{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# An Introduction to Multistep Methods: Leap-frog"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**References:**\n",
    "\n",
    "- Section 6.7 *Multistep Methods* of {cite}`Sauer`.\n",
    "- Section 5.6 *Multistep Methods* of {cite}`Burden-Faires`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "When approximating derivatives we saw that there is a distinct advantage in accuracy to using the centered difference approximation\n",
    "\n",
    "$$\\frac{df}{dt}(t) \\approx \\delta_h f(t) := \\frac{f(t+h) - f(t-h)}{2h}$$\n",
    "\n",
    "(with error $O(h^2)$) over the forward difference approximation\n",
    "\n",
    "$$\\frac{df}{dt}(t) \\approx \\Delta_h f(t) := \\frac{f(t+h) - f(t)}{h}$$\n",
    "\n",
    "(which has error $O(h)$).\n",
    "\n",
    "However Euler's method used the latter, and all ODE methods seen so far avoid using values at \"previous\" times like $t-h$.\n",
    "There is a reason for this, as using data from previous times introduces some complications, but sometimes those are worth overcoming, so let us look into this.\n",
    "\n",
    "In this section, we look at one simple multi-step method, based on the above centered-differnce derivative approximation.\n",
    "\n",
    "Future sections will look at higher order methods such as the Adams-Bashforth and Adams-Moulton methods."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Leap-frog method\n",
    "\n",
    "Inserting the above centered difference approximation of the derivative into the ODE $du/dt = f(t, u)$ gives\n",
    "\n",
    "$$\\frac{u(t+h) - u(t-h)}{h} \\approx f(t, u(t))$$\n",
    "\n",
    "which leads to the *leap-frog method*\n",
    "\n",
    "$$\\frac{U_{i+1} - U_{i-1}}{2h} = f(t_i, U_i)$$\n",
    "\n",
    "or\n",
    "\n",
    "$$U_{i+1} = U_{i-1} + 2 h f(t_i, U_i)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the first example of a\n",
    "\n",
    "```{prf:definition} Multistep Method\n",
    ":label: multistep-method\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",
    "$$ U_{i+1} = \\phi(U_i, \\dots U_{i-s+1}, h), \\quad s > 1 $$\n",
    "\n",
    "so that the new approximate value of $u(t)$ depends on approximate values at multiple previous times.\n",
    "\n",
    "More specifically, this is called an $s$-step method.\n",
    "```\n",
    "\n",
    "This jargon is consistent with all methods seen in earlier sections being called *one-step methods*.\n",
    "For example, Euler's method can be written as\n",
    "\n",
    "$$ U_{i+1} = \\phi_E(U_i, h) := U_i + h f(t_i, U_i) $$\n",
    "\n",
    "and the explicit midpoint method can be written as the one-liner\n",
    "\n",
    "$$ U_{i+1} = \\phi_{EMP}(U_i, h) := U_i + h f(t_i+h/2, U_i + h f(t_i, U_i)/2) h $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The leap-frog method already illustrates two of the complications that arise with multistep methods:\n",
    "\n",
    "- The initial data $u(a) = u_0$ gives $U_0$, but then the above formula gives $U_1$ in terms of $U_0$ and the non-existent value $U_{-1}$; a different method is needed to get $U_1$.\n",
    "More generally, with an $s$-step methods, one needs to compute the first $s-1$ steps, up to $U_{s-1}$, by some other method.\n",
    "\n",
    "- Leap-frog needs a constant step size $h$; the strategy of error estimation and error control using variable step size is still possible with some multistep methods, but that is distinctly more complicated than we have seen with one-step methods, and is not addressed in these notes.\n",
    "\n",
    "Fortunately, many differential equations can be handled well by choosing a suitable fixed step size $h$.\n",
    "Thus, in these notes we work only with equal step sizes, so that our times are $t_i = a + i h$ and we aim for approximations\n",
    "$U_i \\approx u(a + ih)$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Second order accuracy of the leap-frog method\n",
    "\n",
    "Using the fact that the centered difference approximation is second order accurate,\n",
    "one can verify that\n",
    "\n",
    "$$\\frac{u(t_{i+1}) - u(t_{i-1})}{2h} - f(t, u(t_i)) = O(h^2)$$\n",
    "\n",
    "(Alternatively one can get this by inserting quadratic Taylor polynomials centered at $t_i$, and their error terms.)\n",
    "\n",
    "The definition of local trunctation error needs to be extended slightly:\n",
    "it is the error $U_{i+1} - u(t_{i+1})$ when one starts with exact values for all previous steps;\n",
    "that is, assuming $U_j = u(t_j)$ for all $j\\leq i$.\n",
    "\n",
    "The above results then shows that the local truncation error in each step is $U_{i+1} - u(t_{i+1}) = O(h^3)$,\n",
    "so that the \"local truncation error per unit time\" is\n",
    "\n",
    "$$\\frac{U_{i+1} - u(t_{i+1})}{h} = O(h^2)$$.\n",
    "\n",
    "says that when a one-step methods has local truncation error per unit time of $O(h^p)$ it also has global truncation error of the same order.\n",
    "The situation is a bit more complicated with multi-step methods, but loosely:\n",
    "\n",
    "**if** the errors in a multistep method has local truncation $O(h^p)$ **and** it converges\n",
    "(i.e. the global error goes to zero at $h \\to 0$) then it does so at the expected rate of $O(h^p)$.\n",
    "\n",
    "But multi-step methods can fail to converge, even if the local truncation error is of high order!\n",
    "This is dealt with via the concept of **stability**; not considered here, but addressed in both references above, and a topic for future expansion of these notes.\n",
    "\n",
    "In particular, when the leap-frog method converges it is second order accurate, just like the centered difference approximation of $du/dt$ that it is built upon."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## The speed advantage of multi-step methods like the leapfrog method\n",
    "\n",
    "This second order accuracy illustrates a major potential advantage of multi-step methods:\n",
    "whereas any one-step Runge-Kutta method that is second order accurate (such as the explicit trapezoid or explicit midpoint methods) require at least two evaluations of $f(t, u)$ for each time step, the leapfrog methods requires only one.\n",
    "\n",
    "More generally, for every $s$, there are $s$-step methods with errors $O(h^s)$ that require only one evaluation of $f(t, u)$ per time step — for example, the Adams-Bashforth methods, as seen at\n",
    "\n",
    "- Section {doc}`ODE-IVP-7-multi-step-methods-Adams-Bashforth-python`\n",
    "- https://en.wikipedia.org/wiki/Linear_multistep_method#Adams-Bashforth_methods\n",
    "- https://en.m.wikiversity.org/wiki/Adams-Bashforth_and_Adams-Moulton_methods\n",
    "- {cite}`Sauer` Section 6.7.1  and 6.7.2\n",
    "- {cite}`Burden-Faires` Section 5.6\n",
    "\n",
    "In comparison, any *explicit* one-step method order $p$ require at least $p$ evaluations of $f(t, u)$ per time step.\n",
    "\n",
    "(See the {doc}`ODE-IVP-8-implicit-methods-Adams-Moulton` for the distinction between explicit and implicit methods.)"
   ]
  },
  {
   "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\n",
    "import numericalMethods as nm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def leapfrog(f, a, b, U_0, U_1, n):\n",
    "    nUnknowns = len(U_0)\n",
    "    t = np.linspace(a, b, n+1)\n",
    "    u = np.zeros([n+1, nUnknowns])\n",
    "    u[0] = U_0\n",
    "    u[1] = U_1\n",
    "    h = (b-a)/n\n",
    "    for i in range(1, n):\n",
    "        u[i+1] = u[i-1] + 2*h*f(t[i], u[i])\n",
    "    return (t, u)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Demo with the mass-spring system\n",
    "\n",
    "As seen in the section {doc}`ODE-IVP-4-system-higher-order-equations-python`\n",
    "the Damped Mass-Spring Equation [](equation-damped-mass-spring) is\n",
    "\n",
    "$$\n",
    "\\begin{split}\n",
    "M \\frac{d^2 y}{d t^2} &= -K y - D \\frac{d y}{d t}\n",
    "\\\\\n",
    "& \\text{with initial conditions}\n",
    "\\\\\n",
    "y(a) &= y_0\n",
    "\\\\\n",
    "\\left. \\frac{dy}{dt} \\right|_{t=a} &= v_0\n",
    "\\end{split}\n",
    "$$\n",
    "\n",
    "with first-order system form\n",
    "\n",
    "$$\n",
    "\\begin{split}\n",
    "\\frac{d u_0}{d t} &= u_1\n",
    "\\\\\n",
    "\\frac{d u_1}{d t} &= -\\frac{K}{M} u_0 - \\frac{D}{M} u_1\n",
    "\\\\\n",
    "&\\text{with initial conditions}\n",
    "\\\\\n",
    "u_0(a) &= y_0\n",
    "\\\\\n",
    "u_1(a) &= v_0\n",
    "\\end{split}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The right-hand side $f$ is given by"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f_mass_spring(t, u):\n",
    "    return np.array([ u[1], -(K/M)*u[0] - (D/M)*u[1]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and the solutions seen in that section are given by function `y_mass_spring`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def y_mass_spring(t, t_0, u_0, K, M, D):\n",
    "    (y_0, v_0) = u_0\n",
    "    discriminant = D**2 - 4*K*M\n",
    "    if discriminant < 0:  # underdamped\n",
    "        omega = np.sqrt(4*K*M - D**2)/(2*M)\n",
    "        A = y_0\n",
    "        B = (v_0 + y_0*D/(2*M))/omega\n",
    "        return exp(-D/(2*M)*(t-t_0)) * ( A*cos(omega*(t-t_0)) + B*sin(omega*(t-t_0)))\n",
    "    elif discriminant > 0:  # overdamped\n",
    "        Delta = sqrt(discriminant)\n",
    "        lambda_plus = (-D + Delta)/(2*M)\n",
    "        lambda_minus = (-D - Delta)/(2*M)\n",
    "        A = M*(v_0 - lambda_minus * y_0)/Delta\n",
    "        B = y_0 - A\n",
    "        return A*exp(lambda_plus*(t-t_0)) + B*exp(lambda_minus*(t-t_0))\n",
    "    else:\n",
    "        q = -D/(2*M)\n",
    "        A = y_0\n",
    "        B = v_0 - A * q\n",
    "        return (A + B*t)*exp(q*(t-t_0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "which could alternatively be imported from module `numericalMethods`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 1400x700 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 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "M = 1.\n",
    "K = 1.\n",
    "D = 0.\n",
    "U_0 = [1., 0.]\n",
    "a = 0.\n",
    "periods = 4\n",
    "b = 2 * pi * periods\n",
    "\n",
    "# Note: In the notes on systems, the second order methods were tested with 50 is 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 = stepsperperiod * periods\n",
    "\n",
    "# We need U_1, and get it with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only one step is needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_1step, U_1step) = nm.rungekutta_system(f_mass_spring, a, a+h, U_0, 1)\n",
    "U_1 = U_1step[-1]\n",
    "(t, U) = leapfrog(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=[14,7])\n",
    "title(f\"y and dy/dt with {K/M=}, {D=} by leap-frog with {periods} periods, {stepsperperiod} steps per period\")\n",
    "plot(t, Y, \".:\", label=\"y\")\n",
    "plot(t, DY, \".:\", label=\"dy/dt\")\n",
    "legend()\n",
    "xlabel(\"t\")\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=[8,8])  # Make axes equal length; orbits should be circular or \"circular spirals\"\n",
    "title(f\"The orbits\")\n",
    "plot(Y, DY)\n",
    "xlabel(\"y\")\n",
    "ylabel(\"dy/dt\")\n",
    "plot(y[0], DY[0], \"g*\", label=\"start\")\n",
    "plot(y[-1], DY[-1], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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33YZHH30UO+ywQ489h3vuuQf/9V//hX79+uHee+/FHXfcgQ0bNuDYY4/Fiy++6B739NNP47/+67/Qt29f3Hfffbj++utx//33469//WvkPTZmzNg2anqJSsaMGTMWbQ5tf+7cue5nr732mg3A/tvf/lb1b3/yk5/YTU1NbknBueeea5944on2gQceaF955ZW2bdv2smXLbAC+sqszzzzTHjFihO+3osrHLrjgAt/n1113nQ3AXrFiRdVzdCjZAOzddtvN7ujoqHr8wQcfbP+///f/fJ8BsL/zne/Y+XzeHjlypFtadsstt9h9+vSxt2zZEljm5R272n/l98JrsuVjTpnU7NmzK747//zz7VQqJfQ75VatfMy2bfvDDz+0Adjf/va3fX8jcv3e0p3unv+vfvWrUL+YMmWKveeee1b9e6dk6JBDDnHLTWy7VD5y7rnnup9dccUVdiqVsletWuV+Nm3aNBuA/dxzz1Udp7xcpq2tzR4wYIB96qmn+o7L5XL2QQcdZB9++OGhv5XNZu10Om3vscce9ve///2ariXMwkqonGd75513+j6/7bbbbAD2/fff7/v82muvtQHYTz31lG3btv3YY4/ZAOw//vGPvuOuueaaqqU9jv3lL3+xAdhLliyxbdu2f/nLX9p77723/bnPfc4+++yzbdsulHq0tLTYl19+uft3QSUaUeVjra2tvs/vv//+UB8Nsm9+85uur6dSKaESzs8++8weMmSIfeihh/rKScMMgN3U1GSvXLnS/Sybzdp77723vfvuu/vOpU+fPvbixYt9f3/DDTfYANySp4ULF9oA7FGjRtnpdNp3rPPdX//6V/ezI444wt5hhx3sLVu2+Mbff//97Z133tn1v9NPPz30PL3vw7/+9S8bgP3WW29FXrusVSsfc8pU77333orvrr76ahuAvXz5ctu2bfu8886zGxoaAsfYc889K0pYy23//fe3P//5z1c9Jqx8bPbs2TYA+ze/+Y3v86VLl9pNTU2+MrcJEybYAOyHH37Yd+x5551nx2Ix1xe++93v2v379696PkHm+MOOO+7oW183b95sDxgwwJ40aZL72QknnGDvvPPOvtI8Z+zGxkZ7/fr1tm2X3r1jjjmmR56D892zzz5r23Zhnt5xxx3tAw44wPe+btmyxd5hhx3scePGuZ+NHTs29DzN1tGYsfo0wxQyZsxYj7evfvWr2GGHHXyMh5tvvhmDBw/G6aefXvVvJ06ciI6ODrz88ssACln5yZMnY9KkSZgxY4b7GQBMmjSpW+fpMFEcczK5ixcvFv77BQsWVC1LWbBgAd56662K0jHHnA5kd911F7LZLO644w585StfQZ8+fQKPP//88zFnzpzI/x599FGha5CxMFYWVXcTu1ga6LWf//znQtf/pz/9Sfg8Rc+/u3//P//zP75jR4wYgXHjxuHZZ591P/v2t78NAPjzn//sfvaHP/wBBxxwAI455hihcRx7+eWXsX79epx55pk+FlU+n8eJJ56IOXPmuBn7bDaLq6++Gvvuuy9SqRQSiQRSqRQ++eQTl8Umcy22bVewt0St/F155pln0NLS4jIcHHM69zksnueeew4A8JWvfMV33Fe/+lWhcZ35xJlfZsyYUTH3zJ49G21tbdrnnssvvxxz5szBY489hv/93//Fd7/73arlIuvXr0drayts28a0adOEy0knTpyIIUOGuP+Ox+M4/fTTMX/+fFcE/j//+Q+OO+447Ljjjr7nfdJJJwEoPRfHPve5zyGZTFYdt62tDa+++ipOO+0031wYj8dxxhln4LPPPnMZbM8++2zoeXrt4IMPRiqVwvnnn4+//e1vkaw21VZtnvB+J3pckB1++OF4/PHHcemll2LWrFlSguL/+c9/YFkWvv71r/ue49ChQ3HQQQdVlDX17du3wo//53/+B/l83mV3Hn744di4cSO++tWv4uGHH67o2BllX/ziF9HY2Ogb89RTT8Xzzz+PXC6Hzs5OPP300/jCF76A5uZm33m3trais7MTr7zyiu83w9binnYOH330EZYvX44zzjjD97726dMHX/rSl/DKK6+gvb0dbW1tmDNnTuh5GjNmrD4tEX2IMWPGjOm1hoYGfPOb38RvfvMbXH/99chkMrj//vtx8cUXo6Ghoerfjhs3Ds3NzZg5cyZ22WUXLFq0CJMnT8Znn32Gm2++GVu3bsXMmTOx2267YeTIkd06z3LNDefcRAPpP//5zxgwYACuvfZa5PN5XHfddRXH/Otf/8IOO+zg6qgE2dlnn40rr7wSV199Nd58803cfPPNoccOHTo0ku4OqAVqnPvklCB4bf369RgwYICysbzmbJC9JVPDhw8P1G0qN+/1d/f8vX/v3XiK/r1jQ4cODfzs7bffdv89ZMgQnH766fjTn/6ESy+9FO+//z5eeOGFQJArypxyj3IwxWvr169HS0sLLr74Ytxyyy340Y9+hAkTJrhaOueee27g+xB1Lc899xyOO+443/cLFy6s0NYpt+bm5oque+vWrcPQoUMrfHqHHXZAIpFwn+u6deuQSCQqnkf5MwuzESNGYNSoUZg5cyZOP/10zJ49Gz/4wQ+w++6748ILL8RHH32EmTNnoqmpqaYOfl7r7twzfPhwDB8+HADQ2toKoFCScuaZZ2Lw4MG+Yzds2IDJkydj2bJleOaZZ7DbbrsJn2fYcwYK93vnnXfGqlWr8Oijj4YCPeVAgFOqVM02bNgA27YDj3XmA+9zr3aejjnP9rrrrsN3vvMdtLW1YbfddsOFF17oK3lSbVHzj2VZbiniwIED0dnZifb2djQ3N1ccO2bMmKpj/f73v8fOO++MadOm4dprr0VjYyNOOOEEXH/99dhjjz2q/u2qVatcba0gK/eboOO8vgEAZ5xxBrLZLP785z/jS1/6EvL5PA477DD88pe/xOTJk6uej/f3yj9Lp9PYunUrtm7dimw2i5tvvjl03azF/3rCOTj3MOwdyOfz7nuSz+eF3gFjxozVjxlQyJgxY9uEffvb38avf/1r3Hnnnejs7EQ2m8W3vvWtyL9LpVI4+uijMXPmTOy8884YOnQoDjjgADcgnTVrFp5++mmccsop1JcQabFYDHfccQcsy8L111+PfD5fka1/4IEH8PnPfx7xeDz0d3bZZRdMmjQJV155Jfbaa6+qG86rrrpKqJ3wiBEjXPHQ7tr+++8PAHj33XfdDahj7777rvu9anvkkUcAwCcQ/r//+7/429/+Fvm3EyZMcDPb3T1/R9/j3Xffxb777ut+ns1mMW/ePGEmysqVKwM/KwcIvve97+Guu+7Cww8/jCeeeAL9+/fH1772NaExvOZoXN1888044ogjAo9xNnZ33303vvGNb+Dqq6/2fb927dpA7ZyoaxkzZkyFoLyIHlIQmDlw4EC8+uqrsG3b9/3q1auRzWbd6xw4cCCy2WwFUBd0rmE2ceJEPPzww3juueeQz+dx7LHHom/fvthxxx0xY8YMzJw5E+PHj48Et7nt8MMPx2233YYFCxb4QKENGzZg0qRJWLhwIZ5++ulAXZtqFvacgRLYMWjQIBx44IH41a9+Ffgb5c9dBLB2QMkVK1ZUfOeIrXufe7Xz9Nr48eMxfvx45HI5vP7667j55ptx0UUXYciQIfjv//7vyPOqxUaNGoWmpqYK0XagMKfsvvvuLsPDO9d4NehWrlyJtWvXRs5VLS0tuPLKK3HllVdi1apVLmvo1FNPxbx586r+7aBBg2BZFl544YVA/y7/rFxjyDlPwA96nn322Tj77LPR1taG559/HldccQVOOeUUfPzxxxgxYkTVcwp7rqlUCn369EEymXTZY16ReK+VJ49kEya6zsG5h2HvQCwWw/bbb+/Oi6LvgDFjxurDDChkzJixbcKGDRuGL3/5y7j11luRTqdx6qmnupntKJs0aRIuu+wy9O3b1y3TaGlpwRFHHIGbb74Zy5cvFyrfaGhokKLP12IOMBSPx/Gb3/wG+Xwev/3tbwEUOvzMmTMHv/jFLyJ/5wc/+AGamprw5S9/uepx559/vhAgpnLTutNOO+Hwww/H3XffjUsuucQFuF555RV89NFHuOiii5SN5diMGTPwl7/8BePGjfOxrH7+85/ju9/9buTf9+3bV9n5jx07FsOGDcPUqVN9JSn/+te/sHXrVp/YcTW79957cfHFF7sbgsWLF+Pll1/GN77xDd9xY8aMwbhx43Dttdfivffew/nnn4+WlhahMbx21FFHoX///vjggw8i75llWRU+89hjj2HZsmXYfffdpa+lb9++OPTQQ6XPOcgmTpyI+++/Hw899BC+8IUvuJ///e9/d78HCkDgddddh2nTprlleAACu2WF2aRJk3D77bfjxhtvxBFHHOH60cSJE/Hggw9izpw5FcBZkHHMPV579tlnEYvFfGwOBxBasGABZsyYgdGjR0v/7tNPP41Vq1a54GEul8O0adMwatQol7F3yimnYPr06Rg1ahS23357JdfT0tKCsWPH4t///jduuOEGNDU1ASgIbN99993Yeeed3e6Mxx13HB555JHA8wyzeDyOsWPHYu+998Y//vEPvPnmm2SgUCKRwKmnnop///vfuO6661yfWrJkCZ599ll8//vfd4898cQT0djYiKlTp/pAoalTp8KyLHz+858XHnfIkCE466yz8Pbbb+PGG2902UdeVppzX4HCc/z1r3+NZcuWVZRgBtmWLVvwyCOP+ErI7rnnHsRiscBS15aWFpx00klIp9P4/Oc/j/fffz8SFPr3v/+N66+/3gXNtmzZgkcffRTjx49HPB5Hc3MzjjvuOMydOxcHHnggUqmU0L2RMV3nsNdee2GnnXbCPffcg0suucSda9va2vDAAw+4HcmAAigcdp7GjBmrTzOgkDFjxrYZ+973vucGtjJdMCZOnIhcLoenn37axwqZNGkSrrjiCrdTUJQdcMABmDVrFh599FEMGzYMffv2xV577SV/IRFmWRZuv/12WJaF3/3ud7BtG7/73e/wwAMPoH///hVlNEE2ZcoUTJkyJfK4HXfcUboDFQCsWbPG1fZwMtaPP/44Bg8ejMGDB2PChAnusYlEAhMmTPB1XLr22msxefJkfPnLX8YFF1yA1atX49JLL8X+++9f0T7ZKRESYSrl83lXb6GrqwtLlizB448/jvvvvx/77LMP7r///orfjipBCjLR81+8eDFGjRqFM888E3fccQeAwgbyuuuuwxlnnIFvfvOb+OpXv4pPPvkEP/zhDzF58mSh7lZAgdnyhS98Aeeddx42bdqEK664Ao2Njbjssssqjv3e977ntmy/4IILpK8XKGhP3HzzzTjzzDOxfv16nHbaadhhhx2wZs0avP3221izZg3++Mc/AihsCKdOnYq9994bBx54IN544w1cf/31oaV6MtfSXfvGN76BW265BWeeeSYWLVqEAw44AC+++CKuvvpqtLa2ugDxiSeeiKOOOgo/+MEPsHnzZowZMwazZ892wSMRHR2no+FTTz3lY+RNmjQJZ555pvv/o+yAAw7Afffdh2nTpmG33XZDY2NjRUepWuz8889Hv379cPjhh2PIkCFYu3Yt/vnPf2LatGn4v//7P5cl1NHRgRNOOAFz587FjTfeiGw269M1GTx4MEaNGhU53qBBg3D88cfjpz/9KVpaWnDrrbdi3rx5PqDtqquuwowZMzBu3DhceOGF2GuvvdDZ2YlFixZh+vTpuO2224RKPsvtmmuuweTJk3HcccfhkksuQSqVwq233or33nsP9957r7tJ/slPfoJHHnkExx9/PH72s5+hubkZt9xyS0WHq9tuuw3PPPMMTj75ZAwfPhydnZ248847Afif6VlnnYW//e1vQuWOjz/+ONra2rBlyxYAhS5UTme21tZWd9N+5ZVX4rDDDsMpp5yCSy+9FJ2dnfjZz36GQYMG4Qc/+IH7ewMGDMBPfvIT/PSnP8WAAQMwZcoUzJkzBz//+c9x7rnn+piKQTZ27FiccsopOPDAA7H99tvjww8/xF133eUDEBw/vPbaa3HSSSchHo/jwAMPxFFHHYXzzz8fZ599Nl5//XUcc8wxaGlpwYoVK/Diiy/igAMO8IGtAwcOxLe//W0sWbIEe+65J6ZPn44///nP+Pa3v+0mgM477zw0NTXhqKOOwrBhw7By5Upcc8012G677UK7kHotHo9j8uTJuPjii5HP53Httddi8+bNvnfzpptuwtFHH43x48fj29/+NnbddVds2bIF8+fPx6OPPup23KvVdJ1DLBbDddddh6997Ws45ZRT8M1vfhNdXV24/vrrsXHjRvz61792j/3FL36BE088EZMnT8YPfvAD5HI5XHvttWhpacH69eu7df3GjBnroaZN4tqYMWPGarBdd93V3meffaT+Jp/P24MGDbIB2MuWLXM/d7q4HHLIIRV/E9R97K233rKPOuoou7m52deRyunSNGfOHN/x5d0/wszpNrRmzZqK8/7Wt75lA7AvvPBC++ijjw7sfmbbpe5j1Uy2S1g1c64t6L/yLklBn9m2bT/11FP2EUccYTc2NtoDBgywv/GNb/i6ZDk2aNAg+4gjjog8p/JOYk1NTfbw4cPtU0891b7zzjvtrq6uWi830ETO3+k4E/Tc7rnnHvvAAw+0U6mUPXToUPvCCy/0dUYKM+fe33XXXfaFF15oDx482G5oaLDHjx9vv/7664F/09XVZTc0NNgnnnii8PWVdx9z7LnnnrNPPvlke8CAAXYymbR32mkn++STT/Z1/9qwYYN9zjnn2DvssIPd3NxsH3300fYLL7xgT5gwwecLtVxL2P0I6j4W1o1u3bp19re+9S172LBhdiKRsEeMGGFfdtllbpdCx9avX2+fffbZdv/+/e3m5mZ78uTJ9iuvvGIDsG+66Sah8xs9erQNwH7ppZfcz5yOhwMHDvR1XbPt4O5jixYtsqdMmWL37dvX1w0w7NqDum8F2Z133mmPHz/eHjRokJ1IJOz+/fvbEyZMsO+6667A3wv7L2xe8pozR9166632qFGj7GQyae+99972P/7xj4pj16xZY1944YX2yJEj7WQyaQ8YMMAeM2aM/eMf/9jeunWr75yuv/76ir8Pu/4XXnjBPv744+2Wlha7qanJPuKII+xHH3204u9feukl+4gjjrAbGhrsoUOH2v/3f/9n33777b73Yfbs2fYXvvAFe8SIEXZDQ4M9cOBAe8KECfYjjzzi+60vfelLdlNTk71hw4bIezRixIjQe1z+Hr7++uv2xIkT7ebmZrtfv3725z//eXv+/PmBv3vTTTfZe+65p51Kpezhw4fbV1xxRUXHtiC79NJL7UMPPdTefvvt7YaGBnu33Xazv//979tr1651j+nq6rLPPfdce/DgwbZlWRXneuedd9pjx4517/moUaPsb3zjG773e8KECfZ+++1nz5o1yz700EPthoYGe9iwYfbll19uZzIZ97i//e1v9nHHHWcPGTLETqVS9o477mh/5Stfsd95552q1+H4w7XXXmtfeeWV9s4772ynUil79OjR9pNPPhl4/P/+7//aO+20k51MJu3Bgwfb48aNs3/5y1+6x4S9ez3lHMLij4ceesgeO3as3djYaLe0tNgTJ070zU2OPfLII+76NHz4cPvXv/514NxkzJix+jDLtgPasRgzZsxYD7R33nkHBx10EG655Zaa2Q7bqq1cuRI77bQTHnrooV7VAeSDDz7Afvvth//85z84+eSTdZ/ONmuPPvooPve5z+Gxxx6r0EHSabNmzcJxxx2Hf/7zn1UFrHuS3XPPPfja176Gl156qdsC0b3JLMvCd77zHfzhD3/QfSqsNnToUJxxxhm4/vrrdZ9Kj7Vjjz0Wa9euxXvvvUfy+4sWLcLIkSNx/fXX45JLLiEZY1s4B2PGjBkLM1M+ZsyYsR5vn376KRYvXozLL78cw4YNc1tH9yYbOnQocrmc7tNgt2effRZHHnmkAYRqtA8++ACLFy/GD37wAxx88MFuW29jYnbvvfdi2bJlOOCAAxCLxfDKK6/g+uuvxzHHHGMAIWOR9v7776O9vR0/+tGPdJ+KMWPGjBkzFmrRBfHGjBkzptl+8YtfYPLkydi6dSv++c9/VrTWNVa/9p3vfAcvv/yy7tPYZu2CCy7A5z73OWy//fY+3RRjYta3b1/cd999OP3009Ha2oo///nPOOuss4zgqjEh22+//bB582a3s5kxY8aMGTPWE82UjxkzZsyYMWPGjBkzZsyYMWPGjPVCM0whY8aMGTNmzJgxY8aMGTNmzJixXmgGFDJmzJgxY8aMGTNmzJgxY8aMGeuFZkAhY8aMGTNmzJgxY8aMGTNmzJixXmi9svtYPp/H8uXL0bdvXyO6acyYMWPGjBkzZsyYMWPGjBmrG7NtG1u2bMGOO+6IWKw6F6hXgkLLly/HLrvsovs0jBkzZsyYMWPGjBkzZsyYMWPGSGzp0qXYeeedqx7TK0Ghvn37AijcoH79+mk+m9otk8ngqaeewpQpU5BMJnWfjjEiM8+595h51r3HzLPuHWaec+8x86x7j5ln3TvMPOfeY/X6rDdv3oxddtnFxT6qWa8EhZySsX79+m3zoFBzczP69etXVw5szG/mOfceM8+695h51r3DzHPuPWaede8x86x7h5nn3Hus3p+1iFyOEZo2ZsyYMWPGjBkzZsyYMWPGjBnrhWZAIWPGjBkzZsyYMWPGjBkzZsyYsV5oBhQyZsyYMWPGjBkzZsyYMWPGjBnrhWZAIWPGjBkzZsyYMWPGjBkzZsyYsV5oBhQyZsyYMWPGjBkzZsyYMWPGjBnrhWZAIWPGjBkzZsyYMWPGjBkzZsyYsV5oBhQyZsyYMWPGjBkzZsyYMWPGjBnrhWZAIWPGjBkzZsyYMWPGjBkzZsyYsV5oBhQyZsyYMWPGjBkzZsyYMWPGjBnrhWZAIWPGjBkzZsyYMWPGjBkzZsyYsV5oBhQyZsyYMWPGjBkzZsyYMWPGjBnrhWZAIWPGjBkzZsyYMWPGjBkzZsyYsV5oBhQyZsyYMWPGjBkzZsyYMWPGjBnrhWZAIWPGjBkzZsyYMWPGjBkzZsyYsV5oBhQyZsyYMWPGjBkzZsyYMWPGjBnrhWZAIWPGjBkzZsyYMWPGjBkzZsyYsV5oBhQyZsyYMWPGjBkzZsyYMWPGjBnrhUYKCj3//PM49dRTseOOO8KyLDz00EORf/Pcc89hzJgxaGxsxG677Ybbbrut4pgHHngA++67LxoaGrDvvvviwQcfJDh7Y8aMGTNmzJgxY8aMGTNmzJix+jVSUKitrQ0HHXQQ/vCHPwgdv3DhQrS2tmL8+PGYO3cuLr/8clx44YV44IEH3GNmz56N008/HWeccQbefvttnHHGGfjKV76CV199leoyjBkzZsyYMWPGjBkzZsyYMWPG6s4SlD9+0kkn4aSTThI+/rbbbsPw4cNx4403AgD22WcfvP7667jhhhvwpS99CQBw4403YvLkybjssssAAJdddhmee+453Hjjjbj33nuVX0NPtvZ0Fnlb91kYM2bMmDFjxowZM2bMmDFjxrZFIwWFZG327NmYMmWK77MTTjgBd9xxBzKZDJLJJGbPno3vf//7Fcc4QFKQdXV1oaury/335s2bAQCZTAaZTEbdBTDay5+uw+UPvY/DtrNwAvM1zFm0Ab9/Zj4umbInDtp5O9axH5y7HP95dwWu/vx+GNKvkW1c27Zx0zOfYsn6dlzz+f3QkIyzjb2lvRP/XBDDp09/gv83cQ+2cQFg1eZOXPfkJ5iw5yB87qBhrGO/tmg97n5lKc4aNwKHDO/POvaDc5fj+U/W4v+m7IEd+zexjZtOp/H40hhefPA9/OyUfdDI6GedmRx+OX0ehvRrxHeP3Q2WZbGNvWJTJ6594mOcuP8QnLjfELZxAeCtpRvx5xcX4fzxI1nns0wmg1dWW3j47jfx81P3xbDt+OYzAPjNjE+waksXrjqV18+6Mjlc/tAH2Kl/I74/aXdWP1u5uRM/eegDnLj/EJx2yE4sYzoxxtzF6/Dbpxfg/x0/CofvOoBlbMcef28lpr2+DL/4r32wy/bNrGP/6fmFeG/5Zvz6C/uhpYEv5Mzk8rj+qU/QmIix+ZnzrFdvasMNMxfgsF23x5fH7Ew+rtfe/mwT7nxpEf77sJ1x5G4DWcd+/L2VePL91bho0ijsOrCFdew/Pb8QC9e14ccn7Y2+jfR+5jzrts4u3PCfD9GSSuDiSbsjFuObz9Zt7cKvHv8IE/YcjP9ijs8+XLEFt8z6FN84cjj7fPafd1bg0XdW4vLWvTBiAO185jxn539vmbUA81dvxVWf25fFzxzL5vL46SMfom9jApeesCern61vS+OyB9/HMXsMxNfGDmcbFwA+WrkFVz/+Ec45elccs8cg0rHKn/WzH63B1JcX42en7INRg3nnM5Umg3P0KFBo5cqVGDLEvyEYMmQIstks1q5di2HDhoUes3LlytDfveaaa3DllVdWfP7UU0+huZk3QFJlL6+ysGxjHGu3xDD+yRlIMEqGXz4njrashf931yu49KAc27idWeBHcwoue+nfZ+HLu+XZxl64BbjlvcLYfdqW4Ygd+ChaL6y08OKqOF5ctRCN6z/BToxz098+juHNdTFMf3c58kvmIsW3d8QVb8SxMW3h7YUr8SNGP+vKAT98rfCs165ajq+O4vOzxVuBJz5LAJ8tR3zjUhw5hM/PXlpl4f4FhQecWvMRdunDNjTumR/Dq2tieOy9lbj+8Cyrn133dhzL2i28Nn8VrhzD62f3L4gjZ6/FpnWz8I09+PzsszbgtncKPh7fuBTjh/L52exVFh4p+lnj+k+wa1+2oXHfpzHMXh3Dc5+sReyzt8EY0+OCu1/H2k4L8+6aw+pn2Tzwg1cLF/p/f3+e1c+WtwM3vF0Yu6ltOY4dxudnr62x8I/5BT9LrvsEo/qxDY0f3vUCXloVw0NvLYe17B00M/rZNW/FsbLDwqufrMTPDtHjZ8uWL8fZe/H52aoO4Ia3CmPn1i3FcTvy+dlvpj2Du10/m489tuMb+8FFMcxaEcOj76xEetFctCTZhsZN78WxYIuFZ+etwvVj+fwslwcufz2OzpyFFatW4Vv78PjZjBkzsLoDuLHoZ9amZZi0E9+znrvWwr8+Ka6bGxZg7/58Yz+8KIZnVsTwzEdrEF/xHvql2IbGb96JY0mbhdcXrcN1h+fAkUOaMWMG8jbw/VcKz/riv7+AbzL5GYW1t7cLH9ujQCEAFdkc27YrPg86ploW6LLLLsPFF1/s/nvz5s3YZZddMGXKFPTrxxgpKLQT8zYev+ZZbO7MYuf9x+KQXXkyQuvb0mibPQsAsKLdwsTJJ7CxZl6YvxaY8yYAYC36obV1HMu4AHDbcwuA9+YDADLbDUdr635sYz92z1wAawAATcP3RysjUn/9h88D6ETWtjDioHEYzcTY2dyRwcbZzwIAlrdbOG7SCWhiQgpeXbgeeO11AMAauy9aW49iGRcA/vLCAuDdgp+199kZra0HsI397L/eBbACAJDcaV+0HrUr29i33PwygK0AgGH7H4GxI3kyj13ZPL43eyYAYGPawvjjJ6NvI09k/cqna5B7bS4AYE2+Ba2t41nGBYC/zV4MvPMRAKC9ZUe0th7ENvasf78HYDkAILHjPmgdP5Jt7D/c/BKANgDA0P3GYtwo+nUzk8ngsSdmYG1nIUbZmLZw1HGTsV0Tj5/NXbIRePU1AMCqHK+f3f3qEuDteQCADmY/e/7Bkp8lh+2N1gm7kY+ZyWQwY8YMrEU/AFthw8KQfQ7HeOIMt2Npz3y2rsvC2AmTMLCFZwf33rLNwKuvAACWZ5rQ2jqBZVwAuP/1z4C3PgAAbG4citbW0eRjOs86t/1wAMsAANaQPdB6/O7kYzv2tz+/BmAjAGDAnodi4j47sIybzZX8LJ23MPqo49mYrvNWbkHnq7MBACvTDWhtPY50POc5T548GQ+/uxp4630AwOaGIWhtPYR0bK+9/tg84JMlhX/ssDtaJ/FVDfj9bAym7MvD5q70s+NImfveZ71ofRfwyssAgCUdKZx00nGsrGaV5lRHiViPAoWGDh1awfhZvXo1EokEBg4cWPWYcvaQ1xoaGtDQ0FDxeTKZRDLJCK0rtv137IeXF6zHwvWdGLsHz3UsWu93rqWb0thnGA+wtnBdp/v/569pQyyeQJyJQrlwXYf7/z9evZXVbxauK6G8n6xpZxu7M5PDsk2le/7pug4cPmowy9gr1/iR7cUbunAAU2nP8s3p0rjr2oFYHMk4DxVv+aZSmevCdXzPGgA+21h61ovWd7CNbds2lm4ovV+LN3Ti6D15xl6ycavv30s3pnHQLjzs0QWe+eyzDR3IWzE0JHiAz0/Xlt6vBWt5/ezTNW3u/1+4js/P8nkbC73Xva4DE/bmGXttp//fC9d34rBdefxs0Xq/n2VsC80pntBP67q5Vs+6CQDLPHPpp2s7cPy+PGMv39zm+/fCdZ0Y2p+HWrxiS2ndXL2lCx05oB8TwL58c2ndXLC2jflZe9dsvvkMAJas96+bXGMv3lC+bnZh+CAeyucCz5yyoT2DtoyN/s30wGcymcQCz5zyKbOfzV/tWTfX8vrZ/NWl572AcexVW/37gAXrOjFiMP1+M5lMYuH6Te6/t3ZlsaY9h50YpSRUmszzYiw6irYjjzwSM2bM8H321FNP4dBDD3UvKuyYceP4WCM9xXYZUHDQZRs7Io5UZ97NG1AIMrlsybrSpJjN21i9pbPK0Wpt8frS5LSM8Zpt2/Yt/Cs38V3zkvXtsD0M1RWMflZ+jzl93OvT2bzNes+979eidW1VjlRvSzw+vmitON20u7ZmSxc6MiX6+aK1fNe9uOwec95zr0/nbd651OvThfecj4pePjaXrW3rQtbTmWHper77vTHtT158toHvusvvMef6tXidf93k9DPv2Cs3883h7dnCJsKx5Zt6y7qpz8+87/LSDR3IM3ZgWeq5bq/PUVtbVxZrt5YAKc61a0WZT/OO7X+XOe/5Sg/4uHxjB9JZxhLJzXrWzY50Dps7S/PZUsa1qzz21rVu/uF/RrMxe3UbKSi0detWvPXWW3jrrbcAFFrOv/XWW1iypECBu+yyy/CNb3zDPf5b3/oWFi9ejIsvvhgffvgh7rzzTtxxxx245JJL3GO+973v4amnnsK1116LefPm4dprr8XMmTNx0UUXUV5Kj7Sdi6ilN8NPbeULPedLurxsguAMOryT07q2NDozPDXUmzoy6PIsPJxA2JotXb5/ry77N6WVb5DXbOUc2+/TvGOXrntLZ5bNzzozOd/zXct4zYvLApxyv6O0cvBr9Wa+sZeVzdurGDeuqzzX2Z7OYXNHtsrR6iyby/t8i3MOX7XJ/2yXbeRbuzam/f/+jBGQWl4GDHzGCBR4182ubB7r2tJVjlZn6bKxVjO+WxvKphDWdbPs2XLOpRVrNuPY3o1qLm9jYwdP85W87U/kcK6b5cAA5/0uXyc5183ydZJ33SyNlbd543Hv2JxAczmgzgk0lwOAnIkzB/j87nG745QDd0QfxiYJOo0UFHr99dcxevRojB5dqO+9+OKLMXr0aPzsZz8DAKxYscIFiABg5MiRmD59OmbNmoWDDz4Yv/jFL/D73//ebUcPAOPGjcN9992Hv/71rzjwwAMxdepUTJs2DWPHjqW8lB5pA/sUSuLWMwVaALCuzT/5r9vKN3b5dXItwLZtV1w31yK4tuz+ci6+5feXM7gtX3h6Q3Br23bFdXNtosqBMM7gdmlZcMt1zUDls17bxhhYb9E3l5YHs+XzG5Wt3ZqGN4nPuXaVB7ecY28qYwpx+nj5WGsZ59Jyv+LawG1oL1s3Ga95Q5f/Wa9hXLN1AjMVcynrGqLnujengUyuNKGt25pmY8OVr5vlsSKlVaxdOtdNxrm0HFzmWkO2dGbQli4lCDe2Z5DN8bCUyllhnHFKOVOIdd0sXufAPoyq2j3ASEGhY489FrZtV/w3depUAMDUqVMxa9Ys399MmDABb775Jrq6urBw4UJ861vfqvjd0047DfPmzUM6ncaHH36IL37xi5SX0WNtQLHVwAbGF8WZBB0q3fp2/rH7FVvGrG/jyQa1p3PozBQmYOe6y4NOKltXDKwa4oVAY+3WLuSYqNFOkNFSFHjmDDCdhWj75mRxbL6MjLMQOWNzBbdbu7LoKPqZOzbTPV9T1INwxt3QnkGGKehw3uvSs2bcwBXf4/7FsTkDno3O2E3O2DzXncnl3Xe7b4Mzl/JctwPMOK18OzI5dKR52HDO2M4czhlgOkwhd93UkMjhXrvyedu9Tuf92tjOs2Y7c7azdrWnc76SLkrbULy9zjVzMk2dEu8BRXFpTiaDk9V3xuaax3N5233e3Gv2lqI7O886ncuzsS7L3y1OEM7xq+bi+7V2C9985oCsDnODa920bdtl2LpjM83jDpjekoq73bc2MM2lq8rWbK71AyjNKTrXzQFMQv09xXqUppAxORtQFFfjfFGcsXbfodCvej3jJsqZ/PcY0rd4LjyLgbNRbEzGXKExLjDMWXSGNQExq0BZ5crKOPfbERLnDDCdzcPeQwtjcwIFzmbd8TOusZ1rTsZs18+4xt7UUbjmXQe1uOLtXPOKE2Q4cwrnZt0Zew9nbMbA2gnqRg0uCMFyXbfjU8m4hVHF6+bKMjuA66jBfZAqirdzzWerimPvW5zPeJlC8I3NGVg7a7S7ZjMlUzZ2ZFxW2G6DCj7Ol0wpjLPLgGYXGOIqIdtavL37FNcu1tK14pyyF/PaBQCbyuZSvrWr5M977MB73W3Zwlo5tF+ju2nmAgGdZ11au/iZQs58xskUWlWMQ/cZVnjWXGtXIWmX843Ndc8dMGpY/yY3icSWyNnkf9br2/jYcA4g5dxvHXvdgS2VTarq2QwotA2bg2ByIcaABxQaXAwwmYK8dDbvip25YzMFt86CN7CloXTPmSYnZ5PaL2W7rWX5Stf8oNDarWk2lpIDkOwxhDfAzOVt18+4g1vnmlsSwKAiZZUr++fMIQNbUuyZXmfs3XcoLfxcQqEb2vQAUrZtu89bFyg0uE+D62dcwZbjz4P7luZSrrGd++vMKZs6+Cj4bZnC5nF35g1cofS5bM1m2sCt9zCUduhbaFfNtm4Wxx7UpwE79CuMzVVC1l4ECvYs+llbOoc2JpaSA+676yYjyO3o+HCP7SRx+jYkMLTYFp1r3WwvPtbtmpIYXJRz4Bp7o5tMKaybHRk+P3PYOvvuWASFOAGpzf64lGv9cNjUfRsTpeQw01zqXbOddZMLiHOucc8i0JzJ2djCxbp0gea+vn9zmONXhilkbJsxp3ysLZ1jE6QtD6y5gjxnMohZwMjBerKOA/uksD0zEOeWeSRLkxMXBd+57j2HFibkXN72ZeUobWMZe4QrG+S9vt2ZQSHHn5sThc0MwAkKOVT0lAs+cge3DjjCKRRaYuvwbta3dGXdTlguKMR0vx0f36455WbBuILbzZ2Fsfs3JT3BLc8931y87uEDmmFZgG2Dzc/ai8vzrsyMmfZ0zm1U4KzZXMkUZ84e2FJaN9kSOZ41u7RuMt3z4n5px/5NaEwWQmyujavzbrvrJtPa1ZXNob1YBsrN1tnozmdJd93kYwoV/nf75pS2NXun/o1oSsZZx15fxqbmGrczk3PZOi5Dimnt2lRcu7ZvTmFAcd1kW7ucdbM56VmzudbNgpMP6dfg+hnXvs+Zz5x1k6syxVv6PMhoChnbVqxPQwJxq7Cx4JggbNt2JwOn7IAbmBnQUtq08mWYS7WlruYK89h9kqWaXmeBoLa1xWsc0rfBpeBvYRp7o2cDB5Q2dOTjerKOTpDHBoR1OEwh2/UztlKPdifgKQXWbOVjxWsc3LeBXR+hvHRtzdYuFmr0xuI1p2I2dixmHbkAKWf+6NeYwACXkcYbYPZrSroCjlyBnnPdA1pS7BoFjszIyEGF+WwdEwU/qPRZSzKlmVfPaK0nXnA0CLm0XhxQqH9zEv0aC9fNtWY787izbm7pyrKwLp01MmYBuwxo8n1Gbc6aXdis82pXOc96+5YkO/PRSWj0b065cynXPO7EgU5Z6ObOLLqy9InpLUUWt2UBwwc6yRTepEK/poR7v9nHbuT3MzeJpCGR44ztrJtburJIZ+nZvd7S5+0NU8jYtmKWZaGl2CWPY4LY3FHKbjtU9A3tGZagwwkmB3jKW7gCTGfxHdCcwvaOjhPT2E5w05ywSwEmU7DljNO/OYW+xbGdRZnSvFnHXTzBLUfpmjfr6IBwHNcMlILb5gQ8Y/MG1v2bU+jXxHvdXpZSP9fP6K87m8u717jboMJ8ls7mXWYFpTnzR0uiJI7KNac4m+PtmpLsAPumHhbcciVTHDxi1+JGJp3Nu3McpTk+NaDZw3Jlut/rfZt13jXbKaPavjmFfk28wIxTPrZdU6qUyGEApGzbrkim2DbQlqYfe1N76d1yAFe+dbPEonDjlC6eZ+2UhepYN71gGOe6CZT8eeftmyo+Ix23eH19GxLsa5cjK6Bj7XLHbiolctiTSDoSOcX5bJftm1GUumRhfDp7vr6NCSTjvQsm6V1XW4fmgEIcmRFncmhKxjGkWKdf0GChH3tLZ2kzsT3zhOyM3bcxwU5FdzqmNMVLXde4glsnuOnTkHADHg5Aytm8WRbc7DYAlu4xm1zGTIo9wPRqCnEDUhu8gXUDb4DpPO/tPUDcZobr3ujxsx37N7pdPTjuubM5bkmWOplsZXrWLjDTVGIycHVmcuau7ZoS7uaRaz7b7LluB9znmMe3duWQR8G5hm3XhFSCr6RoiyegdzcyXGtXZ4kVtj1zUwxn/ujbmPCwdTQwhRh9vDOTd7PoQ/o1ukLuHNftZa30ZQYoNvrG5l033WfdlESfBj2ssO2ZE1jpbN4t4erflCqtXwxriHcOd66Zb+0qgULuusm1ZmsEXb2JnP7OusmwD8jnS9pF/ZtT7tgc61cpTkmSj9XTzIBC27gV50WWidEFCRoTSCVibr08x+S02TN2P0bWClCa+Ps2Jtlb6zrX2BgHa9axMHYJDOvLSIN3FsB+jUk0JuNoKG6iOAApb4vy7TQxZgpMIW5AqpR15Aek9IztXHO/xiQS8Rj6pPjYWZs8DED+4Lb0fvVp5AWkgoJ67uB2u6akZyNDz9Zx7ncybqExGXPBfc41u2/ZuslRura1OHf1afAAgEws162aEhpAST9qOw/oyjKfFdlRiZiF5lSclW3qzKXblb3XLKW4zprdlPTEKTxzildTSF8ih5fJ7fWnPo0JVj/zAjPOHN6ezrGwyLd4ysecdZNLcNnL1nGum40V5hm7b3FsDkHzwvyB4tglP+MY21mbnfeqN5kBhbZxa4wX3hqOANN9UYoTgzM5cdCTvcCMdxPFEXR4wbCWFN/EVBi7MCE3eoACDmDGW0ZTyIzwMzgcAK4fY2Zkoycj05d5ExUEFOjYMHMG1ulsHp2Zkp9xZpm9G2bv/3LOpY1x+IJbjm5YXm0EZ2x2tk5jKbPOcb9tu9RVcLsmLxjGsJHxlOtZloUWxsDaC44415zL2+47R2ne96sPM/BZSmjw6vrYtu1jCpUSORzATGndtCyrxFJiSCJ512znfmfztsso4RjbB0hxAYDFUkEfc4ULYO8szeOltYsPmOnTkEA8ZrFet/MeeecUgImlFABIcdzvwtildZMzqQB4WUoJXlaYs/dJxtCQiHvAMMb9ZkMi4sj6MwMKbePWWND/ZQlu3cxfox8U4lgMnEmoT0PCDarZgtuuyuCWK0Pg3NvGuM1as+6d9Fsa4iWggCHY8m4cAV6BbefeeoO8XN5m0f9wfKoxUVqMuEChtiJjoqUhwQqOtFX4Gd+c4lyzM4/1YQTigkAh7zlRmi+41UXBb+JlKbV5ssn9GksZT87g1pnP3OCWI9vqyXg2FzvHAEzApxeQYrzf3nF8LFcGcKQ9nUPedjSFkqwJjU0h6yYnwN6vMYnmVBzxogAI6wbOw1rhYgo507WfiUd/vzO5Uqlgn4YEaxKpJOXg3wdw3HMva6UhEXdLcVlZSk0lYIYrPis1aOAF2L0lXN41m3M+c1imnGuIwyD2Ao+9xQwotI2bCwpxlo+Vb6JYxi5lCJqTcVf/Q1dwy8cUCtAUYgBmnPvdnIojEY+VKPjMACAAcFKjHdZbSyqOpiRvcOv4VEOMX2jae885x3bGbUjEkIjHWMEwB+RuqfAz+ut2n3UcSCVibokkR7ngZp+mEHPW0ZvVZwzynHFT8ULZMycws8nDzAKYkykelmssZrEG1l5AqrRu0oOeQFnZnLt28c1n8ZiFpmSclaXUni49awCspWvOfNbSkIBlWawlLls9Y3MLLncVc5ItzMCMP5nCO7YDUPR1wUc+xqcLjhTH5Fy/SsnKhC+hwcIi95U+M5YKdnlKuJgZUmEgNzcJobeZAYW2cWsogkIcwW35i+KUUnG/pLGYVRqbJbj1ljzwXXM+b2NrupJRwMmYqQRmODbMJdYKwAuGbS0LbvsxAiRtRTaSTz+Kwc9s23aDTO6sowPC6fCzreVMIUZAyqsVBvAKi3tb0rslXAzBrW3bfvo/IzDjHdeyLFaWUnnZNW+ZYqlbD8ALSDnvcJ+y8jGObqU+TSFGcMRhlDan4rCsUmkNz9pVXDdTfj/jiBdcUChVmNA4k0jeNcS55q5snqV1dWcR4+zjYVNzrh8NiRiS8RiryLW3bA3wMmw1jM24ZvtYrsVxs3mbpVupTwdQg7B3QUOWl8ntJQIA3EwhP8Dem8yAQtu4lcrHeLOOAG9wW67/wcnY8V63qweRzpEHt23pEkrfGC9p62xiYQr573c/Rgp+KesY943NEXS0h7CUWIJbD3vE2cQVtJ1os+td2TyyRV9u8QW3fJuJ8jmFAyhoq3jW/JnehqImHCuDwzOfOfc9y1CK6/Uzn84MI4uipRwcYbjfXqDAN7aGjKczp3JrEPpKJIk1CL3JlL6Nng5gDOumm9BwwREdbJ3ydZPvWbusS0Y2w1ZPEsnrZ9Trl23bLijkZ+twJJCC1y5OXZ9ytg4PS6mkFQaAFdx3ksN9G5NoSSVYu5U618ftZ87aVZFUYFw33TWbM5liNIWMbavWI4SmNbCUdOh/eDNRAH1w64ybiFlIxrz3m0HfptO/+OoIeFrKAh6e0jX/QqQj29oYt93xAXof91HRU7xMocrsto6NTLw4Nn8mqsQU4mtx6wU+vaW41KVrXl2u5hSvzoxOYKZibM6Sh7JETh/GUg+v1ktDIoZEsRSXev3yJlO8jDSOhhjOGM0pP8uVoyy0rRyYYWQpOT5eDlLwAHGleTwRj7nvGfUaks7mXf0oXeVj5c9aBwCoYx7vWw4+coztAXxjMYutW2nal7RLsK5d7nzW4F+7uFmXQMnfTPkYrRlQaBs3TqZQiT3iR+k56bLO4tfCuBBtLgtu40zBrfeaLQuuUGg7Q3Bbeb8LY3N0EylncLRwBvVdTlCvL6ufihc0Kbio0Vs91xyLWbzATJhOGaMWhUO95y1d84NCnKWhbW6wlfAFt9Q+7oKeyRh71xonwGwqA2ZYNhOe+w3wrl3l71dJx4mxBLlYstfCNLZzX5NxCw2JEkjQzpBMaXPBkcKYTe6azbFu+hManOtmBVOIsX10JbuXad30PNOWlIf5mKYvkSwvfXZZYQzvdTmDQwezuGIeZ2TNNDMzV7zxfnOqVMLlbZ5ANnZZ0o4XAPQD7JwahKZ8zNg2a5xC0+Uvip7gtriBY2IpdWVzbm1634akT0SROrh1ghrnPjtofRtDgFmOlDclOVlh/oXIoeJ3cATWZbRs595Tj+3V9XHeaXczw8RIK20mHD+j15kpL3nQ0fnM2cCxtjwtB4UYr7vDDep577m7mSgLMDmC2w6NTKGOMkCqrwaguVKXga+bYrlmF/XYXj08yyrpD6ZzeWRytCWS5UkFZ07lAaSKc2lx7NL6wZfIceYUZyPHMXbF+uWOzQNyNxVBbse/bZs+eRaWTGFlj5TNpRxM7vbytYtzHs/4S0O51hAn3k85+lGM1Qrlz5ozPqtI5DBqEBqmkLFt1lhBobCsIyedr4y5Qj1BeIO5lrLNI3Vw2x4S5KWzeWSJg1tnASxlt/kCzJL+RzHbmuIrmysPMJuYgJnOTB7OvrihDBSiBqTKW7M7QbVtg1xnpvx+NzNm1ss10nRsopxnzTWXprN5pItzh/NuczE+w6jo3u/Ixy4T4eVgUbRnQgApDckULgp+ects7/9yMdKcZ+3M4QD9u13OonDXjwx/SVEzJyDlCk2Xz6W0123btoedVX7PedZN5343Jvj8rByE42SkuUkFF/jkS9qVs0c4E9NtZUwhLlmD9i7/PqAhEUcqXuxWSj12hRYfX5l7uZ/1YSyxd/Z2fQ1TyNi2Zg2MmkJtZZt1HVTCEkrPM0E4gUUqXmiZXRibJ7gtzzA7G2bveVFZCaUvXLOerKM/wOxgDKxLAAlPgOl9h4q3vASGaQowAb5sax/3WfMws4AAQIozu+12HyvM301M75f3vjrvVRPTdZdT0RsScY/ODM9cqkOfwLnu5rLglqV0LeMH4kqZXj79qPJSD+qxO8pAuEKG3SqeFxcgVfSzlEZgJsmzdgHVkin0TRJyHr0VoHT95MmUMlZxLGZpY/dyJZCAEhjW7D5rHmZWYQz/GsJ13bk8XJC7lKQt+hlxXOot93bMmc/bideQtq7ydZMnGQ+U3q8mHaVrZYmF3mQGFNrGzUmCcSwGLkiRLMtEMSwGTqDXmHRAoWKJC9NmwpttLHVw4QlunU16yqNnRB1kdpYxhZoZF/6wgIeDKdRelv1rZgrqvS19i4/YUzbHFGCmSsFtY7KwNFAH9VvTejYTQGVQzwk+bi1jCjnveCd1drt4zal4gYoO8GmVlVPRAb7nXS5a2Zx0AnqGdbNsHud6rwtjlI3dwDOXOn4cj1luVtt5x6mz20FrNhfg62zgytcunjKq4LE5/KxcaJrrur0bRGcea0rxxIblyRSA77rDkintmRx5yXd72Tzu3HfO8v6mlP9ZUwOfXR7CdPnYHWlaNnV7kJ8xMcNKyXi/n6U9YCzd2MGAFAsbLuOwqeMRR9afGVBoGzeHVcACCmX8wZYTaFIH1nlPu+TShMwT1HeWBfSAR2eGeGznmTobdMviy0SVxi7LeLJQhP20US72SIGK7mekcW1ay4EwzrHLA0zAmwXj0UbQkfEs167iBKSc+9pQnL+5NhPtZSVc3rGpAalyKrp3bK6svuPXjcWFs4NlE+WfzxpTPOsmUMmQ4gIfvWCUVWxv18LkZ+UgnHdsTnAf8ALNDKKwZUxuJ2nHWXbdXKEpxATMFJskFMbmeb/aytYPQF+84Iyby9tueTCVlQvncwKf5Xp4XOuH8/MJD8jdxJZMqWQKNTH7eHPZ/eYY29vtDeBbu7xjNHrWkN5iBhTaxs0FhTRkPEugEO0i1Jn1UNGLYzpACf1GpjLr2OhmRph0fZKVmyiuzHpTWfatPZ1j6KxRro1QzPxRA2GZnKvr01JWPkZOES7bTACMWceyWnmAT6OgXLzR1c3K0etmdZazR5gCzEwuj0yu4GjO42Yr4UpXbmQaufysjIpe+P+8AHs5OGLbhRIUSmsvz24zZdZt265YsxuZEjmOL3mDaq4kUhBTyGWPEK8hleUtpfeMfgMXrOtDPa63SYIuppCWZEo6YD5L8iSwKhNnns06V2KBOXEGVAJxXKVrDlOoOVUCubnihfL7DXhZSrxMoYZEDMXLJ7/n7S4JoZjIYWSklRMgepMZUGgbN8dns3mbvLNGZwhQ0Em9cfTqE1QAUvxZR66x3cA6VXpNuRg7pfIxP3UT8IN0FFYRYDItBt6MasnHebKtQYsQV7a1xIYr+RkXI62z7Lp9orDULMCiHzck/YE117sFlEB9rtK1QGCGmYru3Sg3so0dzHIF6OeVcpCilPGkXa/TuZJ4fWPZ+0V+zZlKP3MZUkzJlEB2Lxfw2VBKXnFtosLLrok3zNmSn5UD7NxxCsAfI/liQ+Z103mnknGvbhbPXFp61jzAfj5vV8RJXGuX8/OB4CMXW8erKZTkLYd1xrYsiy2p0RHC2tdBgOhNZkChbdw8eAEfQFIclCvr6JZaJGIuRdgFpHRkHZlojG7A45mYuFgzbnbbyTB7OmuQAyTlpWsNvEFeYzJWQUXnGzsowOQPbt3rZn7WqXhJN4tts+4CzTx+5sxnMQsoxvGM2jpOmYeGEq5AppAzNk85rLNhTMRjbhkAOYOjbGyu4LbTA75wJ1OC5hRnDaFOKgRrCvGxTb3jWZZV2riS6zj5dTC4yq69cVBT0j82fZl74ZobA9cuYmAm6wdmAE8nLo3JSu4Oe2ySBp57yi007by6wWsXE1unISg2ZOp8FlBuzlW6xi1XkrPhMrkNKGRsm7O4BVeYlpqxU04JZw8wA0u49GWDuDatvoDH2bgyM1e8nTXI73m2XD+KJ6APAma4GBxOQN+Y9LLCmP0sgJ5MztbJ+IN63yaKCZxxs45MAEWnZyPjsAi4SwVbfM+aFwwL0hSiv25/CRdQete4N3BcmVan81giZrmi4tyaQv45Jeb7jmzsQJCbed30JXK4kxr++awtnSXVzXKuORm33A6tXLFCeQMSgHHtKs7jXoatk1jgEnJvDPBxenDfnzAsJWjzpNICzhxuWaW5m63LXd5JElbqLpIDMwGaQlw6gEF6Rlzs3hLAXkymFMelFrn23lJTPmZsmzPL4gFn8nnb1V7gLx/zj+v9/zq0ERq49IwCA0ymrEw6KLCmB2dyedtt/dmYKHat8QQ7lMGtK2YeEGixlY/5glvezbqXDVYKMHmyf0GgK3XZQzng2+zZTHBsohoDyvXIgYKyltm+sZl0s3zaCMzzuA5dBlfPyC0pKl0zqZ8F6eExZXmdtas5YM3mFLl2jLsctiHBX4pbPpc64+aJdbNcYD8RMIdrSNpxtaQPXje5/CwgVmGODcuZQgDtvNLu0RMq6frwlK4FMYW4NFXLm594x+Yr+a70cXoSQrB2FUC7hjgEW8vyz+O9xXrfFdehcZRxeSnf5cgtfUDvz0z4x2YSe9awkekMCOq56uWDrpujrW+XV1S8bDHIEnfWCM4wM7N1AgJMeoaUn5nl/f86S9co36+sR+y5POtILT4cyD5M8mYdmwKyjmzgiE5ghrkM2LbtCoDE+55R+llVPTzq97pagwYmZlaQzgw9SBFUzkS/btq27St/9o5LPXYQK4wdmPGydbiSCtnw0jUdDCkO1qW3Q6sznjdmoRw7iO3JBcKlPULT5WNTJ87aA8quueKzavIZ5IBU2XV7ARrKNcR51t7Omb3JDChUB+bQVykXIu9vOy+nMzlQi1wHifBysZSCN3C8wW1TUMDDtHlsZF6AvX7mBBtcnTXcLG9QoEVdPubqE/CzR4KzrbwU4aaU18fpN1Gdns14qdyCaRNVrUyRrbSmdL+56eDcG5nC74eLXJMmUzJ5OGSgJncT5QluGeazYD08frFn9rLrwE0UL/sQ4Fk3vaLizvoVj1lurEa6ZldhPpJ3hQps0MCUtKsSn1GXrpWkBTz3nEETzysq7pUW4ACbqyUVuISmdSbOguJSeh+vBD45fNyXTGEWufaCQr3RDChUB8YR3HoXfkeE17uBpQ2sKwMtvta6ldkJLpHroNK1Rrd0jbjTXBBDiiGodzbrKY+oeNIjCkuZ6Q3aMHNpUTjgpo+Cz75Zr7xuLkCqIYAhRZmBc67LSxGOxyykGDdRgRtHahp8Vd0snmft93Ee+r+u8jGvHznPm0vkOrDsmqt8LGDtYmMWB5SuNTKBYaUNnFdnhgd8LB8P4AFduwLmM67yseolXDzATIMvmcK0bmbD7znl2hUkKg7wJM+CyhS5kinO66UjPgtipDUx+1ljojI2pEzIp3Ml3aDmAIFtyr2X89ONBhQytq0ax4sSBMyk4jEWketAphAXWyddWVrDJXId2Na3uCh1kV93ABDndo8hZIWlKxchoBRkU153YAcwrlJBd+H3CE0ztVGu1vmMvFtPlU5BpEwhz3zmpQhzBJkuABiQYeYScdfB1nGC+gYdWkpVysdIdTCK4yZjtttVD+ARuQ5MaHDp+lQpu+6iBmYCS9d4dAA7s5VAHEcix7mumAW3NXlhbPp7Hij2zCQK6wIFGoTzyzU2C2MX103q0rUq6yYH+Bj3iNd7z4NDWiCIHUVdreC8Pn62Dnd8FsTEY0pWBna5o/NxbxI2SJeOtnzM33m4t5kBherASiAF5Wa9cgH00fkYMp5Bm1ZykWuN5WNBm/VGhqDeS930Bh0cAttBJQ8AT6Y3mJFWumYWUdigsalbOFfxcfJNVIBgJkcGLmgjA4Cl81lwGVUhwOwi30RVgq5cmyg368ic3Qa8pQel8jEOH3fuaUNZpMUBAga91w0eMIpWtD8ImNHHUnLBEcKEBhDcRbKBwc/CQG533SRcQ4JKTLz/v4tw7CCmkDO3kSfOgvSM3PvNU54ZPJcyJM7KknYsyRQ3qVB5zQDtdWeKQEFQIodcWiCQYevMpfy6WSW2KZ2PO/uPVCLmdjQsnAe9VIpbPmZAIWPbqjUxZh0by14UDjp6TwBmdIhcB2W3ObKOXVmPDkYAU4ibrVP4Nz1A0hGwmXACkLxdyEaRjR1w3U5JFVv76ABAijLDnPMIh3MDn0EgHKB/PqMeu5o+ARcAGJx1pKSD510/882lDBsZh2lXHl9yAFLV1i5qMfXgOYWJ3VumRQGUNrH0Pl58vxKV6yblmh0GcjcwXHfQ2D5QiPK6XcZMpUYa17PmXrsKvx/ESKNnhQUB+wBPOVPQ/U7GLSSKDEzKsd3ysUAdQNp9QFc1XR+NLCXK8v6gLqkAT3yWDnjWvckMKFQHxsLWCQgwAZ5Sqo6AtohcItdVNYW4BDMDM570G2ZABw2+MtgBeACSoKyIdzHk2MB5x+PSj3Jp8AFZfdoMc3U/4+gA5r3fAI+fBYmE8vlZNWCGRxS2MaBdN62uj8fPAsvH6DetqbJIi0UHMEBw2fvcORhSOjrNBYFhJbYOYYlJLu8mDsLYplQW9F4DPNcdJLhcKC8qbNYp15CuAG0dblaY97o5QDjbtoOBuAT9mh0EUACl6yZdswP0bSzLYgHiqmkKUXcf6wwqm2PqNFdNUoFybHf9KAcfOZ51zj9WbzMDCtWBcUxOQYGWb2zuTBSTyHVHlYwMX1lPEBWdPuuYipdTNxkAqQAmQ2FseuZK0GY9FY/BYeNzl645AAXl/QaCWTOl4Jbez7zjAd6MJwPIXVGmSB/cBmlRWFZJ5JobDOO4Zv/YvBs4x7/jMcsVeAZ4Mp7ONZeDQjzlY5V+lozH3M06d3MIrpLU9kD2iOPjPCC3//3i8/FykJuDIRXG7m3gYEhVbcbBVT7GO591+TpnemNDvmfdUO5nLMxHfYBUiSlUeb+1rJsJej/L5Gy305yvPJNzzxciI8HVkr43mgGF6sAaGWiMYZsoDpHrILFnLpHraqKVXK11fbo+TpBHGNy2hwWYmrKOgHcRpGQKVW5kLMtiyf4F1ctzdcwJ0kbgZKR5OxoCTFnHgDr9wticTKGygIfDzxw2XMI7p9CXHfjGZt7AdXkyzF69Fc6uUMlyUIiFKRRMwWdh92os+S6N7S0f49u0AuUgN8d7HQZy028ewxKGuhhSDQwNMQpjhwNSHCX2FWMzAAVB6wfAE5eWSjP5Aamg8jHnHmTzNrKE1QrBOmUMfuZ5lg3MIHdXiJ+VCBB0Yzs/bYSmjW2zxin2HF4+xgBIlW3WWbrHFIXcuINbL0U4kKXEEHR4NRkAffoE3n+TAlJhm3VGhhQ3Fd37+8F6RpQLf9Szrk+mUFgpLqcgrV83qxTQc4gP+4Jbjo1MSIaZI+vo+Hgy5r+vHKyZMD/j6bpWqUHosHvJRa4DEzl8CY1kzPaLPXMkNNyunfzATLieEQNDqgowkyOWFgguH+Njcifj/g5gPCBcdaYQZWKhK9TP6Nfsks5MJTADwNWsozBdDFtnXMvyA3Ec97srxM9YNIWKP13OUuotZkChOjDOhb+CKcSSbQ0JbjlEYQMCTA52lDeo8Gcn6Mt62gOuGfBsWklr1kM2zIxsnQqgQBsNvrTwU22i8nk7sJyJg4oeBjSzlK4FdDT0/pujdK0ysOYLtoKAGdsuUMYpLEyfgOO9djbj5RnmJgaGbRhTiEPkOmyzzsLuLV53c8B8Ztt0myhv50xvppeztKb8WZfGptdbCe/ayV/WwxqXBvgZwLNpbggApHgYtiHgCAPwqYUp5DJNy3QANTGFvGLyHGBz0LpJGae4+lGJkI6GzIxmgCeZ4rSkN+VjxrZZK1Hq6KnoWjSFAgQzAR4afLWW2ZkcXSbKez+5mULhouJ8QtM62SOVYp0MehQBYoLe/08V3HqDOG4qepR4PYf+RxggRbqZCOl8xiKmHtg+2iNyTXTPw/QJGpL0fub8drlOGUeA6fhwGR7FJHIdDHJzUPCD2Dpef+8kGjuTs5ErOlpgVyiG1uxhouIs5cchm3UtzEeG+SwY5KYX7Y9mcuuLkSjXza6AUibvv1kAKS2aQlZxrNLYXjF12tgwaM2O+74jGTfg3QL0MoU49nyOCxtQyNg2a6zCX2FZR0oleifzFxrU82opcXRwccWeEzHEY5UoPYdoZRhjhpsODvCI+oUtghxMoSCgwBuAUAVbYYw0FqZQ6LNmfK91lq5pYAoFgY9eMXUyPwvRJygFmAwlD+VMIZbyMY2aQpkITSHmdzsZj5XaRxOvm0DZZp2zrKccFGLUKdPDFApZNxmSSGHSAiliBqIf5A4o+WYpNQ+OkTgYaZV6eByga8jYDLFKkNA0QD+v5PM20i5rJmDd1Jkk1cEUYmxJXz6X9hYzoFAdGKumkIYAMyjr6P03bWvdSoZUQ6K0iSILbkOYWZx14+FC0zrH1gEU6BEATsYtV0ydatMcCj6yaL1EZaL4/Yyz61qoBgeHJkTCv4miLuMK0yfgeK8doKuioyFDCVdYSRFPg4aQRA6LplBlCRfH2L5Oc9xiz85cqrF8rDGhb80OF7lmYEhVgBS0ALvXfwNLvpk7lQI82lWhLelZmEIOG658zaaPVYLKxwB6Frm/01xlwlCLFh+DkHuophDD2uWEA4YpZGybtSbGrL7elvQhVEJCinDQxOgVuaaiwQd1HPCeB0+3Hn5wJBSYYchEhQY8HAwpt0Sy9LwtyyLfNLvjVmwm+DZR4dltjvvNv5HpCCkfY2EKafLxLk9A79Un4AAA3fIxjUyh8vIxXR3AAC5NvJCsPjEQ5/hRaEkqi9C0/3OW0rVQdi/jnFIRL9Dfc12MT2fTGoPtlhABPKL9OhNnUWxqnkSOTqZQWIkk1T4gDHwsXDNl57Mwhi0HUyhqzaasTDFMIWPbvPFo6wQvBk1ORxGWsUMAKaKxvWKYFddNHOiVJsUQcIS0K5STfQvJyGiol+csZwqnZdOBjy7wGRJYU/lZGDDTwBHQh2rraKTgMzCFXFZY+T1n0RSKKvWg9bNqXQXpN1G86wdQen+Slv9zngYNEYE1ZbY1RBSW+rqdtSsVwphJ5/Ku5pBqK5WP+X+fBZAK0B0BeER4wwF2BvHh0PWLdh73lgr6Qe7CeVCKqYczTTkYzZVMU4CHDdcV5uMM62ZY+Rg1QOLtNOdlcvukBaj0JiPWbJ6GGCFJBYZnXb5u9hbrnVddZ+ZMVBytdXUE1s7iWgGQEF+3d9ILCzKpM55hKD1lJiodBkhxBnlhTCGGLFiYuB3V2GEUYYA+0Au/34Vx07k88sSbqPAOYPTgY1hbeJ720byaQrZtRwbWdAFmMJuAo61vWNaRo1OQM1dWtqSnT6aEPWvqtSuft0PX7Cb33aZicISVmHhF+2nHrtQUYgC5Q0oFWdgjIaVrWkFu4lLc0mbd/zlHc4gw/SgO0X6dItdRCQ2W8rGwJC01MBMiIO89RvnYYd3eODqfha3ZxX+3E66b2aKoeLmP9xYzoFAdmLP4pkmR27DAupSB4x6bOuPp3ZSm4sELEdXkFMbWaWTIRIVvovQzGUjLejRR0f0U4eB7Tq2NEBbkUY4dXrPOBz7q2ERFlkgygNzh7YypAszg99q/Waeaz0IAdoay0DCggGMDlw65bupkinddqkymUK+bYdfsmc+I2SNh3cd4OjOFaaQxlMOGMYWIrjubyyOTK4Ct4R0sadeu8mftFe0n36xrKO8PKyliSdqFXDeHFl+kphBZbBismRWLWe6ehJopFNZVkEdvMhj4pNzrGqaQsW3eOFoEhmX+Ugn6zXpYoJcivm7vuF6KMECfGSkBYeGZdTr9j+qbCR3dx3gD65ANM3GAmYhZSMZ5g/pwjRn6TFR4uR6fFoVOkevyDTO1WKcPfAzZNHNT0Vk2UVHiqAzd3ipAIUYtpXI/c/5NFVh7/beS6UrrZ2Fl19720dSluOUJZp2lzxytq6PZh7TgSNDY1ACJA4SVv9de0X6yeTyMKcTCzIqaSylLccNiQ9p5PJPLIw+HPRIWLxA965BkCsfYUfebVte0OuOT0s+ytjOWYQoZ20aNBZjJBAeY1AsgEB7okYujhkxMAH1gXQLhKu839SaqxFLSqXmioV4+pKSIPMAMCegB+vbsYeBIwtM+mj7o4GeFhZXDsnTDitJGINu0lsDHRAj4SLaBC8l4cmyiQpMKcdo5HChdU/kSwsJS0rZuFu53zII7h5TGdspSiZlCAZsoajZDZwgrjKMlfXhZD32pR7hwPvHa5WGbhbEAyQHAgB0UdcJQZxlVOOOTr7w/fGzataswth4WeVApE7VemK6mFN7frly76H3c+emgNaQ3WO+86jqzBmKAAtBMwQ8VPqbdyKRDwBH/2LxsHZ5NVBEArCiZ4yitCQNmaIO8wtghNHimADPIzxqJfTwsG+T9jBx81CCmntaYiXLGTiXKNsxMTKHqz5paGyFgs07NugwLMBnBx/L4kjqpAHjWEOZ103u/yxm25GtXSKk5QL+Jiiofo2TrRGnrUI4dxbqk3zAHMbl5gOZAUIh4/QpdNz0sPCq9yciW9KQM27Dr5qkYKIzNyxQq3W9+plAU+MjR+ax8bI5103lty/c/vcV651XXmVGXUXl/O6x8jOolzXq6hYSVj5HR4KswhbhYSuXMLIBjsx4GADLQRqMowoT6BGF+Rl26Vs3PuESug328+LyJN4+hZVQaSmt4mELO+8UMPgpR0TVkPIk7voUF1s79z+RsMjH1UE0h1jWbe90MZ+vwsXuDgE8ekKKyJX3hg1zeRoZ6ExXaFp6jvJ+XKVTtWVMDgM7Y5QLyhbFp/cxhkYex9r3np9q6QtYQHk0hvUyhajIS5MCnhvmsIxP8XnN0PtPFcgWAjFM+ZphCxrZVYw0wudk6niCKnQYfov3h/YwekApijxAHW5ngZ82SiQrzM2KmkNeHwimrxIy0QFCIOMB0wZFw9gh3WU+jZ7NO1T46VLOLGPjM5vLIuzXrIWAYcXlL8IaZmCkU0snEOzad9khYcFs6FzrR/sLYleVjtHOKbYd3AOPSSNNSdq0VYHdAoeCW9IVjaOMFbv0Pb0fDyniBmpEWvH4A9Awp55rLyJ6+sfk1Hz1+Rs74DGYK6ZAWoGYKhbFWAE5NoaBkCrUOYFj5GD34GNYJmEVTyCkfM5pCxrZVc5w3R0jnCy+3oF4AS7/LLcxaNRNFTsGvEvAQt4YPpyfTLwYuSFFeukYMhHk3KdzsEedZB4GP1FmwqkwhJkAqDBwhHTsk2+p2UyTeTABVfFxrcEtbphiom8VVUhRCRScd22EUlG0eqbuoZHI2HNy+ct2kBXvD3i2Acd0MBB+J180IVhigg91Lu3Zl8yU/a4jzMoVKCQ3+tcsFhYLKx5jGLn/WiZgFR8KLWpeusmMo7T7Atm2PLh0vU8gFXKsmzqjvd7iPc3cM9XY+Y5cWSPKVj5nuY8a2WePMeIYBM9SbqETMQrxMtLLUklHDhjlBvHkMWQABfeVjHJmosKCeL8ir9DMutk41AJAchKsGSJGXSAYHmN5jlI8d0WGPoy18OMitU7SSGpDiz3i6JQ9VNlHUZXPl7BHqdsIiOhhksUIVRhq5BocAw5bq/erKBbNHvDqA9IzPkPmMg2HLzhSqsm4SzynO/Q5iClHPpWHP2rIscnZvaEt6xnWTu4tkGGsF4NT1qVIxoGFs+nk8+J6n4vTgY84uvNQGFDK2zRpLxjMk0OMKbqsxGci1EarQ4HUEt+QaHCF08GQ85gIm5DozISwKreAIc1YEoM9EiTDS6MYODuo5MlHhpTU8fpaMB4CP5EFecJYX4NAUCh+bXuvFmc/8Yxc26zwaNxXsEaZ3CwgHhXSwXLXqACaJ182QTnOAPtYMNUjgY9hWdDSkXTerlz5TgxThQtOcQu7lRt2Qwy3FrQBm+CoGKkrXqDWFBJhC3B3AAIY1xBm7img/ebwQ2hyCv2Kgt1jvvOo6s3jMom8fHVHqQb4Aasgwi3Uf4w+syUUUq2mPEGc8w543V5BXjYquB5ByMr38Y1ODFOmqZXPEoGsmIrNO7WcBnS3ogYLw8jGuEkk9ov3RiQXqTG9YSREds7fk3+wdwAQYtjp0AKlbwzvPUm9JUYjWSzZHogPogiNxC7EQhi13TFr4jAeE0wEAVmtCQv1uh5UzNXrAXgrRfsfPYlbB13xj17OmUAgzC+DTzaq2/yGPF0I0haikUqppi/YWYwGFbr31VowcORKNjY0YM2YMXnjhhdBjzzrrLFiWVfHffvvt5x4zderUwGM6Ozs5LqdHGiVIkc97RSuDs0E6WsymyIGZakEHbcYzHRLkAfrKxwBaarRt2+GaQj2iA5gOtg41U6gKI02TNkJhbD1aSmzdkTTQwcXKeogZgBrE1MNEeAG+EuTyy/YyTSk269VKUt3SZ2JASm/5mIZ5vPi7gSVF7rzCXT5WGNe2aZ532HoNMIBwAnMK9bpZHRTSFy/Q6WYFlxR51zMKP/MyZipBbp1+RpyYrqbPRuzj7tgaElihTKEErZ85z9EKAB97i5GDQtOmTcNFF12EH//4x5g7dy7Gjx+Pk046CUuWLAk8/qabbsKKFSvc/5YuXYoBAwbgy1/+su+4fv36+Y5bsWIFGhsbqS+nxxqlcKWvA1iIEn0XlcB1rlqGmZiKXiXryBbcashOVNdloNvAef0srN1q2tM6XqVV37TyZB2r60dRg4/hQb1WhhSBn3k7M4UxhbJEmahqmyhyplCVII+tvCXoujV16wHomUKh5WOJ0mY9k6PLrFdNppAlcsI1OPgSOfyAlDOnBJUUlYBPZia3T+SabhMVyCbQyD4k36w773UgAMjDLK4uLUBbSlXZMdTrZ+rH7vFMbg2AFD2bWoB1Sb1mMzeH8M6j5eBjb7EE9QC//e1vcc455+Dcc88FANx444148skn8cc//hHXXHNNxfHbbbcdtttuO/ffDz30EDZs2ICzzz7bd5xlWRg6dKjQOXR1daGrq8v99+bNmwEAmUwGmUxG+pp6ijnnnslkXFSzrTOt/JraOkq/Z+VzyGRKQWzMLry86Wwe6XRa+YvU1pkGUNhMlF9XwiqcR2cmR/Ic29OF30zFUDl2cW7qSGdJxu5IZwvjWLbvORfOxyoeQ+O/zoQct/IVv+9Myu1dBH7WmXX/f9zOwfvzcZQWgK0dnWhOqZ26OrrC/cwZuzND86zbuwq/mbCsimftrIntRM86yM8cSxXnlHaCOQUoBVJBYzsBD8V85gVdYrbfx2N2yc+2dHShT4NaP3Pns0Tls6aezzocPwuczwpjU81nnUU/i8eC/Kzwv20EcwpQ8rN4oI8X5zMCP8t4AOxk2T2P2yUf3NrRhb6Niv2sQ2Q+I1o3u5y5ywpdNzvJ1s1wH3dwCyof9zKFQv2MwMe9IHfM9j9Ty7ZhWQXwsa2jC82KI/724nyWjFc+a2o/66jiZ46wO926Ge5nznxG8awBz3yGoPiMbh/gZXIHjR2PWcjlbWzp6EJLEFrWDau6DwDxupkO9zOHTEK9bgbPKcX4rItoH5B1/Cxg3UzQxoYuEy/AzxIxC9m8ja2dXeiTUutn7VX8bFs2mWshBYXS6TTeeOMNXHrppb7Pp0yZgpdfflnoN+644w5MmjQJI0aM8H2+detWjBgxArlcDgcffDB+8YtfYPTo0YG/cc011+DKK6+s+Pypp55Cc3Oz4NX0XJsxYwZyXXEAFma98CIW91X7+5vTAJCABRsznnwCXtynsI8vuNEjjz0emCXrjr2/wQIQR0fbFkyfPt333SebCt+t27i54jsV9t5nhd9ftXwZpk9f6vvu0+WF7xYuXorp0xcrH3vJZzEAMXw87wPM2PA+gMJzBoDVqwrfvfveB5he/E6lbdxS8KXXX52N1WU/39Ve+O6Fl1/B6vfVZri3ZADHl2Y89SS8EgWFmLfw3WOPP4WWpNKh8WHRzzrbtlb40qIthbE3bmkj8bN3in62euUyzJhR8DPnWX+ysvDd4s+WY/r0z5SPvbjoZ5989CGmb/rA993qlYXv3nm/8jsVtnFzwZfeeO0VrPvQ/126o/Ddiy+/inUfqvWzds+c9ezMp3wlAIU9fOG76U88hT6K/ezj4pyV7mh3n7Hzv0u2Fsam8rN3lzl+VulL81cVvltC7GfzP5qH6Zv9D3vV8sJ3731Q+Z0KW7+p4Etz57yKTR/5v3Pmsxdnq/ezzhzg+FLCKj1nwO9njz+p3s8+3Vz4/WxXR4UvLS362aatNH721oriurx6ZcXvf1z0s6XLVmD69GXKx16wqOBLC+d/hOnt83zfLS/64AfzPq74ToWt21jwpUTM/6wBoK24ps5+9XW0z1frZxnP2vjcM0+jHF9MII4MLDw582kMaFA6NBYW18ZcV2fFs17ZXvhua3vldyrszaKfrV+7quL3P1xT+G7ZytUkY3+6sOBLiZhd8ayXLy362UfzMb3zY+Vjr11f8KW3576BroV+X2ovrqmvvPYGuhao9bOsx89mPfN0BcCYQBw5WHhq5jMYpLhow4nBsulKX1rVUfiuraOL5Fm/XYzBNqxbU/H789YS+1lxPlv06SeY3uX3pWVLCt99+PH8iu9UmNfPMov8vrR1U2HsV+a8gfRCtX5m20BXtuBcLzz3LPqWrY1xxJEl8rNlbQCQAHIZkuepy9rb24WPJQWF1q5di1wuhyFDhvg+HzJkCFauXBn59ytWrMDjjz+Oe+65x/f53nvvjalTp+KAAw7A5s2bcdNNN+Goo47C22+/jT322KPidy677DJcfPHF7r83b96MXXbZBVOmTEG/fv1qvDr9lslkMGPGDEyePBl/+PQ1rF3dhkMOG4sjdxuodJzPNnQAb7yAhmQcJ598gu+7dDaPH82ZCQA4ftJk9G1UG93G318FzHsbOwzcHq2th/u+m7tkI/7wwWtINTajtXW80nEBYN6MT4ClC7H7bruitXVv33frX12ChxfPw6Ahw9DaepDysR9Y+wawYR3GHHwgJu+/g/uck8kkXn74fcxZswwjd98TrceNUj72Ve/MAtJpHD9hPPYc4kcY/7z4Fazo2IzRYw7FsXsOVjruik2dwOvPIxm3cMrJrb7vbNvGD16bAdsGJhw/ETv0VRvdpj5cDcx7C4MH9kdr61jfdx+s2IzfvfcK4skGtLYeq3RcAPjk6fnA0gUYtesITJ68u+9Zt7+5DP9c+D62H7QDWlsPUT72Q+vfBNavxSEHHYDWMTv7vnv9Px/ildVLMWK3PdA6aXflY1/93nNAVxcmjD8a++3on4enfvYqPmvbhANHj8HkfXdQOu7arV3AnOcAAKeefFIFu/FHr89EOpvH0ROOw479m5SO3fLxGuCDuRi4fT9Mnnyo71l/smorfvPuy7ASKbS2Hqd0XAD49NlPgSWfYrddh6O1dV/fd11zl2PagvfQf+BgtLaOUT72oxvmAuvW4OAD90frYbv4vnvjsXl4efUSjBi5O1onV67f3bVr3n8O6OzCseOPxv47+f3sr0U/O2j0GEzaR62frWtLA6/NAlBgCjnP2bEfzpmBTM7G+GOPx7Dt1Ea3L85fB7z/BgZs1xetreN83328agtueHc2YkkaP1v6/EJg0SfYdfjOaG3d3/cdtZ89cd/bwNpVOGj//dB6xHDfd+888RFeWLkYw0fuhtYT9lQ+9g3zXgA6OpCI2RXP+t6Vc7BwywYccNDBaD1wmNJxt3RmgFefBQCc3HpiRWnPT+Y+g0xnFuOOnoDdBrcoHfuVBeuB915H/3590Np6lO+7Jevbcc3bL8KOxdHaekLIL9RuK15aBCz6GCN23gmtrQf4vou9vwp3zX8b/foPqIgbVdjMf74DrFmJhFX5Xs+b8QlmrViInYZXxo0q7KZPXgLa23DUkWMxduQA33f/WvMG5m9eh30OOBCto3dSOu7Wrizw6jMAgFNOOqFCV+jKd55FV1sGRxxVGTd2115dWPSzvi1obT3a993yjR24+q0XkEWMxM+Wv7AAWDgfu+w4FK2tB/u+S3ywCn//5G30JfKzZ/71LrB6Bfbfdx+0Hr2r77uPZs7HsysWYKddRqC1dR/lY988/yWgrQ1HHXl4xZ7y32vfxPzNa7HP/gei9RC1ftaVyQGvPA0AaD1hSgWL9udvP4uu9gyOPPoY7LFDH6Vjv75wLfDOm+jb0oTW1mOU/rZOc6qjRIy8fAxARdBt27ZQmdHUqVPRv39/fP7zn/d9fsQRR+CII45w/33UUUfhkEMOwc0334zf//73Fb/T0NCAhobKTWQymfRN5tuqJZNJNCYLjzKHmPJryqFQeteQiFf8diJhe46r/L77Yxf8pDFV+dvNjSkAhVp+iufolKw2NSQqx24o/Dubt0nGThd1JpobUu7vO/7qPmvbohm7SN1saWyo+H1HJ4Bi7DwK1M0gPwMKlM6ubB55Eh+3QsduaSzMHekczbN2qjGbUomKZ03tZ04lldfPHGtMOX4GkrEdjZs+TQFjF308QzB2DgUqbUMihlQqVfF9QyKGdDaPLIGfZe3Chq0xWfmsW5qK81mWZj5zpGu8YzvWUpxLu6h83JlLU5VrruPj6TyNnzlzaUugnxXmsyzBfJZDgfpf6ABWGW80JuLI5LIka3bemc9SQc+6OJ9laZ51NmA+c6y5mDQim0uLftbcUOlnznyWJfOzYslDwLNuoIzPOkslry2NqcBuc1sA5C2C+axKfEa9bmbdOSU8PstQ+Vlx3UzGAt7rVHHNJlo3HT9raQxfsynmMztdivWbGxsQL+82l4gDyCBrU8xnhXUzFRSfNRXuRyZnIxZPVJxXdy1nF+fSausm0Zpd3ceLMRLRfJbJV+5BHGtM0a2b7Z5Kp77NDUiW6RA2FP2MZh8Qc8eoB2zAMZlrIRWaHjRoEOLxeAUraPXq1RXsoXKzbRt33nknzjjjjMDA3WuxWAyHHXYYPvnkk26f87ZqlOKR1cRoLcsi7Vwj1jGHVjgyaOwUtchblXvujM3Rzrhi7DjddVe7Zu/5kHQdcPysSvtN6k5z1e63lrGZBDNT8fD3i0Q4P8LPKJ+3WOcYflFxLnHU6oKZxB1zAtcQOkHaagLXQElEk8bPis+6mqC5FrFn6s5nVUSu47Rju+LDAY+bUmDbK5oflGylXEOqC8gXPsvlbZLmEFrXLgcArPKsda7ZGcJnHY9ZgcCLOzbB+5UJ6X4M+Duhkfp4lU6O1PuAFPPaBYh1XaMUFY9ZBf2gcqNcv6Jiw95gpFeeSqUwZsyYiprbGTNmYNy4cSF/VbDnnnsO8+fPxznnnBM5jm3beOuttzBsmFpa7rZkpMBMFeV//9i8myg3wCRv4VxlMSDr4BIOUlAGHfm87QHDqgBSzItv4XzoO+wFBbdcIFw18JHMx6t1KSLeRFXrsEcKAFYJtACmTVQVAFDHJoqrvW31VuE0ftZZxc8oAcBSW90QkDtOv2YHX3PhfmdyNvIUnRwz0e812bopMJdSje34EDdQ4G5kAtYu39iEc2m1+w0QA5/VkinE4GMigJRCv2ZXAV0Jr7saAAjoiw29rcO5Y0NqgL1aS/pSR8P66nzm/GZjMh4IcjcQzuPVYtLeYuTlYxdffDHOOOMMHHrooTjyyCNx++23Y8mSJfjWt74FoKD3s2zZMvz973/3/d0dd9yBsWPHYv/996/4zSuvvBJHHHEE9thjD2zevBm///3v8dZbb+GWW26hvpweaxwvaXjGMw50ZtkXfvp2wtU2zMWxqbKO1YCZuJMhoG0LX5U1QxJgioGPJH5WJatfvllXTU/WmfGsygojvN9ZT2emqkBcvTHSqoyd9HyWyeURjwWDVrVaVeCTeBMl4uPUfla1PTsxgyPIGgjbZldLaPg267k8GhX7mTuPV2GP0LOU9IH7QUBBAyHQXA0ABIiTKQLvtXNcU0q1n+mZU7y/q5MpxJ60y1WPz9y5lAKQqjKXeucZUjBMC5M7/J6zMdIC53EnKa5+HndArqjkMImfGaYQPSh0+umnY926dbjqqquwYsUK7L///pg+fbrbTWzFihVYsmSJ7282bdqEBx54ADfddFPgb27cuBHnn38+Vq5cie222w6jR4/G888/j8MPVy/0ta0Y5cJfLTMBcJUUBWSiPJv1bC6PREgGo/tj82fWqzKkCMEwL/quiymkY7Muwo4CaINbHRnPdLX3izTA9IKPAT7OwNaJ9DPSscPnM6DgE+VCnt21apsoB5CioP4DGksFPdfDTf+PyqxTgtzVSp+9ft+VofOzqswsKmCmyoaidL/Vr9m5vI1sEXwMmlYoSwV7KoMjEbNgWcVuQrkcALUaHXoZtoXfDcLhKNk6tm1XT1YyJFNCQSFS4DPcxy3LQioeQzqXJ40NqyWvMjn1jEug+rtNDnJXA+LcsQkYzVXut3dsUqaQAYVo7YILLsAFF1wQ+N3UqVMrPttuu+2qtlD73e9+h9/97neqTq8ujJJR4LIowjJRhABJtYXIez5pUlCoijYCeela+OaRMusYVs9bt0FHRl/GU2c2SFe21bug8zOFxDKe3D5OToPXmfGsmuktXDcFIOW9nqr0f0ItvsjMOqkWX/BmPWYBeaLNugjQTF3CxQ5ye34zUFOIECgogXAhSTtSFnk4QOFs1ruyeQ1aLzzJFO7ysWzehlPxWS02pGBROMBH2GbdEQSmnMerzaXpHL+fca2bgcxiwrFt29bG7o2WkSBcNyMA9t5gvffK68woX5RqE1Phc0IavEAJF0CFGlcRrazTsh4vEFatnlcLI40lsx6e8QScTZRaEyp5IPazQEYapT5B8TfjMSsQzCVlhUVtokiZj9GbKICfBq9VTJ3hWccsBPpZafNIsW4WfrO8e0r52JRrV9D9tiyLONsarQOoo0EDJVDgfW+4gYJIppCmOcX7Obdov6uHR+xniVglU4ILfNS1WdfJsA3TAUwyJBZSAS+2VlFxwvfay3xqCGD3sgCAUesm6ZyiNvG7LZkBherEKDOe1Vgrhc/pGQVBwEwiHnP1XSjp/zq69QhRhAl1fcJYYbQZz3AtCoA64xm++Po263WX8dTDUqrGZAB4qOg6hFmrMRm8Y5N0j6lCy6bMOgLVM3AljTS6aw4DZijBkXSxN3ukNgIpwN6zxqYGH6t3HyOcU4oAoGUVAMiKsTk2MmFrtsZEDgcQp1NvpRorjIKt4/Wfnsrg4BZ79p4T99hJTzxs23o67Okpu6Yb22WkRaxdpEzuXiw03XuvvM6MstVrZFkPw2Y9KuigpBJW02Wg0Cco1I2Hg2E8bB2d2SB9GU8dLKXqulk8Gc+eKlqpBfjkCDo0XLdIgEmnjRB+z3myvPzgSGkzESxMzzKnhLDhSNfNKp0zveNSbKKqll0zgdwBBFvSTo49QVNIK7hf5Vln80Qd9jR1HysJXFdvC19va7Z4Ka6edROgWTuragoxJCoBfpaSsKC5hv1Pb7Dee+V1ZhxU9PCsI12AGRV0cLCUqi0GFBNTJmfDFqgb11nCRbmJigKkaLSrBDufMXc8oAzybNuuKkhLmfHsjGIK9YByCwqQImou5Qj0otiHJBlPAbFO7rJQ7+eU9zuyfEzDusmi2VWla03ehivMrHbsaB+nBQA1snUimUJ062ZPSyL5dAAp5vGMA85Ufqf1fmtsSU/JNtUJPlZtSU/sZ1W1+NxEDt39joeAj04ih9LPdKybGQMKGVCoXoxUtDKSrUOZWRcLOrj1P7wZZtWbKO8zrNZ9jDLYCWfr0LdR1sMeEQs6uEFXb8Yzp3gT5QUfddGTtTKzQls4MwS3IWMnE4TBlkCASTa2JuAzUyzh0hJgRrWk17R20Y9dheXqbQ6heGw/yM2bWY8sh2W436EaHIQaaT1XUyjmOY5g7JwAKKRBD4+DRa6FyR0xl+oSufauK9z3XGvijHDPl44QNKfs5GiYQgYUqhvjaK0btYmi1XqpDkhxg2GUtFEfdbOKBocOEI60tW4PAAp6GjXat1lXfN1R4CNpxjMSfORgZmn0syhRWNJAL5wVBqifz7K5vNsxp6dR0SnXrmjBTH0Auy5NIcrNepTeirORJmUKRYIjdKwwPcCMPjCs2j2n7OTo7cxUtdOcjvVDEzOLbewIcJ8bpPAyabhFl0ljUtFSQR1+RpmYjvCz3mC998rrzHpG1pG3M5N/bF6gwHs+qq+7JI5qIValbpyqdK0wNv9mPXIjo0ns2fs5v6YQHSgUCT6SMrPE5hStwAyhj4e3jybMwFUDHyn9LEK0klJcO5JFwZBM6ZFafKTZ1vB3Oxaz3A071bpZGLtK2bXGjjk6S761aL1QdnKsws7ydthTfd3e3wvSFKJ91oKi4pRsHY0lkj0taQfQgYBRzEfKcr2o+82hAxjK7qVsqmSYQgYUqhcrBXn8WX3Kl7RadyTv5yQAiSAoRLVZ17H4RpU8kGY8c/pYSsKBNfPm0Zvx7FLcNtu7YQ4EH+sVhMuIBdakulk9LLCOxSwkij5QT+BjFMjNwXzUUbomWupBo8vgZNZ5y829v5cMEPfWVcrk/byeNq2AZkAqSi/MLfmmWTeBEKaQ1oSGRpBbUwmX93OdsYrqe57NR5T31ynInYl6r0nXzer7zd5gvffK68woMzJRGxnKzmfR3WMIAakqAIm3Tbnqe+5MikkN2TedgJRwm3ISP4sAHykznlWyE76MJxX4qJGtEylQSsHWiQg6aDNwEYAUZQYuItNLpcvg3MeYBSSqtPXVuZGhFHtOBdEJwANIhesyFDePBOumaGKBbN2MW7ACWoBxaIXpAWbEkincbOrC54Sl7lU6zXnPSTlTyHMtQY0FWbQPwzTp4jTAvvc3tQAzgmtXPTGkfMmUKolpLcLeGkFuSg1bJ4lkQCFj27z1BPYIZTlTFP1f9eTkpW4GZR0LY9Nct3jdOAVbRxAo0CAm2BO0EbQsgkQbCuFrJg0wQwL6niBorgP41MkooJ7PenKGmaKdcNRmgtDHHZZrWGKBQ0spct1UDEgJJzQIN+s9kskQp0vaae2mqCle8D7rAOzRM5/ZyCtuDqEzaRc5dg9I2ukEfKmSKd4xvOYAYXkbypuQiAp70zJsg9cP2v1mdR/vDdZ7r7zOjLaNsvOS8mcnhAEpxRThnJe6GbEAq84yR5Y8MGwcQyfkOu3gois7kc9Xrxv3nhNVxlNHnb5OQEq85IEfdOVgAXLf80jWCkdCQ0Mb5UzUullkEFFoKYlmt0kZaZHzuOp1szoQ5tyLXN5GVtNcqkM/SicgVXq3KWQNxDrT6irvB9SvnT2hXE+Hj/dklhK1dlUYw9bnZ8wscpbStdCx9ekZ9QbrvVdeZ1aiT6rPeEaLD8eLx/G/pElPVkbpuBHiqN7PHQ0FVSZaU0u5iQp91hyLr5aMp94Ns3cMrrFFs7w0GU89Ab33N3WUzZU2FMFBPU8GjjfQi2SFJUoZT+7NOmkrY0EAkGLsUjKFF9z3Mmy5GQXpbHVWMe1mPVd9bJ2bKI0Au1ZmMRnDVmztAujm0qhOwDqYQlSxOKAX5I5MTBP5meh7TTq2zn1ASIzE8azDkuK9wQwoVCdGWj4WFVgnCOuYI6mENKixF+iJBEiIFv6ocXVsojiyQTozntEgBZ1oJfd1SwUdRBlPLZko0U2rxpIH1fNZLm+7FHPusaPeLe88p3pD0SW4mdBSbsFRKhgKPlokY3sZtlHrF1UiJ4phC9DNpZEsV5JmHHoSGt7f5Aak8nnb9Z+odbOLG2iO0flZNPhIqOEk/Kwp9dk0rNnu2MF7EKr9T5SMRCJG14REZ/lYqfQ55H4TsqmNppABherGWDKeEZsoLZoQVPW8xd+zLP/k6zWqidENbsOyvISb9ahyCw7BTD0ZTyf7F5LxJGZRAPwle12CAAVAJwqrYyMTpbfCsVmPqpfnFq0ECDOeEn6meuzIZ82wbkYFt2nFTFPf2BF+pjyZ4gF6ItlZRHNK2LiJeAzOUk6pMxNktKW4EULThAC7KGumvhi21WOkWMwik1SIStD2hPKxugPYI3RNdTFsvU1IlCdTIoDmBqL1Ayjdx7DGRhx7XVM+ZmybNyrGjPc3o0AKCtqoqCaE6k2rd3II6mTiHZsqsx61CAGEYp1hi0GSUABYJ2VVU8bTG2iF+Rl5xlPAz9Rft6BuFmGJpI628FHlmVTXHSVaCTAw0qpkPB3XJ8t46tDWEXy/aNds3kyvH+TWtImqEtBTMV2jy6joGBxaN+uiGmlETFPvGGFj0wEz4SUm5AC7jrVLtOxah5A70f2WYdhSPeswYAaga0KiVcNJcGyS/abRFDKgUL0YC200QgdDB50vSRTUZyQCTPXZ1uoTky/jqZwhFaUfpW/hb3D9TD09OarLHdUi6PhZGEBBOnaEn1mWRb6B4y7N9P5mKMjNMJ9FlVKpnlO8YEsYe4SqpCgqyLMsi04bLlJTqHDNOsRRk6QbOLHsNhXDFqjiZ0QJrKj3GuDI6lfvuEbZoKFHl0gSrV2ABtalAJuAav2K1PfkYApFMTgImY/cDCmxZArN3itq/fB+Rze2PkHzyD0ICcjt7DeNppCxbdyoAi3vb4ZvJuizrVETBFWAWXVCJlLB17kYiHZ7o2RRaKFGC5aZqM54RmX0AboNRdT99n7HDUhxaARoEVMXnM8odTCiGGncpTUAXcazxDTVsHZF+jhhFxVh7SqiVsZVGLbkDI6qm3WiDZwog0Oj4DJpMoWbRZGN9jMq5oqI7og2HUDPu2XbNAB7VGMK1WuXd2xujRuxsmvifUCV+YysWkEUAMzZZH4WWX5sysdIrPdeeZ0ZqfCXJnFUbycTdtHKCO0P7zlR6a1UDW6pyuYiNq0620dTBVp+P9OVdayS3SbayESxCQpj69ms6yzh4mEp6dlEVWek6dkwF8bWs4lqIFo/Cr8pNp+RJHIi5nGytUti3aRq4VwtoHeeN9V1R23WveUoysYWjM9ImI+aAHaRLkHUc4oIU4gqNoy634VjeTfr9chIcxi2FuxQbVEyllKuusam9zuqfYCQDiBzUpwyPhPZe9W79d4rrzNjaXkakfFUv/CLiFZSjR2d3SYreRDIRDnaPlTXHSkcSbKRqX7dVIBU1hOk69JbqRpgatxEkWX1JVhhqjNRurLbtm0La6Rxiz0Xzkkf85GsbE4w60ixWRfNeJLos0U8b6r7LbRuOmCYhjWbmnUpslmnipO0lhRFMVc0MGyp166qgBQxcyWsRLKBcrMuzCIn6D4WEZdSscKc+52wwM587AnlY1GsMIqxo+ZSqj2f9zcNKGRsmzdasedi0KEpwASqAVJFcIRZ8wSgy/RqBQoiMr3ejGeWWUuJOvvmHSNsbKqAvtoiRC0+XDWwdoMttYFeV4SPs2SiwthwhKKVDr7FzR6RCjA1js2dWff6Pvc9p1o3veAjd/exqPcaKL1fZEwGHYw0raBQxHzGwrrk1VJKy7BcdSRTEjRxqWh3WICwDDhCW5QmYSgGSFHN4VWWLrK1K6rxCsBQPiYAClGVIHPrLhZ+09nrGk0hY9u4sWQ8IzNRNLRo7xjl5mopadis62JRAITBlkxwSxZsRWRkVAdaHmFEboHtnqHrE03BV79ZFxM0B/Rl9an8G4jO9GrJOpJlPMVp8Lo0OACK5+34OG/XTi/42BCygaNj94qzwribJHjPSzXI7YAUYc+atMOephKubC6PvCDIzT2He8fWUt5PFp9Vj0tjMcstc9JWiqtBaJqaYVuNOELehVjnuqnTzyJAbh0l373Beu+V15n5a4l5gYLShEwT7MQsIB5Wz0sWYEZvZJLE5RZCwa3OWmLmUirqLC+A0LpxV4sioyHrSAxIVWt5Si0KGyXsTTF2FPhIFWAKgY/UbB2BrKNyfQLHz3qkYGbJB8jAsCigmXA+CwMf6di90ckU55zIhKa1lhQFj+3t5Ei3hugRXC6MXX0+o5pTqj9rKi2+6LmUqlOqUNmc5thQtZ/l83Z0d1hijc1qxBHquFSoQQNz2bX3OyrgM3q/qZ5ha4SmDShUN+YLbsnYDFEBJg2NUE8Jl0zWkSoTJSCiqDjrGBXcejOe2nRmqBbfuEBnJuUsJX1sHanMOpV2VZVMFFWLdN1+Zlnh4GMp4FE7l0ZpzHi/q6eMZ9SztiyLDtzXpesjAD6W2DpUDRqiN+vcySuAgT2ioTwzCiigAkd84GNUeT9VUkGH0LQEw1anyLVyNpxg6Rqln2krH9MBColo8REB7DI6gNzl5kmiedTLsDWgkLFt3pIxD1OILDMSTEVvIJqQRVp/Um2iRDrmULfBFMl4UmUdw9gjlmXRdXCJyAaRZTx7RICpL/OnA/gsdeHSJ9bJLiruedaRopV1BMyIjE2V8RTSmXHAGcVrSFR3P6p3y+2YUwV8dDdROsrHEjQgXIkppKMcNjqR06CpiyQ14ApEl0iqblMutW4qT5xV19j0ja3Bz6hZM5GbdY2gENXaVVVTiHjtqtoxlKxSQmDdJLvn1as03PU6p7YJib+xkdEUMraNG2VmPWoDRw6OiAAzVECBACClM+OZUd3eVoQhRbwQcWc8hbK8OsfWqMtALnKthaUkpmdENaeIBVo0pbg6grwugQCTCigQocEniTaPoqVrlP4dBj5SrZsloWkNYK9EIidL1DFUZC7l7vjmfJ5VrDfp1d+IZNhSJZB06C5KAM31pEEYmUzxXLPKzbr3OkTGVmnO2iUCCtUTw1ZIB5DMx8XiM9v2dw7urnnvoWEKGasLc0EKhRnPQieT6pkoXWUe3rHJMp5CpWs0AtsiDCnV1y2ygXODTIXXrbNjjlTZAVGph1iASVMqKJJ1rCeh0Cjw0ctIU5uJ6gEBvUCQpyW4Jcpui/gZGds0SoODrHxMIMNMxdaRWLuUl65J6LOp9/Fc5NjUZYoizSFUjh3VqRTwrh+8Ze7+sanmFB3MYn0l36It6QG1MbEXjOIGH2XKx7ToZhGxD2UAKap4IbT7mOdhKJ3PPL8VxrDtDWZAoToyiuyfX7QyDBSimRyE2tsSAwVVqejEDCmRjQzVhoKbISXSrrsUVNsktFGRQCurkwZfVzoY0ZleirG94GNUuYXyTJTIZoJYn01IVLyuMp7igBR7N8XiOeVtKGVwRIGeAD3zUYcOoAuwiySRyLLb4e82NfgYLpxPs4mSET1WOY8CksxHovlMS0JDAHzUNY971xalexApgILGz6oyhTQy0qiBZh1NSCLBR8/9UEmAcO5hwrJDwcfeYAYUqiOjmJx8dZYRWi9UjBmRQEtHBzCy0rXifaw6IVNnepmvW0S00ht8kmSitGwmRDZwVAGPxqyjDAVf4dhZAfCRqsNeT+4q6P2OW4sCYOg+xpzxtG07WoMjTu1n1dZNolJzmZJv5ZsJEbYO1ZqtMZETVaYYo1o3xUvNVTOaRQB2qgYoMsAnd+kzwFA2xz2fCZX3UzOFwn2IOineY0skqXw8Ik6Ke5rddClkzzvX0YsrxwAYUKiujIIa7V3MozqZ5Khq1hPBAtfescmomyI6GBqZQlQU/GoMKYqSPS/iL5QhoMh46mBw6NzASW1kdATW6tkMPnHUEB9PEQW3Iu26qbPbIpt1KpaSngBTvDxT6XwmkEzxbaII5jMRHSUd5WMpKoBdhCnkCmzzd12juOe5vA0n5AobOxaz3HIIinVTJEZSHaeIgXBULAoBlqujXZWneb+qJQwpQApvu+6w5x2PWYgT+JnM2kW1D9DCFJIBwzSwe6ni0qhOqYWOoepjlRJTSNlPbpNmQKE6MopF0HnhvRN+xbjENesirdmpAkwxBofOzToNSh/Wac4/tvqSByC6XXdhbN5MFFV2Wyywpsm29gwx9WpAXOE7lYG1SLvuRDwGxwVJNlEa/EyGMUMlcl1tI0OW8RQCSAoPW6VemL8zUxgoRKSNIMJII9AfBMRKvqm14YQAQDIwLHo+o5hTCmPzzitS2odUcYoGzRMxBnup1F2l6UoY+jsz8TJ2RBgz1GtXNaCAuiuujrbwcveciGFbjQ1HkMjpEnjWvcEMKFRHRvGSyogJAhoynsRMBq1ZfQ1C00KtwgmCLZFOJvGY5W7WlfqZRg0nkawjddlB9ZanRNlWAR9PEGhwiLTrBohKJCU26/US5Hl/T0v5mAxDimDdBKpnPCk2UToZaSJaYdRZfbHNOs11c2/WRcquC9/RMTjEGLb8ACBF4xVADpjRkUyhSCJ5/ay6rIH6d1tk/aCSsBApKdLZTZGcpcTM5PZqj4kkSin2m6Z8zFjdGMVGRkxjprRAUWQIdHSYkGOP8GspUW/WuXUZRK7ZO7Za2qiItg6xppBQdpuoW0/VUkGqzaP4vKIWfIxu1+09Lwo2nJauNQIMQGrBZaHuYxpYl5TPuhrDtnBeFOze6HbCVEkFrdo67uYxmuWqZz5Tf8/95f0iiRyK+UxHQkMGhKN61vxal2IahHQAYOH3eRlpUuAI0fpRjT1CJuUgwLDV26CB2M9EStcIkimGKWSsboyyrKfaC1qo8aTdwIUZdVtEHVkwmbpxMk0h9s16dLDjPS+1+h8SAb1qRprOrKOMDoZy4FM8qKfQSKv2rAEa/Q8R5qMukVDvd1QlRVUBqR5w3WkC0cooP6NYv6QE5MmYWbwABSDKFNIXL1CM7b3maiA3yVwqNIfTdAx177eI9iFZqSD/XCqikUbiZ24XLguxKiA3RTdgGaapal1Tt6SoGlOoJ6xdWtdNflCIZt00TCHAgEJ1ZSTdxwQCTIBGo0CsfIxWhLeqtg7xhMwtWln4PT3lTCKsMIDmumUCejo/0xfcigAzqgUzxdpm0wEzUYw0p7SMu/sYXdlBNHuEjK2jacPsHVtImFXh2iUCUHjHVlluIcPCS+fySjfrYkLTtMkUHZt1IUYaAdtUND7TxiL36U2q9zMxBqDquVQGDOP3cZIyRQGQwPu9rpb0ABUYFn4MmZ5RT5hLmas0nHFjFiIYtnRjG6aQsboxiglCZDMBeGs8ebOt1FT0qto6GrtbUFy3N8si1q1HfQlXJIODAASUKRXMEG2ixABAGrZO9Wet3sdFxQQpglsRbR3v2NzdepzzyuZt5FV2cnQzzPylaw6gWBUApOo+JrF5pNnIhCcVvOeltlW4OOBq21CaWZcpKdLRRrknAOwUmkLRoBBBx1CB8mPqjqFiHfZUl/UUYlwdpWsyiYWshn0ABVDgjF21jMpzPygAdpHyMR2i4lSMz6xTSsXs46LxGWXJd8TQdW+9/PLry2hQeslMFAFTqFq2larcQq6kSPXCHx10UHcyEelIxS0q7h1bV9ZR+SZKoI2yzsw6xXstKyaoMrgVedYAlQaHwLP2fKf0/cqLbyaoOjlW7SZCMI/n87brayKbRwpWWLWNjPd7GvAxGgAsHM/LKKBj9+rUmdGTyNG5bnZJAPuFsQlAVw3gY6lsTgPzUSAmpmCkiTxroAQQclcrUOmaZgVAIao9iLN2JWK8bB2gFC9Ua8ZB0thIYN/lHZukfMxSC+5ta2ZAoToySq2XyJeUsKRIJNDKE2U8xWpq9emtqNysewNloRbpBFovUeUWlCVF1a/Z2z6amSlEXLrGruvjAx95y+ZkGWlKASkJ4XxAdcZTQmdGQ4BJqYcHiIEUOsoUSYVZBdZN1WMLAezEOoA6GbZCnc+YSwUBmnsu8qypOob2hBIuHc0hdJWPiawfAA3rspTQCH+3fJ0cCfwsHgu/l3RsnejrptIWFQG5SeRKJEFublZYbzADCtWRkQSYAlR0gGZilCmt8R6vwtISgn7Ka4lldDAIkPLC73N3zBGlwRevm3nD7NtEUfg486YVENR6IQEASwEMd2AtyhSiAOLEQDgv+Kg+46mDdelQ0UXKx5S2Ms6JzWe6xFEBT2adYOxqfuYF6CjGFmqSoLFUkGJOiRqbEmAXBh8pQO4ezu7VAj4SsHVyeRtO3pObwS6yfgBUuqbFzboo8EnAFKqSzyDsgCyTyFG3B8l7QO6qTCHC/aZo0o5iLjXlY8bqxiizQdWo6ABxFkxDLbEci4KqJT0zW8eTdeRu1y2aiaLYRIkw0ryLIw0NXoBFobwDmEhgTUBF9+iOibBHSIIOHRsZd2zBjCdFu1Ud5WOOn4nQ4IlAbu4yky6Btct7XhTPuto1W5ZFFC/IdAzVwKKgEHuWBIUoNNKi1k1nntXBuqTsGCpWwkW1bupZu7y/X21slfdbNGnnaKgpLeFyWHjVkBnQJqaragoRM4USzDqAGU9TEZFEjo5kiuNnNOVjyn5ymzQDCtWRUYpvae06oCGzLpIFo8gwA4KlaxRsHcESrrrbrAsEPN7NOjdDiqrcwrmHQll9AgAwlagOPpKw4UQznprKFAFaWraW8jEXkBJgpBFlHUX8TKmPi3ZTJGR8RrJ7CUvXhBgcWoSmiTfrQiWSvCAcQLSBE5xLE4SxStW1i2izrqvs2s985I0NRYSHvWNzM2wLY1MAJMXyMUGmkMomJFmZpi8K166s57fYEznCz5qgO2wu+ln3BjOgUB0ZRZ2lCBXd+z1FxjNqs05ZzqRDyFCuRTpvO2Hv2Do2zCRjC3SaK4ztsOF47zmZOKpMi3QCOrioaCW3DgbV2F2iY1ME9QK6DG4Jl0YNDpryY/6SB52CmeJzKd1mXUTYm8zPquqU0QEziZiFWNVyC4qW9GIAIAXbVDaRwy4t4LnfSjuGCkgL0Jcp8saGzvoRVTFAMZ+JAlLOe69y/yNUPkYs2l/tuinWLi8oJMJSothv6tiDuPe7l6Mivfzy68t00cG935N0t9BCwXfGjtbWUd/JRBwoULlZF6WiU2yYtwUGB0XmUUzPiEZTyAUpNHXMEX/WGjcyFF1UBFmXSkUUJTq4KM94atIz6gkBpp4WzvrYvWKlNTSbdZEOST1Bp4xiLm0QBAC5gRnv9xSdHHV0DBVqTEEcp1RlPpKU9YgyhShACp2xoQP4Ro8LqH2/sjIdwIgYaezNIYTLx+iS4kZo2ljdGEktcVHALOolpWytGw1SEAb18XjoMTRZkbw2MUHZDhN6Ams62qjOUg+xZ63uftu2Lb2BU2XiOhh0m1ZxRhrvZgIg2qwLBJgNnrkuq3ITlY/eUJDo+ggGmLRt4UVZFOoDa51lwNXKehw/o9qsc5fiioJwblKBoGNoNMtVn4+TJCsFGFJeP6CQVBDpnEkjIM//rEUACv/YvAAgQKNn5NzDquVjXqYQhTacgKaqWg2nkp9V1RYlELmWJSFQPGvDFDJWN0ZRzyvewplwAyec1SdY+KvRJ0k2joKdmSjYOgIBvfe86q2TSaSfkYh1itDgC995Wx9313J5G7YE+KilTNHxcQ0AICkjTdDHsyrp/xICwACVnlF0gKklqUABNEtmPGnalIcnNArf6wH3vZtpirVTTCNNJ2NGZyJHB4ucsAmJQBkVQAXOVPNxwvkskn1IF6dEzWcJCkDK2awLNrvJ5lWOHa0zE49ZiMfomHgibB21JXNyOmVqE7QFgEl0D2KEptWbAYXqyEizYDoDa40lRSKZKJWbdV/HHHYBYMngliArEkmDJ2SFaWGkSbB1VI7t3YwJlSlqAJpJ3mth8FGjkHtMD0DiDbpVAVJe8LGqaGUP0CdQS8GXzHhS+FkEe4QmXhApU1QPPnrXYO5S3JLGTFScQjmn8CdTREVhad6v6HebrAmJCCONRMNJMkGrVPswukU5QCRyLSC4DFBdtxhQQNHdTyyRox4ISwuAUQCRDqBAmTtAw+51riNi6Lq3Xn759WUkjBlhEV59mV5tnc98AnNqxpav59WxiaLUFNLI4BAut9AjNO09vrsm3MlEp9gz6UZG8Flr8HFnriXJOla5bu98o2psnzhqFR93xlYZ3AqDjxpZSikCNpx86ZrKNSS63Fynn5EILgsyOLQ2aEjQJe3EY0OKEsnw66ZoQpLL20Ll/RQd10TnFBq2jqDYM+GanaiSVCiMTbCGCHQfAzSyLgkStKJMIb3xmfr5rKQppO56tkUzoFAdmU5qNGXWURik0FTPC6gPbnt0u+4EYZAn2AGsbuj/QgLAXlBIPSNNCHzUuJmgKFOMoicnCDaPWsvHBFgUlmW5c5qqwNr7rogIZqq8Ztn3ut7EUUXXTR0dQ1XHC16GWVWhaZ1MU1J2bw/WFNKYMFQNAvrAR4HSNS3aVZTlY1oAqeiEBkAVn4mxR5Lu+qVmbNu23TW72nW718yszVb4noId5TxrfQxboylkrG6MVJ9ARxeVYtZRBz1ZpG22NyhQdd0iDCXv9zqedY/QZVCa6RXVZaBjSFW7596adXXlYyU/EwEflQrhSpakqgq0AAmQmyDrKLx5pCgfEyxdczPcit4vL8hTtXSNUpNBR5c7yWyryvbswl0kCdmmUaCr6nhBdrOuZe0iiM+EO81RgkKi2nAEwKewjyuax73go1D5mEoAUHAOp3zW0XMp3bMWbg6hMDZ01n/R8jF1yWHBdZOgk6Pos6ZIXull94qxwurdDChUR0axGIiCFDRZMLGMJ4XgmUi7bgp6smygRdO1pgfT4AmzQTpaV2eE77narL40a0VpWY8s+1Bh22qNOhjCwS3FJsrJOkZS8NVet3MNMQsusFltXAotimpaRgBN+bFwdjuhfiMjzODoAeLe/CA3JYtCw4ZZUIODpoRL39ji8QKNn3l/O3hcnUwh9bF4VnL9oHjWokLTqgBAwCs0Xf16VAMk3nhLpNmNyk6OshpOauMUh62joXOmWz6m7Ce3STOgUB0ZhRaFeDtI/YCUqoVItF2399xUBfVdgtmg0qSosh2kWJaXJrDW6GfSQIE+jRvVwa24f9cJI010I0OwWRcN6hMxwk2UYMmesvIxgXb0hfOiyDo6wD5/gClSrgfQJnKiuxTRBdaiJciq3m1REXdK7Q8tSQWtILd+RprwPVdcPiYKPmbzNvKKNuvC7CiKioGs2PqhU88oQRCruOLDEUCBevCx5DPVgDivL2RV+ZlTRiUKwhE866i1q4EgYWjKxwrGcvm33norRo4cicbGRowZMwYvvPBC6LGzZs2CZVkV/82bN8933AMPPIB9990XDQ0N2HffffHggw9SX0aPN6cFrY7WuhSBtXiph9qFKOvpmNMQ0dY36Qa3asAZ+WvmZwqRdNaQrJenCG4jN8w9oDxTnaaQaIDpLPx1xkjT2PJUx3W7gbWgWKe68jExYL8kNK1+EyV8zSTPWhAcYW7XDRCB3JrihRIAKDau0o6h0p3mNKybBILm8kAcP/ionPnorptisQKgjrkivn7QCS7rmEvFmXjqY2KRlvQAHcO28NtVmkN4JSxUjS34rBME99udx0WZQgR+ZsrHiG3atGm46KKL8OMf/xhz587F+PHjcdJJJ2HJkiVV/+6jjz7CihUr3P/22GMP97vZs2fj9NNPxxlnnIG3334bZ5xxBr7yla/g1Vdfpb6cHm2UE3JP1Vvxfk+iTyCcZVYrAKxl09oT2ihrzDpy+7hoJxPvuakau5Z2wqpq1tOiZVT1VuohzKKg01ISFutULDQtWkalcmxhsWcC9mHWpcFr9HHBdVNH5zPVG7guUVYxQcdQ8RJgyrVLn86MKLNYR8JQ9fvlJP9EWXiFsdWzlETGVguOCMZIFIxPWUCKoNQ94rLVl4+5CQ2rOiPNc09UzePufKZFp0yuyx0FAcIwhYjtt7/9Lc455xyce+652GeffXDjjTdil112wR//+Meqf7fDDjtg6NCh7n9xD2PjxhtvxOTJk3HZZZdh7733xmWXXYaJEyfixhtvJL6anm1JxZRsoIYAU0PAo5o94s2Sc3fWEBfVU59ZFwakSLUoBDetBBoc3EG9d0ETZexQdLmrOi4hPVk46FDJSJPuFMQ/lzrBL0WXoujuMWoZBaJsHe95qQqsZVmXaruPiTEKUgR+Jis0rWpsH8jNHC+ICw+Xnof6Utyoa9aXtKPUetEztmiHPdVrtlziDFA3l0prCpGAcBHlYzH185moPhtlx1D+8jGxdyvmaUKiKj5zEhpRbJ2SyLU+8JFiLu3tTKEE5Y+n02m88cYbuPTSS32fT5kyBS+//HLVvx09ejQ6Ozux77774ic/+QmOO+4497vZs2fj+9//vu/4E044IRQU6urqQldXl/vvzZs3AwAymQwymYzMJfUoc87d+d84Ck6dzuSVXVdnJuv+drXfjBWF2DrTWWVjO4tpLGLsRBFJ70yreZ5tnQVfsSwgn8sik4+uHe/oSisZu70r7f5u+fP1/r5l53x/E5WtE7HOdNGPLFR/1nbRz7I5Zc+6K5Mrjm1X/U1H8K8ro87P0oJ+5iwWHYp8vL3T8xv5HDIZO/BZA6UFWpWfdTh+FrOq/p6V9/hZZxeaU91fMjqL4yUinrUFOj+LRYwdc/1M3diun9l539pT/vtOPKRqPst7Nut2vvr1uH6maOyOgPksyGxPcNfemUYq1v1A01m7YhHzmeXOZ+rWzS537PB32vm+cLx6P7PsiHUzpnbN7kh7Sqgj/CxBNJ+lIvwMno1Te2cajdWrw8XGLq6biVjwWu0YjZ8V7nkias2GXRxb4Vzq+FnUuql4PvOV/kXNZ258png+i1XGZ+UWswru1t6VRp9U93eaovGZ42eZnHo/iyFi3SRYsx3dzKixnfisU+G+zgFaou55aT5T62eJqPkMBR/P5W20d6aRaer+hNaZLu75YqJ+pjI+K66bgn6mct3sKvpZIuK6t0WTuR5SUGjt2rXI5XIYMmSI7/MhQ4Zg5cqVgX8zbNgw3H777RgzZgy6urpw1113YeLEiZg1axaOOeYYAMDKlSulfvOaa67BlVdeWfH5U089hebm5lourUfZjBkzAACfbgaABDZu3oLp06cr+e0VK2MAYvjgvXcxfdU7ocd9ssICEMfipcswffpSJWNv7YgDsPDKSy9iUZXHtHpV4Rzfff8DTN/wfrfHXd8FAAkkYOPxxx+vemxne+EcX3j5Fax6v/sbmbfXFe7j1s2bKp6h85wBoBB/F17fxx5/Qklw++GSwn1c/tkSTJ++KPS4Ba6fbVXmZ58tL4w974P3MX3de6HHuX72mTo/29xWeIavzX4ZK94NP2518V147/0PMH1j9/1sSwZwnuGMJ5+AlyXsfdYA0FH0s5defhVrP+i+n324oXAf29uqzxWFJFDhHKc/8RSaFawY731WGHvl8urPcPGWwtibtrYp87OlRT/7+MPqc8XHKwvnuHTZckyf/pmSsTdtKfrZq7OxyjN0+bNeuaw45344D9O3fNjtcQt7t8KDm/X0TDRWeYbtWwvnOPuV17Dpo+772cLiM0x3dlR9hrYNWIjDhoUnnpqBfqluD433lhee4eoV1Z/hsrbCOW5tr36OMrZ4aeEZfvLRPMzYXHiG5c8ZAD5cXTjHZStWKhvb8bM3XnsF66q4z/LPCuf44byPMb19XviBgtaeBRw/e3rGU1Vp+Fs3F/3stdfRNr/7fvbRpsJ97GyPnitiVhx528ITT81E/4ZuD423i362ZtUKzJixDEDws6bws0XFNXv+x/MwfWv4w6bwsw2bCs/wzTlzsOXj8Ge4vPgufPjRJ5je8VG3x/XGPrOemVk19nH87JXXXkfHp933Myf2yXR1uM846FkDQBxx5GHhqZlPY4ACP3urGPusXV39Ga5sL5xjW0ensmf96cLCM1y4YD6mT/8k9Lj31xTOccWq1crGXrOu8Azfnvsm8ovDn+Fni4tr+yefYno6/BxlrCtTGDthhT9nANi0sTD2nDfeRK7KOYraiuIzzGczkffRyhfOceYzz2KHpm4PjdeLz3DT+nVVx17bWTjHzq7ocxS1TxcV/ezTTzA9/XHoce8W90mr1lQ/Rxlbt17sWW+L1t7eLnwsKSjkWHlNpG3boXWSe+21F/baay/330ceeSSWLl2KG264wQWFZH/zsssuw8UXX+z+e/Pmzdhll10wZcoU9OvXT/p6eoplMhnMmDEDkydPRjKZxNufbcLv338VycYmtLYeE/0DAnbPyjnApg047JDRaD1gaOhxG19bigcXfYhBQ4aitfVgJWNf/ubTQDaHiccdixEDw1Ghlx56H3PWLMNuu++F1mN36/a4i9a1AW++hFQqgdbWE6oe+6dFs7GyYwsOOfQwHLPHoG6Pbb+7Evj4HewwaABaWw8DUPmcgUK27P9eK0xcx02chO2bu7+Lev+pj4Fli7DHbiPRetJeoce989km3PT+q0gp9LMH1r4BbFiHMQcfhNbRO4Yet2nOUjyw6EMM2kGdn135zrNAOoPjJozHnkP6hh738sPv47U1y7DbHmr8bMWmTuD155GMWzj55FYAwc8aAP68+BWsaN+M0YceimP3HNztsVMfrgbmvYVBA/qjtXVs6HG2beMHr86AbQPHHj8Rg/p0P7r9+On5wNIFGDVyBFpb9wk97v3lm/Hb915BMtWI1tYJ3R4XAB5c9yawfi1GH3QgWsfsFHpc2xuf4Z8LP8DAwTugtfUQJWP/8t1ZQDqNY8ePxz7D+oY+69ce/RCzVy/FyFF7oHXi7t0ed2tXFnj1GQBA60knoDEZvov662evYmnbJhx8yBhM2meHbo/92qL1wHuvY7u+LWhtPbrqsf83ZwYyORsTjjsew7Zr7PbYi59bACyej11H7ILW1v1Cj/t0TRuue+clWIlk5Hwvao9vfhtYtwoH7r8fJh8yLPA5A0D27RW499N30X/gILS2Hqpk7Kvffw7o6sKE8Udjvx3D45u3H/8IL6xcjOEjd0PrCXt2e9y1W7uAOc8BAE49+aSqWhj/WDEHi7ZuwIEHVY8rRK3l4zXAB3MxYPt+aG09suqxl74+Ex2ZPMYfeyx22b77ScGlzy8EFn+CEbvsjMmT9wp91o6fxRT62ZPT3gbWFvys9Yjhocdl316BexT72Q3zXgA6OjD+qCNxyPD+oce988RHeH7lYoxQ5GdbOjPAa88CAE4+6cSqLOl7Vs7Bwi0bcODBavzslQXrgfdfR/9+fTB58uGhzxoAfvzmM8h0ZXH0MROw68CWbo+9/MVFwKKPMWLnndDaekDocYvXt+Oat18E4tHxq6i9+ND7wKpl2HfvvdA6ITz2sd5bibvmv4Ptth/oxq/dtdsXzwa2bsGRY6vH2B889QmeXbEQu4zYFa2te3d7XNu28b3ZhRg7ZiH0OQPAP9e8gfmb12H/Aw9C68Hh8auovb98M/D2K+jTFB37/PztZ9HRnsFRRx+DPYb06fbYbW8sA+a/j6FDqsc+KzZ14hdzn0feiinzsxceLPjZfvvsjdZjRoYe1/jRGvz147nos912aG09QsnYv5//EtDehnjEs94WzamOEjFSUGjQoEGIx+MVDJ7Vq1dXMH2q2RFHHIG7777b/ffQoUOlfrOhoQENDZWbmWQyWRcP3rmO5oYCMJDJ2cquy6kXbWyofq+aUoXvsnkoH7upMVX1NxuSBTfOwVIztlXYNKXiscjfayhusPKIPlbE7GIgnUrEK37P669JlOjJsCqPrcVydnHsZKL6sybwM6f8PcrPGot+lrMJ/KxBzM/yqsa2CpTOID8rn5ucGmpVfpYvyskF+Vm5JeMxpLN52Ir9rCHCz5obi36WV+9nTQ3Vx26kmM+KVPTmsvms/Fmrns+sTClz2dSQqirimEoons8Qd3836vdS8RgyuRxsS5WPh8+lXmtpJJzPUp45OyDeaGoo+llOnZ9lReezYilozla0bsYK1P9k3EIqVT1J4a6blpqx7eKanYyLzWcdGXXzmeNnjalE1WdNEZ8F+VmQuX6mcD5zSmuaItZsdz5T5Gd2V6nUtLkhhVgV7ZPSfKZm7FzAnBK2j0glYkAXSP0syCj8zJGNiVqz3fhM5ZqdK/22yHym6ll7Gz0kYtX3iw2K/Qyxwu8lBPYgbmyoaN109iANyep+29TglI/ZSCQSVZMAoibqZ85+M6Ny3XQFze26wQYck7kWUqHpVCqFMWPGVFCxZsyYgXHjxgn/zty5czFs2DD330ceeWTFbz711FNSv1mPRiNkKCh8TCqiyNs9RrQzk/cYdZ3PxIQMfWMrum7xbj10LZzF247qE+tUJQAs2snEO7ZqIcOo9xoo6cxwiyiWRMUV+pl73dXrLVV3EwG8Pi42l6rqPuZcs2XBFaUMM+fcVLUzdjrBRImEAl4Be7UdXITfa5VC0273Mf7WuqLtupU3SRAU4fWOreqei65dAIXItdx7rbM1u44ud+rXrlJnpmqAEEDXCEQsPlPbda2WDq2qOoaKC7kTiIqLzqXK45TSNURNK6pFl2XmM0fcW3UjkOgOYKVzy6kaW7ZLqsr5LGuEpgGG8rGLL74YZ5xxBg499FAceeSRuP3227FkyRJ861vfAlAo7Vq2bBn+/ve/Ayh0Ftt1112x3377IZ1O4+6778YDDzyABx54wP3N733vezjmmGNw7bXX4r/+67/w8MMPY+bMmXjxxRepL6dHG23XgagOLnGlY+fyNpz1LBnZilJ1gCkf3KoOMKMWQGfsrmxe2UIk25JeZycTtT5euI7o1rp6OpkAdMBnVEAPFDfr6ZzyrmtRAKDqroJADV3uKMZORAW3ROBILBaZzUso3sjIzKWJGM1cKtq9Mpu3q5ahy5jodVN0UZEdW1lCQ3DzBlAA7PKJHFVdiuSBGXV+Jg7M0CVyuH1cdFzvMar8TPR+e8fmTlY6MaltF+JoEUA+ykRBCtp1Mwp0deYzRc/akxiJ7j6mLzGt+v1ywKWo7mO+Dns5GwkFuqbinRwJ9gEeUfHebOSg0Omnn45169bhqquuwooVK7D//vtj+vTpGDFiBABgxYoVWLJkiXt8Op3GJZdcgmXLlqGpqQn77bcfHnvsMbS2trrHjBs3Dvfddx9+8pOf4Kc//SlGjRqFadOmYezYcG2M3mBuS0ZFqC0gg9zStMwGoheDlOKAJyuR3XYnJ2VsHYlMVJGerOy6JVF6tdltuZbCqq7Z28kkOtiiYcwIsXUUb2REN8zesZUFW5LBraoMGODZUDBvomzbFmddKmcAFjPrEs9aFSDlPusIYB+geL+c664+dqIsuE1FgHYiJhrUO4G3jkSO6jVbKpnibGQUg49RzxpQ/37JMjgAdX7mrAdRc0pK8foBSLDIFfuZKAgHeNiHypjc4mt2SvVc6q5dEfGZ53t1m3U98RngT2pUH1sxy9XjM1E4txurKE7kiM1nau+58Nrlnc/yeTSh+45WWkMEEzmmJb1yYxGavuCCC3DBBRcEfjd16lTfv3/4wx/ihz/8YeRvnnbaaTjttNNUnF7dGMmEnBd9SdVOit5rEKXg62BwqKYIy23WFWf183KLr0NPZs14Ki4xkQEfyUq4hLKOigNriWyrajacKEvJOTcHuIsqfRIx4VIP5Rnm0u9EZzxpysdknrWywFoQaAYIysfycuBjYey80PsYObYowJ5QC3zatl3SRmDO6ouCUd5jlAFSzrMWYinpKYel8DPhDRwBI01286h6zU4JoB2qn3VXViY+o3m/GiQ26+mcms16aR4XA9jVsshF5zPVyeEicyRmRYJCCdUAe16MTQ14Gba8gJT3HVAGurq6PrzxGVC67t4OCnV/VTLWY8zZzDu0URXmThARL2lC9YTs3UQJBzxqNxMyNHju7DbF2LJaFCr9TDawVn3NhbHFNnCqGDMyGU/HH1QBBXIsJRoGh+h7TTE2vw6Gx8+iAh7VQV5exs9Ug9wy5WNEm/WIedy72VCW6c2LsShUX7MXXIrys9KcwqsHAZR06dQBn/JafKq1lERLuJSOLVpaoxiE8zNsBcFH5WwdsRJ779+oGluMya2HweGNW1Wz57l1yry/JS4toHg+07APcK5BaB+gnHUp9n5ZluVZv1Sz4cTmUlXJK8DDFOrlqEgvv/z6MopNlHw2SBViXPgdEXFU5YF1DQGmOtqo+AYupRoME8wGldOTVVjG1ZnhDW69C6kMQ0qF1cbWUctckdNGUASGZcUEtik2Uc49jwr0VIup+0Ah7oxnLfOZsqSCfGZdHUghWD7m8QXVTDxdbB0gusxEfdm1vH6UqkyvKDML0Cc0HY9ZcEi1qsvsuecU7+9ErSHKEzmCG0eAgPHpxCla1s3i+xUxtmVZ6p+3IHu+BISpZHCI+rhqlqvGfYBMYjqmFiBJSySmlZMBBBmfFI1ATPlYwQwoVEdGkiGQDDqUKeBrnJBlSrhcQEpxuYWOsh7n/okCMwCBTkBUvTwZa0Wkk4kexkzhGJryMTmdGcXXHdlNxAty85YUqc9uezqZRDJXaNhwYs+66OOK6eA6GByia5d3E6UqsM5K0uBVA2EiY7tlB4q71sgw0lQxhWoBPrkZnwU/Uw0UiAFS6pMKXpBbDChQrymkgRUmGCPRjF3DdSsWXY4CKVQ3CyiMrUfPSC6hQaQ3qQH4lAHYdVVKJNxrVjNuPm/DWQYNKGSsbqxcyFCFideX0lAYxTQCFLNHZEq4EqoXX7HNBKD+ukU3jxTgo3S7VWbRY9/YWkq4dNLg9Ywdi1kEJUWiAabiDLPnWUdpcKnewIkKdQIUpTVi7MPC2Go3j7UkFlTNKy4FPwLkVl92LcFIc/SMlLF7xdcuqjJgnRs4EeZKSnGcJN0qnADkZmeRSzXjUAtyywDsypN2EmXAVM0KuMv7vb8lzLpUFhvWADSr3oOI7H96gJi6OjKAJAlBcWUKYEAhAwrVkXkF0dSLlApmCBQzhWQojMqyjjKLr2LqZk3ZCeYOLpZlEdTqC3ZRIWrNrqONcmkzoU+0UmzhpylnkslEqRZy5y7rkbpmotI1KXBEVfmYlAAwDeNT5J6rZ3yKASTKAcB8aTMRBT4mlZddyzOFuJNXgGaQgqhTkGiDBtVM05hAeb9yoWmXHdXDNYUU67PJNUDRc92lJglqnnUub8Mu/pRweb/qJgkCa5dqfTYp5qPiPYgMuK9ag1D0uh1fyCvSNfUxuQ0oZKyeTH1XD8EMgcaNDJXeis4MgdzCr3YDJxJslQApXsaO+vstQdNVnpGRyKwr77pWAzBDwJqJHpuIls2c8RSl3xeOoQnohcAR1eVjOgWAZdaQhNqgXvSeuwkNVXoQEmWhqjsF1QI+qivXEwcfqTRuZBif9aIppKXM3ZlLdYDcPSA+E1lD1Je6i7LIS/5t2yo26x7mY0SMRqVvI8YK05/IqYvyMdEyRcV6k15CgcAtr2vr5Zdff6Yy22rbpQ4TorXE6pFymayj6gyBCFKuL7utnjUjUbqmMPPobaPMHtxKZN/UM2bkWWHKMjJ5cR9XXnrgtszWEFiLtrdVnPGsRSNAB4uCKrMuo2ekPqGhD4gT1WfL5Gwlmyj3moXea5rSTKnNhHJdH/5NlJxmFw1rRrSsR11mXRwIU80mSEvEhurXLnlmsZaGAco78sqVj3n/pjvmvXeRzSFUzyk1MLNUg70yiRx1nWnldbOUl48JdlP0/k33xi2df28HRXr79dedqRTM9IlWRtJGFU+KEii9LoFS7zFaBTMVXzd3WY+MnylnhWn0M616RoJtlCnGrqUjlYqxveCjqACwqoxnVgJwVd2uu7SBk7jfGjPrygF2CRq8+nJBMRo8oCawrmUOV90xR+RZqy7XkyofI2rhLMNIU5dZl9N8VDW2O49qjc80AJ+CHcAoxtYqsC0oIu8thVcxr3h/Q1i7SgP7UH1yWCZZqT+Ro1rCQrRU0Ps33RrXIxkSUXVd92ZAoTozV5VdAVruazsaGdzqBEccIIxfz4hMZ0ZnxwPmhcgLYIq2Hc3lbSUZTxkR3oTyZ61RB0OGiq5T40Zh5xovkCjTYU9lxlNEP0p1u+5aNAJUi1ZyA4CF36klsFYMNkvQ4FUEtzVtHDW2cFbHhtO5bspk1vW8X95nomYuraGESzXzUWjtoinh0tEARW9Zj9ga4v1epZ+JaFfpAvYB3SxyxWuXRg1CUbapVz9XCVNIghVW72buQJ1ZSQ1eRZ2ll8EhFnSopifLdMxRLUaro7VuLd3HuIWmC2OrWwS9dN9oIUPVtFF9WUcZQXOqjlQ6gE+ZoF6lj3vnxKj5zLvBU0lP1tEBzA0wJboj6QHY9QsfK6fgS9DgVWyiZJIpdGXX/AzbdE0AoI7MujqgQE6E16PBoZDdy51AAmotFVRdIinDSFNdwqVP4yaqm6LPz1SsmxKl5u7apbgsVGz9UJ1UqCGRozwhL3Hdyvde4klaFYCUTJK03s2AQnVmKicIbwaRW/hLrnOM2o2MjC6D8gAzK7+B01lKpSQbJOFnyoMOGQ0nKiaDhP6HcoFtjWKC3CBFRgrk9m6ieMt6qMrHhGjwMdW6PjUEeRqZeKo00kS1+Lx+puJ5y4ijJsl0APmfdU2lz8o7vvGyZnx6KxHXbVmWB3RlLlNUzDSVKx+jAQB1gI9pQf0o7zEqKgYA8fJnr5+pKR8TZ6/TdQzt2X6mixUG6GVIpRQCUjLdYevdDChUZ0YRdBTqLMXpyWq0ESQyBESbKLlWxts+PdnVmWGmhHuZI9FtlL0MDl4/Uy5aKRVYqx67BgaHqrGzMmCYQvDR8xtRY3up6mqAT4kNc0zdu+X9HT1+Jj+fqQ+seTUhZDTSLMsqrSEqysdkxFGJykK16MxICWzT+FkUiwJQCxT45jPmzWPGs2aLjquuSYKMnpHOsh7VzOJawEcdMbF6H5cRXFbdjEPLs5YBR1R3ppVITLvPWhWzWIIZprJzpwwIV+9m7kCdWSnAVIieSixCgCp6sjiTQf0mSj67rbrsQIyeTFPOxL15lLnfsZil1MdrYcyoLqPSkQ2SaW9LNjazkKFzv+MxC7GI67YsS+0Gzm0Vvm1kHXWUj6XcDLNioIBZE0JGiw9Qy+6Vea+pwEc5HUB+ANBdN1WXXQt17VQfnwH8pVS1MWZUl/VIjK2IMZMRZAACdJpCYj5OBHxKvNsqdQDFWCtq1y6XmSWx/9EhNK0yHgYkE9NUSSRmLSWZ5FW9mwGF6swc1FhNxlN88+YT/lKB3GrMisjU1Cov4appUlRczqRpEyVK3VTa+UyGKksmuKzPz2S6j6kW2OYWpJW5397jVG7WRYIO1X5Wi2i/TraOatF+KYBEIcsVkOwCplI4X0qDQweLQvFm3V1D+Mt6amFIdSlZuwq/YVnRIrzesZXOZxrLemT8TB2bWpxFUS/xWT5vw5maxJj76vcgQslhKmaWDj/TyLqsxc9UgPsyGmmFY1TGZ+LJq3o3cwfqzFRqQsiICQJqdQLkNAJUb2TkKYw6NnApheAI4EXLebOOMhn9wnEqs636F19uzRPf2Bqp6HLUaIXZbYFrBtRmW2WEcJUzOKRo8IpLPTSy4aQYUiqZjxIaaYDa65YTR1VXtgbIAexULel1AAUy6xdFCZfouukCBUo608qXcGXzNmxbYWwoxMzSV6aYUiw0XZuguToRXtGx1ZaP1aLro8bP5CoG9Cdy1LGU5EsFlfhZTs7PkgrL5lyw12gKGVCo3kytNoIkg0NhW3oZuqrKa/aOLSeYqWgjI0P/VxzUy4itqWRwpCUnZJU11HK0aLV+JpdtpalZFxPYpgl4uMEwmcyfb2xmoWnl1P+s/P1WVz4mD+6rY65IBNbO2qVUnyBaIw0gKvmW2cjk8+ybKOXlFjV161GswSFVzqQuoSFa8uDMK9zlY/6OoQrihR7AfJRKVqoCPmsBHxV2mgME4ySlJZLyQBigtjGFSCyuuvNZLRUD6soUZXTpVPpZ6Te4y+Zk1o96N3MH6sxUUqNlhO0AtZuZWjJRyjvmCC0GNCi9jMibio2MbduSrV7VbeBk/czNTigMeGQpwko3UTK124qZQtyi4rZtSzJX1JcpimfWFc6lNQAUWjQCyMrHdJQp6smsy2jMeMdWwrCVeLcc/7ZtuN3SujW2ztJnmbIet+uavkSO0k2rKJPbYZEr1GeT8TNALVCgt7yfd90E5MBHpaWCXgaHFPNRnY/LaBkV/o7Xz3R2AFPuZzI+rjCZUqtGmsoud4YpZEChujOlopWSL4rKsodShkBHdlsi26pYfd8NtiTalKuYFL2bAu5FUNbP3EyUkoVI3M/8wS1vUK9cMFMTc0W6bpwg4ylbpqgi4JEp63HOL69osy4H9iouH8uLbx5LQR4/8JlQCHLLa6SpHFuiTJEqs65F/0Mc+CwxpBSv2cylobIgdylOUujjkk1IlABStWi9KC+HldHN4gcf1SZTCtcsrF2lsnxMqimFJz5TUiJZQ/mYsnJY+cSZcpCbW+xZo0aaLMBez2buQJ2Z0rIe6cy6euEvmVbGubyNvJLgVmJC7gHq+ypLawDR0gN9flbK9PJmoryLpJrMiPizVt9hQo+mkN/PeIMOGSq6d2y15WOy5Ra8JUWqAfa0VHabBigQK5FUH2CKavFRiKmLvddqM+vbSpc7lZt127algE+VIvIyAEXhOPXrpsizjscsOFWUKjbNMvGCavBRqjGFYvZILfpsKrVekrGYUDksRYc9mXIiQI2fyYDcVEk7rULuzN0UZZN2Kt9t2SYk9WwGFKozU5ndltlMeI/jBgq8k7Ya9ogeLQpAkqWkMMjzAktCgBQBbVTczxRm1mug/gNqmUJS2lWKWzg7m5Rq5oC9asr15OrGKdrbymbWuUFuX3DLToPvCeCjojJFiTIulTozskwhlbp0Us/ac1/UgK41aL1oSaaoL+EC5JjFStcuYT9TmbSTZPcqTORkdYKPEmWKCYVrlyz4qJbJXZsWn9pW4dH327IspeuXzg57tewDVJddJwViQ5Wi4tIaaQRl10ZTyIBCdWcq6bLSC7/S0jX50prC2LxBvUogDKiRNqq6npd5EyXrZxTto4UyzL5NFG+ZiepMlIzuiUof9/4Gf7cecQAQUFs2V0sJV2FsFYCvfIZZmZi6Jl0G7yZQplmBFi0+hfO4zGYiFrPgvArsADtV2bVUCZe6GKkwNm/pmsw1Ax5gRoeekcJS99LaxV/CJafPpp59CIiyTdWBrrUyubljJMD7vBX6uFTTF8V+pqN8TCI2dJq+qGQfis4pNOumYQoZUKjOLKFw4XfKJqRr1pmFv7yTtkrhYx0lD7Vs4FSWt8RjFmLcbZRl/Yyg40FKwM9iMcutdVbi4xJ+llC4AAKS9fJKWWG11Y2rud+ywa0ekDvu8zN191yuxSz/fKZWD0+uTFFl95gSC09u3VQxj8vS4FWWIMsw8VSWUQFygJTShhieZyZTUqRSu0okiQOoLvXQ6Gcy66YzhyvTepEpU1QZK8gyudXtA6STwxpLity4VGkXSZlSQVWMNIm5VDlLyYmJxd8v7o6G3uNUMthFS77r2cwdqDNLKcwQZCUCLUDthCyzmfDVrCsVcOTdtAJyC7DKzbozqcs+a5UBj/DYSttHS2Y8VbbBrKmsR3XNOq+Py2YdVQb1pQBTttyCF+QG1AZbzsZAJOBRvVmXAaTcDbMKJoPHX8TAMJV+JjefKQVd3TLFnp7IUbtuynTtTCoE9jO1MoV0lCkSNAIR9zOFa3ZWX3wm0zBAJRvOCz7qAthlu8PqWDdpupXyM4XkZA1UVyuIs2YoyhRlKwaUAJ8SrLB6NwMK1ZlRlNZIC38paXkqHvBYlkVDWWUW4QXkFmC1Ab3ks1a4iarZzzSKD6uh4Iv7mUotisLvyGQ81WV5SyKGkiVcClkU4vRkleVjcj6uMvMoA/iqB7nFASlXg0NF5s/zG2KCmer8TFYjTS0FX3Y+0wOwq2TrAHLiqCV9NrWbCRERXrUaHLIsCnXsQ9lyC5UgYElAXoZha8O2eeMkCu1DgH8ed4EwAY0Z79hquo/JluKqj4mlYnFFfiYFcisEpGzbltIqU7p2STK5nQSWjo6h9WwGFKozI9Hg0LBhls94qq9Z15EhSEssBjrV9ylErmWp6EqvW9LPuKnRpU2Uosy6DCNNYXDrMuFES2sIBM11dOuRBh/dYEslwC6+YVZWPpYVH5tCU0i4HFYp+1C8JBXQS8F3n7cKMExGmFVxN0UZkEItOFIjCMfMaAYUM1dkSz0SKn1cvsTe+3fdMV0dDWXBRwp9T9EYSelmXULYG6Aph5VhzHj/rjsm1QFMoZ/l8jYcTIu9fCwrN5eWSt15pRzq3cwdqDOjyAbJZqK4hVkBtZsZqXaQCqmygJeWzUvdlC2jShEEHbIMDjXZCVmWkspAT4IGr1gbQS6wLmVbu2vO5lOYiq5U5Fpf6ZoMY8Y7tsrgVmRssrbwAvOZ0vKxGsthdcylKgF2aeCTAAwTA5oL15y3CxsRdWPzbqJq1cHQwqJQqMUn0wkLgNLuY7WUXQOKyuyz4s9b5Xstv3apZMPVNraazbp4PAyorVaQm1NK58cvLaCShefV4mOuVqi59Jm3JLXezYBCdWYUbfrkGRw6ynp00eDVjZvL23DmZCkhQ5VigsKLrz4/U1u6JulnKvUoamg7aivYRNm27f6GVKcgHc+aouRBAxW9VMKlAfisQddHhZ8Vxi4CUjItnJUE9JIgHMF8JgpIqWQUSHdwUSm6LFVuoXYTVUtjCu5mAYDq0jV9rEvZUlylbFOZzpm+jqG8G9dSpzmdjDR1CVr5lvT8iWmViQW5DmCl8+OODZ3zU5kQ9/6uyNhKgTDhMkWFY0sC7PVs5g7UmaktKapVYE5fqYcSTQgJgMS7Ye5uLbHshKxysy5TwwyoDfJksm/e41QuvtJlc8yZdZWbKF9beKGadf1Bnsr20SkNQYcs+JhSuFmXYeJ5j1Grz8YtWlnbJkrlNYt2H6MpA5ZkwzEncnybKCXC4jXoGWkQFacoXZNmUWzjzBWZ0mcfU0jpXCrC7iVgUegAuaU10vSVZyYUAiQyXXG9778a7UV5QEplfAbwl65J7zc1aovWsxlQqM6MIsOsRchQErlVm5UpLgYCQX1KYXDr/Xt2IUNJ9X21GRlZBoe+TZSblVECPtaqjdBdUMgDPkpk9bUEeS4rTEXpmhxbhyKw1lM+VgQpJDdRSoXFZajoChlKWkpSJedStVp8ckABxXWLlSl6M+vMALsDUCgRr5ctsVeZyBEHKPxjK3yvpRsG8K7ZlmUpAz5t25aSNVDZmj0tWd5CUSIprpGmsHys1veLufuyZVlKqxVkGlNQaB/GLIhp8RFUh2jVFjWaQgYUqjejyG7LvqQqFoNaBeZUBh1i7SC9mahugkI+ppA4IKWjk4nSltmygpkas2ClDRyzn8VU+pm3blxc/4NbQNE7thqRa9lNlH4KvkrdLKGynph3s86t9aJeD0IUhKPosCc+p6i87trmM+7GFPGYBUcvt7v33CuOKlPWo0a8vsbSZ6VsOI3Ap+jYBA0DZNkj3b3nOV/SjrvsurbEmZI4pcYOYDoaoCgF2GudS5WK9ovvQZSwo6S1XBUCnzXqs6lMIomC3PVsBhSqM3MnJqXZVn79D+mMZ0z9YiDD1gG6Pyk7f29ZhaA5emyC8jFpcVR1WREdm/VaKfjcG2avP3SXDef1UxlASk2AWVvduMosmDhbR91cWjNQoBJ0FQDYYzHL9bXujm3bthQQp3LtkukS5D1O5Zyix89kAXaFfia7eVRUXuM9d5nuY2rZOjqSCrWxD9UI59fqZxoY7IpiQ3kRXpU6SrLgo3oGh3jnTAIGu4Z1M+3O43KAr9LEgsBcmlII9somhynGln3WKjQIZeOFejYDCtWZuUABM00X0C2Yqb7cQqb7GND9RVCaRUEiHKlvs65Hn6BW+j8vO8uyLGULsDegF2lvW9K3UccAlM06qsmC6Su3kKXgk2RbJXVPuju2bDms2rJQ2RIu9ZvWbUGYVW05U9HHmTW7/Fp8MuUWvGxPQDE4IilorrMbFgUYxt2sIO3zM4mknYrS5xoZHDpAbpUdeWsth1UCFOTkYhUnTlJTPiaeyFEak0onUxQybGWb3cQUzikS+lH1buYO1JkppelKi9tRZIMkJwjmoN6bWe9uJkr2mt1FSKngsoZyC63AjOQGjkDcm5sGL5OFKhynnk0gLeytMuMpS8HXoJGmtlZfttRDzdjynUz0JTTUBtay85k+zS6VZSbS84oiH/fODTKtwlVuWkVFxVUCUtICwBSgq45GINLzuJpYxednElp83M0CAG+CVp92FXeC1nucSq1LcVazeh8XanYTL+0/utvsRkZcu3CcSmaWJEspoe5+ZwxTyDUDCtWZKdX1kcyC6WJRAF4ao8KgXnLz2N3shCw7SildVZoOrm6zXhIA1lg+JpuB00n/7+Y9T0uCj1rF6wlAbvmuUPwUfJpafVH6v5p53HvfxNqUqy/Xk2YfqphTahaFVbiR0QA+1sqQ6u677QT0omXXSYVlVD2BkSZc3kIiCstfulYru1eV5qOwCG/xHbRtvx5RTWPXXK6nsnRNjrW/zZePSTemUBOP5/I2HHeRb0KiyM9kG87oiJFUlsNKJjTq2cwdqDNTqutTc728Dmo0QfmYaIZAWc26zs26rB6Eys16bcCMyiyYllavktkJVZso6Q0zARAmDHwqvN+y4KNSerIkBV+niDxNWY94xjOTy3c74ykLULhtlFW2R5durcu/dikFw2TLTFyBbTVMIVmQQMlmXTqRo75UUHwuVb9Z15tYkCwfU6TFJ7tuAt1/3rIMjoSimBSogUVOoGck3exGic5MrT6ubt0UWb9SPlBIzdiiDX4SWuMUhYCUw/g0TCEDCtWbqdX1kXtRlAp/OROENC27exOEbdvSAImqoF62rlXtZl024FFf3iJdKqgQkBLePCoKrGvxM1U+XrvmSffpyTK06MLYKkvXnOvWQE+uuSsUP/ioSqS0lH0T1K5SuFmXBntjCjcTtZY8KGX38peuSQMkzrvdXaaQ5JyicrNeO0DBn1lX2YxD1s/UMldqY1Srms9k32tAXcJQC5u6xrHVJGhrBAoU+jg3GCarxad2PquR+ahSR0lyv6mGFSY3p9SzmTtQZ6a2I1VtWTClIIVkcMvddrRwnKJyixqZI0o36zom5JzGzboDxAnr66h51t6FX7h8TFGwVWuwAyjQzdJE/ff+hmw3EZXderSUj2XlnndKWflYbeAIoJF1qXQzoQH4rJHBoaTcXHrz6MzjvGXX/nILXh9XWeZeKzNLrw6gjvdL1ZpdW3wGdN/H3bVLMkmqpjmEZII2od7HZTXSVOjSZWUBkoQikNtz7kKgkLczrSbgU42OUg9InJmW9AYUqjcjyayL1pcqFT6uMbutsO0of816bTRdQIXIdY2lghraYKrVJ6i1Vl/Ns/b+ZpQp87MaBeRVjO12H9MAzMiCj0q79WTl9KOUlo/VqJGmasMsC4QBKoBPWRaeyhIuZy7lXbsKY9dW4qKypEh446q57BpQN5dyi2sDtZQpqt+sywKfOnQAVa2bsiVc8ZgFhyDZ3fXLXbuku9wpLO8XBUcImnFIgxQq2XDSYupqksOiGmmWZSlfs/U0aJBlfKovXTNMIQMK1Z1RUNGFhVmVCh9LZjwTaiZk77lzZ/Vl2VFKN+uyNHgCFoWejlS16mapWfgLY8vdc1U167IBJtD95y2vH0XwrGUp+ArBR3nRfoWgq7TODC/46AO5lc1n+kq4xIVZ1axdhbHl5jOXudLNTZRt2y7LlnvjKlt27dusc5ePqezkWCOLQqkGoayWUjf9LO8R4eX2M9lNa+FYtQlDLfqesmMnFPp4jbo+SvXZuMvHnPVaQvRYn7SA+ooB6a6dChOGRlPIgEJ1Z2onRT2aJwA8HVxEJ2Q1E4Rs21FA3QauO5n17m/WJcuoFD5rt55XVgdDqZaS7CKohjED1OBnzHor3vNTVeoher/VMmbkQO6SaCU/+KhqI2PbtifLzEv/T0t24YrFLDcz2u0NXI1aL0oSGtLvl7r5TD7bqkYH0Ndpjpn+X0s74aQikEJ2LnXZ1Ao36+LlY+pYFLUKAKsqsQckypkUbdZlwZHCsWoBKflOpfqYWSrHltauUqlrKpyYVjOPy8akhWOdMmBF+wAdJVy1lo8pic/k/KyezdyBOjNV4o1A7ZkoJYuBJDVa1eQk23YUULcAd6d8rPub9eJCJMgmoNisy3eYUBdYywtsq1l84zFL2M9U1cvLBvTezXr3yxRlS7jUgHCAPPiYULhZl9f/UAO61qSRpmo+k5zDgdI5qgIppBkzGoRZKXQAhbvHKNIB9P69rMZNd+95LZl1VWVzNbdRVsIKk00iqWSk1ZjVV1QWCkgkU3rAZr2773ZasuxaaVmPNBuOYD5jZj4CXmkB2SQS79pVGFt1+ZisFp8OP1NZrSBX8l3PZkChOrOUSvS0ZuomfyZKVUZGlsIIeLN/vBMyyWZdupuIPk0hpZl1yQ2zMpquBBU9oWgBrinjqRr41FDCVbP4sNJyC0HQVZnYc+0aad0VH5adw71jq5rPdJSkynfMUZ/Vl9UB7D7zsXaNtO6zdeTXbGVJJGm9Luea1TEZhDPrSkHuWksF1cwp3t+MHFt1WU8Nm/Xug64aWfuSY6ccEE4jIKWy85mwjytjpNU+n3U/LpXVKSu9191tdpOWXTcVxUiAfDOOejZzB+rMVLYpl31RVAp/1dqKkputA3g3zN2lwctn1tWzlPg362nJjCdFmaK0UKgiYEY0qw4o9LPubNYVlXrItgrXImhOIdYpCXx2W3C5Bu0qZeVj3dqs85bDKu3MVGu2Vadov0o/k2VIKWK5SpWPqUoiOTGSqF6XUl0fh33Iz0iTn8/UJjQKvymrpaTGx2X8TNX65Zx7StbP8t3frGckfVxpR0NpoEANEy+f92ikCZeGqpWwkInPtHWm9RynCvAVjlNUxoaSBIh6NgMK1ZmpbdOnX+uFW0RRtu1o4VhFWX138eXPEMhu4NRu1mXBR/VlisL6BIrut+wCCKhjpMkG9IVjFW0es3KBlvNcVGzWZcHHUuZPgZ9J6uuo7mgISAAkioHmWmjw3afg1wg06xBmVaQHAci/26r9LBGzYFmiQb3aTZQc81HRdbulgpL3W8Vmvcb4TEfSzmWkdZPB7k1oiPqZqnlcVucSULdZT+ckn7XCzrTSepMq103JeVxV+VjGVw4ryVJS1H1MDuRWk8iRTWh4k5qq2HA6EzmmJb0BherOkgon5JrFBJWWrskyhbpbuy3PFEqpCqxr6W6hSshQusOEyo1MrWWKCn1cVtdHUVlPTSVc3Q6s5WjRgLosc0kwU7ZcT+V8Jpv5U0jBZy4pcv5eTrtKUfmY5LP2jq2ufEyOMZPL28hzj03A7uXWAexOyUN3/UyWMQN4GAXMWX2fDiB3Zl1piaQswK76fkv4maISSdlNK6AwNpR91h5WD7fOjNLyMcl9gCqGrfd5ceua1gI+plSNXSObGuh+XJqW9DOKkm/Tkt6AQnVnrqieCmHWWqno3Vz4vdRNfgFgeWBGHXVTXuxM9WZdGBxRuFlPS5ZwlRhp3bvmnLe9rSRDSlUJl1T5mLLStRo2cIqy+tKtjIvH5W10e7MuCz6qFcysDWBXRQeXAQDVdR+rhSmkugxYrmQOULBxldSuUrVxLIwtmdVXtpmohWGrqqxHvuzaTZ51M6tfYh/Kb6JUaRBKd6RSqGckPLbi8mOp+UzZ2qXPx533WvxZqwMfZZtDqKxWkJWwcAHAbjfjkNdIUwWG1QI+qmLP1wr2AioAXzk/U9ocogZJhXo1AwrVmXmF1rpLT5bPTiii6dagg5FSlG2tTflfUcCjcbPuMqREu9aQbNb1ADOFseUycN1f+GuhCCsqkaxFN0vT5tGXieq2j8uBj6oC+lzehjMVywrSqhKOlAEf1XUfq2EDp5iJV1MnR26xTkXZbcDL+ORlXcrO4YA+FoX32G6X1nQns67Kz5iBmcLYNZb3a0hoqBK5lp1TAE+s0k0/q5UBCKgoKaotmaKyHFZcP0oN09R77vJC04p8XFDDCSCYxwXXLsuylFcryDYXUqFdVQsQV69m7kCdmTf4zzFv1lUJf9Wig+EEPN1tU16bCK9qgblaqNG8G7ikws16rZ3mVGVkCmNL+ni3S0zkS7hULfzd8fHuL/xy2W3vccro/8zi9d6/5y7rqWXDrIwG74qj1rCJYs9uq9tE6ep8Ztu2tDacqrUrLamZBagXR5UCPjUxi31aL8yJhZSia7Ztu+ZuWN2Nz7qX0OCNU7zHdpu5IqldZVnqOtPKzilqu4/JrtlqExoy2lXquil2g/nYbfmMbgBSysrHJBNnGjRs69kMKFRnpjYTVVuAqbSeV1oolB+YUS0wJxVYK+pI5dLBJQWXVYwtm/FUFdx6AzXZ1rrcXR4AlRtmjWy4vBwY5j2OW0RRNTji/U3xsTUwHxNqAuuagE9V9H/JzXrcc5yq9Ut4E6XoWed8IDevj8uCBIDCkqJulF13u0GDZIlkLFbarHdfe0S2hEtRrODxM9nSNR0lXKoYaTWVKSqOS2UAdlWi/bJ6kyrLrmV1Zkrgo44ErSIAsBbwUdGaLQs+Al4wjNfPVAGuQG3xeL2auQN1Zr7NuqoFWLLFrKpOWDJjKys76I7yf3czBN3Q4FB1z2VLHgpj68msdzuoLj5ry/JvCkXGVkfJlg/yuMERwLOh6O6c4tLgxa7b+1zYyy0Ud0cCagGFNGhXKaLB1+LjqsuARcthLctSt3mssURS5WZd1sd1sChUgWGyWhSA+hLJ2hI5imIV2dbsiuJCoIaknZYSLrVrl0x3WFXvdloyFgfUsZql2XAqm5BIM4XUlo/Vcr+7+17LMma8x3KXcHmP5WZdljQ2FZSP1ZBYqFdjAYVuvfVWjBw5Eo2NjRgzZgxeeOGF0GP//e9/Y/LkyRg8eDD69euHI488Ek8++aTvmKlTp8KyrIr/Ojs7qS+lx5uvrIcZLVcl/FULdVMZi6IG5X/VFOFaRK7VibzJZ9a5y3pUb9aTsZiwn7mbVg3CrMroyTXof6hr4SyX3fbWrKvTo2DeyNQEPirO/Mls1hNqwZGaWJeq3q9a5lJmFqAqNoF3E8bt47VsZJRt1mvRzVI0l9YGfCrarEtn1tUCM4WxmeezmhIaqtYu+fhMNVNIqlupoiSSbMMZVSAB4N0LMJeP1ZS0UzunyHWmVVQ+1g1AqvtriB4/85bDyrzb9WrkoNC0adNw0UUX4cc//jHmzp2L8ePH46STTsKSJUsCj3/++ecxefJkTJ8+HW+88QaOO+44nHrqqZg7d67vuH79+mHFihW+/xobG6kvp8ebylriWjOe3W5lXEtNrbJNlLzgmOpa4poWou6WrkkG1t7MuqoyLtENXEpRi9mauokoEo6sKeOpqluPJCsMUFiy1x0wTJlemFy5haqugrW1mOUfW5XwcU3PWnH3mNqyrapAbkmWq8KOObKC5qpK5uTKFNWCrrUAgMrmUh1d1yRZgAllz9oDPkq36+4uO0pfbFhTmaIDfHZXSynvPGt5MKz70gJyPu74hG13T9fUtm3pe66qfKxbguYaksOujpNG8FHVvMLtZ7Voi9azJagH+O1vf4tzzjkH5557LgDgxhtvxJNPPok//vGPuOaaayqOv/HGG33/vvrqq/Hwww/j0UcfxejRo93PLcvC0KFDSc99W7Vk3EIubyuYGOWAAtUZTzkKox7qv/dYdQGmDA1eUelajdedzqkL6mWZQlo2zKoX/poEgDWWj2nwcVWMghLYLMoKU5RhzskHecq7vWkRNNdZPtYNxqcqgES2LXy3M8yF845ZBe0asbEVlaTWMp8pK12rvexaGSusBi0lVWCz+CZKVZxSGDces4T9rMT2VMXkrmU+42c+qtJbkdWuAlSWZ9amXeWMHY/Faxs3Lw9yJzTGw6rutyxjBlCna1oL+KgqMS1dKugp4+yOn9VSDlvPRgoKpdNpvPHGG7j00kt9n0+ZMgUvv/yy0G/k83ls2bIFAwYM8H2+detWjBgxArlcDgcffDB+8Ytf+EAjr3V1daGr6/+z9+fRclXnmTj8nKq6dSVhEGCZycaAMWbGZkZgMNhGQMVJr85gu50mndUJWVlO2knoISHdXrHdX+IvQyee4kyf83Mcu2P/0gntxL7GiHmQhASSkARCCM3T1YQGNNwaz/fHqXPqlG7VOfsd9t7SUe21smJ065xddfZ79n6H53neevLfBw8eBAA0m000m03KTzquRvzdj/0N0QbRwVSjgWZzjH3/eIMIO22z5xS2o+/T6oie61S9ASB6QU3vU0L0Xestw+86ZNQbrWju0vTnOnzuaDOrN1uiuRvNVnK/9H2GrTMAxPvnVENmy/HGGITmaxcHmkfrQjuLnbWQZmettpKdlcztLAij59Rsy+xsqhFdWw5gvNY9OxPaeDN6fqUgNL5PfFbWGzIbjx2HEsXOupNP1RuyuTs0Gw87XTvryOzsaD269tj9LHutde2MYuOxnTXEdhbtZ2WCncUx5lGhndVb0doFoO9nU3XZXtqI5+7aWdY6A0DQtbOmcD870t3Pxsol8rkpnTuxccpeqrafdc9sxn42JbSzOAgrwWytAT07S5I7hv5ZvJ91wmgvNaWyHjuOMs5NdM/NhtQ3lOxnLeGeEvtnAYzXWu/c7N9TTIaWbxjvZzCcO97PAODIVANlZph5pOuLR3O3YPITAq0YZICd5d0vQGzj0hhksG+YNXprLbOzqWZ8bprvpXGyWcvOjG28rWNnR6d6c8V75ImcFxg0KL/HalJoz549aLfbOPvss/v+/eyzz8bk5KTRPf7X//pfOHz4MD7+8Y8n/3bZZZfhm9/8Jq6++mocPHgQX/7yl3Hbbbfh5ZdfxiWXXDLtHl/84hfx+c9/ftq/P/roo5g1axbxVx1/Y/78+X3/HbbLAAI8/uTTOJf588IQaLYj83j6ySdwWjX/mn11AKig3mxhYmKCNzGArYej+7QbDeP7rHgzAFDG7j1viuZeujO6z5t7dhvfZ/PmEoAS1q7bgImJdey5122I7rNx/VpMTLw+7e/HrjMA7NsbXfPSsuUob1027e+mY/feyGZeXrYUrY1mVZZOK7rmiaefxmsCO2t1enZ2qkFuaX/XzhqttmittxyK7tNq1o3vszK2s737rNrZoLXeuCVa63UbNmJiYj177tjONqx7AxONtUbXxHa2dPnLGN+xnD33njd7dtbeZGZn7UZ0zVPPPIs3TmFPjUYzus8zTz2J08fzP3+wAQAVNNshfvjDCRjKTk0b27r7WafVNF7rNQe69rHvoMjO4n3x0MEDxvdZty26ZsPmLZiY2MSee3XXXrdtMb/P7p3RNStWrsIZe1ay557s3ueVlSswa/Jlo2ua9cg+nn7uOWw+lT01jkxF91n4/LPYkNoXB60zABxuAkAFYQj84IcT4Moa7D4a3Qeh+b742v5orffuM7ePQWPZnug+B/eb74vrYzvbtBkTExvZc7+2KVrrLZs3YWJig9E1e3b17Ox0gZ3t3B3dZ+WKlzG2fXny78PWGgCaXft49vnnsVVgZ0e79rrguWfwuoFywlQLiF3+H0z8CGNMpsSurp0FBDtb293P9h+Q7WdLu3Z2YL+5n7d2e3TNps1bMTExWLbCZLwe29mm/vM3a613xfvZqlcw8eYq9tw7dvX2s5mG+1n9aGQfzz2/AJP8qXHwUHSfJS8sxO5X8z8fgXQiO3vkx4/iFGa98EjKXh979FGY6Htv6vp0Bw8dFtnZ6117nTpyOFnfrHUGgDWT0TVbt+/AxMQ29twru/a6a3I7Jia2Gl0zuS2yj1dfew0Th1az597cPbPXrnkNE2+Z3edw1z4WLFqM/Wv4CC2Jnf3ox4/ibUw7O9Ts3eepxx9HEOSv9Yk2jhw5YvxZ6/QxANNEXMMwNBJ2/Yd/+Ad87nOfw/e//32cddZZyb/fcsstuOWWW5L/vu2223Ddddfhq1/9Kr7yla9Mu89DDz2EBx98MPnvgwcP4vzzz8e8efNw2mmncX7ScTGazSbmz5+Pu+++G2NjvTfi91c9jcNv1TH3tg/iinN5v6/Z7gCLHgMA3HfP3Zg9M/+N2/1WHZ9b+jTaCFCr1VjzAsDLWw8AK17AqafMRK12h9E1s17fjW+sWYZTZ89GrXZL/gVDxr7FW4D1q3HeueegVvuA0TVvPPEG5m9bj3ee/27Ualew537m4VXAru244rLLULvjouTfh60zAHz/zWV47cBuXHHl1ajd8C723H+xYSFw+C3ccvONuP29c4yu+YNXnsahg3XMvfWDuPI8np01Wj07u3eemZ3tPVTH7y19Gu0wwH333WcsEn3sWLZlP7ByMU49ZRZqtduNrjnl9d34/61ZhlNOPQ212lzWvACw74XNwPrX8M5j7CxrrTc+tR6PbH0D73zX+ajVrmTP/dz/fQXYuQ1XXHYpah96j9E1PzywHKv27cJlV16F2k3ns+f+yw0LgUORnd1xiZmd/fHqZ3Bg/xRuuuVWfOD801nzhmGI31gYHfT3zPso3n5KfpZ7/5EmPvvSkwCAeffey+abr9p2EFixCKfMnIFa7UPJv2et9ZyNb+Lrr76Imaecglrtg6x5ASBYNQmsWYF3zDkTtdqNRtfsXLAJ/7J5Dc4+5zzUatew53710bXA1g1473suRK12mdE1Tx5ZiWV7d+CSSy9H7YMXsuf+35NLgAP7cON116J2tRnN/EuvP4e99SO48eZbcNOFZ+ZfMGT896VPAK0WPnzXh3Dh20/JXGcAOFRv4XdffAIAcPe8ezA+xoPBv7HrELB8AWZWq6jV7jK65u0b3sRfrH4RM095G2q121jzAkDz5R3A2pU46x1vR612g9E1k89vxL9ufh3nnPtO1GpXs+d++UdrgO2bcMnF70HtnvcZXfP44a6dXXY5arddyJ7777YtBg7ux43XX4d7rjw7d60B4Mtrn8ee+mHccNMtuPkivp391yWPAZ0OPvrhu3De6TNzPz/VbOO3lzwOAPjI3fPwtnGe+792Z9fOxs3t7KVN+/C1V5dgfKZsP2ss3w6sXYWz3/EO1GrXG12ze+EmfH/TGpx1zrmo1d7PnnvZxGvA9s249L0XozbvEqO1fuqfV+GlPdvx3vf1+3TU8e0d3f3s+mtx31Vm+9nX1y/AzqOHcP1NN+O2i9/OnvsPXnkaqNfxodvN/bwHX3gUYQjc+eGP4B2nGlRgBoy9hxvAkqcAAD/5E2Z+3qs7DuJPVy7C2Hj/WUsdp67dA7y6FGfMPg13331D7joDwOGXtuIfN7yKM+echVrtOvbcm59eD2x6Axe829zPW/yvq7Fw1xZcdPElqH3kvey5f/Tdl4E9O/H+q69E7eZ3G13zt1tewNbDB3DtddfjI5eflX/BkPFFhp395xceRadrZ2cx7Wzy4BTw4jOolALMm3e30VqfaCNmR5kMq0mhOXPmoFwuT0MF7dq1axp66Njxve99D7/0S7+Ef/zHf8RHP/rRzM+WSiXceOONWLt2cNV7fHwc4+PTDWZsbKwQC3/s74iDlzAos39fK+xB82aOVzE2lm8qM8ejLHEYAqVyhQ1PDoPo+49VzL//jGr0uWY7FK1piOg7Vxlzd8JANHcnjOYeH6sMvM8ge61WogCiE5REc8dCbTOrVeP79OyMP3cz7EGEZ80wtbPe/w7KFb44XBA9u2rZ/PvPqEbJhHYHsrXuavxXCWs9Xo2eTSuUzR2zDmZUB889aMR2FkJm4+0wtjPzvXesOzdK/P0szbWP9rP8+8ya0du/glIFY8xgPezy/YftKYPWeuZ4ZGfNjnA/C+K5KTYe2VkHUhuPxrD9bNCodp9xR2hn8XKPE+ysZ+N8OwN6VNxj7WyYvzEz1e8jFNg4upoKY4S1njkefa4ltbPuuTnOODfbkNpZ9rk5aGjZWXJujo8ZrTXQa5QgOTeBHn3MdD8LUpobgcDO4v2sQjk3u/uZ3M6iucfHGHYmPDd7dlY2XusZY0rnZtfOePuZjm84Y5xwZpdLaLQ6sv0siGKQSilAtWpAVQAwS8vO4nMztdZ58eL4mJadTZ87b6jtZ12gzzghNh5XikFaTDurtzoi3xBBj95vutYn2qD8FqtS29VqFddff/00KNb8+fNx6623Dr3uH/7hH/CLv/iL+N//+3/jJ37iJ3LnCcMQy5cvx7nnniv+zkUYYwrikWlhPGMhw2OEv9hzC8RRtQTmKO1ttYRwOQLb2iLXLHFvwTPva29rLMza+44SEWCJqLi8jTJjrROhUJ2W9LQOLlqiy5x2q3JB2vS1ps+8TzBTsN5Jdz2SCK/O824kwqz0tW6Iu73xO4CpiXt7eLd73cdoDRoAnf2MJGiuZGdNznutJNrvs42y5HdL5m53QsTHrunvThfpJKLLVOFhIHV2Sc9NRqe5MYXnDTDXWrlbKemZa3ddo/gLCqLmPP9MR/SYs5cmnTMddxUE0vvZidyEhO+XStab03G6yMM6fezBBx/E/fffjxtuuAFz587FX//1X2Pz5s341V/9VQARtWvbtm341re+BSBKCP3CL/wCvvzlL+OWW25JUEYzZ87E7NmzAQCf//znccstt+CSSy7BwYMH8ZWvfAXLly/Hn//5n9v+OSfE0Ggzy2lvW+lzOjpJlYQ7N62biPLG5LX15wni3B4nwfpMyLoOeAlaGQdRXGGWtx3lJAB12o42BI6e5Jn37WemwXpqbURzM9a652jp2BnF0VIL4Dgt6T12cNF4tzudMKmsmwau5VKAUhBpJMj2Un9duHjdx3QKOdRWxoBO4QxgBo8Kz5zTMScIAlTLJTTaHdHc8VqTOjNVdHykJiPJrZeYYcyt3pnW/fvFSlJUSkCjLUs+EpPrgF6BlhMHjKkV7fiJT3mHPf+FHFoyTO6rJO+1iWjVSTCsJ4U+8YlPYO/evfjCF76AHTt24KqrrsLExAQuuOACAMCOHTuweXNP/O2v/uqv0Gq18Gu/9mv4tV/7teTf/8N/+A/45je/CQDYv38/fuVXfgWTk5OYPXs2rr32WjzzzDO46aabbP+cE2JoBFHxi0JrO5pGCsnn5rRF9IFkqCod/JwKnFawLkEKaVQdK6XAWBsoHVyLKgRek4+M5EhJybFmObe67xfFxqsKz7wP+Wi4n5XUgvXY6XCfHEkcLcLcSfJRaa19OPWSRIGWnVGczEqXbiEJXH395uh6RpW3ojN3z87oe2lDK+lKOUMU9vG+dt3EJEWjLXu3k/boJESa0lp3GGuthEjjFVO0kq6M5L7Su91iJEh6vorCuUnxFbSSjwIfSZp8TPYzyvmh8LzT13s9QxgFQwmqmcNMKfJwIjT96U9/Gp/+9KcH/i1O9MTjqaeeyr3fn/3Zn+HP/uzPFL5ZMYdKEMV4UdIVTxlslA/T1UqO0GC6WtVtPygKgFeVUaEpMn5zqRSgXArQ7oRC6hqfbuHH6dA+fBlwcDG1RgAJ16AKEpKPQI+zroLgIMGidRLNDcbc2nspKYiKnXohdY23n8n3cQ7CFojOm0aro3Jucs4uOdJUgOBQOjdJa13xR7uuaFS3UwkO10nXHirsxEA0x++DnLpGT4bpITjoyX2NdzsMw8RWeL6h22A9/my7Exo3NBo0OAWNMaXkI8cv1SrkiPZxKSKN4Rtq+KWctS7yGD2FAg6NIIr7oqhQ10S8cfec9V4VzD1KSStYZx3AisE6lc+rQl1LqrwMOxMjGegVTy1tBA7VQ4siydG40aAzSfczGXVNUGH2QK1RozxwtKuU9jOWnSmem9H93OoysJxqJaSphJLqA92rR12TJB8F52Z3rYMApIYeOvsZAwGodG7yknDK1DUGgkPLX6DspRrF4Si5Ev1vzvkl2Vc4VKb0HqDxfvF0Td0X7Xwi8XqFHB07I9MUISzkMM7NIo9RUqiAQ5VnSXxRNJyOXlXEraMFMOljSlovEtqcXlXfcbAeH0JEPq9usO6v4ukayQD0UBg+5ubo62juKdSDXyOY4SAZ9FBhdORjVW0v9RfAcQoLGjTg9D5MKyxoUnEZ75aSEK4P/agkyU0qaOjSrl3rGSWJGWIxReOZcxDNaf8sDN2e2Wo0KtbZpaQzI6GbSyipqWt5YuoSG6efH9W+pJAciUfxS/V8Q3/UNZGouEK8CXCTYXI67AgpFI3RUyjg0BEypCdHork1qGsMzrp6EMU4fKXdeli8cSX6GCNJUVXI0nP5vDp2xncw9YIJTtXRn5ChF8FMhWfOScIBKSqV4N2WIBnCsNcSmDN4PH3dvdRL8pGlZ6RXdRwr02iKmpRvTteadidER4OK6xiZBUhFxX0UU/TOTWrRTuPdZqGj0qL9EjtjoQ91g3WW5okXWQM9ej9ARI8o+CqSzn6AsGCYJADdJ5p5yTBl6hor6So/PwAeOksFKTTSFAIwSgoVcqgIADOqb4AuBJ/DG/eit6LVythT1TEMQxZsVCNLzw7WVahrHI0AnWCC835pCfqJAmaBkxeGoQgSrtKum4x81EDDMdY6VaHUcXg8JB8Fe6lcS4lBZ1IQKeXSFFV1sxgJQECqMyPQpPN6bippVznuLMgv2snfbR79WCdY73UfY5ybatQ19+gRXlMMjXOTp5EWa3bJCjl89DogW28Wklsr+cjQrkp8JC+dafVACOn7UeZ2TYct8hg9hQIOnVbhPFqPhqifRPOkI6ys8xxMrYQUoxqkEKynN2RaVUaTwkUM1lV0ZvgQ4U4IYWWd/n6paSMIqkGSYD39XrK0RxSCVkpyJJpb/sw5SIY+51ZDfJhgZ1WlrlCijoY+tF4Uzs2EWsNEPmpQijiItPT1nMFBfGpTvn22KSe1Z/fkI6U/L0EUxHpdnE5YgPvkoz6a2r0GoQTdK9L37F5bCmDchRhIFRY0CtOE5x0EgSqKnLSXap2bAuraidqSPm1nNI00vTObupcWdYySQgUcYwpK9FxajwY8mSMSmn6hXUPwK1pVR45TX5E7eWmHhcPf9kFT1EQKcSDCgLQSdWJRuDR0ZtjJRwW9FSndQkMbgZNojq53u49rOPTp61lQdGn7aJbosgKKQihormHjNE063XOT1QlLDRXGQPcK7CyNfOTRMz0g0hR1Zrj0Mckz99oym0PvV+tWSk/uayTDOO9W9HkN6prMxl0XK7W6KUq0q07UlvS9pi/u4wBO3FXkMXoKBRwaFU+fzi2nqt8XRKlw1j0ghVgtGfW42wCXS+w2OQJoHUSMalDauXXs1GuJwrKogorPmzq3DjyZ6dwqCgBT5i6XAsSvhHP9D+39jLKXKuxnfJpit7KuELTS6WNyigsnaC33IdI0bNz9uSlLAOogH2lFJPnv5og9A1qINHrAXCoFia3JfBVO8lEpMcPpPqZwboZhmNgabS/VQFPL4gAN+pgP35CnUya3byBl4xUPhRwBEk9U0GjRi/Hpz/tAXRZ1jJJCBRyaLU/J3XpUElJ82kH6esncLE0hsdPRrQZ5SswATESBgj4BpQIG+OMS92sj+KmsS4JWIK3L4JoqyNQn8EStiT4vD9a58GSNjiI8CpcyfYwCg1eA4Kf3I1aXOw0EIDlY7661BPHJmDsIAhXHmqcfpYxIYzRo0Chepe9nMqqaZxeRDqvxuxvcvVS1WElAuVaUtKsY2nAaay2l92toi9K7dvrxz9KflyW5+YlmNbQOBykkpSlyWBoqXYi5dib3iTnMlCKP0VMo4NCoRHE2ByDVnt2xBke5FCBu9iLjUNMTM9riw5zuFhqHb6VE65ijCRFm0xQVAjiOuHZ0vQKtx3F1G+AhCjTbjpL1CRS7W1CoNYBu8pEaRFUV9hVeBxePwbpGB7C+IIqTDHNLrQG0EJ+8amuPsucWwaGVfGSJiitqUQDUYor87OK0Zo8+76doByglSAQULh/0fu2iHccvlUk58PYzjW6K/GKKXmGBV6ANEYYnJuqSp12lgeSmv9fpuWWFad7cRR2jp1DAoVJZZ/BagRSawbEGB6ATwHFg2Unbag8ib5qtjPkQYY3kiHveOOcgSgsZaggfcw5+uXPLR+JprDXXzlwjGaK5NfZSeoUZ0A0oOMG6VhtlljCrwh4e3c8trYfTHQnQQUhx9G0ApSQFA4KvLTTtGqXUh3x0nHTl08c06BZclJKCjTPeL61W4ZwkxfGQ5PZydmloV7HPbEV6JsHG0wkkSbMbWSMQnb2Uo13lp2jnL8ld1DFKChVw6AbrHmCj7GqrHjyZ1UZZq+Upp7KucAhxoZsatB4ul1jlMCBwt4HUM3dcWddwqqPr+bQ5jbX2o1PG0yfoJXw1Kp68xKfG72YlH720pNd7r6P7uU26cpAM6c/7EMyMAwDXld6K0rnJE4XVQ+v46JjDpsMmPpIgIdWS+YY6+5kHJLcnnZm0jXLo/RqdaaldiFX8BXaHPQX0CKc4nLILjYYcnHNT4qeEYZhCzXhiDHjwkbhzF3WMnkIBh8aGzFX+19En4MJG9ZwOWgcXbXgyvQqmggpjIzj8JaRUUBTciqcGcoVE4dKprIuoaz4SzQrJ3qQSxXZufdDHFNEjpERzNG+7E6Kj4FjTqvoae3h0bZlKh/Wkh5f+vM+qvutuPelkr4RuwROF1UTr+EtyUyvrOkU7JuJThYLMD5g7IWT7mUDQXKtzJmU/04kDeMUUjaIdV+tFx19g0MfS0gIaqEtWYsa9dpUvDaf053X0PUdIIWCUFCrk0NAn4Dq3mh1c+PxSSVWfX/GUZuk5iAINnn6DSXnQPHzJlXXNqr4HbQRWEKUmmMlACilU1tktZhXFOrnOrayDiyyA0wooTEe6KiwT2OZX1nWCCZ/P2x/lgTy3InWN26Zco1mBaw2OnmaW+0CG46cAWghbOvUZ6O0rOnRYenIEEO5nrAYNeghb/lpr6NtwqYLutV40E3GcBCAAUcMADjpLAw3H1a7SKdB6ZAww6bBFHaOnUMCh0g5SCIOXJaSYToeCYCYnY60hCJvmIHMq6yINJ/Hh6wEirNJulVmJUjwEua11uZX1TqfX3pYUwCk49FwkQ5xM0Wity+4+5qNbjyfKXl+wfgJS17hOngYNmK3roxjAkZErKhB8RhCVou3qNEpwG8gk9k3tnKmiM+MPYctFSGlQ16T7mYqIPKOjoUYizCua2kMhJymmEOn9vrqVlksBYtdGBT3PoApKJEP42lUKNi7sPub67CryGCWFCjh0ggnei+KVX6pA6+G1Ke/Bk7kCc9z2thq6DL3DlxlEKSA4/Ihc85KPGuKRvEpU77NcO+vTJ6DMrSLszQwm4rVW0HCid2byF8BpVHolQtPp6zmDFawrUrjYbeFVkty8vdQHdU2TgszpCgUIC1iJNhzdxiXBW7wf0VGusZ8iD+DI+5lq0Y6J5BahexkBc+p90EkUMLSrFPwU7tnlg/KtQh8TdqTy2a3UV3MIUUGDqV2lsZdy0XC9/cx94rOoY/QUCjh0gnVeEOW1S5Fi4MqBCKevp47+jjlug/VepwV/dAufXGK606FwCHIoXApChmk78QUR5tIUNQ5+cqKgJN9LOe1tAS3tKvrvTovmyhBSnGDdH41KperIbOGsQfnm0PXSn9dIzFCq+mNKwXpPG45eWZfQPMRCuCpoHWKwHlMFNX43t5ui4wCuorCfcen9Op0zhWeXj05zikLuXhBSHqlrPEFzzdiHqMWnmAgj08cqms97hBQCRkmhQg4dJ48Lg9eoOsqcLdcwxvRGxnXq+9rbkuDJcj0jaScTFQoXVz9K4zAgI6QUAleGPkEfgoP5zNPf2Vc1yEuFWVp1FGnr8JKuKjbeoTs8QRCoVB5bjGBd9b1m25nC+UFdawVdH34Q5ef9CoJAjKTodELEWxJLHFWjMxMTFaZBrWF369FASHF1syQJKcYz19jPuPR+zT2ce3apFGipHVoVkxTcwrTK2eWh6xonCaihaypF63gpDmvqmo6QQgBGSaFCDh0+r0yfQMapFcKyVcQjmZUopsOTbm9bIkGjNQ9fatVRo0IQJ2Z4NEUV2gETIaWht0JKzChovaQPblobZblDz654KlK4qPoEmtoIfK0Xt8nH9Oe5+mztVLDOQV1qULi41GcvwqwaOjPMqr6OZpefqj6bDuuRYt/T/9BY6xOoaKfiG8qeOXc/k9L7dVB4PhIUPF9ctXMm119QoJtT3y8d6hodWayJPvTSOZMtGaLni4/oY9EYPYUCDp3Wn8wsfTfo0ug+xu0eowKhJASPfXQL5jNnd47xqeGkWSHw2n2M98x1OriYz11KCxky5+61Mi7R2tsqVJj5opU+4eB6zi2bPuZY6yX6vAz+34dIY6AuRbQ1JoVLUyuM71gr0PXYSQqfVX15kptGh9UL3sgo14oe5ZuNhvOA+NTcz7i6WVL/jDq3qhafD6Qp+8xWoPV0mL6hYqdUeiHHT1EjXh+RrqlXfU9eYVoz1qUmAIs6RkmhAg6Vl5QJg9cQ/uJuTqrVCSIMXhrMiCvMCi196ZpCGlVHnpOn233MfTWIHcAJqaHNBPrvoRok7grlscLsARqto08gs3FuQNHqo1vQK+syHQxhEKWBcvWg68OmFHksLEhRgOnvzKHD+uiYo3N2yQoakqIdV89IpZDDRD5WpfsZl95f8bfWOskRqY8kmLvrq9AboCgWh7k2znzmYRiyaKkauqZe9T25RbuubciakIzoY+kxegoFHJqtjLlOh4+OByoJEvZhIHvmXEh2VUGLggtP1gzWfVSi2HMrOvWunVt2stcTCg9QotYIkY9+91IFeqbjYD1NM+QIZjbbIcLQdcVTT9fHB8qVK5ip0SmIXVgQVtaldFg/iBl/yV6doh03MeMP8SlFKbHp/SX5fsZGUSjS+72cXezkvh8kd3pubpKir5hCsHENXVN2gx+VvZQb8/krDhd1jJJCBRyasFHqQaQDG5XBk/0GUbzfzRVvrKjAk2NHi1cN0qAKuq4wR9fKfreKphA3+cg8BJNWxswEoIp4vZcWs0yElKIOBnkvVaTs+dJ6CQJisF6SO7dSFJ6PRLOGro/XrmvsfUX2zNO0NRodNvpsuxOiIw6i3L5bgKTTnLxox6Zw+SzaCQsLUno/IKdIsvU9fSBmEpTSiZl05SekZEnX9FqRhKY1dE2ZcZdmHMCmH2vQgEdIIQCjpFAhhwYUvcGuEGgE60zUjIrODJfqIaxESdu8eqiKVBQC5p6wtw86U4xc4QVR3PeLCxEG5HQmroaTZjXIh5ChVM9IlAwTQqM1xL3JrV590WHTQZRwbh9aYXwkgxwGz//d8bmpkNx3vI+3uMne1J4v1c2ii/DqFe24FC6ZZhfvd/st2slQzdIERfoe5LmF9H4f4vWaZxef+qwwt2PqWr92lfncGrqm0gSgTNeHK2sgj3W5hbOijlFSqIBDRZeBq4OhuUEwnQ7uBtHuhIgRvtRDUIrYER9CHihcqvQWamJGA0XRYjo8mnorjoWPpa0/o3fELTxZh24hq4L56FLkU3tEGsBJu7cA/H2c3R1Jca19ONbcwoKOdpWfqj67oq/QybHFPrvkWi98fTYNqqAf6jOgoc8m21O4xUJAHqz7pPf7Qdj6S+5zuhAD8hik1ZcUMn/mGrqm7E5zCsL5vvwUgL+XFnWMnkIBhwZslPuiaPLl+UKGssMXYCRnKrLDQEpl0oDB87P0Ck6HB5FrKSrMNUQ4mlvn4Kd3wkpV1qVOBxkGr5BoFuoTaAQyXGi0Dxi8NOkqdegB/rvdYIrR9vRt3EPRqx71P3QFad0mKaTtugGFQo4HfTZxt1IPGhwaqEu+tIBsL+V2NNRIPkp9Qx20DpeS6mFuFdp1nPBlJsOEBcNyKSDRYQEFXVNhQUMDrUP3kfQSn9S1LuoYJYUKODT0P7i6DDotnJkbREm2QfS1UWZWHqUweAndgl+J8qfh1Kvqu6W3AHLaHNvBZEKEAb2Dn5qMqvYlhdxSJHuCme6DdR0dDFkVTCNRQK4yC+H/XIc+CAJxcqbFpespUp99drkjn9nJWvPmDsOw98w9Jdi5basBQSFH+Js1BM192BlXWkCaDOt0wqTdtmtUM/fsKpUCxJfwRa65yV69s8tH9zE24jNuvqKhdUmmzcn2s15Bg56g0NJn46Op/Wk4qZzZI6QQgFFSqJBDp5NJ7HR42CCE2gh86GaK1uO4qs/ekFVg8EK6hUZFxmslyi1XnwsRBuSwbGn3FkBe8eQjONxXt5MATuJgshFpsr00DHtBFD3JrROsc5xbrffLx34mTe5rdLmjnyHCtRbRYbtnNjMhxU3CBUGgkJCS+Ug6BQ0PWnzc90toZ+miF5f+7Brlmr5GjIbzSO/304WYmdxX0brkombi/Uy2l3KoTHJpAZmujwZdj5349LCXFnWMkkIFHDoHP+9F0RG3otwDqwABAABJREFU41KKZEFU7HSUAlrHnGhuGQSfT+FSCNa5iQKFYJ3fHUkx+cgWCpUd/BKIMLu6HVeimDoYgA8b95doTuxMQq1p8Sh7Wk4ewFhvYUcqbiIMkDv13M5MPhPNGshHNlVQSVQcoEPwpVpKXDpsNLeQ6sGcW4PCxaePKQRR0i5FGkU7dqMEKfKRvp9JtZT8+kh+aKH9c7uPQfwJmvP8M0BhP2Oi9iup3yzVm6R2aFVJfDLjn6KO0VMo4NDQepE6HRroEbawnjhTzq8GSbnEVGenrAGD93jwsyueisKsVWogIwyYNSDC4oOfGDimaT1iYVa20+FDn0CuM8MVKRWL8KYRaY6pVE2mrg+Qpgv6oUj66T6mmJBit4VnUh76aNdukcXctU5fI/3dbL0uAfrQLyXVU9FOgrCVCk0zzy5Afn7x6bAaGk48f+F4aA4h28dlBSzXewqQos1xE59c3azU5/nSHbKinaiYwiyUFnWMnkIBh46YoAw26sPpkCbDkiw9Y0OuihNS8cbkDwbP79bjrxIlErnmttZNkAz+IMLyxKeEs+622tqjmLjXJ0g6ayh0U3RO61EQNHed5AbkCER+kwQ55UFKO1ChrjGDR6lOWfpe1LnZe4qgyitFZ7F9pDjpKVlrbrCu0hWKe2brnF2AAMntAfnYoxQx527xileq9H5qolmlC7HUzni/W9SFWGlPYRVThMlmaTMOQIPy7T7e5O6lRR2jpFABhxRGCMidDh30iFtdBhFSKD74pXOzgihpBc4/3YJbWVeBjbIDGQ/VbXFXKD6CQ7re/O5jes4tNwHIFeGN5o73Up8IDp6Ni9GHjI4e0oRUgsQjU5l6diaFwdO7j+lRHtjiw1zKg4gOK0TDCaq8Yu2qGGnKRbkK1ppLkdSwM3GDBrad9RKuZDuT+kgS5KOwaCel97cV9jPy+aHSHEKI1lFoOENHXSoVhwXIRzZahy0t0Pu8XFPVfeKTm9wv6hg9hQKO+KWWtQj0JzDH5baKRXgVAma52DPf6ZAGcOTDV6O6negTuEcpxc+c3ypcFqyLEjNcIUNJJUp4APOh6PI9RaxPoIK6dKz1IgmihLpZkiS3tPrX06QjBsxlDeeWCYNX7T5GRa7IAhkZHVZKreFXeaWomYTqwaQ8dEIkQvDU4bP7GNtfEHaF4tJbgF4yzA+6V4oeYVKfFfYzfgJQA8HB8w2Tc1PYORNgJMOERXFJYVqs2ZXYuHukUC/xydOkk9gZt9N2UccoKVTAoVGJkmZuuS9pGIbeVPAlKvQ+hQzlugxMeotidZvtdDCfd7sTIvbHXbfWlSRmqlI7Y0KEAQWqB9u57a01t+LJ1yeQJaTCMEyeufM2ypLETAL/lwYynIqnFgSflwAEFJIUzLn9dIWSJh/9BcwSOmxVrF3FTfZq0C38oKmB3jMnF1PEnTP5Z5e0KxQ3EZa+xjV6pD/J7baApSItwERnadKu+eh5aSGHUzDUYQxQ/WEdvUkeSklX13SUDgFGSaFCDp1KFNfp0HEwAb4mBD9bzT/4e2gdtxtydI1WsM6vOorhyeSqo7Qik6oGORa55goPp6/xQrcQBo9cG4+d21Cwn4mh6Ew769MnYM8tQzJIEs3cqqMEDecLidcfrHPfL27yUYEi2eG9X2IalQYdVogKYwVRUu0qJtI0/XkpSsmHnfGF86XPmx+8iak1GlovjhOffUlux1R3HbFnXlFDnmiOvjOnC7HfLndayUf3Z3byfjluVADI/PEijlFSqIBDB87H5BJ7FUeVZaslvHE53UJQWRdX4LiHb++7SmHwbKqgQvKR6tTHa80VjmwIYPBSO+NChAEN5AoXRSEPovjdx6RBa3o/cx2sa9iZrKjAg8HrnCFc7SrAw7mpIKbOp0jK1lqWABQGMip7qdtzM20b/H1cFqxz7awPyc0U4ZV2H5MkZlyfXYCcgsxuFZ6yM/7cMtSlDMEhpHxLqUyC/UycAJSg4XzauGMJCw07awjiviKO0VMo4NBpEciE8wkF5tIbmnshQwEMXgqfFMwth8H7DNaZXGLpIZRyirkivGKkEKvLnR+0Tvoa6dwi51aaDOMmmoUVfd7cOmg4SbAuRnCwnFslCD5x7lIpSCrDYmooWaxTtqdIOuZUvSYfhUGUaC/VOUOogUy5bz8T2hkzISXV1gE4CCk/gSOQprq7TQACcjQDN/GpQevhBsxSdFT6WtfUtaTbmxfEjKQwLSyKd/j7uFhvkt2hVQP5yI+9ijhGT6GAoy8pJHX0mE6HNEEBMIKoODnigTcupVuIOOvCZy5t/QkodCni6q0I9QkAAUTYg6aQVEvJL0RYVt0G3D9zLcQMwIFGSykP8v2Mn9yXO5hs+liLl5gBFPdSxzB4CR1WqyuUzM78oeHEWkrE3x0EgTjpyqWGap1dgA87k5ybwrNLQLsWo+FEOoA6SFcyilwo7A3I/QW+4LKE3u9vPxPrTTKT3EDPxqWaXfSYTwORxqNnFnWMkkIFHFFr2Oh/i1uku3Y6BO1tpdQ1CW/cJzTal8BcOvARI6SY1SB5Fy5OZyY/Dn00t9Sp588tR0jx1rpcChD7w9JnzqVISpPcpSBColCGFnVNVnWU/W5JooC/p2gg8VwnPrtOtQJN0bX4sIQOK60wy2jXUn9BnmB3Tc/U0l1M34s6N58qqHF2uUUfAhq0Hg0knmwfj7u3Gc+roDcZrxWd3q8TB4gaNAjjAIneJFfXVIKY8SVhIbWzdCOQUVIoGqOkUEGHXHOFyWMWbsiS9rbyrjUeA2ZR5zMdOhN17lIqWJdqKbmuOvpEzKjorUj58qyDX8qXV3i3HXfD8iV63D+3VCPNX3KEA8GvSBMkcXckDlJIHDz6pTxw5pautSQJJ0dmSfZSnUIOi4orRHxy9zMx/ThtZ2SaovB5S84uJSFcWfcx9+emNOnaYCZIpGLqnU6Y6FRyi5XS513lPG+hfIZI0FyoN+lXG46HxJPqmqZp1xxfpYhj9BQKOvREl5nQTS6CQ9TeVklgTsAblyKzJIcBV/hYQ6xTmpwht7cVd1rgC/qpVR1FNEXhe02s/AF6aDhZBc7t+yVvtSp5r30mAKXvNT+IkgbrXFQYoBA8Ms9NcXW7e10Q0Omw8mKKP6qgRiFHjOAQ0Hr4Ns6lw+qgPculgI58lNJ6FJIjPrRexLQeiQ6gkpyD685nEkSa9L32+rwVfEMfXSS1KHvUvTT9PnLOL0kjkKKO0VMo6JAewFwFfqnwl0/agahdt1I1SHIQSQMKEd1CSOOiOx1+kHCAnNYj6XYgpvVIBM1PYP0PcUt6qai4B10fjW4iUk06P93H+M9cjKRQaKPMgcFzNQABBXSvBsL2RKRdKwizug4epXSLXmJfsKf4oOt5TO7LaT0e0abMol167+Wcnenvy+0O64dir5MAFOlNCm2ch+71S4cFuHaWSj4y9rQijlFSqKBDy7GmZm7lyRGFLL2URsWp/ElbnkrmVtqQRckwxjMPw5AvZCitBol0MIQOpgSRJuVuK3S3kFdbPVTBPNF6JHores9bkgB0G0wAemhTCXVNSoelanD06bMx3m3Ju9VL7Lt16NPX+OkKJUxSCIRZ5Vovfmg9TUHgKKf1SChcUjuTJMNkvqHs3FRCVAv0JjkFw5YgWK+Kn7dGstcDmrqihLBlnSF+CgtSXdP0Oo1a0kdj9BQKOiTBTLsTIvYXuEFUo90RVaJYTodwU9SgPLBpPYLEjBwuGyekJKgZ2YZMp48JkyNeO+bIERw+2vqKxQRVtJRk+gR8ugUTwaGR7PVA4dISpOXpzMh+d0MSrCtVW8mCmVK6xfFQTDnB9lJ58lGO4OBrvfBQzVI7kyG5hXQ90fOWJgAF/plYfFhDS0mGUqLu46VSkNBYJclHgEOHlSGzJL6hlrA3az8TUwXlyX2uhAUXiddnZ4zfnW4EQrWzoo5RUqigQyLWKWlvKxX+EtEtpN16FFAUYsFlUSXKLbUG6FUIOM887aDRhaajz7e5wbpHKpPPdt0qguYeKp6Js8WBCEv0CdIVT8fBus+gVa21rocWziIknpL2CJemCPDObEliRqt7pZdgXUS3UEq6SgS22bRrGZIbkNF6JIEjn95/HND1JG3hHYuKAwrSAhLR/u7cnPMrXRwmdyFWQgCK9KM8+IYVoZ1JBLaldiaJ+xI748S6TJmUIo/RkyjokEB1Ze1tdeDJEs66tMOEzLl1z1n36lgLEiTpa8hBVEUarMsrMj40T8QaHAo6GOKWp46pB+lrqGi4vsq6gLPuxaEXBFFVqZ0xg1ZAwc6YFK703FLdE65wPsBLhsnWWofeIhI091DQkCcfeWidaO44gJMhuSW0Hh4iTUILFRYVRBQuGQJQIxnGpWfq0JncFyt7Atv8M1uE5PbQ7EbeOVOOYPfR3a9akdmZRGdT8rtbgv2sqGP0JAo6JIeBpL1t2rllza3RFlFKKRIFMlJOrXvH2pcgbdo+qAdwP4KDP7cfSLbA6ZB2hUqoNScWGk6yn7Ukycdy2s7cItLkTp6cwiXvPubezrhtlNNzc9a6IwjWg0BIt1CgPEiTcBL0oQ/xenknR/4+LkmQ9J2bxGeepltI0L0S+jF3TxGttVDzUSX5KEw0S+b20VlQ5BtqoFyFuosiir1j7cPoGh3qmhfatUIiTlK04/zmoo5RUqigQ4KakbS3ldItVNrbijthSaDR/ioEfP0PAd1CAMGPnzevva1UG0FOo5JWRbxWtyVi6h6cesl+lk7UUhMk4iS3SLtKVnWUdFOMr+HupbLkvg4N2PVeKqEpAjK6haT7mBbSVEKRlHcfc1vQAKSJOH5hQYLkBtIBnIA+xkGOVKRIbsF7XZEiufmIAnHRTuCfaUkLSJIzEgkLEZLbA2OgKrSzHmJGcnbJ1lrSHELefUxQkGcg8SR6XUUdoydR0CE5DCQOZqkUIPYXJFUwH5UoCadW3PK0I09SuO6YA/ScLcnBL9FkALjaCHzEjPgAVGkx6z6A89kNS7SfpfRWqPoEfQgOwV4q0bcR7ymsBKAORVKWdJX9bhnFRUaH5cwtoVtoJOF8Jma8FDSEYs+iJLcErSNIcgOy9Rbt4UrdxyRzc/XZenZ2gvlngoRvX3dYlt6kPAaRvNedkKlrKqJ8y+ysJ+ztwz+TJ/c5c4dhKGJKSHwVSXG4qGOUFCroEAkAC7K20XX85IyKro/PTVFcIXBLeQBkB7DE0ZM4mEEQiBA7TUESTgJXBWQHkbi1rihYV9IncKzjJLHv6Dp5ACd53j4QHHqtwgUQfG57WwFFUkZTlAXrGlRcCWqF3xVKglKSJmbkyUd2okAwd6zBwbHx9DpxOuZIzi9faM9obvlas6UFJKhLJdF+15pd0nbdEjvrddfj2zcg9Q0lv1nmi3OEvaUUSVmzAv673e5DPrr1iSXJqKKO0ZMo6JCgZqQvSlwh4FAPdNrbyhxMUStKobidKDHjkbPOagcpSMwAsoSUqNOctOroUVRcRdDcA29cov8h5Y1LAleRVlgq2cvpsKehz8ZOAAqCqES0ktveVkNLSRhE8YJ1AaVIUtAQ0y3k54cX9KH43JSc2fxCThI4lumdmQAp3UJOzeRrPsqRQmKtFwmCw4PGjSjJnXovJP44x85kdNjeNSzUpaCoIBXtj/0FCSKNrzepIN0hpMPyCjnyot1IU6g3nCSFvv71r+Oiiy7CjBkzcP311+PZZ5/N/PzTTz+N66+/HjNmzMB73vMe/OVf/uW0z/zTP/0TrrjiCoyPj+OKK67Aww8/bOvrn5BDUnWUJGb65pa0PPUCn1Tg1HqgW/SU/91ziSXJRwmFK7pOAQ3nuKsGIPvd4m49og4u0qQrH4EoQ1Hw6USA1OmQBOsy51YFpeRFTD12bmWJT1a1VUG0khusVxUCOFY7YSHdQiMx46MrlDzJLamsK1BruEluCepSIbHf7oToSPwFztxKPpKsK5QwIeUYPd/XHVawj/MQafLnDQgL0159JAG6l02RlCekOHaWRj669lUk+1lRh/Un8b3vfQ+/+Zu/if/+3/87li1bhttvvx333XcfNm/ePPDzGzZsQK1Ww+23345ly5bhd3/3d/GZz3wG//RP/5R8ZuHChfjEJz6B+++/Hy+//DLuv/9+fPzjH8cLL7xg++ecMEPkYIrpFpKKpwbdQkp5cFv5A3oICNf6BJKOOQBEgrS9atCJieAQBxOSapAQiu6auy3mjSvoYIjpsJIEO2etU9B55zB4wZ6Svo4H/5c51rJqqwZax30xRdJxTSqmLhPt90d5kHYMbQoo3xL/TBK8AbL3S/Zep+xMkCiQiA+LKVyCvZStpSSSFpCvdTS3W5SSxFcolwLEOXme3qQ8CScvTPsrVoookoKGM4AUieeWpljUYT0p9Kd/+qf4pV/6JfzyL/8yLr/8cnzpS1/C+eefj7/4i78Y+Pm//Mu/xLvf/W586UtfwuWXX45f/uVfxn/8j/8Rf/Inf5J85ktf+hLuvvtuPPTQQ7jsssvw0EMP4SMf+Qi+9KUv2f45J8yQ6MxIXxSJnpGGYCa3EiWqTlT4B6B0bknVUdoxR5IokBxCgEwTQkQfSx1CPFqPXLvKRzcRiZMn5o0L0CMSaiYAkYh8U5AoSH9fllMv6XIX72dSSirjmVcFVcfoOj+6J+JgXUQp0qms80Su5WgdPk1RstbCvVQgwiuys0R42D3yUYLk7kM+ut5LlQJmVhMSafJRguBQ0eKjN2gA0nbmlg4bzS1PhnnpBOyxEYiEstcDAvB98VIAchfi9NyuBc2LOio2b95oNPDSSy/hd37nd/r+fd68eViwYMHAaxYuXIh58+b1/ds999yDb3zjG2g2mxgbG8PChQvxW7/1W9M+MywpVK/XUa/Xk/8+ePAgAKDZbKLZbFJ/1nEz4u8+6DfE+1m92SL/xql69PlKELCeT6ynMFWnP9+pZgtAtEGQ5+60kv95pN7AONFpqjfbAIByEJLnDsJoY2u2OqxnFm+mQTj9+qx1BoAyoo2t0aKv9ZF675kFnTaoXz3ew6caDDtrRJ8vM+0sdpKmGnQ7qyd2xljrroMVhsBUvUE+wBsZdpa31kjsrM16ZkkCLaRfH3TtrN6kXzvV/c0AEHbo18evMsvO6o3uPYT7GcPOYhsftJfmr3XPyTlab2AW8bSut6JnXgLfxtn7WWv4fpY7d7Kf8Ww8cUwZNp6cmww7OzoV2dlYudR3be46d0ccwB3lnJuNaD8rM87NMOXIH51qYLxEc67jvbTMsLNkP2vz7KzRjmycY2clRHNz7SxJWqb2M9O1Lin4Z2XmfiY6N5Mzm2FnqcTE0XoDVaKdNVqxnTF8wzCyE/a52bUzpOzMeK3FdtZ9Tpz9THBuHo3PzbLs3KyLzk3GWiPaSxuIfkOzSTs4k/0s6I8Rjb5Hp2tnbcZeiMg+gchmuDGI9NwMGHZWCrpnNmM/O1IffG6ajtg3jNaaaWclxlqfQIPye6wmhfbs2YN2u42zzz6779/PPvtsTE5ODrxmcnJy4OdbrRb27NmDc889d+hnht3zi1/8Ij7/+c9P+/dHH30Us2bNovyk43LMnz9/2r/tmiwBKGHFqlcw8eYq0v1ePxAAKOPokcOYmJggf5/60TKAAM8uWIAdtKmxans0964d2zExsZV0baMNxCY98aNHMF6mzb15a/TMXn9tNSYOvEq69o0D0dz7D77FemYHD0XPbMmihdj1yuDPDFpnAFi3LXpmGzZtwcTEJtK8h5tA/MzmP/pjUIsje3Z17WzlKpy+ZyXp2tf2x3Z2iGdnU107e+55bDuNdu2q7jPbybCzqZSd/WDiEVSpdrYtemZrVr+Kif2DF3vYWq/tvpv7uHb2VvTMXly8CHtX0659o/tubtqyFRMTg+m/w8ZUC4if2ePzH8UYsTCzs7ufrWTsZ/Ezqx/l7WeN2M6eX4jJVbRAZmX3me2cHG5nw9YaAEpBGZ0wwI8ffQynj5OmxroN0TPbuO4NTDTWkq7dfhgAKjh0dIr1zHbvjZ7Zy8uXor2J9sxW74qe2fbJneS5wxBodSI7e/rJJ3DqGOlybO+eAavXvI6JI6+Rrt1yCAAqaDXrA7931joDwOHuGbDwhcU4+DrtmS2bjJ7Zm3t2sZ5ZgDJCBHjk0fk4rUq6HOs3Rs9s/bq1mKi/Trp2a2xnh4+y7Gzvm9EzW7b0JTQ20J7ZazujZ7Z1+w5MTGwjXdsJgU7Ys7O3HWNneWs92T0DXl39Gibeom3EG98CgAqadd67mdjZosU4sIb2zJZ37WzPbt67GZ8BP/ox387WvfE6JqbWkK6N3823jvDs7M190TNb/tJLqK/vf2Z5a726a2fbd0x6289efW0NJg7T9rNdRwGggqDTZj2zA/uiuZe8tAzhZpqdLd0TPbOD+99kzR22o/V64smncPZM2rVrNkXfe8umjZiYWJ/8e946A8DeKQCooN5ssr73jq4/vWrFCszY8TLp2pV7u7HTHt4zO9KN2xY8/yzWEZ/Z5s3R9167bgMmJtaRrt3dtTOEMjt7cSnfzg7s639mJmt9Io0jR44Yf9ZqUigex0IPwzDMhCMO+vyx/06550MPPYQHH3ww+e+DBw/i/PPPx7x583DaacRo8jgazWYT8+fPx913342xsf7T4pmHV+HFPdtxyfsuQ+2Oi0j3PXXtHuDVpTjz9NNQq80lf6+vr1+AXVOHcMONN+PWi99OunbT0+uBTW/gwgvOR612JenaZruD/7r4MQDAhz96N2bPpJ2gPzywHNi7C9dcfRVqN51PunbZ5v346quLUZ05C7Xa7aRrAeAPVj0N1Ou44/YP4srz+m0ya50BYOeCTfiXzWtw9rnnoVa7hjTvnkN14MWnAQAfq91Hhgk/cWQllu3dgUsuuxy12y4kXTvr9d3A6mV4++mzUavdQroWAL7yxvPYM3UYN958C26+6EzSteufXAdsXoeLGHZWb7bx24sfBwB85O55OHUGbRv9wf7lwN5deP81V6F2Y7+d5a310s378bVXF2OcaWd/+OozQH0Kt992G65512zStXsWbcb/3fQazj7nXNRq7ydd++bhBrDkKQCRnVG7Mz39z6vw0p7teC9jP3v2jWg/O302fz/befQQrr/xJnzwvbT9bMszG4BNa3HBu9+FWu2qvr/lrTUA/PaLj2Gq2cEdd96Fd51B89SeffgVYOc2XHHZpah96D2ka9ftPow/XPE8ypUx1Gr3kK4FgL/csBA4/Bbm3nQjbr9kDuna1ss78J11K3HGmXNQq91AurbZ7gCLojPg3nn0M+ClH76G53duxoXvuRi1uy8hXbt8y35g5WKcOmsmarU7et/JYJ0B4P/Z+gK2HD6Aa6+7Hh+9/CzS3HsWbQY2vIZ3nUd/NwHgvy6Zj2Y7xIfu+jDOnT2DdO3T/7wK2LUdV1xGfzfX7jyEP16xAKWxKmq1u0jXAsBfrF8AHD6EW2+5CbcRfY2jS7fhe+tfwdvnnIVa7TrStfVmG1gUnQH33XM3Tp0RravpWi/+19VYuGsLLrr4EtQ+8l7S3C9u2gesWoLT3nYKarUPkq4FgL/d8gK2du3sI0Q727VwE7BhDc5/J93XAGR29tQ/rQR27cCVV1yG2gdpdrZm8i38ycqFKDPt7M/XRXY295abEp/WdK1jOztzzjtQq11PmrfR6u1n9827G6cR97MXu/vZRRe/F7WP0vaztTsPAcsXYMY475n9856leP3AHlx59TWoXfdO0rWN5duBtatw9ln0ZwYA/3PlUzhyqIG5t92Oy845lXTtsonXgO2b8b73XozavEuM1xkAJg9O4QvLnkEHJda5+e0dS4AD+3Dj9dfivqvOIV07/tou/O3ry3HqaTx/+ndfehxot/Hhu+7EBWfSwBLrnliHR7etwzvPfzdqtStI176xK7KzmVWenf2f3S9h7cG9uOrq96N27Xmka+vLIjs7p2tnlLU+kUbMjjIZVpNCc+bMQblcnobg2bVr1zSkTzzOOeecgZ+vVCp4+9vfnvmZYfccHx/H+Pj0MuvY2FghFn7Q76hWoqXtICD/xk5XamqsUmY9n1iPohOUGHNHwWKVMXel0ssShwH9+hgNPrNaIV87Y3yse4+Q9cxirvvM8erQ64fZ6/hYd61D+lqjFEFlx8oBqlVi6Q7ROgFSO6PbSf/c9OvDxM7oa10q97bNoMSws66ZzsjYf4at9YxqbGdgPbOmgZ0NGzOq0e9uMeYOSl1YdADMGKfb2fhYtNYhw84QRHZWZdpZonkl2s+G21nWOTRWLmGq2QEYdhbLZ8yo0s+5md39rNnm7WftbiFnxjh97tjGWyHdzpphjw47a0YVY2M0Fye2M85+FgbRtcPOrjx/Q2c/Y57Z5RKa7TbAOTcTO+Ofmy3muRnvZxwbT/ZShp3VO72k9szxcYyN9cNFc9daYmeQ7WfjsZ0x9rPYzsaZdlYpRXbGOze7czP89vjMaTH3syz/LG+tZyY2LtvPZnL2M4F/Fpak52b3zGbZWTQ3184SjTHWfta1s2P2M5N4ceZ4FES0OyEqlQq5yNpS2M84dgb09IxmMXzD8So/BonPTW4cIDuzB5+bRckNxIPyW6yqK1WrVVx//fXToFjz58/HrbfeOvCauXPnTvv8o48+ihtuuCH5YcM+M+yeJ+OQiD1LOuYAOsJfHOHIIAhkLYVF3cf8tzzlCBlKhDoBnda63HaQKmvNeN7lUpBoQojE1AUdXKSC5rwOLnyxzt7zlgpHSsRRZfuZSBSW2z5aoYOLrI2yrFW46w4u0jbKkuctEXuO5ubvZ5JuPenrOGeIqKOh0M567brdnptpEXTR+yXZS7ndYTWEpoU2zvJVRGLP8bvFFRUXNAIR+MPi/SzpDisQ9mbaWbXCtzPJ2QWku2E57hia2gMlAtuSjoac8wOQ2bjkzNaKNzmdz6T7WRGHdfrYgw8+iPvvvx833HAD5s6di7/+67/G5s2b8au/+qsAImrXtm3b8K1vfQsA8Ku/+qv42te+hgcffBAPPPAAFi5ciG984xv4h3/4h+Sev/Ebv4E77rgDf/iHf4h/82/+Db7//e/jsccew3PPPWf755wwQ9aKUufg53SPaQpazAK9ShQvScHfFCUHYHRd9H2rgq4DkufNDZgla90SHEKATrcezvMGover0eowDyJ+ZyZpdwtRa13Jwd/2efDLAuaqyl7KtDNBK2WVte522KNWPHs27jYhld6HWF3uRK3ChcG6oLAg79YjSLB77NYj6R4jOTfTSQ2ejSvspdxzU6OQI0w+yrqPeUg+SjozCVpmS/czWfcxuS8OyPwz9rkZP3NGZ1qNborRfTrkDoGSvVQS87U7YdLXQtR9zHH3yug6Qfwj9A2LOKwnhT7xiU9g7969+MIXvoAdO3bgqquuwsTEBC644AIAwI4dO7B5c0+09KKLLsLExAR+67d+C3/+53+O8847D1/5ylfwMz/zM8lnbr31Vnz3u9/F//gf/wOf/exncfHFF+N73/sebr75Zts/54QZPl8UDeSKxLk92pRVPFmJmaQaxHRuFbL0nCqYlpPXEDh5PlBK4sRnt7sFKxmW/G4PCA5BElD2vGN0lDBodYxkAFJ7qcCxFlc8Bc+cVVnv7mdh2IXCE+8hOUNUkAzcNspxEMV53i0dG/eSKJCgezv896uSOrs4yUcJQkrn3OTZmQx9KPSRBIkCqW8oKiyIzq4eQomX5Ob7C72zS4LWYdqZ4PyQog9lMQjfFweEqGYJmjr1fUV+knOEbSr5yDi/4mtk8Sbv7Kp6THIXcTgRmv70pz+NT3/60wP/9s1vfnPav33oQx/C0qVLM+/5sz/7s/jZn/1Zja9XyNGrbvsIoiQOpgxRIAmae5BVSTWIPm8YhiKobpKYYVVFfB78OoeB5BDkQ/BLANq8YF1EU+RXHYGUs8U4+CWUVCkUvRdMCJBZwso6q+IZB8xSiqRj5EraMWx1QlSIHfY0KEWi95qbhKtI1lrr7OIgV4TJfQHSVRRElfrtjHoPER1WcG5KEErR3JJEgezcFBVyhMjiiiBYF+0pqXVyneT2uZ9J/DMp+lDkn0kR7BU+TVFiZ+nvy5pbgQ4rTQqxkI8KiGZpDMICIQjtrIhjlB4r6BDB+aQbsqgSpQMlFFWiOPQxwYbcTq2RCKUkoTKxETMSJ0+amNE4iNxrvUgQBZKkZxiGia2xqq2CPcXn824JaT099AifZiJF4skg+Jy17ofBU4eMUiRAcAiTcBK6nhR9KEo+Ku3joqQrK/koszMRRVKkkaZD4RIlHz0UcsSJggp/H5fspen3QuKrsCipAlSYdD8TFYfFNi6h90tp1wqoZqauaUVE2VNAXQq1q3hzC84P8X6mgBRionuLOEZPoqBDhOAQw+AllCLhBqFRiWLxxvvpFpTRJyYogidLKhMeqILSIEoFIuy+0isTMuynW1BGv51JnA5BRUaYFJI4eVWGsHd6bh/iwyKNG4FullQwUwL/T563BPkoPLt8UGtE1VZpMkyFnskPmAEpxcXtualFsfchnK+yl4p1AN3upel14iEK5DozosKZ9Hkz5m5Im5B4bdAgf7d9+CoJW8FTk4RSEDVSoc8tKKa0pAUNBTrsCCmUjFFSqKBDIo7aczB9QFaFlCKVShSfs86ZO00FknUfk1R5Pax1hx+0AjJxb2k3LJl4pKC6LQjW04emc3hySxZESWhzPqlrcoSUH9RlusOeaxF5DVFxacDcYHTrURPh9ZDk9iXknn4vXBc1ZCg8oSadSKdMamcCuoUYyS2o6itQa9hzC4JHSZJbruvDp6RKNJyAni/O28+EulmCYqXEzgAZnUmjO6xI0sCDgLycYq9RmB6lQuIxehIFHTptR91vEE0BvSV9nWsoerUvWKfNnX5Oku4WEkE/H4gZLaSQhG4hpjNx0AwKouIAPaBIt6V13T5ajmTwSK2RoEek1DVJkkKJ4kJ1ttIaaa4FM32KisspRXJdH7GWkuNuPWm6BfXd7nSEdFiN5+2h05xcB1BCt5DZmS9dunIpQKzTTPWT2p0QcV5DJJzvpRGIvKDB0R8EdFBhPmy8ISxgSYSPRedmRXB2tWQF2sQflqB1mEhun/tZEccoKVTQofGi8DuZCKr6Quqar9+ddkqpc8ebYrkUoCRp4eyYK5+em5eljzdk95QHKXpE1N2iJafWAHRHrw+RJgmiHLetBnrBhAhNINaZ8beX8hw9WUDBdW7T7wTnmWvQW8TILEH3MS/VVikiTaKDIRTY5iZn0vuQSJ9NgGSQ2pmXBKBorf0l99Uoe2R6vw6S2zXiMj23BDnPR5HL6WP8JiRyG/ehdSlqSZ9KNFOlBaR2ptMxVFqYltAUR6mQeIyeREGHrCIjPHyTqqN7RIHkd0s6uKR5uNSgWY/ycILBwRMNJ+7B78/p8CVoLhEA7nXM4bbrlq+11M5EwQRXU0hASdUKZHioSyVqKHE/S39Xlo0fByhXEe2AvY8r0GG9dPfr/m6ujhMzwS5F2ErQnlIkgwbqUow+dEyxB2RJbnEBK07uE9e7L8ntGGEr1Y/S8M/43ccECXbpflaKbdxHIYfvL8josGkUOTXxKUSkiXxDrcK0ezsr4hg9iYIOWfcxKYpCLvzlp300f3MKgoBfWZdSHhSqvH46zUkhwgIEh7DjgUSPQlIZ6etuwUSk8Skm8kSzVKBUtKeIu4/50EaQ6H8IUZexY01M7qe/q+sWztL9rNe1xj0VV5T4VGoOIaNSyZKu1GcuTj5KEM1amnQCfTaucL4O3YKZKBAl2JUKWOQktxBhW1LYw6WJGcG5yUVR6OxnwoKG4+IwwNdSStNhJecmwPcNpQUNiYi7n26KI/rYsWOUFCro8Cn2LNP/8JggUROkpVaihFDZiiRBETuY0qqj+4C5131M4mBKaSYeKp7MAE5NjNZDRUYSTEipNcl+JqHWCOeWIfHcBhStvqQQn27RCSNHmTLk+1n8m/l7KTsB6JHCpUNdk53Z1ICiIQzWRQiORIPDPa1HrlMmObuEe6mEiistYDH90tjOgoDbmUlC75e+WxL/zB91Tc4Y0Eh8Cm2ciEiTNpxJX0PdS30yBsS0a1EXYr6UQ1HH6EkUdMioNVJxO49cYo3uY2JhPaLT0ZImRzT4vO4rMj6TYWIhQ1G3Hp3KCD35qKUx474iIxNm1aEUceiwUr588sw9JD65yf0evYVHU+zr5Eim4sr2MwkVV6+Y4gFFIeru54dKlT4/WHTYVAKQr8HhPvmoJZzvg24hCh6FwsdcemY6uS6xs3YnZCe5pVovEi0+cfLRC2OAj1yJf7cYIcWkcHHnTifQqOutp8XnvqDhs0FDEccoKVTQoaHB4QNFIecSCypRYgglE558HFR5vXSaU6owyxKfbikPAETdxwB+5VFK89Bpze4BIix+vzQokkLnlqUXJg3Wee9XoyWz7/5Ojjwqrli8XkC79kNJFTr1ou5jSoErU7tKmqAA6M9cXEyRdM70SLeQ0hRlSW4/51dLKbkO8JPcPhAzYpoik34MaEgL8H93Q4hc4TbFkNIUS6UgQbJx9dmkZ5eEMeADhCD1F4o4Rk+ioEPSWlcLssprwSl1MHmHQbrtqGtEgRqSwYP6vk73MffUGi2dGeozb3dCxEVprqMnrnhKEUoe2nVXVQJm98G61l7qs7Mgt/uYtNtbNDev4indzyQBsx9KqtCxZgYT6Wv4+xkveJSKHvcLs/IKOVLaNQvR3BL+bsmeolTV5yHxdIJH8p4ipq2l9zMmGk6oH+WVpiiKQaT+Ar+I5LrrWtq/4NAUgRQVl0ldE59dHlBhko6hyT4+QgolY5QUKuioMhMUgDyAiw8wHy0CuZtTegMXd6Rizi2dlwOD91XlBdLILLeaJ9E10uofr+oobW8L8KvM8jav0bxhiEQQ0XhuYfXNZ0cqn/DkuErLQnAoIQrY2lXMgDntENO1EXRQeCIEhweUq7zTnELSlY0okCGFpEkCgFHIiSnfUvShKGh1W1SIrpHSFOUJKfa7LTw3pQlAgB64SunHkkKOzw574rNLRIfVoiky7azMoynG1wIMFHlLZ615nRz9gRAawveriGP0JAo6NDZFPopCXlkXtxR23HY0fZ3r7mN9XGIqbFTcaU5+8EuRQhx4cssToqA/+ShMfHoSE4zuxXu/5NRMD4gZQUcq6fsl067SSpAwEzPMtRZ1clSjHzMQHNIgStSZSZaI4+5nYRjK/QXmWosLGin7JBdyhJpCOs043KNHpImZKrNgmLYz10hXMU1RkOSWnl2i4rAW9VmEunRPHxN3U+TKSAhpiulrydQ1aUGDqaME+KU+j7qPTR+jpFBBR0/zxH0QJaqsC50ObiVKyucF+BU4MXQzVaGlU4p0IPgsQT+x2LMEsqpF2eMlANP3cDa3uF033860WrPLYPDC91rg8PDbR/OcPBWaInsvlQVvQPp3c6v6/pKPUiSDqEuRY/RIu6+Y4vYMkWrrBEHAph5IEzMyuoXOXsrTmemiKIRVfar2SF/R7gRLPgZBwPZVpDR3CZJb3qFVUkyR0RSrAn9Bq5siGX3YkfnDQKpQykb3cs8uCTtEuJ8pdJyWPPOijdGTKOjooXV80C0EWXqh0yFFUXDbjgJpWo/rSlQawUHVZZBW3yQVGSFvXJD4FItWMpF48edFdsas9GrSLehBlDDRLEGkCcVRk+ctgEZLu49x0TqA5HcL6WOC6htXq0yOWuHT9eQIDn80RS4iTQNhyz1DpFphAP/M9qlTpjY3S0xdSlNkIhlSz0mqPeK6a2f6Wi59jN8R16ed9WQNqEPLL/X7frk/N7kIWy20Z4chLSDXKeOvtRTdW8QxehIFHZJOQdJNUZSlV+rMRK1EJb+Z2XY0mltY3RYevul7mQ55e1u5fpQ0GSZpOyqlerArzAIOM7fKLBVmLZcCxOe2vyBKsNZiwUz3FC4V7SohDJ7dmUkURHF1ZpQoc4yqo5g+pmHjjosp6b3XtUipNLEPSBKf/miKSRAlpY9Jktxs35CHhku/j3ItPuJaC4W9AT6VSo6YEewpWh2pPNB6JHRYqd4kV19HWkAC+PuZFjuEM7de8tF9vFnEMUoKFXRwea3pa6RVfR7dQkdYj1uJkmwOYg0ODXgyt1OQYzg4IH/mota6Yp0Z/ygK1+2609dS322tTiY+UBR+g3WZPoFsbq4+gSKCg9zJUZZg59LW0tf4ofVIacAKdFhx9zHumc23M26SwldnP0Chqi+iW+gEj+TuSKnPs+2MWciRnl2AHCkk95E8oMI06LCO6eY6yEdeESkpKjApXICkkKNT0AAYCV8tKQeWtqi8SFu0MXoSBR0SGLyvxEz6GrGzxaxEaehgkCH4KsG6nyRFIhwpSD7KO825R8NxIasaKApulVma7AXS8GTXlSh+ECV9v0RtfdW6evCcvJKApihNcosSn3HXNTJ6REkHg9HJUQyDl1C+pQLbwgpzKQBKjoPHXgJQAcFBbuGsk+zlITik6EMJ3UKniEROcnefd7kUsO2MW8iRnl3pa/kFQ+F73ekwOtP6Scykr5F3H+MjbH0l2CUJCr52lU5iBuAgpKQgBJ6vAMjR80Uco6RQQYdEDV6t44FAz0h6EJGdPEUEB7cjlcS5lXcKEjp5AgfTdac5QI5S4q61RmJGXHX0AE+WB+v8g1/6fo0xUXiARrWVq12liApj25nAxpn7irhdt0d9tl73MfdnNndP0dBk8NVNEZAnpMQIDkbyMWmZ7SFYl55fXB1AVaqgYyQDINeb5K51fF3I0XrxiYYTN1/hUbjSe69rVLNGJyxuHCB9r8ulALHqBreQ40PXVKMgX7QxehIFHTKtF48ib2rdx9zzedmJGU14MrtTkBAO7qPiyXTo+3jjzg9+jbWWosI0nFs/8GTenqIjoshLsGshCngOPTeYADQokv6Sj1WhuDbgQc9IoZuic7qFQvcWrg6gtJsikE5ScKvb8uSj64SUJFjXas9Ob82uZ2fcop0GUoiLYOcLe/uj9UiE86XJMG4nR02kEFefTSPBzi3kyLQuZb4hdz+T6WaNkELHjlFSqKAjfrk5avB6VTDaS6rSRlko9izJ0vdoPbwATmdut9VWLp0oukan4klH6/TWR9pal5oo0OCNc5OuGgdglfl+abV5bXdCdJgVT7HYM7HqqCNayUVR6FUdfbSklyMfZQ49QKfsiW1cpDOjk2Cndx9TOLuENi5LcvOSFNLOmen9n6t7Iha5FqAupdQ1fqc5nygK9/uZmPpc4tuZz+YQeg0auEW7gN1whr2Xamo++vAXmG3ppY1ARE2VFAryRRujJ1HQIVGDF6MomNB/nTbKMsqDj0qUbhDlFsERP29W8lFYBZN2mgMk8GTmAeix+5gKDD555lQ0nHCtU/sBNZjRQutwn7dkbjmFywdaRyNRwKSPKYk9A3Q7k1Z6RahLX93HWgrIR3ZVX5aYAeRJCintOroXEwXILCz0aIoSKq7QznycXcyinQYdlr+P61C4OHNLKUVexdR9JkeYRaSexqYCIs1xHADw6c/J3Nz9TNB9rCncS4s4Rkmhgo7+w4C3MbKdDqZzq9tGmQsH1xAT5OoyaBwGbrnEGq0opfBkrhZF+h7UMcakUenyxplOnoIuA7+7nwLd4gShrqWdFLloJXMP96JTJk9yV4UJKe7vDoIgEeZm6xkJYfDUeTudMEnIOz83NQKZCm+tNYopVWZAIaVdp6+j00z8FO06nRBx3k6uA+j+7OJ2H9NAcIh1s5hrXS4FiB8Zd2652LPH5KOP5AgTYSt9r9Nz8/dSCVtBiu4V+mcSbdERUigZoydR0NHXIpB7CLLhfLLDF1CoeDKFWWU6GDFs1G3AnL6WC4PnrnX60HatZ8Snt6SCdcfdejTgqvzDVyOIknH1ucFjn9YL1dGT6pQJ9W0AuXaVj8o617HWEFPnQvA1fzfbsZZ27SSfXccBwpY5LyAPJjTObGqSoren8OYOgsAb3ZxLt0jbGZ+m6HE/E2qkifTZpJRvDbo5V0ZCnGgWaFdJiylkOqxGHMDVzdKQkfDJlJBKC8goqRzNRw1kWNHGKClU0CFTg5e9KFIdDEkbZfam2JI5eYBCECWpgrETcVItCn7FUy6OGjv0PHqkpL0tm3YQtygXBFE+dWa4Do9YtDK1TmyRUmHik/tuARpIIfeING6iOX4fVYSmmRB8jc5n1OBRiviMzy7yfpayDfe0HoXnfRzoAPKRQu7pmXKqoAxNAPD3Un7nTIVEM7Nop6s3yVxrQREpEeJl7ivSAi1VBzAMQ4VCDu83Hx9diAVrXRHu4wqJTy5DhC/az/OH03NLnnnRxuhJFHhIdWb4Dma8OVArUR6rvKqJGfcIDimigLvW6eSda74816GPgy5R15rjwM7oiQKFQEbcKpxP65GjZtwihdLJR75opQylpFHdpq+1HA3XQ6Rxqc/yYJ2LfBSL9gs65oir+o7Ftfvm9lDdlrZIFwWPTC0ladJVWlRI34M+Ny9w1O0+5n4/4+rSNVSS+7JEgVQPD6Al4tINZ/jdx4S+gobmI1e7ygNSyKe0gLzLXXQdVddUgw5bxDF6EgUebDV4JbFObktfH4iZhmLAzBU+VsnSU2HwQqcjCAJ2S8gEzeC46qgCERbTW+SHL526ppEMk3LW3SekxM4tFznSUggcuZV1ha5QXMdaQ5+NTXFR1GWgI3aESW5hMAFIELY8/Q9NCpcPHUBp9zGRnTEFn6UJdj6dSMHOuIGjxn7GpoVq7ONSqqCPpKvsmfdJCxDmTidJ2TEIU/RYZ0/hJj4VEbbMhgEiBDszyS1NSPU1hyD8bg06bBHHKClU4MHWCZA6HezgTUNbR3bwazgd9CScnnNLDuA0NG64wYxSu27+4eu+KqLZ3paMKFA4+NlOh4qAo5/15iI4NKD/cuFIebBOTTSrJNiliWaNRBxTKFSj+1gYms+dRvZyEWlSWo+P5KOmDqAf3SyhdpWwaMdvzc5HPvYKhkwUnooW34m0n8WIT/n7xacpyhKAAO390kCkcd8tFT+FjT5UQD4y2QoqtOuKLMHO9Uv79HMJ+4oG7bqIY/QkCjx8BRTcCpim8j//8HVPO9AQH5Y69ZKWjNwqcysVzHAG/zfLk49cxEySmDlBKZJ8EXnFYN0xLdVnolnaFl6WkJIhhSS/m6vjpEObkyZ85ZV1CgxeKsoKCM5NzQYN3ISUht6KR1/FdSIu3hNCIt1Ck8JFReGpiD1XmO+1z/1MpWjHfL+ENEWuDmD6e7rWrlLpNMdOcssTM73CwokjLSDVpePqmmrQros4RkmhAg8OtzUMQ3GFgF2ZUGiLyK1EaXC32UJrifiw/Hf7gMFXGUnAtgKfV8yVV0iOuEbhRddyAxmNZJifqiMgT85w1ztNZaIhOBQcTG6i2WMSLv6uogQ7m9ajkYjjwv9le2naTijr3VRAH4qTjycorUfaWVAFWexYBzD9nSm/uyEM3qJrmShXFUSaz8Qn085aGvs4l7In28+4OoDx9ywFYDcC4Se5NfYUpoyEBoWLiRTSQEj5khZIN1XiJh+5dNgijlFSqMAjOYgIG3JfG2UF4S9K1wEN3jhbaE2Ru02vMMtpJj4RHJwKQV+WXqEzEyVYT6CyKqgw97QefutPxfeLq6XkmEqVTj5ynzkXwaHayphcWdcLZLjdx0SBDBOCr6MXxnu/Esea2xaeXVnXS8zQg3WfKFfF6jaZzqSRiOPRM1tCPyn9nSl7qe7ZxUy4aiRmHLdmj65l+qWKdHOuTyxDkdPfbY0EhVhbxyfSVENTlbmfeUU1M595EAQ9PSOSdpWcDlvEMUoKFXhwAop0kKvBJSYlpBRbGXMV8DWq2150GcQIDrcHcPrQ4neYYFbWFRBpvTav/hAcdAdTkSLpk27BSMwA/Gfe10WF4XT4SMLpiKNK9Qk8QPAVfnfSkcpxo4Q+bQSKnSnqrbgWcQfkwYSI1tMNePlJVzntmmJnYRiKE3FcO/N7dikGzB7OriqTuqaZ3KeLyGtQ1+iFBY3kI18HUJ4A5KKUVDRVY4QttUmCim/ohw6bvpa0nykkAIs4Rk+jwIOjBp8OcjUq67QgSo6YYWsEKB4GbNqBBy0laXtbIP3MKYGMnM/LFTLU4U/LHC0fopUa8H9ppznXwqzpvU9DG4GDuhQ9b24woZDs5XbMic8QWVt4JhVXJUESO9bmv1uDDlsuBYhNhbLePYSSj7NLL/nos6MhHz3iFiHV7tvPeM88Tbeg7WceERyKKCU6YkYjASijM6kk4pg6Tq61lFSKKcJEs+TsknZ70ymcuUf3iqUFNFDklP1MIeYr4hglhQo8OBtjX5s+T8JfGnoQ3EBGxueVIYUkHSbYMHhFcTtOIAPw+bzpw5NDt9CwMy6FS4fqwQvgdLr7MWkmjmHwGslHKYJDJWhlioT6SDRrJtj575dCxZMRMEdzu9UzSuxMQ1TcA5JBqpvlp4uk3u9mi/C63ktVfrNHeotHLT42da2l8G4LdZw0kMUk7SoFBEf63GTpAGr4w1ykqYp+FA9FrtLdj7uPK2iquqbDFnGMnkaBBy+I6m2KXJ5lOsjnzK2iB0FuzS6HJ3OCCUAu6AfwYfC+qq3p6pu0vW10P0ZSyAsiTVNbx0PFky0+rJEooAdwGmKCaQQHKcHusbKusp+x9VY0EoBSmqLr6rZSsM6gIOvYmUfoPzdY1zg3fSIfGc+8r2gnEl3m7KWK1BoPfgpfp0wPYUtHfPpBzXQUkI8A793WOLvSiSxOm3JZ97HYxol7qWInR26DBol+VO/9ckuHTV/r+tws4hg9jQIPXhAlf1GCIGA5W5p6ED6RDPR2kIqOtZcuRfSElIaTFwRBEuiTDn5FbR2+oLlbGhWg43TwWzjrUYoozzxd7ZSICXJQM5rwe+7z1qFbMB1Mhf2M3MFFsapPQ+ukkUIKgSsDpaSxh5PpY5rQf27LbNGe4hP5SC9gpYMejcYUrIKhD9q1RlGBe24qUIr4/oIeOot0biolH3v6bHS0jsZ7DfASBbLmEEwbV+k0x03uKxQrGe9Xmg7rGpGmcW4WcYySQgUenESB1ovCEv5SgTDKDn4fXQc0Ybo+BLY5PGYtPm8SzBASUppBFFcIV+V5e6AU8bWU9JBCHIiwdD/jPHPNroLkTo4eRWFVAmamlpJKS2FBx5wgkLW35dAFNQNHKios0aRTgP776NbTQ8P52M+6iU9SMSX6rKRdd3puTvJRkuzln10a9H5u4UyRWuNFs0uGsNVovkIpGKp0e+M2u/EpLaCSYGcii1VRzfQEYPp6zmDpmioUSYs4Rk+jwCM+QGndx3ReFE7wqIGikGtRuA0mAJ0gig2DV4Unu4dussTUNfVtmF1rdIJ1jxRJjxVPH8lHX5UornOrQguVBusaEHwPCKlE3JvzvAUOPcBz6lW0dbrvR7sTkpKPGp3m2DqAKmvNo3okaFMJmoFxdmm0646uj4N11+dmD9lL0XrRObuY+5kG4pNJXWtoJqRINKoUUkiDLsiSFpCfH4D7+IebmGmoJAC5e6nm3HT/DNDxk1zTYYs4RkmhAg9OW1+tF4VzCGqiKHx2t6BD8P0kZrT4vJxnroXg4BwGrcTO5MkRcqtwlSCKi4bTSD7KNG50aHNuHcz09ZwqmAZdjz63HydPb+64qMCkwyqgR2gIDl1EGo3qobCHp5IbnA57sm49MnSvyp7CpXo41kjT2s84bcp1mlJw9zPFQg5bVNw95VsD+cgpDsfPW4p89CVhUSrxpAUSSqqHxIxKIxCmpqrm+8VpxgEIEdUsVswIKTRojJ5GgYcEzidHCnE0OOSOdYVbidJEKZG7DijQTFiCfjoQYc5hoIYU8hVEMYQ6o8/LHUxutx4Vag3jeaeTjzraCG4dTICXYNdBH6a1ETh7qVstir65FdAj/PdLASHlAcHBqngqaOukzx7OPq7SaY4paO5FYFsDDcfQINRIrqfndt1Nsa85xAmCIk8okgp2Ri4iqaBm+MXhsZJMi68iOLPFBUNGIk6nEQiXwqXhGx4PhRz6WpdLgYwOy2HFKPzmIo5RUqjAg4fg0HlRJHQLLdgoR3xYpv9B11ECdGCjHGRW+rOuq61aNEVWokBR0K8T9ovl5Q2N4JEvzOqHUtTXmUkBkcYKWsX7GQcaLXcwy6UAsU9O48srBDJifTYN/SguDF6BikuiHeicm2McTSFFag3AO0NUdMrYdAsPyEdP9Eytoh2HnqlJbwGo1DU5ipyDjgJ655esyx2viKRJQeaJikuTj4y5FXxxgKczo6Mtyito+PQNNfzxxEdivNfyc1OQ+BwhhfrG6GkUeHCCKD3OOr36p+lope9nMjQdHjJ9zFNXD7X2towgSgN+D6Sr+pwATsfOeLQ5t6gwACr6OhztKq3kI0toWi35yHGs5Q59EASsAK5X6VVINPuobjPsLAxDHaoHg7qmkXAFkAg2cyhcGglA+txyKi5bB1CFds1DPiaJAsnvZunhyd9rgFe00/RTAKqvooHupQetgBLiU4zgcIywVfCR0tezgnWBeD0gkxZQWWvmuanROZOdfFTo7kdba50EoIQVM+o+1j9GSaECD57Ys3xjAlJBFCFRoF2J4rQUVhFR9CFyzXButfi8HDqTRnv09PU8iqSOndEQaXooCi61Rif5SFlrneSjpCW9vMsdPxmmRylyq8Hhs5Mjj3aQTj7Kk64kBIcSrYfTrEADTRAEASvp6lXrRaFzJkeDo6l1bnaDXlrnTB3/jEOb0zi7giDoPXPHCfYxhoA8oL2Xmv/mTidEfMyq0DMda9IBqd/NETQXi/bzfUNZslemHyVJsHPQUdHn/SQfNd7r9NwjpJB8jJ5GgccYo7OGRuUP4Al/aQStfZx1FixbQqPiwkblwSMHnqzF5+UlpJSdDscVz34YPMOpVxH29pd85GieAErJRw90C05iRiPJHV1PRyAeD0LTshazjMAx5RBqUHE5lFQ9RJqH5KMgIaXTyphHtxAhHxlr3WdnAjRDr/uY+yCKQ5vTD9Y5Ni5/3j46M/VQlzwkt0gvjCMqrr3WLC0+D9ICismRkCwtoKHF55MOS3+/tJkplFhX69ws2hg9jQIPCZxPCylE0x6R88aDgNl1QDNTfoIIAOuhKPxUmKO5BYGM4Hf3ab2wqhMaGgE+ko+MBGD3fRCLCTLeL63ko6zDntJe6rglPZ/WoxjAMShc0dxuq/paOhgcaqhW8pFFKdJAPjJoVIA2FZeOJkhfzxkcZHHS7U0pAUjr1qMTwHHsTEdvhYvg0KBn8oNWQLavcLRekuctpHCxpAWU9zPX5yZfWkCBDss4P7Ro1167KTJYMVrnZtHGKClU4MFCcGgJZjKCKI3KXzQ3HZatiVLiZul9tYVX440zKjJamkIcvrw4WGdU1lWDdS/JR04CUGmtRR0NddbatQAw4I9SxO3kqIGaSeyMEkykaYoKyEdKMKEWRAkaBkhtnCfMqrCfVXjnpqb4MOfsArSQeHQqrlw434/eSnQ9/fzSRPeSO80pnF8ckeu0nWnQmVjJETFSiFOg1S0YNihMCRV6fwpFzthXJPtZtcJ/3oAWDdg9TZHXTVEnDijaGD2NAg+fLZwlHQ8kUFmAV3nUoM2x29tq8OUFgstaOhgkBEeMCpOutUBLyQfVQ2etebQejeQjS4tC+Xlz0Ic+BM3VnNtYe8Q1DL6Udm7pemGybj0MukXKwZS0UU6oNYyqvphuwWmjrBBMAP4Svmm0Din5qKD/wUI+tnvIR9fturXsjNMwQEuYlVW0U+yw1+x0SHamcX5VGedmPyLNbfJRi6YoQbBrSQuwzmyFAi3gPrnPKSBp0a5554cumprThER6bhZtjJ5GgYdPDQ6R8JdWAEdCjygEzEJhVplgJgMirNUxh1PVTw5fHQeTo8sghyfzqVQ+7UxD64WXaNZCHzKSvR6Sj1oJdhYiTQMOnkK9uH6/JMlHacDc6x7jMTHDEHLXQuK57hiathOKBodmF0kv+xkLwaFNFaQ/b/H7xSraKdhZd16q1osv3aw0std18lFP64UfrMtRSnz0iOT96pMWYCDYNRIzpAKSEu3aLwiB7p9pMVOKNkZJoQIPjgaHHtWD7nRow0ZJc7cUAmaGaGVfhwkN6hqnNbtSZyYOMkvcRYVB69EQ9AN4CalekkJe+eMi0lSSjx7g4KJKlAfdLHW6hWNnK/1+cLrHaARRFOdWTVuH0R1JI+EK8NZajT7GOL90tF6YiLSWQhDFSYRpBa0VfiCjFURxCobyBDufsifrPpZCcLB8FbdaL3piz3ytFz3NR7drHc3tB2Gbvp6jiaeDSHNPu+ZQBfXkSgR6RsL9rGhj9DQKPDi6DGoULo9ZY5a+joLIdbyhdsIo2WMytNp18wSX/QXrGt1Eous5zpZuAOe63Wr68DWFwWslH1laFNrJRw96KyznVgEVBjCrf4p2BvBQMxq0Hh80RVb3MWWELY8+plXIcbuXVrh21pG/21WGnpFW0OqrcybA1Y/SKRj6onynv7dr5ApH66Wh7acwUGE+uhBro0d8+MQJCpBDdXfccCbti4sQaZwmCWpsBUG8OUIK9Y1RUqjAQ6Kt4yeA04VGc4T1ZAFzquJpOHf6+WgIZvql9fhIAHIOXx0uMUc8UieIolfWtZKPMi0KJSg6Bw3ngyqorMvgei8NgoCFmtF4v2T7mXv0odrZ5RFhy7IzhbVOB9usLpIaSCEftFDW89bxzzjderQSUhw6kwZFkotI6/1uhYCZU6D1ULTTRlPzfrfMxjm6dPr+AiVBooG6lOjCuWdoqGk+ChDso5b0/cPq09i3bx/uv/9+zJ49G7Nnz8b999+P/fv3D/18s9nEb//2b+Pqq6/GKaecgvPOOw+/8Au/gO3bt/d97s4770QQBH3/98lPftLmTzkhh89W4RKqh1p7QhYsWx4wU+bu6zChIibo3ungtNbV0NYBZEKG4gqcSOtFB8Fh6vBot7d1HbwBTKqggqMFgCkArJN85Og4NTwFFJ1OmOh16HQy8YDg4NBClfYzTvcxrSQFy84UaNelUoAy8f1qd0LEIEnZfiZBuXqkw/pINKshPvm0awmCvVwKEH910yJSGIYqlD2WVpiadhWDIqlNh/UQrCcIW4rWpTpyxS0tVSbl4I/C5ZeSOkoKpYfVp/GpT30Ky5cvxyOPPIJHHnkEy5cvx/333z/080eOHMHSpUvx2c9+FkuXLsU///M/4/XXX8dP/dRPTfvsAw88gB07diT/91d/9Vc2f8oJOVgVGXUKlz9dBteOXvp7m25O6edTdsznVWtvy8nSK+hBpK/nBY/uIas61SBZ8lGlwwSnva1HVJhWFcyHs8Xq7udpL1WjwwrEaOVJOMa52ZIHrQA8iw/zAxm5+DBtH+/bzwTPnId89Oen+E0AaksLMCguaiLyZnOnBak1CoasoFWcaOb7SFpoao6uj5beJMsn1kp8OkekRde2O6G5hIXSucl5r7XEnnndrnXOzaKNiq0br169Go888ggWLVqEm2++GQDwN3/zN5g7dy7WrFmDSy+9dNo1s2fPxvz58/v+7atf/SpuuukmbN68Ge9+97uTf581axbOOecco+9Sr9dRr9eT/z548CCACJnUbDbJv+14GfF3H/YbSoiMvtFqG//OerMFACgHoejZlIMwuZ/pfRqtNgCgBNnc8QYz1TBf30Y7mhsd82d17EjruxytN3DKWP5mc7TeABBtTK1Wa+Bn8tYZANCJ17pjvtb16HPlIBA979jOKGsd21lJbGe9+1HtrAzzZzVw7u4ZSrGzxCkcYmcma91nZ1N1zDLYxWM7i6ZuodnhHYSlkG5nU41o7nIpx4bz5ka8pxD2s4bOflaK97MG3c6CIfuZ0XuNnp3VCXYWO9ZBKLPxeC89Wm8Y3edIvbeHBZ022FOH0bNrtt3bWcCw8eTcHLDWpusMIEEyTDHsTHpuJnsp5dxM5hbaWTlAvQVM1c3mPjKVOivbLTSb5sFA30jszPzZTTWiz1VK089N0lpL7CwQ7qWsc7N7ZivZmelaR3N3z82Q758BUdK1AeDoVAPNZv7BOdVsJ/87PObMpqx1bGcN0n423M4oI+j6C5Q4YKoR+2c6Z3aDcGZr2VmF4Z/Fyf30fkZa52Ru2rmZRqQFAhsPwp69Hqk3MG6QwI19Q7mdMeLNrp1J5y7H9yPsZ/G7nbYzzlqfCINku7a+xMKFCzF79uwkIQQAt9xyC2bPno0FCxYMTAoNGgcOHEAQBDj99NP7/v073/kOvv3tb+Pss8/Gfffdh9/7vd/DqaeeOvAeX/ziF/H5z39+2r8/+uijmDVrlvmPOk7HsYm0eLy6OwBQxo7JXZiYmDC612ubSgBK2Lp5EyYmNrC/07Yt0X1Wr3kdE0deM7pmx87omldWrsCsyZfZcx86WAYQ4IXFL+LIG2bO4tGp6JoFzz+LdTPZU6MclNEOA/x4/uM4Yzz/83umAKCCIOzkrtGwdQaAbYej+xw+ctR4rZfvjezj0IH9xtcMGqt3RvfZvmPS3M42R2u9bfNmTExsZM+9fWt0n1dfW4OJw4Z2Ntm1s1UrccrOFey5D78V2cyiF5bg0FozOzt8NLpm4YLnsClj68laawAoBWV0unZ2uoGd7a8DQAXlIMSPfvQjo+86aGyP7ezolPFar3yza2cHD4rs7NVd3f1s507j+6zu7kPbtm7BxMQm9tzJfvb6WkxMrTG6ZvuO6JrXXlmFiT0rh34ub6337Y3u89Kyl1Hdvtxo7oOHIjtbsmghdr1idMnA0W5G93nqmWfxxin5nz/cBGK3Yv6jPwa3CHewEd2n2Q7xwx9OwET/cvW+yD6OHj4ksrOXu/vi7j1vGt9n1dbomskd2zAxsWXgZ/LWGQA2d8/ftevWY2LiDaO5t2zr2tnqVzDx5iqjawaNA/ui+yxZugzYYrafvdW1sxcWLcAkf2qgHd3n8SefwjkGLtmxdsYtNO/tnr/1ZtP87Nqfb2cma71yT3Sfnbt3m9vZtq6dbR9uZyYjtrPX31iPiRbNztasfhUT+/mbyv6unb1IsLOD3bP2xcWLsHc1e2qEHZqdRbnHyM4en/8oxgbE2CZr/Wb3/G00WsZrvfZAtNZTRw+L9rMV3f1sF2E/W7EjumbPLnOfbtBYtz26z6bN5ufvhq5trl+7xjh2GDR2df28FatewcRes81p7/7IPpa++CIOHxM7mKxzPOpdP+/ZBQuww2DqCOAS2dmTjz+OU8aMp+objXbvPhM/egTj5cyPAwA2vRVd02yY+3SDxrqD0X0OvGV+/i7v2tluqZ11z98Nm8zjiY1dO1v3xuuYONrv01HW+kQYR44cMf6staTQ5OQkzjrrrGn/ftZZZ2FyctLoHlNTU/id3/kdfOpTn8Jpp52W/PvP//zP46KLLsI555yDVatW4aGHHsLLL788dCEfeughPPjgg8l/Hzx4EOeffz7mzZvXd98TbTSbTcyfPx933303xsam7yKdFTvw7TdW4vQz345a7Uaje778ozXA9k245OL3oHbP+9jfbdnEa3hu52Zc9J6LUbv7EqNr/vfkEuDAPtx43bWoXW2GAhs0vr1jCTYe2odrPnAt7rvK7D4PvfQ40G7jI3fdiXefyU8U/s6Lj+Fos4PbP2R2n/W7DwPLnseM6hhqtXsGfiZvnQFg7a5D+KMVC1CqVFGr3WX0XdsrdgCvr8RZ73g7arUbjK4ZNKaWbcP31r+CM+e8A7Xa9UbXrHhkDbBtE9578UWo3WuWIB40Xvrha3h+52Zc9J73GtvZd3e+CBx4E9df+wHUrjmXPfffb1+MTYf245prr8O9V55tdM1nlz0BtFr48Ic+hPe8Y3qUbbLWQM/O7rjzLrzrjPws5pZ9R4Clz6FaKQ+1M5Oxbvdh/OGK51GuDLfXY0ewahJYswLvePsZqNVuYs/denkHvrNuJc44c46xva6evxbYugHvfc+FqNUuY8+94pE1eGZyEy64yHxf/D+7XwL27cV1H3g/ateeN+3vpmv9g/3L8cq+Xbj8yqtQu+l8o7n/YNXTQL2OO27/IK48j3/G/dHqZ3Bw/xRunnsb3v+u2bmf33OoDrz4NADgY7X72N1M9h9p4rMvPQkAmHfvvUZ0mfHXdgGvLceZZ8xGrXYLa14AmLlmN/729WV422nm91n3xDpgyzpcdMG7Uatd0fc303UGgDWPvYHHt6/H+e++ALXa5UZzP7x3KbBvDz5wzTWoXf9Oo2sGjX/euxRrDuzBlVdfg9p1Zvf5/VVPA4067rz9dlx+7uCinMn4/6x8CocPNTD3NrP77HorsrNSAHzsJ2rseXcenMIXlj2DDkrG+9nMNbuB1ctw5unT7YOy1pVXd+Lv1r6M004/03hfXP/kOmDzOlw4wM4og2NnP9i/HNi7Cx+45mrUbnwXe+5/3rsUrxPt7P/76jNAfQp3fPA2XP3O/H1o2PifK5/CkUMN3PrB23HZOfl29ubhBrDkKQDRfpam+FPWeufBKXx+6TPoBOZ29uwbe4BXl+KM2aehVptrdM2gMaO7n51K2M92PL8R2Pg63v2ud6JWu5o9966Fm/D9TWtw1jnnoVa7xuiax/5xBbB7ElddeQVqt17AnvupoyuxdO8OXHLpZah98CKja7689nngyGHcOvdm3HzRmQBo6xyPP1+3ALumDuH6G2/GbRe/PffzU802sOhxAMB9987D28Z5oXmr3cF/XfwYAOCuj9yN02flf98XN+0DVi3BaW87BbXaB1nzAsDLWw/gK6+8gOqMmajV7jC6ZueCTcDGNXj3O2V2tu25DfjhlrU49zzz+zz+jyuB3Ttw9RWXo3bbhQB4a30ijJgdZTLIlve5z31uIOomPZYsWQIAAx3CMAyNHMVms4lPfvKT6HQ6+PrXv973twceeCD531dddRUuueQS3HDDDVi6dCmuu+66afcaHx/H+Pj0cvrY2FghFn7Y75hRjf6tHcL4d3YQdK+tiJ7N+FiFPHeMEB6vytYlFi0Lg5LxfWK6xawZVdHclXIJaHaAUtnsPqUolT9Wzv+uWfY6a7wKIOJPm37/sCspNlYx/K5DRmxnrY75WrfDyM7Gx6R2Fj2/DgKCnUUVoBlCOxsrR3PT7CyaO8/O8vam2M5M5w4DczvLGrGdNdsEOwsiO6sK7WzmON3O4v1MamfV7n7WCc3tLKa3j+fspXlrHdt4yLDxmeOy/SxOxpjbWQQHr5ZLqFar7Hlnzuj5CEGpgrGx/JJnvJ9Vy1r7mbmNx6D9LDsz8Tfic7PFsLOZ40Ibr8R2Rj83Z45L99Ju0q9kOHepSzsQ7mczx6Pv3+6EqFQqRr5pvJ+NVYbPbbLWiX9GsLPEPxuT2XjinzH2lLz9LG/EdtYh2FnvzHa7nwWlLsUkAGaMD97PTNY6bWflcgUlA2hbsp9l2JnJ4PhnsZ1Jz2xWDKLmG9LP7N65OX1NKfFidYxmZ0d7rK/IN6wYQHwGjEolhW4yjEF6/pmWnRHOze5aV4X72YzutaRzs/v/B9lZUXID8aD8FnJS6Nd//ddzO31deOGFWLFiBXbu3Dntb7t378bZZ2dX1ZvNJj7+8Y9jw4YNeOKJJ3LRPNdddx3Gxsawdu3agUmhk3XEB2CDJfyl1VnDR1tfmuBZGIa9rh7C300VrtTumEMS1+7EYoI6z5vVyUStva2/7hY04WM/XT20O+bwBBSVxGgZXWvEwpGM7mN6Att8AUe5kDttP9NqJ5y+vtnpYCbyneRYPFbNxknC3jq/m7OnaAnSslo4K73bsXixuZ1pCeH2i/ZXK/nrp7eX8s8ure6wHNF+rXfbh5g6dS9Nugoq2Xd0zw7GSwb7WeKT6pxdnPfah3B+Q90n5sQgSiLXpnaW6pAmEVMPggBj5SDSSCM2uxGfH4zOmVrPm9V9TKk5RNEGOSk0Z84czJkzJ/dzc+fOxYEDB7B48WLcdFMEjX3hhRdw4MAB3HrrrUOvixNCa9euxZNPPom3vz0fevfKK6+g2Wzi3HP5VJAiDtbBn7T+VEoUkA4D3SDK9He3lDpMAPSgWb/bG/15yzszSTpSeeg0p5SYoSYANZOP1K5r6snHTscY9anXypjjdCg59YyAWauTiSQZphW4mj7znkMvDSZSQZRhS2GtjmucjlQabavTc/MSUkqdgggtnLWSj73uY7RzU2ut43uatEbuFTR0kiO0RLO2jTO6KSp1cuR0H3OdDEv8YXFipve9W+0QJuygnp+ilXClr7X0d8ffnVKY1ksU+IxBaO92vN+XS4ERiix77hKa7TY5ISVNjsR7OKfTnM/OmdKOhkUb1p7G5ZdfjnvvvRcPPPAAFi1ahEWLFuGBBx7Axz72sT6R6csuuwwPP/wwAKDVauFnf/Zn8eKLL+I73/kO2u02JicnMTk5iUa3s8i6devwhS98AS+++CI2btyIiYkJ/NzP/RyuvfZa3HbbbbZ+zgk5OEFUgqJQyho3Wz7aKBM35HY6KaRTIaAeBloHYCeEcStKX22ro88qBeuSKphjNJxWe1uAjobTah0dBxNh2P97skZvrf0lAMVoOEEQJa62svbSbptZcftoXvJRup+VSkGi32GaINFro+wv+Shp4ay1p5ASUsrnl3kxRWc/S+9JxonPlm5yhPO8tVqFc85s1z4SoIh8JJ6bWnt42s6ofql4rRkoV621ZiE4PLZI10KwU32VeE/RaI9OLSJp+UiseFPJL60w4oDeuy1/5kUaVlNk3/nOd3D11Vdj3rx5mDdvHq655hr8/d//fd9n1qxZgwMHDgAAtm7din/5l3/B1q1b8YEPfADnnntu8n8LFiwAAFSrVTz++OO45557cOmll+Izn/kM5s2bh8ceewzlMo+HWdTBC9aVK3+Ml1TLqTeHCPe+o7gCV6E5elr0lj6nw/Qw8Egp0vvdfGqNHDVDQ6Q1FZOPVGcrebfEzm2q4km0cS07IwUTLS2kkIA+Jg0eiQ5PGIapJKBbukUvkFF0bqkweDXUCufscrunRHPr2rjp3J1OmCSG1YIoQxtXe94lxrmpRVNk2JkevV9C9VCij7Goa9IEO80vVUs+pu2MjLr0EKxrIT5FMYiHZJhScob6fmnZd/oexgkpNfQ6Y60TlJJO3MWxM+nvLtqw1n0MAM4880x8+9vfzvxMGPZemgsvvLDvvweN888/H08//bTK9yv6SFM9TIfWYcBxOnyhR7T4vEDqIDKE4KtVZNJ0C0N4si/dESBVnXCMZAD0kmFUqodm8pGsjaCVhOtzbjuYYSAArKetw9B6UaJwyRxrt4nPvuSjEiTc3MHUOT+A6JnXWx16VV/6XrMcTJ2zqypIsGvt46ZUD839LPFViOem9HlzNDj09W180Mc4lXVdNBxF87GtlOSmar1o0dzTdmb6zFs+g3XlpCuLpugRwS73Df0gbNP3MLdxXTRcqxMSpAWUUPtEBCCg55cWbYyeRoHHGPEATH9WeghSN0VAk6vPo9Zo8HmTAI5I4dIUZjXny2ujKBgJQC0IvhdBcxrVo4+mqFTppULRtSp/0dy04FENtULQPFHXW/EizEpb6/TnxCgloi6DVoIifQ/qfqZVYfaCfCzFiRn3KAq63orefjZGpK5p7eEAPVHQUN5LffhnPTtjUGvU0Id0hK1rxGdydinamSkNWMsf9kkVHKvQzo/03HL6GG0fD8NQbb2TtTbcz1TpY9yElKZulunvVkaRcxo0aDzzIo1RUqjAI4HKehDMPB66QlH5vFKHHkhXet1WPMup726cpFBy8npOtfuKJ8vh0eIxMysypQAKYoK0Sq+Wg1kuBYi/uuvkI9XRAvSrjjQb10p88qiC6Wulc1PpYxrVt55IKQ2lpJaEo+iUKSEfOVTcXkChlQCkIbOia93u41q+QnQP2txqRQUOHdZrENV95mJ0L9/O9HRmaChyVTsjUtd8iNer0ceIibD03K5jkHYnRExUUdPsMm2SoEgfo4rIq4lrpyhg1L3Uj3D+CCk0aIyeRoGHBFKn1T6aJfzluAKnJd4IMBAcSiiKIAh6hz9VrFNND4KzIfuACOs49dQEoJZDn76H8cHf0g/WTddbC4rOE63U2lPo1DWt9aa+X7FNBEF/spgzqPuZJgyeup9po+FIOmWxdpWPtvBqSLwuGo5I4QLkdkZvFa6H4OAii8XNOBjBuno3RS9oOGoSLo0U8qT1oqA7QhdT91c4U098siQs3PqG/V2I3e7jmucmu8OemGrOQJFriamz0HB6Z0iRxigpVOAhCaK8KNErOR3cyp8ORJhWWdcSAAboVWbtgNmHmCBLZ0YNkUaD4KuiKKiOtVLgCKSqMo71P3jdRJTpFiTqmrJjbfy8YwRgyYjXnzXoiWZ9GDzVsdZyMNtdbQSToUf1YNB6lDrN9bqP0faUalluZ2Q0nCKCg0u38BKsK1O4SDRFNW04YqI5rV0lprj4Wev0PciINEW9FdP9rKm0p4g6IKv5hrSiHaD5bhs+b9XuY7R3W40+xpCwUNtLBZ0zNcAARRqjp1HgwQmitKg1Pp0OKmzUBoLDPJDREVBM38Nc40Y3kCFpI6i1ouQjhbQOfuOKjIXqNl0wUzH5aCyY6ZEqmCSa3VIeAMWqPtHhsZGYoXcA00t8NgypB2raVayKpz9aT68jlVZixjSQiddaUW/FVFPIBoLDdTdFQbCuJfbMQqSpIT6JCMBSoJB8JNqZ4n7G1VLSotYAdK0XLeozB6XkuiW9asMZcuJTxx8GUjpORLSOdD8LgoBdFJc3h2BQcWPZkFFSqG+MnkaBBwe6qa5Eb/iSptsoiylFROqaZsCcHIKmYoKKTkeVKOqnlwD0B09miXUq8bfJ3ceUNGYA+jNXrXgSaalaAZwkMeOjjbKewDYt2aul/QHQ11oLrQMwEuwtnd/N0UZQ1//w0EWFWsjRsm+gt2ZkNJywlTHAoJko7ykAku5aeUOt0xyjCYmWdhW9m6I/ao0Wch6gn1899KGOLw7Q9Q9dN30B0kLujmmKqQ53Us1HMsK2pRN3AfT4R3MvpaPhdJHctDhA7/wq0hglhQo84oM/DBlOh5oQLi1gBtzTTHQhwnElyi3lAaBvjL2DSCkxQ9Jb0YUImx5CnU6vva1WpZcK09VwMLltynW0XmjPXFtbp90J0XFd1WfQerQg+D0kHjEBqJB8jCtw1Ll1uo8Rg3Vl4XyAHkSpBTIetPioiE9N6jM9kNFLsFODR206bPqeeUMvAUhLNAP6yX0fBQ06dc2CnRFp11r0Y4Dil/rxzwC9ZBi1YNhDjijKSJCpuHo2buqraPoL3PfLdXOh6LM6/lnRxuhpFHiks87kzK0Sl9hctLL3ObkmBA+mq4kUci0mmL6HefcxHScvPgApwboepYiYHEnrEzimj2lSa3x1HwPoz1ybPgbQnVutVsYU5GM7VXnUmZsWOKokH4n0TFX6GFWXIbEznbUG6Hbm+uxKI2zVaD1EhK1KwEzucqeffCTrZolF3Bl2plTdZlG+lRAc9LPLApLb8dkVzU2jrml3AAPME1JqXe4YnWm19HW4yUcVO0uQj6Z0Pf29lNodViW5T0XPK1G4OIVpLQ3boo1RUqjAI23s1Kq+vMMEESqr2GGC28JZBQbP7HigUtX31N2iL/no2NHjBjKAPBlG745ko+LpnrrGdTq0KA/pe+bOrSzM6hP5SG3NrpqYIVIeVOljXrUR3KIZyAlAxY455I6GHilcqgEclfKghWRgIdKUz01C8lGr4xuXkqqiu+hRi4/6zJO5hb+7VAqS7oDm/rhSYiZOjrA607pFj6gmH6nIR036GBUhpRr/8PZSrcZGpklPQPcMKdIYPY0Cj7SxH+9Oh2aHiR50kxjIeNDg0Kx4cvm8mpUoMlTXdStjCx0mXCOzADqCQzMhVaU+c2XtqmhutzbeEz2mOTuABvyfiWRQXGvTfVwTgs/VzVLtfOa8kyN/P5PrMjD1ILy069ZEpDET7MK508G662QYlWISdeKL/rdcAJhH19MM1unUZ02ErdvkI8CnSMoTn7R508lH151pG5odwDxRnwE6NVRVs4sY/2ghpDi0a82Eb5HG6GkUeJRLAeI9xpfTQRcTVOgwQRat1KF5APRkmJa2DsCheuhk6SucYF1LRJHp7KSvZc/NrMjoVNZ5aDgV7SqigL1WFazch3wkPnMtQXOi6HH6Wu6gajjZ6DTnQ7uKLwDsYW6tJgnMgBnQSLrykI+qQasHOiwdbaoYPPpGpBGRvdHcvuxMk8JFLaa4p641WnqJT3IhR1mnzFTXNJ181DqzqRIWuucHLTmic2bTCjm69DEqGk7HN6TuKZqNjYo2Rkmhgo+e8LFbShFfhV6jGkSlemge/P4QHORWlGpt4enBunbHHDKdSCH5WCUHE3oULjZ9zIMGh1YVLAiCVMc3t/sKGcmginzk7eF+EjP6VUdyG2Uf9MwE+SjdS2kOvSpSiCkgr3l2mWpwJMlHH+KoFpKPVLqg6249fQhbJS0lPzplzOetKC3gRweQV0TS7LBnst7p/VZNz8iYMeCPKmij+xi1cKYpn0FGKSk2NgrD/N+tSe8v2hg9jYKPhNtKPIDlEGGmQ6/CG+clpHRRFB4OIjL8X8epD4KAXHnUq3jy0AQ63URoEHyvVMGOTtAK9AIxr+LDhsFjS0kHgwrJ7tmZPPlIdeg1KQ98rRcP+gQ2kCvG9Gel5CNRg0PTzth7qQ8NDsWEVIUYROl2w2JSvqWosAoteGspBuvcroI+NE9Uz64S8exSRLD7okj2d9gzSAr10a6V6GPUxIyHPUWXPkZDw2kmudmaXUodWgGzZ54+ZzTiviKN0dMo+EicTOoB7EufwEN120aF2WsLZ2JAoUpdc1zp9VndJlffFEXFqUlXLbFngJ+QUnW2HLeu5nYo0tVw8kAfS4oKNPShDwi+Vgvn9NxUtKlcTN2Pxkx0D5oGhxb9GOAErfpoODp6RC+IotNhhfsZuVgYfa4U9NN4WXNz7UxRhNennZmfXXroEeoZokU3p+qapiUf9LqPuX23AHrc5Tcxo+efUdHzWmCA9Hc3mTsdp2j4aEUao6RQwQdF+CsMQz2BOXaFWRO6Sa3IuOeN9zpr6KEo6IgCTYQUMVEg1NehUgU1UWHkRIFqhwleMsxHEBUfwBpzV6kUSSXntkJ0dlTFG5kJKd1Ahkij8pB89NqRSq1jTnS9qQaHLmKGGDDbSHKTn7c/NJxKEYmIkNIK4GI765jaWbzWHsRoNTUf6Z0z9Yt25H1c0zekokeE/lm5FCAGMFLoY5oIWz/IR2ZRQUFvkqpBaMNXaRDRcFpUQcBsX9Gk9xdtjJJCBR+UBElfe9sTuLJO1eDodR/TdKyPf+dWCxUG0Nqzp5OPchi8H6FOgM6f1oQIc+1MVzDTFCGlSA1l/269qqMJZ92GPgG5wqxJbyGKdaokXZn6OjoJdj9oU6oGh66dUd8tf0lu3cq6x+QjFcmtRush2pmS9kc0t0+aIjEBqJj45LZI90qR1KSbE5LcKgUkJtpTA/nI9ks9oA9V91ImDViLKpi+p9m88uRj0cYoKVTwQQlc+3jjwgRJrzJBE/5SCSYqtGCioSQSCtBRSpqcdSpKSbOlMMXhSVcmtQQzqcG6KjKLSmXS7JjjgbNOTrr6DOC0NIVS9mLiZPacPMUgikjNVBVmNbVxzSRFhbifdefWSO5TqQctpWQYVYNDs40yt6Ohzp4SJz6pRST3lCJVKi41WFei4vbReoz2M30/xRitY6HTnPnZZYHeTy6Uuk/4qib3CeutWhxOzk0PCUCm7qIGRZKb5FYpDpNpczpzB0FAorqP2tEPH6MnUvBBgcumE0daGhyA2SGo2oWLqmdko9rqkWZCpxS5RXBodphIf3cK3ULFyWN2cNFdaw/JR2LS1Ya+jkkg09feVkm7CjCtrOsnwqjVN02KJLkLl+M9JfqcPg3YxMbbnRCxOUrfr3QSkYLu9Vlh1u2c6R51SU6GWaHNua3q99sZpbLu3s56iU9NKq57RBq9XXdcKHVPXesJAGvqhZkjH1WavlD1B63Q+6nILE3Uvnt/gY5IU1xvQjJMs7FR0cYoKVTwQeG2pjcRzVaUJsGMrr4N0dHS7DpArTpqVsGIorCasOxE68VInyCVfFSseBpxiS3ojlA7uPigeugmw3xy1s3pTOnvJ3X0yEluRWpmgvYkUrh8dADTdDApe0p6bt3uY+Z7SjS3ogaHiWBm/Ly9ULgU91KizkysWaERwFGRj7rBo3kRKQzDpPAhDWbSdkZBkXvpKqiahGMG6z61q1R/t5mdNazMnf/MG4pFhR5qxQN9jJmYUW36YnxuahawiMlHC36S66Jd0cboiRR8xJl+k4NfVeSNKPylmaCgih43FbnbdAi+ftXRWOxZFSlkHqz30RQ1ERwGv1vXzojJRwutdc0FSm1QuGi0HlVEGgEVFl2nmOQ2ovUoJgDJopWaVA+qjevrE5gmw+xQPYjJR+HvDoKAlCCxQVOkdzR0T3nQbVNOC9ZVqbikJHdvXaTvdtrOjLpCWQjezO3Mz3sdza25n/GCdVUqlcFapxHXrhty2Ejst00lLHyiLlsW6GPEIpLrTqmajY3S96DQ+0dJoelj9EQKPiqUg98CiiKa2wQ2qpelTzYmYwV8zd9NRApZ4VDTAjjVQ5CASCsFQEkarKe1XggIDh8aHKoJKXIHFwtOvY/ufnH1j5p8VAiiygT0iGbQ2qMA+0PMmKLhdLuPxU6eD6qH+dyadgbQKN+6QStPr0sTYUvdUzQRUj72cUrCN70umnQLkgaHit4KFZFWsEIOWUtJ0caN0Ifp5KPe+WWESNOkj1FR5B67w2raGVVgW7MjLyW5r9nYCKDtK5r+cNHGKClU8EHhl2q+KGnhLyPYqGLg6LV9NNPhUaFbcLVHFNtgUrSrNJ53qZQO1h0jOBIRdx/wZKZuliYizYOmEKWFc+xoBQESGxHNTXF4LCQoGu2OmZi6DRi8KSJNESlUZSbDNAMZSntbLTvjUNe8tGZvKdKPifuZJr2FinzU1OKjdClqKQfrFGSxbsHQH/WZ3q7bBuXbPRKPMnc6eaOKdDWJQTTpY31JIYqNu0fDHQ/dFFWRxcQkt4Z2FcXGNeOuoo3REyn44GTptSB1pKyxpkNPRlFo8uWp1W39yjpV48Z1C2dtPi8lEadLO6Am4TzSemKHR0M4kirgqClkSAnWle2MU9XXpKQCZmLqjePBzjzsZ74C18TOFPZRIK2lRKB8e1hrvx0N/WhRRHNboBQRko/RdW6T3F6RpooFDa6d6exnzMSnY9F+TW3R6B7m56autmiarWCC7vWHhvNJkVRNcnPpsI6bQ2ieH0Ubo6RQwQcFLqvZ3hbgBVE6iBkmksFD1dFKi3QflXUOtUbLzgg2bsOhN6c82EAyuLfxXqcgIn3McbCeOFpKHSbGCO1WbVSYAVrDAE3H2jQxo9opiCmcr9spiPK8dewsCeAMaMC6Sbg4yW2mwWEjgKNq8bnWPAG0xVHpVEENzcfoPvRzU1Pz0dTObCAAyZqPPuxMMdlMawuvbGeUwrQFOixgVsBKzi5V1IqPgoa/c5OSdNVOPlJ0nDTPrqKN0RMp+KBQijQTFAAviNI9+Kmbor/DQIfCZQ7TBXT526zqtpad+ap4VojILI8ULlUbZ2qPqIrhEpBCGg49wEOkaQbrgGnDAP3KH7mq73hPAXTbzFIq65rw++g+5kg8Xd0RavJRkz7mj5JKRT4mHZIcI1e0xVEp1DUbnZmi+7ot5FDtzAaymDy34jM3obqr2xlLaFpHwoLlGyr6Z6bnZsNCYuZEQdjqJbkJsa6yb1ikMXoiBR+9DYKA1lEQWovmpm/Iqpxa4+5j/rL0mgkSylp3Oqn2tppaSoTqtoaDCdAqBKoIjgTJQIXpKtqZKWfdY2cNK2K4pIDZPSJN185SwTpBn+1E1/9I9jPThgFxkluzVbgHmmLVl52lOzkSkHga+zi9lbFHrRfFYgpFOF9bHJXU5c5CW3jAtIikT0mloqlVukJ5bRVOQQppn5vmcYA2goOEhlM8P6gIW1U6LBHJbYM+RrMzpXOTAELQbGxUtDFKChV8cA4DjaoI4I/WEztrYWimwaHa3YJQYQbsUIqM1jqtT6AJ3XSsgwGAJD6si+CIvn/H0M686mapdtYwt/EwDHsIREWHxyiIUhQVj+7jJ8lNFVNXpY+x9dk0E5/5v7kvye24U5B2EEWhhmqe2emAn9Qcwkchx1MgE31OcT8jnV26+xmty53+2QXQkq5+7Ew/GWZOXVO0cZKUg7KdkfSM7JzZJskZTfkMSmIf0JXPoOwpgDbtmlJM0U1y+2psVLQxeiIFH5TNydaGTKsQ6AXrpnPb6NZD7gqlmAyjQP8BHToTzc6UK54cmqJyxZPm8Piws+775Txg7tmDCoIjcXjc88ZpiDQ9Jw/goi4VnNsKzcG0AcE3+s2p76eR+OwFjydPENWH4HCcKEhoPYaoMFWELeG9DsOwR4dV1YYjBFFKRTua/odHO1M8u6h2VhRB85gq2CAg0vRoin7oY9F9KEghRVoosQmJjeYQ1K64rjufaSIuo7npMYiGr1C0MXoiBR8UGKN+xdPc2VIVMizRgnXdlow0Wo+qMCtjraO5NZ1bQsVTKUtPErm24OQBhhU4CxB8qmCmSsBcogTMve+n032MnpjREwA2d/TURfs9UYp6ose0pJCGRhqn0xygs6/QtBHsJLl9aHBQ9lIbXQWpyUfXFMl2J0Ssjawpcu1avB6goS41i3Z0O9NHClE7hro+u8Iw1BVyT5BChDhAYQ8HQNIgbFpCwxnN3bJDPzYRU7fR5c7EN0wjuVU7zREaG2mdmxS9sMTGlRLsRRqjpFDBByV7ql/xpNN6NB0tgChIqwHBJ2sjKML/CULTacekrEg9ICn/azkdHCFDxbaj0dwmTkccMLt1MAHd5CNHB0Ntbs7B74Gzrh7AeRJTpyBmADtQdApqJbpO07k1R+toVTxJQZS2mDrFzhTpelSaom4LZzqFC9Ct6vvockeirikWzqL70PczVV0fDygKrp3p+MTmWpfJ2aVVtKOgLlu6dsbzF/ToeoApZU8//qGsNaBbFCcVh73sKbpzF2mMnkjBR49S5KHiSckaK0Kjy6UA8W1IomMqFQKqwJwmfYyAmElp62go//Na6/o4+PWqQeVSgPjRUdBZmk4emT7mWJ8gfi6lQCf5yLEzfeF8QvJRa24WQkqTFmoKg9ekj1E0AnrfTyfJzaD1aGsK+ehIRXi3NSH49O5jFtBwhLWOrlO0Mw9afBQknjbVI/ENHds41c50RXjNqWt9xRTFFuk0xoDyWntgK5DsTLUZR7pg6BYNx0mEAUpoOI/dFCsk3SzdM7tIY5QUKviInQ6Tw0CzvW10H8LcivQWIC18bFKd0KT18IIozW49FC0KP4kZvSQcwKs6ath4EAS9IMoxQori7ADaMHh/FRmK02FLU4iCSNMKoijJfc0Ajiqmrkkfo+wpabSOTpLbHyKNg5BSC6I4aDhNDQ4igkOHBkzfz6LrNFGX7vcUio1r+inUuTW7lVLtTNMvJSUAW7p2xjm7tJHcPnRmSO+2hWYcgHvpDoqYep+2qKfuY3qNjegFwxFSaPoYPZGCD9JhoNyth3UQaW0QhHbhTc2OVCWm06HoYFISFOqJGVKFQGutGVVHJYeH4mSqCvoRKCZAyuFxXYlqKQcy3XWjUNe07IxSZdZEPgK0RJwmV58rpq5SbSUkufVRrv7oFjSBbTuUb380RVPkow2aojk6qpzqCCiam0Dh0kYfkmgm2r4hwc4ainOn7cxE68UXrSedSFDppkiyM92CIakrlLLODAcFqNmMA6AipBTsLNEBdI+w9aqRlqDhKAXDEVLo2DFKChV8VCmZckV9G4DGoVZvU06qeOoHzKb0Md3DwA9iJn0fkwNQU98GSCUKKPQx9YPI7SFI7WTSUAwoaAGzcrDOSQB6FK1UQz5yqGvK+mwkRIGmnfnoAJYgTc0Rtj5a6zaVgyiWPpsirSc0RaRZaNDgAzHD62iobGeUhJS6v3Cc25mFvZSGjlJCPnb344ZBoqCVmltj+PLFo/tQisN6Z0gQ9JLGlEY7mp3mqFquGnZGay6kvZcyJCxGSKFpY/RECj5ITocifBJIBcwe2mBSKgS9DcItrafT0VX+51DmtBxMiv6HvRbO7ilFtMSnn6pjem5VmqIXChc9MaPXFt5fQsoXBL9fTN2to8cLHLUpD+bVbS/0MeVOjiSh0Lb+2WU6t2YB63iobpslpJTnZjQM0EIWc4TzVShcqWdnpImn2EWSQ3PXTjQbdc5UL+SYF5FsaVe5po9Fc/tJNpPQUS292Adgvtdaa83wz7TsrEhj9EQKPkjZ08TB1IVukkQrvcD/9auOUeva7LnTFTpdBIfbij7Ao3po88YpHcDUxe0cQ6N7rXXz7azdCRG/gioJKVIw4TOI0l3rKgmRplvV99XqNS2mnocoSNuZps4MRZNOTyONcW56SLDb0s1yjUhLJ3dIGlLOEWnFObt6lCL3dAtfCCmqnemie+l2pt0500cX4uTMNklIadPHSMVKPfpYdB8/RSQOzd0PAlA5IdX1z4xACMqsmCKNUVKo4MPvBkERHdOG/1Og0XpOfT/dIicplPq7JnrEL0zXY1Xfh55RxTxwtUfrybOzVPJRkaZIQkcpV99ogpnuEWnW9jPHdpYWUyfZmaJYJy3J7V6LomUrMUNqFe4eUWCjYw6Q/26HYQ9hq9MBjJ5wVdfW8UKH9ZMATN/HDLmiT7sGiAkpxf3MpJiiqaME9GzcLMFuyc5MqGvqzW7M7Uxbn41Cm9Okj1F0LrWft09Kag+EYI4i1/INizRGT6Tgg+J0aPMsKRB8faFQ8wNY8xCkCLOmv5tmtdU1Oip9Hx/JxwphrTVb0gMgdR+zUXUE8g/BhnJSiCZer1xhZrU81aYU+Ui6EpIUysgVU7Rpf/JRk9ZDSMx4oFE11M9NglOvrJFGQRQkAYVCYqZcChDfJvfcTH03zYQUKbGv1Zkped6UBLuH/Uw5ScHpCqWx1mk7y3vm/fR+Df/M/Ozqab2411vRPzcJiWZ1OzNPSGnTx0zF1PVlJHqJmVy2QkvXV/CVCIvuw0iGjZBC08YoKVTw0Qvg3FMeKNVtzcMXoEE3E6desWMOkL85xc+lFCgp/1fozq3eWhOCdeUsPQW5YkvjhvZ+6dpZLoKjpR2sm6Oj1NGHDOqaF6qHMkqJ5lj7SUj1tetW2Us9nh+ECrM+9ZmOkNJGCpGE89U6WJqdIWl70EHY+kM0m6LwAAuaQp7OLoArnO/WV+mj93tq1631blXLdH/YR0FDfa0JyBXtRIEplSr93TQSnxQxdXX/jIK6tHRuukbtF22MnkjBR5W0IStXPFmcWh8JKb25+5BChggOH6gVbXiyVweTwxtXdnhcV5lJiLQUPVKlkwkBKaReDaIkALWpHgw709YUMppbPUFitpem23WXFBzrBLVC0Dzxq0WhTfVwj+4loQDjZ66mwWF2hrT6kEIalXX6b9Y/u/zRLWgNA3QTMz6eeeIT5xQW+pLcqvR+9/5Zos/mGDmfnttMQN5Scp+C5HYsNJ3+bioFwzQVN+fdtqXlaoYU0kMApu9D0zMapUCOHaMnUvBBSo74PAx80i0UA9cgCIwr3OpVR0IrSp/0seOD1uPeudVMUqTtzBSRpo6OctxxLZr7OKCkEihF+h32/L1feXbWUE4SxPdpd0J0cp1bW9VtCmJGmW7hAfHJ6aboWoOjr7Ku0n3MI/KRROHSft5B330z57aEXPHR8c30/FKn9x8HCUAfBdpesdItVRCgJSkSkWut88sYYZtGCukWDPP2NP13iw5CUENyEwqG2smwIo1RUqjgg1OR8ROs61G4ornNHWtbVWbTYF27ZbaR+r46vcW8uu3XsfZ3EGkfgqZOpq3nbWJn2gLAnJan2u1tjRxrdQoXIVFgCSFl6mBqJwCBfNSlNR0MEmLGg511tM9N83dbOxFnKu6dXmtV5KPjFuXpuX2gD4+HxIwXDUKinZVLgQ69n/Jea681oXOmLZqiDxunJClsiVyTNNI07IwiYaH+mwl+inIHME5CakQfmz5GT6Tgo0oJoizRDsxoJtpcYnNotDZCasywqq9Nb+G11lUO1ikJKS04OEEc1VqC5DgW91afl1R1PA7g4Oo6GP6QeEZ2ZkufzZA+po0miO7tGA1HQGbF74EWDdg0CQfAgjiqR0SBob/QUi4gURBp+meXz2Dd3EeylWCndQDTSoZRiym6CUAfdnZcdFP0Sh8jFO0c6wCm3y2NJHeJIKbeQ2Zp6/oQGBqO6Xrpz4ySQtPH6IkUfJC69ShvEJTMrbrDYyhI2+6EiB+NPgze8OBX7iZilhzRfd6kqmPLzuFL0/Vxa2faHSYAc72wHjrKvV6XtUSYB1FxvzRFOqVI29HLSxSo08cYuln6nTPd0w4ogYy+OKpH0eUkoHAcrKfOAlNEmt7Z5R/da9YiXTkZ5pU2Z+qf2UFHASY2boky5+Hsoohc+6SPNbXpY4Zi6trnNWC+l+rv4Qz6sWNh7/Tcms+8KGOUFCr4oBwGSdCqDEWniY4pi1YaOnmac/vSFEpXmPNbUdpB6/jUPCE51o4h+H2dTLSdetMgSn3eMN/O1DWFGBpp6lovHpLchgiOdidEvCTazzzPwdSnE6WTQmaCmfraOua0AzXBTEOtMMBeMsyo0tvRPbNNfRV98XoCIk1ZAJhG4bKDLKZ16/FBA/ajF2ZL4BrI31e0EYAnClVQnT5GKYp7po9polZMEyTxHq5OsfeB5GZ1ux4lhY4do6RQwQflMFCvwJH0VmwFj+Yib661R9Qh2SnnNq8VpU96i18Eh67uiSn8P22HautdMdV6sZMABAzQI8oaHL3OMR6EDA2rb9Hc2tXt7lrndsxJJ7l14f/mFC6dtQ6CwDh4tKbrY+LcKiPxeHbmNjEThqF+sG6Y+LQlnA+Yi6lro5S8aAqRCjm6VI947jwbD8PQmyaePr0/hUgz3Me9dK8sEn2MJKaujWCnnpt64bix3qQldgjl7PKJ7h3Rx6aP0RMp+KAITdtqEUgR/tIPZMyqjoAm/N+TAHAaBm8qcq1MXfNR8TSlUQH2HL28ZJh2J5P0fUwdTC37TidZXFfBSAe/pWCC1EZZ6f3qab2Y7SmAZiLOz34GpH63KdXDh66PMlKIpsXnJzGT/rsaspiY5NZG9lLm9oEU0m5T3kuOeNQUypk7bWd6iB1aolkLaZoWrHauA8gK1nXPD7MEu/JearifdTphUkjVpj+br7U+fcw1RTIBAhCQ3H7Qvbq6dEUaoydS8JFsTB66I1H0CVrKSvTGeivd7xYEUOkwAZhXRprKKIo+ukVu8KgMgzdEMgA20DoeERyGVcd4PUqKdka1cW0NJ8AcuaItJkgS4VXXonA/t6mYevrvWsG6qeiydoIiupfZ+WVPn8AH3cIsARjNrXtu8hBpyolPw0BGaz9LI9IoorAag0d99pCQspakaGd+Lv3dtLUX/dB6ot9Qz0MpWfLPfKCpaaL9dpCPfun9bhMzgDlLQ/t5x7+hE+azFRraQACCnWkX7Yo0Rkmhgg8a3UK3QkCDrEafGVfromIWTKSdHQ3l//TcxtVtC/Bk15BVFlJI28nzoCnk08E0hf9rV5jLpQDxq2JaWddOAPrQroorWkYBnDIMPt5TTJ93uRSgpJYo8EMfi+5lmJCKK3/a4toeOmdSqLjx+abW+cwQkZb2J9S79RhSHrT2FICBSPOp66PdJMHHXmoq9pyyM+0Eey66N0k0ayaFTP0F7QRgObqvBx/JVMoh/Rlfuj6AIvKRmGhWFZo29g117YzSHEJdR5aCSFPuYFmkMXoiBR8Vw40J0EcUUIS/9DcnmpM37iFY137e5VQrSnOUkvtgXZ/CRXGsdZ2OcdO1thDIxL8hr+poQ+vFFKWkrcERz0tCpGl3CvKASDPdz7Q1nIBe1dF1IAOkNW7Mfre22LMf9KE5wtbWXmqqrRME+l3XXFO4onuZrXfyvLXaozMSM2qaQpQktyWB7VxdnzQiTdvODOfWWmuA0jFUF8mQaOuQOjP5oEj62c/Se63rBijxd9NNcputd0tbwyldmHatqUqyswihqOUbFmlYfSL79u3D/fffj9mzZ2P27Nm4//77sX///sxrfvEXfxFBEPT93y233NL3mXq9jv/0n/4T5syZg1NOOQU/9VM/ha1bt1r8JSfu6EHq/OmtkODJat0WaEJrWvMC5huyFQ0OYiVKXRzVBwyekpDyRGfSrvKm5/YRrPcQiGaIAv09xb2gOSmAU04Cmu5n2k4ekKYge4DBExMFrpsFAD3EgQ/n1lfi0wrC1jTxqVxMAcyRYV718Dzqs+lTkE0RgL33WsvOjNEjFsRoqQVDG5pCeR1DtZMUFcJeaovOlHd2pZPcajISnoTz0/fK76Zo53mn7z10bmtnl3tEWpGG1SfyqU99CsuXL8cjjzyCRx55BMuXL8f999+fe929996LHTt2JP83MTHR9/ff/M3fxMMPP4zvfve7eO6553Do0CF87GMfQzuHn3wyDk4rSu0WnHkOT9TJRNepN1XBt0F5MNWEsDF31dixtlP5o0CEXYtWpu3MdTVIGzEDANVKFxLuOGAGesktc1FYbei/DwQHHaWkVWU2Fe2362B6gMETg3Ut+nH8nrY7ITq5HfYiv0Nbi8LIuVVOPlL18FT3FEMdDDtnNi3Brn12tVNCt0Pn9tQkIfqM8tymXTuTooLmuWm61vaS3LnoXosIDtNipV5HKrqekTbC1jRBMVbSTD4a0mEtnpuuk49paYE86Y66RxCCtr9QpFGxdePVq1fjkUcewaJFi3DzzTcDAP7mb/4Gc+fOxZo1a3DppZcOvXZ8fBznnHPOwL8dOHAA3/jGN/D3f//3+OhHPwoA+Pa3v43zzz8fjz32GO655x79H3MCD1P4PWCvGpQXwLU6IeLihbb2iI+qo2kizkYlitzxwHHlr29ubSh6ztxtC3bmVVPIuCuUPcFMU0Fa/da6UcUzy4HT1xQyT3JrB1EVjwGzcVXfIgw+PyFlJ5gAIud2vFTOnVu7i4qJ/kddeR8fNzw3tX0FwDxJYaOdsK99vL9jaAflTDvziHz0RAPWRvZS5rZSTDH1z5RtfPwYO8t6b30KmqsnPk0Fly2em3n7mY0GDeYC23YSn41Wx3kBiyKmPmpJP3xYSwotXLgQs2fPThJCAHDLLbdg9uzZWLBgQWZS6KmnnsJZZ52F008/HR/60Ifw+7//+zjrrLMAAC+99BKazSbmzZuXfP68887DVVddhQULFgxMCtXrddTr9eS/Dx48CABoNptoNpvi3+prxN898zd0oipms9NBo9HIDKLqzeizQdhReS5lRC9eo9XOvN+RRqv3H2ELGktSRrQhTTVamXMfrTcARIeHli3E+8zRevbcU83od1eC7DU0WufuiA/BI/VG5ufr3blLCHV+dxjZTqsTol5vZIrcxpX1ANl2YTpKhnZ2tJFCEnZ05i4HkZ3VmzlzG9oZZa1j/+VoPXsfm2pEfyuXzO5rMuLD9KipnQU6dhZ07SwMo7mzDvVGM7KLEnT2M1M7SzslQYad0dba1M6iv1UU97NSPHfeXtq1s1LOfkYZcVLoaCPbxo82dO0Mnd6ZdHSqgdL4cFcp3s+G7aWUdQZ6Z1eenaWRj1l2Rhklw3PziIVzM45Tp3LWOt7PKpr7WWxneXtpzn5GXWukgtUjU3WUMTb0oz07U9rPQrP9DOglw7R8w9jOtM5Nyigndma2nw07N8lrDXM7U/fPUii0I1MNVEvDA/Y4MaNlZ0kM0s6/X4wuCULd/SzPzo5Mde2sXJr2Oc46A71zs9E0s7O8OIAy4nMzby+tN5TtDJGNNxD7hvnnZlltP4vPzfz7JXTBY+yMu9bH+6D8HmtJocnJySSRkx5nnXUWJicnh15333334ed+7udwwQUXYMOGDfjsZz+LD3/4w3jppZcwPj6OyclJVKtVnHHGGX3XnX322UPv+8UvfhGf//znp/37o48+ilmzZhF/2fE35s+fP/Rvh5sAUEEYAj+Y+BGyEuEHDpUBBFjywkLsflX+vVbvCwCUsefN/dMogOlxpBV9RwB4fP6jmd/RdGzYGs29fuMmTExsGPq51/ZHnzt65HDmd6SMfXtKAEpY9vIKnLLz5aGfW7UtmntyxzZMTGzJvW/WOsej1YjW8OlnnsPGU4d/bsvW6Du+/tqrmNj/Su5988bR1Br+68SPMJaRgD/wVvQdX3xhEfYo2NnaA9FzfHP/QZKdaRQf122P5t64aQsmJjYN/dzr3e84ZWhnJmu9e2e0hi+vegVn7F019HOrut9x1+R2TEzoaK81jkZr+OzzC7D9tOGf27Ql+o5r17yGiYOrxfPW20C8hj+YeATjwwvr2H+wa2eLX8C+18RTY93BaO59B97KXMP0d3zisfmoZnxHwGytX9sZreG27TswMbEt9zs2po6q7Wc7tkVr+MprazBxePiDfHlHd7/fNak29+HuXrHohSU4tHZ4ILNhU/QdN7zxOiaOrhHPG/mM0Rr+6MePYlaGp7RnX/Qdl730Io6uG/4dTdYZANZ313D/wUOZz7EdAmEYfbGnn3w88zuajje6a7hpa/aZtPGt6Ds2G1Nqa71rMlrDlatexcS+4WfSssnufr97l9rcU0eiNXxu4SLsfjXDzjZG33F9jp2ZrnUUq8d2Nh9vG54Twl5DOzMdWw5Fcx88dCTzOUbtpbt29sTjOCXjO5qONd39bGvOfra5+x1bjbr+frb6NUwcGn4mLdtpZmemaw0AR7o+9sIXFuPg68PXcN2G6DtuXL8WExOvG98/awQoI0SAHz06H7Orwz+3e2/0HZcvW4rWRrmd7TwKABUcnWrkrmGjGc39zFNPZn5H07FqT9fH3rU7c+5th6Pv2G4N/46UdQaALd294vW16zDRXDv0cy/tir7jvjf3qNn4gX3R3EteWoZw8/A1fKNrZ5s2rMfExBsqc4ftaA2fePIpnD1z+Ocmd0efW/nycpS2LhPPu727hm8dyfd9prpx0vPPPo3V49P/Tl3r430cOXLE+LNkN+Jzn/vcwARLeixZsgQABqJS8iD/n/jEJ5L/fdVVV+GGG27ABRdcgB/+8If46Z/+6aHXZd33oYcewoMPPpj898GDB3H++edj3rx5OO20jIjmOB/NZhPz58/H3XffjbGxwSf1oXoLv/viEwCAu+fdgxljwyOUP1j1NFCv4847PogrzpU/lzPW78VfvvYSZp7yNtRqtw393O636sCSpxEEwMdq96lwerc/txE/3PI6zj73najVrh76uZlrdgOrl2HOGbNRq90y9HOU8ehbK7DizUm87/IrUJt7wdDPrXtiHbB5Hd5z4btRq10x9HMm6xyPP3v9OezbewQ33jIXN1xwxtDP/cu+ZcCbu3HtNVejdsO78n9Uzqg32/idJY8DAD780Xk4dcbwreUPXons7EO3fxBXnie3s5c27cPXXl2C8ZmnoFb74NDP7T0U2RkA/ORP6NjZnkWb8f1Nr+Gsc85DrXbN0M+9be0e4NWlOPOM01CrzR36OcpaPzW1Ckv3bsd733cZardfNPRzm55eD2x6Axe9+3zUalfm/yiD8fX1C7Br6hCuu/Fm3Hbx24d+7ocHlgN7d+H9V1+F2k3ni+dttTv4b4sfAwB8+KN3Y/bM4c/oj1c/A0xN4fbbbsUHzj9dPPfyLfvxlVcWozpjJmq1O4Z+7sDRJrD4SQDAT9TuHYpmoqz10aXb8L31r+DMd5yFWu26oZ9btP5N4JUXcfpp2XsuZbz4g9VYsHMLLrr4vah99JKhn9vx/EZg4+u44F3Zey5lfGvbYmw+vB/vv/Y63HPl2UM/N///XQHsnsTVV16B2q3D91zTEYYhHnwhcgzv/PBHMOdtAzzH7vjy2ueAI0fwwVtvxk0Xnjnt75R1BoCV2w7gy6+8gLEcOzvSaAGLorO9du88zKrKs0IHlmzBP21cjTlnnYNa7QNDP7dk4z5g1RLMflv2nksZC77/Chbv3ob3XHIpane+Z+jndi3cBGxYg/Pfmb3nUsbfbFqEHUcP4trrb8Cd73vH0M89/o8rgd07cPUVl6N224XT/k5dawD4b0vmo9kOccddH8Y5p80Y+rmvvPE8cOQwbpt7M26+aLqdUceaybfwJysXojw2jlrtzqGfqzfbwKLobL/v3nl4WwZqznRMLevuZ3Oy97Olm/cDKxfjNEU7e/GHr2HBzs24MGc/27NoM7D+NZz/znNRq71/2t85ax3vZ9d8IHs/e/qfVwG7tuOKyy5D7Y7hZztl/Lclj6He6uCOO+/CO08fHq3/xYaFwOG3MPfmG3H7e+eI59385hH8wfLngFIZtdpweY9OJ8RvLIz23Hvu/ijOPEWeFQpWTeJba1dg9hlnola7aejnVm47AKx4AW+bNX3P5awzALw2fy2e2LEB77rgQtRqlw393MElW4F1r+Kd55yNWu1a4/tnjX/a8xJeP7AXV11zDWrXvnPo5xb+y6vA5FZcduklqN11scrc/3PlUzhyqIG5t92Oy84ZXpn+xuZFwFsHcfNNN+DDlw7fc03H+t2H8YcrnkepPJZpZwDwW4seBQDM++hHcNapvbOdu9bH+4jZUSaDvLv/+q//Oj75yU9mfubCCy/EihUrsHPnzml/2717N84+e/hmeOw499xzccEFF2Dt2ijTes4556DRaGDfvn19aKFdu3bh1ltvHXiP8fFxjI9Pd+rGxsYKsfBZv2NmWku8VM78vTGkbtZ4VeW5zBqPNvVWB5n3C0sRhHGsXEK1qlAeADCj6yC3wuy5O93nU61kPxvKGO9CAzphkHnPmMw0PlYxmtvEXmOueAelzM/GdPoZVZ13oFSupP8je+4uFH2mkp3NTOwsNLSzQN3OmjlzU+3MZK1njEVz59pZGCW/TO3MZMQi12GOncVMqplVnbkrlRBBENHHwiD7WcZ8eW07y1vrcKpHCZk5Xs1NPhqtdTX6eztnL+0EkZ2NlRX3s9jOYGZn1TG9uWMtkU6QY2fdYugMJTsDIgh+qxPm7memdmbqbyR21s62M6QQ4bNmjKvoI8R2lruXdu1sXHGt4/2snXNm29nPzM7N2M5mjmevJcW3HCuX0Gy3gZz9rKW9n82I7ayTeb+pFOt61owqxio50EeDEduZ+bmZvS6kucfM/LOOoZ1R1jo+N33sZ9VKCfVWJ/fcjAXPZ1bd+mf1Vs/QZs3QnjsnBknOzeHrQo0Xq8m5mReD6J+b1Uo8t5l/pmlnyTmU659F/39Wzl5qOmZ197NGzn7W7oQJm3JYrFuU3EA8KL+FnBSaM2cO5szJzx7PnTsXBw4cwOLFi3HTTVGG9oUXXsCBAweGJm8Gjb1792LLli0499xzAQDXX389xsbGMH/+fHz84x8HAOzYsQOrVq3CH/3RH1F/TuEHpeuAuoiiqaBf9+/jHlp/WukKZSxkqC/MatqdSVtoulwKUC4FaHdC58/c+Dcrt0dP38tPW3iPLelNn7mykGEQBImQYb6N67Y8HU/2FEMRXtV23USBUkVh1l4HF/eCmdTOZ7qisCW0Ou3c391Q7sTVOzezu6mm2yhXlNoom9q4TbHn/H08FrnW7EhF9Re0f3fb/Hc77hia/vtYya34sN+zy4L4cGxnpiLXPhqgWOrQ2myHmYyOPjtTaxhgJjTdsNLlzuzctNMx1KxBQ5xo1j43gfzuY0nXTnXhfLPnnb5mNHrD2hO5/PLLce+99+KBBx7AokWLsGjRIjzwwAP42Mc+1icyfdlll+Hhhx8GABw6dAj/5b/8FyxcuBAbN27EU089hZ/8yZ/EnDlz8G//7b8FAMyePRu/9Eu/hP/8n/8zHn/8cSxbtgz//t//e1x99dVJN7LR6I1yKUDsL5q2RnTdfcxGhwlqQqqqUP2Kh7GDadOxdtwVKpqb1pHKdStKGw49J1GgNZL2tsYJQP219tFhL3FuDd9t50lunx3AOvbea/POZ+6TrtrtbYFUIi73d/tNPo4pJh9NbdxKMYUYRNnYS12fXZS5ky6SSvu4qZ8S/71SCjIbSFCGaWcm7eJV39y554fHjqEWC1imxUq9c7NnM63O8PVOxyfanc/yuim2OhbOjxLt/KgoJVyBVCHHsPuyVlEhmtuse6a2ncVr3e6ECdpt0Ki39O2sSMOa0DQAfOc738FnPvOZpFPYT/3UT+FrX/ta32fWrFmDAwcOAADK5TJWrlyJb33rW9i/fz/OPfdc3HXXXfje976HU0/tcRP/7M/+DJVKBR//+Mdx9OhRfOQjH8E3v/lNlMt6gX2Rxlg5go02M16UMAzVkxRJRSbP2WlZcDCNq2A2gihisO4hiLLTpryEqWbHuK2vVhBFbTHro7ptw8bHjIMoe9UgH8+8WikBdYNgRrnSO+YJhQekEzN5Tp6+gzlG3Es1bTxxrD0Gj7nt2W0lHw33FFWkqSlax2pL+myEVN3CnjJOTJDo+ip+EJ+JfXdCdDrh0ISPjeJVlYqY8ZBgt4lS8jF3nEw0Pr/U0Dq9+7TaIYbJmqaRj2WlJEV8frj+zUDvd+eeH8le6rFop7mPl3r7Subc3e82rgVCSN2n2e6gXBpsaOlnormPF2VYTQqdeeaZ+Pa3v535mTDsGc7MmTPx4x//OPe+M2bMwFe/+lV89atfFX/Hk2EkSaGMAzj9AuvDkz1AZakBnI3EjClsVPEwMHZuLTh645US3kL2M09n8dWc2wrNqfbjYNqoOvpDSNHfbX2Hp25YibKxn5nA4HWrjmaJmVZb38kzpq7ZSDRXYsfa7VoD5o51L0mhhaKI7hPvlcMCJCuINMNCjtWAOe/cjFEUHtEjqnZGTBTo0RR7dtNodzAjJ4jygXy0UbwiFwwt2Fn+2WWxUOp47mPtbCaG2ZmFc9M4MWOBPmZ4frRsxCCGiZmWsi8OmCcftZPN0/azIdlHG/T+Io0RduokGCa8Whs8yxOBRmWDdmBeDSoWgsMkGWYjS38sZz1vbhsIDuPnbSHx6YXClSRdzZArrtFwNpKP8XsahsiEJ9uktxhXmBXh4ImDaUozUXVuzZBCCWpGMfnYS8QN/91hGKoHj9VjKp7DhjbdGzBPhB0PKCU7iE8zuoWNJEXDsfZIv95klm+oi+yN7mWI4LDiGxoGrVaTYf4oks61RVOo1awzpGXhN/vUrjKncFlA91aIfqkqutcsEaeuLZrezzJ+tw3UfpHGKCl0EowxA6cjvXloVwia7QiePGz4rPJacXgMEwVWHUwvkNV8p74/KWQjiMqycX9oHTtOnr+Dv5cA9IAoMHC2+uxMDZ7cX4nKm1v3eZsJR9pJwtEoXJpIvMSxNtQzqipSyE2EK9udEHEeWltoGsi2MxvFFFOkqU07M00KadEOAHOqu02aYn7yURfN0BdEGeyldgpIPhBp0R7htXDmAyGVFHKy6ZnaNl7qNiEBspErvaKCBX0bgj6b2tyl/GJ839wWCho+dAB7Ok5uGSJRE5L8M8TGHl6kMXoqJ8EwCVxt8Hn7OJ4GKCUr9DGfMHgfVTDj320zeMyvOmrO3e/cmgTrNtbabVUkupdpZV0/8Wk+t5/3yyYiDchGw9kUCfVDH6MhH1WRQoZUXDvvV/5+1uizMwv7WcY+7hVp2rJxZpf77j1sWNFnIyMKLGjDmZ6bisF6T7Mr38Z9ILP86q3o7+Nker8ViqRhgkRTfLiUX8Cyc26aJmYsdh8zpY+p6gDGRSQzhK2uyDWNPmYFDefYPyvSGD2Vk2BQgnVNnqVpJcoKhcu0IpNsTD6Fpm0IbLtHKZk41vHfyqnqkda8QLbTYVNTyEsnE49tlGMn3bQDmOvA1UYb5UopQLw1miGF9B0tH/SxpPKXK3JtDw2X31LYYhCVtdYp51MrQdIfrBvQFK1o8bmnUdFpPR6CdQuJOBNkcR+93/VeaqMRiEdEGlXsuTjo3vwzpN0JEW/zNnzDzO5jHXu+gikiTbOgYaoDaIcGTCsYaqIuTXScbNmZCRrOhp9SpDF6KifBMEHN2Mza5s1tJTlCbRVuQ+vFVAjXBlf/OEVI2ajylksB4hjYNVLIJ2KG3hXKQ9JVuY0yYBY8Jk6eYhvlCJ5skCiwSDHJTcxYQHAYJ6QsJGZMHWsbAZzRuZl6JpptfU2CdbtafDkUEwsaTuRg3YM2nNVn7ph2Hd3LZC/1T7v20QjEJ7o33ud197MuEs/QzjRpXCb0Zzv0se5aezg3zfXZ/Als2/jdJgLbNjRsATM0nI3zo0hj9FROghEbfxZyxUYgk0aDmGwQ8aGlMUy7PPhCzNia29jZsikUapQA1N16TJwtO1VHYucz1cPXEKVk1bn1kJAiJR917cykg4tNRFoutcZiBxfT/WxclQ7rUxvOPCmk3cnEpHumjaCV3JnJ8fkRzW1Tb+X4TO7H36ukSO8HaFRcO8GbYaLZZyHHsX4UYOf8oiLSbJwhWc+8bqUwbabFZ1PY21Rw2UZiJhdha2HupJCTkYhLx2Wu4x8byMcijVFS6CQYJgGFDaRQ+n5mKCWfGgEWnFuPDqYpbFQXwZGfKLABvwfMkGE2efr5wbq/qqPNNsqmCSnXnbhsJMIAw4SUhW4iCZ3IkEZlp/Lnodpq2PnMShBlEjBb+M0AzcatoFw90HqMO4B5oqQC6WfuOjFjRwfDSIPDIlWw1clrQqLvG5rrTVqkrjnuNJe+l0kxBVB+v2LRZQPfUPU3d8+PTk7HUBt7iinCNkZl6qJ78xEz0d/17axCQIVFc7stptQtnJtFGqOnchIMkyRFcvArOjsAjephQyPAFA5uhz5mevDri1Zm/e4wDO04ega0OVtIIaMKgUUH0weFyxie7BENZzXpaqAppB9EGexnFpOPPuDgFWJixgaiIBf+7wmJZy35aFDVt0llygvWbWg4mQbrfvczP1QqG8hewCyIsknvB7IT3Xa7KbovaFALhna6w+YnADVp1wCMxNRtUp99zE3dU1S7dhp2PrOhr0PzxXURtsm7baSRNkp/DBqjp3ISDBNny9aLQqms+92Q9efOFZq2gOAw2ZDTuiQ24MlGnUzUk4+UAM4OMisMs1BK/gUzVQM4g7VOt1HW1ScwQaTZ2c8odqaLfOxV1rPsLBZYtFPxdC8+XDFw8iI7sxe4mlAefJybNnWUAPeFHGqiWdNfMC4iWUzuG51dHhFpNtY6ur/BPm4h2euDwmUqpm4VpZSZfNT3xQEYCefbTMxEc7uOQXpndtawWpj2UMgx8RdsaIsCpknuUfexrDF6KifBMMvcWqL1EOhjNg7A3IqnxWDCtOOB62qr7U4mZnxeZee2ku9s2aQ8AGbOrZUEoIcWs5TDF7AFwXeffDTRXLERRFVM7cyCU0/u5OjYsY4SZdH/di00bUu00kho2mIgE90//3drdq2hBjJ2WtIPt7P+5KOdwsKwYcNP6Zs7s2Bor3AW3d9X8tEfktucbm7BzjL3FH0qU3ruLORKPLfmnpJ+flkoW6uoS2M6rJ6mqs8GDaREs5dzU9/OijRGT+UkGGZdVCwdBoSKp42KDJDjbCWBjKbItT9aj1HQ2koH68XQFDLR9rFJZUrff9CwoilkLI4a60e5dTCLmHykIB9t2Vm2Y63v5CWdTLy0pDdJPqbszHVLessaaUY0RQsaHOn7Dxo2EjNU4XwbCcCsxhRtS8nHXqLArd4KQET3Ks6dbkJi8m7b0JvMa0Ji89zMR9hGf9dE2JqstQ2xZ8Dsd9tIzJRLAWJ2UjZN0YKuT8nMP7Mi9mwosG0TnZWdhLMcBxjEPyOk0OAxeionwTBxeGy0RQTSjl5+Zd1WhcC1IC1daNpCu24DFEVgqZOJj+5jZsmw+ADUf97R3Pm/u2IjYPbYRtnkN0ef17QzE7qFXacja+6WBRvv00bIEoX12FrXhg5Gr7VuPpIBsINIc41yTd/PpCOV5tylUpBab8fiw8ROc66D9T7ko6bQNFGDQ3P4reqb6Gb5p11rPvNxg2SvteSjCSLNmnB+vNZZe4q/REH8u3VjEFpixnUXyU4nTAo9usmw/KYYNs4PIP1+tQ3mHnUfGzRGSaGTYBhlTy07HSYHkY1NETD83VaEps2cW92KZ4R4MtWD0BV5M0FR2NmQKRoc2rSeOK/mGlFgSuuxmfg0CRy1k49GgUzHVrBOqG5rJkdSz8+ora/HNsqaMHiTrjX1rgMYBP3PSTpIwbpyEGUkcm0hyQ3QUIA2aIp5CA4bnYLMEIDpJLfbuW0jH8302WxRcf2ge02R3Jp7ikm3N/u0a3/dYX0kpHo0+3z/zDUlFbCLFDLfz2xQJN3GXYDZ+2WDHVKkMUoKnQSDVPG0RR8z0f9QrnjGh7kJX961RkA0tw0ER/5hYCsBaAJPti4A7JjWk76fmWCmPmLGSxcVYhtlzeRjD4mXjwrz2ZJe086CICB2CvKHSPNF4VK3MyPatf8kt88AzofQtB3atbnYM6CdKDDRw9M/P6K5zQNmW3bmWmjaHJFmYW4jP8VO8rE3dwaKwlZiJi5WGsQg+nMTElIWaKGm56YNpoRpUkj1zDbofGatmyKBbj5CCg0eo6TQSTCqBoeBDe42AIx7rLaabIx1iwGzcScTT0LT1kQrvaw1oYOLNYqknyAqX4PDXuIzq6rfshS0mjhb9lrS+6luA7291LVjbbyf2UB8EjpnFqVJQnS//ERB3ZKdmSGF9BMF4wZJgujv+ggpahLOBsLW537mOgHYN7fzTo49OzPpGKpL4TIvnKU/rzFMkEK2tEV97qUmc/cQtnrokXSCItPObCS5CYkwwL3mY3J2aSe5Kc0hlO2sKGP0VE6CQanI6AtNG1TBLEOjswLXBFFgpVuP++4WJtBoW/pRRrBRW3OTdBnsHES+2voatwp3rDNjO/l4vNN6rFE9DJArVpLchggOKwkpg4qnvQqzPxi8EcrVFt3CiAasv5+1OyHaGaLmvSSgZnMIE19Bn2KSnttHotkEbVo0dG/6Xq5Rl0bnR+rc1E0+GlCKLCXYE62XVn5hWrsrlJGmqsWzK33/gXNbKOSYFJBs2Rkp7rJUTDGy8VH3sYFj9FROgkHJlBel6pie27nQtKGYYOz3WhET9Cr2bBJMKCPSPCVmAFNHz4Z+FLUSZYE37iH56KtjTvp+RokCS5QiM6SQHf2ozpBgPQxDu0khx52wovv5qzoeD/Qx10nX9L2MaKmqDQMIZ5e1JJxHzUcTf0GdumaQkLLgl4732ZmJmLpjRJrtpi9ZCA7r2lUek/tGSQq9tU7bmdGZ7ZitYCsBaMZWsBPzmcQBtmQkijJGT+UkGEaZW2stT/MdHluHgdkGoV+dMKl49kOEbSQK3Fe3fYk9p++X9bsblirrJhoFNpFCwPB24bY6mSS0UAMxQR8OZtLtTVH7Iz23iUaaZqe59NxmNGBFGLxBxbOVsrNxxbmNKHMe7cw25cFHxdOsK5SFRHPqGQ7zVdLJR9d0C5/7ma3Ep1lCypamULl7f7dFu77OtI6LZ766CgKmiGb9blQAjT7mQ2fGRhyQ/h1G6F5PxRQfSThbNEWfRfGijNFTOQmGURXMloNpABu1rsvgGMZo0qbcuphg1vO2Rusx1/WxhgrzcBiYHERWqo4GToet5OMYKYhyj+CwFzCbV1ttOdaZMHgbUHSDpFCfnVnQesm0M8vObXYC0FIQ5VEbjpIgsaG3kr7/9HktdWYiJLn9nF2WKd8eUJe+GlOUS0HSMdR1goSiu1ikc9NkP7OOUnL8u/ua3QxZ7z6ErWtNIdvIeQ9oOLPicPy8R0LTg8YoKXQSDIqDaStLb9RhwoPwsQ0ooUllPe0A2oEn51f+fGgE+J3bZ7W1O7cFXZ/0/Y8d9T47s5F89JeY8ZHkTjQ4jlNYto2ElEny0ZZopU8oetKR6nhFPnqlFOkHzEEQ5CIK0u+8alWfhHL1QKOyTl1zWzhL3y+7mGLXXxiWYO+kUN66vqE5Cs+HLx4XE22d2XUDG/eZYNdE2JrMnUbY2jizXReQ0vdzrX1oOrctOyvKGD2Vk2D4fFEoLQLt0ZncUqnGSr17DQsee8kRZZG348DJMwnWtfUJTIJ12wGciU6A5iFYLgWITWfY+9WwlHw0CWTqHt9rG21eAb+0Hl/okb6KZ05SqBTo0uZ8QtF9QvBpe6mtufPfL9dCof37mesktyWKvSdkFkBD99or2vmjIJsguXWD9XzKnH3h/Py5xz0E67b20kTkOoN2bY2emfO7m7bs7Hh43ib0Yx/n5og+ljlGT+UkGCYw3bqlTXHMY2WEhGZQnLtUCnrOVg7dwgdU9nhAhVVKtub2CE927OilK+vDnnm6IqOZfDTS67Je8XRfiSIhODwk2G1oIwD5+4p1KLqPYL0bwJkF6+5FxW2dIRQtPtfBevzvpSBKimvP6xMVlt0q3HZixv1a97qVekiw55ybaYSFKkXSQH/wuEg0O36v03P70DPyRfm2leQ2aUJiTyssH6VkK9FM8UtHSaHBY/RUToLhVUTRqDJiW+T6+HP07HVHyqc89IRwLYnwGmzI2kEriUtsSZjVa4Ikx+nwIehne24f0OgxQrDuOjGT/ps1GHwOgsNWdduEduBDI82v3kq011nbS42QxXaSFEODKAfn5rAgynqXu5M0WPfpL5gh0mx0uQtz7cyLgLwljTQj9IhPlJIndFb8nYJAtylG3OwhDIc3IbGGsI2LKR58JJKu6Yg+NnCMnspJMOKX1CRzqx9EmYs9u4b/dzphsmHaE+scDFm1B7/3VxWhCC7bCta9okd8JikcB+sUikncZUZvbnPko1c9I0sIDi9CoTk27gKhlB9EudWD6J/bXyDjRyjUTvIxb1+x3R0pDDG0Y6jtwNEreiQDpVS3tJ9VTVAzlv3SvORjtaKLsE2/q8PeL2vP2yf1mZBo1pcWMEeu+ELYaiO5+3RN8wqGPpDztuMfg2KK9u8uyhg9lZNgHBdIBi9onWzUjC3eeDR3fBhkBzLah5BPWo8RSuk4oAqOj7m18b4OE44rI9afd1Zl3bKYoFkCUDdoJb1fjquObpLcbu0s3d5+eKIgnts98tG+0LQHx5qSkFIO4PISn7YDGcBHgt0fpchnooCE+HSsA5j4Cpb84WhuX8lH92hqk0RBLxmmnNz3icTLK6ZYft6Zc9tiaBidH3bn9qFrWpQxSgqdBIPSwcVe1dFEg8OtU2+rXTeQ72zZSxJE9+tkVTyT5IhyldcrFN3csdZ29PKoazaTj/mCmXZFeIEMeLKlxKdJ+2ifEHzb+gR5VUcrcxsKZqp3RzII1u1Rn00QM3aQKyZIPF/dsMIwtN5FMu/MtjUvkEH5tl44y/eR9M+uLmLGg06ZiY3XLXXDyvXPHATr+ZRvOyg8I9F+H4kCn6hLS3PnJrktFc7KpSDRXHNO+TZI9lpjplDYCsrJx6KMUVLoJBg+ObVGGhyeqFRpZ8Q1hNJJxdPxQWQSrNvqSEURzLSWmDEQE7RX8cwWzLR18APuq2B5lDmrc1PszNJa51EeAPcJKXsUk3w7s2bjlHPTWhA1vGOOLcc6Dw3Xd276olsoz1tJdXKsD6F815PkiIdg3fJe6kPsOS8B2On0ko/OiymWfnO5FCCWjsmd2we1xlKS+3hukZ5G2HqLAyzo2/hGKWWdXbaRWT6KKUUZo6TQSTAoEGEvbcot6wTkHb6VUoCSosgbkKq2Dg1k7FTATDjrx0N3iyJBoymilbYSce7pY733JRcN51PDyZIo7PHYkr5PHFW5u58xrcdCEJVUPHOS+16g6JYcTCP0iCcqbl/y0TEFuVdA0n3eQRDkJti9JpoLeGbnJR+90vstIWzTcw9LkNjTtyFoOHlACtkK1k0TzenPuprbpuhxnpaSrS7E4zmJsP653Xft7NHHRumPQWP0VE6CcTxsyNlOR7s7t58N2UZrwmRD9qRPkJ5j2NzWRPU8agp5aW+bI6aeDhz1k4/+Kp5xZT1XMNOHDsZJqMvQtGhn+XPbScwA+YlP25SiTBi8JQfTpHW1bQrXMDpseo91nYizJa4N9KhZrjs5mgTrtpB44yb7mTX6GEHz0XHy0dbzTt/TOXUt7gTsE63jgaY4npN0Tf+7a02h2M5sxiCuCzmUTnM+EuxJ0nUkND1wjJ7KSTBMNmRr1QmjFoF2oJumWi82YIR5SYq6pcRMEAQe9YxMnFu7GgFeE1KO4eCAATzZ0lr325nbyrpRxdOTrg9gz7k1dvIK5GD2zZ3TydGadpWPyrpBx1DrbZRzknBpFJfWyKd827MzX50cTYL1XoLdEnXN6Nx0S5tzQrv2uJ/lCk1r/+bk3DToNOdT10dbaJqAsLWFkMotDtsspjhGcse/uRMCrZzf7QPdmxRTRkihgWP0VE6CQaFb+GkRaLuqn+dg6guO+YKip+/pOng0CpiTAE5b5NogIWW9OuF+rfMScbYCZsAfZ51GHytOEDXu6XkDBmvdTdhYsTNDGLx2ct+k4mlPMNM88ema8m2zmJKPorDXTji3k6MlEd747PKhh+dVz8iwmGID+ZhLXbN6ZmfPbSsxQ+kYqr2n5J1d6b95a5JgBWFbzpnbjnQGYE751u7C5bM5hEkjEFvnZlHG6KmcBMMIReFJl6G/jbJbh8eW7giQ5tUOqW5bytID+QGFNbQOATaqX9XPrqyHYehAz8itkwdQbNxeZT2385ljcW3AXgLQjA7rx7l1AUX3WvHMoWfaCqKyKp6xMKufiqedZ24aMHuhPDigfOchhewh0kJ0hnZytKVBaB5E+dJIs+MjmSU+7Zyb3Y5vnoopwPCzs2l7rY2S3Hb02fLOLh/UZ6/F4cTGlZFZaV1Tx8kwCrp3JDQ9eIySQifB8FvxNNuYos9qHwbZyRFbbZSBNDzZB3ok+wC2laSI0T/HY4eJtBM0bgk9Uh/SbcFW0Ar4C5gBg8q6AwdzaMXTmmOd/Zv7Opl40hSy42BmVzxtFRUAQsXTUmIGyOjuZ40+5h+llOvQWwzW8/SM7J7Zbvez8bHeeeQ6IRWf2VnBun1tuGzUSvr5aI3cTo4ekUK2tV4y5/YoNG2PDptzdnlNzNgpnPXNnUO71v7dlXIp6bDnnK1goJFmSyqlKGP0VE6Cka54todWoiw51jkHf/pwcl3VtwlFN61O+KSP2dI8aXWyKp6eqo4W7cy4M5PFg98HDN5XZd2k4plU1q3tZz6S3B6rjsdDxdMxFL0PBj8sQWIpSTGW49ym23Vr21leUcFFx5xcyrdF6ppr8eH0/YYmKTzpR4VhaC1RMD6WU0xxcG66PrsAcyquLYQt4J5uTrIzT76hDTvLYwzERWMfZ7bVvTSH8m0L8WnSHGJEH8seo6dyEgwj59ZThSD979ptlHOrQRah6IlTn0P1sOl0uBcATtmZY5rJeMXMwQTcJ4VsiYSm5x5m4y66qLhGKfXBk12LqecE63WLdlbNqerbdG6PC6HpHOSK9l5aSelL1Ic59Zag6LkOfSd1bhaIpuhTaNpXgp3UMdT1uWmzaJez1jZp17mFHIt2ZlxEUp67XAoSBIdrhFRewrXVCRGDfvWR3H4Qzel7DrVxB2e2DzRc3nrbZqaY0K5HSaHBY/RUToJBSgo5fkljh75Sstmu2z0U3bTtqLbgMuCvMpIOyupNTxXPnOdto2NOXmLGhdPhZ25DWLYHBIdt/Y960yD56DjBbjNgzq142tR6MUQpac8dBEEuHN0WFD0frdP7Pq67KdpKhAG9qnWePptdO8uhCiqvdRAExkUNXyjX9GfV5h47Ac5NK+iRnOS+xYLheC4N2M77RSoOKwsfjxv6hl4KZzZjkBPAN3TdHCIMewhbG7+7CGP0VE6Cka545kGj1SuehhuyXdHKPLFnG/DJvE4m9jZkX5z1SilAEFeihgSP9vSM4mDdw8FvStez6GC6ph1Ec5uhlLTf7XIpSPY019W/OJAxQesEgaW91CNN0XUSrm/u3G5YFmzcU0KqmtNNsS+IsiY07ZZqDpgXNGzYWV4izmshx9q5mXN+2Exy5zSHsEvryQ5abaKUesG6Bw1CT4mCPB3APhkJ1wkpB887FzHjEcntQwfQ1u82FZBPf3Y0+sfoqZwEI13xPN5aBCatjMdsonWGUT2iuWdYFDLMTcx4hI1qO9Z9FU/HyZncalDbTveWaO4859be3D5pPb5g8Om5hznWtsRwE6TQcQjJthrIeBQ0z9vPbCKkxnIDCkvdx8pmldaKBeSjaUdDm+fmUBtv2rcz10LTgL/kvmnAbAPJfXwgbN0iswC/GoSmdEFb52YYImnE0Ddv9zeXgkioWHfuvLbwxUvCpe95POoA2kJI5ema2kxyF2WMnspJMrIqnmEY9jRulJMzeYHMVNN+hdlLYiZHaNpum3IzCL7rwDUtJmiri8qwZJRVDafjODliE6Xks+IZd6RxjxQyq6wXLQlnjvi0KADsGIqennv4XtotamjTx/KQphb3M1/dK9P3zENw2EDrmCKFfLzb1kSuU0HUoCYkRQ1ajTWFlPVtgPxEgVUtJU+UvTzKt5M95Timj/lE2Bbpd/fpsw343TbpsEUZo6dykoyeQOr0F6XZTom8KTtb8f2GVt/a9p28vMPXBkqpJzTtviV9zOfNT4ZZED4eG56cSYsJ+tIU8pmYKZoAsCn1wGbycdDcNjuZpIOJLBi8j7VuWmwLn1vxdBBE+UgUGKMulVEz8W8ZVvGM9xo/iRk7iTDAHGFrJ4jKoew56FLkei8dzwnW3SSFhhUV7NmZT5SS1+S+p2C9rznEIDuzqUlneH74pMPaKGgYU7g8IPFsndnp+w2KBdIyKdrIx6KMUVLoJBlZh0H65bHVinJoYsYiHDy3+ta0szEBacTMsE3RTtvR6J7+9IyykEL9WXrtwyCat90J0cqY2wdE2G4XFf+aQl60lDLaGVvtmJMOojKcDj8VT4uJguO4JX2SpLCR3M/YS/sQtp7szMbZlUfFdTJ3TkKqSAEzkB08umjXDQzeS212rzROzHjQPPHpL7jQUsqj4monSCrlUtL5bNC+YkuwH8guIEVzW2wL77FYaXxmF0iDMJ1cG1SYtnl2FWWMkkInycg6iNKddGxpvbSGBOs2q45eD9+x49jpsOjcZjlbfXxeX8G6B9FKJ0KGHh1rL4KZGY6eTd54X4c915V1Q10fm1TB45LqYTVYH466tJl8zOvkaDMRZkxJtbnWHhJSx4X+x4AiUh+SWxmJV0m1Kc8qGBaNPubXR4rR1O71jLKeeacTJno/rud2k6A4DvWjXCBsPSakXBdK8zo52nyvizJGT+YkGVk6M+mAWV1MMOW0ZqFH7EKEh6B1mjYdazMEh4+2o746a8Tz2mgLn3YmBgVRLqq8PqHoeTDdaoE65gDZ2gg2k0KmMHifAvJWYfC5XVTcawr50gtLr4P23OlgPWsvtbqfDdVns0nrydaGcxKse0ApZTVosJl8TDchcZ3kzn/e9ufOD9Ytvl/HGdXdpp0BZoUcq4mZ4xhhG2vIqc6dm5CyTzcflny0G/9kACAsnl1FGaMnc5KMasYhaNXBzAmi7Irq+RMfNu7CVbBD0AQpZMPRqpRLSaJpYPLRY2t2rzDd4+F3O3a20jx97SS3zyAqX4PDXpX3eKBb5HWkskJnyqDDpvd27Xc7qngOD5p9UlKT522jmJIjhOskMeNTGy6Hdu16vb1SuJwk2P2hR4b6hjYD5owGDen1t/PMh8/tpKDh0c78tKTP03x0oEuXg7DV1uJL39N1vFmUMXoyJ8kwgW7acPIq5RIq3cAsy7m1qU/goxJl6nTYTUi5bTsazZ3hYFpszQ7kJAp8ButO0HAeD34v1DU/gUw0tyc789gdyWdL+nzko0Xh4wzx4XTwFgQWhEIzEiRWE2GmtFAPlFSrhZw8yrcDG89CudpA2AKGvqHPJJyHJLcTlJKHRiCmtGurwseOi3bxb+6EGChhkWgKFUhbx2huT9RQmwjb9D1dn5tFGaOk0Ekyqpn0MXuix0A2HN0rfcxjQspFu+6hnZk80y1sJYUyxYcdVDyPZ7FnH6KVdU9Oh81gAsiD4NvvmHNconUcVHpzu0habBiQpcVnO8mdRfWwmRyptwZ32Ot17SxOtzfAL50pWeusJgm2/LMMO3NROBsWrBdV7DmPnumEdj2gYJhGrdhIcvs6s431Jj3Sx3yc2XFnZCu+YcbvjveZIEACGNAcvfcrwz+zAIAoyhg9mZNkZG0QNp08IDuIsgoHz4ARpuf2ok8Qd12z0RY+w+FpdUJ0LLWF75/bbWImfd+BAZyLBEV7cBDlMzFjM3jMcqzTyUfXdmY9+WhQ1bcZTAwNoroOjw8IvlUYvGm11YKjZ5LktlV1zEYK2aRRRb8nDJEIzw6a24emkJNuWD70jDKCdduBTBZCyia6N/3e+KJIDt9THFDsfWgKGXSH9YLkdnB+DJ37OEg+2j2z3TcCydpTemgdSwjbLNp1094eXpQxejInyRjLrHjafVFMtBFso3Uyg3Wr1VYPG7JBYsbW3L6g6ICZ+LANweV0EBVDkQfPXSz0SJadpZ+DdsccIFsvzOa7lb6va8c6r+IZV/5sasN5qXhmBDKtdqfXMceCYx2fm1kNGqyfm5mtde291+l50sMvfcxP1zWbbeGBbBu3mQhL3zfr3LTZ7S09z8C5PaIPrSYKhtD7bRaweslHn+dmRsHQwtyVUoAgo8Ne00VixmcC0AOK3GQ/s1ZMyaKPWU58FmGMnsxJMqoZzq1NygOQnSCxKVppChu1mpDy2UUlA8kAWIZGZwUTPipRDirMwBA7c4BS8qHLkJkAdNTJJDMxY1lTKCtYt/Gb007r8dr5zLVmV79opackty0EhwEaziZlDhgcuFoVms5DPlpMFGTRrlsde23hAc902AxEtc29tFwKMvUm3RQ0/BVTBp1dfQhbi8hiH+dmz8anF85sIk2DIPDf+cwjTXFoQipOhhWtOGw090hTaNgYJYVOkpFVWU+oTNY1ONwmpPIqnnarrR7brWYhZroHQbkUoOJYX8f+YWAgPmwxQQEMgf87gMH76Hxm8rwBDxVPi6gwIO3UD09SWOmwl1Px9KpP4Ik+ZrMDGJCHcrWrxWfm3OrPXSplB1FWiym53cdsJqTyzy7A/T5uPSlksNbW0SOOi0jGjUAcawqlEbau6UyJLpyF9uiAYSHHsp0NLIpb3EtjeYg82rXrxIzt5GO2ndnV4usl94fLlYzoY8OH1Sezb98+3H///Zg9ezZmz56N+++/H/v378+8JgiCgf/3x3/8x8ln7rzzzml//+QnP2nzp5zwwwRSZyt7mrlBWExI9Qfrgw4DP63Zbc+dKVDqrBrk7+DP0kawFUTF3TpcV+CO1w4T1jvmJA6m2yRc+r5ZCSkbTl5exdOm2LNptx6bqMusrjUV60nuLMSMh3PTtmNt5C94sDOL3WMyBUotJ4WMkiO2ko9jGXupI0qRr+YQPs7NTLROGvloEyGVIzRtY5jos9nez7KeuY2Oa3nFlGQ/s0nhynjeADDDBsK2PNzGbdOuTXykEX1s+LD6ZD71qU9h+fLleOSRR/DII49g+fLluP/++zOv2bFjR9///e3f/i2CIMDP/MzP9H3ugQce6PvcX/3VX9n8KSf8MBF79quNoO/kBUFgCMHX/90zTDWFrMDg/W2K2S3pXSHShjuYPmzcJwzerlinv+SjiTaCDUcLMKzq23asM7pIWnXycuzMztz5SCHr1GfHuj7Rff1o8QE5lG+rxZThVV7ATbCeh7C1keT2eXYlQZTjswsw1f+w22nOud6kwVoD7rVebCNsTRKfNgoaQF6CJD437SWa250Q7UGi/Qny0S3qsr8tvFs6rLOzaxD12fJeWoRRsXXj1atX45FHHsGiRYtw8803AwD+5m/+BnPnzsWaNWtw6aWXDrzunHPO6fvv73//+7jrrrvwnve8p+/fZ82aNe2zozF8xBvelNeD30ewXkK91ckW2Hbc3tZ2W3hfCYr0fTOrQUVFKdWzK1E2O4B5ERM0QGbZpjxkJUdsab2Y2LgNBxOIbOitnLmtOnlDKp5TSUcq1w6mXTub0f09UwP1jGwXU0xQSsUq5MS/udmOgqhjEzB2O58ZIJqLenbBs85MxrlpW7S/2Q5RPYYy5UtnJv63SilAyUby0SDJbd83HL6f2Sgq9M/ttrBwrJj6zGr/nhmfm1aLKYN8pO68pcAyQiqL+mxdi899QqoIw1pSaOHChZg9e3aSEAKAW265BbNnz8aCBQuGJoXSY+fOnfjhD3+Iv/u7v5v2t+985zv49re/jbPPPhv33Xcffu/3fg+nnnrqwPvU63XU6/Xkvw8ePAgAaDabaDab1J923Iz4u5v8hvj9O9qY/puP1JvdzwRWnke86RypT5/7aKMFAKgEoZW54w3iyFRj2v1jZ7uMjvrcJXS6c0y/d7PdSdrCB2H+3JR1BoByEN18qtkasNYNAEC1bGmtu+fLIDs72rWziiU7q2bY2VQzsrNyYP4cOXMfPjrAzuIDGPk2Tl3r2M4a7Q7q9UafI5numFOyYOOVxM7a0+596GhkZ+OVkpXnXUn2swE2PmV5P+vOfaQ+fa3jvbRayl9D6loDvUrqoP1sKt5LS/p7aRBGNtzuhJiqN6YH663YzqbbgnSUENlZfYCdHZ7q7meW7GxMwc446wxkn5tT3f+2dW729tLh+1k50N9TYjsDgMNH69OCqJ6d6c9dDrpn9oBz8/BU5D9WK3bWOt5LB9qZbf+slGFnyZ5i69zM8M/iM9vGWqfs7NDROk6d0R8KJXaW4Z9x17qcdW527czaudndtgf6ht29dNy6bzjcxqvWY5DpdtaLQQavJXedASDo9BITh6fqqARjfX/vxSD6+3jiG+bYWavVUp0XyIlBunbmYz87muyl+mt9PA/K77GWFJqcnMRZZ5017d/POussTE5OGt3j7/7u73Dqqafip3/6p/v+/ed//udx0UUX4ZxzzsGqVavw0EMP4eWXX8b8+fMH3ueLX/wiPv/5z0/790cffRSzZs0y+i7H8xj2u9Nj89YAQBlr12/ExMT6vr+t6P5t1+Q2TExsUf9++/aUAJSwdPkKzJp8ue9vm7ZGf1u7ZjUmDryqPne7WQYQ4Mmnn8X6Y3KG+w9Gf3tp8SLsXa077+EmAFTQ7oT41x9OIJ2Mr7ejvwHAU4/PR9UwaW2yzgCwZn+0nrv3HcDExETf3944GM3dnDo67W8aY/22aO71GzdjYmJj39+W74j+tnfXpJW59+6ObGnZyytx6q4V/d9rU/S39WvXYOLIa+pzt+qRLT393HPYfIyd7dkX/W350hdxdN10CPGgYbrWUy0gtqV/nfgR0sWXVgcIw+hvzzz5OGYp7/ZrD0Tr+eb+g9PWc8Nb0fdqN6bs2Nn2aO4Nm7ZgYmJT39+Wdu1s356dVubesyuypeUrX8EZe1f1/W3dxuhvG9a9jompNUb3M11rAGgmdvY8tp7W/7fdXTt7+aUXMWVoZ6ZjKrVn/esPf9S3Z7U7QLsT/e3Zp55Qt7N4z3rzwFvD7axux87W7YjtbCsmJjb3/S22szcN7YyyzgCwezKypZWrXsXEvlf6v9eG2M7WYmLqddJ9TUb9aGRLzz6/CLte6belPW927WzpS6iv17WzSGc3MqAf/OjHOCUVQ3VCoNWJ97Mn8Lax6ddLxqauLe1/6/C09dx6OPpb2GpaWeu1k5Etbd66HRMTW/v+9uKu6G/739xjxcZ37uja2SvTfbC166O/bd6wHhMTb6jPPXU4sqXnFr6Avav7bWnn7uhvq1YsR2nrMtV5Oyk7+9GPH51mS0cb0dwLnn0aq8ez70Vd6y2HorkPHjoybT23H4n+FnRaVtZ6zc6unW3bgYmJbX1/W9y1s7f277VqZ6teXY2Jg/12tqa7n23ZtAETE+vU5z7atbPnFy7Gvtf67WxH185eWbEclW3D7Yy6zgC6HQtjO5uP06r9fz8yFc298LmnsSbHzqgj3rMOHp7u60/Gdha27dhZ15a2bp/u6y/eHf3t4D47drajG1OuXrMWE0f7fbDXu3a2OcfOOGt9PI8jR44Yf5bsvn3uc58bmGBJjyVLlgCINF2OHWEYDvz3QeNv//Zv8fM///OYMWNG378/8MADyf++6qqrcMkll+CGG27A0qVLcd111027z0MPPYQHH3ww+e+DBw/i/PPPx7x583DaaadN+/yJMprNJubPn4+7774bY2PZHtK25zZgYstanH3uO1GrXd33t7WPvwFsWY/3XnQBarXL1b/nY4dXYMWbk7jksitQu/WCvr89vHcp8OYeXPf+a1C7/p3qc3957XN4s34E1998C2668My+v/3+qqeBeh133vFBXHGurh0cbbTxuy8+DgD48Efn4ZTx3qu270gDWPwUAOAnf+K+XI0CyjoDwFmb9uHrq5dgfOYpqNU+2Pe3597YC7zyEs6YfSpqtVuJvyp/7FywCT/YvAZnnXsearVr+v625ZkNwMa1uODd70KtdpX63E8eWYnle3fgvZdejtoHL+z72yPffRnYvRPvv/pK1G55t/rcX1v3PPbsOozrbrwZc9/z9r6//a81zwJHj+JDt83Fde8+PfM+1LVutDr47SWPAQDu+sjdOG1m75q3pprAC08CAH6ydq86PHrZ5v342quLMTZjFmq12/v+tmDdXmDVSzhz9ttQq92mOi8AvPnCZvzfTa9hztnnolZ7f9/ftj0X2dmF50/f6zTGsw+/gpf2bMPFl1yK2of6ac2Pfm8FsHsS77/qCtTmXjDkDtGgrjXQtbOpw7j+xptx68X9dvana54DjhzBHbfdgusvOIP2o3JGo9XBby/u2tlH78bslJ0dqreAF54AAHzsvnvUqXPLt+zHV19ZjOqMmajV7uj726L1bwKrXsQZluzswJIteHjjarz9rHNQq32g72/bn9sIbHwdF74r28446wwAi/7lVSzevRUXvvd9qN11cd/f5v+/kZ1dc+X0M1VjfGPzImw/chDvv/4GfPjSd/T97ctrIzv74K03TztTNcZ/XTwf7U6IO+76MM4+ref7HW20gUXRmfoT9/afqRrjtcm38KerFqI0No5a7c6+vy3fsh9YsRinnTLdBtODu9aHX9qK/7PhVZz5jrNQq/X7sPsWbwHWrcY7z51ugxpj8b+uxgu7t+Ciiy9B7SPv7fvbc//3FWDnNlx52ftQu/M9Q+7AH//P1hew7cgBvP/a6/HRy/uLyH+5YSFw6C3cdvONuP2SOepz/7cl89Fsh7j9zg/j3Nk9O2t3QrQXRkHhffM+ijNPqQ68nrvWa3cewp+sXICgUkWtdlff31ZsPQC8/EKunXFHY/l2fG/9Kpz+9negVru+728HlkR29i5LdrbkB6uxcNcWXDjAzhZ8/xVg0p6dfXPrC9h6OLKzu6/ot7O/3rQQeOst3HrzDfjQ+94x7VruOsfjv734GBqtDm6/8y688/SZyb+HYYjf6NrZvXd/BHPeppsVemPXIfzxigUoDbCzV7YfBF5ehFNnzUCt9iHVeQGg+fIO/MO6lTj97XNQq93Q97eDS7YCb7yKd517Nmq1a9XnXvnj1/HM5Eacf+FFqN3bz0ha+C+vApNbccWll0w7UwH5Wh+vI2ZHmQzyqfrrv/7ruZ2+LrzwQqxYsQI7d+6c9rfdu3fj7LPPzp3n2WefxZo1a/C9730v97PXXXcdxsbGsHbt2oFJofHxcYyPT3/hxsbGCrHwJr9jVjX6e6ODaZ9tdhPnM8YqVp7HjLHIzFrh9Llj2uescTtrMd6dux2Wpt0/ptacMqOqPnep3Hu1OkG57/5h0IWMlgLMGB/scAwapvZ6yozono1WZ9rn22GUgJoxVrbyvGeOR/dstgfYWbzWVUt2Vo3XetDckZGfYs3OokC4jel2FkPRKXZmutaVSq/qdaydtSJ4B4Igmts0GW86ZsV21h5gZ4jtzM5az0rsLJy+1u1o7pmW1npm186aYTB9T+na2axx/bUGenbWGWBnvf1sXP1399tZ/9zteg8i/7aZ4xbtbPpat6zb2fC54+7RM8fN5qb6G/F+1hpwZts+N2ck5+YAG+/+cBt2BkSUhiONNjro38+OpBDwb5s5rt5tLj4364POzW5PlqrhuUld69jOBp2bvbW2e242B5ybvbW2dG5W4nNzup3VLfpn8dzNdmvaXtps9Og0b5s5jrGx7DCJvNYz4rUesKd07cy+fzbg3Ox0z01b/tnY8P2s0WXz2ffPBuxnre6ZnWNn3HhxvFxCo9WZZmdTKSHkyM50f/cpM6KYN9s/s2NnsX/WGrCfxefmDEt2NivezwbFuu3e97Ox1sfroPwWclJozpw5mDMnP2s/d+5cHDhwAIsXL8ZNN90EAHjhhRdw4MAB3HprPkLhG9/4Bq6//nq8//3vz/3sK6+8gmaziXPPPTf/B5ykI67eDlRkty1amSlu50qsM0tgTl90rNxtU95sh9OEQqcsimVG9x0ucj2ViPBaEsLNFAC2K8KbJW431bQ7d5Ywq8254w57kZh6v52lBRS1A/X4vkDe83YvUGp7T8m2M3vCkYBZRyobc6ft7NjfnRYotWpnAwUz7Yqjxs9yKqOTibUOe5lrbVnIPbP7mO3fHSWFpu1nrZ44qnZCCOidiQPPzfi99tCZKXmvbXXrMdjPrPkLY8PPTZuNQIDodx+qT1/v9HexcWZnvVvWn3eWb2jZL52R8X7Zbg5h4hNb8w3HSnhrQBMSnx3AEv/M1n4WdzTMiAPsnV1ZTRLafd9vNKYPa0/m8ssvx7333osHHngAixYtwqJFi/DAAw/gYx/7WJ/I9GWXXYaHH36479qDBw/iH//xH/HLv/zL0+67bt06fOELX8CLL76IjRs3YmJiAj/3cz+Ha6+9Frfdpg8fL8owaU9orUWgSWtd60r0w1vrum5Tbj9B4TE5YuDw2AuYh9u47bmzOj3YdraGHf42W60CZg5m0ZJw0dwGXaEs7aUzTAIKy8HjsevdC5htvVv5Tp7XtvA+7MxB105gWLDuJ4Cz76f09tFj25TbTnJnrbX1syvz3IyDR/fnZu/8cntuxkmCsXKQS+1nzdv9zc12iE7nWDvzV9Bw0TkTGJxgt52kyEzuW+w+Ft138PnlqgNYqxN1cuyb21GH1uy28O7PTdudz4owrD6Z73znO7j66qsxb948zJs3D9dccw3+/u//vu8za9aswYEDB/r+7bvf/S7CMMS/+3f/bto9q9UqHn/8cdxzzz249NJL8ZnPfAbz5s3DY489hnJ51GZu2JiREUS5aAsP5LWkd1uJaqU6gBUtiMpKANoP4LKcDjfV1kyElDU7G3wIhmHowNkaHERZrwYZOJjWnNuMStSUo0RBpo1bcjqSFukZzpa1uccGz227op849K32tGDdWXJkINLUsp2NmbxfdveUrFbhtn/30KSQ5cQMMKiqbzfJnZ2YcTO3H6TQ8ODR9vk1zC+dspzYTz/LYegRH8nHuuXk47DzI/19bL3bWXNbL2ANSUil93AbCNv0Oh47t6t3K8tHsn1mZ7EVRi3phw9r3ccA4Mwzz8S3v/3tzM8c6+QBwK/8yq/gV37lVwZ+/vzzz8fTTz+t8v1OpjGecqyPHdah6JlBlGUo4ZANIu18WZ97WFLIcpKg0e6g0wn72pRbT1BkJqT8JEfSc1urjAypeKa/i21Hb5id2Q6i4kpUuqrqM5ioW7Yzk8q6PaRQ7Nz2z91sd5JqoOu5pywnwmIbCsPo/Ur/PttFhSzatfXkSMZ+5qyQc8xap5Pcts/NYfQx23S9aK5+O7O+p2QUU6as06gMKKm21toEYesYKWQdoZSy33qz02dT9n1Df4yBHlrHw7lpgvi0RZuLCzlD4wC788ZzpYX5fSbhbKN1qkPOLsB+QqoIY/RkTpKRRbewfRhkBVHWq61DYIxOkkIJh/qYLL0j2gEw3dmyT6MangD05eQBDqhUQxBp6f92jUizrUWRfm+G6czYRgoNDCYSRJoH9Ij1BEl21TH9Ge0xY0gizhVlDpgeULhLUAw6u+zO7dO5rQ5JzDTbIULrCNsc+pgl+x4rB4gL9tMo344Snz60Xnrnpj8UxSAkd6ub5LaHZshG2Nqy7z47aw9Dj7j3kazT++NEQZaUg+Wz69hz0wWSe9jctuOuUilI/KRjE1K2KXNJUigrCedBi69h2V8owhg9mZNkzMhECnmE4HtKSMWbgy3eOGBAH3MAgx/GY/aDFLJLH8vWZbCcIBmSpIjfN1u8cSBDG8GlnQ0RU3edhEv/m62ka3YQ5QcplHY4bTt6R6c5t5aD1nIpFay7nTub8mCbwpVB9XCmxTcYRZH+jPYYlgxLHHpLwUQspg5k7GeOE/tAL7DyiR6xjpDKRNi69Q1tF6/67GzIPu5TB9D+2eVDU2gI9blP7NntGWLbztL3Hj63nec9M+vcdCAgD+Scm6Ok0NAxejInychCCjUsZ+mzqB62M7fDq472VeiHVVttO5iVcilJdA1DKVmrimRontimcI1XBgfM6e9jG8ExDCk0Y8wObxzwp41QKZcQ51OnJ6TccNa9oHU8zt2Dog+vMNuysxlD3i/btNAgCIbObb1zpsFa+yimONPiG1JMAex2H4vmdltZB1JaZcPQI9bQBMNpis4aNHg5N4ehdewnH/PszNbZBeQnw/xovcT7uK2zK4s+ZjsGyT4/AJtIoeyElE07y5vbXiKsl4yargPoRovPBwihCGOUFDpJRlbXGr+tdV2hlIZsipYOgr65hyYKLCakhjq3tivr0X2PRRNE38VuFWxmNcPGbTv1Q4J12+1OgfzEp9VKlKe5s9A6tulMJq1e7esyDKn8WayADaeu2Z97GNLVOlrH4Nz00UbZGW1uSDBRLZf6tOqszD2N8uCisj64eOb33LQbPM4cggBMz21P62XIfubSzoaiddzbmf3Ofr39bHqHPbvoERPUpe1k2LCzqxQAFUt2NkxLyYV/Nmxu+12Io/t2wohynB6utPgG+Wcj+lj+GD2Zk2RkoSh8wfk6ndBdJ5MhUHSrQVROwGw1UTAkmLENTzaCCDtGKbVTdmZLZ+Z4DNZtP+/o3jlze6Fb2K6sD36vI30CN3MPq3jaXeshKCUHcw+Do9vex2P7bbYHtfWNA1e7CamBVX1XWnyOtcKiew9BKbXtFq+iubNRl9YKGt37tjohWkN1AH2c2W6QQkcbx+4p9gPmmdUhhRzLNCpgeJLbPlWwF6y3huxntmlUPvSMhmncpN9r+whbtz4S0NtX3NOue/cd5i9Y1+LzgO4twhg9mZNkZFUInLUIHOLkATYTUjn0MavOrR8HMz33sAqBff50Z3olyrIA8Izq4Ipn2u5sO/U+EjPDKr0uElLDNG6s06hStIPOsc6t9ZbCgxNhzXaIjmUR3mFiz1NOqo7Za+3Tzuw1C+jddzidydLc5cHnR//cds/NaWe2g0rrMLq57eIVMDwZZjvR3NeBaghCytbcSXJkgAiv7YTUTINg3dYYFqzbplFlzt207SOlgvUh/oJrwWXAPnJ/uNizi6Jdzrnp4sx2jLBN6wC6FtgehnJNz23z3T7Rx+jJnCTDJ5xvWOY2jd6xrU/gWvMEGM5tdQJPHtpZwzaFq3ffYettncLlUYTXR8AcP/Np1VbLVUdgeELKdneLmWPD7cx2ADcsAdgnwmu94jkErWOzuj2M6uEiyZ2rjWA3ORLN7ZjqMeT8aHfCpMrvutrqBPk4ZO54j5lZwHMz/TyP3cddtes+1r7TSW7bAsDTfrOLRHNybg5Lwlk8N4ck4mxrV6WD9elFJEcFw2PerU4nTPxza8mwPLSOCzS1Y81HIN8ntuUjpXUAp1EkrYMQMmjXMUrJErq3CGOUFDpJRnanINv6BEMcre73KJcCa52ZhqF1YidkRtViIDNkU+w5PC4qnm7hyelDfXglym7Fc5iDWSkFqFhKPs4YNrfDiqeP5OOwjlSuKA9Zc9t6v2YOSQCm/9u+gOOQPcXBWruGokdzD6v02j270mfTsXupdbHnYedH6hnMtJykmHZuxokZB+fmsG6Ktn4zkI9SshW0BkEwnIprO8ldHaxn5CLJPUwH0Pb5AfTOTdfJESCdDBvmG9qzs+T8OjYZZlnWYFhixgVjoHd2+US5uqdIDtcBdJCQGqKT5qtzZhiGvb20Okp9DBujJ3OSjP6k0DEHUTeQnVWtWJl7mLMTB9AzHXRmOjaIclN17KKUpmkEuKisD0Nn2XUwK+VSEkQNTRTYptZ4oOvFwYIPCldeMsyJNsJQCL6duculIEkEDHM6rCcfM5Ij1vQJhjqYDpBCScXTH9Vj2PtlNVEwJDlz1PLcwyrM6WdgW4tv6LlpNSk0BCnU8De3Cx3AvNbVtnVmhqEoos/YRV0OR7naPDezKUU+1tqlPtuwZJgL+lhaWiD9DKxrPnrxDYcUkZx2H3NfMByGqE4K8h66vcVmZ9NfONHHKCl0kowgCIYq8Nt2bodBZY9adnbS9x7mWNsNJrpB6zT0iEP62JCuHnZpJsOoVG7EOqc7mA4OwCE27oLCNbQa5KDL3XAYvIMK3FA6kxuk0HCax/+/vXOPkas87/93ZnZm9uK9eHdt7y4Y2zEGCrb4cWnSkCa4FGhoCWlIIYiohZaipgUaN6A2bZTiVCm0VEkrhUZJJQJUCaKqFNL+EpfEKIRAURt+kBBDU+OAsbn4gm9739m5nN8fM+857zlzZi+23+/x7Hw/EsIs433mnPfyPO9ze92v64a9ESg9hZLLFGqUNdPp0FEwn3Omw1HUsVFpTWBUu7uZqWGPtFmC3mwURCLYC43Lx3iH9cZ6062TO9qfzd7DnQXtGpbDug0gAUn3AWwQRCJmrswV1HBBoxYWZn5nXGZynxK6K94+Y+jshtk6CTiknJ83rab9RSsgH3I+yinUEDmFWoi4KFixXPH7E7hepHXGrWOjuvq7Gx3g3Ecd2+epG2fUMTfOFOI+d8maZ4wbJsKRKGbtNt8B2LCvT4lnWCfSzyhmbVdvAHNrbNmGlj3POBHm+AwOTqbQ3PsZJQW/URlwEplCjmX7N8c0OKy7dMw0OkwwHDPzHdbdPvfcjmZGKS77Nix7LG17gbGfzetgT8DJTcnuTSgrrPq75wsiuS1JBcJzPMggZ5Qfxzt7XTavb7iuCfbZ/IEzl6Vrc89xV2cvuzTM1l/mz9lMClmHN1g2O3ozLUScErQXjas6y44GhyhG1DFJ5dswTZfRfLihscUwbuujYHbJieu00XLFC0WiKI4Z3xHGbVAKJJcODgSKP5GyuZi1PVsOUoRdp8ED4UMUx9nbILJOyBRqVIobyOY7pCjlTDGHqEolcD66Kru2n8keb0aWa6M9hSH7lHRIEed41MntvKynLf4QNUPINJ339kqCk7txzxPuWNuyKcEUsl1azTiryYqZZ25vFUw+U6hRICeZPoDEBttztA1xQS6ThkmgnbHWFyOAtBSQU6iFiOszYxZNOuXuBjCTOVLxwv11mMbtVF0KvvuoY2ejW6EYxm3toBJ97qSyZuw/O5tn2bkjUYk21SNkUTQqrXFpdDRsusw8RFnv3N7bXN+iAoTnNbNpZf1YJ5cpxJnjDXrcMMqZYkqK7P3FWU8hayyn44xbh44w38ndoHTNpROus6HuItgL8+hNSs+uBvsZow9g/H62VEu4jP5I7oKGxjdSEXS2NcftQJqrd263sLD1V+AATCIrjBjIaeCES6IPIEVnm3OAJdvzPOeBHLuZelymkPoJzY2cQi1EXBq8vVBc1Y3bi9C+8YAS+WsQFUky2sqIwM1Xs87uM2P+nGtz1wcjFCFILOKZgANwnognpXwsgX5GcVFm8/5TDp3c2QbN1BlNQhs39nbvAGx0pTAjG65RpJfZG84+oNtOGleGdTodHKLYxq0JaEw1Sv13qrPnjjA7dYbNl/nocn3FNFO3bTVO/w+23kzugobGh3X3gbOg9Dm5hubhYIpVMUC2kzglXI2cI+7nWcMspQRLJCltJGJsldlyBRVCs+e4cx+jZchSQE6hFiKuYSYj/d4+RE0VS4FsQtRxvka4TnsKzWNgujysm2hr4/IxRqZQTGmNQ+VbvdbXRMES6o3QwMBMotE0JVNo3kbT3HdesCKtrpzcQHz6PyVTaJ6bgpK8aY5zgGt0GxYjS6leb7ps9gwEzpk4BzulhKtRxkwCfWYogRxzPXsCmUJ+w2dbb5aCTG5jQ7kgzlZhlj7X30jl3lHQ8PYxRrn5KRdMITkfY2xDZobtbF1/NmYgp0E2dQKOT9d9F23Zdumava9SHJ+hDFv31SFLATmFWojYTCFSnWXcIqVEHRsZmITnbpgGn1A0yO5P4FQZxJTNMRwzgGVkWo5PTgbH3CVcLp1h80a3E2hkyLlSuD4Nnj3P4ntwECL6jSKehEyGuhsNmYfHJBtNh/pHcVLRA/0Vk91LyJiJNrmmyDYBjQSywhoFUxiOgrignb22XDq548qAKSVzDVoLMG4M9TOz6uwzXqlgo72UHkypve9sJoWMQyd3/Bzn6U0gvpl6EpckMOzSRn0AGYHpuD2F1ey5MyZTiFGZshSQU6iFmCviSTNuybL9nkKRSBSndK1RBod7x0y84nff7BmwHAVkxW///pDzkVEyZyJR5QrKcdf6MlJlGzat5DoA7RvA2NlZjJ4MQHyGFLNpZbnuulVmT6EE+hPM0+yZcSNVSHeRoo5mfU3N2hm2vGa0QHxmcRI3GgbZvfwrnKmBnNl6ne1eb8b1M+I5mquyyU37zR7e6La3RG4MZbQWiMs+dJ9pCsRnrnAybK1+kwkFcqIBQ8ZzN8rkZmQKxV1CwkpCiNMh6im0MOQUaiE6svWZK6w6y/g+M7UNmVA+5nmRnhCJpuAzspQaG5gAJw0+lCJMiLTavz+u3ILRkyEqm9poOoFeL/M5HxnPHRfxdH6ImqtEkhTxjJ3j5EwGgFMGHGdY29/D1Q1g9u+eth0zZm251psJBVMaNbn2bwx16JiZL/ORsZ/ZNhKjCa/9u+N6pLnMNAWScxTYmSkh2dQbWuOd3EncfEa9FCM2w9btPMvHznH3erMtk0abmWexl5BwAxr2f1NaOURsQxNkYARTkkhCiC2HJdgpSwE5hVqIrnwyUUdgnjT4BA9RLo3bxreo8NKyQ4q/9szO+xPE3T5GuMkEaNQbwX30zTYqkurL0KgPBrvXi31wZzcyZGUKxa2vaYJjJh+KeNbvpZ2UQyu/rCfWwCQ0ewaspssJRB3jD+vuZafTKf+ds597vsshGMGURjdnUsqZyJkMQHxUn3ELVyqVii1B5pZ8R8t6eFlh9jOXyhWUKsb56D67N5FMIb9pf1xZj+uAYWOna6fLgEaDPoBTxGBKNMPWvAOO7Jiya1ISgjKFFo+cQi1EosZtbBq8e9mNbgpi9jNKopFh55zOEcf9CebKCnOs+OPqmBlX69o3BbGdFI1ucGE22I6LBmXSbuvG4zIKAkPLXeZIVXb9OzeyXRqY9rW+cQ4StpEHcI3b+B4BnGbPIb1J0F1AvIOEMdbA3GubUboWDaYwSvbisw9ZGbaNs1xztEyh+kw85wHDuJuCCNeUJ3nTXCDbft+cYEq83qxljjjeU+J0iMnAdJntWZVdv74Y9kKjPoBmH3cbyKnvXRXOsGVkKdm6i1N2nZTuWgrIKdRCxJWPJdlTiOY1jkkJpxi3MXIBjrEV5ylnGXn5mPRkRsaM/fvjrzzl95lhNGZtmMFBcFLEHaKMgenS2AHiG03TZMfWy7OM21qEu8Q2bhukwfvzzJ3suGt9ac2e/YzPIKDB1l1xGbZJNFOn3Bhq+rOV4vuzMbKU4krscxm3zke/kXuDRtMuiQssMG7CAoK1HVemyMg0LUX6s00RHL5z6a50ilQ2F7OuXdoKQKOMT/dZK0C8DmGMdaM+gFMEvRlvn1mZj+TbSk8N3SW3x1zo7bQQpnzM7o3AqrNM0nMbm0pIVPzTxaDJNas/wVxOOOelNTERAnaj6TjF3+X6sO4bt/W3+zEcM/ZNQZ7nYYrikKp3APrGTp4z1kkYt3EOQIaBCdjGlmVgEsvHCqWKv5/Z88ztHK9/ZlbUsWuODNsksijY2b3sG0PteWTkeZ5HcbDPVT7mOqgQf0kCN7JeiJlnrp3ccT0ImdmHVdlcHRLXn23achK4zOSey0Zi9XoJyS5yAjmxOsTITmCeMbKz4vUmJ8M2rg8graeQr7v4N4Y2O3IKtRBm85lMwLiN7cHBSsGfI3vE7dW6we82Keis/gRx5XqM8hZbdtjIc698gfiIJ0u2/9ylONnuDGt7/QTzrAJz2R5D9kxM1gorY4Z9mLBlx+1nzudZnIOdMMfjrvW1b9uj9OCI60Xh+H3HNe1PVHeRIp5JOaTi+rMVyx5lnsX1Z2PpzfY4vVlg6c36554suG9GW5UdU9ZTdB/IybelYXwv05bzcYrgDIt/3+wALTd4FZadYCAnNsOWs5/FNdh2+dxzZUc5d/bOqbsSyBSSU2hByCnUQnTGHWTo5WMxXmPHxu1c/SgYPYWAYCOerB3eUilWP6M4x4zrjJm5+q2wFBHfUWCUP/tAYR+SzDu3nYFJpcEnUZIaRLdZEc+4dHDXxm19GTBjjsftZ/Zcd/ncQSZD/X7GKh+LC6awIutTMTef0dZXXBDJcd+sqGx7jXPKx+KCKQnqzTzJwR6TudLlOOMz7vDIcIZVm1wb/VXv5GbspWHdRXIAxji5WbZhZ8xeyuoD2Jk1t0hyHVJx+1mpXMFs2X0WYJKZpvmYAG2SFzT4GVK6fWxO5BRqIYxhEdvs2XXU0d8UY/oyON4g5moU6jLqmEmn/AaR/mG9EJR5uEwR7oxRBuxMITsVfZKWKRSjBEnlY3OVFLl87kw6hVwmMs+sFOGMwxThJPsTxDVmZRm3c0aiHMvuijm4Mnq9ZKxm6ka2eeZsxm1T8c6YZ2bpj67cHLqLdosKv6dQ/F5KKmeK6C/zvl3fnDl3MIWVYRuzn7HG2ppnk355C8chFX9hADd7hOXkTrKEK7bRNGk/8/fxQr3ucr2+TDn7ZKHewe5atn/zc83xN2W9e5fv3Ni8cQ5A92Ndk51gy5AkginNjpxCLYTZ+GwvPdsxk+QGwe5PANRHW9mRv1DEs8BRgHM7ZpJzSDkvKYq5UniaFWWOpOC3QgnXXKUeifRIIxn1Zu8w5QaANd5Zxw6pfDhLiXWQ8Z85LluHtKewgwpA/C2SrNvH4nQ2rbl3ZG3bcp3enGmaXJcrKNUi+eyedPYtRaz+bHOWAdP6zNQ7Prsc20nReWb2l1wmTbk5s1j26uZZMs2euY6ZqQScFF1zZdg61pt+hlQh7Hx03lS89k5LFQ+ztX2FNdZ+8KoQp7tISQhF9RRaLHIKtRCxvRESjTomY2AWSFd/xsk2CpDlHJkpBs2H/agjySEVXy/PT8FnZwqZEpeilSLM7gnBKq2x17VpPsxoPAwA+bmylBJowjtFSv/vjDh8mU5uP7BQi7aynJ5mv5wtVfwbXFhZK51xhwlys+dEbl2L7CnUYErEEceWa8v0e+vQssL4fQB9R0GM45NVPmbv46x+RvmIg2Sa5KCwf/9M3WGd3+uFFUyZyzHDysSLc+4719mRzBU7aMeoGIiTzQvkxGVmcWzx2FYpKh+bEzmFWojAuOWWHdi/P9wNnnMVZZA1E446AoETwRXRaCutfjqmyfWk7xzhK35TL+/cwIyRzcoU6sjGK36K7Mjhkd28EQjmGetq9iSN2yRLHqLRVjvC7j76F15fPGdUMJf4suuzLlnNnmMbmid0+xir2TNQv7ZZmVlxzYeDrBWWw7XeOeK+10v9gXmSZKtEWwuUK56vS1iNj6ci9pnzgIbdTD2adZmg7nKdaTpXWQ8tc8UKprBKQ7vy8ZlCrsc6m0n7LSwmyXoz9tZO0j4+Z08hZQrNiZxCLURsb50kG38lVLpm/p3LpNHmMEUYqFfArEwhk4puy6RF9WvG84RVu+1nCjke62VxdePkaJCvfGv/tnv+uKIj4vikRZgt47aupCjB8rFEegrR0rLDpVSspuJAfV8GVtQx15b2e8mY5020Jx39goaY7F7y4dEuLXJ5cyZQ31OI9b7jmsIGusvtnrIsJrLOyrrsiovqk2wVf0+JaSruunwsmj3P0ptx84ydRR4+rHOCdlHdZX8P56W4EcdMoVRBzcfNu8GyWAr9m1HKFJRxRc8BrPfN7+sTf7kQJ7O42ZFTqIWIM27ZqehxWUpJRR3zjg1boD4l3Cgk1yVc6XSq7np2VrPnaN8RwE5F5/Q8iXNIuS4f64ooQft9u0wRBqwDRZ1st8/clkn78yzqKHCekRY5TACBscVqcp3E1dV+plDkfefb0kg7bCoO1OuQadKeUpURH211fpiwmnWaEklWU/HY22NoZXMRx4zVB4Pt5GZF1oG45+YcmP2LQOxeYQXjKEhAb5LeeVR3mWdOOe63AtQ/N+uignjZnD3Fzvb0S77pWa5xQTtOCbKxEewAtety82gWIMtWqMqIBpE4Tm7zvguloD9b4BQiBRXizroqH5sTOYVaiLjyMd9Lzyofqy3MSoXXnyB6BafZmJc5dlAAMeVjJvJH8FbXXevLymSINTBJzQQjBiZznkWNW9b7BoLnHk9A9rIGhrVz49Z632zj1hjWEzEZaayrdaORda6BGT3IECOekZvPWAeZUsXze4QFDinWrZ31UX12du+k5aBw7eSOZkhNkJwjQH3JHs05Unu22XLFbwrL3s/iM2y5Dim7wbXreRa1F5j7mZ/VXNdnhhNMscv0WDqkM+Lsrf6ZFcgJBxXMd2BUDHRFzl5UvRkJItHG2i75NtmmCZaPsfpsNjtyCrUQZhMolj2/WadRhq4dJPW3PATGB0u22ZjGC0WKXKD+qlezMbu+TQSoN6wnSUaeb9yGmsKSsnUiPU/skgfnqdG+cRuNBrmfZ3XRVqrRES+b5XwsWcYt64a9Ze3hZy7ZTcVdX5EeibYy51lXxMHOKh8D6tP/Wdd1278/qr+c344UcYRVKp6/j5s56IpoLz5zaHctFwjWrzlE+IEcguzGZT2Onb2WfqrLunSuu8KZDJ7nBXOcHMhhZcwAga0yMcPVXUC9M4yVdWnP47osJdbtlfaNVKRqhWhQgWkjdUbWFzNoV5cpVODMs1DJdyHi3CeVhdrnTLPGGee+ZkZOoRbC3vzqDD3HC8UYc0ae+Xc2k3KeIrzMV0ThEi7XGxNQ36R0kuQcAWJucCEZHbZxa5QBr3St+vsnImMNhPssuSDaz4j1zIBt1HOjQUB91gy7t44tm3UDWF12lBWRYjVdniIbeUC9Y2aS6CiIGvXjMxzZbZm0Xy7l682a7G7XejP6vonBlKhslkEPBGvIPO8EMZATLZFkOQrCTWEjWZfkfkaFUgW15EtChm20tIZTrleVUdvH6/ouJhdMcf2+0+lU3S2StNLnyB5ernj+RQm8HjdRZy/PRpqaDZ9/GOeAaBCJdeYD6jOLWYGFqO5iBlOaHTmFWohcJo22dLhZ5zjJexo9RNkZSqx+K4FDqmpgdhM2ByPbvGdmD466PjOkfka2cTtRl82QTAlXRzbjvN9KtFlnEgbmRDSLgpqlFCm3cBz5y8QYt0FpaNap7GiU16zvXCbtPDU6auSNGQdFAo4Z8/w97W7fN1Af8aQat40Ma8fvvDvJYEq70V1VfcmMtPpBpBnz3JyMmaqM8D7u680E9lJeplC8gwJg3HzWoLcOIfuwUSDHtROuKrtBhi3lucN26STJ4WsHNDzPC5Vfu95LO6MVA77e5OmuaDCeKdvsKeNJBHIiQSTnwRRLb1YdQrxgSrMjp1ALkUqlQtkjxXLFL7twfaDojhh5ZkNmRB3NBmEOT4kYt77RwTMwjcIx79ooQ0ZkxDZ4qld/cvsTRCPrSaSDm38nUT7GcvYCdnZWsSbbOF3dGzx175yUPdIdmd8suUBwWIpmcCyjOmaSm2dTkbFmOMOivTCSCKaUK8E860ogmGLGnPG+uxscWl07e4Hg+cb8kiJm5ko405VWiltb18Wyh0Kp7L/vfFsaGcfBlPrgFc82jNoLzD0lGsgZI+rNenuBEyiN9mcz8zzXlkbecSZ39IIGVqYpYAdyEphn0UAOUWd3NrCJWZlCQDUwbeS2pd0HU5odvZ0Ww76C024q6FoBB+nJ5apxS4zy+sZtXdTRvewe3zFTVbrMUg8/GhQxthhOCjuDY6ZYQbl296drZWCMW9Os0yj+no4kDC2e7GikdzxB49Z/bmIm3sRMCTPFst/Xx/Vzm2eueNVSPZZRbcsOjDym7HDkj2lYN4q2MhwFDYMpjmXb73XSMm4ZetMcTqMOV0bJQyPZywiOGTOfjExmIMcuM7EzKdzf2hku+WZmUTTSXQz90Sjjk6O7wllKSejsycg8c+4UykbnWVV3Uca6of4gBHIiGc3cLNdGWUp8hxQrmJK3+hlNzJRCZe6ugynNjpxCLYZ9y4RZoO3ZNLKOu+/XGbdEBVhnYBL7E0SjrYGjgPHc4fT/sekiTbadBm8iYOkU75pyoKqIkjis+2m6CcieqIv88Z1hE8QDhd0Lw6wtIGgg6orOXAbGtpgolHzHK7MkNZp16TolGwgOxuMJ7KXRvlncSG9wWA8HU9zuZ/m2jN/PaGKG7RQKZ+sYpy/jfUcDGqYMmfvctczHaeLB1dpLp2oBtKpst3tpWybtR9AnCiXqYT24hetUypghOMNyCcr2M9LKKJQqKJY9iuy2TNoPGI7PlBLJ2vfXNdE+i54DzBxnlnAlYZ/ZpaGzJV4wJZVKhd45M6O52ZFTqMWwD4/MSKtt3I5bxi0jWyfal4F5JX3UsB7zjS2CwRORHUTBuGU9trHj2ksfNW7HqIo/nPrPjPxFr7dl9plJKhUdCBu39oHZdf+oVCoVurmGaXSYzDO/HJboKDCy/T4zRGeYXw6bQLTVHODGZ8LBFNdXGQPhEmTqIaouw5bnAIw6ZuyyOdf01Ols5iEq2M+MfLt3mktsBzu1T1mkFDeRjJlEM2yTsBeqc3nSspFSKU4/I2N/js0UqRlpPZb+qFiluIz33RNp5cDcx7vbk7MXgltao5Up7ueZ3T6D+czNjpxCLYbJEhmbKVINeiDcPDKJ8rHxmWLI6KBGPI2BOc1Tgn6G1EzVS29upOI0hQ2iE6PT5HlmZewk4QgLUmV5DsDgBrBoE0WucVu2bnlgO6SYziggnBnGjL71WE6CUrliZSnxZJt9jGncGtmjU0VqyQNg601uMKUqJ9AhzGvhjYzZcqXWZ4YXTIk2mp4kjnW0D6AfyKFm2IYDGoySh04rE8/XXcTS51LFQ4Fc8h3t4cR0UnS3B2NtfwdKwDA01rxgCmDtpdPFIGOG6Gj2vGrm4Tg1mFLTXdP8YEqgs8MZUgwdYuby6HRw3qQFU+wECGUKLRg5hVqMXhNlnuYvlGCRFsnlY1UZ1SaKFT/iyclSCpeuMQ3MHivaahQBwFUGtmyGsQME4zoeikTxnCPFsoeZYtlyACaZrcNNwTfrGuCW9UyQU9GB8OHRf9/EPSWQzXMUBFlKxsDkHaJ6LdmhPmWEdx7ozQSCKbHZvYQ9xSrBtDOkKHozH4msUzOLA901UyxjtlbywHBSJKk3jZNzzBprTt+RQAY/uzdw7AOgyrZ78ZXKFb/nC1O2XcLFmmfdVqYQcy9tz2b8LPKx6WSylMYSyLDt7Qxkh4IpTL1p2eK0YEpcEoKuo58XOYVaDLNIR6eLVE85EC6l8o08YvNGoLoZGwOAc4ALp8EzM1fsCPOYdWB2fZsIECiiY9NcxwwA9HUGc9xERyjOkVwbzKsdmy5ivMAzMHusQytAbphprWvzzIzbRIBw7xFmyQMQX4rLkJ1rS/s3kFWd+7x5ZusPAORoq627rJIHQmmNb9RPF+nOR1uHMIMp6bTVlyHSrNM10ZLvJHop2c6RVMp9nzLA0ptTRWpQAQD6LB3i603CAS6TTvm22Oh0kRrQiB7WuSVc1rq2SmuYWYBJ9FvpiVlfrMN6jx0UJ+4pdlAhdFspYX3Zumu6WEYtlkJ557a9wLy9EgjOdxOFInWsmx05hVqMUDofeUMONf4iRv6ixu04MWXVlluyruBkRB3tHhzMxpFAYGCOWinCjGcGAkV0bKroOwoYTrh0OhXItp1hBMVvyw2X1riXbcb66NQs1RkFWEbH1Cz1MAGE07L5xq0xrO15xssAnEiwL8PYTNgxwyitORWCKRPkYAoQ1dm8bDj70FqueJZzn6uz7fIWRmlNb5zeJO1ny7sCvTnu2ykke8GWTdQhyztzAKo3MxVKZaoO6eusf2bGpS9A2EZil13bASx2llLgkAqem5lhW/GqDdWTCqaY951OwQ8suZUdOHuTyuRmNzRvduQUajHsDXmUaGjZcsZnShidqspe3snvy3DUyO4i1o3Plv33bf/cJfamaKKOLMeMn60zlUSmUNXQOzbNN3iMkXmM/NzLu6pyZ0sVHJmc9UtrGLLD75vnjAKC9310qkhPEe7vMrJnqTfmAJHMlQQyODyvOt6mTxmlAXDowMw9TPRa2YdsvWnrrmM13dXH0pvWIeroJE+2/W7HrPE2692tbBNMCTJmWPOsL8EM294OW3dx97O+muzRaTuwwJlnxtd3zNIhTIfUsWm+/gjslFnqzZmA7dznBmiBRg4p97LzbWn/op1Rsl0alHCFKwaYwZQkz5tjMyUcq8nuJenNZkZOoRbDNqyPTBYAAANd7g0tIDg8HpmcxZHJWQDBYda9bGNszeKokU00MAHgzaPTAKrlDoxokL8pWlFHnoEZGLd0wzqUPUI2rDvtrBlis85cBtlMVcnvPTIFgHdrTSjCzHbCWY4ZdpZS4JCapZd62L19jKOglzDP7L4Mrx+eBFAtrWHI7vUblJZ83cVw7APhDNsjE1X9MbCMrDenZnFkiqw3rYyCozXZ/QTZ+bZgnu2p7WeseWY3U6cHNIxzZIqfYWvbSPTSNaM3J7k6xM7uffPotF9aw8wUOppA4MzWXUGWK6unkG2XJueQOka0S1OplJ81c2BsBjPFap8yhoPdDiCZcxdjD4/KPkyW7c/xyeDM10848zU7cgq1GL0hp1B1U+zvylNkG+fTkclZqoFpy9k3OuNHRhiyc21pX+GZQxTLOWK/b7ZjJog68g/rdrSVHYELDlFcwzqVSvnvPJhnnGiQHXU0ip9xeKvKDg6tbINnue/kth3snL3Uv4lruojDRvYykuza2L5+qDrPlnfmKH3KbEfYoQkz1pxnthtmsnWXv49P8I1b84yH7UAOSbZ57p8fnABQHQPGrTXmmUeng7FOwjHDd0gF2b10vWllm46Rs02N7L1HqvtZLpNGe9b9PDPraLZUwdvHqgHDvkT0Jjc4bO/jxl5g666x6SIOT5D1ZntYb+YyaWo/o1LFw5tHqw52lu4KmlyXfN3Fmmf91vnnCFlnNzNyCrUYdiphYNxyFFFokbINzNrG/+o7VQMzneI5SAZ92VVlwDLyzDNPF8t4e3QGAO+wbjtmzIbcSxpru17+cO3wOEiO6r9xZBqz5UpNNsfoMIaeOUSx5JqxrniBwbOCJjuIeL4zwXXMBBlSgTOMNc+McfvW0WkUy9XwNsvY6o04hdhRR88D3qhlj/ST0sHDGbZc3dW/LMYxw3JI1WS/eXQKhdotXDRnWG0PMfsZ6333deb8kiKjs1l60w7amUOUyR5yTUhnkw9wxhlyeKLg26U8nV2VveuA0Zs5SjClM5fxS4rYOtvOsD00zh3rXsv5GDhmWDqkansfmZz1M4VYsrtj9CZjnlX7VKUisrmOsFErU4ilu4KARoEeMGxm5BRqMezGrIfZxm1tQR6yFD9rQzYK79Wa8u3rzFEaR9qy/3ffGABgRTdnQ+7KZfyI18/Iso2hNTZdxDtjVcW/kibbchSMV2Wzn3vXwXEA1aas7YSGfkCwjgPjlvPM+baMX6a2yxi3pPdtRzzZBuZyqxz28AQ34mkcXzsPVOdZda2z5ln1nb9Sm2csQ6s9G+xn5hDFzhRKIiMtyPgs+A521gHOzDOjN3NtaUpJKhCs48ApxHHMZNIpf2zZetOeZwdrumtlD0t2kPF5MCG9+do7k/C86hiw7FJfb5J1VyqVsuwFrmz7htZ3yBkzxi55Z6IQBO1Y1Qo12bsOjsPzqiWptPNPRG+y7BQ7i/zntaA4r2WI5RSa4GakGd2VRLuSZkZOoRbDHMwPjhfohygjZ++RKT+6nVQqOsvABILn/tn+qoHJco6kUil/Y6Q7haymlQfGq1lKNKeQyaI4Nu03wqVlzXSEDUzW+waCVN2fkw1MIFjHRjZL8Ru5E4US9tey4VhZSkb2gbEZv0Epy1Gwqses66pTqJ+0hwPAyp72quzafsYaawBYZWTX9jOW7jIH8/GZkl/qwSt9Dg5RplknO9rqO+E6OdHtsOzx0H8ziOpNXkCjuocXShW/NxxbdtXJnUwg55XaWA908YJ2xl54lZytAwQ6xJdNy8yqyql4wO5a9ggrM8vMqQNjM1bpczJ6k1X6DABDvWG9ydzPkrIX+ruqWZflikcP5NiVKeoptHDkFGoxVnTnkU6Z+tKqcctzzFQ3gz2Hq8ZOJzG6bTbB1w9za2qBIDrxxpHq+zaHKgaDfvo/V7ZRBqWK5483y0FinCGv1VL/O3MZyu1IQDDPjGymgWkU3mtkIw8IDhSBgcnrEWBsOrO2WRFPUz5m5GYzKVrfLOMcMQdHVskcAAzVZO9JYC81z83ex7vzbX6GzGvksjkj540j0/BqjXBZvUcGInqTGWk1e4iR3Uc06AeierObozeXWfPMHKJYsu33XallUbCz4ZLQm2ZOJ6k3fdkkGynXFvSzMTqbpTeNg/3AWMEPDtOCKd1RvUkMpnSH9SZTttHZ/liTZGczaX8tmznOuhwiqEyZxeRsNTjMDJ41K3IKtRj2IjWwjVsDyxkF1B+amLKj0R9W9A2oV/SsLIpcW9o/wPmySc99+vKOROQCwOl9yck+LfLcTMN6uDcim/TcmXSq7h2zoo7R9zvQladlUURLSrjZOsnJHorsKax9PJVK+ZFetuzo+2U1XK7KjtoKvAzbqL3AWtdVWeHnZmb3npaQDonqzYGuHG2eRXUXVW/2Jac3RxKUHd3HWbbh4LI8bDXJLLGP6s0kAhqBbOJYJ6S7ANTpTdpFIBFd1ZZOoZsUHG5mnO74f/3Xf41LLrkEnZ2d6OvrW9Df8TwPW7duxcjICDo6OrB582a8/PLLoc8UCgXccccdGBwcRFdXF6655hq8+eabDp5gaTJsLdL2bJrWRDGq6Ef6eBkzK7rDG1FUGbukzsAkZgpFDxSs/gRA2NjqyGYoNy0A1We2bw9hGTsAsLo/auTxlO8Z/Z2h/2Y+95qBsGymo2DNQJf/5zSxR8DgsjzarNRz5qE1mj3APUwk4+wF6g3M6MHGJbbeTKWYvV6yfkPa6PdwzWBUb/by9GZ0TkcP7y5JVG9aDpJUirevtGczoXfO3FNWL4/oLuKesjqqN4myozqb+c7XWnoT4GVRZDPp0Ppi6s2o7mKW2Nc54Ziyu6N6k6dDooGc4R7OPp5vy4TahAz3tdOCds2MU6fQ7OwsrrvuOvzhH/7hgv/Offfdhy9+8Yu4//778dxzz2FoaAhXXHEFxsfH/c9s2bIFjz32GB599FE888wzmJiYwNVXX41yueziMZYctmF9+vJO2kJpz2ZCETemkRdV/NGomEuiip+ZKRR9bqZs27hd2cPLokilUjjdMjKZCvD0iHEbjdC4JOqQGiY6XaNznLm211iyR/o6aD0CMulw9kj0HbgkamCeMcCUHZ5X0T2GKZv7zgPZq7rbkW/jRLfT6VRIXzF1V/SwHs3ocEl0bKPZiC6p15u8vdTeOwe6csiSsnWA8Pgy9ebK7nzI8cl09tbPs+T0JlW2pTOWd2ZpQTsAWGGtJ6b+GOgKbhYE6vc3lySpu4Z6w+spaiu6lR08d3e+DT0dvHlmz63T+3jvu5lxqm0+97nP4U/+5E+wadOmBX3e8zz8wz/8Az7zmc/g2muvxcaNG/Hwww9jamoKjzzyCABgdHQUDzzwAL7whS/g8ssvxwUXXICvf/3r2LFjB5544gmXj7NksLNk1hIPE1V5QXRi7WDXHJ88uaxYlg/dmrKOKDuaRcGUbb/jld15dLfz0v9t43b9imU0uUD44LR+Be99R6OtZxKfO2pcMd951MBk9h6x5zhzbQHAu6x3zHTMLMu3haKtTAMzKisacXbJamtdL8u3UdP/7dLQ6J7uGlveGuL77sq3hSLaVN0VecfvIu7j6wYD2V25TGLBlHclqjd5stPpVOi5mbKjTtak9Ga+LZ1YMIVpiwPAuyx5zL20LZMO2UlM2VH7jCrbcn61pVPUSgl7fa0Z5CUhAGFduXZQTqGFcEoV2O3evRv79+/HlVde6f8sn8/j0ksvxbPPPos/+IM/wPPPP49isRj6zMjICDZu3Ihnn30Wv/Zrv1b3ewuFAgqFgv/fY2PV7u/FYhHFYtHhE7nFfPfFPsN5Q4HSO3e4m/oOzhvpxo9ePwIA+IWhZVTZ61d0Ycdb1bE/e2UnTfZIT6SXUnt6UbKPd5wB4NxVwaZ49iru+z5rpS27iyr7zBVd+MHOdxKRvXagA4dqt7ectch5diJj3ZcP+/gHOjK0516z3HKEreTOszOWB5Goc4e4+9m5Q8vww1eq82zjIvfSExlrADhnqBv/+ephAMB5w7w5PtgZzpAZ7s7SZJ9j7WcbVnahVCpR5ALVsTZsHFn4WJ/oOBt5T9b2s3PJevOcVcvwTu2K8rNX8uZZX3t4PzutJ8ebZ5buWr+yC+VyCQtJRD8ZY71hRXB4YevsMwdt2TwbCQDeNdjpN8Jl2me5dLUH4mypAqBqry1E9skY69V9gd5cvbxjwfPsZLDGyhZh682zV3XhOzuSkf0LQ91+s+fzFrCXnoxxBoDOtmogw9xUuq6/nfbcZ68M1vVpfR1ApYxihTPRbL15Hvu8ObwM//fF6p8Xct48WWN9qrGY5zmlnEL79+8HAKxatSr081WrVmHPnj3+Z3K5HJYvX173GfP3o9x777343Oc+V/fz733ve+jsbH7v4fbt2xf1+WIJ6MlmMF0Guo/sxLZtOx19s3oGJ4FMKoPeHDD2ynPY9ipNNM7vSGEHMviFvgqef+b7PMEANg+n8YN9aXzw9DL+4z/+47h+x2LHGQA8D9jQk8ausTTOyhzEtm3bjkv28TBTAgbyGYwVgeWju7Bt2y6a7OW1edadBSZffR7bXqeJxjnZFP4fMtjQU8GLzz6JF4/jdxzPWAPArwyn8eS+NC4bruDxx49vnh0vZ/WmsWs0hfPzh6jzrFAG+nIZTJaA/jHyPJsCcukMOtuAqVefx7Y9i/8dxzvWGzIp/Gdtnv302R9gB7Fc/vLT0njirTR+JYF5dk5vGv87msbG/BH6POvPZzA6C/SPv4pti1RexzvOANA9XZ1n7RmguOfH2PbWj4/7dy2WszIpPI0M1nV7+N8fPXZkMXMAABOYSURBVIWdxHn2wdNTePzNDN4/VMF3yfNs0/I0dhxN4/z2o4ueZycy1rNlYFVHBodmgFWTr2HbtteO+3ctlq5pIJvOIJ8ByntfxLZ9x6O9jo91XgpABqu7POz6f0/j58R5dtlQdZ5dsrKCJ773+KL+7omMNRDMswuWjVH3s1IFWNGewZECMDy9G9u27abJXjYDdGQyaEsD3psvYtsB3jxbW67OszO6PLz6wtPYvcB5dqLjDACbV6Xw7b0ZvPc45tmJ8n/60/jJkTTe3TtOn2erOjJ4ZwYYntmDbcdjJB0n+UJ1nqVSQPrtHdi2bceC/t7JGOtTiampqQV/NuV55pLThbF169ZYB4vNc889h4svvtj/74ceeghbtmzBsWPH5vx7zz77LN73vvfh7bffxvDwsP/zW2+9FW+88QYef/xxPPLII/jd3/3dUOYPAFxxxRVYv349vvKVr9T93rhModWrV+PQoUPo6emZ8zudyhSLRWzfvh1XXHEFstnFlQUdnpzFbKlCrWE2vH1sGu3ZDDX13/D64Ums6m5HR47TD8LgeR72jc5guHfxzc5OZJwBoFiu4PDkbF3DNwZTsyXMFCuJjPWxqSKymRTtOnqbd8YLWN65+FuCTnSsKxUPBycKWNXN6+FkmCmWMVko0a62tRmbLiKVArU80vDOeAE97W3IL/IGlRMdawDYdXACawc6qX1HgOo8e+XgBM5etYw+z6Zny3jr2DTOXMktrQGAo1OzmCyUF9XX52SMMwDsH5tBWzpFbUZr2HNkCgNdOWrfEaCqN3cfmsLq/g76HC9XPBwcLyzKRjpZY538XppCdztfbx6aKKC3I0sfa8/zcGB8cXrzZI11oVTB2HSR2njYMD5TQsXzaJfN2ByeKKCLePOYzWvvTOK05R3It80/z07WOAPVebbzwATOWrkMaVLvQ0OhWMbeI9PYsIqvN8emizg2XaSWuRsO1rJcF1ICfDLH+lRibGwMg4ODGB0dndfnsehd//bbb8cNN9ww52fWrl272F8LABgaGgJQzQaynUIHDx70s4eGhoYwOzuLo0ePhrKFDh48iEsuuST29+bzeeTz9RMim80uiYE/nucY6kvuudesSE72hqG+xGSvWXFijpHjna/ZLNDZzjc4AKA3m0VvIpKBFb3JzbOR/hOTfSJ70+o83wEHVL9zd0KJlwMJ7uNJjvW5py2f/0OO2LS6PxG52WwWPV18BzcArDyBPeVE7Y3VA8nN8TNXJbWLA2ePJLSfATjjOPfSEx3rVt1Lh5cnJ3v1QFJjDSzrSMY+609wrIcSHOuzR/oW/XdO1nkxSb15bmcyenMgm8VAQvkXpx2HfbZUfAOGxTzLop1Cg4ODGBwcXOxfWxDr1q3D0NAQtm/fjgsuuABA9Qazp556Cn/7t38LALjooouQzWaxfft2XH/99QCAffv24aWXXsJ9993n5HsJIYQQQgghhBBCLDWc5ofu3bsXR44cwd69e1Eul/GTn/wEAHDmmWdi2bJqCts555yDe++9Fx/5yEeQSqWwZcsW3HPPPdiwYQM2bNiAe+65B52dnbjxxhsBAL29vbjllltw5513YmBgAP39/bjrrruwadMmXH755S4fRwghhBBCCCGEEGLJ4NQp9Jd/+Zd4+OGH/f822T9PPvkkNm/eDADYuXMnRkdH/c/86Z/+Kaanp/FHf/RHOHr0KN7znvfge9/7Hrq7u/3P/P3f/z3a2tpw/fXXY3p6Gr/6q7+Khx56CJkMvzZVCCGEEEIIIYQQohlx6hR66KGH8NBDD835mWif61Qqha1bt2Lr1q0N/057ezu+9KUv4Utf+tJJ+JZCCCGEEEIIIYQQrQe3xb8QQgghhBBCCCGEOCWQU0gIIYQQQgghhBCiBZFTSAghhBBCCCGEEKIFkVNICCGEEEIIIYQQogWRU0gIIYQQQgghhBCiBZFTSAghhBBCCCGEEKIFkVNICCGEEEIIIYQQogWRU0gIIYQQQgghhBCiBZFTSAghhBBCCCGEEKIFkVNICCGEEEIIIYQQogWRU0gIIYQQQgghhBCiBZFTSAghhBBCCCGEEKIFkVNICCGEEEIIIYQQogWRU0gIIYQQQgghhBCiBZFTSAghhBBCCCGEEKIFkVNICCGEEEIIIYQQogWRU0gIIYQQQgghhBCiBWlL+gskged5AICxsbGEv8mJUSwWMTU1hbGxMWSz2aS/jnCExrl10Fi3Dhrr1kDj3DporFsHjXVroHFuHZbqWBtfh/F9zEVLOoXGx8cBAKtXr074mwghhBBCCCGEEEKcfMbHx9Hb2zvnZ1LeQlxHS4xKpYK3334b3d3dSKVSSX+d42ZsbAyrV6/GG2+8gZ6enqS/jnCExrl10Fi3Dhrr1kDj3DporFsHjXVroHFuHZbqWHueh/HxcYyMjCCdnrtrUEtmCqXTaZx++ulJf42TRk9Pz5KawCIejXProLFuHTTWrYHGuXXQWLcOGuvWQOPcOizFsZ4vQ8igRtNCCCGEEEIIIYQQLYicQkIIIYQQQgghhBAtiJxCTUw+n8fdd9+NfD6f9FcRDtE4tw4a69ZBY90aaJxbB41166Cxbg00zq2DxrpFG00LIYQQQgghhBBCtDrKFBJCCCGEEEIIIYRoQeQUEkIIIYQQQgghhGhB5BQSQgghhBBCCCGEaEHkFBJCCCGEEEIIIYRoQeQUalK+/OUvY926dWhvb8dFF12Ep59+OumvJE6Ae++9F7/4i7+I7u5urFy5Er/5m7+JnTt3hj5z8803I5VKhf75pV/6pYS+sThetm7dWjeOQ0ND/v/3PA9bt27FyMgIOjo6sHnzZrz88ssJfmNxvKxdu7ZurFOpFG677TYAWtPNyg9/+EN86EMfwsjICFKpFL71rW+F/v9C1nChUMAdd9yBwcFBdHV14ZprrsGbb75JfAqxEOYa62KxiD/7sz/Dpk2b0NXVhZGREfzO7/wO3n777dDv2Lx5c906v+GGG8hPIuZjvnW9kP1a6/rUZ75xjtPZqVQKf/d3f+d/Rmu6OVjI2Ur6OkBOoSbkX/7lX7BlyxZ85jOfwY9//GO8//3vx1VXXYW9e/cm/dXEcfLUU0/htttuw3/9139h+/btKJVKuPLKKzE5ORn63Ac/+EHs27fP/2fbtm0JfWNxIpx33nmhcdyxY4f//+677z588YtfxP3334/nnnsOQ0NDuOKKKzA+Pp7gNxbHw3PPPRca5+3btwMArrvuOv8zWtPNx+TkJM4//3zcf//9sf9/IWt4y5YteOyxx/Doo4/imWeewcTEBK6++mqUy2XWY4gFMNdYT01N4YUXXsBnP/tZvPDCC/jmN7+JV155Bddcc03dZ2+99dbQOv/qV7/K+PpiEcy3roH592ut61Of+cbZHt99+/bha1/7GlKpFD760Y+GPqc1feqzkLOV9LWFJ5qOd7/73d4nPvGJ0M/OOecc79Of/nRC30icbA4ePOgB8J566in/ZzfddJP34Q9/OLkvJU4Kd999t3f++efH/r9KpeINDQ15f/M3f+P/bGZmxuvt7fW+8pWvkL6hcMUnP/lJb/369V6lUvE8T2t6KQDAe+yxx/z/XsgaPnbsmJfNZr1HH33U/8xbb73lpdNp7/HHH6d9d7E4omMdx49+9CMPgLdnzx7/Z5deeqn3yU9+0u2XEyeVuLGeb7/Wum4+FrKmP/zhD3uXXXZZ6Gda081J9GwlfR1GmUJNxuzsLJ5//nlceeWVoZ9feeWVePbZZxP6VuJkMzo6CgDo7+8P/fwHP/gBVq5cibPOOgu33norDh48mMTXEyfIrl27MDIygnXr1uGGG27Aa6+9BgDYvXs39u/fH1rf+Xwel156qdZ3kzM7O4uvf/3r+L3f+z2kUin/51rTS4uFrOHnn38exWIx9JmRkRFs3LhR67zJGR0dRSqVQl9fX+jn3/jGNzA4OIjzzjsPd911lzI/m5S59mut66XHgQMH8J3vfAe33HJL3f/Tmm4+omcr6eswbUl/AbE4Dh06hHK5jFWrVoV+vmrVKuzfvz+hbyVOJp7n4VOf+hR++Zd/GRs3bvR/ftVVV+G6667DmjVrsHv3bnz2s5/FZZddhueffx75fD7BbywWw3ve8x788z//M8466ywcOHAAn//853HJJZfg5Zdf9tdw3Pres2dPEl9XnCS+9a1v4dixY7j55pv9n2lNLz0Wsob379+PXC6H5cuX131Gerx5mZmZwac//WnceOON6Onp8X/+8Y9/HOvWrcPQ0BBeeukl/Pmf/zlefPFFv5xUNAfz7dda10uPhx9+GN3d3bj22mtDP9eabj7izlbS12HkFGpS7EgzUJ3s0Z+J5uT222/HT3/6UzzzzDOhn3/sYx/z/7xx40ZcfPHFWLNmDb7zne/UKSxx6nLVVVf5f960aRPe+973Yv369Xj44Yf9ppVa30uPBx54AFdddRVGRkb8n2lNL12OZw1rnTcvxWIRN9xwAyqVCr785S+H/t+tt97q/3njxo3YsGEDLr74Yrzwwgu48MIL2V9VHCfHu19rXTcvX/va1/Dxj38c7e3toZ9rTTcfjc5WgPS1QeVjTcbg4CAymUydd/LgwYN1nk7RfNxxxx3493//dzz55JM4/fTT5/zs8PAw1qxZg127dpG+nXBBV1cXNm3ahF27dvm3kGl9Ly327NmDJ554Ar//+78/5+e0ppufhazhoaEhzM7O4ujRow0/I5qHYrGI66+/Hrt378b27dtDWUJxXHjhhchms1rnTU50v9a6Xlo8/fTT2Llz57x6G9CaPtVpdLaSvg4jp1CTkcvlcNFFF9WlKG7fvh2XXHJJQt9KnCie5+H222/HN7/5TXz/+9/HunXr5v07hw8fxhtvvIHh4WHCNxSuKBQK+NnPfobh4WE/Hdle37Ozs3jqqae0vpuYBx98ECtXrsRv/MZvzPk5renmZyFr+KKLLkI2mw19Zt++fXjppZe0zpsM4xDatWsXnnjiCQwMDMz7d15++WUUi0Wt8yYnul9rXS8tHnjgAVx00UU4//zz5/2s1vSpyXxnK+nrMCofa0I+9alP4bd/+7dx8cUX473vfS/+6Z/+CXv37sUnPvGJpL+aOE5uu+02PPLII/i3f/s3dHd3+17r3t5edHR0YGJiAlu3bsVHP/pRDA8P4/XXX8df/MVfYHBwEB/5yEcS/vZiMdx111340Ic+hDPOOAMHDx7E5z//eYyNjeGmm25CKpXCli1bcM8992DDhg3YsGED7rnnHnR2duLGG29M+quL46BSqeDBBx/ETTfdhLa2QOVqTTcvExMT+PnPf+7/9+7du/GTn/wE/f39OOOMM+Zdw729vbjllltw5513YmBgAP39/bjrrruwadMmXH755Uk9lohhrrEeGRnBb/3Wb+GFF17At7/9bZTLZV939/f3I5fL4dVXX8U3vvEN/Pqv/zoGBwfxP//zP7jzzjtxwQUX4H3ve19SjyVimGus+/v7592vta6bg/n2bwAYGxvDv/7rv+ILX/hC3d/Xmm4e5jtbLcTmbql1ndCtZ+IE+cd//EdvzZo1Xi6X8y688MLQ1eWi+QAQ+8+DDz7oeZ7nTU1NeVdeeaW3YsUKL5vNemeccYZ30003eXv37k32i4tF87GPfcwbHh72stmsNzIy4l177bXeyy+/7P//SqXi3X333d7Q0JCXz+e9D3zgA96OHTsS/MbiRPjud7/rAfB27twZ+rnWdPPy5JNPxu7XN910k+d5C1vD09PT3u233+719/d7HR0d3tVXX62xPwWZa6x3797dUHc/+eSTnud53t69e70PfOADXn9/v5fL5bz169d7f/zHf+wdPnw42QcTdcw11gvdr7WuT33m2789z/O++tWveh0dHd6xY8fq/r7WdPMw39nK86SvbVKe53kOfU5CCCGEEEIIIYQQ4hREPYWEEEIIIYQQQgghWhA5hYQQQgghhBBCCCFaEDmFhBBCCCGEEEIIIVoQOYWEEEIIIYQQQgghWhA5hYQQQgghhBBCCCFaEDmFhBBCCCGEEEIIIVoQOYWEEEIIIYQQQgghWhA5hYQQQgghhBBCCCFaEDmFhBBCCCGEEEIIIVoQOYWEEEIIIRyyefNmbNmyJemvIYQQQghRh5xCQgghhBBCCCGEEC1IyvM8L+kvIYQQQgixFLn55pvx8MMPh362e/durF27NpkvJIQQQghhIaeQEEIIIYQjRkdHcdVVV2Hjxo34q7/6KwDAihUrkMlkEv5mQgghhBBAW9JfQAghhBBiqdLb24tcLofOzk4MDQ0l/XWEEEIIIUKop5AQQgghhBBCCCFECyKnkBBCCCGEEEIIIUQLIqeQEEIIIYRDcrkcyuVy0l9DCCGEEKIOOYWEEEIIIRyydu1a/Pd//zdef/11HDp0CJVKJemvJIQQQggBQE4hIYQQQgin3HXXXchkMjj33HOxYsUK7N27N+mvJIQQQggBQFfSCyGEEEIIIYQQQrQkyhQSQgghhBBCCCGEaEHkFBJCCCGEEEIIIYRoQeQUEkIIIYQQQgghhGhB5BQSQgghhBBCCCGEaEHkFBJCCCGEEEIIIYRoQeQUEkIIIYQQQgghhGhB5BQSQgghhBBCCCGEaEHkFBJCCCGEEEIIIYRoQeQUEkIIIYQQQgghhGhB5BQSQgghhBBCCCGEaEHkFBJCCCGEEEIIIYRoQf4/bb1OE52W/koAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D = 0.\n",
    "\n",
    "periods = 32\n",
    "b = 2 * pi * periods\n",
    "\n",
    "# Note: In the notes on systems, the second order 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 = stepsperperiod * periods\n",
    "\n",
    "# We need U_1, and get it with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only one step is needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_1step, U_1step) = nm.rungekutta_system(f_mass_spring, a, a+h, U_0, 1)\n",
    "U_1 = U_1step[-1]\n",
    "(t, U) = leapfrog(f_mass_spring, a, b, U_0, U_1, n)\n",
    "\n",
    "y = U[:,0]\n",
    "Dy = U[:,1]\n",
    "\n",
    "figure(figsize=[14,7])\n",
    "title(f\"y with {K/M=}, {D=} by leap-frog with {periods} periods, {stepsperperiod} steps per period\")\n",
    "plot(t, y, label=\"y\")\n",
    "xlabel(\"t\")\n",
    "grid(True)\n",
    "\n",
    "figure(figsize=[8,8])  # Make axes equal length; orbits should be circular or \"circular spirals\"\n",
    "title(f\"The orbits of the mass-spring system, {K/M=}, {D=} by leap-frog with {periods} periods, {stepsperperiod} steps per period\")\n",
    "plot(y, Dy)\n",
    "xlabel(\"y\")\n",
    "ylabel(\"dy/dt\")\n",
    "plot(y[0], Dy[0], \"g*\", label=\"start\")\n",
    "plot(y[-1], Dy[-1], \"r*\", label=\"end\")\n",
    "legend()\n",
    "grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### But with damping, things eventually go wrong!\n",
    "\n",
    "This is an example in **instability**: reducing the step-size only postpones the problem, but does not avoid it.\n",
    "\n",
    "In future sections it will be seen that the leap-frog method is stable (and a good choice) for \"conservative\" systems like the undamped mass-spring system, but unstable otherwise, such as for the damped case."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 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 = 0.1\n",
    "\n",
    "periods = 32\n",
    "b = 2 * pi * periods\n",
    "\n",
    "# Note: In the notes on systems, the second order 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 = stepsperperiod * periods\n",
    "\n",
    "# We need U_1, and get it with the Runge-Kutta method;\n",
    "# this is overkill for accuracy, but since only one step is needed, the time cost is negligible.\n",
    "h = (b-a)/n\n",
    "(t_1step, U_1step) = nm.rungekutta_system(f_mass_spring, a, a+h, U_0, 1)\n",
    "U_1 = U_1step[-1]\n",
    "(t, U) = leapfrog(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=[14,7])\n",
    "title(f\"y with {K/M=}, {D=} by leap-frog with {periods} periods, {stepsperperiod} steps per period\")\n",
    "plot(t, y, label=\"y\")\n",
    "xlabel(\"t\")\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)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
