.04,325.183 1837.66,323.722 1837.32,322.431 1836.62,319.679 1835.95,316.928 1835.3,314.176 1834.67,311.424 1834.07,308.672 1833.78,307.331 1833.48,305.92 1832.9,303.168 1832.35,300.416 1831.81,297.664 1831.3,294.913 1830.8,292.161 1830.32,289.409 1829.91,287.015 1829.85,286.657 1829.39,283.905 1828.94,281.153 1828.51,278.401 1828.09,275.649 1827.69,272.898 1827.3,270.146 1826.92,267.394 1826.55,264.642 1826.19,261.89 1826.03,260.641 1825.84,259.138 1825.5,256.386 1825.17,253.634 1824.85,250.883 1824.54,248.131 1824.24,245.379 1823.94,242.627 1823.66,239.875 1823.38,237.123 1823.11,234.371 1822.85,231.619 1822.6,228.868 1822.35,226.116 1822.16,223.923 1822.11,223.364 1821.87,220.612 1821.64,217.86 1821.42,215.108 1821.2,212.356 1820.99,209.605 1820.79,206.853 1820.59,204.101 1820.39,201.349 1820.2,198.597 1820.02,195.845 1819.84,193.093 1819.66,190.341 1819.49,187.59 1819.33,184.838 1819.17,182.086 1819.01,179.334 1818.86,176.582 1818.71,173.83 1818.56,171.078 1818.42,168.326 1818.28,165.604 1818.28,165.575 1818.15,162.823 1818.02,160.071 1817.89,157.319 1817.76,154.567 1817.64,151.815 1817.53,149.063 1817.41,146.311 1817.3,143.56 1817.19,140.808 1817.09,138.056 1816.98,135.304 1816.88,132.552 1816.79,129.8 1816.69,127.048 1816.6,124.296 1816.51,121.545 1816.42,118.793 1816.34,116.041 1816.26,113.289 1816.18,110.537 1816.1,107.785 1816.03,105.033 1815.96,102.282 1815.89,99.5297 1815.82,96.7778 1815.75,94.0259 1815.69,91.274 1815.63,88.5222 1815.57,85.7703 1815.51,83.0184 1815.45,80.2666 1815.4,77.5147 1815.35,74.7628 1815.3,72.0109 1815.25,69.2591 1815.21,66.5072 1815.16,63.7553 1815.12,61.0035 1815.08,58.2516 1815.04,55.4997 1815.01,52.7478 1814.97,49.996 1814.94,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 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L2112.76 1233.3 L2112.76 1230.55 L2112.76 1227.8 L2112.76 1225.05 L2112.76 1222.29 L2112.76 1219.54 L2112.76 1216.79 L2112.76 1214.04 L2112.76 1211.29 L2112.76 1208.53 L2112.76 1205.78 L2112.76 1203.03 L2112.76 1200.28 L2112.76 1197.53 L2112.76 1194.77 L2112.76 1192.02 L2112.76 1189.27 L2112.76 1186.52 L2112.76 1183.77 L2112.76 1181.02 L2112.76 1178.26 L2112.76 1175.51 L2112.76 1172.76 L2112.76 1170.01 L2112.76 1167.26 L2112.76 1164.5 L2112.76 1161.75 L2112.76 1159 L2112.76 1156.25 L2112.76 1153.5 L2112.76 1150.74 L2112.76 1147.99 L2112.76 1145.24 L2112.76 1142.49 L2112.76 1139.74 L2112.76 1136.99 L2112.76 1134.23 L2112.76 1131.48 L2112.76 1128.73 L2112.76 1125.98 L2112.76 1123.23 L2112.76 1120.47 L2112.76 1117.72 L2112.76 1114.97 L2112.76 1112.22 L2112.76 1109.47 L2112.76 1106.71 L2112.76 1103.96 L2112.76 1101.21 L2112.76 1098.46 L2112.76 1095.71 L2112.76 1092.96 L2112.76 1090.2 L2112.76 1087.45 L2112.76 1084.7 L2112.76 1081.95 L2112.76 1079.2 L2112.76 1076.44 L2112.76 1073.69 L2112.76 1070.94 L2112.76 1068.19 L2112.76 1065.44 L2112.76 1062.68 L2112.76 1059.93 L2112.76 1057.18 L2112.76 1054.43 L2112.76 1051.68 L2112.76 1048.93 L2112.76 1046.17 L2112.76 1043.42 L2112.76 1040.67 L2112.76 1037.92 L2112.76 1035.17 L2112.76 1032.41 L2112.76 1029.66 L2112.76 1026.91 L2112.76 1024.16 L2112.76 1021.41 L2112.76 1018.65 L2112.76 1015.9 L2112.76 1013.15 L2112.76 1010.4 L2112.76 1007.65 L2112.76 1004.9 L2112.76 1002.14 L2112.76 999.392 L2112.76 996.64 L2112.76 993.888 L2112.76 991.136 L2112.76 988.384 L2112.76 985.632 L2112.76 982.88 L2112.76 980.129 L2112.76 977.377 L2112.76 974.625 L2112.76 971.873 L2112.76 969.121 L2112.76 966.369 L2112.76 963.617 L2112.76 960.865 L2112.76 958.114 L2112.76 955.362 L2112.76 952.61 L2112.76 949.858 L2112.76 947.106 L2112.76 944.354 L2112.76 941.602 L2112.76 938.85 L2112.76 936.099 L2112.76 933.347 L2112.76 930.595 L2112.76 927.843 L2112.76 925.091 L2112.76 922.339 L2112.76 919.587 L2112.76 916.835 L2112.76 914.084 L2112.76 911.332 L2112.76 908.58 L2112.76 905.828 L2112.76 903.076 L2112.76 900.324 L2112.76 897.572 L2112.76 894.821 L2112.76 892.069 L2112.76 889.317 L2112.76 886.565 L2112.76 883.813 L2112.76 881.061 L2112.76 878.309 L2112.76 875.557 L2112.76 872.806 L2112.76 870.054 L2112.76 867.302 L2112.76 864.55 L2112.76 861.798 L2112.76 859.046 L2112.76 856.294 L2112.76 853.542 L2112.76 850.791 L2112.76 848.039 L2112.76 845.287 L2112.76 842.535 L2112.76 839.783 L2112.76 837.031 L2112.76 834.279 L2112.76 831.527 L2112.76 828.776 L2112.76 826.024 L2112.76 823.272 L2112.76 820.52 L2112.76 817.768 L2112.76 815.016 L2112.76 812.264 L2112.76 809.512 L2112.76 806.761 L2112.76 804.009 L2112.76 801.257 L2112.76 798.505 L2112.76 795.753 L2112.76 793.001 L2112.76 790.249 L2112.76 787.498 L2112.76 784.746 L2112.76 781.994 L2112.76 779.242 L2112.76 776.49 L2112.76 773.738 L2112.76 770.986 L2112.76 768.234 L2112.76 765.483 L2112.76 762.731 L2112.76 759.979 L2112.76 757.227 L2112.76 754.475 L2112.76 751.723 L2112.76 748.971 L2112.76 746.219 L2112.76 743.468 L2112.76 740.716 L2112.76 737.964 L2112.76 735.212 L2112.76 732.46 L2112.76 729.708 L2112.76 726.956 L2112.76 724.204 L2112.76 721.453 L2112.76 718.701 L2112.76 715.949 L2112.76 713.197 L2112.76 710.445 L2112.76 707.693 L2112.76 704.941 L2112.76 702.19 L2112.76 699.438 L2112.76 696.686 L2112.76 693.934 L2112.76 691.182 L2112.76 688.43 L2112.76 685.678 L2112.76 682.926 L2112.76 680.175 L2112.76 677.423 L2112.76 674.671 L2112.76 671.919 L2112.76 669.167 L2112.76 666.415 L2112.76 663.663 L2112.76 660.911 L2112.76 658.16 L2112.76 655.408 L2112.76 652.656 L2112.76 649.904 L2112.76 647.152 L2112.76 644.4 L2112.76 641.648 L2112.76 638.896 L2112.76 636.145 L2112.76 633.393 L2112.76 630.641 L2112.76 627.889 L2112.76 625.137 L2112.76 622.385 L2112.76 619.633 L2112.76 616.881 L2112.76 614.13 L2112.76 611.378 L2112.76 608.626 L2112.76 605.874 L2112.76 603.122 L2112.76 600.37 L2112.76 597.618 L2112.76 594.867 L2112.76 592.115 L2112.76 589.363 L2112.76 586.611 L2112.76 583.859 L2112.76 581.107 L2112.76 578.355 L2112.76 575.603 L2112.76 572.852 L2112.76 570.1 L2112.76 567.348 L2112.76 564.596 L2112.76 561.844 L2112.76 559.092 L2112.76 556.34 L2112.76 553.588 L2112.76 550.837 L2112.76 548.085 L2112.76 545.333 L2112.76 542.581 L2112.76 539.829 L2112.76 537.077 L2112.76 534.325 L2112.76 531.573 L2112.76 528.822 L2112.76 526.07 L2112.76 523.318 L2112.76 520.566 L2112.76 517.814 L2112.76 515.062 L2112.76 512.31 L2112.76 509.559 L2112.76 506.807 L2112.76 504.055 L2112.76 501.303 L2112.76 498.551 L2112.76 495.799 L2112.76 493.047 L2112.76 490.295 L2112.76 487.544 L2112.76 484.792 L2112.76 482.04 L2112.76 479.288 L2112.76 476.536 L2112.76 473.784 L2112.76 471.032 L2112.76 468.28 L2112.76 465.529 L2112.76 462.777 L2112.76 460.025 L2112.76 457.273 L2112.76 454.521 L2112.76 451.769 L2112.76 449.017 L2112.76 446.265 L2112.76 443.514 L2112.76 440.762 L2112.76 438.01 L2112.76 435.258 L2112.76 432.506 L2112.76 429.754 L2112.76 427.002 L2112.76 424.25 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793.001 L2112.76 790.249 L2112.76 787.498 L2112.76 784.746 L2112.76 781.994 L2112.76 779.242 L2112.76 776.49 L2112.76 773.738 L2112.76 770.986 L2112.76 768.234 L2112.76 765.483 L2112.76 762.731 L2112.76 759.979 L2112.76 757.227 L2112.76 754.475 L2112.76 751.723 L2112.76 748.971 L2112.76 746.219 L2112.76 743.468 L2112.76 740.716 L2112.76 737.964 L2112.76 735.212 L2112.76 732.46 L2112.76 729.708 L2112.76 726.956 L2112.76 724.204 L2112.76 721.453 L2112.76 718.701 L2112.76 715.949 L2112.76 713.197 L2112.76 710.445 L2112.76 707.693 L2112.76 704.941 L2112.76 702.19 L2112.76 699.438 L2112.76 696.686 L2112.76 693.934 L2112.76 691.182 L2112.76 688.43 L2112.76 685.678 L2112.76 682.926 L2112.76 680.175 L2112.76 677.423 L2112.76 674.671 L2112.76 671.919 L2112.76 669.167 L2112.76 666.415 L2112.76 663.663 L2112.76 660.911 L2112.76 658.16 L2112.76 655.408 L2112.76 652.656 L2112.76 649.904 L2112.76 647.152 L2112.76 644.4 L2112.76 641.648 L2112.76 638.896 L2112.76 636.145 L2112.76 633.393 L2112.76 630.641 L2112.76 627.889 L2112.76 625.137 L2112.76 622.385 L2112.76 619.633 L2112.76 616.881 L2112.76 614.13 L2112.76 611.378 L2112.76 608.626 L2112.76 605.874 L2112.76 603.122 L2112.76 600.37 L2112.76 597.618 L2112.76 594.867 L2112.76 592.115 L2112.76 589.363 L2112.76 586.611 L2112.76 583.859 L2112.76 581.107 L2112.76 578.355 L2112.76 575.603 L2112.76 572.852 L2112.76 570.1 L2112.76 567.348 L2112.76 564.596 L2112.76 561.844 L2112.76 559.092 L2112.76 556.34 L2112.76 553.588 L2112.76 550.837 L2112.76 548.085 L2112.76 545.333 L2112.76 542.581 L2112.76 539.829 L2112.76 537.077 L2112.76 534.325 L2112.76 531.573 L2112.76 528.822 L2112.76 526.07 L2112.76 523.318 L2112.76 520.566 L2112.76 517.814 L2112.76 515.062 L2112.76 512.31 L2112.76 509.559 L2112.76 506.807 L2112.76 504.055 L2112.76 501.303 L2112.76 498.551 L2112.76 495.799 L2112.76 493.047 L2112.76 490.295 L2112.76 487.544 L2112.76 484.792 L2112.76 482.04 L2112.76 479.288 L2112.76 476.536 L2112.76 473.784 L2112.76 471.032 L2112.76 468.28 L2112.76 465.529 L2112.76 462.777 L2112.76 460.025 L2112.76 457.273 L2112.76 454.521 L2112.76 451.769 L2112.76 449.017 L2112.76 446.265 L2112.76 443.514 L2112.76 440.762 L2112.76 438.01 L2112.76 435.258 L2112.76 432.506 L2112.76 429.754 L2112.76 427.002 L2112.76 424.25 L2112.76 421.499 L2112.76 418.747 L2112.76 415.995 L2112.76 413.243 L2112.76 410.491 L2112.76 407.739 L2112.76 404.987 L2112.76 402.236 L2112.76 399.484 L2112.76 396.732 L2112.76 393.98 L2112.76 391.228 L2112.76 388.476 L2112.76 385.724 L2112.76 382.972 L2112.76 380.221 L2112.76 377.469 L2112.76 374.717 L2112.76 371.965 L2112.76 369.213 L2112.76 366.461 L2112.76 363.709 L2112.76 360.957 L2112.76 358.206 L2112.76 355.454 L2112.76 352.702 L2112.76 349.95 L2112.76 347.198 L2112.76 344.446 L2112.76 341.694 L2112.76 338.942 L2112.76 336.191 L2112.76 333.439 L2112.76 330.687 L2112.76 327.935 L2112.76 325.183 L2112.76 322.431 L2112.76 319.679 L2112.76 316.928 L2112.76 314.176 L2112.76 311.424 L2112.76 308.672 L2112.76 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1359.89 L1305.49 1362.64 L1305.47 1365.39 L1305.45 1368.14 L1305.42 1370.89 L1305.38 1373.65 L1305.33 1376.4 L1305.26 1379.15 L1305.19 1381.9 L1305.1 1384.65 L1305 1387.41 L1304.89 1390.16 L1304.77 1392.91 L1304.64 1395.66 L1304.49 1398.41 L1304.34 1401.16 L1304.17 1403.92 L1303.99 1406.67 L1303.79 1409.42 L1303.58 1412.17 L1303.36 1414.92 L1303.13 1417.68 L1302.96 1419.56 L1302.88 1420.43 L1302.61 1423.18 L1299.09 1423.18 L1302.96 1423.18 L1306.83 1423.18 L1310.71 1423.18 L1314.58 1423.18 L1318.46 1423.18 L1322.33 1423.18 L1326.21 1423.18 L1330.08 1423.18 L1333.96 1423.18 L1337.83 1423.18 L1341.71 1423.18 L1345.58 1423.18 L1349.46 1423.18 L1353.33 1423.18 L1357.2 1423.18 L1361.08 1423.18 L1364.95 1423.18 L1368.83 1423.18 L1372.7 1423.18 L1376.58 1423.18 L1380.45 1423.18 L1384.33 1423.18 L1388.2 1423.18 L1392.08 1423.18 L1395.95 1423.18 L1399.83 1423.18 L1403.7 1423.18 L1407.57 1423.18 L1411.45 1423.18 L1415.32 1423.18 L1419.2 1423.18 L1423.07 1423.18 L1426.95 1423.18 L1430.82 1423.18 L1434.7 1423.18 L1438.57 1423.18 L1442.45 1423.18 L1446.32 1423.18 L1450.2 1423.18 L1454.07 1423.18 L1457.94 1423.18 L1461.82 1423.18 L1465.69 1423.18 L1469.57 1423.18 L1473.44 1423.18 L1477.32 1423.18 L1481.19 1423.18 L1485.07 1423.18 L1488.94 1423.18 L1492.82 1423.18 L1496.69 1423.18 L1500.57 1423.18 L1504.44 1423.18 L1508.31 1423.18 L1512.19 1423.18 L1516.06 1423.18 L1519.94 1423.18 L1523.81 1423.18 L1527.69 1423.18 L1531.56 1423.18 L1535.44 1423.18 L1539.31 1423.18 L1543.19 1423.18 L1547.06 1423.18 L1550.94 1423.18 L1554.81 1423.18 L1558.69 1423.18 L1562.56 1423.18 L1566.43 1423.18 L1570.31 1423.18 L1574.18 1423.18 L1578.06 1423.18 L1581.93 1423.18 L1585.81 1423.18 L1589.68 1423.18 L1593.56 1423.18 L1597.43 1423.18 L1601.31 1423.18 L1605.18 1423.18 L1609.06 1423.18 L1612.93 1423.18 L1616.8 1423.18 L1620.68 1423.18 L1624.55 1423.18 L1628.43 1423.18 L1632.3 1423.18 L1636.18 1423.18 L1640.05 1423.18 L1643.93 1423.18 L1647.8 1423.18 L1651.68 1423.18 L1655.55 1423.18 L1659.43 1423.18 L1663.3 1423.18 L1667.17 1423.18 L1671.05 1423.18 L1674.92 1423.18 L1678.8 1423.18 L1682.67 1423.18 L1686.55 1423.18 L1690.42 1423.18 L1694.3 1423.18 L1698.17 1423.18 L1702.05 1423.18 L1705.92 1423.18 L1709.8 1423.18 L1713.67 1423.18 L1717.54 1423.18 L1721.42 1423.18 L1725.29 1423.18 L1729.17 1423.18 L1733.04 1423.18 L1736.92 1423.18 L1740.79 1423.18 L1744.67 1423.18 L1748.54 1423.18 L1752.42 1423.18 L1756.29 1423.18 L1760.17 1423.18 L1764.04 1423.18 L1767.91 1423.18 L1771.79 1423.18 L1775.66 1423.18 L1779.54 1423.18 L1783.41 1423.18 L1787.29 1423.18 L1791.16 1423.18 L1795.04 1423.18 L1798.91 1423.18 L1802.79 1423.18 L1806.66 1423.18 L1810.54 1423.18 L1814.41 1423.18 L1818.28 1423.18 L1822.16 1423.18 L1826.03 1423.18 L1829.91 1423.18 L1833.78 1423.18 L1837.66 1423.18 L1841.53 1423.18 L1845.41 1423.18 L1849.28 1423.18 L1853.16 1423.18 L1857.03 1423.18 L1860.91 1423.18 L1864.78 1423.18 L1868.65 1423.18 L1872.53 1423.18 L1876.4 1423.18 L1880.28 1423.18 L1884.15 1423.18 L1888.03 1423.18 L1891.9 1423.18 L1895.78 1423.18 L1899.65 1423.18 L1903.53 1423.18 L1907.4 1423.18 L1911.28 1423.18 L1915.15 1423.18 L1919.02 1423.18 L1922.9 1423.18 L1926.77 1423.18 L1930.65 1423.18 L1934.52 1423.18 L1938.4 1423.18 L1942.27 1423.18 L1946.15 1423.18 L1950.02 1423.18 L1953.9 1423.18 L1957.77 1423.18 L1961.65 1423.18 L1965.52 1423.18 L1969.39 1423.18 L1973.27 1423.18 L1977.14 1423.18 L1981.02 1423.18 L1984.89 1423.18 L1988.77 1423.18 L1992.64 1423.18 L1996.52 1423.18 L2000.39 1423.18 L2004.27 1423.18 L2008.14 1423.18 L2012.02 1423.18 L2015.89 1423.18 L2019.76 1423.18 L2023.64 1423.18 L2027.51 1423.18 L2031.39 1423.18 L2035.26 1423.18 L2039.14 1423.18 L2043.01 1423.18 L2046.89 1423.18 L2050.76 1423.18 L2054.64 1423.18 L2058.51 1423.18 L2062.39 1423.18 L2066.26 1423.18 L2070.14 1423.18 L2074.01 1423.18 L2077.88 1423.18 L2081.76 1423.18 L2085.63 1423.18 L2089.51 1423.18 L2093.38 1423.18 L2097.26 1423.18 L2101.13 1423.18 L2105.01 1423.18 L2108.88 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 1420.43 L2112.76 1417.68 L2112.76 1414.92 L2112.76 1412.17 L2112.76 1409.42 L2112.76 1406.67 L2112.76 1403.92 L2112.76 1401.16 L2112.76 1398.41 L2112.76 1395.66 L2112.76 1392.91 L2112.76 1390.16 L2112.76 1387.41 L2112.76 1384.65 L2112.76 1381.9 L2112.76 1379.15 L2112.76 1376.4 L2112.76 1373.65 L2112.76 1370.89 L2112.76 1368.14 L2112.76 1365.39 L2112.76 1362.64 L2112.76 1359.89 L2112.76 1357.13 L2112.76 1354.38 L2112.76 1351.63 L2112.76 1348.88 L2112.76 1346.13 L2112.76 1343.38 L2112.76 1340.62 L2112.76 1337.87 L2112.76 1335.12 L2112.76 1332.37 L2112.76 1329.62 L2112.76 1326.86 L2112.76 1324.11 L2112.76 1321.36 L2112.76 1318.61 L2112.76 1315.86 L2112.76 1313.1 L2112.76 1310.35 L2112.76 1307.6 L2112.76 1304.85 L2112.76 1302.1 L2112.76 1299.35 L2112.76 1296.59 L2112.76 1293.84 L2112.76 1291.09 L2112.76 1288.34 L2112.76 1285.59 L2112.76 1282.83 L2112.76 1280.08 L2112.76 1277.33 L2112.76 1274.58 L2112.76 1271.83 L2112.76 1269.08 L2112.76 1266.32 L2112.76 1263.57 L2112.76 1260.82 L2112.76 1258.07 L2112.76 1255.32 L2112.76 1252.56 L2112.76 1249.81 L2112.76 1247.06 L2112.76 1244.31 L2112.76 1241.56 L2112.76 1238.8 L2112.76 1236.05 L2112.76 1233.3 L2112.76 1230.55 L2112.76 1227.8 L2112.76 1225.05 L2112.76 1222.29 L2112.76 1219.54 L2112.76 1216.79 L2112.76 1214.04 L2112.76 1211.29 L2112.76 1208.53 L2112.76 1205.78 L2112.76 1203.03 L2112.76 1200.28 L2112.76 1197.53 L2112.76 1194.77 L2112.76 1192.02 L2112.76 1189.27 L2112.76 1186.52 L2112.76 1183.77 L2112.76 1181.02 L2112.76 1178.26 L2112.76 1175.51 L2112.76 1172.76 L2112.76 1170.01 L2112.76 1167.26 L2112.76 1164.5 L2112.76 1161.75 L2112.76 1159 L2112.76 1156.25 L2112.76 1153.5 L2112.76 1150.74 L2112.76 1147.99 L2112.76 1145.24 L2112.76 1142.49 L2112.76 1139.74 L2112.76 1136.99 L2112.76 1134.23 L2112.76 1131.48 L2112.76 1128.73 L2112.76 1125.98 L2112.76 1123.23 L2112.76 1120.47 L2112.76 1117.72 L2112.76 1114.97 L2112.76 1112.22 L2112.76 1109.47 L2112.76 1106.71 L2112.76 1103.96 L2112.76 1101.21 L2112.76 1098.46 L2112.76 1095.71 L2112.76 1092.96 L2112.76 1090.2 L2112.76 1087.45 L2112.76 1084.7 L2112.76 1081.95 L2112.76 1079.2 L2112.76 1076.44 L2112.76 1073.69 L2112.76 1070.94 L2112.76 1068.19 L2112.76 1065.44 L2112.76 1062.68 L2112.76 1059.93 L2112.76 1057.18 L2112.76 1054.43 L2112.76 1051.68 L2112.76 1048.93 L2112.76 1046.17 L2112.76 1043.42 L2112.76 1040.67 L2112.76 1037.92 L2112.76 1035.17 L2112.76 1032.41 L2112.76 1029.66 L2112.76 1026.91 L2112.76 1024.16 L2112.76 1021.41 L2112.76 1018.65 L2112.76 1015.9 L2112.76 1013.15 L2112.76 1010.4 L2112.76 1007.65 L2112.76 1004.9 L2112.76 1002.14 L2112.76 999.392 L2112.76 996.64 L2112.76 993.888 L2112.76 991.136 L2112.76 988.384 L2112.76 985.632 L2112.76 982.88 L2112.76 980.129 L2112.76 977.377 L2112.76 974.625 L2112.76 971.873 L2112.76 969.121 L2112.76 966.369 L2112.76 963.617 L2112.76 960.865 L2112.76 958.114 L2112.76 955.362 L2112.76 952.61 L2112.76 949.858 L2112.76 947.106 L2112.76 944.354 L2112.76 941.602 L2112.76 938.85 L2112.76 936.099 L2112.76 933.347 L2112.76 930.595 L2112.76 927.843 L2112.76 925.091 L2112.76 922.339 L2112.76 919.587 L2112.76 916.835 L2112.76 914.084 L2112.76 911.332 L2112.76 908.58 L2112.76 905.828 L2112.76 903.076 L2112.76 900.324 L2112.76 897.572 L2112.76 894.821 L2112.76 892.069 L2112.76 889.317 L2112.76 886.565 L2112.76 883.813 L2112.76 881.061 L2112.76 878.309 L2112.76 875.557 L2112.76 872.806 L2112.76 870.054 L2112.76 867.302 L2112.76 864.55 L2112.76 861.798 L2112.76 859.046 L2112.76 856.294 L2112.76 853.542 L2112.76 850.791 L2112.76 848.039 L2112.76 845.287 L2112.76 842.535 L2112.76 839.783 L2112.76 837.031 L2112.76 834.279 L2112.76 831.527 L2112.76 828.776 L2112.76 826.024 L2112.76 823.272 L2112.76 820.52 L2112.76 817.768 L2112.76 815.016 L2112.76 812.264 L2112.76 809.512 L2112.76 806.761 L2112.76 804.009 L2112.76 801.257 L2112.76 798.505 L2112.76 795.753 L2112.76 793.001 L2112.76 790.249 L2112.76 787.498 L2112.76 784.746 L2112.76 781.994 L2112.76 779.242 L2112.76 776.49 L2112.76 773.738 L2112.76 770.986 L2112.76 768.234 L2112.76 765.483 L2112.76 762.731 L2112.76 759.979 L2112.76 757.227 L2112.76 754.475 L2112.76 751.723 L2112.76 748.971 L2112.76 746.219 L2112.76 743.468 L2112.76 740.716 L2112.76 737.964 L2112.76 735.212 L2112.76 732.46 L2112.76 729.708 L2112.76 726.956 L2112.76 724.204 L2112.76 721.453 L2112.76 718.701 L2112.76 715.949 L2112.76 713.197 L2112.76 710.445 L2112.76 707.693 L2112.76 704.941 L2112.76 702.19 L2112.76 699.438 L2112.76 696.686 L2112.76 693.934 L2112.76 691.182 L2112.76 688.43 L2112.76 685.678 L2112.76 682.926 L2112.76 680.175 L2112.76 677.423 L2112.76 674.671 L2112.76 671.919 L2112.76 669.167 L2112.76 666.415 L2112.76 663.663 L2112.76 660.911 L2112.76 658.16 L2112.76 655.408 L2112.76 652.656 L2112.76 649.904 L2112.76 647.152 L2112.76 644.4 L2112.76 641.648 L2112.76 638.896 L2112.76 636.145 L2112.76 633.393 L2112.76 630.641 L2112.76 627.889 L2112.76 625.137 L2112.76 622.385 L2112.76 619.633 L2112.76 616.881 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1423.18 L1671.05 1423.18 L1674.92 1423.18 L1678.8 1423.18 L1682.67 1423.18 L1686.55 1423.18 L1690.42 1423.18 L1694.3 1423.18 L1698.17 1423.18 L1702.05 1423.18 L1705.92 1423.18 L1709.8 1423.18 L1713.67 1423.18 L1717.54 1423.18 L1721.42 1423.18 L1725.29 1423.18 L1729.17 1423.18 L1733.04 1423.18 L1736.92 1423.18 L1740.79 1423.18 L1744.67 1423.18 L1748.54 1423.18 L1752.42 1423.18 L1756.29 1423.18 L1760.17 1423.18 L1764.04 1423.18 L1767.91 1423.18 L1771.79 1423.18 L1775.66 1423.18 L1779.54 1423.18 L1783.41 1423.18 L1787.29 1423.18 L1791.16 1423.18 L1795.04 1423.18 L1798.91 1423.18 L1802.79 1423.18 L1806.66 1423.18 L1810.54 1423.18 L1814.41 1423.18 L1818.28 1423.18 L1822.16 1423.18 L1826.03 1423.18 L1829.91 1423.18 L1833.78 1423.18 L1837.66 1423.18 L1841.53 1423.18 L1845.41 1423.18 L1849.28 1423.18 L1853.16 1423.18 L1857.03 1423.18 L1860.91 1423.18 L1864.78 1423.18 L1868.65 1423.18 L1872.53 1423.18 L1876.4 1423.18 L1880.28 1423.18 L1884.15 1423.18 L1888.03 1423.18 L1891.9 1423.18 L1895.78 1423.18 L1899.65 1423.18 L1903.53 1423.18 L1907.4 1423.18 L1911.28 1423.18 L1915.15 1423.18 L1919.02 1423.18 L1922.9 1423.18 L1926.77 1423.18 L1930.65 1423.18 L1934.52 1423.18 L1938.4 1423.18 L1942.27 1423.18 L1946.15 1423.18 L1950.02 1423.18 L1953.9 1423.18 L1957.77 1423.18 L1961.65 1423.18 L1965.52 1423.18 L1969.39 1423.18 L1973.27 1423.18 L1977.14 1423.18 L1981.02 1423.18 L1984.89 1423.18 L1988.77 1423.18 L1992.64 1423.18 L1996.52 1423.18 L2000.39 1423.18 L2004.27 1423.18 L2008.14 1423.18 L2012.02 1423.18 L2015.89 1423.18 L2019.76 1423.18 L2023.64 1423.18 L2027.51 1423.18 L2031.39 1423.18 L2035.26 1423.18 L2039.14 1423.18 L2043.01 1423.18 L2046.89 1423.18 L2050.76 1423.18 L2054.64 1423.18 L2058.51 1423.18 L2062.39 1423.18 L2066.26 1423.18 L2070.14 1423.18 L2074.01 1423.18 L2077.88 1423.18 L2081.76 1423.18 L2085.63 1423.18 L2089.51 1423.18 L2093.38 1423.18 L2097.26 1423.18 L2101.13 1423.18 L2105.01 1423.18 L2108.88 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 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1233.94 L1353.52 1236.05 L1353.77 1238.8 L1354.01 1241.56 L1354.24 1244.31 L1354.46 1247.06 L1354.68 1249.81 L1354.9 1252.56 L1355.11 1255.32 L1355.31 1258.07 L1355.51 1260.82 L1355.7 1263.57 L1355.89 1266.32 L1356.07 1269.08 L1356.25 1271.83 L1356.42 1274.58 L1356.59 1277.33 L1356.75 1280.08 L1356.91 1282.83 L1357.07 1285.59 L1357.2 1288.12 L1357.22 1288.34 L1357.36 1291.09 L1357.5 1293.84 L1357.64 1296.59 L1357.77 1299.35 L1357.9 1302.1 L1358.02 1304.85 L1358.14 1307.6 L1358.26 1310.35 L1358.37 1313.1 L1358.48 1315.86 L1358.58 1318.61 L1358.68 1321.36 L1358.78 1324.11 L1358.87 1326.86 L1358.96 1329.62 L1359.05 1332.37 L1359.13 1335.12 L1359.21 1337.87 L1359.28 1340.62 L1359.35 1343.38 L1359.42 1346.13 L1359.48 1348.88 L1359.54 1351.63 L1359.6 1354.38 L1359.65 1357.13 L1359.7 1359.89 L1359.75 1362.64 L1359.79 1365.39 L1359.83 1368.14 L1359.87 1370.89 L1359.9 1373.65 L1359.93 1376.4 L1359.96 1379.15 L1359.98 1381.9 L1360 1384.65 L1360.02 1387.41 L1360.03 1390.16 L1360.05 1392.91 L1360.05 1395.66 L1360.06 1398.41 L1360.06 1401.16 L1360.05 1403.92 L1360.05 1406.67 L1360.04 1409.42 L1360.02 1412.17 L1360.01 1414.92 L1359.99 1417.68 L1359.96 1420.43 L1359.94 1423.18 L1357.2 1423.18 L1361.08 1423.18 L1364.95 1423.18 L1368.83 1423.18 L1372.7 1423.18 L1376.58 1423.18 L1380.45 1423.18 L1384.33 1423.18 L1388.2 1423.18 L1392.08 1423.18 L1395.95 1423.18 L1399.83 1423.18 L1403.7 1423.18 L1407.57 1423.18 L1411.45 1423.18 L1415.32 1423.18 L1419.2 1423.18 L1423.07 1423.18 L1426.95 1423.18 L1430.82 1423.18 L1434.7 1423.18 L1438.57 1423.18 L1442.45 1423.18 L1446.32 1423.18 L1450.2 1423.18 L1454.07 1423.18 L1457.94 1423.18 L1461.82 1423.18 L1465.69 1423.18 L1469.57 1423.18 L1473.44 1423.18 L1477.32 1423.18 L1481.19 1423.18 L1485.07 1423.18 L1488.94 1423.18 L1492.82 1423.18 L1496.69 1423.18 L1500.57 1423.18 L1504.44 1423.18 L1508.31 1423.18 L1512.19 1423.18 L1516.06 1423.18 L1519.94 1423.18 L1523.81 1423.18 L1527.69 1423.18 L1531.56 1423.18 L1535.44 1423.18 L1539.31 1423.18 L1543.19 1423.18 L1547.06 1423.18 L1550.94 1423.18 L1554.81 1423.18 L1558.69 1423.18 L1562.56 1423.18 L1566.43 1423.18 L1570.31 1423.18 L1574.18 1423.18 L1578.06 1423.18 L1581.93 1423.18 L1585.81 1423.18 L1589.68 1423.18 L1593.56 1423.18 L1597.43 1423.18 L1601.31 1423.18 L1605.18 1423.18 L1609.06 1423.18 L1612.93 1423.18 L1616.8 1423.18 L1620.68 1423.18 L1624.55 1423.18 L1628.43 1423.18 L1632.3 1423.18 L1636.18 1423.18 L1640.05 1423.18 L1643.93 1423.18 L1647.8 1423.18 L1651.68 1423.18 L1655.55 1423.18 L1659.43 1423.18 L1663.3 1423.18 L1667.17 1423.18 L1671.05 1423.18 L1674.92 1423.18 L1678.8 1423.18 L1682.67 1423.18 L1686.55 1423.18 L1690.42 1423.18 L1694.3 1423.18 L1698.17 1423.18 L1702.05 1423.18 L1705.92 1423.18 L1709.8 1423.18 L1713.67 1423.18 L1717.54 1423.18 L1721.42 1423.18 L1725.29 1423.18 L1729.17 1423.18 L1733.04 1423.18 L1736.92 1423.18 L1740.79 1423.18 L1744.67 1423.18 L1748.54 1423.18 L1752.42 1423.18 L1756.29 1423.18 L1760.17 1423.18 L1764.04 1423.18 L1767.91 1423.18 L1771.79 1423.18 L1775.66 1423.18 L1779.54 1423.18 L1783.41 1423.18 L1787.29 1423.18 L1791.16 1423.18 L1795.04 1423.18 L1798.91 1423.18 L1802.79 1423.18 L1806.66 1423.18 L1810.54 1423.18 L1814.41 1423.18 L1818.28 1423.18 L1822.16 1423.18 L1826.03 1423.18 L1829.91 1423.18 L1833.78 1423.18 L1837.66 1423.18 L1841.53 1423.18 L1845.41 1423.18 L1849.28 1423.18 L1853.16 1423.18 L1857.03 1423.18 L1860.91 1423.18 L1864.78 1423.18 L1868.65 1423.18 L1872.53 1423.18 L1876.4 1423.18 L1880.28 1423.18 L1884.15 1423.18 L1888.03 1423.18 L1891.9 1423.18 L1895.78 1423.18 L1899.65 1423.18 L1903.53 1423.18 L1907.4 1423.18 L1911.28 1423.18 L1915.15 1423.18 L1919.02 1423.18 L1922.9 1423.18 L1926.77 1423.18 L1930.65 1423.18 L1934.52 1423.18 L1938.4 1423.18 L1942.27 1423.18 L1946.15 1423.18 L1950.02 1423.18 L1953.9 1423.18 L1957.77 1423.18 L1961.65 1423.18 L1965.52 1423.18 L1969.39 1423.18 L1973.27 1423.18 L1977.14 1423.18 L1981.02 1423.18 L1984.89 1423.18 L1988.77 1423.18 L1992.64 1423.18 L1996.52 1423.18 L2000.39 1423.18 L2004.27 1423.18 L2008.14 1423.18 L2012.02 1423.18 L2015.89 1423.18 L2019.76 1423.18 L2023.64 1423.18 L2027.51 1423.18 L2031.39 1423.18 L2035.26 1423.18 L2039.14 1423.18 L2043.01 1423.18 L2046.89 1423.18 L2050.76 1423.18 L2054.64 1423.18 L2058.51 1423.18 L2062.39 1423.18 L2066.26 1423.18 L2070.14 1423.18 L2074.01 1423.18 L2077.88 1423.18 L2081.76 1423.18 L2085.63 1423.18 L2089.51 1423.18 L2093.38 1423.18 L2097.26 1423.18 L2101.13 1423.18 L2105.01 1423.18 L2108.88 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 1423.18 L2112.76 1420.43 L2112.76 1417.68 L2112.76 1414.92 L2112.76 1412.17 L2112.76 1409.42 L2112.76 1406.67 L2112.76 1403.92 L2112.76 1401.16 L2112.76 1398.41 L2112.76 1395.66 L2112.76 1392.91 L2112.76 1390.16 L2112.76 1387.41 L2112.76 1384.65 L2112.76 1381.9 L2112.76 1379.15 L2112.76 1376.4 L2112.76 1373.65 L2112.76 1370.89 L2112.76 1368.14 L2112.76 1365.39 L2112.76 1362.64 L2112.76 1359.89 L2112.76 1357.13 L2112.76 1354.38 L2112.76 1351.63 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1337.87 L1938.4 1339.43 L1939.76 1340.62 L1942.27 1342.78 L1942.96 1343.38 L1946.15 1346.08 L1946.2 1346.13 L1949.48 1348.88 L1950.02 1349.33 L1952.8 1351.63 L1953.9 1352.53 L1956.15 1354.38 L1957.77 1355.69 L1959.55 1357.13 L1961.65 1358.81 L1962.99 1359.89 L1965.52 1361.89 L1966.47 1362.64 L1969.39 1364.93 L1969.98 1365.39 L1973.27 1367.94 L1973.54 1368.14 L1977.13 1370.89 L1977.14 1370.91 L1980.76 1373.65 L1981.02 1373.84 L1984.43 1376.4 L1984.89 1376.74 L1988.14 1379.15 L1988.77 1379.61 L1991.89 1381.9 L1992.64 1382.45 L1995.68 1384.65 L1996.52 1385.26 L1999.52 1387.41 L2000.39 1388.03 L2003.39 1390.16 L2004.27 1390.78 L2007.31 1392.91 L2008.14 1393.49 L2011.28 1395.66 L2012.02 1396.17 L2015.3 1398.41 L2015.89 1398.82 L2019.36 1401.16 L2019.76 1401.44 L2023.49 1403.92 L2023.64 1404.02 L2027.51 1406.57 L2027.67 1406.67 L2031.39 1409.09 L2031.91 1409.42 L2035.26 1411.57 L2036.23 1412.17 L2039.14 1414.01 L2040.62 1414.92 L2043.01 1416.41 L2045.09 1417.68 L2046.89 1418.78 L2049.65 1420.43 L2050.76 1421.1 L2054.3 1423.18 L2050.76 1423.18 L2054.64 1423.18 M1302.96 873.108 L1306.83 873.786 L1310.71 874.242 L1314.58 874.443 L1318.46 874.347 L1322.33 873.905 L1326.21 873.056 L1326.97 872.806 L1330.08 871.718 L1333.46 870.054 L1333.96 869.793 L1337.62 867.302 L1337.83 867.148 L1340.73 864.55 L1341.71 863.609 L1343.29 861.798 L1345.5 859.046 L1345.58 858.94 L1347.34 856.294 L1349.03 853.542 L1349.46 852.805 L1350.5 850.791 L1351.84 848.039 L1353.08 845.287 L1353.33 844.723 L1354.19 842.535 L1355.22 839.783 L1356.19 837.031 L1357.1 834.279 L1357.2 833.958 L1357.92 831.527 L1358.7 828.776 L1359.43 826.024 L1360.13 823.272 L1360.8 820.52 L1361.08 819.324 L1361.42 817.768 L1362 815.016 L1362.55 812.264 L1363.08 809.512 L1363.59 806.761 L1364.08 804.009 L1364.54 801.257 L1364.95 798.746 L1364.99 798.505 L1365.41 795.753 L1365.81 793.001 L1366.19 790.249 L1366.56 787.498 L1366.92 784.746 L1367.26 781.994 L1367.59 779.242 L1367.91 776.49 L1368.22 773.738 L1368.52 770.986 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611.378 L1376.09 608.626 L1376.12 605.874 L1376.16 603.122 L1376.19 600.37 L1376.23 597.618 L1376.26 594.867 L1376.28 592.115 L1376.31 589.363 L1376.34 586.611 L1376.36 583.859 L1376.38 581.107 L1376.4 578.355 L1376.42 575.603 L1376.43 572.852 L1376.45 570.1 L1376.46 567.348 L1376.47 564.596 L1376.48 561.844 L1376.49 559.092 L1376.5 556.34 L1376.5 553.588 L1376.51 550.837 L1376.51 548.085 L1376.51 545.333 L1376.5 542.581 L1376.5 539.829 L1376.5 537.077 L1376.49 534.325 L1376.48 531.573 L1376.47 528.822 L1376.46 526.07 L1376.45 523.318 L1376.43 520.566 L1376.41 517.814 L1376.4 515.062 L1376.38 512.31 L1376.35 509.559 L1376.33 506.807 L1376.31 504.055 L1376.28 501.303 L1376.25 498.551 L1376.22 495.799 L1376.19 493.047 L1376.16 490.295 L1376.12 487.544 L1376.08 484.792 L1376.04 482.04 L1376 479.288 L1375.96 476.536 L1375.92 473.784 L1375.87 471.032 L1375.82 468.28 L1375.77 465.529 L1375.72 462.777 L1375.67 460.025 L1375.61 457.273 L1375.55 454.521 L1375.49 451.769 L1375.43 449.017 L1375.37 446.265 L1375.3 443.514 L1375.23 440.762 L1375.16 438.01 L1375.09 435.258 L1375.02 432.506 L1374.94 429.754 L1374.86 427.002 L1374.78 424.25 L1374.69 421.499 L1374.6 418.747 L1374.51 415.995 L1374.42 413.243 L1374.33 410.491 L1374.23 407.739 L1374.13 404.987 L1374.03 402.236 L1373.92 399.484 L1373.81 396.732 L1373.7 393.98 L1373.58 391.228 L1373.46 388.476 L1373.34 385.724 L1373.22 382.972 L1373.09 380.221 L1372.96 377.469 L1372.82 374.717 L1372.7 372.414 L1372.68 371.965 L1372.54 369.213 L1372.39 366.461 L1372.24 363.709 L1372.09 360.957 L1371.93 358.206 L1371.77 355.454 L1371.6 352.702 L1371.43 349.95 L1371.26 347.198 L1371.07 344.446 L1370.89 341.694 L1370.7 338.942 L1370.5 336.191 L1370.3 333.439 L1370.09 330.687 L1369.88 327.935 L1369.66 325.183 L1369.44 322.431 L1369.21 319.679 L1368.97 316.928 L1368.83 315.354 L1368.72 314.176 L1368.48 311.424 L1368.22 308.672 L1367.96 305.92 L1367.69 303.168 L1367.41 300.416 L1367.12 297.664 L1366.83 294.913 L1366.52 292.161 L1366.21 289.409 L1365.89 286.657 L1365.55 283.905 L1365.21 281.153 L1364.95 279.16 L1364.86 278.401 L1364.5 275.649 L1364.13 272.898 L1363.75 270.146 L1363.35 267.394 L1362.94 264.642 L1362.52 261.89 L1362.09 259.138 L1361.64 256.386 L1361.18 253.634 L1361.08 253.077 L1360.7 250.883 L1360.22 248.131 L1359.71 245.379 L1359.19 242.627 L1358.65 239.875 L1358.09 237.123 L1357.51 234.371 L1357.2 232.94 L1356.92 231.619 L1356.31 228.868 L1355.68 226.116 L1355.03 223.364 L1354.35 220.612 L1353.64 217.86 L1353.33 216.671 L1352.92 215.108 L1352.18 212.356 L1351.41 209.605 L1350.61 206.853 L1349.77 204.101 L1349.46 203.085 L1348.92 201.349 L1348.04 198.597 L1347.13 195.845 L1346.17 193.093 L1345.58 191.447 L1345.19 190.341 L1344.18 187.59 L1343.13 184.838 L1342.04 182.086 L1341.71 181.273 L1340.92 179.334 L1339.77 176.582 L1338.56 173.83 L1337.83 172.231 L1337.31 171.078 L1336.04 168.326 L1334.71 165.575 L1333.96 164.083 L1333.33 162.823 L1331.92 160.071 L1330.45 157.319 L1330.08 156.654 L1328.95 154.567 L1327.39 151.815 L1326.21 149.812 L1325.77 149.063 L1324.12 146.311 L1322.4 143.56 L1322.33 143.458 L1320.65 140.808 L1318.83 138.056 L1318.46 137.513 L1316.97 135.304 L1315.04 132.552 L1314.58 131.913 L1313.08 129.8 L1311.04 127.048 L1310.71 126.61 L1308.97 124.296 L1306.83 121.562 L1306.82 121.545 L1304.65 118.793 L1302.96 116.737 L1302.39 116.041 L1300.1 113.289 L1299.09 112.107 L1297.75 110.537 L1295.34 107.785 L1295.21 107.647 L1292.89 105.033 L1291.34 103.339 L1290.38 102.282 L1287.81 99.5297 L1287.46 99.1668 L1285.2 96.7778 L1283.59 95.1162 L1282.54 94.0259 L1279.81 91.274 L1279.71 91.174 L1277.06 88.5222 L1275.84 87.3317 L1274.25 85.7703 L1271.96 83.5786 L1271.38 83.0184 L1268.47 80.2666 L1268.09 79.9076 L1265.53 77.5147 L1264.21 76.3122 L1262.53 74.7628 L1260.34 72.7857 L1259.48 72.0109 L1256.46 69.3229 L1256.39 69.2591 L1253.27 66.5072 L1252.59 65.9202 L1250.1 63.7553 L1248.72 62.5727 L1246.88 61.0035 L1244.84 59.2768 L1243.63 58.2516 L1240.97 56.0294 L1240.33 55.4997 L1237.09 52.8277 L1236.99 52.7478 L1233.62 49.996 L1233.22 49.6699 L1230.21 47.2441 L1229.34 47.2441 L1229.34 47.2441 L1225.47 47.2441 L1221.59 47.2441 L1217.72 47.2441 L1213.84 47.2441 L1209.97 47.2441 L1206.09 47.2441 L1202.22 47.2441 L1198.35 47.2441 L1194.47 47.2441 L1190.6 47.2441 L1186.72 47.2441 L1182.85 47.2441 L1178.97 47.2441 L1175.1 47.2441 L1171.22 47.2441 L1167.35 47.2441 L1163.47 47.2441 L1159.6 47.2441 L1155.72 47.2441 L1151.85 47.2441 L1147.98 47.2441 L1144.1 47.2441 L1140.23 47.2441 L1136.35 47.2441 L1132.48 47.2441 L1128.6 47.2441 L1124.73 47.2441 L1120.85 47.2441 L1116.98 47.2441 L1113.1 47.2441 L1109.23 47.2441 L1105.35 47.2441 L1101.48 47.2441 L1097.61 47.2441 L1093.73 47.2441 L1089.86 47.2441 L1085.98 47.2441 L1082.11 47.2441 L1078.23 47.2441 L1074.36 47.2441 L1070.48 47.2441 L1066.61 47.2441 L1062.73 47.2441 L1058.86 47.2441 L1054.98 47.2441 L1051.11 47.2441 L1047.24 47.2441 L1043.36 47.2441 L1039.49 47.2441 L1035.61 47.2441 L1031.74 47.2441 L1027.86 47.2441 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L1881.79 1068.19 L1882.35 1070.94 L1882.93 1073.69 L1883.52 1076.44 L1884.12 1079.2 L1884.15 1079.34 L1884.74 1081.95 L1885.38 1084.7 L1886.02 1087.45 L1886.69 1090.2 L1887.36 1092.96 L1888.03 1095.61 L1888.05 1095.71 L1888.77 1098.46 L1889.49 1101.21 L1890.24 1103.96 L1890.99 1106.71 L1891.77 1109.47 L1891.9 1109.94 L1892.57 1112.22 L1893.38 1114.97 L1894.21 1117.72 L1895.06 1120.47 L1895.78 1122.75 L1895.93 1123.23 L1896.82 1125.98 L1897.73 1128.73 L1898.66 1131.48 L1899.61 1134.23 L1899.65 1134.35 L1900.59 1136.99 L1901.58 1139.74 L1902.6 1142.49 L1903.53 1144.95 L1903.64 1145.24 L1904.71 1147.99 L1905.8 1150.74 L1906.91 1153.5 L1907.4 1154.69 L1908.05 1156.25 L1909.22 1159 L1910.41 1161.75 L1911.28 1163.72 L1911.63 1164.5 L1912.88 1167.26 L1914.15 1170.01 L1915.15 1172.12 L1915.46 1172.76 L1916.8 1175.51 L1918.16 1178.26 L1919.02 1179.98 L1919.56 1181.02 L1920.99 1183.77 L1922.45 1186.52 L1922.9 1187.36 L1923.95 1189.27 L1925.48 1192.02 L1926.77 1194.3 L1927.05 1194.77 L1928.66 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495.799 L1324.91 493.047 L1324.86 490.295 L1324.8 487.544 L1324.74 484.792 L1324.66 482.04 L1324.58 479.288 L1324.5 476.536 L1324.4 473.784 L1324.3 471.032 L1324.19 468.28 L1324.08 465.529 L1323.95 462.777 L1323.82 460.025 L1323.69 457.273 L1323.54 454.521 L1323.39 451.769 L1323.23 449.017 L1323.06 446.265 L1322.89 443.514 L1322.7 440.762 L1322.51 438.01 L1322.33 435.479 L1322.32 435.258 L1322.11 432.506 L1321.89 429.754 L1321.67 427.002 L1321.44 424.25 L1321.2 421.499 L1320.95 418.747 L1320.7 415.995 L1320.43 413.243 L1320.16 410.491 L1319.88 407.739 L1319.59 404.987 L1319.29 402.236 L1318.99 399.484 L1318.67 396.732 L1318.46 394.912 L1318.35 393.98 L1318.01 391.228 L1317.67 388.476 L1317.31 385.724 L1316.95 382.972 L1316.57 380.221 L1316.19 377.469 L1315.8 374.717 L1315.39 371.965 L1314.98 369.213 L1314.58 366.623 L1314.56 366.461 L1314.12 363.709 L1313.67 360.957 L1313.21 358.206 L1312.74 355.454 L1312.26 352.702 L1311.77 349.95 L1311.27 347.198 L1310.75 344.446 L1310.71 344.22 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L1066.61 182.086 L1066.01 184.838 L1065.44 187.59 L1064.88 190.341 L1064.35 193.093 L1063.84 195.845 L1063.34 198.597 L1062.86 201.349 L1062.73 202.1 L1062.41 204.101 L1061.98 206.853 L1061.57 209.605 L1061.17 212.356 L1060.78 215.108 L1060.41 217.86 L1060.06 220.612 L1059.72 223.364 L1059.39 226.116 L1059.07 228.868 L1058.86 230.799 L1058.77 231.619 L1058.49 234.371 L1058.22 237.123 L1057.96 239.875 L1057.71 242.627 L1057.47 245.379 L1057.24 248.131 L1057.03 250.883 L1056.82 253.634 L1056.63 256.386 L1056.44 259.138 L1056.26 261.89 L1056.1 264.642 L1055.94 267.394 L1055.79 270.146 L1055.65 272.898 L1055.52 275.649 L1055.4 278.401 L1055.28 281.153 L1055.18 283.905 L1055.08 286.657 L1055 289.409 L1054.98 289.85 L1054.92 292.161 L1054.85 294.913 L1054.79 297.664 L1054.73 300.416 L1054.69 303.168 L1054.65 305.92 L1054.62 308.672 L1054.6 311.424 L1054.58 314.176 L1054.57 316.928 L1054.57 319.679 L1054.58 322.431 L1054.59 325.183 L1054.62 327.935 L1054.64 330.687 L1054.68 333.439 L1054.72 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2112.76,77.5147 2112.76,74.7628 2112.76,72.0109 2112.76,69.2591 2112.76,66.5072 2112.76,63.7553 2112.76,61.0035 2112.76,58.2516 2112.76,55.4997 2112.76,52.7478 2112.76,49.996 2112.76,47.2441 2108.88,47.2441 2105.01,47.2441 2101.13,47.2441 2097.26,47.2441 2093.38,47.2441 2089.51,47.2441 2085.63,47.2441 2081.76,47.2441 2077.88,47.2441 2074.01,47.2441 2070.14,47.2441 2066.26,47.2441 2062.39,47.2441 2058.51,47.2441 2054.64,47.2441 2050.76,47.2441 2046.89,47.2441 2043.01,47.2441 2039.14,47.2441 2035.26,47.2441 2031.39,47.2441 2027.51,47.2441 2023.64,47.2441 2019.76,47.2441 2015.89,47.2441 2012.02,47.2441 2008.14,47.2441 2004.27,47.2441 2000.39,47.2441 1996.52,47.2441 1992.64,47.2441 1988.77,47.2441 1984.89,47.2441 1981.02,47.2441 1977.14,47.2441 1973.27,47.2441 1969.39,47.2441 1965.52,47.2441 1961.65,47.2441 1957.77,47.2441 1953.9,47.2441 1950.02,47.2441 1946.15,47.2441 1942.27,47.2441 1938.4,47.2441 1934.52,47.2441 1930.65,47.2441 1926.77,47.2441 1922.9,47.2441 1919.02,47.2441 1915.15,47.2441 1911.28,47.2441 1907.4,47.2441 1903.53,47.2441 1899.65,47.2441 1895.78,47.2441 1891.9,47.2441 1888.03,47.2441 1884.15,47.2441 1880.28,47.2441 1876.4,47.2441 1872.53,47.2441 1868.65,47.2441 1864.78,47.2441 1860.91,47.2441 1857.03,47.2441 1853.16,47.2441 1849.28,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 1609.06,47.2441 1605.18,47.2441 1601.31,47.2441 1597.43,47.2441 1593.56,47.2441 1589.68,47.2441 1585.81,47.2441 1581.93,47.2441 1578.06,47.2441 1574.18,47.2441 1570.31,47.2441 1566.43,47.2441 1562.56,47.2441 1558.69,47.2441 1554.81,47.2441 1550.94,47.2441 1547.06,47.2441 1543.19,47.2441 1539.31,47.2441 1535.44,47.2441 1531.56,47.2441 1527.69,47.2441 1523.81,47.2441 1519.94,47.2441 1516.06,47.2441 1512.19,47.2441 1508.31,47.2441 1504.44,47.2441 1500.57,47.2441 1496.69,47.2441 1492.82,47.2441 1488.94,47.2441 1485.07,47.2441 1481.19,47.2441 1477.32,47.2441 1473.44,47.2441 1469.57,47.2441 1465.69,47.2441 1461.82,47.2441 1457.94,47.2441 1454.07,47.2441 1450.2,47.2441 1446.32,47.2441 1442.45,47.2441 1438.57,47.2441 1434.7,47.2441 1430.82,47.2441 1426.95,47.2441 1423.07,47.2441 1419.2,47.2441 1415.32,47.2441 1411.45,47.2441 1407.57,47.2441 1403.7,47.2441 1399.83,47.2441 1395.95,47.2441 1392.08,47.2441 1388.2,47.2441 1384.33,47.2441 1380.45,47.2441 1376.58,47.2441 1372.7,47.2441 1368.83,47.2441 1364.95,47.2441 1361.08,47.2441 1357.2,47.2441 1353.33,47.2441 1349.46,47.2441 1345.58,47.2441 1341.71,47.2441 1337.83,47.2441 1333.96,47.2441 1330.08,47.2441 1326.21,47.2441 1322.33,47.2441 1318.46,47.2441 1314.58,47.2441 1310.71,47.2441 1306.83,47.2441 1302.96,47.2441 1299.09,47.2441 1295.21,47.2441 1291.34,47.2441 1287.46,47.2441 1283.59,47.2441 1279.71,47.2441 1275.84,47.2441 1271.96,47.2441 1268.09,47.2441 1264.21,47.2441 1260.34,47.2441 1256.46,47.2441 1252.59,47.2441 1248.72,47.2441 1244.84,47.2441 1240.97,47.2441 1237.09,47.2441 1233.22,47.2441 1229.34,47.2441 1225.47,47.2441 1221.59,47.2441 1217.72,47.2441 1213.84,47.2441 1209.97,47.2441 1206.09,47.2441 1202.22,47.2441 1198.35,47.2441 1194.47,47.2441 1190.6,47.2441 1186.72,47.2441 1182.85,47.2441 1178.97,47.2441 1175.1,47.2441 1171.22,47.2441 1167.35,47.2441 1163.47,47.2441 1159.6,47.2441 1155.72,47.2441 1151.85,47.2441 1147.98,47.2441 1144.1,47.2441 1140.23,47.2441 1136.35,47.2441 1132.48,47.2441 1128.6,47.2441 1124.73,47.2441 1120.85,47.2441 1116.98,47.2441 1113.1,47.2441 1109.23,47.2441 1105.35,47.2441 1101.48,47.2441 1097.61,47.2441 1093.73,47.2441 1089.86,47.2441 1085.98,47.2441 1082.11,47.2441 1078.23,47.2441 1074.36,47.2441 1070.48,47.2441 1066.61,47.2441 1062.73,47.2441 1058.86,47.2441 1054.98,47.2441 1051.11,47.2441 1047.24,47.2441 1043.36,47.2441 1039.49,47.2441 1035.61,47.2441 1031.74,47.2441 1027.86,47.2441 1023.99,47.2441 1020.11,47.2441 1016.24,47.2441 1012.36,47.2441 1008.49,47.2441 1004.61,47.2441 1000.74,47.2441 996.865,47.2441 992.99,47.2441 989.116,47.2441 985.241,47.2441 981.366,47.2441 977.492,47.2441 973.617,47.2441 969.743,47.2441 965.868,47.2441 961.993,47.2441 958.119,47.2441 954.244,47.2441 950.369,47.2441 946.495,47.2441 942.62,47.2441 938.746,47.2441 934.871,47.2441 930.996,47.2441 927.122,47.2441 923.247,47.2441 919.373,47.2441 915.498,47.2441 911.623,47.2441 907.749,47.2441 903.874,47.2441 899.999,47.2441 896.125,47.2441 892.25,47.2441 888.376,47.2441 884.501,47.2441 880.626,47.2441 876.752,47.2441 872.877,47.2441 869.002,47.2441 865.128,47.2441 861.253,47.2441 857.379,47.2441 853.504,47.2441 849.629,47.2441 845.755,47.2441 841.88,47.2441 838.005,47.2441 834.131,47.2441 830.256,47.2441 826.382,47.2441 822.507,47.2441 818.632,47.2441 814.758,47.2441 810.883,47.2441 807.008,47.2441 803.134,47.2441 799.259,47.2441 795.385,47.2441 791.51,47.2441 787.635,47.2441 783.761,47.2441 779.886,47.2441 776.012,47.2441 772.137,47.2441 768.262,47.2441 764.388,47.2441 760.513,47.2441 756.638,47.2441 752.764,47.2441 748.889,47.2441 745.015,47.2441 741.14,47.2441 737.265,47.2441 733.391,47.2441 729.516,47.2441 725.641,47.2441 721.767,47.2441 717.892,47.2441 714.018,47.2441 710.143,47.2441 706.268,47.2441 702.394,47.2441 698.519,47.2441 694.644,47.2441 690.77,47.2441 686.895,47.2441 683.021,47.2441 679.146,47.2441 675.271,47.2441 671.397,47.2441 667.522,47.2441 663.648,47.2441 659.773,47.2441 655.898,47.2441 652.024,47.2441 648.149,47.2441 644.274,47.2441 640.4,47.2441 636.525,47.2441 632.651,47.2441 628.776,47.2441 624.901,47.2441 621.027,47.2441 617.152,47.2441 613.277,47.2441 609.403,47.2441 605.528,47.2441 601.654,47.2441 597.779,47.2441 593.904,47.2441 590.03,47.2441 586.155,47.2441 582.28,47.2441 578.406,47.2441 574.531,47.2441 570.657,47.2441 566.782,47.2441 562.907,47.2441 559.033,47.2441 555.158,47.2441 551.283,47.2441 547.409,47.2441 543.534,47.2441 539.66,47.2441 535.785,47.2441 531.91,47.2441 528.036,47.2441 524.161,47.2441 520.287,47.2441 516.412,47.2441 512.537,47.2441 508.663,47.2441 504.788,47.2441 500.913,47.2441 497.039,47.2441 493.164,47.2441 489.29,47.2441 485.415,47.2441 481.54,47.2441 477.666,47.2441 473.791,47.2441 469.916,47.2441 466.042,47.2441 462.167,47.2441 458.293,47.2441 454.418,47.2441 450.543,47.2441 446.669,47.2441 442.794,47.2441 438.919,47.2441 435.045,47.2441 431.17,47.2441 427.296,47.2441 423.421,47.2441 419.546,47.2441 415.672,47.2441 411.797,47.2441 407.922,47.2441 404.048,47.2441 400.173,47.2441 396.299,47.2441 392.424,47.2441 388.549,47.2441 384.675,47.2441 380.8,47.2441 376.926,47.2441 373.051,47.2441 369.176,47.2441 365.302,47.2441 361.427,47.2441 357.552,47.2441 353.678,47.2441 349.803,47.2441 345.929,47.2441 342.054,47.2441 338.179,47.2441 334.305,47.2441 330.43,47.2441 326.555,47.2441 322.681,47.2441 318.806,47.2441 314.932,47.2441 311.057,47.2441 307.182,47.2441 303.308,47.2441 299.433,47.2441 295.558,47.2441 291.684,47.2441 287.809,47.2441 283.935,47.2441 280.06,47.2441 276.185,47.2441 272.311,47.2441 268.436,47.2441 264.561,47.2441 260.687,47.2441 256.812,47.2441 252.938,47.2441 249.063,47.2441 245.188,47.2441 241.314,47.2441 237.439,47.2441 233.565,47.2441 229.69,47.2441 225.815,47.2441 221.941,47.2441 218.066,47.2441 214.191,47.2441 210.317,47.2441 206.442,47.2441 202.568,47.2441 198.693,47.2441 194.818,47.2441 190.944,47.2441 187.069,47.2441 183.194,47.2441 179.32,47.2441 175.445,47.2441 175.445,49.996 175.445,52.7478 175.445,55.4997 175.445,58.2516 175.445,61.0035 175.445,63.7553 175.445,66.5072 175.445,69.2591 175.445,72.0109 175.445,74.7628 175.445,77.5147 175.445,80.2666 175.445,83.0184 175.445,85.7703 175.445,88.5222 175.445,91.274 175.445,94.0259 175.445,96.7778 175.445,99.5297 175.445,102.282 175.445,105.033 175.445,107.785 175.445,110.537 175.445,113.289 175.445,116.041 175.445,118.793 175.445,121.545 175.445,124.296 175.445,127.048 175.445,129.8 175.445,132.552 175.445,135.304 175.445,138.056 175.445,140.808 175.445,143.56 175.445,146.311 175.445,149.063 175.445,151.815 175.445,154.567 175.445,157.319 175.445,160.071 175.445,162.823 175.445,165.575 175.445,168.326 175.445,171.078 175.445,173.83 175.445,176.582 175.445,179.334 175.445,182.086 175.445,184.838 175.445,187.59 175.445,190.341 175.445,193.093 175.445,195.845 175.445,198.597 175.445,201.349 175.445,204.101 175.445,206.853 175.445,209.605 175.445,212.356 175.445,215.108 175.445,217.86 175.445,220.612 175.445,223.364 175.445,226.116 175.445,228.868 175.445,231.619 175.445,234.371 175.445,237.123 175.445,239.875 175.445,242.627 175.445,245.379 175.445,248.131 175.445,250.883 175.445,253.634 175.445,256.386 175.445,259.138 175.445,261.89 175.445,264.642 175.445,267.394 175.445,270.146 175.445,272.898 175.445,275.649 175.445,278.401 175.445,281.153 175.445,283.905 175.445,286.657 175.445,289.409 175.445,292.161 175.445,294.913 175.445,297.664 175.445,300.416 175.445,303.168 175.445,305.92 175.445,308.672 175.445,311.424 175.445,314.176 175.445,316.928 175.445,319.679 175.445,322.431 175.445,325.183 175.445,327.935 175.445,330.687 175.445,333.439 175.445,336.191 175.445,338.942 175.445,341.694 175.445,344.446 175.445,347.198 175.445,349.95 175.445,352.702 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2056.32,242.627 2055.25,245.379 2054.64,246.89 2054.06,248.131 2052.73,250.883 2051.3,253.634 2050.76,254.631 2049.66,256.386 2047.83,259.138 2046.89,260.486 2045.72,261.89 2043.29,264.642 2043.01,264.942 2040.21,267.394 2039.14,268.277 2036.18,270.146 2035.26,270.697 2031.39,272.328 2029.09,272.898 2027.51,273.272 2023.64,273.594 2019.76,273.356 2017.44,272.898 2015.89,272.594 2012.02,271.335 2009.35,270.146 2008.14,269.61 2004.27,267.428 2004.22,267.394 2000.39,264.792 2000.2,264.642 1996.74,261.89 1996.52,261.709 1993.7,259.138 1992.64,258.169 1990.91,256.386 1988.77,254.171 1988.3,253.634 1985.92,250.883 1984.89,249.688 1983.68,248.131 1981.54,245.379 1981.02,244.703 1979.56,242.627 1977.63,239.875 1977.14,239.175 1975.83,237.123 1974.09,234.371 1973.27,233.058 1972.43,231.619 1970.85,228.868 1969.39,226.298 1969.3,226.116 1967.86,223.364 1966.44,220.612 1965.52,218.797 1965.07,217.86 1963.78,215.108 1962.51,212.356 1961.65,210.455 1961.28,209.605 1960.12,206.853 1958.99,204.101 1957.86,201.349 1957.77,201.114 1956.82,198.597 1955.81,195.845 1954.81,193.093 1953.9,190.534 1953.83,190.341 1952.93,187.59 1952.04,184.838 1951.17,182.086 1950.32,179.334 1950.02,178.345 1949.52,176.582 1948.75,173.83 1948,171.078 1947.27,168.326 1946.56,165.575 1946.15,163.925 1945.88,162.823 1945.25,160.071 1944.63,157.319 1944.03,154.567 1943.45,151.815 1942.89,149.063 1942.34,146.311 1942.27,145.947 1941.84,143.56 1941.36,140.808 1940.9,138.056 1940.46,135.304 1940.04,132.552 1939.64,129.8 1939.26,127.048 1938.89,124.296 1938.55,121.545 1938.4,120.259 1938.23,118.793 1937.95,116.041 1937.68,113.289 1937.43,110.537 1937.2,107.785 1936.99,105.033 1936.81,102.282 1936.64,99.5297 1936.49,96.7778 1936.37,94.0259 1936.26,91.274 1936.18,88.5222 1936.12,85.7703 1936.09,83.0184 1936.07,80.2666 1936.08,77.5147 1936.12,74.7628 1936.18,72.0109 1936.26,69.2591 1936.37,66.5072 1936.5,63.7553 1936.66,61.0035 1936.85,58.2516 1937.07,55.4997 1937.31,52.7478 1937.58,49.996 1937.89,47.2441 1934.52,47.2441 1930.65,47.2441 1926.77,47.2441 1922.9,47.2441 1919.02,47.2441 1915.15,47.2441 1911.28,47.2441 1907.4,47.2441 1903.53,47.2441 1899.65,47.2441 1895.78,47.2441 1891.9,47.2441 1888.03,47.2441 1884.15,47.2441 1880.28,47.2441 1876.4,47.2441 1872.53,47.2441 1868.65,47.2441 1864.78,47.2441 1860.91,47.2441 1857.03,47.2441 1853.16,47.2441 1849.28,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 1609.06,47.2441 1605.18,47.2441 1601.31,47.2441 1597.43,47.2441 1593.56,47.2441 1589.68,47.2441 1585.81,47.2441 1581.93,47.2441 1578.06,47.2441 1574.18,47.2441 1570.31,47.2441 1566.43,47.2441 1562.56,47.2441 1558.69,47.2441 1554.81,47.2441 1550.94,47.2441 1547.06,47.2441 1543.19,47.2441 1539.31,47.2441 1535.44,47.2441 1531.56,47.2441 1527.69,47.2441 1523.81,47.2441 1519.94,47.2441 1516.06,47.2441 1512.19,47.2441 1508.31,47.2441 1504.44,47.2441 1500.57,47.2441 1496.69,47.2441 1492.82,47.2441 1488.94,47.2441 1485.07,47.2441 1481.19,47.2441 1477.32,47.2441 1473.44,47.2441 1469.57,47.2441 1465.69,47.2441 1461.82,47.2441 1457.94,47.2441 1454.07,47.2441 1450.2,47.2441 1446.32,47.2441 1442.45,47.2441 1438.57,47.2441 1434.7,47.2441 1430.82,47.2441 1426.95,47.2441 1423.07,47.2441 1419.2,47.2441 1415.32,47.2441 1411.45,47.2441 1407.57,47.2441 1403.7,47.2441 1399.83,47.2441 1395.95,47.2441 1392.08,47.2441 1388.2,47.2441 1384.33,47.2441 1380.45,47.2441 1376.58,47.2441 1372.7,47.2441 1368.83,47.2441 1364.95,47.2441 1361.08,47.2441 1357.2,47.2441 1353.33,47.2441 1349.46,47.2441 1345.58,47.2441 1341.71,47.2441 1337.83,47.2441 1333.96,47.2441 1330.08,47.2441 1326.21,47.2441 1322.33,47.2441 1318.46,47.2441 1314.58,47.2441 1310.71,47.2441 1306.83,47.2441 1302.96,47.2441 1299.09,47.2441 1295.21,47.2441 1291.34,47.2441 1287.46,47.2441 1283.59,47.2441 1279.71,47.2441 1275.84,47.2441 1271.96,47.2441 1268.09,47.2441 1264.21,47.2441 1260.34,47.2441 1256.46,47.2441 1252.59,47.2441 1248.72,47.2441 1244.84,47.2441 1240.97,47.2441 1237.09,47.2441 1233.22,47.2441 1229.34,47.2441 1225.47,47.2441 1221.59,47.2441 1217.72,47.2441 1213.84,47.2441 1209.97,47.2441 1206.09,47.2441 1202.22,47.2441 1198.35,47.2441 1194.47,47.2441 1190.6,47.2441 1186.72,47.2441 1182.85,47.2441 1178.97,47.2441 1175.1,47.2441 1171.22,47.2441 1167.35,47.2441 1163.47,47.2441 1159.6,47.2441 1155.72,47.2441 1151.85,47.2441 1147.98,47.2441 1144.1,47.2441 1140.23,47.2441 1136.35,47.2441 1132.48,47.2441 1128.6,47.2441 1124.73,47.2441 1120.85,47.2441 1116.98,47.2441 1113.1,47.2441 1109.23,47.2441 1105.35,47.2441 1101.48,47.2441 1097.61,47.2441 1093.73,47.2441 1089.86,47.2441 1085.98,47.2441 1082.11,47.2441 1078.23,47.2441 1074.36,47.2441 1070.48,47.2441 1066.61,47.2441 1062.73,47.2441 1058.86,47.2441 1054.98,47.2441 1051.11,47.2441 1047.24,47.2441 1043.36,47.2441 1039.49,47.2441 1035.61,47.2441 1031.74,47.2441 1027.86,47.2441 1023.99,47.2441 1020.11,47.2441 1016.24,47.2441 1012.36,47.2441 1008.49,47.2441 1004.61,47.2441 1000.74,47.2441 996.865,47.2441 992.99,47.2441 989.116,47.2441 985.241,47.2441 981.366,47.2441 977.492,47.2441 973.617,47.2441 969.743,47.2441 965.868,47.2441 961.993,47.2441 958.119,47.2441 954.244,47.2441 950.369,47.2441 946.495,47.2441 942.62,47.2441 938.746,47.2441 934.871,47.2441 930.996,47.2441 927.122,47.2441 923.247,47.2441 919.373,47.2441 915.498,47.2441 911.623,47.2441 907.749,47.2441 903.874,47.2441 899.999,47.2441 896.125,47.2441 892.25,47.2441 888.376,47.2441 884.501,47.2441 880.626,47.2441 876.752,47.2441 872.877,47.2441 869.002,47.2441 865.128,47.2441 861.253,47.2441 857.379,47.2441 853.504,47.2441 849.629,47.2441 845.755,47.2441 841.88,47.2441 838.005,47.2441 834.131,47.2441 830.256,47.2441 826.382,47.2441 822.507,47.2441 825.824,47.2441 826.382,48.5757 826.942,49.996 828.007,52.7478 829.053,55.4997 830.082,58.2516 830.256,58.7279 831.043,61.0035 831.975,63.7553 832.888,66.5072 833.783,69.2591 834.131,70.3519 834.63,72.0109 835.439,74.7628 836.229,77.5147 837.001,80.2666 837.754,83.0184 838.005,83.9618 838.462,85.7703 839.138,88.5222 839.796,91.274 840.435,94.0259 841.055,96.7778 841.657,99.5297 841.88,100.585 842.221,102.282 842.754,105.033 843.268,107.785 843.764,110.537 844.242,113.289 844.7,116.041 845.139,118.793 845.559,121.545 845.755,122.892 845.949,124.296 846.309,127.048 846.65,129.8 846.972,132.552 847.275,135.304 847.558,138.056 847.821,140.808 848.064,143.56 848.286,146.311 848.488,149.063 848.67,151.815 848.83,154.567 848.968,157.319 849.085,160.071 849.18,162.823 849.252,165.575 849.302,168.326 849.328,171.078 849.33,173.83 849.309,176.582 849.262,179.334 849.191,182.086 849.094,184.838 848.971,187.59 848.821,190.341 848.643,193.093 848.438,195.845 848.204,198.597 847.941,201.349 847.647,204.101 847.322,206.853 846.966,209.605 846.577,212.356 846.155,215.108 845.755,217.523 845.694,217.86 845.162,220.612 844.589,223.364 843.975,226.116 843.318,228.868 842.616,231.619 841.88,234.327 841.867,234.371 840.995,237.123 840.066,239.875 839.079,242.627 838.031,245.379 838.005,245.443 836.797,248.131 835.483,250.883 834.131,253.549 834.081,253.634 832.401,256.386 830.612,259.138 830.256,259.66 828.459,261.89 826.382,264.314 826.038,264.642 822.997,267.394 822.507,267.814 818.989,270.146 818.632,270.37 814.758,272.116 811.907,272.898 810.883,273.165 807.008,273.581 803.134,273.43 800.1,272.898 799.259,272.751 795.385,271.567 792.047,270.146 791.51,269.918 787.635,267.804 787.017,267.394 783.761,265.239 782.992,264.642 779.886,262.229 779.506,261.89 776.427,259.138 776.012,258.765 773.663,256.386 772.137,254.837 771.073,253.634 768.651,250.883 768.262,250.438 766.435,248.131 764.388,245.536 764.274,245.379 762.31,242.627 760.513,240.097 760.368,239.875 758.59,237.123 756.824,234.371 756.638,234.078 755.196,231.619 753.597,228.868 752.764,227.417 752.068,226.116 750.616,223.364 749.18,220.612 748.889,220.046 747.839,217.86 746.535,215.108 745.248,212.356 745.015,211.848 744.047,209.605 742.878,206.853 741.727,204.101 741.14,202.672 740.628,201.349 739.582,198.597 738.555,195.845 737.547,193.093 737.265,192.309 736.598,190.341 735.684,187.59 734.789,184.838 733.912,182.086 733.391,180.414 733.072,179.334 732.28,176.582 731.506,173.83 730.751,171.078 730.015,168.326 729.516,166.413 729.309,165.575 728.648,162.823 728.006,160.071 727.382,157.319 726.777,154.567 726.19,151.815 725.641,149.155 725.624,149.063 725.104,146.311 724.604,143.56 724.122,140.808 723.658,138.056 723.214,135.304 722.789,132.552 722.383,129.8 721.996,127.048 721.767,125.327 721.636,124.296 721.308,121.545 720.999,118.793 720.709,116.041 720.439,113.289 720.188,110.537 719.958,107.785 719.748,105.033 719.558,102.282 719.39,99.5297 719.242,96.7778 719.116,94.0259 719.012,91.274 718.93,88.5222 718.87,85.7703 718.833,83.0184 718.819,80.2666 718.83,77.5147 718.864,74.7628 718.923,72.0109 719.007,69.2591 719.116,66.5072 719.252,63.7553 719.415,61.0035 719.605,58.2516 719.823,55.4997 720.069,52.7478 720.345,49.996 720.651,47.2441 717.892,47.2441 714.018,47.2441 710.143,47.2441 706.268,47.2441 702.394,47.2441 698.519,47.2441 694.644,47.2441 690.77,47.2441 686.895,47.2441 683.021,47.2441 679.146,47.2441 675.271,47.2441 671.397,47.2441 667.522,47.2441 663.648,47.2441 659.773,47.2441 655.898,47.2441 652.024,47.2441 648.149,47.2441 644.274,47.2441 640.4,47.2441 636.525,47.2441 632.651,47.2441 628.776,47.2441 624.901,47.2441 621.027,47.2441 617.152,47.2441 613.277,47.2441 609.403,47.2441 605.528,47.2441 601.654,47.2441 597.779,47.2441 593.904,47.2441 590.03,47.2441 586.155,47.2441 582.28,47.2441 578.406,47.2441 574.531,47.2441 570.657,47.2441 566.782,47.2441 562.907,47.2441 559.033,47.2441 555.158,47.2441 551.283,47.2441 547.409,47.2441 543.534,47.2441 539.66,47.2441 535.785,47.2441 531.91,47.2441 528.036,47.2441 524.161,47.2441 520.287,47.2441 516.412,47.2441 512.537,47.2441 508.663,47.2441 504.788,47.2441 500.913,47.2441 497.039,47.2441 493.164,47.2441 489.29,47.2441 485.415,47.2441 481.54,47.2441 477.666,47.2441 473.791,47.2441 469.916,47.2441 466.042,47.2441 462.167,47.2441 458.293,47.2441 454.418,47.2441 450.543,47.2441 446.669,47.2441 442.794,47.2441 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1101.48,1146.18 1101.64,1145.24 1102.14,1142.49 1102.66,1139.74 1103.21,1136.99 1103.79,1134.23 1104.4,1131.48 1105.03,1128.73 1105.35,1127.4 1105.72,1125.98 1106.46,1123.23 1107.24,1120.47 1108.06,1117.72 1108.91,1114.97 1109.23,1113.98 1109.84,1112.22 1110.85,1109.47 1111.89,1106.71 1112.99,1103.96 1113.1,1103.69 1114.22,1101.21 1115.52,1098.46 1116.89,1095.71 1116.98,1095.53 1118.44,1092.96 1120.08,1090.2 1120.85,1088.95 1121.9,1087.45 1123.9,1084.7 1124.73,1083.61 1126.17,1081.95 1128.6,1079.28 1128.69,1079.2 1131.73,1076.44 1132.48,1075.8 1135.4,1073.69 1136.35,1073.04 1140.17,1070.94 1140.23,1070.91 1144.1,1069.34 1147.98,1068.27 1148.49,1068.19 1151.85,1067.66 1155.72,1067.46 1159.6,1067.65 1163.46,1068.19 1163.47,1068.19 1167.35,1069.08 1171.22,1070.28 1172.9,1070.94 1175.1,1071.8 1178.97,1073.61 1179.13,1073.69 1182.85,1075.71 1184.04,1076.44 1186.72,1078.1 1188.32,1079.2 1190.6,1080.76 1192.15,1081.95 1194.47,1083.71 1195.66,1084.7 1198.35,1086.94 1198.91,1087.45 1201.94,1090.2 1202.22,1090.46 1204.76,1092.96 1206.09,1094.27 1207.45,1095.71 1209.97,1098.38 1210.04,1098.46 1212.45,1101.21 1213.84,1102.81 1214.79,1103.96 1217.03,1106.71 1217.72,1107.56 1219.17,1109.47 1221.26,1112.22 1221.59,1112.66 1223.24,1114.97 1225.18,1117.72 1225.47,1118.13 1227.03,1120.47 1228.84,1123.23 1229.34,1124 1230.57,1125.98 1232.27,1128.73 1233.22,1130.29 1233.91,1131.48 1235.49,1134.23 1237.05,1136.99 1237.09,1137.06 1238.53,1139.74 1239.99,1142.49 1240.97,1144.35 1241.41,1145.24 1242.78,1147.99 1244.13,1150.74 1244.84,1152.22 1245.43,1153.5 1246.69,1156.25 1247.93,1159 1248.72,1160.76 1249.14,1161.75 1250.3,1164.5 1251.44,1167.26 1252.57,1170.01 1252.59,1170.07 1253.63,1172.76 1254.68,1175.51 1255.72,1178.26 1256.46,1180.29 1256.72,1181.02 1257.69,1183.77 1258.64,1186.52 1259.57,1189.27 1260.34,1191.6 1260.48,1192.02 1261.34,1194.77 1262.2,1197.53 1263.03,1200.28 1263.85,1203.03 1264.21,1204.27 1264.64,1205.78 1265.4,1208.53 1266.15,1211.29 1266.88,1214.04 1267.6,1216.79 1268.09,1218.7 1268.3,1219.54 1268.96,1222.29 1269.61,1225.05 1270.24,1227.8 1270.87,1230.55 1271.47,1233.3 1271.96,1235.59 1272.06,1236.05 1272.62,1238.8 1273.16,1241.56 1273.69,1244.31 1274.21,1247.06 1274.71,1249.81 1275.2,1252.56 1275.68,1255.32 1275.84,1256.26 1276.13,1258.07 1276.57,1260.82 1276.99,1263.57 1277.39,1266.32 1277.79,1269.08 1278.17,1271.83 1278.53,1274.58 1278.89,1277.33 1279.23,1280.08 1279.55,1282.83 1279.71,1284.23 1279.86,1285.59 1280.15,1288.34 1280.43,1291.09 1280.69,1293.84 1280.95,1296.59 1281.18,1299.35 1281.41,1302.1 1281.62,1304.85 1281.82,1307.6 1282,1310.35 1282.17,1313.1 1282.33,1315.86 1282.48,1318.61 1282.61,1321.36 1282.72,1324.11 1282.83,1326.86 1282.92,1329.62 1282.99,1332.37 1283.05,1335.12 1283.1,1337.87 1283.13,1340.62 1283.15,1343.38 1283.16,1346.13 1283.14,1348.88 1283.12,1351.63 1283.08,1354.38 1283.02,1357.13 1282.95,1359.89 1282.86,1362.64 1282.75,1365.39 1282.63,1368.14 1282.49,1370.89 1282.34,1373.65 1282.16,1376.4 1281.97,1379.15 1281.76,1381.9 1281.54,1384.65 1281.29,1387.41 1281.03,1390.16 1280.75,1392.91 1280.44,1395.66 1280.12,1398.41 1279.78,1401.16 1279.71,1401.65 1279.4,1403.92 1278.99,1406.67 1278.56,1409.42 1278.11,1412.17 1277.63,1414.92 1277.12,1417.68 1276.59,1420.43 1276.04,1423.18 1275.84,1423.18 1279.71,1423.18 1283.59,1423.18 1287.46,1423.18 1291.34,1423.18 1295.21,1423.18 1299.09,1423.18 1302.96,1423.18 1306.83,1423.18 1310.71,1423.18 1314.58,1423.18 1318.46,1423.18 1322.33,1423.18 1326.21,1423.18 1330.08,1423.18 1333.96,1423.18 1337.83,1423.18 1341.71,1423.18 1345.58,1423.18 1349.46,1423.18 1353.33,1423.18 1357.2,1423.18 1361.08,1423.18 1364.95,1423.18 1368.83,1423.18 1372.7,1423.18 1376.58,1423.18 1380.45,1423.18 1384.33,1423.18 1388.2,1423.18 1392.08,1423.18 1395.95,1423.18 1399.83,1423.18 1403.7,1423.18 1407.57,1423.18 1411.45,1423.18 1415.32,1423.18 1419.2,1423.18 1423.07,1423.18 1426.95,1423.18 1430.82,1423.18 1434.7,1423.18 1438.57,1423.18 1442.45,1423.18 1446.32,1423.18 1450.2,1423.18 1454.07,1423.18 1457.94,1423.18 1461.82,1423.18 1465.69,1423.18 1469.57,1423.18 1473.44,1423.18 1477.32,1423.18 1481.19,1423.18 1485.07,1423.18 1488.94,1423.18 1492.82,1423.18 1496.69,1423.18 1500.57,1423.18 1504.44,1423.18 1508.31,1423.18 1512.19,1423.18 1516.06,1423.18 1519.94,1423.18 1523.81,1423.18 1527.69,1423.18 1531.56,1423.18 1535.44,1423.18 1539.31,1423.18 1543.19,1423.18 1547.06,1423.18 1550.94,1423.18 1554.81,1423.18 1558.69,1423.18 1562.56,1423.18 1566.43,1423.18 1570.31,1423.18 1574.18,1423.18 1578.06,1423.18 1581.93,1423.18 1585.81,1423.18 1589.68,1423.18 1593.56,1423.18 1597.43,1423.18 1601.31,1423.18 1605.18,1423.18 1609.06,1423.18 1612.93,1423.18 1616.8,1423.18 1620.68,1423.18 1624.55,1423.18 1628.43,1423.18 1632.3,1423.18 1636.18,1423.18 1640.05,1423.18 1643.93,1423.18 1647.8,1423.18 1651.68,1423.18 1655.55,1423.18 1659.43,1423.18 1663.3,1423.18 1667.17,1423.18 1671.05,1423.18 1674.92,1423.18 1678.8,1423.18 1682.67,1423.18 1686.55,1423.18 1690.42,1423.18 1694.3,1423.18 1698.17,1423.18 1702.05,1423.18 1705.92,1423.18 1709.8,1423.18 1713.67,1423.18 1717.54,1423.18 1721.42,1423.18 1725.29,1423.18 1729.17,1423.18 1733.04,1423.18 1736.92,1423.18 1740.79,1423.18 1744.67,1423.18 1748.54,1423.18 1752.42,1423.18 1756.29,1423.18 1760.17,1423.18 1764.04,1423.18 1767.91,1423.18 1771.79,1423.18 1775.66,1423.18 1779.54,1423.18 1783.41,1423.18 1787.29,1423.18 1791.16,1423.18 1795.04,1423.18 1798.91,1423.18 1802.79,1423.18 1806.66,1423.18 1810.54,1423.18 1814.41,1423.18 1818.28,1423.18 1822.16,1423.18 1826.03,1423.18 1829.91,1423.18 1833.78,1423.18 1837.66,1423.18 1841.53,1423.18 1845.41,1423.18 1849.28,1423.18 1853.16,1423.18 1857.03,1423.18 1860.91,1423.18 1864.78,1423.18 1868.65,1423.18 1872.53,1423.18 1876.4,1423.18 1880.28,1423.18 1884.15,1423.18 1888.03,1423.18 1891.9,1423.18 1895.78,1423.18 1899.65,1423.18 1903.53,1423.18 1907.4,1423.18 1911.28,1423.18 1915.15,1423.18 1919.02,1423.18 1922.9,1423.18 1926.77,1423.18 1930.65,1423.18 1934.52,1423.18 1938.4,1423.18 1942.27,1423.18 1946.15,1423.18 1950.02,1423.18 1953.9,1423.18 1957.77,1423.18 1961.65,1423.18 1965.52,1423.18 1969.39,1423.18 1973.27,1423.18 1977.14,1423.18 1981.02,1423.18 1984.89,1423.18 1988.77,1423.18 1992.64,1423.18 1996.52,1423.18 2000.39,1423.18 2004.27,1423.18 2008.14,1423.18 2012.02,1423.18 2015.89,1423.18 2019.76,1423.18 2023.64,1423.18 2027.51,1423.18 2031.39,1423.18 2035.26,1423.18 2039.14,1423.18 2043.01,1423.18 2046.89,1423.18 2050.76,1423.18 2054.64,1423.18 2058.51,1423.18 2062.39,1423.18 2066.26,1423.18 2070.14,1423.18 2074.01,1423.18 2077.88,1423.18 2081.76,1423.18 2085.63,1423.18 2089.51,1423.18 2093.38,1423.18 2097.26,1423.18 2101.13,1423.18 2105.01,1423.18 2108.88,1423.18 2112.76,1423.18 2112.76,1420.43 2112.76,1417.68 2112.76,1414.92 2112.76,1412.17 2112.76,1409.42 2112.76,1406.67 2112.76,1403.92 2112.76,1401.16 2112.76,1398.41 2112.76,1395.66 2112.76,1392.91 2112.76,1390.16 2112.76,1387.41 2112.76,1384.65 2112.76,1381.9 2112.76,1379.15 2112.76,1376.4 2112.76,1373.65 2112.76,1370.89 2112.76,1368.14 2112.76,1365.39 2112.76,1362.64 2112.76,1359.89 2112.76,1357.13 2112.76,1354.38 2112.76,1351.63 2112.76,1348.88 2112.76,1346.13 2112.76,1343.38 2112.76,1340.62 2112.76,1337.87 2112.76,1335.12 2112.76,1332.37 2112.76,1329.62 2112.76,1326.86 2112.76,1324.11 2112.76,1321.36 2112.76,1318.61 2112.76,1315.86 2112.76,1313.1 2112.76,1310.35 2112.76,1307.6 2112.76,1304.85 2112.76,1302.1 2112.76,1299.35 2112.76,1296.59 2112.76,1293.84 2112.76,1291.09 2112.76,1288.34 2112.76,1285.59 2112.76,1282.83 2112.76,1280.08 2112.76,1277.33 2112.76,1274.58 2112.76,1271.83 2112.76,1269.08 2112.76,1266.32 2112.76,1263.57 2112.76,1260.82 2112.76,1258.07 2112.76,1255.32 2112.76,1252.56 2112.76,1249.81 2112.76,1247.06 2112.76,1244.31 2112.76,1241.56 2112.76,1238.8 2112.76,1236.05 2112.76,1233.3 2112.76,1230.55 2112.76,1227.8 2112.76,1225.05 2112.76,1222.29 2112.76,1219.54 2112.76,1216.79 2112.76,1214.04 2112.76,1211.29 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2112.76,861.798 2112.76,859.046 2112.76,856.294 2112.76,853.542 2112.76,850.791 2112.76,848.039 2112.76,845.287 2112.76,842.535 2112.76,839.783 2112.76,837.031 2112.76,834.279 2112.76,831.527 2112.76,828.776 2112.76,826.024 2112.76,823.272 2112.76,820.52 2112.76,817.768 2112.76,815.016 2112.76,812.264 2112.76,809.512 2112.76,806.761 2112.76,804.009 2112.76,801.257 2112.76,798.505 2112.76,795.753 2112.76,793.001 2112.76,790.249 2112.76,787.498 2112.76,784.746 2112.76,781.994 2112.76,779.242 2112.76,776.49 2112.76,773.738 2112.76,770.986 2112.76,768.234 2112.76,765.483 2112.76,762.731 2112.76,759.979 2112.76,757.227 2112.76,754.475 2112.76,751.723 2112.76,748.971 2112.76,746.219 2112.76,743.468 2112.76,740.716 2112.76,737.964 2112.76,735.212 2112.76,732.46 2112.76,729.708 2112.76,726.956 2112.76,724.204 2112.76,721.453 2112.76,718.701 2112.76,715.949 2112.76,713.197 2112.76,710.445 2112.76,707.693 2112.76,704.941 2112.76,702.19 2112.76,699.438 2112.76,696.686 2112.76,693.934 2112.76,691.182 2112.76,688.43 2112.76,685.678 2112.76,682.926 2112.76,680.175 2112.76,677.423 2112.76,674.671 2112.76,671.919 2112.76,669.167 2112.76,666.415 2112.76,663.663 2112.76,660.911 2112.76,658.16 2112.76,655.408 2112.76,652.656 2112.76,649.904 2112.76,647.152 2112.76,644.4 2112.76,641.648 2112.76,638.896 2112.76,636.145 2112.76,633.393 2112.76,630.641 2112.76,627.889 2112.76,625.137 2112.76,622.385 2112.76,619.633 2112.76,616.881 2112.76,614.13 2112.76,611.378 2112.76,608.626 2112.76,605.874 2112.76,603.122 2112.76,600.37 2112.76,597.618 2112.76,594.867 2112.76,592.115 2112.76,589.363 2112.76,586.611 2112.76,583.859 2112.76,581.107 2112.76,578.355 2112.76,575.603 2112.76,572.852 2112.76,570.1 2112.76,567.348 2112.76,564.596 2112.76,561.844 2112.76,559.092 2112.76,556.34 2112.76,553.588 2112.76,550.837 2112.76,548.085 2112.76,545.333 2112.76,542.581 2112.76,539.829 2112.76,537.077 2112.76,534.325 2112.76,531.573 2112.76,528.822 2112.76,526.07 2112.76,523.318 2112.76,520.566 2112.76,517.814 2112.76,515.062 2112.76,512.31 2112.76,509.559 2112.76,506.807 2112.76,504.055 2112.76,501.303 2112.76,498.551 2112.76,495.799 2112.76,493.047 2112.76,490.295 2112.76,487.544 2112.76,484.792 2112.76,482.04 2112.76,479.288 2112.76,476.536 2112.76,473.784 2112.76,471.032 2112.76,468.28 2112.76,465.529 2112.76,462.777 2112.76,460.025 2112.76,457.273 2112.76,454.521 2112.76,451.769 2112.76,449.017 2112.76,446.265 2112.76,443.514 2112.76,440.762 2112.76,438.01 2112.76,435.258 2112.76,432.506 2112.76,429.754 2112.76,427.002 2112.76,424.25 2112.76,421.499 2112.76,418.747 2112.76,415.995 2112.76,413.243 2112.76,410.491 2112.76,407.739 2112.76,404.987 2112.76,402.236 2112.76,399.484 2112.76,396.732 2112.76,393.98 2112.76,391.228 2112.76,388.476 2112.76,385.724 2112.76,382.972 2112.76,380.221 2112.76,377.469 2112.76,374.717 2112.76,371.965 2112.76,369.213 2112.76,366.461 2112.76,363.709 2112.76,360.957 2112.76,358.206 2112.76,355.454 2112.76,352.702 2112.76,349.95 2112.76,347.198 2112.76,344.446 2112.76,341.694 2112.76,338.942 2112.76,336.191 2112.76,333.439 2112.76,330.687 2112.76,327.935 2112.76,325.183 2112.76,322.431 2112.76,319.679 2112.76,316.928 2112.76,314.176 2112.76,311.424 2112.76,308.672 2112.76,305.92 2112.76,303.168 2112.76,300.416 2112.76,297.664 2112.76,294.913 2112.76,292.161 2112.76,289.409 2112.76,286.657 2112.76,283.905 2112.76,281.153 2112.76,278.401 2112.76,275.649 2112.76,272.898 2112.76,270.146 2112.76,267.394 2112.76,264.642 2112.76,261.89 2112.76,259.138 2112.76,256.386 2112.76,253.634 2112.76,250.883 2112.76,248.131 2112.76,245.379 2112.76,242.627 2112.76,239.875 2112.76,237.123 2112.76,234.371 2112.76,231.619 2112.76,228.868 2112.76,226.116 2112.76,223.364 2112.76,220.612 2112.76,217.86 2112.76,215.108 2112.76,212.356 2112.76,209.605 2112.76,206.853 2112.76,204.101 2112.76,201.349 2112.76,198.597 2112.76,195.845 2112.76,193.093 2112.76,190.341 2112.76,187.59 2112.76,184.838 2112.76,182.086 2112.76,179.334 2112.76,176.582 2112.76,173.83 2112.76,171.078 2112.76,168.326 2112.76,165.575 2112.76,162.823 2112.76,160.071 2112.76,157.319 2112.76,154.567 2112.76,151.815 2112.76,149.063 2112.76,146.311 2112.76,143.56 2112.76,140.808 2112.76,138.056 2112.76,135.304 2112.76,132.552 2112.76,129.8 2112.76,127.048 2112.76,124.296 2112.76,121.545 2112.76,118.793 2112.76,116.041 2112.76,113.289 2112.76,110.537 2112.76,107.785 2112.76,105.033 2112.76,102.282 2112.76,99.5297 2112.76,96.7778 2112.76,94.0259 2112.76,91.274 2112.76,88.5222 2112.76,85.7703 2112.76,83.0184 2112.76,80.2666 2112.76,77.5147 2112.76,74.7628 2112.76,72.0109 2112.76,69.2591 2112.76,66.5072 2112.76,63.7553 2112.76,61.0035 2112.76,58.2516 2112.76,55.4997 2112.76,52.7478 2112.76,49.996 2112.76,47.2441 2108.88,47.2441 2105.01,47.2441 2101.13,47.2441 2097.26,47.2441 2093.38,47.2441 2089.51,47.2441 2085.63,47.2441 2081.76,47.2441 2077.88,47.2441 2074.01,47.2441 2074.44,47.2441 2075.25,49.996 2076.04,52.7478 2076.81,55.4997 2077.57,58.2516 2077.88,59.406 2078.3,61.0035 2079.01,63.7553 2079.7,66.5072 2080.37,69.2591 2081.04,72.0109 2081.68,74.7628 2081.76,75.0998 2082.3,77.5147 2082.89,80.2666 2083.48,83.0184 2084.04,85.7703 2084.6,88.5222 2085.14,91.274 2085.63,93.864 2085.66,94.0259 2086.16,96.7778 2086.64,99.5297 2087.11,102.282 2087.57,105.033 2088.01,107.785 2088.43,110.537 2088.85,113.289 2089.25,116.041 2089.51,117.876 2089.63,118.793 2090,121.545 2090.34,124.296 2090.68,127.048 2091,129.8 2091.31,132.552 2091.61,135.304 2091.89,138.056 2092.16,140.808 2092.42,143.56 2092.66,146.311 2092.89,149.063 2093.11,151.815 2093.31,154.567 2093.38,155.652 2093.49,157.319 2093.66,160.071 2093.82,162.823 2093.96,165.575 2094.09,168.326 2094.21,171.078 2094.31,173.83 2094.4,176.582 2094.48,179.334 2094.54,182.086 2094.59,184.838 2094.62,187.59 2094.64,190.341 2094.65,193.093 2094.64,195.845 2094.61,198.597 2094.57,201.349 2094.52,204.101 2094.45,206.853 2094.36,209.605 2094.26,212.356 2094.15,215.108 2094.01,217.86 2093.86,220.612 2093.7,223.364 2093.51,226.116 2093.38,227.906 2093.31,228.868 2093.08,231.619 2092.83,234.371 2092.57,237.123 2092.28,239.875 2091.97,242.627 2091.65,245.379 2091.3,248.131 2090.93,250.883 2090.54,253.634 2090.12,256.386 2089.68,259.138 2089.51,260.176 2089.2,261.89 2088.69,264.642 2088.15,267.394 2087.58,270.146 2086.99,272.898 2086.36,275.649 2085.7,278.401 2085.63,278.684 2084.98,281.153 2084.21,283.905 2083.41,286.657 2082.57,289.409 2081.76,291.947 2081.69,292.161 2080.7,294.913 2079.67,297.664 2078.59,300.416 2077.88,302.136 2077.42,303.168 2076.14,305.92 2074.8,308.672 2074.01,310.229 2073.34,311.424 2071.73,314.176 2070.14,316.761 2070.02,316.928 2068.05,319.679 2066.26,322.057 2065.94,322.431 2063.48,325.183 2062.39,326.349 2060.65,327.935 2058.51,329.803 2057.29,330.687 2054.64,332.536 2053.01,333.439 2050.76,334.64 2046.89,336.191 2046.89,336.193 2043.01,337.239 2039.14,337.837 2035.26,338.02 2031.39,337.82 2027.51,337.261 2023.64,336.368 2023.08,336.191 2019.76,335.147 2015.89,333.625 2015.5,333.439 2012.02,331.799 2009.98,330.687 2008.14,329.687 2005.31,327.935 2004.27,327.291 2001.22,325.183 2000.39,324.613 1997.54,322.431 1996.52,321.653 1994.16,319.679 1992.64,318.41 1991.01,316.928 1988.77,314.881 1988.05,314.176 1985.26,311.424 1984.89,311.061 1982.65,308.672 1981.02,306.935 1980.13,305.92 1977.73,303.168 1977.14,302.498 1975.45,300.416 1973.27,297.734 1973.22,297.664 1971.13,294.913 1969.39,292.619 1969.07,292.161 1967.12,289.409 1965.52,287.135 1965.2,286.657 1963.38,283.905 1961.65,281.256 1961.58,281.153 1959.88,278.401 1958.2,275.649 1957.77,274.941 1956.59,272.898 1955.02,270.146 1953.9,268.155 1953.48,267.394 1952.02,264.642 1950.57,261.89 1950.02,260.844 1949.17,259.138 1947.81,256.386 1946.48,253.634 1946.15,252.947 1945.2,250.883 1943.95,248.131 1942.71,245.379 1942.27,244.378 1941.53,242.627 1940.38,239.875 1939.24,237.123 1938.4,235.037 1938.14,234.371 1937.08,231.619 1936.04,228.868 1935.01,226.116 1934.52,224.782 1934.02,223.364 1933.07,220.612 1932.13,217.86 1931.2,215.108 1930.65,213.426 1930.31,212.356 1929.45,209.605 1928.6,206.853 1927.77,204.101 1926.96,201.349 1926.77,200.7 1926.18,198.597 1925.43,195.845 1924.69,193.093 1923.96,190.341 1923.25,187.59 1922.9,186.182 1922.57,184.838 1921.91,182.086 1921.27,179.334 1920.64,176.582 1920.03,173.83 1919.43,171.078 1919.02,169.183 1918.85,168.326 1918.3,165.575 1917.76,162.823 1917.23,160.071 1916.72,157.319 1916.22,154.567 1915.74,151.815 1915.27,149.063 1915.15,148.328 1914.83,146.311 1914.4,143.56 1913.98,140.808 1913.58,138.056 1913.2,135.304 1912.82,132.552 1912.46,129.8 1912.11,127.048 1911.78,124.296 1911.46,121.545 1911.28,119.917 1911.15,118.793 1910.87,116.041 1910.6,113.289 1910.34,110.537 1910.09,107.785 1909.86,105.033 1909.64,102.282 1909.44,99.5297 1909.24,96.7778 1909.06,94.0259 1908.9,91.274 1908.75,88.5222 1908.61,85.7703 1908.48,83.0184 1908.37,80.2666 1908.27,77.5147 1908.19,74.7628 1908.12,72.0109 1908.06,69.2591 1908.02,66.5072 1907.99,63.7553 1907.98,61.0035 1907.99,58.2516 1908,55.4997 1908.04,52.7478 1908.08,49.996 1908.15,47.2441 1907.4,47.2441 1903.53,47.2441 1899.65,47.2441 1895.78,47.2441 1891.9,47.2441 1888.03,47.2441 1884.15,47.2441 1880.28,47.2441 1876.4,47.2441 1872.53,47.2441 1868.65,47.2441 1864.78,47.2441 1860.91,47.2441 1857.03,47.2441 1853.16,47.2441 1849.28,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 1609.06,47.2441 1605.18,47.2441 1601.31,47.2441 1597.43,47.2441 1593.56,47.2441 1589.68,47.2441 1585.81,47.2441 1581.93,47.2441 1578.06,47.2441 1574.18,47.2441 1570.31,47.2441 1566.43,47.2441 1562.56,47.2441 1558.69,47.2441 1554.81,47.2441 1550.94,47.2441 1547.06,47.2441 1543.19,47.2441 1539.31,47.2441 1535.44,47.2441 1531.56,47.2441 1527.69,47.2441 1523.81,47.2441 1519.94,47.2441 1516.06,47.2441 1512.19,47.2441 1508.31,47.2441 1504.44,47.2441 1500.57,47.2441 1496.69,47.2441 1492.82,47.2441 1488.94,47.2441 1485.07,47.2441 1481.19,47.2441 1477.32,47.2441 1473.44,47.2441 1469.57,47.2441 1465.69,47.2441 1461.82,47.2441 1457.94,47.2441 1454.07,47.2441 1450.2,47.2441 1446.32,47.2441 1442.45,47.2441 1438.57,47.2441 1434.7,47.2441 1430.82,47.2441 1426.95,47.2441 1423.07,47.2441 1419.2,47.2441 1415.32,47.2441 1411.45,47.2441 1407.57,47.2441 1403.7,47.2441 1399.83,47.2441 1395.95,47.2441 1392.08,47.2441 1388.2,47.2441 1384.33,47.2441 1380.45,47.2441 1376.58,47.2441 1372.7,47.2441 1368.83,47.2441 1364.95,47.2441 1361.08,47.2441 1357.2,47.2441 1353.33,47.2441 1349.46,47.2441 1345.58,47.2441 1341.71,47.2441 1337.83,47.2441 1333.96,47.2441 1330.08,47.2441 1326.21,47.2441 1322.33,47.2441 1318.46,47.2441 1314.58,47.2441 1310.71,47.2441 1306.83,47.2441 1302.96,47.2441 1299.09,47.2441 1295.21,47.2441 1291.34,47.2441 1287.46,47.2441 1283.59,47.2441 1279.71,47.2441 1275.84,47.2441 1271.96,47.2441 1268.09,47.2441 1264.21,47.2441 1260.34,47.2441 1256.46,47.2441 1252.59,47.2441 1248.72,47.2441 1244.84,47.2441 1240.97,47.2441 1237.09,47.2441 1233.22,47.2441 1229.34,47.2441 1225.47,47.2441 1221.59,47.2441 1217.72,47.2441 1213.84,47.2441 1209.97,47.2441 1206.09,47.2441 1202.22,47.2441 1198.35,47.2441 1194.47,47.2441 1190.6,47.2441 1186.72,47.2441 1182.85,47.2441 1178.97,47.2441 1175.1,47.2441 1171.22,47.2441 1167.35,47.2441 1163.47,47.2441 1159.6,47.2441 1155.72,47.2441 1151.85,47.2441 1147.98,47.2441 1144.1,47.2441 1140.23,47.2441 1136.35,47.2441 1132.48,47.2441 1128.6,47.2441 1124.73,47.2441 1120.85,47.2441 1116.98,47.2441 1113.1,47.2441 1109.23,47.2441 1105.35,47.2441 1101.48,47.2441 1097.61,47.2441 1093.73,47.2441 1089.86,47.2441 1085.98,47.2441 1082.11,47.2441 1078.23,47.2441 1074.36,47.2441 1070.48,47.2441 1066.61,47.2441 1062.73,47.2441 1058.86,47.2441 1054.98,47.2441 1051.11,47.2441 1047.24,47.2441 1043.36,47.2441 1039.49,47.2441 1035.61,47.2441 1031.74,47.2441 1027.86,47.2441 1023.99,47.2441 1020.11,47.2441 1016.24,47.2441 1012.36,47.2441 1008.49,47.2441 1004.61,47.2441 1000.74,47.2441 996.865,47.2441 992.99,47.2441 989.116,47.2441 985.241,47.2441 981.366,47.2441 977.492,47.2441 973.617,47.2441 969.743,47.2441 965.868,47.2441 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1798.91,1423.18 1802.79,1423.18 1806.66,1423.18 1810.54,1423.18 1814.41,1423.18 1818.28,1423.18 1822.16,1423.18 1826.03,1423.18 1829.91,1423.18 1833.78,1423.18 1837.66,1423.18 1841.53,1423.18 1845.41,1423.18 1849.28,1423.18 1853.16,1423.18 1857.03,1423.18 1860.91,1423.18 1864.78,1423.18 1868.65,1423.18 1872.53,1423.18 1876.4,1423.18 1880.28,1423.18 1884.15,1423.18 1888.03,1423.18 1891.9,1423.18 1895.78,1423.18 1899.65,1423.18 1903.53,1423.18 1907.4,1423.18 1911.28,1423.18 1915.15,1423.18 1919.02,1423.18 1922.9,1423.18 1926.77,1423.18 1930.65,1423.18 1934.52,1423.18 1938.4,1423.18 1942.27,1423.18 1946.15,1423.18 1950.02,1423.18 1953.9,1423.18 1957.77,1423.18 1961.65,1423.18 1965.52,1423.18 1969.39,1423.18 1973.27,1423.18 1977.14,1423.18 1981.02,1423.18 1984.89,1423.18 1988.77,1423.18 1992.64,1423.18 1996.52,1423.18 2000.39,1423.18 2004.27,1423.18 2008.14,1423.18 2012.02,1423.18 2015.89,1423.18 2019.76,1423.18 2023.64,1423.18 2027.51,1423.18 2031.39,1423.18 2035.26,1423.18 2039.14,1423.18 2043.01,1423.18 2046.89,1423.18 2050.76,1423.18 2054.64,1423.18 2058.51,1423.18 2062.39,1423.18 2066.26,1423.18 2070.14,1423.18 2074.01,1423.18 2077.88,1423.18 2081.76,1423.18 2085.63,1423.18 2089.51,1423.18 2093.38,1423.18 2097.26,1423.18 2101.13,1423.18 2105.01,1423.18 2108.88,1423.18 2112.76,1423.18 2112.76,1420.43 2112.76,1417.68 2112.76,1414.92 2112.76,1412.17 2112.76,1409.42 2112.76,1406.67 2112.76,1403.92 2112.76,1401.16 2112.76,1398.41 2112.76,1395.66 2112.76,1392.91 2112.76,1390.16 2112.76,1387.41 2112.76,1384.65 2112.76,1381.9 2112.76,1379.15 2112.76,1376.4 2112.76,1373.65 2112.76,1370.89 2112.76,1368.14 2112.76,1365.39 2112.76,1362.64 2112.76,1359.89 2112.76,1357.13 2112.76,1354.38 2112.76,1351.63 2112.76,1348.88 2112.76,1346.13 2112.76,1343.38 2112.76,1340.62 2112.76,1337.87 2112.76,1335.12 2112.76,1332.37 2112.76,1329.62 2112.76,1326.86 2112.76,1324.11 2112.76,1321.36 2112.76,1318.61 2112.76,1315.86 2112.76,1313.1 2112.76,1310.35 2112.76,1307.6 2112.76,1304.85 2112.76,1302.1 2112.76,1299.35 2112.76,1296.59 2112.76,1293.84 2112.76,1291.09 2112.76,1288.34 2112.76,1285.59 2112.76,1282.83 2112.76,1280.08 2112.76,1277.33 2112.76,1274.58 2112.76,1271.83 2112.76,1269.08 2112.76,1266.32 2112.76,1263.57 2112.76,1260.82 2112.76,1258.07 2112.76,1255.32 2112.76,1252.56 2112.76,1249.81 2112.76,1247.06 2112.76,1244.31 2112.76,1241.56 2112.76,1238.8 2112.76,1236.05 2112.76,1233.3 2112.76,1230.55 2112.76,1227.8 2112.76,1225.05 2112.76,1222.29 2112.76,1219.54 2112.76,1216.79 2112.76,1214.04 2112.76,1211.29 2112.76,1208.53 2112.76,1205.78 2112.76,1203.03 2112.76,1200.28 2112.76,1197.53 2112.76,1194.77 2112.76,1192.02 2112.76,1189.27 2112.76,1186.52 2112.76,1183.77 2112.76,1181.02 2112.76,1178.26 2112.76,1175.51 2112.76,1172.76 2112.76,1170.01 2112.76,1167.26 2112.76,1164.5 2112.76,1161.75 2112.76,1159 2112.76,1156.25 2112.76,1153.5 2112.76,1150.74 2112.76,1147.99 2112.76,1145.24 2112.76,1142.49 2112.76,1139.74 2112.76,1136.99 2112.76,1134.23 2112.76,1131.48 2112.76,1128.73 2112.76,1125.98 2112.76,1123.23 2112.76,1120.47 2112.76,1117.72 2112.76,1114.97 2112.76,1112.22 2112.76,1109.47 2112.76,1106.71 2112.76,1103.96 2112.76,1101.21 2112.76,1098.46 2112.76,1095.71 2112.76,1092.96 2112.76,1090.2 2112.76,1087.45 2112.76,1084.7 2112.76,1081.95 2112.76,1079.2 2112.76,1076.44 2112.76,1073.69 2112.76,1070.94 2112.76,1068.19 2112.76,1065.44 2112.76,1062.68 2112.76,1059.93 2112.76,1057.18 2112.76,1054.43 2112.76,1051.68 2112.76,1048.93 2112.76,1046.17 2112.76,1043.42 2112.76,1040.67 2112.76,1037.92 2112.76,1035.17 2112.76,1032.41 2112.76,1029.66 2112.76,1026.91 2112.76,1024.16 2112.76,1021.41 2112.76,1018.65 2112.76,1015.9 2112.76,1013.15 2112.76,1010.4 2112.76,1007.65 2112.76,1004.9 2112.76,1002.14 2112.76,999.392 2112.76,996.64 2112.76,993.888 2112.76,991.136 2112.76,988.384 2112.76,985.632 2112.76,982.88 2112.76,980.129 2112.76,977.377 2112.76,974.625 2112.76,971.873 2112.76,969.121 2112.76,966.369 2112.76,963.617 2112.76,960.865 2112.76,958.114 2112.76,955.362 2112.76,952.61 2112.76,949.858 2112.76,947.106 2112.76,944.354 2112.76,941.602 2112.76,938.85 2112.76,936.099 2112.76,933.347 2112.76,930.595 2112.76,927.843 2112.76,925.091 2112.76,922.339 2112.76,919.587 2112.76,916.835 2112.76,914.084 2112.76,911.332 2112.76,908.58 2112.76,905.828 2112.76,903.076 2112.76,900.324 2112.76,897.572 2112.76,894.821 2112.76,892.069 2112.76,889.317 2112.76,886.565 2112.76,883.813 2112.76,881.061 2112.76,878.309 2112.76,875.557 2112.76,872.806 2112.76,870.054 2112.76,867.302 2112.76,864.55 2112.76,861.798 2112.76,859.046 2112.76,856.294 2112.76,853.542 2112.76,850.791 2112.76,848.039 2112.76,845.287 2112.76,842.535 2112.76,839.783 2112.76,837.031 2112.76,834.279 2112.76,831.527 2112.76,828.776 2112.76,826.024 2112.76,823.272 2112.76,820.52 2112.76,817.768 2112.76,815.016 2112.76,812.264 2112.76,809.512 2112.76,806.761 2112.76,804.009 2112.76,801.257 2112.76,798.505 2112.76,795.753 2112.76,793.001 2112.76,790.249 2112.76,787.498 2112.76,784.746 2112.76,781.994 2112.76,779.242 2112.76,776.49 2112.76,773.738 2112.76,770.986 2112.76,768.234 2112.76,765.483 2112.76,762.731 2112.76,759.979 2112.76,757.227 2112.76,754.475 2112.76,751.723 2112.76,748.971 2112.76,746.219 2112.76,743.468 2112.76,740.716 2112.76,737.964 2112.76,735.212 2112.76,732.46 2112.76,729.708 2112.76,726.956 2112.76,724.204 2112.76,721.453 2112.76,718.701 2112.76,715.949 2112.76,713.197 2112.76,710.445 2112.76,707.693 2112.76,704.941 2112.76,702.19 2112.76,699.438 2112.76,696.686 2112.76,693.934 2112.76,691.182 2112.76,688.43 2112.76,685.678 2112.76,682.926 2112.76,680.175 2112.76,677.423 2112.76,674.671 2112.76,671.919 2112.76,669.167 2112.76,666.415 2112.76,663.663 2112.76,660.911 2112.76,658.16 2112.76,655.408 2112.76,652.656 2112.76,649.904 2112.76,647.152 2112.76,644.4 2112.76,641.648 2112.76,638.896 2112.76,636.145 2112.76,633.393 2112.76,630.641 2112.76,627.889 2112.76,625.137 2112.76,622.385 2112.76,619.633 2112.76,616.881 2112.76,614.13 2112.76,611.378 2112.76,608.626 2112.76,605.874 2112.76,603.122 2112.76,600.37 2112.76,597.618 2112.76,594.867 2112.76,592.115 2112.76,589.363 2112.76,586.611 2112.76,583.859 2112.76,581.107 2112.76,578.355 2112.76,575.603 2112.76,572.852 2112.76,570.1 2112.76,567.348 2112.76,564.596 2112.76,561.844 2112.76,559.092 2112.76,556.34 2112.76,553.588 2112.76,550.837 2112.76,548.085 2112.76,545.333 2112.76,542.581 2112.76,539.829 2112.76,537.077 2112.76,534.325 2112.76,531.573 2112.76,528.822 2112.76,526.07 2112.76,523.318 2112.76,520.566 2112.76,517.814 2112.76,515.062 2112.76,512.31 2112.76,509.559 2112.76,506.807 2112.76,504.055 2112.76,501.303 2112.76,498.551 2112.76,495.799 2112.76,493.047 2112.76,490.295 2112.76,487.544 2112.76,484.792 2112.76,482.04 2112.76,479.288 2112.76,476.536 2112.76,473.784 2112.76,471.032 2112.76,468.28 2112.76,465.529 2112.76,462.777 2112.76,460.025 2112.76,457.273 2112.76,454.521 2112.76,451.769 2112.76,449.017 2112.76,446.265 2112.76,443.514 2112.76,440.762 2112.76,438.01 2112.76,435.258 2112.76,432.506 2112.76,429.754 2112.76,427.002 2112.76,424.25 2112.76,421.499 2112.76,418.747 2112.76,415.995 2112.76,413.243 2112.76,410.491 2112.76,407.739 2112.76,404.987 2112.76,402.236 2112.76,399.484 2112.76,396.732 2112.76,393.98 2112.76,391.228 2112.76,388.476 2112.76,385.724 2112.76,382.972 2112.76,380.221 2112.76,377.469 2112.76,374.717 2112.76,371.965 2112.76,369.213 2112.76,366.461 2112.76,363.709 2112.76,360.957 2112.76,358.206 2112.76,355.454 2112.76,352.702 2112.76,349.95 2112.76,347.198 2112.76,344.446 2112.76,341.694 2112.76,338.942 2112.76,336.191 2112.76,333.439 2112.76,330.687 2112.76,327.935 2112.76,325.183 2112.76,322.431 2112.76,319.679 2112.76,316.928 2112.76,314.176 2112.76,311.424 2112.76,308.672 2112.76,305.92 2112.76,303.168 2112.76,300.416 2112.76,297.664 2112.76,294.913 2112.76,292.161 2112.76,289.409 2112.76,286.657 2112.76,283.905 2112.76,282.53 2112.58,283.905 2112.21,286.657 2111.82,289.409 2111.42,292.161 2110.99,294.913 2110.55,297.664 2110.09,300.416 2109.61,303.168 2109.11,305.92 2108.88,307.122 2108.57,308.672 2108,311.424 2107.41,314.176 2106.8,316.928 2106.15,319.679 2105.49,322.431 2105.01,324.336 2104.78,325.183 2104.02,327.935 2103.23,330.687 2102.41,333.439 2101.55,336.191 2101.13,337.491 2100.63,338.942 2099.65,341.694 2098.63,344.446 2097.56,347.198 2097.26,347.965 2096.4,349.95 2095.17,352.702 2093.88,355.454 2093.38,356.488 2092.48,358.206 2090.97,360.957 2089.51,363.512 2089.38,363.709 2087.59,366.461 2085.72,369.213 2085.63,369.333 2083.57,371.965 2081.76,374.161 2081.24,374.717 2078.58,377.469 2077.88,378.159 2075.49,380.221 2074.01,381.443 2071.82,382.972 2070.14,384.108 2067.21,385.724 2066.26,386.23 2062.39,387.866 2060.45,388.476 2058.51,389.067 2054.64,389.874 2050.76,390.323 2046.89,390.442 2043.01,390.256 2039.14,389.785 2035.26,389.048 2033.03,388.476 2031.39,388.059 2027.51,386.829 2024.58,385.724 2023.64,385.372 2019.76,383.694 2018.29,382.972 2015.89,381.803 2012.97,380.221 2012.02,379.706 2008.25,377.469 2008.14,377.406 2004.27,374.905 2004,374.717 2000.39,372.204 2000.07,371.965 1996.52,369.306 1996.4,369.213 1992.96,366.461 1992.64,366.208 1989.71,363.709 1988.77,362.907 1986.61,360.957 1984.89,359.402 1983.64,358.206 1981.02,355.69 1980.78,355.454 1978.07,352.702 1977.14,351.758 1975.45,349.95 1973.27,347.605 1972.91,347.198 1970.47,344.446 1969.39,343.216 1968.11,341.694 1965.82,338.942 1965.52,338.585 1963.61,336.191 1961.65,333.694 1961.45,333.439 1959.38,330.687 1957.77,328.526 1957.35,327.935 1955.39,325.183 1953.9,323.066 1953.46,322.431 1951.61,319.679 1950.02,317.289 1949.79,316.928 1948.04,314.176 1946.31,311.424 1946.15,311.17 1944.64,308.672 1943.01,305.92 1942.27,304.672 1941.41,303.168 1939.87,300.416 1938.4,297.768 1938.34,297.664 1936.88,294.913 1935.43,292.161 1934.52,290.401 1934.02,289.409 1932.66,286.657 1931.31,283.905 1930.65,282.525 1930.01,281.153 1928.73,278.401 1927.48,275.649 1926.77,274.07 1926.26,272.898 1925.08,270.146 1923.91,267.394 1922.9,264.956 1922.77,264.642 1921.67,261.89 1920.59,259.138 1919.53,256.386 1919.02,255.071 1918.49,253.634 1917.49,250.883 1916.5,248.131 1915.53,245.379 1915.15,244.286 1914.59,242.627 1913.67,239.875 1912.77,237.123 1911.89,234.371 1911.28,232.42 1911.03,231.619 1910.2,228.868 1909.38,226.116 1908.58,223.364 1907.79,220.612 1907.4,219.221 1907.03,217.86 1906.29,215.108 1905.56,212.356 1904.85,209.605 1904.15,206.853 1903.53,204.335 1903.47,204.101 1902.81,201.349 1902.17,198.597 1901.54,195.845 1900.93,193.093 1900.32,190.341 1899.73,187.59 1899.65,187.193 1899.17,184.838 1898.62,182.086 1898.08,179.334 1897.55,176.582 1897.03,173.83 1896.53,171.078 1896.04,168.326 1895.78,166.829 1895.56,165.575 1895.1,162.823 1894.66,160.071 1894.22,157.319 1893.8,154.567 1893.38,151.815 1892.98,149.063 1892.59,146.311 1892.21,143.56 1891.9,141.252 1891.84,140.808 1891.49,138.056 1891.15,135.304 1890.82,132.552 1890.5,129.8 1890.19,127.048 1889.89,124.296 1889.61,121.545 1889.33,118.793 1889.06,116.041 1888.8,113.289 1888.55,110.537 1888.31,107.785 1888.09,105.033 1888.03,104.307 1887.87,102.282 1887.67,99.5297 1887.47,96.7778 1887.29,94.0259 1887.11,91.274 1886.95,88.5222 1886.79,85.7703 1886.65,83.0184 1886.51,80.2666 1886.39,77.5147 1886.27,74.7628 1886.17,72.0109 1886.07,69.2591 1885.98,66.5072 1885.91,63.7553 1885.84,61.0035 1885.78,58.2516 1885.74,55.4997 1885.7,52.7478 1885.67,49.996 1885.66,47.2441 1884.15,47.2441 1880.28,47.2441 1876.4,47.2441 1872.53,47.2441 1868.65,47.2441 1864.78,47.2441 1860.91,47.2441 1857.03,47.2441 1853.16,47.2441 1849.28,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 1609.06,47.2441 1605.18,47.2441 1601.31,47.2441 1597.43,47.2441 1593.56,47.2441 1589.68,47.2441 1585.81,47.2441 1581.93,47.2441 1578.06,47.2441 1574.18,47.2441 1570.31,47.2441 1566.43,47.2441 1562.56,47.2441 1558.69,47.2441 1554.81,47.2441 1550.94,47.2441 1547.06,47.2441 1543.19,47.2441 1539.31,47.2441 1535.44,47.2441 1531.56,47.2441 1527.69,47.2441 1523.81,47.2441 1519.94,47.2441 1516.06,47.2441 1512.19,47.2441 1508.31,47.2441 1504.44,47.2441 1500.57,47.2441 1496.69,47.2441 1492.82,47.2441 1488.94,47.2441 1485.07,47.2441 1481.19,47.2441 1477.32,47.2441 1473.44,47.2441 1469.57,47.2441 1465.69,47.2441 1461.82,47.2441 1457.94,47.2441 1454.07,47.2441 1450.2,47.2441 1446.32,47.2441 1442.45,47.2441 1438.57,47.2441 1434.7,47.2441 1430.82,47.2441 1426.95,47.2441 1423.07,47.2441 1419.2,47.2441 1415.32,47.2441 1411.45,47.2441 1407.57,47.2441 1403.7,47.2441 1399.83,47.2441 1395.95,47.2441 1392.08,47.2441 1388.2,47.2441 1384.33,47.2441 1380.45,47.2441 1376.58,47.2441 1372.7,47.2441 1368.83,47.2441 1364.95,47.2441 1361.08,47.2441 1357.2,47.2441 1353.33,47.2441 1349.46,47.2441 1345.58,47.2441 1341.71,47.2441 1337.83,47.2441 1333.96,47.2441 1330.08,47.2441 1326.21,47.2441 1322.33,47.2441 1318.46,47.2441 1314.58,47.2441 1310.71,47.2441 1306.83,47.2441 1302.96,47.2441 1299.09,47.2441 1295.21,47.2441 1291.34,47.2441 1287.46,47.2441 1283.59,47.2441 1279.71,47.2441 1275.84,47.2441 1271.96,47.2441 1268.09,47.2441 1264.21,47.2441 1260.34,47.2441 1256.46,47.2441 1252.59,47.2441 1248.72,47.2441 1244.84,47.2441 1240.97,47.2441 1237.09,47.2441 1233.22,47.2441 1229.34,47.2441 1225.47,47.2441 1221.59,47.2441 1217.72,47.2441 1213.84,47.2441 1209.97,47.2441 1206.09,47.2441 1202.22,47.2441 1198.35,47.2441 1194.47,47.2441 1190.6,47.2441 1186.72,47.2441 1182.85,47.2441 1178.97,47.2441 1175.1,47.2441 1171.22,47.2441 1167.35,47.2441 1163.47,47.2441 1159.6,47.2441 1155.72,47.2441 1151.85,47.2441 1147.98,47.2441 1144.1,47.2441 1140.23,47.2441 1136.35,47.2441 1132.48,47.2441 1128.6,47.2441 1124.73,47.2441 1120.85,47.2441 1116.98,47.2441 1113.1,47.2441 1109.23,47.2441 1105.35,47.2441 1101.48,47.2441 1097.61,47.2441 1093.73,47.2441 1089.86,47.2441 1085.98,47.2441 1082.11,47.2441 1078.23,47.2441 1074.36,47.2441 1070.48,47.2441 1066.61,47.2441 1062.73,47.2441 1058.86,47.2441 1054.98,47.2441 1051.11,47.2441 1047.24,47.2441 1043.36,47.2441 1039.49,47.2441 1035.61,47.2441 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1057.94,1266.32 1057.72,1263.57 1057.51,1260.82 1057.3,1258.07 1057.1,1255.32 1056.91,1252.56 1056.73,1249.81 1056.56,1247.06 1056.39,1244.31 1056.23,1241.56 1056.08,1238.8 1055.93,1236.05 1055.79,1233.3 1055.66,1230.55 1055.54,1227.8 1055.43,1225.05 1055.32,1222.29 1055.22,1219.54 1055.12,1216.79 1055.03,1214.04 1054.98,1212.29 1054.96,1211.29 1054.88,1208.53 1054.82,1205.78 1054.76,1203.03 1054.72,1200.28 1054.67,1197.53 1054.64,1194.77 1054.61,1192.02 1054.59,1189.27 1054.58,1186.52 1054.57,1183.77 1054.57,1181.02 1054.58,1178.26 1054.6,1175.51 1054.62,1172.76 1054.66,1170.01 1054.7,1167.26 1054.74,1164.5 1054.8,1161.75 1054.86,1159 1054.93,1156.25 1054.98,1154.37 1055.01,1153.5 1055.1,1150.74 1055.2,1147.99 1055.3,1145.24 1055.42,1142.49 1055.54,1139.74 1055.67,1136.99 1055.81,1134.23 1055.96,1131.48 1056.12,1128.73 1056.29,1125.98 1056.47,1123.23 1056.66,1120.47 1056.85,1117.72 1057.06,1114.97 1057.28,1112.22 1057.51,1109.47 1057.75,1106.71 1058,1103.96 1058.26,1101.21 1058.53,1098.46 1058.82,1095.71 1058.86,1095.32 1059.12,1092.96 1059.44,1090.2 1059.77,1087.45 1060.11,1084.7 1060.47,1081.95 1060.84,1079.2 1061.23,1076.44 1061.63,1073.69 1062.05,1070.94 1062.48,1068.19 1062.73,1066.62 1062.93,1065.44 1063.42,1062.68 1063.92,1059.93 1064.43,1057.18 1064.97,1054.43 1065.53,1051.68 1066.1,1048.93 1066.61,1046.6 1066.71,1046.17 1067.35,1043.42 1068.02,1040.67 1068.72,1037.92 1069.44,1035.17 1070.18,1032.41 1070.48,1031.35 1070.98,1029.66 1071.83,1026.91 1072.7,1024.16 1073.61,1021.41 1074.36,1019.24 1074.57,1018.65 1075.61,1015.9 1076.68,1013.15 1077.81,1010.4 1078.23,1009.39 1079.02,1007.65 1080.32,1004.9 1081.67,1002.14 1082.11,1001.27 1083.14,999.392 1084.72,996.64 1085.98,994.523 1086.4,993.888 1088.26,991.136 1089.86,988.892 1090.26,988.384 1092.5,985.632 1093.73,984.192 1094.99,982.88 1097.61,980.276 1097.77,980.129 1101.06,977.377 1101.48,977.039 1105,974.625 1105.35,974.389 1109.23,972.255 1110.09,971.873 1113.1,970.579 1116.98,969.307 1117.76,969.121 1120.85,968.406 1124.73,967.835 1128.6,967.568 1132.48,967.577 1136.35,967.843 1140.23,968.345 1144.1,969.068 1144.32,969.121 1147.98,970.001 1151.85,971.127 1154.05,971.873 1155.72,972.438 1159.6,973.926 1161.23,974.625 1163.47,975.582 1167.3,977.377 1167.35,977.398 1171.22,979.374 1172.59,980.129 1175.1,981.501 1177.44,982.88 1178.97,983.776 1181.94,985.632 1182.85,986.197 1186.15,988.384 1186.72,988.762 1190.12,991.136 1190.6,991.471 1193.88,993.888 1194.47,994.323 1197.47,996.64 1198.35,997.32 1200.9,999.392 1202.22,1000.46 1204.21,1002.14 1206.09,1003.75 1207.39,1004.9 1209.97,1007.19 1210.47,1007.65 1213.44,1010.4 1213.84,1010.78 1216.3,1013.15 1217.72,1014.53 1219.09,1015.9 1221.59,1018.44 1221.8,1018.65 1224.41,1021.41 1225.47,1022.53 1226.96,1024.16 1229.34,1026.79 1229.45,1026.91 1231.85,1029.66 1233.22,1031.25 1234.2,1032.41 1236.49,1035.17 1237.09,1035.9 1238.71,1037.92 1240.89,1040.67 1240.97,1040.77 1243,1043.42 1244.84,1045.86 1245.07,1046.17 1247.08,1048.93 1248.72,1051.2 1249.05,1051.68 1250.96,1054.43 1252.59,1056.8 1252.84,1057.18 1254.67,1059.93 1256.46,1062.68 1256.46,1062.69 1258.2,1065.44 1259.9,1068.19 1260.34,1068.9 1261.57,1070.94 1263.19,1073.69 1264.21,1075.45 1264.78,1076.44 1266.33,1079.2 1267.85,1081.95 1268.09,1082.38 1269.33,1084.7 1270.78,1087.45 1271.96,1089.74 1272.2,1090.2 1273.58,1092.96 1274.93,1095.71 1275.84,1097.57 1276.26,1098.46 1277.55,1101.21 1278.81,1103.96 1279.71,1105.95 1280.05,1106.71 1281.25,1109.47 1282.44,1112.22 1283.59,1114.95 1283.59,1114.97 1284.72,1117.72 1285.82,1120.47 1286.9,1123.23 1287.46,1124.67 1287.96,1125.98 1288.99,1128.73 1289.99,1131.48 1290.98,1134.23 1291.34,1135.23 1291.95,1136.99 1292.89,1139.74 1293.81,1142.49 1294.71,1145.24 1295.21,1146.79 1295.59,1147.99 1296.45,1150.74 1297.29,1153.5 1298.12,1156.25 1298.93,1159 1299.09,1159.56 1299.71,1161.75 1300.48,1164.5 1301.23,1167.26 1301.97,1170.01 1302.69,1172.76 1302.96,1173.82 1303.39,1175.51 1304.07,1178.26 1304.74,1181.02 1305.4,1183.77 1306.04,1186.52 1306.67,1189.27 1306.83,1190 1307.28,1192.02 1307.88,1194.77 1308.46,1197.53 1309.03,1200.28 1309.59,1203.03 1310.14,1205.78 1310.67,1208.53 1310.71,1208.74 1311.19,1211.29 1311.69,1214.04 1312.19,1216.79 1312.67,1219.54 1313.14,1222.29 1313.6,1225.05 1314.05,1227.8 1314.49,1230.55 1314.58,1231.15 1314.92,1233.3 1315.33,1236.05 1315.73,1238.8 1316.13,1241.56 1316.51,1244.31 1316.89,1247.06 1317.25,1249.81 1317.61,1252.56 1317.96,1255.32 1318.3,1258.07 1318.46,1259.43 1318.62,1260.82 1318.94,1263.57 1319.25,1266.32 1319.54,1269.08 1319.83,1271.83 1320.12,1274.58 1320.39,1277.33 1320.65,1280.08 1320.91,1282.83 1321.16,1285.59 1321.4,1288.34 1321.63,1291.09 1321.86,1293.84 1322.08,1296.59 1322.28,1299.35 1322.33,1300 1322.48,1302.1 1322.68,1304.85 1322.86,1307.6 1323.04,1310.35 1323.2,1313.1 1323.36,1315.86 1323.52,1318.61 1323.66,1321.36 1323.8,1324.11 1323.93,1326.86 1324.06,1329.62 1324.18,1332.37 1324.29,1335.12 1324.39,1337.87 1324.48,1340.62 1324.57,1343.38 1324.65,1346.13 1324.73,1348.88 1324.79,1351.63 1324.85,1354.38 1324.9,1357.13 1324.95,1359.89 1324.99,1362.64 1325.01,1365.39 1325.04,1368.14 1325.05,1370.89 1325.06,1373.65 1325.06,1376.4 1325.05,1379.15 1325.04,1381.9 1325.02,1384.65 1324.99,1387.41 1324.95,1390.16 1324.9,1392.91 1324.85,1395.66 1324.79,1398.41 1324.72,1401.16 1324.64,1403.92 1324.56,1406.67 1324.46,1409.42 1324.36,1412.17 1324.25,1414.92 1324.13,1417.68 1324,1420.43 1323.86,1423.18 1322.33,1423.18 1326.21,1423.18 1330.08,1423.18 1333.96,1423.18 1337.83,1423.18 1341.71,1423.18 1345.58,1423.18 1349.46,1423.18 1353.33,1423.18 1357.2,1423.18 1361.08,1423.18 1364.95,1423.18 1368.83,1423.18 1372.7,1423.18 1376.58,1423.18 1380.45,1423.18 1384.33,1423.18 1388.2,1423.18 1392.08,1423.18 1395.95,1423.18 1399.83,1423.18 1403.7,1423.18 1407.57,1423.18 1411.45,1423.18 1415.32,1423.18 1419.2,1423.18 1423.07,1423.18 1426.95,1423.18 1430.82,1423.18 1434.7,1423.18 1438.57,1423.18 1442.45,1423.18 1446.32,1423.18 1450.2,1423.18 1454.07,1423.18 1457.94,1423.18 1461.82,1423.18 1465.69,1423.18 1469.57,1423.18 1473.44,1423.18 1477.32,1423.18 1481.19,1423.18 1485.07,1423.18 1488.94,1423.18 1492.82,1423.18 1496.69,1423.18 1500.57,1423.18 1504.44,1423.18 1508.31,1423.18 1512.19,1423.18 1516.06,1423.18 1519.94,1423.18 1523.81,1423.18 1527.69,1423.18 1531.56,1423.18 1535.44,1423.18 1539.31,1423.18 1543.19,1423.18 1547.06,1423.18 1550.94,1423.18 1554.81,1423.18 1558.69,1423.18 1562.56,1423.18 1566.43,1423.18 1570.31,1423.18 1574.18,1423.18 1578.06,1423.18 1581.93,1423.18 1585.81,1423.18 1589.68,1423.18 1593.56,1423.18 1597.43,1423.18 1601.31,1423.18 1605.18,1423.18 1609.06,1423.18 1612.93,1423.18 1616.8,1423.18 1620.68,1423.18 1624.55,1423.18 1628.43,1423.18 1632.3,1423.18 1636.18,1423.18 1640.05,1423.18 1643.93,1423.18 1647.8,1423.18 1651.68,1423.18 1655.55,1423.18 1659.43,1423.18 1663.3,1423.18 1667.17,1423.18 1671.05,1423.18 1674.92,1423.18 1678.8,1423.18 1682.67,1423.18 1686.55,1423.18 1690.42,1423.18 1694.3,1423.18 1698.17,1423.18 1702.05,1423.18 1705.92,1423.18 1709.8,1423.18 1713.67,1423.18 1717.54,1423.18 1721.42,1423.18 1725.29,1423.18 1729.17,1423.18 1733.04,1423.18 1736.92,1423.18 1740.79,1423.18 1744.67,1423.18 1748.54,1423.18 1752.42,1423.18 1756.29,1423.18 1760.17,1423.18 1764.04,1423.18 1767.91,1423.18 1771.79,1423.18 1775.66,1423.18 1779.54,1423.18 1783.41,1423.18 1787.29,1423.18 1791.16,1423.18 1795.04,1423.18 1798.91,1423.18 1802.79,1423.18 1806.66,1423.18 1810.54,1423.18 1814.41,1423.18 1818.28,1423.18 1822.16,1423.18 1826.03,1423.18 1829.91,1423.18 1833.78,1423.18 1837.66,1423.18 1841.53,1423.18 1845.41,1423.18 1849.28,1423.18 1853.16,1423.18 1857.03,1423.18 1860.91,1423.18 1864.78,1423.18 1868.65,1423.18 1872.53,1423.18 1876.4,1423.18 1880.28,1423.18 1884.15,1423.18 1888.03,1423.18 1891.9,1423.18 1895.78,1423.18 1899.65,1423.18 1903.53,1423.18 1907.4,1423.18 1911.28,1423.18 1915.15,1423.18 1919.02,1423.18 1922.9,1423.18 1926.77,1423.18 1930.65,1423.18 1934.52,1423.18 1938.4,1423.18 1942.27,1423.18 1946.15,1423.18 1950.02,1423.18 1953.9,1423.18 1957.77,1423.18 1961.65,1423.18 1965.52,1423.18 1969.39,1423.18 1973.27,1423.18 1977.14,1423.18 1981.02,1423.18 1984.89,1423.18 1988.77,1423.18 1992.64,1423.18 1996.52,1423.18 2000.39,1423.18 2004.27,1423.18 2008.14,1423.18 2012.02,1423.18 2015.89,1423.18 2019.76,1423.18 2023.64,1423.18 2027.51,1423.18 2031.39,1423.18 2035.26,1423.18 2039.14,1423.18 2043.01,1423.18 2046.89,1423.18 2050.76,1423.18 2054.64,1423.18 2058.51,1423.18 2062.39,1423.18 2066.26,1423.18 2070.14,1423.18 2074.01,1423.18 2077.88,1423.18 2081.76,1423.18 2085.63,1423.18 2089.51,1423.18 2093.38,1423.18 2097.26,1423.18 2101.13,1423.18 2105.01,1423.18 2108.88,1423.18 2112.76,1423.18 2112.76,1420.43 2112.76,1417.68 2112.76,1414.92 2112.76,1412.17 2112.76,1409.42 2112.76,1406.67 2112.76,1403.92 2112.76,1401.16 2112.76,1398.41 2112.76,1395.66 2112.76,1392.91 2112.76,1390.16 2112.76,1387.41 2112.76,1384.65 2112.76,1381.9 2112.76,1379.15 2112.76,1376.4 2112.76,1373.65 2112.76,1370.89 2112.76,1368.14 2112.76,1365.39 2112.76,1362.64 2112.76,1359.89 2112.76,1357.13 2112.76,1354.38 2112.76,1351.63 2112.76,1348.88 2112.76,1346.13 2112.76,1343.38 2112.76,1340.62 2112.76,1337.87 2112.76,1335.12 2112.76,1332.37 2112.76,1329.62 2112.76,1326.86 2112.76,1324.11 2112.76,1321.36 2112.76,1318.61 2112.76,1315.86 2112.76,1313.1 2112.76,1310.35 2112.76,1307.6 2112.76,1304.85 2112.76,1302.1 2112.76,1299.35 2112.76,1296.59 2112.76,1293.84 2112.76,1291.09 2112.76,1288.34 2112.76,1285.59 2112.76,1282.83 2112.76,1280.08 2112.76,1277.33 2112.76,1274.58 2112.76,1271.83 2112.76,1269.08 2112.76,1266.32 2112.76,1263.57 2112.76,1260.82 2112.76,1258.07 2112.76,1255.32 2112.76,1252.56 2112.76,1249.81 2112.76,1247.06 2112.76,1244.31 2112.76,1241.56 2112.76,1238.8 2112.76,1236.05 2112.76,1233.3 2112.76,1230.55 2112.76,1227.8 2112.76,1225.05 2112.76,1222.29 2112.76,1219.54 2112.76,1216.79 2112.76,1214.04 2112.76,1211.29 2112.76,1208.53 2112.76,1205.78 2112.76,1203.03 2112.76,1200.28 2112.76,1197.53 2112.76,1194.77 2112.76,1192.02 2112.76,1189.27 2112.76,1186.52 2112.76,1183.77 2112.76,1181.02 2112.76,1178.26 2112.76,1175.51 2112.76,1172.76 2112.76,1170.01 2112.76,1167.26 2112.76,1164.5 2112.76,1161.75 2112.76,1159 2112.76,1156.25 2112.76,1153.5 2112.76,1150.74 2112.76,1147.99 2112.76,1145.24 2112.76,1142.49 2112.76,1139.74 2112.76,1136.99 2112.76,1134.23 2112.76,1131.48 2112.76,1128.73 2112.76,1125.98 2112.76,1123.23 2112.76,1120.47 2112.76,1117.72 2112.76,1114.97 2112.76,1112.22 2112.76,1109.47 2112.76,1106.71 2112.76,1103.96 2112.76,1101.21 2112.76,1098.46 2112.76,1095.71 2112.76,1092.96 2112.76,1090.2 2112.76,1087.45 2112.76,1084.7 2112.76,1081.95 2112.76,1079.2 2112.76,1076.44 2112.76,1073.69 2112.76,1070.94 2112.76,1068.19 2112.76,1065.44 2112.76,1062.68 2112.76,1059.93 2112.76,1057.18 2112.76,1054.43 2112.76,1051.68 2112.76,1048.93 2112.76,1046.17 2112.76,1043.42 2112.76,1040.67 2112.76,1037.92 2112.76,1035.17 2112.76,1032.41 2112.76,1029.66 2112.76,1026.91 2112.76,1024.16 2112.76,1021.41 2112.76,1018.65 2112.76,1015.9 2112.76,1013.15 2112.76,1010.4 2112.76,1007.65 2112.76,1004.9 2112.76,1002.14 2112.76,999.392 2112.76,996.64 2112.76,993.888 2112.76,991.136 2112.76,988.384 2112.76,985.632 2112.76,982.88 2112.76,980.129 2112.76,977.377 2112.76,974.625 2112.76,971.873 2112.76,969.121 2112.76,966.369 2112.76,963.617 2112.76,960.865 2112.76,958.114 2112.76,955.362 2112.76,952.61 2112.76,949.858 2112.76,947.106 2112.76,944.354 2112.76,941.602 2112.76,938.85 2112.76,936.099 2112.76,933.347 2112.76,930.595 2112.76,927.843 2112.76,925.091 2112.76,922.339 2112.76,919.587 2112.76,916.835 2112.76,914.084 2112.76,911.332 2112.76,908.58 2112.76,905.828 2112.76,903.076 2112.76,900.324 2112.76,897.572 2112.76,894.821 2112.76,892.069 2112.76,889.317 2112.76,886.565 2112.76,883.813 2112.76,881.061 2112.76,878.309 2112.76,875.557 2112.76,872.806 2112.76,870.054 2112.76,867.302 2112.76,864.55 2112.76,861.798 2112.76,859.046 2112.76,856.294 2112.76,853.542 2112.76,850.791 2112.76,848.039 2112.76,845.287 2112.76,842.535 2112.76,839.783 2112.76,837.031 2112.76,834.279 2112.76,831.527 2112.76,828.776 2112.76,826.024 2112.76,823.272 2112.76,820.52 2112.76,817.768 2112.76,815.016 2112.76,812.264 2112.76,809.512 2112.76,806.761 2112.76,804.009 2112.76,801.257 2112.76,798.505 2112.76,795.753 2112.76,793.001 2112.76,790.249 2112.76,787.498 2112.76,784.746 2112.76,781.994 2112.76,779.242 2112.76,776.49 2112.76,773.738 2112.76,770.986 2112.76,768.234 2112.76,765.483 2112.76,762.731 2112.76,759.979 2112.76,757.227 2112.76,754.475 2112.76,751.723 2112.76,748.971 2112.76,746.219 2112.76,743.468 2112.76,740.716 2112.76,737.964 2112.76,735.212 2112.76,732.46 2112.76,729.708 2112.76,726.956 2112.76,724.204 2112.76,721.453 2112.76,718.701 2112.76,715.949 2112.76,713.197 2112.76,710.445 2112.76,707.693 2112.76,704.941 2112.76,702.19 2112.76,699.438 2112.76,696.686 2112.76,693.934 2112.76,691.182 2112.76,688.43 2112.76,685.678 2112.76,682.926 2112.76,680.175 2112.76,677.423 2112.76,674.671 2112.76,671.919 2112.76,669.167 2112.76,666.415 2112.76,663.663 2112.76,660.911 2112.76,658.16 2112.76,655.408 2112.76,652.656 2112.76,649.904 2112.76,647.152 2112.76,644.4 2112.76,641.648 2112.76,638.896 2112.76,636.145 2112.76,633.393 2112.76,630.641 2112.76,627.889 2112.76,625.137 2112.76,622.385 2112.76,619.633 2112.76,616.881 2112.76,614.13 2112.76,611.378 2112.76,608.626 2112.76,605.874 2112.76,603.122 2112.76,600.37 2112.76,597.618 2112.76,594.867 2112.76,592.115 2112.76,589.363 2112.76,586.611 2112.76,583.859 2112.76,581.107 2112.76,578.355 2112.76,575.603 2112.76,572.852 2112.76,570.1 2112.76,567.348 2112.76,564.596 2112.76,561.844 2112.76,559.092 2112.76,556.34 2112.76,553.588 2112.76,550.837 2112.76,548.085 2112.76,545.333 2112.76,542.581 2112.76,539.829 2112.76,537.077 2112.76,534.325 2112.76,531.573 2112.76,528.822 2112.76,526.07 2112.76,523.318 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2093.38,425.341 2091.42,427.002 2089.51,428.554 2087.78,429.754 2085.63,431.183 2083.25,432.506 2081.76,433.3 2077.88,434.962 2076.99,435.258 2074.01,436.215 2070.14,437.105 2066.26,437.665 2062.39,437.922 2058.51,437.902 2054.64,437.627 2050.76,437.114 2046.89,436.382 2043.01,435.444 2042.38,435.258 2039.14,434.309 2035.26,432.992 2034.01,432.506 2031.39,431.497 2027.51,429.836 2027.34,429.754 2023.64,428.011 2021.67,427.002 2019.76,426.031 2016.53,424.25 2015.89,423.899 2012.02,421.619 2011.82,421.499 2008.14,419.191 2007.47,418.747 2004.27,416.619 2003.38,415.995 2000.39,413.905 1999.49,413.243 1996.52,411.047 1995.8,410.491 1992.64,408.047 1992.26,407.739 1988.87,404.987 1988.77,404.901 1985.63,402.236 1984.89,401.606 1982.5,399.484 1981.02,398.162 1979.47,396.732 1977.14,394.565 1976.54,393.98 1973.7,391.228 1973.27,390.809 1970.96,388.476 1969.39,386.887 1968.29,385.724 1965.69,382.972 1965.52,382.796 1963.18,380.221 1961.65,378.522 1960.72,377.469 1958.34,374.717 1957.77,374.061 1956.02,371.965 1953.9,369.4 1953.75,369.213 1951.55,366.461 1950.02,364.524 1949.4,363.709 1947.3,360.957 1946.15,359.42 1945.26,358.206 1943.26,355.454 1942.27,354.072 1941.31,352.702 1939.41,349.95 1938.4,348.459 1937.56,347.198 1935.75,344.446 1934.52,342.558 1933.98,341.694 1932.25,338.942 1930.65,336.343 1930.56,336.191 1928.91,333.439 1927.3,330.687 1926.77,329.778 1925.73,327.935 1924.19,325.183 1922.9,322.832 1922.68,322.431 1921.22,319.679 1919.78,316.928 1919.02,315.455 1918.38,314.176 1917.01,311.424 1915.67,308.672 1915.15,307.598 1914.36,305.92 1913.08,303.168 1911.82,300.416 1911.28,299.196 1910.6,297.664 1909.41,294.913 1908.23,292.161 1907.4,290.17 1907.09,289.409 1905.97,286.657 1904.88,283.905 1903.81,281.153 1903.53,280.422 1902.76,278.401 1901.74,275.649 1900.74,272.898 1899.76,270.146 1899.65,269.829 1898.81,267.394 1897.88,264.642 1896.96,261.89 1896.07,259.138 1895.78,258.228 1895.2,256.386 1894.34,253.634 1893.51,250.883 1892.69,248.131 1891.9,245.414 1891.89,245.379 1891.12,242.627 1890.35,239.875 1889.61,237.123 1888.88,234.371 1888.17,231.619 1888.03,231.082 1887.47,228.868 1886.79,226.116 1886.13,223.364 1885.48,220.612 1884.84,217.86 1884.22,215.108 1884.15,214.818 1883.61,212.356 1883.02,209.605 1882.44,206.853 1881.88,204.101 1881.33,201.349 1880.79,198.597 1880.28,195.96 1880.26,195.845 1879.74,193.093 1879.24,190.341 1878.76,187.59 1878.28,184.838 1877.81,182.086 1877.35,179.334 1876.91,176.582 1876.47,173.83 1876.4,173.382 1876.05,171.078 1875.64,168.326 1875.24,165.575 1874.85,162.823 1874.47,160.071 1874.1,157.319 1873.74,154.567 1873.39,151.815 1873.04,149.063 1872.71,146.311 1872.53,144.793 1872.39,143.56 1872.07,140.808 1871.77,138.056 1871.47,135.304 1871.19,132.552 1870.91,129.8 1870.64,127.048 1870.38,124.296 1870.12,121.545 1869.88,118.793 1869.64,116.041 1869.41,113.289 1869.19,110.537 1868.98,107.785 1868.77,105.033 1868.65,103.428 1868.57,102.282 1868.39,99.5297 1868.2,96.7778 1868.03,94.0259 1867.87,91.274 1867.71,88.5222 1867.56,85.7703 1867.41,83.0184 1867.28,80.2666 1867.15,77.5147 1867.03,74.7628 1866.91,72.0109 1866.81,69.2591 1866.71,66.5072 1866.62,63.7553 1866.53,61.0035 1866.45,58.2516 1866.38,55.4997 1866.32,52.7478 1866.26,49.996 1866.21,47.2441 1864.78,47.2441 1860.91,47.2441 1857.03,47.2441 1853.16,47.2441 1849.28,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 1609.06,47.2441 1605.18,47.2441 1601.31,47.2441 1597.43,47.2441 1593.56,47.2441 1589.68,47.2441 1585.81,47.2441 1581.93,47.2441 1578.06,47.2441 1574.18,47.2441 1570.31,47.2441 1566.43,47.2441 1562.56,47.2441 1558.69,47.2441 1554.81,47.2441 1550.94,47.2441 1547.06,47.2441 1543.19,47.2441 1539.31,47.2441 1535.44,47.2441 1531.56,47.2441 1527.69,47.2441 1523.81,47.2441 1519.94,47.2441 1516.06,47.2441 1512.19,47.2441 1508.31,47.2441 1504.44,47.2441 1500.57,47.2441 1496.69,47.2441 1492.82,47.2441 1488.94,47.2441 1485.07,47.2441 1481.19,47.2441 1477.32,47.2441 1473.44,47.2441 1469.57,47.2441 1465.69,47.2441 1461.82,47.2441 1457.94,47.2441 1454.07,47.2441 1450.2,47.2441 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1342.73,1417.68 1342.67,1420.43 1342.6,1423.18 1341.71,1423.18 1345.58,1423.18 1349.46,1423.18 1353.33,1423.18 1357.2,1423.18 1361.08,1423.18 1364.95,1423.18 1368.83,1423.18 1372.7,1423.18 1376.58,1423.18 1380.45,1423.18 1384.33,1423.18 1388.2,1423.18 1392.08,1423.18 1395.95,1423.18 1399.83,1423.18 1403.7,1423.18 1407.57,1423.18 1411.45,1423.18 1415.32,1423.18 1419.2,1423.18 1423.07,1423.18 1426.95,1423.18 1430.82,1423.18 1434.7,1423.18 1438.57,1423.18 1442.45,1423.18 1446.32,1423.18 1450.2,1423.18 1454.07,1423.18 1457.94,1423.18 1461.82,1423.18 1465.69,1423.18 1469.57,1423.18 1473.44,1423.18 1477.32,1423.18 1481.19,1423.18 1485.07,1423.18 1488.94,1423.18 1492.82,1423.18 1496.69,1423.18 1500.57,1423.18 1504.44,1423.18 1508.31,1423.18 1512.19,1423.18 1516.06,1423.18 1519.94,1423.18 1523.81,1423.18 1527.69,1423.18 1531.56,1423.18 1535.44,1423.18 1539.31,1423.18 1543.19,1423.18 1547.06,1423.18 1550.94,1423.18 1554.81,1423.18 1558.69,1423.18 1562.56,1423.18 1566.43,1423.18 1570.31,1423.18 1574.18,1423.18 1578.06,1423.18 1581.93,1423.18 1585.81,1423.18 1589.68,1423.18 1593.56,1423.18 1597.43,1423.18 1601.31,1423.18 1605.18,1423.18 1609.06,1423.18 1612.93,1423.18 1616.8,1423.18 1620.68,1423.18 1624.55,1423.18 1628.43,1423.18 1632.3,1423.18 1636.18,1423.18 1640.05,1423.18 1643.93,1423.18 1647.8,1423.18 1651.68,1423.18 1655.55,1423.18 1659.43,1423.18 1663.3,1423.18 1667.17,1423.18 1671.05,1423.18 1674.92,1423.18 1678.8,1423.18 1682.67,1423.18 1686.55,1423.18 1690.42,1423.18 1694.3,1423.18 1698.17,1423.18 1702.05,1423.18 1705.92,1423.18 1709.8,1423.18 1713.67,1423.18 1717.54,1423.18 1721.42,1423.18 1725.29,1423.18 1729.17,1423.18 1733.04,1423.18 1736.92,1423.18 1740.79,1423.18 1744.67,1423.18 1748.54,1423.18 1752.42,1423.18 1756.29,1423.18 1760.17,1423.18 1764.04,1423.18 1767.91,1423.18 1771.79,1423.18 1775.66,1423.18 1779.54,1423.18 1783.41,1423.18 1787.29,1423.18 1791.16,1423.18 1795.04,1423.18 1798.91,1423.18 1802.79,1423.18 1806.66,1423.18 1810.54,1423.18 1814.41,1423.18 1818.28,1423.18 1822.16,1423.18 1826.03,1423.18 1829.91,1423.18 1833.78,1423.18 1837.66,1423.18 1841.53,1423.18 1845.41,1423.18 1849.28,1423.18 1853.16,1423.18 1857.03,1423.18 1860.91,1423.18 1864.78,1423.18 1868.65,1423.18 1872.53,1423.18 1876.4,1423.18 1880.28,1423.18 1884.15,1423.18 1888.03,1423.18 1891.9,1423.18 1895.78,1423.18 1899.65,1423.18 1903.53,1423.18 1907.4,1423.18 1911.28,1423.18 1915.15,1423.18 1919.02,1423.18 1922.9,1423.18 1926.77,1423.18 1930.65,1423.18 1934.52,1423.18 1938.4,1423.18 1942.27,1423.18 1946.15,1423.18 1950.02,1423.18 1953.9,1423.18 1957.77,1423.18 1961.65,1423.18 1965.52,1423.18 1969.39,1423.18 1973.27,1423.18 1977.14,1423.18 1981.02,1423.18 1984.89,1423.18 1988.77,1423.18 1992.64,1423.18 1996.52,1423.18 2000.39,1423.18 2004.27,1423.18 2008.14,1423.18 2012.02,1423.18 2015.89,1423.18 2019.76,1423.18 2023.64,1423.18 2027.51,1423.18 2031.39,1423.18 2035.26,1423.18 2039.14,1423.18 2043.01,1423.18 2046.89,1423.18 2050.76,1423.18 2054.64,1423.18 2058.51,1423.18 2062.39,1423.18 2066.26,1423.18 2070.14,1423.18 2074.01,1423.18 2077.88,1423.18 2081.76,1423.18 2085.63,1423.18 2089.51,1423.18 2093.38,1423.18 2097.26,1423.18 2101.13,1423.18 2105.01,1423.18 2108.88,1423.18 2112.76,1423.18 2112.76,1420.43 2112.76,1417.68 2112.76,1414.92 2112.76,1412.17 2112.76,1409.42 2112.76,1406.67 2112.76,1403.92 2112.76,1401.16 2112.76,1398.41 2112.76,1395.66 2112.76,1392.91 2112.76,1390.16 2112.76,1387.41 2112.76,1384.65 2112.76,1381.9 2112.76,1379.15 2112.76,1376.4 2112.76,1373.65 2112.76,1370.89 2112.76,1368.14 2112.76,1365.39 2112.76,1362.64 2112.76,1359.89 2112.76,1357.13 2112.76,1354.38 2112.76,1351.63 2112.76,1348.88 2112.76,1346.13 2112.76,1343.38 2112.76,1340.62 2112.76,1337.87 2112.76,1335.12 2112.76,1332.37 2112.76,1329.62 2112.76,1326.86 2112.76,1324.11 2112.76,1321.36 2112.76,1318.61 2112.76,1315.86 2112.76,1313.1 2112.76,1310.35 2112.76,1307.6 2112.76,1304.85 2112.76,1302.1 2112.76,1299.35 2112.76,1296.59 2112.76,1293.84 2112.76,1291.09 2112.76,1288.34 2112.76,1285.59 2112.76,1282.83 2112.76,1280.08 2112.76,1277.33 2112.76,1274.58 2112.76,1271.83 2112.76,1269.08 2112.76,1266.32 2112.76,1263.57 2112.76,1260.82 2112.76,1258.07 2112.76,1255.32 2112.76,1252.56 2112.76,1249.81 2112.76,1247.06 2112.76,1244.31 2112.76,1241.56 2112.76,1238.8 2112.76,1236.05 2112.76,1233.3 2112.76,1230.55 2112.76,1227.8 2112.76,1225.05 2112.76,1222.29 2112.76,1219.54 2112.76,1216.79 2112.76,1214.04 2112.76,1211.29 2112.76,1208.53 2112.76,1205.78 2112.76,1203.03 2112.76,1200.28 2112.76,1197.53 2112.76,1194.77 2112.76,1192.02 2112.76,1189.27 2112.76,1186.52 2112.76,1183.77 2112.76,1181.02 2112.76,1178.26 2112.76,1175.51 2112.76,1172.76 2112.76,1170.01 2112.76,1167.26 2112.76,1164.5 2112.76,1161.75 2112.76,1159 2112.76,1156.25 2112.76,1153.5 2112.76,1150.74 2112.76,1147.99 2112.76,1145.24 2112.76,1142.49 2112.76,1139.74 2112.76,1136.99 2112.76,1134.23 2112.76,1131.48 2112.76,1128.73 2112.76,1125.98 2112.76,1123.23 2112.76,1120.47 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2112.76,944.354 2112.76,941.602 2112.76,938.85 2112.76,936.099 2112.76,933.347 2112.76,930.595 2112.76,927.843 2112.76,925.091 2112.76,922.339 2112.76,919.587 2112.76,916.835 2112.76,914.084 2112.76,911.332 2112.76,908.58 2112.76,905.828 2112.76,903.076 2112.76,900.324 2112.76,897.572 2112.76,894.821 2112.76,892.069 2112.76,889.317 2112.76,886.565 2112.76,883.813 2112.76,881.061 2112.76,878.309 2112.76,875.557 2112.76,872.806 2112.76,870.054 2112.76,867.302 2112.76,864.55 2112.76,861.798 2112.76,859.046 2112.76,856.294 2112.76,853.542 2112.76,850.791 2112.76,848.039 2112.76,845.287 2112.76,842.535 2112.76,839.783 2112.76,837.031 2112.76,834.279 2112.76,831.527 2112.76,828.776 2112.76,826.024 2112.76,823.272 2112.76,820.52 2112.76,817.768 2112.76,815.016 2112.76,812.264 2112.76,809.512 2112.76,806.761 2112.76,804.009 2112.76,801.257 2112.76,798.505 2112.76,795.753 2112.76,793.001 2112.76,790.249 2112.76,787.498 2112.76,784.746 2112.76,781.994 2112.76,779.242 2112.76,776.49 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2112.76,600.37 2112.76,597.618 2112.76,594.867 2112.76,592.115 2112.76,589.363 2112.76,586.611 2112.76,583.859 2112.76,581.107 2112.76,578.355 2112.76,575.603 2112.76,572.852 2112.76,570.1 2112.76,567.348 2112.76,564.596 2112.76,561.844 2112.76,559.092 2112.76,556.34 2112.76,553.588 2112.76,550.837 2112.76,548.085 2112.76,545.333 2112.76,542.581 2112.76,539.829 2112.76,537.077 2112.76,534.325 2112.76,531.573 2112.76,528.822 2112.76,526.07 2112.76,523.318 2112.76,520.566 2112.76,517.814 2112.76,515.062 2112.76,512.31 2112.76,509.559 2112.76,506.807 2112.76,504.055 2112.76,501.303 2112.76,498.551 2112.76,495.799 2112.76,493.047 2112.76,490.295 2112.76,487.544 2112.76,484.792 2112.76,482.04 2112.76,479.288 2112.76,476.536 2112.76,473.784 2112.76,471.032 2112.76,468.66 2110.31,471.032 2108.88,472.348 2107.09,473.784 2105.01,475.378 2103.22,476.536 2101.13,477.836 2098.29,479.288 2097.26,479.797 2093.38,481.32 2090.96,482.04 2089.51,482.455 2085.63,483.244 2081.76,483.723 2077.88,483.922 2074.01,483.866 2070.14,483.578 2066.26,483.077 2062.39,482.38 2060.9,482.04 2058.51,481.5 2054.64,480.451 2050.9,479.288 2050.76,479.246 2046.89,477.889 2043.38,476.536 2043.01,476.395 2039.14,474.766 2036.98,473.784 2035.26,473.012 2031.39,471.137 2031.19,471.032 2027.51,469.145 2025.93,468.28 2023.64,467.041 2020.99,465.529 2019.76,464.829 2016.34,462.777 2015.89,462.511 2012.02,460.089 2011.92,460.025 2008.14,457.564 2007.71,457.273 2004.27,454.939 2003.67,454.521 2000.39,452.213 1999.78,451.769 1996.52,449.387 1996.03,449.017 1992.64,446.461 1992.39,446.265 1988.87,443.514 1988.77,443.433 1985.46,440.762 1984.89,440.302 1982.15,438.01 1981.02,437.065 1978.92,435.258 1977.14,433.722 1975.77,432.506 1973.27,430.27 1972.71,429.754 1969.72,427.002 1969.39,426.703 1966.81,424.25 1965.52,423.017 1963.97,421.499 1961.65,419.208 1961.19,418.747 1958.48,415.995 1957.77,415.27 1955.83,413.243 1953.9,411.196 1953.24,410.491 1950.71,407.739 1950.02,406.977 1948.25,404.987 1946.15,402.606 1945.83,402.236 1943.47,399.484 1942.27,398.071 1941.16,396.732 1938.9,393.98 1938.4,393.362 1936.69,391.228 1934.53,388.476 1934.52,388.465 1932.43,385.724 1930.65,383.362 1930.36,382.972 1928.34,380.221 1926.77,378.037 1926.37,377.469 1924.44,374.717 1922.9,372.471 1922.56,371.965 1920.71,369.213 1919.02,366.639 1918.91,366.461 1917.15,363.709 1915.43,360.957 1915.15,360.511 1913.74,358.206 1912.1,355.454 1911.28,354.057 1910.49,352.702 1908.92,349.95 1907.4,347.24 1907.38,347.198 1905.88,344.446 1904.41,341.694 1903.53,340.009 1902.97,338.942 1901.57,336.191 1900.2,333.439 1899.65,332.315 1898.86,330.687 1897.55,327.935 1896.28,325.183 1895.78,324.091 1895.03,322.431 1893.81,319.679 1892.61,316.928 1891.9,315.255 1891.45,314.176 1890.31,311.424 1889.2,308.672 1888.11,305.92 1888.03,305.709 1887.05,303.168 1886.01,300.416 1885,297.664 1884.15,295.323 1884.01,294.913 1883.04,292.161 1882.09,289.409 1881.17,286.657 1880.28,283.941 1880.27,283.905 1879.39,281.153 1878.52,278.401 1877.68,275.649 1876.86,272.898 1876.4,271.343 1876.06,270.146 1875.27,267.394 1874.5,264.642 1873.75,261.89 1873.02,259.138 1872.53,257.249 1872.31,256.386 1871.61,253.634 1870.92,250.883 1870.26,248.131 1869.61,245.379 1868.97,242.627 1868.65,241.249 1868.35,239.875 1867.74,237.123 1867.14,234.371 1866.56,231.619 1866,228.868 1865.44,226.116 1864.9,223.364 1864.78,222.743 1864.37,220.612 1863.86,217.86 1863.35,215.108 1862.86,212.356 1862.38,209.605 1861.91,206.853 1861.45,204.101 1861,201.349 1860.91,200.766 1860.56,198.597 1860.13,195.845 1859.72,193.093 1859.31,190.341 1858.91,187.59 1858.52,184.838 1858.15,182.086 1857.78,179.334 1857.41,176.582 1857.06,173.83 1857.03,173.583 1856.72,171.078 1856.38,168.326 1856.06,165.575 1855.74,162.823 1855.43,160.071 1855.13,157.319 1854.84,154.567 1854.55,151.815 1854.27,149.063 1854,146.311 1853.73,143.56 1853.47,140.808 1853.22,138.056 1853.16,137.307 1852.98,135.304 1852.74,132.552 1852.51,129.8 1852.29,127.048 1852.08,124.296 1851.87,121.545 1851.66,118.793 1851.46,116.041 1851.27,113.289 1851.09,110.537 1850.91,107.785 1850.74,105.033 1850.57,102.282 1850.41,99.5297 1850.25,96.7778 1850.1,94.0259 1849.96,91.274 1849.82,88.5222 1849.69,85.7703 1849.56,83.0184 1849.44,80.2666 1849.32,77.5147 1849.28,76.6 1849.21,74.7628 1849.1,72.0109 1849,69.2591 1848.91,66.5072 1848.82,63.7553 1848.74,61.0035 1848.66,58.2516 1848.58,55.4997 1848.51,52.7478 1848.45,49.996 1848.39,47.2441 1845.41,47.2441 1841.53,47.2441 1837.66,47.2441 1833.78,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 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636.525,144.007 636.482,143.56 636.226,140.808 635.976,138.056 635.733,135.304 635.497,132.552 635.267,129.8 635.044,127.048 634.828,124.296 634.618,121.545 634.414,118.793 634.217,116.041 634.025,113.289 633.84,110.537 633.661,107.785 633.487,105.033 633.32,102.282 633.158,99.5297 633.002,96.7778 632.852,94.0259 632.707,91.274 632.651,90.1529 632.569,88.5222 632.437,85.7703 632.31,83.0184 632.188,80.2666 632.073,77.5147 631.962,74.7628 631.857,72.0109 631.757,69.2591 631.662,66.5072 631.573,63.7553 631.489,61.0035 631.41,58.2516 631.337,55.4997 631.268,52.7478 631.205,49.996 631.147,47.2441 628.776,47.2441 624.901,47.2441 621.027,47.2441 617.152,47.2441 613.277,47.2441 609.403,47.2441 605.528,47.2441 601.654,47.2441 597.779,47.2441 593.904,47.2441 590.03,47.2441 586.155,47.2441 582.28,47.2441 578.406,47.2441 574.531,47.2441 570.657,47.2441 566.782,47.2441 562.907,47.2441 559.033,47.2441 555.158,47.2441 551.283,47.2441 547.409,47.2441 543.534,47.2441 539.66,47.2441 535.785,47.2441 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2093.38,531.361 2089.51,530.999 2085.63,530.434 2081.76,529.687 2078.09,528.822 2077.88,528.773 2074.01,527.704 2070.14,526.496 2068.92,526.07 2066.26,525.157 2062.39,523.698 2061.46,523.318 2058.51,522.127 2054.9,520.566 2054.64,520.452 2050.76,518.677 2048.98,517.814 2046.89,516.81 2043.43,515.062 2043.01,514.856 2039.14,512.817 2038.22,512.31 2035.26,510.699 2033.26,509.559 2031.39,508.505 2028.49,506.807 2027.51,506.237 2023.9,504.055 2023.64,503.899 2019.76,501.491 2019.47,501.303 2015.89,499.015 2015.18,498.551 2012.02,496.474 2011.01,495.799 2008.14,493.867 2006.95,493.047 2004.27,491.196 2002.99,490.295 2000.39,488.46 1999.12,487.544 1996.52,485.661 1995.34,484.792 1992.64,482.798 1991.64,482.04 1988.77,479.87 1988.01,479.288 1984.89,476.877 1984.46,476.536 1981.02,473.817 1980.98,473.784 1977.57,471.032 1977.14,470.688 1974.22,468.28 1973.27,467.489 1970.94,465.529 1969.39,464.218 1967.72,462.777 1965.52,460.872 1964.55,460.025 1961.65,457.449 1961.45,457.273 1958.4,454.521 1957.77,453.944 1955.41,451.769 1953.9,450.353 1952.48,449.017 1950.02,446.673 1949.6,446.265 1946.77,443.514 1946.15,442.897 1944,440.762 1942.27,439.02 1941.28,438.01 1938.61,435.258 1938.4,435.035 1935.99,432.506 1934.52,430.933 1933.43,429.754 1930.91,427.002 1930.65,426.708 1928.45,424.25 1926.77,422.347 1926.03,421.499 1923.67,418.747 1922.9,417.839 1921.35,415.995 1919.08,413.243 1919.02,413.173 1916.86,410.491 1915.15,408.331 1914.68,407.739 1912.56,404.987 1911.28,403.297 1910.47,402.236 1908.44,399.484 1907.4,398.05 1906.45,396.732 1904.5,393.98 1903.53,392.567 1902.6,391.228 1900.74,388.476 1899.65,386.82 1898.93,385.724 1897.16,382.972 1895.78,380.776 1895.43,380.221 1893.74,377.469 1892.09,374.717 1891.9,374.397 1890.48,371.965 1888.91,369.213 1888.03,367.635 1887.37,366.461 1885.88,363.709 1884.42,360.957 1884.15,360.436 1883,358.206 1881.61,355.454 1880.28,352.73 1880.26,352.702 1878.94,349.95 1877.66,347.198 1876.41,344.446 1876.4,344.433 1875.18,341.694 1873.99,338.942 1872.84,336.191 1872.53,335.438 1871.71,333.439 1870.6,330.687 1869.53,327.935 1868.65,325.615 1868.49,325.183 1867.47,322.431 1866.48,319.679 1865.51,316.928 1864.78,314.786 1864.57,314.176 1863.65,311.424 1862.76,308.672 1861.89,305.92 1861.04,303.168 1860.91,302.724 1860.21,300.416 1859.4,297.664 1858.62,294.913 1857.85,292.161 1857.11,289.409 1857.03,289.117 1856.38,286.657 1855.67,283.905 1854.98,281.153 1854.3,278.401 1853.65,275.649 1853.16,273.523 1853.01,272.898 1852.39,270.146 1851.78,267.394 1851.18,264.642 1850.6,261.89 1850.04,259.138 1849.49,256.386 1849.28,255.297 1848.96,253.634 1848.43,250.883 1847.92,248.131 1847.43,245.379 1846.94,242.627 1846.47,239.875 1846.01,237.123 1845.56,234.371 1845.41,233.423 1845.12,231.619 1844.69,228.868 1844.27,226.116 1843.86,223.364 1843.47,220.612 1843.08,217.86 1842.7,215.108 1842.33,212.356 1841.97,209.605 1841.62,206.853 1841.53,206.147 1841.28,204.101 1840.94,201.349 1840.62,198.597 1840.3,195.845 1839.99,193.093 1839.68,190.341 1839.39,187.59 1839.1,184.838 1838.82,182.086 1838.54,179.334 1838.28,176.582 1838.02,173.83 1837.76,171.078 1837.66,169.916 1837.51,168.326 1837.27,165.575 1837.04,162.823 1836.81,160.071 1836.58,157.319 1836.37,154.567 1836.15,151.815 1835.95,149.063 1835.75,146.311 1835.55,143.56 1835.36,140.808 1835.17,138.056 1834.99,135.304 1834.82,132.552 1834.65,129.8 1834.48,127.048 1834.32,124.296 1834.16,121.545 1834.01,118.793 1833.86,116.041 1833.78,114.555 1833.72,113.289 1833.58,110.537 1833.44,107.785 1833.31,105.033 1833.19,102.282 1833.06,99.5297 1832.95,96.7778 1832.83,94.0259 1832.72,91.274 1832.62,88.5222 1832.51,85.7703 1832.41,83.0184 1832.32,80.2666 1832.23,77.5147 1832.14,74.7628 1832.06,72.0109 1831.98,69.2591 1831.9,66.5072 1831.83,63.7553 1831.76,61.0035 1831.69,58.2516 1831.63,55.4997 1831.57,52.7478 1831.51,49.996 1831.46,47.2441 1829.91,47.2441 1826.03,47.2441 1822.16,47.2441 1818.28,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 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508.663,47.2441 504.788,47.2441 500.913,47.2441 497.039,47.2441 493.164,47.2441 489.29,47.2441 485.415,47.2441 481.54,47.2441 477.666,47.2441 473.791,47.2441 469.916,47.2441 466.042,47.2441 462.167,47.2441 458.293,47.2441 454.418,47.2441 450.543,47.2441 446.669,47.2441 442.794,47.2441 438.919,47.2441 435.045,47.2441 431.17,47.2441 427.296,47.2441 423.421,47.2441 419.546,47.2441 415.672,47.2441 411.797,47.2441 407.922,47.2441 404.048,47.2441 400.173,47.2441 396.299,47.2441 392.424,47.2441 388.549,47.2441 384.675,47.2441 380.8,47.2441 376.926,47.2441 373.051,47.2441 369.176,47.2441 365.302,47.2441 361.427,47.2441 357.552,47.2441 353.678,47.2441 349.803,47.2441 345.929,47.2441 342.054,47.2441 338.179,47.2441 334.305,47.2441 330.43,47.2441 326.555,47.2441 322.681,47.2441 318.806,47.2441 314.932,47.2441 311.057,47.2441 307.182,47.2441 303.308,47.2441 299.433,47.2441 295.558,47.2441 291.684,47.2441 287.809,47.2441 283.935,47.2441 280.06,47.2441 276.185,47.2441 272.311,47.2441 268.436,47.2441 264.561,47.2441 260.687,47.2441 256.812,47.2441 252.938,47.2441 249.063,47.2441 245.188,47.2441 241.314,47.2441 237.439,47.2441 233.565,47.2441 229.69,47.2441 225.815,47.2441 221.941,47.2441 218.066,47.2441 214.191,47.2441 210.317,47.2441 206.442,47.2441 202.568,47.2441 198.693,47.2441 194.818,47.2441 190.944,47.2441 187.069,47.2441 183.194,47.2441 179.32,47.2441 175.445,47.2441 175.445,49.996 175.445,52.7478 175.445,55.4997 175.445,58.2516 175.445,61.0035 175.445,63.7553 175.445,66.5072 175.445,69.2591 175.445,72.0109 175.445,74.7628 175.445,77.5147 175.445,80.2666 175.445,83.0184 175.445,85.7703 175.445,88.5222 175.445,91.274 175.445,94.0259 175.445,96.7778 175.445,99.5297 175.445,102.282 175.445,105.033 175.445,107.785 175.445,110.537 175.445,113.289 175.445,116.041 175.445,118.793 175.445,121.545 175.445,124.296 175.445,127.048 175.445,129.8 175.445,132.552 175.445,135.304 175.445,138.056 175.445,140.808 175.445,143.56 175.445,146.311 175.445,149.063 175.445,151.815 175.445,154.567 175.445,157.319 175.445,160.071 175.445,162.823 175.445,165.575 175.445,168.326 175.445,171.078 175.445,173.83 175.445,176.582 175.445,179.334 175.445,182.086 175.445,184.838 175.445,187.59 175.445,190.341 175.445,193.093 175.445,195.845 175.445,198.597 175.445,201.349 175.445,204.101 175.445,206.853 175.445,209.605 175.445,212.356 175.445,215.108 175.445,217.86 175.445,220.612 175.445,223.364 175.445,226.116 175.445,228.868 175.445,231.619 175.445,234.371 175.445,237.123 175.445,239.875 175.445,242.627 175.445,245.379 175.445,248.131 175.445,250.883 175.445,253.634 175.445,256.386 175.445,259.138 175.445,261.89 175.445,264.642 175.445,267.394 175.445,270.146 175.445,272.898 175.445,275.649 175.445,278.401 175.445,281.153 175.445,283.905 175.445,286.657 175.445,289.409 175.445,292.161 175.445,294.913 175.445,297.664 175.445,300.416 175.445,303.168 175.445,305.92 175.445,308.672 175.445,311.424 175.445,314.176 175.445,316.928 175.445,319.679 175.445,322.431 175.445,325.183 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1366.78,1159 1367.08,1161.75 1367.36,1164.5 1367.64,1167.26 1367.92,1170.01 1368.18,1172.76 1368.44,1175.51 1368.69,1178.26 1368.83,1179.87 1368.93,1181.02 1369.17,1183.77 1369.4,1186.52 1369.63,1189.27 1369.85,1192.02 1370.06,1194.77 1370.27,1197.53 1370.47,1200.28 1370.67,1203.03 1370.86,1205.78 1371.05,1208.53 1371.23,1211.29 1371.4,1214.04 1371.58,1216.79 1371.74,1219.54 1371.91,1222.29 1372.06,1225.05 1372.22,1227.8 1372.37,1230.55 1372.52,1233.3 1372.66,1236.05 1372.7,1236.93 1372.8,1238.8 1372.93,1241.56 1373.07,1244.31 1373.2,1247.06 1373.32,1249.81 1373.45,1252.56 1373.56,1255.32 1373.68,1258.07 1373.79,1260.82 1373.9,1263.57 1374.01,1266.32 1374.11,1269.08 1374.21,1271.83 1374.31,1274.58 1374.41,1277.33 1374.5,1280.08 1374.59,1282.83 1374.68,1285.59 1374.76,1288.34 1374.85,1291.09 1374.93,1293.84 1375,1296.59 1375.08,1299.35 1375.15,1302.1 1375.22,1304.85 1375.29,1307.6 1375.36,1310.35 1375.42,1313.1 1375.49,1315.86 1375.55,1318.61 1375.6,1321.36 1375.66,1324.11 1375.71,1326.86 1375.77,1329.62 1375.82,1332.37 1375.86,1335.12 1375.91,1337.87 1375.96,1340.62 1376,1343.38 1376.04,1346.13 1376.08,1348.88 1376.12,1351.63 1376.15,1354.38 1376.18,1357.13 1376.22,1359.89 1376.25,1362.64 1376.28,1365.39 1376.3,1368.14 1376.33,1370.89 1376.35,1373.65 1376.37,1376.4 1376.39,1379.15 1376.41,1381.9 1376.43,1384.65 1376.44,1387.41 1376.46,1390.16 1376.47,1392.91 1376.48,1395.66 1376.49,1398.41 1376.5,1401.16 1376.5,1403.92 1376.5,1406.67 1376.51,1409.42 1376.51,1412.17 1376.51,1414.92 1376.5,1417.68 1376.5,1420.43 1376.49,1423.18 1372.7,1423.18 1376.58,1423.18 1380.45,1423.18 1384.33,1423.18 1388.2,1423.18 1392.08,1423.18 1395.95,1423.18 1399.83,1423.18 1403.7,1423.18 1407.57,1423.18 1411.45,1423.18 1415.32,1423.18 1419.2,1423.18 1423.07,1423.18 1426.95,1423.18 1430.82,1423.18 1434.7,1423.18 1438.57,1423.18 1442.45,1423.18 1446.32,1423.18 1450.2,1423.18 1454.07,1423.18 1457.94,1423.18 1461.82,1423.18 1465.69,1423.18 1469.57,1423.18 1473.44,1423.18 1477.32,1423.18 1481.19,1423.18 1485.07,1423.18 1488.94,1423.18 1492.82,1423.18 1496.69,1423.18 1500.57,1423.18 1504.44,1423.18 1508.31,1423.18 1512.19,1423.18 1516.06,1423.18 1519.94,1423.18 1523.81,1423.18 1527.69,1423.18 1531.56,1423.18 1535.44,1423.18 1539.31,1423.18 1543.19,1423.18 1547.06,1423.18 1550.94,1423.18 1554.81,1423.18 1558.69,1423.18 1562.56,1423.18 1566.43,1423.18 1570.31,1423.18 1574.18,1423.18 1578.06,1423.18 1581.93,1423.18 1585.81,1423.18 1589.68,1423.18 1593.56,1423.18 1597.43,1423.18 1601.31,1423.18 1605.18,1423.18 1609.06,1423.18 1612.93,1423.18 1616.8,1423.18 1620.68,1423.18 1624.55,1423.18 1628.43,1423.18 1632.3,1423.18 1636.18,1423.18 1640.05,1423.18 1643.93,1423.18 1647.8,1423.18 1651.68,1423.18 1655.55,1423.18 1659.43,1423.18 1663.3,1423.18 1667.17,1423.18 1671.05,1423.18 1674.92,1423.18 1678.8,1423.18 1682.67,1423.18 1686.55,1423.18 1690.42,1423.18 1694.3,1423.18 1698.17,1423.18 1702.05,1423.18 1705.92,1423.18 1709.8,1423.18 1713.67,1423.18 1717.54,1423.18 1721.42,1423.18 1725.29,1423.18 1729.17,1423.18 1733.04,1423.18 1736.92,1423.18 1740.79,1423.18 1744.67,1423.18 1748.54,1423.18 1752.42,1423.18 1756.29,1423.18 1760.17,1423.18 1764.04,1423.18 1767.91,1423.18 1771.79,1423.18 1775.66,1423.18 1779.54,1423.18 1783.41,1423.18 1787.29,1423.18 1791.16,1423.18 1795.04,1423.18 1798.91,1423.18 1802.79,1423.18 1806.66,1423.18 1810.54,1423.18 1814.41,1423.18 1818.28,1423.18 1822.16,1423.18 1826.03,1423.18 1829.91,1423.18 1833.78,1423.18 1837.66,1423.18 1838.74,1423.18 1840.04,1420.43 1841.42,1417.68 1841.53,1417.47 1843.04,1414.92 1844.8,1412.17 1845.41,1411.27 1846.85,1409.42 1849.18,1406.67 1849.28,1406.55 1852.08,1403.92 1853.16,1402.98 1855.72,1401.16 1857.03,1400.3 1860.77,1398.41 1860.91,1398.35 1864.78,1396.99 1868.65,1396.13 1872.53,1395.67 1872.81,1395.66 1876.4,1395.56 1878.39,1395.66 1880.28,1395.75 1884.15,1396.2 1888.03,1396.87 1891.9,1397.74 1894.4,1398.41 1895.78,1398.77 1899.65,1399.96 1903.15,1401.16 1903.53,1401.29 1907.4,1402.74 1910.31,1403.92 1911.28,1404.3 1915.15,1405.96 1916.71,1406.67 1919.02,1407.7 1922.66,1409.42 1922.9,1409.53 1926.77,1411.44 1928.2,1412.17 1930.65,1413.41 1933.51,1414.92 1934.52,1415.45 1938.4,1417.55 1938.62,1417.68 1942.27,1419.7 1943.53,1420.43 1946.15,1421.91 1948.32,1423.18 1946.15,1423.18 1950.02,1423.18 1953.9,1423.18 1957.77,1423.18 1961.65,1423.18 1965.52,1423.18 1969.39,1423.18 1973.27,1423.18 1977.14,1423.18 1981.02,1423.18 1984.89,1423.18 1988.77,1423.18 1992.64,1423.18 1996.52,1423.18 2000.39,1423.18 2004.27,1423.18 2008.14,1423.18 2012.02,1423.18 2015.89,1423.18 2019.76,1423.18 2023.64,1423.18 2027.51,1423.18 2031.39,1423.18 2035.26,1423.18 2039.14,1423.18 2043.01,1423.18 2046.89,1423.18 2050.76,1423.18 2054.64,1423.18 2058.51,1423.18 2062.39,1423.18 2066.26,1423.18 2070.14,1423.18 2074.01,1423.18 2077.88,1423.18 2081.76,1423.18 2085.63,1423.18 2089.51,1423.18 2093.38,1423.18 2097.26,1423.18 2101.13,1423.18 2105.01,1423.18 2108.88,1423.18 2112.76,1423.18 2112.76,1420.43 2112.76,1417.68 2112.76,1414.92 2112.76,1412.17 2112.76,1409.42 2112.76,1406.67 2112.76,1403.92 2112.76,1401.16 2112.76,1398.41 2112.76,1395.66 2112.76,1392.91 2112.76,1390.16 2112.76,1387.41 2112.76,1384.65 2112.76,1381.9 2112.76,1379.15 2112.76,1376.4 2112.76,1373.65 2112.76,1370.89 2112.76,1368.14 2112.76,1365.39 2112.76,1362.64 2112.76,1359.89 2112.76,1357.13 2112.76,1354.38 2112.76,1351.63 2112.76,1348.88 2112.76,1346.13 2112.76,1343.38 2112.76,1340.62 2112.76,1337.87 2112.76,1335.12 2112.76,1332.37 2112.76,1329.62 2112.76,1326.86 2112.76,1324.11 2112.76,1321.36 2112.76,1318.61 2112.76,1315.86 2112.76,1313.1 2112.76,1310.35 2112.76,1307.6 2112.76,1304.85 2112.76,1302.1 2112.76,1299.35 2112.76,1296.59 2112.76,1293.84 2112.76,1291.09 2112.76,1288.34 2112.76,1285.59 2112.76,1282.83 2112.76,1280.08 2112.76,1277.33 2112.76,1274.58 2112.76,1271.83 2112.76,1269.08 2112.76,1266.32 2112.76,1263.57 2112.76,1260.82 2112.76,1258.07 2112.76,1255.32 2112.76,1252.56 2112.76,1249.81 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2112.76,1073.69 2112.76,1070.94 2112.76,1068.19 2112.76,1065.44 2112.76,1062.68 2112.76,1059.93 2112.76,1057.18 2112.76,1054.43 2112.76,1051.68 2112.76,1048.93 2112.76,1046.17 2112.76,1043.42 2112.76,1040.67 2112.76,1037.92 2112.76,1035.17 2112.76,1032.41 2112.76,1029.66 2112.76,1026.91 2112.76,1024.16 2112.76,1021.41 2112.76,1018.65 2112.76,1015.9 2112.76,1013.15 2112.76,1010.4 2112.76,1007.65 2112.76,1004.9 2112.76,1002.14 2112.76,999.392 2112.76,996.64 2112.76,993.888 2112.76,991.136 2112.76,988.384 2112.76,985.632 2112.76,982.88 2112.76,980.129 2112.76,977.377 2112.76,974.625 2112.76,971.873 2112.76,969.121 2112.76,966.369 2112.76,963.617 2112.76,960.865 2112.76,958.114 2112.76,955.362 2112.76,952.61 2112.76,949.858 2112.76,947.106 2112.76,944.354 2112.76,941.602 2112.76,938.85 2112.76,936.099 2112.76,933.347 2112.76,930.595 2112.76,927.843 2112.76,925.091 2112.76,922.339 2112.76,919.587 2112.76,916.835 2112.76,914.084 2112.76,911.332 2112.76,908.58 2112.76,905.828 2112.76,903.076 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2112.76,729.708 2112.76,726.956 2112.76,724.204 2112.76,721.453 2112.76,718.701 2112.76,715.949 2112.76,713.197 2112.76,710.445 2112.76,707.693 2112.76,704.941 2112.76,702.19 2112.76,699.438 2112.76,696.686 2112.76,693.934 2112.76,691.182 2112.76,688.43 2112.76,685.678 2112.76,682.926 2112.76,680.175 2112.76,677.423 2112.76,674.671 2112.76,671.919 2112.76,669.167 2112.76,666.415 2112.76,663.663 2112.76,660.911 2112.76,658.16 2112.76,655.408 2112.76,652.656 2112.76,649.904 2112.76,647.152 2112.76,644.4 2112.76,641.648 2112.76,638.896 2112.76,636.145 2112.76,633.393 2112.76,630.641 2112.76,627.889 2112.76,625.137 2112.76,622.385 2112.76,619.633 2112.76,616.881 2112.76,614.13 2112.76,611.378 2112.76,608.626 2112.76,605.874 2112.76,603.122 2112.76,600.37 2112.76,597.618 2112.76,594.867 2112.76,592.115 2112.76,589.363 2112.76,586.611 2112.76,584.573 2109.87,583.859 2108.88,583.622 2105.01,582.509 2101.13,581.252 2100.74,581.107 2097.26,579.865 2093.38,578.363 2093.36,578.355 2089.51,576.756 2086.9,575.603 2085.63,575.055 2081.76,573.267 2080.91,572.852 2077.88,571.4 2075.3,570.1 2074.01,569.461 2070.14,567.455 2069.94,567.348 2066.26,565.387 2064.83,564.596 2062.39,563.261 2059.88,561.844 2058.51,561.082 2055.06,559.092 2054.64,558.852 2050.76,556.576 2050.37,556.34 2046.89,554.254 2045.81,553.588 2043.01,551.889 2041.33,550.837 2039.14,549.485 2036.93,548.085 2035.26,547.042 2032.6,545.333 2031.39,544.562 2028.34,542.581 2027.51,542.046 2024.15,539.829 2023.64,539.495 2020.02,537.077 2019.76,536.911 2015.94,534.325 2015.89,534.294 2012.02,531.645 2011.91,531.573 2008.14,528.964 2007.94,528.822 2004.27,526.251 2004.01,526.07 2000.39,523.508 2000.13,523.318 1996.52,520.733 1996.29,520.566 1992.64,517.926 1992.49,517.814 1988.77,515.089 1988.73,515.062 1985.02,512.31 1984.89,512.219 1981.34,509.559 1981.02,509.316 1977.7,506.807 1977.14,506.381 1974.11,504.055 1973.27,503.411 1970.55,501.303 1969.39,500.406 1967.02,498.551 1965.52,497.365 1963.54,495.799 1961.65,494.286 1960.1,493.047 1957.77,491.168 1956.69,490.295 1953.9,488.009 1953.33,487.544 1950.02,484.806 1950,484.792 1946.72,482.04 1946.15,481.557 1943.47,479.288 1942.27,478.259 1940.27,476.536 1938.4,474.909 1937.1,473.784 1934.52,471.504 1933.99,471.032 1930.91,468.28 1930.65,468.039 1927.88,465.529 1926.77,464.51 1924.89,462.777 1922.9,460.912 1921.95,460.025 1919.06,457.273 1919.02,457.238 1916.2,454.521 1915.15,453.481 1913.4,451.769 1911.28,449.635 1910.66,449.017 1907.95,446.265 1907.4,445.69 1905.3,443.514 1903.53,441.634 1902.7,440.762 1900.15,438.01 1899.65,437.457 1897.65,435.258 1895.78,433.144 1895.21,432.506 1892.81,429.754 1891.9,428.678 1890.47,427.002 1888.2,424.25 1888.03,424.041 1885.95,421.499 1884.15,419.207 1883.79,418.747 1881.66,415.995 1880.28,414.15 1879.59,413.243 1877.58,410.491 1876.4,408.837 1875.62,407.739 1873.71,404.987 1872.53,403.225 1871.86,402.236 1870.05,399.484 1868.65,397.266 1868.31,396.732 1866.61,393.98 1864.97,391.228 1864.78,390.895 1863.36,388.476 1861.82,385.724 1860.91,384.033 1860.32,382.972 1858.87,380.221 1857.47,377.469 1857.03,376.579 1856.1,374.717 1854.78,371.965 1853.52,369.213 1853.16,368.4 1852.28,366.461 1851.09,363.709 1849.94,360.957 1849.28,359.32 1848.83,358.206 1847.74,355.454 1846.7,352.702 1845.71,349.95 1845.41,349.097 1844.73,347.198 1843.79,344.446 1842.88,341.694 1842.01,338.942 1841.53,337.395 1841.16,336.191 1840.33,333.439 1839.54,330.687 1838.77,327.935 1838.04,325.183 1837.66,323.722 1837.32,322.431 1836.62,319.679 1835.95,316.928 1835.3,314.176 1834.67,311.424 1834.07,308.672 1833.78,307.331 1833.48,305.92 1832.9,303.168 1832.35,300.416 1831.81,297.664 1831.3,294.913 1830.8,292.161 1830.32,289.409 1829.91,287.015 1829.85,286.657 1829.39,283.905 1828.94,281.153 1828.51,278.401 1828.09,275.649 1827.69,272.898 1827.3,270.146 1826.92,267.394 1826.55,264.642 1826.19,261.89 1826.03,260.641 1825.84,259.138 1825.5,256.386 1825.17,253.634 1824.85,250.883 1824.54,248.131 1824.24,245.379 1823.94,242.627 1823.66,239.875 1823.38,237.123 1823.11,234.371 1822.85,231.619 1822.6,228.868 1822.35,226.116 1822.16,223.923 1822.11,223.364 1821.87,220.612 1821.64,217.86 1821.42,215.108 1821.2,212.356 1820.99,209.605 1820.79,206.853 1820.59,204.101 1820.39,201.349 1820.2,198.597 1820.02,195.845 1819.84,193.093 1819.66,190.341 1819.49,187.59 1819.33,184.838 1819.17,182.086 1819.01,179.334 1818.86,176.582 1818.71,173.83 1818.56,171.078 1818.42,168.326 1818.28,165.604 1818.28,165.575 1818.15,162.823 1818.02,160.071 1817.89,157.319 1817.76,154.567 1817.64,151.815 1817.53,149.063 1817.41,146.311 1817.3,143.56 1817.19,140.808 1817.09,138.056 1816.98,135.304 1816.88,132.552 1816.79,129.8 1816.69,127.048 1816.6,124.296 1816.51,121.545 1816.42,118.793 1816.34,116.041 1816.26,113.289 1816.18,110.537 1816.1,107.785 1816.03,105.033 1815.96,102.282 1815.89,99.5297 1815.82,96.7778 1815.75,94.0259 1815.69,91.274 1815.63,88.5222 1815.57,85.7703 1815.51,83.0184 1815.45,80.2666 1815.4,77.5147 1815.35,74.7628 1815.3,72.0109 1815.25,69.2591 1815.21,66.5072 1815.16,63.7553 1815.12,61.0035 1815.08,58.2516 1815.04,55.4997 1815.01,52.7478 1814.97,49.996 1814.94,47.2441 1814.41,47.2441 1810.54,47.2441 1806.66,47.2441 1802.79,47.2441 1798.91,47.2441 1795.04,47.2441 1791.16,47.2441 1787.29,47.2441 1783.41,47.2441 1779.54,47.2441 1775.66,47.2441 1771.79,47.2441 1767.91,47.2441 1764.04,47.2441 1760.17,47.2441 1756.29,47.2441 1752.42,47.2441 1748.54,47.2441 1744.67,47.2441 1740.79,47.2441 1736.92,47.2441 1733.04,47.2441 1729.17,47.2441 1725.29,47.2441 1721.42,47.2441 1717.54,47.2441 1713.67,47.2441 1709.8,47.2441 1705.92,47.2441 1702.05,47.2441 1698.17,47.2441 1694.3,47.2441 1690.42,47.2441 1686.55,47.2441 1682.67,47.2441 1678.8,47.2441 1674.92,47.2441 1671.05,47.2441 1667.17,47.2441 1663.3,47.2441 1659.43,47.2441 1655.55,47.2441 1651.68,47.2441 1647.8,47.2441 1643.93,47.2441 1640.05,47.2441 1636.18,47.2441 1632.3,47.2441 1628.43,47.2441 1624.55,47.2441 1620.68,47.2441 1616.8,47.2441 1612.93,47.2441 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      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ref https://jp.mathworks.com/matlabcentral/fileexchange/35283-matlab-plot-gallery-function-contour-plot?focused=7851904&tab=example\n",
    "f(x,y) = sin(3x) * cos(x+y)\n",
    "\n",
    "x = 0:0.01:5\n",
    "y = 0:0.01:5\n",
    "contour(x, y, f, xlabel=\"x\", ylabel=\"y\", fill=true)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## polar plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "<path clip-path=\"url(#clip240)\" d=\"M2007.44 1438.47 L2279.53 1438.47 L2279.53 1334.79 L2007.44 1334.79  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip240)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2007.44,1438.47 2279.53,1438.47 2279.53,1334.79 2007.44,1334.79 2007.44,1438.47 \"/>\n",
       "<polyline clip-path=\"url(#clip240)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2031.85,1386.63 2178.29,1386.63 \"/>\n",
       "<path clip-path=\"url(#clip240)\" d=\"M2216.54 1406.32 Q2214.73 1410.95 2213.02 1412.36 Q2211.31 1413.78 2208.44 1413.78 L2205.03 1413.78 L2205.03 1410.21 L2207.53 1410.21 Q2209.29 1410.21 2210.27 1409.38 Q2211.24 1408.54 2212.42 1405.44 L2213.18 1403.5 L2202.7 1377.99 L2207.21 1377.99 L2215.31 1398.27 L2223.41 1377.99 L2227.93 1377.99 L2216.54 1406.32 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip240)\" d=\"M2235.22 1399.98 L2242.86 1399.98 L2242.86 1373.61 L2234.55 1375.28 L2234.55 1371.02 L2242.81 1369.35 L2247.49 1369.35 L2247.49 1399.98 L2255.13 1399.98 L2255.13 1403.91 L2235.22 1403.91 L2235.22 1399.98 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ref https://jp.mathworks.com/matlabcentral/fileexchange/35285-matlab-plot-gallery-function-polar-plot?focused=6793167&tab=example\n",
    "r(θ) = 1 + cos(θ) * sin(θ)^2\n",
    "plot(r, 0, 2π, proj=:polar, lims=(0,1.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r(θ) = 1 + cos(θ) * sin(θ)^2\n",
    "θ = range(0, stop=2π, length=50)\n",
    "plot(θ, r.(θ), proj=:polar, lims=(0,1.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rose plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Random\n",
    "Random.seed!(2018)\n",
    "\n",
    "n = 24\n",
    "R = rand(n+1)\n",
    "θ = 0:2pi/n:2pi\n",
    "plot(θ, R, proj=:polar, line=:steppre, lims=(0,1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scatter plot\n",
    "### Scatter plot 2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0hTn3/jsxXdUKFr3466H7vwmFxptbpca8k0CCFeFyuTQaTVm54oKNaqCiQxfVXElJCQBUfugKBALLJs5JIy+BlpGk8qqM/s4uYcGHraysSO0F7xHKl0uXr+Sat6K+CgKAghJ0HAMP9/78VsAHRUYVVRAAaDSBilZh4T8PYCCEiBB86XKeRRspqYIAkN1pzvyVG8juBQuhfFmxZWduRwk+L1G5dsPh9YX/5vMVkVBQ5YxxCCHxLN8cIEVvEQDCht0fv36fnZ1Nai9YCOVIUlJSahEdmBZUJ/J/igywaQ9R9wAA6IrALwFBVev3CkoVSjiqqiRMBYeQ3EtISMgoVQM9aZn5rExeU79jJ8+Q2gUWQjlyKOh0TrOBVGfxpzaD4dX/D3EbF/h4p/LmtOj7Hdu1IT0rhORS4OEglrS9RQCUtBywP+gsqV1gIZQjl2+F8B26UZ3Fn+q2gOQPUDZiq9sMuL7mj/UL/8IrZt5esXbxHIllh5BcuXw7pNTRneos/qFpkFMCpF4dxUIoL7hcbnpOvvTcA/+JRgNjO0j9DACgZw6uY+k7+5QzGSkA8Ip1gkYsnTamfv36Es4RIXlQUFCQW1wKajpUJ1KOQuuOoU/+mYKDOFgI5cXHjx8F5k2ozqI81m0gMfzn18Z2TfTpBjs7099dBX7JzxdLebT31/V3dFo93GPK+DFUpYmQbAsPD+fVbUV1FuUrqNfu5sNn5MXHB+rlRfTnz2ymVE7IYmz3a7o17Q8X1iyc1bhRo+Ubtt3eua5ESAMAZZqwa6cOK0Iukfc4LUIoMvpznr491VlUwLjBh7t7yAuPhVBeRETFcfWbUZ1FeYxsIfQgAAC3QC0+tGuXrYqKigcCNgNA2WwP+LCEFGKxWLGxsenp6SUlJQwGw9jY2M7OrsoVxnk8XkFBQV5enqamppqaGo7+lSrhH2MEhr2ozqICOqY/fvwgL7z8FsKSkpInT578+PHDzs6uVatWMv9um5bJAgN9qrMojwYTODkAoBa6Z/p4f0XF/45Jmf+j1Drv378POHAs5GEoV1lTYNygWMOolK6sUMpVYafS02NUS4s8u3eePGqYvf3PE4ukpKT7Dx5euf80KjqazSkUKDDoKhqgpgPFbCGXA1yOmoqyZX1L946t3bu4NWzYEP/iFEpOSQNnU6qzqACNxheQOAmanBbCiHfveg8Zk1+vHUe7rtaxPXW4i0Iun9HXl8o6QZA8dgGYa1CdRXkYGsDlACvZ4NOl6UHPqc4GlS86OnrczIXRuYJsJ3/hlFV/TQn7c/VkXtHeyLvnhs10NGA0b+R46VZIoapBnqUr13oMtLMHpfLO/0p5iZlfH394vunKOoXUT717uPsP6ufk5CSBnwj9paCADSpS+RYBAAACGl0gENDppIxrkcdCWFhY2Gfo2G9DToF+PQDIBsiNuuszfOzjG8FUp0YiLpcLSgyqsygPjQZCAfP40JP7d+IEnlKIz+ePnTbn2rN3WT1WgaVzZU2VVIVmDbNUTR9HfwjV6yIcfaPqIYgKSmBsV2psl9luJPBL9kXePj9puZUmbFmxwMWF4HnheTxeSkpKRkaGpqamhYWFmpoasfFru0IOBxjqVGdRIRpDvaioSF2dlAzlsRA+ePCAZdW5rAqWKXXo9jl0R1pamrGxFEzCSQ4NDXXgcqjOojwCPr0wZ9n8Be3a4pPyUofFYrn3HRhl3JEz+W4VTYvZcHUlJL2FHvNhWKA4l7EUlYVNe2U37ZX9I9J7/rqGWluO791et25dcfL+U1hY2OINOz5GfaYZWJZqGtC5BZDxxVhHfdqY4SOGDibpJKPWUWYwgMcFhrSeFPK4DAZZH+XlsRBmZGRwNP++FC7UNcvIyJDhQqitqQHFbKqzKE8xW1dTDZ+LkEJZWVlOnTySuyyt+iHr6Ptwfj50mQK+GwlY7dmsIWvEyScxj1u6+yyY6D9zykSxI3E4nP4jxr38wcnushA8m/6+KSMvdcbFXeu2t7tx9pitrW1Nc679NDQ0gcsBDSbViVRAwPt9AAGx5PGjkKWlpXb6xz9eEgohJZqQz55Sy6qOCeSmUJ1FeXJ+tGrZguok0N94PF73vgOTOy+pogoKBXBlBdzZBtOvQ9thBFTBX4HtOmZNe7T8emRn7/75+fliRMjNzW3Rods9Zvds/3Ng0fTvzdom+b3WxPcJbO89MOzlSwIyruX09XSBQ+7c1jVR1cI0NSKPhbBDhw71ixNpkbd/fi8UqoRs6t2lfZWDv2u1Jg52GlkxVGdRnrTY5o5S+YCjfBsxcfrnuj1KG3pU1ohfAgeGgVAA066SMmmRIoPtu+OJaW+nTu7p6enV2lUgEHj4DPrqMqekpV9l7UwdMvwv9hk+/vv37zVKtfZram8N6fFUZ1GBonxdbRJXqZTHQkin029dOOGWeMJgh6vhKX/9Ta2Gmebt2rSG6rzI5eDgoJYRRXUW5dDI+NSikbQ+xiuvIiIi7rz7WthxcmWN+FzY3Q9s2kHvFUAj8Z2E18I3vvOqVp09q1Wrjhw/8UnNntfIs+qmumbpnutHT5srfooyoaljA42sz1RnUYH02AZ2JH5clsd7hABgaGh47/JZNpv9/ft3KysreRisaG1tTUuPBaGQwItXhFBLeNq27SSqs0B/GDN9frbH6spaCErhwDBo1gs6jJZAPgLbDslKOzp4+rx+eEtPT0+UXZZv2sEed0vE+EJ7tzeh22JiYuzIfLeVcs2bN1dbu7+A6jTKpZQU3qltc/Liy+MZ4S+ampr29vbyUAUBgEajNXR0hNRoqhP5E69IlVdgZCRlU4HLt2fPniUAs5ybar87NxfqNJZMFSwjrN8q2W1x516+fH5Vi1YCvH37ttjIAdR0RY/Pajoo6OzFGiRY69WpU0cxPwVKeVQnUg7dhEfdu7iRF1+uC6G8GdrXU+PjJaqz+APt420v9y5UZ4H+sDnwCKt1pYN439+ArATwXCipjH7iO7rHmnWeOm9JlS2fPHuRXbdDtYILGrjeeUzitM61QhvnVpDwiuos/lHKU8j8amNjQ14PWAjlSL++fVQ/XPm5+J900I84OX74IKqzQH948TIcrNtVuDkvFa6uAP/DlFxjL+wy+2zo+wcPHlbeLD45VahTzdnCtIyyMrPEz0wmTBjaX+8duWvBi4EWeaenB7kLqWIhlCPq6urtnJrTYh5Tncj/5abo8VkNGzakOg/0n69fvwoNrSorcufmgvdyylato9FYvrtHTpnF5XIraUWn08T5wCddd88p0KlTJ0ZCGPAr+91Knn7EycmjhpLaBRZC+bJu8Rzmo81UZ/GT9oMtq+bPoDoL9IeoqKgiQ4cKN8c+AX4JNO4hwYz+oWee1bDfxu27KmlibWFKz63mYgV5aYaG8n6vmk6njxzkywg7TnUiv8lMMOBnNWrUiNROsBDKlwYNGjQy1aLFS8Hc1rkput/DfPr0pjoP9IfUtDSOukmFm2+sA+9lEkynfIWuU/YcCSosLKyoQacO7ZkJVVw+/YtC9D2vztW7rSiT5k6frB12EARVj0iSDJ0HmzYtnUd2L1gI5c6Bbev1rsym/EDXvTxn1/oVOM2jtCngFAnKXSYCABJfg6oWmFZ8vigxSip5zQbu3n+oou0NGzZUY30FdqboIfUiTg3y7UNEcrWbtrb2kL49VZ4epDoRAABIizHJi+nRo9JZHYiAb0Nyx8rKaoSPp+qjyq4skY0edbc5EzzJP75RdamrqdD4xeVvCz0IbtLyxGdR21F7DgdV0mDt4tnadyp9FPI39I832tnXtbKyIiK1Wm/1kvnM8MOQl0p1IqB/de6RnZsk0BEWQnm0btmi+l9vQNJbarrPTze8uTgocAc1vaNKGRoYqBeWN5kZrxgSX4MNwUsjiU9Vm6Nd7927dxVtH9jft7liGuPNuapDZSaYhKzat209kenVZqqqqrs3rtINnkVtGoywY92a1Hd2rnTlL4JgIZRHSkpKV08eMjg/AQokPscuv0QvaPjJPVtNTCq+EYWo06BBA7WM8ubZir4Pjt2lalqirMb9j56p8BF4Go129czxBh8OqTzdX0kQWkK48bEBN04fNjQ0JCHH2sq7p1cPewPVSn915EqPM3998MAOSZwOAhZCuWVlZXV8x3r9w74SXaRQKNA5NWbe8D5ubp0k1ymqDjs7O0grb/qhz4/AgcSpPcQgtOt4+35lzwJpaGi8fHCrr1KU/h4PiA0FoeCPzRnxOuenNHyw6OXdK02aNCE311ro4K6tFh9P0b9QMbCOw9I/MezqqcMSWzxZTucaRQDg3r3b5szsGdsG5PiflcTK1EKB1vmpw9pYzp1e6VTOiFI0Gq1po0Z3k95C3T+ndvwSBr1XUJRUBdR0cop4hYWFlbxdMhiMkwd2R0ZGrti88+mVWUItQ6GmEa0oV8j6bm1Zb9aEEX17B0oy5VpERUXlwbXzzp09v/c/CHUaS65jXhHz8IAjW1Y5OEhuWBYWQrk2fMhAVVWVScu9svzPgaYBiT3xS7RP+A92rr9jg6jjFxBVZowd9mrr4dzfC6FQAAI+KEvo47noBCYNYmJimjVrVnmzhg0bnj+6DwBYLFZ6erqOjo6RkRGOWK6Sqanp/StnXb39UgccBHNyn+T7qShf74jfxpmjvSQ7kg4PBXnX36fPia3LDQM9aeTNMZiVyNzVbdWQLru34HiEWsC9e3fTvBjI+G1puuxvoFeHuowqVKBnGxNTjVU29fT07O3tTUxMsAqKyNbW9sn183XOj6HHhpLeWV6aXqDXrvnj/YcPIb2vP+HRgKB71y6v7l62v7dA7e56gueeFwqVXp40D/K7eWT7lPGVzuOMpMneTauYt5b/9z3rGzDrUZVMJYp1633+kkR1FjLOysrq1f0bDk9Wqd3fQt5MxbSYR8b7e17cs2Fgfx+SuqgEFkIEAFC3bt13T+/PaaJsuL0DPSqEmKDJ73V3u/spREQ+f9DKyYmYmEgiOrRv38KArvzr2YMiNqiSuD64+FQ0WXlsqpOQfcbGxhFP7g03ydHb1wsyEwiOzuVoXl3Y7OXGiMe3XTtSM7kPFkL0k5KS0vJF88LvBHumntMPcKN9uAGCUjFjfQnTP9TP+dnyB0e3Hg/coa2tTWimSBIunzxs+TqQlhAOAFDCAYYG1RmVR1WLlY+FUBIUFRX3bN1wZftim3PDNG6tgmIifu1CgcKbCwY7XFe5W4c/umNsbExATLFgIUR/sLCwuHr6aPjVoKG8h4abW2lfmQ/xz0W6XioUQPJ7tTtrDTY7e8Tvv7N7Wdi9602bVrq4K5Jiqqqqty+cMAmeTEt8AzQFyufkK5+gVFFBgeok5IiLi0tU+NOVrsZmuztr3l4N+eXNvSAKXrHiy5PMLe2G0F59ehYybeI4au/a0oRSszodk8mMi4vT09OjOpFy8Pn8z58/p6ena2pq2tra6uhQtAaNyNhstqZmTa9l8Xi8W7dvn7h080XYqxI1Pb5Rg3w9O76WMahogJouFOUDt4DOztTKiWVkxNCyvzVt2sSvZzefPr01NKTy7IEgXC6XRqMpKytTnYgkfP/+vbP3gK+GznwFVei9nOp0/vHhxkzNiC1rpOy5DmlVUlICAIQcuiUlJUeDTm7bdzSbppHdsJ/AvjPoiDBFBrcA4p7qfbqskvxmoE/vedMnGRiQOVhdZFgIq/Djx49ZS1Y/fPpcaN6Yp2msWFJA//HRTEdty8qFnVxdqc6uQoQUwt9lZWVFRUVFf45JSs1g5bGzWLm6Olq6mhpmhkxHezs7O7s6daRxVCEZ5KoQAkBBQUFnzz7hPGOh/2Gqc/kb7cXJ9Y65c2dOpzqR2oHAQvhLfHz8iXMXr9558CMjCwxtCvVtC/SsQVULVDRBQQmK2VCYp5L3TYMVR0+L0VQUdO7gMrivV/v27WnSNEsRFsLKXL52feycpdndlwoaef6xIfOr7rUFPRubH9q1VVFRGp/FJLwQol/krRACQGZmpm2X/rlT7lKdyN80b6445YLjJioAACAASURBVN/ay8uL6kRqBzIK4S88Hu/r16+fP3+OjvuSmZOXm8/h8ng6mhr6ulp29S1sbW3t7Oyk9lqRNL6JS4lbd+6OWrSRNfE2qOn+vc3AMsf/7IU7a7ljJp05so+K7BCSHAMDAwY3l+osyqGaFWdrO4zqLBAAgJKSkp2dnZ2dnTfVmYgBB8uULy8vb+TUOSz/s+VUwf8r7L7wTkLR+YvBkkwMIUoYG+hDXhrVWfwjPQbXTkI1h4WwfOu27sxpNwk09Ctvluu9bu7KDZJJCSEKeXVxpcVWNsM1BTITrOrVU8BRo6jGsBCW7+zl6yUt+lfdTtOQo13306dP5GeEEJV6eXRlxknXPUKl6Ds+PTpTnQWSBVgIy8Hn8wv5IOKCDLnmzhEREWSnhBC1WrVqpZL2CbgFVCfyH5135wYP8KU6CyQLsBCWIycnh6Yu6pOCPDX9tEyJL2+LkMQN8vFWeHeF6iz+Lz2unoEWhXORIFmChbAcurq6Qk6OiI2VC7NMDKu4lYiQDJgxaazus73kTbtcLToPt6yYPYXqLJCMwEJYDkVFRTVFEPEqkE5yWJXLocmqu3dDPAcMN3doYezQ0tSxpWNr19Ubt+Tn51OdFyKFsbFxt7Yt6B9vUp0IACvZMOezh4c71XkgGVGN5wj37Nlz6NAhOp0+fvz4UaNG/bX1+PHjQUFBv79y7do1FRWVNWvWPHr0qOwVDQ2NS5cu1SxhCRnYp9eW12dL2v39Y/4tL02dnSzJlZSlRGZmppff8DihQU67idClGdBoAJBakL0q4uLOlu13rFnq50vBWiqIbOuXLQjp1ifToSsoUjmfgN61hdvXLKUwASRjRC2EV69eXbNmTXBwcGlpaZ8+ferWrdulS5ffG7i4uJiampZ9feLEidjYWBUVFQCIjIx0cHDo2bMnACgpKRGaPInmz5xyxKlDWuOeoGlYSTOdK/O2rFgosaykRFpamnMXr+/uawQN3P7YoMEsaT82o6XfxE3D0zKypk8aR1GCiCx16tSZOLT/5ofbOF3nUZUDLfqBvVqhh3t3qhJAskfUKdbc3d27dOkye/ZsAFi1alVERERwcIUPkjdp0mTKlCmjR48GgIEDB7Zv337ixIlVdiFtU6zdu/9gwPRlrFHnQYNZzmahUP3Wqt5M1okDuyWeWtXIm2JNKBQ2a9/lY9uFAtuKVw7jlzD39Li+f0Pr1q3JyKEMh8O5d+/e5/ivMYk/8tgFdUwMLc2MWrVs0apVK1JnspfDKdZ+x+PxGrbuGOu5AyyoWFqEw6Kt78g0MDRUo29ZvsAdy2F1kDrFWq0m6vtFZGRky5Yty752cnKKjIysqOWrV6++fPnSv/9/D+EdOHCgc+fO48aNi4uLq0muEtals9vxjYsM9rorvL/69wCB9Di9gz4DzQuPBQZQlB1lzl24mKhpX1kVBABF5ez+e8bMmE9SDvcfPGjdtadlK7chR1/N/8w8ouoRXGfkjsKW094wei49YNqg2eAxk5OTk0nqXc4pKSndOHvc4Nx4KJL4zWChEI6OEfZblzX1flTfw4M3nHJydU9JSZF0GkjmiHpGyGAwwsJ+jgoJCwtzd3fPzS1/7sFx48bxeLzDh39OVH/27Fl1dXVNTc3g4OBjx459/PixomUKlJWVTUxMfn2Wd3V1DQigvsykp6cvXrv5wZPnYObI0zRR5ObTUqLMmZrrF89uQ+bpTg0VFBSQNL+ta6/+b913ArNulS0NDvve2b3M2tqawN6/fPkyZsb8L6W6Od2XgJFN+Y2EAtqnOzp3Vvfp4rJ+6YKyS/QEkvMzwjLBV67N2HokZ+xlid4svLAAFJSgz8pfL9Dinxlcmn7uQEBzeR2wVi3yeUaooqJS5V05UQuhgYHBpUuXXFxcACAkJGTs2LEJCQn/NisqKjI1Nb127VpZy7+4urp6eXmVXV/9l56e3r17934t9WdoaCg9U5WXlpbGxsamp6draWlZW1traWlRnVEVyLs0amTXLGPOK1FaKjw5ENBGYeJ4wu4U3r5zd8T0+ek+e6Bei6pbCwWMJ/utPp+/d+WsiYkIK6WJDAthmW27AleeeZA77BjQJTJ3/52tkPIJRhyEv5bvyf5mcKT/w4vHHR0dJZFGbSaBQigQCMLCwi5cvxMdn5iSmlJcXGxiYlrX3NSrUzsPD3fpeUv/i6hHsKWlZWxsbFl5i42NrV+/frnNzp8/b2ho2K5du3K3GhgYsNnsirqg0Wj16tWTnnuEv1NQULC3t7e3t6c6EYrl5OTQyr1jWp5S3ToxiSKVTFEcP3lmxqb9rHE3qpwA9icandth/GfTRk5uns/vXLawsCAqE1RmxuTxRUVFWw71Zw0/AcpqJPYkFMKV5ZCVACMP/V0FAYBpkTk0yKP/0IjQu0ymqAcnIlxBQcHKDVuDzgXz6rbMtvOEhj7gYgxKqrG5qZDzPfjMI7UVmxtb19u9caWtrS3Vyf5N1HuEQ4YMCQwMLCoq4nA4+/fvHzJkSNnrixYt+v3U8PDhw/7+/r9WXCwtLX3y5EnZ148fP7558+ZfY01R7aKioiLkc0VtzSvRUCXmsuTrN29mrd3BGhMsahX8P4F1uxTfwK59BnI4HEIyQb9bOGfGxgn9mXs9gUXaHVluARwaASWFMOooKFRwgcvIJsV13qQ5i8jKAVUl6NRZm5YuAd/00mY+z+6/F5p4gak9qOmCkgoY1Afb9gUeSzKmP7nfYHw739EjJ04vOzeVHqIWwnHjxtnY2JiZmZmbm7do0WLYsJ9rgB08eDA1NbXs66SkpE+fPv3aBABCoXDUqFGqqqpMJtPPz2/r1q3t27cn9gdAkqSqqkrnFoBQIFLjjKhGDQi4QVhQUOA9eHTW8JMizv76F6FFs8QWY4aOm1rzTNC/Ro0Yeu3AZvOj/RTJmH0t+T1s7goNu0P/TUCr7M2qtFmf+2+io6Ojic8BVUogEEybu2jarrNpkx9w24+r8MMKAAAIrdtlTbl/psCypWv3jIwMiSVZpeqtUM/hcGg0mppa9S6DFBUV8fn8Km9ZSdvjE7UaefcIfYaPDTbyA9uqP9AYbHOJeXpbV7fCBR1FNGfx8l3fDYpdxtYkiP5ez7sHNxAyBxDeI/wXi8UaNmHai29sVu8twCTiKnRRPlxdCcnvYchuMBbtStqnkCFFt4PkbyC36Mi4Rzhs3JRLqaoFPVeXc9W6YvSYh3XvLI54EqKtrU1gMmKr3uNW6urq1a2CAKCqqkrSmzKSvJVzp+mHrK5ywkl6xBU35+Y1r4IsFuv4hWvFbUbWME5Wj1VTFqyoYRBUET09vetngy6un2F9ZojOhamQ/U38WEV5cGMdbHKDOk1g1l1RqyAA2Hd6GPqsWp/sUQ3tOXD4WkxuQa811aqCACCw65TceUn3vgP5fD5JuVULzjWKqsfR0XFgl9aad1ZX1ijji8mDtTs3rKysjWguXbnKbta/8ustIqnbPC4lKyfnv7nUBQJBSEjIxq3bz549m5WVVdP4CMC1Y8fYt8+PTezheHmUwcE+9NcXoKRQ1J0FpfD5IRwZDZu7gYY+LHwGbYdW7+2VrsgzsPn8+bMYmSMxfP36ddm2fbl+e8Xbne/oHqnVfMvOPcRmJZ7qXRolFV4aJRB5l0YBQCAQ9Bs2+kEmI6/XWmD8PR6aFnXX+ObiO+ePN2rUqOZ9tfPo89xlTYWPDFaH6t0Ngb3qDxsyGAASExM9fIemGTTJNXVSKUjV/nBh7YKZ/kMHiRIHL42KIiYmZu+RE1du3S2kqRZatS8wcAAjG9A1BxUNUGSAoBSK8yE/A9LjVDJjSt5eExQXgFUbcB4IVm2qe3rxi9bN5WfGuHh4eBD7s8gMYi+NevgMulN/uPCveRarhVdktKNjzMtHlF8gxUIom0gthGV27zu4etvuwgbd8q06gY4ZFOUppkTqfrzQor7R4Z2biXp0z9S+eeqsl4SEgoRXvqknzx3eAwAOrTpEd98EdZv/3MQrYu72eHL+oChPyGAhrJasrKxnz569/Rj9Nio2+ft3DofD43LpCgoampqGBoZN7G0a2tSbsykwe+bTmvdFD92/r4PK6NFVzZUvrwgshPHx8W39JmaOv1HDOMpPDyywLVi+cG7NU6oJiTwJi2TRpHGj/YcNvnfv3vUHDxPfpzB1dZo1sem37EBFz5iKgcfjlSoSNy+Mrvm38B8AEBcXl61s8F8VBAAlVZbrrP3HT29bR8DlXPQ7fX19b29vb2/vihqw2ez5AceI6YxGE0jNJ3vZdvrCpZymfjWPU9Lc90yQDxZCVIupqqr27NmzbGkRMqSnp9O0Klv9o3q0jDLS0wEgJSWFr/f3FHFC/Xpf4mr68RaJQVNTkyba2p9V0mCn1DEvfzYPRKwzl2/w/U4TEEhNJ0fISEtLMzY2JiCauHCwDJJeysrKwCfuwdtSnpKyEgDUqVNHMevLXxtpGfF29XH2GWowFOiE/KFVchJwCiHJYOUXVHd2i4qUmDf79OkTIaHEhoUQSS8DAwNhAXHjOXNTTE3NAMDS0tKUzqHHPflvU1E+8+HmcSMGE9YXqo7OHV0gNrSmUQSlCimf5HCVbMkrLi4WKKkSFY2jbkz5EiJ4aRRJLxqNpiQsBUEp0BUICJf51brez5VPbpw77jVg+Lc3x3ONm6sXZqhH3wxYt5zYhTKQ6Ib163Vl3WmWQ83mX4wN7di+HU3cEadIdNnZ2TS1mj4i/AtPTT81M5uoaOLBQoikWrvWrc59DQNrAm786MTc8pv5c8iGqanp2ychL1++jIqKMjKybt9+Hs75QKEOHTrozVrEYiWDXvlrtInC4OGmxce3E5gVqoi+vr6QwyIqmjIn09TQiKho4sFLo0iqjezvrR1JxCSWQqFyfGiHDn+sJ+zs7Dxy5MgePXpgFaQWnU4PWL1E9+Yy8SN8uOFib4ErMUkGg8Gg84uJiqbOSTU1NSUqmniwECKp1rlzZ82EUKjxnULFN+c9u7pVuT4nooqHh7uLEai+OCLOzlmJJiErA7euIzopVCGmtmbN/yvLKH1/R/mdXSyESKopKSltWDJXJ6Rm73F8rt7DzZtW4DI9Uu3csQP1I08ofLpdvd3yUvWPD7568qChIXFP2qCqDOzjpfjxJgGBOCxdegm1z04AFkIk/QYO6G9V8FkhOkTsCNrBs+ZMGo2rtko5FRWV0JuXmrzervFoh6j7JL422O99IXBL8+bNq26MiOPn01v33Zmax2G8vTCwL1kPIosOCyGSdjQa7U7wadPbSyEtRozdVUL3uhnyZ0+dRHhiiHBMJjPkyvn+Oin6u7rClxeVNc1P1zk/pdH9BeF3L3fsgKucSpqVlZWTlREt+l6NovCKdF8enDFpHEFJiQ/nGpVNEphrVMKio6O79B2c1nOTwLZD1a3LCIUat1c347wPuXKOwWAQlQnONUqqskM3JiZm4pwlkQnfOQ26c6w6gm4d0DYCTg7kpSkmR+h+vq7FzVq/eE6/vn2ozrc2IXbS7cTERKce/bOm3AclMedBVL+2dLmb2expkwnJpyawEMom2SuEAJCent6l94AE806cTtNBuap1MTO/6l2e7efiuHPTWjqdyCsfWAhJ9fuhm5eXd/PW7ZuPnicm/0hPS9PW0TY3M2vdxKFf755WVlbU5lkbEb4wb+DBIwuC7ucOFWeIk8L7qy2jDj27e01BgYinhGsGC6FskslCCAA8Hm/77sAtew/ltBxe0qwv6Pwz6loohKS32m+CjDPfB25Z49qxI+E5YCEklaweutKAjBXq/SdOP/9dqaDnaqBV4+MmPfpevXvL3oZKywr1WAhlk2y/m+Tn5x8+fuLYucspLDYYWpdomZYoa6pwMpTYqcK0WKfmzcYN6efl6UnSJCNYCEkl24cutcgohEKhcNbCZUcffcgZdAhUtUTZQeXRLtuE6/eunDUwMCAwk5rAQiib5OTdhMPhJCUlpaSk5OfnGxoampmZWVhYkH2lBQshqeTk0KUEGYWwzOlzF2YuWZ3r7F/cbjQoVPi0Li32CfPWUm9X5z1b1knVfxAWQtmE7ybkwUJIKjx0yUNeIQQADoezeuO2o2cu8CyaZ9v2ACMb0DEBJRXITQVWsmb8Q9WYkKb21rs3rJTCSX2xEMomfDchDxZCUuGhSx5SC2EZgUDw6tWri9fvfIpL+JHyo7i42NTUrJ65qVdnF/fu3dXV1cnruiZw0m2EEELEoNPprVu3bt26NdWJVA8+UI8QQkiuYSFECCEk17AQIoQQkmtYCBFCCMk1LIQIIYTkGhZChBBCcg0LIUIIIbmGhRAhhJBcw0KIEEJIrmEhRAghJNewECKEEJJrWAgRQgjJNSyECCGE5BoWQoQQkjWhoaGhoaFUZ1FrYCFECCGZsiVgj/fCXd4Ldm4J2CPhrouKilp18jCybbzvSJCEu64JLIQIISRTnoZH5Hacnus642l4hIS7fv369RdVq4wZzzbukHQNrglcmBchhGTK0lmTIoaOpdFoy47vk3DXjRo10vw2QyHQy7ePl4S7rgkshAghJFOaNW2a+PEVJV3r6OjERbxgsVhGRkaUJCAevDSKEEKIMEpKSrWrCgIWQoQQQnIOL40ihOTFjx8/zl68dOrSjYzMLJ5AqECjqakyunXqMLx/HycnJ6qzQ5TBQogQkn0sFmv2klXXH4flthzK89wHOiY/N/CK4qPun5291UKYfXDHhmbNmlGaJqIGFkKEZBaXy01MTCwoKAAAJpNpbm6uqCiP//KfPn3y6D8s1WUGf9oGoNH+2KakKmzildXEK+v7x65DJ6+ePnr86JEUpYkoI4//FQjJMKFQ+OTJk73Hzz578ZJLUwL9egKGBgAocLKFrGQtFWWPLq7jhg9ydHSkOlMJiY6Odus7JGPoCTC2raydeaPsSbcWHBlVUFg4e+okSWWHpAJNKBRSncNPTCYzLi5OT0+P6kRkAZvN1tTUpDoL2cTlcmk0mrKyMtWJlCMk5N6keUuz9Rqwmg0C67agoPR3C24BLeoe881xOx36/q3rHBwcqEizMsQeuvn5+Y3aun0bcARMGoi0A79EL9Dr/LZlbp1cicpBepSUlACAdB661MJCKJuwEJJHOgthenq692D/OL4uy2MFMC2q3iEhXP/Wkm4tGhzetZXBYJCfoKiIPXSnzV0UyKpf0np4NfbJTal33Dc+4oWCggJRaUgJLIQVwccnEKr13r9/79TJ43Xz6awhR0SqggBQ3ylr4u1gnkOLjt3T09NJTpAaLBbr9LU7Ja2GVG83HdNsS7eTZ86SkxSSRlgIEardnj1/3sVvVPLQ06W2rtXdt9hlbHSHxU5uPVJSUkhIjWJXrl0vaOID9Gqf2LGdR+4LOkdGSkg6YSFEqBb79u2bz8gJWf4XwMBSvAgC247fe23r5NWvsLCQ2Nwod+ZaSJG9hzh7GljGJyQJBAKiM0JSCgshQrUVj8fr2tsvo99e0DWrSRyhVZuk5iMHjZa1oZJJSUlgKObnA5qOSWZmJrH5IKmFhRCh2ipgz74Ua3dhfQKmROG2HvEkIedFWFjNQ0mPwqIiUFIVb1+BpgEWQvmBhRChWqmgoGDz3kMFHacSFZDluWbczAVERZMGDGVl4HPF25fOYTGZTGLzQVILCyFCtdK23YGsVv7AUCcsorHtD9W6jx8/Jiwg1czMzICVLN6+wtxUQ0NDYvNBUgsLIUK10uFT50ucBhIbk+U0YvvBIGJjUqifhxsj+q44e+ammhkyZe85QlQRLIQI1RpCoTAiIuLs2bNLVqxKL1EEVW2CO7BqE/YynOCY1Onbu5fW+/Ni7Kj6+tSIAX0IzwdJLZxrFKFa4P379+t37n/85BnfrDHb0LE4OwusXYnvhkYX6tX5/v27ubk58cElztTU1K1lwwvvr5U26VmN3QpzdSJOjzkiU+OGUOWwECIk1RITE6fMW/I6ITOtwyyYteXn4+F3toAuKbWqxNA2Li5ONgohAGxfu/yxq0davZagbVJ1awAQCnXPTty8crGqqpjDTVFthJdGEZJeFy9faeXR70adIWljr0ED1/8mSeHkgAYpYxq5qszs7GwyIlPC2Nj4zP4A5pGBUJBVdWuhUOPqAj9ny0EDfMlPDUkRLIQISanlazeOXROYOeGWsIHb39tKeeWsLEGEUroyj8cjIzJVOnZof3LrcqN9npDwqrJ27Eztw34jGqjs2rxOUqkhaYGXRhGSRnv2H9pxKyJ3zKXyp8pkaEBxARn9KpewNTQ0yIhMoe7duj69Vn/4xJkxoSrZrUaBXQeg//bWl/pZPeKcXuytHWuW9vHuRV2aiDJYCBGSOo9DnyzdeTR34s0KJ4zWqwPZSWR0rZKbVK+eDF4YtLa2fnb36osXL/YeP/Nwx6ISIY2mwRQW5dN5RXY21qP8+vj1X6qkRMpJNpJ+WAgRki48Hm/ohOnZIy+BkkqFjcwc4ckhMnqnpUbb2NiQEVkatGnTpk2bNgAgFAqzs7M1NTWlai1GkiQnJ0dFRX36HJuUkp5fwBEIQVtD3cyI6WBrbW9vb21tTXWC1MNCiJB0CdizL8fRG3QqHeVYtxkEvSa+b3aGgba6ikrFBVhW0Gg0fX19qrMgUWlp6b179/YcP/f6zVu+jhnX2DFfz0ao4QTqGkBXgOICiM7WfP5KNeMYLT3W0cFh7CAf71495eFPXy4shAhJET6fv3nPwYKpj6poR1cE88bw9SVYOhPYu/Kb8yP9fAgMiCSPzWZvDtiz/9ipYuv2uU1HQsfdFV1gZwOwAQAg/Udk+OnzUxev7uvpvnz+TCMjI0kmLA1w1ChCUiQ0NJRr5SLSDKKdxsPtzUT2zS/ReX185NBBRMZEElRaWrolYLd1C5cNMappM57m9t0Gls4irUts1pDtuSJj9suDhY0auXrNXLC0qKiI/HylCBZChKTIsfNXcuxFmwalfiug0SH+GVFdqzwJHD90gJ6eHlEBkSTFxcU1dO644mFKxown3A4TKrvBXBG6At9pQOaMJ3u/M+1aujx/8YKENKUUTSgUUp3DT0wmMy4uDv8PCcFmszU1NanOglxFRUU3b906cu5q5KconkAgBJoiCI2MDAf39fLt421mVqO1aivB5XJpNJqysjIZwS2btE6Y+EDUZwTTYuHoGJgdAoo1TiY31fSgd3zEc8pnVJGHQ5dwZ85fnLpkbeaAfVCnCTERWcl6J0bMGtZ34ezpxASUbniPENU+fD5/976D63fu4zh4sh0nQOdmQKOVbUrO+fHh1bU1gb49XFpuXrXEwMCA2lSrq5jPr8aT8sa24OwHQRNgZM1GkPKKmccGnQjcTnkVRGLYHLB77fHrOZNDQIW4DxB6dViTbq8/NyUuYcbhXVtp////klW17NJoUVHRuXPnfYaPc+rs2bqbt/+kmffv3xcIBFTnhSQnOzvb2c1j8b3vaVMesHssg7rN4ff/Ul2zkg7js6Y9Oklv26RD99q15Dqfzy+lVfOzaacJoKQKtzeJ36uAr3NqzPLJIzq5dhQ/CKLIui071pwLzRl9gcgqWEZBie2398J3xpAxkwiOLH1qUyE8eea8VbO2/mc+BJsPf+2572W3gCMq3fttPN+gpcurcNlZOwZVIjMzs6Wr+/uW0ws8lwGj4glQaLTS5j6p/sE9R8+8efuOBBOsER5PrInTBm6D9Hg4OQVKqz81WkG27t5eM3q2mjxudLX3RVQ7GnRq89m7uUOPEHBtvFw0WkHPVde/0+YsWUlKfKlRa+4Rzl++Zn9IRI5fYDlrsGUmME8M3792YV/v6iy2ItNk8kYLj8dz7tzjg/PsUrt/5t6sCIdlsNfj4cUgR0dHotIg9R6hiUPLtJliDVK4FwDvrsHAbWDWUMQ9aFF3DW4uObR1jVcPD3F6JIdMHrpk+Pjxo9uAUVmT7oo0xrgmhAKdAz7Hlk3s5dmD3I6oUzvOCINOnd0fEpEz4lT5K5Ea1M8ef33cglVRUVESTw1JzsoNWz6bulWjCgKAul7mwEP9/SeSlhTBlOji3ozpMhV8N8C5uXBkNGR8qaLxlxfMvZ490y68DrkiVVUQiYjL5XoPHpU16DDpVRAAaPTcQQfHzlyYlpZGel8UqQVnhEVFRVbN2qZOugeqWpXt/+2d09Nlrx7cJDHF2kP2PlazWCz7Np0zZjwV4yqQzoWpB8Z269eXmDXHST0j7NJn4P2mc0U/qyvHp7twfzcU5oK9G1g0A0MrUNWCUj4U5kDGF93vYYrxT5yaNFq/ZE6jRo2IS5wwsnfokmHekpU7v6oVdZomsR7pn+54pJy7fva4xHqUpOrdmefxeOLNSyv2jgBw+crVfMeeVVRBALBomsihJSQk1K9fX7yOkDQ7fupMbqsR4t0LyXWbs3bHBKIKIalG9fd+GXy1oCaF0LEbOHaDwhyIfQrJ7+HZUX1OskMDWz1dnSYNrNr3927bdgOODq3Vfvz4cfjCtaIZoZLsVODYPezFgRcvXpRN1ipjRL00mpqa6ubmxmQyDQwMjh079m+Dw4cPW/0mMTGx7PXIyMgmTZowmcy6deveu3dPjBTP3bjHsRfp2nSOrfvtuyFidIGk37Fzl0sae4u5s16dH1l5ubm5hGZEih49PFQjr0PNr9Oo6ULTntBzsbZZ/WM71j6+du7S8f3LF87r3LkzVsHabsnazTmd5/6xkpREZPdYOWPJGgl3KhmiFsJZs2bVq1cvJyfnzp07kydPTkr6ewmY3NxcZ2fn1/9nYWFR9vqIESP8/Pzy8vJ27NgxYMAAMWbuSfz2DfTridKSz6z3OSG5uvFRrZCWmQ264j8jz7ds/eHDBwLzIYm2trZHh9aK7y4TEy43hfnjVffu3YmJhqRAXl7e9fuPS5tQsW6iqcOXAnpkZCQFXZNMpEJYUFAQHBw8f/58BQWF5s2bd+3a9cSJE/82YzAYuv9Hp9MBIDIyMjo6evr06TQaezDq1gAAIABJREFUrXfv3sbGxtevX69uikpKSqKOCy8tZeCKYrKouLhYoFSj85hCDdOUlBSi8iHVplVLdO9vEOdZiH/o3lq+Y81SBQURZptEtcSps+cLmvYHGjXjHLOdRu48KIO3CUX6bX779q20tPTXKmUODg7x8fH/Nrt8+TKTyXR0dAwICCh7JT4+vn79+r8uxTg4OMTFxVXUi1AozM3Nzfm/4uListdtrSwhPVaUPFUyPze0tRSlJapd2Gw2TaVGy6ZzlTXz89lE5UMqQ0PD6aOHal+eW8M4Su8uNWLkesnukHf5tPf46aKWlE2MLmzY/dqtu9IzxJIoIl1lzs3NVVdX/zXLjqamJovF+qtN9+7dPT09TU1Nw8LCBg8erKWlNWLEiLIdf7XR1NTMycmpqBc2m928efNfvXh4eOzfvx8A+nm4Xd8XnGfboco8NSKvdlh/qqCgQJQfSrZxOBxZmhWJwWAI2Nk1iaBekKqr24iQY4PUUaNlpo4fHR4x5fbT/cUuY8UMkfzB5OH60yHXa92/g4wdusQqLi5OY7GrWKuSVApKfAPriIgIW1tbynKoJhUVFUXFKiqdSIVQX1+fzWYLBIKyC545OTn/Llj164Hlrl27Tp069dKlSyNGjNDX18/Pz//VJicnx97evqJetLS0yn18olevXszl6/OyvwHTopIk6R9vtG9qX69ePVF+IpknFAo1NGp0CiVtlGkCEJSKtKZMeVRzEu3s+hHyO1FSUiK7EALAmcOB7d29P/G5ha5TqrsvPTbU+Nrs+9fOm5qakpEbqWTv0CVQeHg435LiQZs5Vp2evnjZvHlzatMglkiXRuvUqaOmpvZrrMG7d+8aNGhQSfvS0tKy2xINGjT4+vVrXl7erx0rKYQVpkinB+3dpn9iOHAr/mybmWB8d+XeLWurGxzVFm2cneCruBOHCkoVfnyQzsfmKsJgMJ7dvdabEadzeiwU5Ve9QxmhgPF4t/3jlW8e3rK2tiYzQUSBt+8/5hoRtL6EuPhmTZ5HyNp4GZEKoaqq6tChQxcvXpyamnrx4sUXL14MGTIEAKKjo93d3cvaHDly5N27dykpKZcuXQoICOjfvz8AWFtbt2/ffuHChZmZmdu2bRMIBL/aV0vbNm12Lp2pv8cDfpTzB6BF3jI97nfz7FE5XFhZfowZ2Fcn4rR4+9Ki73Vq367WXXBTUlI6eWjvpiGdTHd3UX28G/gllbenRd7S29p+lFHGm9C7xsbGkkkSSVJ4ZIzQ0IbiJIxsPkVFU5wD0UR9EmXjxo0zZsxo3bq1sbFxcHCwoaEhAAgEgpKSn/+c8fHxW7duzcvLq1u37vbt2/38/MpeP378+OTJk1u2bGllZXX9+vUqr9VWxM+3r4Od9fBJs36UqrNsPUr1LIBfwsiK04q83LahTeDDm/ifL9u6detmunRtbkY8GFbzREco0A9Zs/rqSXLyIt3okcMGDei3dsuOI9tdeCaOWfY9hSYOoGMKqlrAK4bcVMj6qhNzSzk+tGPrVltDgs3NzalOGZHle0oa2FB9uVtdLzc3j+IciFYLplj7S2xs7M07IbFJP1SUlRra1Pfs4YEngv+SyXmqnj575j1lGWvc1Wot0aB2f8tI8/xdmwi7bC6BwTIViYiIOB187cPn+O8/vrPz2QwGw8TU1Ka+xYCe3V1dXcWevEmqyOShS5SmHbq973scNJjUpmG6tc2PqNfU5kCs2rcwr62tbS0asIQI5NKu3cyBnpsuTMvrvxtEu86p8OG6Y9qj7UHVfnpVOjVr1qxZs2ZUZ4EowyspAUVlyPkB9wIg9gmAEIRC0DaGdiOgmbeI/xQ1J6xlNxmqVjtWn0CozKI5M0a0MNY7MhC4nCobqzza1fDt7jvBp8W+II+QVFHX0IDwC7DbB2xcYP5jWPQCFofBwO0QfR929YViCT0pK3tlQ/Z+IiTjtq9ftW2Sr2GAq1JYEAhKy2+UEK6/272/ZmL4w1u6urqSTRAhspSWlMCLIJgdAk17/neDQL8eDN4Jzn5wYCgBs9RWScBXUpS1uYrwkzKqfYYN9uvl6b54zcaLW1rz6zRjmbUSaJuAgjLkp2tlx6jE3ne0rr/zRACBi/EiRDk+nx/3NQFmPgSV8u6hthoAX1/B6/Pg1J/cPLIS69WtR24XEoeFENVKOjo6uzatDdiwOjw8/N37D3Hf3hVzefUbGTWwad+p01I1NTWqE0SIYI8fPy617wxaFY8NdJ8Nh/1JL4RpMU0d7cjtQuKwENYmKSkp6enphYWFRUVFurq6ampqFhYWv09iJ2/odLqzs7OzszPViSBEuofPXhbadK6shY4JFFY4hyVRtJKedx3nSnYvEoaFUKoVFBTcv38/+PbDpy9eFhQV03TNBFpGAmX1UgUVRW4uvaQQMhMUS4vNTU17d+/Uo1vnJk0onnUCIUSS7Dw2qFb1YImCEgj4pC5VyPjypH37JeTFpwQWQikVGhq6ftfB1x8ii+3d2VaeMG4VKKlU1DiFlfwm5tG26+tUs+NHDPSdOn40JU+5IYTIY1vXTOFtUgXDwwAAQCgEXjG5C/ZmJ9XR15K9Bz1x1KjUuXPnbqM2rj7LDtyyGZc5+yXbcwU0cK2kCgIA6NUpbT00c2jQt3F31sbp2LXtNmnO4qysLEmljBAinZdHd72oSldsjnsKFk1JzUEt/ORk/yGkdkEJLIRSJDk5uZOXz8A1RyO9D2QNPgz1W1U7hKoW38U/e/bzU0Inx3ZddgbuFwgEJGSKEJI0GxubxiaaCp9ul7+Zz4XgxeA+m8QMeMWaH4MH9PMhsQuKYCGUFmfOX2zRpddj+3E5w46Bfr0axaLRS50GZEx9tOhGTNuuXpmZmcSkiBCi1NnDe+vcW0mPCvl7Q1E+7BsEbQaDMYnjORkvjo4e4ieTQ7Jr31yjskcoFI6bPufC68Qcv0BQ1SY2uEJ0iOGNRddPHZKx9cMoROFco/IA5xqtXFZWls+wMc8Scko7jAH9esDlQOxTeHcVesyHlmSeq3FYJnvdY8JDZfKvg4WQYjwez2eI/yOuOdtzBVlTBWYlMo/6ndmzuYtbJ1LiyxkshKTCQiiKM2fOjJq3qtCyPahoQt0W0NgDlMk9UdM5M37nqG5DBg4gtReq4KVRKgkEgj6DR96nN2R7rSRxwlz9etnjrg6cPP/J02dkdYEQkiA/P7+xA/toGpqBz1po6UN2FVSKCG6pzpbVKghYCKk1dursUJ5FYeeZpPekaZjlf77f6CnR0bK2oiZC8mnzmhXWKY8VKxo7Q6AfkaaPN10MOkh6R9TBQkiZE6fPBr9PYXuukFB/OiYZg456DhjO4VS9bgNCSMopKCjcu3Ku7oPV9ISXJHaTnWR82v/e5TNaWlok9kI1LITUSEhImLliY07/3RLt1dT+h/P44ROmSbRThBA59PT0Ht24WOfqDHrMQ1I6SIkyOuJ7/dQha2trUuJLDSyE1Bg6flpWzw2gKukPWSXOQx/GZDx4SM6/DUJIsszNzcMf3LR7vErlGcGXLhUib5mf9X985UwLORhwjoWQApevXovi6QrtOlLSO6vv1tHT5pWWVjZVE6pdiouLk5KS0tLSCB8ELhAIlq7ZYO7QwsS+hatXv6SkJGLjo5ozMDB48/iuN7zTPTYUCoiYT6qkUOvyPOeoA+9C79rZydpCE+XCxycoYNO8bbzfCdCrQ1UCmlcW7B3sNNhPZseAkUp6Hp949uxZwKETT1+85Cup0bQMgV8izE/XVVcd2Mdr0lh/fX39mnexauPWjQ8TC3qvBwUl+BJmdXtu1MvHpP7s+PiE2C5eujxt4YrsVqOK24wERbH+RkKBQsRlvXvrFk4bP23iOBp5Q9mlDBZCSbt9586gzedzBuylMom8tPrH+315FyY/BzqBpKEQfvnyZeiE6TFFaqy248GqDdB/WzGcw1J8f1X3+d6xg31XLJyroFCjxcStmrX9Oi7k17uq/oXJN1eNdnJyqknMymEhrAkOh7Ni/ZZj54LzWg7lthwImgai7sktUHwbrPs8sIdr240rFhkaGpKZptTBS6OStjZgf47LZIqT0DbOZzYICwujOA0klvsPHrbz7PfCaQFr+AmwcfmjCgKAuh6/7YjMGU+3vee6uHvn5eXVpC8enw8KSr++5TO02Gx2TQIiUqmrq29ctTT+9ZO1zgybk/0N9vdiPNwJyR+AX1JOawEf0mIVnx40OD7YYm/XeXXTPz66fnTvDnmrgoBnhBLGYrHsO3hmTA+lOhGA6AcDcv/H3n0HxNz/AQD/3GjvdU0qLYUkpSjtkD1DiYxskc1jb0/2Y+9EIhlRSUmLCIVCKlFp7+u66/bvj/w8PRFXfcddfV5/XXef7+f9dp3e9/1+P+Ne6IWTeOchevA9I0x9/nzs3BVV88KB3J//WpHf3O339syL+GgxMbE/Nv4lz9kL78i4cizGAwAAg6p+ctin5/EKCggvBNgSPCNE0NevX2Mfx995lPjpUw6tqYlPkiBIyhFIJD6jAbDoUuJivXr1GuVi5+HuamZmhneyeIKFEFPBV68tuP+V4b4W70QA4PPUAweV5bzFOw/Rg2MhrKysNB86rGzObaCsI+Ah0onHJ8t+DTp1tGMR6+vrncdM/sZT4MtTyF+enwrcNX70yI51JSBYCNHT2NhIo9FIJJKsrKyk5G93dutm4Ma8mLoVHc8wmod3FgAAAAhEvrpxdnZ279698U4FEtTaLbuqnNcKXgUBAHTHpdGnRr5//75Pnz4diKigoJCeFJuTk1NbW9uv34EuufNA9yEmJqakpCQM47yEDSyEmMp48xY4DsA7i+9q9YYmJqfAQigqqqqqIpOec1YEtvfAymGbV2/bGx12tcOhjY2NO3wsBAEA6urqcnJyqquraTRaXV2dgoKCjIyMkpKSsbGxgMObeTze+UtBZ6+FlZVXkogEE2OjbauWDBkyBJH0YCHEDovFYhLIrYc24Ietbvri7cMFeKcBCehuxH2a+aSOLM5uMDjjbgCLxYKnAhCW3r17FxkTdzfmSWFREU9aiUcxYsmoscVkmiSUJFn5ZHajOKOaVJFLoFVpqKmOHeYyerirtbX1L4eys9lst3GeGSSDhpGngaIm4PMKi9699t+8arrHxlUILJUFCyF2Pn/+DFR74Z1FCxommdFH8E4CElRYVDyj36qOHcvWs3n58qWdnR2yKUHQzyoqKk6dv3zpehhdqVe10TCe+xGg0rNVG8Z/fyyvL3v3KeHUhhMSJe+mTRq3zG+2rq5uywabdu57KWfNcF/z/WcCEfS0qJl/5+DpMcMc7aysrDqZM5w+gZ2Kigq2nDreWbQgT6muQmIdCggThYWFQFWvY8fSFXSLiooQTQeCWisqKpq10L+v46hdeYoF8x9WzrzKGzzz5yr4Cwoa/EHTqqafL/ZPPFJpaD1mxjiv2Tk5Oc0v8vn8KzfCGa4BrY8ikmuGb9l95HTnM4eFEDuNjY0ccVm8s2iBSGJz4EJrIoNOpwMJmY4d2yStWlFVjWw+EPQDk8ncsHXXwOGTrpIdK1c+5QyZ3cGFlMWkuNZTK/3j72tOs5s8d/7y1TQarbq6mq+gAYi/un6pb/02M6uTyQNYCLHEZDK5JOG6ScMHcGUZkSErKwOYtI4dK0mv1KAIvMgIBLVHenq6iZX90VzxyhWJPIuxiOwxzjd1qVr2OKjB2MRqaEJiUptDKwhERGYAwkL4Lzabfe/evSrUrhZKS0uLsekodd4xRCAss0ihP+rZsyeo+tqxY2XqvurotGPSBQQJ6OCxE8NnLi2YHsxwCfj1SVuHEQisIbNL/O7N33WSVvgR8H51+epbpokJAkOaYSH81507d6eu+3vRmk0o9S8nJ0dmUlHqvCM4TAlJCbyTgAQ1dbS71Ifojh1L/voC1QVC28Lj8cJv3/HwnGk80N50kKP3/GXPnj3DPg0IDTweb/ai5Tvvva5a+ghQDNAKo6BZu+gBy3wc8YBb64Xi+Hyl2D1rF83pfBBYCP9lb2/n0Edv4SwvlPrv0aMHuVaYBixUF/bsIcB9bEg4jB09SvbdHcDntfdAQm6K9YD+HV5lrcMKCgr62DjOuZj00HR5rt/D7Fn3QhTHj113xGOSV2NjI8bJQMjicrljp80ML5Otn34GkFH+Pk0ksSf/DSwnEPfaAUbd9yep5YrX5k21MXJxce58BDh94l9aWlqPwq+h17+Ojg6oK0av/3YryxnQp1tsNtY1KCsrTxzudOlVKMu6fd/VVB5u/Tv0DEpZtaWsrMxuxISSyaf4uv/f1pUsAYwdqo0d4l+FOo6ckBoXiX1thhDB5/NnzFucCIxpozZgFpTn5k+SlpfcZa2gQiEAnqqi/OZVSz0nTUSkc1gIsUMgEBRkpMsZVOw3pv8lmdKMwU7meGfxr5SUlCth95KevWhkMPh8ICUh3r9f3zlTx7m7u8O/mM32bNlw386tpJcdUNH9c2sAAAAyjw9McrY1NTVFNbGfzVjgXzJy979VsAWW1bSP1fl/H/nnrzUrMc4KQsTqTduiyiVoE7Grgs24Q3wlGdVDxfPCgs4j2zO8NIopNyd7kJuCdxbfyeQlOjo64p0FAAA8ffasj43juK3nzxEcP/lGfFvxrDjgWd78R+Fa3tNPxRlY2N68FY53jkJBWVn5/rXzqkFeoK5UkPZiL0NNSxOOH9iDdmKtfPv27V1RNd/Ura0GdJeVJy8EC8+K/5DgoqIfBsW+pE5o91J/iGh0XfWoiHP6wmVku4WFEFMTRrgq5cXinQUAAAAGVRYwEdnEvJP2HTo2dsnmD+NO10w/B/oO/3eqHFkcGAymjttfNO/+gn/u+MxfyuFwcM1UKFhaWt45d1jrwnhCzm8382I3yd7fNKTodvz9W2Qy1hd+niQk1JuM+F0LMUmOmmFeXh5WGUHIKC0tnbNiffX084CAW+2gTj66+eDJjx8/ItgnLISYcnJyEs9LBlw23okAcsbtGVPG450F2LHvwL6IVzUL7wOKYZuN5NTqfC7drtea5DMXw9SEl72dXWrMXefs0yoXpoAPca0/TvVlYkmnKUeGbhiqGf8gHJctjb6VVrDkNH/fhqOgVV5ejk0+EFLmLF1VOXJXOza+R4O4dNXkE9PnLUXwigIshJgik8mjh7sR3j/COxGglH7Nb5Y3vjnExj0+evNRvdeZlnugt4XuviaxTm7foWMYJCb8evbs+Tgi7OE/m3ybHukcHUo5MlT9wiT1Ux6UAzb9bvvusuB9epGwcfUKIhGf/+AaaspijX+Yj0turFJRUcEmHwgRcXGP08qYvD7D8U4EgJ4WX+VNLwcjNrYRbsyLtfz8/EHjZ1X7x+OZxJc0l6xjj+/dwDEFLpdrOGDwV5+bQElb4GPYaofsspJjKJQ/b86OHnx3qP8lDodTUVEhJSWlpKSEdy4AAJCXlzdkRkDlvNtttuBx1A/alnzM+LlUw4150cNisQAAHf7omljZ50wJEmjtUAzQ67RODfv6Lg2RkXTwjBBrvXr1sumtR/iUiGMOKrG7D+3YiGMCAICIiPs1ukPbUQUBACSxWoflgcdOoZaUqCKTyVpaWkJSBQEAhoaGelIc8PVVWw0kUs7NmDIBrxNWqANiHj2qVDQWlioIAJBWrDcdfQmhk0L4QcTBsb3bVKI2AR4+Qz+IWdE2usr9+/fHJfoPZ0LCqQOmtfcojsX48PsdXF0FwlLIuX/Uby0BlV9+fomYHa+bFbpj41rss4I6bOOeQ7Uua/7cDkONjkv3HjmJSFewEOLAwMBg1oQRUokncIjNoqs83Hb+GD5Dn1vKfP8B9Gh/MZaQaSRK1tfXo5ARhCRDQ8OHoRd1gqdJxh8BDZXfn63MV7izxvz538kP70pLS+OaINQOxcXF3xo4vxvRhgsZZZqy0cuXLzvfEyyE+Ni9eUOP7Nug6C3GceXD/Hes8dfU/MOIPrTx+XwOIHZwlXqlHsXFwrRAD9QGCwuLnNdPt1tL9Lvlo3VosM6RIYMT152cOSQ9OQ7fu7xQe529fLXGot3XbzBQNcD76Pkrne8HriyDDwkJiQehQXZjplUujASyGI2dk3h20VmTsHCuLzbhfoPD4XR4oXqeuDSdLlybeEBtkZKSWhvgvzbAH+9EoE65eS+K430T7yx+xdT5yaG/Ot8NPCPEjZGR0bXjf6tcnNLhTebahZwVZZh1NeQ8MpfUO0lMTIzE6+BkShK1VEtLC9l8IAhqC51Or6GzgIxQjucnkjlKOl+/fu1sN0jkAnWQu5vrgTWLlC94gqYGVAORs6L1EvYmx0QIz40ZRXlZQOvInun86kJ1dXXE84Eg6JeeP3/O0rPBO4s21es5JCb+dpUlAcBCiDNfH69Tfy1SPT0a1Au0emQHSDwPMn1x6EV8lPAMrwcATB03kpwV1e7Dit5a9O1DIrWxXbWQ4XA4UVFRnz59wjsRCOq4d1kfqJS+eGfRJqZGn+dvP3SyE1gI8ec5aWL4qf3a58eRs+MQ7prNUAhd6EpNeBEfLWwrFcyb6a2Ueqa9u+spPTm0bsk8lFJCnO/igOn/RA+d4ANrISS60rI+8ShGeGfRNg3jdx9zOtkHHCwjFByGDk1PjBnnNfvju7v1o3cCaQRO3QgfH6tG/rU1YNGSBcJYObS1tSePcL6Yco45dIGAhxDzUkwkqIjsw4mNzA8fqaNOyify8vPzTUzg1o+QEKmurn716tX77JzPRaX0JqaEuJiqorx5b8O+ffuamZm1bJn/tRAYCbrtFw6UexR/6+yG57AQCgsKhZIaFxkcErpu+7C6gd4MO79/92For8I3yrG7LdTEguLu6ejoIJomkg7t3pboOCxbsw/P0P7PrasL1e+tCn/8AP28EHPu8L55Kxaa9+3j7u6Ody4QBAAAFRUVF69eDwq9TQPiTD1bqrIRX8EeyEgBDhOUUaXe58mduE0o/Wg/2GblAt8hQ4YAAGgNwrKF6q8RiFxeZxcKhWuNCh06nX7s1NljZy83mrhRB3oDbYGvzrMZxDf3VdKDjZQldq1f4ewsAmdOpaWlQz0mFA5Zwbac9JtmhC9p6uFLH4RcGGj5i41eMSaEa412JXCtUZSUl5ev2LgtLjW93mYO23ISkFJosymfB3JTVNIuqTOKju3Z6rdyw5elSTjuu/RHWocHF79vcz0/QcBCKKTYbHZUVPShc1ey8/I5eoNqdYfyNU2BuhEQk/xPu/pSUJYj8S1DIT9BvKHUc8KYRbN9DA0NReivSUNDg6fvgpeljOrhW4F2n9Yv15Uoxu7tSct5EBrUo0cPPBJsDRZCVInQR1eEnDp3cWvgsZphm7j9x7ZjIYuqr8oR6xn56Yz1qZhNd+4AWAi7PhaLlZaWFpuQ8iorOyc3l9HE5AHA5/GJBAKJANQoav37mNlbmbu5OPfs+e96uCL31yQ1NXXdrgOf8gt4ugOb5DR5RDEpWhmpMF1TUXpTwOLJEyfgneC/YCFElch9dIUck8mcMtMvqVqsfuIhIN6R2VOE17f5kXvA7Iughzni6SFC5/DgIlgIoZ+J6F8TBoORlZVVWlrKZrM1NTXNzMwUFRXxTqo1WAhRJaIfXeHU2NjoNGpilt7YJvv5neqoMh+c8QLTDgJDO4RSQw6fp/fP0C/v0jrTBxwsAwkRKSkpa2trvLOAoK6AzWYPnzA108SLae3V2b7UeoFld8E/48Gss0J3XlhdqKPT2Zsmwnv/E4IgCOqwxavWZ6jYI1AFmylogAUh4PI80FiDTIdIKftkbtbZuUmwEEIQBHU1MY9iw1/k0l1WItmpWi8wZjO4ugTJPjtNsuy9bX+zP7f7LVgIIQiCuhQmk+kXsL52yvEO7nT2GxZjAIEE3j9CuNtOkP+S6OAwtJOdwEIIQRDUpZy9eLnGbCxQRGfb0cn7wP3dqPTcAVy2GLVMV7ezC9+IdiFkMpl4pwBBECRE+Hx+4PGzjUMXoxVAWQdomYKP8Wj13x6ED3HDXJ06348ojRotLCyMexwf8Tjlw8ePNDqDwycQxCT5HCYB8MmAr65OGTxwwNhhTvb29jIyHV2cDIIgSJSlpKQ0apgDaTTnHQ2dA56cAqYuKIYQjErGtWVH13e+HxEohHQ6/WJQ8PFL12r4UlRDN6bBPDDE9OeZoSXU8oyC9GvHY8SXb7Ay77tuyVxHR0dcEoYgCMLL5Zt3a8wnoxtDfxAIXgx4XEDEdUO0hkp5asGAAQM635NQF8KmpqbdB46cC75OHTCdMS0EyP92O1Z5ddDPo76fBwAg+kvai21n1Olbju3e4ubmilG6EARBeEtIfgbmb0E9jK4lKHwD9AaiHqhtconHNq9cikhXwnuPMDY2ztTK7vBHcnnAU4bbqj9UwVb0B9V4X/g44bzn1tPu46eVl5ejliYEQZCw4HK5NBanY0uptU8PC/AtE/Uov0GrVsh5NMNrGiKdCWMh5HA4S1dvmLbx0FffO43OywFZooMdqerVzg55rOdt7jD8cfwTRHOEIAgSOkVFRQRlTNamVzcEFXlYBGqDQuTm/Vs3kMnIXNQUukJIp9OdRk64XCRTM/8uIsN/+X1HVMy/7xmw/dS5i53vDYIgSGjV1dXxkNjW+89klAG9DotAv/QlzZBd5DV1ClL9CVchpNPpg91GvdSf3Oi+DsmpoAoaNQvv/3XxwZ6DRxHrE4IgSMgwmUw+CZPl4MUkAbsJi0A/a2pQC/cPPX8cwS6FqxBO8pn7yXwOC6nF8VoSk6ydfS3wRty5y8HIdw5BECQEpKWlCWw6FpGaaEBSFotAP1G8seTA5jWGhoYI9ilEo0abSDKZGi5MK2Rufv4CkVzne3XDAY8BfU2trKzQigJ1P8XFxY/jnzxNz3z34VNJ8TcuH3D5AABAIgAykaDTo6e5qbGDtYWzs5O6envGfEFQO1EoFCIVk7GB1Aogq4pFoP+SfbhrXF/KTG+Ey4QQFUJe32G5bnzAAAAgAElEQVRNLgHoxhCXrva+PHHW9PfPE+CeZ1An5ebmnroYHBYRyZJRa9B3ZOg4A9cFQEnnP1f1+byC6sKn5TlB4a9l/z4rxW7wmjR2wWyfzi8KBUE/U1dXB5gUQlLpe/HSTAYGkVqQTDlny/548UQo4j0L0ca8MmPX0cfuwiCQeOrlmTKfzh07gEEsvMDdTdHDZDITk5LW7zrwrYlcPcCb138MEJMU+GAaKeOuckaIoYrUoR0bbW1t0cxUJMGPbidZDHV/O/4iUNBANQrlwkRLTelnLG3quH3IL+39K9Lxhy2rU+IiwiQkOjqPoG3CdY8QGyzbWXcT0j59+oR3IpDoycrKGuQ8YtqeKxnuByv97vKsprSjCgIAJGS5tjMqF0WlDt4yevXBwe6jP3/+jFqyUHc0drgr6WMcujE4THLdt6jw0JmmkorBvoCF8l1JLls+fOVwYvaTyNtoVEHQPQshIBCqhm1avW0v3nlAooTNZi9ZvcHJa/E79wO13heBRuf2Au3Rv9o35IXVOtux3n9t38Pj8RBKE+ru5syYpvz2BqohCO+iJoz2IBAI/wTu2e87TO24Gyj5iFawmiLlEyNWOeqGB19Aatbgz7plIQQA9HZ+8f5zcXEx3nlAoqGgoGCAvevlEqXqZXGghzlS3fINbKuWPzn6ljHIxQOufwQhQk9PT0eaD8pQvOKl+vzs8vmzmx/Pn+ObcCvI8PZ8mZjdgIPodkA8rlTiiR5BU+6f2b9l/WoCmhdg21EI+Xx+VlbWhw8f2mrAYDAyMzNzcnK4XO6PJxsbG2v/r64OvwmYP6kd6HMu6BreWUAiID093XbYuA9ue+kuAcjfDiGSG0duybBaOdDJIzs7G+HOoW4pcOs6pVi0rngRcpIs9NSMjIx+PGNmZvbxVcpGGwW1Iw7kl6GAx/3N4QLh8wnvIlWPOC7qUfvpVcqQwYM72+GfCFoIqVTq4MGDp06dOnHiREdHx8bGxlYNTp06pamp6ePj4+HhYW5u/uPOx7x583R0dAwMDAwMDCwtLZHMvXM4lhODb97GOwtI2CUkJg338iubHcbXH4ReFF5vl2KvIMfx01+9fo1eFKibcHVxMZNsIOQ9Rb5rHkflwYbTB1pvzEsmkzeuDshKeugn+17t4GDxxJOAVtWR/hlUcmqQ2pGh0xmxr6JvHtyzXUpKCoG0/0TQQnj8+HF5efnMzMz379/z+fxz5861ajBgwICcnJw3b97k5eUNHDhw/fp/94gKDAysqampqanJz89HLPHOk1KgAcnKykq884CEV3p6+tSFAVXz7wFVPdSDafaumBM+2nseHMYFdd7VM8dU764EjHpku5WL2r7Ie1KvXr1++SqFQjl5cN+n5/G7BxKNgierXZgklnRaoIu0VV9JTy+pXfHueWb4X72q3z2+d+3cCSynGAl67/HGjRvr1q0jEokAAF9f3/Pnz69YsaJlgx8DwQkEgq2tbUhIyI+XmExmYWGhtrY2iYTr5lU/oRs4pKSkTJgwAe9EIGFUUFAwavqcitlh7dv5pDOUe5R7XXabMD09MUZNTQ2joFBXpKend3THxiUH59TOvQGIyIwxEXtzp19j1rYNEb9vpqSktHrFstUrluXl5UXFxN6O2ZGbm8chSQCKIUtOgy0uyyOKEflcMWaDWGMFqMgjs+m6PXpM9HDxWLWlb9++iKTaXoK+QYWFhT++Bejr6xcWFrbVksViXbp0adq0f2f+79mz59ChQ/X19Vu2bFm9enVbB2I/o5Gm3vfVuw+wEEI/43A4o6fNKp94DItzwZa0zEpG7fOY7P0iPlrYvjhComW65+RPn78cub6wfvqZzu+gS/oYq596JPrJw+bTIUEYGhr6Gxr6L1kEAGhqasrLyysvL6fRaCwWi0wmy8nJqampGRgYyMris1RbS4IWQgaD8WMCh6Sk5M/3CJvx+fzFixfLycktX768+ZlDhw5pamoCAF69euXi4jJgwABX11/vlMtms9uXe+epG798d49Go2EdF32NjY2oDrLq8lb+tfWz3ki+Aep36X/GM3H+lPtk8659G1ctxz467uBHF0Grly1iMo+cvuBZN+MSkJLvcD/iz68YvL0Uffs6kUjs8B9MPT09PT29n59H+y+wpKTkH+ddCFoI1dXVa2pqmh9XV1draPx62YLly5d/+PAhJibmR+DmKggAsLKy8vDwSExMbKsQiouLcwTMBimyKrV1dcLwfQRxfD6/S/67sPH+/fvwuFTGCtz2sKSN3HL+qJPfTC99fX28csAL/Ogia++2TX173wzY6l458SgwaP9KRvQ6xbtrhlJ41xNiZGRkUEhQKAh6kmtlZfX06fcxSE+fPrW2tv65zYYNG1JSUiIjI9taIenbt29KSpjslSUgSTlaQxc8HYQ6yXu+f83kY4CA3yxbIrlq5O45/mtwSwDqQryneaZGhQ16sUfx+nxQ+UXQwzhMieQzGifcj84dHhF6pQtXQSD4GeHy5cvHjRtnZGTE5XJPnTr16NGj5ud79ux548aNwYMHHzp06NChQzt27AgLCwMAyMrKenl5sdnsRYsWubu7S0tL3759OycnZ/r06Wj9UzqAzyMS4UUY6D/i4+O/SeiAHv3xTYNv4piVeDg9PV2oJh1BIsrAwOBFfPS9iPsb9/hVEhSrBnjxe7sAacVfNOVxQUG6/LtwqU+x82ZMW3c8uTss/SpoIXRwcAgJCbl06RKRSAwPDx806PucKk9PTwqFAgDQ1dUNCAhonjgPAFBUVAQAkEgkPT298PBwJpNpZmb25s2btq6p4qOJJievgHcSkHBZvX1/tftBvLMAAIAq1/Vrtu9/fA/d5bKg7sNjxHCPEcPz8vLOB4dGBZ+oaWgkqOlz5TW4ZGkCn0umVxEq8sXYjQMtB8zxGzfSY5+YmBjeKWOkO+4+8a/CjLH5Z+9dPY9pUEzAJfw7Jjc3127Gikq/u3gn8p3aMefM2PButYsh/Oiih8ViAQDExb9vYc/lcr9+/VpeXk6n08lksrKysr6+fvd884VoP0IclOVY9+uNdxJtKisry83NrayspNPpdDpdUVFRWlpaR0fH2NhYWloa7+y6phMXrlQPmIF3Fv+qt5gadC107cruOHwUQhuJRGpe8wvvRPDXrQuhQvlbq4m/HsKKl8zMzNsPoiNi4ovLyoG8OlvNqEmGwhaTYZOkpFj5ZDZdkhpOKMsR4zAGWPSf7OEydsxo4Rp/JOLC70fxlgrREBWW5ZSLIZ6wEEIQqrp1IZT4nGxntwXvLAAAoKGh4eS5i2evXKfK6tSYjuGNPgsUNVu1ad4MuqH5Bx63uPDN48gna/aPMNXvsdF//vBhw7BNuQsqKSlhyVCAGBZrGwpKVqW2kUWlUuXlOz4JDIKg3+uu2zABAOpL1eSlcL8gTqPR1m7aZmw9dHsGL39ORJXvdZ6N189VsDUiCegNZLivrgxISbL+a/rfN4wH2t27/6AzmcQ+jtc0sVA36nftxq3O9IMjNpudnJwcHBx8/fr19PT09t7/fhz/pEHfAaXcOqzJ0OHHzCUIgtDQfQuh5KvQxbO88M3h5q3w3lb2x4rVy1Y8ZTguBdIdusip3bd22uncaddmHgob7D7myxeB5wn9V8CmnWULoyoCUjbs3N+xHnDEZDI3bN2l08dq/N7QuQ8rZ0d8G77mqI6Z5enzFwUvh8mv3jJ0BqCaZwdQNSxepL/DOwsI6sq666VRHlcu44bXqcd4xafRaNPnLkqpINYtfAhkVRDoUUmb6n3+Rd5Tm5FT9m8ImDxhbHs7oKipffjyki+jpCAvYsPGamtrHTzG5/Ua3bQqFZC+D/hmAgAY1HXh2yIexkWEXhFkb+t3Hz4Bt0Xo5toBGsav38fhnURXUF1dfe/+g0s3IwoKCth8wOUDMoEvRiRaWQ6YM3Wcq6urpKQk3jlC+Oim0ydIr27OlXx75sjf2IRrJS8vz33C9BI7f5bVtD+3bi8mTfHmMjddydBLZ9q1anNpaenS9VsZjKZje7YYGhoinxg6+Hy+jYtHuvlCbr9Rv2wgHXdgqkrFxROH/9iVbl+rwuXPkN96t5MYVNOrkz68SMA7D4ygMX2iqqpq7dbdD548pfWbwDAfB9T/3VQW8Hkg/4X8+/tSnx6tXuznv2j+j9kFXU+r6RPQD92yELKb1I46vkuIwmV2f1ZW1gjPWcVTzqC6dol0wj8Dq5Nibl/HZltLHF0LvbEk+Fn9hAO/aaN6alT85YP9+vX7fVc6ZlbFK1MRzQ4JfH6PI4ML3wv7hr0lJSW37twLjYgpKSnh8PgkAlCjqE0Y4Tpt0vh2DdBHvBDeunN3yfrtNc5rOAMn/+5bDosuk3CMkn0/6uaV3r2Fd1ZVZ8BC2JbueI9QJi5wxVwfXKrgu3fvXCb5FM8MRXsFL7rTsjTt0a5jJuOwpwe2/j5+rt551e/bVDmtDDz552UTeAilhDACobi8cuf+g1wuF+9Ufq2ysnLmgmUWw6esecFJdQ4s8E8pDnhWuOLZ65Gnt2UrDPZcOMrTp6CgAJfctuzat3DvuYqlsRyrKX841xeXbhy2/svk80PHe0fFPMIqQUgoCFEh5FUVAA4T7SiEz8/1ixPXBixDO9DPvnz5MtxzVuWs69hscce0nfVG022812zhOelHHI/HK62q/fMgW2OH5KfPMckIFTxZtf1p9fbDx9bXI7zheOelp6dbOAwPIdlX+j9hOSwEqnr/1htFTc6QWZWLoqJ7eA8aPuHho1iMczty4vSxuA/V88KBlMArKWqZVi2KmhWwOT09Hc3UIOEiRIWQlB0vF4byxOH6UrXbyyJvBgsydAJZTU1NIyZ5l005DSjYrePAcFyazFDbuV8oVs5EQ319PVFW+c/tSGIsAU6nhHQBdj4fEAiNHptf9fZ1HTtFqE7x016+HO49v2TWDa7lxN+cb/FNXSsWRnqv3nW3czN82iUhMWnX2dD6aSfbvSetjHLVrGtjvOdVVlaikxokdISoEEoQuCN7kmSjd6IVgFGvctEz7Pzxnj17ohWibfOWrSoy9wK6WO8k0DBm99GQiNTnInw+9BtycnJ8BvXP7fh8kgBDYMhEAuAL3/XRJiqQlAMAcCzGf9RyXbVpO94JfVdWVjbeZ36V7w2BrnDIqtbMC5u/Zmt2djbqmQHA5XLn+K+pnnEZkCU6cryKbrnL+uUbtiGcFiSshKgQAgCOB+5xlSiUe7AFIH41r75M5fSY8/s2OQy1R7hnASQmJUW/K2TYL8A+NCCJ1Xhf9JrvL1RnEkghk8ly4iTwx1pYmNGvj9kfe9PW6QFqipDJDEEVn4Far+aHdOfloQ9ii4uL8c2o2dK1myqGbwUqAn+tlFaq9Dw1c1EAmkl9dzEouFrPCShpd7gHrsX42JeZubm5CGYFCS3hKoREIvHOtUtTe7IUr84GTOS2zC1Ip5wde+vk/vFjRiPWp8DYbPbspatrJv55+D5aVHQreo/dFYhfAmia4zVFKvXC79soPT25fO6fl9Lub2YCyj4hlBdyynKAuvH3x0RSzZDFpy4E4ZoQAAB8/vw58d3ntqastKnngM885eTkZHSS+teBUxeozp2ruARCtUPAkdMXEcoIEmrCVQgBAAQC4dyxgwfneKgddyd87vQFPR5H6vHB3tGrUqPDnRzxWT3rQlBwpeFwoKKLS/RmdJeAU0EhQjjUovNWLluknhkGSj621YCcFWUmVjtsmPsfu3KwtpD+JnyzFArSQQ/zHz9x+428df8hjuk0C7oeVmvt24EDa2zmnAoKRTqd/ygvL6/jS3Z+nQq+meuDGLiUQbcgdIWw2ZxZM1If3Bj0cp/S9fmgurBjnRCyHqoecVxuzHn7LL5Xr17IZiggLpe7+9BxmsNiXKL/iyxOtfX7++iJls8VFBRcuRK8eNUG+5GTTAc56vWz1u1rbWBha+k0wnPO4gOHj6ampnI4HLxSFpCkpGR0WLDmdV9CbsrPr4q9vK6XuDfi+mVBunJxcZb9gvrJSrvlpgCDwf/+KK1IbaTjl813tyNjuH1HdORIwyFJz9C9Y/348eN6QyR2lRGTYspQhORCNIQq4V1izcDA4Hlc5P37D9bu8K2Q06+x8gVG9gKt+sGgkt/cUXpxwdGq34HoMF1dPE/FIqOiGvSHAllVHHNoxhw868Ihu+0b1+bm5p68GHznwUO2gla9vgNTwx44zAHyFCAuDQAAPA5orMmo+norM1v54UXS18WmxoYBfj4jPTyEdrvq3r17p8VGTJu35FPi4Zp+k3lqvQCPK1b2XjEj1Hmg2YXkOFlZWUH6oVAoUsx6wKQBCYHaY6G+DEjKAQmZls9xCWQOh4P9yOeW6qg0ICPAeN2fEclsQOJyue1a9qhdsvMLmcrIfPHlqOgVFRVpa3f8XiMkEoS3EDYbM2b0mDGjU1JSDp8NSrmzgqdrWaPryNMyA+pGzUPpvqstBuU5kt/S5T8nSDNrZk6dtGBnuJaWFn6Jf3fwTFC99Ua8swAAAECWoOnbm1ra1ktrVg2cyV++8dcD6ohkIEcBchS+/qBqMBMAUFGclXHuqsyaLf7zfZct9JORkfnFUXjT0dFJeXjvw4cP4fejPua9JJFJA62MJ+281qNHj3b14zVpbOCbexwbb5TybLe0G8BqUqvniHycqyAAgNOJ4WwEOdXq6moKhYJgPi19KS4DCoP/3E4ADFnNkpISRLqChJmwF8Jm9vb29vb2XC43PT39cWJK2rsLH2M+0emNXD4gAEAiAHUNTfM+ve08+rm7XRCer29UKvVjfiEY/4eVvTDTOGhm3oMiMC+8fYdp96Vq76MyG7c/O3/M0u7Ajo1eUz3RSbCzzMzMzMz+PDr0NxbM9jk/cV6l8BTCV7eA/73/PMNmSInh/9+W1Ik5l3x6nYKCwDPc249IIACAzLBzAuARhG3tWQgF+P+PEhyJRLK2tra2tsY7EUElJSWxjF3wzqKFngNA1dfmCdrtPlZCpsl5eekgnyXnN50Jun7n6gVl5Q5dGRNuurq6hipSlUVv0V4DTyDZT4CGcesrkB/jh7s64ZNPC5JiYoDD7NgsPSKbISHRoel9gunVQxMUlCLSlVRDiY6OByJdQcJMSAfLdA13Yp7U93LEO4sWCASgZQZKPnS8BxnluqknnxrNMrdzy8jIQC4zIXJox0bVx8KxI2PU38BjXavnVJ+eXDrXB5d0WnJ1sAPZCR05suSDqYnxn5t1Qu9eulK1+Yh0Raz60t6r6xAiWCxWcnLy1atXr1y58vjxYzod3QFisBCi6PnL10B/EN5Z/FevQaCgs4socvuNKp51w336vNjH8YgkJVRsbW0NpRgITN3ppHdRQFETaPynZpAz7tiZaPfp0wevpH6YNXWCyruwDhwomxE2Z+p4xPNpyc3NTS4HiXVNmTQZVj0uq/N3Z5WVlbMWLe/Rz2b8vhtzo8rnxVRPPhKpb+00Ztqsr1+/ohQUFkIU1dTVAyl5vLP4L3VjUJ6DQD+qetUL7k/335iQmIRAb0Lm6umjyndXAh5+U0fYDHB3K5i4+z9PFr3VTgq8fFIoFkaws7PrwSlp99WFhkrl3JipUyajk9R3KioqqhIA1Jd1sh9CVsy4kcMQSQkSUFJyivnQYdcIgytWv6iZcJjl4s92Xlo3bn9FwNNI7emDPCbfDL+DRlxYCNHS2NjIE55R+D9QDEHFZ2S6klOrnhPmuWBFVlYWMh0KDQMDgwXTJsjG7MEtg1sbgKNfy101SG/u9gxfFH/vhqKiIm5Z/de5Q3tVbi0D7CZBD+DzlG4sPrp3KwbzcDYFLFaMD+xUF3yeasqxgEXzEMoI+rNXr19Pmh9QNu8e13LSz+MY+KaulYtjFu06jsbS7bAQoqWuro4grYR3Fj+RVgQM5NaXUdConBE8eppvQ0MDYn0Kh52b15tWpxGz8bj2m34b1JcBx/kAAMBuApnRqqdHj6yOfJsSi9e6EL9kZWW1dbGPYogf4LD+3JrPl727bpazOTbLHE7znKJent6Z73xiaSETXO1wWaC/e2IymRN8/Kp8r/9uVzUp+ZrZ1xes3oT4xiCwEKKFRqPxJYXvjFBKHjQhWrQ0jEuHrpgxH4f9HVFFJBLv37iiGbkBlGKxW8K/vrwSu7FKnZZPOepIOWird8ptAfFp/KUDEdcvC8+54A/LFvptmmyvemYMqPvtZLvGGoWL02b2ljq4exs2iREIhODTR1SvzQbMxo4cX5qtmXpi/7a/kM4LatM/p8/VmE/581KU0ko1Lus27NiHbHRRmj4hWng8HiAI3/cMAhHwEN5piDVwavKF8MeP411dhWmuSKepq6vH3QlxHD+9Yk44UMZk6GBZjmb44ucZz3r27MliscTFxbEI2jmrli8dYN537vIp1frODTa+gGL4n5drvkm/DlF8d+vQzs1TJ0/EMjFrK6vA9ctWnpxdO+sqILfnnawrpYTMfng7WAi/eXRh567eoHvfFKQlx3Ji1KFAPp+P4BRPWAjRIisrS0BwAw2kNDUAFM5Taycc9Fs5PS8jlUgUvtrfCb179468dn6M96QyryCgZYpqLMLXV+q3FsXdDmm+HCcSVbCZi7NTXkbq9Rs3Twf/lZOXR1TW4cuqEhpreLXFOhqUeV6T5155jurEwbb4+njVUam7T4+qmnUNyAm0kA3hy0tK+JJbF06YmqL764Za4nA4tY1MQZeiJBB5agb5+fkGBohtcg4LIVrk5eX5dOHb7YFB/c/SdEhR7lGjMzgs/DbaAwKxZzVwYMK9ULcJ00tH7OSaoTWGUOzNHe3EwMRHESJ6U4pEIs3wmj7DazoAoKKioqqqSklJSV1dHfcvRiuWLOxnauKzeHSNzVzmkDmA1PY4ncYa+dj9OpWvoh/dE9HfguiqqKggKqgL3p4tr1VaWopgIexS39+FioKCArFJ+AphZT5Q1Uej43rnlVv2H0GjZ9yZmJikJ8ZYvT0h92AL4CK9vzGbIXdrxdDCsDcpcV3j7y+FQjEzM9PU1MS9CjZzdXHOeZXs37NG7dAQ+fubQP6L/4x0ZVDBuyiVm4u0z3gcnTowMzVBSH4L3759KygowDsLjEhLSwMWQ/D2JDZdWloawQSE4pPaVclKSQF2O367WCjPaTVHGzGKmrUSlMzMTFQ6x5uamtqz2AerbJTVjjgSPiUi1S0pK0rtiOOOMf0eR4ShuvxmNycrK/v3zi0Fb1KD59mPLwoyOu+hfXiIxkFbncOD+4RMXkROjdg2pzDrla+Pt5AU78BjJweM8raeMHfTLuFY5AhlioqK/IZ2DAQlVOTq6ekhmACB34lV5JGloqKSm5vblVawnDJ74S0Nb2Bgi3ciLVxZBIbORmm9G0LGvUVSr08c2ItG50KioKBg1uKArEpmtev6zvxmCdlPVOL/HmysffbIfrh2SUsNDQ1ycihcvRcp+uY2X5c8AUSS9hG7b+9fIdUti8UCwnr7ecTkGTG9lwK9gX9u2lDR+7rXxzTEvo8CeEaIqonDnaTznuCdxX99fQl6DkCpb34f94dxCSh1LiR0dXVjbl9/eHK768fjlGMu4kmnAa26HcfXl0k+OaZ2eOjo4pCU6yciQoNgFYR+ZmJsSH52ifTimq6OsOylg7bta5apPhboO7T8o32bVy1BNjocLIMiF2dn2X2n6cM34J3I/1V8Bso9fjdeoJPEpWlAvKampiud1v+Subl53N0bFRUVl69evxQytYbOajIYStUcANSNgFqv/wxHoteBynxQnqtY+lr881M1RZn53p4z/onq8m8R1Bk3L54KPHaSxapZ9/clvHPBiI2NzVAD1ehnF5qGzP1NM9KHGGNGznTPY8hGh5dG0WUx1O3tqFNAVQ/vRAAAANzfCShGwGYaehGU7q29vWqck5MTeiFwx2QyCQRCy+tLNBotKSkpLSPz9ftPnz/n0xtpHD4AAJAJQFZe3sjAwLKPse1ACzs7O2Tv8HdJ8NIoeoT50igAoKmpyX742A+6oxgOi3/ZQCzjds+UQy/io1RUVJANDc8I0eU/b+ayByH04UKwST2fB97cB+sSUA1Sr2z0IftTFyuEDQ0NycnJz169SX//qaCggNbQwAMEEpEgKSmloaHRv4+JnWU/R0fHkSNH4p0pBIkwSUnJZ7EP/PxXRx0fVuUYAExdvm94yeOCvKcqyf9YaUrdTI6Vl0d+JwN4RoiupqYm/f62ZSuSgJgUzqmk3wW5KWDqAXSjvI9dTEo5cQC/5aqRU1dXF3Ij7GRQSAW1iWkwlKptBSiGQFXv3yufbAaoLQHlOdIlb2Tzk6TZDd6Tx833nSEk4+9FFDwjRI+QnxH+kJ2dffj0xZjHCUwuj8/ni5OIdraDVi7wRW9XdlgIUbdl177AHOkmh0V4JsHng/2OYMF1oITyvff8F9Mrb4Sc+wfdKCgrKSnZvOfA/bgE2oBpDKtpQKHtVYBbYtLIGXeUXl3pr6dxYPuG/v2FYI97EQQLIXpEpRBiD44aRd2a5UsUX1wE9Fo8k3h+DehZo14FAQASslSa8C0sJzAmk7lx+24L13FBPJvKVakM1wBBqyAAQEKWY+tTuTQ2znSx69y1k3zmVlVVoZksBEHIgIUQdXJycoHb1itGbsEtA3odiD0CxmGSAIsuLYX3ReCOysrKMrUeeuSTWOWKRK7lxI6vmW4wuHrhg3sKI/raud2NuI9ojhAEIQ8WQizMmD7NjF9Mev8Qn/DBi8Hov4AUJguXNDUoKYjkda0LQVedp8z54nmR4RKAyAwTrsX48sUxc3afW7xyPQ/pHT8gCEIQLIQYuRdyiRK9BdQWYx044TSQVQWWE7CJRqj9ZqwrelOAd+47sPbkzaplsUDDBMl+ZZRr590K/kIa7enTfHsGgiAhBAshRlRVVcMvn1K9NBXTm4WZ0eBVOJgaiFlA+ZqcvqaI1hL0bdsbeDD6bc3cG0AchUl+BAJt1IylazwAABm8SURBVLYEKatRU2ZwuVzk+4cgqNNgIcTOYFvb839vUb7gifAe8W3JTQERO8GiG9/n4mBCouRtv379MAvXeWcvXTl272m991lARHFOLcNx6XPxPr6LlqMXAoKgDoOFEFPjRo86tcVf9fRoQC1HN9LbByBsPVgaDmQwnI7CYUk0VmlpaWEXsXPevHnz14GTtbOuoFoFm9GGb3yQ23DuYhDagSAIai+4sgzWPCdNVFVWnr5wTOWUk3w9K+QD8PngYSD4+AQERGI0QOaHvKdDhwjTVhu/xWAwxs+YV+UdjNlaB3WTj24MdHe0H2xsjM5OWJBwKCsry83NLS8vp9PpUlJS0tLS+vr6hoaGcAKf0IKFEAcuzk7PH94e6elTYDSW4bQMydORuhJwZRHQ6QdW3MfgLKcVlYyQJTvnYxy0wzbu2FNhORNQDLELKSFTNekfr/n+rxJwGj8MoYbBYITfuXs5LCLr/QegqMVWM2qSVWeTZchcBplNl6q+xq/IVZGVHj3M2W+mF/wmJGzgyjK4YbFYG3fsCbrzsHrMPr6hXWe747DIj49yU67wvY4CUxckEmwnBlXn9LDCrFcEAgGH6O305cuXQaO9qpY/AUQSxqEVby45u2DElEkTMY4rKkRuZZmysrLt+w+HRz5k9B1L6z8RaPUBbf0XoNcSP8SpvAnRJDP2b147YvhwbDOFK8u0CRZCnH3+/NkvYH1mSX2V0xrQ26kjXTAbJVMvyaddnuU58XLY3cpVz7A/FwQASMfs3eNEWb5kIfahO2Dq7AVhCqP5fUfgELu+zOCqZ276M5H4xoA9ESqEbDZ778Gjxy9fr3FaybWc1I4vVRWfleL29eKVhpz9B8uzQ1gI2wIHy+DMwMAgPiIsKfjo+LJQtcBBMg93gaJ3QJBvJ0wayIxWDZnb46TrX/14n9Of/r1r69SxHuIvrqKf9U/odQrvbi+Y64tD6PYrLy9/kvaW3wfr7+PfKWhUU/pHP4RXR0VbQUGBhb3r368bK1ckca0823dpgWJQ63Xutd1Wu/EzTpw5j1qOkKDgGaEQodPpt27fCbn38O3bd3xVvSY1E6qyEV9WDUjIAAkZ0EQF9Hrx+iL5mlxi6UdZAtvNaejsaRNtbf8dn9LQ0GA80L5scQyQRXi/rt9TCPM/NtNhpvd0LIN22O6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      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Random\n",
    "Random.seed!(2018)\n",
    "\n",
    "n = 50\n",
    "x = rand(n)\n",
    "y = rand(n)\n",
    "ms = rand(50) * 30\n",
    "scatter(x, y, markersize=ms)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### scatter plot 3d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Random\n",
    "Random.seed!(2018)\n",
    "\n",
    "n = 50\n",
    "x = rand(n)\n",
    "y = rand(n)\n",
    "z = rand(n)\n",
    "ms = rand(50) * 30\n",
    "scatter(x, y, z, markersize=ms)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stem plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "<polyline clip-path=\"url(#clip692)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2291.66,767.299 2291.66,957.589 \"/>\n",
       "<path clip-path=\"url(#clip690)\" d=\"M2012.48 198.898 L2280.8 198.898 L2280.8 95.2176 L2012.48 95.2176  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip690)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2012.48,198.898 2280.8,198.898 2280.8,95.2176 2012.48,95.2176 2012.48,198.898 \"/>\n",
       "<path clip-path=\"url(#clip690)\" d=\"M2108.43 122.082 L2102.56 138.965 L2084.68 139.34 L2098.94 150.155 L2093.74 167.263 L2108.43 157.048 L2123.12 167.263 L2117.92 150.155 L2132.18 139.34 L2114.3 138.965 L2108.43 122.082 Z\" fill=\"#009af9\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"0.999024\"/>\n",
       "<path clip-path=\"url(#clip690)\" d=\"M2218.22 166.745 Q2216.42 171.375 2214.7 172.787 Q2212.99 174.199 2210.12 174.199 L2206.72 174.199 L2206.72 170.634 L2209.22 170.634 Q2210.98 170.634 2211.95 169.8 Q2212.92 168.967 2214.1 165.865 L2214.86 163.921 L2204.38 138.412 L2208.89 138.412 L2216.99 158.689 L2225.1 138.412 L2229.61 138.412 L2218.22 166.745 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip690)\" d=\"M2236.9 160.402 L2244.54 160.402 L2244.54 134.037 L2236.23 135.703 L2236.23 131.444 L2244.49 129.778 L2249.17 129.778 L2249.17 160.402 L2256.81 160.402 L2256.81 164.338 L2236.9 164.338 L2236.9 160.402 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = sin.(0:0.3:2pi)\n",
    "plot(x, line=:stem, marker=:star, markersize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stairstep plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = sin.(0:0.3:2pi)\n",
    "plot(x, line=:steppre, markersize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Error bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "<line clip-path=\"url(#clip872)\" x1=\"2238.18\" y1=\"87.9763\" x2=\"2206.18\" y2=\"87.9763\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1\"/>\n",
       "<path clip-path=\"url(#clip870)\" d=\"M186.863 198.898 L463.351 198.898 L463.351 95.2176 L186.863 95.2176  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"186.863,198.898 463.351,198.898 463.351,95.2176 186.863,95.2176 186.863,198.898 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"211.758,147.058 361.13,147.058 \"/>\n",
       "<path clip-path=\"url(#clip870)\" d=\"M399.868 166.745 Q398.063 171.375 396.35 172.787 Q394.637 174.199 391.766 174.199 L388.364 174.199 L388.364 170.634 L390.864 170.634 Q392.623 170.634 393.595 169.8 Q394.567 168.967 395.748 165.865 L396.512 163.921 L386.026 138.412 L390.54 138.412 L398.641 158.689 L406.743 138.412 L411.257 138.412 L399.868 166.745 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M418.549 160.402 L426.188 160.402 L426.188 134.037 L417.877 135.703 L417.877 131.444 L426.141 129.778 L430.817 129.778 L430.817 160.402 L438.456 160.402 L438.456 164.338 L418.549 164.338 L418.549 160.402 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Random\n",
    "Random.seed!(2018)\n",
    "\n",
    "f(x) = 2 * x + 1\n",
    "x = 0:0.1:2\n",
    "n = length(x)\n",
    "y = f.(x) + randn(n)\n",
    "plot(x, y,\n",
    "    xerr=0.1 * rand(n),\n",
    "    yerr=rand(n))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Two y axis plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pyplot()\n",
    "using Measures, Random\n",
    "\n",
    "Random.seed!(2018)\n",
    "plot(randn(100), ylabel=\"y1\", leg=:topright)\n",
    "plot!(twinx(), randn(100)*10,\n",
    "    c=:red,\n",
    "    ylabel=\"y2\",\n",
    "    leg=:bottomright,\n",
    "    size=(600, 400))\n",
    "plot!(right_bottom=10mm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Subplot\n",
    "### subplot (1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# gr()\n",
    "a = plot(sin, 0, 2pi, xlabel=\"x1\")\n",
    "b = plot(cos, 0, 2pi, xlabel=\"x2\")\n",
    "c = histogram(randn(1000), xlabel=\"x3\")\n",
    "d = plot(x->exp(-x^2), -3, 3, xlabel=\"x4\")\n",
    "\n",
    "plot(a, b, c, d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### subplot (2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "<path clip-path=\"url(#clip140)\" d=\"M3880.79 152.941 Q3878.99 157.57 3877.27 158.982 Q3875.56 160.394 3872.69 160.394 L3869.29 160.394 L3869.29 156.83 L3871.79 156.83 Q3873.55 156.83 3874.52 155.996 Q3875.49 155.163 3876.67 152.061 L3877.44 150.117 L3866.95 124.608 L3871.46 124.608 L3879.57 144.885 L3887.67 124.608 L3892.18 124.608 L3880.79 152.941 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip140)\" d=\"M3899.47 146.598 L3907.11 146.598 L3907.11 120.233 L3898.8 121.899 L3898.8 117.64 L3907.07 115.973 L3911.74 115.973 L3911.74 146.598 L3919.38 146.598 L3919.38 150.533 L3899.47 150.533 L3899.47 146.598 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = plot(sin, 0, 2pi, xlabel=\"x1\")\n",
    "b = plot(cos, 0, 2pi, xlabel=\"x2\")\n",
    "c = histogram(randn(1000), xlabel=\"x3\")\n",
    "d = plot(x->exp(-x^2), -3, 3, xlabel=\"x4\")\n",
    "\n",
    "plot(a, b, c, d, layout=(1,4), size=(1000, 300))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### subplot (3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = plot(sin, 0, 2pi, xlabel=\"x1\")\n",
    "b = plot(cos, 0, 2pi, xlabel=\"x2\")\n",
    "c = histogram(randn(1000), xlabel=\"x3\")\n",
    "d = plot(x->exp(-x^2), -3, 3, xlabel=\"x4\")\n",
    "\n",
    "plot(a, b, c, d, layout=(4,1), size=(300, 800))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quiver plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "<polyline clip-path=\"url(#clip322)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1537.41,97.1711 1512.78,154.639 \"/>\n",
       "<polyline clip-path=\"url(#clip322)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1687.7,154.639 1719.87,109.597 \"/>\n",
       "<polyline clip-path=\"url(#clip322)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1684.3,128.429 1719.87,109.597 1713.59,149.353 \"/>\n",
       "<polyline clip-path=\"url(#clip322)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1719.87,109.597 1687.7,154.639 \"/>\n",
       "<polyline clip-path=\"url(#clip322)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1862.61,154.639 1896.62,120.627 \"/>\n",
       "<polyline clip-path=\"url(#clip322)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1858.44,133.355 1896.62,120.627 1883.9,158.811 \"/>\n",
       "<polyline clip-path=\"url(#clip322)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1896.62,120.627 1862.61,154.639 \"/>\n",
       "</svg>\n"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 7\n",
    "f(x,y) = 1 / hypot(x, y)\n",
    "x = repeat(-3:(2*3)/n:3, 1, n) |> vec\n",
    "y = repeat(-3:(2*3)/n:3, 1, n)' |> vec\n",
    "vx = f.(x,y) .* cos.(atan.(y,x)) |> vec\n",
    "vy = f.(x,y) .* sin.(atan.(y,x)) |> vec\n",
    "\n",
    "quiver(x, y, quiver=(vx, vy), aspect_ratio=:equal)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Surface\n",
    "### Surface (1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f(x,y) = x^2 + y^2\n",
    "x = -10:10\n",
    "y = x\n",
    "surface(x, y, f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Surface (2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "</svg>\n"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f(x,y) = x^2 + y^2\n",
    "x = -10:10\n",
    "y = x\n",
    "plot(x, y, f, linetype=:surface)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Surface (3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "</svg>\n"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f(x,y) = x^2 + y^2\n",
    "x = -10:10\n",
    "y = x\n",
    "plot(x, y, f, linetype=:wireframe)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Customizing plots\n",
    "## Standard line colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "<path clip-path=\"url(#clip680)\" d=\"M2217.8 425.945 Q2216 430.575 2214.29 431.987 Q2212.57 433.399 2209.7 433.399 L2206.3 433.399 L2206.3 429.834 L2208.8 429.834 Q2210.56 429.834 2211.53 429 Q2212.5 428.167 2213.68 425.065 L2214.45 423.121 L2203.96 397.612 L2208.48 397.612 L2216.58 417.889 L2224.68 397.612 L2229.19 397.612 L2217.8 425.945 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip680)\" d=\"M2246.25 404.394 Q2243.1 404.394 2241.25 406.547 Q2239.42 408.7 2239.42 412.45 Q2239.42 416.176 2241.25 418.352 Q2243.1 420.505 2246.25 420.505 Q2249.4 420.505 2251.23 418.352 Q2253.08 416.176 2253.08 412.45 Q2253.08 408.7 2251.23 406.547 Q2249.4 404.394 2246.25 404.394 M2255.54 389.741 L2255.54 394.001 Q2253.78 393.167 2251.97 392.728 Q2250.19 392.288 2248.43 392.288 Q2243.8 392.288 2241.35 395.413 Q2238.91 398.538 2238.57 404.857 Q2239.93 402.843 2241.99 401.778 Q2244.05 400.69 2246.53 400.69 Q2251.74 400.69 2254.75 403.862 Q2257.78 407.01 2257.78 412.45 Q2257.78 417.774 2254.63 420.991 Q2251.48 424.209 2246.25 424.209 Q2240.26 424.209 2237.09 419.626 Q2233.91 415.019 2233.91 406.292 Q2233.91 398.098 2237.8 393.237 Q2241.69 388.353 2248.24 388.353 Q2250 388.353 2251.79 388.7 Q2253.59 389.047 2255.54 389.741 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip680)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2038.32,458.098 2180.3,458.098 \"/>\n",
       "<path clip-path=\"url(#clip680)\" d=\"M2217.8 477.785 Q2216 482.415 2214.29 483.827 Q2212.57 485.239 2209.7 485.239 L2206.3 485.239 L2206.3 481.674 L2208.8 481.674 Q2210.56 481.674 2211.53 480.84 Q2212.5 480.007 2213.68 476.905 L2214.45 474.961 L2203.96 449.452 L2208.48 449.452 L2216.58 469.729 L2224.68 449.452 L2229.19 449.452 L2217.8 477.785 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip680)\" d=\"M2234.49 440.818 L2256.72 440.818 L2256.72 442.808 L2244.17 475.378 L2239.29 475.378 L2251.09 444.753 L2234.49 444.753 L2234.49 440.818 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ref https://jp.mathworks.com/matlabcentral/fileexchange/35229-matlab-plot-gallery-standard-line-colors?focused=6792895&tab=example\n",
    "\n",
    "using SpecialFunctions\n",
    "\n",
    "x = 0:0.2:10;\n",
    "y0 = besselj.(0,x);\n",
    "y1 = besselj.(1,x);\n",
    "y2 = besselj.(2,x);\n",
    "y3 = besselj.(3,x);\n",
    "y4 = besselj.(4,x);\n",
    "y5 = besselj.(5,x);\n",
    "y6 = besselj.(6,x);\n",
    "\n",
    "plot(x, y0, c=:red)\n",
    "plot!(x, y1, c=:green)\n",
    "plot!(x, y2, c=:blue)\n",
    "plot!(x, y3, c=:cyan)\n",
    "plot!(x, y4, c=:magenta)\n",
    "plot!(x, y5, c=:yellow)\n",
    "plot!(x, y6, c=:black)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Line style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6-element Vector{Symbol}:\n",
       " :auto\n",
       " :dash\n",
       " :dashdot\n",
       " :dashdotdot\n",
       " :dot\n",
       " :solid"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plots.supported_styles()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ref https://jp.mathworks.com/matlabcentral/fileexchange/35230-matlab-plot-gallery-standard-line-styles?focused=6792901&tab=example\n",
    "\n",
    "using SpecialFunctions\n",
    "\n",
    "style = Plots.supported_styles()[2:end]\n",
    "style = reshape(style, 1, length(style))\n",
    "x = 0:0.2:10;\n",
    "y0 = besselj.(0,x);\n",
    "y1 = besselj.(1,x);\n",
    "y2 = besselj.(2,x);\n",
    "y3 = besselj.(3,x);\n",
    "y4 = besselj.(4,x);\n",
    "\n",
    "plot(x, [y0 y1 y2 y3 y4], line=(3, style))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding LaTeX to plots (1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ref https://jp.mathworks.com/matlabcentral/fileexchange/35237-matlab-plot-gallery-adding-latex-to-plots?focused=6792946&tab=example\n",
    "\n",
    "using LaTeXStrings, Measures\n",
    "gr()\n",
    "\n",
    "fib = zeros(12);\n",
    "for i = 1:12\n",
    "    fib[i] = (((1+sqrt(5))/2)^i - ((1-sqrt(5))/2)^i)/sqrt(5);\n",
    "end\n",
    "\n",
    "plot(fib,\n",
    "    marker=:circle,\n",
    "    xlabel=L\"n\",\n",
    "    ylabel=L\"F_n\",\n",
    "    annotation=(5, 100, L\"F_n = \\frac{1}{\\sqrt{5}} \\left[\\left( \\frac{1+\\sqrt{5}}{2} \\right)^n - \\left( \\frac{1-\\sqrt{5}}{2} \\right)^n \\right]\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Axis\n",
    "### axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FaOxFum0QTJCxZ52rYNMb4v9JoJWQIgXAvpjnxP3rr79Wq1Zt4MCB1atXP3/+vHaBuLg4d3d3X19fX1/fli1bmqVS67EqjXklZTdEwQQZOzerER7ihs24BhNnALArZgiEEolk0qRJhw8fTktLW7du3YQJExhGxzXzrl278vPz8/Pzr1+/bnql1iMhm910jzkQRzhDHLR36okz57NZeIQvAPbEDIHw2LFj1atXb9OmDUJo8ODBHz580BnqaJouLi42vTqr8rKYHZlI/dqBCHGDoUGH4C5Cf3cm5lynb72HwUIA7IQZAuGLFy9q166t/jdBENWrV3/+/Ll2sXHjxlWpUiU0NPT33383cDSWZVN4cnNzTW9hBVEyaGACPbcR0T4YoqADqeuFrW9NDDlPF6mEbgoAwBxI0w9RXFwsFou5H11dXSUSiUaZrVu31qpVC8fxQ4cODR06NCIiokGDBjqPxjDM+PHjuR979Ogxd+5cfVVLpVLT2l5+Uql07i1RsDP2cXW5JW90ZTIZwzAYJkDolUqlgtQrk8lomsZxASYi6ety70CUFECOTKD3tVFVxDsik8lUKhVBCJBtF+qvXFJSIhKJSNIMZ6SyEqrLcrmcIAiRSGT5qoXqskKhwHHcwl12cXEp9XNlho9dQEBAamoq92N+fn5gYKBGmbCwMPU/+vbt26pVq8TERH2BkCAI/tFK5e7uXsb2msfhLOxMLnmzL+nu5GzJejEMc3V1FeRDzLKsIO82hmFisViQQGigy5vaonbHqO3PRRXxyGUcx52dnQUJhEL9ldUhQZBAKFSXSZIUKhAK1WWRSGT5QGgMM3yHIyMjb9y4QdM0Qig/Pz8jI6Nx48b6CrMs++7dOw8PD9PrFdCLYnZGimhfLOENj1hyVE44OhBHrEqj/4HHUwBg48wQCNu2bRsSEjJt2rQbN25MnDixR48e1apVQwitX79+0qRJCKF3794tXLjwzJkziYmJH3/8cX5+fo8ePUyvVygqBg05T89pQLcOgKFBhxbqhm1rSw49T79XCN0UAIAJzBAIMQw7fvy4XC6fOXNmSEjIrl271L+vVq1avXr1EEJisVgqla5Zs2bZsmWenp7Xrl2rVKmS6fUKZWYyHSDGxtemhG4IEF7Pqlj/6tiYJAruCgGwXRjLWtFXmKIosVisUhk7G6+4uNjCme4jL5iZyczNviSukAiS4JVKpUKNEUokgnVZqDFCY7qsYlDscWpQDdyMg4UymUyoMUKh/soCTpYRqssCTpYRqsuCTJYxBmwJVgaZRez4y/TvHQkvGBoE/yPC0e8dYbAQABsGgdBYChoNPk8vbkI084OhQfAvoW7Y1jbEiAt0oVLopgAAyg4CobFmX6dreGBT68M7BnToUw3vURWbCM/vBcAGwWndKEdfMsdesj+3he1EgV6rWxIPC9jtj2AbUgBsDATC0r0pQZMuMzvbwdAgMMSFQAfiiIU36QcFMFgIgC2BQFgKFqGxF6kJ4ThsKApKFeaFfdOc+E8CXQKLawCwHRAIS7H2DlOoRIuawBsFjPJxXbyRLzb3BgwWAmAz4PxuSOo7du1d+pcOBAF3g8Bom2OI4y/ZIy9gsBAA2wCBUC8phYZdoDdGEdXcIQyCMvByQntjiYmX6dwSoZsCADACBEK9pv1DRwdig2vCWwTKLDoQGx+Oj06ErdcAsAFwltftr+dMYg67IQrWS4ByWtKEKFKh7+9BghQAaweBUIdXUvaTK/QvsYSH1W2JB2wGiaNfOhDLbtF38uG2EACrBoFQE8Oi0Un05w2JVvCUJWCamh7YihbEsAu0HOaQAmDFIBBqWnWHQQjNbgTvDDCDj+vidb2wRTchEgJgveB0/y+33rPr79I72xE43A0CM/m5LfHnMzYhGxKkAFgpCIT/T0Gj0Un0hiiiKqyXAObj44y2tSXGJMGD7AGwUhAI/9+8G3QdL2xoLXhPgJl1roINqIFNuAQJUgCsEZz0/yshm/3zGftTG1gvASrEqhZERhG7+wmspgDA6kAgRAihAiUae5He0Y7wdRa6KcBOORNoXywxO5l+LoHBQgCsCwRChBCacoXuWw3rXAWGBkEFivDFZjciRibRNIRCAKwJBEL013Mm9T27sgUkRUGFmxmBExjaCNvNAGBNHD0QZsvYT67Qu9sTYlLopgAHgGNoZzti+W06/QPcFQJgLRw6ELIIjbtET61PtPSHpCiwkBoe2DfNiVGJtApuCwGwDg4dCL+/xxQo0PxIh34TgOVNCMcru6JvbsNqCgCsguPGgEeF7LJb9J5YeOguEMC2tuTWB8zNd5AgBUB4DhoIGRaNu0R/2Yyo7QlhEAgg2BVtiSFGJtIllNBNAcDhOWggXHWHccbRpHoO2n1gDfpVxyMrYQthP24AhOaIkeB+AftdOr2jHeREgcC2xBAHn7MXciBBCoCQHC4QUgwanUivbAE7awPheTuhn9sSoxPpAqXQTQHAgTlcIPz6Nh0oRh/VcbiOA+vUuQrWPRSbnQwJUgAE41jx4NZ7dvN9ZivsrA2sybetiQs57KlXkCAFQBgOFAi5xw2GuEFSFFgRNxJta0uMvwQJUgCE4UCBcEkKXdMDHjcIrFGHYKxnVUiQAiAMR4kK/+Sxe54wP0JSFFirta2ICznsySxIkAJgaQ4RCGUUGpNEb4omAsVCNwUAPdQJ0gmX6Q8KoZsCgINxiEC44Cbdwh8bWMMhOgtsV4dgrFdVbPZ1SJACYFH2Hxsu5bIHn7GboiApCmzA6pbE+Wz2bI79fzEBsB52/n2TUejjS/SmaNzHWeimAGAEdxHa3o6YkkxAghQAi7HzQDj/Bh0dgPWtZufdBPakQzDWI4SZexNmzQBgIfYcIa6+Yf96zq5rDUlRYGO+jqQv5iKYQQqAZdhtIJRRaMxFelM07gtJUWBr3Ei0NQaDGaQAWIbdBkJIigKbFhuEelfDZsESewAqnn3GCXVSdD0kRYEtW92SuJgLS+wBqHB2GAi5pCjMFAU27b97kEKCFIAKZoeBcB4kRYG9iA3G+lbDZkKCFICKZG/R4uob9m9IigI7srolcQkSpABUJLsKhJAUBfbHlUS72sMepABUILsKhPNv0FGQFAV2JyYQEqQAVCD7iRlX37AHISkK7NSqlsSlXPbwC0bohgBgh+wkEMooNDqJ3gzL54GdciXRtrbEp1cZeIo9AGZnJ4FwwU06KgDrDUlRYL9ig7E+1bDPr0GCFAAzM0/k+OGHH/z9/T08PAYMGCCRSLQL3Lx5MyIiQiwWN27cODU11SyVcq68YQ88Zb+DBy0Be7eyJXEplz0BM0gBMCszBMK0tLRFixZduHDh7du3SqVy6dKlGgUYhhkyZMjkyZNlMtmECRMGDx7MMGYb6pDTaPwl2FMUOAQ3Eu1uT0yEGaQAmJUZAuGuXbv69+/fsGFDFxeXuXPn7t69m2X/dcWalJQkkUgmTZqEYdjkyZOLioouX75ser1qi27SjSth/atDUhQ4hJhArF91bAbMIAXAfMwQPx4/ftywYUP1vxs2bJifn//+/Xt+gSdPntSvXx/HcYQQjuPh4eFPnjwxcMAPPIbvHW+8x/dlMBtgpihwJCtbEJdz2UMwgxQAMyFNP0RBQYG7u7v63x4eHgih/Px8Pz8/fgE3NzfuR09Pz/z8fH1Ho2m6Zs2a3I/Dhg1buXKlvsI7H6F1TVkxJdc1LlmxiouLLV0lQgghmUxG0zSGYZavWsAuUxSlvpCyMKG6XFJSolQqCULvFd7GZvj4K07NPWReIjOPFwrYZZFIRJJmOCOVlVBdlsvlBEGIRCLLVy1UlxUKBY7jJnZ54EXRR7XoHlWMvRB0cXEptUYzfOwqVapUWFio/ndBQQFCyN/fX6NAUVER92NBQYFGAT6CID58+GBk1Zuji93d3UovVzHUUd/CcBx3dXUVJBAi4bosFosFCYRIoC4TBOHs7GwgEHbzQP3z6EV3xbvamz8dIkiXSZIUKhAigbosEomECoRIoC47OTmZGAh3PGbeqZiBdVxIs54PzHCwevXqpaWlqf+dlpYWGBjo4+PDLxAeHn7v3j2KohBCFEXdu3cvPDzc9HoBcGQrWhBX3rDHYQYpcBivpey86/TOdoR5oyAySyAcO3bs4cOHExMT3759u2zZsvHjx6t/P3fu3L///hshFB0dHRwcvGLFiqKiouXLl4eEhLRu3dr0egFwZOoZpJNgBilwGFOuMlMbEI18zZ8PM0MgrFu37rZt26ZOndq4cePw8PCFCxeqf19YWCiXyxFCGIYdPHgwMTExLCzs4sWLf/75p+mVAgCiA7H+1WGJPXAIe54wL4rZ+Y0rZIgE01jqICyKosRisUqlMrJ8cXExN0/HwiQSiSBJdqlUKtQYoYBdFmqMUKguy2Qyw2OEHCmFIv+ivosieoSa5yMhVJcFnCwjVJcFnCwjVJfLPVkmW8Y2+Zs63ZWMrFQhpz5YfgeADXMj0fZ2kCAFdm7SZWZSOF5BURBBIATA1rULggQpsGfqpOjCJhW4XhwCIQA2b0UL4moeLLEHdihHhmZfp3e0I5wqMlhBIATA5rmSaFc74tOrDCRIgZ2ZcpWeFI4386vYWREQCAGwBzCDFNifvRlMZlHFJkXVIBACYCcgQQrsSY4MzUqmt1dwUlQNAiEAdoJLkOZDghTYPnVStHkFJ0XVIBACYD/UCdIZkCAFNm5vBvOogF0QaaEnC0EgBMCuQIIU2LrcEjQrmd4dSzhb6gl7EAgBsCuQIAW2bsoVeqKlkqJqEAgBsDeQIAW2a18G89CCSVE1CIQA2KHlLYgrb9hjL61oJ2EASqVOiu6JJVwsGgchEAJgj9R7kE6+AnuQAlsy6TI9vuKXz2uDQAiAfYI9SIFt2f2EeS5hF1f88nltEAgBsFswgxTYimwZO+e6hZbPa4NACIDdghmkwCawCI27RH9an7B8UlQNAiEA9gxmkALrt+0hkytDcyvm6fPGgEAIgJ1TzyA9+hISpMAavShmF92k98YSIuHCEQRCAOycG4l2tycmXKLzSoRuCgD/xiI04RI9uxHRwEeYpKgaBEIA7F90IDYyDJ94GRKkwLr8cJ+RqNCMCIEjEQRCABzCsmZEpoT9JQMSpMBaPJOwy27Ru9oThJB3gwhBIATAQTgTaE974vNrdJYUtpsBwmNYNCaJXhhJ1PESOgxCIATAcURWwj5tQIy9SEMkBIJbn87QLJpa3ypikFU0AgBgGfMb40VKtPUBJEiBkB4WsKvS6D2xBC783SBCEAgBcCgkjna3J5am0BlFcFsIhEExaFQSvaw5UdPDOsIgBEIAHE24N7YwkhiVSEOGFAhi2S3axwlNCLei6GNFTQEAWMZnDXFPJ/TtXUiQAktLfY+2PWJ2tSet5WYQIQSBEAAHhCH0c1ti3V36Tj7cFQLLkVFo1EW0IYoIdhW6Kf8GgRAARxTihq1oQYxKpJVwWwgsZX4q1tIfDaphdXHH6hoEALCMj+rgtb2wr1JhuxlgCWdfs8ezsG9bCN0OXSAQAuC4tsQQOx+zyXmQIAUVq0CJxl2it7dhfZyFboouEAgBcFz+LmhjFD46iZZRQjcF2LVJl+kB1bH2gVZ6yQWBEACHNqAG3tIfm30dEqSgovyayaR/YJe3IIRuiF4QCAFwdJtjiLOv2SMvYNoMML/XUvbza/Su9oSL9cZBCIQAODx3Efollph0hc6RCd0UYF9YhMZdoqc3JJr7WdW6QU0QCAEAqIU/NiEcH3uRstIxHGCbNqYzRSo0p5G1Bxprbx8AwDIWRRJFKrT1MSl0Q4CduJPPfnOb3mMFjxssFQRCAABCCJE42hdLrLlPpMF2M8BkchqNTKS/bU3U8rT6MAiBEADAqeGBLW9CDTtPl8BqCmCamcl0XS9sZG3bCDG20UoAgGUMqUZHVsLm3oDVFKD8Tmaxx16yP7ax4nmi/waBEADwL5tjiGMv2aMvYTUFKI83JWj8Zfq3DoR1biKjEwRCAMC/eDmhvbHExA644p0AACAASURBVMt0bonQTQG2hmHRiERqQjgeHWgDQ4McCIQAAE0xgdi4uviYJFhNAcpm7V1GTqOFkTYWWWysuQAAy1jShChSou/vQYIUGCv1HfvtXXqvLayX0ACBEACgA4mjfR2IZbfg4b3AKFIKDbtAf9eaqO5ha2EQAiEAQJ+aHtiaVsSwC7CaApRu2j90dCA2tJZNxhSbbDQAwDJGh+ERvtgseDYFMOjPZ8zFXHZjlM2sl9AAgRAAYMiPbYgzr9gDz2CwEOj2TMJOvUr/2oFwFwndlPKCQAgAMMRThA52IqZcoR8VwmAh0KRi0PAL9MJIa3++hGEQCAEApWjkiy1tSvwnAQYLgaaZybSfCza1gW2HEttuPQDAMqbUxxv6YHNgsBDwHH3JHHnB7mpvc8slNJknED5+/LhPnz7h4eHDhw9/8+aNdoHZs2d3/p+PPvrILJUCACzpxzbE2dfsr5kwWAgQQuhFMTvxMn2wE+FrO1up6WOGQMgwTK9evSIjI0+dOuXm5jZy5EjtMqmpqdHR0XPnzp07d+748eNNrxQAYGHuIvRHHDH9H/oxDBY6PAWNBpyjF0QSzWx5aJBjhodwJiQkSCSSpUuX4ji+du3agICAJ0+ehIWFaRSLiIjo1KmT6dUBAITSyBdb0pT4TwJ9rQ/pYqtT5YEZzEqma3hgU+vbyeCaGbpx7969pk2b4jiOEPL09AwLC7t37552sdWrV7dv337KlCkvX740vVIAgCCm1sfrw2ChY/vzGXPyFftzW/u5FDL2jvDUqVPav2zQoEFoaOjbt2+9vLy4X/r4+OTl5WmUHD16dHBwsJOT0549e1q3bn337t1KlSrprIim6Ro1anA/9u/f/4svvtDXKqlUyrLCZGmKi4sFqVcmk9E0jWECpCME7DJFUeorLQsTqsslJSVKpZIgBDjRGNPlbyOxdmecdnoqBlY1WzgsKSkRiUQkaYYcVVkJ9VeWy+UEQYhEAiy+M6XLz4qxT644HWynwhUlEkXZXqtQKHAct3CXXVxcSq3R2I/dDz/8oP3LyZMnh4aGent7S6VS7pcSicTHx0ej5KhRo9T/aNeuXURExLFjx0aPHq2zIoIgEhISuB+DgoJcXV31tQrDMHd3dyO7YHYeHh6WrxTHcVdXV0ECIRKuy2KxWJBAiATqMkEQzs7OggRCZESXPRD6PY7tfhqLCRHX8TLPR5EkSaECIRLorywSiYQKhKi8XS6h0EcJ1NKmeNuqTuV4uZOTk+UDoTGM/dgdPXpU33/VqFFjx44d6n+rVKpnz57VrFlTX2EMw/z8/Axfjxh4OQDAGjTzw9a2Inqfoa/3JT2t7rQGKsrUq3S4FzbFXoYGOWboT48ePfLy8k6cOIEQ+vnnn6tUqdKsWTOE0KlTp3bu3IkQKi4uTk5OVhf++++/k5OTY2NjTa8XACCgkbXx2GBsdCINU0gdxPf3mZvv2G12NDTIMUMiQiwW79u3b+zYsQghNze333//Xf37lJSU+/fvf/TRR3K5fNiwYdnZ2SKRyM/Pb9euXQ0aNDC9XgCAsDZFEx1PUGvuMHMa2dstAtDwTx77zS36ci/SVZjsdcUyT5+6dev2+vXroqIib29v7pcLFy5U/8PPzy8zM7OkpIRlWQMDfgAA2yLC0YE4ssUhqpEv1jXEHtaTAZ1yS9DgBHpHO7KWp33+lc12HYfjOD8KahOLxRAFAbAzQWK0vyPxURL1VAIpUvukYtB/EqjJ9fFuofYZBRHsNQoAMFF0IDavMdH/LC2DLbnt0fRrtK8zNq+xPQcLe+4bAMAypjXEm/hhEy/DKnt7sy+DSXjN7rb9bbUNg0AIADCDzdHEgwJ2833Yktt+3H7Pzkym/+pMeJVn0aAtgUAIADADMYn+iCO+ukVfzoXBQnuQV4L6naO3xhD1ve37bhAhCIQAAHOp6YHtiSX/c556DhNnbJyCRv3PUaPDsH7VHSJGOEQnAQCWEV8Fm9+Y6HGaLlQK3RRggk//oQPF2NKmdrh2XicIhAAAc/q0Ad4+GBt6gYItZ2zUmjvMzbfsnlg7nyDDB4EQAGBmG6IIJY0W3oRJpLbn1Ct24z3mcDzhZo87yOgDgRAAYGYiHP0RRx58xu5+ApNIbcndfHZ0EnWwExHq5jh3gwhBIAQAVARfZ3Q0nph7nb6QAxlS25AtY3udoTe0Jlr6O1YURBAIAQAVJNwb+yOOHJxA3c2HWGjtZBTqd5aeWA8fUssRg4Ij9hkAYBntgrCNUUSfs3RuidBNAfrRLBp2gY7wxebb9T5qBjhotwEAljGkFj6mDt7zNCWFnUit1bR/aDnNbo1xlMUS2iAQAgAq1pImeCNfbOh5GhZUWKHVd5jLueyBOJJ04GjgwF0HAFjKj20IFcNOvAyh0Lr8ksFsvs8c70J4iIRuiqAgEAIAKpwIRwc7kQ8K2EWwuNBqnHvNzrnOnOxKVHGwxRLaIBACACzBlURH4sm/n7Pr02FxofCS89hhF6gDcUQ9B9hTu1QQCAEAFlLJGZ3pRmxIZ2ChvbAeFGJ9z1J7YsnoQIiCCEEgBABYUogbdrwLMfc6fTILhguF8aKYHXDReX1romsIRMH/gkAIALCoBj7Y4c7kmIsUbDpjedkyttMJenq4yjEXzusD7wUAwNJaBWB/dyKHnKcuwVN8LeitHHU+QX9cF58QBlOW/gUCIQBAANGB2C+x5MAE6uY7iIWWUKBEXU5SQ2rh8xx1+xgD4B0BAAijUxVsWxui12nYjLTCFShR3AmqWyi2uAmc83VwpEdOAQCsTO9quIJBXU5RhzpgTf2Fbo2dKlSirqeo2GDsm+aOu4maYRAIAQBCGlQDxxHqncAei0fNA4Rujd3JV6AuJ6noQGxtK4iCekEgBAAIbEANHGfYnmfZw53ZVgEwp99sPihQl5NUbDC2BqKgQZAvBgAIr2tlZms06nOWSs6D8ULzeFOC2h2juoZCFCwdBEIAgFXoGYrtbEf2PkslZEMsNNVrKdv+GDW4Jr6sGUTB0kEgBABYi26h2J9x5LAL1MFnsAdb+T0sYNsco8eH44tgjqhxYIwQAGBF2gZh57uT3U7R+Qo0PhzO42V24y3b5yz1VTNiXF1494wFgRAAYF0a+GDnexDxJ+l8BZoLq7/L4tQrdnQStaMd2SMU5hyVAXzIAABWp7YndrkX8VsmM/kKTUGW1Dh7M5iPkqhDnSEKlhkEQgCANarsil3qRb4sZnudoSQqoVtj3ViElqTQS1OYhB5kFKw/KTsIhAAAK+UhQkfiyTAvLPoI9bIYppLqpqDRyET67Gv2n95kfXjKbrlAIAQAWC8CQxujiI/q4DFH6WuwxFBLjgy1O0YhhBJ7kIFioVtjsyAQAgCs3YwIfEsM0ecste0hDBj+vxtv2dZHqF5V8b2xhDMsFzQBBEIAgA3oWRW73JPccI+ZeJlWwNP0EPrxIdPzDLUxCl/UBId8qIkgEAIAbEOYF3atN/legWKPU1lSx02Tyig0JonefJ+50ovsUw3O4WYAbyIAwGa4i9CBOKJfdbzFIerv546YJn1cyEYfoRgW/dObrO0Jt4LmAYEQAGBLMITmNMIPdyZnX2cmXaZLKKEbZEE/PmRijlKT6+N7YglX2A3FfCAQAgBsT6sA7FY/Ukahpoeo2+/tP036Vo76nqV/uM+c705OhJ3nzA3eUACATfIQoT2xxIJIPP4k9fUtRmW/idJjL9nIv6h63uhmXzLCF9Kh5geBEABgw0bWxlP6kdfymOaHqJvv7O3WMLcEDTlPz0imf+tIrGhBOMEJu2LA+woAsG2hbtixLuSiJnjP09TEy3SxXezHxiK05wnT5C9VoBjd6ke2C4IbwQoEgRAAYA8G1cDTB4ikFGp4kPo9k7Hpe8PUd2z7Y9SWB8yZbuSGKMIN5sVUMAiEAAA74eeC9sUS+2KJb+8yMUeoZBvcku21lB2TRPc8Q42ojV/pBSOCFgKBEABgV9oEYcl9yEn18IEJ9IhEOrPINsJhkQotTaEb/0VVcUOPBokmhOOwYYzFQCAEANgbHEOjwvCHg8g6XljUEWpUIv2wwHrDYb4CfZFK196vel6MUvuR3zQnPERCt8nBQCAEANgnNxItaYJnDBaFe2Oxx6kh5+k7+dYVDnNL0PwbdJ0/VK+l6J/e5O72RFV3uA0UAARCAIA98xShBZF45mBRC3+s+2k69ji1/6nwiw4Tc9gRl/DIw6hYhVL7kdvaErVgvzThmGE2UnFx8YULF27fvq1UKpctW6azTFFR0cqVK+/fv9+gQYN58+Z5eHiYXi8AABjJjUQzI/BpDfDDL5jND5jPr9EjauPDauGRlSwafrKk7IGn7M+PGAJDH9dmf4zBKrnC85OEZ4Y7wtTU1DVr1ty9e3fdunX6ygwdOvTRo0eTJ09+8ODBsGHDTK8UAADKisTRgBp4QnfyfHfSCUcDztH1/qRWpJMp79gKXW/xspjdkM7EHKWa/k09KGB/bEPcHUBOqst6wligdcBY1jx//5SUlHbt2kmlUu3/evDgQbNmzfLy8tzd3SUSSUBAwO3bt+vWratdkqIosVisUhm7ILa4uNjd3d2kdpeXRCIR5L5WKpW6urpimABZFAG7LBaLcVyANL5QXZbJZM7OzgQhwL2CUF0uKSkRiUQkaekVc9fy2F8fyc+9EeUr2C4heFxlrFUAVsfLDF+wd3KUlMMkZLPns9l8BdurKj6oJh5XGRP974Msl8sJghCJBAiGQv2VFQoFjuOCdNkwS3zsbt682bhxY3XE8vDwaNy48c2bN3UGQgAAsKTWAVgDMbXRQ/yimD2ZxZ56xS5NZYqUbEt/rL4PFuaJ1fbEwrxQqBtmYDEDxaA3JWyWFGVJ2Tv5bNp7lJbPFijYtkFYx8r4xHp4I18hLl2B0YwKhHK5PCcnR/v3ISEhxsT23NxcX19f7kc/P7/c3Fx9hWma7tixI/djp06dPvvsM32Fdd6AWoZUKhXktkwmkzEMI0jVAnaZpmlB7ggF7LJKpRLkjlCoLgt1R4j+1+VKCI0IRSNCEULojRxLzcceF+HJuei3J1hmMZ4tQ+4k6+2MeYlYLxErZzB1KrVIhaQUyldgfi6ospip4orqeTJDqrLLG7PV3FjufZQW66hXwDtCof7KgtwRuri4lPq5Mupjl5aWNnLkSO3fnzhxonbt2qW+3M3NTaFQcD/KZDI3Nzd9hXEcX7BgAfdjzZo1DSc/hUqNsiwrSNUYhgmVGhWwy0KlRoXqMo7jQqVGheqyOiQIEgi1u+zujmr5aRYrVKICJVugRAUK5Eoi9Q2ipwi5i7BAMSrH4neSJIUKhEL9lUUikQ2nRlu1avX48eNy1xESEvL8+XPuxxcvXoSGhuorjGFYp06djDxyUVGRUIGwqKhIkCS7RCIRi8WCBEKhulxcXOzs7CxIIBSwy+qzpOWrFqrLUqnU3d1dkEBoZJe9nJCXE1bNfPXKZDIXFxdBooJQf2X1fb8VBsIKPLkcPXr07t27CKHOnTvn5+cnJSUhhBITEwsLC+Pi4sxSxZgxYy5fvmyWQ5VJSkrKkCFDLF8vQmjixInnzp2zfL3379/v06eP5etFCH322WfHjx+3fL1Pnz7t2rWr5etFCM2ePfvgwYOWrzcnJ6d9+/aWrxchtGjRol9//dXy9X748KF169aWrxchtGzZsh07dli+3pKSksjISMvXixBavXr1li1bBKnaMDNcf+Xk5DRo0ICm6ZKSEl9f32rVqt26dQshtHLlyn79+kVERIjF4k2bNvXv3z8iIiI9PX3Tpk0uLi6m14sQUiqVSqXSLIeyiXoFrFqpVBo/m9fsVTvaX1mlUkGXLVYvf+DGkiiKEqTLFEXJ5XLL14uE+yuXygyBMDAwMDMzk/uRS2GdOHHCyclJ/e/hw4d36dIlMzOzdu3alSpVMr1SAAAAwCzMEAhxHPfx8dH+vZeXF/9HPz8/Pz+tAWgAAABAUFb3wEeWZX/66ScjC+fk5Bw7diwjI6NCm6Tt6dOneXl5xrfTjLKysk6dOpWdnW35et+/fy9Il58/f37u3LkPHz5YuN7c3NzCwkJBupyZmZmYmGj5lN379++lUqkgXX706JF6br2F65VIJHK5XJAup6env3nzxvJVy+VylUolSJfv3Lnj6upq4aobNWpU6jCw2XaWMZe4uDhjlmSoZWRkVK5c2dXVtUKbpE0ul798+bJOnToWrhchlJmZGRQUZGD9SQVRKpVPnz4NDw+3cL0IoWfPnvn5+Vl+kptKpcrIyKhXr56F60UIvXjxwtvbWyOnYgE0TT98+LBBgwYWrhchlJWV5e7urjO3VKEYhrl//37Dhg0tXC9C6PXr1y4uLpYfKmJZNj09PSIiwsL1IoRycnJIkvT397dkpfHx8QMGDDBcxuoCIQAAAGBJ8BgmAAAADg0CIQAAAIcGgRAAAIBDg0AIAADAoUEgBAAA4NAgEAIAAHBoEAgBAAA4NAiEAAAAHBoEQgAAAA4NAuF/Xb16tWPHjmlpaUI3xHJSUlKioqKuXbsmdEMs5969e1FRUVevXhW6IZaTkZERHR196dIloRtiOc+ePWvatOnp06eFbojlvH79unnz5idOnBC6ITaLBSxL03TTpk0RQgRBTJ48WSKRCN2iCscwTFRUFEIIx/Fx48YVFBQI3SJL6NChg7rLo0ePfv/+vdDNsYTu3bsjhDAMGzZsWF5entDNsQRuY8lBgwZlZ2cL3RxLGDFihLrLffv2zcrKEro5tsfqnj7x/v37c+fO3blzJzMzk2EYNze3wMDAqKio1q1bBwYGVlClO3bsSE1NRQjRNH327FnuMYqW8eHDB3WXMzIyaJp2c3Pz9/ePioqKiooKCgqqoEp/+eWXf/75ByHEMExCQoKzs3MFVaRTYWHh2bNn1V2mKMrV1dXf379Vq1bR0dGVK1euoEoPHjx44cIFhBDDMOfOnbNwlyUSibrLjx8/pihKLBb7+/u3bNkyOjo6JCSkgio9ceKE+i6BZdlz585Z+IMtlUrVXX706JFKpRKLxZUqVVJ3uWrVqhVU6YULFw4ePKj+97lz50QiUQVVpJNMJlN/lx88eKBSqdR7ardo0SI6Orp69eoVVOm1a9d++eUX9b8TEhIIgqiginSSy+Xnzp1LS0t78OCBUql0cXHx9fVt3rx5dHR0zZo1LdkSkwgdif9ffn7+J598YuD01KRJkw0bNrx798689RYVFQUHB3O1nDhxwrzHN6CgoGDatGkuLi76utyoUaN169aZ/UJeKpXyz0QHDx407/ENkEgks2bNMvDAkAYNGqxZsyYnJ8e89crlcv5TTfbt22fe4xsglUrnz59v4IEh4eHhK1aseP36tXnrVSqVdevW5WrZtm2beY9vQElJyeLFiw08MCQsLOzrr79++fKleeulKKpx48ZcLRs3bjTv8Q1QKBTLli0z8MCQmjVrfvHFF8+fPzdvvQzDtGzZkqtl1apV5j2+AUqlcuXKlQYeGFKtWrUlS5ZkZmZarEnlZi2BMC0tLTQ0VN8byufs7DxixIhHjx6Zq+pZs2ZxB+/cubO5Dluq+/fv16hRw5gui0SiwYMH379/31xVL1q0iDt4hw4dzHXYUj158iQsLMyYLpMkOWDAgDt37pir6q+//po7eOvWrRmGMdeRDXv+/Hn9+vWN6TJBEH369ElNTTVX1d9++y138MjISIqizHVkw7Kysho1amRMl3Ec79mz5/Xr181V9ebNm7mD16tXT6lUmuvIhuXk5DRr1szILnfp0uXq1avmqnrnzp3cwWvWrCmXy811ZMPevn1b6kP+1DAMi4uLu3jxomUaVj5WEQhfvHhR1odykSQ5duxY0y+vMjIyuHtQkiTT09PN0qNSZWdnlzXTSxDEyJEjTb+8evnyJXdDRhDE7du3zdKjUuXl5ZU1B4jj+NChQ02/6MnJyfH09FQfE8Ow5ORks/SoVPn5+UZe63AwDBs4cKDpFz15eXne3t7cYRMTE83So1IVFRWV9TmdGIb17dvX9Iue/Px8Pz8/7rAnT540S49KJZVKy/E4w549e5p+0SORSPhDCYcOHTJLj0oll8vVkyrKpEuXLma86DEv4QMhRVFt27bl3iwnJ6c+ffps2rRp3759P//887x58zp27Kgv0e/s7Pzll18qFIpy196zZ0/uaDNmzDBjvwygabpTp05cvSKRqGfPnhs3bty3b9/27dvnz5/fuXNnfcM5IpFo0aJFJSUl5a594MCB3NEmT55sxn4ZwDAM/60mSbJbt27ffffd3r17d+zYsWDBgi5duujLipMkOWfOHJlMVu7aR44cyR1tzJgxZuyXYYMGDeLqJQgiPj5+/fr1e/fu3blz56JFi7p166YvK04QxPTp04uLi8td9YQJE7ijDR482IydMoz/VuM4HhcXt27duj179uzevXvx4sU9e/YUi8U6u4zj+JQpUwoLC8td9bRp07ij9e7d24ydMoz/VmMYFhsbu3bt2j179uzZs2fJkiW9e/fWNxCAYdj48eM/fPhQ7qrnzZvHHa1jx45m7JRh/Lcaw7C2bduuXr169+7de/bsWbp0ad++fd3d3fV12TrnqQkfCL/77jvubQoPD09LS9Mu8+HDh507d+pLPjRs2LB8qQb+BGt/f/9SP5EXL1786quvBgwYEB8fP2jQoIULFyYkJJQjDP/4449cvbVr175586Z2mcLCwj179rRq1Upnl+vWrVu+VENSUhJ3EG9v71JHH69evfr1118PHDiwc+fOgwYNmj9//tmzZ8uRftmzZw9Xb/Xq1a9du6Zdpqio6Ndff42JidHZ5dq1ayckJJS1XpZlr127hmGY+iDu7u6lDsVdv359+fLlgwYNUnd5zpw5p0+fLkcYPnDgANf4kJCQS5cuaZcpLi7ev39/+/btdXa5evXqp06dKmu9LMvevn2bmzEhFotLTZykpKSsWLFi8ODBnTp1GjRo0KxZs06cOCGVSsta79GjR7nGBwUF6fx7SaXSP//8s2PHjjq7HBoaeuTIkbLWy7Ls/fv3uctlJyenx48fGy6flpa2atWqIUOGqLs8Y8aMY8eOlePK49y5c1zj/f39df69ZDLZ33//HR8fz30O+YKDg8s3SJ+ZmcldSJEkeffuXcPl09PTV69ePWzYsE6dOg0cOHDatGlHjhwpxwz5y5cvcx3x9fXV+fcqKSk5evRot27dcFzHCr2AgIDffvutrPVWKIEDoUql4mZt+Pj4PH361HD5y5cvx8fHa7+zOI5/9dVXZRr4USqV/MGbLVu2GCh88OBBfcMeISEh69atM/4rRNM0N07m4eFRat4vOTlZPQNeA4ZhCxcupGna2A6zLEVRkZGR3BHWr19voPDRo0ebNGmis8vBwcGrV68uKioysl6GYbjckaura6nf2Js3b/bp00dnl2fNmlWmsS6GYfgjGcuXLzdQ+NSpUy1atNDZ5YCAgOXLl5dpkUnz5s3Vr3V2dk5JSTFc+Pbt2wMHDtR5ovz0009VKpXx9bIsGxsby7188eLFBkomJCToG+nx8/P78ssv8/Pzja+XS+2IRKJSr03v3r07ZMgQnV2eMGFCWa8vu3btyr181qxZBkpevHixTZs2Orvs6+u7ZMmSt2/fGl8vdzoiCOLChQuGCz948GDkyJE6Y8Po0aPLmubp168f9/IpU6YYKHn16lX+R4LPy8tr/vz5b968Mb5e7ruJ43ipF2qPHz8eO3aszomsQ4YMKcfFVgUROBDu37+fe1/Wrl1r5KsSEhJ0nrAGDhxofEDasGED98LGjRvrO71KpdIxY8bo/AzxVa9ePSkpyZh6Dx8+zL1q2bJlRrY2KSlJvexPQ69evYwPSD/99BP3wvDwcH1TCUpKSiZOnFhql0NDQ8+ePWtMvWfOnOFetWDBAiNbe/XqVX7OnNO1a1fjs0n8O9GaNWvqO9coFIpPP/1U50mZLzg42MiRJ/4C9s8//9zI1l6/fl3nrVLHjh2NnyytcSeq7xuhUqlmzZql86TMFxAQcPjwYWPqvXnzJveqSZMmGdna1NTULl26aNfbpk0b48/Ox44d414YGBioL79KUdT8+fNLXV1QqVKlAwcOGFNveno695kZPXq0ka29c+cOf5iA06pVK+NnDickJHAv9PX11ffxYBjmiy++IMlSlsl5e3v/8ssvxtSbkZHBfWaMT7nfv3+fH7Y5TZs2NfvM4fIROBCOHj1a/Y7gOF6ma0+aprds2cKfDqDWrFkzYy7b3717x5/1e/78eZ3F5HK5zhtQnXAcX7FiRalV82NMmVb7Mgyzfft2X19fjXojIiKMOUsWFBQEBARwr9K3SkSpVPbq1cvILmMYtnTp0lKrnj59OveSMk32YRhmz549/v7+GvXWq1fPmLOkRCKpUqUK9yp9CSiKovjjpqV2ed68eaVWPX/+fO4lZZ2B9dtvv2mvH61du7YxZ8mSkhL+ejV9q0RomuaWYBtj+vTppaZbvvrqK678jRs3ytTlgwcP8v9SatWqVTNmNpxCoeBPz/n55591FmMY5uOPPza+y5MmTSo13bJmzRqufFmHKo4ePVqtWjWNSqtUqZKRkVHqaymKioiI4F61adMmfSWnTJlifJfHjBlTarpl06ZNXPkzZ86UqcunTp3SXlkYGBhoxvnw5SZwIORWwPj7+5fj5Tk5Odo5tLZt25Y6ovPJJ59w5QcMGKCvmPb5sVKlSl27dh00aFDbtm11Tu5YuXKl4arbtWunLunu7l6OLufl5fGnYKi1atWq1Fz/jBkzuPI9evTQV4w/2UHN19dXPSbavn17nZM7So2F3CW/SCQqUy5X7f3798OHD9eotGnTpqVOrFi4cCFX3sBUAv5kBzVvb2/1AGGHDh10znSYO3eu4ar79u2rLolhWDmGVD98+DB27FiNShs2bFjqLINly5Zx5aOjo/VFL/5kBzVPT0/1suIE1QAAIABJREFUaFnHjh11Lnn87LPPDFc9dOhQrnA5NioqLCycNGmSRqV169YtdRh77dq1/E+Fvg/Y3LlzNQ7u4eHRsWPHQYMGderUSefkjgkTJhgO//y/UTlWvhYXF3/22WcaeYiaNWuWen38ww8/cOUbNGigL3P+xRdfaPTI3d09NjZ20KBB8fHxOld5jho1yvA3lB9ZSx3J0iaTyWbNmqXR5dDQUMHvCwUOhPXq1eM+lOU4RbIsyzDMd999pzHHsn///gZecufOHS494uLiou/PyV+ggxCqUaPG/v37+Z85iUSyfv16/m0WQgjDMH33l2rctGNnZ+dyz3fdvHmzRkzq3r27gS/to0ePuLfIycnp4cOHOov9/vvvGh/QX375hZ9BlUqlGzdu5O8/oGZ4FwJu/gtJkuUeFdi+fbtGTIqLizPwmXn69Cn3FhEEoW92Pj9TjRCqXLny7t27+X+XkpKSLVu2aN+vGJ7gwM0KxjCs3NMC9+3bp3GCjomJMTBe+OrVKy6G4Tiub6r66dOn+WeiwMDA7du386O1XC7ftm2b9v2K4V0I+ImEcu+H8Mcff3ALXdRatGhh4Gvy5s0bbg07hmH6bssSExP5SWA/P7+tW7fyL5eVSuXOnTu171cM70Lwn//8hytZjqigdujQIY016Y0aNTIwXpifn89fbKbvtuzatWv8JLCPj8/333/P//apVKq9e/dqr3UxvAvBqFGjuJL37t0rX5dPnDjBX+iCEAoPDzdljrTpBA6E/HGvW7dulfs4Fy9e1NjT4ddff9VXmD8MExISovPLk5OTwz9gfHy8vovcN2/eaKRPDQy/sf/b7lLNlHW1165d00iTbt++XV/hHj16cMWCgoJ0hup3797xv2CxsbH67j/evn2rMchhYPiN/d92l2qGrxIMS0lJ0bjs+OGHH/QV5jacRAj5+fmdPn1au0xBQQE/CRkTE6Pv/iM/P19jkMPA8JtG7cePHy9HZ9Xu3r2rcdlhYCidn+309vY+evSodpni4mL+zhUtWrTQF7QKCwuHDBnCrzowMNDArR6/9j///LMcnVV78OCBxt4aBobSx48fzxVzd3f/66+/tMuUlJTwI1zjxo1fvXql82gSiYR/okcGh980at+7d285OquWkZGhsd7UwFD6Z599xhUTi8X79+/XLqNUKsPDw7li9evX15dklslk/F4ghDw9PQ1cx3z66adcyZ9++qkcnVV7/vy5Rgy22Oo1nQQOhPwU5YgRI0w5VGpqKv88HhgYqPNK/NChQ+jfMAwbPHjwixcv+MXmzJnDFWjVqpXh+xi5XB4XF8c/poEpFTNnzuSKGcjKGuPu3bv8Vfm+vr46J7zp3Ia/f//+GsN1S5cu5f63SZMmhufgKJVKjbmsOs9BavyNbLp3717u/rIs+/DhQ/7Nmaenp848En+VCKdXr14as+pXrlzJ/W/Dhg0N37pRFKURCw3ML/jmm2+4Yibu3ZORkcG/OXNzc9N5UktOTtae7NOlSxeNARj+HLE6deoYHl2maZqf8ET6R+BYll23bh1XLCoqqtz9ZVn2xYsX/P3wXFxcdC6HSEtL0575EhcXp3H3z58jVqNGjdzcXANVMwyjMTnOwAgcfyObyMhIU7Yrev36NT90iUQinUPLDx8+1J750q5dO421+fw5YiEhIfoCP0cjKb169Wp9JXfs2MEVq1evninbFeXm5vKn4hMEYcZtlcpK4EB48eJF/hthyu0Cy7Jnz57lfzG+//577TLFxcWLFy/WXtUrFouXLFmiDngKhYKbhuPq6vrkyZNSq87KyuJnsT7++GN9JW/cuMEVwzDMxK1NL126xN9tYM2aNdplZDLZV199pT3w4+LiMn/+fPXgIkVR3M2Ws7OzMUmP3Nxc/k3zsGHD9JVMT0/n12sgZBojOTmZPzr71VdfaZeRy+UrVqzQHgVxcnKaNWuWenCRYRjuzkMkEhmTkHj37h0/pdOvXz99JTMyMvhhyUB+whi3bt3if2J13i4oFIq1a9dq73UpEommTZvGzUTjlu4QBKFzNacGjZvmrl276iuZlZXFTz8ayE8Y4969e/wvlM6ZtyqVasOGDdp7XZIkOXnyZC7Gc2dbHMeNmdpdXFzM34m3ffv2+krm5eXxv306TzjGe/LkCX/2n86ZtxRFbdmyRSOvqO7a+PHjuRlk3NwLDMN05kI0lJSU8K88WrZsqa/khw8f+IMyOk84xnv+/Dm/L5bc7EKDwIGQYRh+1sLf3//Zs2emHJC/1YKBy9Lnz5/z8/uc0NDQX3/9lb9I9ssvvzSyav6ctNatWxsoyV+/6OPjU+riX8O+/PJL7miRkZH6imVlZQ0fPlz7pqFy5cq7du26fPky9xtjZkWqTZ06lXtV48aNDZTkb4bg6elZ7tEFtdWrV3NHCw8P11csOzt7zJgx2isEAgMDt23blpKSwv1m+vTpRlY9e/Zs7lV16tQxUJK/WM3Nzc2UzD/Lshs3buSOVr16dX03H2/evBk/frx2l/38/DZv3sy/Ipk4caKRVS9ZsoR7VWhoqIGSnTt35kq6uLiYuJXdtm3buKMFBwfru/l49+7dJ598on2f5OPjs2HDhoyMDO43o0aNMrLq5cuX8986AyV79+7NlXRycjJxR819+/ZxR/P19dU3OJqfnz9t2jTt/ba8vLzWrl378uVL7ms+aNAgI6tev349/+NqoCT/zEmSpJFrqPThHhWCEPL09DRlAylTCL+zjMZshdDQ0AcPHpT7aPn5+fxdJQ1PLExKStK5Zpy7rPb29jZ+/ht/TWSNGjUMlNTIVQYHB5e6xtyAoqIifk7Y8LqCq1ev6lyCyXXZ3d3d+CVrR44c4Y4QFBRkoGRSUhI/BgcEBJiSBpHJZPzbFMOT7K9fv65zCSbXZRcXF+Mnd5w9e5Z/BAMlk5OT+fkJX19fY+7A9FEoFPzbFMPfkdTUVG5yss4ui0QijbEAA/gXSc7OzgYSgLdv3+YHJC8vL5376RhJpVLxb1MMf2Du3Lmjcwkm12WCIIxJ7ajxL5JwHDcwQenBgwf8/IS7u3v59j9So2m6QYMG3NGuXLlioPD9+/d1LsHkzx4yfunO/fv3+QcxMAs9IyODn59wdXU1Ja3FMAx/21JT3j1TCB8I2X/PLEAI+fv7m5Ij5V+jlRpgaJr+6aefNKZgcMq0FSf/fBEWFma4sMYqLl9f3/JtpqU2ePBg7lClbmtL0/TOnTu1Z36qlSk7wT9fhISEGC6sMSbv5eWlczaHkfgDOaXmuxiG2bdvn/bMT7UybcXJP19UqlTJcGH+vAaEkLu7uylPvJo8eTJ3KGM+Lfv379ee+alWpq04nz17xr3Q8L0Cq7VKwdXV1ZS08Oeff84d6u+//y61/F9//aXvGXjx8fHG15ubm8u9UCQSGR4J01il4OzsvGvXLuPr0rBgwQLuUMa8dUePHtW3y3nbtm2Nr7ewsJB7IYZhhu/M+IPrCCEnJ6cff/zR+Lo08Nf87Nixo9zHMYVVBML8/HyN7dsJgli6dGn5RmL581x07lyqraCgYMaMGdqphjIlOvj3eZ06dTJcuLCwUGP7dhzH582bV9bNtNT481yMvO0oKiqaO3eu9lJIY0YUOPwh3piYGMOFi4uLNXbzwjBsxowZ5XtWzooVK7jjlLq1FdeARYsWaQ8Pl2nPfv4Qb7NmzQwXlslk2vuITp06tXzPyuHvymvkNbhMJvvyyy+1l0KWaadHfkK1fv36hgsrFAp+glRt/Pjx5Ut5bd26lTuIkUPL6uFh7XWBZTrDZmZmci80nN1hWValUmnvFDNq1KjyrQfYvXs3dxAjd3vRNzxsYE61tuzsbO6FhrM7LMtSFKVx94IQGjJkSPn2TP/jjz+4gxiYjVWhrCIQsiz7+vVr7QfWtGjRohwJNP4q1zJtc/7w4UP+TEg3N7cyrfPjj+JMmzat1PJv3rzRvpRr0qRJOZ5Uwl/lWuoMMb6MjAxu6TdCyMnJqUzr/PijOBMmTCi1/Pv377UfWBMREWE4BaQT/ymSxqe8WJZ99uyZxkMhyrTOjz+KY8yYU0FBgXb6vV69ekZuyMe3ePFi7ghlemhRVlbWsGHDuNQ0hmFl2luSP4pjzJiTRCLR3iw+LCysHINJ/Mm3ZfpeZGdnjx49mj9WanwqmGXZ48ePcy/s2bNnqeVlMpn2doA1atQoR86QP/m2TBfib968GTduHL/L+pYL63T+/HnuhXFxcaWWl8vl/EfoqFWtWtXIDfn4tmzZwh2hTBfiZmQtgZBl2WfPnvH3DVIjSfLzzz83/lRFURQ3lGJgGoUBJ06cUM9jLvUWRwN/NaGRqd2srCztx3rhOD516lTjB+oYhuGmAlarVq1MbVY7e/asOj41bdq0TC/kb+tj5Gq5nJwc7bMkjuMTJ04sdQ8RPu6jEhgYWI5p64mJier9x+vVq1emF/KX1hmZ58zLy9Pe5RnDsI8++qhMC8+5wV1vb+9yJEuuXLmi3ge81FscDR999BHXbMNr6jnv37/XOWI3YsSIMl2ocSOdZb0qVUtOTlYPD5d6i6OBv6zL8Jp6TkFBAX/jb4720izDuGE/Z2fncuw+kZqaqg7JhgewtfF3njK8pp4jkUj441Ccfv36lWl7Ae40QpKkKQ+lMoUVBUKWZSUSSf/+/bXfWV9f31WrVhmTXdm1axf3qlWrVpWvGUqlcv369cbvlcyy7IMHD7hrsYCAAOMznFKpVGPZspqXl9fXX39tTHaFP0nniy++ML7NfCqV6vvvv//kk0+Mf8nTp0+5mRHe3t7Gp/tKSkq4PWb5PDw8vvjiC2P2EOdP0il1tzN9KIr68ccfx40bZ/xLXr16xSWT3d3djT9PKRQK7Y3cEEJubm4LFy40ZkIWf5JOqbud6UPT9I4dO4yfPMmybF5eHpdZdXFxMX7umEql0hgiVROLxXPmzDEmVcPfuNz4Oa4aGIbZu3fvkCFDjH/Jhw8fuAl3IpHI+OsziqL4k4o5Li4uM2bMMOahFjdu3OBOI2X6M/ExDLN//37Du2tpkEgk3IQ7giCysrKMfCFN04sWLdKei+7k5PTpp58aXrKpxt/ny/g5rmZnXYGQZVmGYVavXq3z6Z1BQUFffvmlgTc3JSWFGxtwd3cv0y7eJuJPV/nmm2/K9FqGYTZs2KBzg8eAgIDFixcb2Hvw7t273NojFxeXMqW8TMSfrmL4WT86bdmyReduh35+fvPnzzfwVXz48CH3pRWJRMZ/aU3Hn65i+Fk/Om3fvl17m3iEkI+Pz5w5cwzMfc3MzOR2TiAIokwbl5uIf6Ng+Fk/Ou3bt097m3iEkJeX14wZMwx05MWLFyEhIerCGIZZcl9m/ha1Y8eOLevL//jjD+1t4hFCHh4en332mYG1UhrDQ5ZcXc6frmJgQbA+hw4d0t4mHiHk5ub2ySefGJjhrDE8VI4hEnOxukCo9uTJE/5WZHzOzs59+/bdvn07P+Hw6tWrb775hr/S05gHQZgL/ykw3t7e5bu7f/r0qc7J0AghJyenXr16bdu2jX+uzM7OXr16NX8exJIlS8zXp1IkJCTwn3Zbpke4cV6+fKnzeTQIIZFI1L17961btz59+pTLfObm5q5bt44/D2L27Nlm7ZYhV65c4a7WXVxcyvTkEM7r1691Po8GIUQQRJcuXTZv3pyRkcHtofr27dv/a+/c46Ko3j8+uyzXBUxBUUBEUlAjNVFKxWsmqIipmeU1M1AzSftWmlbeUhFFwfIC5i1NUwy8V96w8gKKokaAoqgoilxWbruwy+7O7495/c7raWZ2dnZmd6X2vP/cPXPOzO7MPOec53k+z4YNG2AcxEcffWTWy+ICZoDY29vzqQXBpLS0FE4TIVKp9I033vj2228LCwvRJVdWVm7evBmaT5NW7SK5ceMGUuW1s7MTluNbXl7OFK9Hlzx48ODExMRbt26h/W2FQrF161ZoPidOnGjWy+KioKAAvTmlUqmwVC6FQvH++++zFjKTSCQDBgxISEjIz89Hl1xVVbVjxw5oPk1awpqdJmoISZLU6/U7duygqQ7ScHV1DQgIaNWqFS2DeMiQIcIkvAVQUlICUxESEhLE9LZnzx5YRoeJXC4PCAjw8vKiXXK/fv2ERZwKoKysDOa0ffPNN2J6279//4svvshxyc7OzgEBAa1bt6bpaYWGhgqLOBVAZWUlPMlFixaJ6S0tLS0oKIjjkp2cnFgvuVu3bqaWbxVMdXU1FP0SKQV57NgxqCPBxNHRMSAgoE2bNrTU+M6dO1tNjrmurg6KfpmUPcXkt99+M1TNG11y+/bt27RpQ4tXf/HFF4WFXwpApVKhCtIEQUybNk1Mb2fPnmUGPUAcHBzat2/v7e1Nu2Q/Pz9rbuAxabqGkKKhoSEpKYl13W2I4OBgq+0QKpVKeBuFhISIEd+jUKvVGzduNJT0xkpQUBD/kp4iqa+v79OnD/y1BdfQQGg0mpSUFGhcjRIQEGBSDILI04MFvgMDA8Vbo8bGxh07djAjpTnw8/PjU6zOLDQ2NsLQD39/f/HWSKfT7d69G+bIG8Xb21uMvIappweDv3x8fAQUk2L2uW/fPu5JD41WrVqZFBIsBr1eDxfrrVq1MinM3lCfBw8ehLIARvHw8Lh69apZrkgwTd0QUtTV1SUnJ9Oy0Fh56623rDazqK2thSlTcrlcpHIYRKVSbdu2DRUw4iAqKkrYzqQA6urqhg0bhoZ2cnIyoyejoaFh586d/fv3N1opPiIigo8f3iwolUq4f2tvby+mZggNtVq9Z8+ewYMHG60UP3jwYKvNdRoaGmgyWmIEYmhoNJp9+/a98cYbRi+5X79+VpvrqNXqCRMmoKGlUqmpVWc50Gq1qampw4YNY0qE03jttdes5gDWarVQ40IikZiUUMuNTqdLS0uLjIxkSt/R6Nmzp0iNSbPw7zCEiL///nvJkiXh4eG0omXu7u7jxo07d+6c1c7k9u3btH0PnpHlplJQULB8+fJhw4bR4izc3NzGjBlz+vRpSwzKSlFREZQMJXhHlptKYWHhihUrRowYQYuzcHV1HTVqlBgJHlMpLi6mTb94RpabSlFRUVxcXGRkJE1PWS6XR0ZGipHgMZWSkhKaPBtHLQIxPHjwID4+PioqihZa4uLiMmzYsPT0dDHFHEyitLSUVj2Gv8KwSTx8+DAhIeHNN9+ERWMIgnBycho6dGhqaqrVLrm8vBzOaAlTFIZN4vHjx+vXrx8zZgxNysrR0fH111/ft2+f1XxY3PzLDCFCp9MVFxffunUrOzu7qKhI/IakSZw+fZoW5Ck4b4E/1CXfvn07Ozv7zp07VvMIUvzxxx+0yYfgvAX+6PX6hw8fUpdcWFho5UvOysqiTT4E5y2YxKNHjwoLC7Ozs2/fvm01JygFrZYZISJvwSTQJd+6dcvKl5ybm0tTWJwyZYoVDFJJScmdO3eys7MLCgrEOxdM4vbt2zSz9Pbbb1vBID1+/Pju3bvZ2dn5+fnCxJUsx7/VED5f9Hr9rl27vL29qdvImoF8zwu9Xr93714UuzR9+nSrzV6fI6mpqSh2adKkSU1k9mpRDh06hNx448aNs/IU87lw/Phx5MaLioqysiV+Lpw8eRK58cLDw5uaWbI+EpIkCYwg6urqVq1a1dDQsHbtWqNurf8GKpUqPj6+srIyKSnJqI/nv0FDQ0NCQkJxcfGmTZuM+nj+G6jV6qSkpIKCgpSUFKM+nv8GlKDEtWvXtm3bhtIn/ttotdotW7ZcuHBhx44dMPHMNsGGEIPBYDA2jU1M6jEYDAaDMQQ2hBgMBoOxabAhxGAwGIxNgw0hL2pqasrLy5/3WVgVpVIJ63TbAg0NDSUlJc/7LKxKY2Pjw4cPn/dZWBWdTnf//v3nfRZ0tFptZWWlhTrX6/X37t3jaFBcXGyhof8t/JsM4aNHjy5evPhchl66dGlgYODq1avVarU1x3369CmsAm9NVq1a1aFDhyVLljQ0NFhzXIVCcebMGWuOiFi7dm1gYOCSJUvq6+utOW5NTc1vv/1mtFltbW1RUdGjR4/MOPSGDRuCgoIWLFhQW1trxm6NolKpYPFbGqdPn7acVUhOTg4KCvr4449rampoX9XV1V25csVC46rValg+jMamTZs6duy4evVqjUZj9qF37txJXXJ1dTXz2y1btvj7+48cOfLBgwfmHbexsZFSqzFvtxbhOadvmMK7775LEERkZKQhFfzMzMy4uLgJEyb06dNnyJAhw4cPnzNnzo8//ihMNR9RWFiIqtB17NjxwIEDYnoziffff5+6ZJMKXYqnuLgY1bXo0KGDNS959uzZ1CUb0tWsr68/fvz4/PnzY2JiZs2a9d1335lFjvLRo0eoroWvr++uXbuYiZKNjY0XLlw4cODA4cOH7927J35Qik8//ZQgiCFDhuTm5jK/1Wq1O3fuDAsLQ8kbHh4e0dHR4q+6rKwMKQb4+PjQLnnTpk1ZWVkihzDEV199RRDE4MGDmbqaT58+bdasWfPmzePi4syeaa5QKJB2T5s2bZKTk2Fu6MKFCyUSybhx4ywh7bZixQqCIAYOHHj9+nXaVxUVFUhE6aWXXjKv4nZNTQ1Kn/fw8EhMTIS5oWvXrkW2QC6Xm1crat26dQRBhIaGXrp0yYzdWgIzG8Kamprk5OTx48e/9NJLcrm8efPmPj4+ffv2/fTTT9PS0vjUXDXExYsXUa6ei4vL/Pnza2tr0beXL19m1j2HdO/ePSkpSZgm54gRI2i9xcXFCb4Q/ly7dg3l6jk4OMTGxor5AU3irbfeol3y4sWLYYM7d+6sWLEiPDw8JCQkNDT0/fff37t3r/jX1t9//41k6e3t7WNjY+FLQaPRrFmzhiZPRRCERCKJiIi4cuWKmKGZdXM+//xz9G1ZWdm8efNoQjM9evT46aefRAoL3LlzB02zqEuGWs95eXnBwcGst7RMJvv666/FjM6sFYykcwoLCx0cHCxkFeA0SyaTxcTEwOK31OSPIigo6Pjx42YcmlkrODo6mvqqqKgIpdMJLqZmiNLSUiTMJJVKJ0+eDAsDfPjhh+h8xo4da8ZxSZKcP38+7ZInT55MfbV582b4eXh4eEVFhbnGraysRNZdIpFMnjz5yZMn5urc7JjTEO7atYu1IiVCLpdPmTIlIyPD1KdXp9P16tWL1hsqBpuSkkIr6mEIBweH9957z6TVFVwOUjg7O1tBC1iv1/fr1492/gKKwQrgwYMHtMLIDg4OhYWF1LdlZWWTJk1iTS338fHZtm2bmKGhiDkFKgZbXFzcu3dvjj/X3t5ecBHK0tJSWOaQIAiZTIbWZ8ePH2ctqEsxfPhwMROUqKgoWoeoGOyZM2dosnZMYmJihI1bWVkJyxwSBCGVSlERAChEKZfLFy9ebMbyT8zyhO+++y71FZz8IYYMGWIWOfvq6mqagJxEIkHFYMeMGYM+F1CCmJupU6fSLurNN9+kvvr777+RaoGjoyN60MyCUqlklu45e/YsSZKZmZlQOmDixInmlTCcOXMmbdyIiAgz9m9ezGMI9Xr9nDlz2J5Tdrp163b48GH+/d+7d69du3awB09PT6rKxMGDB01VdXFwcJg1a9ajR494jv7gwQO4XEBrI4sqBJaUlNCq9L3wwgvUxFmtVlOqxJYb/eHDh5MnT0Y/LJIVvXjxotH6UGPHjlWpVAIGLSsrg+WqCYJwdXWlSi6UlJRwl2lECK4U+OjRI3jJaG20detWoxo6YWFhwnS5nj17RqvS5+TkRG265uTkGLWCFD/99JOwS378+HFMTAy6OrQ2OnnyJHOUtm3b7tq1S9hAkLq6um7dusGeHRwcbt26RRqY/FEw18rCqKioiI2NRdO4SZMmUZ+fPXsWjdW8eXPzlnOpr6+HxdoIgpDJZGhPeOjQoejzhQsXmnFcisrKytjYWGRr33rrLZIk1Wo1rJQ0YsQI82rpaTQa2rRVKpVmZ2ebcQjzYh5DmJCQYOxpZSE0NJR/8QS1Wp2YmOjm5kYdu3nzZpIki4uLmzdvjjr09fWdP39+enr6qVOnDhw4sHLlyvDwcNp6DiGXy9evX8//7z979mzXrl19fX2pwmw1NTV+fn4W3a7UaDSJiYnobbhu3Trq8zVr1lCfDBo06MaNGxYanSTJzMzMV1991cvLi3oB3bhxg2NhBImMjBRmGKhLRqOsWLGCJMm6ujrm9qCfn19ISAhrocp9+/YJvuTLly/37t27RYsW1B7R0aNHecqqCd4tb2xsTE5ORlsp1D5HTU0NbeYXGRm5b9++jIyM7du306pDBAcHC75ekiSzs7PDwsLc3NyonSuNRsNRP88st5xOp9u1axeSukb7HAqFAm2ZstK6dett27aJV3y9du1a//79XVxcqK0drVYLK8lYosAIpU6MblekTpyWlobG9fLyslw93vz8/IiICLTihJuigYGBlih9rNfrDxw4gIqMTp8+3exDmBEzGMKrV6/CJfbAgQP37t1bVFSkUCgKCwt/+eWXL774wpCfgyCISZMm8Z9/lZSUxMTEvPzyy9QqHm4rTZgwgdUm1dTUbN++/ZVXXmEdPTQ0lP+D3djYiEpnUQEOBEF4e3vTXO7mpby8PDY2NigoiFqAUqEE6PwpfwN0sZgXrVZbUFBAkuSTJ09oIv0vvPBCVFRUTEzM8OHDafuKhLiy9dQctkOHDtR23EcffUS7YfLy8lDjS5cuwaq5BEG0bt1azNJBp9NRcSglJSXQ8Mvl8kWLFuXn5ysUipycnHnz5sE5VuvWrcXcAwqFIjY2tl27dtQradasWXBc5ur/hx9+gA+dyHAwvV6PQm9YN9MgMpnsww8/FO9Mevbs2fz58319feGf9cknn6C7a+rUqaxr8ZCQkPPnz4scXa/Xo7to06ZNqPPOnTtbTnS7rq5u8eLFbdq0od54arW6Y8eOaGizLLi5oS5Zp9PBcfkCNsblAAAbaElEQVQUm1QqlTdu3Dhx4sT58+dNChNTKpWLFy9u2bLl48ePBZ+2FTCDIYT1ypcvX27I/3f9+vXp06fTnE8Unp6eJhXzUyqVJEnm5eWhjaywsDCjG9znzp1j3XhxcHBISUnhPzr5zwAHip49eyJngyWgLplkC3AgCKJFixYbNmywaJWiN998Ew3n5OS0Zs0adEokSSoUinnz5sE9amdnZ5ElRqn+L1y4gN6GEomE9Z/SarXz5s2DPwgttEcYI0eORB36+voy4xtzcnKgU/yvv/4SOSJ1yVevXkW/pEwm++WXX1gbb9y4EQ2dkZGBPr9z586JEyeOHj2am5srLJRm/fr1VLfu7u6rVq2ilUikaN68eVJSEsctx3N7HN5FJEmWl5ejSdXWrVuppRtzdIIgIiMjWd/Id+7c6dOnD/9KwjCOlCCI3377zeghOp3u9u3bV69evXv3rgD/CLrkuLg4NG5oaCj3n/XgwYOFCxf27duX+n2aNWsWGhq6YMECZgyqUQ4dOoTGHTp0KHfjEydOjBo1iiZE3r59+zlz5vAvqEv7l5sgYg0hTOwbP3680fZlZWVz585l3a6MiYkx6a6Cs2bk5DfKsWPHWJens2fP5j8THD16NLMHqVQ6depUi058ampqWGcSFGYPsUPADRxnZ2f42oXs2bMH2kLkcxLD4MGDUYccHhS9Xg//FC8vL5GVZWBin5ubG9MKMpshi1VRUXHw4MGVK1cuXbp09+7dpt4SMFCF45K1Wi0KoM3IyKDqJ9D8yj4+Pt98842pu/f19fXIE/z1119TSzfWmgyBgYHHjh1j9nDp0qUWLVokJiYKmJyhvRY/P7+Ghga9Xv/TTz+hHTaIi4vLkiVLaC9ZapdIIpFMmjSJz7J17ty5qMORI0dytNTpdMeOHaPtf7i4uISHh2/fvt3UdeSTJ0+Qo0cikXAkGNTU1EyfPt3QFr1EIhkxYgT/FyBJktOmTUOHnzhxwlCziooKZvQ4xM7ObsKECfyDLZoyYg3hpEmTqB9FKpUaSvxicv/+/YkTJzKDXMLCwmBUMTcBAQHUUV27djXpnDUazerVq5neiBEjRvC5m8vKyjhq05g9xA6ye/du+ASynkBUVJR5A8/0ej2MbtiyZQtH44ULF6KWzs7OIoMOLl++jHoLCAjgnic9ffoUvqF27twpZmgYpbxx40aOlijAJyMjo6KiIjo6mjbPk0qlo0eP5hn3ePPmTXSgn58f942E4iz+/PNPjpDadu3a/fHHHyZdfmJiInWsm5sb9Sfm5eWFh4ez9j9y5Ei4ONDr9SiXKTg42NQQa7goRO46lUoVFxeHLAcEZkCePn0afm7U9ZWXl4cCzh0cHDiWOLdv3w4NDTX0C1N/1o4dO/hfJrRGKGaHSW5uLnrRcWBvb79s2TKe0w7kELW3tzf0E5WVlUG/KQfNmzffu3cv/wtvmog1hL6+vtTPERISYuqxp0+fhlvVFJ06deLj8VKr1WjHLCoqSsCZFxUVMXddJkyYYNTTA/3Mfn5+rAYpICAgLS1NwFlxAzfrEhMTT58+/fLLL7M+FWYJsaM4deoU6rlHjx7cGzj19fXoliAIIj4+XszQMOuLCo/iZtGiRag99+yeG6jm07VrV+5bAv0phw4dQrWamTg5OSUlJRndq5wxYwY6xOiOPbVctre3R6V0DWFnZ2fSzAAuCj/77DP0+alTp2C0Iestt3PnTvR5ly5dBCwKP//8c+rw1q1bwzd1cXHxO++8wxol3q9fv6ysLBiCu3v3bqMDRUREoPYcuUm//PIL0wvOyqhRo/i8vq5cuYJeX3K53NCiillKnpvIyEg+m2rI892pUyfWBhqNhhbmahTrpFZbDlGGUK1Wo5tS2Hunvr7+448/pt3ZPXv2NLqZU1VVhdr3799f0OmTjY2NixYtojnkv/jiC+6jBg0ahBpv3bqVFnYPMW9U57Nnz9BSQyqVUg8PLeYQwlSREAacuqamphptv2XLFtS+T58+gsfV6/XoLeDq6spnkV1SUoJ2kFxcXIRlcZAk+c4776BLMDqhoUJ17Ozs+ITUzp07l6OrxsZGlIPs6enJvbur0+mY3js7O7vg4OCuXbsydzJlMpl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      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Measures\n",
    "gr()\n",
    "\n",
    "plot(sin, 0, 2π,\n",
    "    xticks=0:0.5:2π,\n",
    "    xrotation=60,\n",
    "    xtickfont=font(30),\n",
    "    bottom_margin=15mm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### No axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(sin, 0, 2π, axis=false)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
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UxZ07d3p5eQ0aNKhOnTrBwcHNmjVbuXLlokWLevfurVyI9mHEQZpci/t3AwyJKuiLlsKVQvmT09h9DQBMYNqUjaCgoC+++OKLL77Q6/U6nc7T01OhsOzMdxekozny0V6YIKMsJ4Gs6SQ0/93YrBbXBj1vAKiaanZQnJyckAWrKCNffv8IXd1J0CAPKq+2G7e8nfjCLpqrZx0KANgIjNQpq8RInt9J5zQTYrzRQbGQrqHcgLrci7uNeFgIAFWBRKis4Qdpgh/3Un1cZ4uakSTk6cnnZ/CwEAAqhwZaQWWPBr/EiwYtTuTJyg7CzJM09R66hQBQCSRCpVwswKNBliLduS9bCQN20kKsLASACiERKsIokUG76YQEPBpkqV8k3ymYG34A25ACQEWQCBUxLY16qsgbMbi8jH3WUjiRK//nEh4WAsBjoaU2v2N35a/OSd+2E9EZZM5ZIN+1E94+TK8X4WEhAPwzJEIz0xrJC7vp5y2FIGbveYW/aerHvRUjvIqt1wDgMZAIzezNg7RdINcP7wOyJmPi+FKJzMdqCgD4J2ivzWntVWnfHfnTFlgvYV14jixrK3x0gqbnoVsIAI9CIjSbuzryxkG6or3gpmIdCvyPOu7crGbC4N20FN1CAPg7JEKzGXGADqnHN/fHFBkr9Up9PsKdm3ECmRAA/gaJ0DxWX5bO5MmTmmJQ1KotaCUsPIvtZgDgb6qfCK9evbp27dqdO3eWljr61h33dGTkYem7doIz8qB1C3Ilc5sLr+6lBnQLAeAvJiRCvV7ftm3bkpISQsjSpUsbNWo0YcKEgQMHJiYm5uXlKRahDRh2gL5Un0uuhUFRGzA4iq/jwc04ge1mAOBPJiTC9PR0nU7n4uJiMBhGjx69f//+9PT0rKysFi1azJs3T7kQrdx/LknpefKEBHQGbcaCVsLisxIGSAGgjGlDo1qtlhCSk5MTERGRmJhICBFFccCAAWfPnlUkOquXU0JGHqbft8egqC3BACkAPMyERBgbG6vVapcvXx4aGirL8okTJwghlNLVq1c3aNBAsQit2oiD9JUGfJIfBkVtzKAovrYbN/skMiEAEBNeESSK4s8//9yrV6958+Z5eXklJyc3bNgwNzc3PDx848aNyoVotTbckE/dl39oj9cs2aTFT/AJvxr7RnIN3FmHAgBMmdaIJycnnz9/fsOGDefOnUtOTg4ODm7evHnbtm0VCs6aFZSSYfvpt5gparOCXbkJCcKre+nebujQAzg0k3szGo3mueeeUyIU2zLmGO0axnUMRhtqw4Y34n+6LH11Tn4pknUoAMCOGYb1tm7dGhoaGh0dXcE5BoMhMzOT5/98JOnp6RkVFVXzolk5kiP/dlU+0xeDoraN58jXbYS2641dAkg9vC0EwFFxslzTSeQNGzYcMGDA5MmTKzgnMDDQ09NTo9GU/VivXr1vvvmmgvOLiorc3NxqGFj16HQ6URRF8bFJziCRJ7aoxzY29goz/1QLhhU3GAyyLDs5OTEpnWHFPzrNp94jazuwmTjDsOKEEK1WW/6v0vJFu7q6chybMRWGl72kpEStVgsCm2cqbFsYQoharbZwuc7OzhW052XM0KfJzMys9JzatWsvWLAgOTm5ip8pyzKrv5b4l8edMC1NivKUBzVS5M/JsOJsEyHDik9Mok1/pVvuin1ZvDyLYcXLMCxdo9GwSoQML7sgCAwTIdsWhrBIhFWBvUZNk5kvf5FOF7TGdbMfap580YyOPCwVOvpegQAOyrQGPS8vb9KkSdHR0W5ubqIoBgcH9+jRY/fu3crEZo2GH6ATEoQwDebI2JVW/nKXEG5iKvZdA3BEJgyNSpLUqVOnkJCQ6dOnR0ZGOjs7379/f+/evX369Pnxxx+7du2qXJRW4sdL0j09GdYI3UE79HFzIWZN6Yv1+ARf3OUAOBYTEuHJkydlWV63bt3Dw/qtW7eOiIj47rvv7D4RFpaSD49KqzsJIvKgPfJxItOThKH76eEeIo9UCOBITGjURVHU6/WUPjp8VFxcrFLZ/0vZJ6bSrqFcS7x313690oDXiOSrc9h3DcCxmNAjbNy4sb+/f7t27QYPHhweHq5Wq/Py8g4cOLBs2bL169crF6I1OJMn/3hJOtPX/vO9I+MI+bKV0H6DsUdtPgjLCgEchgmJkOO4jRs3Llu2bNWqVTdu3NBqtQEBAS1atNizZ098fLxyITInE/LGQTotUajlzDoUUFiMN/dKff7Do/T79tg6D8BRmLaO0NXV9Y033njjjTcUisY6fXdeKjGSfzfAs0GHMLGpELPGuOe23C4Iw+AADgGNeyUeGMi4FOmLVgImUDgIjUjmNedHHKSleFYI4BiQCCsxNoX2iuCa1UIadCB9I/kwDVl0FpkQwCEgEVbk+D15zRVpaiIeFzmc+S2F6Wn0TgnrOABAeUiEjyXJZMRBOjtZ8GWz+yawVM+TG1KPH5+CvWYA7B8S4WN9fU4SODKkPi6Rg5rYVNhyUz6SU9PXswCAlUMr/8/y9GRiKl3QWsCzQYflriIzk/k3D1EJqRDAriER/rPJx2mfCD7OB3nQob0QxbuKZNl5zJoBsGdIhP/g3AOy6pI0BXNkHB5HyGcthAkpNN/AOhQAUAwS4T9475g8Nh77yAAhhMT7cj3D+anHMWsGwG4hET5q523uwgMyPBpXBv40LUlYcVE69wCPCgHsE5r7vzFK5P1U/tPmnBoXBv5Sy5l8GCeMOoxOIYB9Qnv/NwsypEAX+elQ1nGAlXkzhr9QQDbfRKcQwA4hEf7XfT2ZeZLOScQUQXiUmidzm/PvHsYGpAB2CInwvyak0v51+Bgv1nGAVepem6/tRpZkIhMC2JsaJcItW7asW7fOXKGwlZEvr7kiTWyKJRPwWJ+2EKal0Vw96zgAwKxMeB9hcXHxihUrHj6yZcsWvV5/586d2NjYFi1amDs2i3rnEB0fL/g6EZ2OdShgrRp5cf0i+SnH6fyWuGECsB8mJMKCgoKhQ4fGxsaqVKqyI3fu3JEk6c6dO4MGDbLpRPjHdSlLS4Y1wkAxVGJKotDo59IR0XwDT+w6BGAnTEiEtWrVmjJlyvr16xcsWJCcnEwImTNnTlFR0dSpUxULzxIMEnnviDS/pSAiD0JlfJ3Ih3HCB0el37ugUwhgJ0xo+wVBmDhx4vLly996662hQ4cWFhYqF5YlLcqQojzIU6G4wYcqeSOaP3Nf3n0bSykA7ITJnaCYmJj9+/dHRUU1b9784MGDSsRkSfkGMuMknd0Md/dQVU4CmZnMjzyMt1IA2InqjAYKgvD+++//9ttvXl5eMTExZo/JkmaeoD3D+cbe6A6CCZ6rw2tEsvISllIA2AMTnhE+on79+t9++635ImHgplb+5px0ok/1LwI4rHnNhWd30L4RvCu+PgA2zgz/iBctWhQTE9O2bdsKzikoKFi7dm1qamrZj/7+/j179qzgfEoppYpv7TjmqDwimgtylh4uilLKcRzHsekjWqbijytalmWGpbMt2tTSk3xJi1rkk1PGMXE1+qowrDjb0suKdsx/aA77Fy//X0vieb7Sr5kZEuEff/xBKa04Eep0uoyMjLt375b9GBQU1K1btwrOLy0tLS0trXlsFTiVR7Zl8aeSpEfKKS0tlWVZltk8/7FAxSsoWpZlnmczd5ZhxSml1St9Wjx5YhM/uI4c4Fz9bwvDirMtvaxoVomQbcU5jpMkNuPqbCtOCLH8X1ylUglCJbNAzJAIN27cWOk5/v7+48ePL1t0URWlpaXOzsq+D3DcCePkRN7f/R/afVEURZHNgJcFKv44PM/Lsuzk5MSkdIYVL+uXVKP0hs5kSH06K50sal39yVYMK04IMRqNrEovK5phImRVcVmW1Wp1pU2zQti2MIQQtVrNpPSKVef2n1J6+/btS5cuabVaswdkGZtvyje15N8NsHIQamRcvPDLFbyqEMC2mZYJLl269MILL2g0muDg4KioKDc3t+jo6G+++Uah4BQiyWTsMTo7mccKeqghHyfyXqwwLgXTRwFsmAmpwGAwdOrUyd/fPyUlpbCwsLS0NDs7e+rUqdOnT//hhx+UC9Hsvr0guatIj3CkQTCDt2L4Y3flg9noFALYKhOehJ04cSIkJOTTTz8tP+Lv7//ss8+qVKoffvhh8ODBCoRnfiVGMjlV+qkTVtCDeTgLZFJTfvQxuvdfWEgBYJNM6BV5e3vfvHmzoKDgkeNnz5719vY2a1QKmndaahXAtfTHCnowmyH1+Pt6sv46OoUANsmEe9h69eq1bds2Njb22WefDQ8Pd3Jyys3NPXDgwKFDh/bu3atciGZ0V0c+T6eHeuDOHcxJ4MiMJP6Do7RrqIgHzwA2x7R/td99992SJUvy8/PXr1//3Xffpaamtm3bNiMjw1Y2Wpt8nA6O4qM80B0EM+sRzge6kBUXMWsGwPaY1jfief6pp5566qmnFIpGURceyD9fls72U7EOBOzT9CRh4C46oC7vjAfQADbFgcZxJqRKI5sIvmzWi4P9axXAJfpxX6SjUwhgYxwlEZ66L+/Plt+KcZT6AhMzk/mPT9H7etZxAIApHCUxfHiUjovnNZglA0pq4Mn1iuDnnGK2pTIAVINDJMJ9d+RzD8ir2FANlDe5Kf91pnRDi6UUADbDIXLD6GN0ehKvdoi6AmPBrtzQRvzkVDwpBLAZ9p8cfr8maUvJgDr2X1OwEh/ECutvSOl56BQC2AY7Tw9UJuNTpI+SBR5LB8FSPNXkw1hhIjqFADbCzhPhiouSlxN5JgxpECxqeDR/7K58JAedQgAbYM+J0CCRqcelWclY3gyW5iyQCQn8xFRMHwWwAfacCBdlSDHeXOsAdAeBgVca8Ne1ZOctdAoBrJ3dJsKiUjL7FJ2aaLcVBCsncGRiAj/mGEUmBLBydpsn5p2WOgfz8b7oDgIzA+ryBomsv45ZMwBWzT4T4T0d+TKDTmpqn7UDW8ERMi1RGJciSegVAlgx+0wVM07QgXX5unjdErD2r9qct5r85zI6hQDWy7REKEnS2rVrFy5ceOXKlfKD+/fv37hxo7kDq76bWvn7C9LYeEwWBaswNVGYlCqVIhUCWCvTEuFLL700YsSIlStXJiQkfP3112UHU1JSdu3apUBs1TQtTXqtIR/owjoOAEIIIe2CuDruZPl5ZEIAK2XC6xiysrI2bNhw7tw5Pz+/1NTUfv365eXlvf/++8oFVw1XC+Vfr0qZePsuWJMZyULPbXRQFO+K958AWB8T/l3evHmzYcOGfn5+hJDExMR9+/Z16tTJYDBoNBrFwjPZxFTpjRjBB2/fBWuS6Me18OcWnZVGNbHPp/IANs2Ef5ZhYWEXLlyg9M/NMkJCQvbs2bNq1aolS5YoE5vJzj2Qt2ZJ7zRGWwNW56Mk/uNTtKCUdRwA8D9MyBnBwcENGjTYsmVL+ZGAgICdO3e6u7u7uFjFE7nxKdKoJoIHhkXB+jTw5LqG8p+expNCAKtj2iOLffv2PXLE39//6NGj5oun+tJy5YPZ8nftMFkUrNTkpnzy78YR0byfM+tQAOAh9jOKOCGFjonHZASwXhHuXL9Ifu5p7MQNYF3MkDdiY2Ofe+658ePHV3BOTk7O9OnTa9WqVfZjeHh4xdNNdTqdSmXCEGdKLnf6Pr/yCYNOV/VfemzRoiiKIpuMamrFzchgMMiyLMtsNkFhWHFKqV6v53lL3BR+EM0lreeG1zP6O/95nRlWnPz1bWdVtCAIHMdm1wuGl12n00mSJAhsxq7YtjCEEEmy9NMBlUpV6dU2w7+Bjz76KCIiouJznJ2do6Ojw8PDy36sVatWxX8MlUpl0l9r4glpfDzn5myGPzCllGEiNLXiZlSWBVmVzrDiPM9LkmSZ0sNU5Pm68meZ5OPkPxMAw4qzLb2saFaJkGHFjUZjVZpmhbBtYcoCsHC5VbnHNUNz371790rP8fDw6NOnT3JychU/UxCEqn9R9t6RbxbLLzcQBXPc0wt/McNnVbd0VjU+87QAACAASURBVEXLsuyAFbdw6WMTSMya0lFNhBANZ+Gi/xfzrzqrRMi84g74D62sXIbf9gqYnAizsrJ++eWX69evl5SUBAQENGvW7Mknn7TMsNLjjD5KJzflRft53An2LNCFvFKfn31Kmt/SGlsEAAdkWvaYNWtW/fr1161b9+DBA57nMzMzhw4dGhcXd+fOHYXiq9T663JBKRlQB2kQbMaHccKPF6WrhXgnBYBVMG2LtU8++eTkyZNRUVHlB2VZHjZs2Jw5cz755BMFwquETMjEVDo9iefxngmwHX7O5PWG/KyT0uIn0CkEYM+EjtT169djYmIezoKEEI7jevbsefXqVTPHVTVrrkg8R3qGozsINuaDOGHtVekyOoUAVsCEFBITE5Oenr58+XLdQ2sUzp8//9FHH7Vq1UqB2CpBZTI5VZqeJKA3CDbHS02GNeI/SsNGMwDsmZAIPTw8/vOf/8ydO9fLyysyMrJRo0b+/v4JCQkJCQlvv/22ciE+zn8uSV5OpGso8iDYpHebCH9cly4U4gsMwJhps0Y7duyYnp6ekZFx7do1nU7n7+/fuHFjT09PhYKrAJXJtDRpER6xgM3yVJO3YoSP08VVwaxDAXBs1VlHGB0dHR0dbfZQTPLDBcnfhXQIwt002LB3GvNRP/Fn8+VGXvgmAzBjk9NMSiUyLU2anoTuINg2NxUZXp9OxZNCAKZsMhF+e16K8iBtA3ETDTZvaH2657Z08j6mjwIwY3uJ0CCRmSelKYnoDoI9cBXk95oIU4+jUwjAjO0lwq8ypWgv0sIf3UGwE8Oj+aN35WN30SkEYMPGEqGOklknpUlN0R0E++EskA/j+Gl4UgjAiI0lwsVnpeRaXHItdAfBrrzekD+dJx/JQacQgAFbSoQlRjLvtDSpqS3FDFAVap6MjuMnH8fL6wEYsKWk8mWG1CqAi/NBdxDs0Cv1+fMPyN476BQCWJrNJEKtkXxymo6Pt5mAAUyi4sm4BH4qOoUAFmczeeXzM1KnEL4JuoNgv4bU429qye7b6BQCWJRtJMKCUvLZGTohwTaiBagegSPjEvjxKegUAliUbaSWT09L3cL4Bp7oDoKde74uf19PtmWhUwhgOTaQCPP05MsMOhGTRcEBCByZ1JSfmIpOIYDl2EB2+fQM7RXO13FHdxAcQr9IvsRINt5ApxDAQkxLhHq9/ptvvunatWtMTExERETLli3ffPPNzMxMhYIjhNzXk0VnpXGYLAoOg+fIxKb8pFSKTAhgGSa8j1CW5e7du+fm5r744ovh4eHOzs7379/fu3dv8+bNN2/e3LJlSyXim3uKPhvJR6A7CI6kdwQ/66S07prUMxy3gACKMyERpqenX7t27fTp02q1uvzg888/Hx8fv3jxYiUS4T0dWZoppfSqztuDAWwXR8iEBH5citS9Ns/jJhBAYSbcb+r1ejc3t4ezYBlvb2+9Xm/WqP708Sk6oC66g+CIutfmXQTyy1XsxA2gOBM6W/Hx8aWlpf369XvllVdq167t7Oycm5t74MCBGTNmLFu2zOyR3dORZeeltN7oDoKDmpIojDpM+0agUwigLBN6hIIgbN++PTIycsSIEQkJCVFRUV27dt28efN3333XvXt3s0c28yR9IYoP1aANAAfVNZTzcyY/XUanEEBZpvW3/P3958yZM2fOHFmWdTqdi4uLQmFl67hvz0un+qA7CA5tYlNh2AHaL5IXMWkGQDHV/OfFcZxyWZAQ8slZ4aX6fAi6g+DYOgVzIa7kx0voFAIoiJPlmq5Watq06bPPPjt27NgKzgkKCvLw8HB1dS37MSoqqoLHikVGLmad6li3Un9nBiupdDqdKIqiyKYzWlRU5ObmxqRog8Egy7KTkxOT0hlWnFJqMBgUvbGrQKUVP3iXH3ZUlfK0XqVAp1Cr1Wo0GvN/btWKdnV15Tg2N7sMv28lJSVqtVoQBCals21hCCH/O93SJDpK3jqmWtqitOq/4uzsrFKpKj7HDM39hAkTIiMjKz4nICBg1KhR0dHRZT+6u7u7u7s/7mR3Qg50Lapbi81fS6VSMUyEhJAKroyi2CZCwq7ilFK9Xl9+l2Z5FVf8KXcSdc649o7m3w3Mnwk5jmPVLHIcp9FoWCVCwu77Jooiw0RImLYwpMaJ8Nt0qZjI7u7OZgrqT2Zo7nv37l3pOWq1umHDhomJiVX8zFBX7KoB8KepicKAnfTFerwaTwrBgZUYyexT0h9Pmv8ewuREePv27V9//fXmzZtFRUWBgYHNmzfv2LEjw9s6ALvXwp+L8SbfnJOGNUImBMe1JFNqVotL8DV/ujHt39XcuXOjoqLWrFlz584dvV5/8uTJIUOGJCQk5OTkmD0yACg3NVGYcULS4aUU4KiKjWTOKTpZmdcQmdAjvHXr1uzZs9PS0urXr19+UJbloUOHzp49e968eQqEBwCEEJLoxyX6cUszpbdi0CkER7TwrNQmkI/1UWT00YR/VNeuXWvcuPHDWZAQwnFc7969L1++bO7AAOBvpiTys09KxUbWcQBYnNZI5p2iExOUugs04XNjYmLS09N/+OGHssk/ZS5fvjxr1iyFXj0BAOXifLhWAdyis1hTCA7ny3SpfTAf463UZBQTEqGHh8fKlStnzJjh7e1dv3792NjY4ODgmJiYmJiYd955R6H4AKDc5Kb83FO0yIQ1VAA2r7CUfHqGTlKsO0hMnTXapUuXjIyM06dPX79+vaSkJDAwMCYmxsfHR6HgAOBhMd5ch2D+ywxpdByeFIKj+PyM9GQI39BLwbUJJi+f4DguNjY2NjZWiWgAoGJTmvJt1huHR/MeleyVAWAPHhjI/HS6r7uyO5zgvhLAltTz5J4K5T8/gyeF4BA+PUO71+YbeCq7VB2JEMDGTEzg56fTPEVehg1gRfINZGGGNE7Jp4NlkAgBbExdD65nOP/pGayuBzv38SnaO4Kv4674zmVIhAC2Z0ICvyBDuqtjHQeAYnL1ZMlZaYxF5oUhEQLYnnA37rk6/Cen0SkEuzXnJB1Ql49QvjtIkAgBbNSEBP7rc1JOCes4ABRwT0eWnbfcMiEkQgCbFOzKDazLzzmFTiHYoRkn6AtRfKjGQu81QiIEsFVj4oTl56UsLV7eCXbldjH57oL0Qazl0hMSIYCtCnIlL9Xn55zCmkKwKzNP0lfq88GulnvNrWmJUKfTffnll5MmTUpNTS0/uGPHjjVr1pg7MACo3Jg44cdL0k10CsFe3CqWV12S3o81/2voK2BaIuzbt+/ChQszMjI6d+48bdq0soOnT58+cuSIArEBQCX8nMmrDfgZJ9ApBDsxLU16rQHv72LRQk3YwO3q1aupqamXLl3SaDSXL1/u06dPXl4e3scLwNb7sUKD1aXvx/KRFploDqCc60Xy6stSZj9Lb6RrQo8wOzs7MjJSo9EQQurUqbNr164DBw68+eabsoxhGQBmfJ3IsGh0CsEeTEuTRkTztZwtXa4JibBOnTrnz58vfyuvt7f3tm3b0tLS0CkEYOvdxsJv16RLBbglBRt2sUD+7Zo0srFFnw6WMSER1qpVq2vXrvv37y8/4uHhsXnz5ri4OLySEIAhbyfyZowwLQ2dQrBhU45Lb8UI3k4MijbtJU8rV6585Ii7u/uGDRvMFw8AVMc7jfmon0oz85V9fymAQs49kLdlSQtas3nNJtYRAtgDDxUZ2QSdQrBV41Ok92IFVq+bNkMiDAgI+OCDD2r+OQBQE2/F8DtvSafv40kh2JhT9+WD2fLwRsw6ZqYNjf6jP/74w9/fv+afAwA1oRHJqFhhWpq0uhOD6QYA1Tb2GB0Tz7uaIR1VkxlKbtasWc0/BABq7o1ovt4Z48n7cpwPnhSCbTh2Vz6dR37pzPI5ncmJMC0tbfXq1Tdv3iwqKgoODk5KSurfv7+rq6sSwQGASZwF8l4TfnKq9GsXdArBNow5Rick8E5Mv7CmJeGRI0d27tz59u3bkZGRycnJLi4uixYtql+//pUrVxSKDwBMMrQRfzxXPpyDJ4VgA/bdka8VkSH1GE/b5Kq+L8yVK1dat26dlpYWEBDw8PExY8YUFBQsWLCggt/18/MzGAyC8GfSb9iw4datWys4v6ioyM3NrYqBmZdOpxNFURTZDFczrLjBYJBl2cmJxSoephWnlBoMBhcXy25u+BclKv7tJeHXG/zv7UsrPVOr1ZbtFWV5Wq3W1dWV49gM4TL8vpWUlKjV6vLG0MLYtjCEELVa/fDBp3eqX65LnwtX8LWazs7OKlUls1FNaO6zs7OjoqIeyYKEkCeeeGLZsmUV/25kZOTs2bMTEhLKftRoNI9cjv/l7u5e9djMSKVSMUyEhF3F2SZCwq7ilFK9Xs9weN/sFR8eRxZeNB4rdOoYXEma4TiOVbPIcZxGo2GVCAm775soigwTIWHawpC/J8KNN+R8I305xoln/UTbhA5pXFzcxYsXZ8yYkZ2dXXaEUrpnz57Ro0d36dKl4t/lOM7d3d37L5VmQQCoNoEjExP4MccohkfBasmETDlOpzTlmWdBYlIidHFx2bBhw86dO4OCglxcXLy9vUVRHDBgwIABA15//XXlQgQAUw2oyxsksv461teDlfr1qmSUSZ9Iq9jUxbQBwISEhO3bt9+/fz8rK6ugoCA4ODgsLIzhKCIA/COOkKmJ/LgU6Zkwq7jjBniYJJOpx6UZyYKVfDerk8N8fHywyzaAletem591UvrpsjSwrlXcdAOUW3VJ0qhItzAryYM12GJtzpw5Bw8eNGMoAGBes5KFScelUoyPgjWhMpmWJk1LtKKlrtVPhKmpqbdv3zZjKABgXm0CuQg38u15ZEKwIt+el0I0pNIpzZaEMRMAezYjWZiSJpUYWccBQAghREfJ1DRpepIVdQcJEiGAfUvy45rV4pZkolMIVmFBhpTox7X0t6LuIEEiBLB70xL5WSdpYeX7zAAoq6iUzDtNpyVaXd6xuoAAwLxivLknQ/jPz6BTCIx9kk6eCuVjvK2rO0iQCAEcwdREfn46va9nHQc4sHs6svgcNyHBGpNO9WNKSEgIDAw0YygAoJAId+7ZSP7jUwpubQxQsZmnyfN15DruVtcdJDV5Me/o0aPNGAcAKGpCgtDkl9I3ovkQjTW2RGDfrhXJqy5zJ3qyjuMxrLGXCgBmF+RKXq7PzzqJJ4XAwKRUaVhD2d/ZSveBRyIEcBSj44X/XJYuF1ppYwT26twDefNN6e1o1nE8HhIhgKPwdSIjovlpaegUgkWNPip9ECt4VPJyXJaQCAEcyKgmwuYbUnoeOoVgIUfvyqn35OHRVp1rahScTqcrKSkxVygAoDR3FRkTL4w+humjYCFjjtFJTXln69pS7VE1SoTz58+fOXOmuUIBAAsY1ojPzCc7b6FTCIrbmiXf1JIh9ay6O0hMWj5x9+7dFi1aPHwkPz9fluWVK1f++9//HjNmjLljAwDzU/FkehI/+hg90hOv1AYFyYRMTKUzknjR2vOgKYlQpVLl5+c/88wz3bt3Lzuybt26kpKS/v37N2jQQJnwAMD8nqvDf35G+vmy1M2fdShgv9ZckahE+kRafRo0aWjUy8srIyOjuLj4+++/b9WqVb9+/Zo0aRIdHd2vX7/Y2FjlQgQA8+IImZEsjEuRDJhACsoolcj4FGlGsmAT2zeYlqsDAgLWrFnz4osvdujQYenSpQrFBABKax/ENfAkyy5a9xwGsFlLMqU67qRLiE3kwWpNlunXr9/Bgwd3796NmTIAtuvj5sLcDOGBgXUcYHcKS8mME3RGss3cZlXzabmfn9+PP/6YkZHh5eVl3oAAwDIaeXFPBkkfn6LW9rpwsHWzT9KuoXyCr210B0kNl09ER0cHBwebKxQAsLAJscbFZ6UbWiylALO5VSwvPitNbmoDc2TKmSHWRo0aTZkypeafAwAWFuRCXm/ITz2OOTNgNhNSpKGN+NpuNtMdJDV5DVO5Tz/9NCwsrOafAwCWNyZeaPBzaXqeNb43HGzO2Xx54w0ps58V7yv6T8zQI+zatWtMTEzNPwcALM9dRT6IFcYcQ6cQzGDUETo2XvBUs47DRCb3CK9du7ZmzZobN26UlJQEBgYmJiY+88wzgoCH7QC2ang0/2WGcectuWMwOoVQfbtvy+fyyW9dbOnpYBnTIp42bVpMTMyuXbuMRqO7u/v169fffffdxo0b37p1q+JfNBqNWVlZl/+Sk5NTg5gBwJzUPJmWyI85RjFnBqpNksl7R+jsZrza9vIg4WS5ql/+GzduJCYmHjlyJDIysvygLMtvvvmmKIqfffZZBb/r7++vUqnU6j87zFFRUb/++msF5xcVFbm5uVUxMPPS6XSiKIoim20YGVbcYDDIsuzk5MSkdIYVp5Tq9XpXV1cmpTOsOCFEq9VqNBpCiExIp22qNxvS3mEWGiPVarWurq4cx6YPyvCyl5SUqNVqVqNoylV81VV+6QVhZ5fSx/1FDQYDIaQ8C1iMs7Nzpe25Cc39zZs3o6OjH86ChBCO45555plKd5mJiIhYsGBBcnJyFcuSZZnV11T8C5PSGVacbSJkWHFKqUqlYpUIGVa8THnpH7eQX9lL+zcQLXZHr9FoWCVChpddEASGiVChiuso+eiMcUV7wd3tsQ0Iq0RYFSZ85Rs3bpyRkbFkyRKtVlt+8MyZM1OnTm3Tpo0CsQGA5bQL4hp4kaWZmDUDJpufLiX6cU8E2uozZhMSobu7+5o1axYvXuzj4xMaGlq3bl0vL6+WLVu2bNnyrbfeUi5EALCM2cnC9DRaUMo6DrApeXoy7zSdnmSDzwb/YtoAYNu2bdPS0i5cuHDjxo2ioqLAwMDo6Gi2AzsAYC5NfLhuYfwsm9olEpibfoL2jeAbedlqd5BUb0F9vXr16tWrZ/ZQAIC56Ul83Frjaw35SHcbbtfAYi4VyN9fkM70tbEV9I+ofmd24cKFKSkpZgwFAJgLduXeaSx8cBRPCqFKRh2R3o8VAlxYx1Ez1U+Ee/bsuXbtmhlDAQBrMKoJn3pP3nMbqwqhEjtvyafvy2/H2PDTwTI2XwEAMC9ngcxK5t85TLHAHipAZTLyMJ3Xgney/QfKSIQA8Kjn6vAeKvLteQyQwmMtzZR8nUivcHtIIvZQBwAwu89aCuNTKN5fD/8o30CmHqeftbT9ziAhBIkQAP5Rgi/3dBg/8yRlHQhYoynHaa8IPtbHTqYWIxECwD+bmSx8c0668ACPCuFvLhbIKy5Kk5vaSXeQ1CQRRkVF+fj4mDEUALAqAS5kZGNhNF5VCH/39iE6Nt7ml0w8rPpbS3/00UdmjAMArNCoJnzjX4zbs+TOIXYyCAY1tD1LPv+ArO1sV6OJdlUZADAvJ4HMSObfO4KlFEAIIUaJjDxMP2sp2MGSiYchEQJARfpF8l5OZNk5DJACWXhWCnAhz4TZ2/AAEiEAVOKT5sKk41hK4ehy9eSjE/Rze1ky8TAkQgCoRFM/rnttfkIqllI4tHHHaP86fIy3vXUHSU0SocFgyMjIuHPnjhmjAQDrNDNZ+PmylJaLR4UOKvWevO66NDXRDruDxKRESCkdPHhwcXExIWTLli2hoaGNGzcOCgrq27evXq9XLEIAYM/HiUxLEobupxJSoeORZDLiIJ3dTPBSsw5FGSYkwrNnz546dcrV1ZVSOmTIkM8//9xgMNy5c6e4uPiLL75QLkQAsAav1OdFjnx7AbNmHM6STEnFk0FRdvsozYSKabVaQRAIIbdu3QoMDBw4cKAoigEBAaNGjTpy5IhiEQKAVeA5suQJYewxek/HOhSwoFw9mXKcftlKsMNng38xIRE2adLkxo0bBw4cCAkJKS4uzs7OLjt+5MiRwMBAZcIDACvSxIfrF8mPT8GsGQfy3hE6KIqPs5dtRf+RCTvLuLq6LlmypGvXrk8//XTDhg2bNGnSrl27u3fvXrhw4cCBA8qFCADW46NkIXqN8UiO3NzfnltGKHMwW956U854tvp7kNkE08Z8+/Tpc+LEiejoaI1Gk5iYqNFoBg4ceO7cuYiICGXCAwDr4qEiM5L4EQex14z9ozIZcZB+0oL3tNM5MuVMzvN169adPHmyApEAgG0YXI9ffl76KlP6v0Z2O3sCCCFfpku+TqR/Hfv/K5uhhlevXs3Nza355wCATeAI+bKVMOk4zSlhHQooJruEfHSCftHKPhcOPsIMiTApKWnmzJk1/xwAsBUx3tygKH7MMcyasVvvHqb/bsA38nKIJ8FmeAR67tw5Z2fnmn8OANiQyU2F6DXGvXfktoEO0VY6lH135P3Z8tI2dj5HppwZeoS+vr4ajabmnwMANsRdReY25988SEuxwt6+6Cl5fT/9vCWvcZQ8aGIiNBqNP/3007PPPtu8efOYmJjOnTuPHTv26tWrysQGAFatfx0+3I2bdxqZ0K7MOEGjvbhe4fY/R6acaRm/b9++Fy9efP7553v37q1Wq+/fv3/gwIH4+PgdO3YkJiZW8ItarXbbtm1Xrlwp+9HPz699+/YVnC9JkiSx+dcl/YVh6ayKlmXZMSvOvHQmRZul9PktSNLvtEeY3NDEh0llRXMcm2FV5n9xq634uQfyorNSSk/e7Nen7AMtf9l5vvKMzslyVVcDnT17tnv37qdPn3ZxcXn4+Pz589PS0pYvX17B74aFhdWrV8/b27vsx5CQkFmzZlVwflFRkZubWxUDMy+dTieKoiiyGRRgWHGDwSDLspOTE5PSGVacUqrX611dXZmUzrDi5ir9i0x+Qxa/qZPRpKa9qKhIo9GwygcML3tJSYlarS7brtLyKq64JJOndoj9w6V/1zN/ujIYDIQQtdrSaxLVanWl7bkJzb1Wq/X19X0kCxJCQkJC9u/fX/HvBgUFzZ49Ozk5uYplUUpZNUw8zzNMhAwrLooiw0TIsOKUUkEQGJbOqmhCiCRJNS/9/QTy+03j6pvOL9c3YTCtrGhWiZDhZec4jmEirLjiCzMkiUhvxKp5Bf4sZY2q5RNhVZjwxY2Pj3/w4MFLL720Z8+e69ev5+TknD179quvvnrjjTf69++vXIgAYM14jix+QhhzjGZjWaEtu11MpqTRb9oKSmRBK2dCIhRFcceOHa6urv369QsPDw8ICIiPj1++fPn8+fP79u2rXIgAYOVifbiX6vMjD2NZoQ0bcZAOa8RHO8bCwUeYNgAYEhKycOHChQsXlpSUaLVaPz8/hcICANsyKUGIXWv847rUvbYDzTa0G2uuSJn58qoODrNg4u+q+ZV1cXFBFgSAci4i+a6dMOyAdF/POhQw0T0deesQXfqE4OQQ+6n9g+rfu40cOXLr1q1mDAUAbFqrAK5PBPcuBkhtzRsH6aAo/gkH3iGo+onw1q1bhYWFZgwFAGzdrGThQLb82zUssbcZ665JJ3LlKU0dtTNICDHLFmsAAGVcRfJVG+GNg1IeBkhtQa6e/N8B+nUbwcVBHw7+CYkQAMypfRDXM5wbdQQDpDbgjYP0+boOPShaBokQAMxsdrKw+7a86QbeYW/VfrsmHb8nT0t06EHRMkiEAGBmbiryTVvh9f00FwOk1uqujow4IC1r6+iDomWQCAHA/DoEcf3rcK/twwCplRp+gL5Yj2sd4OiDomWqnwi7desWFRVlxlAAwJ58lCRcKpBXXMQMUqvz9TnpUoE8BYOif6l+r3jIkCFmjAMA7IyTQH7sIHTaaGwTyIW7oedhLS4XymOP0R3dRDUGBP+CKwEASonx5kY2FgbvphTzZqyDJJOX99AJCUITH9ya/BcSIQAo6P1YnhDy+RkMkFqFuRmis0DeiEHL/ze4HACgIJ4j37cTZp+iabnoFTJ27K689KKwrK2AzuAjkAgBQFkR7tz8lsKAnbSolHUoDqyglDy/i85rWhqiQR58lMmJMC8vLzc3t+y/9+7du3Hjxry8PHNHBQB2pX8dvk0g98ZBrKZgZvgB2iWE6xmGMep/YFoinD59uq+vb2Bg4JdffjlixIi+ffsOHz48Jibm2rVrCsUHAPZhfkvh6F35B6ymYOGrTOlkrjyvOdZL/DMTEmFOTs7nn39++vTpmzdvrl69Oj09/caNG1evXu3Xr9+XX36pXIgAYAdcRbK6kzDqMD33AA8LLSo9Tx6XQld3wiYyj2VCIrxy5UpycnJMTExAQEC7du26dOni7OxMCOndu/fly5cVixAA7ERjb25yU+GFXdSAbqGlFBtJ/5304+ZCIy88GnwsExJhYGDgmTNnioqKKKVpaWlpaWllx9PS0gICApQJDwDsyvBoPsIdL++1nLcO0UQ/bkg9zIusiAld5fDw8NatW4eHh7u6uvbs2fPSpUtt2rTx9fXdunXr3r17lQsRAOzJsrZC8m/GBA/+lRjWodi77y5IB7LlYz0xJFoJ0y7QihUr9uzZQwjp0KGDVqv9+uuvi4qKpkyZEhcXp0x4AGBvPFRk3ZNCmz/EhEC5qR/G65Ry8r78wVG6s5vopmIditUzLREKgtCxY8ey/3Zzc3vnnXcUCAkA7FwDT25OgnHALv5YT95TzToae5SnJ3230y9aCjHeuNWonBkGjn/55Zfy54UAAFXxbLj0VAj34h7sQmp+kkxe2G3sE8E9VwePBqvEDJdp5syZmzdvrvnnAIBDmduczymRZ5/EFFIzm5hKdUYyIwmrBqvKDA9RU1JSav4hAOBo1Dz5uZPQYh2N8Sbda6PvYh6/X5N+uCgf6ymKuKJVVs1LZTQai4qKzBsKADiaUA33Syfh1b30TB6GSM3g1H359f10TSfB34V1KDbFtESYnZ397rvvhoaGOjk5ubu7u7m5dezYcf369QoFBwB2r7k/t6C10GMrzSlhHYqNu6cjfbbTT1sIybUwQcY0JgyNGo3Gjh07xsbGLl++PDIy0snJ6f79+/v27XvllVeWLl3aq1evCn43Nzf3888/DwoKKvsxLCxs6NChFZyv1+vVVSpNnQAAIABJREFUajaTyfR6PaWUUjYLfhlW3GAwyDKzu3KGFaeU6vV6QWDzQIVhxctKV6nYTK7X6/WiKHIcRwjpEUxSwrne2wybOstOFvk7sG1hZFk2+/dNR8m/tnIvRJK+oVSvr6h0hi0MIcTyjYxKpeL5Srp8JiTCkydPurq6rlq1qvxIWFhYXFxcQEDAqlWrKk6EHMd5eHh4eXmV/Vi2NxsAQJnJ8XL/Pfw7R8milhgjNZlMyNBDfKQ7GROLmUfVYUIidHZ2fvDggV6vd3Jyevh4Tk6Oi0slA9I+Pj4vv/xycnJyFcsyGAyPlGIxsiyLoiiKbPZiYFhxjuNkWWZVOsOKl/X+HbDihJDS0lJWpZcVXdYjLPNjR9J2vXHuWX5cvOLTPBhedkmS1Gq1eXuEU9Ok61pp5zOic2WfyraFIYQwHP+ogAnNfUxMTFRUVPPmzQcOHBgZGeni4nLv3r39+/evWbNm27ZtyoUIAI7ATUU2PCW2/sMYqiHYG7PqvrsgfXteOtSj8iwIj2Nav+e3335btWrVzz//vHLlSp1OFxAQkJSUdOzYsfr16ysUHwA4jiBXsvVpod16GuDCdQ3FjI/Kbbghjz5Kdz0jBmCaaA2YlgjVavWQIUOGDBmiUDQA4OCiPLhfuwg9tho3PiViJ9KKHb0rv7zH+FsXsSFesVQz1R9/0Gq1paWlZgwFAIAQ0qwWt6i10GMbvVSAiTOPlZEv99xq/L692CoAWbCmqp8IX3nllXXr1pkxFACAMr0j+IkJfJdN9IYWufAf3NDKT2+mHzcXMIBsFnhPFQBYo9cb8iVG0mkj3fOMGOTKOhprcqtY7ryRjmzMD4rClCLzwHUEACv1dmP+/xryHTYYs7HpzF9ySkiXjXRIPf6dxmi9zQaXEgCs17tN+H51uKc2Ge8/frcUx5FTQjpuNA6sy49VfqmlQ8HVBACrNi1R6BzCPbnJeE/HOhSm7upIx43G/nX48Qlot80MFxQArN3c5kLXUK7deuOtYgedO3OnhHTaaOwbwU1AFlQArikA2IDpScKL9fi26+mVQofLhZcL5Sf+MA6ow09JxOYxiqj+rNG33367du3aZgwFAKACH8bxnmrSZj3d3FVo7O0oywbS8+RuW+jYeH5oQ/RblFL9RNiqVSszxgEAUKn/a8RrVOTJTcZ1T4pJDrDvzIFsue924xethH6RyIIKwsUFAFsyOIpf1Frottm49qqdv3Lot2tSn+3GH9qLyIJKw4J6ALAxPcP5MA3Xaxs9/4CMjrPDJCETMuuktDBD2vCUQ3R8mbPD7xAA2L2mftzhnsIvV6SBu6iOso7GrPSUvLSHrr4sHeguIAtaBhIhANikYFdu979EPSVPbbKfrWduF5N2G4wGiRzsLtZ2Qxa0EJOHRu/fv//HH39cv35dp9P5+/snJSW1bt1aicgAACqmEcmaTsKU4zTxN+N37YROwbadOXbckofsocMa8WPjeduuia0xrUe4YMGC2rVrL1iwID09PSsra/v27T179mzVqlVubq5C8QEAVIDnyJREYUV7Ycge+vYhWmqbE2iMEpl8nA7ebfymjTAOWdDiTOgR3rlzZ9KkSQcPHoyNjS0/aDQaX3nlldmzZ8+ZM0eB8AAAKtc+iEvrLQ7ZY+y80fhjByFEY0up5IZWfn4XdRbI8d6qQLxongUTeoRXrlxp0qTJw1mQECKK4vPPP3/hwgVzBwYAYIJazmT9k+JToXzT34zfnpdsYvsZmZBl56Wk34w9w/mtT4vIgqyYkAgbNWp0+vTpX375hdL/TtK6devWvHnzkpKSFIgNAMAEPEfGxvNbuooLMqQuG40XrfsF9xceyJ02GBeflbY+Lb7XBMOhLJmQCL28vJYvXz5q1KhatWrFxcU1a9YsKioqMjIyKCho1KhRyoUIAFB18b7c4Z7iM7X5luuMs09KRut7algqkRknpFZ/GHuE84d6iHE+SIKMmTZrtHv37t26dTt69Oj169eLi4sDAgISExMDAgIUCg4AoBoEjoxszPcO54YdoN9fkGYm8z3CrWKpmEzI2uvclFNyfQ85pZcYjgUS1sHk5ROCILRs2bJly5ZKRAMAYC4R7tymruL2LPn9o3TmSWl2M6FtIMvEcyBb/vAozdPxc5O5HhF4j4QVMcNd0vTp0zdt2lTzzwEAMLvOIVxKL3FoQ37wbtp1s3F7lqUfHMqEbLohd95ofGkPfSOaP/Yv+kyYhUOASphhr9HMzMyQkJCafw4AgBIEjrxUn38+il91SRp5mKp4Mrye8EJD4qLwXsvFRvLDRemzM5KLQN5pzA+sy6t4UmIvm+DYEzN8EVasWFHzDwEAUJSaJ0Pq8S/W4zffkD85yX+YVto3kh9Sj28VwJl3wJTKZNct+T+Xpd+uSm0C+cWthXZBeBZo1fD2CQBwIBwhT4dxT3iVFvBOKy7Kr++jRUbydCj3dBjXKZh3U1X/k+/ryf470uab8tqrUoQ7178OP7mpGGpTS/sdlhkS4eLFi2/dujV16tSafxQAgGWEaLgP47gP4/hzD+SNN+QFGdKg3bS+Jxfvw8X7cgm+XCNvztfpsb8uyeSGVr5cSC4VyCdy5T235RtauVUA1z6IP9RDjHRH/rMlJiRCSZIePHjwv8fz8vJKKhv2vn379gcffODt7V32Y1BQ0OzZsys4X6vVcmYerqgqnU4niqIosukrM6y4wWCQZbm0tJRJ6QwrTinV6/WSxGa5GcOKl5XOsGhZllnV/eHLHiKQ1yLIaxGkxEgyCviTedyJHO7789yFAq6Ycr5Osq8T8VXLAk9kmTwo5QghhaXkRjHn50Qi3aQIjdzYS16YLMV6y8JftSkqemzRJSUlarVaENjMGmXbwhBC1Gq1hct1dnautD03obnPyckJCgr6x//rvffeq/h3PT09u3TpEhUVVfZjUFCQq6trBedTSis+QTk8zzNMhAwrLoqiLMtOTo+/B1YSw4pTSgVBYFg6q6IJIZIksSq9rGiGdz//W3FXQtp4kDah/z1ikMg9nXxPR3L1XNmmbV5qmRCiEUmEO+csEEJ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      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(sin, 0, 2π,\n",
    "    xtick=(0:0.5:2π, [\"$i a\" for i in 0:0.5:2π]),\n",
    "    ytick=-1:0.2:1,\n",
    "    xrotation=60, ## -> rotate xticks 60 degree\n",
    "    yrotation=90,\n",
    "    # rotation=60, # x,y ticks rotation\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Formatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(exp, 0, 10, yformatter=:scientific)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### axis range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(sin, 0, 2π, xlims=(-10, 10), ylims=(-2,2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aspect ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\" transform=\"translate(526, 47)\"/>\n",
       "</g>\n",
       "</svg>\n"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Random\n",
    "\n",
    "s = bitrand(10, 10)\n",
    "heatmap(s,\n",
    "        aspect_ratio=:equal,\n",
    "        c=:blues,\n",
    "        colorbar=false)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### axis flip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "<polyline clip-path=\"url(#clip490)\" style=\"stroke:#009af9; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"211.758,147.058 361.13,147.058 \"/>\n",
       "<path clip-path=\"url(#clip490)\" d=\"M399.868 166.745 Q398.063 171.375 396.35 172.787 Q394.637 174.199 391.766 174.199 L388.364 174.199 L388.364 170.634 L390.864 170.634 Q392.623 170.634 393.595 169.8 Q394.567 168.967 395.748 165.865 L396.512 163.921 L386.026 138.412 L390.54 138.412 L398.641 158.689 L406.743 138.412 L411.257 138.412 L399.868 166.745 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip490)\" d=\"M418.549 160.402 L426.188 160.402 L426.188 134.037 L417.877 135.703 L417.877 131.444 L426.141 129.778 L430.817 129.778 L430.817 160.402 L438.456 160.402 L438.456 164.338 L418.549 164.338 L418.549 160.402 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(x->x, 0:0.01:2π,\n",
    "    proj=:polar,\n",
    "    xflip=true,\n",
    "    yflip=true,\n",
    "    # flip=true # x,y-flip\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Font"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Measures, LaTeXStrings\n",
    "\n",
    "plot(sin, 0, 2π,\n",
    "    title=L\"y = \\sin(x)\",\n",
    "    titlefont=font(40), ## title\n",
    "\n",
    "    xlabel=L\"x\",\n",
    "    ylabel=\"y\",\n",
    "    xguidefont=font(30), ## x-label\n",
    "    yguidefont=font(20), ## x-label\n",
    "    # guidefont=font(20), # x,y-label\n",
    "\n",
    "    xtick=(0:0.5:2π, [\"\\$ $(i) \\$\" for i in 0:0.5:2π]),\n",
    "    ytick=-1:0.5:1,\n",
    "    xtickfont=font(15),\n",
    "    ytickfont=font(20),\n",
    "    # tickfont=font(10), # x,y-ticks font\n",
    "\n",
    "    label=\"Sin function\",\n",
    "    legendfont=font(12),\n",
    "\n",
    "    xlims=(0,2π),\n",
    "    ylims=(-1,1),\n",
    "    bottom_margin=5mm,\n",
    "    left_margin=10mm,\n",
    "    top_margin=15mm\n",
    ")"
   ]
  }
 ],
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