{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "(adams-bashforth)=\n",
    "# Adams-Bashforth Multistep Methods"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "```{prf:remark} TO DO\n",
    ":label: to-do-ode-7\n",
    "- For the (undamped) mass-spring system, replace orbit graphs by looking at the error in the conserved energy.\n",
    "```"
   ]
  },
  {
   "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-python`:\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 A](adams-bashforth-exercise-a)."
   ]
  },
  {
   "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": [
    "import numpy as np\n",
    "# Shortcuts for some favorite mathemtcial functions and numbers:\n",
    "from numpy import sqrt, sin, cos, pi, exp\n",
    "# Shortcuts for some favorite graphics commands:\n",
    "from matplotlib.pyplot import figure, plot, grid, title, xlabel, ylabel, legend, show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import numericalMethods as nm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numericalMethods import rungekutta_system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def adamsbashforth2(f, a, b, U_0, U_1, n):\n",
    "    n_unknowns = len(U_0)\n",
    "    t = np.linspace(a, b, n+1)\n",
    "    u = np.zeros([n+1, n_unknowns])\n",
    "    u[0,:] = U_0\n",
    "    u[1,:] = 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 range(n):\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",
    "    return (t, u)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Demonstrations with the mass-spring system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f_mass_spring(t, u): return np.array([ u[1], -(K/M)*u[0] - (D/M)*u[1] ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numericalMethods import y_mass_spring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<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 = 2*pi * 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) = rungekutta_system(f_mass_spring, a, a+h, U_0, 1)\n",
    "U_1 = U_1step[-1,:]\n",
    "(t, U) = adamsbashforth2(f_mass_spring, a, b, U_0, U_1, n)\n",
    "\n",
    "Y = U[:,0]\n",
    "DY = U[:,1]\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=[10,4])\n",
    "title(f\"{K/M=}, {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=[10,4])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(True)\n",
    "\n",
    "figure(figsize=[6,6])  # 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[-1], DY[-1], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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newEAf7e0GjcuqZIeO9VrZElJ6fOG4AtFIQhAvRwSAQC1cnJdtyeAYCRqVHmjEEURfV5JGJU77WOeZ217PeQ8pQSJJ4IgCIIgCCIrePec5DJdPqsUa2eVjnosm+gYkpylcqcddkt8sWxJng0OqwmiCHQOZYcYcQciCEelHVTFebYxz7O2vR5PELHYxPtWCRJPBEEQBEEQRBYQCEdxWm6FW1JXiGX1hQCk8IVQJLvmnjrlpbPVhUn2JsmPtQ9lR+tev+w6Oe0WOKzmMc+X5tshCEAkJmLAH9K7vCkHiSeCIAiCIAjCcE51exCNiSjKtaLa5UBNYQ4KHBaEo6KyUylbaJddpQvFEwDUFkltfG2D2RG13u+TBFFJ/ljXCQCsZhMKc6zSsV4ST5NB4okgCIIgCIIwnKMdbgDAwmoXBEGAIAiYX1UAADjW6TaytDF0yq5SdZL0Ojb31JYloRHMeUrWsscoybePOpYYHxJPBEEQBEEQ73OG/CEM+LLbVTjaMQwAWFhdoDy2QP7v41kmnjrGadsDgBpZPGVL4l6flzlPY8MiGExY9Wf5NZINkHgiCIIgCIJ4H7PlWDcu/t/XcfH/vo5XD3caXc64nO2RdiPNqXAqj82vlMTTya7sWjo7UdtehVNOr/Nkh4vDRHPpOG17ic+R8zQ5JJ4IgiAIgiDep4SjMXztj4cRjoqIxkR87Y9HsiZC+0Ka+yXxNK00Hv09rVTaodQykB3zQwzWtleTTDyx6G9PdqTtMUFUkje585Tt7mQ2QOKJIAiCIAjifcobJ3rQ7Q6iKNeKkjwb+n0hbD3eY3RZYwiEo+iU9ww1lMSXzjbIO5Tah0YQjmZH4l40lrA3qWCsIGGPZcvS2b5JAiOAuLCitr3JIfFEEARBEATxPoUJpY8srcHHl9cAAF4/3m1kSUlpG/RDFIF8uwUlCcEGZfl22C0mRGOislvJaAZ8IcREQBCA4tyxgoQtoh0eCSMQNt7lU5ynCWaeSpS2PRJPk0HiiSAIgiAI4n3Ku+elBbNXzi3DVXPLAQC7zg0YWVJSmvqktrz64lwIgqA8bjIJqC+W3Kdsad3rU9rgbLCYx95Ku3KssFmkx3uzYO6JCaLSidL2ZOeJ2vYmh8QTQRAEQRDE+5BhfxjN/ZLgWF5XhCW1LgBSC1y2BQM0JZl3YjDxxL4Xo2GCqHQcJ0cQBMV9yoa5p/iep8lnnvp82XVdZCMkngiCIAiCIN6HHGofAgBMK8mFK9cKp8OKGWV58nPDBlY2FrYTqa44iXgqyU7naTzxBCSERhg89xSNiRj0pzDzlE+BEalC4okgCIIgCOJ9yKE2SSAtri1UHrtI/u9DrdklnjqHx0+vqy2SxFO2zDzFxdP4YiTuPBkrngb9IYjyfFZRkvksBnOehvxhRGOiXuVNSUg8EQRBEARBqMQbjGAwyz+lZ0tnF9fEl84urnGNei5b6BqW2tsqZccmEfYYO8Zo2NLZMuf4zlO2tO2xeafiXBvMJmHc41w5VuW/3SNh7nVNZUg8EQRBEARBqOCNEz1Y8Y0tuOSbr+PPBzuMLmdcki2dnV2RDwA43+czpKbx6JCFUZVrrPNU6ZLFkzs7xNNkM08AUKwEMBgrRPrlGaaiCcIiAMBqNiHfbgEADJF4mhASTwRBEARBECkSisTwHy8dQjASQzgq4msvH4YnkH03m7GYiPNyCMOM0nzl8WnyDqXmfn/WtGeFIjGlFa6qMInzJIunbncAsSyoOZWZp+I8yckZMDiAYdgvXZtFudZJjoy7T0P+7HZUjYbEE0EQBEEQRIpsOdaNHk8Qpfl21BblwB2I4K+HOo0uawwdwyMIRWKwmgXUFMXdnOrCHNgsJoSiMbQPZscMUY8nAFEEbGbTuHuTBAEIR0UMZMGNveI8TdC2V5wl0d/DsouU2JY3HoWywCLnaWJIPBEEQRAEQaTIa0e7AAA3rajBJy+pH/VYNsHa8hpK8kbNuphNAqbJ6XXn+ryG1HYhnXLLXoXLDlOSuRyr2YQy2eXJhrknZeYphehvo8XTkCKeJm7bA+LiiblVRHJIPBEEQRAEQaSAKIrYcbYPAHDNvApcNbcMALC3aTBrWuAYTDxNL80b8xx7LFvmnjonmHdiKHNPBounaExUWvFKnZOn1xkunmQhVJhC215hDkvcM97dy2ZIPBEEQRAEQaRA2+AI+rwhWM0CltS6MK+yAHk2MzzBCE51e4wubxQTiadppfG5p2ygmzlPSZL2GCxxr9Pg0IgBXwgxOfo7WYshQ4n+HjE2+nt4RBJChSm07bmY8zQS4VrTVIfEE0EQBEEQRArsaxkEACyoKoDDaobZJGBZfREAYE/zoJGljYHNM9UVjb83qT3L9iZN1AbHhFWvweKJ1VqSZ4PFPP5tNAtoEEVjnRx1zhObeSLnaSJIPBEEQRAEQaTAgdYhAFAEEwCsaJD+e39LdomnDnnpbHWSpbM1cqJdtiyd7fVO3gZXIi+k7TO4DS4unsYXegBgMZuUkAYjW/eYeCpQERhBM08TQ+KJIAiCIAjDCYSjSjJYtnK03Q0AuKjOpTy2oFpaQHu6OzvCFxjMeUomnthj2SKeWADDRNHfJfJzfR5jo78HWfR33uRipCQL5p7Yv6nCCVoMGUpUeZb/OzQaEk8EQRAEQRjKtlO9WP6NLbj4f17HS3vbjC5nXE73SHNNs8sTls6WSzuUzvR4s2IHEQD4QxHlJr8mSdseE0+D/jD8IePnW5ggmqhtr0x2nvoND2CQvn5RCmKkKJvEUyozTxQYkRIkngiCIAiCMIxQJIZ/+/1B+ENRhKIxfP1PR5Q9OtlEvzeIQX8YggDMLIsvna0vzoXNbMJIOJo1M0QdQ9JckNNuQYFj7E1zgcMKp90y6lgjSWXpLHOe+r0GO0++1J0cFhphpOBjQiilmSfa85QSJJ4IgiAIgjCMN072oFdeOjuv0gl/KIrf7201uqwxnO2V0utqCnOQYzMrj1vMJswok9LrmDNlNKwdL1nLHoM5UkYLvlhMVMTFhDNPshBhLX5GMag4T6m37Q0aJJ5CkRh8oSiAeAz5RNDMU2pwF08/+tGPMH36dDgcDqxYsQLbt28f99jOzk7cdtttmDt3LkwmE+69996kx7300ktYsGAB7HY7FixYgJdffplT9QRBEARB8OT/9klteh9fXoNPr5kGAHj1cPYtnT3TI800JbpOjFly6162zD0xQZSsZY+RLXNPiVHeE4UwlDql57zBCALhqC61JSOdtj2jnCfWsicIgNNhmfR4Zc/TSBiimB0tqNkIV/H04osv4t5778WDDz6I/fv34/LLL8f111+PlpaWpMcHg0GUlZXhwQcfxEUXXZT0mJ07d+LWW2/F7bffjoMHD+L222/HLbfcgl27dvH8VgiCIAiC0JhwNIbtp6Wlsx++qBpXzS0HABztGM66T7+ZeGJCKZEZ8t6kpizZm8QWybLFsslg0d/dWRL97cqxwmYZ/7bUabfAJkeDG9kGx2bJXCqcJ6Nmnph4KnBYYTIJkx7PnKdoTIQ3aPwsXLbCVTw99thjuPPOO3HXXXdh/vz5eOKJJ1BXV4cf//jHSY+fNm0avve97+GOO+6Ay+VKeswTTzyBdevW4YEHHsC8efPwwAMP4JprrsETTzzB8TshCIIgCEJrjne64Q9FUeCwYEFVASpdDswoy0NMBHad7ze6vFG0DEhte9OSLJ2tK5b2JrUNZod46pFnxsqdEwQwyM8ZPV/GwiJK8yd2cgRBiMeVG1izGueJzTwNGhTAoCzITUHoAYDDaoZdFrBDWfbhRTYxuYeXJqFQCHv37sVXv/rVUY+vX78eO3bsSPu8O3fuxH333TfqsQ0bNkwonoLBIILB+D80t1uKGg2HwwiHjb84WA3ZUAuR/dD1QqiBrhdCDXpfL7vOSa7TsvpCRKMRRKPAqulFONfrwztnenH1nBJd6kiF1gFJGFUX2Ma8P1UF0k1yS78/K/6t9bilVrziXMu49ZTkSreA3cMjadesxfXSNSy9ryV5Y9/XCynJs6FzOIDuYT/ClWNFrB4wF8lpEyatt8AuCZE+T9CQ66LPI7mKLsf418GFFOZY0e0Jot8zgkpnaqIrVbL595GamriJp76+PkSjUVRUVIx6vKKiAl1d6fcyd3V1qT7no48+iocffnjM45s3b0Zubm7atWjNli1bjC6BmELQ9UKoga4XQg16XS+vnDQBMMEZ6EZjYyMAQBgQAJjx9pFmNOKcLnVMhigCTb1mAALOHnoP3tOjnx8IAoAFbYM+/PWVRqTQIcWV061SrS0nj6Cx93DSY1rk9/l0W4/y3qdLJtfL9k6pjrCnf9I6on7penlj5x6MnDVmJqfPLb23h/bsRPfRiY9t9gCABV0D7ozf43R4r1d6b0PeoZS/vikifX+b33wHzYV83uNs/H3k96fuGnMTTwxBGP0TRBTFMY/xPucDDzyA+++/X/l/t9uNuro6rF+/HgUFBRnVogXhcBhbtmzBunXrYLVqq/KJ9x90vRBqoOvlg0swEkMkGkOePfVf9XpfL//v5HYAI/j7D12CNTMll2l6pwe/PrMTPWErrr9+fcb3DFow6A8h+O6bAIDbPrwBdqt51PPRmIhvHnwd4SiwfO3VE6bc6cGjR7cBCOL6q9ZgSW3yMYjq1iE8e/I9RCw52LjxirS+jhbXy7HNp4Gm81g0exo2bpw34bFvBo7g+P4O1MyYh41XTE/r62VCJBrDl3e+DgD48HXXKjNN49HU78NjR95BSLBg48YNepQ4iu4dzcCZk5hZX42NG5ek9JpfdryHzuYhzFuyDNcvqtS0nmz+fcS60lKBm3gqLS2F2Wwe4wj19PSMcY7UUFlZqfqcdrsddvvYvl+r1ZpVf3nZVg+R3dD1QqiBrpcPFm+f7sM9v96LQDiGRz6yEJ+4pF7V6/W4XvyhCFoHpfayhbVFytebV10Iq1mAJxBBtzeizBMZSZdHmncqd9qRnzs2hMEKKcK8qd+PTk8YDWXGfTAbi4lKnHdVUd64f49VRVLbW68nBIvFkpFIzeR6GZBnayoKHJOeo9wpvfeDIxFDfp4NJ4yAlDpzYDFPHB1Q4pSuXV8wCpjMsE5yvNZ4g1IqYXGePeX3iy3K9YdFbu9xNv4+UlMPt79Fm82GFStWjLHmtmzZgjVr1qR93tWrV4855+bNmzM6J0EQBEG8XwiEo7j3xQNwByIIRWP4rz8dRXO/z+iyxnCmxwtRlOZYEpej2iwmJQ78eGfqnwbzpE0WebUTRH8zkcdmo4xiaCSMiBz9PdHSWfZcKBqDe8S4ZDVlx9MEtTLYMX0GLcplYREFDsukwokdx3AbsHjWHZD+XgtyUvdKWKS5J0Bpe+PBVQLff//9eOaZZ/Dcc8/h+PHjuO+++9DS0oK7774bgNROd8cdd4x6zYEDB3DgwAF4vV709vbiwIEDOHbsmPL8l7/8ZWzevBnf/va3ceLECXz729/G66+/Pu5OKIIgCIL4IPHa0S70eYOodjlw8bQihKIxPL+jyeiyxnCyS1ooO6fCOea5BVWSc3OiKzuWzjJBVFs0vgtWJceCs5hwo+iRQwKK82wTRn87rGa4cqRP23u9xtXMxFPxJC1wAJS0vX6DFuWymPKiFGoFpAXKTrltdtgA8cQEkNORuqtSIF8T7kD2hTpkC1xnnm699Vb09/fjkUceQWdnJxYtWoTGxkY0NDQAkJbiXrjzadmyZcp/7927F7/5zW/Q0NCApqYmAMCaNWvwwgsv4Gtf+xq+/vWvY+bMmXjxxRdx6aWX8vxWCIIgCGJK8OLuVgDArRfXY1FNAXY37cFrR7rwXzcuyIr5IcapbkkYza0cK55myruUmvqywzHrlAXRRLNMlWxvksdg8eSWXJmyFJycMqcdwyNh9LiDmFU+9u9BD5To7xQECRNYRjlPgz4W/Z2aeAIkMeIJRgwRT96g9DXzVcw9kvM0OdwDI+655x7cc889SZ97/vnnxzyWykbjm2++GTfffHOmpREEQRDE+wpPIIx3z0n7kT6+vAZlTjscVhM6hgM40eXB/CrjQ5IYZ3slYZRs6ey0Emke53yWtBuyRbKVBeMLkgrFeTJ2bxLb21Q+Qa2Msnw7zvR40WuQGAHigqQohV1EbLeSEUIEiO8+KsxJ3clx5VjRPjSCIUPEE3OeUr/dL3CQ8zQZ+k6uEQRBEATBjT1Ng4iJQENJLuqKc+GwmrF2ZikA4G8negyubjRsDosJpUSmlUrtcdniPDHxVFEwNiyCUSGHGbBjjYItyC2bYEEugwks5lbpTTQmKnM5qbg5TDwZtXR20J+60GOwBbVGzDx55fdWnfPE6iXnaTxIPBEEQRDE+wTmOq2aHl8ue9lsSTztbR40pKZkRGMiWgekEIaGkrFzRA2yoBr0hzHsN/4T8G5ZXDB3KRmVzHkyXDxJXz8V8cRa+4xynhIdJFcKbk5hnnRMIBxDIBzlVtd4sJknNW177PsyZOYpmI54Ym17xv+7y1ZIPBEEQRDE+4Rd5wcAAKtmFiuPLaktBAAcahtKqTVeD7rcAYSiMVjNghK0kEi+3aLc/DcZ3LoXi4kJbXsTOE/yc33eICLRmC61JUNp23OOXyuDOU/sNXrDnByn3ZJSjLfTboFZ3kA8ZICoHh5hM0/q2vYAY+pVnCc1bXtKYAQ5T+NB4okgCIIgUiAcNebT7lSJRGNKtPfSuiLl8YXVBbCYBPR5Q+gwOAmOwVr2aotyx418ni67T0aLpwF/CJGYCEGY2M0pybPBYhIgisY5OYC6tj12TI9BIRcsLII5SpMhCIIyb2RE654S/a0ivc6Va5zz5GMzT/bU6yXnaXJIPBEEQRDEJOw8249Lv7kVSx7ajJ+9c97ocpLS1O9DMBJDrs2MhoTFsg6rWYkDP9Q6ZFB1o2npl6K/6ydYgMt2KrUPjehS03iw6PGSPPuE7ojJJKBcFiNGxpUPKHuTUoj+zpPqNSz62ydHf6tog2OujxFOTjz6O3Unx6i2vWhMhC8kfdiTZzen/Dq2m8qIGa2pAokngiAIgpgAbzCCf/ntPgz4QghFY3jkr8dwqG3I6LLGcLRDcp3mVTphMo2OJF9S6wIAHMuSpbMt8t6kZPNODBYL3jlkrFumtOy5Jndy2EyUkaERgyr2JrFjjApgYAl0amaI2LFDBtTM3Bg1e5OMEk++ULztTlXbnvy9eYORrGnzzTZIPBEEQRDEBLzwXgv6vCFML83D+gUVEEXgqW1njS5rDEwYLageG0fO4sDP9Hh1rWk8OmQ3qWaCvUlMPHUY7DwpYREpzBApu54MSq+LxURFCBWnIEiYeBrwhQy5UVba9lREf7Oku0EDZ4jUOE+FOXK8us71slptZhPsltSdJyYMYyIU54oYDYkngiAIgpiAvxzsAAB8du00fOma2QCArcd7lB0q2cLJLmnp7LzKseJptty2dzpbxJPc1lY1gXiqKnSMOtYoWHreREl7DBYaYVTi3vBIGDFZA6WydJa1y4WjoiHXc3rR37LzNGKE8zR12vbY36ca1wkAHFYTrGbJuabWveSQeCIIgiCIcWgd8ONg2zBMAnDdoiosrC7A9NI8BCMxvH6s2+jyRnFugqWz7LGmPh/CBibBMTqHJTepegJBUpMlzlNPCkl7DCaeug0SfAMsvc6RWnpdjs2MHKvkSrD5Iz1JJ/q70MD0uqnUtudJY8cTIIVysO/PQ4l7SSHxRBAEQRDj8MZJabHsxdOKUea0QxAEXL+oEgCw7VSvkaWNIhiJom1QmiOaUTp26Wy1y4E8mxmRmKgk3RlFLCYqgQoTOk+ysBoeCSupYUagOE8FKcw8ycd0G5Rep2beicGO7ffp32o4lIbzxBw19r3qRWIAw5RynlSKJyD+/bkpcS8pJJ4IgiAIYhzek/cmXTarVHls1YySUc9lA839fsTE0fuREhEEATOzZO6pzxdEOCrCJAAVE8RpOx1W5SaOOVVGwOaXylNwnkrzjU2vY0l7atLrjAyNYO5RKi2GDCVtT28xkuDCqBJPcr0j4SiCEf1miNLZ8cQoUJwnEk/JIPFEEARBEEkQRRG7mySBtHJafOns8oYimAQpQtvoljIGa9mbUZYHQRCSHtMg701iSXdGwdLzyp2OcXc8MVjrXruBiXv98s6msvzJnacSOR68z2DxpMZ5KlJCI6ZK254xaXvMhbFZVAYw2C1g/yT1dJ+8wbDy9dUS3/VEbXvJIPFEEARBGEIsJiIUMX7+ZjzaBkfQ7Q7CYhKwtK5QeTzfbsHCain6m4kroznXJ7lJyVr2GHXy3qTWAWMFH3ORWCDERLDWvU6DRGosJibsTUph6ax8zIAviFhM//Q6NvOkqm1PdkYGDGzbmwppex5lQa46MWIyCYqTo2cAg0cD54kCI5JD4okgCILQnV3n+rHq0a1Y+N+b8OTW00aXk5SD8i6nBdUFyLGN/qR5WX0hgPhuJaNhS2eZu5SMOnkhbeugsc5Th+wiVbvGn3diGB1X7g6EEZFFUCqChLk4MdGYNrj0Zp6Y4DPCeVLfZhjf86S3eFIfFsGIzxDp5+RoM/NEzlMySDwRBEEQujLsD+MLv96HHo80+/LYllPYkmXJdQBwXN6btDDJ3qT5VQWjjjGatkFJXDCBlIy6Ilk8Gd22x5ynFKK/qw1u22PtdwUOC2yWyW+ZrGaTMpPTr3OgARAXQOpmnmQnR+d6A+EoAmHJeS7MUxMYwdL29N1NlU5MOcOI9LpMZp5YvRQYkRwSTwRBEISuPL+jCQO+EGaX5+NTl9YDAH7wxhmDqxrLMdlVYkIpEfbYsQ63IctFL4Ql7dUWje/m1BXnyMeOGFpzKjueGExgdRu0N4nNO5Wk0LLHKMljc0/6t8Gx1rtiVWKEpe3pK56Y62QxCarmctjMUySm724q9rXSE09shkg/MeILyeLJlkbbXo7sPI2Q85QMEk8EQRCEboiiiD/sawUA/PPVs3DfujmwmgUcbB3C0Y5hg6sbzfFOaelsMvE0t8IJkyDdcPZ69L9JTiQWE9Eut7VNJJ6qC3NgEoBgJGZozWx+aaIdTwyWHGhUvUxQlKhogzMycW9AbmVjrXipUGJQ2t6QEhZhHTfkJBk5NjPssguoZ+seEz7ptMEVGOA8ZTLzxL5HI1cEZDMkngiCIAjd2Ns8iNaBEeTZzNiwsBKl+XasXyjtTfrj/naDq4sz6Asp+33mVTrHPJ9jM2OaHM5wvMuja20XwtofzSZhwkWuVrMJVfKckZFzTyz6uyIF8VTulI7pMWhvUtx5Ui+ejHCe4jNPagIYjNmbxMSamqQ9RkGO/m1lbqVtT/3MEwuZ0DOAQYuZJz2dvakEiSeCIAhCN7Ycl2ab1i+sVEIYrpPF01un+gyr60LO9ErpdTWFOePeLM0pl0TVWYP3JrGWvSrX5NHftQYn7omiqLhI5RPseGKwYwb9YUOSGdnMk6q2PVloGeE8DWaw50nvtj3FeVKRtMdgi2f1bCvLbOZJ/+hvbwb15tuto85BjIbEE0EQBKEbO870AwAunx1fOnvZrFIIAnCy24OuYeP2+SRyPmFv0niw51hMuFGwsIiJWvYYSuKeQaER7kAEoagkglKJ/i7MtcJqllq6jHBy+uUZolIVbXslcstcv87R38FIFB7ZKVCXticdOzwSRiSqn0DNyHmSBYGee5MyS9vTf+ls3HlSX2+e3TzqHMRoSDwRBEEQujDkD+GIPNe0dlZcPBXl2bCkthAA8M6Z7HCfzvVJ4mn6BHuTZpTlS8fKQsso4vNO4yftMZTEPYPa9pjrVOCwwGGdfNGoIAjK7qQeA+ae+tNwnkqdkhjo9Rjj5JgT9gqlQqJ40XN3EquX7W1SgxFte+nueQKMcZ4ymXmitr2JIfFEEATxPkEURYR1/ORYLe+dH4AoAjPL8lBxwWzOJdOKAAD7WweNKG0M52U3aWLxJDtPBounVJL2GDXyMZ0GOXxMPJWl0LLHMDI0Ii6est95GlBa9qwwmVIPYJDElv5ODpv/cWXUtmeE85RJ9PfU2PPE3CoKjEgOiSeCIIj3AXuaBnDZt9/A/K9vwiN/OYZYzPj47As51Ca5TisaisY8t7ROeuxga3Yk7p1PwXmaWSo5T13ugKE3GfG2vcmdJxYoYVR7ZK83HfFkXGhEnyyASlSk15UaNPOUzrwTwyW7P3qKp+EMxFOBAWLEk0FghN5R5aIoZhStztr2PCSekkLiiSAIYooz4Avhrl/sQfvQCCIxEc+9cx4/29FkdFljONg2BABYLLfoJbK0XnrseKcbgXBUv6KSEI2JaOqX3JwZskBKhivXqsQ8M7FlBEw81aSwN6nSJYkAw8ST4jxNnrTHyAbnqVSN86REletbLwt8KFIx78Rgu5OGR/QTfKzlriAd8ZSjf3pdJoER7HvUq20vEI4hKn+Allbanuw8hSIxQ4Jash0STwRBEFOcn7x1FkP+MOZVOvHvG+YCAH70xhn4Q9nzqaEoijjcLrlKF9W6xjxf7XKgNN+OSEzEUXk5rVF0DI0gFInBahaUNrfxYAEMbQbNEImiiM5heW9S4eSCpFKOKvcEI4a4ZYp4UjFDxBL39J55CkdjijuSTtqeLxTFSEi/DwJYAIOanVSMQtl50nNvEkvKmypte3EnJ33nSa8ZLU9Q+jqCAOTaJp8tvBDmPAHUupcMEk8EQRBTGF8wgl/ubAYA/Nv6ufinK2agvjgX/b4Q/rC3zeDq4rQNjmDIH4bNbMK8yrFLZwVBwKIa6fHjncaKJ+YiNZTkwTzJ7IjR0d/uQASBsPTJ8IVzZMnIt1uUT6LZHis9yWTmqcetr3hibXAmQV2cttNugUW+bvRcPDuQgfPEnBFdxZPiPKW/dFbfPU+ZLMnVNzCCRYzn2y2qFhAzLGYTHFZJIlBoxFhIPBEEQUxhtp7ogT8URUNJLq6ZXw6L2YR/XDMNAPCXgx3GFpfACXmR7KzyfNgsyX/1zJWX0Z40eOlsU//k804Mo52nblkAuXKsKaXXAUBFgXGte+nMPDHnqVfnNji246k4z64qgEEQBEXADOi4OymTvUnsNUbMPKlJBmQU6FxvLBafIUovbU/emxSMQBT5z6NmEhbBUHY9kXgaA4kngiCIKcxfZYF045Iq5RPGjYulpbN7mgeVm2ujOdUtCaI5FePPEM3LEvHUIs871Rerif42xnlif79MEKVCldy6Z4h4SsN5KpcdtV6dr2Vlx5OKeSdGkQFtcExIFKYR/V1oQGAEa7lLZ+ZJ7yW5vlAETPNk0rYXjYnw69DKqY14ol1P40HiiSAIYooSjETx1uleAMDGxVXK41WuHCyrL4QoAm+czI69Sadl8TS7wjnuMXMrpLa9E11uXT6dHQ81S2fjbXtGOU/SDX4qLXsMdqyhbXsqZojKEpwnPa+LdGLKGWx3kp5te0Ns6WxOGml7StuePvWKoqgk5aXlPOnctsfa7SwmQWlnU0OO1ay0AOvRuufNYMcTg73Wq2Oi4VSBxBNBEMQUZX/LEALhGErz7VhQNXqO6PLZZQCAXecHjChtDKd7pL1Js8vHd55mlufBYhLgDkQUUWAEqpbOKm17I4YIvrjzlLp4qnIZE1cejYkY8Kl3npjzE46KujkNANDnVR9Tzig2QDwNZ+DkxNP29BEj/lBUSYNLK6o8R9+9VIlJe+nMEAmCkDD3xL9mbZwnWpQ7HiSeCIIgxkEURUSyeOnsjjOSq7RmZsmYX+irZ5QAkMSTgSYOAOmm+YwsnuZM4DzZLWalVe5cr1eX2pKhZulsdaEDggCMhKNKVLSeMPFUqcZ5chnjPPX7goiJUgBDsYpQA7vFrNzI6bl4lv19puM8FeVJgmDQp18b3FAmS2dZm6FOYoQ5RlZzek4O+x79oagui8HjC3LVv7cMPRflZrLjiUHiaXxIPBEEQSRhb/Mgrvrum5jztVfxpd/u1zVyOFXePSe5Smtmlox5bll9IWwWE3q9IfQYPPbUOuBHMBKD3WJSnJrxmCaHNJzvN2Zvki8YwaA8pzJZTDkg3dhXyDuL2gyYe2LukZqZJ6MW5bKWvZJ8+6QphhdSbEAAwwALjEhj6awRbXvuDGaemBgZ1mlGKzEsIh0nJ9FR0aMNLpMdTww948o9Ae2cJ4oqHwt38fSjH/0I06dPh8PhwIoVK7B9+/YJj9+2bRtWrFgBh8OBGTNm4Kmnnhr1/PPPPw9BEMb8CQSyYyiaIIipT7c7gM/9Yg+a+/2IicCfD3bg4b8cNbqsUUSiMWVv0sppRWOed1jNyj6lZo/6mxMtYWERs8rzJ71pZgl353uNEU+sZa/AYUl5FqOu2Li5p26P+pmnKoOcp3TmnRhMPOnp7jHhU5hG9DcTXHrOEA1n4DzpHRjB2i/TaTEEpChtdnOvR81uxXnKXDzpMvOktO2l75Tl2fWNV59KcBVPL774Iu699148+OCD2L9/Py6//HJcf/31aGlpSXr8+fPnsXHjRlx++eXYv38//vM//xNf+tKX8NJLL406rqCgAJ2dnaP+OByp/+IgCIKYiG82HseAL4T5VQX40aeWAwBe2N2Kvc2DBlcW50yvFyPhKPJsZkwvTT5HtKS2EADQ4jVWPKUy78RQnKc+Y8RTvGVv8nknRq2SuGeAeBpWP/PEju3zBnVtS00naY/B5p5YiIMesKS8ogzS6wZ0cnKk9jVx1NdWA5t5GhoJ6zK7l0nSHkPPRbmZLMhlsNfqMvOkZWAEOU9j4CqeHnvsMdx555246667MH/+fDzxxBOoq6vDj3/846THP/XUU6ivr8cTTzyB+fPn46677sJnP/tZfPe73x11nCAIqKysHPWHIAhCC9oG/fjroU4AwHduWoKNi6tw84paAMAz288ZWdooDrVKrtOiGte4bs4S2Xlq8RkrnppkITSjbHLxNMPgtr12ufUulZY9Rk2hMdHf0Zio7D5SI56K82wwCYAo6tsGl86OJ0a8bU+/mSfmPBWl0bZXpLPzxNwXq1lATor7vhJhQiSasM+IJ8qC3CnWBufMoA3OCOcpo3qpbW9c0n9XJyEUCmHv3r346le/Ourx9evXY8eOHUlfs3PnTqxfv37UYxs2bMCzzz6LcDgMq1Ve2OX1oqGhAdFoFEuXLsU3vvENLFu2bNxagsEggsH4D1y3W9peHw6HEQ7rN8w5HqyGbKiFyH7oeuHLr3Y2IRoTsWZmMeZV5CIcDuPTq+rwh71t2HysG239HlU3qrzY3yLNOy2qdo57LSyslMRKuw/wBYKYfOUrH9jS2dpC+6TXba1Luuls6fdjJBCExazvaG6zXGu1a/JaGWX50u+mjkG/rv8uezxBRGMiTALgsguqvnZxng193hA6h3woyonfbPP8+dI9LAnTklyr6vMXyulqvZ6Abu8xE0/5NnXvLQAU2KXrdsAX0qXePjdrN7UiElF/s2uGCJvFhFAkhn7PCBwp6q90r5dBWQQ77ea03x8mRgZ0uCaG5XrzbKa0v1aezayci3e97hHp2s2xqr92GQ6LoJxLq3qz+f5FTU3cxFNfXx+i0SgqKipGPV5RUYGurq6kr+nq6kp6fCQSQV9fH6qqqjBv3jw8//zzWLx4MdxuN773ve9h7dq1OHjwIGbPnp30vI8++igefvjhMY9v3rwZubmpt2bwZsuWLUaXQEwh6HrRHlEEfr/fDEDAHFMvGhsbleemO8047wH+3+/fwFVVBsfXAXj7mFRntOccGhvPJj1GFIEcsxkjUQG/+ctW1Biknk61S7W2ndiPxrb9Ex4bEwGrYEY4BvzmT5tQqrNO3XvKBMAEd+d5NDam5jS2DQoAzDjZ2jPqmuFNqxcALMi3iNj82iZVr7XHpL+TV//2DpqKxl7PPH6+HJbf2+6WM2hsPK3qtd0d0nt85HRTyn8vmSCKwKBPeo/2v/s2mlSaZT0jAGBBr9uvyzVxelh6fyyxYNpfzyGYEYKAV7a8gVqVPyvUXi97WqV6h3o60djYru6LyQSGpetpx579QCvfn8lHzsnXblszGhvPp3WOnlbpHEdOnkVjWN31r5bmDulrnT52GI09h9I6x7ke6e/ofFv6f0fjkY33L35/6m3X3MQT48IUFVEUJ0xWSXZ84uOrVq3CqlWrlOfXrl2L5cuX4/vf/z6efPLJpOd84IEHcP/99yv/73a7UVdXh/Xr16OgoCDpa/QkHA5jy5YtWLduneKuEcR40PXCj0Ntw+h/dxdyrCbc94kPIdcW/xHZXdiMb756Ep1CKTZuvNjAKoFgJIZ/e28rABG333ilEu+djF+078K+1mGUzVqCjctq9StSZiQUxfDOrQCAT964LqV5jB+f24FTPV40LLoYV84p413iKJ5r3QVgGNeuXo71CyomPR4ApnW68fSJdzEi2LFx41Vc60tk64ke4PABNJS7sHHjqslfkMDve/ei/Uw/pi9Ygo3LapTHef58ebFnD9A/gMtWXoSNS6tVvTZ0oAN/aj4Cu6sUGzeu1LSuZHiDEUTf/RsA4OM3bECOTV0r3KA/hP898CaCUQHXrr8ONgtfB3XzsW7g2EFUlxZi48ZL0zrH98+8A3evD4uWX5o0wTMZ6V4vB149CbQ1Y+GcGdi4YU5a9b4ZOILDgx2onzUPGy+fntY5UuVvfzgMdHdi6aK52HhZel+r850mvNZ+CsWVNdi4cbHGFY7mp807AbcHl61aiavS/BlqPtqN35w9iNyCYmzceIkmdWXz/QvrSksFbuKptLQUZrN5jMvU09Mzxl1iVFZWJj3eYrGgpCT5P2STyYSLL74Yp0+Pr+Ltdjvs9rEfG1mt1qz6y8u2eojshq4X7dl+VmqFu3peOVx5o2deNiyqwjdfPYndzUPwhUUlitgITve6EY6KKHBYMKO8YMIPpOZUOrGvdRjn+kYMuV7O9UtzQK4cK8pcqTn908vycKrHi9ahoO4198ihBrXF+Sl/7boSaXdVnzcEUTBzv1Fm9Pmk9qyKghzV71O53Ho64I8mfS2Pny+DfqneMleu6nOXFeQo59DjmvB6pBYem8UEZ65ddZx2idMCkyA5qb6IiLwMghFSwRuSgj+K8uxpvz9FeTag1wdvSFR9DrXXizcorX4oyk+/XvYz2BuKcb8mfPKqisJcRwb1Sveh3mDyf3Na4pPf38K89Ot1ycuhfSHt683G+xc19XD7CW+z2bBixYox1tyWLVuwZs2apK9ZvXr1mOM3b96MlStXjvtNiaKIAwcOoKqqSpvCCYLgSiiSzUtn+wEAl80a+0ldQ0keZpXnIxoT8e65fr1LG8XpHin6e06Fc9Kbujlywt2pHmOWzrJ5p2klqbdIN5RIPUOtA/ruTYrFRCURrlzF3qSiXKsimLp1jP/uYQtyXeoDGFhcOPt+9YCFPaSzN6lEvpHTKzAiMWkvnT1EZpOghDDosSg3k5hyhktO3NMz+jvVdQDJ0DNtz63JnieWtqdHYIQknrTY80Rpe2Ph+vHY/fffj2eeeQbPPfccjh8/jvvuuw8tLS24++67AUjtdHfccYdy/N13343m5mbcf//9OH78OJ577jk8++yz+Ld/+zflmIcffhivvfYazp07hwMHDuDOO+/EgQMHlHMSBJGdHGkfxrWPbcOcr72KW36yU9mnky34QxHsb5WiyNfOSu50s1YWtpzWKNjepNkVzkmPnVMhi6duY8QTC2CoL0l9iKJWTrpr0zn6e8AfQiQmQhCAUhW7iARBMGR3Evta5U71g2Es8a7Pq48YEUVRSfYrzk9jb1J+fEmuHlHamSTtMYp0XJTLxF5m4kl67dAI/3qHNYgqZ8LLTUtyx+ANSl+DxBMfuM483Xrrrejv78cjjzyCzs5OLFq0CI2NjWhoaAAAdHZ2jtr5NH36dDQ2NuK+++7DD3/4Q1RXV+PJJ5/ETTfdpBwzNDSEz3/+8+jq6oLL5cKyZcvw1ltv4ZJLtOnHJAhCe873+fCJn76r/BB+7/wAPvOz9/DSF9ZktDdDS947P4BwVERNYc64M0SrZpTgFzubDXeeTnZJQmhuxeTR37Nk56l1cAT+UGTUHJceNPVLAkiN8xQXT/oKbOYaleTZYVWZ8ldZ4EBzvx+dOsaVKy5ZGtHfTDzp5Tx5gxFlD1F6zpP0mnBUhDsQyUgkpIKyIDeNnUmMojwb0OfTJa5cC+dJWZSrw24qZUluBmKECS89nDKPsiQ3kz1P+kSVh6MxBMKxUV8zHdieJ18wMmlewQcN7r9F77nnHtxzzz1Jn3v++efHPHbllVdi3759457v8ccfx+OPP65VeQRBcEYURfzHS4fgDUawsqEIX79xAT73iz041e3F9/92Bv+5cb7RJQIAdpyVBNHaWSXj/pK4dHoxAOBElweDvpB0c2QAiW17k1GSZ0O+VYQ3LOB0txcX1RVyrm40LbJ4alDhPNXJS2f1dp563GxnknoxojhPw/oJvn7ZyVHjkjHYa/RynpjrlGM1qw5fAACH1Yw8mxm+UBQDvhB38RRv28vEeZIX5U6Rtr1CHcUIc1+0cMr0XJKb2V4qfZbkJu5lytPAeQpHRQQjMTjS2B/2fkXfBRoEQXzgeOt0H947P4AcqxmP37oUF9UV4ls3SUlDP9/RpOuMyETsaZJa8VbNGD9lqiTfrjgoh9qHdanrQkZCUbQMSKIilbY9AKjKkT7xPym3++kJq7VOzdJZ+Vh3IKLLjRyDXYvp7PGqdEk16+k89cmuUWkmzpNO4okJveIMPnCIt+7xrznuPKVfb6GObXvs30kmTplLfu2QLs6TFm17llHn4oUoiglte5nX65WdHF6wWh1Wk2oHPZG8hC4Fat0bDYkngiC48tO3pB1En7ykHnVyO9zVc8uxoqEIwUgMv32vZaKX60I4GsORDimmdFl90YTHLqktBAAcah3iXFVyzvZ6IYrSTWhpirMjlbJuOdfr41jZWGIxEV2ymKhRIZ5ybRalTatdx9a9bnf6bXBx50kf8SSKIvq8zHlSf4PPAiOG/GFdQlwG5FpL0qiVUSyHRvR79ZshKspAjDChOFXa9vSaeYrFRHgUJyeTNjh9Zp5GwlFEY5LYydegDS4mSufkBRM6+fbM3FmTSVAW+/pIPI2CxBNBENxo6ffjnTP9MAnAZy+bpjwuCALuWC3NPv5ud6vyi8koTnZ5EIrEUOCwTDqbs6TWBcA450kJiyjPT7kHvUx2npr69BVPfb4gQtEYBEG9m2NEaESPRw5gSMt5kl7ToZN4cgciCEUl0ZNO254rxwqLSbp++nVwcgb8mTtPTFAzF4snWgRGFOrYtqdFYARzyng7T55gBMx40SKAgXcbHHNyTAIUMZEOOVYzzPK/OZ5zT0w8ZfLeMljbnx4JgVMJEk8EQXDjjwekreRrZ5Witmi0KNmwsBKuHCs6hgN477yx6XUHZBfporrCSQUJmxk61DbEt6hxYAJoRtnkYRGMMlkLnNdZPHUOyW1wTofq9pFaZe5Jf+cpnZknJg57dGpDZbNK+XZLWrMIJpOgiC49QiOUpL0MxAgTTwM6iCcmIDIKjMjV33nKqG0vR58obdZmZ7eYMpqjYa5VMBLj6p4ycZZvt2QUmiAIgjJHxFU8BZjzlLl4SgyNIOKQeCIIght/PtgBAPjo0poxzzmsZqxbIC3Mfu1o15jn9eQgE09yS95ELKwugEmQbrSNmNdiM0QNKtLryhyy89TvQ0xHl69TDk+oKlTv5BiRuMecp4o0or/LE6K/9XiPlXmnDNrg9IwrH9Bw5kmftr2pE1Uei4nxvUlTYIZIi7AIYHQLHU/3ya3BvBNDj/hvT1A78eSkuPKkkHgiiClOIBzVZe+JWlr6/TjT44XZJGDdwoqkx2xYWAkA2Hy0y9Dv4VCb1IKXShJdrs2C2eVSUMNBA+aempl4GidOPRnFDsBiEhCMxHTdQ9QuO0/VhanPOzGMaNvLJDCCuTjhqIghHUIuMknaYzDhpYfzxARPOjueGHHnSY/ACHnmKS/z6G/e14MnEG+Dy0SQMOHlCUa4tlIrMeUZiidzwkwOTydHix1PDD1aDZnzlEnSHiOPxFNSSDwRxBTlcPswPvyDtzHv65tw1XffxGaD3ZsLeeNkDwBgZUPRuEPBl88uhd1iQsdwAGd6jFniOhKKKtHfbJ5pMhbVSMcd7zQgvU6O/q5TIZ7MQjztTs/WvU55EXK1S70YqdHZeYrGREVEpNO2Z7OYFFeFOVg8YW5RJuJJz11PzH0pycR5YoEROs48ZZa2p8/eJNayl2M1w25Jvw0uURx4OYoRxSXTRIxI7zFXJ0epN3Pnib3HPN9ftiBXC7FHi3KTQ+KJIKYgTR7gk8/sVhyT5n4/7v7VXjQe7jS4sjhMPF09r3zcYxxWMy6eJu1OYnuW9OZsrxcxUUrVSjVlbV6l5Dyd7HbzLG0M3mBEuXGsV9G2BwDTSqXj9RRPHaxtz6XeeWKv0csp6/cGEROlofCSNAUJu37YviiexGPK07+5j+964i9G2HWbSRucXjNPkWhMcRsyqdeVsDeJp7PO0vEymXcCALvFDIdVui10c3RGhjWIKWcwgcCzXm2dJ/5zZd6glOSn5cwTT7E3FSHxRBBTDG8wgudPmRGMxHD57FL87V+vxM0rahETgf/4w6Gs2Js0EopipyyGPjSBeAKA1TOlvUo7zvZxrysZZ3slx2uWivS6ubJ4OtGlr/PEXKeiXKvqT0GnyUtq9Uzc68igba9aFk8DvhACHGN9GT2euJPDErHUwpycHh2cnF5v5m17ejpPrNUuk6jyQp32ELE2O0HIdOms9L1GYiJ8IX7XsBYx5Qz2c4XnfjW3hvXmO/gHMDDnSUsnx8PRyVECIzSslwIjRkPiiSCmGE9vb8JgSEBtUQ5+9KnlmFGWj2/ftARL6wrhCUbwaONxo0vE3uZBBCMxVLkcmF0+cSrcGlk8vXtuwJDI8tPdTDyltnAWiIunpj6fLjf2DBYWUS8LITWwCHZdnSfWtpdGYERBjgU5chKXHruTMpl3YugpRrRo21PS9vQIjGAzT3np16tXAAMLiyhwWNMW0oC0pNQmp0zyFCNaOjnsHDxDI1gAgzZtcDo4OVoGRujYtqeJ86SD2JuKkHgiiCnEoC+E53Y0AQD+87q5yg9zs0nANz6yCICUcNfcr28k9YXsbpKixy+dXjypm7O4xgWn3YLhkTCOdejbBgdAmXeaTOQlUu60ozDXipgIXWe1Wgakv9d6FfNODPYaJsB4E4rElJvydJwnQRCUlD7W/seTTGLKGeVySp++M08ZtMHl69MGFwhHFeclk7Q9Jp78oSjXDy0GNViQC0jXsEtxy/i9x0qsuibOE/82OLci9qZGAINbQydHl8AIDnueyHkaDYkngphCvLC7FYFwDLV5Iq6dXzbqucW1Llw1twwxEXj27fMGVSjBxNNKeZ5pIixmEy6ZLh2367z+c0+ne+Jte6kiCALmVkjuE1taqwctaSTtMVhgROugX5dkw253AKIoBSmkGxJQJQdN6Ok8pbMgl1GuY9tevwZteyWyC8RbPDGnyGISMgoJcDosihPEs3Vv0Jd5WAQjce6JF5q27SnOkx6BEdqJvSmTtqdHVLmGe56UgAsST6Mg8UQQU4RINIZf7mwCAFxRGUvq6Nx52XQAwMv723VtJ0skHI1hf8sQACiiaDKW1RcCiC+r1YtQJIZmeY5odkXq4gmIt+6d1HHuidWajvNU5XJAEIBAOKZLmxZr2ZO+bnqtTyw0olMH8cTcolRDQ5JRLrtWvXoERmjQtsdcoEF/iGvLLBN6RXm2jJaMmkyC4q7wbN3TYkEug9XLM3FPiwW5DCbA9HGetGzb4xkYwWaetNvzxDcwQsMluTrUOxUh8UQQU4Q3TvaiYziAolwrlpcmv9FZO7MUNYU58AQihi2ePdrhxkg4CleOFbPKUhMky+qLAOgvnpr6fYjGROTbLahU6Tgo4klH56lVmXlSL55sFhOq5O+xdYB/GxwTPNVpJO0xmPPUqUPbXo/StpfBzFM+c574ij1/KAK/3AZXmoHYK8q1QhAAUeQrRpizlUlMOYMJBK7iaSTzZECGLs6TX/vAiCkz86TDzb1HqVfDtL0pEhhBbXvJIfFEEBfgDoQxwjEZKV3+fLADAPDRpdWwjvMv12QScNPyGgDAK4eMiS3ffV5q2bt4WhFMKQ5bL6l1QRCknT56DNszWFjETBVJewwmDFlaH28i0Ziy86ghDfEEALWyY6XH4tl25jylERbBUJynIR3a9jwsMCIT50n6Xnlfw30e6ebeYTUpS0LTwWI2Kc4Iz9Y9du5M5p0YTNBwbdvT0Hly6bAoV9u2PTbzxLFtb0S79DqnHm17Wu5NUgIjdJh5smsnTqltbzQknghCZm/zID7yw3ew5KHNWPDfm3DXz3crN4BG4w9F8PqxbgDAjYsrJzz2ukVVAIBtp3oN+bSIzTtdnMK8E8PpsCqBDXq6TyzsQU1YBGOGLJ7aBkd0aZHsHA4gEhNhs5hQ4UxPkNQVSeKpVYfQCOYW1aQRFsGIO096zDxJgqc8zfdWeq0kvHyhKNd/e70JLXuZtMEBcUHTx7GVk4mnIk2cJ/6JeyzcYao4T8wpc2lQrx7Ok+LkaNm2p8MMkRZte3qIPT7OU/Z9oGwkJJ4IAsCrhztxy0924qB84y6KwOvHe/B3338bZ3r03eWTjNeP92AkHEVDSS4W1xRMeOz8Kifqi3MRjMSw7VSvThVKiKKIvc2DAFILi0hkaV0hAGB/y6DWZY1LOkl7jNJ8GwocFoii1P7HGxYWUVeUk7KjdyF1xXJohA5te2zHUzoLchnMteLdtheJxhTxkEnbXp7dojhBPEMjWK3pLvNNRI/QCC3b9orz5LY9jvUO+rRJ2wPiu554OmXDcriDpoERXNPreDhPU2RJruwG8XJyYjER3pB07jx7+q40I4+cp6SQeCI+8BxsHcKXXtiPaEzEDYursPvBa7HlviuwoKoAA74QPvP8bq4/mFNh0xGpBe/GJVWTftIsCAKuWyS5U68e0XfuqX1oBP2+EKxmAYsmEXkXsrROmns62DbEobLknEkjaY8hCILiPp3r5S+eMgmLYLDXturQtpfJjidGVYEkvAb9Ya7uXp83BFGUIv8zvcFXFuVyXFbNxFNZBjHlDD3iyvs5tO0Ncm3b0zJtT26D4zrzJNer6cwTx5v7oHYzT7yX5IqiqG1gBOd6/eEoWJiqFm17+QniSY+U1qkCiSfiA00gHMWXX9iPcFTEugUVePKTy1DmtGN2hRO/vPMS1BbloHVgBN9sPGFYjdGYiHfOSBHeH5pXkdJr1i+QjnvrVK+ui2cPtw0DkMIU7BZ1n3oxsXWsw63LD+lINIZz8sLY2SoW5CYyk8096bDrSYkpT2NBLqNOR/GkBEZk0LZXkGNBruzk8GzdYzHlZfn2tF09RnzXEz/nSYuYcgYTNOycPBjwyU7ZlGnbY86TdvWy1joe8Jl54iP2vKFI/OZeAyengHPaXjASQzgqFaylU+YNRhDj8LuZteyZTQIc4w1Hq4CJvWhMRDASy/h87xdIPBEfaJ7Zfg5N/X5UFjjw3ZsvGrVNviTfjv/v5osAAC/sbtE1kjqRI+3DGB4Jw+mw4KJaV0qvWVpXqCyePdI+zLnCOIfkr7W4plD1a+dUOGE2CRj0h9HF8VN7RuvgCEKRGBxWE2qK0rvBn1EmCRkmwnjCFuTWZeA8sZmnjqEAIlF+vwh9wYhyQ8fmltJBEARU6pC4x4ROJmERjLIC/ruetIgpZzBB0+/jV6/SBqeJ88SWzurhPGkX/c1r5ikcjSkLiKdC2h5zXGwWExzWzNvKeM8QJZ43z6Zd9DcA+ELa15wYU57pPCQA5Cb8HVHrXhwST8QHlq7hAH74xlkAwAMb5ympSImsnlmCjYsrIYrAY1tO6l0iAODtM31SLTNKYDGn9k/WYjZhzawSAMD20/rNPTHnaUmKIi8Rh9WsJNgdbXdrWlcyTssR4zNK80eJZjXMlMWTHol7mSzIZZQ77bBZTIjGRK5ODhM6Tocl41aXah0S97RYkMtgoRE8E/fi4kmLtj3+M09MmGnRtsfbeRJFMe48aVCvi7PYSxRlWgQwxGee+NwoKzueNHBxgHgrnT8U5fKBEHO08u2WtH9PJOKwmmGTf4/zEHxa7ngCpARfNsdJceVxSDwRH1h+8tZZjISjWF5fiA9fVD3ucfevmwOTALx2tFtXF4fx9mlJPF02u1TV6y6fXQYAeEt+PW9EUcQheV5pcY168QQAC6vl1r1O/uLpjCx41C7HTWRmwswTz1ZDURTjM09pxpQD0i/CWrmNjmfrXvtQ5jueGMx54ulGsvkkLZyneNsex5knOao8kx1PDH3a9lhghHb18hIj/lAUIfkmXIvACN7O03BC7LcWN/cFCW1lfMSIdvNOwOhWOh7OiJZhEYx8B78QBi+HevNoUe4YSDwRH0gGfSG88F4rAODL186Z0N6eVe7EDUskcfXzHU16lKcwEooq6XWXzVIrnqTj9zUP6mK3twz44Q5EYLOYMKcivRmiBbJ4OtrBX6SekXc8pbrINxn1JbkwCdIvQZ5tWsMjYeUXF2u9Sxe264lnXHmnBmERjGpZPHVwXBvAYsrTjYBPpExX50nLtj0+4ikaE5UdR9oERvDdS8UcLZvFhBwN2spYiIMnEOEyf6rlvBMwOhSBx82yljueAMBqNimzPTzq5SKeOIoRbzDulGkFE3vkPMUh8URwp31oBDvO9uFI+zDXOQs1/GJnM0bCUSyoKsAVKTg6n17TAEBaVMszIvdCdp3vRygaQ01hDqaXqgsKaCjJQ01hDiIxEfua+cd/H5Jb9uZXFcBmSe9HywIdnafTPZk7T3aLWUmw49m6x1yncqcdORksRQWkqHOAb1x5h7IgN3PnqUIWT90cnSe2ILdcE+eJpe3xE0+9GrbtFXNO2xvyh5SAAC1miFjbnjsQ5iJG4mERVk1mRhJb6XjMEWktnhJFI4/QCLZwVosWQ4ay64mLeNIuaY/BM17do+GOJwYTYjxmtKYqJJ4Ibrx3fgAf/eE7WPutv+G2p3fhxu+/jVWPbsUz28/pmgB3IYFwFM/vOA8AuPuqmSn9glxeX4QFVQUIRmL4/d5W3iUqKC17s0rT+kV+6XRp1xJbXMuTw0pYhLqI8kQWVkntfq0DI1yXSsZioiJ2ZqWZtMdgceVnOcaVx5P2MnOdgHjgBM8F0B3yPFUmC3IZVTq07SkLcrWYeVICI/jUG4xElRskbZwn6RyD/hCXn8tMlLlyrLCmOLM5EUyAiSKfVjgtk/YAyRlhN59DHOp1ayyeEs/FI66cnVNLJ0cPMcLDeeLStqfxzBMQD8rw0qJcBRJPhObEYiK+vekEbvnJThxoHYLFJGBGWR6cDgv6vCH8zyvH8emfvQe/QZ9ivHqkE4P+MGoKc7BR3oc0GYIg4B9WSe7TS3vbeZY3ChYWsVblvBPjYlk87TrPXzyxeaclaSTtMVy5VuWG+1gHP/epY3gE/lAUFpOQsSCZITuC53UQT/XF6ceUM2pl56mN48wTC4zIJGmPwZbWdnEMuOiVhY4WbXts5mnQH0aIQ7Qvm02ymgVNbpiLEsTIEIcQBi13PAGSGHHKN4Y8QiNYpDgPMcJD7GntPAF848oVJ0eDHUQMns6Tm6vzNLVmnrw086RA4onQlFhMxL//4RB+/KaUYnfryjrsfOAa/O1fr8K+r6/DNz+2GLk2M7af7sNnfrab6+LL8WCzTrdeXJdyeh0A3LC4CjazCSe7PTiuQ1tZryeIE3I8+tqZJWmd4xJZPB1oHUIwwu+9jsVEHJET8hankbSXiB6hEaxlb3ppXsafhk+TxVNTP0fxpMGCXAYTp22DPNv2JDFSpUFgBDtHnzfERYyEozH0yYJEi8CIwhwrLPLgPo/4bzbvVJJn16StzGI2KW4Oj7mnQY3FExBPweMh9pjzpEWLIYMJGx71xtPrNBRPHOPKlcCIHA2dJzZDFJwazhMTYjzECA/nyUkzT2Mg8URoyqOvHsdL+9pgNgn4f39/Eb598xJlgNpqNuG2S+vxq7suhdNuwa7zA/jaH4/ourX6fJ8Pu84PQBCAm1fUqnqtK9eKq+ZKCXZ/PMDffXpHdp0WVhcoccJqmVGah9J8G0KRmDKTxIOmfh+8wQjsFhNml6c/QwRIM1MAcIKjeDqrwbwTQ3GeOO56apZ3PGnRtlcrB050uQNcxIgoisrMkxZte0W5VmWGjsfcEwt2sJoFTVq1TCaBa2iEEhbh1E6MlHBM3BuQBYNWbXDSuVhoBI+2Pe3r1cV50lDsxePKObQZTjUnJ8gxMIJHOqB8zjwt2/bs0gwc7XmKQ+KJ0IxfvtuMp7dLs0SP3XIRbhpHnCyvL8JPbl8BkwD8YW8b/rC3Tbcaf7dHcp2unFOG6jRu7D66rAYA8JcDHVy2gyeyPc2I8kQEQcDF0yT36T2OrXts3mlhdYEqNy8Z86ukGaQTHJcSn9YgaY8xXd711DLgR5hTIApznjJZkMsozbfBbjFBFPksnh3whZRN9BWuzJ0cQRBQWcAvNIKdsyzfDpMGUc9APHGPR2iEElOuwbwTg8098QiNGFRiyrUTIzx3PTHnSUsxwlysKdO2JwsFLjNPSlQ5j5knfoERWjp7PGe0mJul6cyTnZynCyHxRGjC4bZhPPKXowCAf98wFx9ZWjPh8WtmleJf188FADzy12PKnhWeRKIxRajdurIurXN8aF45nHYLOoYDeI9jCIMoiorzpDai/EJY6x5P8cRcrXT3OyXCnKdT3R5u6YyneyRhNivNSPVEKpwOOKzS4lkerXDBSBSd8r8PLZwnQRAS5p60r5ct3y1z2mG3ZB71DEARTzwW+2oZFsEok4UNS8XTkt6Etj2tUHY9cWgzZO6QFgtnGUW5/NrgWKhDYQ4H54nDbiomnrRMr+PqPI3wcJ741evhIEaUPU9TxSlTAiNIPDFIPBEZ4wtG8KUX9iMcFbFhYQXuuWpmSq+7+8qZuKjWBU8ggodk4cWTN072otcTREmeDdfMr0jrHA6rGRvkkIlNR7q0LG8UZ3u96HIHYLOYFOcoXdjr9zUPcks5ZMuDF9cWZnyuuqJc5NrMCEZiaOrXPtRAFEWcYW17GbYYAlKb1rQS1rqnfVx52+AIRBHItZk1+/Sete7xCI1gKX7VGoRFMCo5xpUrYREazDsxeLbtsdY6Ldv2WFw5j7Y95g4V52np5DDniV/bnqYzT0zscXSetHRy9Jl5mhpte1xmnnjueVLEnnbvL8+lvn860I4/HWjn8sECT0g8TXG8wQjO9npxssuDfm9Q1/khxkN/PorzfT5UuRz49k1LUh5iNpsEfOumJTCbBDQe7sKuc/1c63xxt9Syd9OK2rT3EAHAhoWSeNp8tIvb+81a9i6ZVgxHhosa51U6kWczwxOM4FS39q1wsZioJOMtyiCmnGEyCZhbyVr3tJ976vUE4Q5EYBKgenfWeExX5p60FyPxpL1cTQICAPB1npQFuZnPOzGYeOLpPFVo6TzpMPNUpmHbXmkev11PLIRC25kn/oERRRwCI3i07bHWOj5pezzT67QPYJg6e57kwAieUeUc0vZ4tO09/Jdj+PILB7iuouCBdu8uoQuiKOJohxt/3N+Obad6cabXi8T795rCHHxoXjk+taoe8yozv5GdjL8c7MDv97ZBEIDHb12qfCKYKvOrCvDJS+rwq3db8M3G43j5nrWazR0k0uMO4I2TPQCAW9Js2WNcPrsUuTYzOoYDONw+jCUauC0X8rYG804Mi9mEZfVFePtMH/Y2DyptcVrRMuCHRw6L0GKGCADmVRZgf8sQjne6ceOSak3OyWBJe/XFuRkLU0ZcPGnvPGmZtMeIO0/82va0SNpjVHKMK2du1lQTT1rOPBVzFE880vaYi8Wj3iFlhkjDGa0cJvamyswTP7GnOE8cZoi8U2zPE4/ACB5pe8qSXA57nrxKwIU2v4v1grvz9KMf/QjTp0+Hw+HAihUrsH379gmP37ZtG1asWAGHw4EZM2bgqaeeGnPMSy+9hAULFsBut2PBggV4+eWXeZWfNYiiiG2nenHLT3bixu+/jWfePo/TPZJwcjosyqdk7UMj+OW7zbjuie2494X9XAbCGW2Dfvzny4cBAF+8ehZWzUgvTvvea+cg327BwbZh/OVQh5YlKvxhXxuiMRErG4owK8NWLYfVjCvnSKl7m492a1HeKMLRGN6VXbhM550YyxuKAAB7mwc1OV8iRzqklr15VZmHRTCU0IhO7Z0y1rKX6XLcRKZzTNzTckEug+euJ6Vtr1D7tj0en052ywKHCR4t4DnzpLTtaSme5HP1cah3gIN44tu2xy+qnEcbHI8luQU61KulGCng2Lbn5hJVzjEwgsPMUx4nsReOxpTEV7aId6rAVTy9+OKLuPfee/Hggw9i//79uPzyy3H99dejpaUl6fHnz5/Hxo0bcfnll2P//v34z//8T3zpS1/CSy+9pByzc+dO3Hrrrbj99ttx8OBB3H777bjllluwa9cunt+KYcRiIrYc68ZHf/gO/vG597C7aRA2swk3LK7Cjz+1HO89eA0OP7QB+/9rPY49sgE/+8zF2Li4EoIA/PFAB9Y99hb+fFB7QRKJxnDvCwfgCUSwvL4QX75mdtrnKs234+4rZwAAHt9ySvOQAFEU8Tu5Ze+WizNznRisde+1o9rPPR1oHYIvFEVxng0LNHKJVsriaU+z9qERbL/TomrtHC3mmvJI3FPCIjSYd2Iw8dTEoW2vmYvzxD8wgkfbHg/nqYeD81RewN95KsnXTozwbNuLzzxlf9ueKIpcosoLlZknbeuNxkTlhlbTwAhOAQzBSFRJ4tR25ol/256WThnXwAgeARec2vb8obiTpWW0uh5wrfaxxx7DnXfeibvuugsA8MQTT+C1117Dj3/8Yzz66KNjjn/qqadQX1+PJ554AgAwf/587NmzB9/97ndx0003KedYt24dHnjgAQDAAw88gG3btuGJJ57Ab3/726R1BINBBIPxX2Jut3SzFw6HEQ4bO6S26/wA/nKwA7keAesSaglHY/jroS48/fZ5nO6RPs12WE345MV1uHNtw6hf9Ox7sArAZTOKcNmMInxu7TQ8/MpxHGgdxpd+ux87z/Ti6zfMy3ghKOPJv53BnuZB5Nst+O7NiyDGogjH0rd0/+GSWjz79nk09fvxf3tb8bFl2rVq7To/gKZ+P/LsZqyfV6rJ3/nlM4tgMQk43ePFqc4hzWZnAGDbCcnNWj29GNFoBNEL3lZWv5rvY1FVPkwC0DowgvYBL8o1/JT9cNsQAGB+Zb5m/55mlkjXd/vQCPrdfk1/0Z6SBdmMkhzN6q0tlN7P9qERePwBzdoBAaBFXr5b47KnVW+y66XSKb2fXe4AfCPBjGYAL6RddrPK8iyavb+ludKvqm53AMFgSNPWXta2V5Jj1qzeQof099/rCSAUCmk2qxaNicrepEKHSbN6C+zS33+/L5jWz5fxCISjyg2S0yZoVm++TXo/B30hTX+He4MRRORQnTyrNu+BdC6p3mG/tvcciW2AuRYO9Y5MXq+a62Uwwdm0m0TN6pX/ucEd0Pb9DUViithzmLV7f1m9Ho3rDUZiCEVZvVq+v9K/CW8w83oTr5dhv/SzwWoWIIhRhMPatwWqQc33xk08hUIh7N27F1/96ldHPb5+/Xrs2LEj6Wt27tyJ9evXj3psw4YNePbZZxEOh2G1WrFz507cd999Y45hgisZjz76KB5++OExj2/evBm5udp9mpsOr7YK2NRmxrISAa9s2oJWH3BkwIS9fQKGw9IPMLtZxOUVIq6qjsApnsXet8+mdO47aoAK0YTNbQJ+u7sN+0614DNzYsh0sfdZN/CDo2YAAj5eH8ThnW/icGanBABcVirgLy1mfKfxMCwdB2DW6P7oF6dNAExY4gpj29bN2pwUwCynCSeGTfj+y2/h2hrtgiNeOSK9t05/Oxobx9+BtWXLFlXnrcoxo90v4Jk//g1LS7SpVxSBA81SvUPnDqGx55Am5wWAYrsZA0EBP//TFszUcEzrWLtUb/fpA2jsPKDJOUURyDGbMRIV8Ks/vYZqjX6siCLQ1CfVe+7Qe/CcTv9cideLKAJWwYywKOCFP29CqUamS1QEut1Svcf37kCHFj8YAERjgAAzIjHgd39+FQUamQKRGDDol34gHtq1HWc10ujSaIAFI+EYXv7Lq9Cqg8YdAkTRAgEidm7bqtnPSHcIACwY9IXw2uYtMAnqf74kYygondckiHhr6xZopCExIJ93wBfEK680an5eqyDib1te0+akAPoD0nkHvAE0NjZqdt4++bw2k4gtr23S/LyDKupN5XrpGZHO6zCLeG3Tq5mUmPS8g94RTd9fb1g6LwBsf2OLZv/efPJ5R8Ix/OWVRs3Om1jvtq3Sv2MtYP8uPP6QZu/vli1b0OWXzmsVYpr+vaWL35965wg38dTX14doNIqKitGR0BUVFejqSt7q1NXVlfT4SCSCvr4+VFVVjXvMeOcEJHfq/vvvV/7f7Xajrq4O69evR0EB/1CFiShrGsSmZ3djf78JhwbMiCakP5Tm2/Dp1Q345MW1aX/y/ncAtp7owX2/O4STw8CzzU48ffty1KTZUtPvDeJbT+2CiAA+elEVvn7z4rTOk4wrgxG8/dh29PnDiNYsxd8tzdx9GvKH8e+7twGI4d8+thpLajPfQ8QYLG3FQ385jlaxGBs3XqrJOT2BMO7f9SYAEXd/7Kqkf0/hcBhbtmzBunXrYLWmfl3sih7Db95rA0pnYOP1czWpt2NoBL53t8NiEvDpj18Hu4YOxp8G9uNvJ3tRNH0RNl5ar8k5B3wheHe+CQC4/SPrNW0VeK71XRxqd6Nu/gpsWJheFP6F9HqCCL27DSYB+ORHrkvLIRrvennyzDs41+fD7KWXYnWa84oX0jE0AvHd7bCaBdz64es1dYi+dWwbejxBLLr4Mk1SHQF5PmuXVO/NH75eM4cIAB4+uBW+YBTL1lypmTN9sssD7N2Jojwb/u6GqzU5JyB1Onx97+sQIeDitVdi745tqn++JONohxvY9y5K8uy44YartCkWwEgoiof3bUVUFHDltes1a1Fi9RY7Hdi48UpNzglIP9cf2f8GwqKAD63boJkzfbh9GNi/C8X52tY76A/hG/vfRCgmYN2G6ybsWFHz++hQ2zBwYBeK8nOwceMVmtXb5w3ifw9sQzAm4LrrtPu50zzgB/a8jVybGX93w/rJX5AioUgM/7nndQDAFR9ap9m8Gqs3z2bGjRrWO+QP4+F90vU72fUwGYnXy7FuP3BwFwrztL0e0oV1paUC9ybDC38ZiaI44S+oZMdf+Ljac9rtdtjtY9uUrFZrxr8cMmXl9FJUFNjR7Q4iKoood9pxyfRi/N1F1bhqbpkmSyavW1yD2uJ8fPb53Tjd48PNP3kPz/zjSiytK1R1nlAkhi+9eBidwwFMK8nFNz62WNP3r9BqxeevmIlvbzqBH207j48tr8s4gOCvR9oQisQwv6oAy6eVaHpzdP3iajz0F6k1cmAkqsnMxJ5T/YjGREwvzcO0solvENVev5dML8Vv3mvDvtZhzf7eTvRIwRZzKpzIz9GuFRAAFlS78LeTvTjV49es3uZBqWWvpjAHhfnazeQAwIyyfBxqd6N1KKhZvR1uqd7qwhzkZfj+Xni91BXn4lyfD13usGb19vqkeisKHLDbtZsZAYAqlwM9niB6fdrV2++XwkMqChyw2bStt9zpwPmgD4MjUczRqN6hgNSSU5pv1/Rnr9UqzeUM+cNwh0T5scx/P3pCUr0lmtdrhd1iQjASgzckoihfm3N75e+9KNemab1FFgvMJgHRmAh/BHBqFEbhC0v1unK0rbc4P37fEYgKyE1h3ieV60VOVUeBQ9t7r6J86T5BFIGgKKBAo3OzkaR8u0Xzf2/s+h2JAKUa15uncb2FCddDKJba9TAZVqsVbOQp36FtvemipgZugRGlpaUwm81jHKGenp4xzhGjsrIy6fEWiwUlJSUTHjPeObMdm8WEV764Bv++JIJ3vnIldv3nNfjBbcuxYWGlJsKJsajGhT/+81rMq3SizxvErT/ZicbDnSm/PhYT8cD/HcZ7TQNw2i145h8v1nTvAeOO1Q0oyrXifJ8v46ALURTx2/ekcJLbLqnTVDgB0g0XE6BbjmmTuvf2GTmiXKOUvURWyKERR9uHMRLSprf4qLwcVysnIJF5cuLe8U7tdj3Fk/a0C4tgTOMQV84jLILBI3Gvg0NYBIN9OKHlolwWFqHlDCCDR+Jev0/7mHIGj7jyAQ47nhhFSuKedvWyQActk+sA6QNflginZfw3jx1PgLTeIs9mlr+GdvUq4QuZzg5cgMNqhk3+oFXL0AgeO6kYPHY98djxBABWs0npKuFRb+4US9oDOIonm82GFStWjOmD3bJlC9asWZP0NatXrx5z/ObNm7Fy5UpFEY53zHjnnAq4cqyozZN+gWt9g59IdWEO/vCFNbh6bhmCkRju+fU+/OBvpxGNTTz/EonG8OAfD+OlfW0wmwQ8edsyLjefgPSJyeeukJL3ntx6OqPkvX0tQzjV7YXDasJHltVoVeIolIW5WosnDfY7XUhtUQ4qCuyIxEQclEMeMuWIshxXu3ZIBkvcO9nlQWySazRVeCTtMXjElfOIKWfw2PXUwWLKXdol1zGqOCzK5bHjicFj1xM7VwkH8VTCQTzx2PHEYAl2WsaVDyoLcnnUq/2uJybEtAzUYShx5Rom7rk5LJxl8Ij/ju944levpmKE1cshuY7HricWJjPVdjwBnKPK77//fjzzzDN47rnncPz4cdx3331oaWnB3XffDUCaRbrjjjuU4++++240Nzfj/vvvx/Hjx/Hcc8/h2Wefxb/9278px3z5y1/G5s2b8e1vfxsnTpzAt7/9bbz++uu49957eX4r7xvy7RY8fcdKfHrNNADAdzefwieffnfcG74eTwCfeX43fvteK0wC8NgtF+HqueVca/zH1dNQnGeTkvf2tad9nt/sklynG5dUaxozmsh6ebZl59m+jH/JdAyN4FyvDyYBae/MmghBEBT3Sat9T0dk52mhhjHljGklubBbTBgJRxURkSnMeZrNQTzNKJXOeV7DuHL2fddxdZ60E0+dyo4nDs4Th11PbMfTVBFP/bIYKeEgRkry7KO+hhYMMDGSp/3PXx5x5cMsyVDDHU8MJka0dJ54LMhlKHHlI9rd3McX5PJwcrSP/+axIJfBQ+zxcp6AeJS4N6h9vVNtxxPAWTzdeuuteOKJJ/DII49g6dKleOutt9DY2IiGhgYAQGdn56idT9OnT0djYyPefPNNLF26FN/4xjfw5JNPKjHlALBmzRq88MIL+NnPfoYlS5bg+eefx4svvohLL9VmYP+DgMVswkMfXohvfXwxcm1mvHd+ANc+tg33vXgArx3twvFON3ae7cejrx7Hh767DdtP9yHHasYPb1uOjyzl4+Akkme34J6rZgIAvrf1NIIR9Z909LgD+PNBSXh9SqOwgWTMLMvHrPJ8hKMi3jjRk9G53jrVCwC4qK6Qyy9DAFjRUAxAG/HU4wmgxxOEIADzNdpHlYjFbMKcCnlZbpc2rXuKeKrg0bYnCZw+b1CzX4iK81SsXRQ+g0fbXvuQJGyqOIinKg67nnrckrBhe5m0hId46uOw0JfB9kZxcZ44ODnMzRrUsF7mCrk4iKdC+We6pmKPp3iSW+s0dZ5GeDpP2u964rHjicGcHE3rZeKJo/Pk1dR5ksXTFNvxBOgQGHHPPffgnnvuSfrc888/P+axK6+8Evv27ZvwnDfffDNuvvlmLcr7QPOJS+qxZmYp/uvPR/DmyV68vL8dL+8f6/RcVFeIb318MZcb5PH4h1UNeHr7ObQPjeB3u1tx++ppql7//I4mhKMiVjYUYVl9EZ8iZdYvqMCZHi82H+vOSFxuk8XTVXP4OXsrE5ynWEzMKJXoqNyyN7Msn1vP8vwqJw63D+N4pwfXLarK6FyeQFhp+ZpV5tSivFE4HVaU5tvR5w2iqc+PxRokO/KdeZLO2eUOIBSJabLrqXNYcp5qCrV3cpg7pKXz1OOR2/ac/JynHi3FE1uQy8V5YuIpDGjURaPMPHFs2xvg0LZXmKN9vS4OzpOb0wwREBcM2tbLFvryc3K0FHs8nSce4smniCd+Yk/LRbmsBZDa9ogpR31JLp7/zCX44z+vxafXTMO8SieKcq1oKMnF9Ysq8dQ/rMDLX1ijq3ACpAHQL35oNgDg+387g4CK5Wm+YAS/ercZAPB5eX6KJ2zu6c0TParqTCQcjeHt09K805VzyzSr7UIWVBfAYTVheCSMs72ZBRsoYREcWvYYbO5JC+eJuU5lTjuXT5YBYLrsPp3TIDTCH4ooN8v1HGaeSvNtsFtMiInauTls5qnKxcN5ks7ZNRxQUlgzhc08TRXnibXU8QiMYHNUmrbtcZx54tK2N8ICLjg4T7lTrG2PzTxxEHs8nCcuTs5UC4zgKPaYwNGyXt8UbtubehUTXFhaV6g6upw3t66sw1NvnkX70Aie2X5OEVOT8ZtdLXAHIphemodr5/NPYVxc40JlgQNd7gB2nu3H1fPUO0f7W4bgCUZQnGfDEg7hCwyr2YSLagux6/wA9jYPYnZF+g7MoTaWtMevXpa4d6LLk/G5eM47MaaX5mF30yCaNJh7Yi17rhwrl5sjQRBQW5SDs70+tA36MxZoI6Go8sl9NQfxVCk7T/5QFJ5gRJNWmm43x5knDml7fUpgBAfnST5nvy8EaPR5CEvCmyqBEaxtj8fMExfnievMEz8nh0cbHI+2PSYUuAZGcKiXR9teHg/nSQmMmHpShJwnImuxWUz4ynXSMtfv/+0MWlMIDRgeCeOHb54BAHzhypmaLukcD5NJwLoFkkjbfGz8Zc0T8eZJaV7q8tml3GteOU1q3duTwdyTKIo40DoEQGrr5AVznpr7/Rl/4sUzppwxXQmNyNx5aunnl7TH0DJxr0Nu2cuzmbm05eTYzMpNohZOWSAcVW5kebTtsfjzfm9w0kTTVBBFEX0cnaepGlWupfPExJ6LY9sej7Q9HuLJpThPGkZ/j/B0crQPYHBPscAIJhx5BEYoM08c2gxzbdS2RxCa8uGLqrF6RgmCkRge/svRSdt1fvTmGQz5w5hdno+PL+cfbsFgrXtbjnWndaOkzDtxbNljrNQgNKJzWAqLMJsELKrm5zwV59lQIbdUnczQfTrVLb2er/MkiREt4sqZ88Rj3olRo2FoRGdCWASvlQvMfdJCPLF2OrvFxEXsleTbYRKAmKiNIPEEIwhF4ktytYadUyvxJIoiV+dJCYzgEMDAIx2Qh/M01aLKFeeJo1Ombdse/wAGj6Z7k8Kjzq0lingKaVcvC4zgUS9vSDwRWY0gCPjGRxfCahbw+vEe/H5P27jHHmobwjPbzwMA/uO6ebCY9bu8L51RjAKHBX3eEPa3qBMlncMjONrhhiAAl8/mL56WywEa5/t8ykyNWpjrNK/SiRzOnxppNfd0qltyg+Zk0Ko4GXHnyZfxXA7PsAiGlnHlzHniEVPOqNQwcS9xxxMPsWc2CSjO027uqd8riYQ8m5nLv7kSRYyEEdVgpMwbjCAsn4hr255Pm5t7URTjbXscnCdlz9OUadvjOfPEb4ZIWyeH44wWB7E31dr2lCW5JJ4IQntmlTtx77VzAABf/9MRHJZnbRLxBiO4/3cHEY2JuGFJFa5dwH/WKRGr2YRr5PmqVw53qnrtpiNSq9/KhiIunyhfiCvXqrgv6bpPTDzpMSfHwkpOdKbvPHmDEbTLYQY8xRNrsXMHIhl/gt8sO0/TSrSPKWdo2rbHcUEuo1LDxD0271TOIfaboYRGaDD3pCTtcfoZUZhrA9OQWugRdv3n2sxwWLUXe1o7T75QFBG5a4DrzJNG9YqiqLSV8Y0q57HnieeS3Kmyl0oOjNBSPOnglHFZkkttewTBhy9cORNXzS1DMBLDp555F/sS3J3hkTA+9/M9ONPjRZnTjv/5yCJDarxxiRSl/ecDHQhHYym/7lVZPGUaxa0GNve0L13x1DIEQC/xlPmup9Nyy16Z084lNpnhsJpRIzsvTf2Zte41y6/nO/OkXdteB8cFuQzmPHVq7DzxQokr10Ds9cviqZRDWAQgO2WyO+LVUDzxmHcC4vHn/lA07ZTTRNi+KIfVxEXsaZ225w1GlBbxqeA8iaKYsDeJo/OkoTPC03lyKnuTOOx54rgkl4dTRoERBMEJk0nA9z+5DCsaiuAORPD3T+3El1/Yj//56zGsf3wbdp7rR67NjGf/cSXXm+OJuGJOGUrzbej3hbDtZG9Kr+n1BLG7aQAAsGGhfm4ZW5abTmhEOBrDofYhAMCy+kINq0qO0rbX6Um7FY7NO83l6DoxppdKTtG53vTFUzgaU9ygaaU8nSc5/lve9ZQJzNmr0UE8dWvhPHn4xZQztEzc65Xb9ng5T9K5pZ+dnkjmbYw8550A6ebTIofraOE+MVHDo2VPOm9cPMU0CBBh9drMJtg12NF2IQUaz2j5QlGwb5vHzBNP52mqBEZwdZ4c2rft+dmepykYVU7iiZgyOB1W/Pyzl+CGxVWIxkT86UAHnnn7PLrdQdQV5+B3/7QaS2oLDavPajYpS3Jf2jf+bFYijYc7IYrAklqX0kKlByvkZbmH24ZVf2p7ssuDQDgGp8OCGaX8whcYM8ryYDUL8CS03qnlZJccU17Bv95pGoRGtA+OIBoT4bCa+LaV5ds12/XUIQdGTBnnST5HpQ7OkzYzT8x54nc9MKGjTdseC1/gI0YEQVDmiLQIueAZUw5A2S0XE7VxR1gKXkGOlcvMnuI8aXRzzxwsq1ngIvbyNRYjkWhMaSvjsiTXob3zFI9W59G2J7mxPg0DI5Q9T7QklyD4km+34IefWo7/u2cN/vnqmfj0mml47JaL8Pr9V3LdN5QqNy2vBQBsPd6jtIFMxO/2tAIAPr5Mv2RAAJhWkouSPBtC0RiOtI+dIZuI/SyivLZQlyh4q9mEWeWSY3Q8zbmn0z16Ok+SQMukbY+9dlpJHrfkOkC6AdUicS8WExVhy9wsHjCho4nzxHHHE0NL8dTHuW0PiLtaHg3uP9nPv2JOYgQAivO0i/9m7hUv8WS3mJVI5mEN6o3HlPP51J61AgbCMQQjmbdFxl0cXmJPW+cpUdRMhaW+0ZioiD0ugRE2bcWeKIqKEKO2PYLQieX1Rfj3DfPw0IcX4uPLa2G3ZMcnFwuqC7CgqgChaEwRRuNxpH0YRzvcsCU4VnohCILiPqkNjdh1rh9AfG5KD+ZXynNPnenNPbGY8zmVeognyXnKpG2vWYcdTwwtQiP6fSGEIjEIAl8xUiU7TwO+UMZzLnrMPJVr6jzx2/HEYIl73nDmN7cDshjh2UZdpKXzxLltTzq3LPZGtGsz5DHvBEjuBdM4Wux64jnvBCQEMAQjGSedAnFRY7eYYOPglLF6g5FYxi3TwGhRw3PmSauAi2AkprRxkngiCAKfXjsNAPCzd5om/KH4wu4WAMD6hRWGzGmlsyxXFEXsOi/NaK2aUcKlrmTMU0Ij1DtPQ/4QeuSbV547nhjMeWru96c925DoPPFGi9AI5jpVOB1cbjQYrhyr0vLT405fkIiiqCT2VXJMB+STtsfReZKj1TUJjGAzWhx/tmmZuDfM2XkCAFduPA4+U3jGlAPSnDFzMLSYe3JzDF+QzivVmujAZEKiU8aDRHdICzeHtcBJM3Daf5js1HjmKfE8uRwCWnhD4okgNOYjS6tR7rSjyx3Anw60Jz2mzxtUdlbddmm9nuUpJDpPqX5Sd77Ph15PEDaLSZekPQaLKz+eRuIe2+9UU5jD7RdhIrVFObCYBIyEo0oogVrizpOO4inNeTJAmtEC4kt3eSEIguI+dQ6nX683GFFusCp4BkZMNeeJBUZoIZ70cJ7ytHOemKBxcRRPivOkgdhjYoRH+AJDy8W+8QW5fFyGHKsZZrmNXItWON5OmdkkKG2cWsxpeTkm7QEJe55CUU0CT3zyz99cm1mX9n+tIfFEEBpjt5jx2cumAwC+t/V00vain2w7i2AkhovqCrFaRwcnkUU1LuRYzRjwhXAsxXY45jotrSvkEuc7Hixxr6nPhxGVnyqelAWXHmERgDSjVVecWWhE3HmaGm17esSUMyo02PXEWvacDgtyOSY9MfHkCUQybjPs1WPmibXtaZG2p8w88WzbY4tytQuM4BWtDmgbV867bS/x3FrElbNzOO186hUEQdMEOybAeIkRQNuEQA/HpL0Lz+vXYDUA2xfF8+cvT0g8EQQH7ljdgMoCB9oGR/DDN86Meu5MjwfP72gCANx77WyugQATYbeYsWamJNzeTDFa/V153mnV9GJudSWjzGlHab4NMTEe/pAqRzsk8bSwuoBHaUlhceXpiKdoTESrvCC3XhfxJAme9gzEkx4x5QzmPGWSDtg1LAkRnkl7gBSnzdoMM3GfgpGocnPE13nSsG1Px5knLdrghuU5pEKOYoSJJy0CLvQQT1om7rk5O09AXIxosdjXE2Rthvzqzddw15PiPHEST3aLSXH2tJh78ithEVOvZQ8g8UQQXMi1WfC1G+cDAH74xhm8fqwbgJSy9M+/3o9wVMTVc8tw9dxyI8vEVXPLACClvVTRmIjtp/sAAGtmlXKtKxmJ+57UcKRDShNcVK1fGiObVTqfRmhEx9AIwlERNrMJVS7+YoSJp87hEVXLnRNRxBPntj0AqNAgrlyPsAhA+jRcWZSbgXhiLXsWk6Dc0PKAte1pIZ4U52mKzDwNco4qBwCXHEYxVcSTlm17vGeegLirpYUYUWaeODllQMJiXw3ECM8dT4D0s0xLscfa9qbijieAxBNBcOPGJdW4ZWUtYiLwT7/ai7t+vhvXf+8tnOz2oMxpx7dvWmJ0ibhKFm97WwYn/QV5oHUIA74QnA6LMi+lJ/PkpLxUWwwBIBSJ4ZS842mhjuJpepkkntKJK2fzTnXFOconfTzRYteTMvNUyFeMAECVBnHlXTqJJ0Cbuad+ZUGujet8AGvbG4kKCGaQABaNiUp6HU/xpOXM05ASGMG/bU/LtD2eYloRTxqIPWXmiad44tC2x9N5ciq7nrSYeZLOwbPNkIknLUIjeIs93pB4IgiO/O/HFuOm5bWIxkS8frwHHcMB1BTm4Jd3XoJyHW7cJqOuOBczy/IQjYl482TPhMe+cUJ6/so5ZbCa9f/RMU8OjTihIjTidI8Hoai00LeumL8rwpght+2dS6Nt73yfJPZY6x9vEnc9taaZuBdv2+PfZqjFotxuJWmPXwsco1yDxD0laS+Pb70FDisssjjLxM0Z8ofAMmh4tsGxeSotZp6YGOHpPBVqKEbYDBHXwIhcDdv2Rvi3wTEnR4todT2cMi13PfGeeQLiLXZaiCe244mn2OPJ1KyaIKYIVrMJ/++Wi3DbpfV47/wAyp12XLeoMqv2Gly3qBI/fOMs/nKwc8J9U1tl8fSheca0GjLn6USXB6IopjQrljjvpOds2TRZ+LQO+BGJxmBRITbP9EjiaaYOseqM2qJcnOv1pRUa4Q1GlBvPah2cp0q5lTET50mvtj1AG+epV4eYckCKpy7Os6HHE0S/N4S6NLNsmPBy5VhVXftq0WrmSRRFpZWO654nud6hKRIYwZLmtE3b41/vVHOeNGnb45y2B8QT9zyazGhFR51zqkHOE0HowIqGInzhqpm4aUVt1v2wYIJp26mecT8Rbe734XinGyYh3uqnN7Mr8mE1Cxjyh1O+yT/arv+8EyC1ltktJoSjouLKpMqZXlk8lekpntiuJ/XiiSXtFTgsukTBs5CHHk8Q0TQjc7vkHVG6iKd86WtkJJ7k15Y7+ddbLLsNmbTCDfj4t+wBQFGeVOtIOKo6hTMRbzCCiHwtcXWeWDqgFnupZHdl6s088fv9x4SZlk4O38AI7Wa0vMqM1tRo2/MpARcUGEEQxBRkToUT8yqdCEdFvHqkM+kxL++X9lWtnVXK/YZoPOwWszK3tKd5IKXXHGiTxVONvuLJZBLioREqW/eY8zRLV+cp/UW58R1P/Fv2AMnJMZsERGOi0s6mlh7WtjdFnCdWbznHnVSM4vzM54jYa4s4ChFAupmzmrVoM5Ru7B1WE9cVDEpUuQZOWbxtj78Y0dR54vgBS4GStqfBDJGy52lqzGjxTttLPLc2bXsUGEEQxBTnw0urAQC/3d06ZmFuNCbi//ZJ4unjy8dv69ODlXJQxZ6mwUmPDYSjivNkRMBFOnHlnkAY3bIroq/zlP6uJzYnVadD0h4gLZcskyO105l7isZEJflO37a99NsMexTnib94YqER/RmIp34fazPkW68gCErrXiZiT5l34tiyl3j+oZFwyovJkxGMxBCSkzH12fOkwQyRrjNPU6ttT4vob4+ObXus5S4TmADLtk6cVCHxRBAE/n5FHWwWEw62DmFv82hhsuVYF1oG/ChwWLBhYaVBFUqsnCaJoAtrTMbB1iFEYiLKnXbFWdETlrinRjydlaPNy5x2rjdFF5LJrieWDlhfrI/zBMRDI9JJB+z3Su1+JoHvwlmGJs6Tnm17GoinPo/0Wj3eXy3iygeVpD2+/+bY+aMxMaNWLSb2zCaBq9Mw5ZynHA4BDDqk102FqPLEc2uTDshfnPKExBNBEChz2vExefbp/3vtpPKpaDQm4gfykt/bVzcYvg18RYO0nPdkt2fSX+h7ZIG1clqRIYuImXN0qjv1vVRKy56OrhMA1Bamv+uJiacGHRb6MuKLctWLPebslTntXMMMGGUJaXvpug09HhZwoZ/zxOaW0oE5TzwX+jLic0Tp18teW8QxphwAHFazsjQ5k11P8ZhyC9efbXHnKbOb5XA0hpGw5FZwbTPUcKmvR4+9VGzPk4YzRHos9fVp4jxRYARBEO8D/uWaWbBbTNh1fgC/ea8FAPD09nM40u6G02HBZ9ZON7hC6Ua0oSQXogjsm8R9Ys8vr9e/ZQ+IpwMe7/SkfNNsxLwTIN3k2tLc9dQ6wPZS6SeeWLsdC35QQ6csuPRo2QPi7ks4Kqb1Cb4oiuhx6+c8xdv2NNhLpcN8pOI8ZTKjJc/O6THPqcw9ZSBIhnWIKQfi4skTjKQdzgKMdlZ4OiNaRpXrEhihYdtefOaJ3zWRp+mSXGrbIwjifUBtUS7uvXYOAOBrfzyCTz3zLr716gkAwH9cN0+XT5FT4dLpkvv09pm+cY+JxUTsbWHOU7EudV3I7Ip8WEwChkfCKc/mnOmRXKqZZfrseGKYTILiPqnZ9SSKIloGmPOkX82ZOE8dyk4qfVo57RazcsOcTuueOxBRFtbqEhihQdtePFqdf71azDwNMOcpj3+rrDL3lInzpMSq8603scUuk1AD9to8m5mr2xtv28vMeYrFRHhD+jk5Hg3a4PRpM9Rwz5PsPFHaHkEQU567r5yB2y6thygC75zpBwB87vLp+NSl9QZXFufKOVJU+kRLfY91ujHkDyPPZsYCebmu3tgtZqV173hnaot9j8l7qRboHK0OQFmUqyY0otcbxEg4CpOgnxgBEmae0tj11CEL2Wod62UBF+mIJxY04XRYuCbBMTRp2/Pq17anycyTLLyKOS8hBuKLZ4dGtJjR4uuU2Swm5MjXXCZOGXOCeK8yiLftZXZz7w1FlCXPeqQDaus88fsZoanzxAIjpmja3tSsmiAILgiCgG9+bDE+vqwGu5sGsay+EKtmpLkpkxOXzS6F2STgbK8PrQP+pO1i2071AgBWzyyFzWLcZ0Tzq5w42e3B8U43rplfMeGxQ/6QcmM/r8qpR3mjSCdxr0Wed6py5ej6PrOI8XQCI9jeLV3Fk9OO0z1exZFRQ7xlTx/nV4uo8j6vfoERWizKHZDFSDHnwAggHt+uxcwT74ALQGrdGwlHMxNPLPab47wTkJBeJ7cZmk3pzYMxF8dqFpQZNR7kJ9Sb6uL3ZIiiqEvbXr6mbXs080QQxPuMldOK8YWrZmadcAKkX+bL6wsBxEXShbDHr5xbpldZSZknu17HuyYPjTgmu1P1xblcP+0cD2XX00DqbXvxlj395p2A0c6T2hCGeNuePjNPQDw0oieNGS09k/YAoFgWI/5QeotnQ5GYcqOth/PEWu0ym3mS91LpMfOktO1l7jzxDrgAtIkrZ9cD7wTRRGcrEzcnMSyCZyAHqzccFZXW3HQIhGPKTJoe6YBaLsmltD2CIAiduGqu1Lr3+vHuMc/1eALY0yQt0b1qjrHiaT4TTym07Sktewa1GTIB1NSferS6ETHlQDzsIRCOqf5EvMMI5yk/nrinFpa0p8e8EyC1/VgE6UYsndAIdmNvNgm6xO1rMfPEatYzMCIT54m9Vo/3l7lFWgRc8K43sc0wk8Q9PcIiACDXagbTZpnElbOZKUGQzsmLPI3S9mIiOU8EQRC6c/0iad/U9tN9ys0l49XDXYiJwNK6Ql0T4JLBhND5Pt+kQ8zMeVpQbYx4YvNZZ3t9Kbs5LQYk7QFS5DNrf1Iz9xSOxhQnR0/xxIRPOjNPerftCYKAfPkel6XmqYF9j8V5NpjSbJtSgxYzTwM+/cRTfOYpc/GkV9seMDXSAYG44MmkXvazmncHgMkkIN+WecgFc9nybBau/+by7NoEciQa2jzTF3lC4okgiCnHjLJ8LKsvRDQm4o/725XHRVHES/vaAAB/d1G1UeUplMkLekURONg6POGxzHmab5DzNL00D4Ig3XT0pXjTfLZXilafqfNeKgCodEnihzlJqdA1HIAoSp9Q6xGjzchkUa7ebXsA4uIpDeeJpfTplc6ZqfMkiqK+zpMGaXssbEKPtj0meDJxcvRynoB4vZk4OaxFkfeMFjB6Titd9HLK2Pl9oWjaO+sAICCLJ7OJ70wZT7hWPTg4iNtvvx0ulwsulwu33347hoaGJnyNKIp46KGHUF1djZycHFx11VU4evToqGOuuuoqCIIw6s8nPvEJjt8JQRDZxq0r6wAAz759HgF5AePOc/041DYMu8WEjy41XjwB8T1T+1vG30sVCEeVHU9GOU8Oqxl1cmgEE0UTIYoizip7qfSNVgcSZrRUBFwoLXsuh66Lk8vyJeFzoUuaCkxw6dW2BwBOq3RjlKqITqTPw5L29BGnTPAEI7G0ZrQ8wQjCUen71UOMxPc8ZZIOKIuRKeY86SKe5Bv8TMSeWyfnCdBm15NXp/kh5jxFY5nNaAXll+bZzIYssNcCruLptttuw4EDB7Bp0yZs2rQJBw4cwO233z7ha77zne/gscceww9+8APs3r0blZWVWLduHTye0QPXn/vc59DZ2an8+clPfsLzWyEIIsv42PIaVLkc6HYH8ZNt5xCKxPBoo7SX6paVdbrsmEmFZXK4xb4JxNOhtmFEYiLKnXZUu/RzGC6E7ZdKRTx1uQPwhaKwmARddzwx2JwVS/xLhY5h/eedAKBCFj7daQVGSIKrTKe2PQAZte0xt0ovZy/XZoZN3h00kEbrHguayLWZdYmCZ7uZtEjb08V5ckwt8RRflJv9M0/S18g8Xp210fFugUucp8rEKWPO01Rt2QM4iqfjx49j06ZNeOaZZ7B69WqsXr0aTz/9NP7617/i5MmTSV8jiiKeeOIJPPjgg/j4xz+ORYsW4ec//zn8fj9+85vfjDo2NzcXlZWVyh+XS/+9KARBGIfdYsa/b5gLAHhi6yl8/Mfv4HD7MFw5Vvzz1bMMri6O4jy1Do3b6rC3WRJWKxqKDP0kTpl76pk8NIIdU1+SCyvHxZfjUVekfqlvx5D+O56AeDrg8EgY/pC6mw4j2vYKrOxrq3fK+r36tu0JgpBR4p6e806ANjNPyp4nHcRIPG0vkz1PU61tT0fnSYP477jY4z+jlWeTBFQmTlkwKv2O45kMyBtule/cuRMulwuXXnqp8tiqVavgcrmwY8cOzJ07d8xrzp8/j66uLqxfv155zG6348orr8SOHTvwT//0T8rjv/71r/GrX/0KFRUVuP766/Hf//3fcDqT70YJBoMIBuOf+Lnd0mxBOBxGOJz5ZudMYTVkQy1E9kPXS5y/W1yBvU11+PV7rTjS7obVLOA7Ny1CSa45a96fWaU5sFtMGPKHcapzGDPKxro0e5qkhcRLaws0r1vN9TKtRBIVZ3rckx5/skua4ZpZmmfIe13tkm7Om/v9KX/9FjlJsNJp07VmhxnIs5vhC0bR2udNeg0kIxCOKjdGxTkmXWoOh8MosEkiv3t4RPXX7HFL7l5hjkW397gox4pudxA9bj/C5erCS3rleotyrbrUm2+VbhyH/CGEQiHVH5YEIzH45fbEfJvAveZ8m/TByJA/lPRrpfLzhcWy59n4X8NKvb5g2l9ryC/dL+pRb55SbyDjevNt/H/v5dkt8IWiUr0u9R84hMNhxXnK1aFeNaiphZt46urqQnl5+ZjHy8vL0dXVNe5rAKCiYvQyyYqKCjQ3Nyv//6lPfQrTp09HZWUljhw5ggceeAAHDx7Eli1bkp730UcfxcMPPzzm8c2bNyM319g0rkTGq58gkkHXi8TFJiB/noDuEWBBkYjA2d1oPGt0VaOpzTHjrEfAs399C2srRrtPMRHYecYMQECg7RgaG49xqSGV66XHDQAWHGnpQ2Nj44THvnHOBMAEcbhr0mN50OUHAAuaet145ZVGpHIPuv+0VPNg62k0Np7iXOFonCYzfBDwpy1vYW5hasPWfQEAsMBqEvHW1i0pfY9a4JJv8E82d6GxsX2So0dzokl6j9vPnUCj9ziH6sYSHZG+5hvv7IbnlLpB9l09AgAzIr4hXa5jKeXZgnBUxB//+irsKjsFh0PS6wWI2P63LeAdaHhqQHp/Wjon/pkw0c+Xzj7p59ux/bsR4PyzuadduhYOnjiNxkDyLqfJOHVeOkfruVNoHEnvHKky2CN9rX2Hj6Fs8OikxydjX6v0dzTQ04HGxjZN6xtDWPq73PrW22hOczyXOU8j7kFDfneMh9+feheDavH00EMPJRUiiezevRsAkn6iksoW5Qufv/A1n/vc55T/XrRoEWbPno2VK1di3759WL58+ZjzPfDAA7j//vuV/3e73airq8P69etRUGDMcHYi4XAYW7Zswbp162C16r8ck5ha0PUylhuMLmASzueewxNbz2DQXoWNG5eOeu5A6xD8774Hp8OCz998LSwat8CpuV4GfCE8efRNDAQFXHHN+gl70n/73G4Ag1i/agk2LtM/nGMkFMWjB7ciEBWw5uprU5r/+P9ObAcwghuvXoWVDUX8i0zg97170XWmH/XzlmDj8pqUXrPr/ACwfw9qi/Jwww2Xca5QIhwO4+xL0o1wxJqHjRvVfd2fNu8Ehjz40JqVuu1Ze81zEKePdGPa3IXYuKpe1Ws73m4Czp7CnIYabNy4mE+BCYiiiAf3vo5wVMSll1+tuoX0dLcX2LsDhbk23HjD1ZyqjFPWNIhnTu6GYE9+LaTy8+W/D7wBIIwNH7oCs8v5JnO2vnUeWztOo7SqFhs3LkrrHL/v3Qv092PV8ou4/2w7tOkkdvY0o7phJjZumJP2OdDWjAWzp2PjdWO7urTkmZZ30dPuxuJlF+PqNJbQh8NhbP/l6wCAhprKMb8PjYR1paWCavH0xS9+cdJku2nTpuHQoUPo7h67wLK3t3eMs8SorJR2t3R1daGqqkp5vKenZ9zXAMDy5cthtVpx+vTppOLJbrfDbh/bf221WrPq5jPb6iGyG7pepg4fml+BJ7aewc5zA4DJPGpGaMe5IQDAZbNKkePgNyeSyvVSUWhFZYEDXe4AzvSN4OJpxeMee7ZP+pRuTpXLkOvQarWizGlHryeILk8Y5a6JW+HC0Rg6h6UZnhnlBbrXXFOYC6AfPd5wyl+7xyu1kVQV5uhab3zmKQiLxaKqtaxfrrnClatbzSX5bKYsovprDss9RCX5Dt3qLcy1odcThDcsqv6anlBMOYce9ZY4JXHnCU783o738yUWE5X0ulIn/+u4ME/6GeoNRtP+Wh55CWyRDtdEQY5Ury8US/tr+ZRrws693ny7dP5AFGl/LbZj1+nQ5xpOFTW1qP6Is7S0FPPmzZvwj8PhwOrVqzE8PIz33ntPee2uXbswPDyMNWvWJD03a8VLtH9DoRC2bds27msA4OjRowiHw6MEF0EQRLawqNqFkjwbvMEIdpztH/Xc1hPSh0xX6PQp/WQslKPSj7aPv5eq3xtErycIQQBmcf4keSJY4l7rwORx5e2DI4jGRDisJt0WzibCQiOYgEsFdmyVS9+AiwLZxBsJR1UNsouiqKTt6RUYAQAlcix6bxrpgCxkokSnaHUgHvQwnEbiHgua0GNBLjA6qjyd3T7eUAQx+WV6Lsllu5rSgaXX6ZO2p11ghB4BDCyuXIvACD3eX15wi0iaP38+rrvuOnzuc5/Du+++i3fffRef+9zncOONN44Ki5g3bx5efvllAFK73r333otvfvObePnll3HkyBF8+tOfRm5uLm677TYAwNmzZ/HII49gz549aGpqQmNjI/7+7/8ey5Ytw9q1a3l9OwRBEGljMgm4YYn04c7L++I96Wd6PDjUNgyLScC6BeO763qiiKeO8VsYjnVKz00ryTM0bpYl7rUMTN6r3iwfU1+ca0iiYZUintLYS1Wob3y93RxPAetRsdjXPRLfmaRXeh0QF2p93vSX+uoR+80ozCBxb0jHpD0gvig2GhPhS2OPFhOIdotJlyh4JW0vmEk6oLwkV8c9T54M9lJ5gvqk7UlfQ16Uq0FUeZ7agb8sgmu+7K9//WssXrwY69evx/r167FkyRL88pe/HHXMyZMnMTwc/4TzK1/5Cu69917cc889WLlyJdrb27F582YlSc9ms2Hr1q3YsGED5s6diy996UtYv349Xn/9dZjNU/cvgiCI9zcfWybNubx2tFuJR/7dHklIXTW3TNdP6idiQbW09mEi8cSeM2qhL0PZ9TQwebQ6S9qrL9Z/JxUgtd4BQNcUcJ4AoNwpiYkeFbuper1SvQUOiy43yoxMxBOL/S7O0699yJUjvbfp7Hpir9FL7OVYzbCapQ8b0okr13PHExAXPJk4T8qS3Bz+HwwVaLAkV689T0Bc8Gix5ylvCu954lp5cXExfvWrX014zIU2sCAIeOihh/DQQw8lPb6urg7btm3TqkSCIAhdWFpXiEU1BTjS7sYP3ziDz10+A7/Y2QQA+MTF6obcebKoRhJEp3s8CEVisFnGfsamiKcqY8XTDLaXqndy8dQsL9NtKDEmYZU5T8xNSgV2bJXOzhMgLeU91+dXteuJLQGuKNC33jJZ6KUlngx1ntJoM5TFk0untj1BEODKsaLPG8LwSFh1wIWeO56AuBhxp+nkBMJRhCLSDJEebYZshigTMcKEV4GObXuZOE9BWpJLEARBpIIgCPj3DfMAAD975zxufmoHAuEYVjYU4Zr5Y9c6GEVNYQ5cOVaEoyJOdXuSHnNEnodaaLDzxJb6nuv1Tnosa9szWjy5A5GUbzyY81RtgPNUJrs5apynbrdUr97iSXGePGksyfUbN/OUzlLf4RH9xV5BwtyTWnR3nhKW5KYzo8XmhwQByLfxv7mPt+1l/5JcIP6eZCL2mHjK0+H95QWJJ4IgCJ24YnYpbru0HjERaBscgSvHim9+fLEhMzjjIQgCFtdIrXv7W4fGPN/vDeJ8n+T0LK0r1LGysbBls33ekDILMh6tCTNPRuB0WJVPWlMJjfCHIsqNpxHOEwvVSMd5Ki/QtwWViaeRcFTVJ+KRaEz3NjgAKJaF2oAv/bY9vQIjgHgr3JQQT3Kt0ZioLBNWgzuhBc7Ee4kW4jNEGc08sZp1cJ7yNQi4CMiBEVO5bY/EE0EQhE4IgoD//egi/PT2Ffj6jQuw6d7LMafCaXRZY2AR5bvPD4x5bm/zIABgdnk+CnW84UxGnt2iODoTte7FYiKa5JmnhhJjZp4AydUDgLbByQMuOoYk0ZJvt+gyuH4hTACpCYxgzlO5U1+xl2e3IEeesVLTusda4AQBul7LJXlMPKU/o6VnvUz4TIWZJ4fVBIssetJp3WPfo17/5pz2uBhJxylLDPLQI71Oy7Y9StsjCIIgUkIQBKxfWIk7L5tuSBBAKlwyXRJPu873j/mFzsTTymn6LpkdD9a6d7Zn/Na99qERBMLS/BZL6DOCOhatPjj53BNL5WPiUG/Sadvr9bCZJ/3DT0rTmHti9Zbk2WDWwWVgFMu7iPrTaNtTnCedxAgwOq5cLew1eswPAdLP18TWPbXEW+D0ubFnrXYxEWk5ZYkOkB4zRPmKeFJfKyMojZSR80QQBEG8f1hWXwib2YRudxBN/aNdknfO9gEAVjaMv0BXT2bKrXtnJ5h7Ot0jzW7NKM2DxWzcr726Ykm4taYQrd4pO09VKgf0tYK17XWratszZuYJAEpkQdKrYu6JCS29ky5ZjHt/GnupDGnby2G7k7LfeQISQiPSqDeetKefU8aEezqtcOw1NrM+UfBM8Hg0SNvLp6hygiAI4v2Cw2pWnKXXj3Urj3cNB3Ck3Q1ByJ6lvmxJ74TiqVt6brbBLZLxpb6TiyfW2ldjwLwTIKXtAUCvmsAIDxNPBjhPacSVGyWeSpWZpzTEkwGBEYVytPpUmHkC4m5Oem17+u14AiSnjLk56cw96bnQF0h0ntITT6Iovi+iykk8EQRBEGO4blElAGDT0S7lsa0nJCG1tK5Qubk2Gta2d2aCtj323GxZaBlFXRHbS6Vmqa8xM1psz5MnGMFICu1EoijGAyN0nnkC0osrZ217el/LzHkaCUdTem8ZI6EoAmGp50mvqHIg7nINprGXyhDnKSf9BDuPjjueGM4MEvfYa/QIiwAyF0+hSAwxkQIjCIIgiPch6xdI4mlv8yDO9/kgiqKy1HfdggojSxsFc5OaB/zj/kI/JYunWQaLp/qS1J0ntpdqmkHR6vkJIQypJO4Nj4SV/Th6p+0BmTpP+gaf5NstsMnto/0qQiPYsVazoAQN6AFzuQYnSbRMht57noDERbkZtO3pGNKSb08/wc6r84xWpktyvQkfFlBUOUEQBPG+otLlwIfmSfunnnrzLPY0D+Jg6xBsFhNuWVlncHVxypx2VBTYIYrA8U73mOcj0RhOyI/PN3ipb60cVuEORDA8yaf4zXI6YL1B4kkQBKX9riuFaHXmOhXmWmG36D/LwMSTmjmiPvlYvdv2BEFQ3Cc1rXvs2JI8u67rDVit6YgnxXnS0SlzKoty1d/gx9v2pobzxMSe067P+8uEXjASQzgaU/169gFXrs2sa0iL1pB4IgiCIJLyz1fPAgD8bm8r7vr5HgDAx5fV6H6zORmLqqW9VGx5byKne7wIRmJw2i1oMGjHEyPXZlHeu9YJ4srdgbDSImVktDpLg0xlLxVzpyoMaNkD0nOejGrbAxJCI1SIJ3Yse61eKG17aeylMiYwIv2ZJ4/OgRFAfEbLOwXa9hJb7dJp3WMpfXm2qRsWAZB4IgiCIMZhRUMRPnVpPURRugmqKczBv2+Ya3RZY1goL/U92jHWeTosC6oF1QW6LL2cDJa4N9HcU4vcsleSZ9Mlfng8quWkv/ahyaPVjVqQy2Ctd32qnCdjAiMAoISFRqiolx1bonObYbrOUywmKu6PvjNPmbTt6dsGB8TdnHTEHmuf06teq9kEu8U06murwReSXjOV550AYGpXTxAEQXDlfz66CGtmlqLLHcBHl1ajJMtcJwBYVC214x1sGxrzHHOjFssCy2jqi3Oxv2VoQvHE5p0aDGrZY9QUpS6eOoaM3UtVKrtHfSqW+hopntJp22MzT/o7T9LX84eiCISjKUdiewIRRGOifI6psZdK7yW5QFz4pCNGlLQ9HcVIvt2CYCSU1q4n9j3mTeGYcoDEE0EQBDEBgiDghiVVRpcxISsapFj1U91eDPhCo24u9zRJS32X1BUaUdoYWBve+V7fuMc0D/hGHWsULCa9IwXx1C4v/q0pNEbwMQHkCUZSusGPRGNKGxxbsKsnU6ltr8BhgdkkIBoTMeQPo9KV2o0vc6rybGZd5+CYUBtKIx2QtcHp2bbHWu7SaduLB0boV2+e3YJ+XwjeoPr3N962N7XlB7XtEQRBEFOakny7EkP+3vl+5fFBXwjHu6RWvlUzsmOpL0v8OzPBXirWtldv8IyW0rY3mIJ4kgUWc6v0psART7BLZe5pwB+CKAImIb5gV09KFOcpdadswMCAiyJZkKhxyph4KtRxJ1Xi10tHPBmRtue0Zx5VbkSboTcN54nNSRnZjqwFJJ4IgiCIKc+qGSUAgHfPDSiP7TrfD1GU9jsZsXsoGbMS9lKJopj0mKZ+5jxlh3jqGBoZt1YGW+pba5B4EgRB1dxTnyfu4hiR+lWSRjrggEHOExCPKx9SMffExFNRnn5CBAAKc5jzlH60up5iRAmMSKNtz61zYASQ2a4nnxxVPtXb9kg8EQRBEFOetbNKAQBbjnUjJs9ZvHmyFwCwemaJYXVdyIyyPAiCNI8xXsvWmSzZS1UjiydfKKpEOCcjFhPRMRQY9RojYKl5Pe7J0wF7DZx3AtJr2+vLAvE0oEY8yel8Rbo7T7J4UjnzFI7GlJt7PWe0mBjxpLPnKcjEnp5te+nvemIzWuQ8EQRBEITBXDW3DPl2C9qHRrCvZRCBcBSvHOoEAFy3qNLg6uI4rGbFnTnbM7Z1r88bRJ83BEEwXjw5rGalvWyi0Ig+bxChaAwmQdoPZhTsa3elIJ5YsIRR4qkkrT1PwVGv1RPmHg2qaIVTnCe9xVNOPOAiGEm9tYwFTAiCvmIkvucp/RktPQMjWFJeJtHqejp7PCDxRBAEQUx5HFYz1i+sAAD89r1WNB7uhCcYQU1hDlZNzx7nCYi37p3q9ox5jj1WX5yL3CwYqk4lrrxVnomqLHDAajbutkLNXiomsIwSe2ktyfUa7zwNpjHzpHe9TocFrBNTTeIem5EqcFh1beXMJDDCCDHCvlY6bXvMXdNT7PGAxBNBEATxvuCO1dMAAC/ta8N/vHQIAPDJS+qyYr9TIgvkaPVke6lOdUniaU6FU9eaxqMmYe5pPJiwqi0ydkZLcZ5SEE+dw8ZGq7OQCm8wkpI7EghHlZYyI9YFFKXllEliRM8WOAAwmYR4XLkKp2x4hAVc6Fuv0y59vXQCI1jrnJ4zTywpzxvKJB2QxBNBEARBGM7SukJ86tJ6AEA4KmJuhRN3XjbD4KrGwnZOHekYHvPcSdl5mpsl4ok5TywQIhlKTLlBYRGMKhXiiR1jlPNUkGOBRRb1qQgSNhtlNQsoMODGsyhXfQjDkEHOE5CQuJeG81SoY0w5kP6eJ1EUFWdNzyXEeRkERngUsafve6w1U1v6EQRBEEQC3/jIIlw8rRj9vhBuXl6LHFv2pTotrJbE08kuD0KRGGyW+OeYB1qH5WMKDKntQljiX1P/+OKJCSsjwyIAoKIg9Zkn1tpnlPMkCAKK8mzo9QTR7w0pLYfjwVr2inJtEAT9ndR4YETqYoSJQr2jyoG4mFATV86Odelcb36CeIrFxJSdcn8oqiwh1lM85Wcw8/R+cZ6mdvUEQRAEkYDJJOCjy2qMLmNCaoty4MqxYngkjJNdHiyulcSUNxjBSXkv1XJ58a/RTCuVFvU29Y2/1NfoHU8MJoQ6h6Vo9YlEhuI8FRhXcwkTTyk5T1JYhBEuDpBeVDkTI8UGiCfWejeopt4RY50nQGqFS3XHFHOdLCYBOZMshdaSdJ0yIN6amE9R5QRBEARBpIogCFhaVwhA2kXFONQ6hJgoOTjMRTGa6SWSeGoe8CsR8Bdyvi879lKx9ywQjk0YrR4IRxXBYpTzBMSj1Xs9ky/K7TdoQS4jrZknvzEzREBcAKmaeTKoXrvFrCx4VuPmJLbs6elGsiRCdzoBF0pgxNRu2yPxRBAEQRA6s3aWlAC442xcPO1pHgQALKsvNKKkpFQXOmA1CwhFYugYHhsaEYxE0Togte3NLDM+Wp05M53u8QMuetySWLFbTIbc2DPY4uYez+Rtht3yMeVOg8RTrro2OFEUFZeqyNCZp+x3noB4656a0Ai3AfNOgDSvl/j11UBR5QRBEARBpMWamdJS313n+hGOxgAAW493j3ouG7CYTagrluee+sbOPbX0+xETgTyb2bAb+0SY+zRRXHlHQtKeEfNDjIoCttR3cueJHVNukCPJRKk3GEEoEpv0eG8wgnBUciqNbNubCjNPQGIrnJp0QDlaXfc2w/TSAUORGILytUPiiSAIgiAIVSyoKkBJng2+UBRvnepF5/AIDrYNQxCAdQsqjC5vFDPkuadzfWOX+p7tlVr2ZpTlGypEGKkk7nUpYRHGzmgxsZmK88SOYYJLbwocVmV3UipzT0yI2C0mQ0JbmHukKm3PSOfJrt55Mko8sbRHt8qlvolLgPNpzxNBEARBEGowmQR8TA62+M2uFvxxfwcAYEV9kTILky3MlmPTT3aNXerLBNWMsjxdaxqPVHY9GZ20x2AuWbca58lpTM0mk6C0wg2kIJ7YbJRRARes1qkw8wSkJ57YzJH+bXvS12PpgKnCAibsJlHXJcQ8IPFEEARBEAZwm7yTauuJHnx70wkAwCcuqTeypKTMq5TE04kk4ulMjySejJ53YlTLgqh9gqW+XXLbnlE7nhjlsovUnUK0erfBzhOQkGDnm1yQDPqNiykHABdr20tn5skA8cRa4dQk2MUDI/R1cVjLnSjGAyBSgQnDKd6xB4DEE0EQBEEYwoyyfGWpLyAFRXx0abWBFSVnXqW0c+pklweiOPqT5mMdUrT6gqrs2EvF5rNYiEUyOgxekMuIB0YEx7yviYiiaLjzBMRnl1Ja6iunA5YY5Txlsucpx7iZJ4+KVjgW2JBqtLlW2C1m2OXddKrqlY91TO2UcgC054kgCIIgDOORjyzCRbWFcAfCuPXiOljM2feZ5oyyPFjNArzBCNoGRxSBEghHcVp2nhbVuIwsUSEV8cSeqysyNlqdtWeGIjEMj4THdWncgYgyaF9uoPPEYtL7vJO3GfbKxxjVgqqk7aUonqIxUbm5N8Z5mjppe4DklAW9QWklQIor6dj3lvM+EE/Z91OaIAiCID4gmE0Cbrm4DnddPkNp3ck2rGYTZpVLrXtHO4aVx090eRCNiSjNtxnaTpZIvSyeOt0BBCPRMc+LoogWWTzVG7yXymE1KzfqPRPseuqR2/oKHBY4dFyGeiFMCKUinvrk76c036ilvvE2OJZmORGeQBjM/DNCjLCvOawi4GLYQPHE4srVOE9K25459TmpbIXEE0EQBEEQE7Jc3j21u2lQeexIuySkFla7siJpD5DaxHJtZogi0D44du6p1xuEPxSFIAC1Rcam7QHxxL2J5p6YsDJ6cbKapb5MYBm11NfpsIJdkqkIEuZQ5dstsBrg/qp1ygDj0vaAeKugmkW5TGjpPKLFBa5XyODgIG6//Xa4XC64XC7cfvvtGBoamvA1//d//4cNGzagtLQUgiDgwIEDY44JBoP4l3/5F5SWliIvLw8f/vCH0dbWxuebIAiCIIgPOJdMLwYAvHd+QHns3XPSgt+L6gqNKCkpgiAo7lNLkta9ln7psWpXDuwW4/uHmCCaaNcTE1ZGtuwB6sST0W17ZpOg3OCnIkiGDHRxgPiM1mAKSYYMI50n1maoZlFu3HniUpKucBVPt912Gw4cOIBNmzZh06ZNOHDgAG6//fYJX+Pz+bB27Vp861vfGveYe++9Fy+//DJeeOEFvP322/B6vbjxxhsRjY616AmCIAiCyAwmno52DMMTCCMaE/H2mT4AwBWzs2epLxCfe0oqnljLXrGxLXsMJi66J9j1pDhPBoZFAOpmnvo8oVGvMQLWEjmcQuLeoIEx5YlfV03bHpvRMqZtjy3KVSOeZOfpfSCeuJlnx48fx6ZNm/Duu+/i0ksvBQA8/fTTWL16NU6ePIm5c+cmfR0TV01NTUmfHx4exrPPPotf/vKXuPbaawEAv/rVr1BXV4fXX38dGzZs0P6bIQiCIIgPMFWuHEwryUVTvx9bj/dgemkehvxhOO0WLM0i5wkAprOlvvIC30SaZeepweB5J4Ya56lsCjlPRrftAZKb04zUnKcBb3bspUqnbc8Q8ZRG2x6LYXdYpv7MEzfxtHPnTrhcLkU4AcCqVavgcrmwY8eOccXTZOzduxfhcBjr169XHquursaiRYuwY8eOpOIpGAwiGIz/Y3e7pWjVcDiMcFjdhmQesBqyoRYi+6HrhVADXS+EGia6Xj68pApPvnEWv9vdgjkV0l6nNTOLIcaiCMeyp/NjRok0y3Syyz3m+zjTLe2qqityZMW/ifJ86Sa0fdA/bj1d8s6qklyroTUXOaRmpV5vEKFQCIIgJL1eItGYski3KMdkWM1s/1Gve2TSGnrc0ntclGPMe5xvlQa0Bv2hlL5+MBJDICwFYeRY9P/5nmeTroUhXzDlr82WEOeYs/P3kZqauImnrq4ulJeXj3m8vLwcXV1dGZ3XZrOhqGh0NmJFRcW453300Ufx8MMPj3l88+bNyM3Njk+fAGDLli1Gl0BMIeh6IdRA1wuhhmTXS2EAACzYcW4AO85Js0/TYp1obOzQt7hJ6PEAgAVHW/vR2Ng46rm9Z80ABLhbTqCx8bgR5Y2iY1AAYMbxlu4xtTKONUs1d509hsaho7rWl4iUlm5BOCriD39+FXkJhkfi9TIcAkTRAgEi3t22FSaDskRGhkwATNix9xByug5OeOyeZulYd287GhtbdakvEW8YACzwBCL4yyuNME/ynrlD0vECRGz/2xbd3+PONum6PXbmPBobz6b0mnOt0nvsMGfn7yO/f/z1BheiWjw99NBDSYVIIrt37waApOk7oihySeWZ6LwPPPAA7r//fuX/3W436urqsH79ehQUGL/YLxwOY8uWLVi3bh2s1uyMqiWyB7peCDXQ9UKoYbLr5aT5GF7cIwU0rZlZjH+9bUXWJO0xvMEIHjvyN7jDAtZctU6ZJwlFYvjXXVsBiPjUjVejyuAluQAwq9uDp0/shCdmxcaNyccOvnH4TQAhfPiatVhYbew9yyOH/obhkQiWrb4Cs8rzk14vxzrdwN53UZxnx403XGVYrYc2ncTu3maU1c3Axusm7nZ66+UjQEcHViycg41XztCpwjiRaAwP7nkdALD2qmsnbR882+sD9r4Dp8OKG2/Qf1xlYFcLXmk9AVdpJTZuXJrSa55r3QUMD8NhQVb+PmJdaamgWjx98YtfxCc+8YkJj5k2bRoOHTqE7u7uMc/19vaioqJC7ZdVqKysRCgUwuDg4Cj3qaenB2vWrEn6GrvdDrt9bN+t1WrNqr+8bKuHyG7oeiHUQNcLoYbxrpf/+dhiLK4thC8YwadWNcBmy77c4SKrFTWFOWgfGkHzYABlLqnD5Gy/G5GYCKfDgrqS/KwQfQ1lkhgaHokgEMWYXV+BcBR98jzOtDKn4f+GS/PtGB6JYDAQHVVL4vUyFJDaycqcdkPrLS+Q2jcH/ZFJ6xj0S/M45a4cQ2q2WqUEO08gAm9YRMUkNfjC0txQQY4xP9eL8qQPHnyhWMpfn6Xt5VrErPx9pKYe1T/1SktLUVo6ebLO6tWrMTw8jPfeew+XXHIJAGDXrl0YHh4eV+SkwooVK2C1WrFlyxbccsstAIDOzk4cOXIE3/nOd9I+L0EQBEEQE2M1m/APqxqMLmNS5lY60T40giPtw1g5TUoKPNklzTvNrXBmhXACpL1ChblWDPnDaB8awbzK0TdwbfKuqnz7/9/evQdHWZ9/H/9sdjebA8mGkMMmECFY5HwIoK1ilV9bopys7Tz2wSrKtEPHjihU26q183iYx2Lt1M5UW6lOp9MR+qP/QAf7WEakltafRSgQUEC0Es4JISTZDQnktN/nj917kzQH7pWE+ya8XzPMJPf9DX6D1zC5uL7f6/I51ka7q/ysgD4909Rv0wjrnVNtyi0jrO6ATRfvtne2yWoY4Wx3wMYL7baaRlgdBIdnONPgwhqSG0mi257V4CJjCHTbG7RW5RMnTtTtt9+u5cuXa/v27dq+fbuWL1+uRYsWdWsWMWHCBG3cuDHxeV1dnSoqKnTgwAFJ0qFDh1RRUZG4zxQMBvXtb39bjz76qLZu3ao9e/bo3nvv1dSpUxPd9wAAwNWrLN4BcPexhsSzfSdiQ30nFjl/XL+rkTmxCklvQ31PxptFjMxJd0XClx9vl95f8uSGTnuSNGJYLLGotdEd8Gx8z9bXOCEn3eq4d/Fkr64plogMd6g7oFUhtTvnyRjTmTy5r1idtEGd87Ru3TpNnTpV5eXlKi8v17Rp0/T66693W3Po0CGFw+HE55s2bVJZWZkWLlwoSVqyZInKysq0Zs2axJpf/OIXuvPOO/WNb3xDc+bMUUZGht544w15vUMgnQUAAJdk5ujYsf5dR+sTz6wBv9fHZ1a5xajh8eSpoWfydKK+udsap+UnZj31/QN+rUsqT9ZezzZdPHmqi1eeRjiUjEids57sVJ7qrUqZQ3OprFbljTZblTe1dqg9GjtqOBSSp0H9FnJzc7V27dp+1xjTvd/7smXLtGzZsn6/Ji0tTS+99JJeeumlS90iAAAYYqaX5CjFE0tITkcuKD3Vq/2nYv9Qe8MYdyVPJcNjd7KO1Pbs9nW8Ll55ckvyFE+IamwM9c1zsIojdVaRzp5r7bep2PnWDjW3xlrtOzXnSeoy68lGNSfRCt6xylMsfQifb7PVCM6qOvm9HvkHtWxzeQyBbwEAAKDTsIBPU0YGJUlbDpzWzso6RU1sOG7IBV32uhqbH5uZdbj2XI93lfFnY0ZkXtY99SUUjCVP1eG+kyfrXVHQ2YTPSoTao0aR831XSKzKVKovRcMCzpVFctKtytPFj+1ZlSen7jxZVbL2qEkknv0Jx6tpOel+ueD06SUjeQIAAEPO4mnFkqQ/7TmpP++rkiTdMi7fyS31amx+LDE6fKapxzvr2bUFwy7rnvpiJURV/SRPp8Ln42udTVIDPm+iQlLbz9G9s+c6j+w5ea9seDLH9hyuPKX7vUr1xgfl2qiUNcQbXGS7oOnJQCB5AgAAQ87i6cXyeKR/Ha3Xxj0nJUlfnznS4V31dG288nS8vlkX2jr/Fb+9I6ojZ+PJU747Kk/F8eTpVMP5HtcuJCkaNTodiVeecpw/amg1reivaUTivpPDxwyDSRzbq483jMh1qPLk8XgS1ad6G90MrcYSbugYORBIngAAwJATCqZpyfUlic/nTSpU2TXD+/kKZ+QNS1VWmk/GSEfPdt57Ol5/Xm0dRul+byJpcVph/NheS3s0kXR0VdvUorYOoxSPVOhwwwipswHE2X5+wLe6AzrZplxK7the550n55IRK3kK20j2wonkaQh0i9AgN4wAAABwytN3TNa4giydb+vQspvGOL2dXnk8Ho3NH6a9xxv075pzGh/KkiR9WhO77zQ2P1MpKe64KBLweZWfFdCZxhZVhS8ouyCj2/uqhljVqSArTT6v8/8+b1WerFbkvbGSwDwHm0VInYlQfRJ3nlzR4MLGMUNrTTCNyhMAAIBrBXxefevmUj34X59TpoPNAC5mYjxhsjoCStJH1RFJncf63KI4fpfpVC+t1avi953c0pQjMeupn9bqZ12QiEidyYh1JK8v0ajpvPPk0LE9qbNSZifZsypP3HkCAADAJZs2KkeStPdEQ+JZxfHYx9PjA3/dor+mEafilafiHLckT9Zcqn6G+ja2dFvrlPwue+3tPpklcqFN8ZFJiaNzTvgsx/ZySJ4AAABwqaaXxNqq7zseVjRqZIxJJE8zXJY8FccbQVgDfLuyBv265Y5WXqLy1HfydDo+s8pqw+4Uq0rW0h7VuZa+W6tbxwyHBXwK+LyXZW+9GZ44tpdM5cm91d9kkDwBAAA46LrCLKX5U9TY0q7DtU06UX9eteda5fd6NLk42+ntdTN6RHyo79meydPReHfA0Xnu6A5YkBWrgJ2O9J08WXOpCrOcrZZlpPqUkRpLhs72c8yw3gXNIiQpaHXbs3HnKUy3PQAAAAwUvzdF0+NH9/7n37X65+GzkqRJxUGl+Z2rLvRmTDwxOlLbcy6VlVCVumSorzVrqr+hvjXxxKrQBfe08mwcM3S6TblleBINI0ieAAAAMKD+a0KBJOkvH1Zp84fVsWfj3TfU10qMjtY1KxrtvJvTETU6Fk+erOqU06zGFWfOtai9I9rjfVNLuxrjR+QKs51Pnuw0uKhzeECuJZnW6iRPAAAAGFCLpxcrxSNtP1ynv35UI0laNK3Y4V31VJyTJr/Xo9b2qKojnRWdqvB5tXZE5fd6EveinJY3LCBvikcdUdNrQmIN9M1M9WqYC7ox2qs8Od9pT+o8tmdnqK9VncpOc/7PeCCQPAEAADhsZE667prVOdR38fRifa7AXW3KJcnnTVHJ8J73nqwBvyW5GfK6ZC6VN8Wjgviw3q6JnsV65oYje5K9Bhd1LmhT3vW/f7Fje9GoUeRCvNueg90BB9LQSAEBAACucM98dbLG5GWqtT2q5beUOr2dPpXmZepwbZMO1zYpN/7s0zOxob5uue9kKcxOU1X4gqrD56X/6FyYuO/kcLMIS+dQ376PwtU2xt5ZR/ycYiVCDc2tMsbI4+k9YW5saZfVeT2bIbkAAAAYKGl+r74791qt/Mo4ZaS699+3JxTFhvoeqGpMPNt/MjbUd5LLugP21zQiUXnKdrZNuWVE5sUrT2fi76yKmlOsylN71KiptaPPddYxw8xUr1J9QyPtGBrfBQAAAC6LqSNjc6n2n4oknn14KixJmlwcdGRPfbEaQfQ21NeaVTVyuEvuaGVdvPJUE0/48h1OntL8XgXiyVB/TSPOxpOnXIcrZQOJ5AkAAAC2TYknT5/UnFN7NDbY9ePTjfF37qo8jRpuDfU93+Pd8brYM+sOl9PsNIyw3jmdPEldj+71fe/JGurrdGv1gUTyBAAAANtG5qQrJ8Ovtg6jU83SJ6fPqa3DKCfDr5Eu6bRnuSY3lhgdres5l+p4fWeTCze4WMOI9o5oopJT4IJ7WnaaRljH9nIdbq0+kEieAAAAYJvH41FZvPnCvyMeba+skyTNKMnps3GAU0bHG1gc69IZUIp1gbOqUde4JnmKVZMiF9rV0t7zHtHZplYZI6V43JGMWJWns019V8oSx/Yyna+UDRSSJwAAACTllutiA3z31aVoa3wu1S3j3DfU10qMIhfau93NOXOuRa3tUXlTPImmEk7LTvPLF2/z3tu9pzONsSRlRHx+ldOsZM86mtebunhilZs5NDrtSSRPAAAASNKCqUVK8UiVjR7962iDUjyxZ26TnupN3A86VtdZfToe/7gomCaf1x0/DqekeBJ7Pd3LXKqaxtgzpzvtWezc0aLyBAAAgKteYXaa7pxRnPj8a2WjFHJJBec/jbbuPXU5umcN+HVLswhLf63VrcqTG5pFSJ2t1fvrDth552noVJ7cO0QAAAAArvX0oomK1JzQ2LFjtWreeKe306fRIzL1r6P1iUG+khLdAa8rHObUtnpVFEyX1KBTvc2lCrtrqO+IROWpv2N7Q6/yRPIEAACApKWnerX4mqgWlF8nv9+9P1JOjA/1PVjVOZfK+nhCkbtaq1uVp6qGnq3VT8WfFbuko6HVHdBewwjnG1wMFI7tAQAAYMiaVBxLkA50SZ4OVccqT+NDWY7sqS9F8cSot6G+J+PJk1uG+o6wceepbggmT+79ZwIAAADgEk2KV5eO151X+HybOqJGNfH7Q9cVuit5KrYqT+G+K09umaWVqDz1cWyvqaVdza0d3dYOBVSeAAAAMGTlZKQmEo6DVRHtPxWWFGtjPizgrjpCX5UnY0xn5cklyZNVeWpu7VBza3uP91aCmu73uu7P+VKQPAEAAGBIm14SlCTtqKzT+4djQ31njx7u5JZ6Zd15Oh25oPaOaOL52aZWtbRH5fHINV0NM1O9SvPHUoneqk818XbrBdkB1w1PvhQkTwAAABjS5nwuT5K09aOaxFDfL1w7wskt9Sp/WEABX4qipvOOkySdrI99XJAVUKrPHT++ezyexKwnq8rUlfXMLXOpBoo7/vQBAACAQTJvUqG8KR7tPd6gg1UR+VI8mjex0Olt9ZCS4lFpXqYk6fCZpsTzE/XuOrJnCWV3Vsr+U2fy5I5K2UAheQIAAMCQVpCVpq92Gep71+xRGu7SDnBj8+PJU21n8mTNqBqb7665VIVX0FDfgTJ0bm8BAAAAfXj2q1OUkx5LmL5/23UO76ZvVuWpsrZzqO8nNbGPP1fgruTJqjxV91p56rzzNJSQPAEAAGDIGxbw6f8snuT0Ni6qNC+WIFV2qTz920qeXFZ5KrJReeLYXhLq6+u1dOlSBYNBBYNBLV26VA0NDf1+zYYNG3TbbbcpLy9PHo9HFRUVPdbMnTtXHo+n268lS5YMzjcBAAAAXCZW5enTmljy1BE1Ohw/tjeu0F3JU2F/lacIDSOS9s1vflMVFRXavHmzNm/erIqKCi1durTfr2lqatKcOXP0/PPP97tu+fLlqqqqSvz6zW9+M5BbBwAAAC678aEspXhiCcnpyAWdqG9WS3tUqb4UjRqe4fT2ugn1UXnqOpeq2GVNLi7VoB3bO3jwoDZv3qzt27fr85//vCTptdde04033qhDhw5p/PjxvX6dlVwdOXKk398/IyNDoVBoQPcMAAAAOGlYwKfxoWwdrIpo99F6tUeNJGl8YZa8Ke6al9T1zpMxJjHPKXy+TedaYoNzRw0nebLln//8p4LBYCJxkqQvfOELCgaDeu+99/pMnuxat26d1q5dq8LCQs2fP19PPfWUsrKyel3b0tKilpbO/vORSESS1NbWpra2tkvax0Cw9uCGvcD9iBckg3hBMogXJIN4GTwzRsWSp52VZ9UWT55mlARd92c9PN0rj0dqbY/qdEOTRsTnPlXWNEqS8oelyquo2tqiro6XZPY0aMlTdXW1CgoKejwvKChQdXX1Jf3e99xzj0pLSxUKhfThhx/qiSee0N69e7Vly5Ze169evVrPPPNMj+dvvfWWMjLcU/7sa/9Ab4gXJIN4QTKIFySDeBl43nqPJK/e2ntEF9olySNfXaXefPOwwzvrKej3qqHVo/X/b6tK43WMirOx/WeqRW+++Wa39W6Ml+bmZttrk06enn766V4Tka527twpSYnSXVddS3qf1fLlyxMfT5kyRePGjdPs2bO1e/duzZw5s8f6J554Qo888kji80gkopKSEpWXlys7O/uS9jIQ2tratGXLFs2bN09+v9/p7cDliBckg3hBMogXJIN4GTyfP9ei9T/7u07EG+4FfCla+Y0vKTPgvkbZ/129U9sr6zVy/AwtiM/SqvqfI9LHH2tyaZEWLJgmyd3xYp1KsyPp/wMrVqy4aGe7MWPGaN++fTp9+nSPd2fOnFFh4cBOdJ45c6b8fr8++eSTXpOnQCCgQKBnpw+/3++q/3lu2w/cjXhBMogXJIN4QTKIl4EXGu7X4unF2rjnpCTpf19fopxh7rw7VJqfpe2V9TpefyERB1Xh2HWZ0SMye8SGG+Mlmf0knTzl5eUpLy/voutuvPFGhcNh7dixQzfccIMk6f3331c4HNZNN92U7H+2X/v371dbW5uKiooG9PcFAAAAnPD0HZOVGfBKkh6fP8Hh3fRtzIjYFZgjZzuPvh2ri33stu6AA2HQan8TJ07U7bffruXLlyfaiH/nO9/RokWLujWLmDBhglavXq2vfe1rkqS6ujodO3ZMp06dkiQdOnRIkhQKhRQKhfTpp59q3bp1WrBggfLy8nTgwAE9+uijKisr05w5cwbr2wEAAAAum2C6X//3zqlOb+OiRo+IzaU6crZzqO/Hp2Nzqa7Nz3RkT4NpUOc8rVu3TlOnTlV5ebnKy8s1bdo0vf76693WHDp0SOFwOPH5pk2bVFZWpoULF0qSlixZorKyMq1Zs0aSlJqaqq1bt+q2227T+PHj9fDDD6u8vFxvv/22vF7vYH47AAAAALoYkxerLlWeaZIxRuHmtsSMpwlFzvcWGGiDeussNzdXa9eu7XeNMabb58uWLdOyZcv6XF9SUqJt27YNxPYAAAAAXIKxecOU6ktRY0u7KmubVNMYu+80MiddwXR33W0aCINaeQIAAAAwdKX6UjR1ZFCSVHG8QR9VxTrXTSzqff7qlY7kCQAAAMBnNqMkR5K051iD9p2MXceZOASP7EmDfGwPAAAAwNBWdk2OJGnnkTrVN7dKkm4ozXVwR4OH5AkAAADAZ3bTtXnypXj0UXWjJCkz1avrxwzN5IljewAAAAA+s9zMVC2c1jlv9a7ZJUrzD80u2FSeAAAAAFySZ+6YrIAvVpf54e3jL7L6ykXyBAAAAOCS5GSk6oX/Nd3pbQw6ju0BAAAAgA0kTwAAAABgA8kTAAAAANhA8gQAAAAANpA8AQAAAIANJE8AAAAAYAPJEwAAAADYQPIEAAAAADaQPAEAAACADSRPAAAAAGADyRMAAAAA2OBzegNOMMZIkiKRiMM7iWlra1Nzc7MikYj8fr/T24HLES9IBvGCZBAvSAbxgmS4OV6snMDKEfpzVSZPjY2NkqSSkhKHdwIAAADADRobGxUMBvtd4zF2UqwhJhqN6tSpU8rKypLH43F6O4pEIiopKdHx48eVnZ3t9HbgcsQLkkG8IBnEC5JBvCAZbo4XY4waGxtVXFyslJT+bzVdlZWnlJQUjRo1yult9JCdne26YIJ7ES9IBvGCZBAvSAbxgmS4NV4uVnGy0DACAAAAAGwgeQIAAAAAG0ieXCAQCOipp55SIBBweiu4AhAvSAbxgmQQL0gG8YJkDJV4uSobRgAAAABAsqg8AQAAAIANJE8AAAAAYAPJEwAAAADYQPIEAAAAADaQPDns17/+tUpLS5WWlqZZs2bpH//4h9NbggusXr1a119/vbKyslRQUKA777xThw4d6rbGGKOnn35axcXFSk9P19y5c7V//36Hdgw3Wb16tTwej1atWpV4Rrygq5MnT+ree+/ViBEjlJGRoRkzZmjXrl2J98QLLO3t7frxj3+s0tJSpaena+zYsXr22WcVjUYTa4iXq9vf//53LV68WMXFxfJ4PPrTn/7U7b2d+GhpadFDDz2kvLw8ZWZm6o477tCJEycu43dhH8mTg/74xz9q1apVevLJJ7Vnzx598Ytf1Pz583Xs2DGntwaHbdu2TQ8++KC2b9+uLVu2qL29XeXl5WpqakqseeGFF/Tiiy/q5Zdf1s6dOxUKhTRv3jw1NjY6uHM4befOnXr11Vc1bdq0bs+JF1jq6+s1Z84c+f1+/eUvf9GBAwf085//XDk5OYk1xAssP/3pT7VmzRq9/PLLOnjwoF544QX97Gc/00svvZRYQ7xc3ZqamjR9+nS9/PLLvb63Ex+rVq3Sxo0btX79er377rs6d+6cFi1apI6Ojsv1bdhn4JgbbrjBPPDAA92eTZgwwTz++OMO7QhuVVNTYySZbdu2GWOMiUajJhQKmeeffz6x5sKFCyYYDJo1a9Y4tU04rLGx0YwbN85s2bLF3HrrrWblypXGGOIF3T322GPm5ptv7vM98YKuFi5caL71rW91e/b1r3/d3HvvvcYY4gXdSTIbN25MfG4nPhoaGozf7zfr169PrDl58qRJSUkxmzdvvmx7t4vKk0NaW1u1a9culZeXd3teXl6u9957z6Fdwa3C4bAkKTc3V5JUWVmp6urqbvETCAR06623Ej9XsQcffFALFy7UV77ylW7PiRd0tWnTJs2ePVt33XWXCgoKVFZWptdeey3xnnhBVzfffLO2bt2qjz/+WJK0d+9evfvuu1qwYIEk4gX9sxMfu3btUltbW7c1xcXFmjJliitjyOf0Bq5WtbW16ujoUGFhYbfnhYWFqq6udmhXcCNjjB555BHdfPPNmjJliiQlYqS3+Dl69Ohl3yOct379eu3evVs7d+7s8Y54QVeHDx/WK6+8okceeUQ/+tGPtGPHDj388MMKBAK67777iBd089hjjykcDmvChAnyer3q6OjQc889p7vvvlsSf7+gf3bio7q6WqmpqRo+fHiPNW78mZjkyWEej6fb58aYHs9wdVuxYoX27dund999t8c74geSdPz4ca1cuVJvvfWW0tLS+lxHvECSotGoZs+erZ/85CeSpLKyMu3fv1+vvPKK7rvvvsQ64gVS7H722rVr9Yc//EGTJ09WRUWFVq1apeLiYt1///2JdcQL+vNZ4sOtMcSxPYfk5eXJ6/X2yKhramp6ZOe4ej300EPatGmT3nnnHY0aNSrxPBQKSRLxA0mxIw81NTWaNWuWfD6ffD6ftm3bpl/+8pfy+XyJmCBeIElFRUWaNGlSt2cTJ05MNCvi7xd09YMf/ECPP/64lixZoqlTp2rp0qX63ve+p9WrV0siXtA/O/ERCoXU2tqq+vr6Pte4CcmTQ1JTUzVr1ixt2bKl2/MtW7bopptucmhXcAtjjFasWKENGzbor3/9q0pLS7u9Ly0tVSgU6hY/ra2t2rZtG/FzFfryl7+sDz74QBUVFYlfs2fP1j333KOKigqNHTuWeEHCnDlzeow++PjjjzV69GhJ/P2C7pqbm5WS0v3HRa/Xm2hVTrygP3biY9asWfL7/d3WVFVV6cMPP3RnDDnWqgJm/fr1xu/3m9/+9rfmwIEDZtWqVSYzM9McOXLE6a3BYd/97ndNMBg0f/vb30xVVVXiV3Nzc2LN888/b4LBoNmwYYP54IMPzN13322KiopMJBJxcOdwi67d9owhXtBpx44dxufzmeeee8588sknZt26dSYjI8OsXbs2sYZ4geX+++83I0eONH/+859NZWWl2bBhg8nLyzM//OEPE2uIl6tbY2Oj2bNnj9mzZ4+RZF588UWzZ88ec/ToUWOMvfh44IEHzKhRo8zbb79tdu/ebb70pS+Z6dOnm/b2dqe+rT6RPDnsV7/6lRk9erRJTU01M2fOTLSixtVNUq+/fve73yXWRKNR89RTT5lQKGQCgYC55ZZbzAcffODcpuEq/5k8ES/o6o033jBTpkwxgUDATJgwwbz66qvd3hMvsEQiEbNy5UpzzTXXmLS0NDN27Fjz5JNPmpaWlsQa4uXq9s477/T6M8v9999vjLEXH+fPnzcrVqwwubm5Jj093SxatMgcO3bMge/m4jzGGONMzQsAAAAArhzceQIAAAAAG0ieAAAAAMAGkicAAAAAsIHkCQAAAABsIHkCAAAAABtIngAAAADABpInAAAAALCB5AkAAAAAbCB5AgAAAAAbSJ4AAFeluXPnatWqVU5vAwBwBSF5AgAAAAAbPMYY4/QmAAC4nJYtW6bf//733Z5VVlZqzJgxzmwIAHBFIHkCAFx1wuGw5s+frylTpujZZ5+VJOXn58vr9Tq8MwCAm/mc3gAAAJdbMBhUamqqMjIyFAqFnN4OAOAKwZ0nAAAAALCB5AkAAAAAbCB5AgBclVJTU9XR0eH0NgAAVxCSJwDAVWnMmDF6//33deTIEdXW1ioajTq9JQCAy5E8AQCuSt///vfl9Xo1adIk5efn69ixY05vCQDgcrQqBwAAAAAbqDwBAAAAgA0kTwAAAABgA8kTAAAAANhA8gQAAAAANpA8AQAAAIANJE8AAAAAYAPJEwAAAADYQPIEAAAAADaQPAEAAACADSRPAAAAAGADyRMAAAAA2PD/Ab7eRYm0n3NOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.0\n",
    "\n",
    "periods = 16\n",
    "b = 2*pi * 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) = rungekutta_system(f_mass_spring, a, a+h, U_0, 1)\n",
    "U_1 = U_1step[-1,:]\n",
    "(t, U) = adamsbashforth2(f_mass_spring, a, b, U_0, U_1, n)\n",
    "\n",
    "Y = U[:,0]\n",
    "DY = U[:,1]\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=[10,4])\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=[10,4])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(True)\n",
    "\n",
    "figure(figsize=[6,6])  # 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[-1], DY[-1], \"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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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.5\n",
    "\n",
    "periods = 4\n",
    "b = 2*pi * 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) = rungekutta_system(f_mass_spring, a, a+h, U_0, 1)\n",
    "U_1 = U_1step[-1,:]\n",
    "(t, U) = adamsbashforth2(f_mass_spring, a, b, U_0, U_1, n)\n",
    "\n",
    "Y = U[:,0]\n",
    "DY = U[:,1]\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=[10,4])\n",
    "title(f\"{K/M=}, {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=[10,4])\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": [
    "def adamsbashforth3(f, a, b, U_0, U_1, U_2, n):\n",
    "    n_unknowns = len(U_0)\n",
    "    h = (b-a)/n\n",
    "    t = np.linspace(a, b, n+1)\n",
    "    u = np.zeros([n+1, n_unknowns])\n",
    "    u[0,:] = U_0\n",
    "    u[1,:] = U_1\n",
    "    u[2,:] = 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 range(2,n):\n",
    "        F_i_1 = f(t[i], u[i,:])\n",
    "        u[i+1,:] = u[i,:] + (23*F_i_1 - 16*F_i_2 + 5*F_i_3) * (h/12)\n",
    "        (F_i_2, F_i_3) = (F_i_1, F_i_2)\n",
    "    return (t, u)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.0\n",
    "\n",
    "periods = 16\n",
    "b = 2*pi * 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) = rungekutta_system(f_mass_spring, a, a+2*h, U_0, 2)\n",
    "U_1 = U_2step[1,:]\n",
    "U_2 = U_2step[2,:]\n",
    "(t, U) = adamsbashforth3(f_mass_spring, a, b, U_0, U_1,U_2, n)\n",
    "\n",
    "Y = U[:,0]\n",
    "DY = U[:,1]\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=[10,4])\n",
    "title(f\"{K/M=}, {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=[10,4])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(True)\n",
    "\n",
    "figure(figsize=[6,6])  # 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[-1], DY[-1], \"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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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.5\n",
    "\n",
    "periods = 4\n",
    "b = 2*pi * 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) = rungekutta_system(f_mass_spring, a, a+2*h, U_0, 2)\n",
    "U_1 = U_2step[1,:]\n",
    "U_2 = U_2step[2,:]\n",
    "(t, U) = adamsbashforth3(f_mass_spring, a, b, U_0, U_1,U_2, n)\n",
    "\n",
    "Y = U[:,0]\n",
    "DY = U[:,1]\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=[10,4])\n",
    "title(f\"{K/M=}, {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=[10,4])\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": [
    "def adamsbashforth4(f, a, b, U_0, U_1, U_2, U_3, n):\n",
    "    n_unknowns = len(U_0)\n",
    "    h = (b-a)/n\n",
    "    t = np.linspace(a, b, n+1)\n",
    "    u = np.zeros([n+1, n_unknowns])\n",
    "    u[0,:] = U_0\n",
    "    u[1,:] = U_1\n",
    "    u[2,:] = U_2\n",
    "    u[3,:] = 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+2*h, U_2)  # F_1 to start when computing U_4\n",
    "    h = (b-a)/n\n",
    "    for i in range(3,n):\n",
    "        F_i_1 = f(t[i], u[i,:])\n",
    "        u[i+1,:] = u[i,:] + (55*F_i_1 - 59*F_i_2 + 37*F_i_3 - 9*F_i_4) * (h/24)\n",
    "        (F_i_2, F_i_3, F_i_4) = (F_i_1, F_i_2, F_i_3)\n",
    "    return (t, u)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.0\n",
    "\n",
    "periods = 16\n",
    "b = 2*pi * 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) = rungekutta_system(f_mass_spring, a, a+3*h, U_0, 3)\n",
    "U_1 = U_3step[1,:]\n",
    "U_2 = U_3step[2,:]\n",
    "U_3 = U_3step[3,:]\n",
    "(t, U) = adamsbashforth4(f_mass_spring, a, b, U_0, U_1, U_2, U_3, n)\n",
    "\n",
    "Y = U[:,0]\n",
    "DY = U[:,1]\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=[10,4])\n",
    "title(f\"{K/M=}, {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=[10,4])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(True)\n",
    "\n",
    "figure(figsize=[6,6])  # 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[-1], DY[-1], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.5\n",
    "\n",
    "periods = 4\n",
    "b = 2*pi * 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) = rungekutta_system(f_mass_spring, a, a+3*h, U_0, 3)\n",
    "U_1 = U_3step[1,:]\n",
    "U_2 = U_3step[2,:]\n",
    "U_3 = U_3step[3,:]\n",
    "(t, U) = adamsbashforth4(f_mass_spring, a, b, U_0, U_1, U_2, U_3, n)\n",
    "\n",
    "Y = U[:,0]\n",
    "DY = U[:,1]\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=[10,4])\n",
    "title(f\"{K/M=}, {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=[10,4])\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-python`\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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RBg8eLNZaF/v+NDc3Y9KkSVixYgXuuOMOvPnmm5g7dy7uvfdeXHXVVT3er7d7GQBcfPHFWLZsGe644w6sXLkSTzzxBE455RR0dHSUtHY//vGPccghh+Cf//wn7rrrLixbtgynnnpqTm3dPffcgwsvvBBjxozBiy++iGeeeQbBYBDHH388vvrqq5zXSyQS+OEPf4iTTz4Zr776KhYuXKhbDlKul1dddRUefPBBXHLJJXj11Vdx9tln46yzzkJXV1dJ63xAQ0M3zoDGYGkwAEhVVRVpbW0tevyZZ55J5syZk/PYkCFDyOmnn04IEdIoWNriG2+8QTiOI9u3b8+bQpj93r39KwSpqYksBe+FF17o8bt77rmHACBNTU0lvVY2iqUmEkJINBolAMisWbN6PKe3f0OGDKkY/+eee44AIGvWrOnxu6uvvprYbLain5OlJvbv359Eo1Hx8UAgQGpra8kpp5wiPsb+vuvXrxcf++STTwgA8vTTTxd9H0IIueGGG8jw4cPFVK7e1jgb7e3tBABZtGhR0eMKpSbee++9xGQy9UgP++c//0kAkOXLl4uPASBOp5M0NzeLjyWTSTJq1ChyyCGH9Mo1HA4Tn89HJk+eLD526aWXEo7jyLZt28TH3nzzTQKAPPLIIznP/+1vf9tramIymSSJRIIceuih5Prrrxcf/89//kMA9PhOz58/nwAg1113Xc7jZ555JqmtrRV/fvDBBwkA4vf7e/2c++PSSy/Ne743NjaSDz74oOhzk8kk4XmeTJ8+nfz4xz8WH//Zz35Gqquriz6XnZfz5s3Lefz+++8nAMi+fftyOO6fgvfWW28RAOT+++/PeXzJkiUEAPnrX/8qPjZkyBBiNpvJ119/3YNHb6mJpfDLhx/84Afk5JNPFn8+5JBDyC9/+UtiMpnIu+++SwjJXAe2bt2awzWbT2+piQDIiy++mPP47NmzyciRI4vy2x/F0uF+8pOfEADE5/ORuXPnktWrV5NnnnmGDBkyhNTX1/d6rWZrmX2OEJK5jv7mN78hhAjfwdra2h7fg1QqRY488sicdDp2Hbrjjjt6vB/7HcPmzZvz/i0//vhjAkBM5e/q6iIOh6Mgz+xr1BlnnEHGjx9f9HOXi2J/i6uuuorY7fa8zzvssMPIzJkzxZ+tViv5yU9+0uO4Dz/8kAAgzz//fEEOn376KQFAli1bVpRroe/PT37yE+LxeMjOnTtzHmfXKpZCKeVe5vF4yPz584vyyQd2PmRfcwnJfP+effZZQgghu3btIhaLhfy///f/co4LBoOkX79+5LzzzhMfY9+9p556SpccLr300pyYpdTrJfuuFOJppCYa+N7jhz/8Ibq7uzF//vwcByYb4XAYK1as6JGWmI0rrrgCr732Gjo6OvDkk0/ipJNOKthBZ86cOVi7dm1J/yqNYp2tKt31CkAPBwUArr766pI+++uvvy6JYyn8Cx1T6mc/66yz4HA4xJ+9Xi/mzJmD9957Tzx/LrzwQjQ0NOS4Yo8++ij69OmD888/v+jrf/LJJ1i0aBH+8pe/wOl0FjyO5HFVAaC2thYjRozAAw88gN///vdYv359Tspsb/jXv/6FsWPHYvz48Tmvfeqpp+bt0jl9+nT07dtX/NlsNuP888/Htm3beqQg7Y8XX3wRgUAgJ53viiuuACFEdCUA4D//+Q8A4H//939znv8///M/PV4zmUzinnvuwZgxY2Cz2WCxWGCz2fDNN99g8+bNPY4/44wzcn4ePXo0APRwvkePHo3Ozk4xPZG5mueddx5efPHFvClHqVQqZw2z/w5Op1M8zz/++GO8/PLLOOyww8Sd7mz8+c9/xlFHHQWHwwGLxQKr1Yq333475/NMmjQJfr8fF154IV599dWiHTaZS83Adut37txZ8DkA8O9//xsAenTxOvfcc+F2u3u4J+PGjcNhhx1W9DUryW/69On473//i2g0ip07d2Lbtm244IILMH78eLEDLmvOcOihh0rmxcBxHObMmdODY2/8pICdK1OmTMETTzyB6dOn46KLLsKyZcvQ3t6e13HPh/2/M1OnTsWQIUPE79SHH36Izs5OXHrppT3O1dNOOw1r167t4aoWuw8ysNff/1yZNGkSRo8eLZ4ra9asQSwWK8hz/+du3LgR8+bNw4oVKxAIBHpfgApByn2n3HvUIYccgpqaGvzqV7/Cn//85x5OTG/417/+hZNOOgn9+/fP+VuyzIH9m4WUci+bNGkSFi9ejN/85jf46KOP8naJLIb9/67nnXceLBaLeH6sWLECyWQSl1xySQ5nh8OBadOm5e0KXcr5pwcOpV4vC93fGM/vOwwhZgC333477rjjDjz//PO46KKL8oqxN954Q0xHKYRzzjkHDocDDz/8MF5//XXMnTu34LG1tbUYP358Sf8qhbq6OgDIm1LQ2dkJjuNQXV1dsfdjYMFJdue/fv36lfTZx4wZUzH+vT2/tra2pM/Tr1+/vI8lEgkxSLfb7fjJT36C559/Hn6/H21tbXjxxRdx5ZVX9lrvccUVV+Css87C0UcfDb/fD7/fL6ZcBgIBMUXl6aefhtVqzfkHCDf6t99+G6eeeiruv/9+HHXUUejTpw+uu+66kkYJtLS04PPPP+/x2l6vF4SQHgF+ofUA8q91Np588kk4HA6cdtpp4mcdN24chg4disWLF4vfxY6ODlgsFvFvWOy9FyxYgNtvvx1nnnkmXn/9dXz88cdYu3YtjjzySESj0R7H7/93t9lsRR9nf4sTTjgBy5YtE2/gAwcOxNixY3NqA0eMGJGzhnfffbf4O5PJhKOPPhpHH300Jk2ahB//+MdYvnw5LBYLFixYIB73+9//Htdeey2OPfZYLF26FB999BHWrl2L0047LefzXHzxxXjqqaewc+dOnH322WhoaMCxxx7bYwQHgB7ryM7JfOuTDfZ36NOnT87jHMehX79+Pf7ejY2NRV+vEMrld8oppyAej+ODDz7AqlWrUF9fjwkTJuCUU04RUxbffvtt2XW7LpcrJ4BlHCuZ2s3W4NRTT815fPz48WhsbMS6detKep1C30/2t2ppaQEg3L/2/87fd999IISI6bEMpfxd2evnO7Z///7i79l/i11HGG6++WY8+OCD+OijjzBr1izU1dVh+vTpio87qKurQywWQyQS6fG7/e8ddXV1Be8xQM/rSjaqqqrw7rvvYvz48bjllltw+OGHo3///rjzzjtLEkAtLS14/fXXe/wdDz/8cAAo+dqdfS9bsmQJLr30UjzxxBOYMmUKamtrcckll6C5ublXPvneg13H9z//jjnmmB68lyxZ0oOzy+WS3IlaKw6lXi8LfQfy3fO+j/j+S00DJYEVkS9cuBDpdBrPPfdczk7E0qVLcfLJJxdtG+xyuXDBBRfg3nvvhc/nw1lnnVXw2KeffrpH4W8h5HOUysGIESPgdDp7NC0AgC+++AKHHHJIj+CiEnjttdcAIKeg+O677y4pt3vIkCHiXBe5/MeOHSseO3v27B7PZ7/vDfluQM3NzbDZbDnzha699lr87ne/w1NPPYVYLIZkMolrrrmm19f/8ssv8eWXX+Kll17q8bsRI0bgyCOPxIYNG0RXNR+GDBki1llt3boVL774Iu666y4kEomiNR0AUF9fD6fTiaeeeqrg77NRaD2AngF1NrZu3YoPPvgAADB48OC8x6xYsQKzZ89GXV0dkskkOjo6cl4z33s/++yzuOSSS3DPPffkPN7e3l7xjYYf/ehH+NGPfoR4PI6PPvoI9957L/7nf/4HQ4cOxZQpU/D666/n1AH0NobA5XJhxIgROeMenn32WZx44ol4/PHHc47NJ6ovv/xyXH755QiHw3jvvfdw55134owzzsDWrVt7uAvlgP0d2tracoILQgiam5t71D4q4bAXw7HHHguPx4PVq1djx44dmD59OjiOw/Tp0/HQQw9h7dq12LVrV0UbKCmFfHVGDISQkhtNFPp+HnLIIQAy3+dHH30UkydPzvsa2Y43UNrflX1P9+3bh4EDB+b8rqmpSXxfdlwhntlZJWyTYsGCBfD7/Vi9ejVuueUWnHrqqdi9ezdcLlevvMoBqw374osvcOyxx+bwa29vz7l3HHHEEQXvUQB6vc8cccQR+Mc//gFCCD7//HMsXrwYd999N5xOJ2666aaiz62vr8e4cePw29/+Nu/v97/+lHIvq6+vx6JFi7Bo0SLs2rULr732Gm666Sa0trbirbfeKsqHvd6AAQPEn/e/jrPzgNUX94ZyrilacSj1epn9HcjH8/sOQ4gZEHHXXXfBZDLhzjvvBCEEzz//PCwWC2KxGJYvX46HHnqo19e49tpr0dLSgmnTphUVBcWCaKVgsVgwZ84cvPzyy7j//vvh9XoBALt27cJ//vMfXH/99RV/z40bN+Kee+7B0KFDcd5554mPX3311T1SwvIh2z2Sy3/AgAGYNGkSnn32WfziF78QOxF+9NFH+PrrrzF//vySPtPLL7+MBx54QPz7BoNBvP766zj++ONzuhs2Njbi3HPPxWOPPYZEIoE5c+YUFBzZYGkK2Vi8eDGefvppLFu2TLxQ19XVlbRbdthhh+G2227D0qVLc3bR7XZ7XofhjDPOwD333IO6ujoMGzas19d/++230dLSIgZrqVQKS5YswYgRI3oEYNlgQvFvf/ubGBQyRKNR/OhHP8JTTz2F2bNn46STTsL999+P5557Dtddd5143PPPP9/jdTmO6+E6vvHGG9i7d2+P96kU7HY7pk2bhurqaqxYsQLr16/HlClT8nZfLYZQKIRt27ahoaFBfCzf5/n888+xZs0aDBo0KO/ruN1uzJo1C4lEAmeeeSa+/PLLigix6dOn4/7778ezzz6b831bunQpwuFwybMNC517cmG1WnHCCSdg1apV2L17N373u98BEBroWCwW3HbbbaIw640f0LsDpyRmzZoFl8uFN998M2et161bh+bm5oKiaX8899xzOWlUH374IXbu3Ck2HznuuONQXV2Nr776Cj/72c8qxv/kk08GIGwkZAv0tWvXYvPmzbj11lsBAJMnT4bD4SjIs1B6f3V1Nc455xzs3bsX8+fPx44dO3IyKCqJ0047DQ6HA4sXL84RYqwz5Zlnnik+9uMf/xjz5s3Dxx9/LB6bTCbx7LPP4thjjy15JiTHcTjyyCPx8MMPY/HixSVfu5cvX44RI0aUNGuu1HsZw+DBg/Gzn/0Mb7/9Nv773/+W9Dmee+45TJw4Ufz5xRdfRDKZFDdmTz31VFgsFnz77beSUw5LhVYcSr1eMh6FeH7fYQgxAzm44447YDKZcPvtt4MQghdeeAFvvfUWIpFIzsW2EMaPH1/SoMVSg+j9EYlEsHz5cgCCgACEvO/29nYx+GJgQee2bdvExxYuXIhjjjkGZ5xxBm666SbEYjHccccdqK+vxw033JDzXieeeCLefffdkh25zz77DFVVVeB5Hk1NTXj77bfxzDPPoKGhAa+//rqY2gUIO3PlDCmWwt9isWDatGk5dSv33XcfZsyYgXPPPRfz5s1Da2srbrrpJowdO7Zkh9JsNmPGjBlYsGAB0uk07rvvPgQCgbwO389//nPxZpxd81QM+7fyBiDmqB933HE9HKn98fnnn+NnP/sZzj33XBx66KGw2Wz497//jc8//zxnR5XtvC5ZsgTDhw+Hw+HAEUccgfnz52Pp0qU44YQTcP3112PcuHFIp9PYtWsXVq5ciRtuuCEnGKmvr8fJJ5+M22+/HW63G4899hi2bNlStIV9MpnE//3f/2H06NE53eiyMWfOHLz22mtoa2vDzJkzccIJJ+DGG29EOBzG0Ucfjf/+9795hwyfccYZWLx4MUaNGoVx48bhs88+wwMPPFBUFJaDO+64A3v27MH06dMxcOBA+P1+PPLII7BarZg2bVqvz0+n0+J3OJ1OY+/evfjDH/6Arq6unFbpZ5xxBn7961/jzjvvxLRp0/D111/j7rvvxrBhw3Ju0ldddRWcTieOO+44NDY2orm5Gffeey+qqqp67dJZKmbMmIFTTz0Vv/rVrxAIBHDcccfh888/x5133okJEybg4osvLul1jjjiCLzzzjt4/fXX0djYCK/Xi5EjR1aE4/Tp08VrAXO+nE4npk6dipUrV2LcuHE5QjcfmPv+3HPPYfTo0fB4PGVfs/ZHW1ubWKvDXJI333wTffr0QZ8+fcRzp7q6GnfffTd+8Ytf4LLLLsOFF16I5uZm3H777Rg8eDDmzZtX0vt9+umnuPLKK3Huuedi9+7duPXWWzFgwADx+R6PB48++iguvfRSdHZ24pxzzkFDQwPa2tqwceNGtLW19XBjS8HIkSNx9dVX49FHHxW78e3YsQO33347Bg0aJAamNTU1+MUvfoHf/OY3OTzvuuuuHqlac+bMwdixY3H00UejT58+2LlzJxYtWoQhQ4bk1PxxHFewticbpf4tamtrcdttt+H2229HbW0tZs6cibVr1+Kuu+7ClVdemSMAr7jiCvzpT3/Cueeei9/97ndoaGjAY489hq+//rrXlu//+te/8Nhjj+HMM8/E8OHDQQjByy+/DL/fjxkzZojHFfr+3H333Vi1ahWmTp2K6667DiNHjkQsFsOOHTuwfPly/PnPf865DvZ2L+vu7sZJJ52E//mf/8GoUaPg9Xqxdu1avPXWW0UzfrLx8ssvw2KxYMaMGfjyyy9x++2348gjjxQ3ZocOHYq7774bt956K7777jucdtppqKmpQUtLCz755BO43e6Ssmf0yKHU6+Xo0aNx0UUXYdGiRbBarTjllFPEIe5S0zAPSGjRIcSAPlBseCjrxnbWWWeRCy64oOBQyeyuiYVQzuDlQmDdjvL9y+7Ww7jt/xghQmem6dOnE5fLRXw+HznzzDNzOtQxTJw4kfTr169XTvt3QLTb7aSxsZHMnDmTPPLIIyQQCJT7cfOiVP7Yr+MWw8qVK8nkyZOJw+EgtbW15JJLLiEtLS29vi9b+/vuu48sXLiQDBw4kNhsNjJhwgSyYsWKgs8bOnQoGT16tKTPuD+kdE1saWkhl112GRk1ahRxu93E4/GQcePGkYcffpgkk0nxuB07dpCZM2cSr9fb4/wJhULktttuIyNHjiQ2m41UVVWRI444glx//fU5HRIBkJ/+9KfkscceIyNGjCBWq5WMGjWKPPfcc0U5Llu2rNfOjqzj1EMPPUQIIcTv95MrrriCVFdXE5fLRWbMmEG2bNnSo2tiV1cXmTt3LmloaCAul4v84Ac/IO+//36P4bCsa+JLL72U876Frgv7/w3+9a9/kVmzZpEBAwYQm81GGhoayOzZs8n7779f9LMTkr9rYkNDA5k2bRp55ZVXco6Nx+PkF7/4BRkwYABxOBzkqKOOIsuWLevRoevpp58mJ510Eunbty+x2Wykf//+5LzzzssZTl/os7G1yL5GFRpcHI1Gya9+9SsyZMgQYrVaSWNjI7n22mtJV1dXznHFro0bNmwgxx13HHG5XDnfUyn8CmHjxo0EADn00ENzHmfX9AULFvR4Tr6hqS+88AIZNWoUsVqtOedYoXXZv2tgIbDPku9fvuvV3/72NzJ27Fhis9lIXV0d+d///V+ye/fuXt+HreXKlSvJxRdfTKqrq4nT6SSzZ88m33zzTY/j3333XXL66aeT2tpaYrVayYABA8jpp5+e8/0odh3K9/lTqRS57777yGGHHUasViupr68nF110UQ/+6XSa3HvvvWTQoEHEZrORcePGkddff73Hd/ahhx4iU6dOJfX19cRms5HBgweTuXPnkh07dojHBINBAoBccMEFva6R1L/FI488Qg477DDxve+8806SSCR6HNfc3EwuueQSUltbSxwOB5k8eTJZtWpVr3y2bNlCLrzwQjJixAjidDpJVVUVmTRpElm8eHHOcYW+P4QQ0tbWRq677joybNgwYrVaSW1tLZk4cSK59dZbSSgUIoSUfi+LxWLkmmuuIePGjSM+n484nU4ycuRIcuedd/Y6xJidD5999hmZM2cO8Xg8xOv1kgsvvDDv/XbZsmXkpJNOIj6fj9jtdjJkyBByzjnnkNWrV4vHSB2mrjaH/a/JhJR+vYzH4+SGG24gDQ0N4jmzZs2ag2KgsyHEDBRFPB4nVVVV5A9/+IPWVFRFIBAgFouF/PGPf9SaygENFhT+6U9/0pqKImBCzIABA/pCsY3G7zPY6JjsDQgDuWBC7IEHHlDsPaRsHn6fORjoHUZqooGisNlsig+L1CPee+89DBgwIO8QSAO949tvv8XOnTtxyy23oLGxsUf7WgMGDBgwUHn85z//wQUXXCC5PtOAAQPawGhfb8BAHpx++unYsWNHTl2XgdLx61//GjNmzEAoFMJLL72kWDcvAwYMGDCQwQMPPJC3iY8BAwb0CY6QCvUGN2DAgAEDBgwYMGDAgAEDJcFwxAwYMGDAgAEDBgwYMGBAZRhCzIABAwYMGDBgwIABAwZUhiHEDBgwYMCAAQMGDBgwYEBlGF0TK4B0Oo2mpiZ4vV5wHKc1HQMGDBgwYMCAAQMGDGgEQgiCwSD69+8Pk6mw72UIsQqgqakJgwYN0pqGAQMGDBgwYMCAAQMGdILdu3dj4MCBBX9vCLEKwOv1AhAW2+fzacqF53msXLkSM2fOhNVq1ZSLAf3DOF8MSIFxvhiQCuOcMSAFxvliQAr0fL4EAgEMGjRI1AiFYAixCoClI/p8Pl0IMZfLBZ/Pp7uT0oD+YJwvBqTAOF8MSIVxzhiQAuN8MSAFB8L50lvJktGsw4ABAwYMGDBgwIABAwZUhiHEDBgwYMCAAQMGDBgwYEBlGELMgAEDBgwYMGDAgAEDBlSGIcQMGDBgwIABAwYMGDBgQGUYQsyAAQMGDBgwYMCAAQMGVIYhxAwYMGDAgAEDBgwYMGBAZRhCzIABAwYMGDBgwIABAwZUxgElxN577z3MmTMH/fv3B8dxWLZsWa/PeffddzFx4kQ4HA4MHz4cf/7zn3scs3TpUowZMwZ2ux1jxozBK6+8ogB7AwYMGDBgwIABAwYMGBBwQAmxcDiMI488En/84x9LOn779u2YPXs2jj/+eKxfvx633HILrrvuOixdulQ8Zs2aNTj//PNx8cUXY+PGjbj44otx3nnn4eOPP1bqYxgwYMCAAQMGDBgwYOAgxwElxGbNmoXf/OY3OOuss0o6/s9//jMGDx6MRYsWYfTo0bjyyitxxRVX4MEHHxSPWbRoEWbMmIGbb74Zo0aNws0334zp06dj0aJFCn0KZfHFOy8h1vSF1jRKRuve7fhm/Xta0ygZ7U078fWn/wZJp7WmUhI6Wnbj609XHzB8u9qasOWTlQcM3+6OZmz5eMWBw7erDZvXvIl0KqU1lZIQ9HfgqzVvIpVMak2lJIQDXfjyw+VI8gmtqZSESKgbX334BvhEXGsqJSEWCeGrD99APBbRmkpJiMfC+OrDNxCLhrWmUhIS8ZjANxLUmkpJ4BNxfPXhG4iEurWmUhJSSR6b1yxHKNClNZWSkE4msfmjNxH0d2hNpSSkUyl88tKD2LllndZUJMGiNQElsWbNGsycOTPnsVNPPRVPPvkkeJ6H1WrFmjVrcP311/c4ppgQi8fjiMczN65AIAAA4HkePM9X7gNIRLCrHYP/ezOOgh///Ucaky64WTMupWD7po8xcNlZaODi+HDjz3DM/96lNaWi2L11AxpenIORXBQfbpiLYy69T2tKRdG0/SvUPD8LIxHGh5/+L46Z+0iPY9j5quV5y9Cyexvc/zcDoxDEmk/OwdE/6ZlGrCd0NO+C9cmTMQp+fPzRGThq3mKtKRVFV/s+4C/TMBqdWLtmBsb/vxckv4aa50uwqx2xx0/AGNKKdR8cjyPm6ztlPBzsRvDR43E4acKG947FmOtfB2fS715nPBJC+yPHY0x6Nza9Mx6H3bBSEb6VOmcS8RiaHz4BY1LfYfN/xmD4Df+ByWyuBEVFkOQT2P37EzEmuRVb3z4Ug254FxarTWtaBZFOpfDtQ9Mxht+E71YPRcP178PucKrOo9TzhaTT+Pr3p+GI+DrsXDUQtfPfh8PlVYNiWSDpNL565EcYH1mDPSv7gf9/H8DjrdaaVlF8/sg5mBh6B81v1SMx7334avpoTakHss+XDX+5DJO6V2Dz1pcRv+Hfml8fSr3mfa+FWHNzM/r27ZvzWN++fZFMJtHe3o7GxsaCxzQ3Nxd83XvvvRcLFy7s8fjKlSvhcrkqQ74MpBIxVFknYDr/H4zb9hhee3UULFa7Znx6Q9+Nj+AwThC047f/Da+9MhYWu3br1xvqPn8Mw7koAGDi7qfx6tIJsDp9GrMqDN8Xf8NJEHZij9n3Dyx78RjYPLV5j121apWa1PLC9eXTmAFhJ3ZS21Is/cdk2H0NGrMqDPtXz+M0+AEAx3b9C0ue+xscNQO0JVUE1i3/xGx0AgCOCazCkmceg6NuaFmvpcb5wn39Kn5IWgEAR4Xfx5LFj8DRcKji71suyDdv4kzSBAAYH/sYSxb/Ho5+YzRmVRipb1fjrPRuAMDYxAYsefI+OAYcqdj7yT1n+O3v4ZzUdwCA0fxXePGJ38I+6OhKUFMEiZ0f4dzkVgDAYalv8NLf7oZt6FSNWRVGfM9nOI/fBAAYnt6BpU/cBcvwaZrx6e18iTd9gfPigvMxhOzBK0/cAdMhM9SgVhZiLVtwfmQNAGAgacarT94KHHa6xqwKI9b+Lc4PvQMA6Id2vL74FqRH/lhbUkXwryVP4rzuFQCALfYjseXNN2HSeCMsEinNuf9eCzEA4Dgu52dCSI/H8x2z/2PZuPnmm7FgwQLx50AggEGDBmHmzJnw+bQNzOPx2dj7wAQM4NowxBXGkTP0+cUJdnfBs+4KgC6zi4tjoK0LR80+R1tiBRCLBGFZd6XI184lMdDShomzL9CWWAEk4jGk1/1E5GvlUhjINeHo2RflHMfzPFatWoUZM2bAarVqwFRAKplEZP3PxJ/NHMFAsgvHzL5MM07FQNJp+NfPz3lsUOo7HDP7Km0I9QKSTqN1w405jw3it+GY2fMkvY6a58uejbfn/Dw48TWOnv1zRd9TDrbf9+ucn4fEvsLE2b/QiE3v+Ob++3N+HhbbhAmzK59FUalzZvODuY7+8OjnOHL2HXLpKYZND+c6+ofENmDs7N9oxKZ3bHzk7zk/HxZbh1Gz1c/6KPV82fDH53N+Hhlbh0NnP6w0vbKx7s8v5/w8JvYZhs7+k0Zsesenf/tZzs9HxD7FgNl/04hNYbDzZWBC2PRY5/oBzvj5HzRmJYBly/WG77UQ69evXw9nq7W1FRaLBXV1dUWP2d8ly4bdbofd3tNpslqtmgazDJvsR2FAYgVS374D6+zLtaaTF7u/eBdHckns4fphd+NMTGn6P3Db34PVKi0wVAvffLkGY7gEWlGLbwefgym7/grrzvdgtS7o/ckaYPvnH+AwLooueLFl2KWYsv2PcOz5AFbrrXmP1/rc3bN1HYYhgBBxYtNh8zD5m4fgafqvLr5P+bD7m88xCJ2IESs2jr4Bx275Haqb1+iWb8uebRhImpEkJnx2+C049qvfoL7to7L5Kn2+dLXtw7D0TgDAJ2PvxKRNC9Gv42Pdrm8o0IVD+G0AB3xyxEJM+uJODPR/olu+sWgYhyY25/AdGlgLi9msWDqlnHMmySdwaOwLyvcuTPriLhwS/hRmkxkms/7SP0k6jRGRDQAyfA+LbAAHosv0RJJOY1hIcJfY+TAy9gVSSR4OpzZZKr2dLwMDnwHI8D0ssRnxWBhunab79ev6FADw8RF34dgv7sKhqW3oDnSiqq5wrKkl+nSsBQB8fPgdOHrTrzE0vRttbXvRp/9QbYkVQG2bwDd56CzdXHdL5aG/K1gFMWXKlB729sqVK3H00UeLC1TomKlT9ZtC0Bu6fSMBAH26NmhLpAgiO4SLUrN3LFyHHA8AaAxs1JJSUQS+E77ke9yHwzvyBADAwODnWlIqiq5tnwAAdjlGoebwkwEAQyObdNtUom2r0KV0p/1Q9DniFADA8OhXum3S0PL1RwCAHdYRaDxqFgBgeOJrJOIxLWkVRNNXAt+d5iEYMvlMAMAw/lvdFrnv/vJDAMAurj+G/+BcAMCQ1C50d7ZrSasgdn35EUwcQTPqMWr6xUgTDgNJM9qbd2lNLS92bV4LK5dCJ3w44rS54IkZDejEvl3faE0tL3Zv3QAnl0CIOHHk6T9BlNhQjRB2b9PnPaNp+1fwIYI4sWLc7J8gSJxwczHs+Gqt1tTyoq1pB+rQjSQx4YjT5qITPti4JLZ/8V+tqeWFv20fGkkbAGDk9IvRjD6wcGls3/CuxszyIxzowqDUXgDA8OPOxi6TkMK+fcN/tKRVEPFYGIOTOwAAg445AzssQwEAuzbqky9JpzCE/xYA0HfMDzRmIx0HlBALhULYsGEDNmzYAEBoT79hwwbs2iXc7G6++WZccskl4vHXXHMNdu7ciQULFmDz5s146qmn8OSTT+IXv8iki/z85z/HypUrcd9992HLli247777sHr1asyfP1/Nj1ZRcDXDAQCDU7t0Gxg62gQRk+x7JIaME4TNINKEcNCvIavCsLYIN/xEn3EYNk4Qjn3RAX/bPi1pFQS3bwMAIFJ/BIYfcRx4YkYNAmht2q4tsQIge9cDAII1h2PomEmIEhs8XBRNOzZrzCw/kruF3ePu6jEYdMg4BOCGg+Ox5xt9BobxXcLGR4dvNPoNPhTtqIaVS2HP1vUaM8sPtlHT6hmN+n6D0MQ1wMQR7NnyicbM8iPwncCryTUKvuo67DYPFH7erE++XduEjY89jpFwur3YSQOt5q/1ybd9K91IsB8Cu8OFHbZDAABt3+hT2DRvEWqBdlqHweF0YadD2Bzt+vZTLWkVxN6v6MaHeTCcbi92OYXaxsD2z7SkVRBso2Y31x9V1XVo8gh8Qzv1eT1jGzUtqEOffoPR4h0LAIju0infzZ/CxqXQBS8aBx+K9qojAACJPRu0JVYAie4mcaNm0CFHaE1HMg4oIfbpp59iwoQJmDBhAgBgwYIFmDBhAu64Q8gT37dvnyjKAGDYsGFYvnw53nnnHYwfPx6//vWv8Yc//AFnn322eMzUqVPxj3/8A3//+98xbtw4LF68GEuWLMGxxx6r7oerIKyuGoSIExYujabvNmlNJy/6R74GAPhGTEJ1fT90oAoA0LRNny5TQ2gLAMA97Gi4vdXYB6F70L7v9Bl41we+AgA4Bk+Eze5Ak7kRAND6nT7Xt8YvnKeWwRNhtljQZBEC2Y7t+hzF4O0S+HIDjgJnMqHJMhgA0LVTn3xd7QJf0ihcO5vtQwEA/p36vD7YszZqAKDNMRQAENzzpVaUioJt1MT7CEFAh3MYACDS9JVmnIqBa9oAAAjXCXz9bmHzLrFPnxsfabpRE6gRAtigdwQAgG/eohmnYuB3C3w7qw8HAIR9gnBMtuqTb3yXILjafYKgiVULTXFI29eacSqG8A6Bb4tnNAAgUXMYAMDUrk++3TSjpsk1CgCQqhOEubVzm2aciqHzG2GjZrdjpJCq3Efga+/SJ1+TfwcAYKftEM07JZaDA0qInXjiiSCE9Pi3ePFiAMDixYvxzjvv5Dxn2rRpWLduHeLxOLZv345rrrmmx+uec8452LJlCxKJBDZv3lzynDK9gjNx2GsVAkM9BrJdbfvQF8JcisGHTwYANNuGAAD8Ogxkw0E/BtFuaAPHTAEAtNLAMLBLf4FhIh7D4JSwIdE4WlhfFhiGdRjIppJJDOEFp67vYZMAAF00MIw26Y8vSacxOCHckOoPFfgGvDSQ1WlgOCAmpJxVjxC6zIVpIJtq1Wfg3TciFF57hwl8o1VCYMi16XN960NCAOgaOhEAkKgR+Oo1MKwNCrzsg48CAPB1QiBr7tyqGadiqOoW/u7WgcJGQrqeBYb6TKX0dAkC3NQ4HgDANQgBuKtbn4Gss0O4zqb7CRsf5r4CX2/gW804FYONbizxDcJGgrVREGS+kD4zPiytAt9YvcDX0V8QvDWR7zTjVAxcs7ARFq4VNhJcA4T/1sf0ub6+qFBPHKw5XGMm5eGAEmIGSke3Wwi8E836C7Radgo3qRbUiXM0QjSQTbboL9Bq3iFw6oIXNX0EZylaJexwEh0Ghi27voaFSyNC7Og7QFjXeLXAl2vXX6DV1rQddo4HT8xoHCrcUPkaga+lU3+BVlf7PngRRZpw6D9C2KFP00DW3qW/9Q0FulBH2+w3HkLbk9MdTqdff4FWIh5D37RQ/9F3hBC4mGhg6NJhYJhKJtGYEho+9Rkq8LX0o4FsSH+BFkmn0S8pbCzVDRECF0cjDQzD+uMLAH14ob6merDA100D2dqoPgPDuvgeAIBvoMDTQwPZPrGdmnEqhhrK1z1AuP5WDRaua30T+uRbFRXGLjipAKsdInzv+id36rIO2hMRNkZt/Wj9/jCB74Dkbl3WQbtDAl9zg8C373DhvtE/tQ/xeFQzXoVQzbcAALg+h2nMpDwYQux7iiQNDG16DAybhOC63dY/82AfIXBx6HDHMNAk7B63WRrFx0wN+g0MO/cIf/MWc6PYAc3aT7hheYP649u+WxCzLaYGsaMY2zGs1mFg2LpL4NvG1cLhdAMAnDTQqons0IpWQbTuEs7fLnjhqxa6xXoGCoGWHnc4W3Z9DTNHECF21DUIKapVg4T17RvXX2DY3rQdNi4pNLwYKGx81AwZBwDoz+svMPR3NMPDCRsJfYcIgVb9MBbI7kE6ldKSXg+EA12og9BUpmGIcB3rM0IIDAekmsAn4ppxy4dEPIYGIjSVqR8s3CcaDx0PAOiXbkUkXFpLa7WQTibRLyUEsnWDBL796YZNPfzo7mzVjFs+kHQafZNCbXb1QCHO6T9iLFKEgw8RtDfv1pJeXvThhY0PX3+Bb78hoxAnVjg4Hs279Bej1SUEvt5Gwdnv039optzlW/1lqTSkhXPU1e8QjZmUB0OIfU/hoDuy1ToMDPl2IbgOuwaJj7kHCIF3fXSHFpSKIt4qiJeAM8PXRwPDhpj+uqLFWgQx63dkhgtX0x3Ofrz++EabBb6d9gxfcYeT3627QDa8r+dGQp9hQuA9ILUXKZ0Fst17hRt99kZC3xFUKKRbEI+VNnRSLeTbSOh/yHgAQAM6Eezu1IpaXrTvFoRu9kbCgBFjkSYcqhBGR1uTlvR6oHWnkCWRvZHQOHQ0EsQMFxdHyx59bda05NlI6DtgOMLEASuXQtN2fWV9tOzaCjNHECZ21PUVNhJq+vRHF7wwcQRN3+qrLrMteyOBZlB4fDVogbDW+77VV11x9kZCP7qRYHe40GQSrm8tOquDztlIoBkfZosFe83C/a59h77KMRKxqLiR0IduJHAmE5qsQvzTtUtf5286mUR/2kGTbSQcaDCE2PcUVY3CzkB9Sl+7WQBg6d4BAEhVDxEfqxkg7BT1SbfpLvBmhaB8VYZvPd2JqycdSPIJLWgVBOkUXI64d7D4WJ/Bwg2rFgFEwyFNeBVCqkMQ5lFPhm/fwcL6urkYAn59tSzn23puJDQMGIYkMcHGJdHZskcrankRbxWEbvZGQl3DAESJDSaOoL1ph0bM8iPfRoK3ug5+eAAA7Xv15ZJGmgVhnr2R4HB50M7VCI/rjG+IbiR0ZG0kWKw2tJqEBkRd+/TlkubbSOBMJrSahflL3c364tu1hwrzrI0EAGi39AMABFv0xTd3IyEz96jDKqx3qHWHFrQKIt9GAgB02QW+kTZ9uebZGQlVdCMBALodwvcv2q6vzdHW3Vth2m8jAQCCTuH6lujQF9/25p1ZGwnDtKZTFgwh9j1FTaNwQlYhjFCgS2M2ufBEhEDV2meE+Fh9/yFIEw4OjkdXu75awjtDQqqDuW64+Fht34FIEDMsXBrt+/R14bdTvlwWX19VLULECQBo26uv9E9rQLiwk5qh4mMOlwed8AEA2vbqa4fe3C38vbM3EixWG9o54Sbb0aSv9eX8Al/el+HLmUxoM7PAW1/ryzYSYlkbCQDQYW4AAAR0FngnOwQ+Ec+gnMe7LALfUKu++CbaBT4hVy7fbqsgbCI64xtv65mRAAABu8A31r5DbUpFEaUbCd1ZGwkAELILQiyus8A7kicjAQAiToEv36kvvsF9At+c0gYAMacgxFJd+uLrp6UY2RsJAJBwC/yJX19882UkAABP+aJbXxuNIt+sjIQDDYYQ+57CW1WDAITdog6d7cjWs3zpxkxhpd3hQgdXDQDoaNIX39qEUCjuofnSAGAym9FmqgcAdO3TF9+amHChdPbN5EtzJhPaaeCttx1kX1Tga8sS5kAm8A627FCbUlF4IoLQtdbn8u2yCnzDOttBdrHC6/rhOY+zwDuqsx1kB+Vrqs3lG6CBbKxdX3xtAcqnOnc3NuSggbfOdpDFjIQshx8AIjSQ5XUWyHJdOwDkbiQAQMwlBIbpLn3VBBXaSIizwLtbX3xTncL9a/+NhKRXEGaczgLvZJ7SBgBI+QT3xhzUF998pQ0AQKoEvtagvlKXo3kyEgCAqxb428L64humfDv3E+YHEgwh9j1Gu0l/gXciHkMfCA5d/cDcwspOi/4C73QqhT5pITWutn9u4O2ngazeAu/6lJAvXb0f326bPgPvOpo+62vM5SsGsjoLvGt4ga+nb65QCLNAVmc7yFW0o5SrYWjO41GXwDeps0DWGxc6EDr65AqbBOWb9uuLrycm8LXVD815nPfoM5B1RYSMA0vd0JzHUzTwNgX2qk2pKBwRIfAz1+YKm7SP8g3qi6+dBqpcda5wBAu8dRbIWqgQIFW562uigbc9oi++Jiq0Ur5cYWOpEX52RvSVUcNR4c17B+Y8bqXnszumL75soyDuyeVrrxPOZy+93ukFxC+cDxHXgF6O1C8MIfY9BttBjuoodaOjWQiqE8SMmvpcqz5MA+9Exw61aRVEV/s+2LgU0oRDXb/cG1VEh4F3KNAFDye0l63rt98OMt2RTekokE3EoqiF0EWstm8uX7aDDB2lbqRTKdQRoVlE9X7rm/QIfPUWeNelhJl9VQ2552+KBgbmgL741lK+nj65fMUd5JC++FYlhY0aV31uYMhVC3xtYX0JBR8vbNQ463IDLRMNZB06C7w9CYGvvXa/QLZGOD9cUX0Fsq64sFFjq80NDO11Al+vzvg6Y8JGjbV6P771wvXNF9dX4O2ICHzNVbkOiLOPwLcq0aI6p2KwUb6cL5evh26M1fD64msJUz7e3PjM21fYGKtL6YuvOSScnylPP42ZlA9DiH2PwQJZPe0gd7cKXDq42pz8YwBIsB0YHQWy/hZBBHRyVbDa7Dm/S4o7yPrh20mFbpA44aYz2hiIGHjrJzDsoOubIBbU1O93Ia0SAkM97SB3te+DlQnzvvsH3kKgpafUjVCgC24uBgCo7Tc053dmFnjrKDCMxyKoYcJ8v40PtoPsiuonMBSEueDwV/fN5WunjpNXZ4FsbVrYSKhqyD1/nWLgra9ASxTm9bnryxzeap0FslVJga97P6HLHPSapL4aaPl4YSPBsZ9wrOon8NVbwy835bu/MK+lGRV6a/glCvOaXCFWRzNW6kmnrhp+OWMCX2t1Ll+WwVSLAGIR/TT8slO+Zl9jL0fqF4YQ+x6D+FgOsn6EQqRdEGLd1j49f0l3vG0h/QiFEC2s9pvrevzOXK2/HeRAKxWO5voev7PUCnxdUf3w7aZCrN3UU5jb6A6yR0dCoYsK3XzC3KHDHeQO2kgmQFxwe6tyfueiO8jVOuLb2ULTYogV1XV9c37npoF3rY4C7672poLC3Nt3KACgLqkfvqFAZ0Fh7qOBd59UKwghalPLixxh3pjrQNf2F/g2pNt1M/ssW5hX7efw11G+9aQLiXhMdW55QQjq0oJw9O3nmNfTVvZ6a/jFhLm3T+73ra7/UACAk0ugU0cNv0Rhvp9jXtt3kNjwq01HnWuZMHfW5fL1VdchTBwAgNY9+mlI5RUdcyM10YAOYakRhI0jrp/237xfEFlhe08hZmNCQUd8450C35CtJ187vVB5EvrhG+0QRHfA2lOIOamw8SX1wzdC+XZbevJ11zO+HapyKoYw3UjIJ8y9DVTYpPTDN9QqCLGuPHxZoMgcEj2gu0Xg25FHmFdT4VBLOnWz411MmNfSzrW1CCAR18fQ4Y6mwsK8ngayHi6KcKhbbWp5kSPMaxtyfsdSr21cEl0d+thM6GzbmxHm/XID2Zo+/ZEgZpg4gs5WfWyOBrs74eKEc3P/VHaPrxZB2mm3s0Uf6eHZwrxmP752hwsdEM7pLp3wzXHM9+NrMpvRwdUCyGQKaY4iwlxo+CXcpwNt+jh/AaAmzRzoQb0cqV8YQux7DEeNYNV6eP0EhumAsFPFu/r2+J2rVuDrS+knMEx1C3zjefi6awXrvkpHfJNU6MYcDT1+56kXdoyq0/rZ3Ux0CXyjeYS5r4/At5b4dRN4x4oI8yrKt4YEdJNqEqF88wnzapqa5uGiiOgk8A63C3y7LT2FY00f4ftm41IIdLWpyqsQQu1CQJJPmFfVNoAnZgBAV7s+XP5QmxCg5hPmbm81IkQQk106mYVXTJhbbXZ00REX3ToRNjmp7Pu10uZMJnTS2XLdbfo4HzqbBb75hDkA+E0C32C7PrIoiglzAOimfMMdOuFLhXmKcKhtGNjj9wGLIMQinfpw8HKEeePgHr8PUb6xLn3wFYR5EABQ3dcQYgZ0CG+d/gJva5juXHp75vP66oULVU26SzeBtzkkXHDS7p6FoNV9KF/SjVQyqSqvQjDRwtVkPr70RuBDRD853rRjV8LVk28N5WvneAS69SF2SUDgG3f2FObVdf2QIhxMHIG/TR83qpRf4JtXmHurESVCsNjVqo/AhWcdsOw9+dodLnGos18ngXeiU+ARsvXkazKb0cUJwW1AJ4F3tLOwYw4AnTSQDXXog2+knTnmPYUjkBEKIZ0E3uE2QSh05UkNB7IDb33wDbaxVPb86xu0Co9HdcK3mDAHgJBN4BvXiVDwi455dQ9hDgARyjfRrQ++nc07AAABuOFy+3r8PmYXzmu+Wx8OdMc+4fwtJMwPFBhC7HsMFnhXI4R4LKIxGwHOmLCTbanqOfOhpkEQjk4ugVDQryatghALQfPwre7TiDThYOaIboZQW2mHJlOewlVfVS3ixAoA6GzVR6CV6dDUU4g5nG5xFp5eAm8mdNN5OjSZLRYx8PbrJHWDoxsJ+YQ5ZzKhS9zx1gdfFHHMgawdep0IhVSAOeb5g4BuMwu89cGXLyLMASBIhYJeAu8EdfjzCXMACFkFvnG/Pq6/8a7CqfdAVuCtE74xKsyDBYR5lPJN6iTwjnQwxzw/3zgVCqmgPviGizjmAJBwCucJCeqjjjRI71udptq8v+cpX4T0wTdANxLaUJ1XmB8oOHCZG+gVvpo+SLDUmDZ93Fi9tD7JUdezsNLp9oo56X6d5Eyz+i97TU8hZrHa0MXR1Bid7Hi744LQ3b9DE8BSY6oBAAGdBN7FhDkAUSiEdJLalRHm+Ts0scA7rJNA1hoV+HJ5hC4ABCjfaJc++FoitENbAb4hukOvl9QYM3X48znmQCbwjnfpIzAUHfMCQjdq09eON4JMmOcXYmLgHdAHX5Z6Hy8gdBMOgW9aJ4F3kgrCQsKcBd5EJ4E3Lwrz/EIs6RL4ciF9dHoUhXmeVHYASNPz2hTRB9/ehDnxCNcNc0QfqeFMmLM44UCFIcS+x8jOSddLakxV2g8A8NbmD7z1lpPuTfkBZOrX9kcmJ10f6+umfB3V+fkGxB1vfQSyrqQfAGCvLhB4M75+fZwPLl5I87VW5ecbpkJBLzv0joSQ0mnxFQi87WyHXh+BrI3yNXnz82WpMUmdBN62GOXrKSAUHPraobfEaL1wAb68U19CwRwV1pe48weySSbQdBJ4cxFh4y7t6iXwDuuDL2hAnXQWCrwFvnoJvElI4ME78vPlqFCwRPXBN0X5Jhz5HTF2nbNF9dFAKxkU+Mbt+fmy+4heGsDxAeE6FTT1rG88kGAIse859JSTzifiqEIYAOCpyx/IijnpOtihJ+k0qonQxMBTkz8wFHPSdRJ4V6UFvu6a/IFWJiddH4Ghl/J1FlhfMfDWCV8PFbrOql4Cb50IBTcVuo4CfNkOvV5SY1y8HwBg9xUIvFlqjE74OpgwL8A3xQJvnQgFe0Lga/EWEApuFnjrg68tzoRufr5MUOol8LZSvpw7fyDL0cDbqhO+ligV5u78wsbsE+7T9pg++JooX+IqIBToBplTJ0KBiwh8U878qX42umHqTOikoRrlmywgHO2Ur1snfElI+DtHTF6NmciDIcS+54jQHHo95KR3dwrBU5pwqK4tEHjbBL56SI0JBbpg44T5NNX1+R0mtnOUDGgfGMZjEXi5KACgqi4/X15HqTHpVArVRGhF7CvgOLIdehLUR2BYlRb4emrzbyToLTXGR4Wuq8D3jbj1lRrDHGhndX6+oM6IWSeBrKcXoWvyCo9bdRLIupnQLcDXTIWCPaaPQNbJhG4B4ai3HXpR6BYQ5rYqga9LJ4GsjfI1FxC6LFPBzeujWRITuqYCDqmD8vUk9cWXKyB0XfQ+opdO0eZIcaErdorWSQM4jgrzmMUQYgZ0jISYGqN94B2kQqyb88BsseQ9htdR8WqgUxCDEWKH053/i54SA2/t+XZ3CBySxARvdf4LP9vx1kNqTNDfDgsndMesqivQ8chNU010IBRikaDY2tdXwNHl6A69Hna8U8kkqojQHdNXQDiKqTE6CLwFB7q40GU73g4d8AUAH+XrLuDoWmktoTOuj8Dbw4R5df7vG9vx1otQ8KQo3wLC0UFrYfUyokV0oH35+TppIOvVyWxEJxXmtgLCUW8jWhwJP4DCjq6Xjmip0YlQsFMhZi4gHL11QkO1Wp10iray1PACwrGqgY1o0UenaAtNDecNIWZAz2BCQQ+Bd5gWrAeK5POm2Y63DnLSg1SIdXM927gycG79BN7BDsH19HM+mMzmvMdwdIfepgO+3ZRvkDhhd7jyHmOmAY1dBzve/nbhfEgQM7y+/MXBVprKo4dUk+7OFpg4AgCoKuCIsVo3PQTe4VA37BwPAKiuzy/E7JSvRwc79HwiDh9NtfYVcKCddIfeq4MdepJOo6oXoeukzrReAm8x1brA+eumfPUyooU50M4CNa/eOkHY1NBaaa3hpUK3UKp1VX0m8E6nUqrxKgSxBroA32o6y9GHsC46RTupMLcV4FvbV+Dr4HgEA9qfw85E8VTrmvr+WZ2itS8fcVC+SashxAzoGMwSt8S1/5LHuwUxGDZXFzyGpRxY6c6Xloj5Bb4hS3XBY1jtgk0HfCP+3gtXLdSxsfPaD/ANd1GHtAhfKxVizqT2fJkw93NVBVvl2ihflx74dtCNBLhhtdnzHsMCMHdKe77dVOhGiQ0uT/5zgtUSummKqJZgfFOEQ1WBGTYuytdLtOcb6O7sNdXaU0NTpUhQNV6FEI+F4eZiAABfXf7mTt46xjes+Q59OpVCFV23Qo65lwp2FxdHLBpWjVshVLEa6AKp4VX0c1i4NII6mOXo60WYe6v7IEU4AECgU/vNZyZ0XQUcc4fLKw5RD+qAr0cUuvn5mi0WdHPCLMdQl/Z8WbOvtM0QYgZ0DItHyPXVg1BgHXlitsKtRq1ega+DpkxoCT4gXGgiRYSYzSfw1YNQYEK3GF875evSQeAd9fcuzB0+YSPBndI+kI1S4Rg0FxaOziqBr0cHQiFE+Qa4InxpippXB4E3c8yLOdDuamHjo4oENU/lCYiOubegA+2tYesbQZJPqMYtHwLUgQ4TBxxOd95jfDRF2MHxiIa1PSf8dDYjT8zwVeevWWEC2MQRBPzauuaBzlaYmQNdSIj5asDTkTKsZlorRELdcHLCOVlVwIG2OZwIEwcAIKAx3ySfQDWEVOtCjq7JbEaAE4LyoMZ8S2n2BUDkG/JrL2x8hDX7Ksw3RPmG/dpn1TBhDkOIGdAzbDSXWg879Gna4YZ35O8gBAB2ylcPO/RJyjdhL8yX1QLoQSiUInRdtAmCVwdCgQndaBG+7Ibg0wHfeAnC3EN3an06EArxbiEQKebo+hhfRMAn4mrQKogoc3SLCHMW4No5HpGwtudEpIRUa1+2UOjSNnAJM+FYhK/bUy3OntRaKIiOLuct6EBbbQ5x9mSwS1u+3ZRvAG7Y7PkdaM5kQjcLvDV2QFiqdZxY4S7gQANAwMQCb43Xt4RmXwAQMAkbOZFubb9vuc2+8ju6ABCiG3uxbm3Ph0QsCi+KN/sCgDC9nyQC2vIl6ZSYam2yG0LMgI7hqGLCRvtAlrWeTTvz724CgIvtIKe136HnwsKFPFVEOLqpo1Clg9QjEhaEY7IIXw9dXx8JaS4U0nR9E0WEmI/y9XBRJOIxVXgVApsJE7cVXl9Wi2XjUggF/WrQKgieCXNrsfXtgzRN5enWODBkN/ZIEb5OlxdxYgWg/Q59jPINFxG6FqsNAQjuU1BjIcaEbqiIo8uZTJkdeo3XV3SgTdVFjwuywFvjVKmI6OgWn2kUosImqnHgHRJTrX0FhS4AhExMKGh7/maEuQcWq7XgcVGzcD4kAtryzTjQdjjdnoLHxSyMr7aOLttISBITfDX5m3UAQMwqnA+JoLZ1xcGuDrHZl8VhCDFV8dhjj2HYsGFwOByYOHEi3n///YLHXnbZZeA4rse/ww8/XDxm8eLFeY+JxbQN+ioFJhT0kPNvpcNEC7VyBQBvFl+ti4PNseLDRAHASwNvPeT8m0WhW3h92Q69lUshoHFxcGbGSrHzoV43Of+lCF2n24sYFQpa5/yX4kCbLRYEOaFRitY5/ykqHBP2wkIsx1HQWNgkA0yYF+YLAEHKN6Jx6hET5tEiQhcAQlTYRDUOvJkDHbZWFz0uTAPvqMaBbIw60GFLcSEWob+Pa8w32t27Aw3oJ/BmNcXFHGgAiNHzhdeYb6irdwcaAOK2agBAKqwt30BHRpgXSrUGAJ7yTWvMt7tDaBYSJE6YLIWF+YGAA0qILVmyBPPnz8ett96K9evX4/jjj8esWbOwa9euvMc/8sgj2Ldvn/hv9+7dqK2txbnnnptznM/nyzlu3759cDgcanwkxeGryxIKkZCmXHobJgpk+Jo5gqDGOf9smKjFU0QoVNUiSYSvkdZCQZyxUoSvw+kWi4PZjqhWYK1nCw0/BfbL+dc49cjcyzBRBlbjFNKYrykifH9SRRxoIFNDprVQ6G2YKAMTClqn8oAKc75I6jKgn9SjUhxdICMk4kGNhW4JqdYAEKWOJK8x31KFbpwKBZb6rhUSrKa4F6GbYIG3xnxLafYFZPGNaCx06cZWqBe+SbrxRDQWNqIw70U4ihlCEX0I896E7oGAA0qI/f73v8fcuXNx5ZVXYvTo0Vi0aBEGDRqExx9/PO/xVVVV6Nevn/jv008/RVdXFy6//PKc4ziOyzmuX7/8haAHIjzeat0UB7MZK3Zf4fxum92BEM35D2i8Q8868lgLzIQBmFDQRxchuzhjpbAQA4AAFQpaF9v2NkyUIWhijoK2fK2086ipF74hMxMK2vK19DJMlCHC+Gq8Q88caLiKC4WoKBS05cuGiaZdxdeXOQp8SNvAJeNAF1/fBA3MUxrzJUyY9yJ0EzrZoU8xB7qIoyv8vhqAfvgWSw0HsoRCRNuuiXxQuL/2JszTTuH3XETbjA9RmPfikBL6fTTFtF3fOL1fFUu1BgBQvuaYX1lCvYCl9vYmdA8E5J+qq0MkEgl89tlnuOmmm3IenzlzJj788MOSXuPJJ5/EKaecgiFDhuQ8HgqFMGTIEKRSKYwfPx6//vWvMWHChIKvE4/HEY9nCtsDAaE+iOd58Dxf6kdSBOz9s3l0c17Uww9/WxNq+w7Wihq8tMON3VtXdJ0CJi88JIpgexP4IaPUotcDHibEeuEbNPlQmw4g1Nms6d+fCV2rp74oj5DZB6TaEO7cl/d8UQsunjqknuLrGzZXAem9iHZpu77OBBvOWZxv1FwFpIQbhZZ87VQ4cq5e+FqrgKRQo9UbXyXPFytzSHvhG7NWAwmAD7Rpur4WmmpNnLVFeSSs1UBUcHi05Cs6us7i65uwVQNhIBVsrwjfcs8Z5uimHcXXVxQ2oQ5t778sddlenG+SCYmItnxJSAhk+V74phwCX1NUHb6Fzpc0S1221RTlkXZkhI2W68uEY7wXvkyIWWJdmvJNBISN+pi1OF+4hPPBFtd2feN+Ou6EOeIax975UCqnA0aItbe3I5VKoW/fXDelb9++aG7uPcVq3759ePPNN/H888/nPD5q1CgsXrwYRxxxBAKBAB555BEcd9xx2LhxIw499NC8r3Xvvfdi4cKFPR5fuXIlXK78g2nVxqpVq8T/HwsP6uHH+k8+wJZd2uy6pNNpzCFBgAM2bt6GzbsK7waOJG70B/DFuo/wTYt2tXozSADggC+37sC25uUFjxtGhGL8LZ9/gu0absKdkPYDHLD5uz3Y3lWY78C04Dh+++V67AoL52v2+aIWjk36AQ7YunMfdi0vzLdvSkgT3rn1c+xNFj5OaUxICn/cb/e0YW8RvnUpIfWz6dsv0VzkOKVxOB3SvGNfV1EeVbwNANCyYwuWl8hXifPl0JgQyO5qDaClCA83L9y22nd/UzJfJTCUDp3f0xFGWxEe9riQeOLft11TvgOCwn1yb1e0KF8LveSGWndWlK/Uc6ahW2h2sC+QKMrDFBYK9mMduzVd31r/XgBASyhVlAcJCcFZoqtJU76+9t0AgLYwKcoj3S1sOicDzary3f98cbfuAAC0x7iiPJJddJBzqEXT9bU3fQcA6IhbivJItAv1+6ZIm6Z8Lbu3AgA6eWtRHvHWbkyGUFqgJV9uxxYAQBe932oRw/SGSKS0oeIHjBBj4Dgu52dCSI/H8mHx4sWorq7GmWeemfP45MmTMXnyZPHn4447DkcddRQeffRR/OEPf8j7WjfffDMWLFgg/hwIBDBo0CDMnDkTPl/hGThqgOd5rFq1CjNmzICVdhb6ZtP9AL8HI/rXYfxpszXh5e9ohmWjcMOc/cOzYbMXrsHb/NUjQHw7hvatxlGzteEbDQfhWi/cgE6ZdSa8VYXTITZ9/WcgAgyq9+FojfimkknY1gnNQk48ZTZq+w4seOzGb/4OhIABdW4cOWNGj/NFDZB0GmSdcAOaeuKp6Dc4/6YHAKzf/gLgBxqrHThGo/UFgOj6awAAx/zgZAw69MiCx63b9TLQAfT12TTl273+OgDA+GOPx/AjphQ87tO9y4FWoI/H3CvffNeXSqFtwy8BAhx+1FQcdvTJBY9b2/JvoAno4+IwUcP1bdp4C0CAkeOOwZiphXms7fwQ2AnUOdKaXc8AYOfnC4EUMPzwozDuxMI8Pg2sA74FauwpnFQBvuWeM9s2/Q5IA4NHHonxM4vwjW4GtgDV1iSO13B9t3z1MJAE+o84vOjfed1r24EvgGpLHFM15PvllseAJNBn6Kii9631bzYD64BqUwyTVOBb6Hz5/JsngQRQO/DQotepz9/2Ax8BVaYYJmi4vhu+ew6IA1WNw4vy/fL9OPAeUMVFMFtDvut2/hOIAp6GIUW/919/bAZWA1VcWFO+n+15HYgA9tqBCAKqxzClgGXL9YYDRojV19fDbDb3cL9aW1t7uGT7gxCCp556ChdffDFsNlvRY00mE4455hh88803BY+x2+2w55kTYrVadXMiZHOJ2WoAHkhHujTjFw0Iu/MBuODzFG81mrDXAHGARLXj2xFohw9AglhQU1tftL0vb68BIgA05BvsbIGDDhOt6zugaHvflKMWCCGHr9rnbjjQBTcn7AzX9RtY9L0zqSZ+zdaXT8Thg7C7VdNQnC+hzTFMce3OB5JOo4o60FV9BhTnQZulWOLdJfNV4nypSncDHOCtbyz62qwZjTWh3fkAZGbbeev6F+XBaiBtGvP10NmMntri68uaKdn50s+HUiD1nGGp4a6a4nxtPoGvo8J8pYLVFDuq+xXlYa8S4hVnMqApXydNDbdXFefLZk+6Uury3f98cdCaYltV36I83DVCjb9bZb77w86affkaivLw1AozuzxpbfnaaCq72Vucr7de4Osl2vK1UL6gNdB6ir8ZSuVzwDTrsNlsmDhxYg/7cdWqVZg6dWrR57777rvYtm0b5s6d2+v7EEKwYcMGNDYWHmh3oCGpg+LgCO2AyKayF0OmOFg7vqyRRYDzFBVhQCaHnotqV2wb6hbWNwAXLNbimw1pHRQHB+n6xokVLndxF5l1KTRryDe7cYyvunhzBs4trK81pl2eajjkh5UOE62qLdxsBhBq3oBM8xQtwCficHNCThybHVcIFo/2fEk6DS8RutC6a4o3b7FRvg7erzStomAjTFxVvfClzX6cGvP10PV1+op30XRQvq6UX2lKReFOCevr6I0vFY5MGGsFF+Vr740vPV9YjbdWcNJZqFZPcb7OKjYCR9vZnvak8P6WIl2BAcBdw2aRBjWd7Wnjhb+v2V28OU5mFmkYSQ3rsmwJyreX5k4HAg4YIQYACxYswBNPPIGnnnoKmzdvxvXXX49du3bhmmuElKGbb74Zl1xySY/nPfnkkzj22GMxduzYHr9buHAhVqxYge+++w4bNmzA3LlzsWHDBvE1vw9g7Ua1FApx2qEpYio82JCBiF15tAu0mIMXNvUuHDkmFOJa8mVCt/f1NdEbg1VDvmG/sL5Bzt3rsRmh4FeSUlGEuzOOrtlSPJHATHfo7BoGsiG68ZEgFjicxdfYSgNZLYVC9rBjby9C10odG2dSu0ArHPKLw0R91b0IG9p11ZXSji+fiMPFCanWva2vnQbe7rR2fHOEbi98HdSx8aS1nZXpLVE4MuHu1XB9gSyh6y0eyHrFwFtboeBKCXwdvfGlG08+hJHkE4rzKgRR6PbC10dnkdo5HpGwduewg/K1eorzraLng4kjCGg4yzEjdIt30TwQcMCkJgLA+eefj46ODtx9993Yt28fxo4di+XLl4tdEPft29djplh3dzeWLl2KRx55JO9r+v1+XH311WhubkZVVRUmTJiA9957D5MmTVL886gFju4YWDQMvPmQ8N4xS+/CxuRmfP1KUiqKREgQrVFz73xFoaDh+sYCAt9ICcLRLDoK2u1wRmnr8bDJi+JhVkYo2HkN+WYJ3d6qQEVHIakdXyZ0A5wH9b04ujYqbNxa8u1uRy2E4ZzeXoSus0p7RyHkb4cHpQldV7X2gXewqw0svOpNiHmq6Q69hnwjoW64qdDtja93P0ehtwwGJZDMcnS9vQhzFnh7uSgS8ThsecoclIYodDnAVVV8fRlfG5dCMOiHt0obB4Lx7U3o+rIc6u7OVtQVqZdWEm7ChGNxvi63DwligY1LItDZArdXm7lY7hKFrsVmF0pMEEGwqxW1Df3VoNcDTOjaPLVAp3YbBJXAASXEAGDevHmYN29e3t8tXry4x2NVVVVFO5c8/PDDePjhhytFT5cw05oKLR2FZFgQKQlr781M2ABlLXfoGd94CcIxs0OvXWDIU+FYitC1+7QPvHkJQtehg8A7Fixd6DppIOvR0AGJBZmj6+lV6LLUGA/Rbjc2TB3oEOdBbyvspg6IT0u+EoSut0bgW0WCSKdSMJnNivPbH1KErreW1thwMcTjUdjtThUY5iLkb4cbQIKY4XQVPyN81AGxcil0B7pQVV088FUCwe4OsH15by/v762qR4pwMHMEga4W1PdTf6RMttD11RS/QjjdXsSIFQ6OR6CjVRMhJkXoWqw2dMONKoQR7NJGiAlCNwxwgLuX84EzmeDnfGhApzCLdMhhKrHMhadEoQsIs0h9JIKIX7vZqRmhWwt0ajtTUi4OqNREA+XBqoMdehL1AwCStt53e9gOvUtDvmk6DJIvQTg6fKxGQbvAO0X5Jiy983XqIPWIOaSlCF1W0+LVMOefD5YudN3VmVQerZCgw3ijJQjHTM5/CKlkUlFehRBnQrcEYc5Sj1xcHLFISFFehZAtdHuDr04QYmaOINitTd1rJEvo9gZvVS1SROhEHOjQJtBiwjxYQo2uw+VBhAiuUqizRXFu+cBSgUPE2WuNrsliQYD+HYKd2qxvJnW5d6ELjkOA1naHNQq8s783vQldAAhywn0w4tcmdS4aCYg1ur05ugAQNgl8o93a8E0leXi4KIDehS4ARMwC31hAG76i0AXgKkE46h2GEDsIwISCW0NHgaNT2FP23vN5nTRVwqNljQITjrTRSTE4q7UvDk5TvnwJQtdNL7TVJKBZzn86SoVjCXzF1CMNc/6Z0I2XIHR9dQJfJ5dAVKOcfzEVuISNhKraLKHg12ZnMeOQ9s7X66sBTwRXyd+hTeAtJXXZZncgTIRxHd0dvc+8VAJM6IZLWF+T2SwG3sFObfhGaeAdKmEjAYDIN9SlzfkQoc2SgiUIXSDTtEorR4EJ3QDnLSmVM2RmQkFb4RgsQegCmfM8ppGwCWYJ3d6aUQFAhN5XEkGN+HZlrvulCN2YRbhv80Ft7hfZQtdTgtDVOwwhdhCA5YCz4lwtYI5TEeis7vVYVpztIyHNhIKJ8iWO6l6PZRcCHyKaOQpM6KYdpQsbG5dELBpWklZBMKGbKkmIZXboQt0aDSSX4Oi6PdVIEuHSqpWwYUK3FEfXarOLQiGkEV/R0S2BL2cyiU1eWO2e2sikApc2NzJIA2+W4qo2mHCMlSAcgYxzphXfOBO6JQqxMP1cca34SnB0heNo4B3Shm8sULqjC2Q2SPiwNnyjEhxdILNhloxowzfSXbqjCwAJq3BfSYW1qTNnXZdLFboJWzWAzHVbbeQK3dK+c3qGIcQOAjDr1kOiSKdSmnCw8IJbZCpBiHmocLRxScRjpU0mrzQstJEFVwLf7NSDUECbC5ModEsQjm5PlSgUQhqlSpmocCxF6FptdjH1iO3kqg0pQjdbKEQ04isKXXtphd8hJmw0CmRZKnDSVpqwCdOALBrU5vsmRegCQMQsrK9WQkGK0AWAqFlY37hGQiFFA/64tbQgK075JjQKZBPh0h1SIJOSzWvEV6rQTdC/QyrsV4pSUbBU4FKFLk+vI+mIXylKRcGEWLhE4Zik30u24ac2pKQuA0DKRv8OUW2yrKQKXb3jwP8EBnoFs5pNHEFQI6Fg51mr0d4Lfd3earFGIeTXJpC1Ur5mV++plDa7IyMUNBI2ViocTSXwzREKGgWyUoQukEn5iQS0CQylCF0gSyhoxFeK0AUyTUi0ckAyqculCceMUNDm/JUqdFmArhVfqUKXOX28RoF3SkKNLpBxQLQSCkw4lip02XEpjYRCMiRN6PLUsUnT76naYKnWpQpdlrlANBIKrEa3VOGYstPzJqYN3xjNLCiVb5reV7i4NnyjEoWu3mEIsYMAdocLUSLYzVoJBWd2q9FeYDKbEeJcAICQRo6CI1naTA2GkOiAaJMqZROFbmkzNcKUr1aBtxShC2Tmz2nF1yJB6ALaOwqWhLC+pQrdqMaOgpTUZSDTNCWpkbARhW4JNaQAkKB8tQq8ORrglSoceRqgpzVKPUKUCcfS+DKBqZVQIBKFbsqmbeAtVeimNRYKLMWwVKFLKF+TRiNwRKFbQnMnAADNtDDFtakzlyp0TZSvOaENX3ZfLVU46h2GEDtIIAqFbm2EgpsO23T4ShM2bKcjppEQK3UYI0PEpK2wkSJ0ASBKhY1WNQpShW6MCgVeI752yrdUocv4JjUSNlKFbib1SCO+TOg6S+PLM2ET1crRpULXVV3S8aJQ0Cj1yCRR6DKhQDQKvJlwLNXRFYWNRg4IJApd4hD4cloJRwk1rwAA+rnMGjkgUh1dUdhoJBQyXZdLW1+2YWbVaFamVKHLSkzYBrDaSIYlCl2dwxBiBwlER0GjQNYjthotrcMN46tVKg+bUVHKTA0gUwSvVc6/KHR7GR7JkKlR8CtFqSikCl3mKCQ1chScSWlCl9c49ciRFG6Q1hJSgYEsB0QjoWCTKHRFoaBR4C1V6GYcEL9CjIpDqtBN08Cb00iISU1dzgTe2vBlAoVzlLa+orDRSChIaUYFAJxTW76cxFRgJhSsCW261hL6PU/aSxM2ZrqhY+U14kvvU6UKXYu7GkDmuq02UhKFrt5hCLGDBMxyToT8qr93PBaBi4sDKL3VaEzDYuZ0KgUfFWLuqtL4ai1sRKFbVZoQS2gceEsVugmNHQU2c61Uoau1A8KErq1Eocu6V2rlgEgVuimaEqiVUJAqdFnAq1XqkT0pLXVZa75M6JaaCsycPq2EgoU6GaU6pOxzWTRyFCw0Za9Uocv42jQSClKFLjvPtRIKoqNbYuqy1SPwdSQ16mwtsUaXZbI4UhrxZanLJQpdvcMQYgcJ4haaKqVBzj9rNZomHLxV0hwQLRyFUNAPM0cAlDaMEdC2piIRj2WEbonCkXVp0sJRyB7GWKrQTWvsgEgVuoyvVkJBqtAl1FHQqvjalWYOaYnDOWlql1apR1KFLqdxTYVUoWuiDohWqVIZoVta4G0WU6W0CbxZipa5VL5U2Nh5bQJZqULXRj+XXaPAW6rQZec5S9lXG6KjWyJfO+Ob1mZ9zew+VaJD6qDXPbdGfKUKXb3DEGIHCViqlBZCIcyGMXIumMzmkp6TFB0b9fmyWUoxYoXDVWo7V+1qKgJdwhDINOHgKVUo2LULvENBPyycMB+uVKFL7KyYWX2+fCJL6Fb36eVoCtFR0FrolsaXCQWLRg6IlwpHV4nCPJN6pLXQLY0vSz3SqqYiI3RL46t16pGTBvylCnMm2JiAUxsZoVsaXzt1QLQSCqLQLVGY27wCX5dGfO2i0C2Nr4Our0sjoWBNMKFbGl8nEzYazXrNCN3S+GZGImkzhzQjdEt0zHUOQ4gdJNCymFnqMEYgu0ZB/Rsra2gSLIOvSQMhxoRuiHPBbLGU9iQNuzSF/IJwlCJ0oWGNQjlCl3NRYaPBDn04JF3oZmoU1F/fHKFbohDTUiiU4+gyoWDXSNhkhG5p56/NpW2qlIfQmtcS+WaEjTZ83RIdXTsVNlo5IKLQLVGIOTxMKGgTeDskNqNy0qZgWgkFR1KIA0pNBWbCxkvCIOm0YrwKwc5L4+uhfF1cHIl4TDFehZARuoYQM3AAQUsHJM5mapQ4PBLIpEpp4Siw4ZFhU+lCjBNrFLQQukyISeerRY1COUKXXXC1EApsll2Ic8FcoqObST1Sn2+QCsc4scLhcpf0HDbfz65B4M2ELpCZedgbWG2WFjUK5Qhdm4apR3wiLlno2mmgpUXqUTlCl3XjdWkUeItCt8RUYKdXW0fBQ/mWKnSZgPdoJBRcEh1Sdt64uRj4RFwxXoUg1dFltfMWLo1wWP17hlSh684qMQlqMBJJas2r3mEIsYMErOuRFjUVbEZFTEKrUZOGQoG1dC91pgaQlSqlgQOSEbqlCxvmgNg14MscUilC18KEjQZCoRyha9WwpiJCb4xBzg2O40p6DqsBcaY1cPAo3wAp3dEVHRANhAJLXZYidFlNhSutfuAdLEPoOqljo0WqVDlC16mho5AjdEvk62bChosiyScU45YPgtCV1oyKnTdWLoVIWP1rhFSh68kWCn71hQITus4Sa0gdTjcSRNjkC2nAV6rQNVssCMIJQJvZtJmuyyXWFOschhA7SKClUGCzlEodHglo286V8Y1bSuerZapUOUJXS6FQjtC1eaoBZHbu1ESczoaTInTtGtYoREVHt/T1dbAaEA2EAnNIQxLWV8vUo0zNa+lC1035ekkYhBDFuOVDmK6vFKHrZsKGiyKVTCrGLR+Y0E0QC5zO0s4JLxU2Ni6JWDSiGLd8yBG6JTpM2U2rQt3q1kFHQt3Sha7LhyQRwsWQyrM9k4k43JyQ/laq0LVYbQgTBwAgHFB3ZE+20C215pUzmTKzXoPqCxupQhcAwhC+m9Gg+nX8bolCV+8whNhBAovogKjvMLEGFiUPY0TGcnZoIGxYy3HWMKQUiI6CBsKGdZZMSBCOGaGghdD1A8h0xiwFTg27NLERClKELks90sJRYCMqohKEDUs98mrAl80KlMJXdBRIBOlUShFehRCjgYcUR9dNHQU7xyMeVVc8RmggGuZKc++A3IA3pHIgy/gGOTc4U2khistTlREKVHiqBRboh4gTFqu1pOdYbHZEiJ0+X12+TEgliLlkocuZTAgyoaCyAxLqzpx/pXZdBiAKm6jK5280EsgSuhKEDc24iKm8vqkkLwpdtmFUCiJmYX3jagtHQiR3MdY7DCF2kMCm4dwHLi4E+2kJQsyhZTvXmMA3ZZPgKLDiVS1qKijfpFWKo8CEgvqOQpo2YOElCF3WnU4LByQVFfgmzNIDb68GQiFFG/KwkRWlgKUoOTgeMZWFQjIi8I2ZJQgFegM2cQTBgLo7sjzjayqdr9tTjRQR3DO1U4/4iHD+RiXwtdkdolBQm2+cbtREJAjHbKGgdqpUnG58hDmXpOexGtmIykIhFvQDEPiWKnSF46kDorYwZ+tL7LBYbaU/j2YEsNR9tRAJ+AEAKcLB5S495onS+0tc5VmkoWDm/dxVpddcZWbTqnv9jccjsHHCPdUlQTjqGYYQO0hgF2sUNBBidFYKsZUeGLLia026NCUEvmkJfLUsviYJJnQlBN45NRXqpkqRuLC+KauEQJYG3k4ugXhM3dQjQjcSpPDNFgrZNzo1kGYbCZbSA0OPtxppKhTULr5OUb68BCFmd7gQJUJQpnbgnRSFeenrmy0U1E7t4pkwl8AXyHIUVN7xTtBmBXGTU9LzwiJflYWNKMylrS9LdY6pzDcaFvhGJQpHJhTUDryjIcZX2vkQtWjDVxSOcEoSunGacZFUe33p/SlOrLDbS19jXqNZr+FA5v3cntIGUOsdhhA7SODSsKbCTIUN5yjdAdGynauJChvYS+fLioO1aOdqousLCQ6ehzo2Zo4gxavLl6Mt89MSHDyvryZLKKic8y8KMQkbCU434kRIUwqrnCpVjkNqMpsRooFZROX1ZQ5pUoKDB2SEQkRlYZNijq5EvkwoqB14Z4Rj6UIXACImrfgy4SiNb0YoqMyXOo5ShViM8mWpz2qBObpShVhcI74JGuhHJPJlqe9JlYVCnArdcvmmaGmEWoiJjq40ocvTDKe06nyF9Q0TR8ldjPUOQ4gdJGAOiBbtXC1JQfyZyhA2Fi6NcEjdlvDl8c3kKqvtKJio4wi7hGYSDhcSRCjcT/HqinOOvZ+E9RWEgnCjiKgsbLiEdEcXyAgF1YvFmUMqQYgB2jkgokNqkyoUmKOgMl/RcZQoFCjfuMrCJhWlwlwi35hGqUeMLy+Rb5zy5VXmW45DCmQJBdWFWJl8abOtVERlISY6pNL4stR3tYUCE2IxiY4um/VK1BY24fIcx8xsWn+FGRVHlArHiES+eoYhxA4SeHK6NKkbCNhSQuBtdpZuIztd3kw7V5WFjSjEHBK6PFosCBJthIKFCjHOXjpfzmRCgOb8k4S6qX4ZvqULMSDTPl7tGgXRcZTKlwXeGvElEhxSIFNTkVC5C5ZYQypROGZqFPyVplQcCVZDKo0va/aitqOAMhxdICtVSmW+RHRIpQmxhFUbR6FchzRhY8LGX2lKRSHWvEpc36QoFNTdGC3XIU3ZaLyh8vnAiw6pRL72agAAF1N3ffmw9JpXACCOagDqj0RKlJlaq2cYQuwggcVqQ4hoM/fBlhICfauz9MAwu51rVOXUI8bX7Cxd2ABZxcwqB7JWka/UwFtYX8KrLMSo0DVLSFUFshwFlXe8LXR2mUki3xjlm1A5kGUOKeeQGHiz1C6Vd7wzjq609WXNSJIq80W8PIeUdTVVO/BmjqOUGlIg4yioLWzSYg2pNL5J6tikVV7fdIzylShsxOZVKgfeYk2mVL5soy+uMl/RIZUYeDvo7FSV+TKHlJfoOHKMr8rCho+W5zia6Ma6+QDhq2cYQuwgglY1FQ46m8jmllZYqVWXJjt18GwuaUJMrKlQeX0ZX4sExxHICBuTykLMyhxHiUKX1VQkwuqeD5lUVWl846IDoi5faxkOKZDlKKgsHM1lOqS8GHhrw1eqcEzaWKqUykKXOnhSHVKtUo+4MpoPAUDaLlz/uJi/0pSKgtW8SnVIiV0boQDq4KUkOnigjo1ZZb6kzBpSJsTUFgrpMh1Sk0vga02oLXTLc0jZbFqbyiORmOMo1SHVMwwhdhCBtS9OqNwe1UmiAAC7hFauQKaddSKi7oXJkRaEiVThKBZfR9S9MNkpX6tE4cgcBVMyWnFOxSDylSjEEpRvSuX1tSUFvhaJ68vTHf10VF2+ljIdUjY3j3VdVAvlOqTMMSEq8zXz0mtIgSwHJK42XyZ0pQobga/YvEglZJoPSRU2wt9DdFhVglhDKtHBA019N6u8vqSMrsAAwNHrtUXl9WUOaVpC11ogUwphTarMN1ZeTaaZChu2UakW0vHy+LLZtDaV+WZSgQ1HTDM89thjGDZsGBwOByZOnIj333+/4LHvvPMOOI7r8W/Lli05xy1duhRjxoyB3W7HmDFj8Morryj9MTRBXBQ26gaGbiIEhg5PtaTnMb5JlYWYCwJfu0QhxlI9Uirn0DvT5fFlF15TSl0hJjqkEoUN6wJI4uqev4yvVKErCgWVA++MQ1oeX6i8vrYyHVImbDiVA1lrmamqolBIqBsYMqHLSah5BQCIQkxdvuYyHV1W06u2EBPfT+L5wPiaVRYK5XTZBTKp+moLm4xDKo0vu/6pLRTKdXTZ/YVdv9UC28iSKnRFvmmVhWMZXYH1jgNKiC1ZsgTz58/HrbfeivXr1+P444/HrFmzsGvXrqLP+/rrr7Fv3z7x36GHHir+bs2aNTj//PNx8cUXY+PGjbj44otx3nnn4eOPP1b646gO1r5YTaHAJ+JwcDwAwCVRiPEiX/UCQ5JOw0WEdu5OqXypY8NSE9SCizqODslCTOBrUVmIiQ6pxPUVmzmo7IA40gJfm0va+jK+nNpCjDm6EvmyVDuTynxtZTqknChsVOZbZg0p42tWWdiwHXapDikTmmaVhU2mWZJEvkwoqMy3XIfU7NJGKJTrkLLUd5vKQkEUuhKFjYXeD9UWNlxCeD+pNaRWxldlYSM2H5IobBzuagCZjWDVUMZcT73jgBJiv//97zF37lxceeWVGD16NBYtWoRBgwbh8ccfL/q8hoYG9OvXT/yXPXtg0aJFmDFjBm6++WaMGjUKN998M6ZPn45FixYp/GnUR8axUU8oRLKG2bq81ZKeKzogKgqbeCwCK53a7pQ4LJDtgKnpgKRTKbg5QTg6JPOlgVZK3TliblE4SgtkmaOgdmpXuQ4pcxTUdmycohCT6oBok9pVLl9OI6FgL9PRNVMHxKKyo2Bjjq5EISY6CimV11d0dKXy1UYo2Mp0SK1ObYRCuULXSjd2HCoLhXLmkAKZjSgHUVcolDOHFADsVNi4VOdbXs0r20hVmy+7/xOrNL56hkVrAqUikUjgs88+w0033ZTz+MyZM/Hhhx8Wfe6ECRMQi8UwZswY3HbbbTjppJPE361ZswbXX399zvGnnnpqUSEWj8cRj2dmcQUCNGeV58HzfKkfSRGw98/HIynWrPhV4xnwd6AKQIxYYeZMkt5XrFmJdqvHt6sdDvr/NrtLIl/m2KjHN9jdBTaYwO70SHpfJhxt6YhqfPlEDC7qkNqcXml86fqaEgHV+AoOaRTgAKvDLY0v3XE2J4KqXhcYX4vE84HdiC1F+Ba7vpQLJ72RWxzl8bXyIVXXlzmkZrtUvvT7llT3fLBTB88kkS9z8OzJsCy+Us8ZW5l8mSPlSMnjKxWsay1nk8aXCXNHWmW+zIGTyNdChZBT4fvF/ueLpWy+wvq6ibrryxxS2KTdL6x0fd1EvfsxkDXuxCqNr80pXM88iCIei8Gk0nDl/fkqcU+qFErldMAIsfb2dqRSKfTt2zfn8b59+6K5uTnvcxobG/HXv/4VEydORDwexzPPPIPp06fjnXfewQknnAAAaG5ulvSaAHDvvfdi4cKFPR5fuXIlXC59FBCuWrWqx2P2SBoA0N26B8uXL1eFR6xzN84HEIYTH0h8T0tYOIlDHU2q8Y0HWnAehKntq1eskPRcLiCI82hXs2p8E6FOnAsgSUx4+9/vgjNxJT+X+GnKXTqa93xRAnw0iHPo/7/3349gMpV+8U51ChfgZKhDtfVN8XGcxQnfmzWffAaL7auSn8u3CRs0JNKpGt90Oo0fU4d07brPsXHzjpKfm2jpxGQAiPl75VvJ82UWFY7rPv8KX25vLfl58aY2HAuhi5ta6wsAJ5EIwAGff7UVW5tKdztjTS04BoCVD6rKd2pa4PvV19/hu/bS3zfasgdHQXDEKsG31HPm6FQY4ICvv92JnUEJfNt34EgAjgrxLRXjksI58O2uvdgr4X1jXXtwOARhoybfUbSL4PY9zdgn4X3j3S0YCUEoqMGXnS/DaZfGXfva0SLhfRPhToyAkIHxr3+9IeneKAeDaFfUPS1daJXANxkLYRAAJ5fAK6+/BpNZnfC8kXb1bWoPSPq7JvkEzgZg4gj+9doyWOzqDFiuD7YBAFq6cr/nasUwUhCJlOYWHjBCjIHjcr9MhJAejzGMHDkSI0eOFH+eMmUKdu/ejQcffFAUYlJfEwBuvvlmLFiwQPw5EAhg0KBBmDlzJnw+ielAFQbP81i1ahVmzJgBq9Wa87u17e8Du4EalxkTZ89Whc/WT/8N7ASiJhdmS3zPtf61wHagxsHhJJX4fvfFGuBbIMxJ5/tpeBOwFaiyAcerxHfX1xuAb4Aw58TpZ5wu6bmfLdsGfCns8Oc7X5RA886twBYgSmw444w5kp677o29wAbAa0niGJXWt7NlD7AJSBMOZ8w5U9Ku38aVHcBawGPmJZ9L5SLY3QVsFP5/1uw5sDtLz6Pf9G4E+ADwmBIF+Ra7vpSDRCwK2/okAODkGbNQVdun5OduXgPg34DbFFdtfUk6DfM6YQPj+JNOQZ/GISU/d+s6J/Am4ObU4wsA/LqrAADHHn8iBgwdXfLztm+qA14F3IjK4iv1nAmt/ykAYOLkH2DIqIklv8+ebZ8DSwA3F1N1fTvXCxk14446FoeMP77k57Xu+RbYITgKavJt3nATQIAxRx6NUZNmlPy8rrYm4K+/hJuL4dSZM2G2KBM+7n++7N54B0CAQw8/EmN/UPo6hYN+YOt8WLg0TjrpeLgkpsKXi+1f/AZIAsNHjsW46aXzTSbiwOZ5AIAfHHcsqmv79vKMymDrlw8ACWDwIaMx4bTS+ZJ0GvwXZli5FCZPOgoNA4YpyDKDzZv/AKSAxqGHYeLs2RW/J1USLFuuNxwwQqy+vh5ms7mHU9Xa2trD0SqGyZMn49lnnxV/7tevn+TXtNvtsNvtPR63Wq26ORHycWED+Cx8WDWeKZrPGze5JL8naz9rSarIlw7njJmckt/TwuaApNRcX4FvFC5USXxPK81Jd5CYaudukvKNcE7USXw/u6dG+K+K68vT8yECBzwORy9H58LhFZJGHamIanyTlC9PzHB7fOBMpZcBOxnfdO98K3W+hP3t4v9X1dZLek2XT+DrLIFvpRANBWDjCACgqkYaX4+vDoCQiqna9SGZhIsTnHpfVZ00vtUCXxeJVoRvqeeMmzqOHol8vdX14vNNZrOkc18OWA2pu6pWGt8aga+d4xFP8bA71MmmYTU9Lp80vlW19eL/x+MRVDnrKs4tG+x8YTVeTm+NNL7VtUgTDiaOgI+GYa1Wli8Da5Zk91ZL4mu1WhElNji5hMBXpWsES122u6XxBQA/50Q1QuBjIdX4stRlm7sq5z31FH8zlMrngGnWYbPZMHHixB7246pVqzB16tSSX2f9+vVobGwUf54yZUqP11y5cqWk1zxQwHLS1Ww/y0eoECtj+J7YLlfFYuYEbWQSM0nny4SYml2w4mGBb7SMKfNi8TVRr2tiPCSkmUS58vnaVezSFAsLfCOc9LQLNodOzeL2aMgPQHBIpQairPjaqWLxdYSdD8QGq9Um6bkODYrFw3R904STvMPu9AobCW4SAUmnK00tL8KhTIdcF33/UsG63Lq4OHg+UUlaBRGPRWATmyVJ4+umn8/MEUTC6jTIye2yK5FvVtfYcMBfQVbF4RSbJVUXP3A/2O0uJIiQERANqjeUvFy+nMmMMCdsnkVCKvJNZ4SNVETofTGa1eRMaZQ7NxXI8I3R66IaYMLRKrUrsI5xwDhiALBgwQJcfPHFOProozFlyhT89a9/xa5du3DNNdcAEFIG9+7di//7v/8DIHREHDp0KA4//HAkEgk8++yzWLp0KZYuXSq+5s9//nOccMIJuO+++/CjH/0Ir776KlavXo0PPvhAk8+oJMyiUFBPiIlT5s1lBN6snauKfJNsynw5fMWuUioKXco3XoYQs9EbhVvFQJbNsIuVwZd1hXSpKGzkCF3m4Lmh3vrG6fpG4US1xOcyYeMh6q1vttCVKnVFYYMY0qmUKsXiUSpswnDAK1HounzVAAAbl0IsFoHDpfwcnGjIDx+ABDHD7pC2wi5fRlhEAl2oqlM+VSoS7AbLNXF7pQldh8uDJDHBwqURCXbB7VU+UItGgnBRh9Ql8f3MFgvCxAE3F0M01AU09FeCYg6yHVKpfMFxCHNu2BBQVYi5aQ2p1K7AABCGG15EEVNR2DgZ3zJSISOcC3XEj3hYvfVlG7GSx52A3sdTAB/2V5hVYdgJE2LalgFVEgeUEDv//PPR0dGBu+++G/v27cPYsWOxfPlyDBki5Onv27cvZ6ZYIpHAL37xC+zduxdOpxOHH3443njjjZx87KlTp+If//gHbrvtNtx+++0YMWIElixZgmOPPVb1z6c0REdBRYcpMwVdetBhpZPbHSo6IKy1P1+Gg2fXYK4GmwmXsEjnKzoKUM8R4ynfeBlC1+ERUtHUFI48HSZejtBl4xqYA6JGqpToOJbh6LpYaiLHIxGPwWaXlopZDuL0Bl6OQ+qmQsHEEQRD3fBW1fbyDPlgO78RzgWpzZNd7ioxVSoU6FJFiMVEh9SFmiJ1z/lgszsQI1Y4OB7hoF8VIRYN+VEDIELscEl0SDmTCWHOiSqEc8amKIlI0A8XynNIAeHv4kZMNQckTIU5UIYQg7BhUkMCiKvkgMRjEdg5oYbUKdHRBahQSGeuM0qDpNNwozyHFABiZjeQBBIqChuWCuyUOF4IAGImD5ACEhH1ZtOyDAiHxDmkesYBJcQAYN68eZg3b17e3y1evDjn5xtvvBE33nhjr695zjnn4Jxzzun1uAMdWszVILQmqJzhe6KwUZUvm9pejrChjo2KfMUp85ZyhE01AKEYXy2kogLfcoQuEzYuLo5UMqlYsXg25DikjK+ZI4hEgnCVsaMrFbwMvtkOQiToh83er2K8CkGOQ2q3O5EgZti4FCLBLlWEWCJcPl+T2YwgHPAiSlNIB1WWXB7ExFRgJ6SHhYJQcKBbtdQj5jhGOCfKqZiKcC5UkTBiKqWiianAZTikAHXa052Ih9UJZCNB5pBayqpJi5ncQAoq8s04pJ4yrp8xsxtIZzbUlEYkHICbOqRS55ACtIQjmbnvKI0kn4CTE9KOy+HLW9wAr+JsWkLE8SyOMlIp9YoDpkbMgHxoUVPBseF7NunD95xMKKg5MJAKm7TEKfNAz1QpNUBEISadL6sZsXNJxGPqiDGWqloe38yFN6TSDnJKFDZl8HX7kCaCCxFRqQYkJTqOZdQ4Wm2IECHsUatmJSnDIRUcEHVrKlhAV44QA9SvqeCZ0C3DcQQyTqVafBMRf877SkWME877hEpCIS4Kx/L4MqddLUchnlVDWtbz6XVFLWEjCl1iL2vjLUH5JiPqCAV2HUoRDi639JiHp5ktKZX45taQShc2bHaqWkIsHs/UkGanTh/oMITYQYRMsXhUtWJxjqfD92zSA1k3ralwcgnwiXjxgysFOiwwXQZfT1aqVCSszoWJJKhwLIdv1g5YOKDODrLokNrKcEgdLsSJ0IUoEuisKK9CYA5pOY4uZzIhRAOesEo1FcwhTZXhkAKZpiRRlWoU5DikgPpCQY5DCmRqDdVK7ZKTCgxkBCdPBZLSYI5j3FSuUGB81REKMZnCPCMUVBI24fKbJQGZ7ykrOVAa0SxHtxwkqbBJq8Q3Ijqk0pslAZkNynRcXeEYJ1bYy5gDlmIb1irxjQQz3xO3ChkmasEQYgcRWE2FlUshFlWnTsxMhQ3nkL47lN3lSy2hYKLCBnbpfO0ON3jaVSqsklAQp8yX4TiaLBaEiHDxVSuQ5egFm5ThOAKZnVy1Uo8yQqw8vhEIgYBqNQrMIS2XL60tS6h0PshxSIFMLZxaNRUpkW95wjFuUtdRyAjHMvlSJ1g9vuU7ugAQp+cRex2lkZSRWgsACYtw3U6rxJf9HcsWYvS6QlTiyxzSch3HpFVYXxJTyXEMy3NI0+w+rpJwzNS8lid02QYwy3xSGkw4hokDZhWaM6kFQ4gdRMhOlVJrh95CW7mbyhA2VpsdUSIUbKtVfC2HLysWB6BalyYTdRw5e5mBN6eyEOOF9SVlrC+QCSDiIXVurFyifEcXyHZA1OErOqRlCjE2tkGtVCk5DimQnSqlkgNNhW45zYeATFMdtRwQ5jiWKxwZX7VSj0SHtEy+oqOgVo2NTIeUbfCo5diw70n5fKmwUSnwzjikMoWNSnyZEIuV6eiy+yKXUIlvpPzxLAAAur4mlfhm15B+n2AIsYMI2alSarWftdEOjWw4s1SINSAqCQUmxDhHea1RxTkgKu3QW0QhVh7fqMo1ChaZwpE5IHGV+DJHtxyHFMgIhWTUXyFGxSHHIQUyAZpaQoHtpJYrHJnTk1Jphx404CBlpKoCGQGnVuANmY4uc1aJSnyJTMcxJfJVJzCU0xUYAFJsg0cloSDWvJa5vqJQUImvXIeUXbfZdVFpiDWZZXStBZAlbNThmwjJS62FQ4jrzLxKfGV02dUzDCF2kCECVlOhTuDCpqBbnTIdEJWEDeNrcZYnbFhRPK9SsbiV8jWXub6iA6ISXyZ0zWUK3bjKNRVmOsPOVEZqLZARCmo5NqJD6igvMOTF1C51+ZYrdJMqOwqIsxrSA4MviZdf8wpkBLJawiYtdtktky/7uyTUWd90TOBbrnBkgbdaDkgqJs9xVNsByTikZQbe9LqillBIyZibCgAmGndYVOKbFOeQlnc+mBnfpDqlLnLmpuoZhhA7yMB2PtQSNg46fNdW5vC9mFndYnE2Y81aphBTu6sU41uucBSLxVUKvK2Ur6lMIZZQWShYZaSqApmAR61UKavoOMoTCmo5IGaZDqnaDogY0JXJV+1UKRYwl5taq3aqFCfTcVTbAcnUvJbJl14H1RIKrPYoXaYQY7XeavFl16FUmXzZhp8lqZIQY3NIy+TL7ou2lLpCrFyhaxFn06rrOJabWqtXGELsIEOMFl+r5YA46dR2e5kdbsRicZX4suHR5fIVhYJaQizNpszL45tWqZjZzhzSMoU5uyGrVXxtTVKHtMz1TdlYTYU6wsYiOqRlrq+VCQWV+Mp0SNM24XmcSg6ImZe3kaC2o2CW6TgSO009UomvmFpbJl8mbCy8WsJRnkNqcqjrgCAhnL+pcvnSEgObSsKGyHRIzUwoqMVXdEjL42ujs1PZBqvSSMfl1bza6H3GoRJf5jiWm1qrVxhC7CCD2jUVbAYYG84sFWK7XJUcBRco3zKFgto1IE4mHN3l8U2q7CjIdUjFAEJlvuWm1rLULrVqKuQ6pCwANqnE15aUJ2w4u7rCxiozVRUqOwpymg8Bmc+plqNglunoqi1sTDIdUjO9DqolbERns0yHlG342VQKvCFjPAsAWN3MsVGLL3VIy2w+pDZfIo47KY+vjc56ZRvYSiMtk69eYQixgwy8il2wkok4HBwPAHB7q8t7DRVTpUg6DReJAcjMXJMKVnytVlcpF3UcHWUKXbFJgkp8mUNqK9NxFFOsVAq8HWnKt8z1JXbm2KgkxOgN0VamgycKG5UCWVtankPKUqXUCrxtMh1Hs8pCgaXWlsuXCXqrSkLBIlOYqy0ULDIdUqtT3cCbObrlCl22vmyDSmmI16EyHTx2HXQQdYQCRx3Hch1StmHtUomvXKHroMJRNb40TkmWyVevMITYQQaxpkKF1KPs4XuuMoWYWCyuglCIxyKw0qntznKFgooOSDqVgpsThKOjbGGjbuDtpkLM6S6TLxU2atWAiA5pmXzVFgpOUYiVFxiq7SjI5at2sbhdpqNrclYLz1eJr405uq7yAkMLS0VLqRNoZRxdeULBrhJfuQ6pzc2EjTp8LTL5suugUyW+cuaQAoCDOjZqCQU5c0iBzIYq22BVGuJ9tEzh6PTVAgA8iCKdSleKVmHEWQ1pmRkJOoUhxA4yqFksHqZDd2PECqvNXtZrpMXAWwW+WbO/yp3aThwq8s3qfOnxlefgialSKggbPhGHnTqkrjIdRzWFguCQCjfEcjcSWE2FWqldjK+zXL40kLWqJBTkOqRmsWZFHb6iQ+qqLuv5zPmzq+QoOMSuteWtr5UGhmrVgDCHtNyaTOZcO1VaX6tMh9TuEa6DTpWEgth8qEy+DspXLaFglemQOr2CUHCTKEhaeaEgNxXYTe/jLi4Onk9UjFchmJhDWqbQZXGHiSOIqNAZWG6zJL3CEGIHGYiKwiZGhzHKGb6nZg1IjDYECRMHTGVObWfzvNQoFmfDDZPEBLujzHa5Ylcp5flmD+UuV9iYxVQpdRxSCyfcvMt1SFlqlxo1IDkOaZkOXiZVSmXhWC5f0VFQyyGlqcCe8gJDm+goqCTEWLOkMtfXLqYeqS10yxUKAl83VHLwZDq6TurYeFQSYplxMuUKm2oAgIeLIpVMVopWQVjFcTJlChvK18qlEIsqfw6LzYdk8gWASED5Wa+ZuallOqQON5JEkBFq8DXJTK3VKwwhdpCBU9EBidMhzBEZw/c4FR2QKBUKYRl81UyVYkO5w5wTnKm8rzKrWVHDUWCOY5TYYLXaynoNi4o1FSF6Y0kTDq4ym6GINRUqpEplO6TuMh1SNVOlEvGYbIfULjogyvMl6bTYfMjpKY8vC7zVckAYX5aiJRVqOyBOmc2d2HnkJhFVHJBMam11Wc930e+pneMRjyl/Tjhkdtn1VGXO+7AKs0iZc2wp09F1eXxIEw4AEFZBKLD7Utk1mTY7okS4N2Zn6CgFtkFYbtdazmRCmG60R4LKr69ch1SvMITYQQb2hVOj+DoRkT98T3RAVAi8Gd+YqXwHT81UqTjlG0X56yvOAVFhh57NrpPjkDKhYFch8GZDzyMo3yG1qVjczhxSnphht5e3xg4VhUIlHFKnijUgsWgYZo4I7+ctLzB00M+phlBIJ5NwcXEA5Tu6bIderVQpsYa0bL6CUDBzBJGw8q65U6ZD6s4SyOGAvwKMiiMjdMt0SO0uJIhwLVQj8M40SypXKJgR5hwAgEhIBSFG+ZbrOAKZjeuoGkJMpkMKZPjG6Ma7krDKrCHVKwwhdpAhk9qlfGDIhu+xIcflIDMwUA0hJgSysTKnzAOZFBU1Au84DbyjMoSu3aWeAyLyrYAQU8MBiVVAOIqOggqpUpVwSJkQc6soxOQ4pCxVyo0Y0qlUhZjlRzgo3yF10fPBxqUQjyvrMmU7FuU6jq4sZzWicGAYj0Vg44R0t3IdR4fLk0mVUpiv4JAy4VgeX7PFgggR6qejKgSycrvsguPEjBE1hAITjmXzBRChG5WxoPIOHks5tpfpQAMZYcM2LpUEu++XK3QBIMYJ8ZIas2nFmtcyHV29whBiBxlY8bUaDgibpcXLmIJuU7FYnE2ZlzO1nRVfqyFs+Kh8x9GuoqOQcRzLF7rOrNQjpRGnNY5yhC4LZNUoFs84pOULRxctbndyCSTi8YrwKgRWkylH6Lpp1y4TRxRPlWKOYxiOsoVudg1ISOFUqQgN7BPEDLujvDW22R2IESsA5VO7srvsur36T5WKRoKyHVIACNFAVmkhlspySOXwVVMoMKFbbldgAIjS+00i4q8EpaJwijWZMoQN3bjmVeDLakjLTa0FMnyTKsymtRN54070CkOIHWRgqVJqFIuzKejlTm0HsmpAVAi82Ww1XoaDJxaLq1DczoZyy5ky71CxWJxnfGUIXZaK5uZiiheL89QhlSN0WcqdhUsjGlE2VYrtSEZlCF13VoCmdCCboIFcVEZNpt3uVC1VitW8ynF0TWYzQkR4flRhvixVKMy5wHFc2a8TVin1iAmRCLHDUqZDCmQcEKWFAnPc5DikQGajJ67w+oazXl+OEGMbaQmF+cZj0YxDWqajC2SEgtKODUmn4YbQLMlVpkMKZDKI2P1HSWRqXss/H1j8kVSBr0tmzateYQixgwxqztUgcaEOLWWV4YComCrFZpUl5fBljo0KqVJsynzSIkco0Jo2Lql4sXgqKvBNyBC62U0oQgqnxlTCIXW5M8XiEYVrQJjjKIevxWoTU6UUT0UTHVIZzXxMpoxQUJpvBRxSIOMAKi1sYhVIBRaer46wYY6jHIcUyAiFuOIOqR+APIcUyGz0KB14s+9zgljK7rILZIRCQmm+Wd8Ptwyhy+43SguFSDgAE3VI5QgbngqblMLt4FNJHk5OqPssd9wJACTpRjvbyFYMhGSl1hqpiQYOYDCh4FGhWJwNNSZlDgsEMo6Ck0uATyibKgUqbNgQ6XLAisXVSJUiohArn2922/BQd6dsTsXAUlWTMhw8u8OFBLEAACKBjorwKgTGN2Euf305kwkhGliGFXZAmEMqpyYTyATC0aCy50NS5CtP2DChEFW4GL8SDimQcSzjivOlQleG4whkhHIirLBDSlOx5DikQOZ84iNKO6RMOMrjmxEKfrmUiiIuOqTyhC7LGEkrnIomOrrEDovVWvbrsPtNOqawMKdCN0U4uNzlxzzsfk4U5hvKaZZUvrBJsXgprqwQi8cjsHHC5rar3LmpOoUhxA4ysJ0aC5dW3AHhaMt5Yis/kM3upqb0Dj1oS/+0DL4Opxsp6oBElRZidLaaHL5miwVh6oDElE7dYA6pDL5AJpBgc+qUAnMc5Ti6QKZmK67w+op8ZTikQJYDovSOLHVI5aQCA5kup7zCfJlDKlfoxlXiy1dI6DKHlY8qnVrLal7lCQVR2CjMNyY2d5IpbJgDElOWb5SlLssUjixjJB1XeH1D1IGWKRxTTNgozDfjkJbfLAkA0nR9icIjhlgGQZxYy+6yC2TiD07h9c2pIZXhOOoRhhA7yJB9Ais9p4LNKit3WCAgFIvHabF4ROFUHnFotIxhgdmpUkoLMVOCCV15rVzDYKlSyvLl6PoSGY4jkJ0qpXBOepwJMZl8maOgcGqM6JDK5BsTU6WUFrrMIZXHN04dJl7h1JhUBRxdICPklA68M6m18vgmxNQjpflWxtHlRQdEYb4VaD4EZL6vSvNljq5cIcauhySmrFBIRCvjOIobf3GFhU24MnwJjT84hfmKNZm0vX/ZoPEHxytbFy/OeSUOmMscJ6NXGELsIIPJbEaYCF88pR0QNtTYJHMKupgqdaDwZcJGYb4m6jhydrnCRh3HhquQcGQ70AmFhQIS8h1dIJPKpjRf0SGVKcQyDojCfEWHVGbgTfkq7YAwoSun+RCQEXJKCxv2+nKFI3s+UVgoVMohFR0FhXfoK1FDCmR9XxUOvPkK1JACWXwTSgtH+V2BAQDMseGVXV92/5TrkDK+JqX5RiojHEHjD7PSQqxCNaR6hCHEDkKoNQfEJk6Zr4wQSyjs2IhCTIaDB2Q5CgoXt1tFIVYZ4cgrnPNvYXwdlXFAlC6+Zo4uZApd5kgoXczMHFLIFI7MAUkrzFesIZUpHHnRUVBamDO+coUN5auwUMg4uvL4ig6IwnwJcxzl8mUbPQrzrZRDyjZ6OIWFTapCwpFljJgUTp2rlNCFQ2j0YVaYb6WEI8f4KizEWDwlt4bUTPlakgrzpfFUzBBi2uOxxx7DsGHD4HA4MHHiRLz//vsFj3355ZcxY8YM9OnTBz6fD1OmTMGKFStyjlm8eDE4juvxLxaLKf1RNINajkJmaru8fN6YSo4C42uWyVfsgqXwjrdF5CtvpkaMpibwCrdXzwhdeXzVckDM9MYil29SpVQpcQdV5kZCSmW+ROZGAhMaSjs2zLFIy3R0xZpOpYUN42uVx5cwx1LhQDYtdtmVJ8zVckBYap5ch5SldpkUdhTY95mXu77MAUkqy1fssitT6JooX4vSfGOVSQU20+u3NaVsDX+lal5Z/GFLKsuXZWjITQXWIw4oIbZkyRLMnz8ft956K9avX4/jjz8es2bNwq5du/Ie/95772HGjBlYvnw5PvvsM5x00kmYM2cO1q9fn3Ocz+fDvn37cv45HDLzZnUMcQ6Iwo6Cg84qs8kcvifWgCgsxOzUwbPKFDZxleZqML4WuXzpDpPSjo2VOaRyhZhKDoi1QqmqSbX4VsghTamU2mWuUGqtKDQUdhTEHWq5fFnqkcJ82esTmXxZKrFZYb5chRxH5thYFBaOrEucXL6shtqiuHAU+KZlCht2/bYq7ICw609KLl+6sWpVXDiyuamV4WtTmG9S5CvPEbPQ+M6u8GzaSqXW6hEWrQlIwe9//3vMnTsXV155JQBg0aJFWLFiBR5//HHce++9PY5ftGhRzs/33HMPXn31Vbz++uuYMGGC+DjHcejXr5+i3PWEhNkFJDNfRKUgTpmX2eGGt7gAXvlA1pEWdnTk8k2y9r4KB7L2NJsyL9fBcwBpFfjSHT6LTGGullCwJhlfeevLalaUrgGplEMq1vApHMhWyiEVayoU5stqIOTy5Vhxe0LZwCUjHOUJc5aqbVI4MKyUQ8r4Ku3YcInKOKQsdd+SUpYv6PmWks2XCTGFZ3tWyCG10PW1K+wwMYdUbvMhG+ObVpYvu9/LdXRtohBTeA4pcxxlCl094oARYolEAp999hluuummnMdnzpyJDz/8sKTXSKfTCAaDqK2tzXk8FAphyJAhSKVSGD9+PH7961/nCLX9EY/HEY9nZloFAnRngefB83ypH0kRsPcvxoMVQ/Nhv6J8XSQKcIDF7pH1PnzWpHkl+TohCEezzS3rfViNQ0phvo60wNdiL58vz/NI0FRVEg0oypddqOWeD2I74lhQFb4mmecDCyS4uLLry3ZQ5fJlwtGUh28p15dSwXaoObl8aeqcKRFSdH3F1CaZfFmqn4VX9vxlwlHu+rIaJitf3vqWes6YqFAgMvkyYW5NhhVd30zzIXl8OcrXpjDfTI2jS9b7mOzC+WtPKcOXvSbJqnGU8z5m6gjb08quL9sols2XCjGHwnyZg5eyyDsfLLTm20UiivJlxkHSnLu+lbwnVRqlcjpghFh7eztSqRT69u2b83jfvn3R3Nxc0ms89NBDCIfDOO+888THRo0ahcWLF+OII45AIBDAI488guOOOw4bN27EoYcemvd17r33XixcuLDH4ytXroTLpQ/bdNWqVQV/V50Q5ly17P4Wy5cvV+T90+kUfkyntn/86QZYv9xW9mt5qObtaNqhGF+SJjidCsd1Gzdh07dNZb+WIyIMHexq3a0YXwA4hUQADtj45dfYssdf9utYTUIabqB9r6J8f5AW+G7a8g22tZZfg2kOCidEpKtZUb6TUiGAAzZ/uwM7ust/H65bEMyx7jZF+R6ZEgLDrdv3YHe0/PdJdwmvkwh2FORb7PpSKsbwQqD13e5mNMlYl2Q7DSjCnYqu7yFxIdV4Z1MrmmW8D98qDBomUb+ifAfH/ACAXS2daJHxPvF97ZgMYSNBDt/ezpn+EWGAeFObvPeJ7W3BJAiplEqub5+QMFC+uTMkj2/zXkyEkOqnJN+a7lYAQIs/Ko9v6y6MhyDElOQb87cAANoDcXl8O3ZgLISMFyX5ujqEmKEzzMvj62/CKAgZRUrytbXuAQB0RVKy3icRbMMhEDbeleRrbtoJAPDHSd73qcQ9qdKIREpzCQ8YIcbAcVzOz4SQHo/lwwsvvIC77roLr776KhoaGsTHJ0+ejMmTJ4s/H3fccTjqqKPw6KOP4g9/+EPe17r55puxYMEC8edAIIBBgwZh5syZ8PlkptnIBM/zWLVqFWbMmAFrgWn0n+1aBnQADVUuHDN7tiI8Al1twEbh/2fP+RGsNnvZr/Vp05tAC1DntSnGNx4Nw7pREFDTTz0d3qryJ7evbfkP0ATUuayYqBDfdCoF+3pBzEw7eQZq+w4s63V4nsfqr18HANQ4zThKIb4AkFonCJKpJ5yMfoPzb3KUgrWBdcC3QJUdmKYg38j6awEAk6Ycj0GHHln263wa3QxsAXw2guMU5Nu1fj4AYMIxUzD8iCllv86613YAXwA+awqT9+NbyvWlVLRu+CVAgLHjj8FhR59c9utseKsF+AzwWpKKfd8AYM/G24A0MHLsBIyZWv77fP52N/AR4DHzmK0g3x2f/xpIAYeMOgJHnFj++3z5QQJ4F/Bw8bL4lnrObNt0H5AGhhw6GuNnls93yycWYBXg5mKKru+WrxYBKWDAsMNkXTe/3egF/gW4oSzfTVseB5JA4+ARsr4nOzd/CrwMuLmoInzZ+eKzA+CBPgOG4mgZ77N3+1fA84AHyvBlWP/dc0ACqOk7SFac0r5vJ7D9JngQxazTTpM1HLoYPtu5FIgBvj4DZPENdLYC226Ag+NxyvTpsNnLj/WK4dO9bwBRwF3bDydm8a3kPanSYNlyveGAEWL19fUwm8093K/W1tYeLtn+WLJkCebOnYuXXnoJp5xyStFjTSYTjjnmGHzzzTcFj7Hb7bDnOdmsVqtuToRiXFjxtokPK8Y3QTsexYgVLrfcLk0s5z+iGN9AZwiMZXVNHUwyBgZm1ygoxTcYCYKdgVW1fWS9T8osOGIWBfnyiTgcnGDT+6rrZL2PhRVfp5Q7H0g6DTd1SD1V9bLeh9XwWVPKrS8AuKlD6q6St742Ny0WL7K+lbjWuWgNqbOqRh5fT7XwXwXPBwBw0lRVp7dW1vvYKV97Wlm+rFmSwyNvfZ1eYVPKQaLyvge9nDOs2N8uk6/LK5QeOGXy7Q1sPIvVXS3rfdw+ga8L6vC1yOTrqa4DALhITFG+LHXZ7JLH11dF+XJxpDgOZosyYa/I11kljy9dXwuXRjTJwyk3fioAsUbX6ZPFt6qmXvx/PhaG26MQX3H8TX6+eoq/GUrlc8B0TbTZbJg4cWIP+3HVqlWYOnVqwee98MILuOyyy/D888/j9NNP7/V9CCHYsGEDGhsbZXPWLcQ5IMo1O4iFhZ2ASgzfY13glJwDwoYvh4lDlggDMnNAlOyCxYYbJokJdoe8dNiUWfgbKdlVKpI1s87lrZb1WpliceXWNx6LwMKlAQAur7xmHUw42hUsxk+nUnBzgkPqlNlshjUnUZIvkCXE3PL42ihfh8LF4i5aQ2qXydfurgaQEXZKwUEqzJcozJfWvMrtsuugQtetMF9WQyqXr9MjCF03iYCk07J5FUJmnExl+No5HvF4VDavQmB8LTLnkLp8meyWsIKzSCs1h9Tl8SFNhCyvULBTNq9CYHw5mc2HLDY7YkQQHJGQXy6tgmDjHeR2BdYjDhghBgALFizAE088gaeeegqbN2/G9ddfj127duGaa64BIKQMXnLJJeLxL7zwAi655BI89NBDmDx5Mpqbm9Hc3Izu7syXceHChVixYgW+++47bNiwAXPnzsWGDRvE1/w+grXjVnKuRpx+IWVPbUfmwqYkXzbcOlwBvpk5IEryFepMwpxTdupC2iI4YkryDdP1jRGrrDRVINOuX8kuWKGAsL5pwsHllnmjcrEuWMoFLdkBhttXflotAFhpYMkCeSWQiMdgpw6pyyuPLxMaSgoFwSEVXl/uRoKDnk9OBdcXyAgRJkzKBRPKboX5sr8fE37lgm2cuLg4UsmkXFoF4RSFWLWs13H5BL5mjiAaVW5zyVGhLrvurI2pSFA5YZMZzyJzI8HuBE+EzdXsDcFKQ+QrU5hzJjMiEO7JsZBynaJtdCPTLFM4ApkN95iCQsxaqS67OsQBJcTOP/98LFq0CHfffTfGjx+P9957D8uXL8eQIUMAAPv27cuZKfaXv/wFyWQSP/3pT9HY2Cj++/nPfy4e4/f7cfXVV2P06NGYOXMm9u7di/feew+TJk1S/fOpBZM4CV25wDtRoSnzQNbAQAWFAuPLhl3LAXMUbAoKhTjlG4X89SUW4TM7lOQb9gOojNBlqXNKOiAxKmwikO+QZhwQBYU55csTM+x2eeewUwUHpJIOqYPydSkoFGLRMMwcAQA4ZfIVHRBEFXNA0skkXFycvp+8QNZBhbKNSyIeU+6cYEJPLt/s80lJB4R12XV4ZDpMrowDoqRQYN9nm9yNJasNUWIDkNnAVAJsI0iu48iZTAhToRBXUCiwjTa5jiOQETbsvqkEMg6pvO8bkNlwj4eV+76JqbUyHVI94oCpEWOYN28e5s2bl/d3ixcvzvn5nXfe6fX1Hn74YTz88MMVYHbgICNslLupsuF7cqe2AxkHREm+bLh1Jaa2swuxknM14jTAiFZA6BLqiNkVDLxFvhVIVRVT0ZQMvOkNMMI5ITfjXQ0HJOPoOlEt0yFlc/SUdEAiQT+qAUSJDU6rTdZrscDdxcWR5HlYFKgTCAe74AR1SGUGhtkOSDgczHEYKoVwqBssXJHrOHqy+IUDftmp0PkQj0Vg5wT3ignVcmF3uJAgZti4FCJBv1hzU0lk15DK5cuZTAhxDngRFYRYv8GVIbkf2DgZp1seX0C4LjqREDeAlICzQo4uINx3qkkIUQWFglOscayW/VpRkwtIdyIeVs4Ryzik8oVj3OQCUpkNbSXAMmDkOrp6xAHliBmoDMQBfErWrNCZGnwFpqDbxRoQ5fiyGRWVmNrOAlkla0D4aOUcR44KMZeCQizjOMoXuk4VakDYDbASQpc1O3AjppgDEqcbCVHIF7ouFRwQVpNZiRrS7Bo+pRwQFnCG4YDJLO+2me2AKOUosFqNBDHD7pC3xmaLFREipBNHFUqVyk5xc3vlB4bMeVfKAYlGgqJDKreGFAAiUNZRSOU4pPLXN0rXNxHxy36tQmAbQQ6ZDikAxDg2i1Q5oeAUa0grJGwgzE5VCk6xhrRa9muxDfdkVMFUVVI54ag3GELsIIQaqV1sCrrcqe1Ahq+SjgIbbshXwMFjNStKpkql6AWvElPmTVYhUHMR5VKlKil0mQPi5BJI8gnZr5cPSXoDrITQdVG+Jo4gotAOZyLMHFL554Pbo3wNSII6jtEKpKoKDoiQ3BFVKPBmAX0lHF3OZEKY1oBEFEo9YrUaYc5V0niX3sA+d0whvuzvFiF2WGQ6pECGr1IOCEshrEQNKQDETMoKsXDW98Ltq5b9eoxvQqHrWTrJw8YcUpmOLgDEzcoKG8EhFZoluWQ6pACQEIWNcsKRbbw6ZDbzATIb7qmocg3gXBV0SPUGQ4gdhLDTHQUXFCxujwuFoCmr/MDQIRaLK8lXuIAkK8BXTJVCDOlUSvbr5UM6RvlaKlCDZxWCQhuXUqwLVkaIyV/fHAdEIaHAV1I4urxIKVwDwhzHSvA1WyyiA6IU37jokFYmzS2scLF4JR1SICMU4go5eLEKpgJnv45SQoE5jpVwSAEgzikbeDPhGIajInOe4rQ2OamQY8O+xwliqUhqKbvOKOWApPmY+P/uCgjdDF9lhEI0EoCJ1ZBWwMHjLUzYKHM+pJI8nJywiemqgDBP0g1hlglVcRAibmxXQjjqDYYQOwjBdphcRLlUKY4Km7RNviPGiq8dHA9eIQcEVNikrPL5uun6KumAEFGIyefLUSEGKBd4swt0sgIOnhoOCOObMFdgfbOKxZXiyxzSStRkAlldsBQKvJMi30oJG+F1lOLLV9AhBTLOZVwhocBSsGIVcByBjGBWStiwFLdKOKQAEBMdEGWuv3FROFaGL9ug4hUKvOOiQ1oZocsyR5IxZYRNmheC7jCxV6TmU2mhEAn4AQApwsHllt9Mgt3X03Fl1jeU0yxJvrBhcRNRiG88HoGNEza1XTK7AusRB1yzDgPywXZsrFwKsXgUDmdlgrdscGyGlk3+RSm7C1Yk6EdVbYPs1+wBOqOMVEA4OpxupAgntCMOdcOjwIWDJCondE0mEyLEDhcXF3amGwbIfs39kXFIKzPsMcw5YUNQsWLxtCjMK/PdiMIJHyKKtSMW+VbAIQVoQEz8ytWs0J3pSqQCA7TbaUq5VCnm6FZK6MZNTiCtnFDgKyx0E2ahGF8pocD+bvEKdK0F6HnFK+eAxMTmThXia3EDcSClkLBhGxRRzoVK3I2SVjcQzWwIVhrppOCIRTknKvGNS1l6CgVCCJLJJFIVyFoJdnfB4xmEEHHCk5C/WZz2DkAsNQiACbFYrNfjpSLY1QG7ZxASxAob4WS/R9o3ALHEIMBkVoRvd2cHqjyDAABmiz3nPXieh8ViQSwWq8jfUgrMZjMsFovs9G9DiB2EyK4BCQe6FBFibPgyZ69AjZjdgTixws7xiAS7FBFiIt8KCEfBAXHBh7BiDpOpgsIREGpJXIgrltrFUeFYKb5RzoUaElSuvS9zdCslxEwuIN2hWHF7xiGtlLChgbdCDkglHVIAiJvcQEq5VKlUpfma3UBSudSjZAVrXgEgYfEACSCtGN/KCkdeYQckWcHxLEDGASEK8RW7AlfIERMdEIWEGKgjVimHNMXuO/S6nkgksG/fPkQilSl34BNA7LiHkIIZ5u3bZb+efdw52J46DU6zG9sr8Hr7I8nHETzuIaRhgqkCr+84/IfYnjwJTpNLEb6pJI/O4x5CGhxMWSOqAEFQ9+vXD7t3765IPaxUuFwuNDY2wmYrv7bVEGIHIUxmM8LEATcXoztlAyv+HpYKD9+LcE7YwSOm0I63mQ435Cow3BAAInDCh7BijoKJZ0K3MnyjnBMgXYrx5SosHEUHRKkuWJRvugLCHKABW1o5vhmHtDJ8lXZARIe0QucDb3Yp6oBUWugmmQOiEF/RcawkX2Sc10oj45BW5nxgGyhKpUpV2iEVMxviygx0TlZwnAzw/9n78zBJqjpdHH8jIjMicqvKqq6u3uiNxWaXVQFHQIUGuei4DKgwrbiAOyh6H+XOnRH1jriN4nJFvo6AAveHzigzCIiAC6gsNkuz2zTQK71Vd1XumRGREfH745wTkdlVmZWZcU5EtNT7PD42VVmRb0VFRnzez/tZAIdVNphizq9EHTFePaSg51eyKnAcBxs3boSiKFi8eDFUVQ0cwDeqJehVFyaSUMdXBqZbnUohY02iJueQHlsa+Hj7wqhVoFUcmEhw4ptBxtqDmpRBev5yDgzbYdSr0MpNWFCQ3Iev4zioVCrIZrOQOfRr9grXdWGaJiYmJrBx40YccsghA7//nBB7haIqpZFBQ9j4ZLZ8T+G0fK8mpTDiloSNI/aFIx++DRZ4C3JskpyFGHMULEGOQsLiK3Q9B0SQY8McUnBwdAHaAyLQAWEOKTgJG9EOCOshdTmVqlrJLNAQ2Cxu8ushBcT3gLDMP6/SWtE9IMwJ4jEsCQBslpAQJGx4O6RMiEmChA3PqbUAAPrc8e47nCHZxBHjxpcmhBNmBaZpwnEcLF26FOk0n+M7RhV6QgKQgK7rs75+NjQ1DborwZbB5Xj7wrHqlK/C5fi2Tvg6kiSEr9s0oCckyFCg7nN8x3FgmiZ0XQ9ViAFAKpVCMpnE5s2bPQ6DYG5YxysUrLZdVIae59Z2oGVcrmC+Cie+3h4QQRnvhMeXj+PojfcVxZcJXU7C0RI8BYs5pLwcXdGOAnNIwUno2iHxdTk5eExwCCuVMvg6us4+pVK8wRxHJ8nn/LoqFRyCAm/ePaS+AyJKOBK+PNazAH5JvGyJ2ZXJPscWr/NLE1RKUwxfmTpiPNazAIA8A1+eQbvrkt4kR+JzTElWyP+7YoapwSF8XU58wfhCDF+X8nViKFl4XEfx+63mEArYYl1TkKPAdpSpnJbvGbLYhYze1nZewoY+QEQ5Nkw4JjjxZb0ktqDzm+QsdFlAIcoBSTQJX17CsSmaLw3geDmktuDSLoXx1XmVotHfW5Cj4AXInM4vE2KyML5UOHJydJlgVgTx9YYlcXLE2N8pIUw4MkeXD19WKcAqB3iDOa8OJ2Gj0ARVsimGr2ITIWbzEmL0OakKEo4uZ2EjSWKFmMcXCpfjsRUOwvnyEo4xw9/mbzWHWeHv1RATGKbozi+Nw04NwN+rISqQ1R1yg+bFt0mFjajSI8Y3mebEV3DgrdFS1SSnUlX2gBbFlz2wE5zOrzf0Q1CpVNIrBeYjzD2nSlAgm+DsOMITNqL58rl+mQMimWICQ08wcRKO7PeWRTkg1LlyOfMV5thw7slkJfwJWwxfyevJ5MWXCTExuz0TtDSRl0PKEqwsgckdbA0QZ0dMFuwwcROOgvlyd/Bihr/N32oOs8JzQAQJMbZ8T8vkuRyP9VTYgoRYCpQvJwdPtAOiO+z88uErugdEYw4pp2WMLACSBPPlJRwZX1EOCG+HlDkpohwQFsApvIQYC7wFOQp+aS0fvp4DIspR4FwKLDEHRND5VTg7uqIdEN8h5SMU2OdAE8TX6z3jVFrL7jOaI4ZvwiGOGI/1LICfsNQF8YXLhAIvh0mwsKHOFS9hI8tk3IQw4cj4BnDwVqxYgauvvpoTI76YE2KvUIh0QJqW6W1tz7TsAAsCv1SKfyDgOg4yVDiyZddBIdoByVDHUeckdBlfSZCjkGYOKSfh6Ho9IGIerCkmxDidX6+5XRBf3g4pC4hFOSAsgEtwSnwwwSHKAdGafPkyByQpiC8TILwc0iQVjqIcBSbweDmkqmAHJMGZb5JeV6ojhi9voat6wkYMX5UmGnnsIQX8545On/Pc4XJ2xBSxPVdMOIK3cORcmuiJJ+aIhTyMIyz8bf5Wc5gV3vhZAc3t1bLfF5XmJMQYXxEOiGHUkaRb21OcShNZiY0IYePYNjISyRjqnPj6U7DEOCC8HVJJsAOSAhO6fM6vLNgB8RxSXsJGsAPCAjhefBXBDojnkPLiqzOhIEiIeXz5BLKsRFeYEPMcXb58RTkgvKfssvtiSpQQ482XPnfSgoRNkjpivISjns0DEMdX4ixsZCpsFNeB67pcjtkGzqWUMhWOsuTCcQSIR0/o8jm/ccOcEHuFwrP8BQiFWnkSANBwk0iqGpdjesJGQGBYLU15/85wEjYSPb8ihEK14gvd7BAfB4898BQBjo1lGtAlCwA/h5Q5IAkBgXebQ0of4EGh6OL4Ai0OKSe+LCAWFXizgEjl9HlLCHZA/OFDfPgyQacJCrx1ryeTD1+VOgqs95c3fIeUD1+NCTFBgbfKuSdTp+c3DUF8WY8jJ74pwUKM/d248aUJtYzUgG3b077vui5qZnPg/9XNJmqWg1oTff/sTEKLCRtJIs8jAPjpT3+KefPmwTCMtte+853vxHvf+96Ov/u2bdvw7ne/G6Ojo8hkMjjhhBPwyKOPsjfCNddcg4MOOgiqqmLVqlW48cYb235ekiRce+21OPfcc5FOp3HYYYfhwQcfxAsvvIDTTz8dmUwGr3/9qXhx01YAJFF85ZVX4phjjsG1117rrQk477zzUCgUvOOefvrp+NSnPtX2Xm9729tw0UUXed/fvHkzPv3pTyO3YAWkJcd5wvGBBx7AqaeeilQqheXLl+Nzn/scqlX/2bp792685S1vQSqVwsqVK3HzzTd3PD9xwNwesVcqBDogbOlyTUqB10YJTygIEI4NusS46urIKJysera3REDgXa8UkQPQdGVoOp89KCxTKqJUqlYugIVXvBxSv1mc//VgNGrQJfLwS+d4CQVyHE2AA9LqkPJydFmJowi+AA3gJD9ACgrWeyiqVIoFyBonvqIdEN0VxFeQEGOOLq8puywhkREmHPlOBU5lSUIt49bgOo43hY4X/HUyfBwmxleTLBhGHZqW4nJcBs0l9zNeDmm6JWFZr02PeeqWjcP/5Tcc3mln3z/x7JfOQlptD8VlWYHrEiFmOzZkRcF5552HSy+9FLfddhvOO+88AMCePXtw++2346677prx2JVKBaeddhqWLFmC2267DQsXLsRjjz3mDeu47c7f4LLLLsPVV1+NM844A7fffjve//7344ADDsAb3vAG7zhf/vKX8a1vfQvf+ta38LnPfQ4XXHABDjzwQFxxxRVYtmwZPvCBD+Dj//Q13HXz9+HQY7/wwgv4+c9/jl/96lcolUr44Ac/iI9//OM9i6Jf/vKXePWrX41LLrkEF/79GUg7FUBS8NRTT+Gss87Cl7/8Zfz4xz/Grl278PGPfxyf/OQnccMNNwAALrroImzduhW/+93voKoqLr30Uuzevbuvv0uYmBNir1CIdBTY0uWalMYop2PKAh0FttSaLLnmA8UTNvyFQr1MHLyqlMIwpwe2x1dA4F2lQqzhJqFzcki9ZnEBDki1PAUdgONKSHPqaUvQEjHN4Z9BrlWLYC3tGU4OKXNsRDgKptGARh3SNKeeTOZUiRAKxCGtARK/RILmOUxiHAXGl5dD6jkKgvh6U3Y5lS6zBEpaMmA3m1ASfEOdlCfE8lyOlx4ifBXJRa1e4XbfYdC9UtU8l+NlWhJUtXKRuxBjn4sEJ0dX01KwXAVJyUa9ImjpO0dIkgQbMhQ4cG0bSJLlwRdccAGuv/56T4jdfPPNOOCAA3D66afPeJz/9//+HyYmJrB27VqMjpJo7OCDD0Z9x18Bt47vff8aXHTRRfjYxz4GALj88svx0EMP4Zvf/GabEHv/+9+P888/HwDwuc99DieffDL++Z//GWeddRYA4LLLLsP7338RAMB1mgCARqOBn/zkJzjggAMAAN/73vfwP/7H/8C//du/YeHChbOeg9HRUSiKglwuh4XzR5F2dVRlBd/4xjdwwQUXeG7aQQcdhK9+9as499xz8cMf/hBbtmzBr3/9azz00EN47WtfCwD48Y9/jMMOO6zX0x865oTYKxQihQ1busyWGvOA4pVKiePLllzzgMhSKYPyrSMNPo+plsBbBN9qAQARurwcUlYqJcIBqdMexxp0ZDk5pDoTCgJ6VmplIsQsV+EWELHAW4SwqZULUOm/eQkbkaVSjXoVKYmUD6U48U0zxwZ17g6I02wiLZHyJV4OqU5/b1VqwmjUuDnxDBnmkHLi2+pkVytFDOXncTkugzdll5NgSqWH4LgSZMlFrVzgLsTY51jllVhKqiSxJlmolwsYGZs9sO4HKXo98HIcJVlGTdIxjCrMehmQ2q/fVFLBs186a+DjGzuegwYT9ewKpPqsokglZ37GOJIEBYBDhQ0AXHzxxTjxxBPx8ssvY8mSJbj++utx0UUXQZKkGY+xbt06HHvssZ4IY2D7vtY/vwEf+djH2773ute9Dt/5znfavnb00Ud7/16wYAEA4Kijjmr7WqNhoFSuIDlEHLFly5Z5IgwATj75ZDiOg/Xr1/ckxNr4sqElsoxHH30UL7zwQpuz5rqkN23jxo14/vnnkUgkcMIJJ3jfP/TQQ5HP5/t6zzAxJ8ReoWCLdUUIBbZ02VB4+Ut+ZkwEX7bUmi255gGvtEuAUDBpKWWdo9Ble1Y0AYG3wfhK/IQuy0SLcGwaVDjWpBT4DE/2m9tFOCC+o5tCnlNAr3mlXQIcvHIBeQB1V0Uqqc728p7AevlEOCDV8hRSoA4pr1I0KmwUyUW1Wm5zGIKiSkuXAX6OY2vvbK1c5CrEjEYNmkSCTVbyFhSalobpKlAlG7VygasQ83pIJX7nV5JlVCQdOdRRKxeAhcu4HJfBLwXmwxdgibUi6i09y7yQoUKXl6MLkAqdYbcKs1YGMu3XryRJ08oD+0Ey6SIJGXJKhR7gOK1wIAOwvR4xADj22GPx6le/Gj/96U9x1lln4amnnsKvfvWrjsdIpWZ+5npj5iVME3Gu6077WjKZ9P7NvjfT1xzH9coe9wV7Dft/WZan9cdZljUzXyocJVmB4zj48Ic/jEsvvZS+p4NKpYJsNosVK1Zg/fr1be+zP2BuWMcrFEmBpV1sd5al8HtYs8yYCAeELbU2OfL1So9ECDEBjqOWEScUzCp/viIdEIPy5Sl0U54D0mh7sPKAQRMJdfATuul9HBCeYD2ZNY7CvNUBqXAODFmgWYMOWeHzyExniAPSenxeqNHScNNVoOl8znEiqaLuEtFcK3Pm23K8TI6TEyRJ3vXFrjdeqNfKUDyHlJ+AZp9fdv/hBbvNIeXntDXo+WWJTJ7IgPNUYAAN6oJZdf7tAjLI9cDGuPOAS8PzfYXNhz70IVx//fW47rrrcMYZZ2Dp0qUdj3H00Udj3bp1mJyc3IcveQatWrUKf/rTn9q+98ADDwQq42M7v7Zs2YLt27d7X3/wwQchyzJe9apXAQDmz5+PHTt2eN+3bRtPP/1027FUVYVt254jJskKjjvuODzzzDM4+OCDvf8deOCBOPjgg6GqKg477DA0m0088sgj3nHWr1/fNigkbpgTYq9QsAy9iPG+bOlyM8HPYRLZLO7U+QtHTeC4XLtOHnxmgh9f9sDLuDXu43KZ0OXpkLY6IE3L5HZcAGjSwIKncGTCRpZc1DgHWswhbXDkm2nJRPMOvE3qOPJ0SDU9DdMlmWjWQ8kLfs8rP76SLKNKC3XrFb58Gy18eWaFqzSQZY4xL9Qp37qrIsHJIQWIAwL454PbcakDzdMhBYA6rcgwOJ/fasvvnxnKczsu42tyFrpmow7Vc0jz3I7Lnj9NzitwXNf1HBuZpxCjo9r3FWIXXnghXn75ZfzoRz/CBz7wga7HeM973oOFCxfibW97G/785z/jpZdewi9+8Qs8/MjjAIDLL/80brjhBvzwhz/Ehg0b8K1vfQu//OUv8dnPfnZw4pSvrut43/vehyeeeAJ//OMfcemll+L888/3yhLf+MY34o477sAdd9yBv/71r/jYxz42TSytWLEC999/P3bs2IE9k1OQZQWf+9zn8OCDD+LjH/841q1bhw0bNuDOO+/0HLJVq1bh7LPPxsUXX4yHH34Yjz76KD70oQ91dAfjgDkh9goF29+TEjAuly1dbiZ5FXb5+5xECBuH3ph58vUcGzTgzDAuNwgcuvuNp9BNU76qZMNo8D3HTQFCt60HpMxX2FgCHNJUOgebOiDchY2AUmAlkUDNJYNVePM1vJ5MfnwBUpoJAA3ODpMIhxTwhWiDszBnv39N4suXOSAG58Dbm1rLma/BHJAa3/PLHMwqR4cUAAzao2zV+QqFuueQJriWlLL7I7tf8kKtRYjyWicD+Hybdb7JZ8exwfIdMqeeYgBwpZkdsaGhIbzzne9ENpvF2972tq7HUFUVd999N8bHx3HOOefgqKOOwle/+lUk6XX79re9Hd/5znfwjW98A0cccQSuvfZaXH/99R2Hf/TEm/I9+OCD8Y53vAPnnHMOVq9ejSOPPBI/+MEPvNd94AMfwPve9z68973vxWmnnYaVK1e2DQgBgC996UvYtGkTVr3uLZh/1JsgKwqOPvpo3HfffdiwYQNe//rX4/jjj8dXvvIVLFq0yPu566+/HkuXLsVpp52Gd7zjHbjkkkswPj4+8O8kGnM9Yq9QpHJsXC7/ZnG2dNlNchQK1FFISSaalsk1c8qWWjschViGnl9ZclGplrjt+wIA1xNiHIVjprUHZAp6it8D2ytV5ciXOSCq1ES9MoXh0TFux/ZLa/ldv5IsoyqlMIQadUCWczu255ByFI4AcVTSMLg7IE1BfOtSGiNumTtfS4BDClBHwZnk7oB4Pbq8hZicBmz/fPAC+/0bHB1HAGgoacDxrzdeYA5pXUqBz3B1elwlAzR9R54XGi09pByfmt79kVXA8ALrea25GtItfUhBwRKXjsFZiNk2FACuy9sRozGZOz2Ru2PHDlx44YXQtNmnEC9fvhz/+Z//6f13s2khsZuUAMqKgo9+9KP46Ec/2pnHPhUyK1asmPa1008/HZWdLyJjF1Fp4dvt2MlkEj/4wQ/axNm+OOmkk/D4449B3vkkAMCWiWQ58cQTcffddwMgPWKlUglDQ747vXDhQtx+++1tx1qzZk3H94kac47YKxTMsUlKNgyDrwPCli67Gr+yjdbpalXOGXq21Npbcs0BeirjOSC8e0BcuvuNJ99WB4Q7X+qQ2hyFOeA7ILz5eo4jR2EO+D0gDc7jk0U4pAARNgB/B8SmGX+To9AF/KmnJmeHSUQPKdDigHB2bCwqPBqc+YpyQPyptXz5MqFgzbA3Kgi8qbWc+bLPr93gy7fhDUvizJfez13OfI2WPaQ8YdNEoGvxFWLMAXIgcy0F9oRYS0/x5OQkbrnlFvzud7/Dxz/+8Q4/OctxaYWO40pCSinBuQe6taKIp+MYJ+x3QuwHP/gBVq5cCV3Xcfzxx+OPf/xj19ffd999OP7446HrOg488ED88Ic/nPaaX/ziFzj88MOhaRoOP/xw3HrrraLoxwatln+1xLdHQaE3OknjF8iqmg7DJdmxWnlyllf3B5kKR0nll98kDgh58LGeAl6QqXB0OQoxoKUHhHNPheTx5Zk/bhUKBa7HBRWODmfhyAI3s1bgelyvtJazEGOBMW8HRJRwNGipI28HhAXGpsL388ZKSW3OwqZJhS5PRxcATBrIOrz5eqW1nIUYc0A4OzaWgGFJQEuFA2e+ntDlLGxYooq7EGNCl7NwtNnz0uTbZ84WGDsS53CaCZsWh+m4447Dhz/8YXzta1/DqlWrBjqsz5fzVEF5Ol8eYHxtV9qvJiH2g76vnIsuugj333+/CC6z4mc/+xk+9alP4Z/+6Z/w+OOP4/Wvfz3e/OY3Y8uWLTO+fuPGjTjnnHPw+te/Ho8//jj+1//6X7j00kvxi1/8wnvNgw8+iHe9611Ys2YNnnjiCaxZswbnn38+Hn744bB+rUggKwqqLmkW5z1VKkGFjazz3YVSE9RTwfhKOl+hUIOYngpPOGp8+Xo9IJwz9BJ18HgLR39qF+cFnZ7jyPf8Gp4Q48zXEMNXlAPiUr42Z8fR8npAODfj08CYt6PrOSCc+fqlwGL4OpwDb9vrIeV7PbBEist5OAMT+jx7MgG/woFVEPCCN3yIM1+XfX5NvufX8tbJ8BVioOdX4u2I2b4jxhVU2LGdXwCwadMmFIvFQMM0Wh08rmjhe+WVV2LdunVcDsscMe5CN0bo+zcrl8tYvXo1DjnkEHzlK1/Byy+/LILXjPjWt76FD37wg/jQhz6Eww47DFdffTWWLl2Ka665ZsbX//CHP8SyZctw9dVX47DDDsOHPvQhfOADH8A3v/lN7zVXX301zjzzTFxxxRU49NBDccUVV+BNb3oTrr766pB+q+jAHJA6Z8cmSZcusyXMvMCEmMHZsUk0SYZM5izEGl7gzVvoMseRM1+vlKfA9bjMIQVnvt4ULM7nlzmO4OjoAn4pHm8HxOPLWeiKckC8HlLOfC0aGPJ2QFyTldby5cscEIf3FLeGmFJg9vvzFgr+sCTOfFligjNfW5Cjy4SYxFvYeKXAfIWNS+/nisVZOAriC/p8V5p8HTEmbFzewkaww8RbiLHR/a3CkQeECccYoe9hHb/4xS+wd+9e3HTTTbjhhhvwhS98AWeccQY++MEP4u///u/blrzxhGmaePTRR/H5z3++7eurV6/GAw88MOPPPPjgg1i9enXb18466yz8+Mc/hmVZSCaTePDBB/HpT3962mu6CTHDMGAYhvffpRLN6FlWx4V0YYG9fy88GlIKcMm4Z568NSrEZC3H9bgNKQ24QKPCl69qM4cpy5evTJrFDc7nN9n0Sz+DHrf1emGOjVEpcuXrOY5ahutxTSUNWETo8jyuF1gk+V4PnmPDma/sOXh8z6/tOUzFafeVIO8jmb5Q4MqXrnOw6yWux5UMcn93ePP1emz48vUcvATf69dhwsPoj+9s14xb99edcD0P9PxKJt/zy4bjWIoovhUxfDmfX6iEr8yZb5MmAk0lzZcvTSQoFlnR4jgOHA79TG5LaSKP4zFILQ4Tz+O6NlkN4HLm6zli4MzXoXwxM182OIT9TcOG4zhwXReWZUHZp4et1+t3oKmJ8+bNw2WXXYbLLrsMjz/+OK677jqsWbMG2WwW//iP/4iPfexjOOSQQwY5dEfs2bMHtm1jwYIFbV9fsGABdu7cOePP7Ny5c8bXN5tN7NmzB4sWLer4mk7HBICrrroKX/ziF6d9/e6770Y6zTmLMyDuueeeWV/zKjqc4dknH8VLe/llXY6lQuz5FzdjS+VObsddSReKPv/sE9hcnn1aUK84ggbeL27ejpfv5Mf3AJskJTY+/wy2mfyO+yqTBC6btu3CDk5877nnHixoktvB1hef43ZcAFhhkEBgy4692MXxuKMWuent2ET2iPDCkhrpmdw2UcBujscdMkl9++5tL3HlO14hPZM79pa5HjdtkAfc5PbN047by/2lE0ZLEwCA3YUqV75ajTyES7u3cT3u0NRuAMBEqcH1uIkqeUhX9mzn+3ebJEtS91ZMrseVymTJbm1q10DH7XTNaBOkqmaq1uTK1y0Q58MoTvD9u+3cCgAoNByux7UnaYKisofv323bRgBAyQDX41oT5L7u1Cb5/t22Ur6WzPW45q5JnAQARhn1eh2VSgWmGXwHpWs0kAHguH5Sngccq4kMAMm1+R7X4yvxPa5pCeJbRxqAg+58y2W+TnKvME0T9Xod999/P5rNZtv3arXe3NdA4+t37NiBu+++G3fffTcURcE555yDZ555Bocffji+/vWvT3OaeGDfZj3Xdbs28M30+n2/3u8xr7jiClx++eXef5dKJSxduhSrV69uG6EZBSzLwj333IMzzzxzVndy/TPfAkxg5QELcOybz+HGofT4JwEAx732dVhx+IncjvvMc98HGsCyhWM4/hx+fPc8/hkAwNHHvRYHH3sqt+M++fyPgCqwZDyPEzjy3bHuCsAFDj36eBx20tmBjtV6vTzz4o1ACVg0NowTOfLd8uSVgA0ccvirceSp/I772MafAQVgwUiGK98Xn/oK0ARWvuoIvPoMfsd9ZOttwB5g/lCKK1/2OT7gwENxHMfjrt3xG2AnMC+neddvP/eXTnj2ue8DNrBo+SFcP8drJ+4DtgEj6QTX4z71/I+AJjB+wEqun+O1Uw8Dm4DhlIw3cDzuuhdvBExgdNFyrtfZI5UngA3AsAac2sdxZ7tmHt/0M8AAhuYfgNdw5Pvorc8DzwJDSRen8Dzu1tuAOpCdt5jr3+3x27cCTwDZhMP377bjN0ANSI0sxOt5Xme/mQAeAbJKE+dwPO5fbvgDUAHU3Hyux33q9xXgASAlW3BTKWSzWei6Hvi4tWYFMAEoCa7xX6PqAmVAhsv1uLWpGmADkPnyNWoSUBLAt9AgfCVlxuO6rotyuYxcLhfJMI9Go4FUKoVTTz112vXUqyDtW4hZloXbbrsN119/Pe6++24cffTR+PSnP40LL7wQuRypwb3lllvw0Y9+lKsQGxsbg6Io05yq3bt3T3O0GBYuXDjj6xOJBObNm9f1NZ2OCQCaps24vyGZTAorzewXvXCxEhnAJDX/PHmn3TogAZnheVyPayezQAOAyZcvW2qdHhrhzJf2KJhVrsfVXf58k8mkN+xB4nx+NYdkhfQc3/PL1iPI3PmS86tn83w/zy09FTyPq9Lzq3HmK9FhOzPxDXKvS9qEbzLNl6+cIpNgE02+5zdB+SZSfPkqlG+yyff+kGiyHt0hvnzTeQCkB3iQ43a6ZljPDm++iUweAKAOyLcTFFYarue4HjdJ+Wqc+cotPbpc75NZshtTc2qc+ZLrwdWyfJ+buVEAgOY0YEgSZFmGzGN/KuuJkhQ+x6OQ6c4sGQ7X4zK+rsTp96dgo+XF8Z35/LJyRIn+TcOGLJO1BTPd33q9fvtmvWjRIlx88cVYvnw5/vKXv+CRRx7BRz7yEU+EAaTHKp/P93vorlBVFccff/y08oZ77rkHp5xyyow/c/LJJ097/d13340TTjjBO0GdXtPpmH9LaAqYKtW0TKQkYvdnWnZ/8YDXU8Gx+dp1HGSosGFLrnnBG3/OuRk/41JhQx/cvMAWWrMeHl5Ie3z5usWuoClYKSpskpzPLxNiMme+ukOOl0wPz/LK/sCGwbDAkxc0yjeR5ns9yKL4NgXxpcMDkpz5qi1CjCeSlK/KmW9S0JRdlf7+qs13OIOoqcBJen2xxAovKIKGO6n0fqNz58uG+fDlq9Hnj44G1+P6Qozz8AsqbCRw7ntiwz8kpfvr+oTEhCPnYR1gw1AiEFlhoe/f7Nvf/ja2b9+O//t//y+OOeaYGV8zMjKCjRs3BuU2DZdffjn+/d//Hddddx2ee+45fPrTn8aWLVvwkY98BAApGXzve9/rvf4jH/kINm/ejMsvvxzPPfccrrvuOvz4xz9uG/152WWX4e6778bXvvY1/PWvf8XXvvY13HvvvfjUpz7FnX/cwAJvcBxH3LpsOc1ZiHlCgaOwMYw6khL5oKeyfANZNnVP5ihsHNtGRiIPEp0zX8njy1c4pqnQ1TgLG1ljzdd8hWMKTDjyPb+yTvgmmnz56tTB0zgLBYUG3gnO55cFbtz5psQIBeboJjlPgU14QoGzEGN806L48g28k57jyJdvkvJliQpeYI4j7ym7Gr3fpHgLmxYHjyeYsGH3d15gjhjPPaSAfz/XXb5CTBIkbNiyZcV1vJYaLnDECEfPEZOCD8248sorfX3R4jj2ixtuuIG7KSQCff8l1qxZw6WudhC8613vwtVXX40vfelLOOaYY3D//ffjzjvvxPLlywGQnrXWnWIrV67EnXfeiT/84Q845phj8OUvfxnf/e538c53vtN7zSmnnIJbbrkF119/PY4++mjccMMN+NnPfobXvva1of9+YcPxFhzyC7TYsuWGm0RS5TdQA/DH5UocA8PWZdYZ3kJMZQ4IR74VX+hmODt4fukcv8DFMg3oEhlKwNshZaVzCY6Bd5tDms1zOy4AKAL4Ai0OKW++ggJvFripnD9vCVrqx5uvLsghZQ6Ixjnw1qmwS6b4nt8kEwouX76+Q8qXr0r/XjpnoaDaYhxHJhTS4MyXJn54803R+zlvIZZsinEc2f08LRlchY03rl3mLMSYIyaR5xIveMJxQL6SJOG//uu/pn1dbjke2/3FA77Q7S5XDjzwwGnTzt/1rnfh+eef58ZFFAIN64gCH/vYx/Cxj31sxu/dcMMN07522mmn4bHHHut6zH/4h3/AP/zDP/Cgt19BYkKBowPCli3XpBR4y3WWIVM4Cke2zLrq6sgonK165ihwDLzrlSJyAJquDD3Fd0IncxR4lkrVygWw8Iq3Q+rz5Xc9GI0adIk89NI53kKBBt4cHZBWh5S3o+sJBc6ODeshTXF2HFVWesRZ2LDAmLdDKsoB0T0Hmi9fXZAQY46uytkhZZ+HDHfhSI7Hn28eAOHrOg4kTqVYqiBHN8162iQLhlGHpqW4HJclUhTODl7r80eEEOP192JoFTa2Y3vCLCi8Ukfejpgsw3El6ojZADj19wVwxFKpFFIpPtelSPztFl3OYVaIEAps2XJN4j/GXxbgKLBl1lUBfJkDwlMo+HxT3G/8TCgkOQbeNXo9iHBImQOicXRAqmXikDquhDTnnraE54DwyyDXqi0O6RBfh5T1nPF0FEyjAY06pGnOjq5Kh0nwFArEISXH4+2QekKMswMiyiHVPaHAly/7e/EuXWal22nJgM0xQ5/yhFie2zEBID1EjqdILup1fs8MvWU4Dk+0JqpqLS0JQcESP7x7MjU9DcslwTzb/eXBdQGzOtD/JLMCWHVItjHYMTqIQkmSYLvkGe/S69d1XXz961/HgQceiFQqhVe/+tX4z//8T+97Z5xxBs4++2xPaBYKBSxbtgz/9E//BACwbRsf/fQVWHnSuZi/ZCVWrVqF73znO9Pe+7rrrsMRRxwBTdOwaNEifOITnwAArFixAgDw9re/HZIkef/N4FBxZzRq+MQnPoFFixZB13WsWLECV111lfe6LVu24O///u+RzWYxNDSE888/H7t27Zr5PLg2Tv+Hi/G5f/pC29ff9ra34aKLLgIAnHvuudi8eTM+/elPQ5Ikb3riTKWJ11xzDQ466CCoqopVq1bhxhtvnHbe//3f/x1vf/vbkU6nccghh+C2226bkRsv7HeO2Bz4QfaEGL/AxawRR4wtB+YJliHjKRQY34bMP2sioqfCqJEHXh1pcC6k9EqZeAqbhifM+TukzAHhKWzqNKCoQUeWs0OqC2hur5WLyAKwXIVbRpohJcABqZULUOm/eTukzAFJcRQKjXoVKYkENbwd0nSLsOHlgDjNJtKSAYB/DykrRVOlJoxGDZrO5x6foQ4p72E+GSpsAFLSPTQ8yuW4TDhrnPmm0kOeo1AtF7glgtjnV+WdWFI1NNwkdMlCvVLEyNhCLsdliR+VcymlJMuoSTo0zOCIWTXgK4sHOi57rg38afhf273l2PvCkSQoAHWYgP/9v/83fvnLX+Kaa67BIYccgvvvvx//+I//iPnz5+O0007DT37yExx11FH47ne/i8suuwwf+chHsGDBAlx55ZXkeI6DAxYtwM9/+DVkDjgCjz/1LC655BIsWrQI559/PgAiVC6//HJ89atfxZvf/GYUi0X8+c9/BgCsXbsW4+PjuP7663H22WdPW2DsgAig7//fH+C2227Dz3/+cyxbtgxbt27F1q1k/57runjb296GTCaD++67D81mEx/72Mfwrne9C3/4wx+mnQPfwes8mv7GG2/EqaeeiksuuQQXX3xxx9fdeuutuOyyy3D11VfjjDPOwO233473v//9OOCAA/CGN7zBe90Xv/hFfP3rX8c3vvENfO9738OFF16IzZs3Y3SUzz1kX8wJsVcwFK+ngmNPkEAhxnoIeAoFiwobEXyZo8CzB8SkDogI4chK0XSOgbdB+dakNHjfwkQ4II1qAQARjnxbxQGNZeg58mUOaU3SMczZIdUEOCC1cgF5EIdUT6qzvbwveKVdkgG72YSSCP54q5ankIIYh5QJG0VyUauVkeYgnKq0dBng35PZ2kNbKxe5CDGzUYcqkSWovB1STUvDdBWoko1aaYqLEPN6SCX+iQRJllGBjhzq5HO9cBmX4/qlwHkux2tFVUpDR9G7D/FAypuyyzvVSJ5DGvj2XImEAxmADdexUa1W8a1vfQu/+93vcPLJJwMgfVF/+tOfcO211+K0007DkiVLcO2112LNmjXYtWsXfvWrX+Hxxx/3poQnk0l84bMfgwoL9aEDcfjRx+KBBx7Az3/+c0+I/Z//83/wmc98BpdddpnH48QTyT7Y+fPnAwDy+TwWLpwuvB0oAJrYumULDjnkEPzd3/0dJEny5jgAwL333osnn3wSGzduxNKlSwEQIXXEEUdg7dq13nsxeFMYuwixkZERKIqCXC43Iy+Gb37zm7jooou89qbLL78cDz30EL75zW+2CbGLLroI73nPewAAX/nKV/C9730Pf/nLX3D22cH2tnbCnBB7BSPp9azwCwydBhFiVmLmDE8QsJp8no6CVafCURHAlwZuPHtAfAePP1+/B4RjKVpVnDBPecKGH1+D8q0L4ZsHAGTQ4OaAMIe0JsAhTQtwQLyeTCnN3SFtdawqlSKG8/MCH7NeEeeQpjO+A1IrF7kIsVqlgBwAU4BDmkiqqLsqUpKJWrmIkfmLAh+z1SHNcHYcIUmoSSmoqHjXXVA0ahXPIU1xFmIAUJdSyKHu3YeCwm5xSLlPBQbQkFKAW4RZ41eayIQu7x5HAGhIaQAO3H1HrCfTxJkaAPaOp6DAgTHyKmj6AJ+5ZOf7qku7h1zHxrPrn0ej0cCZZ57Z9hrTNHHsscd6/33eeefh1ltvxVVXXYVrrrkGr3rVq9pe/6Of3oLr/3+/xObtu1GvN2CapjehcPfu3di+fTve9KY39f97gOwmgwtc+J534a3vOB+rVq3C2WefjXPPPRerV68GADz33HNYunSpJ8IA4PDDD0c+n8dzzz03TYgxR0zi0NP23HPP4ZJLLmn72ute97pp5ZlHH3209+9MJoNcLofdu3cHfv9OmBNir2CwDD3P8b42HYXfFCDEWA8BTwfErhO+lsI/8GY9FTyFjU2Fo5kQwJcGFhm3Btd1uWypt+j5NQQIx9YpWE3LRIKDw+IJcwFCjAkbWXJRrZa4OBa+Q8qfb6alx4ibA0L51iX+jq6mp2G6CahSE/XyFBch5ju6/B3SNgekMgUguAPSqPh88wL27lSlNFIwuQmbWqWIPEAEHmeHFCAOSN6teL3LQVGtFHyHlHMPEwDU5QzgTMKgznxQVCtFMJatpZq8UJczgO1/roOizSEVIBxJwrXsD4BgkKSO5YHd4Lou5IQGSLTVg/ekaEkBXCLE2Ej4O+64A0uWLGl7nab571ur1fDoo49CURRs2LCh7XU///nP8dkrv4l/+5dP44Q3vRWj8+bjG9/4Bh5++GEACDzYggnHY44+Ehs3bsSvf/1r3HvvvTj//PNxxhln4D//8z87xhadvi7DgTzD1y3LGojjvu8x0/vuu4hZkqTAI/m7YW5YxysYbI8Pz2Zxthy6meQdtrSM9+UobFyDBN4i+HpTu6gDwgPMcRQhdJmwUSUbRoPPObbr5AFtCRCOrQ5Itcwng9ykmV1TgDBPpXOwXXLD59Xc7vVkCnB0lUQCNZc84HnxZQ6eCEcXIENsAF+QBIVBjyPCIQV8Qdrg5IC0lgKLQIPyNWsFPsejgkPEsCQAMOhx2eckKLxhSdAhK/zDJ4OWnLMEVlAQgQ+YboJbT18r2H2SJbCCotZS4ijCwWN8eU1NdBzbq5jjNdWwFa7kO2KHH344NE3Dli1bcPDBB7f9r9Vd+sxnPgNZlvHrX/8a3/3ud/G73/3O+97999+PU044Gh+76Hwcd9zxOPjgg/Hiiy9638/lclixYgV++9vfduSUTCY7Dr9p5Ts0NIR3vetd+NGPfoSf/exn+MUvfoHJyUkcfvjh2LJli9czBgDPPvssisUiDjvssGnHlF0H8+eNYGfLMA/btvH000+3vU5V1VmH8hx22GH405/+1Pa1Bx54YMb3DRNzjtgrGClak8+zWZwtW3aT/AMt5iikJJObA+IaZDqVI0CIsT1fPB0QhwndhAC+bT0gU1zG4zO+lgC+bQ5IZQrDo2OBj8kcXUuAsJFkGVUphSHUaIC0fNafmQ2eQypAOALEWUnD8ALmoGgK5luX0hhxy9z4inRIAf4OCCtpM0QJMTlNHRC+wrEhwCEFgIaSBhygWedUmtji6PIdrk5gKBmgCdicSv0aZVYKnAJ/vxEw6X3SbnASYtQhrbnaNFeCB7wE5r6O2IBwbBsKyOBDmfMeMcAXNnBt5HI5fPazn8WnP/1pOI6Dv/u7v0OpVMIDDzyAbDaL973vfbjjjjtw3XXX4cEHH8Rxxx2Hz3/+83jf+96HJ598EiMjIzjwwANx409/gt/84QEsP07HzTf/P6xduxYrV6703vPKK6/ERz7yEYyPj+PNb34zyuUy/vznP+OTn/wkAHhC7XWvex00TcPISEtvJ+X7/WuuxYqDD8MxxxwDWZbxH//xH1i4cCHy+TzOOOMMHH300bjwwgtx9dVXe8M6TjvtNJxwwgnt59exIUvAG193Ii7/0tW44447cNBBB+Hb3/42CoVC22uXL1+O+++/H+9+97uhaRrGxqbHA//zf/5PnH/++TjuuOPwpje9Cb/61a/wy1/+Evfeey+Hv9bgmHPEXsFgGaekZMMw+DggbNmyq/Ev22htjq5yytAz4egtt+YIPZVpcUAKfA4qkG+rA1Kv8HmwulTY2AKEOdDigHAqjXEb4hxSAKiDOTZ8zq/InkyACBvAD5iDwheOYviyITa8hAJzdEUJR88B4eTYMMHREMSXnQdewsb0HFIxfFlCxarxcZi80lpBfJlQaDb48GUJibogYc7u6y5nvlWIEeY2SwhyEmJsDL4DmUsp/7TjMyFGK2q+/OUv41/+5V9w1VVX4bDDDsNZZ52FX/3qV1i5ciUmJibwwQ9+EFdeeSWOO+44AMAXvvAFLF68GB/5yEcAAJd86IN4x5vfgHd99PM4+eRTsHfv3ml7ed/3vvfh6quvxg9+8AMcccQROPfcc9tKHP/t3/4N99xzD5YuXdrWm0b4EjGaSaXwta99DSeccAJOPPFEbNq0CXfeeSdkWfYWQo+MjODUU0/FGWecgQMPPBA/+9nPpv3+bDH0B97993jve9+L9773vTjttNOwcuXKtuEaAJl0uGnTJhx00EHeUJF98ba3vQ3f+c538I1vfANHHHEErr32Wlx//fU4/fTTe/lzCMOcI/YKRqsDUi1NQU8FD44Ui/SbseXLPKFqOgw3CU2yUCtPYnh05g9bP5CpcGTLrXmCOCBpDKGKOqceBZkus3YFCDGAlAilYaBBS1qCQqJ8RQhHoMUB4XR+4TmkgoSNnAacvdxKu5jjaAsSYswBsThl6B2BPaQA7UW0+QmFJi0RMxUx16/ngHAq7WKOowhHFwDMRBYw+QmFpldaK0iI0evM4eTYiJwKDLRUOnDi6w13EuQ4soQVa0kICr+0VkeeyxHbYatZoImOu7v6BRsr70gy+Pth8JcYu+R9JEnCpZdeiksvvXTGl+/cubPtvxOJhNf/BQDJZALXf/uL+NG3v4zE4ld7X2/d8QUAH/7wh/HhD394xvd4y1vegre85S0z86Wu4Pv/8Xx88jOf7/hrLVu2DP/93//d8ftXXnklrrzySpjUIJATKq655hpcc801017LerdOOukkPPHEE23fu+iii7xdYwwf/ehH8dGPfrTje89Utrqv+8Ybc47YKxiyoqDqktllvByFBBU2bPkyb9Q491Qwvmy5NW/UwLdnxROOmhi+7IFtcMrQSyZ9QAsQuoDPl5ejAJM5jmL4sgCOG19DLF/ePSCMry3IcbQ8x4ZPYMgcUlGOLhOkNie+oh1SxtflJBRsTziKuR5YQoWXUGACX0RPJuAnrFjJfFCwnldRfF32OeZ0fk1vT6YY4QgvIcjJEbN9R0wIqCMmCXDwhIAzX+aIORwmJsYZf9u/3RxmBWuS5rUHhC1bVlKChA0TCpwcELbMWhYkxFjJDa/xvgnPcRTE1yvlKXA5nkiHFPADDF6ODXMcIYgvK8lrchI2Hl9BjqNJM/QOZyEmytG1aGDIywFxTbEOKXNAHE6BrNsgfEUJRyag2fsEhdfzKoovS1BwEjYipwIDvhDzElgBYXmOrhgHz6XPIcXiJRyZg8d7uQUFe85zcsSYsHFFhdJyuyMWFI5gvhLlu98Ix5jgb/u3m8Os8HoqOGXo2U6yZIr/xCOgVdjw4at6wlEMX94OiC90xTiOJuPLKUOfbIp1SL2eFU6lUokmE45i+PqlUnz4yl5PphhhbtNpl9z5CnLw7ATfnhVZsEPqlexyEmKeo5sUw9elI755CQU0xDqkLEEhWbyErrjhQ4BfIi9bfFbKMOfSEnR+WYKNF1/mkIoqpZTpfVLiJcRcsY4Nb2EDR7DDxPjychxFC92Y4G/7t5vDrDA4OzZs2bIqYMcK0CIUuAtHwUKBk6OgUr4JQXyZULC5CUfCV5RDyjLTvBwbJsQUQQ4pcyp4OTbMIRXl6Nqce0A8h1QXVIrGhA0noSCZNMAU5JAyYSNz48uEuShhk2t7n8BgfAU5YqCBd4ITX1fgVGDA/1wkODlMzHF0BDl4Cj2/LOEWFIyvIYtxxPz7JGehIEqISWIcJmGOmKBSSlHnNy742/7t5jArDM6lUmzZsiZgBwgAmJybr9kya1F8WeaUN99kWgxfrweEU+CtUQdPlEPKWyiIdki9NQmcAkPRDqlfKsWHb0KwQ8qcNpkzX1EOqesJGz6OgsIEnSCH1BM2nAJvmTpVohxdFngrTT7nV7RDyj7HCZsPX4mWZNqi+NLnUJKW+AcGdRxNWYwjlkwPA64LyXX47BJj+0EFO2Iyd+EoZLQIJIUvX+wHQozHdRTf324OoYA1t/Oa2sWWLWuZPJfj7QuvuZ2TsGHLrDVBDp7vgPARCrrDzq8ovnyFjSbYIfWEAjfhyPiKKu2ipTzchKNYh1RifDk5NixgUwQJMZk6Qbx6VkQ7pEwo8BI2THDIgoSN4vHlJBwF97yy60zlJcQssQ4p46tx4isJ7iFN0EoHzeHDlyWoLFFCLDWEpDEJ2CZqNQ7i0RUsbDgLMW9svyBhI/MWjpSvK2YmJRew6yjI3ru58fWvcPAcP9u0TKQkEwC4LC+eCb5QCB64uI6DjFsHJEAXzJdXD0jGrQGSOKHrcC49SlOHVM2IcZg8R4FTj0KKCsekoPPL9uvx6qkQ7ZCCBoa8HAUWsCUECXPJ48snQ88CYlEOKXMGk5zOr9oU65Cy4/ISNknBU3YTNKHCEhaBjyeYb5J+LlSHD19F8JRdNZ0H4LckBAVzSJuCShO17DCUZg3pzfdi97wVAIB0Oj3wDjDDtJCwXRhwkGg0ODIlMJtNoOmiCRs2h+MbpoFE00XDdaGI4GvZcJsuHNdGkwdfg/JVOvN1HAemaaLRaECWw/OWXNdFrVbD7t27kc/noSiDi8U5IfYKh1cqxcGxqZaLYOFKWpCwYXx5OCCGUYcukYxWOpsPfLyZ4DkgHISNY9vISORmlBJUSuk1X3NyQNJM6Ao6v7wdkBRIQKELEo4y6wHh5IB4DqkgYeM5IJzOLwvYhPGlGXqV0/n1HV0xgSxzMlVOpWgsgE8K4pv0+PIJvEX3kKpUQOucHJuEYMdRo/edFCdh4w0fEuTossoMVgkTFMwhbSpihBi7ry98/maU3/hZ7N69O9DxjNIENKcOI2FAKxo8KLbBbjahVCbgQoJUUYGAS6ON0h5oTg1GogGtZHJi6cOxbcjlCQCAW9UCL7k2ynuh2VUYSh1ayZrxNa7rol6vI5VKCVmqPRvy+TwWLlwY6BhzQuwVDr+5PXjgUitPYhhAw01CV7XAx5sJrJdA4hAY1kpTYLf7jDBhw8+xqVWLYAUmmdxI4OPNCG8ccXC+lmlAl8jNU5TQZQ4Ij1KpVoc0JYivwpEv4DukooSuwjnwZgGbKujzlqCBNy++umCHlDkgGqfAWxfck5mkgazucnIcBTu6qseXj1DwekgFJRKYEEuDD182REOUQ5qiCVdeQow5pLYipjSR3dezUh2p8XGMj4/DsmYO8HvBsz/+KlbWH8UTB34Eh57zIU4sfdQqRaRveA8AoPGB+6Cngw1defr6b+PQ6gNYt+wiHPrWT/Cg2AbLNJD8/94NAChdeBeGRsYCHe+pn/5fHFr6Ax5fcgEOffvlM7+nZeH+++/HqaeeGqg8cBAkk8lAThjDnBB7hcMflxtc2LAlyzUpBUFbQDzHhodQqNMl1lVXR4bDh2kmsEwkj6lStTIRYk1Xhp4SsxdG5tgDUisXhDukLJPOo7TLaNSgS6QmPZ0TJRT4CZswHFKvVIqnEJOAlCDHUc3wFTYsIBblkLLAmzmbQcEEh6hSYHYeeAXe7PcW1UPKAm9efEX3vKZb+LqOAylgqZXnkApyHNM0QaFJFgyjDk0LJqCYQ+omxAix1udQtVLE0PBooEBaLW2GbmyFrCjQdf5Rj6YmIVW2AgAqVh26Pi/Q8RLlLdBrWyHJshC+uq7DKO+EJlmYNKrQ9QMCHU8ubYVe2QqJHnsmKIqCZrMJXddDF2K8MDes4xUOiWPpkUGFTV3QDhDAr83nwbdRIXxrAvnydEDqLXyDPqA7wQ+8OQgxunS74SahamIcUuaAaBz4VluWmqcFDUNhvVE8eipqVX9gjaieTOZUpDg4IKbRgCbYIWU9K2kOfF3H8QJ4UQ6p74DwdRxFCXOds7BJecOdRPElx81IDdh28KW4vnAUw5c5TAnJQb0e/Bmns/Usgvi2Jqxq5eArcJhwdAWVJmp6GpZLhFedPp+CIOkNSxIjdCVZQcUl8Um95fk0KJKCe0gBoErjqQaH8+uVAgsqrY0L5oTYKxy+A8Ih0KJCrCEL2gkDv2clySHw9oSjLMZdAnwHhIdQMKoFAEANYfANfj2wG7FIoes7IMEDQ/agq7gpyIIcUj3NHBAOQozytVwFmi7mmmDOFQ8hVmsVuoKEIxMgKQ5CoVGvIiHYIWWCNEMdkCBodUhFlaoyocAckKDIuGJ7MjNDee/f1UpwocAEsyjhmM4MwXFJn0uVQ+CdEjwsKaFqaLjEhahzOL+sN85NihFikiyjJpFj8xA2XumyqGFJ8J+fLF4JAn+djDhhwxLxBoddpIyvqKnAccGcEHuFQ/F6KoILBbaLzBApbNLMAQkeGFp1cmMTyZfdoHkIBV/oChQ2aX49IIZXqiru/DIHhIdQaFTFO6RsXx0Px8Z3SHVhDqnWIhSCokb5NtwkkoJ6SJlzlZEM2M1moGOxQNhxJWEOKRM2iuSiXgs2IKdVaIhySFt7aYM6IGajDlUif6O0oJ5XTUvDZA5IeSrQsbweUohLJEiyjCot7G/wEI7MIRXU4wgAVXp/5yFsWAJFSohqbvATmTyEjTd8SJDQBfxEMRchRuOQJH1uigBLxJsc+IpezxIXzAmxVziSHB0QtovMSohzxFSOpV0WzdiwpdYiwBybFIepXSblK9Jx1DP8HAV2IxYpdHn2rIThkLKAKINGYAckDIeUBZyq1ITRCPaZYw5pVaAwb3WuKgEDWc/RhS7MIW11QIIKGxYIm64SuFenExJJFXVXbXu/QdHqkGYEOY6QJC+xEtSxadQqUCSyvDUlSIgBvqMQVIjZzSbSEpnkJ6pUFQAalK9ZCx54M4dUSopLhjXo/d2sBndsPIdU4Pllz0+Lg8Pkr5MRJ2wMupu2yWE3rS7Y0Y0L5oTYKxzsBsJjvK9NR+A3BQoxtj+LhwNi1wlfttRaBFiJEA9hw4SumRDIlwYYGQ7n16LnV6QQY0IhLRloWsHG8VohOLppWiolS25bj9cg8B1ScXwzLSVugR2QEHpINT0N0yUzqII6IGE4pK0OSL0SjG+9pRRYlEMKtDggAYUCc0jrropEUg3Mq+P7UL5GwJ6VKv15x5WQFjSsAwDqnByFNoe0pUSTNzy+AYVYq0MqCypNBPzEK6uIGRTEISWlwGmBjqPpCRsOpZ8hOKQWPb82ByHG+IoqXY4L9hshNjU1hTVr1mB4eBjDw8NYs2YNCoVCx9dbloXPfe5zOOqoo5DJZLB48WK8973vxfbt29ted/rpp0OSpLb/vfvd7xb828QHbJ9PisO4XLYUmi2JFgGeDohrkBuFSL4sE8nDAXEalK9AoctKu1TJDuyA2PTBIdIhbXVAqpVgN/4mDSRMgcI8lc7B5uSAmJ6jK46vkkig5pIywuB8xfeQAq3N4pyEo0ChC7Q4IAGFueEJR7F8fQekEOw41NEV6ZACgEGPbwZ0FJgDWIUOWREXOhm09NwMGMgyYW+6CWE9pIB/vwzq2LQ6pLJAR4zxDSoU6rUS5BAcUvb8ZInjQWE3rVAcUhaf2Bx203o9pIJ6XuOC/UaIXXDBBVi3bh3uuusu3HXXXVi3bh3WrFnT8fW1Wg2PPfYY/vmf/xmPPfYYfvnLX+L555/HW9/61mmvvfjii7Fjxw7vf9dee63IXyVWSNHafB7N4mzJspsUGXjnAQApyQzsgLgGmUrlCBRibN8XDwfEYUI3IZBvyw26WgqWoff5CnRIOTog7MFhCSxVlWTZEwpBHRDPIRXIF/AdIRY4DwrL4yta2JDjB+XrCV3RQowKUyMgX9aTaYgWYpxKu5hwbAh0HAGgwclRaITg6AK+Y2MHdJgaNHFSFcyX3X9YonBQMIe05mpQBDq6TU7CplYifG1XQjojbvgFe947RrDz2+qQiupxBFoS2wH5Go0aVIlMOhUpdOOA/WKP2HPPPYe77roLDz30EF772tcCAH70ox/h5JNPxvr167Fq1appPzM8PIx77rmn7Wvf+9738JrXvAZbtmzBsmXLvK+n0+nAm7H3V7DMSFKy0TDq0FODB3VsybKriSvbaNsDUi5ieHT+wMdiwtFbai0AeioD25WgSC5q5UKwJvoQ+DIHJC0ZqFdKwPiSgY/lNsQ7pAAJNFSUvUBpULgN8Q4pANSRwhBqXuA8KFjgI9JxBKiwcQuBm8WdkIRjQ0oBbnChwBxd0cLRkFOAE9xRYEKjIZivqaQBO7iw8R1SsXwtJQNYgBVwGEpYDmkzkQEMoBnQUWCJiLqUhphRKAR2MgPUAYcTX5GlwABgs0SmEYwvS6RVkcKQQOHosMS2EWydQb00hSEwh1TcOXZZfGIG41srF8BGOmUFOnhxwH4hxB588EEMDw97IgwATjrpJAwPD+OBBx6YUYjNhGKxCEmSkM/n275+880346abbsKCBQvw5je/GV/4wheQy3XOcBiGAcMwvP8ulWhAZFmBtrTzAHv/Xnmomv9QKU1OQBkfvFZfZh88NSPsPEiyAsNNQpMslKYmAmV2JMrXTYrjC5AH4RCqKBf2Ij9/cGEjMQcvwY/vTNdLVUojDQOV4p5A78NKP50Qzu+IW0atuDfQ+7BAwuZ4fmdCXU4Dzl7US8H4MkesKZhvQyaBt1GZ7Pv+0grWvN1U0kL5GkoGcACzMhXofVjgbSliz6+hZIAmYFUKAfkWyP+HcX4BWLViT+/T6Zoxac+VIYvl65d29ca3ExrUcW+ExNcJyJeVUjakVEh8S4Hep1aaBOA7jqI4N5O+gxfkPVjFSF1KISXw/NotDlMQvpXiJBaAJC6zASfKdgMTjrJRDsS3XNiDEQBVV4PqunA6HCvIM0k0euW0XwixnTt3Ynx8fNrXx8fHsXPnzp6O0Wg08PnPfx4XXHABhoZ8x+bCCy/EypUrsXDhQjz99NO44oor8MQTT0xz01px1VVX4Ytf/OK0r999991Ip8Vmy3pFN/774gxXR0Zq4A+/uxva0IKB33NhldxIX54oYveddw58nNnweujQYOGBP/4e+siGgY8zVp4AAOycrOJOgXxf4+oYkqr4y4P346kN2wY+Tr64GwCwu1jnzrf1ejmGDg9Yt/ZB/HXL5MDHzE6Rz+ZE2RB6fg+nPUxPPf4INuxqDHwcfc/LAIC9VUso34Mdkuz469PrsLEweCY1uWsrAKBQd4TyXe6QPUEbnnsKW6rk/tbP/YVB2b4RAFAwIJTvYps81jZueBYvNwO8z9YXAQBFUxLKd7xJJjJu3bgeOwK8j7PxeQBA2VKE8h2xyDW7c/MLfb3PvtdM86XncCKAip0QyjdnkD6eiW0bA72PtelpHA+gaqtC+abrpEVgcueWQO9jbF2HYwBUXE0oX7VGgvrixMvB+L78BI4EUHXJ82eQe0wvUCqkpaE6uSMQ38bOZ3EoSM/gQwLPr1Qi/fD1wu5gfHdvwEEg5/d+gXzdAhn8ZpT2BOO7dzOWgTiO9/ZwHFHXSxDUar312UcqxK688soZBU0r1q5dCwCQJGna91zXnfHr+8KyLLz73e+G4zj4wQ9+0Pa9iy++2Pv3kUceiUMOOQQnnHACHnvsMRx33HEzHu+KK67A5Zdf7v13qVTC0qVLsXr16jaRFwUsy8I999yDM888E8lksqefKTyeQgYNvPqIQ3HgUScP/N7PP/0NwAGWH3wYjjn7nIGPMxsm1qUBt4wjVx2MV53wxoGP8+xz3wVsYMnKQ3DcOeL4vvzEPwHOXhx+8Aocdsrg7/P0+muBJrBg6YE4gRPfma6XTU9+CbCBQ1YegKNOH/x9nthwA2AC8xev4MZ3Jrzw9FcBCzhw2UIcs3rw93ls4y2AAYwsWIoTBfL967PfBgxg+eL5ga67R7f8F9AAcmOL8UaBfJ/56w+AOrBswSiOPvPMvu8vDI9s/zVQA9KjC3CaQL5PbrgOqAAHzB8OdN2t3fV7oArow+N4nUC+6166GSgCi0Zzga67tTc9CJSBZG4M5wjk+9jm/wQmgfF8pie+nZ5Ja295DCgCcmZUKN9HX74d2A2MDWmBzu8jv3gOmAKQygvl+8jOe4EdwLxMMtD1+9ivNgF7SKuASL5r9/wR2AqMpuVA97N1d+0CdgPNJKlGGuQe0wseKT4CvAQM6xJOD8D3qd8WgR2AlciKvX5rTwPrgWHVxesDvM8zf/pv4GVSGi70/vBfLwDPAENJBycHeJ/1a+8GthAHuhvfQWLesMCq5WZDpELsE5/4xKwTClesWIEnn3wSu3btmva9iYkJLFjQ3cGxLAvnn38+Nm7ciN/97nezCqXjjjsOyWQSGzZs6CjENE2Dpk1fSJpMJmNzIfTDhZRKTcE2qoH4a2y5YXZE6Hmo01Ip26gE40t3pyUzYvkaMimVagY8v0m6dDuZyXPn23q9mEoGsAHH5MNXSQ0LPb8m7QFxg/JtEr6yYL5WIgsYAALyVZqkVFXSh4TybSazQB2A5fMd5F6n0B5SSRN7fr1SHovP+XW1nFC+bFiQFJCvbJHr11XF8nVVEihLVn/3332vGdkkfB3RfGnPstwMdn4lyreZzArlK+mkH0Zp1oK9Dy1ltwTzlVN8+LLhWazUUVQ8pVC+yYB8HdraYCoZoec3QZcvJ+2A55eW3huC+SYzpCNRDcjXaZDza8i98Y1T/M3QK59IhdjY2BjGxsZmfd3JJ5+MYrGIv/zlL3jNa14DAHj44YdRLBZxyimndPw5JsI2bNiA3//+95g3b96s7/XMM8/AsiwsWrSo919kP4chp0lPRcApTWzJsipwxwoAmFSIBW1u94SY4K3tppIGmsHH5Ya1Zd5KZAATsAOe3yTlq6TETZQC/ClYTsDzm6BCTNHF8rVbehSCIEEDb1k4XyIU3IDN+ArlK+lih6F4w2wCNuOzwBuaWL4uPb5sBuXLhKNYvtDI9caE9cBo6dEVCYnyTQQcHgD693FE86Wfj0TA8+u29BSLhELPb7IZjG8YU3YB/37JEm+DwpuyK/r80ue9GpAvG/4ievhQgj7vtYC7ab29noL5xgH7xfj6ww47DGeffTYuvvhiPPTQQ3jooYdw8cUX49xzz20b1HHooYfi1ltvBQA0m038wz/8Ax555BHcfPPNsG0bO3fuxM6dO2GapEb4xRdfxJe+9CU88sgj2LRpE+68806cd955OPbYY/G6170ukt81CrDm66Cb0NmSZZFb5gHATPAJZHWX3ChEbpkHqAOC4FOl2NLtZFrs+WUPQjdgIKtRRyyREsvXEwoB+aotDp5IeOsSAgaGvuMo9vplwkYKyDdBAzVZF8uXOTYyJ76SwCmwQAtfK1jgojAhp4kV5uz4QfnKFl13IpgvE2JKwEDWW8+iiuXLPh8JOxhfloiwBfNV0r7DFAhsWJLgqbXs+ak6wfi6dfHrZABApfd3LSBfb8qu4POr0l2vQfmyxLVooRsH7BdCDCCTDY866iisXr0aq1evxtFHH40bb7yx7TXr169HsUhcnW3btuG2227Dtm3bcMwxx2DRokXe/x544AEAgKqq+O1vf4uzzjoLq1atwqWXXorVq1fj3nvvhaIoof+OUcHyFhwGC2TZkmVN4NZ2gN/CwLC2tvNyQHSHnV+xgSHj6wYcl+uVqgp2SB1O43KZQ6qmxQYuLidhE5ZDKnHiywI1RbAQk5nDFFAohOWQsgy9ElSIsdJawcJG0fk4IJ5DKpgv+3wEFQre9STYcUx4Dkgwvt7nVeC6E6DVAQkoxChfRxUbeLMKGD2o0GUOqWi+ND7RgwpHGi+Jdkg1ypfFV4PCW3/zChBi+8XURAAYHR3FTTfd1PU1rut6/16xYkXbf8+EpUuX4r777uPCb39G03MUBhcKTctESiJOY1rwFnQeDojrOMi4dUACdMHLAm1ODkjGrQGSeKHrqORBJQUslUpTh1QVLHR5OSAph/UM5oNS6grWs6IE5BuWQwqWoQ8YeLNSlYRgYS55fIMFWlozHIeUOSBBhY3aDMchVTgJm6QVjkOaoIkVLWDgnQiJbzLNHJCAwtzryRQrdNU0EwqcHFLBDh6r2NEDCgWvFFgwX53GU2kEFbrhOKSMb8YNKBw9R1dwqXUMsN84YnMQB8cTNoMHAtVyOFvbgZbm9gBCzDDqSNKt7aKFI3NA5AB8HdtGRiKj2VOilxtqdA9IQKHAHFJd8PllDkjQnpUUfdCJdkhl2gMStFTKc0gFCxvmgAQVNnpIDinrSQzaA6I54TiknmNjBwtcWKlVQnBPZjLFRyiE1UOqpviUSiVCchw9R4ETX0mwo8vLAfEdUrGBN7u/BxUKMnveCOabonzTbgOu4wx8HK/nVbCwSTOhK1kwW/bt9g2vh3ROiM3hFQCvBySAUKiVyb4pw01CnWGiJE+wngIpQODNljECQEawsJE49FRUK77QzQgWuqwnJoiwsUwDukSWGaZFn18ODojnkEK80FU4OSAskBAtHHk1i/uly4IdEBZ4B3RAvOFDgs8vc0CCOgqs1EoV7JDyKpViQk70sCTVEwoBhW5IPZlM2KQRTNiw+4vo0lo9y4RNQL7McRQsdD3HRmrAse2Bj5MIiS9LbCclG4364NewEpJwbE3E1+hS8UHg9bzOOWJzeCVA8prFBw8MG5UCAKAiiZ9wI3kOyOCBS53eICpuCrLgfkDJcxQGP7+1MhGOlqtAT4UzVSqIsGkTukMjgTl1g8zBAWnUq0hIJNsomq/XAxLAAbGbTc8hTQvmy4RCEL6ALxxTudHAnLqBDd8J6oCwUiDRjq7mCZtggaw/LEns9aB7GfpgfD2hK/j8plhpFy++goV5uoVvEAeEJSKSdPy5KGTo9aZJFgxj8HPsCV3BiYTWRGZrgrNftK47EYl01hf+VRpnDQJP6Armm1R1GC4Z214LwNcrrdUFVwDFAHNCbA6+UAggxAx6Q6uHIMS8qVJBhGO1AACoSSkelLpC4eDYNKhwrEopSLLYj60feA/Ol2XC6q6KpCrWIU1ycECqVOjaroS0aMfGc0AGFwptDqlwIRbcUTAaNahSkxwnJ5avSgPPdAC+ruMgSwP3tGBh4zsgAYWj5+jmg1LqCp2TsGF/n5TgnkzPsZEasAM4ICnq4GmihSMVCgnJQaM++D3NKwUWLRxz/vFr5cGFjT8sSSxfTU/DcknyNYhQYM/HhGC+kqyg4pI4pR7AYfKm7ArucQRInAL4CfpB4JUCC3ag44A5ITaHFgckQKBFd5DVZfETbrypXQECbyYcayHwZQ5IEKFQ94RjmHwHvx7q9AZcDUGY+83tgweGdSrEqlJauNDV0sFLu5hDarhJaLrYc6xzKO1qdUizgktrWWlpkJ6VWrUEWSLDntLDYoVY2mtuH9wBaVom0hLpx0gLFrpMKARxQFpLgXXBiYTMUN77dxAHxO95FXw9ZIbguBIAoFKemuXVncE+r6rgz1tC1dCgDkg9wPn1hg8JFuaSLKMm6QD8BOcgYHxVwXwBP2FsVIMI3XDOLwDUGd8Au0jDErpxwJwQm4M3FSyIA2LVCgDIlnnRYB/MIEKB8TVCEGLMUQgiFKwqE7rihY03BStA4G1WSABRC0GIsSmSQYQCy9zVIN4hZRn6II5NwxOOYfDNAwjWA+IJXVeHkhA7rDfl9YAYsJvNgY5Ro8Kx6cpIpQQ349NAWZFc1GuD9enWSgXv36KHJbX21A7qgBiNWmjDkjQtDZM6IPUBhY3TbCIrUcdRdI+uLKMKKhQCCJtsSI4j4CfcgjggmZCGJQFADZRvAGGTCslxBPznfhAh5jm6IfBt0LjKDMBXt0nFk2iHNA6YE2Jz8KdgBelZoZkPM4SdDyqH0i6LOnhGGHxpqVsqQDO+xzcE4ahzmILFHFIjBGHOo2fFpAFEGI4uC4wyGHwKFgvQwhC6TNioUhNGY7BzHKZD2loqVRkwkK2FWArc6oAMKmyqNPFRd1Xhw5ISSRV1VyXvN6CjUCmR4U6OKwkflgRJ8hyFQR2bVictK9jBA3xHYVAhZjbq0NiwJME9mQDQCOjYEIeU9WSGIRTIfcisDu7YeD2vghMJAGBQvlYAh8nrIQ1BmBt0N22zHoAvE7ohnN+oMSfE5uDv1QggFNgOsmYIo0Z5OCBsuXIYywKZoxBE2DSpsAljyzzbqxZkvG8zRCHGHIC0ZKBpmQMdg5VQhMKXlkrJkovagIGASUtVGyEIx9ZSwkF7Krwe0hAcXU1Pw3SJ6zaoA9Jgji5CGD7U4oDUK4PyLQAIR+i2vs+gjgITcFXowoclAX7Cwhjw+q3Rv4vpKtA08S50PaCj0DqtLpMLw7GhfGuD8W3UKlBYKXAYwobe5636YHztpuWVAochxExP2AzoMLluy7CkPCdWnWHR82sHEGKsZzYMBy9qzAmxOXh7fVJBxuWyre0hCDEeDogvxMTzZT0rQRwQxtcKhW8eAKBKNozGYGKM3YCtUISYf6OuVga78dv0ARdGaW0qnYNNHZD6gA4ICyBY5lEklEQCNZe4LIM6Cr6jG5ZQCOgoUL5hCF2gxQEZUJgzIRbGsCQguAPCBFEYji4AGPR9zAEdBU84htBDCgCGTM6vOWAgyxImNVdDIpnkRasjmFAY1LFhw5Karox0Ruw4eKBV2AxWClxpFbqCe0gBPwFrD8jXMGpQaSmw6GFJgJ/gthuD8XUdGxmX7k0NQThGjTkh0rsL8AAAa21JREFUNoe2PSADj8ulOx8cVfyEG7aXKiWZAzsgMMLjm6HCJogD4m+ZF/+Qai0Vah2y0A9cJhyT4vkSByRYDwgTjmYIiYTWZvHagA6IxzcEYQ60NF8PKGyannAMly+bjtovmHBshCDMgdYekMJAP8+ck7CEo1faNagDwoYPhcTXCOgoNEIWjiwhZA94ftl9sBLCcCcAsOj5ZQnDflFr6XkNQ+gyoeAMKHTZ+W24yVAcUsaXVR71i0oxvGFJAGAn6XU34G7aWsUflpQbnseLVmwxJ8Tm4E3ZSkr2wFOwvOV7IYxGbW1Grw7oKMj0BuEKXsYIAHo6G9gBkTzhKD6QbXdABiwtoA+MMPgCwUul0CA/Z4ckbFjJmzGoMKcBZRiOLuAHoINm6JnjGIajCwANKVgPCAuAw+h5BYL3gIRZCkzeJxhf9nNh9LwCvrCxBhyGEmYpMOA7IM0BHQXD63kNRziylgRnQL7+sKRw+LL7vGsOxrfVIQ0DrNLINQZb2eMJczcFJYRSYIcljAc8vywBHFYpcNSYE2Jz4OKAsOV7bBS+SKh6yusBqZUnBzqGYpEbhBQCX0mWvVKpQR0Qmd3QQhCOgD8utzEgXyYc3RAcPKC1ub0w2AFMxjckoRDQAXE9YR7O+WWlUtaAGXrmkIbRQwoE76mwQywFBlockMBCNxyh0KR8B3VAmiEL3WYimGPTDFk4er3LA/INuxTY9hybQYVueOtvAMBW2fkNKHRDEmLsuSQNKGx8RzckUUP5yuaAwrES3jqZOOBv/zecw6yQFQVVl47LHdBRSDbJBy6MZYFAqwMy2IPKWxYYEt+gDkiCCUctHL7sATPoHhCZCnMpJOHIHJBBM/QSfWC4IZ3fRtApWCE6pIDvtAzaU+Hub3xpgGaHJByD9oA4IQtdK6AD4jSYoxuSsPEchcH4ej2kIfFlCZZBHRC/FDhcvoOWonnCMYSeVwAA5StZg51fg66/aYQkdFkCdlBhY4S4/gaAx1exBhsAF3bPa9SYE2JzAOBnSgYdR6yFvHzP71kpDPTznnAMaWt7Q2bN7YWBfp4Jx/D4MqFQGOjnE0yIhSR0/WbxwRIJisn4hiMcrYDjfcN2SH2hMChfGkCE5OB5PSADOgoSLa0Ny9H1+A4YyHpCNyQh5iSDOSBM6IYlHL3zMqCwsUMWui51bAZ1QNh9JSxHlzkgyoDCphnisCQAgBaQb8ilwCyhmWgOxtcKefiQQp+jyQH5st7TOSE2h1cU6l7z9WCBi0Z3PoSxZR7gwJfuTEuk87wodQUraRnUAVE9IZbnRakrvJ6KATP0SSrMlZCEueeADJihZw8MWQ+HLxuyMaijkAiZb1ChwHpI3ZCEuR3QAWGObhg9pECrUBiMr9dDGpKjG5QvvOFD4fBlf0fJ2j8cUpYAkAd0FBxP6IZz/UIPxtebshsSX1YJkwjIN6xhSSwBm2gONsXY35saFl/yXEoOyLdZDXe4U9SYE2JzANDSLD5gT0U6xK3tAGB6fAcTNimHBFqh8Q3ogLAdb2w5tGiYAUulNJuc32Q6HL7+FKzB+KpU2CRC4sumSg0qbJJeT2a4wmZQR8EXjiEJBTUYXyYcwyoFdjXWAzIgXytch9QvPRqMr+f0hOQ4SgFLpSRv+FBYQiHg+TXIczwsh1TxHJsBd5FSxzEsocvOL0sY9gsnZEeXCTF1UL6shzQkBy+RIudXdQYUYiH3kEaNOSE2BwAtCw4HdGzYskA9K35HBeB/QAcdP8t2kOkhbW23AjogOtsyH5Lj6DVfD1japVPHMRmS4+g7IIM6pOQBlwzJwQvqKKhh81WDCQVP6IZUWus5CgOWdiVZD2nIfAcNvMMuBfZ6VgYUNooVbimwV9o14PllpcthCV2WsBhUKEghTgUGAJk6IOqgQizkHlLWQqHagwmFsIWjSu9D2oB8w3Z0VZrgZgnkfmGHuOc1DpgTYnMA4PesDOKA2M2mt2U+HdLyvaALA33hmOdFqSs8B2RAYcO2zOvZcAJv2+sBGSxwSbnhCkfvAT6gUNApXzUkYeMGFDZMmIclxCQ2BWvAQFb1SoHD4StrjO9ggYAvdMMRNr4DMhjfZMhCN2gPSCJkR5edl0FLpZSQHV3GVx2Qr/c5DUmIJdPkfbQBHRAvYRJSqSoTNoMKBX/Kbkjn1xM2AwpHb89rOHxZpVHKHWwdkl+6PCfE5vAKQjOAo9C2ZX4oHEcsSA+I0ahBlZoA/B1qouFlogYIvF3HRpbe0FIh8WWLrgdtFmdCNxWS0PUdkMECw3TIwpxNZ1QG5JtipcAhCXO2H3BQocACHi0s4ch6QAbM0HvDh0LqyfQckAGFTdhCVwkobFSbDUsKh2/CEwqDXQ9hl9ayBMCgQiFsocsSWIPyDdsh9R2bgHtTQxK6LKHJErL9Iux1Muw5yuKAvhGyQxo15oTYHAAEWxjYumVe1XSuvDqB8ZUGEGKtu9IyITl4zAGRB+HbsmU+kxvlyqsjNOKIDSJsLNNASjIBhCd0pQBTsFzHQcYTuuGcX+bYKAMKBb+0NpzzyxyQQYUNE7pqSJ83JcUcm8H4ptjwoZCEuefYDFh65PWQhiTEkqxUasDA2ysFDqlHV6WCb9DSLo0NSwrp/GoBHRA1Ir6DOiCe0A1JmKdoAmtQoeAL3XD4pinftNuA6zh9/7y/NzUcYc746pIF0zD6/nl/KnBIpdYRY06IzQFASw/IAEKhTpcqh7VlHmidgtV/4F0rhbtlHvB7FAYplapRx9FyFeipcM4xG1IwiLCplVuE7lCeF6WukAM4IEajiqRkAwDSIfH1HYX+z6/TbCIrMeGY50mrIxSvR2GwwDvLHNKQSlUTXuA9oHAE+Tk9JKEQ1AFhw5LCEo5BS6U8oRuSUFA9obB/CF0mbNIYTNh4w5JCEja6J2wG5Btyaa3n2EgNOLbd9897U3ZD4svu80nJRqPe/zXMhjtJIfFtbVGpDbASKey9qVFjTojNAQAgeeNy+w8MjUr4Ox98B6T/wKVBd3mFtmUefsnFIA4IcxyrUiq0LfNyAAekWioAAOquiqSq8aTVEXIAB6RChbnjSsiENJWSOUyDNItXKv5k02xIpcBJb2pX/3zbSoGHwnEc2XTRQXpWXMfxSoEzITm6WsBSKeaQpjLh8NUDOiCpkEuBWYl0elC+XilwnhOj7ki38B3EAdG9dTLhCLEMdeY1yYJpNPr+ec0Ot+e1tRKmWul/UrQa8t7UdMtzqTrA7lRvnUxYpbWqDsNNAgBqA/BNhDwsKWrMCbE5APCFwiBTpQxvWWB4QszfAxJAOIa03BDwb4CDOCBsy3wtRKHLMvSDjMutU75hOqTJAA4IE7qVEIVuEEeBOY6mm4Cmh3OOkwEchdZS4GxIDp5Kp3WmB+Bbq/qlwGE5pL4D0j/fpmV6w5LCcqD9HpD+hQ0pBaYOaUjXg+fYSA3YAzggYU/ZZeclITlo1Pu/p/nDkkISCjn/fQZxQHSXrWcJyXHU07BcUg0ziFDQQnZ0ZUVBxSWJ4/oA5zfsqcAASRwDfvzSDzyhG5KjGzXmhNgcALQ6IAMEAiFvmQdapnYNEHhbEQjHRABHwawVAACNEIVNIsC4XIM6jmE6pEw4agM4Cg0qzGsIj6+WHlyINSIQunoAIcaEec3VoCQSPGl1RBDHhgWSTVdGKh1Oc3uqRdj064BUy35GP6yeTCYUBnFAiENKS4FD4tsqUPt1QBzb9kuBw3LEMkNwXAkAUGkp9e4VYQvdhKqh4Tkg/TtM6ZDX30iyjJpE+tkbg/ANeW8q4FfwGNX++eoR8K0zvgOsRNLtcPemRo39RohNTU1hzZo1GB4exvDwMNasWYNCodD1Zy666CJIktT2v5NOOqntNYZh4JOf/CTGxsaQyWTw1re+Fdu2bRP4m8QT3gK+AYRN2FvmAX/x7iBCoVkPd8s80NoD0j9fi954GyFumVcZ3wECb4sJxxAdRyZsBhEKnnAMka9OHzCDODZRCLFUZvAeEJbBrUjhnV+Woc9IBuxms6+fZUIszFJg1tyuSC7qtf76dGu0R7fuqlC1cEqBM9nBHZBquaUUOKSpn5rmOyD1PoVNq3DLDodTWivJMmoYTCiYRgO6ZAEA0rl53Ll1Qm1AB6R1WFJYwhwA6jTxNohj4wvd8Pg25MGFGHN0tZCELuAnus2BhCN1dEPkGyX2GyF2wQUXYN26dbjrrrtw1113Yd26dVizZs2sP3f22Wdjx44d3v/uvPPOtu9/6lOfwq233opbbrkFf/rTn1CpVHDuuecOVL6wP4ONaR5E2DgN8kELa8s80Dout3++NhVizRC3tqsBStGY0LVC5KvToQqDOApMOBph8g3QA2J5jm6IwoY+YDLofwqWSYVjmEJXpwGHKjXhNK2+ftb0hG5457e1WbzSZyBrVEigHqZDms76Dkit3B/fKIR5Iqmi7qoA+ndAmDCvQocc0rAkSJJXKlXvky8TuqarQNPC6yv2hU2ffNumAofpgJDrr1+h0KhVkJDIPTCsPaSAfz8y+3RsWvemhuWQAv793urXYXJdZGjpZ1gOKeBXSDXr/TtiGYTv4EWJcOpEAuK5557DXXfdhYceegivfe1rAQA/+tGPcPLJJ2P9+vVYtWpVx5/VNA0LFy6c8XvFYhE//vGPceONN+KMM84AANx0001YunQp7r33Xpx11ln8f5mYQqUlOANN7aJLlZ0IhNggDogTwdZ2Vio1iAPCtsxbYfJljsIgfJlwDLFUlTkgaclA0zKRSKo9/ywrrTVDdBzTQ4SvLLmoVkt9rVGIQjhmWwI62+qvFI1lRI0QhZimp2G6ClTJRr08heF8784A4xum0JVkBVXoyKKOemUKwLKef9agQizMUmCACIUUzL4dhXpLz2s4hZ/0faUU8m7FO1+9ouE5pGmMhOSQAlQoOJN9Owq1SgF5AFVXQyaZFMJtJjTkNGADZq0/vtXyFFIAbFdCOpNDM6QkuKGkAad/YVOtFMAK5sLqyQQAU0kDTb+ip1cYRg0aLQUO08Gz6PPJ7lOIuY6NjNsApHCFY5TYL4TYgw8+iOHhYU+EAcBJJ52E4eFhPPDAA12F2B/+8AeMj48jn8/jtNNOw7/+679ifHwcAPDoo4/CsiysXr3ae/3ixYtx5JFH4oEHHugoxAzDgNGyG6FUooGnZcGy+ssW8wZ7/355JGjPVQr1vn+WLYG2k9nQfv9kigRJaXcAvvUI+OokyM+gAdMw+ip5cpiDl8xw59vpelEpX1WyUSmXoOm9Z4JbHcewzy8AlKb2Ijcy1vPPMiFmhcg3kUzBcSXIkotSYS9Uvfeg36IOk6mExxcADFdDWjLgWI2+3tekDpMRMt+qlIaKMiqFSVgLe3/fBnVAGko6VL41KYUs6qgUJ/t6X7Y+pCGHy7cupQG3iFqpO9997zH1Ei2ljIQvceT6ed9qca/389kwP28yEQqNylRffCsFwrcmpaGGzdcmiYF++JYLezAG8nlN2fbAMUy/MJU0YJH7aV98p/ZgCIDhJiErydCuYZbYtGrFvt6zOLkH4/TfmhbeZ85qccT6+ryVC8jTYUmanpv1Z8O6XgZBr5z2CyG2c+dOTzy1Ynx8HDt37uz4c29+85tx3nnnYfny5di4cSP++Z//GW984xvx6KOPQtM07Ny5E6qqYmSkPUuwYMGCrse96qqr8MUvfnHa1++++26k0+FmJTvhnnvu6ev1ZmUSB4H0gNxx+x2QZKnnnx2a2gUAmCg1ppV+ioJVL2MZgJRk4tbbfwVZ7r3EJT25AwCwt2KFxrdpGXgniANy+23/BUXtffG1tvtlAMBUzRbGd9/rxXEcvJ3++647/tsbX94LEju3AACmGm5o5xcA3kwdkHvvuRNatnchJm17CQBQNBAq3zdCRw513P+7e6DnF/X8c+7mFwAAJUsOle/roCMNA26z3tf9xd64Hq8BUG4mQuV7gqtjRCrj0Yf/iGde2tHzz1kbn8UJACp2MlS+R9OeoCcffRjPv9x7Ftnc8iSOBVBx1FD5HuqSfrRn1j2CFyfMWV/Prhlj22M4GkDV0ULlexAtpXz+mcexudT786Kx/SkcDuIwrQ2R71KbuFkvrX8K2xq9e4f1XX/Fq0BKPx8Ike8im4STW194Djv6eN/6npewEkDV1fH7lp/rN4bpF2MWuQZe3vg8dvbBtzG1De8CUEEKfwrx/OZNEpPt2vJiX58bo7QL54Oc33vvvlsQu+nIUa9i7/aNffE1q5M4D2Rv6u9+f1/Psajo62UQ1Gq9VRRFKsSuvPLKGQVNK9auXQsAkKTpfwzXdWf8OsO73vUu799HHnkkTjjhBCxfvhx33HEH3vGOd3T8udmOe8UVV+Dyyy/3/rtUKmHp0qVYvXo1hoainfJiWRbuuecenHnmmUj2UZZQLk4BGz6FpGTjjDedDi3Ve4b+yed/BDSB8aUH4YRzzhmEdt8wGnXgrx8HAJz6upMwNDK/559d9+KNgAmMLl6OE0Pi6zoO7KcugSK5OPmkEzC2sPfSo8c3/QwwgKHxpXgNZ77drpfaOuKAnHj8q7F4xWE9H/ORrbcBdSA7tgRvCOn8AkDlceKAHH/0kVh26HE9/9zaHb8BakBqZBFeHyLfycfTyKGOVx/xKhz06tf3/HNrf3IfUAG04XGcEyLfnes+D7hFuFa9r/vL2psfBkqAkh0Lle/WJ/4FcCaw6qAVOOLven/ftT9/AigAUno0VL4vPfV/gCZw8PIlOPpNvb/vo7c+D+wF3NRIqHyff/obgAWsXLoQx57d+X33vcc8fvsWYAKwteFQ+T773HeBBrBs0Xwc38f7rvvNBLALMJNDofJ9av3/B9SAA8ZH+3quPvX7CrAdMBK5UPk+8cINQBlYNDbU13P12T/fDmwF6koW55xzzsAxTL94fOMtQAFYOJrti+/zj/wW2ESGO4V5fh/d8l/AXmA8n+6L70tPPgC8SBzHMPk+sv3XwC5gXk7ri++W9euA54GKlMb/OPd/zPr6sK6XQcCq5WZDpELsE5/4BN797nd3fc2KFSvw5JNPYteuXdO+NzExgQULFvT8fosWLcLy5cuxYcMGAMDChQthmiampqbaXLHdu3fjlFNO6XgcTdOgzTCdKplMxuZC6JdLfsTvoTAbVWT7qH1W6W6sZDof2u+fTCZhugmoUhNmvYLk+OLef5byTYTIFwBKUgpDqMGql/t6X7a0WkkNC+M70/VSlFJIw4DVqPb1vgmL9AzK+lCo57cupTDilmE1Kn3ypbvd9FyofBtyGnD2otnn+ZVNwtdVwz2/hpwCbABNo6/7i2yS68FVwz2/Ju0BcYz+rgfZIOfXDpmvpWSAJuCY/V0PMMj5tZPZUPk2ExnAAmD2dn7ZNePS82uFzNdmw4MGPL9WImS+ScrX6o+vS/maSiZUvqxHXOqTr0P5GvvwFR1POSrj29/9waY98Q05HW68pxG+cp/nt0n51uU0xkPkK2nExVWsWp98iXipS2mM9PFzcYq/GXrlE6kQGxsbw9jY7CVEJ598MorFIv7yl7/gNa95DQDg4YcfRrFY7CqY9sXevXuxdetWLFpEyoCOP/54JJNJ3HPPPTj//PMBADt27MDTTz+Nr3/96wP8RvsvZEVB1dWRkRqkmXp8Sc8/q4W8ZZ6B9ICU0OizmZkJMSXkre01pDGEGoxqf82rySYTYuHyJT0Vhb6bxZmwkfRw+TZoD4jVZ7M4Ezah85VZs3i/fOl4cz3MUQd0CpYNyHZ/kyklen6hRcDXGmBqF+15ddVw+VqJDGD4w4R6RosQCxNWMgvUAafR37h9txENXzbVl/U09wo7guFOQMvwqz7Pb7Me/nAnAHDY58Xoly8blhTecBwAAOXr3Z96hMXW34TNl94/vft/j/D3pkbDV7H6O79s2EvYw4eixH4xvv6www7D2WefjYsvvhgPPfQQHnroIVx88cU499xz2wZ1HHroobj11lsBAJVKBZ/97Gfx4IMPYtOmTfjDH/6At7zlLRgbG8Pb3066X4aHh/HBD34Qn/nMZ/Db3/4Wjz/+OP7xH/8RRx11lDdF8ZWEQcflsi3z/fQR8UB9wAWHbER/ImS+g+4B8bfMhxsYsj0g/QoFtmRbCV0oUL59Bt5MmMshCwU2VapZ7+/BmoiKL3UU5GZ/UxMVFjhoIQfelG+/QkG2mOO4f/BlgW/YfB3q2Lh9Bt7s9WFO2W17P6O/wNATjmq4gaxLPy/9CgV2/dghrg8BAKi+Y9MP2FS9MNfJAPDuR0q/fGvhr5MBWhymZn98LW8qcLjChj3/E33ybVaj4Rsl9othHQBw880349JLL/UmHL71rW/F97///bbXrF+/HsUi+SMqioKnnnoKP/3pT1EoFLBo0SK84Q1vwM9+9jPkcn4A8+1vfxuJRALnn38+6vU63vSmN+GGG26AEtZ+kxiBjMud6lsoZBzyoNCHwlseCVC+dv8LA9OUr5YLZzkngyFnBnJAdJs8WJPZcPma1AHpV9jozQj5DuCAqJRvIhPu8kgzkR3IAUmy0s90uHxZoJTo0xFjpapSyHztAR2QhEleL9HdimHBFwr9CRuF8kVEfKW++ZL7n6uHW0HhMkehzwy9ZBC+jhoyX3VAvo0CANKDFyr0wRwQsCm7IZ9fVgGR6JOvUy8AAKxkuIlcmfJN9ilsGF8zZL5Kivw91X6FWK0AADAS0c5bCBP7jRAbHR3FTTfd1PU1rut6/06lUvjNb34z63F1Xcf3vvc9fO973wvMcX8HG5dr9bmnIutWAQlID4UcyFIh1m/gnXHJjTeVC1c4+ntA+gtc0nS3mx62sElkABOw++SbYkI3G41QcPrlaxO+ash8Wcba6TOQ1T2+ed6UuoIJG8XpzxHTmDBP53lT6grWA9KvA8KErhIy30EdEK8nM2QhxkqPpD4dBSYcJT3Pm1FXSAMKMYUJ+VS4QkEeUNhIrLQ2ZCGmaIM5IGBCVwtZKNDzyyo4ekaD8LXVcPkm0uT91D75ut76m5D50goe1elvFylbf2OFXBoeJfaL0sQ5hAPD21PRu7Bp1KvQJbIrITPc+8hwHjBpINvPwkDHtpGlS4ozw+EKG1az368DknXJjTcdsuPIhILbJ98M5ZsK2XEc1AFhDqkeMl9fKAwmHLVMNHyTfTpiTDgmQ+brOQp99lRoHt9whTnj22/gzYRuImTHkQmxfh2FqISuNCDfhEXuJ2ELXc8B6TPw9h3dkIXjgA6IzO7XITukrKddtfsTClEJXdb6ofXJlwnHsIWuSs+v7vQrHAsAwhe6UWJOiM3Bg78JvffApUKXXTquhGzIW9CZA2L30VNRKReg0GWB2eGQhU2SOSC9BwKm0UBaIgs5MhHxdfvg6zo2ckw4hizMPWHTp6OQ9YRjuOfXm9rVJ1/m6OpD4Qob1gOS7NMRyzjk86nnwhUKsjZYz0qalgKrITvQvgPSH99Uk/HN86bUFcxR6LdnRW+SQDZsoct6gpPN/gJZJnSVkIUu46v2yTdJhWPYQjeZJteD1qcDkrSIUAhb6KpM2PTJN0FLa8MWumqGCZv++CrUcQy7dFnLEr4pt7/EnUz5hi10o8ScEJuDh0GmSlWLkwCAspSGHHJfne+A9C7EqsU9AICGm4Tex640HvCmhPVxfssFwtdxJeRCdvAcmpGS+nAUKuWiJ3Rz+XCFje+A9C5sLNMXutmQ+YJmKJU++LqO4wvdoXCFLuupUJ3+Hqye0A3Z0fV6QPoUCszR1UMutfZ7QPoT5n4pcLjnV/GEQp/CMaJS4IQnFPoUjp4wD5dvkpai9esoaBH1vA7qgKjMIQ2bLxU2qX6FI3Ucw+7R1TJ5AEAafQpH5uiGXArM+GbcPoVjRD26UWJOiM3Bg+MJm94DgXqZOGJVKdwJWMBgzeK10hQAoCKFPKEJ/lSzfoRCrUTOb0VKhS50odEpeX3wrVKH1HQT0PRwpx5J3hSs3vmWC3u9f2dDdpiYY9OPo1CrlpCQHADhC13m2Gh9ZDgt04jM0ZVpj0I/ze2u43jCMROycPQcmz5Lj3yhG+71mxzQUUgzoRtyKbBKHYx+S7vSdjR8tQEdECbMw3Z0Gd9+HRA9olLgFHVs0n3yVW22hzRcvmmPbwOu4/T8c77QzYug1RGZHL1+JQumYfT8c8mISoGjxJwQm4MHr1SqD2FjlomwqcnhCzHXaxbvPfBulImDV42Ar9cs3oewqdPzW0X4wlFijk0f57dWYg5pBpIc7u1FHsABqTK+bgpKItzZRUqqfwek4gldJXRHlwkF3e29NLFCHXMAoTu6SS/w7v16qNfKSEo2gPBLlwdxQJqWiaxEAsnQ+Wb6d0DaHN2Q+XoOSJ8Zen+4U9gOCA280Z9QiGq4k06FQqZPYRPVcCedlvJmpToc2+7551IRDUtK0daPpGSjUe/9Go6q5zXd0qpSKxd6/jmNPg8TIQvHKDEnxObgY4CFgWaVBFqGEp2wSfTDt0L4NqIQYt643N75NqgjVovg/A4iFBjfKBxShU2V6kM41iPkmxhAKNSKzCENX+iqtOck3Ucgy0qBq66ORFIVQasjvAx9H0KhQh1Sy1WQzoTbLK6z0qM++LJEAgBkQxa6KRqI9nM9GI0qVKkJIHzhyIRUP6VSdrOJHBW6Yfe8plv49iwUXBdDVDiGPYwqTR1ZTbL6EgpZyjcdsqObHfaFSbkPocB6XsMeRpXJDsF2JQDtn/vZkKZ8tZCFeVLV0XCTAIAqrUTqBSlWChyycIwSc0JsDh7kFLnwk2bv4+tttvMh5NGoAKDQKWzMyu4FVpXcEBqJ8EejJmjGT20OwFcJny+bcqf3wdegQrcegXBUaY8M6+noBUaEDqlGS9/SffCtU76VCIQjK81ipXC9wHdIw+fLetKYo9ELqqXohG5qeD6A/s4v69GtujqSqiaEVydkKN8ht9KzUGBCt+nKyGTDbcbP5ImQSksGjEZvQqHa5uiGKxxzI4SvIrk9C4VG3Re6YZcC54ZG4VChUKG9zbOBTDGORuhqesYXCj3yBSLseZUVVCRS7l8pDsI35OFOAEoSiVtqpYmefyYd0V7aKDEnxObggTX3an0E3mxZYDO5fwiFqJYxAn7NfrrZe+DNlhuaEQhHjd64+xEK/jLG8PnqdOph1un9ejA9YR6dUMi6/Ti6TJiHz5cFSkPoXSgwYR5F6TJbp9GPUPBKlyPoIc0OIhRahGPYyLYIhUqPQoH1kEZRutwqFMo9Bt5lyrfmalA1XRi3mdAmFKZ6C2SZ0LVdCZmQS+dkRUGZCoVqoUe+5SnIbIpxBEKBJYh65Ws0Wtb15MMVjoCfgKv3KMTa1vVEIGzYfZ9VyvSCqNb1RIk5ITYHDyoNZFN9CAV/R0X4o0bVXP9CgS03tCNYFqjnaKDl9M7XYcsYI9ipkaJT+fpxFJhDakUgzFnPST+OQrNaABCN0GVCIedWexYKUTq6mTxxQNKSAdPorU/MrBQARCMcmbDpRygYVOhG4ejmhvsXCszRjULo6ilfKPTqgNQjFLrtQqFXvtEJXaDVUeiNLxPmZSkDWQk/vGNCodZj4M2EY91VoafCHe4EAFWZnN9GuTe+5QK5fh1XQi7kdT0AUFNIHMA+97OhUi74QjfsqcAA6rSSh7WEzAazUUdKMgFEIxyjwpwQm4MH5ij0IxTYjgo35GWMwGClR1KjACAa4ciEQm4AvlEsN2wVCj1PaWIOqRr++c0O+45Cr0LB9Rzd8M9vbgCh4NSIULAiEGKtQqHXwNuukQewGYEw19PZvoVCk/a8RlEKLCt+6VGvQsFiPa8RCEfAdxRqPWboWUBWj0A4Av0LBYP1kEbElwnseo9866XohC4A1OjnplehUKcCMyqh269Q8KcYh7+uB/DvS1aPfKNc1wP4LSvNam89YuWiv66ntYfvbx1zQmwOHgYRCgm28yECITaIUFAi5NsqFCyzt3GuUoRClwmFhOT0LBRgMIc0fGHT2vxf6rGUx2VCNwK+ejoLo0+hEKVD2iYUegwMnQgdUqB/oRClowv0LxSiLAUGfIHSq6PAHF0jglJgAKjJTCj0xtcrXY5I6PYrFIxqtELX6FMoNCKcugz0LxTqEZYCA4BJ+dq13vjWiqynOBq+rAXEqffK11/Xo0QgdKPCnBCbg4dBhELSimZ5JDCYUGATC8NexggMJhQSES43bBcKvfFV2LLqkJdHAoCSSKAEKhSKvQVaMuXranlRtLqiTB+QvQoFyYiuFBjwhUKvNf9ug5UCR8O3X6EQpdAF/IC0V6Fgs57XiPg2+hQKvnCMhi8TrFalt8DQirB0GehfKLDfK4rSZaB/ocCEbhSlwECLUOiRLytdZoI+bNj0vs8qOWYD69GNytFlfNEjX7auJ4phVFFiTojNwcMgQoHtqIhCiOmpDEyX7H7qVShotP9NiUCItQuF3gJvJnSViJYb+kKht8AwEfEyRq+ZuceeCl/oRiUU+utRkD2hGw1fr/m6x9IjOUJHF+jfUZCYcIxI6DaoQOlVKPg9r1EJG8q3R6HAhiVFxbdfocD4mhGULgP9CwXbG+4UDV9Wkt6rUPAd0miFTa9CIWqHlCXgWMvCbPB6XiMSjiwhy54Ds4E9V6JydKPCnBCbg4dBhAIblBH2MkYAkGS5pfSot0CWDSIJexkjQ7+lR2wiZNjLGBmYUKj3KBSY0I1qGWO/pUds9YFCd2SFjX6FQtIiD7SohK7Xo9Bj4B1l6TLgB6S98mU9r1EJ3X6FghfgRCQcTbU/oSBFONwJaBUKPe41irBHF+hfKHg9rxEMowIAhwbevQoFv+c1mvPbr1Cw6X0kKoeU8VV6XDHEel6jKgVmlTyJHvlaXo/unBCbwysY/QqFDJ1Qp4e83JCh0qdQSNEdFWEvN2TwhEKPCxlT1HFUIxC6QItQ6NEB0ZnQjUg4spIcs0dHwROOEQmxRp9CQWUOaURC1+hTKCS9UuC8KEpd0a9QiNrRtfoUCqznFRE5ujYr6e1RKPjDnaIJvH2h0FtgyF4XlaPbr1DwphhHJBz7FQpgjm4EPbpA/0LBF7rR8GUtFUmztxUtfs9rNHzZrle1x12vdoTreqLEnBCbQxt8oTC7sHEdxxsVngl5GSODLxR6E2JRLWNkaHg9Cr3xTUcsdFnJCMuszYa0Q/hqEfH1HIUe+TJhzlY3hA3W2+P2yFenwpzt0Asb3jTMHoWCL3Sj4es5Lz3y9YRuRMLRocKmV0ch6QnHaBIfricUCj29XjGpMI+IrycUeuYbraPLhELSLPT0er8UOC+G0Gzv7wmFHoVuxD2vCk0YqlavQpdcD1GVLie9Xa/9CfMo1vUA/u7UVI+7Xp0a4WtF1FMcFeaE2Bza4AuF2QPDeq2MpET2H2WHoxYKswdaTctEVqoDaO+HCxOsVKoXR8F1HOTYcsOI+Pbbo8BWCUQldPvtUWDCMRWRcGRDLNweA28mHPWIHFI2DbNXR0FnQjeiUmA2hKVXR0GLWOiCBt5Kr3ybrEc3L4hQdzDnMNEjX7UZbSkwc2aTPWbokxEOdwJ8odArX+boRjHcCWgVCr3xlc1oe17Z51zvcXeqFHEpsCdset2d6pUC5wUx6g41y1Yi9TaJ243a0Y0Ic0JsDm3oRyiwpaOWqyCVjibj0o9QqBR9cRmVcGQlDU4PQsFoVKFKTQDRCcd+pjTZzSZyVOhmhiISNv00M7suhqhwTEfE1+2z9CjrCd1o+fZaepSlD+CohK5EA+9ehQLboajlIgq8+xQKLCCLqnTZdxR648sC3qh6XhM08NZ65Bt16XK/QiFqR7dfoaBSIRZV6TKr3Oh1dypz+qIa7qSx3ak9ChvvPh0RX5aQzfa4Eok51VGVLkeFOSE2hzb0IxRqJX9HhSRHcyn1IxTY7qOaqyGpaiJpdYSj9y4UygXCt+nKyGSjuZH2IxQqLQNTohKOfunR7HwbdV/oZiLiK/chFOxmE1mXCN2ohBgrKeulR6G1dDkqh5RNR+1VKHh8IxKO/QqFtOeQRsPXEwo9Bt5eKXBEwrFfoaBHLHT7FQqaJ3Tzoih1f/8+hYIasdDtVyhEPcU4PcR2p/bHN6qe10yend8abNue9fV+KXBeJK3YYU6IzaENdh9Tj2p0ZHw5qtGo8JuvexEKVcq3JEWXbXF18kDvRShUpnYBAEpSNjKhCxp499LMXJraDQCouCmomi6UViewwDvRQyBbnCTn13IVZHN5kbQ6oh+hUC7sgSy5AID86AKhvDpB6aP0qF4rQ5MsAMDQ6LhQXp2QoKUxvQiFpmViCESI5Uai4duPUHAdB8MueV02Ir5MKPQqbHKUbyY/XxinbtCH+iuVylIBpA9HwzdFA+9ehULGIZ9LfSgavv0KhbRN+Gq5aHrM2XWYc2twehAKKdqbpUaUWMqOEL66ZKFRr876ep32viWz0fAdoudXlty2RG0naFYBAKBExDcqzAmxObSjD0fBKJHAu6ZE11jZz9SjeoEKBSU6IcZ6DXrhW6V8y3J0fJlQ6KVUqsqEY4TCvB9HoUKFWFHKRSZ0+3EUSpM7yf+76cgcXV8ozB5olej5Nd1EZI6u3oewKU3u9v49NBKRUPAckNnPb61S9BzdoXnRCPN+HAXLNDCEGgAgN7pQKK9O6EcotArdqIR5Js/49iYUhqkQy0TENztC+PYqFHIOeQ6m89HwzdHzK0suysXZ2xuyVDjqwxHxHcrDdiUAQHlq9hVDmWYBAKBFJMxVPYW6qwIAKoXZ+XpCNyJhHhXmhNgc2tCPULDopMJ6Mi+SUlcodBpbL0LBLJMbQT0RnXBMeI7C7IGhSZcSRyl0k9neexQalG81Ur4kMOwl8K4XiUNaiVDoarne+cbBgWZrHzI9lEpVqEMapdDtRyiUGV9kkEiqQnl1QnqYZehn51ukwrHhJiPr0fUdheqsQqE8Ra5fx5UwlI/KASHvm5JMNOq1rq8tl6a8YVTDETnQ/QgFs1FHRmoAAIYi4pvNjfQsFFzH9np0syPR8NX0dF9CYcilQjci4SjJCspSBkBvu16zNJEQldAF4O967WESNxO6qYiEblSYE2JzaEM/QsGtkg+WpeZFUuqKfoSCXSE3LjNCvv4419n5WlQ4NpLRCRuvR6EHoWCWSKAVpdDVh3oXCkaZ8K1FyLcfodCgwjFKoZuiQ25YL1U3xEHosrUavQiFWpE60BGWLvcjFGpe6XIOkiQJ5zYTmFBQJBflcqHra5kwL0kZKImEaGozIjc0AocKhdkCb+aY11wNejqaBbP9CAXmQNuuhFxUPa9K70KhVJxEQnIARFe6DLQKhe58jUYVackAAOQiEroAUKV867MIG6fZxDB9rkTl6AJAlSYOGz0IseGIhW5UmBNic2hDP0IBdTKsw9Ej2gmD/oSCWyN8m1p0fPUc61GYna9To0I3Qr5MKGR6EAoOFeZRCt2011Mxu1BoUke3EaGj249QMCvRO7pZyjctGTAa3YWC5+hGyXekd6HQoIFjJUKh249QqBWZQxphoqZFKFR75Btljy4RCmkAQGUWoVApMOEY7XLZXoVCucWBlhVFOK9O6FUoMKFbdXXoqbRwXp1Qkwnfxiy7SEt7yfltujKGIpq6DAA1ujvVKHdfMVQu+j3FUTmkAFCnK4bMWVYi1atl6KyneN6cEIslpqamsGbNGgwPD2N4eBhr1qxBoVDo+jOSJM34v2984xvea04//fRp33/3u98t+LeJL5hQYE2/3aA0yAfLTUfXWOk7CrMLG8bXSUV3E2X7wHopPZKocLQjFLpMKAy5ldl7FKhwjFLoZvO9CwXm6DYj2rEC7CMUSt1LjxwqxKJ0oLNDo55QKM8SeDcpXyNCoaunMmi4SQBAlZbGdUKTOqRROtCtQoENF+oEi/KtR8gXaBEKxe58mWMeZak1AFSYUJhFiNWLrKc4Wr6eUJhFiNVi0FMM+EJhNmFTaXF0o0Sd8jVn4Vueir6nGAAajG9lNuFIeorLbgqqFk1PMeCvRGrOIsQYXzPC4VlRYb8RYhdccAHWrVuHu+66C3fddRfWrVuHNWvWdP2ZHTt2tP3vuuuugyRJeOc739n2uosvvrjtdddee63IXyXWyNBa7WG3DNdxur5WNQsAACWq5afwa8uH3CrsZrPraxMGCXTlTHTCkTWppyUDjVp3MaZQvlKEQpeVjCiSO2vgLTcIXzdCoZsbHkXTJbe14t5d3V9cj17o6qkMai55SJbpg6gTXLorr6lHd35lRUERpPSoPNn9/HqlyxEKcwAoUgeGBX6d0KyS6yFKoQsAJYkE/mxYTyc0aSAWpdAF/NLT+ix8rUr0DjTgl/Y2irPw9XqKoxU2VeooG6VehW60fOuJPADAmoWvUYregQaABv28N8v7h9A16f2UJeY6gTnUUfO1VMq32rsDHaXQjQL7xW/73HPP4a677sK///u/4+STT8bJJ5+MH/3oR7j99tuxfv36jj+3cOHCtv/993//N97whjfgwAMPbHtdOp1ue93wcLQ3higxTKdvaZKFaqX7wA5vNGoumok8AJCnQkGWXBRmCWQ1OoAkytGouaERmC4pGyns2dH1tb7QjY6vpqdRcVMAgOLe7nwTdBljlEJXVhQUaYa1PCtf6kBFKHQBoCgzodD9+vUc6FTUwoac3+osfCVWuhwxXxbo1QvdhZjEHN0IhS7gB96NYne+jldqnRdNqStqVFgZswgbxteKmC8bLsUcxU7whK4a7fXL3r85C18zJkKXlaY7ld6EWNSOLksUOdXZ+NI9pBELR1Zx4s4ibBpUCEctdG2amGX3106oecLxlRd/R9Mx2ycefPBBDA8P47Wvfa33tZNOOgnDw8N44IEHsGrVqlmPsWvXLtxxxx34yU9+Mu17N998M2666SYsWLAAb37zm/GFL3wBuVxnu9wwDBiG4f13qUTK+CzLgmVZ/fxq3MHef1AeSTWFhpuELlnYu2srtFTnJuWMTYRNIjMS3e8tySgig2FUMbV7e9da6BQd5apkRiP9OxWlIczHFAq7X8a8RSs6vk6nOzXktDi+vVwvRXkIWbeO0p7tsFYe0fF1ukkdx3SE1wPIjXyeU0R5746uPFTmkKai5VuR84A9gerkzq48kkw4pqK7fi3LIsMs3B2oz8JXYQ6pHu35rSXygA00Ct35ykzo6vlI+dYTecAiwqYbDxbY2Hq097NGcgQwALM0M1/va17Pa7Tn11BHgDrQ7MCXgTkOTTVavp6jUJnoysOmwseMmG9THwVKxAHpxoMJSyPZzjdoDNMvbI0mXmbha5VIYqSRjPb8OimSOJTre7vyMGgip64MRcqXVcgoje58G0WS2Kv1yTfs66Uf9MppvxBiO3fuxPj49Oa98fFx7NzZPSvL8JOf/AS5XA7veMc72r5+4YUXYuXKlVi4cCGefvppXHHFFXjiiSdwzz33dDzWVVddhS9+8YvTvn733XcjnY6u6bQV3fjPhtdgCIuwFw/edy9Sz27s+LrTnRIgAc9u2IyX9tw58PsFxTEYwjCqePSB3+OZlzq7ICfbhO/zL72MLaXo+B6OHOZjCk/85U9Y/3Jn1/E4qwhIwAtbdmLbnWL5drteDnGzWIJdeOaxh/DiROcby5FUOL708h5sF8y3G5a7pHRuw1NrsbnU+Rb3KipsNu+cws4I+S52yT1j43OPY1ujcwJoZZ0Ehlv3lLA7Qr7jcg6wga0bnsR2pzOPA6rEIXl5soaJCPmO2GS5+I6XnsGdXXgsoIHWjkKj6+tEI9ckwy8mNv+1K4/RArnX7SqZkfJNm+QzNvXyhq48jMmXAQATFTtSvqpBKhJKO1/qyiOzZysAYE/NjZSvUic9mbWJzV15aDs3AQAmG1KkfKUqaWkw9m7tyiOx/UUAwJShzPi6IDFMP3ArpKWhWdjela+85XkAwJSViPT82kViArilHV15uBufAwAUbDVSvtZUHQAgV3Z15WG/+DROBFB09IH4hnW99INarXufOkOkQuzKK6+cUdC0Yu3atQAw43he13V7Htt73XXX4cILL4Su621fv/jii71/H3nkkTjkkENwwgkn4LHHHsNxxx0347GuuOIKXH755d5/l0olLF26FKtXr8bQUMT1uJaFe+65B2eeeSaSyeRAx9j85BcBey9etWwBjnrDOTO+pmmZSD1OJtO94cxzMDK+ZGDOQfHC018FrB048IAxHLN6Zr6u4wCPkYEep5x+JhYuOyRMim1Y/+y3AGMLVizK47hzZuYLAPXHPwIAOPHv3oClh7xaCJderpdn/voDoP4ilo/ncHwXvqXHLwUAHPPa1+PAI08SwrcXPPn8j4Hqc1gyL40Tu/CdWPdZwAWOPP5kHHL8G0Nk2I51L90MFJ/A4rzele/2J/4X4AKHHnUCDjul8+tEwrIsPPjM9YANLBxKduVL7iPAQYcfg6NOj4YvADy67VfABDCeVbryffHpqwAHWPaqozveR8LAIzvvAXYA89MSTujCd/2z3wJsYMmBh+PYLq8TjbV7/ghsBcZ0Z8b7GbvHjCRMoAksWL6q631ENNYW1gIbgXmajWO68Hjy+X8HTGD0gIO7Xjei8Uj1aeB5YCRp4rQuPNa9eCNgAEMLD8RrIuT7mPkC8AwwkjDxd114PLb5P4A6kB1fjje0vI5HDNMPHr9jG7AOGFEaOKkL30e3/QqoAal5B+DUCM/vE3fvBdYCebnW9XP0yI/vASqAml+CcyLk+/R9NeBPwLBcw9FdeKz96R+BEqAMLeyLb9jXSz9g1XKzIVIh9olPfGLWCYUrVqzAk08+iV27ptfLT0xMYMGC2cdy/vGPf8T69evxs5/9bNbXHnfccUgmk9iwYUNHIaZpGrQZptAkk8nYXAhBuNSSI4ANNKt7Ox6jPLUbKfrv0fHFSET4ezeSI4BFxqd34lstF5CRSOZr3oIlkf6dDHUUMAC31plv0zIxBJJNGZkvnm+368XSRoF6d76u42DILQMSMDy2KNLz20zNA6pk6mQ3HkMO4ZubtzBSvrY+ChRJqUk3Hlm68iA7b3GkfBt0GIDSmOrKI0OXc2ZGoj2/yMwHJoDELHzTlG86vyBSvlKW9Nwmje58U03CV4uYr5Ij1SrqLHz1JnH/1eHxSPkmhwhfzZyFL+2BVofmR8pXpcttU1ahKw/V69kei5SvlqcDqZrdz2+S9mzL2Zn5hhVPpSjfTLP7+WU90FIm2vObGV0EAMjaxa48FNPvgY6Sb3beYgDAkN39/LJSdic1OhDfOMXfDL3yiVSIjY2NYWxsbNbXnXzyySgWi/jLX/6C17zmNQCAhx9+GMViEaeccsqsP//jH/8Yxx9/PF796tldhWeeeQaWZWHRokWz/wJ/ozDVEaDRfSpPeWoCowBKyGAoqYZHbgZY+ihQ6863NLkLGQCGm0QqHe243KY+CpT9qXIzoTi5G/MAOK6EoZHohqEAgJ2aBxT8cfozoVIuICeR8fbDEe4sAVpr6DvzNY0GshIpmciNLAyFVye4GfL3ZcM4ZnyN42CYCt1shMs5AcCke2ESXfgCdDmnFP1yTjlLnjGsJ7ATclTopiL+vCXo8CPN7H5+mdBNDUfLV6V8WU9rJzChqw9FzHfIFzbdkGr6QixK6JRvmvY4d3wdFWKJ3OwxlUjow+T+n7W7D/vS6DCqRC7aYUkpOnk563Tnm2TDsyIc9gUAafq8GnK7uy3JGAzPAoAsnRTNJnF3moioMKEb8fCsKLBfTE087LDDcPbZZ+Piiy/GQw89hIceeggXX3wxzj333LZBHYceeihuvfXWtp8tlUr4j//4D3zoQx+adtwXX3wRX/rSl/DII49g06ZNuPPOO3Heeefh2GOPxete9zrhv1dc0aSBLLpM5akV4rEDBKBCAYBc68y30rLsMurRqE6a7o6qdxZibNllScpASUTcypkhfBONznxLdFR83VWRykR7TbDAO2l0DmQZX9uVkBuJNnBJeEKhC9/iJBIS6b1gKwWiQjNJ/r6a2VnYGI0a0hLpZWArG6ICc0B0qzNfx7aJowtgKB9tIkHN9RZ4D9NALBMxX40G3plZ+LLAMR2xME/R85WzC11fl3XiIXTT9PMzNItQYMInaqGbpYm44Vn4pqnQ1SKcugyQigiAfJ66rexhwjzKKdEAMEz5DqEKs2Vo3L7QaKIhauGYn0dMDU2yUCkXOr6OPU+iFo5RYL8QYgCZbHjUUUdh9erVWL16NY4++mjceOONba9Zv349isX2D/8tt9wC13Xxnve8Z9oxVVXFb3/7W5x11llYtWoVLr30UqxevRr33nsvlAg300cNtqC5W4a+UYzHzhKAlAoAQKJLIMv4ViLeqQEAcmZ2oVClfMtS9HwVJhS6BN7Vlh0gUYM5CnoXvmWPbzbyz3qyh4w324FVczXoqUwYtDrCUcnfuFvgXZok57fpysgNRzsOPkVLu7JdAu9yYQ8UyQUADM2LVtiwDH2ui6PQqJWRkkwAwNC8aIVNxtvl2Jmv4zgYcklPcdSOrp+hL8F13Rlf4znQiN7RzbU4CrZtd36dxzdaoTA0RgLvjNRAo17t+Lq4CN085atKNkqFzs9kNiU6NRRt4m5odBy2S2YjFLus7GFCV4+Ybyo7hLpLqqZKXfj6pcDR8o0C+8XURAAYHR3FTTfd1PU1M91UL7nkElxyySUzvn7p0qW47777uPD7W4JCexS6Zei9ZZcR7ywBgESWlfJ0ydCzZZcx4JukGctupTFMOFYj3gEC+KU86a58SeBdUYYRbRgLaDTwznQJvOstyzmj3RIE6DTQy3YRNlXP0R1C5HNZqRDLdcl4V6Z2YT6IAz1PiTbf5y2p78K3NLkLwwAqbgpZTe/4ujDAAu+8W+xYylOc3AUdgOkqyOby4RLcB8xRyKMCyzKRnKFU3TGqkKnQHY7Y0WWOQkoyUa2UkMlNv8fWayWkJTIhNmphzvgqkovJvbswOr542mtITzEVuhGXhueGRmG6ClTJRmHPDixcevC01xChS0qXo+ar6RlUXR0ZqYHi3u0YHp1ZCHiObsSJBFlRMCnlMIoSSnt3Yv7i5TO+LkeFrh5xIgEAitIwUphAeXIncODhM76GlYZG7ehGgf3GEZtDeGDWe6pbKQ/tb2LLG6OEF3h3EQpsOacZ8fJIwK+h7+YoNGm/WyMGfHsp5TGZME9E7+BlRmYv5WHLLqNezgm0Zrw71/zXPWEe/fmVdSLE8m4JTocMPXNI4+BAD9Nm8ZxUh9GYeZyw5+jK0Tu6+TFyPaiSjXJp5ntwZdJ3oKMutR4eXQCHZugLHTLeTaMCACghjaQ6fdBVmEhnh2G4pIm+k6NQpKXLpptAJhPtNZxUNZRAXPDSZAe+k/4y7eGIexwlWUaRVnJUOvCtVopQY9JTDABFukS4OjXzEvWmaSAH1lMcPd8S5VsrzHx+yfAs8pnLxkCIldmS+kLnpe9DtEc3HbGjGwXmhNgcpoEF3l2bbekWeluPvp43xRyFLoG3S/laMeDrZei7lfLQZZemFm1ZF+CX8uS71NA3y+QGa6jR882xHgW3gmaHhYpWifCNg6M7RM9vWjJQr5ZnfA1bzllLRu3fAQmNDuuQHJSmZu7LNGgPaVXJh0WrI3Ij89B0yaOuk1CoT5GvV2LAV0/nUHOJWOlUysMCsJKcD4tWRyiJBIpSFgBIxnsmGCTJUJKiT3xIsowCFQqd+DIBUZCGIhe6AHEUgM5CobyX7JQrIItExMOzAKDiCYWZA+/SHsK35mqR9xQDpJIDAOqFmc9vgfJtunLkw7MAuqQeZOn7TChP7UGSCl2W2IkSdcrXLM3Mt1ErIyM1APiJs1cSor/DzCF2yLAMfRdhk6gToYBc9Nmhtpr/DkJBoctlnUz02aEh2rw6hCosc+ZmW6lKh0nEgC+7kWuShWqlwzVRJnytVAz4UiEmSy6KkzM/WB3K14wB3+zQCEyX9KmxB/6+sEskMGxo0QcBciKJMl1eUdw7M1+rSPjW9Ojr/SVZ8TL05Q7CxqR8q2r0iRoAKMrdHQVjipz3ajL6xAfQkqHv8HmT6ajyUiIe57dMBXejg6NQ27sdAFBU4sG36gXeM5/fCuU7JcfjeqjSBFcnoVDasw0AMClHn1gCgDpNcFk0AbovChOUr5SPvKcYABo04dnswHdqgiwjLyITeU8xQCdxA7ArM/Od3EWWvTfcJIby8biGw8ScEJvDNDCh0K3ZVjdIJjwxFH22pa3ZtjhzX5vaIHzlGPAdbm223TNzIJCkQlfKRi9009lhr9m2E1+F8nWz0QubhKqhSEt5OmW8ZSbM09HzJRl6EshWOmS8JcrXTkcvxIDZM/SokK839Xjw9YRCB74uE+Yx4cucuXqHQLZJhWMjBkIX8IVCowPfhEGEWF2Lh7Cpe0Jh5sDQKFChGxNh3qB8zdLMfBtTRIjFRZgbNPDuJBTqk4RvOREPvqzyxOkgFKqUb0mJh3C0KF+3w2Tr8h4ibAoxEbreJO4Ok63Le31hHgcHOmy88n7jOcyKoeHRWTP0WYsIHra8MUroKdJsCwClDhn6jEV6xLTh6PnKioIinS7YqeZfNwjf5HD0QgzwA+/K5MznV28wYR4PvqwEqtohQ+8J81z0QgwAyqw0poNQ8IR5TPgyodAp8FZqTJjHQ9jUZimNYULXjYnQZaU8Vge+YMI8FQ++RrJ74K3RCW7NmAhHVkLdKUNve8I8HkLM1Gng3WFXZrNE+Da0eJzfpt59BQ5zoOsxEbp2ipxfqcNuTzNmDjSbbC13WIHToHwrMRG6YJO4O+z2rNG4ohwToRs25oTYHKahl2bbYYc0kWdjUs/rNdt24DvUJDeA9Gg8+PoZ+pn55ijf1Eg8+HpCoUPg7QvzeCxCr8ySoc+YJEBQY8J3tpr/FHOgY5BIAHxHoZNQ0KjQVWLgQANAY5YMvdpgQjceiQRD6y4UmDBHDBxzALD07hl6toPJiYFjDgBNyrdThl72HOh48GVL6qV6h12ZzIGOiTB3U92FguuVsseDL9huzw67Mm0qdI2YOOZsZU+yw4qhplfKHg9hrniTrWfma1IHuhYTYR425oTYHGZEUSEPqiqtPW+FaTQwAjJUYHj+AaHy6oQS5VubfHna9xzbxohbAAAMzV8SJq2OqCTJDYeVlOyLESp0c2PxEGLsBml24DvskBtsZl48zm9dJQ8gqzizgzfUJOc3NRoPIWbQB6Zd6uBAM2Gej8f1YFJnwynPnEjwHOiYCF0W8LEAcF+kqQOtxsDhB3wBIFVm5us50DER5qzEV67OzJetklBy8eDLBGyiNnMiIVlnjnk8hC4rUfcE+D5I1Jgwj4dwlGllhNaYma9ci0/PNuB/jlLGzHy9nu2YOOYq5Zs2Z+bLhHlchC5LeKbN7sLcjAnfsDEnxOYwI6o0kDUmt0373tQEETtNV0Z+XjwerDWaqZpJKJSmJrxRuSPz4xHIsqELzcJ0vvVKCVmJjMrNjy8NlVcnGHSohT2DsGmaBvIuE+bxEGJmmgQC7gzCxnUcjLpEiA2NxSOR0MzQz1EHYZNnDvRYPM6vQ/nKlQ6OuU2FeUwcaORIIJCodXCg7Xg50BgifJO1mYUNE+b6SDyErjxMeGj1mYUNG/ykjcTjeZGggWGqMTPfNHXMkzERuipNwGSMmfmynu24ONDaCLlPZTsIBY0KXSUmQjdF+easmR1HvzQ8HnzTYyQuGGrOLGz80vB48M3OJ3xH7Jn5xqlnOwrMCbE5zIhGinyA7eIMwoYKsUkpDzkGE4QAwEx1DryLdOJRAVloeuTrcAEAVoYGUOXpfJnQrbtq5MtaGews4atUp/Mt7NkBWXJhuxJGxuIRGLLAOzkD31JxL1SpCQAYHY+HsGGBt1qfLhQa9SqGQPZf5cfjIRwlylevTxcKdrOJEbqaIR8TxzxBA9mZAm/XcTDqOdDx4KvNEnjnqQMdl9JwfZSct06BN7se0qPx+Lwxvp0Cb680PCaJhDQNZIc78M1SBzouwpwF3vkOgXfaYg50PPjmFpClyKMd+Oom69mOh9AdXrAMADDmTMKxp0+KjlvPdp7yHXWLMI3pk6L9nu148A0bc0JsDjPC8QLv6YFhbSpeE4QAdA28y7S8Mi4ThAA/kFVnyHiX6MSjqRhNEFKGSUCizRB4F6hwnJKGoSQSofLqBBZ46zOUmhR2E74lpKGns6Hy6gSVZmTTM5TyTO0miQTDTWJoOB7N19po54x3Ye9OKJILx5WQnx+PQEuf1znwrpQL0CWyb25kPP6Bt9GoYRhkmm1chG5mjGW8p/N1bBsjIHvE4lLKPjROAsN5HQJvrzQ8JqXWw+NEKMxzZw68h50CgPgI8xEmbNzijCtacrQ0PC4926MLCd+cVEelXJj2/ZwVL8d83kJy/apSE1MzDCjLUL5xEbojY4thugpkycXk7q3Tvp/yhG48+IaNeER5c4gdFK/UZHrgbdBRrnEZ7Qt0D7wbtG+M9WXFASq9oadn4Fujo1xZ31sc4JeaTA+0qnvpzpIY8WWB95A1/fyWJ7YAiJcwz1AnZrg5/fwW6YNrUsrHRphn5nXOeBd2kfM7JQ3FYrksAAxTYTNT4D25k/CtuCmks9EvHAa6B96Tu8j1YLpKLJbLAsAIzXjPw/SMd3HvTiQlG44rxaY0fB4NvLNSHZXSVNv3KqUppCXyO4wsiIdwnLeQXL+qZKOwT+BtNuqxE7r5sUVe4L13V3vg7di2Xxoek1L27NCIN3l5cufmtu8Rx5w60DHp2U6qOiZBBqpN0fttK0a8nu148JUVBZMSiQ8K+5xfABimJZbpmPRsh414PNXnEDtoXqnJ9MDQLpAbayMdjw850D3wbk4SvvVUfD7krMY7P0Pgbe4lN9ZqKh5lEACQnU8CrZky3o09hG9Jiw9fFniP2tOnNNX3kAdBMRmfMoj2wNtu+1519yYAwFSc+LYF3o2275V3bQIATCbiU+8/2iXwLu16CQCwR4mHqAG6B96FnRsBABPyWGxKw1ngDQB79wm0JncQvnukESRVLXRuMyEzNIKKS5aS793Rznfvyy8CIMtwMzEpDU+qOvaCJAkm9wm892wn57fhJmNTGt4t8J7ctRWqZKPpyhijzk4csJcu7y7tc35Lxb3ISOQeN3/xQaHz6oQphfTxVyfa+TZqZU+Yz18SH75FusydJZoZmpaJ+S4RYqMxOr9hYk6IzWFGZLuUmiTKxGFyhuKRzQK6Z7ylMvngN3Px4TvCSmNmCLxRJHytTHyE7ih9YI6iBKNRa/ueQ4W5mY5HEAAAo4tWAJg58PaEeYz4tgbeU/vs7rMmyYO2FiNhPjJvvGPgbewl/12OkTBvDbz3zXg3JqgwV+MjdFsD76l9+NaoMC/ESJi3Bt7F3e2BYYXyjZMwB4BJ6uCX9wlkmdDdo8SLb4EKhepEu8M0tYMkEibk+bFxzIHWwLud797tROjukUZj45gDQDlBhE1jnwFlTJhPYgipTDxK2QGgojK+7ZOiJ7YRvlVXx1A+HuPrAaCqk8+TOdXOd++OzVAkF6arYGxhPIaThY34fGrnECuwDPIoStMy3uk6CRSTI/HJZrHAOyM1pgXeepWUUir5+HzIRxcug+NKSM4QeKuUrxQjvvl5C2G6pP9rcp9Sk2SF8HWH41EWAwCZXB7lDhlvhQpzOxcfvm2B9z4ZWYkJ82x8EgmSrGCvF3i3Xw8uE+YxSiQALRnvffjaU9ThjxlflvGu7Gnn6wvz+CQSAKCQJHz3zXibNPFR1eMjzAGglCQOaH1ve2DY2BO/RAIAVFTCt7FPIFub2AQAKMQokQC0Bt7tA7+qu8n5jZPDDwB1ytfaZ5JxiQrzvTET5gYdUObsM8m4uHMTAGBCiZcwtzpMMmaJhD0xcvjDRnz+SnOIFfLzFsBwkwCAPds3tX/PIn1jmQUrw6bVEZlcHiWQiYh7Xn6p7XvDJuGbmr88dF6dkFQ1TEq01ISW7jDkDHKj0ubFh68ky9gjk0B2asemtu9lmDCPEV8A2EsD2RItlWNI1QhfJUaJBMAPvMu724WjViOBgRwjYQ4ABRrIVvbhm6zQQDFGwhzwA+/annahq3gOf7z4VjQS+DX2EWJSia4PiVEiAQBqlK+xjwMil8h/G5l4Cce6TgLDZmHfRAK5PuJUeg8AjTQRhs5Uu9BliYR6zPialK9b3FeYs9L7eF0PTTqgjH2+GIw9mwAAlZglEpws+XvL5Xa+dSrMi2q8+Lo5wjdRaRe6lRiW3oeNOSE2hxkhyTJ2KuSDsXfreu/rjm1jvkPKFUcWHRgJt06YUMiNp/Dy897XXMfBfJuMgB5eGB/hCAB7EuTGX9r+fNvX5zUJ39yCFWFT6opJlfCt7Hyh7esjFuGbGV8RNqWuKGrkxl/b1c53mCYS0uPxEo6lFHG8jN3tfHMGmVyqj8WLb5Xytfa0Jz6yDcJXnRcvoVvPEOFi723nG0eHHwCMLOHrTrbz1ZkwH4mXMDdz5PzJU+2JJZUGXtJwvPjaQ4SvUmhPJCTK8XP4AcAdJp//ZGlT29dlz+GPj2MOANII4auV93X4iXC0svESjvLoCgBAqtLO1y2yREK8+CbGVgAAMrV9hHkMe/gBQBsj8Veuvk+PGHXM4+bwh4k5ITaHjiho5MZe27XB+9rkrm1QJRu2K2FsUbwCw6JOHpyNlkC2VJz0G21j1LgKAJU04WtOvOh9rVGrYJQ22o7FjG8tQwKp1kC2aZkYo42282LWaFvPkkDLbeFLhDkZ6BK3RIKZI58nabI9kB2jiYShmCUSrOEVAAClsKnt6yM0kZAdjxdfJ0/4JIub2r7uC/MVITOaBSOEr7pPIDtkUL4xE+byPMJX3yeQzVG+6mi8hFhiPvn8p6vtjli6QYS5OhovYa5Rvrl9Am89pg6/Pn4wAGB4n8Cbld7HzeHPLCB8R4x2h4mV3sfN4c8ufBUAYMxs56vEsIcfAIaWEL7jzXZHTCrRHv4Yld6HjTkhNoeOYIGs0xIY7tlORM6ENC9WjbYAYNAMJ6Y2eV/bs43wncIQUplcBKw6ww9k/Yzsbsq35mqxGU3NYM8QyO7ZsRkJyYHpKpi3IF4PVoyyQNYPtKb27EBKMgEAY4vjJRS8QLYlMKyUprydUXET5okxEhhmWviaRgNjdDT16OJ4CV2VBrLZmh+4OLaNcc/hj9f1oC8gf+/hhs+31eEfWhiv85v2Atn2QGueTYRYNmZCt1MgO0pL2ePm8LNAdqzZ3mOTN4kDnY5R6T0A5JesAgAssHfCdfwVDEOewx8v4Ti67FAAwEJnN+xm0/t6th5PYT5/OTm/4+7etgFaaeqYJ2PGd8GKwwCQuQPloj/NWKf3YyVmDn+YmBNic+gMGshqJT/DWd72VwDAXjVetjcAyKMkMGktLShsfQ4AsDsRP9ubBbKtGdnJLYTvTmVRrBptgZkzshObngUA7JIXxK7RNuUFsj7f3RufAQDsxBg0PR0Jr07wMrItgfeOl54GQBIJuZgsc2bILToEADDP9APvHS89A1lyUXV1zBuPV4ZzaDEJZOe3ZGR3btkAVWrCdBOYHzNhnl9CAsMFzR1eILt39zZkpTpsV8KCZYdESW8aRpeyQHaXF8gWp/Z4Dv/8Zasi4zYTxpZND2QbtQrG3T30+4dGxm0mjFM+81D0BlI1LRMLbSJsRg+I1/lduOJVcFwJWamOSTqQynVsLGqS+xsTanHB+JKDYLkKVKmJ3bTP3HUcLGiS5we7f8QFo/OXoOZqkCUXOzf77Q3zTRJPZBfF6/6QHRrFFN19tmuL3+4yr0H4phceHAmvOCBekd4cYgV9fHog29xNhFhlKH4fmszC6aUF5k4iFIrZeLkJAJBbRPiOtQSyje2E71QmXtluABhaTG7srRnZ6stE2OxJxSuIBYD8YpqRbQlkS9sI3936iqhodYSfkW0JZLcQIbZDjVe2G2gNZPfAMOoAgL2bnwIAvJxcFrtEwoLl0wPZiY1PAgBeVg6IncO/cPkh0wLZnS8+AQDYIS+EnspESW8aFhxw4LRAdscL6wAAu9yR2CUS5o37geyuraT8/uUXnoQsuZhCDvNisnyaIZefhymQqo6dm8lzePvGZ6FKNmquhoVL4xV4a3oGE3Sy6gTlu2vbi0hLBkxXweIDj4iS3jQoiQR2yWTgDOuLn5zYjjwqcFwJSw5+dZT0pkGSZexSSIK58DK5fsvFSYyDuE2LDj4mKmodMZEgffwl2sffqFexyCGJhIUHHRMVrcgRryflHGKFEVoK0RrI6gXafzU/XtksoCUja/uBrDpFblDOWLyyWYCfcR1396BRJ+Vnyl5ygzJH48d3fDkpLZiHoldaIO0hD6xGPn7CfMFyPyO7d4KIXYcmEmoxTCSMLzkIJg1kd9FdMNZO4pCWc/FLJMwbP8DPyG4i14Gxg/AtxDCR0BbIbiI869uJMJ9Mr4iKVke0B7KEb5UmEiZSK6Ki1RFKItkSyJLPWYkmErbJ8XJHgfZAdorynaKJhJ0xTCQAwAQb8PQy+bzt3UQTH4llkJX48WWVM2U6kGr3iyzxsQTJmCU+AGCS9sVXd5K4YZeX+BiP1Q4xhgIdmFSnffw7XiB8JzCC4ZH47BBjKKdJ+SEbSLXjpaehSC6KyGDegnj14IWJ+H1y5xAbLFp5OEw3gaxUx3YaaI3VNwEAMksOj5DZzFi49GBUXR2q1MTWDesAAKNV0t+WWnxYhMxmxrzxA1BAFrLkYutfHwUADFdJJllbGK+yGAAYys/DbpDAcNtf1wIAsmUiGBIL4sdXT2WwXSYZuO2Ub7pI+Mrj8UskKIkEXlbIg2rXhkcA+IkPN4aJBEmWsS1JnLqJF8j1m5wkAYE9L358AWCHugIAMPniYwAAeQ8JEK2ReLkJDLt04jQXNj5OvjBBEx/D8eTLnPHK5nUA/MTHnmS83CWGSZowqG0lAay1i/At5+KXSACAYpYkkIxtRNAY22niIxu/igQAKA+R67S5g/Ct0cTHVAwTHwBQo58rdycRuGWa+NgTwwoKADBGyH1W2kUSHgWa+Nilxa+CAgCsUfLcTUyQyp9JmkjYkVwey8RHWHjl/uZzmBWqpmNzktzgd/71ATTqVSx2SInMwhja3rKiYLNGHlQT6x9C0zKxxCZllfNXHhMhs5khyTK26OTGNLnhL3AdB4stUi89b8XRUVLriO1pIriKL/4FALDIJING8suPioxTN+zKEr7VTUSIjTc2AQCGlh4ZFaWu2DNEEgbGZiJsxuokkZBZEk++U8MkIdPcSviO1EgiIbU4fokaACiNkHIo92UixIYrhG9yUfwSNQBQm0f+7vIOIsSyJZJIUGKY+ACAxnxy30rsJMImVSSJhIoeP0cMAKwFpNxM202Egj7FEgnxS9QAgLOI8E3vIXwTkySR0IxhBQUAyIuPAQAMTRKBoNAKCiMfT77JpccDAPIFIhRY4qM2HL8KCgDQlxG+YyXC19lNhHklhhUUAJBZQfguqBC+rOKjlI1n4iMszAmxOXTF5DAJXMytj2HrXx+FIrkoIIt54/G0kUsjJHBxXn4cWzc8AVVqkvr5mDW2M1TnEQEj7Xgc2zc9h6xUh+kqWBSz+nmGOg20lJ1PYGL7JoyiBNuVsOTgeApHP9B6CsW9u7AQZHT9okOOjZJWRziLjgEApPY+hUppykt8xLHeHwCkxeQ8ZiefQaNexdImSSTMP/CYCFl1RuKA4wAAw4Vn0bRMLLWI0J23Ml79Hwza8hMAAPNKz8GxbSwxiRAbiWmiJr3iRADAeOU5klhqECEWt51RDEMHEr6LqsQJG68RYZM5IJ6Jj5GDXwsAOKDxPFzHwViFCAU9pomasVUnAQCWGRvg2DbyZcI3uSieiZrxQwnfFdaLsCwTQwUiFJQF8eS76PCTAQDL7C1o1CrITBK+GI9nYmnpEacAAJa521EqTkLbSwSZPRbPxFJY2G+E2L/+67/ilFNOQTqdRj6f7+lnXNfFlVdeicWLFyOVSuH000/HM8880/YawzDwyU9+EmNjY8hkMnjrW9+Kbdu2dTjiKw8Sy2jtfQp7n7sfALA5dXhsbeTkASQwzE89jYln7gMAbNQOjd1EPwZ9GQkM55WexY6n/gAA2Jg8BKqmR0eqC9ItGa2tT/weALApsRLp7HCUtDoit5IEWourz2HjOsJ3i7wEw6PxWg3AkD+I8D2gvh4b190PRXKxE/MxtjiepSbzDiGB4TLzeWx88k9QpSYmMYTFK+LpKCxYRfiusF7Ai089iLRkoIQ0lr0qnsJ8MQ0MlzU346WnH0IeFdRdFSsOf03EzGbGAUfQwNB9GS89sxbzMUUGeNBluXHD0sPJ+V2ECbz07F+wxN0Fx5Ww4tWnRsxsZiw77EQ0XRnzUMRLz6zFCodMCF521OsjZjYzlr7qWDTcJHJSHS89/RBWWsSBPuCoeJ7fJSsPR9lNQZcsbHzqIRxoEmG+8Ii/i5jZzBhffCAmMYSkZGPj0w9iZYMIsbHD4sk3P38xdkrk2bvlqT9jRY04pSOrTomSVuSIZzQ9A0zTxHnnnYePfvSjPf/M17/+dXzrW9/C97//faxduxYLFy7EmWeeiXK57L3mU5/6FG699Vbccsst+NOf/vT/b+/eo6Ku+zyAv4e5AsLITYaR22Aa2XghKDvihbzQY1on3c2jZtplS0tMNFNPdhLdR1FbrU1Ls/UJzxqHzp7VVtvVxDLK5SlZhMK7GTcRHiSRQa7DzHf/mIeRUblM6fx+6Pt1Dn/wm2/4nukNM5/5XQbXrl3DlClTYLPZ7sTd6HVC/v4LHdNyGv4lBwEAjQZ5vggAAMODjickk/U8fH7ZDwCwhD4sZaQu9Tc7npCi24qhOf2fAIDa4HgpI3Up0jwadqFApL0Cqp8+AwDUBD4kcarORZpHok14wYDLUOT9GwCgSi/PF90AEDV4BFqEGkGogz13CwDgor8899YAQGTsQ2gQOvijEa3f/gsAoMR3mGzfqOk/YAjq4Audworm7D8DAIq9zbJ9o6Zf+ABcRgDUChsaDqwCAPyqfQBqjVbiZLcW2K8/KhShAIBr/70SAHBBPRBKtTzz+vUNQomX47zM+v2OvMWqaPj3DZIyVqd0Pn1QrHYcxtX++JZ59ZfthQ5Uag2KNY7DEBsOrIJKYUcVQmR7hIqXUokSnWNvUuOhf4ZWYcVv0CNCpkd8KLy8UObjOHqm5ZuN6KNoggW+MD0g39c8Fb6OvLaj/4oAWNAotIgZkihxKmnJ89nyFlavXo3FixdjyJCenYsihMD777+PlStXYtq0aTCbzdi1axcaGxuRmZkJAKirq8POnTuxadMmTJgwAXFxcdi9ezeKiopw+PDhO3l3eo3o2HhcUoTCW9GKwa2OEyuNI/5B4lSd6x/zIEq8IqBR2GBuKQQAhCRMlTZUF/r1N+G88j4oFQJDmx3n2fSNe1raUF0ICAnDWY3jiWpos+O8K9+hT0kZqUt++kCc1jkGmWF/z6sxPyllpC7pfPrgtK/jcLT2vIrYKVJG6pJao8UZP8dehWFNjvMGbYOekDJSl7yUSpzTO95cas/bHPMnKSN1SeHlheIgx5s17X2oj06WMlK3ykOSAFzPeyV8vIRpuldleAzA9T5UGydIGadbvxkdj2f741sR+piUcbpVF+l4PNvzloaMlTJOtxpNjt+v4c2OPlwIHC3bN5YAwDrgcQDX857zHwmlSiVlpK7dPwnA9T6c6TNCtkcAeYqM/2/9McXFxaiqqkJy8vUnLa1Wi7FjxyI3Nxfz5s1Dfn4+rFaryxqj0Qiz2Yzc3Fw8/vjjt/zZLS0taGlpcX5vsTg+sNJqtcJqtd6he9Qz7f/+7cxREjMTxgvvAwBOaIbj/gFDJL+fXakcNBvRZ9IBAGdUsYiJfVjWea8Mfg4ocrzb/YtyAEzDxngs7+/py7WhzwP5ywAAJV4RuC8hWdaPrzXuReCHhQCAi4owDHp0iqzzIuFF4Lu/AnB88PT9o6bKJu+t+qJ99GXg8LcAgBr0xaAx02WT91b6JM4D/ucrAEAt/DDosdmyzhswZh7se/bBSyFQD28MGDdX1nlDk15B2+f/AZXCjkahRUTSXFz+6YxsM/cfNw+t//4ZNAobWoQakeNelm1WAIgc/09o/stfoFNYYRVKhD32iqzzxox/CQ2/fAxfRTNsQoHgsfO6zHsnXsO4Y+Bjc2A5swX+aIBdKKAfPV/Wj+/ApGdRW7QJAXAc6eWdKO8+DBozHZfz1yMEjs9yVD/6x37fpO5LV3qaSSGEEHc4y22VkZGB1NRUXL16tct1ubm5SExMREVFBYzG6ycKv/LKKygtLcVXX32FzMxMvPDCCy5DFQAkJyfDZDLh448/vuXPTktLw+rVq2/anpmZCR8fH/fvlMzZ7TZozn0BP+tl/M00HZo+8vpgzhvZ7Xaoz/8X9C2VqDRNh9ZPfp+n0ZGwC3j98iWCmktRET0dWv9+UkfqkrAL4MIB9Gu6gItR/witPkzqSF0SdgHxazZCG8+iPGIqdAHyPIynI9uFrxHWcAJl4VOhC4yUOk632opz0N9SiLL+T0IbLP8rYFlL/hfhdXkoNU6BLkSeV0TrqLXsR0TU/hWlhj9BJ9MrJnbUUv5/iLryPUpCH4fOIM8LHXTUUlGIqJojKAmZAJ1RnleA7ajlUhGiLh9GaVAStOHyPdS6XXPVKUT/7SuUBo6GNiJB6jjdaqk+i8jKAyjv+yg0UY9KHadbzZcvILpyPy76J0AVLc/zwzpq+a0YERX7cKnPcKhi5L2H9I9obGzErFmzUFdXB39//07XSTqIdTbQdJSXl4eEhOu/uO4OYpcuXUJY2PUXii+//DLKy8tx8ODBTgexiRMnYsCAAdi+ffstf/at9ohFRESgpqamywfbE6xWK7KzszFx4kSo1WpJs5D8sS/kDvaF3MXOkDvYF3KHnPtisVgQHBzc7SAm6aGJKSkpmDFjRpdroqOjf9fPNhgcH+RaVVXlMohVV1cjNDTUuaa1tRW1tbUICAhwWTNyZOdXcdFqtdBqbz75WK1Wy6YIcspC8se+kDvYF3IXO0PuYF/IHXLsS0/zSDqIBQcHIzj4zhw2ZjKZYDAYkJ2djbg4x6771tZW5OTkYMOGDQCA+Ph4qNVqZGdnY/r06QCAyspKnDhxAhs3brwjuYiIiIiIiHrNxTrKyspw5coVlJWVwWazobCwEABw3333oU+fPgCA2NhYpKenY+rUqVAoFEhNTcW6deswcOBADBw4EOvWrYOPjw9mzZoFANDr9XjppZfwxhtvICgoCIGBgVi6dCmGDBmCCRPkfeUkIiIiIiLqvXrNIPbOO+9g165dzu/b93IdOXIESUlJAICzZ8+irq7OuWbZsmVoamrCa6+9htraWowYMQKHDh2Cn5+fc817770HlUqF6dOno6mpCePHj0dGRgaUMv1cGSIiIiIi6v16zSCWkZGBjIyMLtfceN0RhUKBtLQ0pKWldfrf6HQ6bNmyBVu2bLkNKYmIiIiIiLon30+pIyIiIiIiuktxECMiIiIiIvIwDmJEREREREQexkGMiIiIiIjIwziIEREREREReRgHMSIiIiIiIg/rNZevl7P2y+ZbLBaJkwBWqxWNjY2wWCxQq9VSxyGZY1/IHewLuYudIXewL+QOOfelfSa48aO1bsRB7Daor68HAEREREichIiIiIiI5KC+vh56vb7T2xWiu1GNumW323Hp0iX4+flBoVBImsVisSAiIgLl5eXw9/eXNAvJH/tC7mBfyF3sDLmDfSF3yLkvQgjU19fDaDTCy6vzM8G4R+w28PLyQnh4uNQxXPj7+8uulCRf7Au5g30hd7Ez5A72hdwh1750tSesHS/WQURERERE5GEcxIiIiIiIiDyMg9hdRqvVYtWqVdBqtVJHoV6AfSF3sC/kLnaG3MG+kDvuhr7wYh1EREREREQexj1iREREREREHsZBjIiIiIiIyMM4iBEREREREXkYBzEiIiIiIiIP4yB2l/noo49gMpmg0+kQHx+P77//XupIJLH09HQ8/PDD8PPzQ79+/fD000/j7NmzLmuEEEhLS4PRaIS3tzeSkpJw8uRJiRKTnKSnp0OhUCA1NdW5jX2hG1VUVGD27NkICgqCj48Phg8fjvz8fOft7Ay1a2trw9tvvw2TyQRvb2/ExMRgzZo1sNvtzjXsy73ru+++w5NPPgmj0QiFQoEvvvjC5faedKOlpQULFy5EcHAwfH198dRTT+HixYsevBc9x0HsLvL5558jNTUVK1euREFBAUaPHo1JkyahrKxM6mgkoZycHCxYsAA//PADsrOz0dbWhuTkZDQ0NDjXbNy4EZs3b8bWrVuRl5cHg8GAiRMnor6+XsLkJLW8vDzs2LEDQ4cOddnOvlBHtbW1SExMhFqtxoEDB3Dq1Cls2rQJffv2da5hZ6jdhg0bsH37dmzduhWnT5/Gxo0b8e6772LLli3ONezLvauhoQHDhg3D1q1bb3l7T7qRmpqKvXv3IisrC0ePHsW1a9cwZcoU2Gw2T92NnhN013jkkUfE/PnzXbbFxsaKFStWSJSI5Ki6uloAEDk5OUIIIex2uzAYDGL9+vXONc3NzUKv14vt27dLFZMkVl9fLwYOHCiys7PF2LFjxaJFi4QQ7AvdbPny5WLUqFGd3s7OUEeTJ08WL774osu2adOmidmzZwsh2Be6DoDYu3ev8/uedOPq1atCrVaLrKws55qKigrh5eUlDh486LHsPcU9YneJ1tZW5OfnIzk52WV7cnIycnNzJUpFclRXVwcACAwMBAAUFxejqqrKpTtarRZjx45ld+5hCxYswOTJkzFhwgSX7ewL3Wjfvn1ISEjAM888g379+iEuLg6ffPKJ83Z2hjoaNWoUvv76a5w7dw4A8NNPP+Ho0aN44oknALAv1LmedCM/Px9Wq9VljdFohNlslmV/VFIHoNujpqYGNpsNoaGhLttDQ0NRVVUlUSqSGyEElixZglGjRsFsNgOAsx+36k5paanHM5L0srKycPz4ceTl5d10G/tCN/r111+xbds2LFmyBG+99RaOHTuG119/HVqtFnPmzGFnyMXy5ctRV1eH2NhYKJVK2Gw2rF27FjNnzgTAvzHUuZ50o6qqChqNBgEBATetkePrYQ5idxmFQuHyvRDipm1070pJScHPP/+Mo0eP3nQbu0MAUF5ejkWLFuHQoUPQ6XSdrmNfqJ3dbkdCQgLWrVsHAIiLi8PJkyexbds2zJkzx7mOnSHAcT777t27kZmZiQcffBCFhYVITU2F0WjE3LlznevYF+rM7+mGXPvDQxPvEsHBwVAqlTdN+9XV1Te9c0D3poULF2Lfvn04cuQIwsPDndsNBgMAsDsEwHFYR3V1NeLj46FSqaBSqZCTk4MPPvgAKpXK2Qn2hdqFhYVh8ODBLtseeOAB54Wi+DeGOnrzzTexYsUKzJgxA0OGDMFzzz2HxYsXIz09HQD7Qp3rSTcMBgNaW1tRW1vb6Ro54SB2l9BoNIiPj0d2drbL9uzsbIwcOVKiVCQHQgikpKRgz549+Oabb2AymVxuN5lMMBgMLt1pbW1FTk4Ou3MPGj9+PIqKilBYWOj8SkhIwLPPPovCwkLExMSwL+QiMTHxpo/EOHfuHKKiogDwbwy5amxshJeX68tPpVLpvHw9+0Kd6Uk34uPjoVarXdZUVlbixIkT8uyPZJcJodsuKytLqNVqsXPnTnHq1CmRmpoqfH19RUlJidTRSEKvvvqq0Ov14ttvvxWVlZXOr8bGRuea9evXC71eL/bs2SOKiorEzJkzRVhYmLBYLBImJ7noeNVEIdgXcnXs2DGhUqnE2rVrxfnz58Vnn30mfHx8xO7du51r2BlqN3fuXNG/f3/x5ZdfiuLiYrFnzx4RHBwsli1b5lzDvty76uvrRUFBgSgoKBAAxObNm0VBQYEoLS0VQvSsG/Pnzxfh4eHi8OHD4vjx42LcuHFi2LBhoq2tTaq71SkOYneZDz/8UERFRQmNRiMeeugh5yXK6d4F4JZfn376qXON3W4Xq1atEgaDQWi1WjFmzBhRVFQkXWiSlRsHMfaFbrR//35hNpuFVqsVsbGxYseOHS63szPUzmKxiEWLFonIyEih0+lETEyMWLlypWhpaXGuYV/uXUeOHLnla5a5c+cKIXrWjaamJpGSkiICAwOFt7e3mDJliigrK5Pg3nRPIYQQ0uyLIyIiIiIiujfxHDEiIiIiIiIP4yBGRERERETkYRzEiIiIiIiIPIyDGBERERERkYdxECMiIiIiIvIwDmJEREREREQexkGMiIiIiIjIwziIEREREREReRgHMSIiIiIiIg/jIEZERHQbJCUlITU1VeoYRETUS3AQIyIiIiIi8jCFEEJIHYKIiKg3e/7557Fr1y6XbcXFxYiOjpYmEBERyR4HMSIioj+orq4OkyZNgtlsxpo1awAAISEhUCqVEicjIiK5UkkdgIiIqLfT6/XQaDTw8fGBwWCQOg4REfUCPEeMiIiIiIjIwziIEREREREReRgHMSIiottAo9HAZrNJHYOIiHoJDmJERES3QXR0NH788UeUlJSgpqYGdrtd6khERCRjHMSIiIhug6VLl0KpVGLw4MEICQlBWVmZ1JGIiEjGePl6IiIiIiIiD+MeMSIiIiIiIg/jIEZERERERORhHMSIiIiIiIg8jIMYERERERGRh3EQIyIiIiIi8jAOYkRERERERB7GQYyIiIiIiMjDOIgRERERERF5GAcxIiIiIiIiD+MgRkRERERE5GEcxIiIiIiIiDzs/wHtI8uARKAwbgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.0\n",
    "\n",
    "periods = 16\n",
    "b = 2*pi * 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) = rungekutta_system(f_mass_spring, a, a+3*h, U_0, 3)\n",
    "U_1 = U_3step[1,:]\n",
    "U_2 = U_3step[2,:]\n",
    "U_3 = U_3step[3,:]\n",
    "(t, U) = adamsbashforth4(f_mass_spring, a, b, U_0, U_1, U_2, U_3, n)\n",
    "\n",
    "Y = U[:,0]\n",
    "DY = U[:,1]\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=[10,4])\n",
    "title(f\"{K/M=}, {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=[10,4])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(True)\n",
    "\n",
    "figure(figsize=[6,6])  # 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[-1], DY[-1], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.5\n",
    "\n",
    "periods = 4\n",
    "b = 2*pi * 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) = rungekutta_system(f_mass_spring, a, a+3*h, U_0, 3)\n",
    "U_1 = U_3step[1,:]\n",
    "U_2 = U_3step[2,:]\n",
    "U_3 = U_3step[3,:]\n",
    "(t, U) = adamsbashforth4(f_mass_spring, a, b, U_0, U_1, U_2, U_3, n)\n",
    "\n",
    "Y = U[:,0]\n",
    "DY = U[:,1]\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=[10,4])\n",
    "title(f\"{K/M=}, {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=[10,4])\n",
    "title(\"Error in Y\")\n",
    "plot(t, y-Y)\n",
    "xlabel(\"t\")\n",
    "grid(True)\n",
    "\n",
    "figure(figsize=[6,6])  # 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[-1], DY[-1], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "(adams-bashforth-exercise-a)=\n",
    "### Exercise A\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": [
    "(adams-bashforth-exercise-b)=\n",
    "### Exercise B\n",
    "Verify the above result for $s=3$ by the method of undetermined coefficients."
   ]
  }
 ],
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