{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Adams-Bashforth Multistep Methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "% TO DO\n",
    "% - For the (undamped) mass-spring system, replace orbit graphs by looking at the error in the conserved energy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**References:**\n",
    "\n",
    "- Section 6.7 *Multistep Methods* in {cite}`Sauer`.\n",
    "- Section 5.6 *Multistep Methods* in {cite}`Burden-Faires`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "Recall from {doc}`ODE-IVP-6-multi-step-methods-introduction`:\n",
    "\n",
    "```{prf:definition} Multistep Method\n",
    ":label: multistep-method-redux\n",
    "\n",
    "A **multistep method** for numerical solution of an ODE IVP $du/dt = f(t, u)$, $u(t_0) = u_0$ is one of the form\n",
    "\n",
    "$$ U_{i} = \\phi(U_{i-1}, \\dots U_{i-s}, h), \\quad s > 1 $$\n",
    "\n",
    "so that the new approximate value of $u(t)$ depends on approximate values at multiple previous times.\n",
    "(The shift of indexing to describe \"present\" in terms of \"past\" wil be convenient here.)\n",
    "\n",
    "This is called an $s$-step method: the Runge-Kutta family of methods are all one-step.\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will be more specifically interted in what are called **linear multistep methods**,\n",
    "where the function at right is a linear combination of value of $u(t)$ and $f(t, u(t))$.\n",
    "\n",
    "So for now we look at\n",
    "\n",
    "$$U_{i} = a_0 U_{i-s} + \\dots + a_{s-1} U_{i-1} + h (b_0 f(t_{i-s}, U_{i-s}) + \\dots + b_{s-1} f(t_{i-1}, U_{i-1})) $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **Adams-Bashforth** methods are a case of this with the only $a_i$ term being $a_{s-1} = 1$:\n",
    "\n",
    "$$U_{i} = U_{i-1} + h (b_0 f(t_{i-s}, U_{i-s}) + \\dots + b_{s-1} f(t_{i-1}, U_{i-1})) $$\n",
    "\n",
    "As wil be verified later, the $s$-step version of this is accurate to order $s$,\n",
    "so one can get arbitrarily high order of accuracy by using enough steps."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Aside.** The case $s=1$ is Euler's method, now written as\n",
    "\n",
    "$$U_{i} = U_{i-1} + h f(t_{i-1}, U_{i-1})$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Adams-Bashforth methods are probably the most comomnly used **explicit**, **one-stage** multi-step methods;\n",
    "we will see more about the alternatives of **implicit** and **multi-stage** options in future sections.\n",
    "(Note that all Runge-Kutta methods (except Euler's) are multi-stage: the explicit trapezoid and midpoint methods are 2-stage; the classical Runge-Kutta method is 4-stage.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most basic **Adams-Bashforth** multi-step method is the 2-step method, which can be thought of this way:\n",
    "\n",
    "1. Start with the two most recent values, $U_{i-1} \\approx u(t_{i) - h}$ and $U_{i-2} \\approx u(t_i - 2h)$\n",
    "\n",
    "2. Use the derivative approximations\n",
    "$F_{i-1} := f(t_{i-1}, U_{i-1}) \\approx u'(t_{i-1})$ and $F_{i-2} := f(t_{i-2}, U_{i-2}) \\approx u'(t_{i-2})$\n",
    "and linear extrapolation to \"predict\" the value of $u'(t_i - h/2)$; one gets:\n",
    "$u'(t_i - h/2) \\approx \\frac{3}{2} u'(t_i - h) - \\frac{1}{2}u'(t_i - 2h) \\approx \\frac{3}{2} F_{i-1} - \\frac{1}{2}F_{i-2}$\n",
    "\n",
    "3. Use this in the centered difference approximation\n",
    "\n",
    "$$\\frac{u(t_{i}) - u(t_{i-1})}{h} \\approx u'(t_i - h/2)$$\n",
    "\n",
    "to get\n",
    "\n",
    "$$\\frac{U_{i} - U_{i-1}}{h} \\approx \\frac{3}{2} F_{i-1} - \\frac{1}{2} F_{i-2}$$\n",
    "\n",
    "That is,\n",
    "\n",
    "$$\n",
    "U_{i} = U_{i-1} + \\frac{h}{2} \\left( 3 F_{i-1} - F_{i-2} \\right), = U_{i-1} + \\frac{h}{2} \\left( 3 f(t_{i-1}, U_{i-1}) - f(t_{i-2}, U_{i-2}) \\right)\n",
    "$$ (adams-bashforth-2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Equivalently, one can\n",
    "\n",
    "1. Find the collocating polynomial $p(t)$ through $(t_{i-1}, F_{i-1})$ and $(t_{i-2}, F_{i-2})$ [so just a line in this case]\n",
    "\n",
    "2. Use this on the interval $(t_{i-1}, t_{i})$ (*extrapolation*) as an approximation of $u'(t) = f(t, u(t))$ in that interval.\n",
    "\n",
    "3. Use\n",
    "\n",
    "$$\\displaystyle u(t_{i}) = u(t_{i-1}) + \\int_{t_{i-1}}^{t_{i}} u'(\\tau) d \\tau \\approx u(t_{i-1}) + \\int_{t_{i-1}}^{t_{i}} p(\\tau) d \\tau,$$\n",
    "\n",
    "where the latter integral is easy to evaluate exactly."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One does not actually do this in each case; it is enough to verify that the integral gives\n",
    "$\\left( \\frac{3}{2} F_{i-1} - \\frac{1}{2} F_{i-2} \\right) h$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See [Exercise 1](#exercise-1)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To code this algorithm, it is convenient to shift the indices, to get a formula for $U_i$.\n",
    "Also, note that what is $F_i = f(t_i, U_i)$ at one step is reused as $F_{i-1} = f(t_{i-1}, U_{i-1})$ at the next,\n",
    "so to avoid redundant evaluations of $f(t, u)$, these quantities should also be saved, at least till the next step:\n",
    "\n",
    "$$U_{i} = U_{i-1} + \\frac{h}{2} \\left( 3 F_{i-1} - F_{i-2} \\right)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "using PyPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Main.NumericalMethods"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "include(\"NumericalMethods.jl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import .NumericalMethods as NM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "function adamsbashforth2(f, a, b, U_0, U_1, n)\n",
    "    n_unknowns = length(U_0)\n",
    "    t = range(a, b, n+1)\n",
    "    u = zeros(n+1, n_unknowns)\n",
    "    u[1,:] = U_0\n",
    "    u[2,:] = U_1\n",
    "    F_i_2 = f(a, U_0)  # F_0 to start when computing U_2\n",
    "    h = (b-a)/n\n",
    "    for i in 2:n  # i is the mathematical index, so \"+1\" for Julia array indices\n",
    "        F_i_1 = f(t[i], u[i,:])\n",
    "        u[i+1,:] = u[i,:] + (3*F_i_1 - F_i_2) * (h/2)\n",
    "        F_i_2 = F_i_1\n",
    "    end\n",
    "    return (t, u)\n",
    "end;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Demonstrations with the mass-spring system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "f_mass_spring(t, u) = [ u[2]; -(K/M)*u[1] - (D/M)*u[2] ];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "using .NumericalMethods: y_mass_spring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 600x600 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "M = 1.0\n",
    "K = 1.0\n",
    "D = 0.0\n",
    "y_0 = 1.0\n",
    "v_0 = 0.0\n",
    "U_0 = [y_0, v_0]\n",
    "a = 0.0\n",
    "periods = 4\n",
    "b = 2pi * periods\n",
    "\n",
    "# Using the same time step size as with the leapfrog method in the previous section.\n",
    "stepsperperiod = 100\n",
    "n = Int(stepsperperiod * periods)\n",
    "\n",
    "# We need U_1, and get it with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only one step is needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_1step, U_1step) = NM.rungekutta_system(f_mass_spring, a, a+h, U_0, 1)\n",
    "U_1 = U_1step[end,:]\n",
    "(t, U) = adamsbashforth2(f_mass_spring, a, b, U_0, U_1, n)\n",
    "\n",
    "Y = U[:,1]\n",
    "DY = U[:,2]\n",
    "y = y_mass_spring.(t; t_0=a, u_0=U_0, K=K, M=M, D=D)  # Exact solution\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"K/M=$(K/M), D=$D by 2-step Adams-Bashforth with $periods periods, $stepsperperiod steps per period\")\n",
    "plot(t, Y, label=\"y computed\")\n",
    "plot(t, y, label=\"exact solution\")\n",
    "legend()\n",
    "xlabel(\"t\")\n",
    "xlabel(\"y\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[5.5])  # Make axes equal length; orbits should be circular or \"circular spirals\"\n",
    "title(\"The orbit\")\n",
    "plot(Y, DY)\n",
    "xlabel(\"y\")\n",
    "plot(Y[1], DY[1], \"g*\", label=\"start\")\n",
    "plot(Y[end], DY[end], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(true)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 600x600 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.0\n",
    "\n",
    "periods = 16\n",
    "b = 2pi * periods\n",
    "\n",
    "# Using the same time step size as with the leapfrog method in the previous section.\n",
    "stepsperperiod = 100\n",
    "n = Int(stepsperperiod * periods)\n",
    "\n",
    "# We need U_1, and get it with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only one step is needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_1step, U_1step) = NM.rungekutta_system(f_mass_spring, a, a+h, U_0, 1)\n",
    "U_1 = U_1step[end,:]\n",
    "(t, U) = adamsbashforth2(f_mass_spring, a, b, U_0, U_1, n)\n",
    "\n",
    "Y = U[:,1]\n",
    "DY = U[:,2]\n",
    "y = y_mass_spring.(t; t_0=a, u_0=U_0, K=K, M=M, D=D)  # Exact solution\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"K/M=$(K/M), D=$D by 2-step Adams-Bashforth with $periods periods, $stepsperperiod steps per period\")\n",
    "plot(t, Y, label=\"y computed\")\n",
    "plot(t, y, label=\"exact solution\")\n",
    "legend()\n",
    "xlabel(\"t\")\n",
    "ylabel(\"y\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[5.5])  # Make axes equal length; orbits should be circular or \"circular spirals\"\n",
    "title(\"The orbits\")\n",
    "plot(Y, DY)\n",
    "xlabel(\"y\")\n",
    "xlabel(\"dy/dt\")\n",
    "plot(Y[1], DY[1], \"g*\", label=\"start\")\n",
    "plot(Y[end], DY[end], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(true)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In comparison to the (also second order accurate) leap-frog method, this is distinctly worse;\n",
    "the errors are more than twice as large, and the solution fails to stay on the circle;\n",
    "unlike leapfrog, the energy $E(t) = \\frac{1}{2}(y^2(t) + Dy^2(t))$ is not conserved.\n",
    "\n",
    "On the other hand ..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This time with damping, nothings goes wrong!\n",
    "\n",
    "This is an example in **stability**;\n",
    "in future sections it will be seen that the the Adams-Bashforth methods are all stable for these equations for small enough step size $h$,\n",
    "and so converge to the correct solution as $h \\to 0$.\n",
    "\n",
    "Looking back, this suggests (correctly) that while the leapfrog method is well-suited to *conservative* equations, Adams-Bashforth methods are much preferable for more general equations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TBiwicgiVje3YcLgcADAv2fZ7r8738NQ4AMD32WUormsd8OcnIiIix8CARUQO4d97i6A3ikga5IfECJ8Bf/7ECB9cPSQQBqOI1TvyB/z5iYiIyDHYfoc4uYzalg58m1WCgppWNLbpMCLcG1OHBWFoiEbq0sjBGYwivthXCAC4V4LZK7PfTInFjrxqfLW/GE+nDR+QJhtERETkWPjbAV22dp0Br/6Ui0/3FKBdZ7Tc/nVmCf764zHcOj4CS+ckIEgzcHtmyLn8kleNsoZ2+LgrMWtkqGR1TB4aiLggT5yqasHaA8W4bwAbbRAREZFj4BJBuixlDW2Y++4uvL8jH+06I0aGe2NRahyWzByGKcOCIAjA1wdLMOef23CsjN3X6NJ8daAYAHDT2HColXLJ6hAEwRKqPtp1BkajKFktREREZJ84g0WXrLKxHXe8swvFdW3w9VDi1dvHYHpCMARBsFyTWViH363NxomKZvzqvd349MFJkuyfIcfV0KrDT0dMzS3uSIqSuBrg1vGReGVDLk5XtWBHXjWmDAuSuiQiIiKyI5zBokvS1K7D/A/3obiuDYMDPPD9Y1djxoiQLuEKAMZF++Grh1MwNsoX9a063L9mH6qatBJVTY7ou+xSdOiNiA/VIDHCW+py4KVS4LbxpoOHzfvCiIiIiMwYsKjfRFHE79Zm42hZIwK93PDxA5MQ5e/R6/U+7kp88uBEDAvxQlWTFou/zISBS6uoj77NLAEA3DY+sluAl8rcK6IBABlHK1Db0iFxNURERGRPGLCo377JKsH6nHIoZALeu3cCogN6D1dmGrUSb949Hu5KOX7Jq8GqbacHoFJydCX1bdhfUAdBAG4YEy51ORYjwr0xKsIHOoOIbzoDIBERERHAgEX9VNbQhj99ewQA8OT0oRgX7dfn+w4N0eCFm0YCAP656QRK6ttsUiM5jx8OlQIAJg72R6iPWuJqurpzQiQA4D/7iyCKnJElIiIiEwYs6pfl64+jqV2PsVG+eCQ1rt/3vyMpEhMH+6NdZ8TffjxqgwrJmXyfbQpYN461n9krsxvHRMBNIcPx8ibklDRIXQ4RERHZCQYs6rMDBbX47lApBAH4682JUMj7P3wEQcALN42ETADW55Rj9+kaG1RKzuB0VTMOlzRCIRMwJzFM6nK68fFQYnbnmVz/2V8kcTVERERkLxiwqE+MRhEvfm+acZo7IeqyWq0nhHnjVxNNTQJWbDxhlfrI+azPKQMAXDUkEP6ebhJX07M7J5jaxn+bVYp2nUHiaoiIiMgeMGBRn6QfLceh4gZ4usnxdNrwy368R6cNgVIuYPfpWuzhLBb1YEPn2VdzEkMlrqR3KXEBiPB1R1O73nJWFxEREbk2Biy6KFEU8c9NeQCAB66OQZBGddmPGe7rjjs6P/3/188nL/vxyLkU17XicEkjZAIwY0SI1OX0SiYTcHuSqdnFl/u4TJCIiIgYsKgPNh6rxLGyRni6yfHAVTFWe9xFqXFQyAT8kleDw2wSQOf46UgFAOCKwf4I9Lr8QG9L5oC181QNyhrYGZOIiMjVMWDRBYmiiDc6Z5juTRkMPyvuhYn088B1o03NCz7aecZqj0uO76fDpuV2s0ba7/JAsyh/D1wx2HRcwY/ZZRJXQ0RERFJjwKIL2l9Qh+ziBqgUMiy42nqzV2b3Jg8GAHx7qBR1LR1Wf3xyPDXNWuwrqAUAzLLj/VfnMh+C/H3nuV1ERETkuhiw6II+2JEPALhlXAQCbLBUa3y0LxIjvNGhN+IL7mEhAFtPVEEUgRFh3ojwdZe6nD6ZkxgGmQAcKm5AQU2L1OUQERGRhBiwqFfFda2Wzmj3W3Hv1bkEQcB9nbNYn+0pgNEo2uR5yHFszq0CAEyLD5K4kr4L0qiQEhcIAPiBywSJiIhcGgMW9eqTXQUwisBVQwIwPFRjs+e5fnQ4vFQKFNe1Ye+ZWps9D9k/vcGIbSc6A9bwYImr6Z8bxpj2E3KZIBERkWtjwKIeafUGfHWgGAAsM0y24u4mx/WdzS7+2/mc5JqyiurR0KaDj7sSY6N8pS6nX2aPDINSLuB4eRNOVDRJXQ4RERFJhAGLepRxtAK1LR0I8VbhmnjbzyTc1tnqen1OGVq0eps/H9mnLZ3LA6cMC4JC7lhvTz4eSkwdZlrW+ANnsYiIiFyWY/0GQwPmi72mhhN3JEUNyC+6Ewb5YVCAB1o7DNjQ2aKbXM/m3EoAQOowx9l/dS5LN8HsMogi9xMSERG5IgYs6qawphU78qohCMDcK6IG5DkFQcBt402zWN/y03+XVNHYjiOljQCAqcMdM2DNSAiBWilDfnWL5bUQERGRa2HAom7+e8A0e3X1kEBE+XsM2POa92HtzKvmmVguaGvn8sAxkT4ItMGRAAPBU6XA9PgQAMD32fyggIiIyBUxYFEXoihiXVYJAOD2zn1RAyU2yAsJYd7QG0WkH+UyQVez5UTn8kAH6x54vjmjTIcj/3S4nMsEiYiIXBADFnWxv6AORbVt8HSTI21E6IA//3Wdv5z+mMOA5Up0BiO2n6gGAKQ66PJAs9ThwXBTyHCmphUnKpqlLoeIiIgGGAMWdfH1QdPs1ezEMLi7yQf8+a8ddXaZYH0rlwm6igMFdWjS6uHv6YbRkb5Sl3NZvFQKTB5iOnTYfFA3ERERuQ4GLLLQ6g34sXPfyK3jIySpITbIC/Ghms5lghWS1EADz9w9cOqwIMhlgsTVXL5ZIzuXCTJgERERuRwGLLLYdqIaje16hHqrcWVsgGR1zE40/XK66RgDlqv4Jc+0PHDKsECJK7GO6QnBkAnAkdJGFNW2Sl0OERERDSAGLLJYn1MGwLRJX8pZhBkJpi5s205Uo11nkKwOGhgNrTpLS/OUOOcIWAFeKlwx2B8AZ7GIiIhcDQMWATAtD9zYuSTvus59UFIZGe6NMB812nQG7DpVI2ktZHu782sgikBckCdCvNVSl2M15pnY9COciSUiInIlDFgEANh+ohpNWtPywPHRfpLWIggCpieYWnVv5DJBp2cO0c4ye2WW1rkPa19BLaqatBJXQ0RERAOFAYsAnF0eODsxFDI7aDJgXia48VgFzxJycjtPmfZfpcRJt+/PFiJ83TEqwgeiyA8KiIiIXAkDFkGrNyDDvDxwtLTLA82S4wLg4SZHRaPWsj+HnE9Vk9ZyVpSUjVVsxbxMkPuwiIiIXAcDFmHHSdPywBBvFZIkXh5oplLILTMa205WSVwN2cqu06blgSPCvOHn6SZxNdY3a6RpJvaXvGo0teskroaIiIgGwoAErLfeegsxMTFQq9VISkrC9u3bL3j91q1bkZSUBLVajdjYWLzzzjvdrlm7di1GjBgBlUqFESNGYN26dV2+v23bNtxwww0IDw+HIAj45ptvrPmSnMqP5u6BiWF2sTzQbOqwIADA1lwGLGe1q3N5YLKTLQ80GxKsQUygJ3QGETtOVktdDhEREQ0AmwesL7/8EosXL8bzzz+PzMxMTJ48GXPmzEFhYWGP1+fn5+Paa6/F5MmTkZmZid///vd44oknsHbtWss1u3btwty5czFv3jwcOnQI8+bNw5133ok9e/ZYrmlpacGYMWOwcuVKW79Eh2aPywPNpnQGrAMFdfz030mdbXDhnAELAKbHmxu2VEpcCREREQ0Emwes1157DQ8++CAWLFiAhIQErFixAlFRUXj77bd7vP6dd95BdHQ0VqxYgYSEBCxYsAAPPPAAXn31Vcs1K1aswMyZM7F06VLEx8dj6dKlmD59OlasWGG5Zs6cOfjrX/+KW2+91dYv0aGZli7Z1/JAs0EBnhgc4AG9UWS7didUUt+GMzWtkMsETIzxl7ocm7mmsyPm5txKGIxs2EJEROTsFLZ88I6ODhw4cADPPfdcl9vT0tKwc+fOHu+za9cupKWldblt1qxZWL16NXQ6HZRKJXbt2oWnnnqq2zXnBqz+0mq10GrPtlJubDQ1VtDpdNDppJ09MT+/Ler44VApACBtRAgMBj0Mdnau79VDAnCmphWbj1dg2jDnneWwNluOGWvZccI0c5oY7g213L5rvRxjIzTQqBWobenAgfxqjIv2lbqkbhxhvJD94Hih/uB4of6w5/HSn5psGrCqq6thMBgQEhLS5faQkBCUl/fcVau8vLzH6/V6PaqrqxEWFtbrNb09Zl8sX74cL7zwQrfb09PT4eHhccmPa00ZGRlWfTyjCPyUIwcgwKcxH+vXn7bq41uDe4MAQI707CJcqTgjdTkOx9pjxpr+mycDIEOQWIf169dLXY5NDfWU4WC7DKvW78YN0Uapy+mVPY8Xsj8cL9QfHC/UH/Y4XlpbW/t8rU0DlpkgdG2cIIpit9sudv35t/f3MS9m6dKlWLJkieXrxsZGREVFIS0tDd7e3pf8uNag0+mQkZGBmTNnQqlUWu1xDxbWo2X3XnirFVh05wwo5fbXVHKKVo8PXtqMGi0wOnkaIv3cpS7JIdhqzFiLKIpY/uo2AFr8euYVuMqJ92ABgC6iDAf/m4NCnTeuvTZF6nK6sffxQvaF44X6g+OF+sOex4t5dVtf2DRgBQYGQi6Xd5tZqqys7DYDZRYaGtrj9QqFAgEBARe8prfH7AuVSgWVStXtdqVSaTf/wNauZctJ076m1OHB8FB3f+32wE+pxOhIH2QW1mN/YQNigqUNu47Gnsbvuc5Ut6C8UQulXMCk2CAolXKpS7KpGSNCIZcdxonKZpQ36RDlbx+z4uez1/FC9onjhfqD44X6wx7HS3/qsemUhZubG5KSkrpN82VkZCAlpedPcZOTk7tdn56ejgkTJlheWG/X9PaY1LNNx0x7YKZ3bsK3V+YDaHefrpW4ErKWvWdM/5ZjIn3h7ubc4QoAfD3ckDTI1ETm5+PsJkhEROTMbL4mbMmSJXj//ffxwQcf4NixY3jqqadQWFiIhx9+GIBpad69995ruf7hhx9GQUEBlixZgmPHjuGDDz7A6tWr8cwzz1iuefLJJ5Geno6XX34Zx48fx8svv4yNGzdi8eLFlmuam5uRlZWFrKwsAKb271lZWb22h3c1RbWtOFHRDLlMQOow+w5YyZaAVWNZLkqObX9nwLrCibsHnm9Ggrlde4XElRAREZEt2TxgzZ07FytWrMCLL76IsWPHYtu2bVi/fj0GDRoEACgrK+sSemJiYrB+/Xps2bIFY8eOxV/+8hf861//wm233Wa5JiUlBV988QU+/PBDjB49GmvWrMGXX36JSZMmWa7Zv38/xo0bh3HjxgEwBb1x48bhT3/6k61fskMw/5J3xWA/+HjY1xTs+ZIG+UEhE1BS34biujapyyEr2H+mDoBp/LmKa+JNS5j3nK5Fs1YvcTVERERkKwPS5GLRokVYtGhRj99bs2ZNt9umTp2KgwcPXvAxb7/9dtx+++29fj81NZWzHRewqfPQ0xkJl75vbaB4qhQYE+WLAwV12HWqxm73r1DfVDVpcbq6BYIAJEW7zgxWXJDpXLczNa3YcbIKsxPt62BvIiIisg77axtHNtfUrsOefFODi+kOELCAs8sEd53mgcOO7kCBaXng8BCN3c+eWpMgCJb/3swfcBAREZHzYcByQdtOVENnEBEb6ImYQE+py+mTK7kPy2ns61weOMGFlgeaTRtu2oe19UQVxzEREZGTYsByQY7SPfBcSYP8oJQLKGtoR0FN3w96I/tjaXAx2HWWB5pdEeMHDzc5Kpu0OFrW9/M0iIiIyHEwYLkYg1HE5lzT8iRHWR4IAO5ucoyN8gVgmsUix9Si1eNwqSlYuGLAUinkSIkLBABsya2SuBoiIiKyBQYsF3OwsA51rTr4uCsxYZBjLdHiPizHl1VUD4NRRISvO8J93aUuRxKpw4MAAFtyuQ+LiIjIGTFguRhze/bU4UFQyB3rn5/7sBzfvs7lga64/8rMHLAOFNShoVUncTVERERkbY71GzZdNnP3MkdaHmg2fpAf3OQyVDRqkV/dInU5dAnOBizXWx5oFunngaHBXjCKwPY8LhMkIiJyNgxYLqSgpgV5lc1QyARMHRYkdTn9plbKMS7aFwCw+3SttMVQv+kMRmQW1gMAJrpwwAKAafGmBjObjzNgERERORsGLBeysXP26orB/vBxd8zzhybGmH4xP1BQJ3El1F/HyhrR2mGAt1qBocFeUpcjqdTODzi2nqiC0cjlrkRERM6EAcuFOGJ79vON72zMcbCQAcvRnD3/yh8ymSBxNdKaMNgfnm5yVDdrcaSU7dqJiIiciULqAmhgNLbrsDfftKxuhgPuvzIbH2UKWPnVLahu1iLQSyVxRdRX+9ngwsJNIcNVQwKRfrQCW3IrMSrSR+qSyM5VNrVjb34tcoobUFjbiqomLXQGIwRBQICnG8J93ZEQ5o1x0b6ID9VAEFz7QwwiIikxYLmIrblV0BtFxAV5YnCgp9TlXDIfDyWGBnvhZGUzDhbUIW1kqNQlUR+IomhZ1jlhkGvvvzJLHR5sClgnqvD49KFSl0N2qFmrx7rMEnx9sBhZRfXoa/PUUG81ZieG4vakSCRGMLwTEQ00BiwXYV4e6MizV2YTBvvhZGUzDhQyYDmKsoZ2VDZpIZcJGMVf+ACcbdeeWViH+tYO+Hq4SVwR2YvGdh3e356PD3bko1mrt9w+Mtw0QzUkyAvB3mqolTLoDCJqWzpQUNOKI6UN2HemFuWN7Viz8wzW7DyD8dG+eGhqHNJGhHBWi4hogDBguQC9wYjNuaZuZdfEO+7+K7Px0X74994iHGSjC4dh7h6YEKaBu5tc2mLsRLivO4aHaJBb0YRtJ6tx45hwqUsiiYmiiP8eKMZL64+hrvOMtNhAT9w9KRo3jAlHiLf6oo/RrjNg16kafJ1Zgp+OlONgYT0e+uQAxkT6YOm1CZbzBImIyHYYsFzAgYI6NLTp4OOuRNIgx9//Yn4Nh4ob0KE3wk3BXi32ztyUZFyU448/a0qND0JuRRO2HK9kwHJxFY3tePo/h7AjrxoAEBfkiafThmP2yNB+NYVRK+WYFh+MafHBqGxqx5pfTDNZh4obcNeq3bh1XASevy4BAdy/SkRkM/zN1AX8fNzUnn3a8CAo5I7/Tx4T6Ak/DyU69EYcKW2Quhzqg8zOgDV+kK+0hdiZ1GGmGWW2a3dt209WYc4/t2NHXjXUShmemxOPDYun4NpRYZfVcTNYo8azs+Ox9bfTcPekaAgC8HVmCWat2I5tJ3gGGxGRrTj+b9t0URst7dkdf/8VAAiCYJnF4nlY9k+rN+BwZytyzmB1NWGwH7xUCtS0dCCnhB8WuBpRFPHRzjOY/+E+1LZ0ICHMGz88PhkPT42D0oofhgVpVHjpllH4+pEUDAvxQnWzFvd+sBd//99x6AxGqz0PERGZMGA5uTPVLThV1QKFTMDUzk31zmA8A5bDOFraiA69EX4eSgwK8JC6HLuilMtw9ZBAAMCWXM4ouBJRFPH3/x3Hn787AoNRxG3jI7FuUQqG2PAQ7nHRfvjusatxz6RoAMA7W0/hjnd2oayhzWbPSUTkihiwnJx59mpijD+81UqJq7Eec6vv/QV1EPvau5gkYW5wMS7aj13MemDuJrg5t1LiSmigGI0inv/mMN7ddhoA8Ozs4Xj1jtFQK23fAEatlONvt4zC2/eMh7dagayietz85i9cbk1EZEUMWE5u0zHTL23OsjzQbHSkDxQyAVVNWhTX8dNXe5ZZVA8AGB/tK2kd9ip1uGkf1qHietS2dEhcDdmaKIr447eH8fmeQggC8PJto7AodciAf/gwZ1QYfnxiMoYGe6GiUYs73tmFzccZ8omIrIEBy4k1tOmw70wtAGBGguO3Zz+XWinHyM7zlMwd6sg+mRtcjIvm/quehPqoER+qgSiamh2Qc1v+v+P4rDNcvX7nWMy9IlqyWqL8PfDfR1Jw1ZAAtHYY8OBH+/DZngLJ6iEichYMWE5s64kq6I0ihgR7YVCAp9TlWF1SNPdh2bvKpnYU17VBEEyzjtQz8/7IrdyH5dQ+3V2AVZ3LAv9+6yjcPC5C4ooAH3clPpw/EXdOiIRRBJ5fdxjvbz8tdVlERA6NAcuJbTxq7h7oXLNXZuwkaP/M+6+Gh2igcaI9gNbGdu3Ob8fJavz5uyMAgKdnDpN05up8bgoZXr5tNB6dFgcA+OuPx/DWljyJqyIiclwMWE5KZzBaNs3PdLL9V2bmM5WOlTWitUMvbTHUo7MNLnwlrcPeJQ3yg6ebHDUtHTjMZgNO53RVMxZ9dgAGo4ibx4bjsWuGSF1SN4Ig4Lez4vHUjGEAgFc25OKfG0+yiRAR0SVgwHJSe/Nr0dSuR4Cnm9PufQnzcUeItwpGETjSec4S2Rfz/jief3VhbgoZrups185lgs6loVWHBz/aj8Z2PcZF++Lvt422626aT84Yit/OGg4AeH3jCaz8mTNZRET9xYDlpDLOWR4ol9nvD/PLNSbSFwBwqLNTHdkPvcGI7OJ6AJzB6gtzN8EtJxiwnIUoivjtfw8hv7oFEb7uWDVvwoC0Yr9cj04bgt9fGw8A+EfGCaz5JV/iioiIHAsDlhMSRdESsGY46fJAszFRvgCALAYsu3O8vAntOiM0agXigmx3eKqzMDe6yCysQ30r27U7g8/2FCL9aAWUcgHvzktCkEYldUl99pspcXhi+lAAwLLvj2LtgWKJKyIichwMWE7oWFkTSurboFbKMHlokNTl2JRlBqtzpoTsR06JaS/R6EgfyJx4FtVaInzdMTTYC0YR2JFXLXU5dJlOVjThLz8cBQD8bnY8EiMcr4vmUzOGYn7KYADAb/97CBsOl0tbEBGRg2DAckIbj5lmr64eEgR3N/tfjnI5RnW2/i6qbUNNs1biauhc2cWmgDUqwlfaQhxIaucs1hbuw3Jo7ToDHv93JrR6I6YMC8IDV8VIXdIlEQQBf7p+BG4bb2rh/sQXmThQUCt1WUREdo8BywmZlwfOHOGc7dnP5eOuRGyQ6Yyv7BJ2X7Mnh8+ZwaK+Me/DYrt2x/b3/x3H8fImBHq54dU7Rjv0DK5MJuDl20ZhRkIwOvRGLPhoPwpqWqUui4jIrjFgOZmyhjbklDRAEIBr4p17/5XZWDa6sDtavQHHy02dHUc54NIoqUwY7AcPNzmqmrQ4WsbOmI5oz+karNl5BgDwf7ePQbBGLW1BVqCQy/CvX43DqAgf1LXq8ODHB9Gsk7oqIiL7xYDlZDYeM519NT7az6E2VF8Oc6MLBiz7kVveBJ1BhK+HEpF+7lKX4zBUCjlS4gIAmGaxyLG06wxYui4HAPCriVGYFu88qwg83BRYPX8CInzdUVDbivdz5dDqDFKXRURklxiwnMxGF+keeC5LwCpu4KGYduLs/isfuz7zxx5NNS8T5D4sh/Pm5jycrmpBkEaF5+YkSF2O1QVr1Pjw/iugUSuQ3yTgd18f4VJWIqIeMGA5kcZ2HXadqgEAzBzhOgErIUwDpVxAbUsHiuvapC6HwP1XlyN1mKnRxYHCOjS0cR2Wozhe3oi3t5wCAPzlppHwcVdKXJFtDAvR4M1fjYFMEPHj4XL8X3qu1CUREdkdBiwnsvFoBToMRgwN9sKQYNc5d0ilkCMhzBsAz8OyF+wgeOmi/D0QG+QJg1HETrZrdwgGo4jn1uZAbxSRNiIEsxPDpC7JppJjA/CrWCMA4O0tp/DV/iKJKyIisi8MWE7kx+wyAMB1o537h3tPxrDRhd1o1xlwoqIJwNk2+tQ/qcNMywTZrt0xfLanAFlF9dCoFHjxpkSpyxkQE4NFPJoaCwB4ft1hHCiok7giIiL7wYDlJBradNh20vTL2HWjXDBgde7DMs+ckHSOlzdBbxQR4OmGcB/H76AmBfN5WFtPVHFfoZ2ra+nAP9JPAACenT0coS405p+YFodZI0PQYTDioU8OoKyBS7SJiAAGLKex8WgFdAYRw0K8MDREI3U5A25slGmmJKekAXqDUeJqXFtOcT0A0+wVG1xcmokx/lArZShvbMfx8iapy6ELeH3jCTS06RAfqsHdkwZJXc6AkskEvHbnWMSHalDdrMVvPj6Atg52FiQiYsByEj/mdC4PHBUucSXSiA30gpdKgTadAScrm6Uux6Wd20GQLo1aKUdyLNu127vj5Y34dHcBAODPN4yE3IEPFL5UnioF3rt3Avw93ZBT0oBn12Zz1pWIXB4DlhNoaNVhu3l54OhQiauRhkwmWH6hZ6MLaeWUMGBZQ+pw8z6sSokroZ6IoogXvjsKowhcOyoUyZ3nl7miKH8PvHXPeChkAr4/VIq3OrspEhG5KgYsJ5B+tBw6g4j4UA2GBLve8kCz0ecsEyRptHWcnUEc3dl4hC6NeR/W/jN1aGpnu3Z789ORCuw6XQM3hQxLnfDMq/66MjYAL9w0EgDwanouMjrPZCQickUMWE7g7PJA12tucS7zjMlhBizJHC1rhMEoIkijQoi3SupyHNqgAE8MDvCA3ijil7waqcuhc2j1Bvxt/VEAwENTYhHl7yFxRfbhnkmDMO/KQRBFYPEXmZZuokRErkYhdQF0eepbO7DjpOmsnGtdsD37uRLDTQHreFkTdAYjlHJ+fjDQLA0uItjgwhpShwdjzc4z2HqiCrMTXXP5rz36bHchimrbEKxR4ZHUOKnLsSt/umEETlY2YffpWiz4aD++ffQq+Hm6SV0W2QlRFNHQpkNlkxYVje2oatKipcOA9g4D2nQG6A1GyGUyKOQClHIBGrUSfh5K+Hq4IdBLhUg/d6iVcqlfBtFFMWA5uJ+OlENvNC0PjAtyncOFezIowAMatQJN7XqcqGjCyHDuARpo2dx/ZVVThweZAlZuJURRZGi1A03tOqzcnAcAWDxjGDzc+GP0XEq5DG/dk4Sb3tyBwtpWLPrsID5+cCI/8HJB7ToDckoacPBMDX7Ok+HDVXtwqrIFTVr9ZT1uoJcbIvw8EBfkieEhGgwL1SAh1Nuljkgg+8efDA5uXWYJAOCGMa7ZPfBcgiAgMdwHu07X4HBJAwOWBMzLM0fzgGGruDImAG4KGUob2nGyshnDXPAIBnvz3vZ81LZ0IDbQE3dOiJS6HLvk7+mG9++9Are+9Qt2na7BX3446jIHMLuyDr0R+wtqsTW3Cnvya3GktAE6g7mjpAzA2eX7vh5KhGjUCNKooFEr4K6UQ+0mh0ImQG8UoTcYoTOIaGzToa61A/WtplmvZq0e1c0dqG7uwKHzGlqF+agxPtoP46J9MS7aD4kR3lApONtF0mDAcmBFta3YfboWggDcPC5C6nLswqhIc8BqxNwrpK7GtbRo9cjrbHDBGSzrcHeT48rYAGw7UYWtuVUMWBKratLi/e2nAQDPzBoOBWdlejU8VIMVd43Dbz7Zj493FWB4qAb3uNg5Ya6gtUOPjKMV+F9OOXbkVaP5vNmpQC8VxkX5QN5UjjkpYxEf7otBAR6XtMxPFEU0tulRVNeKotpW5FU2I7eiCScqmnCqqgVlDe34MafMsi/dTSHDhEF+mDIsCJOHBiIh1BsyFzxKgaTBgOXAvj5omr26Ki4QEb7uEldjH0aGewNgJ0EpHC1rhFEEQrxVCPbmUg1rSR0WhG0nqrDlRCUWTomVuhyXtvLnk2jtMGBMpA/mcE/cRc0cEYJn0obj/37KxZ+/PYLYQC+XbmfvLAxGEdtOVGFdZgkyjlagTXf2cOlALzdMGRaEKUODkDTID5F+7tDr9Vi/fj2uHRUKpVJ5yc8rCAJ8PJTw8fBB4nkf4rV26HGoqAEHC+uQWViHg4X1qG3pwM5TNdh5qgZ//5+ptquGBOKa+GBMiw+Gt/rSayG6GAYsB2U0ivjvwSIAwG1JnL0yM8+cHCtrhN5g5CfMAyjHcsCwr7SFOJnU4UF48QdgX34dWrR6eKr4ti2FwppWfL63EADwu9nx3A/XR4tS45Bb3oTvDpVi0WcH8N1jV7ProoOqbGrHV/uL8fmeQpTUt1luj/b3wI1jwpE2MgSJ4T6SzBJ5uCmQHBdgCfCiKOJUVQt2nKzC9pPV2HW6BtXNHfg2qxTfZpVCKReQHBeIWSNDMHNECII1/FCQrIs/qR3U3jO1KKptg5dKgVkj+Umq2eAAT3ipFGjW6nGyshkJYd5Sl+Qycrj/yiZiAj0R5e+Ooto27DxVg5kjQqQuySWt2HQCOoOIyUMDkTIkUOpyHIYgCHjl9tHIr25BTkkDFny0H2sXpcCLHxQ4jNzyJry79RS+O1QKvdG0p8rHXYlbxkXg5nERGBNpf11jBUHAkGAvDAn2wvyrYtChN+JgYR22nqhCxtEK5FU2Y9uJKmw7UYU/fHMY46J8MWtkKK4dFcYPAMgq+A7noD7dXQAAuGFMGLtYnUMmEzAi3Bt782txuKSBAWsAZZtbtDNgWZUgCEgdFoxPdhdg64lKBiwJ5Fe34JvOhkLPpA2XuBrHo1bK8d69E3DDyh3IrWjCU19m4d1fJ3E/jJ3bd6YWb23Ow+bcKsttSYP8cM+kaFw7Ksyh2qW7KWS4MjYAV8YG4Hez43Gqqhk/HSnHT0cqcKioHgcLTX+W/+84xkb54oYx4bh+dBhCuNydLhF/M3dAlU3t2HC4HADw6yu5afh8oyJ8LAHrjglRUpfjEpq1epyubgHABhe2kDo8CJ/sLsCW3Cq2a5fAyp/zYBSBa+KDMSbKV+pyHFKojxqr5iVh7qrdyDhagdcyTuCZWQyr9iinuAH/l56LbSdMwUomAHMSw/DQ1FiMjvSVtjgriQvywqLUIViUOgRlDW3YeLQCG46UY9epGmQV1SOrqB5//fEoJsX444Yx4ZiTGAZ/nudG/cCA5YC+3FsEvVFE0iA/tiLvgfkXfDa6GDhHShogikC4jxqBXiqpy3E6yXEBcJPLUFzXhlNVLRgS7Npn3g2kM9Ut+CbLNHv15PShElfj2MZF++Hvt47Ckv8cwsrNeRgWqsGNPGLEbuRVNuG1jBNYn2P6AFchE3DHhCg8NCUWgwM9Ja7OdsJ83DEveTDmJQ9GVZMW63PK8P2hUuwvqMPu07XYfboWf/72CK4eGogbRpv2mmnYIIMuggHLwegMRstG63mcvepRYoRpWeDRskYYjCLkXIZic+Ywy+WBtuHhpsDEGH/syKvGltxKBqwBtHJzHgxGEdOGB3H2ygpuHR9p2tOz7TR++9UhxAR48n1DYhWN7Xj1p1ysPVgMowgIAnDL2AgsnjEM0QGutR8pSKPCfSmDcV/KYBTXteLH7DJ8n12KwyWN2JJbhS25VXBbJ8M1w4Nxw5hwXBMfDHc3x1kqSQNnQFqsvfXWW4iJiYFarUZSUhK2b99+weu3bt2KpKQkqNVqxMbG4p133ul2zdq1azFixAioVCqMGDEC69atu+zndQTrDpagrKEdgV5umDOKzS16EhPoBQ83Odp1Rpyqapa6HJeQbekgyF+UbCV1eBAAYOuJqotcSdZSUNNiOcz9yRnDJK7GeTw7Ox7ThgdBqzdi4cf7UdbQdvE7kdVp9Qa8veUUpr26BV8dMIWrtBEh2PDkFLw2d6zLhavzRfp54KGpcfjh8cnY9PRUPDVjGOKCPNGhN2LDkXI8+vlBJP01A499fhAbDpeh/Zx29UQ2D1hffvklFi9ejOeffx6ZmZmYPHky5syZg8LCwh6vz8/Px7XXXovJkycjMzMTv//97/HEE09g7dq1lmt27dqFuXPnYt68eTh06BDmzZuHO++8E3v27Lnk53UEOoMRKzfnAQB+MyWWJ5T3Qi4Tzp6HVcxlggPhsGUGy1faQpyYOWDtya9FWwd/kA+ElT+bZq+mDgvCWM5eWY1cJuCfvxqHIcFeKG9sx/0f7kNju07qslzKz8crMOv1bXh5w3G0dhgwPtoX6xalYNW9EzA8lAeany8uyAtPzhiKjUumYv0Tk/FIahwi/dzR2mHAD9llePjTgxj/F1PY+l9OGd+jyfYB67XXXsODDz6IBQsWICEhAStWrEBUVBTefvvtHq9/5513EB0djRUrViAhIQELFizAAw88gFdffdVyzYoVKzBz5kwsXboU8fHxWLp0KaZPn44VK1Zc8vPas4OF9dhdKeDV9JMorG1FgKcbm1tcRCL3YQ2YxnYdG1wMgLggL0T4uqNDb8Su09VSl+P0Cmta8bVl9op7r6zNW63EmvuvQJBGhePlTVj06UF06I1Sl+X0CmpacP+He/HAmv04U9OKYI0Kr88dg7WPpGBctJ/U5dk9QTB1Kv7d7Hhsf3Yavnn0KvxmSiwifM+GrUc+M81sPfr5Qaxn2HJZNt2D1dHRgQMHDuC5557rcntaWhp27tzZ43127dqFtLS0LrfNmjULq1evhk6ng1KpxK5du/DUU091u8YcsC7lebVaLbRareXrxsZGAIBOp4NOJ+0na2sPFuM/p+TAKVNr9gevHgSlIEpelz1LCDHtUTlcUu+Sf0/m1zwQr/1QQS0AINJXDY2b4JJ/3wNlytAA/HtfMTYeLcfkOH+rPe5AjhdH8cbPJ2Awipg8JACjwrz4d3MOa42XEC8lVt0zDvd8sA878qrxu7WH8PItI9kl0wYMRhFrdhVgxaY8tOuMUMoFzE8ehEWpsfBSKaDX62323M78/jIy1BMjQ4fgmRlxyClpxPrD5dhwpAIl9e34MbsMP2aXQaWQ4cpYf0wbHoRpwwIR7usuddl2zZ7HS39qsmnAqq6uhsFgQEhI13NbQkJCUF5e3uN9ysvLe7xer9ejuroaYWFhvV5jfsxLed7ly5fjhRde6HZ7eno6PDykXYdsqBEwwtf0A8fXDQiqO4b1649JWpO9q20FAAWyi+rww4/r4ap9LjIyMmz+HJtKBAByBMhasX79eps/nyvTNJn+rtdnFWGi7Ays/XvoQIwXR1DTDqzNkgMQkKSu4LjuhbXGy69jBbx/XIZ1maVorSrGtVGcybKmslbg36fkKGg2vWEM9TbijlgjQgx52LYpb8DqcIX3l9EARsUDhS1AVo0MWTUCarVGbD1Rja0nqrEMQJiHiJF+Ikb6GjFYA5f9/aQ3bXrTmP3zJxtR2iqgrFVAQwfwx3EGq//M66/W1tY+XzsgXQTP/zTqYue49HT9+bf35TH787xLly7FkiVLLF83NjYiKioKaWlp8PaW9rDamTodMjIyMHPmTCiVbA3aFwajiBVHN6FdZ0T8FVNcruuabgDHTPqX2QDKMTNpOK6dEmPT53J11+gM+Hj5ZtR3GBE7fjISwqyzV2Igx4sjeP6bIzCKJbh6SAAenZskdTl2x9rj5VoAUfuK8cfvjuKnYhmmThiFO5IiLr9QF6czGPHutny8tfc0dAYRXioFls4ehjuSIgZ0ltCV319EUcTJymZszq3GlhNVOFhYj7LO0LCxRAZvtQJXDPbDlbH+uDLGH8OCvVzmAG6dwYgz1a04XtGEExXNyK1oQm55M0ob2nu8PmnyNQiV+OBn8+q2vrBpwAoMDIRcLu82a1RZWdltdsksNDS0x+sVCgUCAgIueI35MS/leVUqFVSq7uf3KJVKu3lDsKda7J0SwIgwbxwsrEduZSsSIlxzbflAjJnDZaY3nLHR/hyfNqZUKnH1kEBsPFaJbXk1GB1tvWWC5sd39X/D8oZ2rMsqBQAsnjHM5f8+LsSa42VeSgzKm7R4c/Mp/PG7owj1dcc18T3/vKaLyyluwG//ewjHy5sAANPjg/HXWxIR5iPd8jRXfX8ZGemPkZH+eGz6MNS1dGDriSr8fLwSW3Ir0diux6bjVdh03NQd1s9DiYkx/hgX7YexUb4YFeEDT5Vjn6jUrjPgdFUL8qqakVfZjFOVzThZ2YT86hboDGKP9/F1EzFmUBASwn0QH6rB8FANwnw9oZAPSPPzXvVn/Nr0X83NzQ1JSUnIyMjALbfcYrk9IyMDN910U4/3SU5Oxvfff9/ltvT0dEyYMMHywpKTk5GRkdFlH1Z6ejpSUlIu+XnJ+YyK8MHBwnrklDTg5nH8NNQWGlp1KKgxTZmzwcXAuCY+BBuPVWLT8Uo8dg2bL1jbB7/kQ2cQMTHGHxMGWzfA0oU9kzYcZfXt+DqzBI98ehAfPTARV8YGSF2WQ2nXGfDPTSexattpGIwi/DyUWHbjSNw4Jpx72+yAn6cbbh4XgZvHRUBvMOJIaSN2na7BrlM12HemFnWtOvx0pAI/HakAYFo+ODRYg9GRPogP88bQYC8MDfFCqLfarv49dQYjSuvbUFjbavpT04pTVc04WdmMotpWGHvOUfBSKTAsxAvxYd6mIBWiQVygO37ZnIFrrx3v0IHc5rF4yZIlmDdvHiZMmIDk5GSsWrUKhYWFePjhhwGYluaVlJTg448/BgA8/PDDWLlyJZYsWYKFCxdi165dWL16Nf79739bHvPJJ5/ElClT8PLLL+Omm27Ct99+i40bN2LHjh19fl5yfuwkaHvmv9tofw/4eDjuG6EjuSY+GACQVVSP6mYtAr26z7zTpWlo0+HzPaajPB6ZGidxNa5HEAS8fPtoNLbrsPFYJR5csw+fLbySLfL7aP+ZWjy7Nhunq0xdXa8fHYZlN47ke4SdUshlGBPlizFRvnh4ahx0BiOyixuw70wtsovrcaioASX1baalcxVNXe6rUSkwJMQLgwM8Ee6rRrivO8J93RHh644QjRoatcIqSw1FUYRWb0RtSwcqm7SobGy3/G9FoxZFdaZAVVrf1muIAgBvtQJDQzQYEuSFIcFeGBLihSFBXoj0c+8WFO2xucWlsHnAmjt3LmpqavDiiy+irKwMiYmJWL9+PQYNMrUZLysr63I2VUxMDNavX4+nnnoKb775JsLDw/Gvf/0Lt912m+WalJQUfPHFF/jDH/6AP/7xj4iLi8OXX36JSZMm9fl5yfmNijQFrKOljTAaRZdZ1zyQciznX3H2aqCE+qiRGOGNwyWN2Hy8EndMiJK6JKfx6e4CNGv1iA/VWM4do4GllMuw8u7xuP/Dfdh1ugb3fbAX/3komWczXUCLVo//+ykXH+06A1EEgjUq/OXmRMwaGSp1adQPSrkMSYP8kDTo7JaGyqZ2ZBc1ILu4HicqTEvrztS0okmrR2ZhPTIL63t8LJkAaNRK+Hoo4eOuhLdaCaVcgEIug5tcBoVcgEImg1EU0WEwokNvhM5g+tOiNaCxXYfGNj0a23ToMPSt6YxKIUOUvweiO//EBnmawlSwF4K8VHY14zYQBmRh56JFi7Bo0aIev7dmzZput02dOhUHDx684GPefvvtuP322y/5ecn5DQnygkohQ7NWjzM1LYgNcq1GFwMhp6QeADCaywMH1PT4EBwuacSmYwxY1tKuM+DDX84AAB6aGutyvwzYE7VSjvfum4Bfv78HWUX1uOf93fh84ZUYFsKQdb4dJ6vx3NfZKK5rAwDcOSESz187gisKnESwRo0ZI9SYMeLsfsQOvRH51S04WdmEoto2lDW0obS+DSX17Sitb0NDmw5G0TQj39BmndkghUxAkEaFYI0KQRo1QrxVCNaoEeXvbglUgV4qfpB9DsfeOUd0AQq5DAlh3sgqMu3DYsCyvuzizhksBqwBNT0hGP/cdBLbT1ZBqzdApZBLXZLDW3uwGNXNWkT4uuP60eFSl+PyvFQKrLn/Ctz93h4cLWvEXat247MFk5AQJm1XX3vR0KbDSz8ew5f7iwAAEb7uWH7rKEwZxplXZ+emkGF4Z+OHnmj1BjS06dDYpkN9qylkNbbroNOL0BmN0BvEztkqEQqZAKVcgJtC3vm/MqiVcsusl4+HEt5qBTzdrLPk0JUwYJFTGxXhg6yiehwuacBNY9nowprqWjosn5qOZMAaUInhPgjSqFDVpMXe/FpMHspfqi6HwSjivW2nAQALJsdAKXGnKjLx9XDD5wsnYd7qvcgpacCv3tuNTx+cZNlf66oyjlbgD9/koKJRCwC4L3kQnp0d7/Dd5sg6VAo5gjVyBGukbWnu6vhThJxaYoTp0042urA+899pTKAnfNy5HGUgyWQCpnc2u9h0rFLiahzfhsPlOFPTCj8PJeZewSWX9sTXww2fLpiEMVG+qG/V4Z739+BgYZ3UZUmiplmLx/+diYUf70dFoxaxgZ746uFkvHBTIsMVkZ1hwCKnZv6k80hpo+XAarIOS4MLF/80WSrmboIbj1VwbF8GURTxztZTAIB7kwfDw42/qNobH3clPnlwIsZH+6KhTYe739uNjUcrpC5rwIiiiHWZxZj5+jZ8f6gUMgF4eGoc1j85GVfwKAEiu8SARU5taLAGSrmApnY9imrbpC7HqWQX1wNgwJLK1UMDoVLIUFzXZjlMlPpv56ka5JQ0QK2U4b6UwVKXQ73wVivxyYOTkDo8CO06I37zyX78e2/hxe/o4AprWnHvB3vx1JeHUNvSgfhQDb559Co8NyceaiX3XhLZKwYscmrmzaAAcKSUywSt6XBJIwC2aJeKh5vCsvcq/YjrfJpvbebZq7kTouDv6SZxNXQhnioF3rt3Au6cEAmjCCz9Ogf/SM+F8UIH8DgovcGId7eeQtqKrdh+shpuChl+O2s4vn/8aoyO9JW6PCK6CAYscnqJ4aYAcJgBy2qqm7UoqW+DIAAjw9nVSyppI02te386Ui5xJY7pcEkDtp+shlwmYMHkWKnLoT5QymV4+bbReOKaIQCAN37Ow8KP91utHbU9yCysw40rf8Hy/x1Hu86I5NgA/LR4Ch6dNoQNWIgcBP9LJadn7nBnnnGhy2fefxUb6AmNmg0upDIjIQQyATha1oii2lapy3E45tmr60eHIcrfQ+JqqK8EQcCStOF49Y4xcFPIsOl4JW5+8xfkOvhS2YrGdiz5Mgu3vLUTR8sa4eOuxCu3j8bnCychJtBT6vKIqB8YsMjpJXbOsBwpbWAzACs5zPOv7IK/p5tlk3uGC236t4aCmhaszykDADw0JU7iauhS3J4UibUPpyDC1x351S245a1f8J99RQ73Pq/VG/DWljxc8+oWfJ1ZAsD02jYumYo7J0Tx0GsiB8SARU4vPtQbMgGobu5AZZNW6nKcQra5gyD3Akhu1shQAFwm2F/vbT8NowhMHRaEEVzm6rBGRfrgu8euwlVDAtDaYcCza7Ox4KP9qGxql7q0ixJFERsOlyHt9W14ZUMuWjoMGBfti28fvQqv3jEGQRqV1CUS0SViwCKn5+4mx5BgLwCmPRd0+XI6Z7BGs8GF5GaOMO3D2nemFrUtHRJX4xiqm7X4an8xAFO7a3JsAV4qfPzAJDw3Jx5uctOSwVmvb8N3h0rtcjZLFEVsya3EjSt/wcOfHkRBTSuCNSq8ducYrH04BWOifKUukYguEwMWuQRLowvuw7pslU3tKG9sh0wARoTxk3+pRfl7YESYN4wisOkYlwn2xZpfzkCrN2JMlC+ujOU5Qs5ALhPw8NQ4fPf4VRgR5o26Vh2e+Hcm5r67224+WBNFEZtzKzH33d2Y/+E+5JQ0wMNNjsemDcHPz6Ti1vGRkMm4HJDIGTBgkUuwNLpgJ8HLZv5lJS7IC54qHspqD84uE2TAuphmrR4f7zoDAHhkaiz3tziZ+FBvfPPoVXhqxjColTLsPVOLG1buwG+/OiRZI5gOvRH/PVCM2Su24/4P92HvmVq4KWR48OoYbHt2Gp6ZNRxefC8lcir8L5pcgrmV+BE7+STTkWWbG1xweaDdSBsZgtc3nsD2k1Vo7dDDw41v7b35Ym8hGtv1iA30xMwRoVKXQzbgppDhyRlDcceESLyy4Ti+ySrFVweKsfZgMa4dFYaHpsQNyPtXXmUTvtxXhHWZJahuNi3f9XST466J0VgwOQZhPu42r4GIpMGfwuQSzJvYSxvaUdvSwQNFL4Nl/xU7CNqN+FANovzdUVTbhm0nqjA7MUzqkuxSh96I97fnAwB+MyUWci7Hcmrhvu5Ycdc43JsyGK+ln8COvGr8kF2GH7LLMGGQH24YE445o0IRrFFb7TlPVTVj49EKbDhSjszCesvtwRoV5l81GPdMGgQfdx5tQeTsGLDIJXirlRgc4IEzNa04UtqAyUODpC7JYZ3tIMiAZS8EQcCsEaF4f0c+1ueUM2D14tusEpQ3tiNYo8It4yOkLocGyPhoP3y6YBKOlDbgvW2n8X12GfYX1GF/QR1e+P4IJsb4Izk2EOMH+WJMlC+8+3i2n9Eo4nR1M7KKGnCoqB478qqRX91i+b5cJuCa+GDcOSEKqcODeEgwkQthwCKXMTLCB2dqWnG4pJEB6xJVNLajqknb2eCCAcueXDc6DO/vyMfGYxVo1xmgVsqlLsmuGI0i3t12GgDwwNUxUCn49+NqRob7YMVd4/DcnAT8kF2KH7LLkFVUj92na7H7dC0AQBCASD93hHqrEeKtRrBGDYVcgCiKEEWgqV2PssZ2lNW3oaS+Da0dhi7PoZQLSI4LxIyEYMxOtO7sGBE5DgYschmJ4T74MbuMjS4ug3n/1bAQDdzd+AuqPRkb5YsIX3eU1LdhS24lZ7HOs+l4JfIqm6FRKXD3pGipyyEJhfqosWByLBZMjkVRbSs2HatAZlE9DhbWoai2zfKnL9yVcoyK8MGYKB8kDfLD1UOD2LCCiBiwyHWYG10cLWWr9kuVU1wPABjF/Vd2RxAEXDc6DKu2ncYP2WUMWOd5Z+spAMA9Vw7q8xIwcn5R/h6Yf1UM5nd+XdWkxZmaFpQ3tFtm7EUAAkz/x0OpQJivGuE+7gjzVWOQvwcUXPpHROdhwCKXYQ5Y+dUtaGrXQcNfsvoth/uv7Np1o0wBa9OxSrR1GDjL2GnfmVocKKiDm1yGB64aLHU5ZMeCNCoEaVRSl0FEDo4fu5DLCPBSIdzHtB6es1j9J4ri2YDFGSy7NDrSB5F+7mjTGbA5t1LqcuzGO1tMs1e3JUUg2Jt7YoiIyLYYsMilnD1wmAGrv8oa2lHd3AGFTEBCmLfU5VAPzMsEAeDH7DKJq7EPueVN2HS8EoIALJwcK3U5RETkAhiwyKVYDhxmo4t+O7fBBTvU2a/rR4UDADYdr0Brh17iaqT39pY8AMCcxFDEBnlJXA0REbkCBixyKYnhphmsIyWcweqvw1we6BASI7wR7e+Bdp0RPx937WWCRbWt+L5zJm9R6hCJqyEiIlfBgEUuJbEzHJysbELbeeeX0IXxgGHHwGWCZ7277RQMRhGThwZa/tsnIiKyNQYscikh3ioEernBKALHyzmL1VeiKFpatI9mwLJ713cGrJ+PV6KpXSdxNdKobGrHf/YXA+DsFRERDSwGLHIpgiBgZDgbXfRXSX0b6lp1UMoFDA/VSF0OXcSIMG8MCfaCVm/E/3LKpS5HEh/sOIMOvRHjon1xZay/1OUQEZELYcAil3P2wGE2uuirnM4GF8NDNVAp2ODC3gmCgFvHRwAAvs4slriagdfYrsNnuwsAmGavBEGQuCIiInIlDFjkcsx7MQ6z0UWfWfZfRfhKWwj12c1jIyAIwO7TtSiua5W6nAH1ya4CNGn1GBbihenxwVKXQ0RELoYBi1yOuZNgbnkTOvRGiatxDOYZLO6/chzhvu5Ijg0AAHyTWSJxNQOnXWfAh7/kAwAenhoHmYyzV0RENLAYsMjlRPm7Q6NWoMNgxMnKJqnLsXuiKCKHLdod0q3jIwEAXx8sgSiKElczMP6zvwjVzR2I8HXHDWPCpS6HiIhcEAMWuRxTowvzgcNcJngxRbVtaGjTwU0uw7AQNrhwJLMTQ6FWynC6ugVZRfVSl2NzOoMR7249DQB4aGoslHL+iCMiooHHnz7kks4eOMxGFxeTXVIPAEgI08BNwbcMR+KlUmD2yFAAplksZ/ddVilK6tsQ6OWGOydESV0OERG5KP62RC7J0uiCM1gXZd5/xQOGHZN5meD32aVOvedQbzBi5eY8AMADV8dArWS3SyIikgYDFrmkxAhzq/ZGGIyusTflUnH/lWO7akgggjUq1Lfq8PPxSqnLsZnvs0uRX90CXw8l7k0eLHU5RETkwhiwyCXFBHrBXSlHm86A/OoWqcuxW0bjuQ0ufKUthi6JXCbglnGmM7G+3FcocTW2YTCKeONn0+zVwsmx8FIpJK6IiIhcGQMWuSS5TEBCmKlhwxEeONyrgtpWNLXroVLIMDTES+py6BLdNTEaALDlRBWKap3vTKwfsktxuso0e3VfymCpyyEiIhfHgEUu6+yBwwxYvTHPXiWEebMjmwOLCfTE5KGBEEXg873ONYtlMIr416aTADh7RURE9oG/MZHLMncSPFzCRhe9ySmuB8ADhp3BPZNMs1j/2VfkVM0ufsguxamqFvi4K3Fv8iCpyyEiImLAItc1MsJ8FlaDyxzC2l/ZxWxw4SxmJIQgxFuFmpYObDhSLnU5VnHu3qsFV8dAo1ZKXBEREREDFrmwocEaKOUCGtv1KK5rk7ocu2M0ipaDmEdH+kpbDF02hVyGu64wzWJ9trtA4mqsY11mCfIqm+HjrsR9Vw2WuhwiIiIADFjkwtwUMgwPNTW64D6s7k5Xt6BZq4daKUNckKfU5ZAV3DUxCnKZgD35tThZ0SR1OZdFqzfg9YwTAIBFqXHw5uwVERHZCQYscmmWfVjsJNhNduf+q8RwHyjY4MIphPm4Y3p8MADgsz2O3ezis92FKKlvQ4i3ip0DiYjIrvC3JnJpIyPY6KI35v1XXB7oXO650tQIYu2BYrRo9RJXc2matXq8udm092rxjGFQK+USV0RERHQWAxa5tJHhbHTRm6yiegDAmCg2uHAmk4cEIjbQE01aPf6zv0jqci7J6u35qGnpQEygJ+5IipS6HCIioi4YsMilJYR6QyYA1c0dqGzSSl2O3ejQG3G0jA0unJFMJuCBq2MAAKt35ENvcKyW7TXNWry3/TQA4Om0YVy+SkREdoc/mcilubvJMSTYCwAbXZzrREUTOvRGeKsVGBzgIXU5ZGW3jY+En4cSxXVt+OlIhdTl9MsbP+ehWatHYoQ3rk0Mk7ocIiKibhiwyOXxwOHuDlkOGPaFIAjSFkNW5+4mx7zOvVirtp1ymOWxueVN+KSzxfzSOQmQyTg2iYjI/jBgkcszN7o4wk6CFtlF5gYX3H/lrO5NGQy1UoZDxQ3YcapG6nIuShRFvPjDERiMImaNDMFVQwKlLomIiKhHDFjk8s42uuAMltm5M1jknAK9VLh7omkW660tp2Hvk1jpRyvwS14N3BQyPH/tCKnLISIi6hUDFrm8EZ0Bq6S+DbUtHRJXI722DgNOVjYDAMZG+UpbDNnUQ1Nj4SaXYX9BPfIa7Xe5XbvOgL/+eBQAsHByDKK5L5CIiOwYAxa5PG+10tLIgcsETX8HBqOIYI0KoT5qqcshGwrxVuPOK0xtzv9XJLPbvVird+SjqNZ0qPCi1CFSl0NERHRBNg1YdXV1mDdvHnx8fODj44N58+ahvr7+gvcRRRHLli1DeHg43N3dkZqaiiNHjnS5RqvV4vHHH0dgYCA8PT1x4403ori4uMs1f/vb35CSkgIPDw/4+vpa+ZWRszm7D4vLBA/xgGGX8ui0IXBTyHCqScC2k9VSl9NNUW2r5VDh5+bEw1OlkLgiIiKiC7NpwLr77ruRlZWFDRs2YMOGDcjKysK8efMueJ9XXnkFr732GlauXIl9+/YhNDQUM2fORFNTk+WaxYsXY926dfjiiy+wY8cONDc34/rrr4fBYLBc09HRgTvuuAOPPPKIzV4fOQ/zPiy2ageyO/dfjWGDC5cQ5uOOeZOiAAD/yMiD0Wg/s1iiKGLp1zlo7TBg4mB/3DQmQuqSiIiILspmAevYsWPYsGED3n//fSQnJyM5ORnvvfcefvjhB+Tm5vZ4H1EUsWLFCjz//PO49dZbkZiYiI8++gitra34/PPPAQANDQ1YvXo1/vGPf2DGjBkYN24cPv30U+Tk5GDjxo2Wx3rhhRfw1FNPYdSoUbZ6ieREzK3aOYMFZJtnsLj/ymX8ZnIMVHIRx8qb8O2hEqnLsfhqfzF25FVDpZDh77eNYlt2IiJyCDZba7Fr1y74+Phg0qRJltuuvPJK+Pj4YOfOnRg+fHi3++Tn56O8vBxpaWmW21QqFaZOnYqdO3fioYcewoEDB6DT6bpcEx4ejsTEROzcuROzZs26pHq1Wi20Wq3l68ZG0y/aOp0OOp3ukh7TWszPL3UdzmxYsGkPVn51C2qb2qBRO/YypEsdM41tOuRXtwAAEkI8OOZchMZNwMwII34olOPv649j2tAAyZfiVTS24y+djS2enB6HKF8Vx6Od4M8k6g+OF+oPex4v/anJZj9By8vLERwc3O324OBglJeX93ofAAgJCelye0hICAoKCizXuLm5wc/Pr9s1vT1uXyxfvhwvvPBCt9vT09Ph4WEfHasyMjKkLsGp+brJUd8h4MNv0jHEW+pqrKO/Yya3XgAgR4BKxK4tGy96PTmP1DBgV4WIiiYtnv1wI66LNkpWiygC7+fK0NQuQ7SniNCGY1i//phk9VDP+DOJ+oPjhfrDHsdLa2trn6/td8BatmxZj0HkXPv27QMACEL35RyiKPZ4+7nO/35f7tOXay5k6dKlWLJkieXrxsZGREVFIS0tDd7e0v62rdPpkJGRgZkzZ0KpVEpaizP7vi4TG49XwStqBK69arDU5VyWSx0zhVtPA8fycOXQMFx77WgbVkj2xDxe/nzTKDzxn8PYUqHAM7cnIybQU5J6vjtUhsO7c6CUC3j7/mQMC9FIUgf1jD+TqD84Xqg/7Hm8mFe39UW/A9Zjjz2Gu+6664LXDB48GNnZ2aioqOj2vaqqqm4zVGahoaEATLNUYWFhltsrKyst9wkNDUVHRwfq6uq6zGJVVlYiJSWlvy/HQqVSQaVSdbtdqVTazT+wPdXijMZG+2Hj8SocKWt2mr/n/o6Zw2WmZjJjo/2c5u+A+m52YhimZFVg24kq/OG7Y/hi4ZUDvu+psKYVf/7eNFv12LShGBnpP6DPT33Hn0nUHxwv1B/2OF76U0+/m1wEBgYiPj7+gn/UajWSk5PR0NCAvXv3Wu67Z88eNDQ09BqEYmJiEBoa2mVasKOjA1u3brXcJykpCUqlsss1ZWVlOHz48GUFLCJzW3JzFz1XdKjI3KKdHQRdkSAI+NvNifBwk2Nvfi0+31s4oM/foTfi8X8fRLNWjwmD/PDotLgBfX4iIiJrsFkXwYSEBMyePRsLFy7E7t27sXv3bixcuBDXX399lwYX8fHxWLduHQDTD/fFixfjpZdewrp163D48GHMnz8fHh4euPvuuwEAPj4+ePDBB/H0009j06ZNyMzMxK9//WuMGjUKM2bMsDxuYWEhsrKyUFhYCIPBgKysLGRlZaG5udlWL5kcnDlUnKlpRUOr/W2utLXKxnaUN7ZDJgCJEQxYrirK3wPPpJneo19afwynqwbuPfPFH47gUHEDfNyV+OevxkEht+lJIkRERDZh0zZRn332GZ544glLx78bb7wRK1eu7HJNbm4uGhrOnj307LPPoq2tDYsWLUJdXR0mTZqE9PR0aDRn1+C//vrrUCgUuPPOO9HW1obp06djzZo1kMvllmv+9Kc/4aOPPrJ8PW7cOADA5s2bkZqaaouXSw7O18MN0f4eKKxtRXZJPSYPDZK6pAFlPmB4SLCX5B3kSFr3pQxG+tFy7D5diye+yMTXj1wFN4Vtw84Xewvx6e5CCALw2p1jEOHrbtPnIyIishWb/hbl7++PTz/99ILXiGLXQy0FQcCyZcuwbNmyXu+jVqvxxhtv4I033uj1mjVr1mDNmjX9KZcIoyN9TAGruMHlApZ5aaR5qSS5LrlMwIq54zD7n9twuKQRf/3xKF68KdFmz7fjZDX++O1hAMDTM4dhekLP+3SJiIgcAddfEJ1jjAvvwzLPYI3h/isCEOqjxqu3jwEAfLyrAJ/uLrDJ8xwuacBDn+yHziDi+tFheHTaEJs8DxER0UBhwCI6h3kfVnZxw0WudC6iKHIGi7qZMSIEv51l2o/15++O4Ofj3TvDXo7DJQ2Yt3oPWjoMSIkLwD/uHHNZx20QERHZAwYsonOMjPCBIABlDe2obGqXupwBU1TbhvpWHZRyAfFhPHOIzlqUGodbx0XAYBTx8CcHsfVElVUeN7OwDne/txt1rTqMifTBu/OSoFLIL35HIiIiO8eARXQOL5UCQ4K8AADZRa4zi3Woc/YqIcybv+RSF4Ig4OXbR2P2yFB0GIxY+PF+fJtVclmP+W1WCeau2o3Gdj3GR/vikwWToFHb13knREREl4oBi+g8rngeVmZhPQBgbJSvpHWQfVLKZfjXr8aZQpbeiCe/yMLy/x2DVm/o1+O0aPV4fl0OnvwiCx16I6bHB+PjByfBm+GKiIicCAMW0XnGRHXuwypxnRmsg4V1AIDx0X4SV0L2yk0hw1v3jMdDU2MBAO9uPY0b3tiBX/Kqu3WDPZ/RKOKbzBLMWrENn+0xHV788NQ4rLp3Arx4JAARETkZ/mQjOs/ZGawGiKLo9JvutXoDjpY2AgDGRftKWwzZNZlMwNI5CRgX5Ys/fHMYJyqacc/7ezA2yhc3jw3H1UODEO3vATeFDG0dBhwta8SOk9X4OrMYBTWtAIAIX3f83+2jkTIkUOJXQ0REZBsMWETniQ/VQCETUNvSgeK6NkT5e0hdkk0dLmlEh8GIAE/TQctEFzM7MQwTYwLwz40n8O99RcgqqkdWUT0AQBAAhUyAztB1VkujVuDhqXG4/6rB8HDjjx4iInJe/ClHdB61Uo74MA0OlzQiu7jB6QNWZufywHHRvk4/W0fW4+/phhduSsSj1wzBt5mlyDhagZySBrTpDJZwFeilwtgoX1w3OhSzRoYyWBERkUvgTzuiHoyO9O0MWPW4bnSY1OXYlLnBxTjuv6JLEKxRY+GUWCycEgtRFFHd3AG90QgPpQLe7gqGdiIicjlsckHUgzGdBw4fcoFOgufOYBFdDkEQEKRRIczHHT4eSoYrIiJySQxYRD0Y09muPKe4AQbjhTukObLyhnaUNrRDJgBjOpt7EBEREdGlY8Ai6sHQYA083eRo6TDgREWT1OXYjHn2anioNzzZLpuIiIjosjFgEfVALhMss1jmPUrOKLOz89t4Lg8kIiIisgoGLKJemA/dNR/C64wOFpj3X7HBBREREZE1MGAR9cLc9CHTSQNWh96InJIGAGxwQURERGQtDFhEvTDP6pyqakF9a4fE1VjfsbJGaPVG+LgrERvoKXU5RERERE6BAYuoF/6ebhgcYDpkOKtzr5Iz4QHDRERERNbHgEV0AWf3YdVLW4gNmF/TeO6/IiIiIrIaBiyiC3DmfVgHecAwERERkdUxYBFdgHkfVlZRPYxOdOBweUM7iuvaIBOAsZ3t6ImIiIjo8jFgEV1AfKgG7ko5mtr1OFXVLHU5VrP3TC0AYES4NzRqpcTVEBERETkPBiyiC1DIZRgd6QPAuc7D2pdvClhXDPaXuBIiIiIi58KARXQR5mWCmU7U6GJf5wzWRAYsIiIiIqtiwCK6iPGWRhf1ktZhLQ2tOuRWNAEAJjBgEREREVkVAxbRRYztDFgnKpvQ2K6TthgrOFBYC1EEYgI9EaRRSV0OERERkVNhwCK6iGCNGpF+7hBF4JATHDi8N9+0l+yKwTz/ioiIiMjaGLCI+iBpkCmM7D/j+I0uzPuv2OCCiIiIyPoYsIj6YGKMKYzs7ey+56jadQZkF9cDOPuaiIiIiMh6GLCI+mBSZxg5WFiHDr1R4mouXVZRPXQGEcEaFaL9PaQuh4iIiMjpMGAR9UFckBf8Pd2g1RuRU1IvdTmXbL95eWCMPwRBkLgaIiIiIufDgEXUB4IgWM6M2uPAywT3du4hu2IQG1wQERER2QIDFlEfOfo+LINRxMGCzoDF/VdERERENsGARdRH5oB14EwdDEZR4mr671hZI5q1emhUCsSHektdDhEREZFTYsAi6qOEMG9oVAo0afU4VtYodTn9Zl7amDTYD3IZ918RERER2QIDFlEfyWUCJnQezuuIywR35lUDAFLiAiSuhIiIiMh5MWAR9cMVDroPS2cwYvfpGgBASlygxNUQEREROS8GLKJ+MJ+HtfdMLUTRcfZhZRfXo6XDAD8PJUaEcf8VERERka0wYBH1w6gIX6gUMtS2dOBUVbPU5fTZL3mm2avkuADIuP+KiIiIyGYYsIj6wU0hw/ho0z4sRzoPa0fn/qurhnB5IBEREZEtMWAR9ZOjnYfV2qFHZqHp/KuruP+KiIiIyKYYsIj6ybwPa89px9iHte9MHXQGERG+7hgU4CF1OUREREROjQGLqJ/GD/KDm0KG8sZ2nK5ukbqcizq3PbsgcP8VERERkS0xYBH1k1opx4RBpn1Yv3SGF3tm3n919VAuDyQiIiKyNQYsoktgbhax46R9B6y61g4cLWsEYOogSERERES2xYBFdAmu7gxYu07XwGC0331Yu0/XQhSBYSFeCNaopS6HiIiIyOkxYBFdgsQIH3irFWhq1yOnpEHqcnq167Sp02EKuwcSERERDQgGLKJLIJcJliV39rwPa+cpU8C6mudfEREREQ0IBiyiS2QOLdtOVElcSc8q24CC2lYo5QImxfpLXQ4RERGRS2DAIrpEU4cFAwAOFNShqV0ncTXdHas3tWS/YrA/NGqlxNUQERERuQYGLKJLFB3ggZhAT+iNIn7Jq5G6nG6O1pkC1rThwRJXQkREROQ6GLCILsPUYUEAgK12tkywtUOPvMbOgBUfJHE1RERERK6DAYvoMkwd3hmwcishivbTrn13fh30ooBIXzXigrykLoeIiIjIZdg0YNXV1WHevHnw8fGBj48P5s2bh/r6+gveRxRFLFu2DOHh4XB3d0dqaiqOHDnS5RqtVovHH38cgYGB8PT0xI033oji4mLL98+cOYMHH3wQMTExcHd3R1xcHP785z+jo6PDFi+TXFhybABUChlKG9qRV9ksdTkWW3JNM2pThwVBEASJqyEiIiJyHTYNWHfffTeysrKwYcMGbNiwAVlZWZg3b94F7/PKK6/gtddew8qVK7Fv3z6EhoZi5syZaGpqslyzePFirFu3Dl988QV27NiB5uZmXH/99TAYDACA48ePw2g04t1338WRI0fw+uuv45133sHvf/97W75cckFqpRyTYk3t2n8+XilxNSZGo4ifOwNW6nC2ZyciIiIaSApbPfCxY8ewYcMG7N69G5MmTQIAvPfee0hOTkZubi6GDx/e7T6iKGLFihV4/vnnceuttwIAPvroI4SEhODzzz/HQw89hIaGBqxevRqffPIJZsyYAQD49NNPERUVhY0bN2LWrFmYPXs2Zs+ebXnc2NhY5Obm4u2338arr77aY71arRZardbydWNjIwBAp9NBp5O2Q5z5+aWug3o2bVgAtp2oQsbRcjyQEi11OcgubkBFoxYqmYgJURqOG7oovsdQf3C8UH9wvFB/2PN46U9NNgtYu3btgo+PjyVcAcCVV14JHx8f7Ny5s8eAlZ+fj/LycqSlpVluU6lUmDp1Knbu3ImHHnoIBw4cgE6n63JNeHg4EhMTsXPnTsyaNavHehoaGuDv3/tZQMuXL8cLL7zQ7fb09HR4eHj06TXbWkZGhtQlUA8ELQAocKCgDv/5dj28JO6I/kOhDIAMCX4itm3+WdpiyKHwPYb6g+OF+oPjhfrDHsdLa2trn6+1WcAqLy9HcHD39tDBwcEoLy/v9T4AEBIS0uX2kJAQFBQUWK5xc3ODn59ft2t6e9xTp07hjTfewD/+8Y9e6126dCmWLFli+bqxsRFRUVFIS0uDt7d3r/cbCDqdDhkZGZg5cyaUSp5nZI++Kt+FI6VNkEWNwbXjIySt5Y1//QKgBaP8RI4Z6hO+x1B/cLxQf3C8UH/Y83gxr27ri34HrGXLlvU403Ouffv2AUCPm+tFUbzopvvzv9+X+/R2TWlpKWbPno077rgDCxYs6PX+KpUKKpWq2+1KpdJu/oHtqRbqauaIUBwpbcLm3Gr8atJgyerIr25BXlULFDIBI/xEjhnqF44X6g+OF+oPjhfqD3scL/2pp98B67HHHsNdd911wWsGDx6M7OxsVFRUdPteVVVVtxkqs9DQUACmWaqwsDDL7ZWVlZb7hIaGoqOjA3V1dV1msSorK5GSktLl8UpLSzFt2jQkJydj1apVfXuBRJdg5ogQrNh4EttPVqNdZ4BaKZekjp+OmGZxJ8b4wUNhH003iIiIiFxJv7sIBgYGIj4+/oJ/1Go1kpOT0dDQgL1791ruu2fPHjQ0NHQLQmYxMTEIDQ3tsu6yo6MDW7dutdwnKSkJSqWyyzVlZWU4fPhwl8ctKSlBamoqxo8fjw8//BAyGY/8ItsZEeaNCF93tOkMlhbpUvghuxQAMHtkzx9iEBEREZFt2Sx1JCQkYPbs2Vi4cCF2796N3bt3Y+HChbj++uu7NLiIj4/HunXrAJiWBi5evBgvvfQS1q1bh8OHD2P+/Pnw8PDA3XffDQDw8fHBgw8+iKeffhqbNm1CZmYmfv3rX2PUqFGWroKlpaVITU1FVFQUXn31VVRVVaG8vLzXPVpEl0sQBFw32jTr+mNOmSQ1nKluweGSRshlAmaNYMAiIiIikoLNmlwAwGeffYYnnnjC0vHvxhtvxMqVK7tck5ubi4aGBsvXzz77LNra2rBo0SLU1dVh0qRJSE9Ph0ajsVzz+uuvQ6FQ4M4770RbWxumT5+ONWvWQC43LctKT09HXl4e8vLyEBkZ2eX5RFG01cslF3fdqDCs2nYam45VoK3DAHe3gV0maJ69SokLgL+n24A+NxERERGZ2DRg+fv749NPP73gNecHHkEQsGzZMixbtqzX+6jVarzxxht44403evz+/PnzMX/+/P6WS3RZRkf6INLPHcV1bdicW4lrR4Vd/E5W9EO2aebshtHhA/q8RERERHQWNyYRWcm5ywTNs0kD5URFE46XN0EpFzBrZOiAPjcRERERncWARWRF148yzR5tOlaJxvaBO4V87YFiAMDUYcHw8bCvtqZEREREroQBi8iKEiO8MTTYC1q9ET9mD0yzC73BiK8zSwAAd0yIvMjVRERERGRLDFhEViQIAm5PMoWc/3bOKtnatpNVqGrSwt/TDdOGBw/IcxIRERFRzxiwiKzslnERkAnAgYI6nK5qtvnzfbXfFORuHhsBNwX/kyYiIiKSEn8bI7KyYG81pg4LAmD7WazKpnZsPFYBAJaZMyIiIiKSDgMWkQ3cOSEKAPCf/UXQ6g02e55/7ymCziBiXLQvRoR72+x5iIiIiKhvGLCIbGDGiBCEeqtR3dyB9Tm2aXahMxjx2Z4CAMD8lME2eQ4iIiIi6h8GLCIbUMpl+PWV0QCANTsLbPIcGw6Xo7JJi0AvFeYkDuyhxkRERETUMwYsIhu5a2I03OQyHCqqR1ZRvVUfWxRFrN6RDwC4e1I0m1sQERER2Qn+VkZkI4FeKlw/xjSz9PaWPKs+9i95NcgqqodKcXamjIiIiIikx4BFZEOLUuMgCMBPRypwrKzRao/7r59PAgB+NTEawRq11R6XiIiIiC4PAxaRDQ0J1uC6UaZZrDc6Q9Hl2nO6Bnvza+Eml+GhqbFWeUwiIiIisg4GLCIbe/yaoQCA9TnlOFzScFmPZTSKeGn9MQDAHRMiEebjftn1EREREZH1MGAR2djwUA1uHBMOAHjh+yMQRfGSH2tdZgkOFTfAS6XAkzOGWqtEIiIiIrISBiyiAbD02ni4K+XYd6YO32aVXtJjNGv1eHnDcQDAY9cM4d4rIiIiIjvEgEU0AMJ83PHYNUMAAH9bfwzVzdp+P8ay746gskmLQQEeuP+qwVaukIiIiIisgQGLaIAsmByDocFeqGrS4pmvDsFo7PtSwR+yS/HfA8WQCcD/3T4GKoXchpUSERER0aViwCIaICqFHCvvHg+VQoYtuVV4q49nYx0pbcDStTkAgEWpQzAxxt+WZRIRERHRZWDAIhpAw0M1WHbjSADAq+kn8MGO/Atef7qqGfd9sBdNWj0mDvZnYwsiIiIiO8eARTTA7roiCk907sd68YejePH7o2jrMHS7bsPhMtz85i+obu7AiDBvvD9/ApRy/idLREREZM8UUhdA5GoEQcBTM4dBBPDGz3n44Jd8/HSkHDePC8fwUG/Ut3bgh0Nl2HumFgAwJsoXq++bAG+1UtrCiYiIiOiiGLCIJCAIAp5OG47xg/ywdG0OSurb8ObmU12ukQnAwimxeCZtOGeuiIiIiBwEAxaRhKYND8amp6di47EKbDxWiaqmdni4KTA+2he3J0Uh1IdnXRERERE5EgYsIol5qhS4aWwEbhobIXUpRERERHSZuO6IiIiIiIjIShiwiIiIiIiIrIQBi4iIiIiIyEoYsIiIiIiIiKyEAYuIiIiIiMhKGLCIiIiIiIishAGLiIiIiIjIShiwiIiIiIiIrIQBi4iIiIiIyEoYsIiIiIiIiKyEAYuIiIiIiMhKFFIXYK9EUQQANDY2SlwJoNPp0NraisbGRiiVSqnLIQfAMUP9wfFC/cHxQv3B8UL9Yc/jxZwJzBnhQhiwetHU1AQAiIqKkrgSIiIiIiKyB01NTfDx8bngNYLYlxjmgoxGI0pLS6HRaCAIgqS1NDY2IioqCkVFRfD29pa0FnIMHDPUHxwv1B8cL9QfHC/UH/Y8XkRRRFNTE8LDwyGTXXiXFWeweiGTyRAZGSl1GV14e3vb3WAj+8YxQ/3B8UL9wfFC/cHxQv1hr+PlYjNXZmxyQUREREREZCUMWERERERERFbCgOUAVCoV/vznP0OlUkldCjkIjhnqD44X6g+OF+oPjhfqD2cZL2xyQUREREREZCWcwSIiIiIiIrISBiwiIiIiIiIrYcAiIiIiIiKyEgYsIiIiIiIiK2HAcgBvvfUWYmJioFarkZSUhO3bt0tdEtmhZcuWQRCELn9CQ0OlLovsxLZt23DDDTcgPDwcgiDgm2++6fJ9URSxbNkyhIeHw93dHampqThy5Ig0xZJduNiYmT9/frf3nCuvvFKaYklSy5cvxxVXXAGNRoPg4GDcfPPNyM3N7XIN32PIrC/jxdHfXxiw7NyXX36JxYsX4/nnn0dmZiYmT56MOXPmoLCwUOrSyA6NHDkSZWVllj85OTlSl0R2oqWlBWPGjMHKlSt7/P4rr7yC1157DStXrsS+ffsQGhqKmTNnoqmpaYArJXtxsTEDALNnz+7ynrN+/foBrJDsxdatW/Hoo49i9+7dyMjIgF6vR1paGlpaWizX8D2GzPoyXgDHfn9hm3Y7N2nSJIwfPx5vv/225baEhATcfPPNWL58uYSVkb1ZtmwZvvnmG2RlZUldCtk5QRCwbt063HzzzQBMnyyHh4dj8eLF+N3vfgcA0Gq1CAkJwcsvv4yHHnpIwmrJHpw/ZgDTJ8z19fXdZraIqqqqEBwcjK1bt2LKlCl8j6ELOn+8AI7//sIZLDvW0dGBAwcOIC0trcvtaWlp2Llzp0RVkT07efIkwsPDERMTg7vuugunT5+WuiRyAPn5+SgvL+/yXqNSqTB16lS+19AFbdmyBcHBwRg2bBgWLlyIyspKqUsiO9DQ0AAA8Pf3B8D3GLqw88eLmSO/vzBg2bHq6moYDAaEhIR0uT0kJATl5eUSVUX2atKkSfj444/x008/4b333kN5eTlSUlJQU1MjdWlk58zvJ3yvof6YM2cOPvvsM/z888/4xz/+gX379uGaa66BVquVujSSkCiKWLJkCa6++mokJiYC4HsM9a6n8QI4/vuLQuoC6OIEQejytSiK3W4jmjNnjuX/HzVqFJKTkxEXF4ePPvoIS5YskbAychR8r6H+mDt3ruX/T0xMxIQJEzBo0CD8+OOPuPXWWyWsjKT02GOPITs7Gzt27Oj2Pb7H0Pl6Gy+O/v7CGSw7FhgYCLlc3u3TncrKym6fAhGdz9PTE6NGjcLJkyelLoXsnLnbJN9r6HKEhYVh0KBBfM9xYY8//ji+++47bN68GZGRkZbb+R5DPeltvPTE0d5fGLDsmJubG5KSkpCRkdHl9oyMDKSkpEhUFTkKrVaLY8eOISwsTOpSyM7FxMQgNDS0y3tNR0cHtm7dyvca6rOamhoUFRXxPccFiaKIxx57DF9//TV+/vlnxMTEdPk+32PoXBcbLz1xtPcXLhG0c0uWLMG8efMwYcIEJCcnY9WqVSgsLMTDDz8sdWlkZ5555hnccMMNiI6ORmVlJf7617+isbER9913n9SlkR1obm5GXl6e5ev8/HxkZWXB398f0dHRWLx4MV566SUMHToUQ4cOxUsvvQQPDw/cfffdElZNUrrQmPH398eyZctw2223ISwsDGfOnMHvf/97BAYG4pZbbpGwapLCo48+is8//xzffvstNBqNZabKx8cH7u7uEASB7zFkcbHx0tzc7PjvLyLZvTfffFMcNGiQ6ObmJo4fP17cunWr1CWRHZo7d64YFhYmKpVKMTw8XLz11lvFI0eOSF0W2YnNmzeLALr9ue+++0RRFEWj0Sj++c9/FkNDQ0WVSiVOmTJFzMnJkbZoktSFxkxra6uYlpYmBgUFiUqlUoyOjhbvu+8+sbCwUOqySQI9jRMA4ocffmi5hu8xZHax8eIM7y88B4uIiIiIiMhKuAeLiIiIiIjIShiwiIiIiIiIrIQBi4iIiIiIyEoYsIiIiIiIiKyEAYuIiIiIiMhKGLCIiIiIiIishAGLiIiIiIjIShiwiIiIiIiIrIQBi4iIiIiIyEoYsIiIiHqRmpqKxYsXS10GERE5EAYsIiIiIiIiKxFEURSlLoKIiMjezJ8/Hx999FGX2/Lz8zF48GBpCiIiIofAgEVERNSDhoYGzJkzB4mJiXjxxRcBAEFBQZDL5RJXRkRE9kwhdQFERET2yMfHB25ubvDw8EBoaKjU5RARkYPgHiwiIiIiIiIrYcAiIiIiIiKyEgYsIiKiXri5ucFgMEhdBhERORAGLCIiol4MHjwYe/bswZkzZ1BdXQ2j0Sh1SUREZOcYsIiIiHrxzDPPQC6XY8SIEQgKCkJhYaHUJRERkZ1jm3YiIiIiIiIr4QwWERERERGRlTBgERERERERWQkDFhERERERkZUwYBEREREREVkJAxYREREREZGVMGARERERERFZCQMWERERERGRlTBgERERERERWQkDFhERERERkZUwYBEREREREVkJAxYREREREZGV/D+y03f41TAXpwAAAABJRU5ErkJggg==",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.5\n",
    "\n",
    "periods = 4\n",
    "b = 2pi * periods\n",
    "\n",
    "# Using the same time step size as with the leapfrog method in the previous section.\n",
    "stepsperperiod = 100\n",
    "n = Int(stepsperperiod * periods)\n",
    "\n",
    "# We need U_1, and get it with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only one step is needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_1step, U_1step) = NM.rungekutta_system(f_mass_spring, a, a+h, U_0, 1)\n",
    "U_1 = U_1step[end,:]\n",
    "(t, U) = adamsbashforth2(f_mass_spring, a, b, U_0, U_1, n)\n",
    "\n",
    "Y = U[:,1]\n",
    "DY = U[:,2]\n",
    "y = y_mass_spring.(t; t_0=a, u_0=U_0, K=K, M=M, D=D)  # Exact solution\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"K/M=$(K/M), D=$D by 2-step Adams-Bashforth with $periods periods, $stepsperperiod steps per period\")\n",
    "plot(t, Y, label=\"y computed\")\n",
    "plot(t, y, label=\"exact solution\")\n",
    "legend()\n",
    "xlabel(\"t\")\n",
    "ylabel(\"y\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(true)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Higher order Adams-Bashforth methods\n",
    "\n",
    "The strategy described above of polynomial approximation, extrapolation, and integration can be generalized to get the $s$ step Adams-Bashforth method, of order $s$;\n",
    "to get the approximation $U_i$ of $u(t_i)$ from data at the $s$ most recent previous times $t_{i-1}$ to $t_{i-s}$:\n",
    "\n",
    "1. Find the collocating polynomial $p(t)$ of degree $s-1$ through\n",
    "$(t_{i-1}, F_{i-1}) \\dots (t_{i-s}, F_{i-s})$\n",
    "\n",
    "2. Use this on the interval $(t_{i-1}, t_{i})$ (*extrapolation*) as an approximation of $u'(t) = f(t, u(t))$ in that interval.\n",
    "\n",
    "3. Use $u(t_{i}) = u(t_{i-1}) + \\int_{t_{i-1}}^{t_{i}} u'(\\tau) d \\tau \\approx u(t_{i-1}) + \\int_{t_{i-1}}^{t_{i}} p(\\tau) d\\tau$,\n",
    "where the latter integral can be evaluated exactly.\n",
    "\n",
    "Again, one does not actually evaluate this integral; it is enough to verify that the resulting form will be\n",
    "\n",
    "$$U_{i} = U_{i-1} + h (b_0 F_{i-s} + b_1 F_{i-s+1} + \\cdots b_{s-1} F_{i-1})$$\n",
    "\n",
    "with the coefficients being the same for any $f(t, u)$ and any $h$.\n",
    "\n",
    "In fact, the polynomial fitting and integration can be skipped: thecoefficients can be derived by the method of undetermined coefficients as seen in\n",
    "{doc}`derivatives-and-the-method-of-undetermined-coefficents`\n",
    "and this also established that the local truncation error is $O(h^s)$:\n",
    "- insert Taylor polynomial approximations of\n",
    "$u(t_{i-k}) = u(t_i) - k h)$ and\n",
    "$f(t_{i-k}, u(t_{i-k})) = u'(t_{i-k}) = u'(t_i - k h)$\n",
    "into\n",
    "$$U_{i} = U_{i-1} + h (b_0 f(t_{i-s}, U_{i-s}) + \\dots + b_{s-1} f(t_{i-1}, U_{i-1})) $$\n",
    "\n",
    "- solve for the $s$ coefficients $b_0 \\dots b_{s-1}$ that give the highest power for the residual error:\n",
    "the terms in the first $s$ powers of $h$ (from $h^0 = 1$ to $h^{s-1}$) can be cancelled, leaving an error $O(h^s)$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first few Adams-Bashforth formulas are:\n",
    "\n",
    "- $s=1$: $b_0 = 1$,\n",
    "$$U_{i} = U_{i-1} + h F_{i-1} = U_{i-1} + h f(t_{i-1}, U_{i-1}) \\quad \\text{(Euler's method)}$$\n",
    "\n",
    "- $s=2$: $b_0 = -1/2, b_1 = 3/2$,\n",
    "$$U_{i} = U_{i-1} + \\frac{h}{2} \\left( 3 F_{i-1} - F_{i-2} \\right) \\quad \\text{(as above)}$$\n",
    "\n",
    "- $s=3$: $b_0 = 5/12, b_1 = -16/12, b_2 = 23/12$,\n",
    "$$U_{i} = U_{i-1} + \\frac{h}{12} \\left( 23 F_{i-1} - 16F_{i-2} + 5 F_{i-3} \\right)$$\n",
    "\n",
    "- $s=4$: $b_0 = -9/24, b_1 = 37/24, b_2 = -59/24, b_3 = 55/24$,\n",
    "$$U_{i} = U_{i-1} + \\frac{h}{24} \\left( 55 F_{i-1} - 59 F_{i-2} + 37 F_{i-3} -9 F_{i-4} \\right)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "function adamsbashforth3(f, a, b, U_0, U_1, U_2, n)\n",
    "    n_unknowns = length(U_0)\n",
    "    h = (b-a)/n\n",
    "    t = range(a, b, n+1)\n",
    "    u = zeros(n+1, n_unknowns)\n",
    "    u[1,:] = U_0\n",
    "    u[2,:] = U_1\n",
    "    u[3,:] = U_2\n",
    "    F_i_3 = f(a, U_0)  # F_0 to start when computing U_3\n",
    "    F_i_2 = f(a+h, U_1)  # F_1 to start when computing U_3\n",
    "    for i in 3:n  # i is the mathematical index, so \"+1\" for Julia array indices\n",
    "        F_i_1 = f(t[i], u[i,:])\n",
    "        u[i+1,:] = u[i,:] + (23F_i_1 - 16F_i_2 + 5F_i_3) * (h/12)\n",
    "        (F_i_2, F_i_3) = (F_i_1, F_i_2)\n",
    "    end\n",
    "    return (t, u)\n",
    "end;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+1yWJLNaKyCjNloIvEsnBa3dKImw4tyICJMIIgiAIgiAIQnW2n+4AAEwvzcQ3Z5QAAA432GHr8epZVliY0zUiu2/aYJksyuo7E0eEtTqlVI68NIvOlcQHiTCCIAiCIAiCUJm9ddLy40tG5SA/3aq4SocbbXqWFZYG5oRl9RVhihOWQO2IbSTCCIIgCIIgCIIIx9HG4PJjAJhcLP3vkYbEShsEgu2IJeeJsLKcxHPCWDtiLrUjDs5zzz2HiooKJCUlYdasWfj8888HPX7z5s2YNWsWkpKSMHr0aKxdu7bfMW+//TYmT54Mq9WKyZMn49133+3z9VGjRkEQhH5/fvKTnyjH3H777f2+ftlll6nzTRMEQRAEQRBfWURRxLFmSYSxpcdTSjIBJJ4Ic7p9sLmkFsl+7Yg5bCYsgZywbtkJSyUnbEDWr1+P5cuX46GHHsLevXsxf/58XHfddaitDb8n4cyZM1i8eDHmz5+PvXv34uc//zl++tOf4u2331aO2bp1K5YsWYKlS5di//79WLp0KW655RZs375dOWbnzp1obGxU/lRVVQEAvve97/V5vWuvvbbPcRs2bODwLhAEQRAEQRBq4vb59S5hUBptvXD0+mAyCBidJy0/Zo7Y4QQTYawVMTPZjDSrqc/XijIkEdZs79W8roGgdsQIePLJJ3HnnXfirrvuwqRJk7BmzRqUlZXh+eefD3v82rVrMXLkSKxZswaTJk3CXXfdhTvuuANPPPGEcsyaNWuwcOFCrFq1ChMnTsSqVatw9dVXY82aNcox+fn5KCoqUv784x//wJgxY7BgwYI+r2e1Wvscl5OTw+V9IAiCIAiCIOLH3uvFd5/7EhN/+SF+v/GE3uUMyLEmyQUbnZ8Ki0m63WaO2Ok2J/wBUbfazmegVkQAKMyQWv7auz3w+gOa1jUQSjriMI+oNw19SGx4PB7s3r0bDz74YJ/HFy1ahC1btoR9ztatW7Fo0aI+j11zzTVYt24dvF4vzGYztm7dihUrVvQ7JlSEnV/H66+/jpUrV0IQ+i5027RpEwoKCpCVlYUFCxbgN7/5DQoKCgb8ntxuN9xut/Lfdrv0SYbX64XXq2/SDXt9vesghgd0vRDRQtcMEQ10vRDREM318szG49hb2wUAeLLqOK4an6uIm0TiqBy+MS4/Tfm+8lNNMBsFeP0i6todGBFG9OhBozzvVZBm6fd3kGYWYDII8AVENHZ2ozgzSY8SFbrdPri8khjMtAoJ9zMmmnq4ibC2tjb4/X4UFhb2ebywsBBNTU1hn9PU1BT2eJ/Ph7a2NhQXFw94zEDnfO+999DV1YXbb7+9z+PXXXcdvve976G8vBxnzpzBL3/5S1x11VXYvXs3rNbwyvqxxx7Dww8/3O/xyspKpKSkhHmG9rDWS4KIBLpeiGiha4aIBrpeiGgY6nrxi8Abu4wABAgQIULAb9/+EjdVJIZDE8oXpw0ADPB0NmDDhnrl8SyzEa1+AX/5YBPGZyaGG/ZlvQDAiN6ulrCjOWkmI7o8At778BOU66x323oBwASzQcSWzZ/qW0wYenoiDzDhJsIY57tPoij2e2yo489/PJpzrlu3Dtdddx1KSkr6PL5kyRLl/0+dOhWzZ89GeXk5/vnPf+LGG28Me65Vq1Zh5cqVyn/b7XaUlZVh0aJFyMjIGPB70gKv14uqqiosXLgQZrNZ11qIxIeuFyJa6JohooGuFyIaIr1edtV0wrltJ7JTzHjkW5PxH2/tx+neFFx33fxB7y314J3X9gDNbbhy9lQsnl2qPP522260nmhH8bhpfR7Xk53/qAbq6nDx5DFY/I1x/b6+rm4buurtGDttNhZOHrhjTAv219uAvduRakJC/nxhXXKRwE2E5eXlwWg09nOoWlpa+jlZjKKiorDHm0wm5ObmDnpMuHPW1NTg448/xjvvvDNkvcXFxSgvL8eJEwP3F1ut1rAumdlsTpiLIJFqIRIful6IaKFrhogGul6IaBjqetlxVmrxmzc2D1dPLoLRcAD1Xb1od/lRnJkYrX2MennOalR+ep/vaVReGj470Y5zNnfC/Nto75Za6IoyU8LWVJiRDMCOdpdP95odHsn1TDUl5s+XaOrhFsxhsVgwa9asftZyVVUV5s2bF/Y5c+fO7Xd8ZWUlZs+erXxTAx0T7pwvv/wyCgoKcP311w9Zb3t7O+rq6lBcXDzksQRBEARBEIS27K/vAgBcOioHKRYTxhVIqYP76xJr+bEoiqiXlxuXZfcdVxkp792qbU+cvVstDinvoGCAoAsWztGSAAmJXT1SMmKqOTFaOeOBazriypUr8eKLL+Kll15CdXU1VqxYgdraWtxzzz0ApPa+2267TTn+nnvuQU1NDVauXInq6mq89NJLWLduHe6//37lmPvuuw+VlZV4/PHHcfToUTz++OP4+OOPsXz58j6vHQgE8PLLL+MHP/gBTKa+hp/T6cT999+PrVu34uzZs9i0aRO++c1vIi8vD9/97nf5vSEEQRAEQRBETLD9WizqfUZpFgDg4LkunSoKT6vDDbcvAIMAFGf1DbJQRFhHIokwSVwVZIQXYQXp0vfQYneH/bqWdMquXSr3gSr+cP0WlixZgvb2djzyyCNobGzE1KlTsWHDBpSXlwMAGhsb++wMq6iowIYNG7BixQo8++yzKCkpwe9//3vcdNNNyjHz5s3DW2+9hV/84hf45S9/iTFjxmD9+vWYM2dOn9f++OOPUVtbizvuuKNfXUajEQcPHsRrr72Grq4uFBcX4+tf/zrWr1+P9PTES9ghCIIgCIL4KtPudKNJdmImFksibHpZJtbvqsOB+sRywurktMHizGSYjX39DhYD32jT31UCJNeOiav8tPDJh8wha3boXzNzwlJIhA3NsmXLsGzZsrBfe+WVV/o9tmDBAuzZs2fQc9588824+eabBz1m0aJFSqjH+SQnJ+Ojjz4a9PkEQRAEQRBfBXq9fjTbezEyJyXhAi4Y1Y3S3q1RuSnKQuHpI7IABB2yRIG1Io7I7j+nViRHvLc53fD4AsoOMb1wuH1w+6Q5q4GcsNw06fGObo9mdQ1EZ8+F44Tp+zdPEARBEARB6EZdRw8W/O5TLPjdJvz83UN6lzMg1Y2S0JpUHEyjHp2fCkBaJGxzJc6+qGbZsQu3UysnxQKzURK6LQngLLXK82DpVhOSzMawx+SkWgAkigijmTCCIAiCIAhimPO7j46hWW5He3NHLXae7dC5ovCcae8GAIyVwzgAINVqUlrlzrZ161JXONj7WZjRX4QZDILyeHMCBF0wYZU3QCgHkFgirIucMIIgCIIgCGI40+PxofKItPZnsuwwvbmjdrCn6AZLEyzPTe3zeEWe9N9nEkqESeIqnAgDgCL58USYC2t3SsIqO2XgaHUmwno8fvR6/ZrUNRCdF9BMGIkwgiAIgiCIryCfHW9FrzeA0uxkrP7WFADAx0ea4Q8kXqvXWdkJK8/tG/nORNjphBRh4d0lNhfWlAAijIkaJrTCkZFkgskgtVDq7YYFnbDEu0ajhUQYQRAEQRDEV5CN1S0AgGunFGFWeTZSLEbYe3040eLQubK+eHwBNMjLjwcSYYnYjlg0hBOWSO2I2SkDizBBEJCdIC2Jyp4wcsIIgiAIgiCI4Qhbfjx3TC6MBkHZu7Wnpku3msJR39mDgAikWIzIT+vrLo2SRVhNe2KIMFEUlSj9AdsRMxOnHbGze2gnDAByE0CEeXwBdHukdkhqRyQIgiAIgiCGHd1uH062OAEA00ZkAgAuLs8CAOyp7dSrrLDUyIuNw0Xoj5D3bp3r0l/QAIDN5YVHjnzPHyDsgj3e5tR/+XGH7CxlDyHCmFPG2hf1gLlgBgFIJhFGEARBEARBDDeONNoREKW5pQLZsZlVng0A2FfXpWNl/WF7t0qzU/p9rThk75bbp29oBBBsRcxKMQ8Y+Z4nu3ksFENPOiJ0wnLSpK/rWTPbEZaZbIYhMdfZRQWJMIIgCIIgCBVpsvViy6m2hAy4YByotwEApskLj4HgDq6zbd3w+gN6lBWWJpskwkqywuzdSrXAKi88brbp7ywxd6tgkMj3XCZoEiDyXWlHHGQmLPTrejph7LWzkgdOchxOkAgjCIIgCIJQiX11XbjyiU9x6wvb8aPXdkEUE1OInWiWwjcmF6crjxVlJCHVYoQvICbMjBUQnJ0qzkzu9zVBEFCitCS6NK0rHEyEDeYs5aZKAq2zx6O7UI+0HZF9P3oKR9aOmDVInP5wgkQYQRAEQRCESvz3P46g1yu5SJ8cbUHlkWadKwoPi3QfnR9cfiwIAsbIy5BPtiSQCOtiIix80AVzyBpt+osw1q6XmzawE5adYoYgAKKor7MEAJ3dUovfkO2I8tc7dRRhrB2RRBhBEARBEAShUNfRg101nRAE4MaLRwAA1u+s07mq8LDlxizinTFGFmWnWp2a1zQQLG1wIBHGHLKGBHDC2IxV3iCixmQ0KEEXes5YuX1+ON0+ABG0IyaEEyaLMGpHJAiCIAiCIBh/398AAJg7OhfLrhwDAPj8RCtcHv0DI0Jx9HrR6pDa5iry+4qwsbITdqolMUSYKIqKuArXjggAJbI4S4SExPZu1o44sBMGBCPf23VMSGQumNEgID1p8LjBRHDCHL1SvRkkwgiCIAiCIAjG5uOtAIDF04oxJj8NhRlWeP0i9tYlVuQ7c8Hy0qzISOp7QztadsZOJ8jy464eL9xy5HthZnhhUySLs1ZHAogwpR1xiL1b8tfbdBQ1oYuaDUPEDeYkwJ4wOxNhQwjG4QKJMIIgCIIgiDjx+QM4IC8/nlORA0EQMKciFwCw40yHjpX1h4mw0ee1IgJAWY4UA58IIRdAMJQjL80Cqyl85Dvbu8XcPT1h7Xq5Qy0/VmLqdXTCelg8/dDOkuKE9XgQ0ClMxO6SWifTk8gJIwiCIAiCIAAcbXKg1xtAepJJmau6tCIHQOKJMLZ3iwmuUEqzmavkRq9X/zbKZtndKkgPPw8GSAINSAwRxpyiwYI5gODMmJ4zYaFO2FCwYwIi4Oj1ca1rIFg74lCtk8MFEmEEQRAEQRBxsrdWajmcWZaltHZdPFJafnzonC2houqZCBuR3X/GKjPZjDSrdJObCG5Ymyys8gfZu8W+1ub06P4+s4j6odsRZSesOxGcsKFFmMVkQLK8fNrm8nKtayDssvhLt5IIIwiCIAiC4M7+ui68vbse3W59PoGPhMMNdgDAjNIs5bExBakwGgTYe31otuvv0jCYuCrNCr93i7lhTKzpSassavIGcZbY1zz+gNKypgceX0BxiYZuR5RnwhLACcuKwAkDJIEO6CjCXCyYg0QYQRAEQRAEVz442IhvP/slfvaX/bj1hW3w+gN6lxSWE3Ka4Pii4PJjq8moRMAfbbLrUlc4znX2AAjvhAEIEWE9mtU0EG0OOfI9fWChkGQ2KmENrU79wjmYqDEZhH6BJ+fDFjbrORPGxFSke7f0FmFM4A713g4XSIQRBEEQBJGQBAIi/vuf1cp/76+34a+763WsKDyiKOKkLMLGhiw/BoAJhZIoO97s0LyucEiR75JQKQnjhAFAabY0K5YIThhr78sfasZKCefQz1litWanDp02yObY9Ny7xcRUZoSR73qLMJaOmEYzYQRBEARBEPzYcqod57pcyEgy4f5F4wEAb+6o1bmq/rQ63bC5vDAIwOjz9m5NkJ2xo02JIcI6e7xwyYEbAy0/HiGLs3MJJMIGa0cEgiKtVUdnqSPCZEQgNB1Rx8h3V3TOUoaOIsznD6BH3rdHEfUEQRAEQRAceWev5Hp9a2YJ/uXSkQCAA/W2hEjBC4W5YCNzUpBk7hujzpYfn0mQvVtMWOWnW/vVyijIkARCSwLs3WqNIJgj9Ot6XhssZGMowQgEwzCcbp9uKZT2GJ2wLpf2wjE0kTGNgjkIgiAIgiD4IIoitpxsBwAsnlqMvDQrppRkAAC+PNmmZ2n9OMVaEQvS+n1tpBwDX9uu/3wVADTaJBFWMoALBgTj4FsSIEwkUieMfb1NRyeMuVqRpA1mJJlglFsW7Tq199miDLrQsx2RtSKmWIwwGy8M+XJhfBcEQRAEQVxQ1He60GTvhdko4CI56v3ycXkAgM9PJJYIq+2QBFZ5bv/lx+W5kghr7/bAmQDpji2yU1SQMbAIK5SdsGa7vk6Y1x9AZ4908503ROR7IjhhrB0xEhEmCEKIs6TvjFW0TpgeovFCC+UASIQRBEEQBJGAbJcXHE8bkYlki9Q297UxkgjbVZNYy4+ZCBsZZvlxepJZuSmvade/JbHFzpYfD+wsMYHW7fHrKhyZs2Q0CEMuFA7uCtNPhDExFcnyYwDIkkVNp07hHNEHc5j6PE9LmPC7UBY1AyTCCIIgCIJIQHbXSMuPLxmVozw2bUQmAKCmvUf5FD8RqOuQWvzKcsKnDSZSS6LihKUP7ISlWU1IlYVvi45uGBNUORGkDSaCE2briS7ynR2nhxPm7RN0EaEIS9GzHVF2wiIUjMMBEmEEQRAE8RVCFEVsONiIZz89mXABF6GwvVpTZeEFSNHfbJapuiEx9m6Jooi6QZyw0MdrOhJIhGUMPmNVKLthei6Zbo0wnj70GD2vaRZYEbkIkxwzJt60JLSlMFJhkwgzYeSERcFzzz2HiooKJCUlYdasWfj8888HPX7z5s2YNWsWkpKSMHr0aKxdu7bfMW+//TYmT54Mq9WKyZMn49133+3z9dWrV0MQhD5/ioqK+hwjiiJWr16NkpISJCcn48orr8Thw4fj/4YJgiAIIoFZu/k0lv15D3730THcvHZLQswpnU8gIOKYHOk+MWT5MQBMLpFE2eEEEWE2lxcO+T1k+7XOh82F1SaECBu6HREIOkt6JiS2yYIqb4hagWAwR3u3B6Iocq1rILp6omvvU9oRe7RvR2RCKt0aDAgZCl1FGAsRoZmwyFi/fj2WL1+Ohx56CHv37sX8+fNx3XXXobY2/I6PM2fOYPHixZg/fz727t2Ln//85/jpT3+Kt99+Wzlm69atWLJkCZYuXYr9+/dj6dKluOWWW7B9+/Y+55oyZQoaGxuVPwcPHuzz9d/+9rd48skn8cwzz2Dnzp0oKirCwoUL4XAkxh4PgiAIglAbR68Xz3xyQvnvmvYevPzFGR0rCk99pws9Hj8sRgMq8vqGXbCExEQRYUxYFQwS+V6cKbUpNtn0j3xniYeDtSMCQSdMz4TEViUZcegZq+xU6ebcHxCV1jWtiVaEZerYjhhLe58iwnRw7pRgjgiTHIcDXEXYk08+iTvvvBN33XUXJk2ahDVr1qCsrAzPP/982OPXrl2LkSNHYs2aNZg0aRLuuusu3HHHHXjiiSeUY9asWYOFCxdi1apVmDhxIlatWoWrr74aa9as6XMuk8mEoqIi5U9+fr7yNVEUsWbNGjz00EO48cYbMXXqVLz66qvo6enBG2+8weW9IAiCIAi9eWfPOXR7/BhbkIY1S2YCAN7YUaubczAQ1XIr4rjCNJjOi6Nmy49PtTo1ryscbO9WaXb4eTAAKM6SBE2jziLMHxCVOauh2xH1T0hkwRyRtCNaTUZljk2voAvm1mRFGMzBAjy6dBA1wXj6aESYVK/D7UMgoO3PjGA74oXjhHGTkx6PB7t378aDDz7Y5/FFixZhy5YtYZ+zdetWLFq0qM9j11xzDdatWwev1wuz2YytW7dixYoV/Y45X4SdOHECJSUlsFqtmDNnDh599FGMHj0agOS4NTU19Xktq9WKBQsWYMuWLbj77rvD1ud2u+F2Bz8RstulXxJerxder74Dwuz19a6DGB7Q9UJEC10zFwbv7JGWH996SSm+MSEXyWYDGm292F/boThMahDv9VLdYAMAjMtP7XeOkVnSDfnpVic8Hg8EIbJWKl7Ud0qJh0UZ1gG/3/wU6XaryebS9d9Qi8ONgAgYBCDDIgxaS67sLGlR80DXS7vcCpmRZIyohuwUM7o9frTYezAiMzIhpBZef0BpS001R3btp1ulDxg6nL2aXxcdDpdcQ2TvLQDIlzFEEehwuiJ2/NTAJrdsppoNCf37KJqauImwtrY2+P1+FBYW9nm8sLAQTU1NYZ/T1NQU9nifz4e2tjYUFxcPeEzoOefMmYPXXnsN48ePR3NzM/77v/8b8+bNw+HDh5Gbm6scG+48NTU1A35Pjz32GB5++OF+j1dWViIlJXwfuNZUVVXpXQIxjKDrhYgWumaGLz0+4EC9EYAAY+MhbKw6hLFpBhzsNOAP73+Ja8vU/2Q71uvly5MGAAZ4O+qxYUNdn695/IAAI+y9Pvzl7x8gTecPxreelWrtaW/Ehg3nwh7T4wMAEzp7vHjv/Q2whO9a5E6dU6ojzSSi8qMPBz22oU0AYMTRmkZs2FCvRXn9rpfjNdJ7W3fyKDY4qod8vuCVru+PP9uKxmxtnRqnF2C31V9++jEiGbM6I7/Hp+ubsGHDBp7l9WNLk/TaLlt7VK9tMRjhCQj42wdVyBu8o1VVTsj/zmpPHUWVU7oWEvH3UU9P5HOf3Bsrz/+EShTFQT+1Cnf8+Y8Pdc7rrrtO+f/Tpk3D3LlzMWbMGLz66qtYuXJlzLWtWrWqz/PtdjvKysqwaNEiZGSo9wliLHi9XlRVVWHhwoUwmy8cq5bgA10vRLTQNTP8qTzSDHHnfozOS8Wt3/0aAKC7sB4H3zuCJiEHixfPUe214r1eXvnjdgA2LJp7ERZPK+r39TXHP8O5rl6MnjkXs8uzVag4dqr+7wDQ2ITLZkzE4q+NCnuMKIp4ZN9GuLwBXDTvSiWoQ2s+PdYKHNyL0rwMLF48d9Bjc8904LUTu+Azp2Lx4su51jXQ9bKubhvQZceCy2bhG5MKhjzPX1t3o+5kO8ZMno7FF43gWXI/Trd2A7u+REaSCTdcv2joJwBIP9mG107sgTElc8i/D7Wp3XwaOHMS4ytKsXjx1Iif9+jhzWi2u3HxnMsxdYR2975vNO0EOjsxd9ZMLJyUl7C/j1iXXCRwE2F5eXkwGo39XK+WlpZ+DhSjqKgo7PEmkwm5ubmDHjPQOQEgNTUV06ZNw4kTJ5RzAJLzVlxcHPF5rFYrrNb+fclmszlhLoJEqoVIfOh6IaKFrpnhy/azXQCA+ePylL/Dy8ZI89KHGx2AwQizUd1R8Vivlxp579aYwoywzx+dn4ZzXb2o63Rj7lh9r8cWeW5pRHbqoN9rcWYyTrd1o7Xbh7FF+tTcIVlyKMxIGvLvpSRbCkRpdbg1+zd//vVic0n15mUkR1RDrjw7Zu8NaP5zyumVTIPMlMiv+bx0aY7Q7vJqX68nAADISrFG9dpZyRY0293o9oqa1ux0SzvNstOC124i/j6Kph5uwRwWiwWzZs3qZxVWVVVh3rx5YZ8zd+7cfsdXVlZi9uzZyjc10DEDnROQZrmqq6sVwVVRUYGioqI+5/F4PNi8efOg5yEIgiCI4cr+emnOalbI8uOKvFRkJpvh8QVwtDEx0oFtLi865GCFUeclIzJYYuLptm7N6hoIlnhYlDl4bxb7epPdxb2mgWiOMBkRCAqabo8fvV4/17oGggVsZEe5d0ufyHd5R1hy5LNo7NhOPfaE9UaX5MjQK6b+Qgzm4JqOuHLlSrz44ot46aWXUF1djRUrVqC2thb33HMPAKm977bbblOOv+eee1BTU4OVK1eiuroaL730EtatW4f7779fOea+++5DZWUlHn/8cRw9ehSPP/44Pv74Yyxfvlw55v7778fmzZtx5swZbN++HTfffDPsdjt+8IMfAJDaEJcvX45HH30U7777Lg4dOoTbb78dKSkpuPXWW3m+JQRBEMQFhscXwAufncZ//e1QwiT2nY/XH0B1o9QmMy1k+bEgCJhRlgUA2FfXqUdp/ahpl4RVXpoVadbwDTts+XF9p757t0RRRJOcHliUEZkI0zMhsdUp7wgbIhkRADKSTDAbpRGNDh3SBn3+gBKjHmnaYE6qniKMJSNGkTYoH+vyai90lXTEKJcfs4h4Joq0gkXUZ15AEfVcv5MlS5agvb0djzzyCBobGzF16lRs2LAB5eXlAIDGxsY+O8MqKiqwYcMGrFixAs8++yxKSkrw+9//HjfddJNyzLx58/DWW2/hF7/4BX75y19izJgxWL9+PebMCfay19fX41//9V/R1taG/Px8XHbZZdi2bZvyugDwwAMPwOVyYdmyZejs7MScOXNQWVmJ9PS+SyEJgiAIYjB+9bdDeGunFB7x/oFGfHDffGXHUqJwssUJjy+AdKsJ5Tl955Fmlmbis+Ot2F9vw1Kd6gvlbLskrEYNMjdVkiW1cZ3r0s9VAiQHw+OT2rqG+jsvZk6YjiKMRb7npg4tagRBQHaKBS0ON9qdHuU914pQpyUrQrcmW/6+9BCN0e4IAyQBZDQI0m4zl3fAPXM8YO9vZhSiEQg6UU4Nd7GJonhBLmvmLieXLVuGZcuWhf3aK6+80u+xBQsWYM+ePYOe8+abb8bNN9884NffeuutIesSBAGrV6/G6tWrhzyWIAiCIMJxssWJ9bskAZadYkZHtwdrPj6Bx26cpnNlfTl4TmpFnFySAcN5sW2TiqXh+uPNidGO2CALq7KcgUXYCCbCOvUVYUxQ5aZaYDEN3lxUJC9s1tMJY+IkJ4K9W4DkLLU43Gjv1n5hM3OzMpJM/XbFDQRrW9SjvY+JsGicMEEQkJks/dzo7PGiQMMPb+wu5ixFJ2qYO+3Q0Anr9vjB1pJJIjCg2WvzhGs7IkEQBEFcyLz4+WmIIrBwciHWfn8WAOBv+87B5dFnhmYg2LzXlJLMfl8bVyh1gJxscWq+gDUcTISVZA18QzpCXozc4nDD7dPvvWbzXUPNgwFAcYb+ThgTYZE4YYDUEhr6PC1hQio7wloBIIfNhOlQr+IsRSlqmMvXpXELpS1GZyk9ibUjaueEMcFnNgpIMl840uXC+U4IgiAIQkN8/gA+OCSl9d7xtQpcWpGDspxk9Hj8+ORoi87V9YXNqo0rTOv3tVG5KbAYDejx+HVv7wOC7tZg7W+5qRZYZedJT1HTZJMcoqHmwYDEmAnrUIIuopuxYm2MWsKEVKTzYEBQsOkxE8ZEVDTBHECwHVBr9y7WYA7WjujQUIQx1y49yaz7cnY1IRFGEARBEDGwu6YTNpcXWSlmXFqRA0EQcP20EgDAhkONOlfXl5Mtkggbk99fhJmMBozOl9IGT7To35J4rmtoESYIQkK0JDbZpNcujMAJK0hnrpIbfh0cx0BAVMRJblqUIkzHGatIkxGlY4Npg2zPrFZ0xThjxUSQlu19gUBwxip6EaZ9O6JDSUa8cEI5ABJhBEEQBBETzO36+oQCGOU5q4WTpYWy2061a34TOBA9Hp8ibMYW9BdhQLAl8Xiz/umOrB1xxBBBEKwlsV5H9y7SZERAEjSCAAREnZwal1eZq4nUCctLY0EX+s2ERVorEJzH8gdETdvlgJB0xChFDWsH1LJep8enXAsZMYswDet1S681UFrqcIVEGEEQBEHEwPYzHQCAK8bnKY9NG5EFq8mA9m4PTrXqv8MKAE7LdeSkWhRn43xGy3u3WDy8Xjh6vcrN6FBpfInghLXJbXrM5RoMk9GgCIpWh/aihrUipieZhgwRYeSkJsBMWBQiLMlsRKpFShjUei7MpgRzRNeOqES+a7h3i72WxWSIOpGRiUaHW7t6SYQRBEEQBAEA6PX6cbhBXn48Mrj82GIy4KKRWQCAHbJI0xs2DzYmP/ziYyC4d6u2Q9+9W2xeKjPZPOQN14gEiKlvc0piKi/CtEHmLLHnaUm0oRxAsB2xTceZsGjaEYGgCOrQ2G3simFPGBDqhGknamIN5QCANNkJ0zKivptEGEEQBEHwx+byYvXfD+OeP+3GrrOJIWTO53CDDV6/iLw0C8py+jo2l46SRNnumsRYflyr7N0aWISVyzu5atr1FWGRzIMxWDtig54iTHa0Ip2xypcdM31EmPSaA7mh4Qi2I+rhhMlBF1HUC4QsbNaw5kBAVII5Yg26YOETWsBeKyOGxcd6tCOy10q9wETYhfXdEARBEMMaURRx9592YdtpSXx9eqwF7/3ka8ouq0Rhb20XAGBmWXa/tK5ppVkAgCONdo2rCg9ztwbbu8WcsIYuF7z+AMwR7mVSG9ZaOGKQeHqG3gubRVFEm3yjH7kTJoswh/aihoVrRCPCchJg+XG0ThgTQTYN2/tCZ6yiFWFKO6IOQRexOGF6pCN2u6U1FGkUzEEQBEEQfKg80oxtpzuQbDZiSkkG3L4AHt1QrXdZ/TjcIAmsGaX9925NLpEE44lmh647rBh1nZIIGzmICMtPt8JqMiAg6ussNUThhBXLiYTN9l5dQlAcbh88PmlpbH4EM2FAiAjTwwlzRi/CcuWZMKfbh16vttcyc8Jyopyx0kOEsXmwJHPsM1ZazoSxGatY0gbZczz+gGbXhFOeP6N2RIIgCILgxHOfngQA3HH5KKz9/iwIAvD5iTbdAyPOp1p2ucI5dCWZSchMNsMXEHEiAdIG6zokYXN+22QogiAoIk3PlkQmwoozhxZhBemSCOv1BuBwa5uEBwRbEdOspohvvJkIa9VDhDFRkxqZYAQkl8YkJ39q7YZ1xhx0oYMIU5IRo6sVCNarR3tfLKImzRJ8jlY1O5kTRiKMIAiCINTnbFs39tfbYDQI+OHXKlCWk4IrxuUDANbvrNO5uiAeX0AJu5hQlN7v64IgYLIszo406NuS6PEF0GhjImxgJwwIzoXpGc7RbJfESXEEe7eSLUblU/kWu/YLkFl7X6TzYEDQMdMzHTGaYA5BEHRpSRTF4IxVdmrityOy1sloWxEBICNJ+3bEeJwwg0FQxJBWu8JYMMeFNhNGIowgCIJICP55UFpwPG9MruIY3DyrFABQdaRZt7rO53SbE16/iDSrCaXZ4R2bicWSONN7+XFDlwsBUWqTyh9ibomJtDodRViLQxJTkUS+hx7XYtde1DAnLNJ5MOlY/dIGO2KYCQs9XsuFzQ63Dz55yCqaiHpAHxHGBFRMIixZ+3bEoBMWfb1AULw5NXKgFdFIIowgCIIg1IctP75uarHy2BXj8mEQgBMtTl1nlUI51iQJq4lF6f1CORij86WlyKd13hXG5sHKslMGrJWRCO2ILbKwKciITNgUykuSmx3aO2HBePpo0gb1mwlrj2EmDAhGrndpGPne1R37jFWmDqKGvVY8M1YOtw+BgDazjWzGKpZ6Q5+nXTsiOWEEQRAEwYUejw/767oAAPPHBZcfZ6aYMaMsCwDw2fFWHSrrz6kWqRVxbEHagMeMkZcfn2nTV4RFkozI0HtXWK/Xr9zU5acP3Y4I6OyEOVk7YuROGGtH7Oj2aHbDzYjVCWNOlJbOUqyhHEBQNGpZL7tuYxE1LJhDFKWURS2Ip17peWyOTZv32KlE1EcnyBMdEmEEQRCE7uw62wlfQMSIrOR+LX7z5bmwbafb9SitH6dlYTV6kOXHFfLXajt64PUHNKkrHEooxwBtk6GwvVtshkxrmJCymgzKnMxQKE6YLiIs+nZEJoD8AVERGlogimJIMEdsTlhnt/YiLNpQDkCfdkQl8j2GdsQksxEWk3Q7rpV754wjmAMIije7Rk5Ytyc+0ZiokAgjCIK4wKnr6MG/v74bNz2/BRvkuatEY/sZSWBdNjq3X9vcxSOzAAD7ZKdMb87KSY0VeQM7YUUZSUg2G+ELiLoGXdRF4YQVZ0girLPHC5dH+2h9ZR4swzpk6ySjQBZhLTq2I+ZH0Y5oNhoUEaRlQmK3x6/E6UcTJAIEhVCXSzvRqKQNRrkjDNBrJiw+kZCh8cJmhxLMEetMmLaJjs4LdFkziTCCIIgLmB6PD7e+uA0fHGrC7ppOLPvzHmysTpyQC8b+OhsAYFZ5dr+vzZTbEc+296BTh6WxoYiiiDOtTIQNLGwEQUAFa0nUcS6swcaWHw/thGUkm5Bikdp9mnRIG1TmwSJsRZSO1a8dkc1YReOEAcF0wnYNwznYjrAkswEpluhuZLOS2UyY9pHvsQRd6BnMEcvyYyC4sFmr9j4lmCNG0ah1OiKbCaOIeoIgCGLY8OynJ1HX4UJJZhKuny4FXjz8/hH4NZ5HGQxRFHGgvgsAMD3M8uOsFIsiaPbJx+lFq9ONbo8fBmFod4m1K55u029XWLNNElNFEUS+C4KgHKdHSyKLmR8qxTGUwgRwwqKZCQOAbFmEadmO2N4t1xrFjjAGmwnTMpiDteXFImpYS2CvN6DZsnTmYMXrLGnV3hfv8mPWLuzUoF6vPwC37OKSCCMIgiCGBd1uH1758iwA4FffnILf3Twd2Slm1Hb04INDidOWWNPeA3uvDxaTAeML++/dAoJu2MF6m4aV9Ye5WqXZKbCaBh8SZwmJeoVz+AMimh1s79bQThgAlMjHNXbp6IRFmIwIBJ2wZrsboqjtBwttihMWXXsfc8K0dHU7Y9y5BUjhONI5dHDCYmhHTLeawLpZtXLDmCMUezuiPGOl8UxYpLOX56NlOmJ3SAw+tSMSBEEQw4J/HmxEt8ePUbkpuGZKIVIsJtw2dxQA4I3ttfoWF8KBc5KwmlScoQyon89EeSny8WZ9924xQTUqb+BQDsZo+ZhTOrUjtjnd8AdEGA2Ckso3FMwJ07cdMQoRJgs2l9ev2c4iQEpyZK+XF0W9QNAJ69Aw6IK9VrQ7t0Kfo2l7nyt2kWAwCCEzVtq298USzBH6PC0WNouiGHc7ojIT5uZfL/t3ZjUZYDZeWLLlwvpuCIIgCIX39p4DAHxvdpkSdHDTxdLy4+1nOpTIar2pbrQDAKaUZAx4zHhZhLEdXXpxRg7lGB2BCCvPldoV63UK5miyBRcfGw2RBV0U69iO2BrDTFiKxaQscNUyIZG1IlqMhqgXyLLYdS3bEVkrYSwiTElH1LDeeGbCQp+nlXC0x+2EaRfM4fYFlEXY8aYjauGEXajzYACJMIIgiAsSe68XO850AABumB5cfjwyNwVTSjLgD4ioOtKkV3l9OCG7WxMGaEUM/dqZtm7N5jzCEQzlGFqElWZLIqzJ3qsk02lJoyzC2NxUJBQnQDtifhTtiEBw95aWC5BDWxEjTXJkMCesXcMPQeJJGwzdu6XVbjNWb6zOktYizBFnex8L5tDCCWO1CgKQGmVIC4MJIi1m2Fg7YqyuXSJDIowgCOIC5IsTbfAFRIzOT0V5bl/BsGhyEQDgs+NtepTWj+PNUnDFuMKBI9+LM5OQbjXBFxB1XYBc1yk5RCMjiHzPS7PAajIgIAZdKS1pkt2s4ghCORhBJ0z7elsdQecuGljkupZpg+1sR1iUtQJATirbu6WlEyaLsBhETVay9P6KonaR5PY49m4B2oowqb0vznREDdsnWa1pFhMMETrk56PlsmZ2zcUqGBMZEmEEQRAXIJ8dbwUAfH1CQb+vzRubC0Bafqx1mMH5uDx+1HVK7XoDhXIAUnJfIrQknpNrPX+hdDgEQVAWINd3at+S2GiPPBmRUZylz0yYzx9QnKFo2hGBYEQ8SwDUAiUZMcrFx0CwJVDLduAuJegi+notJgNS5dUFWrUkqtWOqEWsfrfHD2YQxpqOmKFHe18czpK2wRxS5wM5YQRBEAQOnbPhxue+xBW//RRrN5/SXciEg7UizhuT2+9r00szkWQ2oL3bo7hQenGyxQlRBHJSLUPuW5qgcziHvdertN+MiECEAcGWxPpO7WesWDx9VE6YvLC5o9uDXq92bZ9tTg9EETAahKiFDXPC2rTcuyUHXeTEEPmeo0NEPZsJi8UJA0IXNms0YxVHRD0QdNC0cMKYG2Q2Ckgyx3ZbrWUwhzPOxdJA8O9Fi4j6eOP0ExkSYQRBEFFwssWBW1/Yhj21Xajt6MH/fHAUz206pXdZfWhzunFabtkLt/zYajJidnkOAGDHmXZNazufEy2SoBpXMHArIoPNhenlhJ2ThVR2ijnihbelejphMcyEZSSbkGyWFzZr2JLI9nzlpVmibpFiu6/aNZwJCwZdRC8SQp0wrT7AiWcmLPR5WgjHQECEQ3ZrhkMwR+iOsGjnAxlKO6IGIox9kBSPqGECzuX1w+vnO+/qZE4YiTCCIIivLqIoYvXfj8De68PFI7Pws4XjAQD/b+MJXW6yB2LXWckFm1CYrnyCfT4XjcwCABzQee8Wc+IGa0VkjJWF2mmdIt+ZCIvUBQNCRZj2ThhrKYx0RxggtVAWysEYLChDC1rs0ScjMvJ0mAljrYTZMbQjMifM7QvApZHbqMyExSnCbBq09zncPjBtygIrokVLERbvjjAgJJhDg3TEYDtibNeC9Nzg98rbDWPnv9B2hAEkwgiCICJm6+l2fHGyDRajAf/vXy7CvVeNxdzRufD4Anh640m9y1PYW9sFAJg1qr8Lxpg2IhMAcPCcviKMJSOOHySUg8F2c9V19sDH+dPXcJzrkkVYVjQiTG5H7NJWhImiqDhZ0bQjAkEh1KqlCIthRxgjV4eZMLa4OCcGEZZiMSr78LSaC2POXWZy9PUCwXZELZww1oqYZDYMuRB9IJho1CbogiUjxi5qtHTCnCqIRrPRoLRe8p4L6/Yw5y62ayGR4S7CnnvuOVRUVCApKQmzZs3C559/PujxmzdvxqxZs5CUlITRo0dj7dq1/Y55++23MXnyZFitVkyePBnvvvtun68/9thjuOSSS5Ceno6CggJ85zvfwbFjx/occ/vtt0MQhD5/Lrvssvi/YYIgLlj+vE1acHzLJaUoy0mBIAhYuUhyw/6+v0GTpKhIONQgCavpstAKx7RS6WsnWpxweXSMfJfbJsfkDy3CijOSYDEZ4PWLaNAhQp2JMCasIoE5Yec0dsK6erxwy7H4BTFGvrMWQS1grYSRLpUOhc2QaemEdcbRjigIQnBXmAYLm/0BUWlBi9kJ0zDowhbnPBigcTuiKk5YUDTyblFloina/Xbnk2aV58I4L0kP7gmL/XpIVLiKsPXr12P58uV46KGHsHfvXsyfPx/XXXcdamtrwx5/5swZLF68GPPnz8fevXvx85//HD/96U/x9ttvK8ds3boVS5YswdKlS7F//34sXboUt9xyC7Zv364cs3nzZvzkJz/Btm3bUFVVBZ/Ph0WLFqG7u28Ly7XXXovGxkblz4YNG/i8EQRBDHs6uj2olPdq3XppufL47PJsjMlPhcvrxz8ONOpVnoIoijh0Tlp+PHUQEVaUkYS8NCv8ARFH5GXJWuMPiEoyYnkEe7cMBgHlcjT82XbtWxJZy2lUTph8bKPNxX12IhQ2DybF5Ef3CTITQlo6YSwZMRZniTlhrRrOhLF4+ViWHwPB71ML9y7UDYp1xop9n10aOmGx1hr6XG1EWPxOGBNwAVFKW+SJWsuPmTPFnCpeBNsRLzwnjGuD5ZNPPok777wTd911FwBgzZo1+Oijj/D888/jscce63f82rVrMXLkSKxZswYAMGnSJOzatQtPPPEEbrrpJuUcCxcuxKpVqwAAq1atwubNm7FmzRq8+eabAIAPP/ywz3lffvllFBQUYPfu3bjiiiuUx61WK4qKiiL+ftxuN9zu4A9Mu126cfF6vfB69f0EnL2+3nUQwwO6XqLnw4MN8PpFTC5Ox7j85D7v3XdnluCJqhP44GADbr6oeJCz8Ke+0wWbywuzUcConKRB/46nlKRj83E39td2YHrJ4E4Uj2umvtMFr1+ExWRAXrIxonOPzEnGiRYnTrXYMbciS7VaIqG+QxJhRemWiN+HTKsBFpMBHl8Ade0OlEXhosVDfYc0a1eQbo367yw3Rbo1aLK5Yv77jvZ6YTvCspJNUb9mVlKwLcrpcsNq4j9pwZywdIshpvcoS36P2+yxv8eR0u6QXNhUqxEI+OENRH+Tn25l7ZNuLvWGXi/tTulaSE+K/lpgpJqlgAxbD//7sy653lRrbNcCAJggwmQQ4AuI6HC4YDVEPxsZKTaXdO2mxHjtMpgo6uru5foeO3rles1Cv58riXgPE01N3ESYx+PB7t278eCDD/Z5fNGiRdiyZUvY52zduhWLFi3q89g111yDdevWwev1wmw2Y+vWrVixYkW/Y5hwC4fNJrXm5OTk9Hl806ZNKCgoQFZWFhYsWIDf/OY3KCjov1OH8dhjj+Hhhx/u93hlZSVSUrT5xToUVVVVepdADCPoeomcN44aABgwytTVzzU39wCACV+ebMM7729Ako4f2O1vFwAYUZgUwMbKDwc9NqlH+p4+3HEEuR2HIjq/mtfMsS6p1myzHx9++EFEzwnYpJo37T6CnPbIalaL0y1GAALOHN6FDWcjf1660Yh2n4D3PtqEMRm8quvLlmbpvTX02qLu8mhskZ5bfaYeGzaE71yJlEivl+M10t9r3Ykj2NB1OKrXEEXAIBgREAW8/f6HyIq+ozEqAiLQ1SNdC7u3foYTMZhhvV3S9/vl7v0wN+xTucK+1DgAwAQrfDF3/NTI18SJmgZs2FCvZnl9qKqqwlb52u21d8Rcb3svAJjQ0d3Lvctpn3zttjXG9+/FYjDCFxDwQdUnKOJ4S3n8tPxv7fRxbHAdG/L4gXA7pX8DX2zbhZ6T/Fooaxuk1zl++CA2NB/o87VEvIfp6Yk8pIubCGtra4Pf70dhYWGfxwsLC9HU1BT2OU1NTWGP9/l8aGtrQ3Fx8YDHDHROURSxcuVKXH755Zg6dary+HXXXYfvfe97KC8vx5kzZ/DLX/4SV111FXbv3g2rNfxP8FWrVmHlypXKf9vtdpSVlWHRokXIyNDoN+sAeL1eVFVVYeHChTCbL7y+WUJd6HqJDpfHjwd2fgoggGXfulzZV8UQRRFv1H2Jmo4epI6ehWumFIY/kQYc/fgEcPwM5k4sxeLFUwY91nykBR+9uQ9OUyYWL5476LE8rpmuHXVAdTUmj8zH4sUXR/ycT9+vhiGjIOLnqEGv1w/n1o0AgFuuXxjVbM3rjTvRfrYTFZMvwuLp2jilJz85CZw+jaljR2Lx4slRPTftRBveOLUHYtLQ18VARHu9PHd6C2B34qqvXYrLx/bfbTcUjx3ejGaHGzPmXI4pJXx/H3f2eCBu2wQAuOmb18JsjN552xWoxp72OhSVj8Xib4xTucK+fHaiDTi0B0U5GTH/fVqPtuCNU/tgScvC4sXqz8+HXi8N288Bp49jXPkILF48Labz2V1ePLL3U3gDAq5edC1Xd3Tb348ADfWYMXEcFl81Jubz/O7o5+jpdOGiS+cp6bU8eKd9D9DehktmTsfiWSNiPs/fOvbipL0V4yZPw+LZpSpW2Jc/nN0KOByYP/cSXDEuD0Bi38OwLrlI4J73eP7OBFEUB92jEO748x+P5pz33nsvDhw4gC+++KLP40uWLFH+/9SpUzF79myUl5fjn//8J2688caw57JarWEFmtlsTpiLIJFqIRKfRLleKg834df/PIJ2pwc3TC/Gw9+aimRL4vR/76ixwe0LoCgjCVNKs8P+vLlyQj5e3VqDXbU23DCT3y+koahuktrQppdmDfl3O2lEFgDgVGs3DEYTjBHsZ1Lzmjlnk9q7K/LSIz7nmALpBrumw6XptVvTKdWaZjUhLyM5qn1AJVnJADrR1u3TrOb2HmmOoigzOerXLM6S5vPanO646430emmXAyoKM1Nies3cNCuaHW509fq5v8cOj3QtpCeZkJIUm+2WKydQ2jSo1+mRZhGzUy0xv1ZeujTb2OXiew2bzWZ0y/VmpcReb7bRBEGQXFKXD0iLY75sKNj7m5lqjeu9SU8yA3DB5QfX97hHnjnLjrde+T3t9Ylc62Uzcpkp/etNlHuYUKKph9tHA3l5eTAajf0cqpaWln5OFqOoqCjs8SaTCbm5uYMeE+6c//Ef/4G///3v+PTTT1FaOvhNUXFxMcrLy3HixIkhvzeCINRjw8FG3P36btR1uNDj8eP/dtXj3/+8G/6ANktMI2HbaWmh8dwxuQPefF9aIf2M2n6mQ7O6wsEWGU8qHtoNGJmTAovJALcvoMues7NyMuKovMh7b9ixdR09ml4jofH00S5kLZKXJTdquPyYhWrEkjbIntPe7dFkFUAgICozVrlpsQVd5Gq4K6wzjhARBntupwYR9SzRMJ6giywNgzlsKgRzGAyCEjzBO7VWjT1hQDCtkPfeLZaOmBZnvWxvF+90xG437QmLGovFglmzZvXr16yqqsK8efPCPmfu3Ln9jq+srMTs2bMVZTnQMaHnFEUR9957L9555x188sknqKioGLLe9vZ21NXVobhY36F6gvgq0eLoxap3DkIUgSWzy7DuB7ORbDZi07FWvLUzvlkUNVFE2OiB26QuqZB2ch1tsmuy0DQcjl6vcqM/rmDo5cdGg6BEw7OlyVpS0y4Jv5E5kYuw4sxkWIwspl672PdYFjUziuQ9XU127eplIiwvLXoRlpNqgdEgQBSDqYU8sbm8iqCONW0wT8NdYZ3K4uPYRRj7PrXYExYUYbHXq+zd6vVxF+ZKRH2c7lVw95Y2oiaedEQgKOL4i0Y5oj7eerUWjSTComPlypV48cUX8dJLL6G6uhorVqxAbW0t7rnnHgDSjNVtt92mHH/PPfegpqYGK1euRHV1NV566SWsW7cO999/v3LMfffdh8rKSjz++OM4evQoHn/8cXz88cdYvny5csxPfvITvP7663jjjTeQnp6OpqYmNDU1weWSfgE6nU7cf//92Lp1K86ePYtNmzbhm9/8JvLy8vDd736X51tCEEQIz316CjaXF1NHZOC/vzsVV08qxAPXTgAAPPHRMfRwjr6NBJfHj311XQCAywYRYQXpSRidlwpRBHbV6OOGnWrtlmuxIjPCmSW2JPlEi4NbXeEQRRE1HbITljt0PD3DaBBQnCWJmnMaijAm+Eqyok8tY05Y0zBxwowGQdm9pUVMPRNOGUkmZYlxtGi5K0xxwmLcuQWEOGEaOEtdchperDvCgL6uFO/lvGzvVrwiTCtRY1f2msUZ+Z6kjbOkVkQ9c6Z4RtT7/AFl3yGJsChZsmQJ1qxZg0ceeQQzZ87EZ599hg0bNqC8XNqx09jY2GdnWEVFBTZs2IBNmzZh5syZ+PWvf43f//73Sjw9AMybNw9vvfUWXn75ZUyfPh2vvPIK1q9fjzlz5ijHPP/887DZbLjyyitRXFys/Fm/fj0AwGg04uDBg/j2t7+N8ePH4wc/+AHGjx+PrVu3Ij196E+PCYKInzanG2/ukP79P3jtJGW4fell5SjPTUFnjxfv7DmnZ4kAgD21nfD6RZRkJqEsZ3AX5NIKKYF1h04tiSeaJSE1tmDoxceMcfKxJzV2wlocbvR6AzAahKjdJT0WIDfZJQFVnBmHE6aRCBNFEW1s+XEMThgQXPCsxcJmJpxice0YbFdYmwYirKMnvh1hoc/VwgljznxWHKLGbDQgRZ7TtXMWNWosaw59vt2lkRMWp2gMtk/yq1cURUWExds+qUW93e7gOoULsR2R+3e0bNkyLFu2LOzXXnnllX6PLViwAHv27Bn0nDfffDNuvvnmAb8+1Lbx5ORkfPTRR4MeQxAEX97eXQ+3L4DppZn4WkgamslowA/mjsIj/ziCV7ecxb/NGRn1DI6a7K7pBABcUpEzZB2zR+XgrZ112FPbqUVp/TjZIgmpcdGIsELpg6fjGjthbB5sRFZy1OlybFmylk5YsyzCCjNicMJkEdbicMMfECMKQIkHh9unfHocixMGBMWbNk5YfPNggLSUGoAiPnnC3KtsNWbCerwIBEQYOF4TXS7WPhmfSMhMNqPH4+e+AFmNZc0AkJGskROm1kyYLBp5ihqX16+0/qolwro5OncOt/TeWkyGmF3yRObC+44Igkh4RFHE+l11AIBbL+0vsm6eXQqLyYATLU4caYw87pUHB+qlPYMzSrOGPHZ6aSYA4HCDXZdgESbCxhZG7ugrTliLEwENa2bzYOW50S/EKZUXHmsZJsJcrKIYRFh+mhUGAfAFRLRrIBKYcEpPMiHJHFvKaIGc3tdi106ExRN0oelMmAr1MkHkD4hwcm67ZmEa8cyESc+XauYtwmwu5iypI2p4Onc+f0BJG4x7xkppR+RXL5vfMghAcow/GxhaBHMwJyz9AnTBABJhBEHowOEGO063diPJbMD1YfYmZSSZcdUEaXH6+/sbtS6vDwfPdQEICqzBGJOfhmSzET0eP860aR90cYKJsPzInbDy3FSYjQJ6vQE02LRzltg8WCwiTA8njLUjFmVG7yyZjAZF1LDz8CSeeTAGe26rBqKRCdPcuNoRNZwJ64nfWUoyG5Fklm7BeAf5qOWEadXex0RTvE5YcCaMX72hAkQtZ4mnqLGHhFzE22ESnGHzD3Fk7DBBeiG2IgIkwgjigkUURfR6+f1wjIfKI80AgAXj8wf89PCbM0oAAB8e0k+ENdt70Wx3wyAAkyNYAGs0CMqi2IPnbLzL60Ov14862RkaVxi5CDMaBJTJ6YTMndICNs/FXK1oYDNh9RrNhPV4fMqNXCztiABQmKldTL0iwuIQNcpMmBZOmCycclVo72t3eoYcSYiXYDBHfM5SVjKLfefsLKkgGoHgzBNPJ6zX64dHbqVVKx2RpwhjgjTZbIxpaXcoWorGeF07AEizSk4az3ZEJvBIhBEEMSzwB0Q8++lJXPzrKkz61Ye4+fktON6s7bzPUFQelnb9LZpcNOAxV4zPg8kg4Gx7D2rau7UqrQ+sFXFcQTpSLJH9Epg6QnLMDtZr20Z5qtUJUQSyU8xR38xWyOmEZ9q0e59D925FCwvyaOzq1aSFkrUipliMMSd0FcvirXm4OGFp2jlhLJwiHhGWmyrV6wlpD+MFC+aIJ6Jeer50I8zSC3kgimLQCRsG7Yjs3AYBSIvwZ+5AMFFj51ivWvNggDZBF85edUI5ACDNKl0PPJ07pV4SYQRBJDqiKOLn7xzE7z46hs4erxyX3onvPvsljjbpO1vFqG3vwdEmB4wGAVdNLBjwuPQkM2aVS7u3PjveqlV5fThY3wUgslZExjRZhB3S2AkLhnKkR91mUi6LsLNairB49m5lJMFoEODxBzQRCUorYkZSzC08RVo6Yc7Yd4QxtExHZGEaOXHUm2wJtvfxThxkzlU8M2FAUNTwdMKcbp8ynxq/EyaLGo4zVvaQpMF4w0qYk8ZzT5hayYiANhH1LKREjbj3VNkJ4zsTxhY1xze/lqiQCCOIC4i3dtZh/a46GATg0e9Ow6b7r8Qlo7LR7fHj7j/tToj2xI1HpVbES0ZlD5kutmBCPgBgs04ibL/shEUlwpRwDpumQRcn5Ij5MVEkIzIq8qSWwLMatSN6/QFF2JTG4ISZjAYlIEOLcA7WkhdrKyIQFGHNWrYjxuGEMQHX5tAg8l0WTXlxihrWHshz91YgICpBF9mp8d14s5j6Lo71MoFnNRliDmlhaOGE2VWKpwdCnDCuolE9JyzYPsmvXodK8fRAUMh5fAGlhVRtWL1pKlwPiQiJMIK4QGh1uPHohmoAwH9eOxG3zhmJUXmp+OPS2SjOTEJNew/+sPm0zlUCW061AwCuGJ8/5LFXjpecsi9PtsPt01ZAiqKozHVNiyAZkTEmPw0WkwHdHr9mM0sAcEZu2RydF/niY4bihGnU9tlk60VABCxGQ8xujZZzYcFQjthFWLEeM2EqiDCX1899aXowoj72eoFgZDxPJ8ze6wX7bCXe9j6lHZGjE2ZTKZQD0EiEyc5SvKEcgDYzYYoTpsqMleyEadCOqIaoCZ3T4jUX1q0sliYnjCCIBGbt5lNw9PowdUQG7po/Wnk8O9WCny+eBAD442enuCdxDYY/IGL7aUmEzRuTN+Txk4rTkZdmgcvrx8F6bdv7znW50NHtgckgYGJR5JHvRoOgpBMe03AWj83NjYpBhFXIz6lt79EkWp/Ng5VkJcXccjRCSxFmi31HGIM9V4t0RGVRcxwiLCWkvY9n4qA/ICrOVbztfdkaOGFM4KVbTXHvLcpUZsI0EGFxCkYgNB1RAycsznh6QKOZMJeKM2HyObo9fm4/hx0h6YjxYjYaYJX/DfBqSQyKMJoJIwgiQWlzuvH6thoAwAPXTOy3DPaG6cWYWJSObo8fr209q0OFEkca7LD3+pBmNWFqBGmDgiDgklE5AICdZ7VdgHy0URJQYwvSom7jmSCLNq0CUURRRE2b1JbHWgujoSQrGWajNGPVqEFMfUNX7PNgDJaqqEVMfbMyExa7qGEirEXLYI44nCVBEJSwC55zd509HogiIAhSqEw8BJ0wfjfdTOBlxdmKCGiTjsjOnamiE8Y36EI9Jyxdi/a+XvXSBkOFHC9RwyLfM1QQjUDobjM+9TqUmTASYQRBJCjrd9bB7QtgRmkm5o/r7zAJgoB7FowBALyxo1aXRcIAsPV0GwBgTkUOTBHG+c5WRFgHt7rCwVysaFwwxvhCbUVYR7cHDrcPghBb5HtoTP3ZNv4zViyUoyQzDhHGdoUNk3bEAtmV6vb4uUY6+wOi0t5XEIcTBgB5GuzeYufOSjZH/DNhIHJkodHJsR2xUxZ48cbTA8EWQRvHdESWvJilgqjJTOHfjmhTcSaMuWlOt4/bfC4TeGo4d1aTERYjX2fJqbKzxMQR/3ZEEmEEQSQg/oCIN7bXAgCWzh01YHrbtVOLkJlsRqOtF1tPaytoGFvlebC5Y3Ijfs4lo6SExF1nOzQNujjaJAmoCUVDO3bnM17e03WsSRsRxgI1SjKTYx6+r9BwLuycKk4Ya0fkLxqbVWhHTLWakGqR/m5aHHydJX9AhCDE397HZrTaOTph7d3xL2pmKE4Yz3ZEJZQjfhGWrcFMWJdKO8KA4TsTFhCBbk5zjSyYQw3RCARbEnm5d8qyZpWcMCVWn5doVLF9MhEhEUYQEeLy+FHb3qN5QMRQbD7egnNdLmSlmHHD9OIBj0syG/HtmdIC5Lf3nNOqPAWvP4AdZyTxd9noyEXY5OIMpFiMsPf6cEKOYdeCY3KkfzxO2OnWbnj9fFKjQmHzYOW50btgDC1j6uPZEcYolp/baOvlupw3EBAV0RSPEwYABRq0JLJWxNxUS9zOkuKEcXSWmBMWr2AMPQdfJ0wWYSo4YZnJ/GfYgsEcKs6E9fq4/ZtTRI0KIsxqMijOEq9wjmAwh8rtfZzqdarYPgnwd8Kc1I5IEF9tWuy9WP7WXkxb/RGu+N2nuOiRKjy6oToh4t4B4B1ZUN10cemQLsjNs0oBAFXVLeAYwBSWww12dHv8yEw2Y3Jx5O6SyWjAxSMlN0yrlkSPL4DTrZIYmRCDCBuRlYxUixEef0CTRdPMCWNCKha0jKmPZ0cYg0XU93j83D6FBYC2bjd8AREGIb4ZKyAYlMHTCWMiLJ4dYQzmTrVxdMKUePo0NZwl/umInbKzpIYIy9KgvY/F36vhLLFz+AMiujktxLa71Nu7JQgC95h6NWfCAA2cJZXb+9I0EmFqOXeJBokwghiEE80OfOuZL/Hevgb4AiJMBgE9Hj/++Nlp/OsL27guKYyEHo8PG6tbAADfmlEy5PHTRmRidF4q3L4AqrviW4QZLXtrpWCNWeXZUSfiXTQyCwBwQF6ezJtTrU74AiLSk0xKtHg0GAwCxilzYfzdOyUZUQUnjLdoFEVRccJKs2KvN9liVNq5Grv4OUvNtqCoiddZ0lKExZOMyMhN1WImjDl38derOGEcnaWgE6ZCMEdIOyIvZ0kJ5lBB1CSZg84SL+HIxJIa9QJBMcfLCVNzT1joeXjVG3TCVG5H5FQvzYQRxFeUFkcvbntpB5rsvRhbkIa/3/s1nPjNdXjhttnISjFjb20X7n1jj6ZzSufzydEWuLx+jMxJiWihsCAIWDilEABwoENrEdYFALioLCvq504bIX1vBzSKqWezXBOL0gecsRsKLefCWAthPE4YC+ao73Rxbe9r7/bA7QtAEOJv7yvKZC2J/MI51AjlYBQoIoxjO6Iz/mRERp4GThhrdVSjHTHohPFPR1RjJoylI/o4OktdKu4JEwRBCaDglZBoc/Fp7+NVr9KOqJJoTLNK5+HVjshmzdQP5uBz/Trl86ZaSIQRxFcGURTx//3lABptvRiTn4q/3D0X00uzJBEzuRCv3XEpkswGbDrWipe3nNWtzvf3NwCQIugjFQvXTCkCABzpErhtuQ/H3jrJCbtIbi2MhhmycDve7OC+OBYAquV5sFhaERlaJiSyFsJRMcTTM0qykiAI0nLeNo7OB2tFLExPinvPEnMpmzguQGbx9AXpaogw6Ryt9mHihGmYjqhGO2KoE8brgwS1dpoBsrMk/xvo4uTesb2QauwJA4Jig5cT5lDZCePtLKm5Jyz0PCxKXm1Ym+NwqZecMIL4CvL69lpsPt4Kq8mAtd+f1e9Tz+mlWXjo+skAgKeqjnP9ZHsgHL1efHqsFQBww/ShWxEZM0uzkJ9mQa9fwPYz2sxYtTrcqOtwQRCA6WVDO3bnU5iRhMIMKwKiNFvGm2NxJCMymAjjHSbS1eNRbohG5sQuwqwmozJnVccxcTB0UXO8MHeqQQMRVpQZv6hhThjPvVtqLGpmMCeMJRjygJ07R4V2ROb2+AOikgKnNmzeTC1niXdCohJRr0K9AP+ERJuKM2FAaJjI8JgJ4ykaRVEMihqVRBhzqJwcnDB/QIRLnr1PtcaW+pvokAgjiPOw9Xjxv5XHAAD/ee1EZbbnfP7t0pGYXpoJp9uHJyuPa1kiAGDz8VZ4fAGMzkvFpOLIHRuDQcDXJ+QDAD470carvD7sq+sCAIwrSIs5ynfaiCwA2rQkhrYjxsro/OCMlY9jQiJzwQozrEiJs2WjTN4xVtfBUYQpoRyxC0ZGieKEcWxHtLFFzSo4YfKy55Zh5oR1dHu47RZk7Yi5KjhhSWajsgaAV0IiE0tqOGEA/4XNas6EASGihoMIC4jBIIbh4IT1ev3wyD/bh8OMlcvrB/tnnG5VKx1R+vfGI5gjdK0ApSMSxFeEpz85ga4eL8YXpuG2ueUDHmcwCPjVDZIbtn5XnSbR3qF8clQK5Lh6UkHUc0uXj5Ui4r+U93bxZo8cynFxDK2IjBmlbC6sS42SBsTW40WjfOM9fgABHgnSzi4DvH4R9RwXCgfj6WOfB2OU5rDdW/zqVSOenhGcCePnhLGZsHh2hDFYOyLXmTCHejNhbCFxQOTXLqdmOyLAd1dYICAGZ8JUSEcEgguQuzgsbO71+uGWW84zh4ET1htipqglang6YUwwCgKQptLMUprS3qe+qGFzZkaDgCSzOrf/6RzrZcLOZBBgjbN1PVG5ML8rgoiRmvZuvLr1LADgoesnD5mGNntUDr4+IR+iCPzx89MaVCgRCIjYLLcifn1iQdTPnzs6FwJEnGjp5jpPw2DJiCzlMBamlWoTznFMnuEqyUyK69NYg0FARZ4UznGqlV9L4tk2ybWqUEGEaeGE1asQT89gM2E8RVgzh2COzh4vt3nMVhXbEU1Gg9Iux2NO0OsPKDfzarQjSufhtyvM0etTnAS12vuykvm1I7L31mgQkK6Sk8B+JvJwwuRORCSZDbCa1Gk/S1ecO/VFAnOr0iymqBN/B4LVy2NZM5sHS7UYYw6cOh/mUPEUYalWk2r1JhokwgjdaLb3YndNB3ae7eD2KWu0rN18Cl6/iPnj8rBgfH5Ez/n3K8cCAP66q57rEtZQDpyzob3bgzSrCbPLc6J+flaKGSMlfYDPT7SqXF1ffP6AIpxiCeVgTC/NAgCcaevmuleHibDxcbQiMlhLIts5xgPFCYsjlIPBEhJ5zoQ1KPH06okwnh8kqNmOmJVihtko3UzwmAtz+/zKzbwae8KA4K6wdg71MqFkEIJiJF547gpjLliKxaiaSOC5K4xdCxlJ6t3E8nTCXLITFmvLejhYmiMXUcOSBlXcYZXOUdSovagZCLZP8khzZHNmF2ooB0AijNCYQEDE3/adwzef/gJzHt2Im57fiu+t3YqLf12FH768Awc1iiAPR6vDjbflxcf/cdW4iJ93yahsXDwyCx5/AG/uqONVXh9YK+L8cXkxJ8xNyJQ+0v3iJN+5sOPNTvR4/Ei3mjA2Py3m8+SkWlAquyeHz/G7Tk7IImxCHK2IjDF5sghr4+iEKTvC1HDCpPe3rkODdkQVnDDmTjndPi43WS6PXwl4KFTBCRMEQWkT5PGBDWvtMxsF1WZqWJtgGwdR094dbO1Ty0nguStM7VZEAMhKYTNh6tdrU+Lp1atXiajnMbPkE+TXUE8kKE4Yh3odKu/cAniLGvWTBpVlzRxSi4NO2IUZygGQCCM0pKa9Gzet3YL73tqHg+dsMAhAWU4ySrOTERCBT4+14lvPfoH/9/EJXXZvvbrlLDy+AC4amYVLRkXu2AiCgB/MGwUAWL+zltsAeyifyiIsllZExoQsqR3qixNtXN9vFk0/oywr7hutKSVSWuGRRn4JiSfk5coDBbJEw+h81o7I0wmTXKvyOBY1M5gT1tDl4nIdO90+5cawRAUnLMViUsQGj5ZENg+WYjGq1s6Vn8HmwtR3ltg8WF6aVTVRw9MJ61BxRxiD564w5ixlp6onEpgT1smxHVFNUcPTCeuR7+PV2hEWei6eTpiazhLPIBGlfVLF9zdVA9F4oYZyAMCF+50RCcX20+2489VdcLp9SLeacPeC0fiXS0cqLTNn2rrxZNVxvL+/AU99fBw17d343fdmwKjSjcRQdLt9+NO2GgDA3VeMjrp145opRchOMaPB1ovNx1tw1cRCHmUCkIb6D8pO0JUTImuZDMeoNKk3vL3bg6NNDkwuiT2OfTD21HQBAC6OYx6MMak4Ax8dbuYrwlokJ2xcQeyuHYN3O6K916u4CWoEcxRmJMFsFOD1i2iy96oSnhEKS0bMTDar9mlscWYSbC4pTCWeIJVwhLYiqtXOFVzYzE+EqTEPxshL5bcrTM1FzYwcWSDxmAnr6ObghHFMR2TumlqtnoBG7Yg8nDAO9dp5OGFMhPFoR+TohPGcCaN2RIKIg89PtOIHL++A0+3DJaOy8eGKK3DvVeP6zCxU5KXi6X+9CL+9eTpMBgHv7D2Hh949yG3h5vms31kHm8uLirxULJxcFPXzk8xG3HRxKQDgje21apfXh01yIMe0EZlxLZA1GYLCaMcZfimJzAmbqYIIm1wsCcXqRj4LkDu6PUoAwVhVRJh0jjanm8tNS40cypGXZlXlF5XRICgOFY9wjnNd0jnVFHfFHGPqm1VMRmQou8I4tCMqoRwqzYMBIU4Yh11hHXK9asTTM3imI7J2RDXb+4IzYfzaEdVqTQX4RtS7FCdseDlLqjphcnQ8D2dJ7R1hQFAguX0BeFVexaK0I6qUPJmIkAgjuLKxuhl3vroLvd4Avj4hH3+6c86gN2C3zC7D7//1IhgE4K2ddXjpy7Pca/T6A1j3xRkAwF3zK2J23/51zkgA0rxWM8eADjVaERmXym2XvJY221xexQWaWRZ7KAeDuXUnWxxc0uWOy/NgpdnJqrRApFlNKJR3Q53mkJAYnAeLvxWRwTMh8ZyKyYgMFlPf0KX+vzk1kxEZ7IMTHsEcbRycMCaQWh38nCVVnbAUfumISjuiSsmIgDbpiKqKMK5OGJsJU++mm33vfEQYa0dUMZhDPpfL61dd1DC3Sq3WaqBvq6Dau8JYMMeF3I5IIozgxoeHGnHP67vh8QVwzZRC/GHpbCSZhx6wXDytGL+4Xtq/9Zt/HsGus3wEAmPDwUac63IhN9WiuFmxMCY/DbPLsxEQgff3N6hYYRCPL4DP5QXLV6kgwtjs244zHVxcRxa0MjInRZUbrRFZychIMsHrF5W2QTU50SIJJTXb2kbLMfU8WhLV3BHGKJN3hdVx2BV2ThZKfJwwfjNhbMmyGvBc2MyEnVrJiKHn4uGEBdsR1at3uDlhwT1h/ESYWnH6AOd2RI5OGBdRw6EdkaeoYUJUTVFjMRmUcDC1WxKD7YgUzBEzzz33HCoqKpCUlIRZs2bh888/H/T4zZs3Y9asWUhKSsLo0aOxdu3afse8/fbbmDx5MqxWKyZPnox333036tcVRRGrV69GSUkJkpOTceWVV+Lw4cPxfbOEwt/2ncNP3tgLr1/EN2eU4JlbL44qxe+HXxuF7140AgERWPF/+7gM1QLSdbB2s7Tf6/Z5oyISiYPx7YtGAADe23cu7trCsaumA063D7mpFkwfkRn3+aaNyESS2YD2bg+XXVb75cXKM8qyVDmfIAiKG3akQf25MJaMOK4w/lZEhjIXxiEh8ayKoRyMUtkJq+fSjqjeomaGsiuMg/usOGEqtiMq6YjDZSYsjd9MGHPCclWdCRteThibL7P1eFX/IIynE+b2BdDr9Q9xdHTwmAkLbdNW2w1j51NTNFpMBmUxsdr1Ot1ypL7KzhKvubCvQjAHVxG2fv16LF++HA899BD27t2L+fPn47rrrkNtbfiZmTNnzmDx4sWYP38+9u7di5///Of46U9/irfffls5ZuvWrViyZAmWLl2K/fv3Y+nSpbjllluwffv2qF73t7/9LZ588kk888wz2LlzJ4qKirBw4UI4HHxmTfTE7fPD7VP3h+Vg/N+uOixfvw/+gIibZ5VizZKZMA+x9Ph8BEHAI9+egtLsZNR1uPDw+0e41PrFyTZUN9qRbDbi+5eVx32+66cVw2QQcOicHSc5ODWsFXHBhHxV0s8sJgMulnd3bTutvuO4t7YLADCjNH7ByJhcLJ2LRzgHa0ccV6CiE5bP3wkblaemE8ZvV1iDivH0jGK5HbGxi8dMmCRq1BRhihPmUF80tnFwwnJT+aUj8gjmCN27pXbCJ5+Ieqlejz+AHo+6v6eZaFRThKVbTWAZNXaVPxzl4YSZjAakWqQPV9WeY3NwEjXBhc0qixoOzh0QElPPyQkjERYjTz75JO68807cddddmDRpEtasWYOysjI8//zzYY9fu3YtRo4ciTVr1mDSpEm46667cMcdd+CJJ55QjlmzZg0WLlyIVatWYeLEiVi1ahWuvvpqrFmzJuLXFUURa9aswUMPPYQbb7wRU6dOxauvvoqenh688cYbPN8Sbhw8Z8P+dgFv7azHr/9xBEvXbce8xzZiwi8+wIRffIgJv/gQ4x/6AFf97yYs+/Nu/GnrWS4zH3/aehYP/PUARBG4dc5I/Pam6THPWKUnmfHUkpkQBOCvu+u5LBX+42eSC7bkkjKljSUeclItypLn9/aq35LI9oOp0YrImFORC0D9uTBRFLGvrgsAcJEKoRwMvk4Ya0dU3wnj4TSyeHp1Z8L47QpTZsJUdMKKeLYj2lg7ovozYW1Oj+oigYcTxmbCuj1+uFQWCTycMCaQAqL6N90sRl7N9r5ksxEW+UNKtVsSeThhBoPALZwjuCdM3ZvuDE5zYTz2hIWej5ezpLZoVGLq3er+fGC7xy7kdERu35nH48Hu3bvx4IMP9nl80aJF2LJlS9jnbN26FYsWLerz2DXXXIN169bB6/XCbDZj69atWLFiRb9jmAiL5HXPnDmDpqamPq9ltVqxYMECbNmyBXfffXfY+txuN9zu4KeBdrt0E+j1euH18mmXi5THPzyG7WeNwPGBHSOPP4DTrd043dqNDQebABzG7PIsfG/WCCyeWhRXK54oivh/n5zCs5skUfODuSPx0HUT4Pf74I/j3+XMEelYOmckXttWi4fePYh/3jsv7pZBxuEGOz4/0QajQcAPLitT7e/whmmF2Hi0Be/tO4effr1CtWjr2o4enGrthtEgYO6orLjqZc/1er2YNVISNdtPt8Pj8ahWb6OtF21ON4wGAePzU1R7f8fnS4LjSKNd1Xrbuz3BuPdsq2r1lmdLN8Rn23vQ6/aotnahx+NTWtpKMiyq1VucLt2wNDt64XS5ldaY0GsmFrz+AJpl96cgzaRavXkp0s8Dh9uHDodLtRsiURQVtyovxahavZlWAYIA+AMiWmzdqrpWbCYsK8mgWr1WgwiLyQCPL4Cmrm5lYfpQRHK9MHctw6pevYB0E+vo9aHF1oM0i3prTjrlubh0i7r1Ziab0Or0oM3eg4JU9W7LWER9qkVQ/f21ubzocPTCm63OBxRer1dpR0wxq1svmynqcLrg9ar3gRVLtEwx8am3s7tX1fMy0Zyscr2pFul3hE3leh1yvUmm/j9H4v19xJNoauImwtra2uD3+1FY2HdfUmFhIZqamsI+p6mpKezxPp8PbW1tKC4uHvAYds5IXpf9b7hjampqBvyeHnvsMTz88MP9Hq+srERKinr/sGMhyW1ARbqAFJOIPCtQlCKiKFlEpgVgHyq5fEBrr4BaJ3C0y4DTDmBXTRd21XTh4b8fwtwCEZcXBZAT5T2Bxw/85YwBO1qlf4jXlgZwkXgaH3xwWpXvbYofyLQYUdvhws/WVeH6keoM175y3ADAgBnZfhzY+ikOqHJWwOcHrAYj6jtdeO7/PkCFSp1tnzUKAIyoSAvgi0+rVDlnVVUVPH7AKBjR4nDjtXc+QL5KJsW+dqne4uQAPqn6SJ2TAvAFpHodvT68/u4HyFXJpDhpAwATcq0iNn1cqc5JIX0ibxKM8PgC+PN7HyBPpXrPdQOACSkmEV+qdD0AgCgCFoMRnoCAN//2IQrOux6qqmJ7rfZeQBRNMAkitm3eCDVXACYbjXD5BfzlH5UoUulHsdMLeP3SD89dX3yKKEZahyTVZITTK+CdDzaiVKVOUo8f6HZL9e7ZshnVKv52TzUY4YGA9ys/RXmUP88Gul4CItDVYwQgYO+2z3FKPTMMVtEIBwRs2LgZo1Vcf9julOrdt+NL1Kv1CwOA0S+dt3LTlzibqZ472mqTzntg1za0qdnR75HO+/HnW9GYrV69Lp8kPg7t3gHHcdVOC59Lqnfzlh3oOqZevU1t0nkP79sF9xnVToteh3Rv8sW2Xeg9pV69Da1SvdUH9gJ16p23xybVu3XXXoi16p23vlmq99ihA9jQuD/sMbH+PuJJT0/kXWbcPb7zP6UWRXHQT67DHX/+45GcU61jQlm1ahVWrlyp/LfdbkdZWRkWLVqEjAw+i24jZaHXi6qqKixcuBBmc2StB422Xry3rwHrd9XjXFcvNjYI+LTRgKsnFuAHc0fi0lHZQ7oM1Y0O3P/Xgzje6oRBAB7+5mT8yyWxJwwORNrYZvzkzf34tMmI5d+9PO7ghLPt3di/7UsAwMP/8jVMLFJ3yeuX7oN4b38jWlMq8JPFk1Q5519e3Q2gHTfNnYDFl4+K61ze866X9c07sKumCymjpmPxLHX+/g5+dBw4fhaXTy7D4sWTVTkn44WarTja5EDxpNn4xiR1WjP/vL0WOHIU00flY/Hii1U5J+P501twvMWJ8qmXKO2q8fLR4WbgwH6MLcrE4sWXqXJOxrOnv8SJlm6MmXEp5o/NA9D/momW7Wc6gL27UJqTihuuv1zdek9J7++4mcF646W60QHs2orcVAu+dcOioZ8QBc+fka7fCTPUux7qOnuAHV/AajLgxm9ep5pDDAAv1m5D5zk7Jsy8BFdFuCB+qOulvdsDcdsmAMBN37w26rnhwXipbjva6m2YOEO9nw+9Xj+8WzcCAL67eKGqu6H+1LADTTVdmDDtIlw3Nfo9leEQRRErt38MQMQNi65Sda5xffMu1J/uwPipM7F4RrEq5/R6vfjPHZ8AAK69egEqVJxzfad9D8442jBuynQsvniEauf974ObAHjwjSsvV3ZYqsE/uvbhhL0FYydNxeJLy1Q775PHvgC6e/D1+XOVHaFqUOk8gCNdTagYPxmL58U/W8947vQWwOHE/LmX4vKxuX2+Fu/vI56wLrlI4CbC8vLyYDQa+7leLS0t/RwoRlFRUdjjTSYTcnNzBz2GnTOS1y0qkn7INTU1obi4OOwx4bBarbBa+9tEZrM5YS6CaGoZmWfGT78xAT+5ajw2VjfjlS1nseVUO6qqW1BV3YIJhen4wbxR+NbMkj49uaIo4nCDHa9uOYu399QjIEqD4E8tmYH549S5oTifxdNH4Bv7mvBxdTP+6x/VWP/juXEFU7y0pRYBUZqtmlaWo2KlEjfOKsN7+xux4VATVn97atw3GE63DzvOSEuPF04pVu16Y9fL3DF5sitqw62XVahy7oPnpB9EF5fnqP7vY0pJJo42OXCspRvXTVfn3KfapHml8UUZqtc7piANx1ucONvRi2+odO5zNqk1qiIvTfV6R+ak4kRLNxrtnn7njvXnXbNDatEYkZ2ser0l2ck43uJEm9On2rnb5ZSAwowk1estzEjC0SYHOlx+1c7d1St1COSlWWGxqGgrIRj0YYuh3oGuF4dbavXMTDYjJUm9lkwguGDa7lbv/W3rka4Hk0FAdlqyqiI3Ww4/cXpE1ep19AaDSfIzUmBWqY0fALJS2ZxgQLV6/QERvfKesJx0dX9GZCarXy8gtUADQE6auvVmyPX2eNW7HoDgjFVmqlXleqVz9frUrlfqTx2s3kS6/2ZEUw+3YA6LxYJZs2b1swqrqqowb968sM+ZO3duv+MrKysxe/Zs5Zsa6Bh2zkhet6KiAkVFRX2O8Xg82Lx584C1XcgYDQIWTSnCGz+6DJUrrsC/zRmJZLMRx5od+Pm7BzFt9Uf4xpOb8W8vbsMta7fikt9sxA1Pf4G/7JYE2PXTivHBffO5CTBAci0f/vYUpFiM2Hm2E2/uDJ+wGQnN9l68vVuKkF925Ri1SuzDvDG5yEuzorPHi8+Oxx8o8sWJNnj8AZTnpmBMvnqfEDIurZCEqFrhHP6AiIPnpB1hM1WKpw+FRzgHS0Ycr2IyImMMS0hsUy8hMRhPr/71oCQkqhjO0cAhnp7BYuobbOrV22xTf1EzgwVntKoYU88jlIPBRE2birvC2jmEcjBYOEdHt3rzIp3dwVAONQUYEFzY3KnibjMWymExGVSbo2bwCOYIDc1QO+iCBX2oGczh9QfQ65U++OAXzKFymmMvp2AOC990xAs5mINrOuLKlSvx4osv4qWXXkJ1dTVWrFiB2tpa3HPPPQCk9r7bbrtNOf6ee+5BTU0NVq5cierqarz00ktYt24d7r//fuWY++67D5WVlXj88cdx9OhRPP744/j444+xfPnyiF9XEAQsX74cjz76KN59910cOnQIt99+O1JSUnDrrbfyfEsSnvGF6fjNd6dh26qr8YvrJ6EiLxWiCJxsceLLk+3YcbYDbU5pWP+G6cV4+9/n4dl/u5jLL/7zGZGVjJ8tmgAA+J8NR5UdPtHyzCcn4fEHcOmoHMwepb4LBkixuN+U2zTe2xd/SuInR5sBSM6d2jcAADCrPBsmg4BzXS7UqxBNfqLFgR6PH6kWoyJA1IS1fqgZU3+Sw6JmhrIrTMWERCWeXsVkREapkpCoXoIqE0glHERYUQaLqVcvIZHF0xequKiZUagsbFavXh7x9AyWkNjmUE8kdHKIp2fkpKovaro4LGpmhMbqqwWPeHoGj4XNLO4+yWyA1aSuaGSto2pG6jtDBB23vVsqikaPLwC3TxaNVnWviTRZNDpUF2GSE3YhR9Rz/c6WLFmC9vZ2PPLII2hsbMTUqVOxYcMGlJdLPaONjY19dndVVFRgw4YNWLFiBZ599lmUlJTg97//PW666SblmHnz5uGtt97CL37xC/zyl7/EmDFjsH79esyZMyfi1wWABx54AC6XC8uWLUNnZyfmzJmDyspKpKerfwM2HMlMMeOu+aNx1/zRaHH04kiDHV09XpiMAoozkzF1RIbqPygj4fZ5o/D3feewv96G//rbYaxdOiuq559udeKNHdI1t3LReB4lKnxn5gi8/OVZVB1pgtPti/kHdSAg4pOjkpv2jUkDt8vGQ4rFhGmlmdhb24Vtpztw86z4buz3y9H000ozVUsDDIWJsPpOF2wub9w3Gu1ON9q7PRAEYGyB+qKRCdFTKu4Kq+GwqJnBY1dYfSc/EVacpf7C5ib5XIUqztIwWEw9E3pqwNMJYwum2zk4YTxEGFs30qHiwuZODouaGUzYdakoGplLlcVBhGVwEGE8Fh8zMjjs3WLnSjYbYVJxnhEIOmFq1hvqUqVa1b1347EnzOMLwOOXRGOahURYzCxbtgzLli0L+7VXXnml32MLFizAnj17Bj3nzTffjJtvvjnm1wUkN2z16tVYvXr1oOchpBuGggnq34jEgtEg4H9umo5vPv0FPjzchA8PNeHaKAaZf/fRMfgDIq6eWIDLRucO/YQ4mF6aidF5qTjd1o2PDjXhphgDLw412NDmdCPNasIlnJw7AJg7OlcWYe24Oc5wjn11rBUxW43S+pGZYsaIrGSc63LhSIMdc8fE93d5XN4PVpadgmSL+h8uMCes1eGGvdcb942G2+dXnCUu7YjZrB1RRSdMbkcs5SDCSjgsbG7hKsLUX9jMnLD8NPVFjeKEqbiwWdkRxqHeHFnUdKoqwvg5YexDJOZeqQGPHWEMJsLUdJbYudRu7Qs9p5rtkzzr5eEssR1hPEQjD+eOp2hMJLi2IxIEDyYVZ+DHV4wGAKx65wAaI5wD+fJkGz441ASDAPzndRN5lghAEvrfniklMb2371zM5/nwkBQyc8X4PFjUzMk+DyZKt55qj/tcbEnzzLLMuM81EFNK1GtJPNEizYON4+CCAVI7DLvxPq2CG1bX4YIoSr/8eMzUlOVIoqazxwuHCjdaoijiXBfHdkR5bqtRxYXNQSdMfWepgLUjcpgJy+PghLEWRzXbETu0cMI4tCPyccJkEaZmO6IrOMOmNlzaEV3MCeMnwng4YVxEGAdRo8yDcag3uKxZfdFoNRlUF42JxIX7nREXNPd9YxymjshAZ48X9725Dz7/4LvDut0+/Ofb0mKXpZeVc5n7Cce3Z5YAkARgLJ96i6KIfx5sBABcN1WdKOCBCJ0Li8cBcbp9ONYkCSNeThggJSQCwGE5ACQeWCjHOI7XhZpzYWwerDw3hcuMYHqSWbnZVCOco7PHqwyxs9ZBNSmRz+l0+1T7dD44E8avHbHF7lbWsMRLm1MSCfk8ZsJSebYjql8vE3bqOmGsHZFfkIia7YhMIGVwnQlT76bbztoROTp3DhWDLhyKE8axfVLFelkyYjqH+ao0DiKM1Xshh3IAJMKIYYrVZMQz/3ox0qwm7DjbgYffPzLgzYwoinjwnYOo73RhRFYyHriWvwvGGJWXiotGZiEgAv/Y3xj18w832FHT3oMkswFXTVRn381ApFpNmCEnGW49Hbsbtre2EwFRCnfgkSzHmDpCcsIONcQvwk40s1AOPk4YEDoXFr8IO8txHoyh5lzYOXkeLD/dymWWNMViUm4Mm1Rww7z+gCI4eIgwNrfl8QdUcxOUYA4eTlh6cMaKxZ7HS4f8/vJNR/zqtiPyDObI4NDex0QNDycsWO8wccKS1HfCnBydMHZONWfC2Lku5FAOgEQYMYwZlZeKJ743HYIA/GlbDf7ng6MInHeDIIoinqg8hvf3N8BkEPDkLTM0/0f9Hbkl8Z299VE/l7lgV00s0KTuy0ZLM2fb4hBhO89K+8x4zq8BwNQRkhN2ssUJl7xPJBZEUQzG03N1wuSYehXaEWsVJ0z9eTCGmnNhPFsRGUpMvQpzYa0ON0QRMBsFZb5ITZLMRuXmWK2WRCWYg4MTlpNigSAAAVG9xMF2J890ROmc9l4fvEN0SURKF9dgjmA7olrOqE0J5uAnGtWdsdIimEPFdEQ3v3p5OEtsviyVQ8gFO6fTHfvv4fNxfgWSEQESYcQw59qpxXjkW1MAAH/47DTufHWn4jQ02XqxYv0+PPvpKQDAr78zFXM4h3GE45szSmAxGnDonB0H6rsifp4oivjnAUmEXT+thFN1fZk7Og8AsO1Ue8w3A7vOSrvGZo/i14oISOEGeWkWBETgaFPsc2FN9l509nhhNAhckhEZbL+bmk4Yj3h6BnPCWKphPJzjGMrBKFZxLozNgxWkJ8W1FH4w2KxZrKs2Qul2+9AjfxDBwwkzGQ2Ku6RWOAfPmbDMZDNYl65aopGnE8bO6fEF4PKqcyNrV4I51L+JzVTa+3yqOaNBEcZjJowFifhUE7kOLYJEhokTxmOvWXBH2IUbygGQCCMuAJbOHYX//d4MWEwGfHqsFVf/72ZMW/0RLntsI97b1wBBAP7rm5Pxr5eO1KW+nFQLFk+TEhxf31YT8fP21HahtkNqRfz6RH6LsEO5uDwLZqOABltvTLNAXn8Ae2u7APB3wgRBUObCDsWxtLlaDvYYk5+q+lLTUFg74tm2nrhvXGq0cMLkcI5aFZywBsUJ49eeWpylXkJiC8dQDkboXFi8MGGUbDYilUO6JwDkySmGzMGKB1EUFVHDIx3RaBCCC5BVWtjM0wlLtRhhNgp9Xideulz8RGPo3JZabphDPk86B9HIljX7A6JqIpdnOyLb4yXt9lKnXiaQeMyEMbeq1xsYcj4/UpzUjkgQw4ebZpXi7/d+DVdPLIDRICg/IC+tyMFf75mHH36tQtf6vn+ZtKPu7/sbYIvwl+xb8j6z66eVIEWjPRkpFhNmlGYBALaebov6+Uca7HB5/chMNmMshyXN58PmwuIJ56hulFoRJ8m7x3hRkpUMq8kAjz8Q10Jsnz+guFNcZ8LUbEeU6x3B0QkrUdMJs/GLp2cEY+rVE2F56RYuQS1AMJxDDSdMahOUPojg4YSFnletMBEmGrM51CsIAjLltkG1nDueEfVmowEpsthXKwiHZztistmo7KtUay6M1Zum8uJjoG8ke7dKLX48nTAe9dJMGEEMMyYWZWDd7Zdg368W4uOVV2Dfrxbi/+6ei1nlfNviImFWeTYmFqWj1xvAX/cMPRtm7/Xi/QMNAIBb55TxLq8PbOfWttMdUT93J2tFLM/m1sYVipKQGIcTxiLueYswo0FARV78LYkNXb3wBURYTQYUpvMTCaHtiPG28LCdZnxnwmQnTAUR1uzgF8rByFdi6uOvV4mn5zAPxmBtjq0qiEbWiphmNXEJagFCExLjFwn+gBicseLghAFBhy3SD+mGgjlqPNIGgeASaLWcOzvHYA5BEILhHCqJRp7tiKYQkavWHJvDzS9t0GoywiLHyDs96ohcpR3xAl7UDJAIIy5A0pPMGFuQzqUNI1YEQcBtc0cBAF78/PSQLQZv765HrzeAcQVpuHiktiKS7Qv78mRb1DffO85IImwW53kwxlRZhB1rcsDji60NolojEQaExtTHHs5xRm5FHJmTwlXojshKhiAALq9fiT+PFeaEaRLMEeHewMFo5riomVGoYjtiK8d4eobSjqhC4iBLRuTlgoWeu0MFJ8zu8oL9KOQRdAEEEx07VRI1vEVjhsq7woLtfXzrVU3UcGxHBIJiSa3dZoqo4VQvc8PUSkikYA6CIFTlplkjUJSRhEZbL/66e2A3zO3z44+fnQYA3DZvFLf2ooGYVZ6NZLMRLQ53VA6Tzx9Qou3njcnjVV4fynKSkZ5kgscfUBYuR4PL48fZNknUTCrmvztOjZh6tmdsDOd2T4vJgGJZhMQzF9br9Ss37qXZHEWYMhPWG7dzx0RYUSbHmTAVnbA2jouaGcGFzfGLGp7JiAy2f6xDBSeMtQimWU2wmPjcNmXKYkmNdkR/QFRu3nm0I4aeVy0RxjOYQzovS3RURyTw3BMmnVddEcZmrHjMhAFBcaeWyKVgDoIgVMVqMuKeBaMBAM98cnLAT4z+ursejbZeFGUk4ZbZpVqWCECKz/7aWElEbTrWEvHzDpyzwdHrQ2ayGdPk+HjeCIKguGGxtCQeb3YgIEqf8hdwbO1jjFYSEmN3wpiAG1PAL5SDUaq0JMYuwlgoR4rFyO2GEAg6YS6vP+4bLWVRM8drQgnmUEHUtDr5xdMz1HXCtBBhZvm14n9/mTvFy1UCgu2IaixsDg3LGD4ijLVPchJhyWq3I/IVjekqx+qzenk5S2w2Tq2YenZ/lEJOGEEQavEvl45EaXYyGm29eKrqeL+v21xerPn4BADg7gWjuc1LDAVbDP3J0chF2BcnpCCPeWNylSFoLZhSEns4h5atiEDQvTodhxN2qkUScKPz+AefqBHOUR/SisjT1U0yG5Wb+nhbEpvlubICnu2IIRH18Tp3WjhhagZztGsiwqx9XisemDDK5tjizs6txowVE0ZS6iKf2zwmSNUQYT5/QAl04NaOqDhh6ogaxVkaZk4Yj5kwIOiwqdeOSMEcBEGoTJLZiF9/ZyoA4KUvz2DLqWACoSiK+NXfDqHV4cbo/FTcOkefSH0ASiT+3rou5VProWAi7PJx2rQiMtjS5lhi6rUWYSyYo83piXkAP+iE8RdhI3OYCItd1NTJLho7F0+KMlhCYuz1drt9yhB7USZ/J6zXG1BeL1Y0ccLS1WtHZD9TcjVwwtRo79PCCctScSasi2MyIkNNJyx0KTGvdrmMkF1hasB7Jixd5fY+numIoed1qjXD5qF2RIIgOPD1CQW46eJSBETg7td2Y8PBRrQ53fjl3w7hb/saYDQIePym6bq5YICUNDepOAOiCGw+PrQbZuvxYk9tJwBg/lhtdpoxlJj6Bhu8Ue4oOSC7Z8xN4016kllxQE61Re+G2Xu9Svsaa23kCdsVVhdHOyKbJ9NChLE9ZA1dsc9ZsXmwVIuR26fGAJBsMSo3nPGGczB3Kj+dn6hhgqmt2xO3c6dNO6LshKmw10wLJyxLxXZEJZ6eY72KCFNBNLL2YYtB5DZzpyxAVkE0+gNi0FniJcKsrB1R7ZkwPsKcOVbxfqDEUII5KB2RIAi1+c13p2JORQ4cbh+W/XkPZv/3x3h9m7QX7Nffnsp90XEkXCW7YVVHmoc8duPRZvgCIiYUpmMkx91V4Ridl4aMJBN6vQHF2YoEjy+gzJGx3WhawNoIY0lIZM8pSLdy2adzPiymPp5gDtbKWKaBCGMx9U1xxNQrO8I4umAMJabeHnu9oihqElGfLzthHl/8zp0m7YiKs6SGE8ZEGP+ZMDXqDe4I43cDq6YTxua0kjl+7sjSEdWYCevj3PF2wtQSNbydMKvKThjn9slEgUQYQehAktmI1+68FHcvGK18Gj62IA3rfjBb1zbEUK6bWgwA2FjdMmRLxAeHmgAA10wt4l7X+RgMgrILbndNZ8TPY7H2mclmrkuPz4cFasSS5niqRZtkRAZzrxptvfBF6TIytHTCilSIqW+QRRjPxdKMQhXCObo9fvR6pb8bniIsyRx0BuN1l1hYRm4aRxGWxiLq43fugu2IPJ0wFWfCZCHHK04fUDeinrlTHDVjyJ6w+EUC+31oMRm4dawEgznir1cURWV/F7eZMNaO6FY3HZFmwgiC4ILVZMSq6yZh338twuGHr0HViitw9aRCvctSmFKSgbEFaXD7AvhQFlnh6Hb78NnxVgDAdTqIMAAxibB99V0AgBllWZquAZhQJLU+Hm+KXoSdbtMuGRGQZowsJgP8ARGNMbo1bJ5My3bExjjaERvlNMdiDZwwNWLq2YxWisXI/YaFiaZ4wzk6lIh6fqKROWFev9jHuYiFLk2cMFmEqSBqbBrMhGWpWK/ihPEUYcnqBXPwTkYE1J0J6/H4lT13vPeaxftvjUHBHARBaILRICDVatJ8H9hQCIKAb88oAQD8bV/DgMdVHWmG2xdAeW4KJhbx37UVjotlEbYnChF2oK4LADCjVJs4fQZ7j47GIMJYMqJWTpjBICi7vVjKYTTYerzKDSGbL+MJa0eMJ5iDuWjsXDwpSGftiLGLGuai5XNMRmSosStMFEWlHZFnMEeyxYhks+RSRBouNBCd8q6xbI71hs6EBQLxOXfMTcvkKBozVRQ1bCYs2Rjf9z0YagZz8F4sLZ1bvXREJmhMBgFWTjN3ai6XFkWR2hEJgiC+c9EIAMCXp9qUpcbn8+YOaZbtxotKdROSM8uyYDQIaLD1KnuphmI/c8I0nAcDgAmyCGu09UY91M6SEUdrJMKA0Jj66IUNC/TIS7MgRYMB6xJFhMUe+85CPTRpR5TTHJvjEDUsSKSQY5w+IzScI1Z6PH64fVL7JM+ZsNDzxy3CWHufBsEcATH+G1ktnDAuM2EaOGEOVZwwtqh5eDhhoTvCeP2OZrNmakTU93oDYJ9DpFI6IkEQX1XKclLw9Qn5EEXglS1n+339WJMD2890wCAAt1yi/WJpRorFhMlyzDxLaRyMrh4PTsjzVTPKsniW1o+MJLNyg3+0KfIgEZ8/gLPtzAnTph0RCImpj8EJq9UwlAMACjMlp8btC8Qc9c1EfHGWBsEc6fEHc2gpwtSIqWeCyGoyIMXC9wZLLRHGnCWe7YhWk1F5P+IN59BShDndvpjnRRnKTBjXYA71ljUHd4TxFGHqzYTx3hEGBFcLqNGOGHoOSkckCOIrzR2XVwCQHK/zXaanP5EWS18zpUiT9q3BYHNhu84OLcJ2nOmAKEpiRos2rvNhLYnHmiNvSTzT1g2vX0Sqxag4PlrAQkvOtkefkKhlKAcg3cjmyXNLkTqi59MoB3No044oCafWOEQNa0cs1LAdsb079nrZTrO8NCt35zxbZSeMZ0R96PnjnbNiz+e51yx0HireFj/2fL7BHKx90hd3UAurl1fcOxAadKGCqOG80wwIiahXQTQyNy3FYoTBkFhjGmpDIowgiEG5fGweLh2VA7cvgF//44jyC2zb6Xb840AjAOCnV4/Ts0QAUGL9QxdgD8S20x0AgMtG53KtaSBYS2J1Y+QirFqeIZtQlK7pLyY2fzZQO+pg1GkswoDQubDo3SV7r1e56SnRwAljwRzNw8UJY8EcjthFDXPR8jQQjbkqiDBXSPskT1EDBN2leJ0wuwZOmMloUNyPeHeb2RQnjONMmPxeePwB5e8zVliLIK+4d0BtJ0yul6MTlqamaPyKhHIAJMIIghgCQRDwyxsmw2QQ8MGhJvz2o2PYXdOJn765FwDwr5eWYVKxNsuOB+NrY3NhEIDjzc4hgxm2nW4HoJ8Imyi/X8eiaEc8Ku9Am6jxe12RJ7U+nu3oQbR5AVq3IwLBVMOmGMI5mHuWlWLWZIaNCadujz/mWQomwpig44kSzBFHOmKbnIyYzzGensGcpY44RAITRCaDwD0kIDtVnYXNSjAHRxEGqBdTr0VEfarFCPbZVbxhIg4NnKVQJ8wfZ1CLg/OOMEDddsSvSigHQCKMIIgImFaaiZ8vngQAeH7TKdz0/Ba0ONwYX5iGh66frHN1ElkpFkyXQzY+Pz6wG9bV40G1LH7mjNZnKfYk2Qk73uyMOAmNpSlO0jiBsjQ7GWajgF5vAF1R3hvq44SxXWHRu0ss2l6r1to0q0mZA4p1VxhLVtQymKM9DmepVcM0Rxap3xHHXrOOkMXSvNsnWfAHS2OMFSaKeO4JA9QL59AimEMQBNUWNgeDOfi3IwLxCxstRI3ihPXG3+7Z7WFO2IUdygGQCCMIIkLuuLwCTy2ZgeLMJFiMBiyeVoT/u3tuQn1adcX4fADA5hOtAx6z5VS7Mg/GZnK0ZlReKixGA5xuH85FOLtULTthWruOJqNBEVEtrshvQn3+gPK9aemEjYgjUp/VO0KDVkQGi6mPtSVxuAVztIXMhPFGccLiEI2sXt5JjkAw+COemTC3zw+X1w+AvxPG2jPjd8JYRH3cJQ0KmwuzueITNVrsCbOajLDIcfLxJiRqESTC7gN8ATHudk+nW7p+L/RQDgC48L9DgiBU47sXleK7F5VCFMWE22sGAAvG5+H3G0/gixNt8PoDMBv7f8708ZFmAMDXJxRoXZ6C2WjA2II0HGm043CDbUiR0tXjUWacxuuwi210fhpOtXajNQqdUN/pgtcvwmoyoFgDgcAIRupHHyTSqOGOMEZBRhLOtvfE5IQ53T50e6QblgItgjnk5coOtw+9Xj+SzNHfNWspwpR0xDja+5iAy9WgfZI5V/G0IzJBJAh8b7oBHk4Yv5kwQL2ERC3aEQGpxa/d54l7LszBZqw4iprQczt6fTH9bGBQOyJBEMQgJKIAA6SdX7mpFthcXmw51d7v6z5/AJ8cawEALJxcqHV5fZhRJi2J3ldnG/JY1opYmp2sfJqrJaPlubBonLDTbdIKgIq8VE2DRJigre+MQYSxdkQdnLBYYurZc9KsJk2G2DOSTbDIH2zE2pKoiwiLwwkLtiPyr5c5S7GuVwCCrYxZyWbu/+4UERZHvYA2EfVAaEJi4rcjSudXZ87KqcFMmCFkZjLeXWHdFMyhDp2dnVi6dCkyMzORmZmJpUuXoqura9DniKKI1atXo6SkBMnJybjyyitx+PDhPse43W78x3/8B/Ly8pCamopvfetbqK+vV75+9uxZ3HnnnaioqEBycjLGjBmD//qv/4LH0/cHsSAI/f6sXbtWte+fIAhtMRkNWDytGADw930N/b7+xck2dPV4kZ1iViLt9WKmvJ9sf13XkMceOicJNb0CUEbnMxEW+XNOt7KdZtotlgaCIqzN6Yn6ZiDYjqihExZHTH2zPA+mRSgHIP3OzFUSEmNrSdRyJkwNEcbEZq4m7YjxO2FaxekD6jhhPn9AcXNTON9zM1ETb6S+Zk6YkpCoTjsib2cpTaVwDkpHVIlbb70V+/btw4cffogPP/wQ+/btw9KlSwd9zm9/+1s8+eSTeOaZZ7Bz504UFRVh4cKFcDiCUc7Lly/Hu+++i7feegtffPEFnE4nbrjhBvj90j/ko0ePIhAI4A9/+AMOHz6Mp556CmvXrsXPf/7zfq/38ssvo7GxUfnzgx/8QN03gSAITfnmjBIAwAeHGvvdHPxll/RhzbdnjoApTKuilrAl0Qfqu4ZMv9pb2wUAuGhkFt+iBqAiTxJSLb2Rf7J+ShZhozVcLA1IN4ZsViPauTAtd4QxCmUBFUukfotDngfTcLaRibBYd4WxdMQ8Ddr7mHBy9PrgiXFOhYV6aDITpqQjxn7TzQRctgb1ZqowExYqiIaPE8ZEmDZOWLztiFrsCQOCQRrx1htsR7zwgzm4/Y1UV1fjww8/xLZt2zBnzhwAwAsvvIC5c+fi2LFjmDBhQr/niKKINWvW4KGHHsKNN94IAHj11VdRWFiIN954A3fffTdsNhvWrVuHP/3pT/jGN74BAHj99ddRVlaGjz/+GNdccw2uvfZaXHvttcp5R48ejWPHjuH555/HE0880ec1s7KyUFRUxOttIAhCYy4ZlY3xhWk43uzE/+2sw4+uGA1Aih+vPNIEALhldpmeJQIAxhWkI8ViRLfHj1OtTowvHHjWa0+ttID6ojJ93DsWU9/pBtxeP8zmoW8+TrdK7YhaizBAcsMON9hR19Gj7GQbCn9ARJMiwrQTNSVZbK9Z9EEiwVAO7RaOKzH1MewKc3n8yqfcWuwJy0w2wyAAAVESJwUxzCa2d2snwjLlmbB49oSxVsZszjvNAHWcMPbcVKsRRkP88eaDoXY6Im9nSTXnThE1fK+JNFmUxu+EycEcXwEnjNt3uHXrVmRmZioCDAAuu+wyZGZmYsuWLWFF2JkzZ9DU1IRFixYpj1mtVixYsABbtmzB3Xffjd27d8Pr9fY5pqSkBFOnTsWWLVtwzTXXhK3HZrMhJ6d/HPW9996Lu+66CxUVFbjzzjvx4x//GAZD+E/I3W433O7gp392u5RW5vV64fXG9486Xtjr610HMTy40K+XH1w2Eg/97Qie23QS35lRhKwUM56qOgavX8Slo7IxLj85Ib73qSUZ2HG2E7vOtKMiJ/wNYqOtF422XhgEYHJRii51Z1oFpFtNcLh9ONVix+QRQ39CeUoWYSOzkjSvuTQrCYcb7DjT5oDXG9kagkZbLzz+AEwGAXkpRs1qLkiTblwaulxRv2aj3D6Zl2bRrF52c99iH7zecD9jGrukOT2LyYAkg6hJzVkpZnR0e9Fs60F2DFZLu1MSullJ/K+JdIvkNHf2eGJ+rTa7dE1kJJm415tmlu6V4qtXuiYk99rNteZUi1SvLY56RVFUREayie/v0FR5fYWtO773xRGyh02T97e7N856pQ8hkk3CgOdJ5HuYaGriJsKamppQUNA/faygoABNTU0DPgcACgv7DswXFhaipqZGOcZisSA7O7vfMQOd99SpU3j66afxv//7v30e//Wvf42rr74aycnJ2LhxI372s5+hra0Nv/jFL8Ke57HHHsPDDz/c7/HKykqkpGgXwTwYVVVVepdADCMu1OslOQAUJRvR1OPFbc9vxKQsEe+clX6hzU1txYYNG3SuUCLdYwBgwPtbDiK1eX/YY/a1CwCMKE4WsenjSk3rCyXHbITDLeDdT7bhbO7g7ZMuH9DmlH69nNzzJeoPaFFhEG+n9L5+sacaBZ2HhzweAE7aAMCELHMAlR99yLO8PnS6pddttLnwj39uQDRZCvuOS99ne/0pbNhwklOFfbE3S6+589AxlDmrhzw+9GfMWQcAmJBm9OODDz7gVmMo5oARgIAPP/0CpzOjT9+ra5Wef/zgbvhrVC+vD1Kmhgndbj/+/o8NMMXQMb3nrPT309lUjw0balWusC9Hu6SfTfUtHTH/TD3SKZ3D4JXELs/fSfWN0msdO12LDRvOxnSOXh8QEKWfbVs2bYSFY8dcW6P0d7nv8DFsiODf2kC0dkrX8IE9O+A4oVp5/XDKP3e37dkPc8O+mM9zpl46z+nj1dhgOzLosYl4D9PTE3koVNQibPXq1WGFSCg7d+4EED5BLZJo6/O/HslzBjqmoaEB1157Lb73ve/hrrvu6vO1ULE1c+ZMAMAjjzwyoAhbtWoVVq5cqfy33W5HWVkZFi1ahIwMfQbmGV6vF1VVVVi4cGFErULEV5uvwvVSOqMLt728C9VdQHWX9NidXyvHvdf2d+H1IvlYKza+vhfnfKlYvHh+2GMOfHgMOF6DBVPLsHixfouxP+s9iJq9jUguHI3FiwZ/D/fX24Cd21GQbsWN31o06LE86Nxei0/+cRSmrEIsXnxRRM/5655zwJHDmFCah8WLZ3GuMIjPH8Cv922EPwDMnn8ViqJomftTww6gvQtXXnoRFk/Tpq2+6cuz2NhwHGl5JVi8ePqAx4X7GfNxdQtwaB9K8zOxePFlmtT7euNONJ/txLipsb1Hv9j7CQAfFl+9AGM4t9b6AyIe2l0FUQTmXXl1TAmSm985BDQ2YNbUCVh8RQWHKoOMPGfH89XbIJqSsHjxgpjO4dvfCBw9iNKCbABtXH8nufc24J2zh5CWnR/zv/GGLhew83NYTAZ855uLVa6wL8c3nsRnTadRWFqOxYsnxXyehw98Cri9WHjl/EHb3uNlc+8hHOhowKixE+O69v7cuBPo7MRls2Zi8fTisMck8j0M65KLhKhF2L333ot/+Zd/GfSYUaNG4cCBA2hubu73tdbW1n5OF4PNZjU1NaG4OPjGt7S0KM8pKiqCx+NBZ2dnHzespaUF8+bN63O+hoYGfP3rX8fcuXPxxz/+ccjv7bLLLoPdbkdzc3PYGq1WK6zW/j8UzWZzwlwEiVQLkfhcyNfLpaPz8fqdc/Dw+0fQ0e3BjRePwPJvjIdRw7j0oZg7Nh9Gg4DaDheanV6UZvd31Hec7QIAzB6Vq+vf1aTiDGBvI0609gxZx5l2qSVqdH6qLjWPypduNM519Ub8+g02qdW8PE/bms1moDDdigZbL1q7fSjLjfy1W+XQiJIc7WouzpaESJvTE9Frhv6M6XSxnWZJmtWbK0fL292RzTKG4vEFlJCBwswU7jWbIYVH2FxeOD0iimN4PbaIOFeD9zg3XZpntPf6Yn4tp0cKTMmW/554/k7KTpM+4HDEcC0wur2s3ZP/786sFOk96fbEXi8QnLHKSkvmWnOGPNPo8gXiep0etmw81TrkeRLxHiaaeqIWYXl5ecjLyxvyuLlz58Jms2HHjh249NJLAQDbt2+HzWbrJ5YYFRUVKCoqQlVVFS66SPr00uPxYPPmzXj88ccBALNmzYLZbEZVVRVuueUWAEBjYyMOHTqE3/72t8q5zp07h69//euYNWsWXn755QHnvELZu3cvkpKSkJWVNeSxBEEkPrNH5eD9/7hc7zIGJD3JjBmlmdhT24Utp9pxy+y+Iqzd6cahBime/vKxQ//c5clEOeDiaLNzyGOrG6U0W70i9VlMfW1HT8SLxWvl5c4jh1iczYOSrGQ02HqlPWUjI3uOKAaDRLRMRyxke81iiKhn8fRa7Ahj5LA0R2f0YRcsIMNoEJQQCt5kp0giLNZdYcGIeu2COXo8fnh8AVhi6J9kSZBavL8ZStBFPGmOrF7+oRFqpCP2ev1KMij/SH05oj7udEQ5mIPjculEgVtG86RJk3DttdfiRz/6EbZt24Zt27bhRz/6EW644YY+oRwTJ07Eu+++C0BqQ1y+fDkeffRRvPvuuzh06BBuv/12pKSk4NZbbwUAZGZm4s4778TPfvYzbNy4EXv37sX3v/99TJs2TUlLbGhowJVXXomysjI88cQTaG1tRVNTU5+Zsffffx8vvPACDh06hFOnTuHFF1/EQw89hB//+Mdh3S6CIAgeXD4uHwCwsbp/58AXJ9sgipIAiiXZTU0myG0s9Z2uIffWHGmUhONknUTYiKxkCIJ0cxjpjig9RVixnJDY0BV5QmJHtwduXwCCABRmavc7q1C+DptsvRDF6Gas2KJmLXaEMXJSYk8cZPVmp/BffMzIiqNeIChqsjTYE5aeZAL7fCPWhMQuOYRBC1GjpCO6YhcJ7PvM0EA0BveExV4ve64gAGmcRQ1LM3TQnrCI4fod/vnPf8ZPf/pTJcnwW9/6Fp555pk+xxw7dgw2m0357wceeAAulwvLli1DZ2cn5syZg8rKSqSnB/tYn3rqKZhMJtxyyy1wuVy4+uqr8corr8BolCYkKysrcfLkSZw8eRKlpaV9Xo/90jCbzXjuueewcuVKBAIBjB49Go888gh+8pOfcHkvCIIgwrFociF+v/EENh9vhcvjR3LIpHfVEUmYLRifr1d5ClkpZmRZRHR5BBxrcmD2qPCpg6Io6u6EJZmNKExPQpO9F3WdLuRG4LzUdUgCSBcnTI7Eb4gipr6hS3LB8tOssJq026fDRJjL64fD7VN2L0UCEzWaOmGpbK9Z9KKmQ8N4egZzsGxxOmFa1GwwSKmp9l4fbC5vTOKaiZrMZDPgGOLgOFEjop7tGIvmuo+VdBWcu9A4fd4fJCjLmlXbE0YiLC5ycnLw+uuvD3rM+Z+kCYKA1atXY/Xq1QM+JykpCU8//TSefvrpsF+//fbbcfvttw/6uufvEiMIgtCDKSUZKM1ORn2nCxuPNuOG6dKyaafbh49ld+z6AYaTtaYkRRJh1YOIsAZbL2wuL0wGAeMK0zSuMMjInBQ02XtR096NmfJi7IHo8fgUgVCmUzsiAKkdMULOya4Ze65WJFuMyEiSbrxb7L0JL8LYPrK2GNon9RBh8Thh/oCILhdzwrRpn8xKsSgiLBaY2MzSQoTJosbjC6DX60eSOfoPL9jOLi3aJ9NUaEdk9WopGuPZE+YPiOjx+Puc70KGWzsiQRAEMTSCIOC7F40AAPxpazAD+58HGtDrDWB0fiqmjcjUq7w+lMj65EjDwOlP1fLXxhakaerQnA9bMH26tXvIY5kLlpls1mz2J5TimJww6dgRGoswIOiGNdujEzbBmTDtRA17rVZn9CKMzZGxcA8tYOIplpkwu8sL9rl2VrI273Gm0uIXazuidjNhqRaTsgIiVncp2I6oQfukCqKGOWFaCBrFCYuj3tDnppEIIwiCIHhz65yRMBoEbD/Tgd01HfD6A3j201MAgCWzyyIKltCCsjTpDm9/XdeAxxxplESYXvNgjDEFkghjS6MH42y7JNT0aEUEgm5WQxROWIPihGk/Kxg6FxYpoigqYR5azoQVyK/VOkycsGzZCeuKwQlj7lma1RRTSEYsMPHEZruixaahCDMYBGXOKta5MLuG9bJanW5f1POXDIeGTpga7YhMhFmMBl0/xNMKEmEEQRA6U5yZjBtlN+z/++sB/Opvh1Db0YO8NAuWzi3Xubogo2QRdrTJjh5P+F+0B89JM756zYMxxuRLrZCnInDCTrY45efw3QM1EEyEtTndcPv8ET2HuWZatyMCQEGGJGyaHZGLMIfbp7QZFWVqJxzzWSx5rw+93sjeW0a7jjNhsbQjMvcsO1U7N5eJkVhn2LRMRwTin7PSYyYstEUvWjR1woaZc5cIkAgjCIJIAB66fhLy06043dqNN3fUAQB+vngSUhIopjfLChRlWBEQgQP1tn5fF0URe2o6AQAXl2f3+7qWMBF2utUJf2DwT5FPySJsbIE+M2zZKWZYZeciUnfpnOya6SHC2ELplijaEZvl7ys9yaTpNZ2RbILFKL23bVG2JHZ0S8fnatg+mS0Lvs7u6EVCZzeLp9eu3kwWJBKDsySKImyyg6bVDFtGUnztk8GIev71JpuNyl7LWOfCmOOnhahJtwadu1hhLtpXoRURIBFGEASREGSlWPDmjy7D1RMLMKM0E0/eMgM3Xlw69BM1hoVc7JbFVihn2rrR3u2B1WTA1BH6OmFlOSmwGA1w+wJDRr+fbNVXhAmCoMx2RdqSmBgzYZE7YWx+rEjjVQuCICjtj9G2JOrRjsjmz9q7o2+fZO6ZFvH0DMUJi0HU9Hj88PpF+Tza3HSzWS57jKJGy4h6QRBCdoXFJhrZ87SoN9UqtQ/2ePxDfvA1EI6vUDIiQCKMIAgiYRhbkIZ1t1+Cv917eUIKMAC4ZJTkcG051dbva7vOSsJsRmmW7v38RoOghHOcHGQuLBAQlXZEvUQYEHS0zkWwK6zX61cEhR5OWKHcjtgUhQhjx2rZishQwjmiFGF6tCMy1y2WSH3W2qfFomZGPCKMPcdiNCA5hqTCWIjbCXNpN2MFhCxsjtFdYmJTy3ZEIHY3zKFhvYkAiTCCIAgiYr42JhcAsPNsJ1znzSl8cVISZpdU6NuKyFDCOVoGFmGN9l70ePwwGQSU5+ozEwYAZTmSmGJLoweDtSwmmQ2a3nAzCmJpR5RFWKEOS8eZE9bmjE7YsFj7fA0j9XNTWTCHF15/IKrndvTo0I6oiLDYRWNGslmz8CHmCMXa3qdlkAgApFnjq9euzFjxr9dqMiqtv7GKMKUd0ar9zzU9IBFGEARBRMzovBQUZybB4wtg+5l25XGvP4BNx1oAAFdNLNCrvD4EwzkGFmHMBRuVlwqzUb9fiUwA1rQPHSQSuiNMj+RMZSbM0YtAhG1HTDhq3Y4IIKZ2xF6vX3ERCtK1qzkrxaLEqEcbztGlgwjLYumIMQRzdGk8DwaEOGGxBnMo7X3aODXxtyNq69wp4Rwxikanm4I5CIIgCCIsgiDg67LI+ueBRuXxXWc7Ye/1ISfVgpllieGEjStMBwAcbRp4C6zSipivXysiAJTL8fg17UM7YeyYcp0i9Zmo8frFiIUCa0cs1KEdkTlZrc7I2yeZYLMYDZrdcANSGy0TUe1ROncszEPLdEQlSCSGNEfWEpil4W4+ZSYshnZErz+gpBRq5YRlxLmwWeu0weCusNhEo5PaEQmCIAhiYL4zU4rT/+BQk9KS+JfdUqLjVRMLlEQvvWG7yo42OgYcFD/ZIgk0PefBgKATFkk7InPL9GqfNBsNypxVpHNhrB1RTyeszRG5UGDLnfPTrZq7jcpcWLQiTIdgjhxFhMXghMnP0ccJi17UhAo3Ldr7Ql8nVidMy3REICjCYm+fpGAOgiAIghiQ2eXZKM1OhtPtw5s7atHqcOMf+yVX7N/mjNS5uiAVealINhvh8vpxpi18S+Khc/Jy6RJ90xxH5kquVke3Z8hWqTNtkghjwSN6wFr0Ip0LY+2ILNRDS/IUJyzydsRWHRZLM2JNSOxU2hE1dMJClktHm4jXpWHSIIO9VixOmBJyYTVp9kFTerxOmFu7mTAg2I7Y7Y5trxmbJaOIeoIgCIIIg8EgYNmVYwEAaz4+jp/8eQ88/gBmlGXhopGJ0YoISK1dk4qllsTDDfZ+X3f7/DjaJD0+bUSmprWdT5rVpLhLtUO0JCrtiLn6tCMCwZTDSJwwnz+g7OgaLjNheoqwnBidMBapz0ScFjAXKyBGL2wUJyxZO+eOtffFk+aopWiMW4TJz9NqBYB67YgUzEEQBEEQYVlySRmmjciEvdeHHWc7YDYKWP3NyXqX1Y8pJZK4OhhmufTxJie8fhFZKWaUZmsf9X4+rL3w7CDhHIGAiJoO6eujdExzLMmSxNS5zqEj9VudbgRESRTnapg0yIhFhLXoKMLyUllMfeT1+gOiIsLyNFwubTYaFGHTEeVcGBM1WrYjslbNWESYXQcRFk86oiiKIZHvWqU5quTcUTsiQRAEQYTHaBDwyg8vwa1zRuIbkwrw6h2XJpQLxri4PAsAsCvMcukD57oASC6YHimD5xNJOEezoxe93gCMBgEjdBSOpdlSrZHsNWOtiAXpVl3mBVk7osv7/7d379FNlvm+wL+5p03b9N60UGhBrgOogHLzgiLgIHJmXDMeZYuytqPMVtQOOo5uXWeQWcro3qOzNuwZ9zgsdYkexn1G5qiDDIiIw+Eq0pE7KoVCaXqhbZLekjR5zx9v3jcNadoE6Pu80O9nrS5p8qZ9Eh9Kvv09z+8JoS3J1tlKYCsUsRwxMt6mFM4Ka24PQFkNqOW5Zt2/X3OKZ5t5BHRHVL5XywU0ElErYRoulbuY7ojdD03WbE+Y0h3xolvUD4wQNjCeJRERXXJ5GTa89MPxoofRq+vKcgEAB2s86AiEkGaNHgq7t6oJAHBNabaIocVJpk39yUY5oJXmpAltqT8ockj0mea+G4koQW2QgIOlAcBhM8NhNaEtIB9y7UjiDZ7Q5YiRUJPKuWbK0sWcdAvMGs+LHIcVJ8+1pxQagehyRK06DQLREObpCCIclmBM4ZcC0fb0l8dyROUxZqNBs8OwlQrWhbaoVw6lZndEIiKiy9yg7DQUO+3oCkvYfzpaDZMkCTtPyOecTYscQC1aWb5cXTrRkDiEie6MqFCWb55JYjmico3IJZ/qksQkm3Oo3REFLJ/MV/eEJb8cUblWxHLP3PQLa1MvJIRF9p+FpdSDjdYHNQPRbo6+C9hj5e3Wnl6rSn90T9jF7WFjYw4iIqLLnMFgwPXlcjXs7980qrefaGxDndcPq9mIiTpZRjmiUG4icrzOB0nqudNc1TllP5i4phxAdDmi29uJQFe412tPR9rulwo61wzo1iExyX1hDZGGI4UCGolcyHLERrUph7ZLEYHoWWFNbakFBSW0abl80mo2whGphqcaGpV271odfAx0P9fsQiph2nZGBKLhyXeRyxG1fI1FYggjIqIr2qwxRQCAvx1yq7dtPVoPAJg0JAd2jZbq9GVYgQMmowHezi61McT5vq2TW+0PF3yuWX6GFTazEZIU3fOViK4qYUmEMEmSYs4J05oSSlLpjtgYeV75AsebSqiRpGgjEa33sCnNOVpSbM6hVJa0rIQ506JHAKRKaamv5WHjSiUs2b2X3XWFwugIhmK+zpWOIYyIiK5ot4wqgNVkxImGNhyvkw9n/uCrGgDAvAnFIocWw24xqW3nlXGe76hbvn1UUaZm4+qJwRBtDNLXvrDTzco+NnGVsKJIRau2j8AIyMvOgiG5Eqllp0FFfqTFvM/fBX9XcuctKZ0U80VUwtKVSljyQaE9EII/UkHVPoTJISrVSli0Rb12AUEJfD5/F8IpnsOmdHPMtGnZzfHC94R1X8LI5YhERERXgEy7BTePKgAAvPHFCRw448HhWi8sJgPmj9dPCAOAkeqSxPjDpb2dQbXJxWiX2MOlgeiSxN72hUmSpLaxHywwhCkt9Ws9fe9hU6qQzjQLbGbtq6RZaWaYIw0jkg02StVMyJ4wRyTUpBDClOdltxiRbtX2DbfanKM9xUqYgD1hyveSLmAPW7Q9vYaVsEvQSMRuMQptOqSlgfEsiYhoQHtk5nAAwJ+/OoOfrt0HAJg3vljdz6IXI11yCDtSG3+49LFIFazYaYdTw7beiQxOohLW0BqAvysMowEoztZ+f5XC5ZTHmkwlTLmm2ClmvAaDAXkpHtjcqIYwgZWwFCpL6lLEdO3Hm32BjUSiLeq1+7tnNRvVzoapnm3mU5cjatnNUf5eF9KYQ3lMhoaVO9EYwoiI6Ip37ZAc3DGhGGFJbpmeZTfjqTmjRA8rzoRB8uHSX59pibvvaCSYjXaJXYqoiLapT1xdUqpgxU6xLfVLnMlXwmpblDGLC425kSWJjUl2SFSXIwqphKV+TpgS2ET8EiQ7TTkr7MIaieQ4tA0JSjWspSPFRiLduiNqRTlDzXsBh2GLqNyJNnCeKRERDWi/+fHVGOPKRE1LJxZPLxParS+RCaVyCPumvhWt/q6YDeqVpz0AgHGRoCaa8vpVNyWuhJ1RzggT2JQDAIojgdHt6ezzfKizSggTdK4Z0L1NfbKVMCWEieyOmEIIaxXTlAOIVu5SbXbREun+mK1x9S473QK3t/MCKmHad0fM6raHLRSWUjqcvdWvfWgUbeA8UyIiGtDsFhOW3jpC9DB6VZhpR4nTjrOeThys8WDqsOgZZl9Vy+ecTRyqj5b6w/Lls8qqGhOfa6ZUyUQ25QCAwkwbjAYgGJLQ2OZHYWbiKtfZyHJEUYdLA9FW80qFqy/qnjCHuHPCvJ1dCIbCSVU8RbSnV0QbcyQfaoKhsNp2PUfjEKYEmwtejqhpJSwa+HydwZQCq3pG2ADpjAhwOSIREZGuTBicDQDYdyp6uPS5Vr8adiaW6iOElUdC2Lm2QMImB6fUM8LEVsIsJqPabr6vlvrKkkWRyxFTaanfHuhCe0DuoihiT1hWmgVKwSPZJX7nBLWnBy6sRb0SgAwGbRtzANHvl2oI8wrew5bq2WbRPWEMYURERCTA9Kvk6tcXxxvU2/aelAPZiMIMXTTlAACHzYyiLDksfNcY380RAL5rkIPjVYLPNQPkfWkAcLal9xCm3F8isBKmtNR3e/sOYUoVzGY2CnkDazIaUm520SyyMYe6Jyz55YjKtVl2S0pL7C6FCw5hAs4J6/79lD1pyYruCdPHzzctMIQRERHpyM0j5Xb6+041q/s6Pj1SBwCYcVW+sHH1ZFi+HK6qGuKXJEoScEJHISyZNvWSJKl7wkqc4kNYnbfvbo71Pvma/AwbDAZtA4IiJ/KLgaRb6ishTMgettQbcyhLF3ME/AJEDWEpNhLxqC31NV4+GQlRqTbnaB2AjTn6NYQ1Nzdj0aJFcDqdcDqdWLRoEVpaWnp9jCRJWL58OUpKSpCWloaZM2fi0KFDMdf4/X489thjyM/Ph8PhwIIFC3DmzJmYa8rKymAwGGI+nnnmmZhrqqurceedd8LhcCA/Px+PP/44AoHUTyUnIiK6VIbmOVCWl46usITPjtYjGAqrIez2cS7Bo4s1rEBekniih0qYLyj/Nt5oAMryHFoPLU5xEm3qm9oC6iHCRU7t91cplBBWn0QIq4tUy1xCuzmm1iFRZCVMCSWptKhXxusUWLlLtRKmhEytl08qe9hSrYRxOeIltnDhQlRWVmLjxo3YuHEjKisrsWjRol4f88orr+DVV1/F6tWrsXfvXrhcLsyePRs+n0+9pqKiAuvXr8e6deuwfft2tLa2Yv78+QiFYk+WX7FiBWpra9WP559/Xr0vFArhjjvuQFtbG7Zv345169bhz3/+M5588slL+yIQERGlaME1gwAAb+04ic+O1qOlPYhchxXXleUKHlms4QVyhaunw6XrOuSqTGluOuwW7Q89Pl+x2qY+cbBR7ivItAk5qFmhLPN0ezshSVKv1yp73FxZ4kJYdopnhYlsUa9Us3ydXegKhZN6TIvISlh66iFMkiR4Ii3tszUec7RNfWp7wkS01Bet357pkSNHsHHjRuzatQtTpkwBALzxxhuYNm0ajh07hlGj4s9nkSQJv/3tb/Hcc8/hrrvuAgC8/fbbKCoqwnvvvYclS5bA4/FgzZo1eOedd3DbbbcBANauXYvS0lJ8+umnmDt3rvr1MjMz4XL1/FvDTZs24fDhwzh9+jRKSkoAAL/5zW+wePFivPjii8jKyrqkrwcREVGyFk0ditc//w77q1uw5B35cOn/eV2p5vtR+jK2RP638vDZ+MOl3ZFVf0pQE03Z41XTy+HS0aWI4gINEK2EdQbD8HZ29VrNUJYsFgkMYUpFqynJlvrKssU8ASGs+2vp6QgiL4mz1dQzwoRU7lIPYR3BEIIhObxrHsIutBIWWY7oGECVsH57pjt37oTT6VQDGABMnToVTqcTO3bs6DGEVVVVwe12Y86cOeptNpsNN998M3bs2IElS5Zg3759CAaDMdeUlJRg3Lhx2LFjR0wIe/nll/GrX/0KpaWl+PGPf4yf//znsFqt6vjGjRunBjAAmDt3Lvx+P/bt24dbbrklbnx+vx9+f3STrNcr/6MTDAYRDKZ+MN2lpHx/0eOgywPnC6WKc0Zb2XYjHrxhKH6/rQqAHAp+Mn2I7l7/kQWRYNPSgUZvu/qGMRgM4kybHBhHFTp0Me7iTPnf/+qm9oTjOd0k72EryrIJHbMJgDPNDE9HF2qaWpHey566sy1yqCzIsAgbc266/Hay3tfZ5xi6QmE1UGRaDTHvobQaf6bdDF9nFxq9Hciy9b0o7FyrHHSz7CbNX2OHRf571NwWSPp7N0aCucVkgBlhTcecYZUryM1t/pS+r1K5c1gMfT5Oz/8epTKmfgthbrcbhYWFcbcXFhbC7XYnfAwAFBUVxdxeVFSEU6dOqddYrVbk5OTEXdP96z7xxBOYOHEicnJysGfPHjz77LOoqqrCH//4R/XrnP99cnJyYLVaE45v5cqVeOGFF+Ju37RpE9LT9XHo5+bNm0UPgS4jnC+UKs4Z7YyUgPuuMqCxE5hW2IrtW/X52ufZTDjnN+Ctv3yKEc7o0rnTrfKbMb/7W2zY8I2o4anauwDAjMbWANZ/tAG2HlYbbj9pBGCEv9mNDRs2aDzCWGkwwQMDPv707xiVnXhJ4pHImGtPHMEG72HtBthNfa0BgAkHvjmJDRtO9HqtLwhIkhkGSNixbQtM3Yq7Wv18sUomAAZ88tk2lGf2ff2B7+TXuOFMVZ/P71I76QMAM+qavUnPyZo2+TF2YxiffPJJP44uXkON/FodOPotNviPJ/24M3Xy/5NjBythPLM/qcfo8d+j9vbElfbzpRzCli9f3mMQ6W7v3r0A0GOXHkmS+uzec/79yTzm/Gt+9rOfqX+eMGECcnJy8KMf/Qgvv/wy8vLyLmh8zz77LJYtW6Z+7vV6UVpaijlz5ghfvhgMBrF582bMnj0bFsvAae9JF4bzhVLFOSPGfNEDSMLHLZXYfKQemUPGYN6MMgCAr70TP9u1DQCweMEtQs/c6u7lg1vR0hHEmOtuxGhX/Lvvj97dD9Q2YOaksZg3ZYiAEUa9X78P7u/OYeiYCZh37aCE1712fDuAdsy5cQqmlIvZM2g46MafT34Nc0Yu5s27vtdrj7l9wJc7kZ1uxZ13yKuOtP758sfqXThX48WYa67DraMK+rz+4/cqgfp6XH/19zSfF1WNbXjt4P9DABbMmze37wcA2F3VBHz9JQqcGZg3b0Y/jzDW2e0nsanmOHKKBmHevPFJP+6VI18A7Z2YdeM0XFOa3eu1ev73SFkll4yUQ9jSpUtxzz339HpNWVkZvv76a9TV1cXd19DQEFeBUij7t9xuN4qLi9Xb6+vr1ce4XC4EAgE0NzfHVMPq6+sxffr0hGOaOnUqAODbb79FXl4eXC4Xdu/eHXNNc3MzgsFgwvHZbDbYbPFrhy0Wi24mgZ7GQvrH+UKp4pyh800cmovNR+qxr9qDJTPlufHduRaEJQPyHFaU5mUIa51+vqF56Wg540GNJ4DxpfHz+FSTvCdseGGW8HleHNnD1tjWlXAskiSp3REH52YIG7MrW+5+2dga6HMMzZ1yE7XCTHvctVr9fFEaifj84aS+nyeyXykvM03z1zgvU54Hrf4uGIwmmE19L59sDcgNR3IcVs3Hm+OQ3ye3+kMpfW/vBbzGevz3KJXxpNwdMT8/H6NHj+71w263Y9q0afB4PNizZ4/62N27d8Pj8SQMS+Xl5XC5XDHlxUAggG3btqmPmTRpEiwWS8w1tbW1OHjwYK8hbP9+ubSphLtp06bh4MGDqK2tVa/ZtGkTbDYbJk2alOrLQkRENCBNHSZXX3ZXNSEcliJ/lg+XvnqwUzcBDACGRFrlVzfFn2sWDks41SQvJdJDS32lQ2Jvbeq9nV3oCMqhRmSL+oJMeawNvr4Pl66PhMbCLHFHACgNNpI9sLlFYGOOrG6NRJSg0helm2O2xu3pgQtrzBEKS+phzVkCxixKv7WoHzNmDG6//XY89NBD2LVrF3bt2oWHHnoI8+fPj2nKMXr0aKxfvx6AvDywoqICL730EtavX4+DBw9i8eLFSE9Px8KFCwEATqcTDz74IJ588kls2bIF+/fvx3333Yfx48er3RJ37tyJ1157DZWVlaiqqsL777+PJUuWYMGCBRgyRC4jz5kzB2PHjsWiRYuwf/9+bNmyBU899RQeeugh4UsLiYiILhfjBznhsJrg6QjicK28FGfbN40AgJtG5IkcWpyhufL+7VPn4vdt1Ho7EegKw2IyqAc7i6R0O3T3EsKUgOZMswg9BkAJYW2BENr8vQeF+khQK0iiK2F/UToGJntgs3JYs9adBgHAYjLCEWl2kWyHxOhBzQJCmHpYc/It6lu7hUvl8QNBv/aBfPfdd/H444+rnQwXLFiA1atXx1xz7NgxeDwe9fOnn34aHR0deOSRR9Dc3IwpU6Zg06ZNyMyMrt1+7bXXYDabcffdd6OjowOzZs3CW2+9BZNJnqQ2mw1/+tOf8MILL8Dv92Po0KF46KGH8PTTT6tfw2Qy4a9//SseeeQRzJgxA2lpaVi4cCH+/d//vT9fEiIioiuK2WTE1GF52HK0HhsPulGam46vqlsAADeNzBc7uPMoh0t/Wx9/rtnJRrk6VpqTntSSr/5WmKmEsMTVJSWgiTwjDAAcVhPSLCZ0BENobPX32mZcqZYVCKyEKYdLn0vicGlJkqKVMAEt9QF5+WRboCPpENaihDABoTErLXJOWAqVMOV5pVlMsJrF/93TSr+GsNzcXKxdu7bXa84/hNBgMGD58uVYvnx5wsfY7XasWrUKq1at6vH+iRMnYteuXX2Ob8iQIfj444/7vI6IiIgSu2viYGw5Wo/3vzyNXIcVobAEV5qE0hx9dA5WjCySf6F7vM4X14jrRCSEleWLX4oIAINz5L1AytllPVEOaha5tA+Q37sVZNpQ3dSOep8fQ3tZzlnvi4w5U1xwVM4GO9fa9/LJtkD0zC0RhzUD8hK9mpYUQpi6HFHA8km1EpZ8CFMCm4jKnUgDJ24SERFRv5g9tgj5GTbU+/xY8bHcJn1GUVjwqOJdVZgBg0FeXtZ43sHCRyNLKZWgJpoSwhp8fnRG9n2dr04nlTAAKExyX5haCcsUFxzzU6iENUeusZqNSBO05NMZqS4lG8K86nJE7Q8+VoJUWyCErlByPwOU55UlYLwiMYQRERHRRbGajXjm+6PVz8e4MjG9KPHZVqLYLSZ1X9jxOl/MfUciIWxMsT5CmDPNgozIsr6aBNWw05FujoN1UHFMtjmHcn+hyBAW+d6NSVTCGlqje9hENZlRgo0n2UYikYOPswU0Esm0R4OUL8lGIl6Be9hEYggjIiKii/ajSYPx/pJpWHnXeLz74HXQ69YOpdJ11B0NYeGwpH4+tlgfzbkMBoNaDTvTnCCENcsNRkpz0zQbVyLJhrB6HYSwPKUS1tp3qGmMjDc/Q8x+MKBbCLsMGnOYL6KRyEBqygEwhBEREdElcn15Lu69fkjMb8P1ZkwkZB0406Ledrq5He2BEKxmI8p1sicMQLcQFt/NEQCqIy31h+TqoBKW0XcIaw90oTXSPVHocsRM5SyrroRLPRXKksV8od0c5QCY6p4wEY05gNTb1HNPGBEREdEVbtLQHADAl6ea1dsqT7cAAEYVZeqiM6JCWWbYUyUsGAqjNtKYo1QPIUyphPWyxE8JaGkWk7rUUoRMmxnWyP/nvpYkRith4kKYEk6a2pKsLAk8JwxIvU19dE8YQxgRERHRFenaIdkwGuRgozS22HXiHABgSnmuyKHFUSphSsWru9qWToTCEqxmo9AztxRKCFO6H/ZEXYqYJW5/FSAv9czLSG5JohLS8jPFLUdUlk82J7EnrCsUhi9SbRRVWUq1Tb0S1hjCiIiIiK5QmXYLRrnkJYl7qpoAADu/k0PYtOH6Oly6LNLqvaqhLe4+dT9YThqMRnGBRqEeLu1JHMIadHBQs0KpbPVZCYuEtDzH5XGuWfcli6JCTapt6qN7wvS7jLk/MIQRERHRgHLjCPkQ6b9+XYvTTe04ea4dJqMB1+usEja8MAMAUNXYhnA4tttkVeRcMz3sBwOAQdly1a6xNZBwn1W9Vx/nmgG4gEqYwEYikbE2tfXdzVEJas40CyyCltY6U9wTJrKRiEgMYURERDSg/OCaQQCAz47WY832KgDyUsRMnXVnK81Jg8VkQEcwhFpvbIXp2/pWAMAInZxrlp1ugd0iv61MVA0761HONRPfzVGphPW2hw3oFsIEdkfMjVThmpLo5qiEyjyB41UbcyS5J0wJa1yOSERERHQFG1uShTHFWQiEwnhrx0kAwMIpQ8QOqgdmkxFDI0sSv4uELsU39XJL/asi1TLRDAYDSiLVsLMJzjVTzjsblCM+hCVfCZPvF7mEUlmO2BYI9dnNsalNWT4pMITZUztcmpUwIiIiogHif80fC4tJ3kt1w1X5mDeuWPCIeja8IBLCGmJD2PE6+fOROqmEAdEliWcTVMJqIl0eB2XbNRtTIkqoOtfLEr9AV1gNCCK7I2bZzTBH9v019bEvTFmymCsyhKV4rpnamENnlej+NrB2wBERERFBbsKxZdlMfNfYihuuytdFc4ueXFWYgb8dqsPR2ujh0i3tAbXJhV4qYQBQ7JTDVZ+VsGzx+9iUSlhvjTmUwGM2GoRWaQwGA3IcVjT4/GhqC6gVx54oe8LydFC5S6aboyRJagMPUeeaicIQRkRERAPSkLx0DMkTHwh6M35QNgDgH90Olz7mlgPZoOw0oedtnU8JB7We+BDWGQypwVEXyxEj+6wafYmDghLQch1W4SE9LxLC+uqQqO4JE1gJy0lXGon0HcI6g2EEQmEA7I5IRERERDpxTWk2AOB4nQ/tAXnZ1r5q+aDpCYOdoobVIyWE9XS4tNKsw24xIkcHFQ+lQ2Nv55o1tIo/qFmhVpf6XI4YiLlehJzI925p73s5olIts5gMuvqFghYYwoiIiIh0yuW0oyjLhrAEHKzxAgC+PCmHsMll+mqpPzTSLv/kufhzzaJLEdOEHtSscEXONWtuDyZsdtHoE9+eXpHsWWHndLAnTAnZyVTClGty0q26mBdaYggjIiIi0jGlGrb7xDmEwxK+PCkfMj15aI7AUcUrz5ebiNQ0dyDQFY6579Q5+XDpwTn6WP7pTLPAZpbfBtd7e94XVh8JYYU6CGHK8sK+zgpTQo3I6p1SCesI9t3NUamEiQyNojCEEREREenYraMLAQAbDrrxdY0H3s4upFtNGFuSJXhksQoybXBYTQhLQHVTe8x9JyLdHYdFuj2KZjAY1EYiPe1h6357iVN8N8ccR3L7rJQ9YSJDTaYt2s2xr+Yc3SthAw1DGBEREZGOzRnrgtlowJFaL17+5CgAOZhZTPp6G2cwGNRzzU6dtyTxRKP8+bAC/XRzLIosSXR7e94XVtsSOVzaqYdGIn2faxYOS2roEdmYw2AwIDtd2cPW+76wZh3sYRNFX397iYiIiChGjsOKmaMKAAA7T5wDANx7vf4OlwaiSxKrGs8LYZFK2PB8fVTCAHm/HRBtGnK+2sjtxTqohOVGujn2Vglr6QgiLMl/zhEcapR9YX1WwiLNO3Ic4pu1aI0hjIiIiEjnnp03Rq0W3DVxEKYPzxM8op6V5ct7vk50C2GBrjBORzom6qkSpoawBJUw5fZiHRwunZvEckRlv5gzzSK8SpqT5FlhaiVsAC5HHFi9IImIiIguQ8MLMvDF07egprkDI4sydNtJbrRL3qd2+KxXva26qQ2hsASH1YSiLPFNLhRKh8S6HkJYZzCkBp7iLPHLEfMjh0s39HK4dKMOzghTqJWwvlrqR0Ka6MqdCKyEEREREV0GMmxmjHJl6jaAAcD3Is1CjtR60RU5hFdprT9SZ2Mvjuz1qunlXLM0iwlZaeJrFoWZcmD0dXYl7DiohzPCFOq5Zn2cFdbC7ohERERERBenLM8Bh9UEf1cY3zXISxIrT7cAiLba14shkXPNTvcQws5GOiMWZ9t1ERyz0sx9ttRvjFTJ8jLEBxqlMUdf3RybIo07sgfgckSGMCIiIiK6JIxGA75X4gQAHKzxAAD26zSElebKlbCmtgB8nbEVmzNN0cOl9cBgMKAwspSzztfzHjZlWaWyzFIkZY9XC/eEJcQQRkRERESXzITBcgjbe7IJ/q4QjkT2h+kthGXaLeoyuNNNsdWwk5EW++U66uZYFFmSmKgS5vZEDpfWQQjLjuwJa+plOaIkSd32hLE7IhERERHRBZtxVT4A4IvjDdjx7TkEQmEUZtrU5X96UhoZ0/mHS586J3+unHumB2olLEE3x3qfjiphjr4rYe2BEAJd4ZjrBxKGMCIiIiK6ZKYNz0OGzYyznk489d//AADcNrZIF3urzjdEDWGx55oplbCyPP0ER6U5R70vUSVMDmFFOghhyewJU+6zmY1Is5g0GZeeMIQRERER0SVjt5hw18RBAIBzkTfaC3V6uPSQyL4wpfIFyMvk9FgJU8JVfYJKmFIh08MxAMmca9bcrTOiHgN6f+vXENbc3IxFixbB6XTC6XRi0aJFaGlp6fUxkiRh+fLlKCkpQVpaGmbOnIlDhw7FXOP3+/HYY48hPz8fDocDCxYswJkzZ9T7P//8cxgMhh4/9u7dq17X0/2vv/76JX0NiIiIiAaaittGYlRRJgDg0VuGY9wgp+AR9Wx45PDob+pa1dsaWwNo9XfBYIg279CDwszEjTk6AiF4O7sAAEVO8ZWwgshY2wMhtPm7erxGaV+fMwCbcgD9HMIWLlyIyspKbNy4ERs3bkRlZSUWLVrU62NeeeUVvPrqq1i9ejX27t0Ll8uF2bNnw+fzqddUVFRg/fr1WLduHbZv347W1lbMnz8foZB8bsL06dNRW1sb8/GTn/wEZWVlmDx5csz3e/PNN2Oue+CBBy79C0FEREQ0gOQ6rNhYcSMOLJ+Dn88dLXo4CSmHSx9xeyFJEgDgmzr5PefgnDTYzPpZJlccCVe1LfEhTKmCpVlMyLSJP9fMYTWpSwwbExwwfS5y+0DcDwYA/fZ/6ciRI9i4cSN27dqFKVOmAADeeOMNTJs2DceOHcOoUaPiHiNJEn7729/iueeew1133QUAePvtt1FUVIT33nsPS5YsgcfjwZo1a/DOO+/gtttuAwCsXbsWpaWl+PTTTzF37lxYrVa4XC716waDQXz44YdYunRpXLkzOzs75loiIiIiungGgwGZdn13vbuqMANmowG+zi6c9XRiUHYaDp6VW+uPK9FX9W5wjrw/raalA5IkxbyndXdbiqiHpX0GgwEFmTZUN7WjwefvcVlnQ2Rvm1I1G2j6LYTt3LkTTqdTDWAAMHXqVDidTuzYsaPHEFZVVQW32405c+aot9lsNtx8883YsWMHlixZgn379iEYDMZcU1JSgnHjxmHHjh2YO3du3Nf98MMP0djYiMWLF8fdt3TpUvzkJz9BeXk5HnzwQTz88MMwGnsuEPr9fvj90TTv9cotV4PBIILB3k8E72/K9xc9Dro8cL5QqjhnKBWcL5QKkfPFAGB4gQPH6lpx8EwzCh1m/CNyrtlYV4au5nBeuglGA+DvCqO2uS0mvJxqlKt3Jdl23Yw5P8OK6qZ21La0IxjMjLvfHTkQO89hSWnMev75ksqY+i2Eud1uFBYWxt1eWFgIt9ud8DEAUFRUFHN7UVERTp06pV5jtVqRk5MTd02ir7tmzRrMnTsXpaWlMbf/6le/wqxZs5CWloYtW7bgySefRGNjI55//vkev87KlSvxwgsvxN2+adMmpKfro3vO5s2bRQ+BLiOcL5QqzhlKBecLpULUfMkIGQEY8X+3fYnO7yTs+cYEwIC2mmPYsOGokDElkmUxoSVgwH9v2IKybrnms9Pyc5B8jdiwYYOw8XXX1SqPadvurxA+JcXd/4/j8v2Np7/Dhg3fpvz19fjzpb29ve+LIlIOYcuXL+8xiHSnNL/oqRx6fvm0J+ffn8xjEl1z5swZ/O1vf8P7778fd1/3sHXNNdcAAFasWJEwhD377LNYtmyZ+rnX60VpaSnmzJmDrKysXsfX34LBIDZv3ozZs2fDYtF36Z/E43yhVHHOUCo4XygVoufLuV3V2PfXo/BYCzF95gQ07NwKAFj8P2YhT2f7ld45uwdfnmrBkDHXYt6EYvX2rf/nAHCmFjOuHoV5N5ULHGHUntARfL3nNIqGjsC8WVfF3f+eey9wrhk3XX9NzHPpi+j50htllVwyUg5hS5cuxT333NPrNWVlZfj6669RV1cXd19DQ0NcpUuh7M1yu90oLo7+z6ivr1cf43K5EAgE0NzcHFMNq6+vx/Tp0+O+5ptvvom8vDwsWLCgz+c2depUeL1e1NXV9ThGm80Gmy1+3arFYtHNJNDTWEj/OF8oVZwzlArOF0qFqPkyY0QhgKP48lQzPjveCAAYWZQBV7Z+2tMrSnMd+PJUC9y+YMxrdSbSrGNofoZu/s4VZsmdJZvagz2OqaFVblFfnO24oDHr8edLKuNJuTtifn4+Ro8e3euH3W7HtGnT4PF4sGfPHvWxu3fvhsfj6TEsAUB5eTlcLldMeTEQCGDbtm3qYyZNmgSLxRJzTW1tLQ4ePBj3dSVJwptvvon7778/qRdl//79sNvtyM7OTuUlISIiIqLL1MiiDAzNS4e/K4xf/PkAAODW0T0XDEQbnCMHm9PNscvelM+Vw6f1QNmz1pDgcOkGr3x7oQ7ONROh3/aEjRkzBrfffjseeugh/Nd//RcA4OGHH8b8+fNjmnKMHj0aK1euxA9/+EMYDAZUVFTgpZdewogRIzBixAi89NJLSE9Px8KFCwEATqcTDz74IJ588knk5eUhNzcXTz31FMaPH692S1R89tlnqKqqwoMPPhg3vo8++ghutxvTpk1DWloatm7diueeew4PP/xwj9UuIiIiIrryGAwGLLx+CFZ+Iu//MhqAe64r7eNRYigh62Rjm3pbZzCEukig0WMIq+8hhHUEQvBFzg9jd8R+8O677+Lxxx9XOxkuWLAAq1evjrnm2LFj8Hg86udPP/00Ojo68Mgjj6C5uRlTpkzBpk2bkJkZ3X342muvwWw24+6770ZHRwdmzZqFt956CyZT7FkOa9aswfTp0zFmzJi4sVksFvzud7/DsmXLEA6HMWzYMKxYsQKPPvropXwJiIiIiEjnHphehj1VTdh54hyenTcGZfn6W4oIACMjB2Afr4uen3vqnFwFy7SZkZ2un+V5yrlmbk/8uWZKdcxuMeriXDMR+vVZ5+bmYu3atb1eoxyMpzAYDFi+fDmWL1+e8DF2ux2rVq3CqlWrev3a7733XsL7br/9dtx+++29Pp6IiIiIrnx2iwlrFl8nehh9uqowAwDQ2BpAU1sAuQ4rjrrlZhAjXZm6OCNMoYSwep8f/q5QzMHXdT45mBVm2nU1Zi2lvCeMiIiIiIi057CZ1X1hSjXscK0cwsYUx5/FJVKuwwqbWY4adZ7YJYk1zfIZYSXZds3HpRcMYURERERElwllSeI3kRB2pFb+75hiscclnc9gMGBQthwYa1o6Yu5TPh+UrZ89bFpjCCMiIiIiukyMcskh7GCNXAE7olbC9BXCAKAkEsLOnhfCzkQqYUpVbyBiCCMiIiIiukxMGiKfk7v3VBNON7WjweeHyWjAqCJ9LUcEovvC4kOY3ExkEEMYERERERHp3eSyHBgNwImGNvzvPdUAgGtKs+HQYZdBtRLm6Xk5IithRERERESke9npVlxfngsA+N3n3wEAbh1dKHJICSmVruqm6OHSkiSpjTkGc08YERERERFdDu6bOlT9s91ixI8mDRY4msSGF8jnrZ1oiB4u3dDqh78rDIMBcDkHbndE/dUtiYiIiIgooTvGF+PATR5sPVaPZbNHoShLn2HmqgJ5n1qtpxOt/i5k2Mz4tr4VADA0Nx1W88CtBzGEERERERFdRgwGA56dNwbPzhsjeii9cqZbkJ9hQ2OrHycaWjFhcDaOu+WW+iN12EhESwM3fhIRERERUb9SliR+1yBXwI7Vyf9lCCMiIiIiIuoHVxVmAAC+iYSv45FDpke6GMKIiIiIiIguOeUQ6QM1HoTDkrocUY/nmmmJIYyIiIiIiPrFtUOyAQCV1S04XOuFz9+FdKsJwyLLFAcqhjAiIiIiIuoXo4oy4UyzwOfvwqrPvgEATBqaA4tpYMeQgf3siYiIiIio35hNRtwyqgAA8LdDdQCAOd9ziRySLjCEERERERFRv7l/epn65+x0C+6cUCxuMDrBc8KIiIiIiKjfTBySg1d+NAGbDrmx5ObhyE63ih6ScAxhRERERETUr+6eXIq7J5eKHoZucDkiERERERGRhhjCiIiIiIiINMQQRkREREREpCGGMCIiIiIiIg0xhBEREREREWmIIYyIiIiIiEhDDGFEREREREQaYggjIiIiIiLSEEMYERERERGRhhjCiIiIiIiINMQQRkREREREpCGz6AFcziRJAgB4vV7BIwGCwSDa29vh9XphsVhED4d0jvOFUsU5Q6ngfKFUcL5QKvQ8X5RMoGSE3jCEXQSfzwcAKC0tFTwSIiIiIiLSA5/PB6fT2es1BimZqEY9CofDOHv2LDIzM2EwGISOxev1orS0FKdPn0ZWVpbQsZD+cb5QqjhnKBWcL5QKzhdKhZ7niyRJ8Pl8KCkpgdHY+64vVsIugtFoxODBg0UPI0ZWVpbuJiTpF+cLpYpzhlLB+UKp4HyhVOh1vvRVAVOwMQcREREREZGGGMKIiIiIiIg0xBB2hbDZbPjlL38Jm80meih0GeB8oVRxzlAqOF8oFZwvlIorZb6wMQcREREREZGGWAkjIiIiIiLSEEMYERERERGRhhjCiIiIiIiINMQQRkREREREpCGGsCvE7373O5SXl8Nut2PSpEn4+9//LnpIpAMrV67Eddddh8zMTBQWFuIHP/gBjh07FnONJElYvnw5SkpKkJaWhpkzZ+LQoUOCRkx6sXLlShgMBlRUVKi3ca7Q+WpqanDfffchLy8P6enpuOaaa7Bv3z71fs4ZUnR1deH5559HeXk50tLSMGzYMKxYsQLhcFi9hvNl4Priiy9w5513oqSkBAaDAX/5y19i7k9mbvj9fjz22GPIz8+Hw+HAggULcObMGQ2fRWoYwq4Af/rTn1BRUYHnnnsO+/fvx4033ojvf//7qK6uFj00Emzbtm149NFHsWvXLmzevBldXV2YM2cO2tra1GteeeUVvPrqq1i9ejX27t0Ll8uF2bNnw+fzCRw5ibR371784Q9/wIQJE2Ju51yh7pqbmzFjxgxYLBZ88sknOHz4MH7zm98gOztbvYZzhhQvv/wyXn/9daxevRpHjhzBK6+8gn/7t3/DqlWr1Gs4XwautrY2XH311Vi9enWP9yczNyoqKrB+/XqsW7cO27dvR2trK+bPn49QKKTV00iNRJe966+/XvrpT38ac9vo0aOlZ555RtCISK/q6+slANK2bdskSZKkcDgsuVwu6de//rV6TWdnp+R0OqXXX39d1DBJIJ/PJ40YMULavHmzdPPNN0tPPPGEJEmcKxTvF7/4hXTDDTckvJ9zhrq74447pH/+53+Oue2uu+6S7rvvPkmSOF8oCoC0fv169fNk5kZLS4tksVikdevWqdfU1NRIRqNR2rhxo2ZjTwUrYZe5QCCAffv2Yc6cOTG3z5kzBzt27BA0KtIrj8cDAMjNzQUAVFVVwe12x8wfm82Gm2++mfNngHr00Udxxx134Lbbbou5nXOFzvfhhx9i8uTJ+PGPf4zCwkJce+21eOONN9T7OWeouxtuuAFbtmzB8ePHAQD/+Mc/sH37dsybNw8A5wsllszc2LdvH4LBYMw1JSUlGDdunG7nj1n0AOjiNDY2IhQKoaioKOb2oqIiuN1uQaMiPZIkCcuWLcMNN9yAcePGAYA6R3qaP6dOndJ8jCTWunXr8NVXX2Hv3r1x93Gu0PlOnDiB3//+91i2bBn+9V//FXv27MHjjz8Om82G+++/n3OGYvziF7+Ax+PB6NGjYTKZEAqF8OKLL+Lee+8FwJ8xlFgyc8PtdsNqtSInJyfuGr2+H2YIu0IYDIaYzyVJiruNBralS5fi66+/xvbt2+Pu4/yh06dP44knnsCmTZtgt9sTXse5QopwOIzJkyfjpZdeAgBce+21OHToEH7/+9/j/vvvV6/jnCFA3r++du1avPfee/je976HyspKVFRUoKSkBA888IB6HecLJXIhc0PP84fLES9z+fn5MJlMcSm/vr4+7jcGNHA99thj+PDDD7F161YMHjxYvd3lcgEA5w9h3759qK+vx6RJk2A2m2E2m7Ft2zb8x3/8B8xmszofOFdIUVxcjLFjx8bcNmbMGLUpFH++UHc///nP8cwzz+Cee+7B+PHjsWjRIvzsZz/DypUrAXC+UGLJzA2Xy4VAIIDm5uaE1+gNQ9hlzmq1YtKkSdi8eXPM7Zs3b8b06dMFjYr0QpIkLF26FB988AE+++wzlJeXx9xfXl4Ol8sVM38CgQC2bdvG+TPAzJo1CwcOHEBlZaX6MXnyZPzTP/0TKisrMWzYMM4VijFjxoy4Iy+OHz+OoUOHAuDPF4rV3t4OozH2bafJZFJb1HO+UCLJzI1JkybBYrHEXFNbW4uDBw/qd/4IawlCl8y6deski8UirVmzRjp8+LBUUVEhORwO6eTJk6KHRoL9y7/8i+R0OqXPP/9cqq2tVT/a29vVa379619LTqdT+uCDD6QDBw5I9957r1RcXCx5vV6BIyc96N4dUZI4VyjWnj17JLPZLL344ovSN998I7377rtSenq6tHbtWvUazhlSPPDAA9KgQYOkjz/+WKqqqpI++OADKT8/X3r66afVazhfBi6fzyft379f2r9/vwRAevXVV6X9+/dLp06dkiQpubnx05/+VBo8eLD06aefSl999ZV06623SldffbXU1dUl6mn1iiHsCvGf//mf0tChQyWr1SpNnDhRbUFOAxuAHj/efPNN9ZpwOCz98pe/lFwul2Sz2aSbbrpJOnDggLhBk26cH8I4V+h8H330kTRu3DjJZrNJo0ePlv7whz/E3M85Qwqv1ys98cQT0pAhQyS73S4NGzZMeu655yS/369ew/kycG3durXH9ysPPPCAJEnJzY2Ojg5p6dKlUm5urpSWlibNnz9fqq6uFvBskmOQJEkSU4MjIiIiIiIaeLgnjIiIiIiISEMMYURERERERBpiCCMiIiIiItIQQxgREREREZGGGMKIiIiIiIg0xBBGRERERESkIYYwIiIiIiIiDTGEERERERERaYghjIiIiIiISEMMYURERBdh5syZqKioED0MIiK6jDCEERERERERacggSZIkehBERESXo8WLF+Ptt9+Oua2qqgplZWViBkRERJcFhjAiIqIL5PF48P3vfx/jxo3DihUrAAAFBQUwmUyCR0ZERHpmFj0AIiKiy5XT6YTVakV6ejpcLpfo4RAR0WWCe8KIiIiIiIg0xBBGRERERESkIYYwIiKii2C1WhEKhUQPg4iILiMMYURERBehrKwMu3fvxsmTJ9HY2IhwOCx6SEREpHMMYURERBfhqaeegslkwtixY1FQUIDq6mrRQyIiIp1ji3oiIiIiIiINsRJGRERERESkIYYwIiIiIiIiDTGEERERERERaYghjIiIiIiISEMMYURERERERBpiCCMiIiIiItIQQxgREREREZGGGMKIiIiIiIg0xBBGRERERESkIYYwIiIiIiIiDTGEERERERERaej/A4W0+3KI9bEZAAAAAElFTkSuQmCC",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 600x600 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.0\n",
    "\n",
    "periods = 16\n",
    "b = 2pi * periods\n",
    "\n",
    "# Using the same time step size as for leapfrog method in the previous section.\n",
    "stepsperperiod = 100\n",
    "n = Int(stepsperperiod * periods)\n",
    "\n",
    "# We need U_1 and U_2, and get them with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only two steps are needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_2step, U_2step) = NM.rungekutta_system(f_mass_spring, a, a+2h, U_0, 2)\n",
    "U_1 = U_2step[2,:]\n",
    "U_2 = U_2step[3,:]\n",
    "(t, U) = adamsbashforth3(f_mass_spring, a, b, U_0, U_1,U_2, n)\n",
    "\n",
    "Y = U[:,1]\n",
    "DY = U[:,2]\n",
    "y = y_mass_spring.(t; t_0=a, u_0=U_0, K=K, M=M, D=D)  # Exact solution\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"K/M=$(K/M), D=$D by 3-step Adams-Bashforth with $periods periods, $stepsperperiod steps per period\")\n",
    "plot(t, Y, label=\"y computed\")\n",
    "plot(t, y, label=\"exact solution\")\n",
    "legend()\n",
    "xlabel(\"t\")\n",
    "ylabel(\"y\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[5.5])  # Make axes equal length; orbits should be circular or \"circular spirals\"\n",
    "title(\"The orbit\")\n",
    "plot(Y, DY)\n",
    "xlabel(\"y\")\n",
    "plot(Y[1], DY[1], \"g*\", label=\"start\")\n",
    "plot(Y[end], DY[end], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(true)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Comparing to the leap-frog method, this higher order method at last has smaller errors (and they can be got even smaller by increasing the number of steps)\n",
    "but the leapfrog method is still better at keeping the solutions on the circle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.5\n",
    "\n",
    "periods = 4\n",
    "b = 2pi * periods\n",
    "\n",
    "# Note: In the notes on systems, the second order Runge-Kutta methods were tested with 50 steps per period\n",
    "#stepsperperiod = 50  # As for the second order accurate explicit trapezoid and midpoint methods\n",
    "stepsperperiod = 100  # Equal cost per unit time as for the explicit trapezoid and midpoint and Runge-Kutta methods\n",
    "n = Int(stepsperperiod * periods)\n",
    "\n",
    "# We need U_1 and U_2, and get them with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only two steps are needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_2step, U_2step) = NM.rungekutta_system(f_mass_spring, a, a+2h, U_0, 2)\n",
    "U_1 = U_2step[2,:]\n",
    "U_2 = U_2step[3,:]\n",
    "(t, U) = adamsbashforth3(f_mass_spring, a, b, U_0, U_1,U_2, n)\n",
    "\n",
    "Y = U[:,1]\n",
    "DY = U[:,2]\n",
    "y = y_mass_spring.(t; t_0=a, u_0=U_0, K=K, M=M, D=D)  # Exact solution\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"K/M=$(K/M), D=$D by 3-step Adams-Bashforth with $periods periods, $stepsperperiod steps per period\")\n",
    "plot(t, Y, label=\"y computed\")\n",
    "plot(t, y, label=\"exact solution\")\n",
    "legend()\n",
    "xlabel(\"t\")\n",
    "ylabel(\"y\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(true)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fourth-order, four step method does at last appear to surpass leap-frog on the conservative case:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "function adamsbashforth4(f, a, b, U_0, U_1, U_2, U_3, n)\n",
    "    n_unknowns = length(U_0)\n",
    "    h = (b-a)/n\n",
    "    t = range(a, b, n+1)\n",
    "    u = zeros(n+1, n_unknowns)\n",
    "    u[1,:] = U_0\n",
    "    u[2,:] = U_1\n",
    "    u[3,:] = U_2\n",
    "    u[4,:] = U_3\n",
    "    F_i_4 = f(a, U_0)  # F_0 to start when computing U_4\n",
    "    F_i_3 = f(a+h, U_1)  # F_1 to start when computing U_4\n",
    "    F_i_2 = f(a+2h, U_2)  # F_1 to start when computing U_4\n",
    "    h = (b-a)/n\n",
    "    for i in 4:n  # i is the mathematical index, so \"+1\" for Julia array indices\n",
    "        F_i_1 = f(t[i], u[i,:])\n",
    "        u[i+1,:] = u[i,:] + (55F_i_1 - 59F_i_2 + 37F_i_3 - 9F_i_4) * (h/24)\n",
    "        (F_i_2, F_i_3, F_i_4) = (F_i_1, F_i_2, F_i_3)\n",
    "    end\n",
    "    return (t, u)\n",
    "end;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rNj4dke3+KnTaYIoxv8bIZ07YGImwhPjZz36G+vp6OBwOrFixAtu3b5/y+G3btmHFihVwOByYM2cOnnjiiUnHvPjii1i8eDHsdjsWL16Ml19+Oa3X/fKXvwxBELBp06akvz+CIAiCIAgiNY51ymKrPleOpl9clQcAON7pMqymeMR1whRR1uf2Z0yyY8QJy/x2xOkWNTOoHTEJXnjhBdx777148MEHceDAAaxduxY33ngjWltjp940NTWhsbERa9euxYEDB/Ctb30LX/3qV/Hiiy+qx+zatQu33XYbNmzYgEOHDmHDhg249dZbsXv37pRe949//CN2796Nqqoq/m8AQRAEQRAEERe25LjKOUGEdbkyameYNxDCkHLzX104XoQVOK3IsVsARObGjIa5S6VxIt8zUYTFC+VgsHbEEXLCpufRRx/FnXfeibvuuguLFi3Cpk2bUFNTg5///Ocxj3/iiSdQW1uLTZs2YdGiRbjrrrtwxx134Ic//KF6zKZNm7Bu3Tps3LgRCxcuxMaNG3HttdeOc7ESfd2Ojg585StfwXPPPQerNX4PKkEQBEEQxExCFCX0j/ohSZkjZCYy5AmgVxEBFUqH39zSHNgsJoz6QxkjaICIC5brsEyaWxIEQXXHMiVQhCUIFscJ5mDpiJ5AGB5/SLe6YjEwqoiwOIKRwdoRhz4gIsyi1YkDgQD27duHBx54YNzj69evx86dO2M+Z9euXVi/fv24x66//no89dRTCAaDsFqt2LVrF+67775JxzARlujriqKIDRs24F/+5V+wZMmShL4nv98Pvz/yiYHLJVvlwWAQwaCxFwR7faPrIGYGdL0QyULXDJEMdL0YSyAk4svPHcCOswO4rL4QT31+xbi9VpnC8c4hAEB1gQMO86hyrwc0lGXjWKcbR9uHUJmXGR+Stw7I8fTV+Y6Y13Vprg2neoDOIQ+CwQKdq5sMa0cscJhi1mszAU6bGd5AGF1DnkmJj3rS55KFa1GWZcqfGXl2MwBgaNQPODLz50syNWkmwvr7+xEOh1FeXj7u8fLycnR3d8d8Tnd3d8zjQ6EQ+vv7UVlZGfcYds5EX/eRRx6BxWLBV7/61YS/p4cffhjf/e53Jz2+ZcsWOJ3GXbzRbN261egSiBkEXS9EstA1QyQDXS/GsL1bwI4m+Yb1vaYh/Nuzr+HKysxzxLZ3CwDMKBDkwAt2vdj9JgAmvLZzH4LNmVH3rh65VpPfhc2bN0/6emBErnn73sPI6j6ke33jagkDnoB8i7//3W04Hudu3yGY4YWAV15/G3W5OhY4gUPn5Peur6MZmzc3xT3u3ID8d9DS3Q+UZObPF6838YRMzUQYQxDGp5xIkjTpsemOn/h4Iuec6ph9+/bhxz/+Mfbv3z9lLRPZuHEj7r//fvXPLpcLNTU1WL9+PfLy8hI+jxYEg0Fs3boV69ato9ZKYlroeiGSha4ZIhnoejGWnz62E8Ao5pRk43y/B4c8efh/jZcbXdYkDmw+CTS14tKFswE0qdfLKdtZ7N92Hllls9HYuNjoMgEAzW+fB86fxZK5NWhsnNxBdfL1M3h/WxMKq+rQ2LjIgAojtA+NAe9vh81iwic/dmPce93/bn0Pgx0uLFx+CT6yoFTnKiO8+vtDQG8PLrlwCRovq417XHHTIH51ei9gywbgysifL6xLLhE0E2ElJSUwm82TXK/e3t5JLhWjoqIi5vEWiwXFxcVTHsPOmcjrbt++Hb29vaitjfxFh8NhfP3rX8emTZvQ3Nwcsz673Q67fXJvrdVqzZiLIJNqITIful6IZKFrhkgGul70p7nfg9O9o7CYBDx7x6W45odv42yfBx0jAdSVZBtd3jjah+WWudklOUB/5HqpL82Rvz7ky5jrZ0AJ5SjPy4pZU1WBkpA4GjC85mGf3DpZmmOHzRZ/zqpIia93+cKG1uxSZtKKcuxT1lGSJ8/dsYj6TPz5kkw9mjUI22w2rFixYpJVuHXrVqxZsybmc1avXj3p+C1btmDlypXqNxXvGHbORF53w4YNOHz4MA4ePKj+r6qqCv/yL/+C1157LfVvmiAIgiAIwkDebx4EAFxUW4CaIidW1sl7t3ac7TeyrJi0DcqtWzUT0gaZWGwZ9OheUzxYimBpnMj3sjx571aPy/i0QRZ0UTJN0AVLI2TLko2CpR0WZE1dL/v6yFgQGRScmTKatiPef//92LBhA1auXInVq1fjySefRGtrK+6++24AcntfR0cHfv3rXwMA7r77bjz++OO4//778cUvfhG7du3CU089heeff14959e+9jVceeWVeOSRR3DzzTfjT3/6E15//XXs2LEj4dctLi5WnTWG1WpFRUUFFixYoOVbQhAEQRAEoRkHWuWwi4uVpceX1BXhvfODONw+DGC2cYVNQJIktA1FRNiJqK/NLpJdpY6hMQRCYkaEijARVhZHhJUrIqzXlTnLj+MlIzJY5PuQwXu3mAjLy5raRSpQ0hFFCfBlxjq2tNBUhN12220YGBjA9773PXR1dWHp0qXYvHkzZs+Wfwh0dXWN291VX1+PzZs347777sNPf/pTVFVV4Sc/+Qk+/elPq8esWbMGv//97/Htb38b3/nOdzB37ly88MILWLVqVcKvSxAEQRAE8UFkX4siwmplEbasOh8AcLh9xLCaYjHgCcAbCEMQgKqC8SKsNNeOLKsZY8EwOobHUJ8BbZS90zhh5Xl29ThRlGAyJZ45wBsmwqZ3wpTId4/BTpgiAidG/0/EYTXDYTXBFxThNTZVnwuaB3Pcc889uOeee2J+7Zlnnpn02FVXXYX9+/dPec5bbrkFt9xyS8qvG4t4c2AEQRAEQRAzAbcviDO98jwQE2EXzCoAAJzpHcVYIIwsm9mo8sbBWhEr8hywT3C6BEHArMIsnOkdRWcGiDBJkqZtRyzJsUMQgJAoYcATiHucHvSr7YhT11CgOGGDBoqwsCjB5ZMV1XQiDJDdu64RHzwfABFmvL9LEARBEASR4UiShFGDl9pOx9neUUiS3DLHREB5nvz/w6KE412Z44a1KcuPawpjr/ipyJfb+7pGjG/v8wTCGAvK/W/xxJXVbFLb+wY8xs6FMVHFZr7ikQkzYW5fpBUyERHGjvEGjXMaeUEijCAIgiAIYgp8wTA+//T7WPrvr+GOZ/YgFBaNLikmZxUXbF5ZjvqYIAhYVJk37uuZQPeILMIqCxwxv17JRNjwmG41xYPNeeXYLXDa4jeRFSuihgVjGAVLD2SiMB6FGeCEsXkwp82c0Owfq5mcMIIgCIIgiA84T7/bhO1n5HTBN0/24rfvtRhcUWyYyGqIEmEAMEdp5zvfnzlpgyxFkAVaTKQyX05M7MqAoIvpWhEZzFkaMHjGalhxtliQRTwiTphxwRxMhCXiggFAoTLH9kGYCSMRRhAEQRAEEQdRlPCbXbLourCmAADw7K4WSFLmZWTHcsIAYE6pIsL6MkmEyeIqXtogc8K6M6AdsU8JuiidZsaqWAnCGBw1th1xWBFVBdM5YYqgGfYGEDYo8z1ZEZafxZwwakckCIIgCIL4wHKgbQhdIz7kOix45guXwGoW0NTvQfOA1+jSJnG2TxZhcyeIMBZs0ZRBTljvNE5YJs2EqU5Y3jQiTFl+bLQTNpSgE8Za+0QJcI0Z44YNJ5iMyGDHjX0AIupJhBEEQRAEQcThvfPy8uMr5pWgMNuGlbOLAADvnO4zsqxJBMOimjg4tzS2CGsZ8BjmeEykxy2LKya2JsLaEdnsmJGo8fTTOGGZ0I4YCotwK2mDBdMIG6vZhFyHPONmVDhHsk4Yq3eM2hEJgiAIgiA+uOxukkXYqnpZfK2dXwIA2H4ms0RY17APogTYLaZJLX5V+VmwW0wIhiW0Dxnv4EmSpLYjlufGEWFKYMeQN4ixgLG2R6IzYZF2ROODLoDEI9+BmSPC2ELnD8KyZhJhBEEQBEEQMQiFRexrVkTYnGIAwJq5sgg70DqcUXNhbYq4mlWYBUEYPy9jMsl7twCgfch4Z8nlC8EXlBMmy+K0+OXaLXBY5dtUJoKMgqUHTrf8ONKOaFy9LBkx12GBxZxA2mA2S0g0ph3RlawIIyeMIAiCIAjig83ZvlF4AmHk2i1YUJ4LAFhYkQuTILec9RosDqJpV0VY7L1b1crjHRkU+Z6fZYXDGnt5tCAI6rLhPoODLpgImy7yPRPaEdmM1XS1MoqUubEhg2qOhIgkKsLYTBgFcxAEQRAEQaREIJSZ+7YYp7rdAIAFFbkwmeSbPofVrM5cHevMoOXHg7K4Yo7XRKoL5Mc7MsAJi8TTT93ex0RYv8EijLXqTbf8WG1HNFSEJRbKwSg0WDgm345IThhBEARBEERKeAMhbHhqN+Z/+2/4P8/tz9jlxyejRFg0S6rk5cfHO1261xQP5oTVFMVxwpQZq84McMLUebA4yYiMjBFhHiZsEnPChr1Bw67pROPpGUz8uHzGtCMyEZaXcDAHpSMSBEEQBEGkxONvnlWXH79ypAu/3pWZy4+ZE7ZwgghbzERYV+aIsLahaZww5fFMaEfsVneETS3CSnNlIdHvNs5ZCoZFuJS0wemcsEKnDWwcb9CgoAs1nj7JyPcRgyLqk3bCFBHmCyGjZjJTgUQYQRAEQRC64QuG8Zv3ZNG1tkEOuXhqR1NG3lBF2hHzxj3OliFn0vLjLkVcsbbDiVQpke+Z4ISxmbCK/MxvR2TOkiBMLxTMJkGdxTKqJZGJmkTbETNFhCXq3LF2RBECvAanZqYLiTCCIAiCIHTj7VN9cPtCqC7IwpMbViLLakbH8FhGuUqA3DLJXKP55RP3bsl/bh7wQMyAvVuiKKkhIfH2bjEnrHPYZ3jNbCZsOicsE0RYtLNkNk0fBsHcMqNi6iOLmhMUNYqzZNSyZrcvkuaYCFlWs/r3wBzKmQqJMIIgCIIgdGPHWXm/1nWLypBlM6tu2OvHe40saxItA/KMVYHTOumGdlZhFswmAb6gqC4dNpIBTwAhUYIgRITLRMrzHBAEIBAWDWuVY7AI93i1MjJChCWYjMgoVkRYv9Fpg0m2IxohwiRJwqhfFlK59sREmCAIakz9KIkwgiAIgiCIxNihzIJd0VAKALhucTkA4K1TmSnCZscIurCaTahRnKWmfuNbElnQRXG2HdY4u6GsZpMqEHpdxgZdsCS+6Was2F6ufgOXHzNnqXCaWhmRhc3GvMesva8wO0ER5jSuHdEXFMFM2ewERRgQcc2MChPhBYkwgiAIgiB0oXN4DM0DXphNAi6bUwQAWFUv//d4pyujIutbBmRxNbs4O+bX60vkx5v7vbrVFI9ed2IzVqVK+1+vwe5dosuPS3IVJ8zAfWxsiXGiThhzTYcNau+LtE8m2Y5ogKvk9kfm7Zy22PviYhERYeSEEQRBEARBTMvhdnmv1oLyXDVqurbIiQKnFYGwqAZhZAItg4oTVhw78r2OibAB452w7hFl79Y0M1Zliqgxcsl0MCyqLXPTOmHZcr1ufwi+oDEhDKoTlmDQBWsDZN+j3rDXzU8hmEPvcByPX/47zbFZIAiJL19mwtFNIowgCIIgiEzA6MCF6WDLjZdWR9IGBUHAsup8AMDB9mEjyooJc8Jq4+zdYo9nxvJjJfJ9mr1bTIT1GSjCmKgRhOnDI/KyLLAp7ZVGzYUNJdg6ySgwsL0PAEZSnAkLixI8OqcNspmunARDORg5Suuim9oRCYIgCIIwErcviM8//T7mPbgZ979wMGOXHx9Tlhsvqcof9/jymgIAwOG2YZ0rio86ExanHbFKiYJvz4TId9aOOJ0Iy1OcMJdx7YisFbHIaZs2bVAQBHXGyqi5sMEkZ8JYG+CwAeEnoijBrQRdJLr82GE1wWpW0gZ1Fo4slCOZeTAgElNPThhBEARBEIbyyKsn8c7pPogS8NKBDjz9bpPRJcWEOWFLqsbv3VpUKf/5dO+o7jXFQhQl1V2qjrf8WBFhmeGEKe2IeVPPhJWpM2HGOWEDo8k5S2pCokE1D0WJxkRgbYBGzIR5AhFRkpNE2qBRu8KYCEu0VoaRc2w8IRFGEARBEDOYPrcfL+xpAwB8dFklAOCX25sQzrDWxCFPQBULCytjLz8+1zuaEUub+0f9CIYlmASgPDe2sGEirH/Ub9i8EqN7RBaM5dM4YaUZMBOWaDIiI5KQaJAI8ya3/LjAwOXHzBmymgXYLYnf4ucZVLMnRRHG4uxJhBEEQRAEYRh/O9qFYFjChTUF+NFty5GfZUWf24/dTQNGlzaO8/2yy1WZ75h001VXnA2zScCoP6QKNSPpUkRNWa4DljiR7wVOq5roxo43CtaOOJ0IiwRzGNiOOJrYjjBGkRLOYdRuMzbDlqhoVCPfDQjmUHduOawpBV3o3Y7oTlWEZdGeMIIgCIIgDOaNE/J+rRuXVsBmMeHGpRUAgL8c6jKyrEmc65ODLuaUTp6xsllM6j6uM73GJyR2jcgthhX58UWNIAjqXFingXNhwbCozksl3I7o8hvmOCbrhLFUQqPSBtkMW9IzYQakDbKgimRFjVHtiJ4UZ8IiThgFcxAEQRAEYQDeQAi7zsuO17ULywAA1ysi7N2z/YbVFYvzTISV5MT8+lylJfFsBsyFdQ7LTlFVwdTOUibMhbHWQqtZmHaXFQvm8IdEw1q5khZhynFsNktPwqKktvjlJxh0wdoWw6KkOlN6wWrNTTJt0LCZsBTrVSPqdX5/eUMijCAIgiBmKPtbhhEIiaguyFLnqlbOLoRJAFoHvWq4RCZwvk8WV7GcMACYWyrX39SfAXu3lPetMj92KAeDibTOEeNEGAusKMmxwzRN2qDDalZvePsMakkcVFy74mkWNTOYsBwyor0vSqiyG//pcFjN6jyW3u5dykEXWcbMWEXSERNf1AxELWseIxFGEARBEIQBHGwbAgBcPLtQnQHJdVixsEIOvtjbPGRYbRM538/aEWM7YWwpcpuyJNlIWHth5RTtiECGpA16kpuxUufCDJq9Y/UWZydWL2tHHDJgJoy1u9ktJtiSCLowaldYuk6YURH1OfbEBC6DiczoNMiZCIkwgiAIgpihHFT2al04a/zerUvqCgEAe5oH9S4pJqIooVURV/Vx9m6x5cetGSDCWNDGdE5YZO+WcSKsP0lnyWjhmGw7YoHqhBknwhLducWI7Aozqr0vuXqNngnLSdIJy3HIx+vd7skbEmEEQRAEMYERbxBf+NX7WPidv+Ff//cwghm4/FiSJFWEXVRbMO5rFyrLj493ufQtKg79o34EQiJMAlAZZ86KibC2oTGIBsfrs8j3eLUyylVBY1zbJ9u7laizxMTagAEzVkAk6CLhdsRs44I5UnaW1F1h+r7HqQZzGJWOmOqyZtUJ84cN/1mRDiTCCIIgCGIC3/7TUbx9qg++oIgX9rbhibfPGV3SJHpcfvSPBmA2CVhSNd4JY+2IJ7tcGbF3q11p76vIc8AaJ/K9Mt8Bs0lAICQa2t4XFiV1JqwqQSfMyNm7ATXyPTFRU6w4UIMe/d/jUFhUxVSiThhbkjzsDeh+w81ESaLzYAyjdoW5/TMsmCPFGbZsW+R4r8E7+tKBRBhBEARBRHG6x42/HOqEIACfu7QWAPDL7ecNX8g7kVM9cpR7XbETDuv4dp65ZdmwmAS4fCHDd1gBQLuSHjir0Bn3GIvZpKYNtg0Z15LYP+pHWJRgNgnqcuN4sL1c/aMBw5ZjDyTpLKl7twxwwtxRwQ+Jpw3K35co6R9JnqoTVmBQrD5rR8xJNm1Q+btw6x3M4UtNhDmsJpggjTvHTIREGEEQBEFE8dL+DgDAdYvK8X8/sRTVBVlw+UJ47Vi3wZWN54wiwhZU5E76mt1iVtMGT3Yb35LIItyrC6d2lmqK5K+3DBgnwiKLmu0wT5M2WJxtgyDI7tmAAc4SIItGuZYElx+zdsRR/UUYc1qybea4juhEbBYTspWl2HonJKY6E2aUs6SKxhTb+9w6i1x1JixJ0SgIApSxMIz6Z+6uMBJhBEEQBKEgSRJeOdIJAPjE8mqYTQJuWTELAPDygQ4jS5vEqW5ZhDWUTRZhQEScnegyfvlxu+JszZpGhM0qkJ2yLgOXH/cprZBleVPPgwGye8dSCY0K52COVlHS7YjGibBkRY26K0zncA4mavKSdsIiLZR6MupPLZiDOX16O2HuFGfCAID9lYz6M6tDIRlIhBEEQRCEwokuN9oGx+CwmnDNwlIAwI3L5OXHu88Pwh/KnF/4p5WlxrGcMABoUPaGsSXJRhJpR5xahFUokfBdBs5YMRFWmmzku0HhHMzRKknUCTNQhDFnKdFWRIa6K0znmlOdCWPfn97tiKkGczDRNhoI6TZ3J0mS6oQl69wBgF1RMNSOSBAEQRAfAN47PwAAuGxOMZzK8PeC8lyU5NgwFgzjQOuwgdVFkCQJZ5V2xPnlsfdu1StLkZsHjBdhHYqzVV0QfyYMiOzlygQnbLp5MAabCzPCCZOkSBtkojNhzAkzIh0xVSesQN0VNsNmwmZIMAc7XpL02701FgyD6b30nDBqRyQIgiCIGc/7TfJerUvri9THBEHAmrklAICdZ/sNqWsi/aMBeAJhCAJQUxRb2NSXyCKsqd9YESZJUsLtiKoTZmCYSN+o/NqJijDmhPUYIMJcvhCCYflONuG0QeW4kbGg7qsXmAhL1QnTu73P7U9NNBoW+Z5iMIfdYoLVLM8/6rV7i72OIABOW3J7wgDAYVaCOagdkSAIgiBmNpIkqcuNV0WJMCAiyg4oe7mMpnVQFlZV+VmwW2LfwNQpS5EHPQGMGLBjiTHgCcAXFCFMsSOMUaWkI3ZnQjtioiIsz7hdYSyePtdumZSQGY8CpxwmAug/YzWSYntfkUEzYa6x1Jwlo9IGI8Ecyb2/giCoLYl61awKRpsFgjB1AE4s2H7nUZ3DRHhCIowgCILQnEFPAHc8swcXfncLHnz5CAKhzFt+3DroxYAnAJvFhKXV4/duXTirAABwpGMkI/ZusfTA2jguGCC3+JQre6yaDGxJZMmIZbn2uIKRwZywYW8QYwFjPuFOdiasPM84JyzZeHoAMJsE1VnSey6MiZpknTDW3jfoMWbGKlnRyII89IzUD4VFjClrNJIVjYD+CYkexcFK1rVjRNIRaSaMIAiCIOJy7wsH8ebJXoyMBfHc7lb86PXTRpc0iaMdcpT7worcSWJhfkUObGYThr1BNWTCSJgIqyuZesYq0pI4qnlN8WCuVuU0i48B2dFhceRGuWF9o0k6YbmycOwz0AkrTlAwMtRwDp1j6mdaO6LLl2raoBJ04dcv6CJajKQibPROSBxNIxkRiIgwN4kwgiAIgojN+02DeOd0H2xmE75yzTwAwNM7mgxJZ5uKY50jAIAlVXmTvma3mLGwUk4hPNw+omtdsWhRnK3aouwpj2NOWfugccKxRxFTzDGaCkEQoubC9K9ZkqRIRH2CIoy5UP0G7N1ir1mc4DwYo8igcA41bTArtaAL/SPqU6s3OuhiVKegCyaeHFZTwjvYook4YfqKsGSTHBmsHdFDIowgCIIgYvPkO+cAAJ9eMQtfXz8fS6vz4A+J+O17LQZXNp5jnbITtrgqP+bXlyiPM7FmJC2DshM2u3hqJ4ylEXYYmDbIRFhFAnu3gIhj1jWsv7M06g/BF5RbZUsSdJdYNLwRHyoMptCOCBi3KyzViHp2PGtn1IvITFhy9TqsZtgtJuUc+rT3MfGUk+Q8GEPvmTBPmiJMDeagiHqCIAiCmMzIWBBvn+oDANx5RR0EQcA/rqkHAPz5UKeRpU2CibBYThgALFCi4E/3GNfax2hNYCYMAKqVNEIjWyi7RxJffgxEYuqNaEdkLliu3YKsBBPbmAAaC4bh1cn1YLA9VGw5cKIY5YSl2o7Ijh/RMW3QFwwjoKRHJrusGYiIGr2E42iK8fQM9j3qFfnuTluEyf+lmbAp+NnPfob6+no4HA6sWLEC27dvn/L4bdu2YcWKFXA4HJgzZw6eeOKJSce8+OKLWLx4Mex2OxYvXoyXX345qdcNBoP413/9VyxbtgzZ2dmoqqrC5z//eXR2ZtYNAUEQxEznrZO9CIkSGspyMK9Mbue7bnE5LCYBZ3tHDY9PZwx5AuhX5msWlMdefjxfefxsr1u3umIx6g+pN8/TOWEsEt5IJ4ylBibuhBnXjphsMiIgx2s7rPLt1IDOLYnDY/LrFSQpaiJOmL5hIqnuCYs4YfqJMObaCQKQbUteKLAWRr2CLph4SlWE5eg8E+bhNBNGIiwOL7zwAu699148+OCDOHDgANauXYsbb7wRra2tMY9vampCY2Mj1q5diwMHDuBb3/oWvvrVr+LFF19Uj9m1axduu+02bNiwAYcOHcKGDRtw6623Yvfu3Qm/rtfrxf79+/Gd73wH+/fvx0svvYTTp0/j4x//uJZvB0EQxIeOrcd7AADXL6lQH8vPsmLVHDny/Y0TPYbUNZHzSnBFVb4j7k1BgyLCWga98AWN203D5sGKsm3TtklVK5HvHUNjugUETKR7hM2EJSbCKgxsR2ShHCVJiDBBEFCstCQyIa8XI6oTlmTQhVHtiGk6YW5/CGGdruNI3LsFJlPyEerqrjCdRE2kHTE1UaN7MEeKi7AZdhJhU/Poo4/izjvvxF133YVFixZh06ZNqKmpwc9//vOYxz/xxBOora3Fpk2bsGjRItx1112444478MMf/lA9ZtOmTVi3bh02btyIhQsXYuPGjbj22muxadOmhF83Pz8fW7duxa233ooFCxbgsssuw2OPPYZ9+/bFFYgEQRBEckiShPfODwAArl5QOu5r1ywoAwDsOjege12xONcrC5s5pTlxjynJsaHAaYUkAWd7jWtJbFNCNuItaY6mIt8BkwAEwqLuAoGhzoTlJxf53uvWv95UnDAg0pKovxPGRE1q7YjDOu6PkyRJFSTJirBo50wvN4y9TrLzYAwmLvSeCUtV1Oi+J0x1wpJf1Ax8MGbCUvubSoBAIIB9+/bhgQceGPf4+vXrsXPnzpjP2bVrF9avXz/useuvvx5PPfUUgsEgrFYrdu3ahfvuu2/SMUyEpfK6ADAyMgJBEFBQUBD3GL/fD78/8kvB5ZLnB4LBIIJBY5fFsdc3ug5iZkDXC5EsqVwz5/o8GPAEYLeYsLA8e9xzL5olz13tbRmE3x9I6ZNmnpzpkX+e1xdnTfk9zivNxt6WYZzsGsGCsulFkBa0D8oCsDLPntDfR0WeA50jPjT3u1GYldoNT7Kwulxen3rjXZRlTqheVmOv26f7z6hepQWyyGlN6rULFSeq1+XVteYhxcnKsQlJvW6uTf4MftAT0K1ety/iYjkt43+WJPLzxWkzwxsIY8A9hhyb9j8vhjzyhwe59sSu24nkKuJi2OvX5T0eVlpLnbbU6s2yyO+pa0yfa8KltNJmWUxJv14wGBzXjphJ9zLJ1KKZCOvv70c4HEZ5efm4x8vLy9Hd3R3zOd3d3TGPD4VC6O/vR2VlZdxj2DlTeV2fz4cHHngAt99+O/LyYg9kA8DDDz+M7373u5Me37JlC5xOY34ZT2Tr1q1Gl0DMIOh6mbm4AsAL501oHRWwrEjCp+pEWHSIWkrmmnm3RwBgRo0zhDe2vDrua2ERsJnMGBkL4Vcv/Q2VBv8I3XXSBMCEsd5mbN7cFPc4s1c+7o33DsLacUC3+qJ5t1muwTfYhc2bO6Y9Pks0AxDwylu70FWib0viy397E4AFNpOEd97YCiGBe+dhPwBY0Of24a+vbIae+vzQOfm97W9vwubN5xN+3tiQ/Lyd+48gu+ewZvVNpHdE/rs9svc9DJxI/HktowBgQfegC5s3b9aouvEMKn+vZkHCG1tei3ktTPXzxQYzvBCw+Y23MTu+Yc2NA/3yz6+g153SezTcK18T+w4fQ8ngUe71TeRQq/x6A13t2Lw5+a6uc8r329zRrcs1ca5Frrf57ElsHk3i4lVgImzE69ftGk4Er9eb8LGaiTCGMOFfmSRJkx6b7viJjydyzkRfNxgM4rOf/SxEUcTPfvazKb4TYOPGjbj//vvVP7tcLtTU1GD9+vVTijc9CAaD2Lp1K9atWwerNTXrnPjwQNfLzCYsSrj1yd04OiS7N+/2CKiprcV/3LRYs9dM5Zp5+6WjADqx/qJ5aLxu3qSv/6FvL3adH0T27AvQeMkszhUnx6bTOwB4cdNVl+LyucVxj2vddh67Xz8Le/EsNDYu06/AKF574RDQ1YM1yxehcc3saY9/03sE5w51obRuIRqvrNehwsj10nDBSuDgQVQVZuOjH70iseeGRfz7/tchSgLWXH2d2jqnB688fxDo7cWq5UvQuKo24ecdfe003u9rRkl1PRobF2pXYBSSJOHru18HIOGm6z+ScPAJIM81PnpkBwKwoLHxeu2KjOJElxvYvwuF2XZ89KNXj/taIj9ffnZ+J4Z7RrH04kuxdl6J5vW697YDZ45jdlUZGhsvSvr5R147jZ29zaiomYPGGxdoUOF49v71BNDRhqULYv+8nY6sU3349ZkDsOcUoLHxMg0qHM//9O4DBgdw2cUXonF5VVLPDQaD+ONmWbAHRQHrrr8hpd1oWsC65BJBMxFWUlICs9k8yX3q7e2d5FIxKioqYh5vsVhQXFw85THsnMm8bjAYxK233oqmpia8+eab0wopu90Ou31yn7jVas2YG9lMqoXIfOh6mZn8cW8bDne4kOuw4L7r5uN7fz2OF/a24wuX12NhhbYfCCVzzZzoklMEl9cWxnzO8tpC7Do/iOPdo4Zeh8GwiDYlwn1BZf6UtdQrCY9twz7Dau5yyW1HNUXZCdVQW5ytPk/vmgfG5ACTinxHwq9ttcozS4OeAIZ9IsoL9Kt5WIkTL8nLSuq9KsuTw0SGxkK6vcej/hBCSntfaZ4TVmviraalebL17A2EIQom2C3at6l6gnKt+Vnxf4ZM9fMlX4nh9wYlXd5jT0COpy9w2lJ6vUIlrMUTEHWtNz/VenMcynnCutTrVcKN8pz2lF4vepQsIApwpji7x5tkvhfNZKPNZsOKFSsmWctbt27FmjVrYj5n9erVk47fsmULVq5cqX5T8Y5h50z0dZkAO3PmDF5//XVV5BEEQWQyoijhsTfPAgD++SPzcMcV9WhcVgFJAn721jmDq4vgD4XV8Iol1fGWH8uC8bjBy49bBrwIiRKcNvO0bkKdImhaBhJvOeENSw2sUpIPp0NNSDQgpr5HEYyJJiMySpVFyX06h3MMe+U5lcIk926xYA490wZZrXaLCY4kBBigJP4pzUEjOoVzpBpPz9B7V1i6QRds75ZLp4h6t7onLL0gEd0i9VmaY4rvr8UE2JQe/JmakKipd3f//ffjv//7v/H000/jxIkTuO+++9Da2oq7774bgNze9/nPf149/u6770ZLSwvuv/9+nDhxAk8//TSeeuopfOMb31CP+drXvoYtW7bgkUcewcmTJ/HII4/g9ddfx7333pvw64ZCIdxyyy3Yu3cvnnvuOYTDYXR3d6O7uxuBgP4b7wmCIBJlb8sQWge9yLFbsOGyOgDA3VfNBQC8dqxbt1+g03G6exQhUUKB04qq/Ng34EuqZHF2stuNkLIU1QjYrrI5pdlTtssDQK2yl6t/1G/IL/5gWESPsnersiDRyHdl+fGIccuPy5JMG2TphH2j+tY86JH//SQvwlhEvZ4iLLV4egAwmQRV1AzrlTboSy2enqG3CGP1pioa1WXNeokw5XVSFTUs2l6vSH1Pmsua5efKHz7MVBGm6UzYbbfdhoGBAXzve99DV1cXli5dis2bN2P2bLmHvaura1wkfH19PTZv3oz77rsPP/3pT1FVVYWf/OQn+PSnP60es2bNGvz+97/Ht7/9bXznO9/B3Llz8cILL2DVqlUJv257ezv+/Oc/AwCWL18+rua33noLV199tUbvCEEQRHq8tL8dANC4rAJZNvkX0LLqfMwtzca5Pg9ePdqNz6ysMbJEAMAxxd1aUpUXV9jMLnIix27BqD+Ec30eLKiIvSRZa1oHvUo92dMem+ewqq1yrQNeLK7Sdx64x+WDJAE2swkl2YlGvjvU5+oNWyqdbOQ7O77XpZ8TJkmS6i4lO4fGlh8P6LgGgImRgiTj6RmFThuGvEE1YVFrUt0RxphxTliWznu3/JG9ZqnARGMgJMIfCmveourmIsIsGPQEZ2xMvebBHPfccw/uueeemF975plnJj121VVXYf/+/VOe85ZbbsEtt9yS8uvW1dWpgR8EQRAzBVGU8PqJXgDAzcur1ccFQcDHL6zGj14/jTdO9GaICJOHk5dWxW5FBORP4xdW5GJvyxBOdrsME2FtigibVZRYe19tkRODngBaBjy6i7DOYbZzy5FwrD9rsRzyBnW5uYqGibDiBAUjQ3XCdGxHdEfNWCXrLkW3I4qipMvKBeaE5afghEU/Ty8nbISTCNN7T1heiu196rJmnepNd/lxtBga9YVgz9Hu54QkSZycMPm5M9UJy4woEYIgCGJajne50D/qh9NmxiV1ReO+dpWyDPndc/2GtvYxjipO2HQipaFczpo2dvmxLMJqChPLyZ+ttCS2DOo/F9al7LGqSrAVEZAFBZud0NNZAiLLi4tyknNr1JkwHZ0l5gg5beakZ6yYcxYSJd2cmmFlz1JBiqKGPU/3mbAURY1xTli67Yj6CAR3mjNWZpOAbKW7Qmv3biwYhvJ5R8r1AkA2iTCCIAhCD7ad7gMArJlbot5UM5ZV56PAaYXbF8LBtmEDqosgSRJOd8vJiIsrpxZhc0szQIQNyWKqtihREcbCOTya1RSPziRDOQDZKWVuWLfOLYksqCLR1kmGEU4YqzXZeTAAsFvMahvYkFef9r50ZsKAyPepV70zrR0xMhOWbjtiUJfuq3SDOaKfq7WoYec3CUBWkh94RKPOhM3QdkQSYQRBEAA6h8fw5d/sxRWPvIkHXz4CbyDzfqi/d34AALC2YfKOHLNJwOXK7pxd5wZ0rWsi3S4fPIEwLCYBdSVTz1nNK5NF2Lk+Y0SYJEloG5TdpZoERRgTa+1D+qcNqk5YfuIiDIi0JOoZziFJwKByg1+crBNmgAhjoibVvWQF2fINrF6iRp0JS0E0AjO3HXGmOGHM8QuGJfiC2nYn+ENhBELya6TV3qdToiMTTdl2y7RhSFNB7YgEQRAzHI8/hNt/+R5eO9aD9qExPLe7FV99/kBGzY6KooSDrcMAgBWzC2Mes1J5fH/rkF5lxeRcr+wQ1RY7p12gyURYU7/HkDbK/tEAxoJhCELiLX7suA4DRFivGvmenLNUnq9/OMdYWL4BBZIXNpF0RP2dsFSdpSLmLHl0akdUxF6qooYFegzrHlGfnrOkuxOWYruc02aGWZkN1EvUAOmJMDZPprWz5PHLO8LSqRWgdkSCIIgZz39tOY3mAS+q8h34r89cCJvZhNdP9OKPBzuMLk3lTO8o3P4QnDYzFsYJsFihirBhiKJxApK5WqzVcCqq8rOQZTUjGJbUlEI9Ya2IlXmOhAMrovdu6S3UmShJNm2wXDleTydsVLnvzLFbkp6xYjNhw0qYiB4MpZiMyGCO1OBMaUdUnLthvdoRlRv7tPeE6SAaRVGKpA2m6IQJgqDb7i1Wa3aU8EsF9r1qPRPm9svvR3aaIkx1wqgdkSAIYubR6/LhN+81AwC+/6ll+PSKWfjqtfMAAI+9cdZQMRMNc7cunFUASxx3aVFlHhxWE0bGgjjfb9yMVTIizGQSMKc0W3me/jNWkWTExFoRATmZUBAAf0jUdTkvAPQqO8KSFWHqrjAdnTC3ct+ZbCsiIAsLi3Izqdd7nM5MGBARb3qJmuE0I+rVPWE6O2GpOndMvLn9Ic1/Lo8GQmCfr6SaNghEWhJHxjQWNWmGcjDYXKPWopGbE2ab2XvCSIQRBPGh5jfvtSAYlrBidiGuXlAGAPjC5fXItVtwvt+Dt071GlyhzL4WWYTFa0UEAKvZhGXVciT84fYRXeqKBQvZmFs6/d4tINKSaEQ4BxNhiYZyAHIIA3NqOob1a0mUJEmdkSrNSTwdEYjsCtMzHXE0KIuo4hScJUEQUKju3tJH1Ax5U1vUzGCO1KBO7YgjaTphzLmbaTNhkhQJodAKFiJis5iSdnGjYS2UWrcjpju/xlDbETUP5lAWS3NqR/QE9HHLeUMijCCIDy2iKOEPe+Xlx3dcXq8+nmO34NZL5F1bL+3PjJZE5oRNJcIAYImyl+u4sqfLCFQnrGx6JwwA5pUaF87BwjUSjadnsHTCTh1F2Kg/pA74zwQnbFS5jyvOSa5WhroAWScnjEXUF2WnlzaonxOW3kxYoVO/dkRfMBIckWo7ot1ihsMq37ZqvXuLiZpU4/QZuXZ9doUx5ypdURNpn9RahPFxwlg6ooecMIIgiJnFvtYhdLt8yLVbcN3isnFfu3l5FQDgjZM9hicljvpDaOqXW/UumBV/+TEALKqU58WOdxkjwty+IHoUtyWRdkQAmF1iXOR7lzIjVZnE3i0gei5MP1HTq7hguXYLsmzJfTofHVGv1xwbmwlLxQkDohcg6+PesVmuwhTrZc/Tq30y3ZkwPYM5mAgxCUCOLfUbb70SEiOLmtMTCZGYen0i39NpnQSAHHuk5VNLotMR0yHbRsEcBEEQM5JXDncBANYtKZ8UyrCsOh+1RU74giLeOtlnRHkqp7pdkCQ5EW86V2FxpeKEdbkMSXdkYrEkx57wJ/SzlVZAI4I5WFBFZX6SIqxQfydMbUVM0gWLfk4gJOoX8c3aEVOYCQOAImW3mF7tiMwRSrUdMeIsaf/++oJh+BVnKd2I+rFgGL6gtu1ckWREK0xpBEfoJcLU9r4UXTtGnrqwWa92xDRFmG7piHzqdSpOmNEflKYKiTCCID60sOXH6xdXTPqaIAhYt7gcAPDOaWNF2PEuefHxomkWHwNAQ3kOzCYBw96g6vLoCdu5Nbs48fY+dmyPy6/5zeBEWHsec4oSpSpf/5j6dESYw2pWP9Xv1yn2PeKEzYx2RDbLlXIwh47piEzoWUyCGk6QLHkOi5qkp7WoUUVYmu19ujlhacbTM9iMlkvjYA7mBKXdjqhT5Lua5mhPfd4OiDhhLOhjpkEijCAITWgb9OKe5/bhI//1Nh548bBun74nStugF039HphNAtbMK455DFuKvP1Mn6E7w04orYWJiDCH1azOWJ0woCWxXYl8n1WY+DLh/Cyr+omonm7YWCCsXpcVSTph6kzYiH4irDcNERb9vF6dFiCrIixFJ0wVYTqIRkmSVCcs3Yh6PWas2DxYgdOa8rJbQRB0S0hkoibV+TWG7k5Y2iJMn7RBXsEcejlhEdGYXr1MxFE7IkEQhELrgBe3PLETm49043yfB7/f04Zbfr5T85aMZNhxth8AsLymIO6ns6vqi2GzmNA54jMkNILBxNTiBEQYACyuko8zIpyDBV0kI8IEQVDdsJYB/UQYc8Gybeakb16MCOZIxwmLfl6fTiJMbUdM1QlTWm/1mLFy+0MIKbHnKS9rVsTbkDeo+Yc2TDSlK2oKsvQJ50g3GZGRp/tMGJ+0Qc33bnEK5sjRyQnzqCIsTSdMqddLIowgCEJOHPz6Hw6ix+XH/PIcPPa5i1CeZ8eZ3lF87y/HjS5PZccZWYQxtysWWTYzLq4tAADsaR7So6xJhEUJJ5NoR5SPk8M5Tna7NasrHhEnLLm0wdlFcjiHnk5Yl+JiJeuCAZFgjv7RgG4tlOmLMMe482hNuk4YEzX9OsyEsWREp82cciQ5E29hUVIXE2tFJJQjtfeWwWoe0tgJY3H6LKgiVdQZK62dME4zS6xevdr7uM2E6VRvunvNWCuuJxDOmJ2eyUAijCAIrvzxYAf2NA8h22bG01+4BB+7sAqP334xBAH4333tONph3P4qhihKePfc9CIMAFbOLgIQ2dOlNy0DHowFw3BYTagvSW7vlpGR78k4YQBQw8I5dExIZKEcqYiwAqcVNov8K1Sv3Vt9SlteWW7y9QJQd5v16dDeFxYleNSI+tSEQkmOfmmD6S5qBuRWYKdyUzikcc0jrB0xXSdM+X7Z+bSCiVJe7Yhad1Xwd8JmSPuk3jNhaSRlTny+V+d5Yh6QCCMIghuiKOGnb50FANxzzTzVDbmkrggfv1COfH/8zbOG1cc43z+KYW8QDqsJF8wqmPJYtpdrv0Ei7IyywLihLFcdop+OeaWyE3a+34Owjp8OSpIUJcKSdMJYO6KOTlgklCM5wQjILZTlefZx59GaXuV10m1H7HfrMbMUhAT5ei1KNehCx8h35iwVprgjjMFE3JDG7X1qO2KKrZMMJuI0d8Ki0hHTgT1f66ALfjNh1nHn0wo2w5XujJVuM2E+Pk6Yw2oC+7U4E1sSSYQRBMGNbaf7cK7PgzyHBZ9fPXvc175yzTwAwJbj3aoDYRT7W4YBABdUF8BqnvrH4EVKO+L5fo9u+3+iaVYi3xN1wQA5Pt1mMSEQEtX2QD0Y9AQwpnwaWZXk3i0jYuojTlhqooYlKvboJMJYqmFpisuPmbOkhxM2OBpxaizT/BuLB5sJk5dUa/spNw8nDIiIOK2DLoYVUcN2faUKE3F6pSOmPROm3LRr7oT5+IjGHL1mwrjtCZOfHwiL8Ie0+zfn4ZTmKAiCOhc2E8M5SIQRBMGN3+9pBQB8ZmXNpKCDhvJcXFpXBFEC/ndfmxHlqexvlV2ti2YXTHtsgdOmtvcZ4YY1pSDCzCYBc5Tjz/bq15LIXLDyPPukvWvTwdoR2wfHdOvtj4iw5J0wACjXUYSFwqIa1V6Wl/nBHKzWVJMGAfmG22qWP+bW+gOQoTSTERlMxGldb7qLmhl6pQ3yiqiPOGFaizA+aYO5OolGNZgj7RmryPO1dMPcnEQYMLNj6kmEEQTBhUFPAG+c6AUA3LqyJuYxn1k5CwDwx4OdutUVCybCLq4tTOj4Fcpx+1r1F2HnFRE2pzRxEQZE5sKMEGHJtiIC8lyWSZA/gdVrj1WqO8IY7Hl6OLsDngAkSRbYqbo1eoowJkJSnQcD5E+5i9SYem1FDTcnTKd2xJGoiPp00G3vFjcnjM2E6ZM2mP6esIhLo+WHS8wFSrdeU9TeOa2cJUmSuDlhwMyOqScRRhAEF14/3oOQKGFRZR4WVOTGPGb9kgpYTALO9o6qDo/euHxBdc4qURF2QU0+ABgSKpKKEwYAc0uNEGHJ7whjWM0mVdS06xT7zsRTZQrBHEAk0EOPmTAmnIqzbQnPBk6EibBBj1/zWUHmhBWn6SwVKfH2Ax5thSObiUpfhLEZK51mwtIO5lBEmE4zYelH1CvOkuaikY8TxkSjJAGegHaixs1pJgzQvoVyLBgG+/GTrnMHRIScV6P3V0tIhBHEDOFc3yjuf+EgPvbYDtz/Pwdxtlf/+PGpeO1YNwDgxqUVcY/Jz7LisjnyYuStx7t1qWsih9tGIElATVFWwgEHS6tkEXa806Xr0ma3L6jefNclKcKMSEhMNRmRUa08r2NIexEWDIvqbFR5ik6Ynu2I7DpItRURkPd1mQRAlLQXNZF2xPRuCot1csKGONVbGLUrTEt4iTC9nbC0gzlUJ0yf9r50I/XtFpPaUquVqPEFRfVDFZ6iRitniZ3XJABZKa6DiMZpo5kwgiA0ZMeZfnz0J9vx0oEOHOkYwUv7O/Dxx99Vd10Zzag/hO1KLdcviS/CAGDd4nIAwNbjPZrXFQu2+HhZdX7Cz1lQIScTDngCuiXhAZHFxSU5tqRnKSIiTD/HMdUdYQy2e6tDByesz+2HJAFWs5CyW6OnE9brVpIRUwzlAORWRuYsad2SyMsJK9Yppn5Qca4KOc2EaR9Rz2dPWL4S7DE8QyLqmYjzBbULjvCHwvCHRADpO2GCIGiekOj2B5XXiuzNSocctttMo3rZebPtFghCaq5+NCyYg2bCCILgTnO/B1/+zV74giJWzynGjz+7HJfNKYI3EMY9z+1D64B+aXLx2HaqD4GwiPqSbMwvz5ny2OsUEbavZUjzG5VYnOiWRdjCisQWHwPy/p95SnvfsQ6XJnXF4nyKrYhAJPJ9ZCyIYY1boxgzyQnrUloRy3IdMKXY3hdJR/Rr7pCmu6iZocbU6zRjlX47orKwWWPnjv0bST8dUa+Iej57wlQnTEPnLhQWVZciXRGWa7eA3bdrJmqU8wpCZG9WOmi9KyzSishH1Gi9K4yJJR7zYPJ5ZOFJ7YgEQXBFkiTc/z8H4QmEcWl9EZ654xLcvLwaz95xKS6uLYDLF8K3/3RU1xa5WLxzug8AcO3Csml/CVQXZGF+eQ5ECdjdNKBHeeM42SW3cS6MM7cWjyVVsmg71qmfCGvqS12EOW0WdY9Vsw5CPZ0dYYwqHZ0w1kKY6jwYEGkNDIREzdvPeIswrZ2wQQ7piABQojh/g5qLRs4zYR7trodASIQnIN/I8grmcPtDms0JRodo8AiOYDfvWs2FsfPm2Cwpf0ATTa7GM1bMWUo3eZLB3l+3RiKMOXe8RBhF1BMEoQl/PtSJ/a3DcNrM2HTbcjX2224x479uXQ6b2YR3Tvfh7VN9htUoSRJ2nJVbEa9oKEnoOauVubCd5/QVYcGwqAZVLKpM3AkDgMWqCNMvnKOpX661vmRqdzEes4tl8dYyoH1LYjo7whisHbFTBxHGnLDyNESY3WJWRYbWc2G9bCYsN/V6gahdYVq3I47yEWF6LGyWJEl1lnhF1GvphLFWREFIv12OiTBJ0s6pYaIm22ZOeWdcNFonJDKxlO78GiPXru0cW7QTxgOtFzYzJyybswjzkAgjCIIXYVHCptfPAAD+zzXzVJeAUV+SjX9YIy9EfuzNM4a5Ya2DXnQMj8FqFnBpfVFCz1k9VxZhu3QWYU39HgTCInLsFvWGP1GWKjNkujphabQjAkCd0pLY3K+9E5bOjjDGLB3bEVUnLMVQDgYL59B6LmymOWHcZsLUdkTtRI3bH0JIcYHSdZbY84e9Qc1+JrN4+jyHNeWkTIbNYoJTmSPSKpyDVzIiI0/jMBEmltJdfMzQ3AljzhKneiPBHNq8v+y8vN5fdU9YgGbCCILgxNbj3Wjq9yA/y4ovrKmLecwXr5wDm8WE/a3D6u4rvWEu2EW1hWpK0XSsqi+GIABnekd12VnEYKEcCypyk24zYe2LHcNjurQ9SJKUtgjT0wlLtxURiLQjuv0hzdPautRFzemJsAqlJbFH411hLMkxbRGmtPf1abiLLRASVZcinT1h0c8f1HAmjM2mOm1mONJMa2NOWCAswqvRTSGvRc0MNlc2rFFL7QinZEQGa2nUqh3Rzbm9j7mVWv3ecKuLpfmKRs2COZgTluD9wnSwPWHkhBEEwY0ntp0HAHx+9ey4tn1ZrgMfv7AKAPD8+2261RbNzrOym3X53MRaEQF5eH2REoyx67x+btiJFOfBADmFrEy5AT7To/16gEFPAC5fCIIQCdlIljpFhDXrIsJS3xHGcNosajuY1m5YDycRprcTVsbJCevVsF7WimeChPw0b2RZmqOWM2G8FjUDspCzKS13wxqJBFWEzRBnibsIy9K2vY+JO/5O2AxpR1SdMG0+RGDijrdzRyKMIAguHO0YwcG2YdjMJvxDHBeM8blLawAAfz3cqfnulImIooR3z7F5sOKknstaF/e36OfgnVSSEZOdB2PML5fF22kdRBhzwarys1L+dL6uRBZvLToEc6SbjMjQK6a+yyWfv4JTO6KWM2Gj/pDqqpSkEVEPRJywfg2dMHbubCvSDjYoUoSRJxCGL6jNTeGQGk+fvkgQBAH5ajiHNsKRibt8DqIR0H5XGPu9xK0dkc2Ejc2QmTDN2xH5LJZmqDNhGrUjMrHESzQ6KZiDIGYeB9uG8Y0/HMLHH9+Bf3j6fTz/fiuCYdHosgAA/7uvHQCwbkn5tDddF9cWYl5ZDnxBEX8+2KlHeSonul0Y9gaRbTPjglkFST334tmFAIADOrZRsmTERZXJO2FAtAjTfgEyi6efU5paKyIQaUcc8AQ0F+htae4IY7BQj44h7YSjJEnoGZGFQtrtiGxXmIbtiMwFy7aZ0x5mL1GcsAENZ6yYs5TD4Z4wL8sCiyLktAq7GOKUjMgodGrb3scrnp6hzrHNmJkwpR1RKydshs2EuTnXq9eyZv4R9TQTRhAZjyhKeHjzCXzip+/if/e143D7CLad7sPGl47glp/v1DzlbDoCIRF/OtgBALhlxaxpjxcEAZ9RjnvlcJemtU1kb7MsoFbUFcGaZOrVRTUFAOSgC60+4Y5mKGrRMhNTycJ2oOnphKU6DwbIv+SYiNd6nxw/J0wWcVo6YYOeAALKBy7ppg1G7wrTCl6hHEDESRv2BjX70IklI+Za0w+mEARB3b01oFFL4hCnZERGgcYJiZFFzXxEDRNHWs1Y8RZhWter1UyYVu2IvEWN9jNhkWXNPGCzZeSEEUSGI4oSHvzjUfziHXne6pMXVeOJv78YD9y4EPlZVhxqH8HnnnzPkCXCjDdO9GDIG0R5nh1XNpQm9JzGZZUA5L1bWrYZTWSf0kq4orYw6efOKsxCaa4dIVHC0Q7tY99PdsvCqaYoK+W2jQYd2xGbFRHG5rpSRU1I1HAuTN4RJou8mjSdMHVhs4YijInxkhw7bJb0fg2yXWG9bu0+vGHnTlcwArJ7whL1tBI17GdQDp97LLUlUStRw3MmTD4Pc8I0akfkPBPGRKNW9bK2QV6iRuuIeq1mwjSrl3MwBxM1Wu0J4z0TRhH1BDFD+Pm2c3j+/VaYBODRWy/Ej25bjhuWVuLuq+bir/98BaoLsnC+34Nv/OGQYZHvL+6XWxE/edGshOOHa4qcuGBWPkQJeO1Yt5bljYOJsJV1yYswQRBUN0yPZEc2D7awIrV5MCDihPW4/BjReDmv6oSl0Y4IRCckaueEDXgC8AVFCAJQmeKOMEZkV5h2ooa1DqazqJnBZsIGPAHNnCWeTpjJJERi3zX6wGaAYzsioP2uMLZom58IY6JGo3bEmTYTpjphfG668zR2wiKihrcTprGomSl7wgKs3vSSSBm5Dgvys6zcnFY9IRFGfGh47/wA/mvLKQDAf3xiKT518fhWv5oiJ578/ArYLCa8cbIXv3mvRfcaXb4gtp2WFy9/6uLqpJ5741LZDfvbEX1EWNfIGDqGx2ASgAsVMZUsF9WyubBhfoXFQZ0HSyEZkZHrsKJKuXE/3audGyaKkXj6OWm0IwIRJ4ydTwvUHWG5jpR3hDHYTJiWC5vVRc1phnIAsktjMQmQJO1EDU8RBkRaErWKqR/k2I4IAEU5Grcjelg7Iqd2ORbMMUNmwvRKR8zn1D6pRtRrPBOWx0k0ap2OyDuYgy2X1jpSn1dE/ezibBz69/XYct9VXM6nJyTCiA8FvmAY//riYYgS8OmLZ+H2S2tjHrekKh/funEhAOD/e+0UBnRs7QOAN0/0IhiWMKc0Gw1lOUk99/ol5QDklkQ9eqOZC7aoMi/lT+Auri0AoJMIY05YismIjPkV2rckdrl88IdEWM1C0kulJ1KriDAtZ8J4xNMz2K6wvlE/AiFtnCV1UTMHJ8xkElRxpNVcWC9vEaacp1+jHX0Dyk4vbk6Y1u2IajoibydsZsyE6bYnjFc7ok4zYbxETd5MC+ZQzuMNhBEW+XcEqemInOqdyZAIIz4U/PSts2gZ8KIiz4Hv3rwEghC/zW/D6josrsyD2xfCf209rWOVwN+OysEaNy6tmLLGWMwpzUFdsRPBsIR3lQXKWqK2Is5OvhWRsWxWPswmAd0un6bOR1iUcKon9R1h0agJid3aibCmPtm1qi1ywpJk4MlE1HbEQe2dMB4irDjbBpvFBEnSLvad16JmRpnGMfX8nTDWjqjVTBhzwvicj7UjapXoyMQS75kwrUQj72XNMzaiXuOZsDxuM2ERZ0mLMQfe7YjZUW2CWnygyztIZCZDIoz4wHOubxRPbDsHAHjo44un/YdvNgn4948tBgC8sKdN81Q5hjcQUlsRWWthsly9oAwA8PapXm51xYOJsIvTEGFOmwULFFFzuF27cI6WAQ98QREOq0kVJanCHMozvdrF1DcNpJ+MyJhdJDthPS6/ZimU7Zzi6QF5VpC1fGolzJlYSndHGKNc4wXIvEWY1rvCIk4YnxvOYkU0arWweZBzRH0kHVHbdsT8LL4zYTMlHVGNqNfMCWPOEt89YWFR0iRG3c05mMNuMauBRSTCtIVEGPGB5wevnkQwLOGaBaW4fklFQs9ZNacYaxtKEBYl/HzbWY0rlHn7VB98QRGzCrOwpCq1lrmrF8hpim+d7NM0WMQbCOFYp9zet7KuKK1zLa2Wv1ctExJZMuKCiryEw07iwRISz2opwvr4ibACpxW5yi+7tkFtPlDg6YQBQGW+Es4xoo0I4+2EsdmyXo3a+9jsVhnnmTCtRBgTS7zSEZk4GtTAWZIkSRU1vCLqWb1aOEthUVIdIG7tiBruCRNFKeIscZ5h84dE7h8siaKkigReM2FZVrP6e4d3S6IoShgN8G/vY78zeIdzSJLEfVnzTIZEGMGFUFjElmPd2PjSEXzip+/iIz98G7f8fCce+vMx1TExggOtQ3jtWA9MAvCtxkVJtfh99doGAPLi5C6Nbgaj+dtROVAjlVZExmVziuGwmtDt8qntd1pwqG0EYVFCRZ5DdS1SZVl1PgDgaKd2IuxElywY0wnlYMxV0gp73dolJDb1ywKvviS5ucBYCIKgzoVplZAYEWHpO2FAZC5Mq4TEHu4ijM2E8a83LErqbCq/mTDt0hHHAmF4lE/7ebUjFmuYjuj2hxBS5l54ixot2hGjwx14793yBsLc5zA9gRDYWBGvenNsFrBfkbxFTXS9vGbYBEHQLJzDGwxD4lwvEJWQ6Odb71gwrL6/NBNGIoxIk7Ao4X/2tOHKH7yFL/1mH55/vxUH24Zxvt+DvS1DeGZnMz798534+//eralzEAtJkvDIqycByGEcDUku6L2krgiX1hchGJbwm13aJiX6gmG8eaIHAHBDiq2IAOCwmrFmbgkA2Q3Tin0tgwCAFXWFKQtGxlImwjpGNHPvTnTxmQcD5BYVFuhwtk8boctjUXM0s1k4hwZOWPSOMF5OmJYJiaP+kLr/hlc7YpmGC5sHPH6IEmASgOJszk6Ym79IYK2INosJnBKo1XRELUQYS0Z02sxwWPkUzETYyFiQe7ABmwfLsVtgTXNelJHrsKqihrd7x85ns5i4vb8mk6A6NbwTEpmos5lNsKe5QzAaVYRxbu9jos5iErjWy1wq3iKXuYwmQXYIP+yQCCNS5lS3Gzf/dAe++eJhdI74UJRtwz9eXoef/93F+P2XLsOPP7scn7qoGlazgB1n+/Gxx3bgjwc6dKvvnTP9eO/8IGxmE+5dNz+lc9xxeT0A4Pn3WzWbpwGAd8/2wxMIozzPru7OSpWr5sstiTvOainC0g/lYCyqlFsE+0cD6hJd3vBKRmTMU+bCtPhgIRgW0aY4S3PS3BHGqC2Sz6OFCOO5I4zBnDDWNsgTtiMs12FRl3ymS1mudk4Ymwcryran3UrL0LIdkcXIFzkjN/bpUhSVNshb1PBe1AwABcqsliTxn1sa5jxfBchz0EzUaCXCeO9w0ipW3xWVNJjuB4zRsNh37qImavExz3qZCOM9E8bqzbbzrXemQl4gkTSSJOHZnc34/t9OIhASkeuw4GvXNuDvL5s96ZOum5dX47518/GvLx7GznMDuPeFg+h1+/ClK+dqWqMoSviB4oJtWD075Zjv6xaVobogCx3DY/jzoU7curKGZ5kqryqtiDcsqYApzRuty+cVAwD2Ng/BFwxz+/SRIYqSKsJWcBBhDqsZDWU5ONntxtEOlzoPxAuXL6i2y/FwwgBZhG0/048zPfxFWNugF2FRgtNm5jYDVFvE2hH5JyTy3BHGqNQwmIOJMF4uGKDtTBg7J69rAYgKuvAGEAqLaSdwRsNEjfwafK43Fh0vSvJNN6/ZLSDSMljIaUcYILs+OXYLRv0hDHkD3KLvgagdYZxaJxn5TitcvhB/UTOmzFdxbj2TW+/GuItcJpJ4za8xcjRqR3RxDuVgsPN5OIswj1/+MJvmwWQ0d8J+9rOfob6+Hg6HAytWrMD27dunPH7btm1YsWIFHA4H5syZgyeeeGLSMS+++CIWL14Mu92OxYsX4+WXX076dSVJwkMPPYSqqipkZWXh6quvxrFjx9L7Zj8E9Ln9+Mdn9uChvxxHICTi6gWleOPrV+GutXPi3uzXFDnxmztX4UtXzgEAfH/zSfzq3SZN6/zb0W4c63Qhx27B/7lmXsrnsZhN2LB6NgDgmXebNWmXC4VFvK60IiYaHDIVc0tzUJZrhz8kYr8G83hn+0bh8oWQZTVjESdnibUkHtEgnINFyVfmO9TUsnRRnbA+/iKMtSLWFWdz+6RQy3ZE3q2IQPRMmAYizMV3HgyIiLBBT4D7TA3vZERAdpYEQXZqeIddMHetmKPwsJpN6k38oIev0B3inIzI0CrsgveOMAZz70bG+F4P2jlhrB2Rr0hgoo63qNFqV1gkaZCzaNSoHdHtj7TTEhqLsBdeeAH33nsvHnzwQRw4cABr167FjTfeiNbW1pjHNzU1obGxEWvXrsWBAwfwrW99C1/96lfx4osvqsfs2rULt912GzZs2IBDhw5hw4YNuPXWW7F79+6kXvcHP/gBHn30UTz++OPYs2cPKioqsG7dOrjd2oUZzHS2Hu/BDZvewdun+mCzmPDdjy/Br75wCcpyp7+ZMZsEfKtxEe67Tm4L/N5fj+PPhzo1qTMsSnh06ykAwJ1X1Kf9qelnL6mB3WLC8S4XDrQNc6hwPPtahjDkDSI/y4pL6tNLGgTkIeDL58lzYe+e478vjLlgF9bkc5tJWBY1F8abE9385sEYDWXyubRwwtR5ME6tiEDECWsbGoPIuZ2LdzIiEHHCXL4Q93aYbiVkh6cTVui0wmqWBXMf5xY/LUSYxWxSW/x4z4WxXV48RRgQSS5kcfK8GOKcjMhQRRhnkavuCOMUT8/QaleYSysRxnaFaeWEcQy5ACJx97ydsFGNnLBIMIc2ThivVvCZjqYi7NFHH8Wdd96Ju+66C4sWLcKmTZtQU1ODn//85zGPf+KJJ1BbW4tNmzZh0aJFuOuuu3DHHXfghz/8oXrMpk2bsG7dOmzcuBELFy7Exo0bce2112LTpk0Jv64kSdi0aRMefPBBfOpTn8LSpUvx7LPPwuv14ne/+52Wb4lmuH1BjIUAfzDM3a0Z9Yfwr/97GF/89V4MeAJYWJGLv/7zFfiHNXVJf1L/1Wvn4R9Wz4YkAd/4wyEcbh/mWisAvHygA+f6PChwWnHX2vq0z1fgtOGmC6oAAM+9F/sDhHR47Zjsgl27qIybqFkzV25JfPfsAJfzRROZB0tfMDJYTL0WTtjJLr7zYEDECesYHoM3wPeX1HlFhM3hFMoByKLGYhIQCInc5+547ghj5Dqs6k1FF2c3jH3/lRydMEEQ1A+jeM+F9WnQjghoNxfGkhx5i5qICONbrxYzYdHnG+IsGpkIy9egHTH6/LwY4RxPz2Dn4x3MET0TxpNcjZwwdacZZ1HDnDXeEfUsbZH3+ztT0exdCAQC2LdvHx544IFxj69fvx47d+6M+Zxdu3Zh/fr14x67/vrr8dRTTyEYDMJqtWLXrl247777Jh3DRFgir9vU1ITu7u5xr2W323HVVVdh586d+PKXvxyzPr/fD78/8gvA5ZJv7oLBIIJBbaKqE+XeFw7hnbMWPLDnDQDyJ7P1JdloKMvBJbMLcEldodrikyiSJOGvR7rxyGun0ePyQxCAOy+vw73XzoPdYkr5e954w3y0D3nxxsk+fPk3+/DyP13G7VPTQEjEJsUF+9LaOjjM4PJ3c9vKKry4vx1/PdyJjTc0cPtUT5IkbDnWBQC4dkEJt+toVV0BAOBw+zAG3d5JSyfZ66Tyevua5WTEC2flcqu3ocQJkyDfcHYMjnK94WTx9A2lTm715toEFGVbMegJ4lTniCoieXC+V3buagsdXH+uVBdkoWXQi/O9LpRmJ/+jP94106bE3lfm2bjWW5XvwCnfKNoGRlFXxE8wdSrOXUmOlWu9pbk2dAyPoXPQg2WV6a8WYPQozl2R08K13mJlBqpnxMv1vP1uWYQWOMyAl8/PX0D+nQYAva4xrvUy0ZjnMHM9L2s/Gxj1cT3voEd+f/PsfOvNVaIsh0b9XM87pIjm3GnqTfZ3Eqt32MO33mG2aJzz+5ttlT9gHfYGuJ53xCvX67Slfk8WiyyL/AG7a4x3vfKHHlnW9OpN5x5Ga5KpSTMR1t/fj3A4jPLy8nGPl5eXo7u7O+Zzuru7Yx4fCoXQ39+PysrKuMewcybyuuy/sY5paYkfRf7www/ju9/97qTHt2zZAqeT36fAqdDdZ0K0sTnkDWKodRj7W4fxwt52AECRXUJDnoSGfPm/BXHucz1B4PCggG1dJnSNyf8Qi+0Sbp8bxrzwWbyxJf3lxetygcMOM7pGfNjwszfxT4tFmDmMv2zvFtA+bEaeVULp0Als3nwi/ZNCnp2odprR4RXxn797HVdX8nEb2z1A+7AFVpME77l92NzM5bQAgFKHGX0+AT/739exrCh2vVu3bk3qnKNBoGlA/rHRd2IPNnPcY13mMKN7TMAzf34TSwv5vL+iBBzrMAMQ0Hf6ADa3H+ByXgAoNJkxCAEvvv4uWkv5uc8nlXo7Tx3E5s6D3M6bFZZ/RryybTcGTqRe78Rr5mS7XG/H6SPY3Hs4vSKjMPvlel/bsQfuM/ze39NKve2nj2Jz3xFu5xU9cr1vvbcf4RaO9bYq9Z45js1D/OaW/S653h17D8HG8To72Syft6v5DGrLkv8ZE4/RAfm8uw8cRT7Hv7cT5+XzdjadxuaxU9zO6+qVz7v38AmUD/P7ezt+Rnl/W85i8+Yz3M7b3yGf99CJM9js4/c+HFHe3972FmzePP0seKLXS3ebAMCMo6fPY3OI3y+igy1yvX2dbdi8md9qmo4Oud6T55qxefN5bufd3ybXO9jTic2b27mdt7VLrvdMM9/3YZ/yPgz3dWPz5s1pn4/XzxeeeL2Jz15r7gdObFeTJGnKFrZYx098PJFz8jommo0bN+L+++9X/+xyuVBTU4P169cjL4/fJ+GpcN11Aby65XVccdU1EAUTelx+NPV7cLTThT0tQzjW6cagH9jdJ2C3klw+qzALdcVOVBc4YDGZ4PaF0DzgwbEutxoDnG0z40tr63Hn5bNh55yyd8GqUdzy5G6ccQEnrXPwL+tTi5FneAMh/OemdwH4cd/1i/CJVbV8ClUYKW3Dv//lBA6N5uGRG9dwCU34yZtnAZzHVfPL8ImPXZR+kVG8FzqO5/e0I1BYj8bGheO+FgwGsXXrVqxbtw5Wa+Ku3hsne4G9BzG3NBufuflyrvW+5T2CPx7qQlblfDR+hE96ZtuQF/73dsBqFvD5T97ANQXuvdBxnNvTjpyqeWhc18DlnN5ACMO73gQA3P6xdVyH73eHj+Pk++0oqE6t3ljXjCRJ+Ne9bwAQ8anrr1IDQHjwXug4ju9pR0ltAxqvTT1cZyLfO/w2gAA++pHLsZhji+pe8QQO725DaS2/6wEAHj21A4AX665chUvr+LUAH/zbKezrb0HJrDlovGEBt/M+2bILGHZj7aUXIdC8P+mfMfE4tuU0dvc1o2TW5J9n6fDbrj3A4BCuuOQiNC5LPxiJcfqNs9jecx4l1bVobFzM7bwv/2Y/0N+PVRddgMYV1dzO27GjCa93nkFheTUaG5dxO+/rfzgM9HRjxbKFaLy8Lu5xyf5O6tvVgr+1n0JhaRUaGy/gVu/OPx0HOttx4aIGNF7DL8V5ZE8b/tx6AvnF5Whs5Pe7/sDmk0B7K5bMn4PGNO+hovEd6MCLzceQW1SKxsYV3M578vUzQGsTFsytS+vfcar3MHrAuuQSQTMRVlJSArPZPMn16u3tneRAMSoqKmIeb7FYUFxcPOUx7JyJvG5FhfyDtru7G5WVlTGPiYXdbofdPtk+slqtGXERWExAUW4WrFYrKgtzsHx2MT6p/NsZ9Yewt3kQu84NYOe5ARztHEH70Jg6VD+RBeW5+OTF1fjcpbXcB2oZi2cV4ge3XICv/O4AntzejBV1xWmlA/73W+fR6/ajpigLf3dZPawcFxcCwKdX1uIHr53G+X4P9re7cdmc4rTPufWErIivX1rJ/RpaO78Mz+9px3tNg3HPney1e6hDbpVbObuIe70X1BTij4e6cLzbze3cZ/vk63t+eS6yHHxnahZUyDfw5/u93OrtUOotdFpRms/XXa8vkcNE2kf8adUbfc30j/rVHWE1JTmwcoqoB4BZym6zbleA2/sbCIlqcERNcS7Xa7iiQP776vcEuZ6XzWxVFeZwPW9ZntyePuQNcT0vC84oy8tCO/j9fizNlesdHuNbL5tZKs3L4nre4hy5hXbEF+Z6XpYGWJzr4Hreomy5Xrefb72jShBDYXZi9SZ6vRSyegOc6w3I9RZk27met0Cpd5Rzvd6gnMaa7+Rbb75TrtcTELmedywof8Cfn2Xjct5Muf+OJpl6NBNhNpsNK1aswNatW/HJT35SfXzr1q24+eabYz5n9erV+Mtf/jLusS1btmDlypXqN7V69Wps3bp13FzYli1bsGbNmoRft76+HhUVFdi6dSsuukj+RCIQCGDbtm145JFHOHz3mUeO3YKrF5Th6gVlAIARbxAnul1oHfCia8QHUZLgsJpRV+zE0up81BTp01550wVV2N8yjKffbcI3/ucQ5v9zLupTCCRoG/TiF+/IFv+DjYtg4yzAAPk9/Pjyajz/fiue292atghrHfDiZLcbJgG4blF88Z8qq+cUQxCA0z2j6HX7EkqxnA6e+8EmsmwW/5j6E10sGZG/Uz1PSUjkubBZTUbkGMrBqGUx9Rx3hWmxI4xRpSx+7hrhF8zBQjNsFpM6Y8QLFlPPM5jD4w/Bo9wU8kxHBIASZVdYv4dfep8kSZF0xBwb+DVHRXaFDXKsVz6fNhH1bO8Y93REFlHP+cNRrSP1NQvmmDHpiFoFc2i7J4x/MEdkWTOhcTvi/fffjw0bNmDlypVYvXo1nnzySbS2tuLuu+8GILf3dXR04Ne//jUA4O6778bjjz+O+++/H1/84hexa9cuPPXUU3j++efVc37ta1/DlVdeiUceeQQ333wz/vSnP+H111/Hjh07En5dQRBw77334vvf/z4aGhrQ0NCA73//+3A6nbj99tu1fEsyhnynFZfNKebi5qTLxsaFONw+jL0tQ/in3+7DS/esgdOW3KX5f1+R95atnpOemzYdf7eqFs+/34pXj3ahf3SxmjCWCluOy27tpfVFXJd5MgqzbVhcmYdjnS7sOjeAm5en17oSDIs4pET0X6yBCFtcmQdBAHpcfm6i8WS33BawqJJfPD2joVwOX2gZ9MIfCnMRIU39sqCrL+EX7MBQFzZz3BWmxY4wBlvazXNXGBNIFXkObjvYGCxMptfFL72PuWBZVjOybXxFbolSbz/HBdOj/pC6J62Is6gp1kCESZKkybJmAOpOQt7piCMsop7z+5unUUS9ZnvCHGxPmDaR+jNvTxjvdERtIuqZqMuhdEQAGkfU33bbbdi0aRO+973vYfny5XjnnXewefNmzJ4tL7/t6uoat7urvr4emzdvxttvv43ly5fjP/7jP/CTn/wEn/70p9Vj1qxZg9///vf41a9+hQsuuADPPPMMXnjhBaxatSrh1wWAb37zm7j33ntxzz33YOXKlejo6MCWLVuQm8v/Zo2YGqvZhJ/+3cUoybHjZLcbD758NKmY/b8c6sRrx3pgNgn4948v5n5zFc3S6nxcWFOAYFjCH/am9znvX5Q9aTcurZzmyNRR94WdTX9f2PFOF/whEQVOK9f4dEa23YJ5pbL44LUv7GS3dk5YWa4duXYLwqKE5n4+wqZJOU99CX8nmomwYW+Q242WFjvCGNVsYfOIj9vaja6RiAjjjeqEufk5Yb0snj7Pzv3nWqkGEfUDo7KgybaZkcVZNBZpIMJcvpA6/6xVRD1PUSNJUsQJ4x1Rr5kIU5ylLM6iRnXCNIp8nyF7wlyqE8Z5WbMqGvnW6wkw0cj358NMRVMRBgD33HMPmpub4ff7sW/fPlx55ZXq15555hm8/fbb446/6qqrsH//fvj9fjQ1NanuVTS33HILTp48iUAggBMnTuBTn/pUUq8LyG7YQw89hK6uLvh8Pmzbtg1Lly7l800TSVOe58Djt18Es0nAywc68NSO6VOUAPlT8n/701EAwP+5Zp4mN9sT+Tsl8OP591tTXnzb1O/BofYRmE0CGpdpJ8Ki94WleyPLWhEvri2EyaSN0GVLmw+3py/CvAE5aAYAFmrghAmCgHmKG3aml8+Sdy2dsGy7RXVu2zi5YVrsCGOU5zkgCOPnuNJFdcI47ghjlOfJ7+2wNwhfMMzlnOqi5jQc93iwa2HAE+C2wHtAifcuyuHv7EeLMF6inLUKOm1mODgHT7F2wSGO7Yij/oho5O0sMWdtxBvkumuUOVXcnTDN9oRpIxpzo5Yf83x/R5Xvn7cTlmvXpl7mBLI9ZB92NBdhBJEol80pxgM3yGk5//eVE/ifPW1THu8LhvHl3+zDkDeIJVV5+Mo1/BLUpuJjF1Qh12FB66AXO1J0mJgLtmZuMfdZj2gurS+C1SygY3gMLQPp3Xjva9VuHozB5sJ4OGGne0YhSfLNZjpto1PBnDtec2FazoQBQG2R7C6ley0wtHTCbBaTKj66hvm4S6oTpoEIy8+yqrOofZxa/FQRpsHPiGJFKIVFidscEHPCirP518tEmD8kwhvgI3K1WtQcfU5vIAx/iE+9bJGyw2riLhqZSAqERfiUsId08QXDanuqVu2IgZDI7UMPIOL88J8Jk88XDEvwh/i8v4B2M2HMCRMlYIzj++tRZ8LICQNIhBEZxl1r63HXFfUAgAdeOoxfvdsU81MYbyCEL/56L450jKDQacUTf79CkzCOWGTZzPj0xbMAAM/tTn5/hiRJ+LMiwtKd05oOp82Ci2tl0bQ9jZZESZKwrznihGkFTyfsZJd282CMBtUJS1+EDXkCGFJusuo0aEcEgNnFsrhrGeQTzhERYdrUW6m0JHZwmgvr1rAdURAE1Q3r5dSSyM7Dc3k5w2o2qS1tvFoSmWNZooET5rSZYVd+xvNqSdRqHgyQb4pZwwATT+kyooZy8H9/s21mWJSCh8f4vL+sXpPA36nJtkXeX15umCzoZIHEW4Q5rWYInOsFIjNbvEVYltWsvr88wznUeskJA0AijMgwBEHAgx9dhL9bVQtRAr77l+O4+7f70BKV6HaobRi3/HwXtp/ph9Nmxi82rNQtzZHBWhJfP9Gr3tglyvEuF872jsJmMeH6JfxTESdy5fxSAMA7p/tSPkfLgBfdLh+sZgHLawo4VTaZxVV5MAnyLExvmilzx1URpl2L6rwyWYSd4yDCmpRrvDLfkXQwTaKwuTAe7YiSJGkazAEA1ZwTErs1bEcE5JRIQA6X4YGWThgQaUnkFc4xoIg5LZwwQRC4z4UNaZSMCAAmkxAJ5+DUkjjs1WYeDJDfX95zYa6oZETeM40mk6C6S7wSEqPnn3gHR5hMgipEeYVzhEVJdYV5i1xBiKqXYzjHKDlh4yARRmQcgiDg/35iKb7VuBAmAXjtWA+u+v/exjU/fBuX/783cfNP38XxLhcKnFb89q5VuLSe3wLTRGkoz8Wl9UUIixJemKZtciK/f18+ft2icu7DtLG4skEWYbvODSAYTq0NYtf5AQDARTWF3Afuo3HaLKqwSTeq/ninLMKWVGknwhqUmPrzfR6EUnxvGU19sgirK9amFRGISkjk0I444AmoO8IqC7QRNbwTErs1bEcE5AANgF9MvfYiTBYJfZycsH6lHVGLmTCAfzgHE0dFGqTTAlGx75ycMOZQabW7UxVhnJ07replc1sjnMI5IvNKFpg1mHvOU8M5+NQb7VBpkTbI7k88nESYJEnquSgdUYZEGJGRCIKAL105F698dS2uml8KQZDnZTqGx2AxCfjUxdXYcu+VmrbGTQdzw36/pzXhG3BvIIQ/HugAANyuPF9rllTlodBpxag/hINKxHyy7Doni7DL5mq/0mAph5ZEUZRwQnHCFmvohFUXZMFhNSEQFtEWZ/F5opxnoRyl2omw2cX8RJiWO8IYVVEJiekiitK4iHotKOPshPXq5YSN8hE1TBwVayRqmFjiFdSi5UwYEAnn4LUrTEsnDJBX1wD8doVpLsIcfMM5XGoyojYCIZdz4qDbL5/HZjFp8jNYjannJBrHgmGwDCDezt1Mhd4FIqNZVJmHZ++4FP2jfpzuccNiMmFRZa4uDtJ03LC0AkXZNnSN+PDWqT6sWzx9a+FfDnXC7Q+hrtiJ1TrtaDOZBFzRUIq/HOrEO6f7cEldcs6hJEmqE3bZHO1dxwuq8/HS/o60wjlaBr3wBMJwWE2YU8o/aZBhMgmYW5qDY50unOlxpxWocV5xwuZqWC9b2Nw1MoZASExrjlLrVkQAqFIcKx5OWL/Hj5AowSRoJ2pYTD2vmTDmhPHYmReLEs4x9SwdUasgHCbChrg5Ydq1I0afd2gGzIQB/GPqXRqFXDDyuLcjarOomcF7YXOkXm1u5dWYek5OGBNzJkGeOSPICSNmCCU5dqyZW4JL64syQoABgN1ixmdWyAEdT2w7N22MqyhK+OV2OXr/c5fWahbzHosrG+R9Ye+cST6c41yfB31uP2wWky7OI0tIPJyGCDvWKT93QUWeJm0l0bD2ybN96c2FMRE2R0MnrDTHjiyrGaKUfthF26B2yYgM5oTxSEfsGYkIBKtZm199ajAHBycsLEqq46N1OyK/mTDFCdO4HZGXE8bEXJEGwRwANJgJCyjn1ajeLL6ihrU1at2O6OIkarRa1MzgvStMq0XNjGzOTlhkHsyi6T7XmQSJMIJIgzuuqIfdYsK+liG8dap3ymNfO9aNs72jyHNYdGtFZKxV5sIOtw8n3RrznuKCXVxbwD0WORaLK/NhEmQXINXZGj3mwRgNTIT1pC7CwqKkBnPM09AJEwQhai4svYTENsUJq9UwFIfNmvW4fSnPMzJYuEelRvNgQNTCZg4zYUPeAMKiBEHQrr2PtxOmzoRpVG+xOhPGp95BVdRo5YRxngljokardsQsvvVGFjVrWy93J0yjenk7YUwcaTVfFb0rjAeRZERqwmOQCCOINCjPc+ALa+oAAD949VTcG8WwKOEnb54FAHxhTZ3ubl5FvgPzy3MgScC2JFMSd56T3bPVc0q0KG0SWTazGnhxJMW5sGOd2s+DMeYptabjhHUMRdoDmfujFawlMd2ERPb8WRqKsJJsO2xmEyQpfWGjdTIiEImS5yHCmJtWnG2DRSPnjudMmChKquOjVTtioSrCeIkabUUjq5fbTNgMa0ccUdMRtbnpnqkzYdycO1avRnHvORqJsGwSYSokwggiTe6+ai4KnFac7HbjF9vOxTzm+fdbcaLLhVyHBf94eb3OFcpct0ieWdtyrCfh5wTDIraflkXY2vn6iDAgKpwjxZZEFk+vhxOmtiP2jkIUp25Jjcc5RcDNKcnWvH2SV0IiE2E1Gu0IA+SZOyaautIM5+hUWhpZ4qIWlClOmMsXSnuBLEss1ErQAEBJLj8nbGQsiLBy/Ws1Y8XdCdMwoh6IiBpuM2GaB3MoopHzTJh27YjMCeMlarSeCdOoHVHrmbAZ4tzNREiEEUSaFGbb8NDHlgAAfvzGGRxoHRr39fN9o3h48wkAwP3r5qufjurNDUsrAABvneqFP8EbxL3NQ3D7QyjKtuHCWQUaVjeeC5S5sFTCOXrdPvS5/TAJwMIK7UXY7GInrGYB3kAYnSnus1JFmIbzYAw1ITENJywsSupMWU2Rts5dVQGfcA492hHzHBY4rPKv1XTnwtiePK3mwYDITNjAaGDamdbpYKEc+VnWtAJfpqJI2T/GI6JekiRNlzUDEXHHzwlT2ie1jqifMemIzFniu9dM+3REvsEcWtUbccL4vL+egLYzbDMREmEEwYGbl1fh+iXlCIYl3PnsXrzfNAgAONvrxueffh+eQBir6ovw+dV1htW4rDofVfkOeANh7FAi56eDzbldvaBUc4cmGjWco3046ZtDJtzmlOZoutOMYTWb1N1eZ1Nc2ny+XwnlKNFuHozBY2Fzj8uHYFiCxSRo6iwBQJW6Kyw9J4w5aZUatnsKghCZC0szIZHF05drFKcPRFy2QFhM201QQzk0/JCJBWjwEGEuX0hz547NhPFywrSeCSuYaSJsxs2EcXbCfNrOWDFxxy2YQzlPto1EGINEGEFwQBAEPHrrclwwKx+DngBu/cUuXPHIm1j/o3fQPjSG+pJsPPa5i3QVMrFqXL9EdsO2HJ86RITxxgm5dfEjC8s0qysWiyvzYDOb0D8aSLpt7mDrMABgeU0B/8Li0FAeaUlMhXPK8+aWae+EMRHWOuhN2f1oVQRcdWGW5td0JWcnrEpDJwyQ96YB6c+FMSesTEMnzGE1qzdw6S5s7tc4GRGIOGEuXyjtoBbmTjltZs0Chwo4OmGSJEVmwrRqn3SyZc18nDsmjjSPqOc9Y6WRs8ScO94zVpq1I3KfCZM7cKgdMQKJMILgRLbdgue/eBluWTELJkFeZitKsoB54UuXqfMiRnK9IsLePNmH6e5hTnW7ca7PA6tZUNMV9cJhNastiXuaB5N67gFlIbWeIowlGs4EJ2xWoRMmAfAGwinfeOsxD8ZQY+pTbPUE5NCI7hHtgzkAoCyPhXOk2Y6o7gjTToQB/ObC+nWYYSvIsoJp/nR3hWm9qBmIzG4Ne4Npt3v6giICIfmH9kxpR3Tp5IS5uTlh2opG3u2IEdGoUTAH75kwpa2R2hEjkAgjCI5k2y344WcuxK6N1+J3d63C9m9eg6e/cElGCDAAuKSuECU5dgyPBXF0aGoH448HOwAAVy8o0+yX6FSsVJZK72sZmubICKIo4ZARIqxcTkg8k4IIc/mC6lJePWbCbBaT2kKYakti25A+82BApB2xI412xH6PH8GwHPeuZXsfEFms3JuuE6ZDOyIQtSssTRE2oIMIM5kEVTQNpunWaD0PBkQEXkiU0nYT2DyY1SzAqVGbdXQ7YqohQ9Fo347IeyZM6xkr1o7IOehCI1HD2wnzMCeMRJgKiTCC0IDyPAfWzCtBjYbx3algMZtwi7Jg+r3e+CJMFCX8+WAnAOCTF1XrUttEVs6WF0Mn44Q1DXjg8oXgsJqwoCJXq9ImEe2EJfuJN2tFLMu167a6IN2ExHYWTz9DnDDmgpXlareomaEubE5zAXKvMlPGnDWtUGPq06y3T4d2RCAqpj7NWP0BdaeZdu9vls0MuxJSku7ureGoxcdaLbplzpIoAaOB9G68Q2ERnkB43Hl5o7YjjoXSdhoBwO1nkfpaO2F8Z9i0DhKhiHrtIBFGEB8ybrukBgBwYliIG/u9u2kQHcNjyLVbdJ8HY6xQRNi5Pk/Cg/hsHmxpVb7mN9vRzCnNhkmQP/lNtsXvVLcbAHQVjWpCYooijM2EabmomcFmwoa9QXhTvDHUI56ewWNhsyRJajsjc9a0gteuMD2cMCCy02sgzXZE5oQVaRRywWBu2BAn507LrgSH1ayme46kKRqj57TytJqxUt6LQFiEP5TejCAQccK0qpf3njB1+bHGzh3vYA6aCYtAIowgPmTUl2Tj0rpCSBDw6/daYx7z9LtNAICPLa/SbGh9OgqzbeoOrkRbEvcqx11UW6BVWTFxWM2q65nsXNhJJsLK9RNh6S5sbhtSZsJ0EGF5DqsaHpFqQqIe8fSMyExY6iLMNRZS53+0jKgHIqJpIM3dW5GZMG2dMJa+mK6oYTvCtHTCgMhcWLoJicwJ03KGDeA3F8aen2O3aLZsPNtmVmcE061XkiTVodKqI4GdNxAS4Q+lt0cQiArm0GpZM2cnLBJRb8w9RSZCIowgPoTceUUdAOB377dNcplO97jxupKKeIdBi6UZl9Ql15L43nk5en9VfbFmNcWjoSy1cA7mhM3X0QlT2xFTEGH+YFh1aWoKtXeWgPQTEtV4eh2dsHT2hLFWxPwsq+YfgpTkyjf1fe70RA1z0rR2wlg74kCazh1b+Fyk4UwYEB3OkV69w15tkxEZvEWYls6dIAjcYuo9gTDYGJxWwRzRs1A85sLcGqc5snr9oUgoTDq4fdqKxpkIiTCC+BByzfwSzMqW4A2E1UXSgPxp4H/89TgkCbhhSYXqRBnFpfVyOMfOc/3THts94kNTvwcmAbh0TpHWpU1ibooi7HSPLMIW6tmOWCQHgKTSjtiuuFFOm1ltDdOadOfCmAhji5+1hKUZuv2hlNsnI62I2goaILodkU8wR7HGIow5YenuCmNOWKHG13BkYXN6IoE5fwUat08WZPGpV+vFx4xITH169TJBYzEJaksmb8wmQRU2fESYPsEcAODh4IZ51JkwcsIYJMII4kOIIAi4pV5uh/jDvnY8/34rJEnCT986i+1n+mEzm7CxcaHBVQJXzJOj8Y92uNQEwXgwF2xpdb5mn2RORUOZLKKYqEqEPrcfA54ABCHyfD1g7Yj9o/6khUKzEqdfV5ytWUDARCrTTEjsUhw0rePpAfnGhaXXpeqG6RXKAfARYWOBsBrCoHU7IhP+vNIRtVwuDUScq3TbJ5mzVKixCMubQU4YEJWQmOay8ehFzVr+XOMVziG3NMrulFa/78wmAVmKE8+jJVGdYSMnTIVEGEF8SKnPBf7pSrndcONLR3Dl//cWfrjlNADgOzctwuxi7ePSp6M0144lVXkAgB1n+6Y8dtc5WYStnqN/KyIQmek60eVOOKmLtSLOLnIiS6PY6VjkZ1nVT9Rbk2xJbFaOr9chTp9RrThYXTOgHVEQhLTDOdR4eo1DOQCgNEqEpZowxwSc3WLSPH66iFM6oh57wuTzR3aFpQPbi6Z1OyL7uTBjRBgnJ0wv547XrrBoUaSls8RzV9goOWGTIBFGEB9i7rtuHv7p6rkwmwS0DY7BYhKw8caF+PvLZhtdmspV82U3bNup+CJMkiTsOCu3LF421xgRNr8iBzazCSNjQbQPJSYWTna75OfqGMrBSDWmvlk5vl5Hkc7EU2cK7YhhUUK3S792RCDSRtiTYuw7c9BK9XDClJkwXzASKZ4s0YuatXZHi7i1I+oUqa+2I6br3LGZMG1FDRNNbC9ZqjBRpFXcOyOf00yY6oRp3EXBwjnSdcLY87OsZs2CTwCooUjpOmGSJKntiJSOGIHeCYL4ECMIAv71hoW4/dJanO5xY3FVni5uQTJcNb8UP3v7HN45049QWIz5C+dElxsdw2NwWE24zIBQDgCwW8xYUJGLIx0jONw+klBy4LFOWYQtVtw+PaktcuJw+0jSCYmsHbG+RD8Rps6EpdCO2Of2IyxKMJsE1fXRmkg4R2pOWA9rR9TBCXPa5PZJbyCMfrc/JScrEsqh/Ywgj3bEYFiMau/TOOiCUzriyJg+zh0vUaO/E5aeSHBpHHLB4BVTr/WOMEYkITG962EsGAk+oWXNEcgJIwgCNUVOXLuoPOMEGABcPLsQhU4rBj0B7G6KnZLI0hyvmFeqa1vfRJbNygcAHO4YTuj4w+3ycRfOKtCmoClIdVcYc8LqdBVhshjpGB5LumWuY1iutyLPoeknxtGoTliKIqxPx2AOIP25ML1COYCICBvyBFJun2StgYKgfXsfdydMY1FTwKl90qX7TBifvWb6OWF82hG1dpV4BYmwHWEmAeqcGUEijCCIDMdqNuGGpZUAgL8c6pz0dUmS8MrhLgDAusXGLJZmXFAti7Aj7SPTHuv2BXFecZWYeNOTVGLqA2GgWxEIc3QUYSxQwx8Sk3YU2gblFsaaIv0+YIjMhKUXzMHOozWsJS9VEabXjjAgIsJCopRyGIOaNJhlhdmkbftkIbc9YfrMhM2kiHpg5s6EpbsAOeKEafv+5nBqR4zMg1l0C3SaCZAIIwgi4/nYhbIIe+Vw16So3CMdIzjV44bdEhFrRrGUibCOkWk/pT/a4YIkAdUFWZrvVopFrRpT70n4OX2KsZOfZdU82jsau8WsvkfJ7gprVxZLzyrUfrE0g6UaMjGVDJIkqcEcejthfSmGXei1IwyQrwV2Y5hqSyLbMabHNcwjHVGSpMiyZo33mvESYcM6zbBF9oTxS0fUklw7n3RE1h6Yq3FrXw4n0RhJRqRWxGhIhBEEkfFcVl+M+pJsuP0hvHSgY9zXfre7FQBw/ZIKzT91nY4FFbmwWUxw+0KqyxWPI0rL4rJq/V0wAOoOuNZBL3zBxAIZ+nzyJ5h6zoMxqlNc2MxCUmbptFgaSG9h86g/BK8SkKFHRD0Q1Y6YYpBIv47tiEBEiLCFy8miVzw9EHHC3L4QQuHUFt6O+kMIKQM1bI+XVqjBHGnPsOkTzKG2I6brhOk8E5Zue5/WO8IYvII5op0wIgKJMIIgMh6TScDnV8uJjU+8fU4VDe1DXvzvvnYAUL9uJFazCcuV+a7348yvMQ4pLYsX1BgjwkpybCjKtkGSEl8w3avoHyNEmJqQmKQIa1OcsBodnbB0IurZc/IcFjht+tywlM6gdkQAKMqWxd5Ais6dXvH0wPh2vFTdJSaI7BaT5jOvvII5hnWaYVPbEdOdCdOpfVKdCUsz6ELvYA5eM2GUjDgeEmEEQcwIPntJLaryHegYHsMPXj2FsChh40tHEBIlXDGvBCvriowuEQCwao5cx25leXQ8DrYOAzAmlAOQkzEbFDcs0QXTXV7ZCWsoz9Gsrniwma7Wwcx3wlgboScQTvoT5M5h/XaaMUpy0w3m0K8dEYg4WKm2+OkVTw8AFrNJvVFOdS5MbUXUQTSy9km3P3XnDoiIGq1n2NR2xLTTEfUK5uC7J0z7YA7ruNdLFU9AH+dupkEijCCIGUGWzYx/+9hiAMDT7zbhyh+8he1n+pFlNePflcczgVVKRP7upsG4c2Ftg150DMt72S6qLdCxuvGw/WSnEhVhY7IIW2DAXjO2PDyZGbawKKnO2awEVgbwIttuUW82knXDutliaZ12mgHR6YipzoRF9oTpARMjAynuCtPTCYt+nVQTEtUgEY3nqwDZgWWkKmyCYRFu5aZdt2AOTkEims+E8YrUV4NENA7m4DUTplP75EyDRBhBEDOGG5ZW4tsfXQRBkOPK7RYTfnTbhWgwQBTE4+LZBbCYBHSN+OIubWZR+xfMytet5SwW8yvk9+1Mz/TtiMGwqLYjGrFcWo3UTyLNsdftQzAswWISUKFT0iBDDedIci6MLaSuzDdChCXvhIXCkcRKPZyl6NcZTLMdsUincJl0ExKHx/QJuQAU5065UU61fTJaEOVp7NREz4SlurIAANy6tSPyCeaILJeeKTNh8ggBzYSNh94NgiBmFHetnYNrF5XjVLcLF9cWokznm+vpcNosuGBWPva3DmPX+YGYS5t3nZNbFVfNMWaxNGN+Eu2IzQNehCUB2Tazrq19jDrFCWsd9EIUJZgSiBZn8fRVBVmaR5FPpDzXgfN9nqQTElUnTM92RDYTlkIwB3PPzCYBRTo5S+kubGbOkl4irCBNJ0yNp9c4lIORl2WF2x9SXjf5+U8m3nLtFs138zEnLBiWMBYMp/yhFgvmYKJOK/gFc+gTJMIvoj447nyEDDlhBEHMOOpLsnHD0sqME2CMK+aVAADeOtk76WuiKGHb6T4AwOVzS3StayLM0WofGpsU/T8R5pY1lOcYsuelMt8Bq1lAICSiO8EWv0g8vf6isVxxwpioSpRO5fgKPZ2wqBm2sUBiSZkMJjJLc+wJCWMeMLE3mG47om4iLL3EwSGPPvH0jHRj6plzl6+Dc+e0mdUPWFKNqZekyM45rWfC8tRlzbyCOXRqR0xXhOkUJDLTIBFGEATBmesWlwMAtp3umxT/fqh9GP2jfuTaLbi03tgwkcJsmxoicbLbNeWxp5UEReae6Y3FbFJ3fTUnOBfWMiCLsFod58EYFYqT1ZWkCOtW2hGrdHTCcu0W2Czy7UCyLYlsIbVecfpAlBOWpgjTI6IeiMyEpRokMjymz6JmBhONqYowvRY1A3LAEGvJSzWm3hcUEVBCSLSfCbOorxlMI/hEt3REO5+ZMDYjSE7YeEiEEQRBcGZZdT4q8hzwBsJ4R3G9GK8d6wEAXLWgVL3xNRK2p+ywEpkfj9NRTphRsLmw1oHE5sKalF1tRkTqM/eNuXGJ0jWsvxMmCAJK1YXNyYkw5oSV5epXb1FO6iJMkiTdgzkK0p0J0ynunZGuEzai06JmRl6asfpMvJlNcru1lkSLkHRaEiPtiBo7YbzaESmiPibG3wEQBEF8wBAEATddUAkAeGFPm/p4MCzixf3yXjP2daO5QInIn06EneiSnbIFRoqwIuaEZb4Iq1ZFWOKR+m5fUP3EWM9gDiD1uTBDnLA02hE9gTD8IdmB0CtIJN10RPY8vUXjSMqiUecZNjVxML0gkTyHRfNWa4vZBKci9NJpSdQrmCO6HVEUUw8+GSUnLCYkwgiCIDTgc6tqAQBvnepVY9VfPdqNPrcfJTl2XLuo3MjyVNiy6EPtw3GPGRj1o11xaJZU5ulRVkxmq+Ec07cjSpKkirA5pQY4YQWyCOtIYrk0mx/Lc1h0TxFjCYnJxr73qU6YjiJMEU/eQHhSu+90MJHptJl1SyZNeybMq9+MFRBxloZTbkcMjTuP1kQWTKfm1ugVT89IN5xDFCWMBnSaCYv6OcR2faUCE2Faz9zNNEiEEQRBaMDc0hxcOb8UogT8x19PwBcM4wevnQQA3L6qFlaNU8MShS2LPt/niftJ8uEO2SUrc0i63ajEoq5EdsLO900vwvpG/Rj1h2ASEDOhUmuYE+b2hRL+hL7LgGREBhNhfUk6YSyCv1zHkJxcuwVWs+xYJOuG6b3TDIjMcqU8E6azE5Z+MId+e82A8TH1qaAmI+okEHLVcI7URI3bHwJL49d6JsxuMan/1tJpSaR2xNhkxl0AQRDEB5DvfHQRLCYBr5/owdofvIW2wTFU5jtw91VzjC5NpSjbps4vHY3Tkni4TX68Jif1dhQeNJTJaY7n+zwITTPU3qQItVmFTtgt2s55xMJps6gBEh0JtiR2sR1hOi5qZrA0x2Qj9XsMcMIEQVAFSeoiTB9BA0T2hKXqhDFHqlAnUcPaCGdCMAeQ/sJm5qDpVS9zl1JtR2TPs5lNcFi1/dkmCAKXcA4XLWuOCYkwgiAIjWgoz8W/f3wJTILsMGTbzPjRbcsNXdAcC+aGHWgbjvn1/a1DAIBag0VYdUEWsqxmBMLitEubjZwHY1QXJDcXxvaaGRGpz9Ick43UZ06YnsEcQCQhMen2SWWvmZ5OWDrpiGFRUkWNXumIqhOWomgc0TlIRA3mSFEk6LUjjJFuO6JeyYgM5l6503HCaE9YTEiEEQRBaMiGy2Zjy31X4sefXY43v3E1LjN4QXMsLqkrBAC8d35g0teCYRF7mwcBAPPyjBVhJpOAeUpEPttbFo9MEmEdCSYktinH1RQaEakvi5JkIvXDoqQ6S+U6BnMAkVCNoWSdMKXdskRH54615flDYtJ72Ia8AbX1TDcnLM2I+mHdnTClHTHNNEe92hHT3RWmuwizy/Wm6oQFwyJ8QblzgfaEjUdTETY0NIQNGzYgPz8f+fn52LBhA4aHh6d8jiRJeOihh1BVVYWsrCxcffXVOHbs2Lhj/H4//vmf/xklJSXIzs7Gxz/+cbS3tyf12ocOHcLnPvc51NTUICsrC4sWLcKPf/xjXt86QRCEyryyXNy8vFrXuZlkuFxZLr2neRD+0PibxCMdI/AEwijIsqJKf20wiQZFhJ3tdU953HkDQzkYzNFKNJyjTXH3jJhhq8hL3gkbGPVDlACTABTr6CwBEXcpWSfMiJmwHLsFFmWhMJuXShTWbpmfZYVFpznSfDWYI7UZthEdlzUD0U5YmjNhMySYQ694ekZumjH1nqjn6R04lOlo+i/69ttvx8GDB/Hqq6/i1VdfxcGDB7Fhw4Ypn/ODH/wAjz76KB5//HHs2bMHFRUVWLduHdzuyC/ce++9Fy+//DJ+//vfY8eOHRgdHcVNN92EcDhy8zDda+/btw+lpaX47W9/i2PHjuHBBx/Exo0b8fjjj/N/IwiCIDKYeWU5KMu1wxcUsa9laNzXdp2T3bFL6gph0ja9OSEayuW5sNPTOGFneuTfGXNLjYvUr05ShLUq7YhGOGEsEn/AE0g4cbBXcZWKc+ww63xxFKsLm5MLEjFiJkwQhMiuME9yQmFgVN/F0gCHYA61HVHniPoU0xH1ngnLTbO9T42n16l9Uo2pT7N90mE1ZUwgVaag2d/giRMn8Oqrr+K9997DqlWrAAC//OUvsXr1apw6dQoLFiyY9BxJkrBp0yY8+OCD+NSnPgUAePbZZ1FeXo7f/e53+PKXv4yRkRE89dRT+M1vfoPrrrsOAPDb3/4WNTU1eP3113H99dcn9Np33HHHuNeeM2cOdu3ahZdeeglf+cpXtHpbCIIgMg5BELC2oRQv7m/HlmM9WDO3RP3aq0e7AQBrG4qBvk6jSlRhTtiZ3vgizBsIqTNjCytydakrFqwdkc16TcVYIKwKhFoDnLACpxV2iwn+kIhelx+1xdPX0OOSXTO9WxGBiJPV707WCdN/JgyQ57n6RwNJ7wpjTliRniJMEYy+oAhfMJxU+IMkSWpboH5OGK90RL1mwtJtR1ScMLvOQSIpikbmoOnl3M0kNLvidu3ahfz8fFUEAcBll12G/Px87Ny5M6YIa2pqQnd3N9avX68+ZrfbcdVVV2Hnzp348pe/jH379iEYDI47pqqqCkuXLsXOnTtx/fXXp/TaADAyMoKioqK435Pf74ffH/nUzeWSl5cGg0EEg6kv3eMBe32j6yBmBnS9EBO5YYkswv56uBMPXN8As0lA66AXRzpGYBKAaxqKsL/P+Gumrlh2bM71jcLnD8R0YI53jECSZLcjz24yrOZZypxV84AHgUBgykWwTX2yqMx1WOC0GvM+V+Q50DLoRdugG5V5098wdQzJLZ+lObZJ9Wr9M6Y4W7596XaNJfUabK9ZgcOs63tcoAiFfney9coCvtBp1a1euyDBJACiBAy4x5JKvvQGQggoyaXZlsT//tO5XpwW+d/ViDe1ezEmjJ1WfX5WOK2s3kBKrzekuL/ZOv1sc9pk92rE60+t3lH531yOjd+/uUy+h0mmJs1EWHd3N8rKyiY9XlZWhu7u7rjPAYDy8vFLTMvLy9HS0qIeY7PZUFhYOOkY9vxUXnvXrl34n//5H7zyyitxv6eHH34Y3/3udyc9vmXLFjidGTAsAWDr1q1Gl0DMIOh6IRghEXCazegfDeCHv3sVy4okvNJqAmDC3FwR+3duA2D8NSNKgM1kRiAk4tmX/oaKGD96d/UIAMwoNvuwefNm3WtkBEVAgBluXwh/+PPfkDOFrjk2JNecZwoaVrM1JP99v7ptN/qPTx/CskO5PoLDvXFr1up6aVber7PtfUm9Xz0jZgACju3bhb7jmpQWE79Lfq+2v38AUmviATe72+Tvc3SgW9frIstshick4K+vvRHz31g8hv0AYIFJkPD261swxecOMUnleunyyq/Z7/Kk9B619cjXxKmjB7G540DSz0+Wpl757/R8Wxc2b+5I+vmHWuRrqb+rHZs3t3KvbyK9HfLrHT1xBpvHTiX9fPazLeRL7e9nKoz+fRQLrzexICYgBRH20EMPxRQi0ezZswcAYn7qJ0nSlJ8GxnpeIs+ZeEwyr33s2DHcfPPN+Ld/+zesW7cu7mts3LgR999/v/pnl8uFmpoarF+/Hnl5eVPWpzXBYBBbt27FunXrYLWS5UtMDV0vRCxOWk/jlzuasctdgC9+cgUe/NEOACF8rfEifGR+UcZcM891vY+9LcMonLscjRdVTfr63ldOAudbcfmSejTeGLvzQS8ePfkOOkd8mHfRGlxcWxD3uP73WoGTJ7F4djkaG5frVl80b3qP4OyhLlTMWYjGtfXTHv/W/x4BOrpw2QUL0Hjl+OO1/hkzu9OFJ0++B7/JjsbGqxN6ji8Yhn/XGwCAT390na7tUe/4j+LIUCdq5i5AYxJ7Avf+9QTQ3oblC+eicV2DhhWO59FTO+AZ9OKCS1Zj5ezC6Z+gcLLbDezfhUKnHR/96NUJPy+d66Xb5cP/O/QOfKIJN964ftr7xYn88OR2wDOG69auxkVT/BvlhfV4L547dxCOvEI0Nq6a/gkT2PXn40BnOy5YOA+NH5mnQYXjaXr7PN7sPIvS6lo0Ni5O+vnhw13AySOYVV6MxsaVXGrK5HsY1iWXCEmLsK985Sv47Gc/O+UxdXV1OHz4MHp6eiZ9ra+vb5LTxaioqAAgO1mVlZXq4729vepzKioqEAgEMDQ0NM4N6+3txZo1a9RjEn3t48eP4yMf+Qi++MUv4tvf/vaU35fdbofdPtmWt1qtGXMRZFItROZD1wsRzT9d04Dfvd+GY51uXLdpB0b9ISwoz0XjBdUIh+W+/ky4Zi6YVYi9LcM43j2KW2PUcrRT/iW4rKbA8FrnlOagc8SH1iEfVs2NX0vniNxiNLs427Caq5RAkL7RYEI1dCk7wmqmqFmr66WqSE69HPAEIJjMCSUHdruVJbcWEwpzspK+WU+H4hy5jdblCyf1fgwpoREleVm6XhcFTitaBgFPQErqdUcDkvr8VOpN5XopzpX/HsOihKBkQnaSexjZfrGiXIcu73GBMo846k/uWmB4AnK7Z77Trku9+UoSqTcopvR6YyH5msh18P9ZkAm/jyaSTD1Jx5SUlJRg4cKFU/7P4XBg9erVGBkZwfvvv68+d/fu3RgZGVHF0kTq6+tRUVExzl4MBALYtm2b+pwVK1bAarWOO6arqwtHjx5Vj0n0tY8dO4ZrrrkG//AP/4D//M//TPatIAiC+EBRlG3Df35yGUyCnGiVa7fgh5+5EKZMiEWM4oJZ+QCAw+3Dk77mD4VxTBFhF9Uk/gm+VtSVyMKmecAz5XFGxtMzWEJi10hiaY5sp1hVgf7LpYuz7TAJgCQlHlPPgk9Kc+y6CjAgEqwxmGSkPjtez3REIHLjnWxC4ojOO8IAIMtqVlcAJBvOIYqSGnQxc/aE6Vsvi5UfTbFelqqYQzvCJqHZO7Jo0SLccMMN+OIXv4hf/OIXAIAvfelLuOmmm8YFYyxcuBAPP/wwPvnJT0IQBNx77734/ve/j4aGBjQ0NOD73/8+nE4nbr/9dgBAfn4+7rzzTnz9619HcXExioqK8I1vfAPLli1T0xITeW0mwNavX4/7779fnRUzm80oLS3V6m0hCILIaD5xUTUWVubicPsI1jaUoDJf/xvs6WAi7FinC/5QGHZLJL3tRJcbgZCIQqcVsxNI+NOaumLZsWnun3pO4HwGLJdme+wS2RUmipIq1ph40xOzSUBJjh29bj96Xf6EdvCxZMRiHePpGSyNsW80uUh9JsIK9RZh6q6wZEVYZK+ZXgiCgLwsKwY9AbjGQqjMT/y5nkAIojKiN3P2hOm7rDndPWFqOiLtCJuEpu/Ic889h69+9atqkuHHP/7xSXu4Tp06hZGREfXP3/zmNzE2NoZ77rkHQ0NDWLVqFbZs2YLc3EjM8I9+9CNYLBbceuutGBsbw7XXXotnnnkGZnPkF/F0r/2HP/wBfX19eO655/Dcc8+pj8+ePRvNzc1c3weCIIiZxMKKPCysMHbOdSrqS7JRkmNH/6gfB1qHcdmcYvVr+5U9Z8trCnR3O2LBRBUTWbEIhkW0KE7Z3DID95oVJL7XrH/Uj2BYTtEzagl5WZ4iwtw+ANPfebNI/bJc/etlwo8JwUQZMMgJK0hxV9igsgetKFvfFQB5DosswpJ0a1gros1iSiqKPx3YLKI3EEZYlJLesefWebl0DjfRmFltg5mApiKsqKgIv/3tb6c8RpLGpwQJgoCHHnoIDz30UNznOBwOPPbYY3jsscdSfu3pXoMgCILITARBwOq5xfjLoU7sPDcwToS9e7YfALCyLv66ET1hIqxlwBM3HKpt0ItgWEKW1YxKgwQNEFkS3T8agDcQgnOK2ZrOEbYjzGHYAlZZTLnQ40rMXWIirCJf/71mpWyvWRJOmCRJGDJgTxgQcbJcSYqwIS+rV98b7lTrHfHq29oHRPZuAXKrXrL71Nhyab2csJw0nTA3tSPGhVZXEwRBEDOONXNl4bVTEV2AnH6389wAAODqBZnRVl5T5ITZJMAbCKPbFbvN71yf7ILNKc02dP4u32lVF9a2D03thnUqbpkR82AMtiS61z19+yQQabOsMEDosnbEQU8AophYRL1rLISQcqxRIizV5dJ6t08yVyh5J4y5SvoJBJvFBLvFNO71k0Fd1qyTcGRiL/V2RLneHGpHnASJMIIgCGLGceV8WWTtax1Sb67fbxrEWDCMslw7FldmRjul1WxS3bBT3e6Yx5xTFjXPLTWuFZHBgkFaB6aeYWMizIh5MEap0lbY607MXWIiuMwAEcbaEcOipLpF0zGoHJdtM+vWKsdg7kyy7Yiqc+fUWYQ5mBOWnFBwGRAkAkQEVLItfmFRgicQVs6hlxMm1zrqC03qXksEdSaMnLBJkAgjCIIgZhzVBVm4pK4QkgT8+ZC88PQP+9oBANctLs+IeTDGwgp5pvlkHBF2ukd+PCNEmNKS2DY0nQiTBU21gU5YWa7ihCXYjsiOM8IJs5pNKFCETaJzYYMeud4iA4JEUg3mYMJRfydMvsFPth2RfX96tiPKr8fmrJKrdzRKtOkmwpTXCYkS/CEx6eer6YjkhE2CRBhBEAQxI/nERdUAgOd2t6Jt0ItXj3YBAP5uVa2RZU1ikeLKneyKvcTzuBKpv7jKePeuVkmUbBucuh2xY1gWaUY6YUyE9SXajqjOhBlTc0mSc2FMrOkdcgGkE8xhzAyb6oQlKWrYTFhhknNZ6ZJqQiL7/uSWRn3cUafVDPaZVirhHG4/ibB4kAgjCIIgZiSfvKgaJTk2tAx4ce1/bUMwLOHSuiIsqUoio1oHpnLCfMEwzvbK7YhLMkCE1RTKzlbr4NROWIvSrji7OAMi9ePM2kXjC4ZVQWFUmmOJmpCYmAjrc0f2mukNa0dM1llSZ8L0bkfMSq0dkbWGFuhcr9qO6E/u/WUiKE/H1j6TSUCOLfW5MNoTFh8SYQRBEMSMxGmz4PufXAazSUAgLCLXbsF/fGKp0WVNYqHihJ3tHYUvGB73tTM9owiJEgqcVkNdJcYsZSasfYp2REmSVJFm5C62yoLITFgwPHWbFJsbzLKadb2BjUbdFZbgDBubdSvLM0CEqcEcwYTngIJhURUJ+jthSjtikk4Ya0csmCFOmN6hHAwmoEZTcMKYcNO75XMmQLKUIAiCmLGsX1KBP3/lcuxvHcY1C0oxq9D4Bc0Tqcp3qHvNjnSM4JKo+PxjnfKezCVVeRkxx1ZbxNoRvXEj9ftG/fAGwjAJMPT9Lsm2w2YxIRAS0T3iU0NFYsHcsvI8u2Hvc6QdMbGZMCOdsIIsWUSFlCCIRFrJmKskCPoHXaSajsjSH/V27lIXYcaEXLC//2Sdu1BYhFcJEqF2xMmQE0YQBEHMaJZU5WPDZbMzUoAB8l6zlbMLAQD7lGXSDPbnC2YV6F1WTFjQhicQVlvLJsJaEasKsmCzGHcbYTIJqFLcw85pFkz3uCJ7zYyiNDe5mTA262aEE5ZlMyNLSWQcTFA0DimLmguyrEkvIE6XVNMR1Zp1d8JSnGEzKM0xVSfM4484/9kkwiZBIowgCIIgNGZFHBH2XpO812xVfWYsl3ZYzWpbZPOAJ+Yxzf3y43UGzoMx2J6yzpHERJhRoRzAzJoJAyKx+v2exOo1akcYEJWOmHI74sxwwoaNEmGKgPIEknTuFOfMbjEZ+oFNpkLvCEEQBEFozIo6WYS93zSIkDK/1DE8hrbBMZhNAlbWZYYIA4B5ZXJUPgsMmUgklMN451EVYcNTh3N0jxgXT89g7YgDSbYjGrHXDACKk6yXtSMWGyHCHKmlOUbaEWfGnjCjnLDcFJ0w2hE2NSTCCIIgCEJjLqjOR1G2DSNjQbzfPAgA2H66DwCwtDo/o+Yl2L6yeCKMPc6WUBsJE2HtQ1M7Yd0u+etGtiMmE8whSRL6FMeMtTHqTYkipgYSdO6MSkYEotMREw8SAeTgESAyA6cXuSnuCTNquXS2jc2EJSnCaEfYlJAIIwiCIAiNsZhNuHZhGQBgy7EeAMDLB+Ql09cvKTesrlhM54Sd7pWj9hco0ftGUl2Q2EwYE2mzCo1bLs0EYN+oH2FxaqEw7A0iGJaPKTFgWbP8usnNsA0ZtCMMiDhhoiTPMyaCLxjGmJJWWpCts7NkT81ZGjEozTHVmTA3xdNPCYkwgiAIgtCBG5dVAAD+eLADxzpHsLtpEIIAfGJ5tcGVjUcVYX2TRZg/FFbbEeeXGy/CIu2IiYowA9Mcc2wwCUBYlKZ1l1g8fYHTqttS3omoM2EJtiMOeo2bCXNYIzNHrMVwOpigMZsEVRTpRartiOx7070d0Z7anjA2o6d3vTMFEmEEQRAEoQNXzS9DXbETw94gPvqTHcpjpaqQyBQaFBHWPjQGz4SbrvN9HoRFCXkOC8oMapOLJlqExWtD8/hDaqtctYFOmMVsQlmu7IZ1jUw9w2Z0KAcQNRMWJyVzIqoTZkA7oiAI6uuyxMPpUBc1Z1l1X1uQajviTEtHZO2TtCMsNiTCCIIgCEIHzCYB//GJpbAo8d25dgu+/dFFBlc1meIcO8rz7JAk4HiXa9zXTvdEWhEzYa9ZVX4kUj9ePHmH4pLlOSyGfyJfrqQzsr1l8egbNS6ensHaIBOdCRswMB0x+nUHEkxzNCqeHkg9HTEiwvR9j3PsinOXtBNGi5qngkQYQRAEQejE2oZSvHzP5fj2RxfhL/98BeaVGd/SF4tl1QUAgMPtI+MeP6L8eWFFnt4lxSTLZlZnkNqHvTGPaR+SH8+EPXKVylxYzzQirNeVAU5YdmppjkYFibBUxqGE2xEVJ8wA5461I44GQhCnmQ+MZsY6YVk0ExYLEmEEQRAEoSPLZuXjrrVzUJcB6YLxuGBWPgDgaMd4EXagbRgAcFFtgc4VxYdF5bNZtYm0DRofysFge8oSbkc0sOWTzYQl6iwZ3UKpOmEJR+rLAkHveHog4oRJkizEEkGSpIgI0ztSP82ZMHLCYkMijCAIgiCIcTARdkgRXQAQCIk4ooiyi2oLjSgrJvXK0uim/tjLpVsHM8cJYwmJPdOIMNauaGSkPhNhg57AtGmOobCoBnPMFCeMxdPr3doHyEvRbWb5FtyV4G6zsWBYTcw0zAlLUoSNqE4YibBYkAgjCIIgCGIcy2sKYBKA8/0edI3ITtKxzhEEQiIKnVbUZcCiZgZzFOOJsPNKyuOcUuOdx8oEnTD29cp849y7IqcNgiDHvk8nbAY9AUgSYBKMiagHIvvJBhMMEjFqUTODuVlMDE4HEzQWk4Bsm76JmWzPV7IzbGxO0+hZzEyFRBhBEARBEOMocNpwYU0BAOAdZan026fk/66sK8qIUA4GE2HN8USY8ngmiLDyBGfCupQwkcoC45wwi9mkCpvpWvxYpH5xjh1mkzHXRlFOsiJMaUc0TDQmJ8Iizp3+aY45ajtiksulfTQTNhUkwgiCIAiCmMTV8+Xl0m+dlMXXa8e6AQDXL6kwrKZYzGEibGCyCPOHwmhT2hHnluboWlcsKqPSEeNF6odFCT2KqKky0AkDIi1+0yUk9o0aHyRSlKQTNmjQzi0GCwRJPEjEuJ1bbIbNFxQRDIsJP48i6qeGRBhBEARBEJO4dpEswt481Yud5/pxstsNi0nAukXlBlc2HuaE9Y8G1BtVRuuAF6IEZNvMGbHXjAVzeANhNb57Ir1uH8KiBItJMDSYA4jMhfVNJ8IyIEiEtUEmKsKYsCwxKkhEdcKSFGEGtE9mRy2znrg7cCrUiHpqR4wJiTCCIAiCICaxpCoPF87KRyAk4vZf7gYAXLeo3JCbwKnIsVtQpYibU93ucV8718daEXMyooXSYTWre6nitSR2DkdCOYxq7WOUKsulmciKx4wUYcpxbB+a3hSqTlhyM2FGOGFWswkOqywZEp0LkySJnLBpIBFGEARBEMQkBEHAd25aDKtZFgLZNjP+5YYFBlcVm0WV8t6yExOWSzNRNq/M+FZEBgvb6Bgai/n1TmUerMrAeTBGhbIseiZE6jMRNjwWnDbNEYjMuRUb5IQl3Y7oNU6EAZGFzWzOazrGgmGElL8HmgmLDYkwgiAIgiBisrKuCP979xr8y/UL8Mf/c3lGzFXFYnGVLMKOd44XYUc75Uj9JVWZsVwaAGqLZBHGovMnwtIojUxGZFQoNXRPEySSCTNhrL1PkqZv8fMFw2rcerFhTlhq6YjGzbBZx9UxHdFpjllWfdMcZwokTQmCIAiCiMuFNQVqUmKmojph3RNEmLLXbFl1vu41xaO2SI73jyfCMmq5dIJ7zTLBCbOYTcjPsmJkLIghb2BKh4u1ItrMJnURsd4UphjMUWCUCFNeN9G9ZiyePs+ANMeZAjlhBEEQBEHMaBYrIuxktxu+YBgA0D/qR9eID4IALJlBIoylPNYVGx+pX5EvC5npnLD+DBBhQHSa49TCpl+N1LcZJhCYs5ToTNiwwYuPC5J07tR4egf5PfEgEUYQBEEQxIxmdrETpbl2BEIiDrQOAwAOKv+tL8lW9xxlAjWKCGuLI8KYOJudAQuxo/eaiVPMWWWCEwZEdn5N5y4NeIxNRgQitSaajjjoiQhHI2DibzhhJ8zY9smZAIkwgiAIgiBmNIIgYPWcYgDArvMDAIBtypJp9nimEO2ETdwVFgyLaFcCO2ZngBNWluuAIADBsKTu1ZqINxCCW5mvMlqEsXCO/umcMDWUwxhBA0RmwoYS3WvmkUVNUbZBQSJZTDQm6YSRCIsLiTCCIAiCIGY8a+bKYmvHmT5IkoS3TvUCAD6ysMzIsiZRXZgFQZB3hU3cv9UxNIawKMFhNWXEXjObxYRi5aa/O85cGIvUz7FbDJuvYjBna7pIfTUZ0SBBA0TSEV2+EEIJLEBmThhbSq03kWCOxESjOhNG8fRxIRFGEARBEMSM56oFpRAEYH/rMP52tBvtQ2OwWUxYPTeznDC7xYyaQtkNO9s7Ou5rLUorYm2REyaDd4Qx1LmwOCIskuboMDyAoVyJ1O+dVoSxdkTjnLDogI3pEgclScIQc8IMqjnpmTB1hi1zWoEzDRJhBEEQBEHMeCrzs7C2oRQAcM9z+wEANyypgNOWeTeB88vlqP8zPeNF2DlFlGVCKAeDJSTGC+foUpywygLj0xzL1OXSUweJsHREI9sRLWYTcpXQiunCOUb9IQQUt8woJ4zNdiUaUR8J5iAnLB4kwgiCIAiC+EDwL+sXwGaWb22yrGZ87boGgyuKTUN5LgDgdI973OMnlYj9hZWZs9esIj8SzhGLTsUJq86A5dKshbPHNbUT1q84YUa2IwKJx9QzFyzLakaWzZidW0yEJeqEseNoJiw+mffxEEEQBEEQRAosm5WP33/5Mmw71Yd1i8szdrl0PCfsZLcsyhZV5OpeUzxUJyzuTFjmLJcuU9sRp3HCMiCYA5DDOVoHpw/nYGmOLHjECNgMW6JOGHP3WBsjMRkSYQRBEARBfGC4uLYQF9cWGl3GlDSUKU5YrxuSJEEQBIRFCacUEZZZTpgsrpjjNZEuRZxV5meCEybX0D8aQFiUYI4zV5cJEfVARNhM5y4xp8xQEaY6YYkFc7DjjGqfnAlQOyJBEARBEISOzCvLgc1swrA3iJYBOYyjecADf0hElvX/b+/eg6Ms77+Pfza7m82BZEmyJJtwDIgCxgPloKgtVCFVpD6tM3XEinT0sbUVNbXWQ+kzUmYUxdF2hFbr4WmdQX90pmprfSw/YrVUikJ+CIJggQrhHEJCTiQhp72ePzb3hiWn3QJ734H3a4ZxuPcOeyV8yeTjdd3frzvSxt4JrLVY6zyVtRM21AHPhAUGJcvlkjpCRsd62V0KhYxjdsKsUNVb+3+Ltd4sW3fCwiGssbVDbTF0c7SC42BCWK8IYQAAAAmU4nXr0mF+SVJZ+TFJ0sa9NZKk8fkZve7g2MEaGn2otrnbD9+hkInMNRuaZX8I87i7Wur3diSxurFV7SEjl8v+nTCrO2NVP90crUCTY2MIy0jxymp+GcuRROs4YlY6xxF7QwgDAABIsMmjsiVJ/1MeDl///HeVJOnqCwK2raknuRk+pXiTFDLhOWYnq6g/oZb2kDxJLkfshEldzTkqe2nOYTUYCQzyyeu298dga7h11fF+Wup37upl2bir5E5yRebA9Xd8MhQykeOIdq7Z6QhhAAAACTZ5ZPi5tY93V8sYo3VfVkuSrhrjrBDmcrm6jiQeiz6SWF7VKCl8ZNFjc6Cx9Necw3qGzWo4YqfIcOl+QliNA1rqSyc35+j7+GTDiXaFjPUx7IT1xhn/YgAAAM4jV47Jkc+TpH3HmrTik7062tCiFG+SvjJysN1L62ZEdnhu2b7qxqjrezp/bx1ZdIK8zuYcve2EWfPO8hwUwqoa+g41xxywEybFPrDZOj6ZluyWz2NPS/2BgBAGAACQYIN8HhVfHJQk/Z8/b5MkzS7Kd+QPrVbIKq/ueSdsVMA5w6W7dsJ6OY5o7YT57X0eTIr9OKIVwuzsjijFPiushqOIMSGEAQAA2GDB1y9Qsif8o1iyJ0k/+voFNq+oZxfkhueanTpc2gplhU4KYZGBzT0fR7R2wpww18zaCTvW1Kr2PjoOOi6E9dOYIxLCaMrRp7MawmpqajRv3jz5/X75/X7NmzdPtbW1fX6MMUaLFi1SQUGBUlNTNWPGDG3bti3qnpaWFt13330KBAJKT0/XTTfdpAMHDvzH711dXa1hw4bJ5XL1uz4AAIAz4aJghv7r7it1z/QxWvn9KyNhx2nGdQ6PtoZJW3Z1hrLRAees25prVtFLCDvioOOI2enJSnJJxqjXlvpSV2MOu0OYtbPV33Dpmsa2qPvRs7Mawm677TZt3rxZq1at0qpVq7R582bNmzevz49ZunSpnnvuOS1fvlxlZWUKBoOaNWuWGhq6/uGXlJTo7bff1sqVK7V27VodP35cc+bMUUdHx3/03nfddZcuvfTSM/NJAwAAxGjSyCw9esM4Rw+YvjAvHMKONrSouvPoXP2JtshO2MUFzhkuPayzVf6Bmp6HS1c4qDGHO8ml7PS+j0+eaOtQw4l2SV3HF+1iNQap7i+EMSMsJmcthH3xxRdatWqVXnnlFU2bNk3Tpk3Tyy+/rHfffVc7duzo8WOMMfrVr36lhQsX6uabb1ZRUZFee+01NTU16Y033pAk1dXV6dVXX9Wzzz6rmTNnauLEiVqxYoW2bt2q999/P+73fuGFF1RbW6uHHnrobH0pAAAABqx0nyfyXNiOzt2w7YfqJYWHNNs5RPhU1ryyY42tamxpj3rNGGfNNZP6fy7saGc483mSlJniSdi6epLTeXyyup9n2KxnxrLojNins/a3+fHHH8vv9+uKK66IXLvyyivl9/u1bt06XXTRRd0+Zs+ePaqoqFBxcXHkms/n0/Tp07Vu3Tr94Ac/0MaNG9XW1hZ1T0FBgYqKirRu3Tp94xvfiPm9t2/frsWLF2v9+vXavXt3v59TS0uLWlq6Cq++PvwNqK2tTW1t/Q+uO5us97d7HRgYqBfEi5pBPKiXc8+FuYO0t7pJn+2v0ZSRfm3ZH55vNiE/47T/ns9kvaS6JX+qR3XN7So/Wh/ZxZPCQae5rUMul5Sb7nFEfeZ0PjdVUdvU43oO1YSbnwzJ8Km9vb3b64k0OCXcNKbqeEufX7vq4+Hdxkyf+6x8jZ38/SWeNZ21EFZRUaHc3Nxu13Nzc1VRUdHrx0hSXl5e1PW8vDzt3bs3ck9ycrKysrK63WN9fCzv3dLSorlz5+qZZ57RiBEjYgphS5Ys0S9+8Ytu11evXq20NGe0Zy0tLbV7CRhAqBfEi5pBPKiXc0dak0uSW++s/5cK6rdr1c4kSUnyHj+s9947dEbe40zVS0aSW3Vy6U/vr1VRlolc39MgSR4N9hq9v3rVGXmv09VSF/46/nPjFqVWfNbt9c3V4a+7t71J7733XsLXd7Iv6yXJo/2VNX2u5Ysvw5/T4fJdeu+9nWdtPU78/tLU1NT/TZ3iDmGLFi3qMYicrKysTFJ4wN+pjDE9Xj/Zqa/H8jGn3tPfez/22GMaP368br/99j7/3JM99thjevDBByO/r6+v1/Dhw1VcXKzMTHvPQ7e1tam0tFSzZs2S18v2L/pGvSBe1AziQb2ce8ZUNOjPv/5Yexo9um7W17V4y0eSWnXbrCt0RWH2af3ZZ7pe3q3drANfVCp/zMWafeWIyPU/f3ZY+nyrLhyardmzp5z2+5wJW/97p8qOlitnaKFmzx7X7fWqT/ZJO/+lC4fnafbsyxO/wJPsPtqo57f9Uyfk1ezZ3+j1vv+qKJOO1eiqyZdr9mX5Z3wdTv7+Yp2Si0XcIWzBggW69dZb+7xn1KhR2rJli44cOdLttaNHj3bb6bIEg+F5GRUVFcrP7/pLq6ysjHxMMBhUa2urampqonbDKisrddVVV0Xu6e+9P/jgA23dulV//OMfJYUDmiQFAgEtXLiwx6Dp8/nk83V/KNLr9TqmCJy0Fjgf9YJ4UTOIB/Vy7rh4WJaGZPh0tKFFr6zbp+rGVqUnuzVldEDeMzTb7EzVy4iccMv8Q3UtUX/eobrwIyUjc9IdU5dWN8djTe09rqm6s9Ng0J9q+5qDg8Nf14YT7Qq5knqdaVfbHD42Gcg8u2t24veXeNYTdwgLBAIKBAL93jdt2jTV1dVpw4YNmjp1qiRp/fr1qquri4SlUxUWFioYDKq0tFQTJ06UJLW2tmrNmjV6+umnJUmTJk2S1+tVaWmpbrnlFknS4cOH9fnnn2vp0qUxv/ebb76p5uauzjllZWW688479dFHH2nMmDHxflkAAADOWS6XS8UT8vT6+n361fu7JEnXO3S49KjOJiJ7OodJW/YdCx8VG5HtjEdIpK5ZYZUNPbfUt7om5jqgm2NmqkeeJJfaQ0bHGlt7nbVGY47YnLVnwsaPH6/rr79ed999t377299Kkr7//e9rzpw5UU05xo0bpyVLlujb3/62XC6XSkpK9OSTT2rs2LEaO3asnnzySaWlpem2226TJPn9ft111136yU9+opycHGVnZ+uhhx7SJZdcopkzZ8b83qcGraqqqsjHDh48+Gx9WQAAAAak//3V0Xrz0wM60RaS1+3SPdNH272kHl2QG27GsavyeNT1vdXhUDbcQSHMmld2pL7njoOREGZze3opHMRzBiXrSH2Lqo/3HMKMMapuDK/Z6qaInp3VXpevv/667r///kgnw5tuuknLly+PumfHjh2qq6uL/P7hhx9Wc3OzfvSjH6mmpkZXXHGFVq9erYyMru42v/zlL+XxeHTLLbeoublZ1113nX7/+9/L7e76vzGxvDcAAABiUxhI14q7rtD/23pYxROCGntS50EnGZsXHh69v6ZJza0dSk12yxgTGTZ9oYPWPXRwOMgcrG3usQdCZedwaSfshElSTrpPR+pbem2pX9fcprYO03mvc0YXONFZDWHZ2dlasWJFn/dYz2JZXC6XFi1apEWLFvX6MSkpKVq2bJmWLVt2Wu99shkzZnRbCwAAALpMHpWtyaNOrxHH2RYY5FN2erKONbbq35XHdckwvw7WNqvhRLu8bpfGDBlk9xIj8vw+uVxSa3tI1Y2tkeOJloPWXLPBDglh1sDm4z0PbLbCWWaKRyle5x1VdZKzNqwZAAAAsMMFueGgtasyvPv1r8Ph/44ZMkjJHuf8+OvzuDWkM3gdqm2Oeq2uuU0NnQOnCwY7Y7i0FRKPNfYcwqzjkwEHHJ90OudUIQAAAHAGjAuGjxxuPRh+5OVfFeHW4ePz7R0p1JOhWeGAdWoIO1ATbiSSk56stOSzengtZtYRw6rGno8jVnXukA3hebB+EcIAAABwTrGOTK7ffUyStOVAOIxZ4cxJrF2uQ7XRHRKto4jDspyxCyZJ2f0cRzzKTljMCGEAAAA4p1w5OhzCvqio17HGVm0oD4exqac5WPpsGDq4t52wzufBHBTCAunhcFXdS2MO65kwdsL6RwgDAADAOSU3I0VjhqTLGOn5v+1SbVObMlI8Khrqt3tp3VghzJpjZjlYa+2EOaelvtWYo6qfnbAh7IT1ixAGAACAc87MCXmSpN+vK5ckFU8Iyut23o++hYF0SdLuU4ZL7+8MZUMd0pRD6pprVlHf83DpSAhjJ6xfzqtEAAAA4DTdMW2U0pLDbdLdSS7d/bVCm1fUszGdnRz3VjeqvSMUuf7l0fCwaSukOUG+PxzCqo63qLU91O11dsJiRwgDAADAOWfo4FS9dudUfXviUL18xySNCzqvM6Ik5WemKMWbpLYOo/2dz4G1tHeovDq8E2YNn3aC7PRkJbuTZIxU2dB9N+xwXXj9+Q6Za+Zkzuh3CQAAAJxhU0Zla4rDh0snJbk0OjBI2w/X68vK4yoMpKu8qkkdIaMMn0fBTOcEGpfLpaA/RfuONami7kTU82rNrR2qaWqTJOX7nXOE0qnYCQMAAABsNHpI+MihdQRx55HwcOmxeYPkcrlsW1dPgp1HEg/XRe+EHercBRvk8ygzhX2e/hDCAAAAABtZ88u2dA6X3tUZwi7Mc95cM+u5sIpTQtjhzjln+f4UxwVHJyKEAQAAADayhkv/T/kxGWP0mYOHS1s7YdbOl8Wac5bvoG6OTkYIAwAAAGx0+fDB8rpdOlLfor3VTfp0X42krnDmJPmdz6hZO18WK5QNpSlHTAhhAAAAgI1SvG5d0jlIetkH/1bDiXb5U72O3AkbkRNuxlFeHT3XrOs4IjthsSCEAQAAADa7dlyuJOnNTw9Ikq4bnyuPA4dLj8oJNxHZW90kY0zk+r7O4dLDsghhsXDe3ywAAABwnrll8nAN8oW7Crpc0p1XO3O49PDsNLmTXGpu69CR+pbIdauz45ghzplr5mSEMAAAAMBmuZkp+r/fm6IbioJaNneiijqPJzqN150U2e3aUxU+klh/ok2VDeFAZrXbR99o4g8AAAA4wNTCbE0tdF4zjlONyknX3uomlVc3atqYHO0+Gg5jeZk+ZaR4bV7dwMBOGAAAAICYFQY6h0tXHo/67+gARxFjRQgDAAAAELMJBZmSpC2d88x2WSGMo4gxI4QBAAAAiNlXRmRJkrYcrFVbR0hbDtRKki4ucOZzbE5ECAMAAAAQs9GBdGWmeHSiLaTPD9ZFdsQmjhhs78IGEEIYAAAAgJglJbl0eedu2ItrvtTxlnZlpXl1YZ7zhks7FSEMAAAAQFyuvWiIJOm/tx2RJM24KFfuJJedSxpQCGEAAAAA4vK/Lh+qzJSuaVd3TBtp42oGHuaEAQAAAIhLVnqyXpk/RS+u+VLXXxzUxM7jiYgNIQwAAABA3AbKcGkn4jgiAAAAACQQIQwAAAAAEogQBgAAAAAJRAgDAAAAgAQihAEAAABAAhHCAAAAACCBCGEAAAAAkECEMAAAAABIIEIYAAAAACQQIQwAAAAAEogQBgAAAAAJ5LF7AQOZMUaSVF9fb/NKpLa2NjU1Nam+vl5er9fu5cDhqBfEi5pBPKgXxIN6QTycXC9WJrAyQl8IYaehoaFBkjR8+HCbVwIAAADACRoaGuT3+/u8x2ViiWroUSgU0qFDh5SRkSGXy2XrWurr6zV8+HDt379fmZmZtq4Fzke9IF7UDOJBvSAe1Avi4eR6McaooaFBBQUFSkrq+6kvdsJOQ1JSkoYNG2b3MqJkZmY6riDhXNQL4kXNIB7UC+JBvSAeTq2X/nbALDTmAAAAAIAEIoQBAAAAQAIRws4RPp9Pjz/+uHw+n91LwQBAvSBe1AziQb0gHtQL4nGu1AuNOQAAAAAggdgJAwAAAIAEIoQBAAAAQAIRwgAAAAAggQhhAAAAAJBAhLBzxG9+8xsVFhYqJSVFkyZN0kcffWT3kuAAS5Ys0ZQpU5SRkaHc3Fx961vf0o4dO6LuMcZo0aJFKigoUGpqqmbMmKFt27bZtGI4xZIlS+RyuVRSUhK5Rq3gVAcPHtTtt9+unJwcpaWl6fLLL9fGjRsjr1MzsLS3t+vnP/+5CgsLlZqaqtGjR2vx4sUKhUKRe6iX89c//vEPffOb31RBQYFcLpf+9Kc/Rb0eS220tLTovvvuUyAQUHp6um666SYdOHAggZ9FfAhh54A//OEPKikp0cKFC7Vp0yZ99atf1Q033KB9+/bZvTTYbM2aNbr33nv1ySefqLS0VO3t7SouLlZjY2PknqVLl+q5557T8uXLVVZWpmAwqFmzZqmhocHGlcNOZWVleumll3TppZdGXadWcLKamhpdffXV8nq9+utf/6rt27fr2Wef1eDBgyP3UDOwPP3003rxxRe1fPlyffHFF1q6dKmeeeYZLVu2LHIP9XL+amxs1GWXXably5f3+HostVFSUqK3335bK1eu1Nq1a3X8+HHNmTNHHR0difo04mMw4E2dOtXcc889UdfGjRtnHn30UZtWBKeqrKw0ksyaNWuMMcaEQiETDAbNU089FbnnxIkTxu/3mxdffNGuZcJGDQ0NZuzYsaa0tNRMnz7dPPDAA8YYagXdPfLII+aaa67p9XVqBie78cYbzZ133hl17eabbza33367MYZ6QRdJ5u233478PpbaqK2tNV6v16xcuTJyz8GDB01SUpJZtWpVwtYeD3bCBrjW1lZt3LhRxcXFUdeLi4u1bt06m1YFp6qrq5MkZWdnS5L27NmjioqKqPrx+XyaPn069XOeuvfee3XjjTdq5syZUdepFZzqnXfe0eTJk/Wd73xHubm5mjhxol5++eXI69QMTnbNNdfob3/7m3bu3ClJ+uyzz7R27VrNnj1bEvWC3sVSGxs3blRbW1vUPQUFBSoqKnJs/XjsXgBOT1VVlTo6OpSXlxd1PS8vTxUVFTatCk5kjNGDDz6oa665RkVFRZIUqZGe6mfv3r0JXyPstXLlSn366acqKyvr9hq1glPt3r1bL7zwgh588EH97Gc/04YNG3T//ffL5/PpjjvuoGYQ5ZFHHlFdXZ3GjRsnt9utjo4OPfHEE5o7d64kvsegd7HURkVFhZKTk5WVldXtHqf+PEwIO0e4XK6o3xtjul3D+W3BggXasmWL1q5d2+016gf79+/XAw88oNWrVyslJaXX+6gVWEKhkCZPnqwnn3xSkjRx4kRt27ZNL7zwgu64447IfdQMpPDz6ytWrNAbb7yhiy++WJs3b1ZJSYkKCgo0f/78yH3UC3rzn9SGk+uH44gDXCAQkNvt7pbyKysru/0fA5y/7rvvPr3zzjv68MMPNWzYsMj1YDAoSdQPtHHjRlVWVmrSpEnyeDzyeDxas2aNnn/+eXk8nkg9UCuw5Ofna8KECVHXxo8fH2kKxfcXnOynP/2pHn30Ud1666265JJLNG/ePP34xz/WkiVLJFEv6F0stREMBtXa2qqamppe73EaQtgAl5ycrEmTJqm0tDTqemlpqa666iqbVgWnMMZowYIFeuutt/TBBx+osLAw6vXCwkIFg8Go+mltbdWaNWuon/PMddddp61bt2rz5s2RX5MnT9Z3v/tdbd68WaNHj6ZWEOXqq6/uNvJi586dGjlypCS+vyBaU1OTkpKif+x0u92RFvXUC3oTS21MmjRJXq836p7Dhw/r888/d2792NYSBGfMypUrjdfrNa+++qrZvn27KSkpMenp6aa8vNzupcFmP/zhD43f7zd///vfzeHDhyO/mpqaIvc89dRTxu/3m7feests3brVzJ071+Tn55v6+nobVw4nOLk7ojHUCqJt2LDBeDwe88QTT5hdu3aZ119/3aSlpZkVK1ZE7qFmYJk/f74ZOnSoeffdd82ePXvMW2+9ZQKBgHn44Ycj91Av56+GhgazadMms2nTJiPJPPfcc2bTpk1m7969xpjYauOee+4xw4YNM++//7759NNPzbXXXmsuu+wy097ebten1SdC2Dni17/+tRk5cqRJTk42X/nKVyItyHF+k9Tjr9/97neRe0KhkHn88cdNMBg0Pp/PfO1rXzNbt261b9FwjFNDGLWCU/3lL38xRUVFxufzmXHjxpmXXnop6nVqBpb6+nrzwAMPmBEjRpiUlBQzevRos3DhQtPS0hK5h3o5f3344Yc9/rwyf/58Y0xstdHc3GwWLFhgsrOzTWpqqpkzZ47Zt2+fDZ9NbFzGGGPPHhwAAAAAnH94JgwAAAAAEogQBgAAAAAJRAgDAAAAgAQihAEAAABAAhHCAAAAACCBCGEAAAAAkECEMAAAAABIIEIYAAAAACQQIQwAAAAAEogQBgDAaZgxY4ZKSkrsXgYAYAAhhAEAAABAArmMMcbuRQAAMBB973vf02uvvRZ1bc+ePRo1apQ9CwIADAiEMAAA/kN1dXW64YYbVFRUpMWLF0uShgwZIrfbbfPKAABO5rF7AQAADFR+v1/JyclKS0tTMBi0ezkAgAGCZ8IAAAAAIIEIYQAAAACQQIQwAABOQ3Jysjo6OuxeBgBgACGEAQBwGkaNGqX169ervLxcVVVVCoVCdi8JAOBwhDAAAE7DQw89JLfbrQkTJmjIkCHat2+f3UsCADgcLeoBAAAAIIHYCQMAAACABCKEAQAAAEACEcIAAAAAIIEIYQAAAACQQIQwAAAAAEggQhgAAAAAJBAhDAAAAAASiBAGAAAAAAlECAMAAACABCKEAQAAAEACEcIAAAAAIIH+P7eK8aE2VRUVAAAAAElFTkSuQmCC",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 600x600 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.0\n",
    "\n",
    "periods = 16\n",
    "b = 2pi * periods\n",
    "\n",
    "# Using the same time step size as for leapfrog method in the previous section.\n",
    "stepsperperiod = 100\n",
    "n = Int(stepsperperiod * periods)\n",
    "\n",
    "# We need U_1, U_2 and U_3, and get them with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only three steps are needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_3step, U_3step) = NM.rungekutta_system(f_mass_spring, a, a+3h, U_0, 3)\n",
    "U_1 = U_3step[2,:]\n",
    "U_2 = U_3step[3,:]\n",
    "U_3 = U_3step[4,:]\n",
    "(t, U) = adamsbashforth4(f_mass_spring, a, b, U_0, U_1, U_2, U_3, n)\n",
    "\n",
    "Y = U[:,1]\n",
    "DY = U[:,2]\n",
    "y = y_mass_spring.(t; t_0=a, u_0=U_0, K=K, M=M, D=D)  # Exact solution\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"K/M=$(K/M), D=$D by 4-step Adams-Bashforth with $periods periods, $stepsperperiod steps per period\")\n",
    "plot(t, Y, label=\"y computed\")\n",
    "plot(t, y, label=\"exact solution\")\n",
    "legend()\n",
    "xlabel(\"t\")\n",
    "ylabel(\"y\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[5.5])  # Make axes equal length; orbits should be circular or \"circular spirals\"\n",
    "title(\"The orbit\")\n",
    "plot(Y, DY)\n",
    "xlabel(\"y\")\n",
    "plot(Y[1], DY[1], \"g*\", label=\"start\")\n",
    "plot(Y[end], DY[end], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(true)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.5\n",
    "\n",
    "periods = 4\n",
    "b = 2pi * periods\n",
    "\n",
    "# Using the same time step size as for leapfrog method in the previous section.\n",
    "stepsperperiod = 50\n",
    "n = Int(stepsperperiod * periods)\n",
    "\n",
    "# We need U_1, U_2 and U_3, and get them with the Runge-Kutta method.\n",
    "h = (b-a)/n\n",
    "(t_3step, U_3step) = NM.rungekutta_system(f_mass_spring, a, a+3h, U_0, 3)\n",
    "U_1 = U_3step[2,:]\n",
    "U_2 = U_3step[3,:]\n",
    "U_3 = U_3step[4,:]\n",
    "(t, U) = adamsbashforth4(f_mass_spring, a, b, U_0, U_1, U_2, U_3, n)\n",
    "\n",
    "Y = U[:,1]\n",
    "DY = U[:,2]\n",
    "y = y_mass_spring.(t; t_0=a, u_0=U_0, K=K, M=M, D=D)  # Exact solution\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"K/M=$(K/M), D=$D by 4-step Adams-Bashforth with $periods periods, $stepsperperiod steps per period\")\n",
    "plot(t, Y, label=\"y computed\")\n",
    "plot(t, y, label=\"exact solution\")\n",
    "legend()\n",
    "xlabel(\"t\")\n",
    "ylabel(\"y\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(true)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, an \"equal cost\" comparison to the forht order Runge-Kutta method results in section\n",
    "{doc}`ODE-IVP-4-system-higher-order-equations`\n",
    "with four times as many steps per unit time: the fourth order Adams-Bashforth method come out ahead in these two test cases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 600x600 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.0\n",
    "\n",
    "periods = 16\n",
    "b = 2pi * periods\n",
    "\n",
    "stepsperperiod = 100\n",
    "n = Int(stepsperperiod * periods)\n",
    "\n",
    "# We need U_1, U_2 and U_3, and get them with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only three steps are needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_3step, U_3step) = NM.rungekutta_system(f_mass_spring, a, a+3h, U_0, 3)\n",
    "U_1 = U_3step[2,:]\n",
    "U_2 = U_3step[3,:]\n",
    "U_3 = U_3step[4,:]\n",
    "(t, U) = adamsbashforth4(f_mass_spring, a, b, U_0, U_1, U_2, U_3, n)\n",
    "\n",
    "Y = U[:,1]\n",
    "DY = U[:,2]\n",
    "y = y_mass_spring.(t; t_0=a, u_0=U_0, K=K, M=M, D=D)  # Exact solution\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"K/M=$(K/M), D=$D by 4-step Adams-Bashforth with $periods periods, $stepsperperiod steps per period\")\n",
    "plot(t, Y, label=\"y computed\")\n",
    "plot(t, y, label=\"exact solution\")\n",
    "legend()\n",
    "xlabel(\"t\")\n",
    "ylabel(\"y\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[5.5])  # Make axes equal length; orbits should be circular or \"circular spirals\"\n",
    "title(\"The orbit\")\n",
    "plot(Y, DY)\n",
    "xlabel(\"y\")\n",
    "plot(Y[1], DY[1], \"g*\", label=\"start\")\n",
    "plot(Y[end], DY[end], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(true)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1000x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.5\n",
    "\n",
    "periods = 4\n",
    "b = 2pi * periods\n",
    "\n",
    "# Using the same time step size as for leapfrog method in the previous section.\n",
    "stepsperperiod = 100\n",
    "n = Int(stepsperperiod * periods)\n",
    "\n",
    "# We need U_1, U_2 and U_3, and get them with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only three steps are needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_3step, U_3step) = NM.rungekutta_system(f_mass_spring, a, a+3h, U_0, 3)\n",
    "U_1 = U_3step[2,:]\n",
    "U_2 = U_3step[3,:]\n",
    "U_3 = U_3step[4,:]\n",
    "(t, U) = adamsbashforth4(f_mass_spring, a, b, U_0, U_1, U_2, U_3, n)\n",
    "\n",
    "Y = U[:,1]\n",
    "DY = U[:,2]\n",
    "y = y_mass_spring.(t; t_0=a, u_0=U_0, K=K, M=M, D=D)  # Exact solution\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"K/M=$(K/M), D=$D by 4-step Adams-Bashforth with $periods periods, $stepsperperiod steps per period\")\n",
    "plot(t, Y, label=\"y computed\")\n",
    "plot(t, y, label=\"exact solution\")\n",
    "legend()\n",
    "xlabel(\"t\")\n",
    "ylabel(\"y\")\n",
    "grid(true)\n",
    "\n",
    "figure(figsize=[10,3])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(true)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "<a name=\"exercise-1\"></a>\n",
    "### Exercise 1\n",
    "\n",
    "Verify the derivation of Equation {eq}`adams-bashforth-2` for the second order Adams-Bashforth method, via polynomial collocation and integration."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"exercise-3\"></a>\n",
    "### Exercise 2\n",
    "Verify the above result for $s=3$ by the method of undetermined coefficients."
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Julia 1.8.1",
   "language": "julia",
   "name": "julia-1.8"
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  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.8.1"
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 },
 "nbformat": 4,
 "nbformat_minor": 4
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