{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linear Systems\n",
    "\n",
    "Solving linear systems of the form\n",
    "$$\n",
    "A \\mathbf{x} = \\mathbf{b}\n",
    "$$\n",
    "\n",
    "where $A$ is symmetric positive definite is arguably one of the most fundamental computations in statistics, machine learning and scientific computation at large. Many problems can be reduced to the solution of one or many (large-scale) linear systems. Some examples include least-squares regression, kernel methods, second-order optimization, quadratic programming, Kalman filtering, linear differential equations and all Gaussian (process) inference. Here, we will solve such a system using a *probabilistic linear solver*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "# Make inline plots vector graphics instead of raster graphics\n",
    "%matplotlib inline\n",
    "from IPython.display import set_matplotlib_formats\n",
    "set_matplotlib_formats('pdf', 'svg')\n",
    "\n",
    "# Plotting\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('../probnum.mplstyle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We begin by creating a random linear system with a symmetric positive definite matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Matrix condition: 24.41\n",
      "Eigenvalues: [ 0.48580904  0.62514308  0.66439741  0.74364588  0.81083848  0.88649772\n",
      "  0.93374348  0.96332293  1.05955777  1.08313283  1.11218398  1.15148682\n",
      "  1.23840697  1.29970523  1.34782754  1.3878893   1.41444441  1.44963539\n",
      "  1.58797406  1.73183581  1.86035582  2.8468586   5.20830562  8.87735305\n",
      " 11.86101539]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy.sparse import diags\n",
    "\n",
    "# Random linear system\n",
    "np.random.seed(42)\n",
    "n = 25\n",
    "k = 10\n",
    "A = diags(np.concatenate([np.arange(1, k + 1), np.arange(k + 1, 0, step=-1)]), \n",
    "          np.arange(-k, k + 1), shape=(n, n)).toarray()\n",
    "A += np.random.normal(size=(n, n))\n",
    "A = 0.5 * (A + A.T) + 10 * np.eye(n) # Symmetrize and make diagonally dominant\n",
    "A /= k\n",
    "b = np.random.normal(size=(n, 1))\n",
    "\n",
    "print(\"Matrix condition: {:.2f}\".format(np.linalg.cond(A)))\n",
    "print(\"Eigenvalues: {}\".format(np.linalg.eigvalsh(A)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 750x525 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot linear system\n",
    "fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(5, 3.5), sharey=True, squeeze=False,\n",
    "                        gridspec_kw={'width_ratios': [4, .25, .25, .25]})\n",
    "\n",
    "vmax = np.abs(np.max(np.hstack([A, b])))\n",
    "vmin = -vmax\n",
    "axes[0, 0].imshow(A, cmap=\"bwr\", vmin=vmin, vmax=vmax)\n",
    "axes[0, 0].set_title(\"$A$\", fontsize=24)\n",
    "axes[0, 1].text(.5, A.shape[0]/2, \"$\\\\bm{x}$\", va='center', ha='center', fontsize=32)\n",
    "axes[0, 1].axis(\"off\")\n",
    "axes[0, 2].text(.5, A.shape[0]/2, \"$=$\", va='center', ha='center', fontsize=32)\n",
    "axes[0, 2].axis(\"off\")\n",
    "axes[0, 3].imshow(b, cmap=\"bwr\", vmin=vmin, vmax=vmax)\n",
    "axes[0, 3].set_title(\"$\\\\bm{b}$\", fontsize=24)\n",
    "for ax in axes[0, :]:\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prior Information\n",
    "\n",
    "We might have access to prior information about the inverse of $A$. Suppose we know something about the eigenvalue structure of $H=A^{-1}$. This is for example the case for Gram matrices generated by a specific kernel. In this case we assume that the average eigenvalue of the inverse is $\\bar{\\sigma}=\\text{avg}(\\sigma(H)) \\approx 0.6$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8613579955299339\n"
     ]
    }
   ],
   "source": [
    "# Average eigenvalue of inverse\n",
    "print(np.mean(1 / np.linalg.eigvalsh(A)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prior information is encoded in random variables modelling $A$ and $H$. Here, we will use our prior information about the spectrum by providing a prior mean for the inverse of the form $H_0 = \\operatorname{diag}(\\bar{\\sigma})$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from probnum import random_variables as rvs\n",
    "from probnum.linalg.linops import Identity, ScalarMult, SymmetricKronecker\n",
    "from probnum.linalg import problinsolve\n",
    "\n",
    "# Prior distribution on A\n",
    "W0H = Identity(n)\n",
    "covA = SymmetricKronecker(W0H)\n",
    "Ainv0 = rvs.Normal(mean=ScalarMult((n, n), scalar=.6), cov=covA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Probabilistic Linear Solvers\n",
    "\n",
    "We now use a *probabilistic linear solver*, taking into account the prior information we just specified, to solve the linear system. The algorithm iteratively chooses *actions* $\\mathbf{s}$ and makes linear *observations* $\\mathbf{y}=A \\mathbf{s}$ to update its belief over the solution, the matrix and its inverse."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'iter': 6, 'maxiter': 6, 'resid_l2norm': 0.03832436409870799, 'trace_sol_cov': 36.306824222845954, 'conv_crit': 'maxiter', 'rel_cond': None}\n",
      "<(25, 25) Normal with dtype=float64>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " /Users/marvin/MoML/Programming/probnum/src/probnum/linalg/linearsolvers/matrixbased.py:563: UserWarning:Iteration terminated. Solver reached the maximum number of iterations.\n"
     ]
    }
   ],
   "source": [
    "# Probabilistic linear solver\n",
    "x, Ahat, Ainv, info = problinsolve(A=A, b=b, Ainv0=Ainv0, maxiter=6)\n",
    "print(info)\n",
    "print(Ainv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Numerical Uncertainty\n",
    "\n",
    "The solver returns random variables $\\mathsf{x}$, $\\mathsf{A}$ and $\\mathsf{H}$, which quantify numerical uncertainty in the solution, the linear operator itself and the estimate of the inverse. For illustration we stopped the solver early after $k=6$ iterations. We plot means and samples from the resulting distributions of $\\mathsf{A}$ and $\\mathsf{H}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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ivP4E5an84JEJL0K6vYshN73WFP9f8dLpYCiJzhXRA8YvvZfHreZAElM7AvNh7oQPKxj7USrEaIa6cLrUMVoTN++429g3itezbpucNnR4twG2gJwzdLJ4QvBHkbSmbZgwbTLKJXCfth56BKajbqKzuozG8C1MmGXEuWhDOP6l+4puxOe++fmelK7OBPajTLn2Eq6iYCx8bA9ZsrT+6B/TZ+RhKvletOr2zwQy7dtrX6pYnB7mtyywamtHMDqacTDsA8omM+9wl6SiKpdD7tlIk0mv+NtNNiZ4ghmISEtjZUziqrZLUY4YbrjOc+qZpaGYo7jx0TmlvgXzs//G0j5wGu4tH3NWT1adSn/Ly7r80ypQqSb9HWe5AtFi4rc8jdISynCSkEgu6T6GK1gHZssFrYjp1p4tyzFT44YMCvvpzNtnk4dK43fxJJnPFMZsLjFiKuiGTb3LaF1r2AraO19DC7lJBmxjviJY2EFy/D2oTREMRGIHa/miLOlI9uYzoxaD7vhjFobmUL5827yBmTO1+UEAfT5jaxipt2Gu3icr+52CmIJReWHdeI3HFI2gNXrzbcVg4VVjAD6fFoaeYgsGP/EPepae46hTCgZE5ivlL/r539Oc1F8kHYRJ+ZGgdz2X0SHFzaBlG53wRSt7w0Qro+NCfZu9ViRrAIwuuc5Ft0mX9tg05lxnaDafHKCrTXl7Hz/utnfFmDn/bqG1R/UDnvtBXYatHUzMqAGvh7L378+4jGog0XzuGNlIHYF2np/DHmNmY2/zu60m1Nf5Mtsz/cp/dknCMhLihrT1HTMZH84WovFMryqom2oBYVV/VBgfb7RNRZ5BZ+XRp2tkdhVkKBX6EKWNJ1mJ8DyDqxNDWgF7uS6b49Y28BCIKtMF8ny/jJozUYDbfic4Xq1Pn/h+PkXQUvuqEqciFF6RDJpymsls9VVvPNWp2xAmhl/PWZNYXH5brba0nKw/qrvN63Ok3P45+5z3Mw3+CwfNo8Jh1oLaX2qDI81mv0xdgN4qovm6fnQdCaK/UI6giBHcjsJsubr/OfST2qKOfCKPMRjt1WUYcoymsR5vJXOeTQ/6yWnvzpBfwZBhd4c8ZwJ3mxCWDCFL+ZB5IQHt+VQKGCDSgQnjLN251BEvNDxopHeKg/RK8eym4LRs3y6LNW43g7Rw1ICNvsqLo9w9XkIhg60KmkMDsT2LdHqje3s8MfMjHWXbHHwua0TKzQX9F7ao69ff3ZcD0WjpOZ7Vle2UNY1oWWLG2oi/yABfXHJSahq8zPhYqDVIod1EbfI9N33MD+eVa9ptbJLsXiMmQ4MMWgSvDJWZSPEKr6ZMGK6iEFi/DlySy01vL8hx3M1dGwjUzwbMgFyHdnOq6kQ/0xQLuxGYvFT4NmAkEjp/N/Zy/lWeaOBRH5xLM3hFQpP5TKbQY/LCgsQhYRtzIRVvFkAdZsHnxKjBD/fWcNUHtRsOlaPN96WXU2CM/HjmjAntZPuODuOMB7v5uJISe5S5ctWvFE8i9N7fTFAuMj9NE866ip3rqE3WX7grkArugb52UL+4JuPE36GrCdZ3AMjMDXbPIyiFZWyqEp3dtiyGWkuMbvvq2WnNX8WMJcc7Mj43aqvUsSqo+DjD3Mhkblx4yVeU6Hc+/gtb/dPdGiUwZKPs8FdtskOT+yxy4wy+gl86J22sr/I7n5u0g47jOtI3ZMGSymWV43yBUDb1vqDj0/3XH+jQuFAZqWg5atnYwelXUHzVqC8rmcbTdFkJS1uKAdHpq86t7WiTI5SI6Be/t51/s+7zocfsW5XutfT1b4Ut/cxjSXbSBNGpPNdeDe/Xl+EKf25XO8eDDh1OG39sIUf5dsPvTfI39KNR4kI06bn3fHFzTrFauL2A2YaOC9WhHGCwaKvX9symic2wYMhAeTNzuSYWVdoPkU/Mh8bdOH4z1WNusJaBfW1vVTuapOhdoj9PJ8bREZ/gtFIOvUUPWVO9qx8RbGtYS1UUW3Z42avspFU6TzqHhCdyEpxeM/wBdrMyJ3HnWq4VX5nFmRyAsuMgF6G8MHdr+qosbDEtUEVBov5ri8/rprL9XPnhFHQWAy33DNQbJcUg2hxPin23ijsP8U0nNhEoxTYVsnZfC/PGxBFa0uvrH9/ghUIKNK6oPCjGatA/6Oz3JV7RXoxXb6P5OfmyDqeJ/2pPzheTqa9Hb1FDxq0fsfbslmPE9s2YL0tgLkUTfYGNvV651dJtA0TMbgLtuHfyn15sPpuUOSMvvWOQUZP8PfJDxpPAy9EGFyEz4gOrPFUEHG8fK4jVtisx8cXNEO8HnJdrY3iSrP4oz3eWzR25xE4zulXSuQFtNa0FFtVsnlB2fVLfnHWg9WQ+C4zSkfkPm+JTf2rpDwxM+XXcG00xuyRmsQoK4SOfJcs+uHD3bIVL+sxlUGDcFbsUorhJwJflxghH0guQjDbsZSAXYgoEBQ69nBUS64kpKnHYNhXJKx5UNuycNY6zrn3OpJWqnYEUOTuVhp+1JO4SZHchrG1fFnjfWolZOjwoPmVOuI4aohVfWdxsQCByRChn4Jokp3skG17M2FgusHjvEKDh6HrQx8K4pggfyI5Gfc8W+3KP8v0vHzHReY40OP2xXFLnL8trJws6vkoUutjJMa8zC4Qx+fxRHdCt/BHL5lg47nCjecu5mbwYxeeqOuwxuspgEy3mCIQyVW5j3RvjN2HLvxxN781WyU7Mx62hIKS+zokpl5NUijUR+jjKagNtyia3Uv9MdOFeTgGWIlzE4ZoLoaNsYlRDuYOxdWBfjr2nh5in4jC2HAGTf4w3vGZQfIeVJmLBcGOKv3eD1GvYesuxWSycrg81pAMFts3lbJf7tYCneRelM2qBowoAsWE9rFCs/iL9B5r3jb6NqM+IiNBRYiFzMC6q+l6MokbfudVYS4sgZ54yzcvVMNy92or0G/kdd1xi+YXZLL3KUZKc+1W0/IbJ9A9aryXz+ZnQZxxAFhsvD4eyUXxWgEHQec4XTdLMwFfuOzayeuvw3M+vkPKyejOqF8Wd5jGHjr86Y2B1zuFowqQeL1MmnpO5615yCjUL/upgDDW8UxsOj3id2zBQdAOIDt56NiNR8SEJ/H1iSLDXg0sg9avc9t7HTFWiPjW34K6xXis9ADrCgqJlWcB7SUpi63M+Rm0duNyTr8NAZpARejPZr2R27j40G6kmTzS6EEzCLyBE7cK5ifljHJFPacHH98Lkjj/myQ3e7hCb3Q2aDCSG1orbV4CBQX0V6ulufNc22INSxQLoFAamxiZY6D6paliaq2/kWLcUO8b5GJnSlRxNPrk4fOj5id6hjyvpy48L8LMMdnfoa3n5EUZ/EdVYZanYmGnV0HXXYnuyiW8Iv0ya8fQTPHLBR8M1Op1lokrU+j509haqmBoGbbDfdYybFuuiEW+jiuzWvWRWzYDzGbV18mvKDJ4cxQbnAJRO9VOHvJRd31lM9189aX2jb6LrndxSYOu4c51dmjvTKDJ22got4IC7/ZzfP5h7l94F5NEPzd3L5wjsNvDtDdS5QCmhMr7wtIKZeStTLQR/n7yfzYUTkzStHoF3XtijXu2UjlDL4Ne7UOe6FwBeHISR7kV1qTNCKfTT7S1kuDaDZUdjnTdioJxxlPHWjMnDiUUkNA589l774qO4hQ8WkiM5wZBGsL8vs4me7HicMrTcMpeeYaS0RJYNuVsM/LdgnR/fatOAN9m7zBXjUz7W3MS6k992zNrMmmdGvnfNBBBHit7eiUeu2yjRm0j5HARQB+CahatyNQLrwbLqnIsGn+HhNaodTvRV5cWnAkiTi0olqNPwhEosFiKqClITSnh1Ja/lLTcJe5NH5hrKGYhOkPy1YvjYasYlb6dwa3xvq9XCRJTfr5GC2AgAUkQKzvFVLPqwefWXz042szeM1p9JdjInVlE9j7dD7m80pkiG5WZi+y2bJutasbn2lkqPiyADlzKqNkAY1iPtU7ZaRu8a2usegHXGUp7sLork7zub69t9LrhxT9VvL1qo1LQuvwuWel0Rhw16SoIBnbQ0qdquJS6ZCblhrJ4SzUh1PIPoSHy5cwLlcRL5H0lWK6BkA34S2Jbp5ANl/GhKR0rrJs06m8vRqVBuiSwM343qHb5dXKEeZ5q4QylZBALg+ea9Ll8M5YF+rZhmzJKPeTbqVCkUw7blvRu88QrKvO1/rhnNgYzT+3ktUjPOAMP/c+tOdbQUfUbRIKIg1qGEpEbiWaEWsnd5AeP2yKsFac9EycHJpToH7tnySz0Kt1QkZqXJ/W85tbmgwtwq2oWoeOSVg9n4Vy2EMNal2jZoAd6WWKS/hE24y/DyPzi2v3ZLO06iQwNgdkQDFwdkx95EZt6BqowsWqyslthLPtFGB9hD6/Imf6nlKsMOnHfVJWAuCenUBiepCq9yeCN+zYMjV+wCHmQOtG5mYftTh37GyZ47ifmEVgiMCzNjtzEbRUjpdwkptswujQ3Tc09r2VoXoY74ZYa+WM9h4uv1GQtqFzFg0dwtFD0KtqfyIqApn0aUzgyB4ytuXgzaC+1RxMHTyY0+BWKoyvbnsHJGqwhfsN/1IHphTdPFg+AdpRmkG+rECI6jqj5Tyy8vpDD4SIJCdQOaM2djapL1yJMPKn64RrHlaTE0k1ZiQrOPc2B/vy0ShxlF8jaZohMtyVfwGpFbObFLRwucmQ254fLUdd7l28lmYu6brtwKgQcZOPe100gDNWW8lToM0QqXeMtLpJ+xzo1Lxnw4h+aWxP2Mx+uQ08+6gvZB/L5OsSMgxXewMK0oXpnOqIOE8lWPpUcWpVj00RshueB8uBgUol7j049HA/gHEdIoTaD1rrvf21LhA4M3IYpFHkRFDrfCAAaPdUO+5x73kmEhV9ctRE2WehgpEgeqo4TtZvpVgfde5+nlhJhJc9WFbFmzpPapw7kWKJw3MT4HYeh8V/S1J0o6L0aDhEivmWMZCquaUcC9PxA09Uqpu0XsMgNWjV9gkMTupIkbV3ylNVSa/oQ0Df0uu3zppjXSwnHMvv8Wa9puLwV/KuBlou2z5fqzYnOf0hpg4Cj/IYaAUibn12u0w24a5Bi/O3bUadUkOoMzyYvOYSpR298plIi2FLSHpTMxPlr6y3TRt4kx+Z6ZHwmRkbOcyN5LLDSbvh1MCydH0QgrGTvQewPXpdBv6VpznJ5TLMv3yvPA0yZfW62/IVdmiAqGK/NevDwnjrpsW8KE2VV8GI+V96BHDvxeiaGKZc5PCkxEvaQHFZVHFohMJqRCFB899GP13fykPvzF+Po3U0oNkKPgmOEO4QKSS8gOS90pzPlgmfL7rwyDn4GE2Z+ygwRZZHGTjZMZtNbenwfEsezFyQoYDD8/XSdHHUZX/UJ8/aO8nkn0C0ejg8knhjrF7/TXaeTGeVkmv4I7qGQUQ0nhb/odygtpMC3TEVSy0NNghF9hTy2T9AaDaLOOxexTctNbkTxr0hRPsX+iVX2CkQ5n+IyvJbvTzrWjo8oTtrJmpOrwWiEm5pWUWc7hmhvxrm0h8qZZo2pNY4GS0xce+RLWwR9VApN5OrSgrYjvpvg0428ctN/ixG57abwwmxRGILxSsX29Tij/zX4C4/yCfF5iUM9YaRRZKuaEUeQNtATOVY+Ya1CbY1vYz7SL9baMxru62t0kAzlRd6eNEuJeFWNCTvXujYqlXNwjJp5m3RDD+Rgtt4DCnuL78qvOUSTYaS6EqfDhBf6yIwUdf4s6/8uD0QHsewzGdtRWgyZDfOovOks1se58r7u0VwS4hy9sVCeH8QvPsMWOXDlamJcY2lHWvw9xbLWhWqrLR5aNVE+Xc9X97lvyJd/7fRKqNoMke7r4WoNZXyLO6FW9r+36bnU+eII+/h1eC079t+hetc3CgCrYBl/eH/wo0nRqW00iZOttmmpfSxJDfsHOQuWLNFzSHulTH93oma/SjVgznn8R9eB1N3VmOfxtgPZjpuFVKc8MR9Nr2xajOPI2zzJW6+SBL58td+y33VIFC6LLmkUzR0xxsaW5xUMGego/z6R+Q0DFeWFqC53u1+jOsFIfFLhEZaZ3726w7BClIW+yIPWGKaXlrKpgInPA//QlNomvnWZJStrnBovwpG38VktSC36JX97WJU0lTT+H4cgsZjVXSeROkZ49V7jQyDUdLN3CfvdmPb+CukZqrzaVTMGIYVsoEcOzPPbeV6OvJF9zzidkaYqaNXqbZXVs6I3Yblq/ghK6UqLPXP/Xfq56XenLYjFa0/DFdp0QH7hkBmseug8yq8smJoEsp1kKe799EZvbOPUuQYRwuXQb4wJcqKkSR65CkTsxxop0DVeuWlEu+930Mf0OWc9mdYBZBENjWxSH7DY72Tll1xmwvPbz9FKCsMRnQpUKo9SEIsSGNHa5cXIHryoM7p3mxFpG2NpNzlBqghk8iwdhv6anxPSxjnJgX207/6LxHc/4BO+OH5m7dlXrvLVnW0n0fL9UWTx5b1kb0Rx3MgU7ff34Ph5FWlKZ54pGvLuMFV1TW/ojp3Qngg3CqoTLOveKCN4euJqInZuMy/xVEnQC6IZti0Aj1D9a6L2NiW/RADzIHXcpDk3lwp++t7E7iuM89hshVI9V33hz+yfS2s2abS1Jnb6Pics13Cj+8uZIoyljYRSIqj6gc1fvdgrPtqLhpn5r/UubidDrOimcDQn1ZfVuHhI/sv6Xpy41GV7OPaK+LQOw3/w9CFG05Yel3CTCXTpCDtYyXngf4BPyGXkdvlBpq0mW91/CC9sjJnbbGGb1a5mk2u9rft3lQEgbPC3mRc+TR8zQZWYtHF9S1KAbQ4xYiQeVNtGcGJzIdGqRRmQ+7XdoiUUzN0JwEesyJZPQ3/ki6/T1q6vKeVppqaC2Z5hcdBZjuIQBr9d5PDjzgk3ExDz2Rd4WKarqtVBIM3UbSec1MMtyx4m2v+dPvW1EpPmxsibSepN+znBdbhDJPXa8+9NuGGpP/bfJ+7TONdj1VW56LNctm3hH39mamnAnXwBMcEbxVg32MAvNbN/u616T0/KsZYLmJX0E9dKTO/rvGs5eAD/6po/G5sjuawfQqRvqRysGGFmx2P7SMmN3XkiKO7hmx+SFuK/N+z2nxu7Y5UkJuCM3zFNSuysSGrZV4QxV5HjKSPUuDvZm4vzMWCxOM8oAfgLF9zxwsbns2jJVO61Ds947mAgy8WYqZuqKiC/lOHHKUD+jrBLFvnA0mKAJf2EVdZFIzcj4fkKIwDVkN7ACrBr2xbOZOeut6Fh8GSMlh0+exwScR4UOG9vUUlYOqebe4rqkeRjefEqnwUsVaTp8uxV9WQW/HX+L8TkbCvyI2CDuUfykJCyn1mih9BhE9fQYz2HxjdI8aJxDHqbE4N1JXM+obdJhmuyYzMxh/RT4mRwKo5cE6sfol4kzgbzyRbuSktgxPhfY6y6nbP7paPdhSxOW6grLQUXk61j7mdBYohFTkveLPhfkDZM5vg4vKidKwn9f2DK3vdK8xrNyLjehHN6Uq05cb/xxhMLwQbOArMUxsVYS5dWzfjDHTgMKj7g0cujBUJF2A20KW8m6DJOYYpF393jid7lDEhxwX1TSYkHZ1/MdYRtzXYSb+KOYXHAnzQyw54N7q4SgTV64FhR2oqHQa8n0ZXLvOJ2Zlsm98N92ngHFvvlhx6ZhYgFDMBo9HZjGIYJ6QtWsgXqLKWlpbVwGjLgxbbcVt/Ii/ffliWzxlf7iyPx0YRvKnzKFd5LRe1C3tnYROrcz2rmpCO2n2btfRr+m0qHYtArhZaya526C/TCyIMWYBbRvamnWSpyOtgjnGS8MMM8rcrKkfbtxA0dwT7V6YIZq6r5+qQyNHc9khOpZWP6SBc8AwZ+AsG+nH8haX7THXn42Kt2xUCJS7YMSpl0LEoJNYZjw4S4sWN2kP+589ktgjwlXrZbI9cx31r7PX5JURU18uW2sbent23blqPKGcSYiZKWZQf7nE40YX/SvsWdCfjkU8fGELyie9Q9YRkVAH0UTcaAbMyBKcXxZ5n5xb6sv8J6/cUnwuBgedP4rbLhibNgjalO0//RuJeW5bkYPBi9aHKV5jlZtxo0h/L1wAqNWIQeNM/KK2XRcU9cESXLRRFKzQU5JxZVUMR8KvwsoqJOkhK6k9433UYLF+jHJpv/wEqYS46cli98Nul/Z3oxkENl0oNbQOTRDuYsDVDPrbJKF7EOQaNa+ChMk8F/L151LIfhUGNvYl1nBc8Sdqp3vW67dlXMrXRQMovpailEw/UrHAGbN5T7f3mbquC7fjf6MaJvo3ghwOpNw5mwdzQ6rkvDGvPDH3/NXHfzeagkwXt6nnpefPgGVPs+JKfwMHrUX2nhVoAWVezpfZGw2zVYi3L2bwyCOED1RuRNVw5oe2XYsx1Az5Xkz8O5d5YJn4THLPRSz2waPLGoGzfbHl7h417S0krUNR1uzJr772XrWVJ/OCIwSf8YBmZY3DU1kVD/hsoD9g1JkxsyGA2+9ffVjr7PZErxNx2DzJvfx7A3GCW6+lnF5/8jjOEodZhchxP96OkvioYtvUGK5WiDMHb98PwPLzVwCYPkBXedN4TwNr3goIUN3OeRaH7b09d2ODtfVi/tYKESORkfqce73iaO8/XW1jQ5qOJlazlft9hgpccFj2xeZxm9NPkaNy/tffj+PktREHpxxGLTrPpl8A/clKEKX/X3s+98A/X5HXuYlMJGx8da7kppgrhgtc2/ovUUkFmJDpNfV5BXv4/KxO6RFlV8S8X6E8uvdvEDpDRVKkp5+Dg65+JJkM0AGVDTI3HrzG/F7XdeE+A/cLIWaBOuIYqgNClBsBzzLnq3ll/PMA5+9yUZxdTx/hlPFlTTDyJ03x21hHq2Vt7I193UVsgKJV78zMhv1Z7NdOdcAuflLBvdHRGdNVp64gLYW6oEI/w7imJDMKAeLgDbBV+1eMRiOp+eRXWrBPUSv5HdaRCo5HfNiP6iyxFX+bIImqRvjz7QbVvNXYGHS+mmMNUQ79prNdOb9iVTzy+bPNzs6JolHzj0f8Rwz9Avjbo/VqNZh7lHSGwtkh5PsUJm36gPhuN+GvHjWOjDbaOWorBQlG0pAOwV/kFHHU9fNl4+hY9dGXYkHMGHOJoRXgw5uSnmRmSueC0OQOWZMfIVOaL0AlQN2cLrgnADgG0jDkIbRccQd0YfO1EXMIG7rjBJ9y+naDvTf72o5k2xlE1H7jM/9E4+hhYSkbvrIIn1oFurMyedclHrCe8jELi0ATuI94Sdkq64zznsScnFrbuJ8gUpkZzhZUGMN2fvRBK/+0++MJptMviueMc3F4jkbPgl9kph7JXfyZ2IOnOtHidscCaRIb42diR1MzT5CPiNacLhJq14Foa24VBCXmYiWEPrzXAT/HhWt7gEx2GW+RdWqNCqi8K7yVOzU832Ff8i5rRSqO7+bxtGI5B8qcCUhRfS8pS3U+a5itK8HC1mkfTerxI6M+Cfy8agshyr1+zIawxGNN3sk0TqW8Ti3DeO3m1fbehbog7hQCcmmCIJxMXF7EwYKr5nF9MlBhJnjgdt3NfNrC6U1wZTmu8HmWu81+lmjo5kUZAQUGvq7X4k1WGMQjOWmyCSN7EeRHcMg/QjxjOrRH1MN/+5+UxQZCrXyafxMaM6uh/BYJt+FqNFIhira/QVFuuYJyOisqd5hhszfJHbpyja6qEtKbCNhrj+B0JpDS4jRcLCBX7r6Y7kv6YglM87gFsnWcR6soOhYj8gHN2isTkeJfe6XbUz0UDfft2+qN1kYJy0YFr31UpdiCL3v1gdiglvzfg06Eoau+nSmMXyJ2XMd2P9CWhdSW+gp8VEHiwALNbsC3Xa+mEBmcskiYfzq+Td2XBFv+U9R6xGo3Mk3Y1vXdqVNK7dd4StyDb+AES6C3Cl+sF+f9e14Jcwh5b92zY5VVFRFlSBgSeq1D87cq+FAC2uozBBwbB5A71JiHSbppWyZzfw2AdtcWonZM4KrPPsuoKQRAW7KMrs/16l8EoF4/BhhYcAav1SlTUwdh1H+06KUm0nhJyE/K5TzN2Js5Enqb3Dz38FVz7ibdySnGwcOf0620YiQOc/6CvyA8HOm0umK0d+gBkwHnLgpIe3vq9jS7e4keaZewnSy83q3X+A8J4AkPPirGpf76kjEayKbHorGxIz4cpsdxmdLRvT1ym5+7KAKjDM0z4w7N7Mxtd/z7+iyaKqGS7zgu+xQPl3HdX4MJIQrMA31TJ8Cnn3b3it+b7NEGd1RQIuZb1GVR1qz3cA2hQlya8GYrrXFqFrYOxgYTfxqmcV6q3ZA7RhC24TMRSrEjyqljKn6zEon0/dVF65kuSQxQD2e2xsn5XiEwmcHSccg+etbK2a1iMhLvzOUjuasQWjXZU9q3HI8D3o7KMsjZNHz8pHOXGBuYhbXBkXMa+sLpSiLsSOvdwwJQ0smWR8KJ0NrX3kyDQ12JrHQKPGTFnPXuKSSdx6hmMpluLu/FxCitfFOBlm5DLXR0myjvN3WY0OfdJyEPQMFoc2suBFQhZQYeHfqE1yt662zHZ6+rKILG3/XYqdSLM+34LFmPWaQ8C5giP69dgsepWPtW7vnL9/ykLVlnN9eySezX7HaYGnZ697WZNV+Ky9dbz3bMif3u1XulnbGMet3UsjaT77eRLP8NdS2s/ipFvdd89L3+sySqazPhSeJos9qo8UEe9z6KcQuoYZovAdPosyXP7t+/mi5IyYeMcZWDyd4oAnM90VB/flti0DIqLveQKGVFXEVras62YXb1V7mja6bHBFpvgYPzX7U1t1qLJVbKm9tH7gbDzqN68NC1DB/oyvV3sbz9iz7q+TbYJ+k8Mj4vRzdjy+Tv2W5/khU9d6sIGrD8aUEp1NsqhPsQmXGUcESdY+LfrWwtiKfIi2oKNQ0PdPfI1wboonMZdayzMmhyuxAN/jhI/mF5wZmj0GuCK7utG6VuNVwoDo1XO2nIhU/3VGTVTbH57OEQCsyKAS1QffdwJioLVmPZIYi2ROdicuiHMO39VT6bfCDkbf+v5/bKkR/vcnEQpkKX4jP2F9Wme27EPPhyDFwCo2kTxuo1rvNsvukfZWydB48ybhdhOssXIZZXbqt3EIT5PDGPeo1l0+yPObIb5Fc9kTVGcYzLp+hHeKNQte2zxtoULk0hKdmQ1B6EoxiAgayxQbwsO+fvagPfkPl3tGdlO7U63GOl1UjURo/dAAckAu/CaVj+j6d+Eb6XXaIE2u9Flu+D1dmQbR4Ttqb/ezvfTQZXuGxK5QOX8NEoCkwnF5fq/iXFKBrQGGQbNp+vKlfCojMHA8+z9HuuDDUpdaUxe54y94nxt9/xi6rPQFDcGuRUgLij0Ic/8jst5doK+YQ29hxt/zWGFr2PqYeZ+yTK33DR5LVLwpqd+swFvzMOtTf412cbjGmAo8jTrBIio6D/Z5JOFRiWM2+GevPPV42mLaodhapc7icL4CnNo1MZYvbOJPiYcszVaSFFx0KbFv0zmPs4F+TWhff9SKIfrGjRuSLmtaTstkUSMMI/iFKPnJhP9+fhRcB0JhQ4I2pIVUYuS/Gp9JEJFA6dxQ3CbgsHr4P5ArlnVLfDMLrw5X/epUUxO+nsyrIY+NIGhRQYWUg9hVWWcI/qCRo8tJ58ZIm2lCJCjkf3Y+HdyPUm4g+lXXSCQp5+cr08Dv8nK6dKiwZiXzDBMlLVXHQsWW/EHNvC4o4zHYx+V363nHNts6xIaXgD63Z9VY6nJgzurWZPadXLlDuJsKsrVFdeB7PkIN1r0eJVjqBsSG9szYaJwuf7zLVhaiul6BnL3LrOmD2Op4JUcbV+HPxq8QLICzaui6R+inkktNnuandPzcQcCxSyOWy6VSAUsOvg3vLbrn8WsjqwE09Vlo6pZ57M8RXXMHK1diQjWxfjh2GnP/KBvF+SoiUy+9IHqjFU9gidkSRiYnl4S6uQPkuMZCrgBy/YsXc0uTY+6b3cC4piMq48+uAePXbfguOAlNLdb/z5VfwUXIWuEpBxGOqY5irNzT91KrsJaQ6BB9GE0+bFoVewhX87PRtSB6rx4Auumv5KJ39wXVlnuqwxT+s+k75N9PnZLu3C5hZ7Z/I/XPm0vWd9cylMZDDKfXtD6Eg36LZpe/GVUZ5JHeY7/D954QYT7ICoFhfV3nqGMmYtyhhib4AlR4Wa+/ROclpFqQt6MyM0Ebb7RZ/JHmBjyvIuBJ/3soD/SwyWAtrVKTd6lPcVYM/gv4tDwtG/+h50wGdxxLT/YssyxvipKypRRKXZk7hayojGOaaqyw4R5eIl5SFRgIo/MbULUkfJce/bUx3j3wkIyLEXu5/mexJPpO9Hqo8HglebMQuAKnWldRHYoJfZqzIaXaJGUC/vR8EgumkuA81PZd3GnB84G1Rm2y5oRzquk4uhPjwdBxPvv80aVq3ApyAaaETe9mhCLzvP55IvaQg8rCT4fai2ny5mmPEVaaTZuHeKvP+kmdTNwKT+vrHC/uBoerWMWODZ3o18s9hrzHu59DvXn5WXWlTYi4Q2nbDw8vNHWnFSFR9hwrfePG+P9WXQyYPPzbimSdj8gGPTwwXYxVlT7ZzCJyUsBs/zzt5ytqPLGP7JX4S7XWEMDpVjCe8ZcR3w1jYn5ak6Kadv12rFpBWiaxuvzVScZPAt7X59o1/9iuL7Er2LvQCy29avGFV2Rkufx8k3e5u5h9XU2WJ83INglu1zj+bxpIzAAntPiLIJzBToq85acKnkJJioKauflHHOHw9/AAuJ61TFF5ceiflJQ4lpaV7w2qUKtJd53gUnthM6OZfO4xKvKkZ3dAy5g9T8CHpHTKCZrRnT1Rrvsjn5yXzrXOLC2Gfgc5BebNxArafV1LPONmqQvdck1YOPzLoo9QL9BLhpN195jqapVGR1ybhTcCuPZa7XDfxGjuElsrX+oUuHp2dvNDCua4I7+MgKEzm6Vq9Tp0LjzNEXsRtfiLv8VGrmQ/zYsL71Hrqlf4wO40zyhcmZOZTkQFvTBi7YX3LOl2VZILJyOyroS/g7os43asyh53poRP9YOrCCCYLUdA8+Ls7J0rh2zOXj0yxdYSpwN0IApYuyub0wdG3zwKTJI8TA8LTyZyJSQ/YjODQ5e/eGTowIYlXRwfzyBghxzo5AIsotRSQTtsWUz4YmDpV2wzYKHUMY8vdjVll0nTYcyQXe+0v/yTC5lUv3+N+p+lIlK739QKrQW8pczjB7pgeHgntW9Mho9clVIr1YApycocnA7BbplOqsFKSPPf3PBVeI+H3qTf5h19UW1ltp9z6MsPsjj709HgCaq9FNmRWRWHF9QLYPuRVH8uwn2L6Ybw1IvGkiEd11oC/8JxrIYOmNlmscmBpgJeeD0Ro02f8FEtrtIzjdjuqdS9ONxE67qmNST7MUTp6XYwct6CWD+W/B1B6tlrUlOvNj+x9YNKVdDSfJ0qQi0PIafJ7lgsOptoSeGlP1fNdD7EYCT6yn7uIJCbQmnyywcR9jMqkk7LXw/HtqyI9HeyIBuSQYCRhz+gWGB/2JoSP36Tg5/eyaDhl6uOj+NhC+y/yT/p77PYZsRNdy8yPSY0CHPudIF+KO1WqCD8nAr0jkwwNr/sdfySvFlM0BGlNedpwQmHBJ+ROiZQ0CS8J4CMroXX1oH4x8vS1TP/WNX1D7/UFQEavro13BOPf1+YvzFqvmuzXBU2MAGclmUtbTUaGvhQntdacNBRsSg5/dYWdMBIAfaJ86qyB+ybTpEKFQK8boGEoqBsRG2vYTBiwnItuX4BB3GZ/FRbqn5MvsBbwrZjGb11yISg2qTo414nvB9wVxaG0BTB91eV3hjo1Qblb77mgCU2OQuZFtgnlSJyT99klsXGexbJQ82Cjgkgv0nmyf8oBnHcrWeICwCi7HtNxYLJeKRBD8dcgdwzZWcB9F8Ew7BL/2SAuvYLNAubP29Vaf61Z6xy91G+CObVObDTNNIusyewMYhohpPQd45TT7LHTKEC45w56X+UwmxRRGV21aQaSDwWBO2lM+hKI5F77ppZwRsl8HzQbCApeVnfbf9HnRhNfbjzkXi4OkG2uW4hOhiZB1BBuWFWLld04SHYVmAKxkcDeu6kLrgJwo59xp61na4BOxr4HmBh/scJTFnLTlWcyYfs2LKoomeB9tfHdswps5ql3vbSSgXDfrIKpQAOC62T6gAPaqahRGjuznxYYP3T36r1pX4xqYSPlUHTAHgiPEn6/Mzv3zhd62dgLTEEaCdOG0Pypgr9tGDSNHljK/ZmKRXCwq9ztxaBQ8Xm/+XviT5bDb+KlRxh9K+uCZ9LZc4l14V2PSpoKesSLYMm37OlkPgh69diwVSG7DSnBMxi1xMEsBWyVbtgpm/qRrSveJ9S4i9LUOt9uoYdtdl1LAttxztcR0FMwtwOocAXUtH7UuyffVyx/fKcd+JWHzcJLVqj+2fts+J92lMvlMi34Q0rDklKzC3MOKzYWXBb4FQHxvwgzqPzYlGm6514jRRDzxdCGQ72pZUz/1hNoonZCsGCSErmLrgkYVKdzyF5s8eYqjkpnAlBOpxH37bb1EVFZlNc6XKi4oDEGUZW83PcL4fUTkKyYcKRaec5G+9GH0qC/cSkKmavFb4Iq7/wwdX9YL7NY66KIJ/Gci4k+zwN4EZu8RdlhwVc81R2/bleVJozb8Vuerj/Dp95JaLH31e+gG2ysEuDFtg1/3CqC/NicNiyNhqWDhxSHJNoZItRzjfgo5jXnAY9lloCwtdpuWRo/0vVXO1BBpyANbxHl4lcGi/OI+TFt5PG2l070EbD74wISDZJwvw6CHbMLvcqm1x18MIbCMDqI1wIv8jTu+zOK71xw3Tl7BGBwY340alsdKJvV0DVwDwmdUJFe9t9TQu06x2EzCnLK2chtCe2dbNX/jsPqciQwBgzjYnRgWeHxNTKnIiS0raO+N1QPYQslcX8tI9x33kQxdHZz5EqBysFtx3kDPdOfjJrtqq15mqoW9UYAB298RLSk9nU1lwZmOPulwEHKtgvPSI7G9DUMs11SHF+ny3t0LSFomve3Y4RK43OFr76hpkWmyCzqzVz5ScCaRPdE+IgdIywh9lK0FXo4uQpgWYZ+8WaGduu7zAnb56Zy6UP4bE+F3IcZimHl76p9+BMTU5GIcLjyoDvhTLsy90TTj7RhOIPfQJWvwLm0ys0kitgXvlNroqaLq4DUvRa1NlLQt2Us2mq+P/oLSYfg8zc/OeBUDrUu03Z8BLliRZI/7h3rjZlEXx5QpTnBHhuQyMLbHTODsjLlnitBpQgeaqPBjX5fnJsoL7DG6c7zrldosLatnpZjOv3aEvT2gPiHUVPadCjsHsM0c5zYZe7wV5yfX0qvSuf40l8ei0et5WgUh9FtLaqBO+Z/FkdRd0+q7IuH0nDjhFy1+rn17q+9RCM0g9u8qBtmj8GXIJmAQu+QIILSNJTXRoRSODffFbL3Ehz2jnqRzxt+73nUf37r4c8niMS/8OFO8rendKZPOzW37qkC5wAZ8K2hYYYduBx+iS6tAIv+UO9t+KyU1xX4Z8Yzj8XzmEX4EHHYdP6rFwMuZ1GGmorZpZ9bYmeKeN72JB0mkll7MAyF3OuZ687yqSa9C33DdZXJUEQi/SKgpg6mtjb9yKw9GAu6SL3bHjCQOvEc+kN6FCfZLzufjeViQLyptB4h7HHCuQ2H0GXzugjKniCUp+ndxmWjR4UlX2A3yH2GYXTp05bvckQTq3BA9hvJsdZxF5bRUic95NArx+ty7IO5z/RKKBVpBljOWS7WFrecKoGFnHso71bOTLmtNXfZ0/U1ArS23Uy122uyAX6c3lkzyYfzGDqo9fGFvV72LKaKpyIFqRfRduJJLM5EH1RSt5/dR1Rn6U1ZmxY4joVl+kQHuCQr7KdymHRH83MC3Iqm54q6EnH0YzsBfdPIJLDowJeOiFuUmw3NZ/u0LB/IOaljpJdRSiO+kizoxp8B4DoDs2acpfv56UobfJbHF1swXDa5RNi806emtmVDIpM4+8+uYQ22X/HIbUuN3bCeUaFaR8v1O15ooJuq8744bDj2HOJcS/DZVD8wmAjnrAygDPi9bT8LNO+E4vx55cdOD1sVWK2D2MnfxjwaCgvrv7korM7t/NpVPngvorlXP9M1qVFFaL+Vn5mb4jho7ndlTGDkUmU7aUvIb3UUZiP1morrfhTksPy6DFSHDiQvSsS2PTb7jHhT9cjTzdUPDMxkVqFVa+eI7dk/P6PXSTC252ZG+Zm7z9pW0vTbWixJgwtglcEnJXuf/dFwI/bxoM4ofg6NqBsGzNX3TEe3Aa7R8XFyfTyUJBeHUM0S5d40/Ra2MnFQNTHaZeBOuv9gO9XisnhzCVeOy8AtksT/1cV0+n6yWxkDkF+FwqlT9d1gv5ZHoYteoP3Ny9Tq7dDAesa5b0FSlAV3igdlk8ZDIeBwubTf1d/bzGtyc0YZe8EouDCg9wSwSLbB+xzzFiDE68tpEsSMQn+/WGAL43L+W7qaiy3JwPGsVatmO5sepSE7cre+8rTrgzz5E2SuM8V5d0Uz8krtwt0dUV/atvKM8B/HNwGKluwS+ponGlpmrmsju52Zpj/M1VB6Twje1DF5RS5m3+8bWbvZ0l1+K5RTeM6z+HaB0LJ2FPjjSHq4OVFm4cKJKXP6RIUj8fPnmTZr6dVMSVfOcan1Q+V6ip9Ti05jv7Zed6nE6x0PWiMcZFzJ22AEcIgIwL5kprNV6xK18D15MY6j8LxqqskCh5FPVGPTp0PycGHAo06UPT7rkzNLOYO0wnu7lSBYU/9+1svwrtR4p+u+qK+lUNcA95dmB5vPtr1BskyWTRam7ec/9L6zS5q8s44abs60pt+5nMMDPQ+zyJt1r68MC1zT2RyEdRuPDNoGbDglAdX4cEf6BJISp21vgY0Un+LHIh3EiMgq4jgNA9+IzasIazNxTSDj3O5NqHwdFTsPmw2V9VfstuC319xDj9zVgYlokgMnCN0Kr5BU4xmrAXuD7EZD3Fd6rIigl6d9K3hZJ7GTCuvntzkuUnuzuiSb2mln5poW7bANsD4taPo1dfrA/7Re7ZfBy8QV0P2xCtZ/PWKvwdrqiGZdzyFcP4jFEiMU/eJk6jWjx3VVCewkS/QPOVzKQ26TQidxQdW7pnPZyxP/Xdnxr6UVPOfCnMDKTBsbGh9Z3Jnud/LOl2y0BYpGeMdQH2odQ0iexX9Z3uADmXwBEeGwIrNqJTpRXll0Trw/zaUpHFcT7vQBLSjBJxMFIAZ8phCg1Yd+JV45zGEa3S9FrzJZaN0Rt8hgHjXsie6O/r1uCIZyvFANijhzHwqa+XQcKsIrOiw0I+Watgj1lNcy1QmVhDNn8tk4IekNy3hKUDl5uTsbBtJecpPL6Cde/S3TkNXMU9B+ek0WllAFTybS+3nTCbgQpwFKC2WP+aVL54JlxZa8bZwYGg7xIG5lBTcA3OCZclLKSJBI9jFXRV2vxw0YyyzQ504hzlP5pWfm++eS0PF+fe7W0MQRScHUudf5ARrvbBL4Xzp6aenJiFvLYTyDwtmuhkr9/vwHc5RzW0NBsDsLmjG3o6PUYDNjJp5K00STVpIffCaY4BSPP9lMWqI6Gt0KrLxvdGDz8Y23mZVgsZN9pl75noXtEVSOhnwWgrLYeEXrATFJlGZ+tP459SboThqd2VFnyN5HMMqJosD2S9gnVBxFtv04kvcvyHH34m2x99cndD7vZMfo3+KctvoT7b8G7y5cIyT6UXUtK+jNMSiJb9a045BQ+pKX4mVKUN6PAcOYgyUWCyPbdfKklFCQm5LK2yLQj+yswco/29GR07upQL11VBTR1RipWLjJDkFzFODbgttDJMtkpx25dfYU8EdKsTc2Xx17tF0tjFXdb9X1pDvcUV6xVP3q/7WJMjzEe5GDbnfo5NfmfY/elHlzKeYUR8uf8Xy7BHHbmvQ3123gFh8iKyPiFdICWsbwjCLjcOAvhp3+/mcnNqiqcB24ukZhJ1FiqkwxYHMou+qZxSu5TOKVVIxAPRYlWlZDH85+rpDfEdiNQwkGJ1ZphAT00MPMDWFXky8+5+vMLfUVhu+1i7pVa73uVMX2s+u4s46Pj3DHQw72rQtF8jS7RAFH3MikQeufn7O3j53KuTgKry2Rl9w8W8Uac92qy0ZCvjreFaWv2gN0czy7M8QOhQ6JtwZ0jrV9yGHuoTh0jhFz+IKsUH9FU2843q9UZTCS1BVnThyNoMvLU/gu0U84XtXOB2rsHPeq5nfUOD7sGw4AOuloIygjPT6tQY2X9cXhybctgl2Y6uL3eZ5kY2/PY+M6g57/HMntWCMmWhtxaAATfeHAQTosrHJxERRbspMPau29ckzmb7MumoKhDHt30C0qDyYR6FN7JmcqJPLz5HNXWjZed0VQavExHr0w774KsWz4YMYBrhbVs7JKMwn/kI/Vbb9+rI+XWvU0dt7zIB3JMbYzGY+jPhs1DVa1ShsUzaTUX/sEpfFSOyJeZyFmjLBlb26nUyYxKlnfEZiAhOfHQGwW/n3GTVltkkE5i5HH/UVbYvjWgFzhEKln+miFMphkl/8oGx1d1B3m2iR9MSFUqC/Hi/okNN6oYfC3auLxuziUFdHn4weIlwG4uIATVF3b5wXT6ev3JrTw9Bf4QWS1ohU6dKNMtoPdAQblX/tTict6WIw+s9kDbSWwrTwIPH+gaYpc7Cvp/5ZE4o5hWkpaT778SXjlWaey5o7dLdRS2pKuLDeDnhDhgLfgjzDqz0ch3IAUi+RZ4+KXonsq50oG2BiYQFCdhIlsUyBaSSh38/Zy6XSC4cIdbu1Cb+FGjWGQFQGguAVrGM0mypRmTp0STdDWuxbpl+AdEwrYOksnXXqbf1AVNTBDRQBIbZhM/safSiFRO0h1ggdvsCy2YjFAZzAi4Rqeeo2cz1LORtlTtpNyByKO9rQY+p1LkEd8S15co8+cdh2ty/QYULGNzRwWxw8oXVR8B2pL83iuE7I+8kbaXWtL5q0e+WrPe/yAtq1uq6+xJ0sBqXpwrF7VvZFYdFNTLLnypvM9cjFIcTPoqAtOrFGF20Ilks5DqvRmbVYsEgZtdtuSvWhWe8VTk/vv3UO+qyppLNBc8ZVUg1ddyCqdYpqB9KJNsNiOB1sKAYjHQ+MBqr22ehfDlnPSKgkx8QGcFzPWown1AZremvyc3eioXdir9m3HXDET5Z/WXuj2vkc/4U80O1uiPsj5xkSn4lQ6Vc+HumHGT5XEMLoHHD//dSgGo8tyPZZElNX3XYp03p36Fdxh0EaNYemSvDtX30/o6tjZMYWbHdlFU4IQuJvnQeG9cQJuPuvzMq/1Cz+UuU05u5bb3fzC2Pshy40YSS/g3rLX0w/1/IhP8/r6jj8mSiP3pOWATM6CsJDfOZkMlUXa1z55glBUSDfd36E2+iC5X8KGi0601ehVcNpoDFQazPPvV/7b7d3oBF+qS2RVc4IXQhq+OwKzZWc5QDLWfT3P3eR3rRtzoN8ThyLlhHvDwF2qogt7uawcrFvmEfGXiqX8+CL89Ysj7TfdIkHtQhCy5Ad0fZ/UiTkbnTVb4nsysIIy9htYdNmkiku9CuPKsfrxduzI+YPOUY09hbmzTZxXi47Q6/sFWp++7ALn06T0kl+tbJJ8dbYU4ut/VVlHNnUaTUk/jYpFh4zyW+otbgWYhhlstsVitoDlihsOcBTO80GQ7FrX9isOGcnbDZ8kF8oKMhfeqTeh863AyVfAHeC4DwSOr9w9D2ZChfsE6FeqN6AwY3wlFNv9W8q27T6Cv7HvwrddlT61Z4NDSn+igp5+rkmst/umGoRWYWHOvdN85BvnlpAw3MC3ji88XNRTsQ2FXrGBBzJhK7FvzE1gtfR+zTe+jJglTxWhglWaHujDZFsPBUu85iw6cmMvy+4m1qWUfYRp0+cTY5KRgYFBGDDrbSm615VFLbU3RaCpWxjJuEjUgn1AqNXAjUZlPK8SVMrErdCnDzusXHAzMArvxB+Gm3MAfpWGb/VCeobsTeDUHf9YU7gOkhDGOX5QmtVRe2h19/rEu1/LGaI/I1XzuBP88MtU5Qps5lqFhfLlk+MHGnr/XwCvEVDuTDE2BWFsSwEbNAodwHse91SOLeBklAj/dxNoyvRbDV3DKP0fI9psQ3lXohPHKGrqUlXzaLoIQsvE7fr9aTMJGhlR26J/gNdUjSNikJU5+LndBn5zxjN4VzynjFXBYfSR7uhO4E8+N2zy1Tc1JDAzIfsiqgmg4DQaObW+r7Qz+etYTA9QvrBmKGeWMsHoxCXcmWxYDDtWaVhSOZdRvnh27jPzqEOHlTnY6SDxssJC0+V/LzJwMrtlJCklZ5gRB8vFysrsc8/ZNIsqyWut+gpRB7+Ckt2EGrnPDGp7KMRAsjP+VpxfFjVuRip+gYAn90HsVMtCbV4FUv5R2ZpzyHsSt58etOxH/X4IiqW8xj1thigAqwXN3RlmxzrAsSsSbe/x7q9L2XZl2S1L8Pd2k0AkMRFuDYwR2fit6y0qKrmVWN2zR6r30QOnm9zbvPj6uBpHZNg1d/+1C8UkEO8u5NcJHI8ZOw51529pw7pK3BABKYLNJ2dM/9c8vAxxw/In09y9LW9zjvr0kLAKUDTA79W1lbkSzUpsOdXJQDsKffsTEiBVSHnCCFh3CfJeuYMdA55YhUVyxKJ795F13srdP1gVjzMgWxy81lLrv3YpnXiBVnO0T8771T8eia8uRd8ONAbLO7xu+qDu3U7Q/oxOsDo8BmyAuJnRn/JSN/w+cqiFcaXwph1PM+Fsg3Puqsd09VhJFVi86CCO64y2b2EwHnJl+ys0rbhIYcJ+ARthIno+Ro/2Mp9VjCOywp7XvT56Yej9PK1Tf15vgedip6DEh1tAaaSw09ilk+3rXxeWLTIu5mSennXpTEDPq+YXRikWh6NRoclGoH8eW0ULKMDnl+rqimt05ZV0K+58VDd3gLD9LGPzbEFOYpvkRy2RsFhy2+rS1kXJ0M7HYwbAC1jtVPVGpM4aZaNQD05pibW3qsWGxU3Uvby8ZbiKIupCsaTJfWUHrYQa0JfbLdcNIqiNyxNzDtzJd2hBFugjAwf1dlQoITXDJ+6PdSznaBwH8oAPNL0rox9BYOLh2B2OKOp4/BCQuih0RCnN2cD4bw9ectaDXIhV2Q2qgq6hRta97brviK8Y1LDzon26N3Y3aD2//cF2qHipQFubDFZrbUwc87W0+FGun+vyhF3hFJeeBAOovG6e4nLflTCjX1RXqy7NVm6y32VQxxV3GSOyFXa1B6FqsYa8INSmYWvP456wOlhiLWSqwq7xAUm77hxqna3u0k+TtRByIyGfotzkUjStJvhjOw4jVjISspnClkCZEnD+z+deEP5HT1p1bGNGL/ze/GaChzbr5XHbjzilGHnE2HLjp3JnhqH1McLhjQrJOZ95M4yv4Q3wrT/Q/9UL3ECbtG7zaFImgrxWScewO1iXdwyUpLHImyI9ugMzOvABMPhPWSfnQECwoGojdSwvMNmtYnOIgsHzzfMnCLJwjVxOnIpdZgFfMouhlc84D5VyJEXEWBd3vlJgyu+4u/yl+96k0nWj/lgy1i7uf8A/fEknQIylAyi7Ge12G+kjTqcXzK2aCrcSO9tNanVNNOr4+4jRwoWkamKygWyU4DaoJiVirB8hyiYyvgF53rrKxVpcwEvV97SBri0rul6SwVDoYG0ppKquB9rZzkJpcOz1ryYEA/3FtsYaPjpj65L4QsodiSD3spOp5KZ+psXsm9DFiWGjM2kazV5R1MVFtGbrJbS5HhAjg5mkyKPVoJ3tX31Ylf4fkENB3exdB3ld/OD18PFzOdsFrQ6SUib2slOVs+48F7aZLaWaQtnMkFtuLQ2LAEU5mShB1hDz3lptsalvZzzgxOOVZo9R+Y16n1N03TEjgszyLiXVpNvCcJESk4rPm7IDnY8TAG/XpClaGWwQybPfpxPp0ZPygNDuPDG6l1R+3nQk0w41GpgP15JtWdDkrnhBkdpqt/BRwLdrsyPpDe+z+u7091a5P81EGEVvfRamSNWdO4i5LevhBSEj9bi/IkoTtyr+vmUutEcZloXJGMQBUukYUA8OajOgvHvu1IX7WM/HmoDEtKQlqLDB4dd4RAjph78blhcnC/khpoulQk5o0Zon79mtEPYpYc32ixCA45n26UYw/2h2cFG584CaRTBraAe+O4mXok6WwjKO5eir35dJoJVnGkak2MTCa0z38X5K8IhRqOwzeLiWhGi7DDw3nedQ/qiS6blyyEvwIpKWiPRgabL2TrYZNRHnEu7+XEE0LA8yWr34P/YuMMvtsSszhh12HCsa537moaq2cmf5YNeDhA7bKSPvhBgwFN+/4xIbMIfqQOltTR09dRCmA8EftcL7bECQwSX1XApLLMDUAG747+/ipvPaf17UMyrdjVBgg5xyRLFn6GW4E1u3HTwj3G4hJNeIJ5ldNM5xqjwVYfcl0zk7dRHDcJWPvZDMKagnV2DVi3DzceDAgBgCa+WYBTfFjbhEIAtW0Nj7D/GjU9yNtvHVXqre/HG1H1ZXSKLHIBHjF5skaTSQJ/W5dMlc5mGsWCx/C/TChc6eMlNoE6uU2Ma6jtqe+Das7jxPTAThTIyMmVEW9vwDtnh2h71qwt+lSbsRliI9EgZBn0uTr1UChdqRGJubRUvL8K2uWF/lh7Y+qir1724quxR6pqxPlMJxkhNXeVXfHUy58NcQ2HaRNUs9fW1RRIxpZic2/Fy2vQV6snoz3IHb+2Igfp2YnKryBCF+li79CvkRL6STTB07wj1Y1+cqETublOUkIvKnfliHZxNLkfrdUJ1YKPuFFjsuLY+rZJ+c2kDPbVM9BXN7AbhNHPFFko0zSmTE1bBlI2peyfINySSnH6YcEwNwN01Z+CHX2wiRQeqQExoHRpJSCHQxKNR8Jy3os+9PMt4qr1C3Oeib2lmQHYuZFSjMHn6rRdoHmMDImDOXv4c8MIv/hz8V/gWvFtUaE1rOjJXZrGblzgH6gWE9Wt2HaFdFqhlzafY2E4Wa9HU7W2fDDg9k2ES/5UnzIef8Tw5i8fjNX0llmTV23STU62LswzAAvrAWkRCGjYXdNym52ghMWp+iWpfPexwzFFKZuPSPhbtruBvjS2rR/dwQURPrexFMMA+BmibZMZlmBJaiJH15EAL6kot7RreincryLrh3qvmT3FXlT7r4ynhJwMv74rdJwXaEkbrRV1BVRFN/Y1dxiKirDkkchxJTzD09CMSkFkjz6A00S1+u+E4PCqpKV9ClefMzTfSmvDBaE7TJYDFT8DJsNjNuPFVo4qSbVSg2SniElJkSWS+rVw7IOjV+iIRotwdhXof6YBALJM9NzJ/bnxhoCoFStz8eTN1JErNBSd5NspSbPuNxs6pOSBmFj3ngmxfJql07cXZ9pQU4WyFPVVxwRlo/2zdGTWLyCyMRrMXNiAwobyEuDj5huJvwCr1IDsLcDEKNFT8qjiZ9XR1in/UQtL4dEnBuLz0eX49HHpNNPkN6BKWockiEkvuPR9d4xP5QqJucbQUqLbHJ+f9qnTuGh9FCMhRsloTDWMlh849m+F53bmE98R0UOoRTRazAmpfmUtwBGMsmvKpJC16vAx9mfp4obl8goqR2f/W8e+XPfewA/XgjA4GwoRUR1tTgli/NYlekKGTQmeMGOPGZTZMTE/LQsEdW13AF8ZSsiByjrOy0lalJWoZo8N9frRPTZUF5CmuD9Q8UiNwzUHhmYfT1oKI/Tp53rEjgIKS+7NN2fzSukl4J/StCzuIcAGybYM4pBqchTEhVUqXzBIESCUDW8M69YgqpP/x3IhwIebjcBUz74rq/dqBbUQgksi87nIDQA+B4KoQFPLFVO3/n3h/J8fZd1SDV01+VZZOpXCx/nTVYUcQvRdgsBGvX/HorHpPZpZsXx7qJcvvBmBFI/oHcUjls/2vbZfmxvScy6HUSS7XQ6O+0SoIFvjdMpEvejF1g55M5JmASThQOMwzqqBnij5i31s+Z09x6S4weU3/sL37cNr4oxQG88sLZuCvpQU6kNmB+J5VBRENU7KWoMl/yWkIM6TIdAjabn8usguAOwdxGDZ3Mn81ifJOTXxF/24s6ZtRGJP+C0Wbdqn4uK8BFj1VtMDxIxs3sLqxaF/qUQbXU6aoIT4vVfrLZ077pIAwbf8d7av4mN1gGFOEJuDqb5cK7E0s8PhIoEjFanO7tb6xZA4G7A/mirXLsloqtZbZM7LZuEDxZA/ZRdihdTs4i/sFYs8MkzTPMr1Bgsa4LaPC1wsKvu53djXRepTplxKT29gZmYaqvUiDW7q/oP5qq+DGG4acFtNY/5WkMwVAHTVr+m9RQDsDzhn8/9DgqNB8DQflk7r5gXxqrBC+LwGG9GUsNSdyDXTPKkHe7A0eRt9fS1lgO2EI1n8UAJnb8MDwr6yAf+KN4Pz1uiDSpVcEj5j7K9YZ96Uc9iXHFHRWOYaYPDOa8ldb6S37h3HN2N9nxqFr7DWM42Gw6If93tJz4HNNiauLX+JnegNgB137heqUWmRfNIb6pRmJB8KD/S92fClXEEahm1G9f2g0mnpeyDJl5LCdtEgRyEveC8IyB/gkuSOVDcoqbXbOOzs7sOQvSPku+3UwQb8IC4eo4HML8bede2Ue3x3DhagvJ4SJSyi4XlnoLVykmZ1gb6X6dovOaXQrXlFdrmSfsI4Wp07al8KE4z2AXjK/B1tuWubGjq6e1UgL389813OFa6tGHrbkgULhuOWmCDvTNuRdGzAMnk+Iu+hQzNdiXyjK4XJSXmiHqXDRksCRe0YiAT0rBaG/VUqtmAHF1RHXv7+73DP7eKffb3vTkbZ+RC8gQm2T7rQTdS11ck8tmanLYFWJuUOHVuZSLdZZ7TxO2hDo5G1qmmdVUKUmWxG5pAp6g1nqDocvCcOcje016GdO8bG9o7OHRAWOpWyOWffM3rw1WjpNHx5dmhfiV8wVKspWA87HgN08pAyajIjLyZeyD3HM3gUHA1eZUtfB+dGJzJ/AukgGi8k36itj9O9BMUx6fZXSTnsF4NGkxSnrZWPX+yIV7TTtWxd+CRR4RBAdJwOq4OWIShu2xobuJf0TEDGIO6rM10+0RCjwoTMtHN8Vq5TfqxqMxjNQMzXMqNBDZno3fy24AsL8jvvB4K8ik49DnXWbhQgb8b/ZPBxP7q1l+KcPOPxYSkHtUgB/1fIDflGDUkIMU8EUBiPdvuNGCFw3tZL7mwGjiIJAZ8CTKKnrrEucuhIVLFZPXOTPI3nzRTooEvD1ZQLC9IOVUadtYULYe4PG5iYUvMp3u7jRki26IeDMj9XiK7PaIIcuK0gjN4l5kFkk7KyhtMMOZWZGZOxaaNTmGQp7/ZuHCyE52yMXxvtGBH+hNGysa68+apmUN0PGEc6j0ouC/CaMZ+uveT3ZW3e7c/czOPzQC8+k/g5bI70XltfRZOO3vC3pQr2gYtoHkK4qcIrVSblChP31o2ytfqwqXDEI39o8q3UcU74d5VXflesaRe4es5X8bwaqjP8+iLApKaq9sVeI5mUfRz+CeG6MOJbA20KZnpiWFkw+Wy0WwwbC4JeZAC403ORm0dK4KkqgOUvydQGoqv5bnJq7D6vbadGuKGWZIC7MB7UVyIgXgBz1Hxed4RHBNpvzuIhZpPqWAWRPu7DWIkMdm/kzSMkXdPZGeESr5sMydwXbxowBIUcD7O4Z/wHGGXrsVOhG+OvrUhD2Xz6la+6dsjtrwBWRVDjIvIVnhcTKExourbwziznU9cs8lE+EalTQZ7cM/rryTBofSpcYqImDPAe2A8phywCaiAZrH/k+B8ljSf+PRPq7U4XuyGFTfd2Qbvm8fA2SRvpuvbNZqeuYcgxSb2xahr+crppNYfP0Q1y6jE80QGoy2OxvEVZ8s0HFJn9C0P72jFsdRM34JT2ocDNh4/JKwjdlPXTZ0jAE7cxCsEU41ije9UyMOs88J5TPPZbNWKARV/PlNHsRkFj8BHJyqbJS1zZEFvnR9YrVudSTcsN1dmoLX67VSEixxA9RTZL6Q+LaINbEjKFU81f2huFTUbEZfzr/r+YDVI6MywXYuA0P/eHuLoOasMTpHovqLUNbcvkkNBj2CvgplbmRzdHJlYW0KZW5kb2JqCjE3IDAgb2JqCjw8IC9CYXNlRm9udCAvQ01TUzEyIC9GaXJzdENoYXIgMCAvRm9udERlc2NyaXB0b3IgMTggMCBSIC9MYXN0Q2hhciAxMjcKL1N1YnR5cGUgL1R5cGUxIC9UeXBlIC9Gb250IC9XaWR0aHMgMTYgMCBSID4+CmVuZG9iagoyMCAwIG9iagpbIDUwOCA3ODMgNzMxIDU3MiA2MjYgNjYzIDY3OSA3MzEgNjc5IDczMSA2NzkgNTQ4IDUwMyA1MDMgNzY0IDc2NCAyMjIgMjQ4CjQ3MCA0NzAgNDcwIDQ3MCA0NzAgNjI0IDQxNyA0NTAgNjc5IDczMSA0NzAgODA4IDkxMyA3MzEgMjIyIDI5OSA0NzAgNzgzIDQ3MAo3ODMgNzEyIDI2MSAzNjUgMzY1IDQ3MCA3MzEgMjYxIDMxMyAyNjEgNDcwIDQ3MCA0NzAgNDcwIDQ3MCA0NzAgNDcwIDQ3MCA0NzAKNDcwIDQ3MCAyNjEgMjYxIDI5OSA3MzEgNDQ0IDQ0NCA2MjYgNjI0IDYyNSA2MDAgNjc3IDU2MSA1MzQgNjI2IDY2MyAyNTggNDQyCjY1MCA1MDggODE5IDY2MyA2OTIgNTk5IDY5MiA2MDYgNTIyIDY0MCA2NDMgNjI0IDg4NSA2MjQgNjI0IDU3NCAyNzIgNDcwIDI3Mgo0NzAgMjYxIDI2MSA0NTAgNDgzIDQxNyA0ODMgNDE3IDI4NyA0NzAgNDgzIDIyMiAyNDggNDU3IDIyMiA3NDUgNDgzIDQ3MCA0ODMKNDgzIDMyMCAzNjAgMzM5IDQ4MyA0MzEgNjQwIDQzMSA0MzEgNDA4IDQ3MCA5NDAgNDcwIDQ3MCA0NzAgXQplbmRvYmoKMjIgMCBvYmoKPDwgL0FzY2VudCA3NTggL0NhcEhlaWdodCAxMDAwIC9EZXNjZW50IC0yNTAgL0ZsYWdzIDQKL0ZvbnRCQm94IFsgLTU4IC0yNTAgOTM5IDc1OCBdIC9Gb250RmFtaWx5IChDTVNTMTcpIC9Gb250RmlsZSAyMyAwIFIKL0ZvbnROYW1lIC9DTVNTMTcgL0l0YWxpY0FuZ2xlIDAgL1N0ZW1WIDUwIC9UeXBlIC9Gb250RGVzY3JpcHRvcgovWEhlaWdodCA1MDAgPj4KZW5kb2JqCjIzIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjE2OTAgL0xlbmd0aDEgNDI5NCAvTGVuZ3RoMiAxOTU1NwovTGVuZ3RoMyAwID4+CnN0cmVhbQp4nIy3BVTVW/M+ToN0dxykpTtFWrpbGg5wqEM30iWIdJd0SkqDNNIISJfSDYJ0/A73ve8F7/td6/9friU8s2fvzzN7zzwz0FAqqzGLmoFNgFJgO2dmdhY2AYC4gpoaOy+AjY2ThY2NA5mGRh3kbAP8rx2ZRhPo6AQC2wk88RB3BBo7Q2wSxs4QRwWwHUDWxQbAzglg5xFg5xVgYwNwsLHx/9cR7CgAkDB2BZkBFFgAsmA7oBMyjTjY3sMRZGHpDPnOf38F0JsyANj5+XmZ/toOELUFOoJMje0ACsbOlkBbyBdNjW0AamBTENDZ448jAPRCls7O9gKsrG5ubizGtk4sYEcLYQYmgBvI2RKgCnQCOroCzQAPMQMUjW2Bf8fGgkwDULcEOf1nQQ1s7uxm7AgEQAw2IFOgnRNki4udGdARAPk8QE1GHqBkD7T7j7P8fxyYAH/fDoCdhf2f4/7e/XAQyO6vzcampmBbe2M7D5CdBcAcZAMEKEnJszi7OzMBjO3MHhyNbZzAkP3GrsYgG2MTiMNf1I0BUqIqAGNIiH/H52TqCLJ3dmJxAtk8xMj6cAzkniXtzMTBtrZAO2cnZOQHghIgR6Ap5OY9WP9+Xms7sJud13+ROcjOzPwhDjMXe1YNO5CDC1BG4m8fiAn50WYBdAZws7Gx8bFxA4AOAKC7qSXrwwfUPeyBfy2yP5ghQfh42YPtAeaQOIA+IHMg5Aeyl5OxKxDg7OgC9PF6uvAnQmZnB5iBTJ0BJkALkB3y4+kQM9D8PxiSAY4gd8AbNkgCsgPYHv7985s+JMfMwHY2Ho/uf73xf2P9xyomBnYHeDFz8wGYObjZAPyc/ABeCPD5c/8/kf836r+sysagv1mxPR4oY2cOBvD/hzzk1v4OAMDq+ndO0P9dMQyAPz4BYFUEQ3IZCKB/TH09Nm42U8h/7P+/C+CvLf9X2j+c8v+Z+f9DScrFxuYvB/r/ePyvg7EtyMbjbxdIMrs4QwpDAQwpD7v/8dUC/qeeFYBmIBfb/1mWcTaGlIionYXNf68TwApykgK5A82UQc6mlv/Jor8XNB4q0AZkB1QGO4EeRAfAzM7G9u9FSN2ZWkOUxQnybH+tASFl9efDStqZgs0e6o+Dmwdg7Oho7IEM+To7BHIDvCA/ISUBdP8rwQGsLHZgZ8gmACRKH4A52BH54XnZAKyvjW1tjR+sfxnYAawSQBvnRwMHgFXdEvjEwAlglTe2NTF7tHABWLVB/yBuAKvyI+IBsKqBLJ58gBcSoT2k1CFB/9fEB9lh+biFHwKdHiE7hKOSLdDiCUcISXPzRwihaP7EH0LQ3OYRcj04P1nmfsBP1iEMzcCQ7uD09Ju8/xitHo0QnhaOD+X/jwVC1dgUkjWPtwUha2rs+CQ4DghZE0fgk10cEL62xqZ/OEE4Oz684z8GCGtTSKbZ2Dx5CQhzC6CjLUSYTGycHs2QAIyfnA6hDn4CIaTBTjbGTpaPJghrUcnH93y43ycQwlfpzw2cEMJOLvb2jg+5+I8RQhmSWDbGto8mCGkHF7AzEMLvPxLwzwqEup2LrcmDiFg8hs35191DYnR8NEHo2wMdIc3myW5IDMa2EKvTQ2P5x8r/99f+/BQXJBx7SMuzswGaP7Gy/239lzMkMmOnhyOcrB+NkMjsbVweQ+V6eAzw0yrhgsRj6WFvCXyMhYvnL+Ig8CNDLkgsf94kFyQST6Aj+NEACQIyPTwWD4S9s9vjOkQ8WZ0tHYFPPB6yHezyeGPcD/kOepJf3BC6TpDO8g+GkHWCJOAjV4hYsAL/uAhuCFU70FMifA8xP61Sbv6HY2xBf1p52P6bBmaQRvtohvAGOrgYP9YZD8fDcwGdHuTuT1fOx4VHIyQG40d6PJAQRB8RhL7YI4JQF39EEN4SjwjC+TG1eSFcpR4RhOLrRwShJ/2IIJxkHhGEjOwjgnCRe0QQLvKPCMJF4RFBuCg+IggXpUfNg3BRfkQQLiqPCMJF9RFBuKg9IggX9UcE4aLxiCBcNB8RhIvWI4Jw0X5EEC46j4IL4aL7iP4SLGNTa6DzHyXEz/FY3X8ucP6z4c/q4n+oG5CjqYutuQ3wMR/5uf8SV8j8+LTI+Xn+Pv7PsyFBPJYdPyQIk0cECcL0SZuARGH2BD5k4BP4UDZPIISzxRMIYWr5BEIYPm1AEGpP2gAbhJP1Ewgh9aSdQGYc1kdJZH/oXnZPIIQV+AmEsLJ/Ah9K4QmEsHJ8Ah/q+AmEsHJ+AiGsXJ5ACCvXJxDCyu1Jx4Swcn8CIaw8nkAIK88n8EHp7cye6hj7Q38C2v7L9iCKLnYWxo4utjbGLk+4PbQoZ5CN2ZP3eGhTZiAgpKWAnsT00K3+p9OwP2iMk72x6ZPtD/ryr8HlQWD+HF3YH6Tlz+GF/UFY/jW+sD+oy5MBhv1BX5SfYt5/DzHsDzLz7zGG/UFtng4y7A+C88co86A5TubO/2od7A/iY2fyrxAfNOhfcw8v15+Dz4MUPR1tHsTo6WjzIEd/zD4PivTH8PMgSv87/TyI0/8x/rD/z/zzoFR/DkDsD3L15wTE/qBZf45A7A/C9a8ZiP1Bvv4YgtgfJOzfUxD7g5L9H2MQ+4OmGT+dzdj+GITYH3TtX5MQ+4OmPRmF2B+kTOkp5vqfYYj9Qb7+N0cf5OuPfP5jUDd1cYTMHs5//VUFKaX/4r/+agYC3YGmyLNTYFPBIKvqoJaLSlESN+b1YYTlH23h0To9YdzOtNPZXpbyiKmvxx3EjMzKCQeTlGeKQ75NeZO8OLgYcdfrSPdfSpTOcoaS7FkVO2L+2H950mEBJDcDE1uM8iaFr2IdxqiQYRi9gXtDF6c1dRPM28m5+Wkj77bNaVOXfxdgCyg4w6RMJHF+L5rZtgsToUNJ/cN5QEcPMwrb8U2yi7qMxugtTAQo6lysJZLo0mP1TVTKwOLi1/TeniTOXzlyXRU85SE4RLiespSZg7Fjs2fPI1SKvRnU7Z8J5dh37iqStiz66w8laIm2KTaw108PBneMqyNWQw8RqL9xR39vqpqdPVmwvuQBZj0lyDVBabE9ihqUmlflNZ//TFo83n+8uvQBMxDA7d48FPC6FT51u/8zkL5lPUpBTnte9AwYICfXy86AkAXClsb3FBfLB52ok23xsUmzjr+ZcM1mNezM/QBUMfOmjD78nSRZ+h3szIwvl1sx5U42tOcdQ8Dajx0D2v26glS3TY1Sz5cmEBx4MCdIszlzNwvrJspncHOdd7gqZKnz0ktXBC3Nizch45S2Bxb9161NS19iuLwMPvMym4zHEmCknCEF4/oCK8d9lo8BRZOZqGLywk6Eo63T50UK+7XrECZDVn2VkS7xW+tI1C0fjnW2hecWszOJDj2VitGM+uV8A28thX4Gi1JFX6jujbnDfKeqGRmN9au8fr8QYBJAGf+iTyxP4B2dlmq5ojXWB+I+L33Yl1anNHnYrLXSNyf3sMaDq7AMVtuoKDNEGt5ZF+4Ktm9/x4YpwpJXDFp275wYTsD0Yl/+rEwibK4gfsfX/HLA7RsUJchazl+y44ub3U81o2eRAUHOGqGfUMMoaMf84wPvyQlpoV7Qcil/YVcd8XxRyKxe3KdNLwpnOxafFZdXrWRtErSjuKS9M/N7zUXlXUjogdTL2ZhCG2Vpqk9LhH5ULMf7LEGcrOe/3mPhLXHWq3/dmeBMmPdtu5gfoyxi4nmeab+doo/nn+uguSQ/KaZ6ZInD27SMosnb9Jm5y6f7V3bPynNt9eJyA6PxqymCwCh0s7bYPcRkgjYG4tHvU5Vf7th+MSSOrTUhWuob3AA6A73P6jo6xxA/uIeOKI2H5qPe5WNeYiRexBMhry+gX1HTx+7MNszqKrHi+gtd9LGoxHSlkoVFfZPBLo1cq5LjnHOkIiNrPb7aN8jTJKxnhp6qbDFi0GST7eZY70aoVH5VRKmDCI/dOSLLOY/+hY7x+fdhp1amFFf+QDe1ZmvUZzblfEJXaSgBsvlJ8oKbhM8F+1NthJJH1hBckkdLGeJscL/RJRgbUxLv00dKio78nrvwyUEPpDIG4HLtWL46E54cTVUaGBZIH8NcNszFeO3506o+HO7o+ysoQqVeUS7ZO9accrV9Wsqml+lJXwBD8ASMY42Y0pLEyGWIIB7lkAoRKs2mbpafX2XRYiez8Mgo0XaZbvjY8jCDyUgZeyrPDNhPoMxg2LikEJiQuJfsiHiIBFO0PlfdJfwWK/h8iCuScl/cid2DH0yqhic77P4djcl4v3nMXJ8rT1chjCh/9YfgJXdFeFGTEyCOzOSD17aMrA3SDsttEvrmK41Ml9MSSW4h74C5Q8OtyTgG0zIO8ipf26YrH47Bsays9apB9jF7qDaUmGEzevXimJ4hx09OZY1rqPiLjhqSp1lQ5gTLKgXvZHpDbaZkCSSIQtqs5yX3e5jWVvV+jvCT1cd50s1lr36Pan6FrL6NHcFHv1hoL6Q36Y1KZ9LYQtO21awa2mdo8wvH8ICthtJ/CnzqWaAVeDQ0CBLY150VoiYA6lRtJHRJceo0LgCTMuQ74BXMoTlg1HczJq+Ax8SR74AcQu9jEthEQVcUJEnPsuUQt0cHzzqgGV9hox/qQ/ksXr7qUInvwuXEU6XzCVszt1TYGSv74h7UUZRuvIPSWTdI1CwlH+yR1WpD4HM0gQHNH0ynNGdnMK1UW2anKH0/M8syO9DT58re7FTxMtzSBHqEmL+rG5C26sz4bCRvzlIo2k9C8FmLb7RG6dq5dQCYbKoMm+3KE42SAk0s66uCGPqvlNS7Q7jDZ5kib7MKrt8vvbpOw1CJB7mDZQGSAsvOUL/ayIaEw4Nt98v5CKh6LSQS364znoxo9kEvmZKiLWpavjKM8YU7j9RNW7ggGUDLNWA0gK41m3whJm/Z++X3/SljFuWvfI+w6oENk9ZzprLb9p1fZt3qJaoKTSLKPT9WQ620JtpYGerqInpDdnUrV0IJe/PnpJt6fE9QUX9zk09VdYWN5Rx/ioCXrylZV/oSzik2DDd+cjY2iNJEptPqyjDmiN24WdmCOszT2J0YDBeAJmHT8Gzpx2tpHzZ4ZW/LeaU56zctUBy19wpJS2Jk5iEkDDLECDNnt37s+Ky68HX0hEgeuE3rVbqrnCF0a8LjK5Ojy4K9B2cATSwAjgfD0HMyh2LJbY/1AUlk7BfBZQt2MbmBMDjKpzPYMT/g7v2/AXwJJevT3Y8F+1IZHdgODnEKqHZlUoCM3CJiPpoWG8Zc/SQ0TOd3gFN+ndJKaxN0NRWYGHIZcv7Xds5roeukX6qki+n5XT6x/7z6il6yIObaGE5aQziEd0w7GZYU0ZkoczRxx1ri2j90PwcN08rvVNCach29besC8jUKVO2s8ITqCJnh7Dts7lfOPVrLsQ++iWueK+Ex3q9Mxp42U/YF1HLXv3ieLhqsgPUGnrkbXmH5Gm2/5Dj2dhAEi6Sm9QtN5fnS1JlCKY7kxh0BrlvNoY/Cj1i/j6zGvJUmbszqn/3wK3xXPmZxqDJ0/DZybQ43vtn5eilUkqXhmBdrNUt1hbP1wbFVhJHbSCY9xI49XA3X3HX43jUjPryKmbyXo152niSL3Fzn0qqZPFGnpjY9M/w7cU/X76ByfjgJmh6SziEatEqbauUt7G9XngFQq5FjyiIrc36MkZ8MBCeaisZQUlv08+nGZ5EjDb9cFqwkLEQ11n9JQ01TB80oX03gZao4LodG3rKS3uqeCtenK1Ecehutv5TdLwnWvbOzl22VsTj5ztOa9vn9qeJQiLkGFP1RH1RRYTO9mmo6+/U20tosYxNyeR9vZcJP7sLzAKGMMMW2UE14sAftxvM5CoWP+4mkqYxZ8HH8dXK1uO6iK4e1HvGpMOCb6zQ8xh1yFBfvX+hY3Qu/xbodyThtXeLGgbuHwWMOZwNbPYhmMg133/3ymqCZCYgSGSNxImFHRdqGX0JxZGjcLvC2wKFuO72BqpLYEsn/MJXUNYxSlmFMAN4y2AME6/DnQcsgWfWZHWXUYX8pm/La22Oak27wal7yPY/7vp1D9JHtK/6d/ubSwOLesSa7nAyBOeuP3Blxm4n5LoQgj9AVVMyywEL5RZNl0vMDu2qBlzEYtZFgFnWQSOEsnmx46I1tnYE917Pmfbx35OmGY88P+mFFwEZJY+fVY3Lt43WO/dY/Z+KOhLlgoOpZ4pQHcIdJOV3wqtIi33Huzrbf7dR0rWUZ1KiMtVq+fxskvbq1FOws7BcQ/exavlXBtmGUr8bkJA4tsGZP6MWY6Vubmo/0TPRk+f5xq4axyi1oXZ7r4upa09vzR2pRziuyjhcjcSK0qS/z14KJ9yOREb2ZpMWn0U6riyzMPh4hx1ve5vDX//oukYvetJJV1//WA/l5JWUhegT5B5aJJNjjBa2I2y/tc0t3SNmZZJNI2vRkkrdh4nR7SctSzGZiAxX4hpZ2xh16JU6/GI5z8neiJF8RP/8Wj2Nh1SnYslfRL+w9f77a0ku8otK7oPYDONARfqZPK2cDY4ffqLWC5OvJVTHVrEm4n4Uw8RaF+Xf2fZRIZ3PDtg9WGjfoPboCstoAiMcavwCbM/WEDVU9mydBhtKCW1XYQbjzzqT9Zi0WZVhwloIK3WjGaFNVGxysz5rndkRbGxg+e0KL7bKSFdu7pfIRaBPoiBSMXj6Jkt+/+2pj9kgmAAmTsfz597wFem1c0ww33gTDiCwq9q1WB3i2Oe5GKa1jTrLjwG+E45TGmAKf1NJMBCRLvOhVxfEC1DM0fiIUGDaQH+6pBzbZ+3A8m4AyVRp+uQlXVc+X9wP1uOMl1/sSwtT35ESwVVLPjczVvVk0PqlVlKozvpkbpKLprxcPPr6VzcpVXNQNoczSQQ9xUIeztZQmL/gemJERgCRQXJ1+6jUUQAyL+myiV+oZOj3Z6lWv/M3RrTr/IZTQYS6jTZVjJH8tsqKPTuTXhrV5l1rTfGx2Td8e9AzdsZfZ7uoZdjYqqB+3Y3oPHZxUorzj1wnbq+SHr/oilhRtF3DNqcjksjFkwmBjtjOs+ExN1KK6TtTwl+158YocZxkLMie54s+OmRX9CT+aQTVIafQpTQCZ/YPvG2nevXQhSAmgDbgoP/pyTMsFf6t1MUKYNE9LALUGL8XxcZnIWwkpKi+pfjpSHYSh/Dqim+aOA8fyJV2FDOWvwdAsgZ5E9A/qtiDPEPnkiVU/2BBU63lXvlpULtn225VWaPZ2dcIY8g1PxyN+XgOzkZomE2CxYsMxlGXZiWw7nJBO+z2yh9w3L52CalWkpaCDlJWdYnj26MvEMv0YC3el0c6Chndc76naHPTjJD4v8RdLRjWLSfuO4FDpBx68B0uDTzz5DbN8ilCT02icaH54awdiopeX3OOrCoWhYmKPOu5LHdj4WKXT+qIjCDL0DrSraIvn8RMp0DVREWUlo6Lp4cTgOgtlrfmqYWDAc6LQZwCDokA0drCdQmqKxq6/PsIy33pZaO1elMe4Sx0tZRukRtyaW3I+e0YikRzqn8v5HNgjh7/hx3ARJXRPPeMMn6EQNRO8QD5n/PySm0IM65vhB/N1A7TTeMkvqbloaGVQwUXKLLUwnxZgXH11DY5Da/gxTi7rfzBcD4Isl0aWX/Q1CbxWFzJ6G6zydhab9Uvby3zNRVj7btpkF0G5XiEJrctEtZ3+m9yPkYNkt0j8yXliFhEHCwbJknp0BRsUre8mdPrdXMEVEeHxpOhnEc/9+mfMTcou8JIr0QUcrG3LK7EAFgzOc0ySO0qWjfO6xpm7SqF2E0vScanrTY3YBPWc2ZenFD/q69yDiXXATXpbe1GE3xx9yakaEw9241gBxM/47pqL+ILr4Ki3ctLTTWZNu/k+vm114ou+6zi1v7k0+SxNigVE94e6nJn+YI53sjnSlo9R5dRtdbicKmSDJlVv19vu0IzlQn0JwnO4bJJf+F5y25j3/KRuUbRZ6KIZ/Dra9jzeKYpOpobtCiHbaocehzH4/hs0X/sSx3O1ysy2rwUJApUvgjjMpcPeSzim0j4fQ3puOltAe7fvhJXfKu5L+BlqxPUe2WbrPSfcexns8GWpdhVznHHLAqBF1FviASpr+/JIDYdoGzNwta6fENzH1/iIgRsq5a3KdsJXXkkl1HWd94ycyPjfC6Uca532SWxAbhdvSPmsU37+5FYCBGdabBDOhEzyTkuu1/VLXXkfVqQxT7PpVwa6zxg2nlAsEkF9rTs3OIL3LtVl6M6bU+qhOelQKEsNKTeeh35LK57GV5kBa/Xug90KZWuuNI0vesZNAjmt5++kCr78Dyvz9ZzHaw5uyWMvvKdiiRVwKzZrYwfJojPkRVIlTkTxwpRcqiKp0ra9ZRFB6b0kfu7H+CSsHrs9TrbdtW2Vwzqn3fdaI1FynwaHHT/fJ6xhh6h458TkTw1erNXi/Fa1cD+i+AkHNsMEQqdfTDu/8Mgc9vPQ3lXGfwfOfX7D/omZhd+MuW4qtSGwv/flVhSSnbjr9LCTsXa4jMP672RsLKFphRE/3JT0X0bW3AvMd732Ui6qaCJ0Qjxvh11JtSTNG0UU3CuUaK5wUKFQhsR01S/Q31HWjjHuEdflXeYqYPqGplMSEoTqAMddqxkEyEYcwNO1P2bkdbnYwc9sRl9u9SVWhvDGNlG7oNQciuRbmu3uJs5NWJr1NIR7p015Drs8S8Cfn7X3QDwJ2jRDFgnL8xN7cTQs2iXhRIaTbEw1E/QDqtXf9I6f8vdVvCV5LQIyq0GgPeaXENVzYsx0itngVvQ1nNB1YlOt0nPukYa6Isba0+5VJg4ES8e+xXnbgVtZhn1phueLDiFezFpAQwmpEG7bGHj1PL8kUlZKgP3da8PjcBx27m2hBrQJc0cxalrubz06OYv1vxw4wxwF897SnyWYvLXGalYq0xQchM1Jqxuv7hbvFjGx7gZ93hY+ls0R1UTGnsVQzDxUu4cR23aDslkZZJpyvV6XXTJhUYrKvF3wub+93daeWtv3VkOn3iOa2sYL3C684o32UhivkEBwNZZgkLXpAC5IfGUpoPBaW2CHpT0sS0NLR9Hda3pTomf6w8tExPY92ssgsGXPwYQZRtCGZrkzHPYX4dPf5quVnBF9Bin+lLLRPz6nOH0Gjs8hFaRhbPViCZJoKm/M8YUFQxFWczLv1QCY2xp74MfS4ySq30YorIuLn+aEf4r/zTYZEcQBf3S/ECLctEg0i9v9OoQm3FUpUf2kVoMYGbr3XnPmyqER8SuSJ2pHZ91EKLvfYjTx81r6hnYgJ4kbTAoSd4v398a37i/OCRRQjkpfsFpqvjbRERsqWxh4/y0icCtmNRXh/K54Avq20mdaZVSlQueUIEJ1h3TERdjYRLRK7NI24hndUXZcerHhZWRwQ4jraXsrztlAoaGH+L5xyirHpiFx6hxinOlm0/kAkwa7JGUUhnH04e6WvWW7UbRCcGc7cRGbDSOhRI/n5olAMIawExesNAVmXXEKgojkbTjz1JJj3uCYmb1L1POkI3CQahXCxoB+5/1dFQVF++uYAmN85SMnWqE5kmrmnlpZ9ZVRV77lODL5PbPaD+Fj94O0Q51FJb6/q1TWn1MSJDbwERfAYJxQldgdXK55//hl/520RsFJ8FJV0xVPb7wzqvXbqEouRu90BYhCp8My53u3SVoY3WsyqUY/ZsIoeNuakuwLmHhOuo39T22brJ307mKLtStii3xbQS19IF8pHxzy5sCbHTpr/+xFQwp8p68fhfeeF8eFeCB802gSgsv31zkQc9ib+RaNtCJ32MO7MUA46DDwHul2bkOLVHQEFl44oSVVw9FRCDSSnUnZdlCfvcMhHiskQ9eodBZw/8sHifeZ30//GKZiKPTkkp6KU+DwJRGC4ofG/Z5AjCkZAlW5oTMY0eh2bosFPaaM8PWsk191WkvCm4HQYxb1XdHI0Y1vnPVCDBfRvdWwiI+81JJv9d5eD9QraWnWo3rSkShIiMuNSTPUvsedRjuR7B7QRnctgr7/OoowUCuvdwW74F20R7rFVu/OtB1aAcMhg9/TRHREpFWY/cOXPUdQmiY+q5SBsi/SAm2e7cd+pfUwVvOi2HKnVHyrdcHZa/PSguHcgIO6vAnp88EotVMTPQbQ0Piy0WIJfX2WakM8ijscJp4cTLYR8vyFQvz0ydBhR4RakHNb9nCN0pXaBmFjv6+mhxwvHqH2FTofq12+B6O9oJo1tPIa7Bk283zcuqlbtOxlLPy8Wvu+TM91xbuATdZLhy7gCzjRMgqdd9ri3wbU1A61Ej6IDXu1hxZdqdtW5ed8YXcKCZHBnZ4h1dQa0I/VJQHyoxAVb/gFiHk8W6Xar03wTaXLupalgE1VCr/+uXpwE2mvPCZeGWe5JrSrWFtWKilvU6+EriY+4sYaDLOYEB5KvBIKm2FNjqunCyLy9hacsDzdW06aZ55Ge170frYf/Cpv73KchMRTIrvq0nfRFwEhZG+nHBDNBIN7C417svSVZiBdJUBHjm5DHL3WV3hSCTyS6Q5zgLAqjbybULggInGGMh5zybhWYC1u+0HJp6j208Ess5Qo/SQ3vvklakd1qD4/ArfEgW8oCqtSqBnYOu9FD0zT9GRDcKmv/jd5Pk7V8983iQON9aVqLqa8HfVf2qsYwFuWixJJTq0El2SsFs/7lPOc/TxV04LYxIHa5p/EB6Gzxp/ruZj9zp/CLfMbbvtQP42mi6XT9czqd0a3fNlH7EUSgqKN8rKUPtq3HTNELjAptC4664ZMslZSUM+aYSL8DN4EGD6/YNGYRgo7B/Cw//Dc1lQxCtfz2HKPtZ0kXWN/4XmcscfuReSRyEsh/0sinN30diAMPTlWXC59f9RrHAglVIXbw0/Xfe5cKELUOtUB/1rZio07yMkNt+ceH5/r3TYCeFsCVPa73JYHKEwwLx3t0JgY8mFFzTuCshck/PKdnAdM0qCyKFr/F/WoK9rYr2YgaWDO5/eRGJPWWlvg4YAtAwEVRIwTRM1KL/9T/FfNUqZLErNHbwZmXL8oLKC/Tv3lV1a7bfN9X8WccW5uUQGBiZduGB1mojUkoeaWHiM9+7V84j0ZZwU6v+nh4o9r5b6U3TC80lvXavMjSZ89ob0g3KmdH/TEKiovlpTHSdvl1Mg8PPWUEuQDw1N+FyDsIKDp3kyJ8nFMmWW5sI3i6MsKtEdKrUhwpoERkQqPltPEKezruqvQpnRtxtVI0BoMS1NNzM3X2y4lV4pqxppeGtTScOzXO9zmjkZIZxGsUTCV0hPCwlwf+Vn7DDEVnFAOGXcXpLz8OZWmjiY3gmuP0fNzRIVCBXV4NXnQHb+aw9saAebAPe2Okg2KKrW3JabwTq6sMF9Zk/HD3g4cAwaWoqUgsw6zws4Ap7OxpXkBbK5w93k6kAE1Ym5SYSzIMYa29Aav5AL1wsvFW4UpAGehpmDtncdcW6IyFU9ko0AhwWh1OWysroBO4k4N5dxKZnbtYu9a/Jfi6xhlGqZlhslPC/GEiUiKUZLN5JuhFeXTsbF8mRquay/7fqYm94sFH9AqHxlPki/mhNOqcX66qUPcEjv1AW5p+8Wdt9z5mOXIRUF9CHPVZpK+6FVwoqGvPlB1d8ItHW9ryR8Y450oSuey+in59c6o1AuF8B1xapIC3s91mr5FNbO7Q02KmQCGcW7sMkn69l3mnC8ncnauOlYbQtfSw4D4XhaiCGptpRVuXFLmJqLxgu9Lu0W2u2I22aQnjHEz6bN+sI2XmnW/+dUyxpuk/WCEyKwsjdysPaPau9KKPEnV7ouWk+euZZu0NxVhLtF8L7SEqLXemaC9OpqZemfmG93Qc1+DPTlqpB0b3GKIqKFBVKZKe2UXT/IrOZraOn8p1+kaie/7bcT0WFeaegrtkYnymK9KL3PIRcPm7a1Xf87rTs6FlvOG23Me8xIF7z4DHVNKymNMP5E228x1WJLMI80d+HLDA0s2nbKqlrnfsDY18scdunPWb2IHxVa/NC/yldjoWPOXnPUXBY6X7xlfKBJkEX+01jgjqae1YyjdkIS131CuPvUl+NRvE44M5/p7l2TwKr32srn7OA6GR0dNTM+z8k790txKrWTmei5f4Kt9fppgrQgu2CVjsvl7mptlGaMMdqXDptdQIzBKY6tJhtECx1tPtsdJ+aOTTnxEy0W0Q//um91Ej7Oa0Fga4TVmRAVyFEQy71Ln8X0srTd1jAj49shdlK8nqFNWEZgLnfjbqIV9AyROh4+WoFYoMnbfZlKjAyz0j45MUOTLZFH3035V3p9GpiXp48unDYJH31YL9OzUdM1JJnUM2FOb7lZ7Cha9njpnYToO7tBBwrlxY9ono3xzlrGBg9tZn4NfjRnz+UPCsAea7dz4EG9s5stYs+Qi3uF5x5PYDFoon/Za08gOdruR3IVW6aNokgqpb9RIpx+8EpyVayzl8yaHtj93cL9y2OE8CFmeodhwReNS0buhjl5Zh13aqtfUvxb8dDHgMK3fc6uaNYTJ3zeq+5Xxmwz1JGh7MXMptUPx+iBsNGISkaRDhLjcDVVwd+L5Jxz+rrf6/T+AWTz5wiz1+K+MfH/Ke46z3D9vjnZyGVjWOY/ZFE+k9Xz9qoOI0LzNyoluuI2ZkS5ToUuiyBwrf2cNOzxFYKu8pvzT8FE3dIh2q5JZuER/GjT1XaDSHv9PUjqBkzwlwlSCkoR8uPjCFvcPJjcsdYCUz0PrwyLNfiac+TSj6nBNhQsbricV31OyuUTkq+8Q/eZUQn7TZmTf6X6C2ZVL/8QG1yOTm2eQHM9dehAArewSOdKPWVs4sk/JOCGCquPco28lmBA9VPcqBvHI9RWW2qdgI1O5EOAZ3Wty6fXfLYiblzTlODwWZJnvPytyV/W2oKcv3GVgqQkiS1T3VU+Vu7JOJ9SbxLyhNgz1b5UPlK6LkA5MhI6nrJYlcDdW4GWE4x0ZN4/Z2zveVGerzlzQugsorSO8+1BxD2DkJU3IlMQUhsup/omhmyFJ4rEwtecznx64OZSvth6NiZiL/SWutdwIU9pSi6MpT5vlFf2arm8OzSg1zkUi1WWV1nfTSd0UGlVvy7XMChHMKC8JfqG7xWGjRUexdrJa8veM37DPyH4Zj6BLY0bvUqfidnmp98h7VH4tSKvSMAwKWrVsc1JVtT8Sb2qfVMj89TYUlI0ERgl9XjHZGBzSSsJHW0qtV5XQoe/r4el4hzRuPSnPMFTmL+KUEToXScF8ucuCBHfqtyyNpxZBfYCVhP3L3zjdY1ZA4eYK/4jnmu4FlXDm1XdP2pmSVzYV1e/o4SXn1CFa/qwKi9BQM8+COT1ibDtzBVG+3rKnQ3IYTpkwqGNlTKHOnn1CiWIbBycGSNY/qTEgvYqRIciP7WzF173ZLIuOYGYoV6rsKXdvllpMGITMi8vfsP6z5TAgoIzCKqvLJWpB0nMw1QXUbIxkxmLIiN1OMyDqafRigijcy1tQrEv3d4VS8yLgEEVRjwzvdrlQNBKVh8w4cVknE6rEEfTDUNUPDWOR5W1yGsExocNUfT13iqdbiuP57+/TUJEbv1998snyubIBmefyYVi0B01vf/yG6oKewIVNr/K6a75y6J21CjSugxj6M+zG3IoWXNLBodTXjH6f/Abe1E0ylc3noqMxL8ulsiMIQ9tj4R7MJnulLxW8y4UrRWq+xDWe6JyZbLCoTktnQOhSZ7/8lIwwmh7jhWiVIohhPnW9jfhcQjqozXq8afszKT9Ty3yVZ+eVcJ3D9bAEhY1qn0Ffg+5sJ2+vfqtT387bcXsD+7KUuv0cPKZfXC4yaxR0F/zAtcX5oALThgPknQ1H6DK8oKlcXmaNtiq4nKlPFePKlV46CRvSEq7ep07D5GWgSiz/YkLGWxW/c4ND47bsfoxShpMVhJmvYUbb5cLX4ZGqwJMEeMjIM54reozahRpxDqOqttzYGfT7Ju1gZeCko3UiY6VKQspprdgJv8boC+0rsRKTuM8WsI7sL2N6bNMmaDQob3jz6JjPl/mZ4wPDr7RI3hOUhfFZeVinIM4FUKG+vRW2SxSIeL6XLxII38iF5tfPNcZReyDYcSXmmvyiP8bRmGlmsmPFei0Cy/b5aG9ttnM89nxbsIZJwdLmJCeLaY2eOdJrsyI/8eqxn4yegWqnFAmVCxztcTlIvKKRpPKM0lRcLfe5qvC7PGxdIy2jOMkwI3o3N2JvLOXxmAtPWjA2gxDJrYUpoXlRv4dqPPNAsoXnGvxAq96ibXW63TtFMH7kP+eydrnDWb5yubJAyforWejVFXp04zeL9vzYhVCBqDexfNQ0NbG5UW9137ztd4xEQSiRD/LFg6ZsOafFqYsYiZ75+evZ9Is7u7MIa9nWM38lxNu0iTduaY3Bjmo41TshRSxaMOF0tsqFY99DHJfK8731qK3sOlievyheLlPaRD1Bwa+C0a7s1K/FlPwcIFkv2qEi2t9FUWksArbz1zdYo3Snk8Vl3v3g7qwLsyRl5kxbpUsPaqOViwSlMV8u+yQ5T1RkZAL6r0qm3HyJYORQ4YKRw6uIoNS+V4LQY9EFJfc6EV99P4WhOsEsQBXj/kytVl+kkmBPEUtuh5VTGtKIF7Ni7ps3u2NeajaZLAmTnflS6nOQ2T4eidUr/88eDs0KL5XAMm8rUxPZshFEx3XZP8Rx3b/9qsrfD48wzH0+1eywAK49JX07r/Yyjhyst7y6EV42bOuUUMMyuUIlTlANNHJTXlZR+EFE1g/P+DxnyeLDRwGunKgq9nfItcurH7/caGuy2pgo91oCoHLcb2Lh26ZzGtFD5M1vPkuS0SHcLiMdvJocklrlSSiIL7gKc9aktDov3q9W34frKOEysrc0NesW8itVVu5THnytyN3C1PCCNXDR0OA7GuxRXPTsGJkJn/FUmU7QEFLmuxzVAny5rjqJ7VxVq0+v1F9sGsTNy3ptLOmKw2kGt3IJYaOmj8vRTMb6oQvYDC7+2DHJthSe+10slhd9l8WsmCKpzjapM/xSnUj8WoEIK7gAPty5+N0FhP4ZnajNZvCCqhl3nW4mXgqeNd10EXU6MheNnFuTFvwSQ9BsA4JvkJe7EZPDfee1TXRLC0eZWzPVCkNwbsP0wTdG+gH50xOViU/NcT9ewHHbheWoHaHNmt8BBdwiAjlpR/yXdT6jErJ01KjwGizmiIxLt5VhYS7j1qhsa1+bGN6txr5gH+f9hUbTENL/dWNz7WdfB5V/NTWb51HQt2+f+O3sCAjg43MJhIacfyg098SR48WFiSo2vgxsdXHMERzypxwSxPSU63yHE1TKYujhXE6Awu1gFhr5jm52Xv+Axe9Q2CdSP6jDZFAukHRZiOlrzNI5oxoTnDhHbkEDK3FjqORhgIjEa3OLVVecmF1MgklHxWdgNqoRC6KPOM8r3MvvRhHCUaBnVKiPbXUP1S6Hhz2wPVW9N9yqBjIdda3uzauPf2X2f9s5C3f6BWf67sY2U3Iyymjl3lw+gKjbq59h8UaFt0M8vqI8Ddxy52bh7Xh5uIemj/qqbDfDpzSt6/ZLmRYNqt7HocWZSyjb0zQN6139w0GYOFUchSr7nyy5WxiUHlYyH/svFxXuBiiO2htNsAQZ0jkVv4+ZSRVO4TbjO9Aj9h9o40fFD8w8x6lEZeXXIDUNbjMa9RBj/4h2TEGNWHo1C+dmrfs6LQIjqp5F6SNnon6tiaXpNyiwQQj23t01QK6rgA3uR0RBf+gdc552V3M6HyGxZAGCJJVjaO5ur+m16QfFzS7M14PRy2ZVvqEtjb/1qtqbU1EbxWj9+pspE17AVUtssfrwH17hD32+W7mecpYlJTstStxfV7LarX0pxRt9WtjTii9k0tRPAS8sN58XiRS8FJ2FLmEWAKBmaufcviIXqtM98u7+LR8LlvYfPQf6NZoFLnb18L0ocQxKDPXauM0Mh56aCtfO92/cFLVX6Eds/Ux04O9xS1dKgukfFcUDf7mTDohkYsPEkJYQzAt2nI8Rab5OIrYCqanT3VHKXOJ41ZFjkA60JJ0EZEh7s8I6HrDIjC+8rqjCuYlV4mykRmwbTNa8OoX7MpXOQWRQtPK5gdmaihPjDjwEhcZnFl2U78YmlRUbc8YmdfO+C2WG11mkS7wWZ2emk3/9TV2ccTRtfFv/lLcXrz+29FQPu+QvTLThT+mB9Fu3WJfoGsQXi7Dm3zTw0XQreq97K98PvcNunwkjaduPa7jJDKPrJpdXT5UMkWqmHO0PKGnQcn0luVZ1nueNeVpHj/TVwoQ0w6eAskFMteZKt87LxI6zid1+yh3ekPUFD9FVtRaKvzYGucj8DLnBs87SL9+e/Z4gIvlYmh6SnsoZI3yiKpAFUj33cQRZ3VPfiIrxFxLb4VKwXuTa6ybhOnTYe8Io6VwLEWGprID3gi+L6STeg4p2X3M4IJbzDFUc4zepkqzifsYdwrBg/OTDKKDFq0tMdqUZc+Apv5D0xUbmaIIXidBD4kCluTSxI5YatqqEqcfXqhi0fOb58eZrkeGPXSrR6HljAeMiQjihUBF8EjpcLb3qHhz5FN4fXXHG8Cg2PxwIVGXttVGTyI7FjZRxI8NatMNu8o0G3nvAU33P6u4nCMBSHKVZ58zJqen3xRs8luXJwhUeUlUTJE6ysfsYDchNn+esfsWvxSeevFsOK2JhUf0lWnIdWz73bTfMgnT5soPDq0zSr+/9+j4FKn+QVXDXS9WteBlcjD3z8+xMLOX99VC+zBF0kr8spqzNqzPulh2J3OdJAvSD+FiX64JbhCUYOaRaajzLFk3TSNJ2z2yLlTL04T1wD2uoKp1NrNB30jzU7wbi7EVGUNlgoF1D8SNOfeeG3tJdaLYh9mDMdzcSVTAwqO/bFNZ5pmAhRHS5poCzQg2/UkS76c1vfrOLZE9u9uXg9Cwti7DcAKyWKChq+i/MrTwnGZeKNRlT+xVAN6JE9hrBAByJ7fxJhoJAvU8834yBkDdX+cuBkTvZO+jbSTOwGG8Y9agfh6Beof6Md9W8P9Ze5zHmpTiR2K8S6+99yAOcic00lIGjAxjuUSPXwradSJ4TwnTeUiXZUb4ZlE2k+ZPLHKNZP1blXqXn3WvZRyOL7YxyjjK5YQiy1eA+G8X7+A2LRF8UQdHwBwX3UJYDAb6rk0hmz9WhqvCmydIzCVEskSJOjGsHIR95cbCVEW36/SApRUXf+yC2QpwSoFoUjeh3KF09qDPmLvpmOolVkpjBe6lMIpQtJi9e8a+SV2+Ul+NjBrl9oFz9E5qqsOUQFJ2sNVWJR6beEfs5e5GIzXxapSYhnWHGpkltOCf7gb8sdicKdby4uWmP+QWr1uaIhyAmnQEqm5539PvJ5/1NeqcrjfSNTj1BmPfPCjF01MoViRTNPKooNdrFhTt/ZeGph/FvZX5KiGbo48rAthSyNZ4MallZQY0vrkMBmCV43uOYos6FmHq9jwo6vBhpL+sTOcjQZhbsIMkg4mQ/iZQ6J6lJ8lnImiSvZzf74DpvCD0hQEk6VkEWG6lpk0QF78iQaCKf/Fqd0FfHuWoZvZW3w8ALKNu1BGqoAmMcditw/v7E99ZUEmpfH8ONasGC6S2jl92caE7g5a3f3K6OZuwXmpCwXynbMNzIxh+/vdKMaPrUqogJQ3Ybe5hmtdvmtX5ygdmdrGxPnA915O9YGUo37eYNlknT0xzYVN5hI3TMESr4CcxvbZZbylkIZtqveeuSyLBNqhfcV6/HsXjSuIDgTKc9yFiYP9zq2508P1klEewKpdxBzEI9AZrRkGKevke1+XBJ8zM2NHJLuIat09AxteT+ROeV7p1h2UoE79ib97lctImDWQYLsjSvvnLnZKTYBMob0n69vmMnbqYjxmxJu8QO1902wQzhosuwPSOZnomkJg9YsPfeg56tQsYE5woO2/HGyeJtpBM00qxaoQgc2szbL9cl4zqwbmUiNdepvhoeNcDGhsNZm6mOhmWsXfAm3oEl1oSmJ+XSyeBmVzc3i3+tK67xBold62r0Zj3TSSAeVpLv/bvYup3S5FXxzuuqhnv9o59V1K6JEROjLDeEermv5RtJa6mGObaqcmTEcGsvtRd+tRP5cxxyZ72j7X5phjjgbTLZaYyXBLyzASAUwyCC3bUoJxhrheQQdVc/o3wR+xx5/eYbN4OXbENjh8/IZd8P5R9s69aIfmsKZ7p5I7IBwpm4t7Ocsb4yQuv0B+14dMXVA/NgM/1WAb85p4SMve6a8Oq3cSn0hhIp/j9UDBA1b3Tdu5tEXfOo+z9EReuly3NqzcsEesZyeroTaNxuJp/VBxJgqIECd0xKTJZ32mwXWbFfoR2ZiAxDJns7NoJ6eHOjJBQ3CsdphLJ7jN+yd+2DUnrZJHRfIuYDP788fH0ms2tPTCnwpd+cBI+smzhZheobfYbxB2RAV4QW7sb6u2mbesKrSa2+HItM46iZ+1BU7rtSAgSVnWC08Ylx7+32UFxsgh/A9nRzhcOeqCZKX3HzbNVkVfcy8cWXIKEJkVpojjc/vTS+B5rkVmH8stkaWKcn9gh1VKP82UMmVjiYwwb189kFUDs3N4mMNPcUWtC02pVZIErNmO3DdhBU630n2hXMgvPpPaqYccqP5sMeltXvq+Yn/Vw+n5X8V/QrrAF2ddnF7G9dlezfV7XvNoAto6MoQR1amAEMmu9vnMeNyicyXau4FVcQOpCNOpQFdPc209ZdpFrEEht8YQaX0IgMDNJLAXCKLS9eV+pQ8/uo38ALiWJ53guCM4XvHJx4kqROsjjYlpnKalGui6+1Ck+vbzaIW9fHrK8wfAhCclFUAbpyQi9WFjn76BZInOHyAYxWPUzvp35mt9CHFfwU93yRFsk/ifWq4sQ0LIpJSncaKvos6W7ECxQvLG0Jlr9oPGO9dkF1z/QkKxiaScVjvHHf/zrPVrRfTqpD+HMkt1a7eOcEKvlkKK2LRHLfvGmnTdh3VjvN2FJ7RkSNbRQzs0vqS5GsymdmVC7Prm3So28um7KOv4FCz9/An3SkIqXYmvLRsMNDI48KbWNOd73YxSHL80YYcjaQnzPrmhBfB3s6AOgtgue7s2fIq5n7F3GJL94lFy6MQhc/Y2ONQNo8HmnwsgKrF4aZS91I2nEAOD0Rp75PlfLyGoQZ7CQESwzNmHfHYMymLghhJjdv9rKO3Q1klwm5QKNriOWG74S/+LQOZf4GKy+2lBgR72JD5m2YVMFyPMpFpmcPjylj27eZ9+aG6b2mWfmn+cSt+jrjOoTYu3JywhOtKR+SspppVWDXDCsWf/yinErg+SylotRZhpjEbXhkT08Rn/XD8Hfm2l2RlOdmSsGYC5XAHCWc3CvHxSBQpt2XIfKwX5yujTqwjOYHqx7vIuLEUhk2o9SIitDiIX3v1OMY5aM2f/Dgh/7jsMCOLVL4SBflUEdqS9bpajpy9cnPCwJO21l7o5cbvUgTZMT1m8MLKdkf9cOonmGho79fEjHg806qOHvN8U4F63c/z3fbPgxiPqIrzC9ZLXd+n76mFbzqFkKXA7O2wI/aHYJWtyc4d9P2c2lMKbBe5Sa61JynfxTTi2E5PkftCt8IlMg73F0KLfisL/2CnyU0chmxjNOgaC+5TJSoIMsF4aLIVivEQVguHa9oRVlCkstwxiwmp4FbgZFzIndpn7ECpouXARX1AjR/5FYV3IkLl8xgBjOS+HZegl/MBT1+WUwNxqBQ6RgPbB6tYp0U03Hlh/x+vKLt7m0+2y3pMu51nILYnn0G+FX63ZGk9yv4FnPL+oZyaYUaozrWvUky/cia4/riiaN0mmOxdE55kjVGkq++/T7AkOe/jpZueo0HPO81Qsq12+LP3rSSl8peP1uYN9U2yFr8ilGSLw+fS5JQ87rk4MKVXodbWBzfS6defpLV5kLcOeD9Ya2kCdjvJFJ8ReRu9S111A7zeYNQPR6x+OUv4I/uev6bdED/aIx5B9NL4+nlwxl0zsSJkaph6eJjmc7TScoNkx0PNMyVZ9BR0qZM9TehXVAfKuiGt0RcMPUOu39nxKvlFe/SvqWMcpL2nZQ5lTNCYKIS7VwVT7gEhhKCULltK7mXOxrbe8Zjn3GkP3c7/NmegAsXMI8v3wPXX+yx2FRMhSrIxPctUAqrMTbURNnUybikMo/2pf9ZTS2lGPCD3dfN3zDkg9noRVfEM9oOSgx8VwcJiA30aM9z1vluItXcM7q/H8KVz2L7vrMHQofu372+ieuOJ0Zn8yg/shSHa9fV92Agpjry9/5OOPXRr7f1eNJslzT7WU0+goNNkLWRTUds6OuIKmh8JOedeGFFa0wlTrquV7IZbjJCWUjUmbZd3CE4njwp30ZHcqPEKQ2g1CPceiLQET9pyH4eNRRn4R2xGyCZLbOMxM+PvNSCpqmCLayQS2JMCsmOdPQtrPrYi/6CmWcMXlepQWFgAKv6yivmG5L151y3902bDAFGhD83nXmiN7lRe7W9YEK2xbNViP3RXjdPNCQMPOs09mJJ6Aajt+CuE0pJOaNMR6NINbBVDte5ayQWr8fklaK4O1kXvOOZriJErF7x1UurlQu0GUXrzBuKDk/2CnoR89MSE4n6me+qp9ry8d7IOs8XdXEozuDWTh8a6EK3cOqki/HfLizuuiTGjJswfjgvaD5EVSFSoSpl/ir+xEFV/+ui/nYLActRsk8Bo6OWMmet1cjVTySZl6enUGrBb3lihDjEFR3RYSNttRoHjaJKg+30bQlbmuGLLdT9zNavtnbQfYVJjLRZn6YAErZoHZzwiuFKWDXUHXRwPbjMqVQhPsswd5I/ozGXeGa1rtbarSiazbCnZcQ/DXNf6uN9O7IObx7a6JYu0/vOC5g+rx/GYvEgX80f780XeOt1KHctlihvYM6CdVsU8Hmwb+5W3I3JUixqi1o/HjV8GbERb9pQPMH1tDCQqrLvlmWjs+aIXy39WXqSpJkTHSp8dUPnoczHM/00TZym9brzVhfiWmh3JbqVddlMWIquCDw5l1ZK3sMjqNUP6pISOPApcURILsBlgzXqC8Dmed0kew1h1K8pjUttSpxB2KZCpUX9ENHNpm+LeYF28tn8M3nFE1euF0IVdqnyfvW/Mf27SvHYphOlX6pM7wWePXcOy23tpUNS5spc8PHofXHRqv2RfGGKGziYV1LGPLFYklj4bu/DGoVtgWz1GAZjaf3V6cht0PaZhhGKRTV8IMjNemuyzwHPehmZntVd0V2r05nsNonTKt3IH+a1oxuHzatRD1xZpGpwUS4sdpipHFZF9XXKygF+y710tR8KD7VVmoCTXGAkyLl7PYdKehAF1bN77S3miBn9TbfJmKn5kg4BI7nPNZJHTpgSrquq6Yc6KbNYo/ebSZ0C3mRt31tbsoBWWHBE5vpQXTJYDvrN2PoH7z/8ej3JyeaRWZugczmxsy6k2mbI5O6LYV2nOUUV8ub9hD1poFTAu4taG4XNEbphIpf0Z4ap95e6KJWoYHnZUpdx9xfEBGtRPA6FHKCeWJJcQWKpSp7h4jdUoTkz3BUGxJeGJEf1KRnidc5LTVs3O9Js1JWm0Egp50K0XCVDfkolVd3t1Xo8n8Je4NM63sgdyC2HUBxZ7TgSM+B77HnWKCs3BwqixRQ5X77xS3L6Lc0/gq+hKA6QyBTs9YYqpCEfd3P6CkqtCaz4oX7ypXPF0YCawPTiWyzV2dvS6S2RjwR+B3DdNIe311/v7TUtYHy/gF3N6tsvIg01Os30nRNlPge0mzbK2Vi8HPjp9+IgPgPLzaKRSxybtlmAep5XBIVbNKNDYqgAgXhwy1UvgLrIRzPHwQm+3H8pEzbrXeKHoxDWcaEEe28qx5gUaBanTK3stJxzbtNN5iZFMaaeTqLxTNVgJ+7ogChzqYBlJb9FGeAlebALUttit7QwPFVwtWik/NwntBVff2sFC6qBXuNCaldUxwzF+NK+/rmEOWhBcjV5LUYqv3HHqt2oJLpEtY2g7ekITHurpF/lP6c/+jn/pNBISULaihzil78VjEW1J74QObkxfgPIYnmxbruy6DbJXIslG+Yr8cXGMft++TyfONmZkQZbnoseWk+NPJeYo4l7Qxv7Drp6k1cTXn3YrLIOWVlD/dXnlKILt8Qmk9hnr2LfKSDFiya6njKNl3/qgCLjL7Ju83lXaa0ZvqmMyqR7LOaQpCXVOKq/1ScX5EQAYCsoXuLwcyUpn2/2r966GHdTy8WKOE5QLJNizeZqDp6C7UiTYfyAR3CdHaTIq7DkwipVeYJbgIM264g121KkgFrsmbHe3he9NRK1V72zRXAfdBSmheDH+VmAq3BOLRdGs3d7TC4jgWnbajfpYMW4PkXvBybDs4hOsTajYY/Xzb08xGHJ1zM0MJxJhV5tW/zNQPwRpZcUSKH6p6jenFav36dhxjWj0s1XoVWIdQJJLD7OIMq1U/Daw2mYwLuIXvYs7Cd6IoQ3EWr3dOsmnfbGvRSs9/JGSBaVUb1M1LuPnUaTC5pFZcRVBqGnGpT1150a5kRZv+w9DMTpJlCs3stg8ZLZH/iNRKzSa0ViVlhn7XuMollR77S2xYduD8xPi7sT4jlPikHOIjtZn1dq2SG9DiQrThRWW1VGDyvZU6MmLv0m7Ifj82wkvmBUMDjw9CcC7WSJ5Gk0vpK8wLe5odq6umcpVEzkZWxqMDUecDl7Y+6y+pY9s1VfhODEwQllSQCuRK4Tou/KuXkNUhWUE55ownnPDbW/UUzLcUN1fymEL515Q/bCVam2HiS3ji4g/pn+7SfUypI9skZnLkXoXARla6EfijRdeHvdpaKFdJLvn/Us6RZkQaOzrvEfzXlhW6v1nWiwJr7P3kB0QcsAiZEl8kuzy8g2B053UBA0eGECiyW0/18AwRE+7s0tdr6beWjHHMX4MKWPtJQAmZXHlJBh8TaOnqOjVIYyGpvb5BRB6/pdHFVeSt+lqbO1gdqB7JWgaC6ZF8Pg/HVDQ3b5iwSVbsKXS1y4ndPOYTiq9CGlCTIXuzgLh2iujNIuvcmx/c9v9pAUMAjOsQg2PPiD90ZebA3dbO0TafcCGW/p1LTXgAzf2JefiJ7MC1yHaMy4vxiJpGjfaG23Hphy71MQPLKw0j3t55tXhwfDULh6bN9fSTkl9O4xefzDCQ5qrmX1ghkYE+wgWYnn6FGn9oZ/gjQl8jSPPA6jEwkn07FCtLBjZnrbzLvI70feVtmN3yyKuwcvEHi581KE/o6s+XDNzuNu+q2spA0k6IzZtO+6EXv3WQvOU8AV/+FCZA2ruV/qaUcbC9FOOLlm6BprOhCit2/uaKtLvOJOELvKtckCOVm4OO51yqvuELL1dH2FzperbYpjUMMGCAGUx2452BV29X26n+ZWYyvbIRHqcqaJf1aWwZn4GolBPbpMhdGH6r9W+g3yXQcZDly3WEBRtKt5CO5p4LBt4KTETmmD1etCkaG/djrF5JF5WV/RI3z7KB9SNednaCJhUTX5N4xInoig183xqaE02p3HKFqFmRu9QQoSsqXGz92Jkd3KFGZSvuf4KGBE3eJfHhf9O8ZM9qOfJQ3GJG1e/xTb8fXK2NQ1u0+oi4p1Cokt2u9Qjmx2Vqc/tSJXCyezKwlyUfqkTNdRGacwvYhBadApeRAF1VZSJft+oLztm2+/tqADSzIiD666hEXfHS41oOvaT4Lk9Uo2Il+pmygyqnxm8mCMfUGfedoFZRSGZkNnAqFpOkQkaWQ7XIQALTOK3ne+5lbrFDQ2dci/bwSthGg5VZov2YE4zvETVSXUv0b4RVXVvZmRirLTC0X8hnwmKU5wRMmVoP+NEZq+wLGSTMplCyl1QTQtGqz9Ivmi7HkAD9vaCzDUYNwtdpSRDqp92ZEqRDZqczk4svLuaCAF/wJXPHDf3krKeB88R8Ck+Y8257eLAR0iXVa7fg7AXVubYqa5WBBHyoh4PGou8Rw2JHcCYVnScgRvMGOvfjuqpnM7SVe6AGhLLUAs6lCrL9yyR0Y9RMpZo/CrAuS5QKlrgNiDLnZmXGi0v7aIazXQ1vej54D3b8yZBSU+jU2RGBiLTglWNVWzv0aB1/aNKnUsRUTQewNIPtQyIfa/YsBsXDBWvgsBoz3mbkoUySdKV2jbeWgknyiC96s8S7bahdAyWZ/C6rSyP8yIvGelWpspnmtT1qlYARIuivfnPkz72lR1pT+dj6FJjhffxf9QelMtydEPGnnGEK3k7LGrUNZsYHsHin1e6yYYvDIZrrUID6I0ni4KZOVQqVYZJz25CMW0dE7rAno/FP1y3gkTUi8csoOild38pB0hYdtotkP7EqADjhR56J6+fAgDhUqPuplSe3JLCbbK4tkbFL4SjW9Pps8NPQYLmMatsLvgcPWMmJCvFPJTb8FRy6i8YDxFFwCLnBRSJ1z1EgE7re4sGSgee6Hbg1jTAtYlo3Gl+AM/fNq0kFjNat3zimDHfZqKksdReaALWhhwMQVAwIO8Fs3pcDBpxwoiYezKoiXefmqVcsvauIq33yhHOjzH5r+y4lyOolKX3OdQN07ugorOTWsVrxc4ASdex7X7PKQXL4Nuys+bz7MqLmoPXVygsWSUTbksZd73tOfnrvVhtdq5Ta6tTJRnJkkcI1FmV2ocDWKtn7fQ5TeDyEy9SNILGpsyZcr2vGWTno8S9JCmcygPV68DNdsqMwylxQBf+lt0gQUO2Tc4QqZnYfeA4QC3wxRuVzhwOY3cAaTfXg5X6J6izj8CTD9PAsHPSsGiUjv52i5TCMIZbMnZX7KAHaSKwLpoMAIxqVL9zuOTZu1mvFoPEoiZF/wohaBV5ha7bI37ALOc+e7G/sZIs8rV/oj/eA51wr5ybWF5TYIQB+KN+sEBVoRG7kSeJti0CkI1EO7EMva8MWXDSGPJ7dSzQoDSJfp03nc5Xi6C3EYxYYOJP5W3DXZVlo1SRG6h26vTz+23LCs5FTunK55yG5Vx+BsZ5jIt+OWs5NcYZu5C5O+ZKJYqEK6cWUgcQEPiH0aYjcSwsSvoJMUDf9EcdieuCeNJUtnHzywEXj29c0mEcpFWBoS5DPViapkk5TCPhVY6mABuuOiC1CO/hN19JMfL+41qu5Uwyhve49np8pO9GZWIginbKXJ5aufzmk1A6ZI7HLn/hKMB9UVMeCXXnCkAw5EuKK8D9cOlaWB3rZI7VpojPm0p7VMjB7dvqL+QQYEb+UXUM6dPa6O2imprn1qvFMKuzlgZq/bKFMakczmCvNRmIw2WW3F/MW1oA9FWpijxQ5hq2A4BuO9C6/CM3gRDo76aw4r9eU/SkFYTof4Iahko8tV2JlkGyfly38q42CjoO8AKTrEy33Lzm73TPNwM51rWkbiI3O+jaj4hzqNQfbC4jG2/ps9bBWue4Q0Z8jduIhEtj4zfe99ky7NfUN4/jy1wr89DH5tpq0BNULFPM1dHMMneXqZR+b1A+uDKkX9TgggZUwuJxPfKJsfvoAbTXE/qgPc9PfoZx7rreRYikkpjTe0I0PK+E6EFXucB7eAy0SQWKCLEAxO7p0PtWTKAGGpYr/4nquK9apFZY5pmqdVpSE88FxKsvDsalnvH5NCk8k1NUc3kDcswl+NneWlnvvtqreeFVEUeaOf3VQATmkwMaVOT23qJM+OAEXsWUw3bFn1ryq96Q3oGPfR/eUSc/IsDQsYs1nS7GIFxyePwd3NQvpJRQ0W732i/e2AeGT3A91psyfES6g5J93IjqnbCIpA1V7eJf+i+zgqUkE5X6/lSYKSrrSO8kuG7X/zXW5ICwdYZdJKNSY6HpIzEup+dCrCc7HE6OBV0/CLO298y8QSXnKndzYvoYrG8hpOdEtPkzPFLCzuWBgN0juyl8IILndR7D1UNd2nAsXiboBrKGzTZISBZE+/4/Mfns6Kbsp35oUm6JLBcY31obDlrvL+qRmNLFgdXz6WUkXhiulMBv66kKBxiwPq4SsaREjmU9VWdyPQYbEit5fhSCeq5RVv/zZBoZF5e46pTJNmcSep/DS22RZQDghCvXeaPfwHFeqgnwRNB0vAfNCbncG8z1FIBSUu8DIXnVspOzvP0D7osGv6y8g6EGbs2cn3DU0dkZEpCaA8UTcudFg8cJtZlUkMKqPAXarHseb5KfgZtMM3UPH+byQvss+GwX382zLZywZOu1nJqc8Itw5NBe4Fh+GGk2Uwfo6YTllQbXefiM4AeknLE+jNbhrn/EClme9sreabJe4/VIAvGSofDuC+Nz007iDM/pQ3QtJV3CX6MjgpHcVsMArpnQ44hE7rIrVmz9mNKs3ZW/FtdSf1v1EbGgsnINw7wTDWpEYLKlK6N3HRkEnslyFhcgB3t4fBlUxAtGkxz00B0gPWZvQVyJ/CIqf/kc7VEwYL2EeaLgsIG7VXWnckhIUGqg10Fhkx+mb38CwlMo6Bwrh0L0xldA4eGllC4oXWZFw7nu9UEZkTxMV5Zx6oiGEcVZNOQ7mgfEH5gD92eQquoOLsRFlMq1nrv4KvRkSwkCA6lDFSlAI+ar46HnWbaewxd1KrcDwxoIW5b8u7ikEOuEU1HqtHM1Or0g84ae7yCk5iGXCKz2c9bioyeIdA3zrISaZlGA6oHjrmWY5tQA00xkXuAp+rhWy9Swzgu1FdFThsKqrwjJJy9Nsu4ehb5JoT3aDNZUNW08ZZNklBXYGsJw1165x0H7uiM+gqaZMkz9bh6DQFrOrngeOPFtCv3APT4cPXDs4/0leum5Cnqhj6o1sTSI6Ol1lgODj/56aLdHWAMQRAaojgr50ZvTr8jdg6/rOYgISriQvUK0Z7bSOqnyxw0twplvCMnosnxQZH3FaQlPVTfSFSscBeOMkVM0BEeJwXZvsbQEoRG3kD9H+S5xClS5wTp33FyXLpEWpaUtoN368ktBQ6q+hMRF95h0+tAjBZrxtTwee8YUjyCxJ1RQwJ6+Acua0XQszJ97BtA7Abm+2BVsG6TjuVqkniQb6pJTbU7VcjSdPNZyqPSycb7F+jRRgNt+oB/3PVRhV53UXT1NihRtHaU3c7RDTSBz6rqI8kAvKS5DHPk+La5sVzdqUjt4OCR8/n3rb7TY4HmDf0p8G/HJ7Im2vnr8RLzDCYS1fIR/zZq2njSoqViJfrMHkrRx6PKHPp2yuvFVQzUJhQUEFnV/TPrIyZNiPq7IXYfrnxsnNmVzgDjUvs9eF9+FrgM2a0y1XZeiJLkov1DQ8kEEF1zy8tzV6UxhhFCsw7xkMi47oz5kPN96QMXk6TnAhm2iz7GANvDGtfnhnw/Y5lnQSL73Br2M88kx9crB35vTggEVfQIYWoEUD0V/6pySneQjKmhS+wmlVQMXIGoz1OtypK0mDLCCMsrW0yQREKbmZtClHXzjcrC+ORcWJkDGsXaigg+k6HtP2QJythUFcgh+vu1WQIZ1gXZjBi/53+UBsRmgR3ZXmesDCVpj8c9Ipgs68HorXOh9Xje8QLLPRs0HMk153shfSRjbbyzPlvPUWXqRON06GY3IcK3bQSbF3Ns2XVvh3hNZ1uXSELrTIoMtuNHN3sS7Nkpz8uzZPAjivkmSMGJ3WbOwFzNpAAEUntbtVhrox9UHCcG9R4OlnnTmeT0inxWMm9gYkPlYwh6iIFZiMtO9pqWjFLeY6BrG3bBAMBikm/g36teKbwfn9hw7I6f2aacg5eY9mcFUWZxSfWRP87/Ghs/pzwCfwVk8oLEuAsr+LaeTswoIWHW7zpVNuzYn6jaocI2mx5QOCOKA6Ko/yytZCPLw+6PwF7Eq9x+49m/dKnX+LtVz4a4eU6pPyBVqibV6xvDevStmuuYdsQ5KRR7VngTr2d6yyLQ4ZmZrZF+sHSdbMwdQPeKKOxa0XX76kuvwycRfqoemT7zSlU0rExA35qveIY0havLUgehHa2DSlgGrFu65aCiIr3sy5kriPjmLMplqQWTY3OkmhtU6KPIjocth49YPUPLEB8bu7Wx6DBd0+kMFMCuHui23ZbZ3D6pd5y/+4+wpS1bZ4I/afqUnHSNQfMsFqN9ckG6f3lmuQCx4IgyMrrL8J9qh6soLCZ2O/LXvvI63jecJGs9skibIUmOS1q9w3NbCNmZKv2FBdHOwHiJH5quwNXDxopDMQuPAJF0bXJE1b0y5FtvRQCt0Y+QYYy5QrCTuXdfqy0M4Bafky//iIdPCvzZOJ01TzipfahXC+mAwiVxZrlxhFBx0AbKSnWaUMZoGO0bC+EmdghI/Xm867zCVCuK/lUmBNPhsy4mH4uuRmXi93bEJZKJPH3zEtzAWOO7kaivY6C7G5G1D8hrbHWlEP63dNTzEkaKPwnsZDR+ycYTT5p6jNv1+eeFX++CJWyKP8+5MBFJ735/ykEjaei+HA5KoOoSNJtsHgCg4pjHGshnSyzC7fKvcC2YP5UJZ+FJo0fitb5cu7HWSb0wV9Y5FF0qErq39a5RnB4WmzhMKse7OJi2Gy/00U1vWibS566IxO9HMHwIM/kyugvS91CAPViGYduRqZLq4FZwd2VLwQXRokjgC/VSMzHuDTaJvAsWkJxSWh/B0SGhnbncF0SxgAcuzBmoAItyTQrYEZTOoL1vNhW2MlZcbu6U1P2RMFboAvf5anKXCmKIFGU1+9q1tv7Qflbf/QNshLyz2itxUTlD0p0flR1LkSylPjbQPeif/cdhy552xFnZkJTYwh9SRuabi0vr4JltI5j2eJoY4LhUi/H0IrkJE0slFCZwEikgLlnL13Odvr31xAcmMd18HjeWf2hNQeguM7jYEm/ph/f00hqmiVI/V6pCX4HLheHcaF1IMk534q/D9h59PoYbUWGo2RCcaxcm5H6y8BWBUKKS/r6Fkbyt6qQ/nE+dCYDMBcc6g78RRKwDxzRnhISungN5ZmL9U5zi8T2S6tEYenUPJgB0VkJKGAPN2vTUH26REYLiFsqN3AfA7stgwvwygAQla1Ab5Yex/Rqy6JyFRRwKZW5kc3RyZWFtCmVuZG9iagoyMSAwIG9iago8PCAvQmFzZUZvbnQgL0NNU1MxNyAvRmlyc3RDaGFyIDAgL0ZvbnREZXNjcmlwdG9yIDIyIDAgUiAvTGFzdENoYXIgMTI3Ci9TdWJ0eXBlIC9UeXBlMSAvVHlwZSAvRm9udCAvV2lkdGhzIDIwIDAgUiA+PgplbmRvYmoKMjQgMCBvYmoKWyA1MDggNzgzIDczMSA1NzIgNjI2IDY2MyA2NzkgNzMxIDY3OSA3MzEgNjc5IDU0OCA1MDMgNTAzIDc2NCA3NjQgMjIyIDI0OAo0NzAgNDcwIDQ3MCA0NzAgNDcwIDY5OSA0MTcgNDUwIDY3OSA3MzEgNDcwIDgwOCA5MTMgNzMxIDIyMiAyOTkgNDcwIDc4MyA0NzAKNzgzIDcxMiAyNjEgMzY1IDM2NSA0NzAgNzMxIDI2MSAzMTMgMjYxIDQ3MCA0NzAgNDcwIDQ3MCA0NzAgNDcwIDQ3MCA0NzAgNDcwCjQ3MCA0NzAgMjYxIDI2MSAyOTkgNzMxIDQ0NCA0NDQgNjI2IDYyNCA2MjUgNjAwIDY3NyA1NjEgNTM0IDYyNiA2NjMgMjU4IDQ0Mgo2NTAgNTA4IDgxOSA2NjMgNjkyIDU5OSA2OTIgNjA2IDUyMiA2NDAgNjQzIDYyNCA4ODUgNjI0IDYyNCA1NzQgMjcyIDQ3MCAyNzIKNDcwIDI2MSAyNjEgNDUwIDQ4MyA0MTcgNDgzIDQxNyAyODcgNDcwIDQ4MyAyMjIgMjQ4IDQ1NyAyMjIgNzQ1IDQ4MyA0NzAgNDgzCjQ4MyAzMjAgMzYwIDMzOSA0ODMgNDMxIDY0MCA0MzEgNDMxIDQwOCA0NzAgOTQwIDQ3MCA0NzAgNDcwIF0KZW5kb2JqCjI2IDAgb2JqCjw8IC9Bc2NlbnQgNzU4IC9DYXBIZWlnaHQgMTAwMCAvRGVzY2VudCAtMjUwIC9GbGFncyA2OAovRm9udEJCb3ggWyAtOTQgLTI1MCAxMDE5IDc1OCBdIC9Gb250RmFtaWx5IChDTVNTSTE3KSAvRm9udEZpbGUgMjcgMCBSCi9Gb250TmFtZSAvQ01TU0kxNyAvSXRhbGljQW5nbGUgLTEyIC9TdGVtViA1MCAvVHlwZSAvRm9udERlc2NyaXB0b3IKL1hIZWlnaHQgNTAwID4+CmVuZG9iagoyNyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDIyMjM3IC9MZW5ndGgxIDQzMDUgL0xlbmd0aDIgMjAxMDcKL0xlbmd0aDMgMCA+PgpzdHJlYW0KeJyMuAc0HFr3PqwTBCGiJBjRe++i9957GwxGG70T0QXRa7TovbfovUSLTqJG76IT4T/ue99L7vtb6/uWtZhnn33OefY5ez9nDwpSJVUGYVOIMUgCYuvEwMLIzAsQlVdVlWbhAjAzszEyM7OiUlCogZ2sQf8MoFJogBwcwRBb3kcuog4goBPUJgZ0gnrKQ2wBMs7WABY2AAsnLwsXLzMzgJWZmee/jhAHXoAY0AVsCpBnBMhAbEGOqBSiEDt3B7C5hRN0o/9+BFCb0ABYeHi46P+aDhC2ATmATYC2AHmgkwXIBrqjCdAaoAoxAYOc3P9YAkDNb+HkZMfLxOTq6soItHFkhDiYC9DQA1zBThYAFZAjyMEFZAq4jxqgALQB/Tc4RlQKgJoF2PE/I6oQMydXoAMIADVYg01Ato7QOc62piAHAHR/gKq0HEDRDmT7H2e5/zjQA/4+HgALI8s/y/09+34hsO1fk4EmJhAbO6CtO9jWHGAGtgYBFCXkGJ3cnOgBQFvTe0egtSMEOh/oAgRbA42hDn9xBwIkhJUBQGiMfwfoaOIAtnNyZHQEW98HyXS/DPSgxW1NRSE2NiBbJ0dU1HuCYmAHkAn06N2Z/nvDVrYQV1vPf6AZ2NbU7D4SU2c7JnVbsL0zSFrsbyeoCfXBZg5yAnAwMzNzs7ACQPYAkJuJBdP9FmrudqC/BlnuzdAwvD3tIHYAM2gkIG+wGQj6B9XTEegCAjg5OIO8PR8P/IlQWVgApmATJ4AxyBxsi/qwOtQMMvsPhiaBA9gNoMsMzUEWAPP9zz+f9KFpZgqxtXZ/cP/rmv8J9h+ziAjEDeDJwMMOYGDlYAawMLPwALg4uAHef67wT+z/jfsvqxIQ/Dcv5ocVpW3NIACe/9CHntvfIQCYXP7OC+q/y4YG8McWACYFCDShQQDqh/zXY+ZgNoH+Yvn/XQV/Tfm/cv9+lf/v9P8fThLO1tZ/eVD/7fK/HkAbsLX73z7QlHZ2gpaHPARaJLb/46sJ+k9Zy4NMwc42/zMs7QSEFoqwrTk02Rn+PmMAE9hRAuwGMlUCO5lY/CeX/h5Qv69Ea7AtSAniCL5XH+gkZuZ/D0Lrz8QKKjGO0Kv7awwELa8/L1fc1gRiel+HrBycAKCDA9AdFXqhLFDIAfCE/oUWBsjtrzQHMDHaQpygkwDQOL0BZhAH1PsrZgYwSQJtbID31r8MLAAmMZC104OBFcCkZgF6ZGADMMkBbYxNHyzsACYt8D+IA8Ck9IA4AUyqYPNHG3BBI7SDljw06P+auKEzLB6m8ECh4wNkgXJUtAGZP+IIJWlm9gChFM0e+UMJmlk/QPZ750fDHPf40TiUoSkE+k44Pt6T6x+j5YMRytPc4V4E/rFAqQJNoHnzcFpQsiZAh0fBsULJGjuAHs1ihfK1AZr84QTl7HB/j/8YoKxNoLlmbf3oJqDMzUEONlB5MrZ2fDBDAwA+Wh1KHfIIQklDHK2BjhYPJihrYfGH+7w/30cQylfxzwlsUMKOznZ2Dve5+I8RShmaWNZAmwcTlLS9M8QJBOX3Hxn4ZwRK3dbZxvheSMwfwmb76+yhMTo8mKD07UAO0Efn0WxoDEAbqNXx/oH5x8rz925/bsUODccO+vTZWoPMHllZ/rb+yxkaGdDxfglHqwcjNDI7a+eHUNnvLwPyuErYofFYuNtZgB5iYef8izgY8sCQHRrLnyfJDo3EA+QAeTBAg4C2EQ/FA2Xv5PowDhVQJicLB9Ajj/tshzg/nBjHfb6DH+UXB5SuI/R9+QdDyTpCE/CBK1QsmEB/HAQHlKot+DER7vuYH1cpB8/9MjbgP62czP9NA1Poc/tghvIG2TsDH+qMk/X+ukCO93L3pyvbw8CDERoD8IEeJzQE4QcEpS/ygKDURR8QlLfYA4JyfkhtLihXiQcEpSj5gKD0pB4QlJP0A4KSkXlAUC6yDwjKRe4BQbnIPyAoF4UHBOWi+KB5UC5KDwjKRfkBQbmoPCAoF9UHBOWi9oCgXNQfEJSLxgOCctF8QFAuWg8IykX7QXChXHQe0F+CBTSxAjn9UUI8rA/V/ecA2z8T/qwunvu6ATuYONuYWYMe8pGH4y9xhfaRj4uch/Pv5f9cGxrEQ9nxQIMwfkDQIEwePRPQKEwfwfsMfATvy+YRhHI2fwShTC0eQSjDxw8QlNqjZ4AZysnqEYSSevScQPscpgdJZLl/vWwfQSgryCMIZWX3CN6XwiMIZeXwCN7X8SMIZeX0CEJZOT+CUFYujyCUleujFxPKyu0RhLJyfwShrDwewXultzV9rGMs9+8TyOZftntRdLY1Bzo421gDnR9xu3+inMDWpo/u4/6ZMgWDoE8K+FFM96/V/7w0LPca42gHNHk0/V5f/tW43AvMn60Ly720/Nm8sNwLy7/aF5Z7dXnUwLDc64vSY8z17yaG5V5m/t3GsNyrzeNGhuVecP5oZe41x9HM6V9PB8u9+Nga/yvEew36V9/Dxf5n43MvRY9bm3sxetza3MvRH73PvSL90fzci9L/dj/34vR/tD8s/9P/3CvVnw0Qy71c/dkBsdxr1p8tEMu9cP2rB2K5l68/miCWewn7dxfEcq9k/0cbxHKvacDHvRnzH40Qy72u/asTYrnXtEetEMu9lCk+xuz/0wyx3MvX/+bovXz9kc9/NOomzg7Q3sPpr29W0FL6L/7r2zMI5AYyQZ2bhpjwBVhWBTRfVgi/dGVYH+FHPEy61GJlGMkxQHHqER83XIlRTUv9JlskMdfNImFg2aYgYn+Zvjhz4rlWTVLjzn7OQCKxZU5iHDV9dw47Get58er1NGYDzCfNBBFi3nyHHhglojCs9ieCpuY9qhSYXlRVXbOxrpTPCyS4ZAKbFVrbKwpS5V684tHY+6Hi9Nm4X22d4xSfKuOHTaT/arheaKJCymtZ/tYr1BjXcqzlvi/988+6iTrC3sm4+K0fkQc5PRPn638lxo5cLlz+3p8wMB9mtNeAhqDVJ6HZNE96ZwGnQOd16aIMbUH5x5b6z4jyATLSCBSj/Qo83zynkSg4v6QqW3rOnplK9/fJ0Ex8QBYIRELnOIhiWuaw4S2eI6XnDVMHIQy8R4ptqEFHMKNwxXKbnhoRkllTbX65icQoFzBorlCTZuWPi7VwAClECOzzAwwn8+OunhrQjwDjO4Rnt+5qjj2pGKy83T4frlPtV6c7OwbQC+gGa6ryjyII5gtWYqHKrHiV3CiZIqcooWQdhbd/Z1QRtmtmUqtO5cBVU5pgz+OpnIrVuP74Srr0tc6HKEuV3zWZh6sfadobO1SAqDaZrEYe4k4v4yWaTYkGFFZ2fe4svvqXsu3/bmtKUo02MxMvFBv8vUorEh79Zjnk5dZ6BQGFp8thb7eO/Axn+WDFaURUY5yJYyKhHI8/cJ6/Z9f52FHCeXKbkFCQdpe+QIZpvG6P+HnbKprZgqTlcSJiHB32RzFr+/Z2n36EobLS8L65sXrCn55jNNGEjjJbegzfnloo28fftqGammEeLDFXgwTbpLllYzQcSqrauFeSaHGySvSrMZ9c4sYxr7kMV3qMN0zu06j6DmMp0Kcx4CppSpQGav9e+uFj/w6erNKDdRETiQXd02+t7vyIeO34UOLLcVMO3IfGrmQmHRwiyaXCUT6Xfi2yMpEZb24ltdm17B8lY29q3r2SWWhF4CaNfMFuSUt0kKeAR2J+quqSaQazsiQleECU62iy9Iq8BrWjjBoh2roSwcyheG6uZW0+5NRBDlmbxLpEXk5VohJpc/hb3diJVhzXe+6KeDYew4kpmoJImlOekpnwaiw6BnsBn9A0poNq5eqjzkkh3aCku6ZL/4j8WMnFdPnCIRNiaTHVo7cN9mwnwI9hQwGf8CDG+R2UlazYauRc074kCfrBXpquYS2eYmPemk+Vyuh2aTHpBc6i+5BcVD23GPS/VKackTMYsud9/fq1p3IkUejNkxXystvUN/Elij2fOEslW/F6+qpEbIcRyySA5XndnrxU+Dpb53Qgrm/+qEr6UXWvqATxlUCm72sRNkd9zIOj7AzBnkNpz01NB3i5pdajaH3y9IhXZ/nCEG4Oe+WxxHrt+sVnKwqex9r+WhtL9WdAGvrlTZtkiMYclvo7S68qjxfWyrJsQacrcdgd9HrfpWX1MgKQFxuzPtKbmqgdlueIImPbl9c3h3atFBRy5p7pbwwIng8kT2cI7yPK0LHrcOAipk2rMu/ut7hDzfngl7mxS7vKj/CherXU70XtJb6HYRWKd/s8KE27tebuk+Rw0jVcJI+0cFo1I2496oCA2CFXqQS1mbk+Xo3fGQFry/JbLCOLrtgW4x7wDeQ8ZFB8KzLyMilhiqyhRhZ7yJYwZC3ipAm+DuKUWv5pUnEe8gt9wzcQZew5SoAEoHvj6pgq7sCgIiuxPEkotAS3tV+y/+tFzJtVx9/hwTTvgU83fMV1pdpG+JzoqfC6CnzbDqVeCTdMGLPbjV0XAHiFye2wk1kk00ZP5yXHwo87z9+hd0Cu25s+IPuBeV69llCnq0jEsLIneOERAhmqTbqaLKiQwc4Pzt5e5hUNavLOjC2aVjb+IWklATdPK1SS4o3Xn+YWg8YmFqolb9V/zppUYfh8ByFDPEC0GMQofuHH9JJvhX2zwkww9K0kIUyb0GeikZZ97yMnMvsm61F6ByR21Xr0qWJTEsTpDuSGqyy+Aw3DRgk6+stbOnRlNEUEumerKF1vNL7UrkVHnxi7c2skvfS4DnvTYSbQUMAB/Jn6q0HTbnUTWPFr6X1ytReGCBOvA4h0Hnv6hyKt0t67UpWiQsfBnkYBGHpU+M9bz+jMe4au5H98f3m1TzYppJds8BG56RkE4j9anBqzoA/sUMedgtPtnNRJg5iHM0jlJ+ZyclNdWE9jwjEjd3kTZFCKZ/++pJjtuqiSE5mg5GBZJ2/u+RIdVOUceoLZc4Wf2+NH5aGww+1NGhf3fZ9yqwJ3covFBylKJoQ4Bm+N+LT2l/3mxVyA5wZOiIxrS681Kf/hdPVNWYUp/l21UFW73Mqn+L6NTIZgyejBYcZtl93ZCsam6Ng11toR5q0qiwMJnQzpRGKSK+/KjFKH3kl82JWN5kg5IxS3fHOo0CwZ8Ad9yKjoKaOvq9K0mEoaIs4WhRGLC3zvH4Dz6VaqA07DoUbC9M6UI3vmO/bCcL+yY3DU2pOUqTGSfLP3tEblN3b04qhPmEeQZLR1lklRxONDZzKMBTCsX3r3ejTbz6ptT40e4RkwPXlOz5vDwMhSJw2cbn5RkiCi9BN8VfumPnGzJyvATJvtLv2tIi4umtJu14HeMuXhEGqRk/o1ez7GVVrr94zJbbgc4/43gRRhKDhoGj7ZT5oXMmnbjQczstMjjkUXaavfd+zY98xKfQqC+wksuRZ0gYlHYSo8sU54nTBHQxu9XBecZ55gPjQqmaPdWqQx7xdRPprB8J78pLWkX+Uia2Llo2q42zMrmOc417fZ/skLJRJUW9tML37X2Wlxx3F2gCYlmS5nCVQN8cpQT9IqZgbzwmDwUVrUcj4K8KeeoUDQhH5cUY8WKqXqzO/JhLpQPntLYNI9M8RsNR2n9/RueMttLSIDRqfx2zmRkJErAxNNO1dUhGKnhOtc99swBOO49d2Mz4LPjJILqJHJQLIzsOGUP3epc+Z0K14/a7EogcUUf3bo3lFIcvr5xCofjYK0I9Jb1tcldIdn61quM2TiRoaWy3bVevU7Sxf1b0eS3HS+RsORsB/fO/X4OdLIT0ylIp+0TG+JcDIp5O+7xA5IyZC830qv6ROFQU6FdXV4h9PHTanzmj7AVK/B0cagPFvqe/nNMOG568gLP9mfGLL2yE8R9Fsiw/U7I5lMG6WnSw4g3J/gvjIsvevP3CiT9SQMfdvrd5Mb0JaTP0PwS+JbKKaBY0CmJYGeVANeWhF+skJFFh1/4wGy+oFYZfBMdoRtRd6EQdMyN79A1fyHsVtqgkXPMLwVwssY9HERjJ6jXtScK1Hx25KkFv3PrjLMqqTXcNgiAS0ScZ5izZ8dgBTH620/AulR9aoxGf223P0nKAZuQwzgBk40azJykL/oU7WK3jWSUEi2XGFaxnyndynp9Y2zTm6P79a/3BBsVRVwBZtPG4zwxKbMwfQRU7nIJUu+mHOeMkw8/NZc7kQvvpKeo3PFHZ2Uh0JaVDmS6bX8hBRR7+YWZ/tppVtzGFEf6je7kyjBONL9cdBZS2EBTXceBf6upHv8LWaGJlqgqO/YC9YVnDkR86SQ9dGuTFZyn6LBH4gXQeMl8EbXq10kVfZ0lLwU5HFUL9oUkOVJmLFxSILi2kAMECsYq+oOMhgU8LHy8J5iyN1J7VbyQIByrysaqivZkrjujVXKh4M00G2T6tysNVJx9An863DJyXFSWlqvCXDpRI3NbBE49tnizRKdjD+aDGtzTYk+qVDNOPO7A/Qd0fVfJcCyThKazx2Gtn6G+q/CCExFswueK7jf4l2+D8Bkieav3ahV+JKYsX9GkkWbB4sfqj3Qn7b3WR4/na3eAKB7G/HLTzPhzN+ZmLndIyZUWGk3Ke6FXZdV/DyjoER0QCQC12vYN3B+FQrFq8s2vvlUjGoUxV0biWh3RpqKSmobooPO+kkkSHOccpnph2sqamn6+tMT+27lpp+n7W+kFWHcvw9OOUjA6ASJeJsb7JQ64RRWFYfT58oi6jU0bGxqUPI2BZu9TB9aWQrT+iV3xRqW90PQJ0grmXXt6MkbzQrIlOG67652dA41svuhvUoAbGaO+L71ghdGFRMJgYnq/lHeCLsux3O3JGlMB4zyVUpufd9wtheTle+GDtFnbksDfyekVX2uu4MtBg0fzTJbNKCSIdtIKQ6+lgxXmcdnZU2N2r/W/Jqy6Bu6h0LhMBNlixtIe7kLqpqMZ3MyZOhKTazCxTlJ5Ji69OShI9vDrDNBkBOeMHVKl8an7IrZ7TeQDZd10EtV88qyTdAFTzT733y6o5Thj24mTYKoNBlJnzNFYdY/0ZU8X9PNvln3Y0g5/cL2ZEDnVI06+VcQB2fBXk6sjuwkqQz1xHKMegn/M5vDo/jruNkB7nx//ETNaeap4+0ETcP3rAcECEWzSSml8GKRGMHkl59dPRBewFONRqlHUMXJ5XBqsFlwqlypHhRNaZ1DissahVDUpOVx73iz3ZRoFCcxmBtZxaS6OGvYdP2H3JswexsYfa+ORiKG2mQjnrMu0xy1N28VSRe/+nX6jEP0HVuvaE97M+ugVJq8ZXGbJih//IVyvq02QgbSKCcWSlD8yWtsai2c1vyIzPN95Xn3jaPtfZoQWpIEGI7nutWTlETT5vVsOSGn31QbK0NffEam2x4uxPU9R1y6YO2jk5nCNbYoL1cafFfMUu9cE8tn+0lnLCvxXOrriYA9W7DVtKFuBHd+oVYz29dQc7sgMNX3wVbdt19ghRFp1+DVRCxdvwNdjJDkrquw7tirBzr41S0xXmAVp/DFSHdWLZX04hq/HmUhDqdRKl6eoycNgr9LDfFPukGpa5EejM2yl2LZ/tJ4TMtGu6cdxZXYuBliiZuzUfxi9vDDUuwpBHHrrUgGQnJhAyTRTLABU1WdaI5eA7k63LfJ7FTvKmlIJ8dOvBGtHJ68forEmLPPw8LBOha/GfY7nTr6+p7U840srDe1v7vhm3hch+37OMOQUthak9UVX/IpTLKcJYrEju446bLHzDhEtgG4nL0uf42JPrM67g7nfZ/weqiMeMcW1y/xe155IpxVZpygo0FR/Piwhmd9xUCB6zdXd8OlH9dJrE9obUXMybkzWLgplS/HdF+qFTm4Tv+Q5H+zF2t/DTn2Iu3MHbSx7FDMoAh8EoA+6RMR6vIB3pct0R2mSmWGwWoOAzXrYmuqsqUG0UTW+gC3JVK8EVb0m5e555tsTqGdST0293lJLwXVRW3i47egQPnzPY2uSm/OwkAUh1luLjib3e3b1dLQMyRR/b7yfDp+keqn0xT+27deN6OdST855fBtUbSx+S9EyewlHCna0RmkjQ776F/D6l5eVzbVDf+MRApdpCh3TnZoOW5SdoxF5fulU4Ps0lJX1oUa5kVQsmZO5yQyHDOHMKVJTR8qsL6PsPGzD0xLPWjM9PWoHKPJdaDQmi7mRlmIIM1pcEel8+iCUV2kacl84wfr2Om2cMqozxA5lukJ3KsJ+OwaFPO5/Mpjd5DneeCzkV9PjuQgTXCbSmP4MxVffqXeic1wsQsl1oz4KxN9OnmaK25uWJuDmGgnUb+TzF1EZXhL9f1j0Cf28N0a01hiYuKX0h7kmumkHpWyCirNFlujGT2xtmSiS7fjKqfFwRfhXzvrxygyu+LTtCOvLlDDd9HkCn/VnSB82PA3Tc8InKel1PDyCEwOpDQeh5DQCWHEEAjgzBv4yWovz4CDWoz1LhAhVP7+ii+bI9iXB/MPSAnZKXnUDMmiZsOHxZFbNmEnsg8SOj5wwAVwXVSk4TtI689ntwWJwTZ0/mwaH6jZVh5fpmmXffOLMmCdR9lPGsbL/XrI/aJaYhG1AmZWaysBbNVQaKXPP6tVSMzReZZP/NOF3TzD7TdGSL3xqIf589qYAUGCPuE8c14CluKeNyy/+5LFXjzZEyda2C9cUlEDXKu9AVRKB1M6ibPq8lz0ROz4SklbIRgR9nsg2VcKv7Um7PTCq0Qq2TZVO3LusGjfexatXONZPVTyrSV8FU7pqbvH7KLRST2nuoSnjYpTUAPj0RqJjbbp4r7hsOGRsEuShbtTBgbZa7q4HBEOPx0HkrUxrri0YCXPuWMUd67QEHtztB8pzzdFRP0H0aZUko7FE5kG2n7iz5TXY0kYN0r9vHagVwvvEhYLuXs1fkTuNqce3AB6dSfqZdGHHO+YuHNgRUP2rMmPXSnwlJbHv8abwkDTveu5tk2xL6nTO6wbkXdZx+4hKtsikpg7tBUOu4HDKTXjSUUwKx3EcnCmRB4usZ8H7Fe0Y7n7+MlUu7BMPuxTTX88cQtAe6JS3R46FWnNlFbmW4+j8nNEhWi1WU1qOCM0eEBDx6rUNW3ASxNxYXBmAc1e0CaW5f145bMc1wpFwzhVljZ97xO8WPs1maljlq853IjKrF96nuv8+BYSwsykN0HCSsfw3fLJMREne3Nrwktpnl7vJIPW70lPM4sMegr3SsdkMH+RaYbF9p9J+C+TgzOuCs/POJNUyitSEPvTkEkhkGVl+QtbzXZb2xTOQu0oihJnszA3/zGqhZJzHK2bOLeKySp1wyDiSg0V0+LIOeLAa8vV15hAPF4ZjhCqFtFMiHDXikUtvD8i7tzXH29Y2R1KfPORUgaiSUhQjLAEnFfTPibStppMxHfmO+E5C5afBjVMiRnUXJj6zCD1syeofup9Sna5qtF9pYqXNZl6MmV1GoEofNFnfK0o7PGZS2SWoqFzgSc4qfTACqaQpEUXB7OtLmAHxUGFzaJoZgp2D/k6l1obttAinY11UGcu3Z7mrltAwocANB7YlPqxj+Omc99m5ySwt6TJJsoAa5c/VkPxlZkVpGTQf+uXGV7UrW++pGq5QNPrE4InDh27/AfsDcaLc9Kb6BblrN81+U+UBtewbuUagWiMW/ZjmRh1NCL9tRkSfdKOii1v3g2A6D+Qw2vPf3VumWgEjG3sHWj/RPDBZO1IefeLiktY9+R1kfEUj4cZL2j8khfXHxLeI/l68FydMWCZnEZVkyw5DdklSuuQ1j0i8GKsxY4vAMdTY51JEI4eCS4iivdb/rYge/jhj+wYdD6KhLU0+ovoJVPX2vCVHD2cakYf1aD6i/dE8ZJnqcdkb5YlBeWDayfRiE8xQpS7bzmdbYY9vEVE8Xk6LDQbE7vCBeDRleQ2f3wKgOF+OviJD5exkbo4Mdf2PF156JgX44xdLJgsgdsuhWv7Wc/Ec0yK5V+Dv3EyjVbK+pLUfkuyphaS5Lhi4CNp6WBUNF/iNanjuPU4XS1dw7zdwNGw/0KwRoppMVs2+8XqVElE8shZ/zb1gm3+w6CH8MTQCzWsAd/UK5lrdni7IzVTi85bbXBDU8fgRmY5PUsCwWAcDCfhhSGxttDn4NJva0+3xqnbNE+XLTvKnXIm8G6MIvFe7SU68XRLdDnN2sE74EgnvjSKdtthLFAQfKvHfgvMlm9Tw/zI1Sf7chjRRYRRPXPWq/j51HSb/gCNTz788eqHbNCPbynw5bM0iYlao5fZRoQZsu3Etf4oYegItadwrxNWpER86adz6UJNe8IrGj8X0H1jbG9LxRYwwecSxlAA4fH8LGbEKF95B8N3RXxuAUoissZKS5O5wPyt/ZYuKL4/7vXYiCbD8QQ41hCJrosCdwV51YyDPp/G4lXz6QkWt4iysN3HoOMnbhF5nQ1Jadq2EKWbcbkbkbfVvcf5yQe4neiV2owkXUihKae2Je/AA6rkxT4/FtXeOke/0o265iQ2QfTTJ8CF9yQQcrXe+HGCphiuYGoYNXbdgRMKy4ODUqy4ga1cTxJjJRqb2cGKwvKM8I5wXcxfFX3JiqtMmqSvOmK9cViElmpIBfYGE+d8bpKUDcxnoDym81ELVV80ddqR3LwtdGsnQs74Lp5ZQW+kyagY80eW/r4I41OGs5aV46/pjq+smdIbPhqVM1lugeyT9x3th8nAk8Hpz1j71p2xtsxyX5rvCH1JYguxX4Uf1zw0KSp9uQ/8gsH+A1MWjq1jtM/894h/f7CUQFbAZri1TTuBgJ/4MZmj0AChdr9Elivb6CvK6tLZVkL3eGqJitJ0FNqWQvm5pwr9nERvzsKCGZQSeNSehNaaLDEf2YIX1XNkjDtTDav9E3hZAYykMXOfjeSxa8UwaIjxmSTzqwS7bQW+o/zWa0PNEGjvwMfVP0HIpw5q67ZJNduHbVBnJ8Dj18z2FJUKsTwlmeEGP/mUAO8vCXfHIcK+rfxCd2MQB/+9fq9EsdFX3+kXGQoXaXx4L80mf2DuLcGNvarJg9OJlDfI5p/EjcrKDPZBKlfmGrJj09LbYgmOX/Q1Yig1R9ktVyGQIp3C8A42kct+Vq+MNL/OeMobuwFmRQoxpxsaFjE6gj1F8PpoEV5QXsnf6giHAnNogh+2zxYZIFjAXkxw6+UxhQXwSFs7115LztQ+UakJ7GzayOluWUD5mZ/s2vktXGKqCURUn7HcwBKrW/fpSl7iG6xydD9Zchdy50xkyjMna7kPzagKlqJ2WmM42nHjudQmYD5htAT7bEk25eKvz4e51zQp0EsdJS3mlqhNb0iMu13RVPdh8NQwUS6CptQxEH//yJs24J1UJelvRv7xrNaGy4gYTuBkIbjanZfC2HdbzAMH/MNmm0vTn7zs1jmAygAVxxf87uQ1O6x2nHTfhpXU2Cbyq1yOlLCJSYyUhPi49xMlNFPBoCKuAxtbmGeCClJs2ld2vKCFjl0MeqW7EaHyMRMEz7zafbJLpqzgpz9mqkB9+6o1mx0xmkQTQ33fxWcYP2d/d+TYZ2wTHcpemdGVunZ+lQG+/IrCulEcJYquefwR0YTHypqKBPFZPSbazUj9WBKgEw89fjJ9c9jM9CK+vORLHTptxhfglKjdR/RUcnBQ4KtbZ/93tN4jhvkrVUpfdYbqdTWVotLXC00qlsmcYow5u0ibhOJRvhxhorHILx9oM4D3ONxpys/esjPOhydO9U8i8GxewGMax8bqOPsBdXHAR4Gn6zkdYOmyTt/Mts/iT1KefZwBVxow07+3YMULC1K2z6eVHN8y57iYuZIzb2+s3DnL7nkVFifKeFVobgfDEDVHvpLzoUzwB75DeSUmAUIzKilxisgLLulhbd5wzZ/l9KuL/qcQyirjOsqvyYkRvg2VHl+0SvxPlzojIOvD82sEElHizgeX1cz607RGuvVrW3P4NyeXNP66XLbsWdQyM6w2V3Metw4EE28MX7bhbXdlWqgYtxW9cb1Tv4xfE1qRBEaFLtvAFzmcEXuI3OYKrz73zaN4qyoHU7skt/rh21QdrUCNdNkHntuW+HnVNzX0XksmHIe+uxgSFR3faxVBJQ7ZHPGa8Q21Ry6vhH+LnQmVlS1u8sfY8lMc+7rIJ/gWr/SdUmI39ASmKSKah+dYPikvjyfaePJyUys6+WWC9MYihST6BkVBRSh6SX3zgJ5jN3riCN2PYiwSSs8aPDOhRIr1msr65xGDKYF5GkeS8tyo39lwE6XPmdGXSTPZnV5oWKhpAesnw5l0guj42esuXPa299af56+aBO4/z8vL5S1eDHpToASvhaTNJneWMUNWaBMpQPN7Md40YExfnctA8EOxzs5M8ZNXulP18k9xDmW9Wm0W+3lKaVepaglo3yR8MhnXmd1I8GJeXwCDcM/VI8qKHFvOeqzp4M8b5S7lPv8ysKuTW8pre3ZLtZD0+5tdJalTK6BDm1MfNapbQbCLf30UvoNoJey6LzdPrdjzUKsi3aKeXV6iwOdDayFk0pQiPI6k6vCFvUYHzyU+haGST2zXXAbzcm/J9aeV9Y8pYT22bpK7w0xOGqqWH2uSzdVIziodhxiHpjIvygw7mKS89SQdMeV+5jnIHMMxbSp9kV4MvOFa6whmCSUu8w+WHai79V4M8Nztv8t7dhrhyPXam45kICmI31J+dRLocxFRVxCjs0ItPVbYND9i7OlWP1fW03033Q65LrfE7SFkqrmycBSw8v0sfhS9LqIVXfM8yqR4f2Za3T1adBjHwXwy9UaMUgzhsOrjx7v5adj+/Nx2S2W4Al2IyW33DI3taDMb6XMHFM8vJqtEv5WL1GWRjMJj4+LPPm0l3Q5pG2Hg8ILMOoRP6L96jn9OzUbBkoFr4rpY0jT4QsgnMbofrHxywxIC9Pzoxcxu3PU69fzKpe6tkBeXqS6x0K6iCuvrakwL/cC5xvMKiQ/fwgiEd64GnwTAagqGIyNoHn5pvyobJ10Y8cJOk8JsNFAQAJKn/sCyJr1ziYMpmFwe7R8jxkkhrxe/qZezOzI1vl33HYOJFaXTHfWOpW8CCUUcaGeg+IUd8RiJMqbj5i0fkzG9HgLdsH1uBz97nZK5tOOghbif29MFf+mjxw077JS5INymiXv0pNyoE8Gn1gX3c8feiAueTpzV8hW/LoCvL2kpLqaKLLfvtTnSqH4Vx1Z6Lfo+Nz3RGXA5FolQePGFuKg+py3PYP/KWgnsz7qBAG5pdFlEcSU++pAUqm/86q0IAuRj3muhDgFVd1cNO/3mXGQ/2VZ0lJRBV1Hjqfz8c256GpndrfGSz4Bkn0GIQxfpxfkY5ZdEeiKk0e4mzZssnt5vMci5q6SoEOPyK2TtsOtdTRB+IWLTKIig5cVkmr1K9VlftMHlQraFxYwtft3Ezn7RUDTuit07qc0zIKJ38jzZsoMlIQXxpf4HjD7DBeEfcGMnBkCiCNcf1RFruzcuuShZOcbvtDEFzWn69PIpDAgpLx3FRSyGm84jQHcpjEcLE5DhCX1XACl/FdcLWS4nkRo02BrhBQi9bElG5eCc7ZjfXXAlwbokwltRNNe+Id8fy4txNb810h14ZhvhHK90XUc++lta9e7tR+9wmHNoayIoYaSZJPEmRswx6nmKbNcSOoFrNqu5emr4NA7j55Kj2Ne8ne5qazY0QjS7c4mOsgT06AAJJO9/H9V9P+rMZbOlfP/J5xD6q5KjBK3x1fFENdglkVVKbTxmpeVUMydbWT4yr3uMWCFZ2yFdrvdkIdHi9PCQBNQqWpaCazVWEHUHG6V/s9d8c9zhR9ju4IXMYt4V2W4zspcfR6nJ1yDn/y4IeW/prB/fvve7b8uv16wnP72R6RBrcocznr7BRcY+hqsGaWbN+yofCL3iHCMwYn2tsT/8jDkqwJbq/ScSQTFdei804VVCOiA1gY02YOY91TaMXhqdVT7fQXPH90jj7yKUwUCUAmn+o05gP2qXtUERc+a2bLdtUOI5mEHfLolWFN5bpRl1dHBcepb99ULtloLO4ftymyXFuxlIf3MOey6lgundK5mSncr4gCy7ptdKP2waDtNEhY5H3I1NIz4zteRyHloWXhyjd/RRxsB3q9vqXoIifjWriF16zvohllbE7ZZXkKgMcSfo6WqKBMA81e5xJ9qr0F2u9J8OVncN2ZpU2m6bJ5q3GJ5JEKEuDVrH/6pZeuT6DG97glNBqaUHklteemG81yTj6E0mlZiH1kxNi/cUiDpEEJ+3Gf4RXjb6a/Si1ZZcMA8Ml9kvgjd0ZCb2xKx859hoDexNZhUqJDwtZxUc4z7flwU1kSrLWTyGvjgsnwwUeWJNaQ+Y6uf362a/lEU+eu5OA20b9S3SuDvnpeN8YFRtaRKlFqKcp82PHGfe1ON9WBODLbNPr4ZnEsb+5s0KqS8SxpL5Yj7KFoYby8mSbnhD1bsrudeusptb2OxarCD/DZGbcFhPs9sq4vwqai7J1rmXhbkLobcYVk+ySDmLVre6vPLk4ndgIoQ5PmU4+QQlr944nA32ZMo7BL3hqxzZ9zlnGp7nLVbf35oeP33tr35Rxj4Xa4IrvQx6AyMoc+FBDx6vT4jkRLlQNI7NjU4GDlX54mQbTdtBvxc20LiagGgyuFxsvgypdYu1znUdeoiQoo4X2aqxvPJtDPA+eIqoVM9GobP584ibsWQrDT45v6KPljfBiVE2tBQsGjM3Go8X7OXvhddl5TK0eMuZNfnKE9+G4dvRiNG1O0YEs4msdPXl0t1pbS5u+dJneXVloRAJPqfikm1PK7/jCYQJ7NHXP80gsloNRKrdNyqVpyVXC/IqjFdwd6LRyHueB8TFcBpcYGfCn7PIZQ0LwxZyCuwD+XJ01hhqQb9dMyd/Ygj6XRIOOTEQ0/xiFAaPcwEBbjOHFyJUh3cM/mwS3xrU7kbRcbHtOMQ3RjeFtqenNYTVR5brM18qY0TnccaCuAvtVogCaCezk9iQXjGVtxM0PkFuBh7TMglgEfCxWo7K1of70jYnzgy9EOtbc+hvmJfznqAPtGqlCquhefXN/hVSjSMP2WQZPhpo8iYSZE+nlle39d2imbxv9iPuPqPJFyf9JzT6u6ycgiN9voVVwbm5S9fNrLS0gsYepgi5xi+HKegLPCQHPu2+a1iXfm87+R0Vpou0Gybl92jOU70wtZhmpoHScu9bn5mSX8/JlVuZ5DdqPfsdGT6s15cat1m0RUVH1j1Nt9o60xusfOO1VuEq6DA6+yboe0PXhG/RGpajKdrIUTgSHenPps6FlGbVcCdyNbWBV5vMHVIbhbuh094zoT/pW9hAnHYm8MjTNtq/SwvQPZzpk5yUEg8az8Avr85jJ7U79MVJSKIzUYfIp1OT+xTrMggzhZGRqwwmrZ9NfMdSh8UMTi6qF09+Ou7NR1DmfzH0CZlJI+WmKE9VS8iaLsEieRoOyTJEv9OpGmwNzFzROXKZ/FrPAW7LzvDSHy4SHq0jJR4RCeMZl8R8E8bh9zROwJPqPDvxVbMyIo0y8pOOYOnCCOxOCtO5ui8R8LLV4A5a7KCy8cGrtWShS4SjoVehSXypud6CNcNGwZQoXjGL50vn6kv6F/tbPQm400KH4M8WPiKdXMTNKN278oYXLmmH2OJk39tJvki2kyoZy8Vbp+YtvhIjUAT98mtxrnurLaZu7jgHaWk153yfQ0wn7VCVH7zq71mNbsZjYGYEavtuEz5y5LIgiibOtLT1ccRG93oPIGTFd1tcncZaENAH6XgDO/rC86lnE20VEF5ZwDPQnI3BY5ZospocfskTpoUePqw/vmAsPUBkgcOy5bTypKNSJY2Ve0TiyK4tBVdmwAwMkDlyRg4GLNtuBibumh1QGRrM+EvvCeC86rPQkPsemTQVUE+I0d9MKoi9Xd7RzkqBsX/YhEVnoez72vVmhgKv0W6sasb8nQNuWu7TiNb9TowGQpNXdn0BhIM/zegG6506snf47UNM/djphwW0F/wIVv1T5xyar3rlyr60Bb0ojYelcCiyWtqc/LAB4kt8J00hd5Z5BrNW/eZ76127CTHoQkk3DdLOwzAdULEasFdEbh55GRynOykn/5mdz+ld0AcBrY2Z82qwI9PP5pZU9D7nUutTRxXzptTpG4kv0leBx0u05IvCi43IHQJIN25UWXQeOcUMI5SbR+1Y1AVyjRxZVvCeP+mrq5doy/RErfYsI3+7WKf7G8DwVNLDr3zDtsf48JbUB/kDzUoVJns8xTwvLbgnV3vMd8OfmDutEY7lbhVjWGNTzhLQrNZDjWRKd2U1oSAYgw3QcpYRaVodUG94v+Hyu2s4aXjoJenF1ygylFleQ+vg9JLzg+ffEakaMYaXDkPkMK8O4YmE7MUDKqh9dqKuwub7n14Vk32FSTioysmmEq2qQK3kcM7GDo12r6vxFLR9f0fkD3bNd0u1cokVUJUDay9+1p0l7aJXfqVg6WqPCv9S7xZsELTyLmz+epw4WYfq3afQazu+5H0+6fc/6WNmuAWRkcK+6yMIzaBejmE+1QeCNp14qi168LOb6ylc8tsllx1VvyG+BJd2tTa0C2pwGgTr1SJlTykuXnP2vmjp1bvq4NsqUPht7BTRYMrgG3bVQfNxXhKd0FjwFT/SaxeRGqeRt4IqLU8d9WtYNlicFxMQxzuyLCBgrr7gzyPGa001DopG+VivUxuZCUon0JTECppWCo7gDFFxLkmj1uGxjiTxMz2+tOJ3dtixXqvIgWtb4XmB2i8JWqSJWSWspIMhVHZkJlUnYKsgJCDGMcfYAh7wHbk6SltERHT+dHorT5pn44Wso2kVJzPPYn0Qhwc9YJtbOIEoG7nXuTM46gMuASebm+B4fFPo05pSP/z99I88Su0V9EtlsZJohxLTL63Z9m4Zl9cygy0+qwR+k+aNGDVJAwKie3XZWQe6jo8ddGiEKIBI5HtFJH4EVCSdORve9ggyohw9Ye/4vaW3AxKt544Sx+fqo3mVnmNrMvR1EhnqDqpNVj1HOu+EuJWtjHr5Z2rPam/Dm0CIe2rNjNeQM0XNCCJAjiaD0lTxE0q+DW1eLdV4aELfTFTHt3+hysxNmzsLMq+ztfNtk/Rj8fYu7cS28Elt4+xY9N+0p9hK7O1GzYh+q6iJwszCgXQTvWB2kNER9+lyKkkaPl1+S/NrE31BasDF/sVX2N9jmvbf6nzEP0h88gnfCp7/8SH/u3RdZrupF7OlaCnW7lKRrsIWGNZiULZxa0MvKo7Gz6nLEOECaaBi9VWuDu2goJpvJn/krrPU+OHikXcno1B2BhzDi0rJXw07EFSsPVm+3Epmq7z3Qlo32anY77mKLZsJrmcJOEY+THTjfWw+RnTOXpip+e2TeMq8pBDNbnJCN/Rr+Fep7hyfapT5RGTVkIHPuyLZ6x8al2oa0wkHCRjnAOLihrfXst4gtvUpCX45oYGl5r2RU/zwwvdvs/r0eaiUJ/oSi9NO4+jewQ6jvPeg7FzuW6XCqC1QW06dkyblhD+IX4dT5+ZogxOeSMS0Futtm/swstqP2kil9bTG6v0xp1H/qUIryUF2GerboAN2pLPQafaWdiy3teT5bVLuDxfFrgji+Q19AzS6T7xflJHgh168uZtcgUhFP2WYXRmeQ9RBtKe3GjKXkcuOn6Zj99YCDH44HH65Y2gtbeU2eaebsZuMwB33OtLW5FdcN/+Fqaq3zXqGXJaJ7XRrDLwbLi8nsO3ozNnwRadwZgayuzzSKzWfSDxTS2731DOrXL4vVqhkUQP2GPwxG7Qirkb+7mNVTyMHQ2aR6NI7hpB2NwI3hYUZTknkPrnZx/q9zOIcCjTVhDPWkEP4edErZ3gTOTXPDBf67VN5tRU2jdfG7izJV5+4RsLpxv5f0WnVtWu0Fr0V6rArnQRu28waPHZ1Dd6/BkriFamCD0LcGIta9joJlo0zKQddsFpLaVR8TAlNlitKjnypB5AHFCDlxVSbSpUTWTDPinVJCAnWQNpHSy5PJate3ux4JcGyOO4bxD/vK3+y0i988rOi0U1nfr17T7NZekAZRSgZCFqYk/OoyDcxU1PScsUSWZcbtIdYl1C8H0dvHNXf2HVLmQxjmirqkEYOVuc41rPHtZOM6er9hBbk695PYNQFp0e8/GPbmfj9pBy8tOpd2CRBfupMTAC4/KwQ/El4lkYmAvu4sgKpCPUNj7ro5mbG9eWwh+8I38SXjlAeWh8dJJ6QV0oblNvjJIGinhM1LBNI4rMmRa8O4H/eGO/R2Ui6dvgy3areiIrhho4sNDjgm9dJfwuErX52tZRhasjra6KMltg1r9nKCkhfeuvgqqKqyi3IficgAH+VNWxmYh+ZbG0DoI34WMef7+ZO2WotPoZeIY09mR7MeYWyL2Y8Z4eDqssn0TSFptKdbGLihoOeTf0+0J8oz7Qs254j2xjUQGcUk5jxHSbHm0zfb6WvH8xVIw7bG0qCwizUyY15jg73BBjWu/pm5StsSJl6jPObtLP9N5VO6qjqdYMyLBZrn7YagmKRfjceb8AWvMHcEtUQD4nHE07V5uab3bPGmECXl6N8W7RR16nsKDX67aeEYcxZ+IlkoKktKlzuIktrr98vL6zfcoTWgANpcE0dDc7muHORwnqddMSC8zmMppA5BgUZ5baxtCSV0nEfdTbIREalwbuEgnC1cX9QBu9z6PFCdwTS9aevRGi/wk512MFc89Y0Z/3n3hfG0cd9kh9Aky7iDfn4oDcnjhptEj9w9AfarxhBRpEUzdQomckX9q50dzNGQc7qT1mXWBkJF22cIufERfj0tIVFTE5ZXki57cs39XhZTE8sVnlGjiokNrA9Vea43T2A96b/fmikkSji8bHo/UKO1g8p9oiDxZGPe1nAba2BHISIu44qTTGPPFPxXd8jBPz+qlkRogBEuasqdXveKR8WpBGD82YsyJa9HZnic+VMh8rbwuuC/cMlRp0URoTBrn3G4fyYDxwwYQEZ+AvdvfE0iayMfDpFYtlmDam1ZhTzaM9rZpuNyEvprr+iJSqZDHY+i2FgsN+DT94OgBxiNtW9f8fj9GnjlXWqx60LPHnBXDrCTyKzxhiDga2O9B6NsK91TW6rS2Yy0l/VySnnKtG9Op6MH9FlCVVF/BJ0ph/W3d1cv3lhO6RH8USRrXvt264KgDTn8v1MB6nwz/X00pl+NpFTks4Pr0cmUId40hUKBaYTLYMD1Ez59nSinOpt+2HiZLjFir+yr4SL8z+tgDQ0Jijk3z61jLlkqegdN8Aemv7IwxPyXGnxVD/+C7db+f5Ou3tKA37PXFORvuP7t9hyXAbUGfaJfr69zsziSD9x1SItJTR6YbYr1wfVHcc9ceT0r0WZR+pmKn56nggJxepoASPzBS0EeMLRXGWfM4cTE9X2V3/qdbfUoB6fkbKqwTxsxv+ZvLit4pW31JDQTUvkQ9zZOKy2bN7vYdnp6NYgBhYz6rM1wR3t6ZdSOVmIiCiimj6T+RXor2I3e5FNrXAi/puve+MlJr+M/mxtFAnCqMm+odaE+nqsGZ7kAkoAheg5Hv0WOt/85EhFfTSEdF9zl5w2jwrx2Izd5pTQf2k3qH0gpgPy1dYebK/bBqHEa0bMmBtVNBlgOM5qGFC4GAFmyLG2v0xCcJ0sLXa5++no3MfNgDb3KaSmWqRSqii24O0mfmfBghb66NdFq585X6QYMwkcY39sfy1NeK101kFOxrjsl6amF9q/SFBFR/xpSXhzZUpPWrQ8KM/0mv8FpZPPLliKd6fBldGo22NbsuirUJYcf0ANz9X2hlvLTjDuntVQZASCYlLjQH/+lNdVi2P5iEOTEuVWuaNSru2SRzBGg6Eb2vyi8JSPMS+KJB7kYqnWFldV/crYW5Uw9lPi7kU7dfJW2PZoESG2a5A3dkII26YJ5SW+E0QndxUz5lgnC/4pvOcoe69p9Hd1q4TjLplaYAMLInj4HUNTW3aN+nKqXxUbdzgXKSHmMoJiA9OeXR3Vb38gn2KA06DXaPDpHV8nggbVQVlchYVNocVNohjsNhUtV6J8a63ISvwLYI41wlSGoKZyPPN3zOEO45ctW9YNtfo0Oi8vYm84q6fddGvoPg12Cvm7EUWbbeERygZvx+lvcOqoHzIoTh0UvUe2loVzErHfV9FU+Qb/VVhUKPV0tW1vD3eH6QCEAOdHGo1QRZq4g9A+L8erzSSGcjMe0cc9z81J9JOwadZLL13t+TD+6KHATi6l4NoUvHkx/aC5fRP4cOc3qxad0iE+Khbzme56/p3q1XMD4o9EZgwsX0QT3MOELltXiKnFwkyFzZQX5WmQ2DLNJSV6FcQmWrZRf52UfqS3xGdOmT/ejRVkKy9tBRDW8/UjMfnFK7e1KVPcatGQ2vMwBlE0cEnnyXwqO3m+3tNk14hL7/cCq1wdkL9macHEbg+6viVnCvbZImiXkpUgkf4azxXX0qreJVpfgeMhOY3ieB42B/Ycs/+6SaQq5gomTEo/kZ8KTe0fdDsOKtrVE6XFIs0zg9hZs/s++bw4x7cwMBhOBQFl2oJUqaxizhUJXLO/9A6y0dH7zJhVTaufqe7R8FTuxhZrChqXNQ/lQoJWYaOUc6jR/Q1YQCFSohjNdyi3JXxNPnlYqRNGvrG9mhtDSaVsh8xqEOIBNsEvGs2/PL4QDU/Dshlv05sxYhpDAo8lNm60Ckgb955F7z0VDFSYg9ef2LydeuFGeca6uuhROxo6AepdOGYshkE8wBH9JFNmBWzTrQXas8YV6g7wGsDnrwapruHZ0hU8rSH6hGelw8woEO2aLOfpxtfbHFlA2eiWhfuLL/mwntRT3iSoxcZ1G5u2/GV1n2HscEQ86FvKe76kuPH95TPzQz8clk0YGBS4bd7C4tjYw+8lia63GXxFcdSSEhJemOeZTid+p/lkfktMMIHJM6TEITvpEfBHJlImwE8DF3iy+bcF+KU0QYsfNPInCr8ltHNx9X7Ij0VS0y8TafwUSVKvMqePWsTBybdS6IVjccyDbW5/GxXa1JPLSEpwMRGfI1Dm4dvgt/DNqm/2E6dQsJUrznnEulW26/ef7D3JsLtdYCI8L9s0vDA8blQG0y8SnB8JbmaqnW2NsHs0dGa/5UYv7ypkcFxhK/BH7UkjpmBcuCu+uIlAJRwLZBNcweNmt37ZgEUB0Jzf09x1EQwfKCAsNWkvnDiacg9nlCG3Hx9t4FjUyHBlcZ39mo/33q0InbBVRfSt/u8z4xSWd2hXEi91kQzND0kzjFMw1TlaT16I/P49mmVv6eD2DSPWwIhOOpD5NC8nIGZihHWiqBrSrk1J7N1e7RDe4aFVH7jLslCXTDQv7YrIX6Cl8gW57qqJJbXvrXmd2k+flEv/5ZNzGX7iC2a0F6dWLFuK/XgwPfFjQ3gvcsrafqBd2GwxjOF81YoTsL/LbFbui19WeJb2nCZKl/ym8XwUZ0rV/oJkJaom17eOuIk5j9UFu4nprPZZn8tOuBpOJIFSEJkHfPrrCjmCgXQJGjpCA9y0TyKYahD5XgSChoqrVSR7UXWgBTgURaHNOe8sprk80/7kt8t605DpdHgWYaqbcDcjforXB60ARUehz2aa1RCDFwOeoGNW+UgZS0dsBDlFx9RwR7RpJnQiWwyVpyF2OR9CR7gX6h1xBb4vJogpF0Msl6Tf5wo0a44cGZ/VjBrm9m0IFlGJv2vOt1XuUi8KaSV7ob8AixE7IJ0UPJB9h0ZV6DcapJw/i61iq7awmUW262Ct/tOkn8T4PctW/jT3THrTUO21+VcIHbzYP//g1YPN4S1wYvuqXmUwhSA4+TmGZ58i/TB2/uJ8k/eqqb4v3rLCqdkXUikq7AHLssYqOYayKKbOUVNSJGLXY/l74nyXmGn9lyk5Uq6FILLrQBibfsv4cMPF2nX58eFn6/63FxFRZsmDqd3mfnPUbgKzUg0hQ+MSvOPaK8Hy4+EtcdTScfUl+LF7vWXkSYL0BwVwUiHcQoL0sovf/UjLUSPqI78MdMAzXluNc73fVtZz/OG2GTpV9g6/fzIKtixIzJhki7C4gGBAaurzsFCX27miTZyQs8DCNrW3PrwhfVv3s/NOlCwZjacWIjspY98y/AIvahlYvRvV6F4j7NTAxp26ckSWU5XDVHqGefG3kQK0EGojj30UAga9xArojMmodpgRFtJF0u+8nBgH8PYag9k8SukRq/akedifjmWt2H2j2NHYepK1+Svnq77ghmiL9KGExg5rquw7fsqbvL48lPI1HGLUgm0nCNb6S9PliWqKjsJ8Y2OI094tBvPd+lxfvHKAX0Gi5he7ZGCtGKmp1B7iAaowdjHqdrZHxheNYR90ujtxG3yd8/UpuIy7TGEFmiehhTmU4xkO+8hb5NmxyT8sHBVuVfZ0iPut0veHRzVukLq+BoRhf/o9QJsT2BYr4N8WpKVJ3qsmpnd+pn7s/EloS1GNBg1Eqs6hwSSeqM3ee8Jm2rmP5U1u1i+83Cnj95abb509qU+s2OldiYqhZiY/JCf8eXj77dC52AercNioSOqXW0s3VTujJx17DLR9Gy7RTm3GqqWZ357Nq510xXIPv+0F5gkGGq4T+zw70YyZN/3MvmDAaR1qrp6zV3rc7QcOhGNCi5uzQwxle3oTeoG6kaTY8Xa2M6yMk+CcPM34HR6R4bqsfL6i+hOJgAVkXJkwF7U+sv4fuGehCmXc9YiWUTS0bnAVh61sQMlh/ZKtD+NZRbjUCV8OdUxTgtg0SPlJtPK/HaaRUNlw+h078bW2BFbJwR1mdYo1FMiqtWpZsr3Liezn2KFZLqp7A6/ULYadyh8QVv7RMtEmmKRt1ab4I1sQCXb/ZPAl2UbTYd453UGQWbU4LZXDxwTO649wL1DlTdrwvd/H3tpLflRO+Lko3ZMOytCjmKgCbhRSsVvyzP2/AOQTG+wmquXAKBdt9FOSxTDWW3xXBs5mqZAA/6cJZqn8BPUF+X6ddsFwb+t57a+sj3VnV9wV6pQFhsqS0BsB4Yd+xkXdcWKoyCEkmeWOz+6/btuAKZrdpjtrkHGovB8rrsI1vIY2iLQ+rZmPMjf/ztS5ait5F2+XBiXff5QswS7cBnAoZxbsfFnHgWxow4xsFPPwgmlIIbTrhD4HFLvsz3VoHLjXIHFPYAK0wpH38dcF1N0C7ADm+UxjIaLInUZNnyfgtZNbL7GouvaQrdXKoCMCKXG9nC38990FyKBa7apnNxzVL5T+WgJ4XMhj8pEsLmioqEUlwVZuTPNDzEt8BvvXGjS55Jk5QXvIfr74s0Wvss+dPlaB+vYOT7vgcW9CKqTfxye9i4rI/1zuqrCLENwV5o3VgncN7StjO5D215w251vjSITERhc5JWDXPV3Z5Yz8RMzLFhp5ZHFzNwRqb3PA8Yw5+c2Mg8GO3QcSbYkIG0Sr6ODz/y9vVCJ4UTlbex434sI41+HaC8XKxdDZ4WFbHWQMc0jphrSeEG0mV/Dec52UHLpZAgf5om/DL5AhqLFtaLZ4l3pjTfpL9Vi0es+DE7tVuE1tVnWK43ZG2IUNvXhW3LBdgvtHjilAKy5pDFKHfbIQW709kzdz+ZYq37a93++4vXXtcPiU2y6xcjfQ8cEa5GijfCO6TIk+We4b2k4w5HTbRNe1A3fD7Ikg7+Fv5Sj1fTLbfyvtFsHBoAyhV9pldYG2mDfDPrsPzEaX6XTBQM8OARStTJRo94UfV0v4ua3cVTWiWopf1EeG1vcYeq1BXnH5y4IDP2ej+l/tfOjFXIX3KDGTPWseXP2CBIy6iPpN486rK5e2BmvqoNfkzibrNV/pc5nm8XKkzd039YReeQ0lvB5rCB/uStHn77eHCPOtpyswgqMMEDAImjtOUqSyiP/p2P19jkT1+NlALXOx5/Rs20VyKpkabInfSGUIWfDLoKxWmjSUbwXDVyHh4X4NysF7h0AhVAk8PZz8MnG5XcCGnuhdDjFQxoF7ty2WwcsxgFiIXzMRkxG5iI0L6ZbDYDGwCuTHaJKTNiJPE08I8LC1a/maBic/o2twvTc1BMkytemVdY8quw+5tu7AbTJrLXNgGgi+GBgLGjMHw0gXLFgchmQSXBuk4Gw9SYp1KaWpc/rzv+e33P9zRDbcevwIQzo3nDfAZNqPOcBDF67I5uFm8Bp/Iyf1DellAdjXVKwOpXabujUE6cANnT3u2B4nKLRis3oFEts+mfIC1b7sZrPt7MIr8Y/5DTztX/wBm69QH81ZSwW92WLrMrrmiKHrhTid7p5Bm0sFXTuwAjnaWPF0B+HGu4nCd+V8smh9gqtR191zMleUHot9vhZsnK55pgrKk31NkIh3lURwCh6zeZZxIPuStrU4DNfo5rt0RWhDWmeYsEQBy5mNCPy/LXbPqB1QENQorYZZ34KWwZ9AT7dLmpI3B71Jo8AocP4aZqcZQ76VZ5nQo6V3Ccbi2Fk7LEFCK0hyRkkyeTkt8W3fBs5dJiQyjZmrDemGtzrVb1UKxvsbPnGdfT0QAbQAxTUlxoUcNaukFXCzwzHqrqDZ02qGvtObVNhmMgh3NG3pyxZfNEZ0kqfvoRrBJy68ls3wCJTdazqqGYYg0u9xnUhnvCZAggw6TwfwMTOKJL/gr7kKRgKV07ahoB+tFmRO0OeXwk+pcxNDcpcKyb9/CKDTk9+D4li+jNs4nClH+OmprehEmKF4/ZRtvVEMcijB1VVKRmQA8I2aFvZj/OyBsXz5ZzYw+k7t1y8hySwVj+OPHbRsI6Swune6MBctBNH+8dyJ5GiTd8HvJn2/aJABydSAvhSJoHOr7iQn8Phzj+HOwxUlZdEMshWVh1JuJeVbuPqiDEBOpWERNClEiyv0Oy9b/bVkHr3mr5DGUXC+cP7fhRfuuRZQ6dQdY5GcIi017F811a0HjK7FIx1KJlShuzHPO73Sn0s8P5F2H7yf9ciKtoA4pxGbYTKzOuzluvi5L/aycYUYPDz49RVu3H3jPRveIdCpAvIcX1AAy9h/qBaIlmkmC2FtIxpYeMLLfWHRDR46BUI3j1ctF2jBBR3PFfjOMS/16OKIgaxsJJLEyAmkAbTtZvkvORjjKUh0vrfJLjwKFQTwd3kIZr5L6HV0syGO3uz6zzd133tIvpduJD5hhnxF/hGBYBPF++mYd1O8qye/A4krP5LszThGM02gxfDfD90jSuWz5AsemwqlWvB56qsqqpPnC6fyiWHwymLFGEmtS2YNbofnb1cH6i7QhhKNHOIJI7AxHpl4ubxlDcdzM4cxZ3ss2fc2BVElOLUZiArCq7aFjE2nE+35HQvLIRbN70Xi6lqNPkqhUuU/Watxc4wXHTnamhsIQEyvYgMsVBeVgpBROicSNdTl58Ni9w+eKYs7tIK7Y32FLBGr44O8WqV7V+r0wLuG8+bxd0ArKs92bKIIc7VErIpiOpIFBgXLmeknDrbN61zaUaDOCGVaG0CL6WRaG6cpIFGF/MNvxRxlp5pTSzb+wBpZPxENMH1qDRofQTMz5W6Sgh8DzL/2dRGQTWQAYD+GbOLdbRiaxzvZjd1eqIvoUJudwMJRPUSgdw04RBpIbHvp3hPhALNs9Fh8v/5JKyZIk967GQxHQAewQhKP60MEZXMYbvMpfxXoTGYOHTdYEn2vGZdLxQQVxrIUhycZ3fesS8bBu44GtUImG7B7XVZsVs0BJt7airpfNMyAJjUQcJU/YgyOKd8p5znW7mcMW7gToSAN6ww0QDdNkyfgjm43GcSFeYEysR/zIGnAQgQLrAe9jSoljTXUy5Qnsdxc+tH0hsnFTGzCvF9l4eAONNe6lqCfi6Kv7P0VECpgng7NpvvhzVNfTtScGTRvkfPknxb0B/bl/wHes90co0orTzLR6vZg3+4E9rKdVtr0l7IlSaqM1XBE0F8YtxB6BdC9MXnrjKyybcvmWm5kqoOgCOA7a42+gJTWjVxmq/RqwNaFXO7AQ4meGbp/qdf53w5usG5tJi9vYT4ZOKYq8rBb+NJUrn4dxCOZvp92I/MJYPMF9oa0C0FbIWYsJo5ymDJORSrzeCpuTOmGlYpsA9MVHBY3X/gTvq9h8CuxymhTDclVtNfS6Zvr6LGiRWnElakDCGXl+bBj5Rj9tQp3yfyhwiC4LOVUaj7IwoPAjoyXGVGCHt7yvhHQcEdkkUWTuxSp9GHQNUk+Rlg18SKvhps9EpAHeCllPZyMV8GMof23X/Zg1FoUA2hFPeahbSSWGAbIy4idDx1DtZo8lKDevbMow4pOQcAg7TL85aEO6GSPUCfIAwpuaFe3+kSLbZiEMnK5z8dEpxvfcNrKp+PZdKm5NvEn+Eh8YyJ2nzL5W7AiU/m44gPzDbZbVDDm36VXCmgcAOsngOi+Pk801Er+8Uwh7me6gt+E/6pnnDoqWmPyWcgS8289CyBeqYxZ85LgiWPdmuwiPnLbNehnEWmRa2cAG3bgDNbHvE9MuFQuAp6ZNXfKc4EnLhzTwegBVto7yqYHd/RInnw/14/VUm1D7xEBEBLB6tUOU1Iq3WgD8hEWWBVb1pFhGailWo6wS3WvnuSiVl8lbIXq85rioUlwuEXCzo88amBq+kLHiQMg99LVZilv6Qwug2rBB2L/mqCSkK/ycklmUh/SGrmWdtYW69lnBTg8CklPWJ8WUlYBypRXf5sCfAdCjEmcl49xG6sf3rxXPJG6y2dsvqUFmFr5O8XXLtNbBjjDORpth8l/KcDXUUYfJkO6k7ZlBRHp2kWi6LuCTy4DzvzUI64/quevCjojTzu3DcY0+DQs08MFnxQFWvgAv1gqEdxxmD3cRDoYCaqmPPMrS75zrvPnbPckRosKza/zvXnpb9ie/lyEmHQuaq4HL7AV38eCnsIS/cK3KDWxfk1yRe9k8u+UbghBjNDCZIf01muei9mQf65Ya9nIKi5n8O27FsBu8WJuJEgET4y/YC+xCBxi13dOqpXNL7nGNioFqzL+esGbemGHew9kfPNUxmchlbq6nwMIzUflL9y3EJg8/HVZ1sEjymzDLPY22MGL1V7zLjlSRru1xyGCoVL42FhjzsG2xYSnfgkBpX0TVnj1F2su14Zo9jwtv6Xmao/yvqjv2Qd58sjnPAmJLj5l6/YXnYnQScwpahPbk9xZemVIK9QboBDCTzMvKx/4V2PNxCelv8gH0NNabm+KNz4XmIIzfb7QerlfC56Je+rhLZ5u3w37QG8rg+56M59dcC9qR1fXFb1XR5ZeuenWKpxgrWhkk7TictNE7YGNHuqOLVV+78b/kHVjyg5azujVCeidc9qeZk6yu5xrfiITxrtdfXAN4ibLFkpmmy8GJBqQ3OarBKbxh4is2Tgf+FwCNRpJHVx1oAnVlc6Yiz1Adq0SDncAuAu3IB8jj8bQ1yR8zAJD4UPX8CzZ3k2V1TMdBkCv2Ti4+DPqxMTBER9/6Hd3RvwJKasLH8VI+0ITT7lT6sR6pd5L6qL49Rd/bmp8LUKGhVWX1+VXBvtvc4tHy7LIYNKrwrTRfGgRJhERMzgi4HyRzd2qqDwCjyZgZkFpKknaU7FijJP7jszLaWgmTs/iA/On27garGCS3CdDphwCYxZLClZr05zNjPhGkHgTx9KgZ32eDzo3qJN7l4RPwlhsRFPvIGlTiAcS2wGFHihArs8eu5xamCMLSP2sO7yyeyeLgNU2gdBGVJEK7Tl0fFOtK4+JSXt9sp6HFcURFdxJILRWROYQo8AtrwKjnPasD0kDo/zBlDDDjtaPBXErJynLl3FSnT/pwITbyhbjawQJSoEnoC8jbD7zxxYZA2B9UWiV85uILhRH4vJ533b12hWhktN8BHPmscXTHatHbJcNmtYfHMCVmuvht1iqt4ppKtWS77ANiCeKzYmvRDtxFcz/e0EOU5fgwi8NGBbG+N7shX7a/6ZbwkPdzPR/nv5z0D238FQ0UhSQ/s7RdqBNw+ANzFOnurBTInmonUTmUDp2YLZH9brgkugW90cD0miZOZ/5H08fTzvQOynYDQEztMtcZfN2mYALgPSDd9I7SCnebpOsyhz58H39YF/VKHeLw6xQAKXFq0wRzNq1p1Nh163xvuBxVMIbkUEwWrjRtW1NPSCIQtIq/ogmyrMmA+gKwzTmQUFWKFZieACvpdDlJ3GUm23dWSjj4u037V8Vli19vr5chAkRpfoW82fLe+b4RE9q09GMvvkyNiNBpECn78yuTPkZDpjMS3x0WqzUmbFchurD4jTfWb2JTS7Oj75RvebGnKXqPLiHFBAAIvW6xMErSajdMkL34r7A7h3yrMMRx1BCuN55cPCQVmPhfLzupxoN3OFJ51rFuDIdkyOxBFqutIYwaomfZ/tJEx3lY9xOHmgquYm3Db0ZWw9YI74LnIKp1BjNFFdIbYQ5Fp4jUlRjmZmxL6LqCwbQeJTgLF35cZOUgoXoyONI9N7K9tD/eBeYGZ1UJQLPzJOzxcnvZIqwQ0V4KheVRiYU/GvmBU8WTZhRY7AAn4lmfwRfLDX/2Bx9oT7p8aX0JLffcZZdx84tplyF/DKwPwlFeFntr9bmCAq3MvTndL+xi0pkCEvElf8KWhw2S64uBwMVNC6UxQWrJ7UcBVXNHjTqZqDJnovuPglLe9r+UHc3NaiL3upkWYfxF8hUZYZ8uBct1+eRskgBO37Izk/JOfK/BxLy3O/Lqekn1JxzmpyMHOXQjbcTLB5shBHXWW6aNIHszjVfRskfVe1zf6UTUfxWI1dRYQhrQiE/1vFj8ZFmQEAEy16/bacqbX/7EbmS5+OfGW4eVD8M3sUa1KF5oHDt8sV3j1E1wPukbvh2HRml6fYmdXUBdXUaJKM1SBT9rublgLIM4k7Zbn5kbtUFqxEpf7xF+qxbmVJ8Z1RfAGHDxj5vtFtOW3cL0D1Am9NT+i7yPcqnVEL8K4FfidiNgMjpnhWINSz0hXInvrsxCDyzijaHZT+1SP9XWQuSyimpFYe8BUDBH7QeA6/mHtFyoYYZibjPBjZMGNCx6hNM3pNRuT3zLekdc2rBOV46IOhFneQGVKhZwj55utT7bpLJmKphcgcEtq1nNw46tjIT0AFasHEbtRZZR7Fe+8CZzlk1PgqIGf0rfgKjxH2TKik/qdKIer+513T1OdWIEPScptCU1ejrAekWniVb/bRBifBMxsZp4gYaPRBx3kjFVtQvtiyL14UcwyP3J9ynKf2HHUX2Xj9Wl+9vAp5lO1eNKHGuGurAHWEhAMiOQ8xyHL9rYkyg8rOQuGMNphoUGz/A0SPzME5W1hwhK2N5+9z+dub+tIndcMr+qFJ2IwSqsrAxdBnARQHEKJZKt9ZLSp9IYQySSbKZNl61jXVHUjksX7XoXsLwlKsG1NtJj5hhPRawHmIOfzkt92OyA+gOSSCdAxJM4WzkAy3pKqEDi2+JtSZTmNlaBWmU2iMMAJy5Khh9OUXm5zb6Pib3/bOLhSVqTdX9NtPQf6XiLd1DL5dZQPJG98droJNDYPjr8g7sOcOAWTEjzolpl0E9+/V94PwrSPECOoAFGvbSNKG07+n5iBe/+MURQA6JyUKNbXSwUDubj2xviYbtPuOaSLLa4pQuLiXrcjQ2tAGRq8JrcwbQKkYgXsO6gVw33bz73Dhq0g6FBXt5Syee2v6gDBT7n5B3U7aTpI9rHxNm/9c5XKtV/ncBdgVNXlrnbPUCBL6Beh7Ty3LKokepucCYoRHd1LG37fb9UpE+/rqDDcP4YCP20/NWv00nHFo5WCkU8UmIWwplbmRzdHJlYW0KZW5kb2JqCjI1IDAgb2JqCjw8IC9CYXNlRm9udCAvQ01TU0kxNyAvRmlyc3RDaGFyIDAgL0ZvbnREZXNjcmlwdG9yIDI2IDAgUiAvTGFzdENoYXIgMTI3Ci9TdWJ0eXBlIC9UeXBlMSAvVHlwZSAvRm9udCAvV2lkdGhzIDI0IDAgUiA+PgplbmRvYmoKMjggMCBvYmoKWyA3NzcgNzc3IDc3NyA3NzcgNzc3IDc3NyA3NzcgNzc3IDc3NyA3NzcgNzc3IDc3NyA3NzcgNzc3IDc3NyA3NzcgNzc3IDc3Nwo3NzcgNzc3IDc3NyA3NzcgNzc3IDc3NyA3NzcgNzc3IDc3NyA3NzcgNzc3IDc3NyA4ODggODg4IDc3NyA3NzcgNzc3IDc3NyA3NzcKNzc3IDc3NyA3NzcgNzc3IDc3NyA3NzcgNzc3IDUwMCAyNzcgMjIyIDM4OCA2MTEgNzIyIDYxMSA3MjIgNzc3IDc3NyA3NzcgNzc3CjEwMDAgMTAwMCAxMDAwIDEwMDAgMTAwMCAxMDAwIDc3NyA3NzcgNTU1IDcyMiA2NjYgNzIyIDcyMiA2NjYgNjExIDc3NyA3NzcKMzg4IDUwMCA3NzcgNjY2IDk0NCA3MjIgNzc3IDYxMSA3NzcgNzIyIDU1NSA2NjYgNzIyIDcyMiAxMDAwIDcyMiA3MjIgNjY2CjE4ODggMjMzMyAxODg4IDIzMzMgMCA1NTUgNjM4IDAgMCAwIDAgNzIyIDU1NSA3NzcgNjY2IDQ0NCA2NjYgNzc3IDc3NyA3NzcKNzc3IDIyMiAzODggNzc3IDc3NyA3NzcgNzc3IDc3NyA3NzcgMTAwMCAxMDAwIDc3NyA2NjYgNTU1IDU0MCA1NDAgNDI5IF0KZW5kb2JqCjMwIDAgb2JqCjw8IC9Bc2NlbnQgOTIwIC9DYXBIZWlnaHQgMTAwMCAvRGVzY2VudCAtNDIwIC9GbGFncyA0Ci9Gb250QkJveCBbIC01NSAtNDIwIDIzNDMgOTIwIF0gL0ZvbnRGYW1pbHkgKE1TQk0xMCkgL0ZvbnRGaWxlIDMxIDAgUgovRm9udE5hbWUgL01TQk0xMCAvSXRhbGljQW5nbGUgMCAvU3RlbVYgNTAgL1R5cGUgL0ZvbnREZXNjcmlwdG9yCi9YSGVpZ2h0IDUwMCA+PgplbmRvYmoKMzEgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMTEwMSAvTGVuZ3RoMSA1MTg1IC9MZW5ndGgyIDI4OTQ0Ci9MZW5ndGgzIDAgPj4Kc3RyZWFtCnicjLgFVBVa8z5Mg6S0IHGkGw4NEtIg0ildh+7ulu7ukEa6pKRLukO6u1tA/kdvqPfe9/d9i7XgzDwze8/Mnr3nOZC/kFWgFzCw0gOJWlna0wMZmLgBUgqCUkAmABMTCwMTEzMiObmiib056C89IrkyyNbOxMqS+xcLIVuQrj1YJ6xr/93QyhLw2sEcAGQBANm5gRzcTEwAZiYmrr8MrWy5AcK6jiYGACkGwGsrS5AdIrmQlbWLrYmRsT034O+PACp9agCQi4uD7oc7QMACZGuir2sJkNK1NwZZgHfU1zUHKFjpm4DsXX5bAkDFY2xvb83NyOjk5MSga2HHYGVrxEdNB3AysTcGyIPsQLaOIAPA95wB0roWoD9zY0AkBygam9j9AShYGdo76dqCAGCFuYk+yNIO7OJgaQCyBYC3ByhIvAHIWIMs/zB+84cBHeDP6gCADMC/l/vT+/tCJpY/nHX19a0srHUtXUwsjQCGJuYggIzoGwZ7Z3s6gK6lwXdDXXM7K7C/rqOuibmuHtjgR+i6AFEBOYAuOMU/87PTtzWxtrdjsDMx/54j4/dlwHUWsTQQsrKwAFna2yEifg9Q2MQWpA+uvAvjn8drZmnlZOn2l2RoYmlg+D0PAwdrRiVLExsHkITwnzZgFeJPnRHIHsDGxALk4mQGgGwAIGd9Y8bvGyi6WIN+gMDvanASHm7WVtYAQ3AeIA8TQxD4D6Kbna4jCGBv6wDycPsV+F1CBAIBBib69gA9kJGJJeLP1cFqkOEfMrgDbE2cAepM4AYEApi+//z9SRPcYwZWluYuP81/nPFfuf6tFRS0cga40bOxAehZmcEtysLKAuACf/D4fYG/U/8r7R9aWV2TP8P6ZUUJS0MrAMcf0YPL9mcGAEbHP5uC6s8rQw34bQsAo7QVuJlBAKqfva/BxMakD/4F/P99A364/Ffff1/l/7P1/xWSqIO5+Q8Dqj8s/m2ga2Fi7vKHiYiDOcj2XxYqoD+usRTIwMTB4l+whL0u+GYIWBqZ/1VEAKOJnaiJM8hA1sRe3/iP5vkBgMCX4vdTEbHUtzL4fnuY2dgBura2ui6I4EWAYJEN4Ab+C25okPOP9gQwMlha2YOdANYO9h4AQytbxO9nwwRgNAfZ2VnZgkGQjQO4jmD4BwIEMBp9f6dAtv8BMgMYwbrvnr/rWX7o//T7HWL92+VvFduv1n9r2X9orcE3FWQA+mnM8UNtaGVubuX0U8v5S/wG4AfC5ueGXL8n8A8UfAX+isfK1s7c0v43EPhrZP+BM/+x7b+LxvL3pv/GWH9LzMr2txXZfk3vHxi4In96/XkUjuB4fsLgyvzh95/orxWyMwE3q+7PUgP/UaN/4sw/i/SjfL+1wG81+jfM/HfQ3xf+RwGZWf6K+b9A1l9df6zs+BNk+8Xznxj738fy73g4fj2Zf8OcP7L5VwG4fqh1ra1trZz/0erg2jhY25lbgR+/v3XgmhiAI/uH9o/bYuegZwey//1oWVj+hKzBb+O/QNbf/P7RwCxs/3D9Jw4uxl+u/25/Fo7v6F+u/4Fz/ub9G8T1D9dfQVamv/z+CQB/ev0T+rU+vwG/V+c36M/LpGura24O+kX/R1X0fjlD1j8eFDtjK9vf9Rw/9f9e549+sHewtbSz/85M/ga4/ryotvq/PE5sf1wUO/AssjM0+RUA/mIOcra31f0J/ZE2eITrWhqBc/tj4v2NsvyOmoMMfwFZfwHBYf+Gsf2G/WPVP2oBnhRWTr97cfwE/uHyRyXA/fEfXly/Yb87sjP9BupZgSfv3xjw53a/A+CiGJiAWTHIwsHc3sQaPOj+hsAVAVlY27uAW+Gn8o9KgJxN7OzBPM/klwvKDi6EwE8JnLngTwmcrtBPCZyi8E8JnJTIz7EDzkL0pwSOW+ynBA5W/KcEjk/ipwQO7PVPCRyL5E8JHMubnxI4FqmfEjgW6Z8SOBaZn8MOHIvsTwkci9xPCRyL/E8JHIvCTwkci+JPCRyL0k8JHIvyTwkci8pPCRyL6k8JHMvbn9MVHIvaTwkci7GuvRP43H7qmP/W/bx0XODAwPfJAPS7Kesv2l+MwbGJmlj+fOC5wOGJWZj8MsCYwJvIWICMdH81AzJ9b5VfugrIBN7gx/MNnuX/nIFM4Hro/W4N3tfIxAL0K1sA72yga/672Z+j1cDql3HL9HOk/qb/zjd+tLS+uZXd7zcW+J1u/MR+v0XA71wD/Gz9eKZ+0YIz/OvR+icEzhXMykFG4Ah+3KRfIHCq/8r/O734rwEH/E4s/gCsbP8Jcf41he3+jXH9Pb7/DX5nFLq2+sbfC/B9Uv6CAP9AfqT/DwhcAmETI10LC91flOAKmIHD+1UFztzsFxGcrbW5rqW+mRX4qweztckvEPs/IOAvGDhtkDX4q6SV5W9N9RdF+I8xDvz+1tlZ6+r/UuvvT9z/otbfX7n/Ta6B7Cz/g14D/3zu/pNgA9nZ/k2xgezs/0mygewc/02zgeyc/0m0gd+fxf9FtYHfX8n/i2xz/MzoP9g0x29Z/ZcB2//i29+f0v9JuDl+z/EfZ8bxW6L/BLn+b879/Sn+v0g38P9i3ZzM/zftBnL+LNe/mCqQ87dq/QfO9n8xb+D3B/9/Um/g9wHwP7k3kJPzf5NvICfX/2bfQC6m/5N+A7mA/8m/gVzM/5OAA7/Pkn8ycOD3UfJvCg7kYvvfl/f7mPnHhf/tW7a+g60tmFv8+H8G+Cv4X/KPf1iBQM4gfcS5aSv9l/6mVf7NNxUCz53oN4eZWVF6zkIuEFQ2RPAct+V8hXhuz1lyQmcF2ia3Qm9XMPaZCx8/mqniMJlpLbsnh3LjzNU0wxrqrdO5j2Lwft23e+PAvCXZ2qqmw2JpYIRzXC/f53TxaoIal87mdHMqbVeMh6K+7LrU+Biesu6AARlqODwU/hknJwsylP8ngbRPZYKVAhOTLRJkdmevhg9jCUV3b5O7B5jZ1nq+FNNBmqwmP9/bQ7GWvEjb40va6WDHl9QZBUyQb3SIoL0ceUsChB5HqYvji86sWSdDOzp0PtKHc/p6nlKlyPusLYQ2qcFebkhwwDn2SwDkIJpIvvrevcGxrZJQ/BdvgrPd9Qp+0OmnpJvumz24GRFnQSYefB9PDxPfZ/DMIRcUDYvNz0Jc8q2aMnRja3IOvwHZe1Qk097ErQ3kfnNJvJVooi9BYU6jmd14oj4WAu36+drNRaYzeHNIefANkv20TMUoXUx9sGB7qEWh1JsL3y/nWUTeLeLcPYdlSZfnG6m9esdmRRxTVNtyc6qhiES+x4hvq+gxPBEvk+v1GLEPYh7MDk0mqZ4w8eDIMqrgLW4e4PbP+rRjCxQvnXMmqbFVEYX1q193vM+zS2cnJZ/0yh/nzuSZwjOuXKswUSLhTe++5YFuGHPSDIBxqjtJp3w+vUm0+20ni1w1sJ8/tx6zxcpZKPeMfNeADfIsgGFY6aKU3as44WWWpkln6Jnq0xon3hNGoTOvddTHudpynMdXWR9ZXf3P6xwWHnj6Xeg4eTCaVJ029OLxhanlGGT7jkQEBOt3xnDvbgfbc/U0kC/THpYKBcsNmg6ZzwXT4Onrn6s/Hip0ScmMzvGd7OogRc07jJXrickVG1Xi4ug9KZ419E2pSVGnQXkFKuVBJ5qS2UIe6lyIfjYtUTodeqrPsX/7IWJNiBTREzNjca93RF9lsLZw6GA8gS0m9QKBVn9clFHnKb5eYxCjKOt2JNPEQFFUXoIqY/iBRbEu6uLtsrmCURohq0ru2DJgeSuaBSkJjtc3YvfecV42KBsuBOWhw3CnlT2vS4yBZwJByVCGw+krNkkXK2ICYwVThql6tOiOAs2l0IaZKgpBplPgRCDRh+cnvJ0sxkhMRg/s2XJkn3EoLzL8KFPZv3aSFoe9gFeoleUa0D982um6YrZtrZwWUzch3xbRqMikbYvo+7kWN3ipwtNV9anT2Q1nQjBDXaZXJLSLffb9OJFKcNH8ro9Y7Z2l6Fv6Uc/1x4WjwP2zb0Qlvp7zi/nOa0+QhLXd+1GDyCtPINh0aMgMaSzkZt/N7X+E3GDQ684Obbc/DyD77CoFC6GDeqvIU0JkxY44cirM+NpF+JU4VLjuJIUTrKzYc4IA1tjw85zDbqK2pwPDrHykxia4KlTHvcuTbL6UOdWLk8TKykrSAa/aut1C40LCCNxnkIF4z5CcO5BxUhlLrzOhV1imAoe8fT9AiTMrwXO9m73pXNdwXpPt9jBqWmCshKJUhLw5sQ9zaDuP3bM63Ydpct5u+iytrDgFM7Xvyrz6JcPek+e5l+R43P2gQ9qWnTJn5tFnHr/+muycfFNYCOk5x5dO1z5NjO+qmUYJIBupNlAMQ3VevSGmcIeT3R2rhWm4NAhZbh6rLH59B7uHypuFxDZc8K4n/yjSN2APCj8yzeSkDCDLerA0ebRXdvUaI76DkFr+IwdzX3L350Tj6wHKDHMr7Jf5+N4MOwc1U7yDOJPvb3kVceSGoDw+1J/hhb5HykK9JUHnj7Nzw9uJhi9/qqDb+SFCW2BrxL2QbORktVU0nHJpnZHy6WNNQ9giaddMbhKLXBpS88Wk2Uw5M66zzWz0ProOfCTwcvSDQKY9zdORhw/72PJbdLhCNGMwq5tBueBOR5xpoVNyG9UhUkYfSUiGgTYlKGBztQpImVc4TlUWhavN2SnX6K1/mxDFnAgNR5zldyZIJ+JddPhCHLVO6DIR/Roqj7k9bdypymBB84FWFCkZNdPmikzdlIQXdeKLdRWkRi531HJ1AsVFgOgsodbqG4uMbyhMZ0J7ihRQLzDatA8AfGQuL6eqfTteRhc4I90YORdH8PvIxlvZEAjbg1ziPUHyXpRPQryTjF2mgdLdrX4fZFBUlETS/MuRJt71gls9P+I9HOSHFaN9BWbEmvP1QmlJLDeewYyG1GE0QyfRS0IoAd0jPENOK6+VNIVjh4u9oUkd12gjbt4r6ntn3+SUDOqlC6dCRGeUErWUSOenBMiV853ruTbsJGLqN+p2hkgdtQgrPCXuLBGnXBdczfW8bLcCHN6L7gNzitdSdUnCNFKnpyYGh4GBPBy2OQeMd3jYl1shOH3v44pCodav5lME7x2K3fapHM2RvN0ir2MCpeJBXTn4wfFJ47L0swh3PmVt0yRtZwZTJoLdqeL59sbCtMh72KqvNyQ12pWQEwKYrrTypvU9yjEL1oY6rXmApUJdFHFtI7qtz1+g7KeG8eXTPSOqhdd+FpJ58aUf4Rzvzu6tZuwGwhNazSk/rED8Lq/kFgVYY3oXVZ4Xae8hSnl3sGEy3jc9qEN3oo0nIgkT0av6M7YLVOja4oUy31okBlKhrXfZeFkG2I/iHrrL6W5aQczApTKJq5OMO6IpZHZGLgHPSiVlMOLzINxkHCnU+5yWJKrJH0KBcQNEMuvUsGa38h5Xhx/atlrv54aOXnzaebnTB0Oa+kL97VfoVpucjMu0jMRDqqul6uVwC5/CeVmS2gFmcaj9w4e9jFpOSEIWuoXIpXLsUL2mdP/duSbhYvW3jirHBVUeCJwvS1GEYCMV14im2yjWCC1IGkAnJe2BGSGwtSvzwb6a/nnWgpfKnna5aAIUu3djt+F6ifwqRoh7hwiknhygMh5DI8+g9+as55AkVOuRprQxEyPaiXd6o1FvC7YyfCN5PCV5IztgISIre0EpOcnpYdnCRR/FklDRRmtx3pD2fBmheEZD8F7NibFzV/2jiiNt8/b6e2T+ZTtZh2dMHWpaCF+o71lKFG5p7+BeeL96GKD/pNOAfPYA41l4fi80yI3+qmW0AqJBavE4gTb0WvUiJOyFqeXm290PONX0KFeZwcrBrbfFw1DJOzIYRo/9zK3qJ3UxTXCGssOc1WVWnEmGq2+9SUBqn1lZLV3Z5S5bJ2HwMXv216G5t24ta4uqZiDm8YyaMS+SxGkryVw3LwINAFU0DcUsIoFjBV3ly7D9r+o11kF0St+CF0eQMYlsfQxs5u1l2/q/9JZZtb+2uMBSXycc2kdq7HgIWShD6okPusVQnRmT+VAASYMn3ONnea6Q2UB4veQiWvhmuaW8juyz3IxE1JHb+EGVuBrsJ9++TOtqp+dNIEYjI8cKKwW6vaxna90bIe4uiZRoeW/rRNPRLjN7Xu7JugjVYjnJz2HmLYz2HtaqEtfHHngwV8uhJFzUz09mX65AApMNAA1AEQKtNxJiso2xJYPTOEysETqJ+Qa5XdXk2IsjH1u83k68bQ+6EdCXdFAitWoufMG628T1ufybr/Yey8uitIgOt0xHtocETt84sdScFeTqfk11Ym9oQhZr/On3uIO9p3m2iVslPCnpm0hWOM4nNPLpHAKKg35dHppzmBjKpu7bQynkXC/zDBi1ZlX2yauub2OeicQ+K54Y0XRhvHnDJUdjNM1qzKSWIk0JlzcSi1P6AQqPiKXTI8Z5N/bgJVGiwGlFpETRhfE9IbNB/hcP6/dhgzYrhvR5lW/FcM8F0dTlzsmY3WKp7HTejVwtQi+MG3CwSfvL871FoX4nevppjmGSy4C5mr0ADdpoSQW5rsAcyuQbsa49hV0wzldCCFISnS+JE4Co6FmCe3YzZDW0HDat7ifKpNEvdYLLCfStIOyT5+R5s3rrZY6X01ZPXrYT3RE4PindsYqDOu/bSwkcWuPzmpY1vrNAyCXxhiHtlmiWdnws2aUZddTh7V3xL7HHivyC8az7w6ABjXObu6jOl8VKk/m64DyjicfLlRp+DlWGsCTHVJoAFN50RtJuHNOg2VvLfd/jJBu4KF8/IW/K0vQmEdfSl4Cp5J2hs7gsw3KM3iG1YT2/BWyUgFeEF0/uXXN7RvzLpgh06cq88fJ195cRCayVyI6oJCBk7aU1Bz9XN6MtaVCgIaM8bGncWuZHjD5cp44qjyLRt/UOQEgjlYa7ntfzPWUoqjNT5PqyWZsWqKPXnqFDr6o+3Kroiom8I96bVOzkup9QZ1w8yCYP0yxzvUX/NG9WaEzHkND7xd4+BBbuwizjjvNVbJmhqRegN5ybyw6/Xa8qB7grVXhOTZrYzuz5iHaz+tZ4iGUJIfThyg7fww/xw8MXL1H7/lp7G04qIukdDpf1FTYR3M45LcEc1aRLSPYni/hG07VEkNh4FK24O7DYz2FxleyDWvM656e62SaDu5Jf66+jPsG80r7yIIc2H4wPWR0KjeIifH1Uvlwn2qF8j8r68r2iwiRf36wC5/iYS4ZjKQXvG/YblOqAAxIruEtE0h3uwhKrUe1ekQLKiQ/EJ2eh1g4ckb2RQaOzE8ZJi2kKeIWmwIwpbtPCOqe2qaXwg6JP+0LdXwtivUl7isIlSpbPnJtN4aHCRDkP7K7V9l/EZxQ0QgeEXs9fbScJwvkivNMTHYZFnB32lahukvP6yA1ZlK1lQeQ3IRKhqLPoVZzZZNAfCC2ptaa1JMxK3spKfWOBV1FJSVxb7H+oRsMFh049Ry0ilTBUsA2ssOspmrppHe0xZ1ciMzSUJmsl3goeI5m34jvrMtcawhhZpWrBePJNVo8cM/wjCrEmwOiY2/qdZuuXZ4YxzGYyMIPQGYGlu4cBk7a9QWPz0un184JJkj3dA2GoJuo7X00+h/M3X8tE2grE+WvdtG1Qas0IbKx8Ug32Xa3h8lHUa6g2szaODRBTDtUnOCcEZnTuirLscj0X3t2h8vAuPK52M9Xf/FL6zvlkLDSXjAs6BXEr7318ET/9/Dish53HxBcFxo/Z8KhKbcZ8UpUyq3eaO7NTMe1kERjpuidcUy8g9Eto2LtJ8V9tU3bo1d9hf4hhde/RCeiCwnnOyWkoF6Bh1Od5COBcNtKRQdeYNuKfOMEqqmk0STB1znx/7mHNRYxx2aUA7EShR0NoK6w7kHpBq3IA/WavH96GCWbxje4QLvMUlI3P1gNEb/tghdpmihg2uzXO4dHmo5rzxy5S1nXf29q6smHkJqfiorjJtsfR+NdjmukAH0SHgMghA7bgtfNcRPr6QBfPW6Qj9anz+DUYtGU+2uJ0qrsSosmF4tegYEmOYPQrgHKoT6ScdGHVlyyWtq9Akx5E+YTU8RXUfWouKRUfXXoCSpmuzBsiYb1oLpRGfANsGQXiElWP8e2OxQLYXSZNKXOhKOMZNUk9vctBx8a3gIw+FEj4d8ikiBqLDerzB44N4ZEx9sYHKnG0PNRwe22RnXepKrhPCc6wxcdcu3fs8xvaLtvH0XC9iQYC+bhhNbmgIiL2c/Velt7gdus4shT3+SqwiUfERy12FARK5io9pWjgR8XoOPJ9t3G88uXbPs1M2rO5Xc+kSuJc3jr2ctkkn7Oi/lMGxOgjmfs9CqjPsy6cH7UumIiJeHSCobhnt7lx0GrbG5cXGWL2OzEqtYMcSQQfqfQSpzJ9jCC9yryWmk12C4NpY19Lyju+9no+1i5qOVDJIrMy9gTJgZXGThYGlbhViKvkHnpCDe5u1jxDPSrNR6kv5byCD5mNDIbw8Swp+JP7jjH5iutb0HI5GTfyc4REcx/ZO+LJoplP8i0111EB/i/EP03T9WV9PA9QGseKvsqYz9ZvQzL3wCdZLHKbx7lPkqdj0EOD0F1U1BLMfmbiUpu/Ymqk6cVjB5FeSj7tiCu1s/CeqB6f91WyEsiKlLf3BM2AOrsET5+hOBtF6b0ktY07HHVwc7LR6sfSSXP3Q05SGjuGWpvVLaXzbeccT324LsTHZVedb+/Hpp9ljquUeyhGbS8tBWLi0cyKRw5graOhzZtTvxPw5patNOFZ7896tlETTBzDnhHrMhxVoSnQ4Xzn6CpeY7QfGXdxZ7A0PBWLOVcNk+0kd1xTJs9wSmbDXOmNjMp1T8lRzaOmjBvo/Z6k4A4KrsQSH8DJ36qdfu5g5DrE3/WKkUGM9AgeDnG7cQ0i5V68tdObprbu6wtbeeI8g+bkV2aNnZFmm/ir8N7uBIJq23hNsDjWzb7TbcRXsnLfCrcOVEeFYhxEPlbRlRvTT/Z67xDlanwYp3CnoERUoTcWQbhc0iK+wgOQ+egHuwlLqKwyD/f5xJW7BJfZOkxrUY+cm8HhHXauvqlBjiEqO/bBTsNZf7l9dhovyryDMF+4VJpVoxS1sQOtfwi6vXZktJP3Ipht1tURHlTn2vgiR7M6GZigURHcC8GW86Quocl0QhbReKaHa1R90zN7lQ61O/J0uU+97rhyHmAlQmp1FM4nt7r6kdVzeg47nCr2QyIQjc1TqplBreDlHLYTy4EkfQ/Fmj5Jaw6i/JO95Z6r2/lzWoV+O3SKtKy7aC+eRHKmvmUrGIree7PnvQgRI3uGg+7NtisxDIhzsKHDoWUv6avbk+SH0BJhKSzzggtOL8ZpcCRptbpInJGR194DU549d7PBEbUiLShOzRv+OBu8YmOBjsG3Rsnpna5bvKVLrQErtJoAzYYXjadk+kGJxF8sl+dkHNubhlfaewmYoDHbUmXgPXsrRyX1PvMMMner8dBV5dwd5XSJ3gpmIphqF3JTn/xoViiapde/XQv+qyGRx+KuH+9koD4I0Wg/Ah3nG6Ug0h6zbnyUg7fPhFrLOxZXxD1dRtIImVMVeFgvFzQpzKbXZyxp7HxEHh3pTv3HkhxTwTa1tRqUVz6er7EDsWSD6v3EFd03Cmd5LSX2aVPEoiqLP7CcfE2wP2MugpBGgWjBschdrcPHYfWoeJga3H4212hd2BuvFPx1aGQ02UmZhc1lF0LU0ZrTXjTzQ1i5ygsYgvANgU/GCJXczTzpmD2WWXEYZaHzc7Qq6dZwyBSmUhSE9Uk080feQdTyGoFSQGvAyBO6MAW1zCkOfOEv9ogWzweUJr14lmKFAmjaiND9Iu8R1KFuAg00QEWEnv4rcZPW5dkJJgnHbBSJLlZ7auOUexRzH7ORaOQhj16UAFJiv6UMjKk/q172X2BD1AIYQn9yqSLKr+dzNJif3DIuwukpoANSeRVwcAg8p+KUfWds+TxDevpwF0Uayzadxwch44AOAv70ESJ2cfUCSXOPmb/5W4PRVUPFq0G1fBasCRp2TOhHL5cwfLK6JHLIN9K6Iw4MzSm4F8YQ8Yaun4aN01HZy+gxZpK/ehZryaiH6cShlPoNN9fyeBfqkUqK8U4VKaUTJugL40ZCDEp6UltkLTt/MMDA13q01hAMZUj3K27de9L0DeLGxZkrizUosFV1XqT3DkB1eJPB89ogupK2eTCh750ecrSRp/jz7Qwzehmtrk8hAJnhAOIlRUoNEwut0EhQxlBEtCZ6lsbqKTAtsmgwBBGmQ/SWoymc1cZE4eAsGVKrjOlW1liagG6KMSRDUv5JJLBxgkVUFTeDnyy1XmSAh7/+emMiei1CgGYtWynlKEwsDn5s97FaNu9ee/EFfNMjEsdzcpHL/ZcJtmNDu1PoGIgJ8yYL5mxfxJh0nmqLF2IZ9yMRcUPh7KEtk6qW8Kfh0VeBaL7QGpjD6Sc40k/I77l1x84ok7i7tQbNyDMMSkVuMUHBW3+2DVWhI5gk9YN6SbDoSi7hkgw02dR7ysKmxd/Id8ajL2AxuUSqNrgv7dLM4Uhgbzw59ojwefXemXYuXDiM8FV4aCLCXrlM4WTLTdXJLPQphCkXM07ZXsFVNtw6VjFGLJ43p139XLDZRBGQu7pRrBCP14UoHot36xsgGJ2hoE/tpWiAk3ck8AQPLysKUH9hrLUPN26IUriGguMErGWH4sVHFFXcgxmgIoeJr7p3xlWfTkD3OU5eZ6J9NVzt3SL/jNafnVWwyrlsMD9o/qg7u++J8VXyWpiNj7wn/E3kmLh+XANDwjZf1TD5a+f3Me/8O1xY8dm2JxzDopKUXugjotqzNFT5qMa5UqbAROXd7LyWG9RkbATSWUGPJ66S2y9t3i9rjD0vavOX9evleoFyDleE+AGuR7SLhftaNuuaUJKYQL8EjzcmllDsaTiZvJp9krgNMTEKU0HV7iEBKfqg7kXeAGWuoZPJSWon78yD1E1SgFW0crp5+3W5AFt6L3eRno57MdoQcPiztgeRoWhI8Htz3iz/zAlPhuMCn0fzxk0xaKLHgt2EoYxD7IXRptxIoRi+wLU90gvNKE9Li7rkNBA8QkIv6PasYRyK3Zgh3xMgJFvrQuWY099d3/AB0eSzZLWmd8o+QM3nuvp9D1mXd3R4U7TyfCc2aoawayi7iuIbnbuwNxiCNqRenqcTUjYVxlB7GEtDgfpWCTJxKS9HYiSy1CmYUMX7kTcrZ7LtH9ERThg7Xij0V7InqD0NYH0t5gwvX9EvgyqKPzfYdgQ4XdpO0JOvhih8JSWkDTcwz0qsEIRHuENakzq2sTydlG8qI1gTDhOOqxMjBfsKzx3pfsticepu9TjefYibNT2Lk+BBgc9Dz1JuzcXoEiMQp3vSeTx3c0ICp21JBxs/PW+cj8lF7Kp8G+4O5fBr6TF1OQwbk679R0aEzmYc/uWosFzLCokb1RuGyOKKLC1ODS2PTgaVjSlRCHsltX7e1WS+vgqdFPH0dkSeMBLrq0xWXsf5CiFoi9rY4GFqdwcdDDcCOHykFqEqrpN02htKL0Q3KEtYp8WBBo0HcVhoCLSdWvkLs1jigvbBkNzWCc/tNR6f2kza5es3SSgcrZtjVcVCmME6JX0SBujq59E3o9Xcz9ujEHabYtGGNrlMUM09105WP1dnRslUlgvzFUYFknH6cMKqvogzppNom8PuYWbE1NcXVowaqzIa9zAzOK143jIiZsSKaPnizt3cZ/VBQzaT/Oqqr2LubjiUfjj2GdGs4sdFy5EYxOuNl772yreI2AZR+dmrBKIflItY8LPEJhzMGvuLDSbVdxFKmawLT1A5jUpFF+vSkT55TpDue72eQaNU4Zov3RVzRh5ua/NAedwXqDk5Xw8gdyY3jHVF5kJTR2qFpTXwosv8wlYobmRfGpIJUz3qGGPS/U7z8R253YrJ7Ps0oixo7RUHdoMxUMd+gyDZGD6zgRDkVyUmfxzULT7KicftN9FFr/j7ri7ebLUu7qZhfdpf9Ejydap17Wq081AQ/VrE0+hyPyAprZQf/fLNqyCiJO9AKCb2uIeQQoL4vL06LQghbldZG+91K/+sTb16hfYnfrgNDjvOixpvJt69niEa4KUeqJEOhvhCv4d8NxtSrdcRBiVV+ebwG2FA7KyN7dvVPSPjBCBKXD2/K0oElEin0dkgYFGSRa1SZg+t31N9pPte3PfqMB9RAHkZ50bZNFVknsBJ+rOevX46kdjYTVe5b388oXp1kJbflJ/44onM+dk6+4oQ6kVF8CBmDqFVc5tmzPH4q3Q3+ey3Fj1h/bpMac3vvVj7DGBr6N2gCO/lX4T69e182Q7KMTJbIUdL27EssQQyegnscRNqODA1h01MrZeMSo8ensxCxaM6edEgTFsH0PVTp0L1Er5+JwDJsU5RvszAvH6QZ+XKJdJHGrFVsPcZelG3NClMuQAXktnrNipusvWR8ZvFjNvk8luOftvG1oux9wQeDzS6jbseuLSeJ5KxwahVpZUdRzMLgZePmA33a31IAWIWc59uIZ0aTN6mrSQQNJeYVamdNxN/Puy6SaXTNwk1H/BgafVo7nPTo28eDePXQdZeuNJS9KW4iZuECzn2/GYHP62ws+BCstlvyxY71DZr+6YMpxd6IkJwIMlQHeVsODWdUu3gzkA7TeXUDBJ6DGfkU7KxzdEdwNJ5srcF2JzI4hCTWIm0gCwbsYHjbjoqXqVJ0s82Jl0ViyXIIjf18alPiamxYXlFGeQ7mgraeIezGTQKEliCM+EhIfLx+8Q5uvPhedPaghpzMyAwpG+6MND5Q6rRPalgqCtXjpvGpwl//k8Sp2jXQTBzNRFwMQLW1OGGnxIVvOv6N7c5gKyCnUIXngahXesJNmGZbem5r+FVju+NiEfoYGuegkSfiss1Ps/Nw/JyNRJpvqDbfdpdB8xExhCilC70E0cvoFnQj6HI063nwxP+1Gbe5rBC+cDfSEJcfrWYF9erD0xjZSmU30fii2n6gLqoNXfUP9aUINm+BgXawQc5w3pKbu6vU5uSPEtu6c36BJH7wrm34aLO9slKeU2ND6Aer1xxbrLdYYwzQpCIz6vaBWv7KiByElp9v8f1cVIwTlNbtpvyKtZjQOTL3FPagJNPRR6HO7ZuDrDSgwGC9FuVu0SninfsQ91JiuPPB1JquG01yYwUsMKvuAP6xukH7W7L6O1iVe1Nhut1d4IlplCxc8yj64JvIC/8M9aDrj77ySydRxYk+zcLaNe1t6470q+j1BE7+lUf5QmOHnWYQp4JcPqH5VQRk6l4AK6KeB1Uk81XsSYZQsyuV5bVyY9DuQ3MvQyzeUhGhPmoSttnz+A9MGFZGxZxG3p46VaSegk0UNEQhnCYgKFcWHzfHpNoBGDPGa5rl+b2xiT7ZhJpzJA+Wg/7bKrKOrEVkG7TOZ6WK+a5TyAevcWMua0IW0bpL2OG+4DspjY6XZY+gs7/5hlKW1MzV3rd8rWluM4bOmmf+SM6VgGtj+KfhjSYXFSvYILb50mY7EjPKHncsQYAD+BCMQVMrt/A9ok3qSsVYW3JeZj7IexC+aOuGdMzEPnMPSe2oPiyNVQRLz0cPHu27YZyj5Dux2OMXDQGB+W6/rHSsUvH5GgCUIxqNhpTGUJP5m5dtt2ThV3/xp1GM2FfFtkwmRKvt2BhqvmaWHh83fryOmiK/NAlYMSAyxVyP3g9j+mM0zzya7bCyJ0Pwej+xlGyZEAM6FV3Qssg2rBbHF6/udLTbyFQvN1P4DTfe8Gh1gZNbZbKNcBzlx6ORQQcBuu4maXNTz3XJoXcAt26OdcJTbeQfjKVuX1R/LV+961FCAT+eaUIKqnsRagF4cqAO1Tr5aM9hPmHk3jyIJocq7ADlP7PZOnsAQJlKZYU8+x7tuYfOAJvgmXoxEW+rVXqvC0jX0dNWIuUaMZlFPoM2t17fmG1scekyCxyBOJKKPOcmT5R2dtJT0FePmqekbn23+O4alvEPEkneAUvcut/tCLLt1+UljTLZO+G22vLfLBmyJ6AoZxJ0y0TN4+OQo+dmy9tk16Yw3zl3wqyHNHZRcJrtKiPDcul1KlVohphbtbcTLE3CmV+CJ54FybB8g1/FL7EwyFtW6q1KN07nfdyoYGiHXLEg5yBrMZvM6eBN/Z9pITNu7CZr4TN3zRQURDCvxzjKNz5YaKTUyJCjvCMvJp7r9tkevrt4rZ6wwJpXHrkY/B1xIGwBqJE3fU6nmcin3Pys07hbm2u5qLUlVnSsQ3J0M2lmS13gCilEP4AlJCnvvLY031LBioA/AuNzBUNfep87aVE+v6c9YtJA+FU2TjEKn+rmbhs6MFbXRUxGQ64qC5/yM1Ti20rjwETl+Y6Ao4C3mf5ktS1H2G4tZDndnA/i8xmFM/3d60ge8Zu3m874X0gVzZ9oHC1lpk9Ywjl1oKJWtiN4uLjYqXYQVrdfFGv9YzTuRh4cAcnP9HphzpPlHOt2sOpGz35NYStsohWme5F/syaMWYw7PzzgneiM/7D7zbcY7HY5mBdimgHF9cMRVTZvq1X6xsHVPUyv2eSc9KeeRzK+Xyw+W5TZdKeVZsqNsJDRsVz95mJrcjyMPsx9JLxBmlVWZ46nmXrgNvE6pGuRFA//JiKObMY/MlUPNv9Yj9rDMliMnGDiciMoY7uYfuCZAxnUBuDvAVTsRRz+OPY3ZB+mbamUJJ//edeuCUJTNbF8NcQ3FOzMrckt6IWK6YfvwpBNFXMf3pXMhnRzuiBkJRYnXFoFwBodSTGljFlGiIxk3cCIMH7FNPxeqR3zfVvE/sQ6DgkXe9CB1K1PGs0qyWeezrXMX3Qrp8hi+C1ACox2wZgbK8HvDGVEZ0jap7zET70rGLMxt1oebJVfCVaXuHHhg+n1PLaGZjEJtX9hHVu14NoZO+r1RfMJFGnk/weFOkuPb0pUgWb1FPazIVKjlP7hVTpq3VGRf98ripMP8Mu6up1IahHFbbn9OxwRrEPvbn2vd/Qrxpdh/WdO8vkvd1kThywSk77YJj2WsJZjhU2WAp9krF7jMcXmXn0onKux89W3FTfsAo4+B1IXlPcqWkHa0N0mrRWNdsrYobzB6VwzWOtiIlNX99RuAcaJnLsJk5qreFMLYrhBSNCscl2alu12x96yRipLiwrYAWhyOymFbcRpq48w3WfX5CP6F+20VmGP41SdUtwnCOwSf+av9dSx4ZRhFlXmd40SZ1mutCN6369BnjzQN77iWYP+yCEVPGmylNClmSzNsDolryvoZX8qZqU3Lbr18UW/1ZYbT3r9xgDalJVpMoBUmKSJruDBuxSDJkLro3psXVTFbn0FrJ81ImsGvkdjNd4St+Ml2me4peW6eGnfvLP5X2gRDYzOHfbWZGsCj10q3/94Lsb5zgaREulUvsJMIH9cWaNMD07FudeRMZNI82vzifYTzduWGoOt52W1LVBTDz4yZJW3rDHOwENInmM45mds4r4gTiRdj8bM7fdwdxru/dJfgdKG2i47CftMiju+VircqaxerT3OR2+lwXu3l78YQzjGbJ5gwPx3L0HMwScOQ5urR+K+L7W10clSVREC8IJSs62UHjIm2E3vF50yxu5adQY2AG+A1w9wKdgvIC52iaH0OGlMhrL3+ndmigpIjANp/OkfImdy635obfCGVqQ0pujkPBEgFAE/oWyo/5KxSJOUoOcz4v9im9qK7dj7e9Kye/Tyh9Z5BKfRO9j4jadiLQFbMqprkleR82bXHvpNt7PmnxjxrW5NpCbAe1EU7ONEA49ld8cuXP1ZD3hV30Jry6e1Z0Fynq5UUFhWGe/3sOqWF6F5bGzAP3kaKifAJKcqjKC74PXuzAavHcJY4IkDr4eTRCQxYcSEdnQX2hUC4LggY2iSt4gtLIQHzMcBJf0RNplboALoVfU51xypPAcJffjKfgzCZx1Rtpd9zVWpbRU6PvVLz361OkvM5YmtY1NMmiX03yGVEhhO1Iv610bAVeFcHgW2xMU5+8vhS7DRPNWcl98vUpRdNTRqyb3nt/eOKuEcX6EKhEHAhgp4YWdy1/EExYZTGihSfRNSUmwp7TobBj7vp6cpC3zyUCfwMvSXCTzh6c1Bn3GJTLe3qVAtRQvvqUggWKUO9avmsimhxhjUZUyOEoJhR98fEg7T9lfUT3+RG2q5KnjmLsaH5wlEVOTTh+Mki2jbj5eAycpAFrccI9xiKm0/+ys+rF9zsj6MOeGutmyvoTSiy56/+NSDtkXHgPPnneX169LPIqtSu862tjMWYs2+576vdWLGUHk3VCBaxOfy3+1IhNsGbqhRttXGcRtG2X25TNXH7uvtTx/Qabp/LqLrJsg5Zg6D3RhHaghfCzSTrtBn/IQUzdQIuioLQlThjPg0ir8ALrq26mc60F40oUyV3dU8C2pWFjduj1v7GWGPnBKccs3JrEJVGCEeVcjdHloiLQlbNt4ha6aW9Zi89VMsTXaxXrvvaCzpP2yLB0fOinwNOh5PMNXvko2eHh1/XS4TCTu924OIS7uUmvDScQG4yauH8Ja98oIhWGPjuL19RRmcfSmBnalBhLURDfbiCRXnz5/pPUsehnezx3WRCTnm9wNwYx1wDJIp2oLsYWt4V9aW75X0iItpwQc3tYSzC1C0q6Ma/ULmaVsdtHCqACZZTC9OKxg+6zuU9iyqTKFXCB8RtJ1tWMrk1AIQme4CXGhv07uR700w7K5WsgGIpk9nCieRpS1s82lrcVEVKvXEmWtRtYgp/RofLX6ioKl9FlnEQAxQc0D061YmC1BxgAZhRs9oTihbZR1W0IyMcVghdK40eZPFyOtKUCv6aqcb4awTKpaU45ewG4u46mFrZzbr+7jZrG15TFPY93CuadclidE0jOIo0AZxfoVX/Y9Z+zul3kIITOT4CwE2rb5s6VxHl5R0cYMr2/4JqSe+vaU7N56SuwYPl5TCFgZmkjZn1uys33DPB+ZutXlGKvb+YbZhEGKMtCFKBEPTq2n7vDS+1oqTVkvyBkIvVNK098i+yPhae4U5MmK2EHamBszdrH4Dr7dG8V4Sy68eZE6wajw8dqA8kb+OWd0rHBADXnjvvVHXkF+0WovyLFbA43yInlWCJJZh7rJlbgBCu1A3/zFTGdi8YggzkOj8MLn8c010wz1n40aUeBerj0M3vOGGkJNO8Gm2r6U0V4Pov588tihmKlPPq0qdD6+8dLHXDwYWdvkBg9ar4u2mZ/jpQ8zt2cAEWmgw5xnMuWzgDAseOCj6c4wGbR8yreJawn+7l4GZ0Nt9Dbd2BtMtysdQo0WaDqY8DYdoP8VTl526eAB+gFJnVitFPnoJUS6V0lYMmThPVb7CvS0HszZGpl6Tzbb+Jb2VfjjPtxayRvXtaf61fEvkyoKSneuEp9BnL9Fb0LB/krM2LNUwogSTHvNgYT5ZvmRHyPpmAH3c5ibjyn+AdppBMAqYB5PutCUq/Dr6N0gEf7qQVtlOmKQ9XQMMIDhIHqsO/7Fg7l/Xcx+RFGGX7C0kgTHK3ocrBfs2ZSe5Am1/Glju6VUN4IkpV8Xs9BfRb2KvrDvaNHvin9vrqdFX7n4UAodWoYt2uFd+uHY6hXvapRViH9sIyERYPV1akBV9SuS+aWYJ4ywzk+1wxQmb7WSCS3n0KnfHwsddYIwCqj1z2I8cAbYj+FYdQScYCFLm7Pbz0xXY6bneXFRJjte8DX5+B09MH8OE2RUptC6MoxDqNF1H7U6BmWIuD6Tx9uN/0jLNssFkwsLScKqItV5ZdvcmqvlwuesFvD6o0nE65EETPOcNy4cKWRGnVadnznJroY0kCLY9kOC9PMfY9o6V3SxZhYfCbCrdJ6T+yUUdSkwHuYlIugqFpO/wY09euqyedQCha+QjyPZWSe8myOPcQNaNC4QR+0IvysuHXKewL4GKCnaME7Rn9ItTsVNNafAMY57IVuv3RvCNOVKKhx93Ez8qoShA2tjb5GXUraGMFsVKWFWAqmqkX8xl8ER2S2ViHR803qLBopyk74KNKDOtcrVW1aU8jrVysgtXLf0JfCYIvq0eTmhvZ6D4Mg20f9gzX69NnuLPl6w/nUzzYC7oWtYMV1ABL6EUfRaELmhrTqbjRRb3iGSaq8kD47hE2v1/HVQztPU3o4QHSa7LzjPAkaNiOEzmtvfHSeuD5PlTvJ2fHVbisUeRvxUQvxU4c3zSrJC5PLiTmajlynw80+L6yR1nvUd40UjHw6zP38Y5piGK6a7QvwWqGZBob7Jo/tkWmbqtQ9JICIFg9wGuQK0ss9o2od1l0apiFSqq6yXr+ujENWlqJ5xbkXFSxQ+5V5i2vPaPZD/Kp0pa44p4SgMYfm8jDl3oIm6c5HvlaFHRs7MV50c9Dc29W9xBw5XJQKXrGJXBEavos2RV33aBMmkZWXKp6DvFZP4mxRhOepXXiW/RM7b+JYblK1lZJ8dcZhgV49hxY1tJrM+6I009KRxHoKr3efKNphaWOi+3fRIzU52Ru2k3vzagkg+WcyNhv3dVoGYG/DJniCizuhXKv9sM4kkufOPThDGKI5dySkfeHZCdqZcrVsSGJhMro9EUByxxkHrZaEYDmPVwFRFfc5WYVH8qXRM0ZC3HD4Tqrwyu5s5RMwk58KXeAkV19+ScicS6rVpNn0IRTsQXy7xSn/kyM5ivj3y9hbxyDSkf8pHRPWV0A1LHldAci7WkDrSeP7pvemt1qXIpInWYjMBOUY5KUEF/ZCs2jy1QkVg1PaXBgM5/gKBYEPWyG2ouYzPjrlmJXdhUGo0BRgKH1EUZtab8pLIT7Aa74M4hrX8/FGlvr2Xp2Jb/Cjy4sGkFNP6Mn35NZIwlI0yo6Oxzk67OSwnStRBsNtK71XhDGxJoyphlcGGkaK4ddkUEx/GsNvCtQ70E/VkhBpjBH69ia6H4xNfnBBYThZWM1jD4QkSPEcBSa2pYmoOtfKvhx+wO9mEvFbalpxdGlhfPabMIFiwX3C2whAIf0TCaTlM6w7INynYHe+DPznCiJlkyqyuS2UJNL1/rYfOUAHUztrJispffFpwjYsiCDFdMaXe1eSq+vWTa1QjaJrQV/pQfQtY8sgMAWyepsgckOZKh7Hl5hotGhj3SMfkVlz9LKjTU7CEQ2va1VCq2RXk1v7e2xJgG6fjgB0fGOYTPxsUgoCGdqFF5qh9EhSnGY2IJW30bQFNLiOR+Zx2lqULiUe9zMXTkKXJjCkpk5f7Dg9nuL9zPIFQk462qS4/ri1zCsOTDGO3YIL+jIm5a2hv8zCs9M7bEsjauHlHKPgNBwpWwtv6wrz89Uf0VJPk5sudPhXaa+HpYTHoUu8OdbKLJqmoFMS06tMjHcvXLS9bfdLWRJ2f3fdvDueXFqdfYwiJwUvquYsQmHZ6Ky/F+yrwXaH086WVOGdfrGB6eD8481EStmRb7GwzsEitemmUEEnUXvePkrpCGNldYkYhtrDlm+W5rOsvzhfses8uR2u7KLV95p/qhWiGJ/DIRVplju4U4RbF9z6fMkobOS8RrzMjHiKmcK+RjaajnHPzP63oaU1jy5LXWxhIWxs7roOgG+rCfG6XSH4g9MQ7gfDLFKNd/y5a+r4nex8wOb3Sq/ZmRkOe5ANgOeztcbLlWin7riik1lsvFrw426f0FJThWFYJAcZEgwB9H4W71AwP6feYtMlotDOt2oMCk5jviDnENfpromY8Y7nYXr/icEfEyTxV7evW9RDsG/5YcnQuS6ZBK1/UT3RFUe0l8uWFn5uTD/ZD36QkwcgrjOtMofhvlTnSSsp4tuwtAqzKZx3ptRgIb09ztFJQgFM1lD5lKfa9jR11u1s18W0Clkwa3Q6xUmxZwjqOx09YP1mhXQhqXs+XiquxN6cLG8MZkZul0504YvuXNWMIKSDR0ojwDgZDlA62Ert9taXA9KfluGl28+8WerOiTdtI7EeYcVJ+Z6Tf8MpllNEojkz2Eq4OaNy7dTJxn2O0Fs4LQdSBYqPNj4z/zAvTnX+hnNehu4vSd5FCFwkP+VVBy3Jm+U1P31QNvTDlt25zIqTrbu6VUPR+3dLMJYiPyExQWwvat/1Mo8eQsQvKhATUQkLs/YLdLPy8hgKU6wlMdqyX/mHPIMa5ES9UXkT5BOMi1dlwQ7ZQyx1IPF4RhwsVrJPRhqhZJcoTpwoXK2S71B+8iJGicVQ7WoUeICMVnA9uakSyiUa+Xiz5AFO2hSm8rkhAoU1F33AQibxHq5Pnnse7YsRZQm+3cLFGuB257cR4XxUH/JRFkUI8Efoh/hKR8kpiqBsmhqbQ0SpflgC3YkEi1brJUS0QMpyv/TKnW5N+rfiExfCd3GvpL5db2hsIffIax4kGMdecIq/2WwOmCVoh8kBP6Bv14OYEbUeHDYiDzt6qK84SLEA6KMa1Acn7aEJ8XFlK9BzJ4F/p82pFy9HaSTj5B2wn7drYTGeL8szFPOUjcLvFgZ5+w+HhslN79JarxfSwnnPO5P7JCPrrEz7KkR73W2r3a3TvJszRBTyoakJBTtlnpbG0fZZEPUexjJXqOG3j9/5lT3NfPacYaY8fCVyqu93iKI2kbHujWQ55y+vJNI9/SVKs6dhPwdShuZxrFaF1ErdFHvyBpO4Epf3JMjpgZffDTLC7ui5iorXvVRymGIEiEWTdfkYJQ7f15LVsfUgbKUPXDW7tyRq3JIdkPmVgT0ZRrN3YXFmDH7Lsimljm3akXklN0TvsxjiFPWTGdXRvmwlRIoaXLBoJwuU3AaTPXylIOTkPMLwxkoLpzWEUmbcvplsXkk/vD00saMcgiUnFHG0ALloV0oR0eand5l2RfdXUTIvNxqDMafCO05V8h+nWWTUJTSwQ08ZBxdXexwr1SYy7N8FnIQPfD9W/1/+TYRJggJCT/oIHf24Wna8jQ91CRI8RqzzLHUbqeMC9dmgSFU/qXcoaFuuD61ag8te04iir8BBOoXghH8abrMB5gCo6y3tCZtlnMeE3wwMfUAD+p77rp613RC5nGQ2LtLPknFzDlwfv+p4Qwvl4oetaSHuiAmRFcYm3nP2/ki+LMmNfLr4FitOlzssgkFnnd2VGjlW/NygaUaefK5NA7O63XllKxf6gNWUKZ2CXK0WPQqLNqC8gsoEaIBcW2x78/I6898MrHNPISd2A2+hE+zAZuiSbRBXAmxEP9BjpSE9YdaMRf5OR9pBcWW5Erx4x0ooryNsrnnrj+FJX/QiOb+MfpmsynAxtyhvw6ai9b18v9leI2ks+wUJ/w0nseX/psX5XAvuyg7QvZUZPiio7xIx5wq3oY0jZ5LTMyQk7IoWloTK9byGtJaEd0vxnGWtgudiTCTwvSWBMJtFHRxrXHM+NkD4OwwzH4c9vhas+ub1G6TKWCLSAF3qUYDg5c5Bg6iy7qMhHH+dBJhgkdlfajSA4X/eRfj9jzSa9Nzj8DZu0g/rJ9EQCP36c3eIVeXI9FsdRAnAeMegbjbxebIt45oOXAherv1hGdP2D6F71llSybDNZiuNFZLvazSB16zMb1yFDjZ7X8MwOxeJiZTb99LLFZnYc37wiMgl5a7ibNWOCLzHWjYmyp3o7LO7uX2llKCd1tSZ8GPOBOZVvi9mNjlY3UKkr1DcbDUN3Qrs8YBGzVMYgJ5q5Ue1iSt6t37M+JEiaDbq5YNnjZF0Ky0tQZVO5i7WXnZiI0MiqmAKaO/OVomh2ZEC+TELzJ0xkM40ukCG52aGOWB1v4lRIRB53CGcdq9nucAo0d8H8JB+1+ooNvsVGk1viIW2JNu0VoFwGSuR9yGNcChonH1/jp/NNSftXX6ZxIobc8o6nQCNMSlGK8ZtwHA0ZqQ4GU286eaTM9Wu/3npRwUMdyo3hxI2mwuTE7kYvfO2rud5/UezhE2AJ8ZQ+xWhKhXtmCzZXtgICLrhRLocyuCUGAtmsMYFqfHueRcOsv0orY/xGFrZoUWVtoYfjwuD29cPjHjO1pHWTHaFQGRv/QrNv2JtP2w0I0Akel5pPuEaJnAWD3oppYb3ymDwklYk3naCCeyAq6hYS4+92BEh1ioxbFfumPrl+rowmv0ErqMy+PC49QGqYPJLFNT7mvf5FhFLiCatSkkmJzqh4wBjcWl6mmho03UL/Pn+qz77/lY/uZ9q37t03EElhhwJbIhqHAw1TfRTSWG5MGH03+aN0ep0po6VX7iSeI89TMS4wRI8xnxXx3kbRICG32D50HVBViAKzbomdTy+eOlxJvN9UARGRJ+FOLfMD6mmq1oCq7Rz8wVQI1CC6Qx7KUbScCVzfjch6+RcG+65cx9iz2lyfizQQ/BtzVuXz+/CDN32dn5QSKn9BuSfYXNByMmZcCzduFCIyDlkyLi+MEFUsMnjq9dYH/vkAfyGlt8kw2lnj5OhmnMjpPQ5zuVNW0fn5F8Ktgx07mHfhLPuhklE8aNnwgZW1apcPPlAAAnTyoEwanrTdLwpP1+4EWFifGzmBDvcgG/cvlM0etXYFJPaAauRNKkjlqeJp904mfRkiUEq2r0BqU90lQ1WtulG5LTI9pM/x5FEzb99a6y3iHeDBqcNIhvHaxiHnCNbKbPjxz3rHrGOOs9jy3lP6KwsKVhsKs6BWRpzc4brl7Szvi8uiaq4YHVIWsdwgCyv4VcluNMD4xQqr0XFWvdOH9UFBkn2Deyarb4EYPkp5HDZNALowf4IPdeKQTZEDIZCKjm3H+O0TQdzyFqB7PmjO881nrFWEXhPZsA5TjXQT8aiW12dP5FhXR+kwZz73bCbpbeUqcIwyEFHlQPWc3mPd1+xEScB5b8T7+sXJsGcAL3QaiR82nFHAU2rd0KFBcM+PfznzXf72dFt1Ze5hKy4nBTGW1aU7l9f4RHgHPSKz9ZBzyvI1ZxVjeB8HkvDrw4hMBxRhY6rmFDWQ7JcDO21RnP8XYjadydt0kl1J2OnFsG84C+gUR5owC6YcPtd/OxqbznG/o3I7zZ1Tr5b/wMgIASmSYEsyWTGEkG8Ly9JPCu9Bu1CiCFqpKeAVGnrCEdj1YfGj9b7ZBsR8oe/EqHzvnNG/xfeO3W73WXObRTudSA3pG5BAZac/HBJpu5z8UgrZVemND2IP9nxWcKXPZ3m9vvuL2GFoQe36PTxjN3a1+5JgM3ZEr8lUml8XpNe/7HsTmBF01zKrBI7pKMc9Dm8r73aOHgqYf90JmXgpBLkFNQ3LXvyPrkK+cecBiZ5fjQIb0o5QCqgrQ3crrJciNUD+uuwsf9XJsg/Sm4s0OarDaog0C+CFiLyOy5o9N2PKvYmhxvap/Z+UtYNU5Xt96qSFV2StOazrHViZJkpQSVnMTcPOiNnvzDNXE/UWpgHQBsU7T1U9BdP2/9qgbJ1NrgB8k9hFF7KcPHt/wUkQAVemDxz2DSHDH+flWaWGpQ0KzTLPjfxj2ywOLhiLlxcDu6mRE0TZRMbV19yfwFar88WDPCWiPJ7IX7NeV6d22IHoX9sacZ7kXyeak/XWYIB1q7FlE7xXOazzszZ2qeWXLBNBT4urGXzp4V4bcr0HQ3Yk76vU10jpT5AceyVO67g+EthFl6uARBrLm2Y9zY2AGGtjY1o6OJozj6N8BXJyxW1w2C/UdkwTDFKDWIKPRFkNhPibyequRIOE6teVGgJfIiG7l/hEAwpzVMbnyw0ckK33hVDKy3aG+vp1ytyobHWMj9qObmZ23J0EOZUTHZF4CYieYicgRiKamXQNcfAUgUme59GiCJzOksshet8szugKlVRGRJivoX3xcd5/ae0belIIDoHnsYMkuq7vCv3vlRGpZ3GrtfRl0Lcuf1EkEOyYGNnvm4g4wNKCYOG6KoqFgifrcbchR3PJTtC/DCJAcrs56h8s42PyhA15AstQkNk+hUhxIfs+v+eP6M58teiptaxytr5KdIt6LrdkZ+fJkrmgp/JmAJOnYr+cT7hwA9Q/vjTBKg0f05BlZs9U5x05hsHGeCaJYcGHKsIpKp2wKOzovh8R/cvj/eiYR79ZWVprxKLkdB5CrqptueGQ/k/5TJph5qabnyzQBAyTwlTjSKoM+2B9mhDmWAFMgjS+qSLQukDh7NpJ1u8RUmStKhbUVAb2qamkQDnW1knz5HqA9Te1jOsisYSK+Em55SMngqaWrMdhViS/TfB0BrPoVWFZdY3Kx1Pv2WSCGsA56YfmtjE9k/1v+pDOwp8AV4IgsDiNCIKbIgZIiJBx43CeGAukQBWYSHN+k5We+hLjPMUy7DDrt9MlGyMFkRHnmESmkNOdYsXBByihW3qG6QC4sO25DN38XndGZ62abVGnay1g56etmo+/TMABKLX9h+lBoH1ezxSuoN3pzAxDG2RuHBnnDjPjm009erNjIWDJN99zhRcKUb6aVI22VO/9Q/3PNEHbqoQ1Y6B5t9V+AA7wgvl7v5/by07CalHTg0UzCpPnpwnWsMzHDjFQKgMBS3aItU9hwWmvsdHhcwr5uL69WxRQfht7zoRxRB/g4FUjmFgD63oYxaLj6upI8fDkXSxuVZneg6tAftiY2r2EuQNvCVO3PS+JCuIn7EH3BXuVKF4evL/VlAxDJhAOyfcQ14blLwsaH98yE+m8I0eASroOIcmHEOn/YDTLx9WaWuZo2Ed4Y4pba0ZnyQryJHL9QO5dDQvZjMaqwxmyFDcH6p8V3Df5jzR72AnYqxdU7hBIvVTAsJ+KDjnQUCGjkokF8Ysk1Qs6qEFMMKbfVj9/f6e/KB8GF9THPx+LqBD6sFSi9gCJi/5taX6ZAaYfYLi2J8gMr2ZxPugK0GmQ8BiTHl2VLMWccrTMIJWNLMGiXMslLanYS/hFGk1b/YWcKbbK6Mn2OKD9pmZ8SQd/GhHCiTqhscmeBLE9XT/eM4R86bMHb7W1wcA3qM/HTMyYxzgkaUbXz7TujDX6uxv6FmoIi4/rnXcPow713yD9wcMHLL+CXucbh1QaYp9ozWuZhnDBXbkBgvIgHheTRUzycYWsZVJrk4pRuYwqeGqIiYpgag2VnYEQTBnXoufPDKwLJemXN8GGrZHeTvJV6pQn0fWxjQfL87YcXlHSgFEKBTcA9cRYv7Bj0Yf+Jblk57ToUadlkuudIBmPkjjUrrLloil5FJUnGVMqrQnJEEjm0fkZZdICkjtGWaUAHjy/C01ybEhi+ccGpr7lUQNelTd8hgyjyGtMPyXf5PB/t/Ua+PxIK64VkoF9VM9MzahE/ayEoRLeEuODWAsVEtRWj6jP9w5Kqj7sb/CbhZbQKqRemResg/JBs1QYXv9LjqHyzbA2NxznC02ZyBiiSoeebOOJfmC4vWUpHhfhDF0BPedZ0+acieqTT0KCjw6PfDwxL+n5F/dojULenhuhLdZbRG1frv/Z8XCXHXqDOkpU9Mw8wvtu43kJVuE+Aj5MaVLdNafbxLAg/4COSv+ht9PNMAynH9n3SWG9Dna2LJqieNcwPnY9eCMRIZUDmpRMVjrIDN3hzAJGutDGPJp5uU+oZDTeA7kgWRAGMiL7A89xMlwWt47cV1+Gae+15Mu5FZgALNk/+VTM2HKSplLs5g/Sa1aX9R6l2KmosrNFoTwwZ2Qz3v+M9qIgKMEelgqjCOSp4Lv5BXRY166zmpOYcXkx6Mq754ZoqSXjjBALFsSDRkNtxs2rup3TUAs++DpAVUnKunF4JUKkb1oHfAnel/NE5LCNw5ANyhn/ntdyyGhtp+j2JtRp6gxxHohrQrL8pPiG9f8VueuVTUnCChid1BNYQaZuvkU8fs+gsGN/x6Fnxmtyngmexeaz5Si23IASQDev2lwmQ5NwqzuTxK+y2oibKbz2zhpJAiS6PY4Xrm2hfL4/l3UJNJD6l/BsP3pzz0vs/5hqBw8Ow5bUq3dR0CBykqyjGeXUapfhLYh7AgNHBLBuKxLRKeBZkqigO1TdTI3tvSazCHN7gQ5Ly1y8QGutsSQkryb+SYrDX08nQw2L3CaLbs+SahpWLqJCxKYKum02RVKPTdOYLO0apBOE10jUxPPH9eDzTExzr46HZG4dK1W3hljskpuFpOI06NPacWg3RvhulPgP3PwzzOeogFgtz0Ckh3gpBSqWu1gK4R91MG6utqeWomoDVYLNn7A/3dy599Kk4EXT6TDLIJd5oVBlkyEDdRYdcKUsQzCf0lCamZqKjSA3THGyrEt7lDA0QdJgGL0p33VzBJXNWLqsFksOpvhQbz2WUDk22+gER7ltxc0Rs6TQQDsHdZ5F1PAnqaVZ28wVezCPijchxqbqnbvYlwTHMjD2LaMfss/cRkzGMAtz7UvOBRwhqxFVk6VrolqP/FnjVShP8W5H9t8EkK18MzUKumjpuC8S9p5YFMJ2Oe+A6OoseEMWtFyyiONSTa9yMiT2aovFQwMD2QXu7nCIefpDlqoaOY0WxjNvLQ/+aTJy9BwCKFRhL59IBH4BmoGRQOyzX1/Up8vHjBzIh/6kFzCoMECKKFq8y/VFSF9JnBVzcjTMlurdQwcjs0axxy/R6BbAbrrJkg/QwqqiG4cDmGZaw1lB98qAMKLU6Ww4vavRPCh3YRncd3Jl5T72vH3eec6gMVLSys8MmqyCUPA+4Ky1EiKUPBb6EYmmoJrJHUbO+2gn60AM7dc5S1r52A9qJRj2n6kkLgaYAdSyOUYNtslVJrmtAJNhYEI/2MogkTVPTYdLt7EyAOtTjvjZ41GUAsdTaca6OpwceJCwCuFY/yJvBiiPmY+X6uyyB9P7SsHZE1sdEJg7QUukHySlJi4fqKwYMk5Ozi9H/sp8+9NuaRbNsWmUcSQk1AJEPNKyzqFd39/q72SnUaY4b+PBYTH/Kg90BWdVdnfjnVT02PA+Ixw3+heW9+IKL+srXparFCY80JRrNJEgWRjNcJ+mrlAmn/18rClfDkZnV25WEo/A8Fts2k4uYmzeY96yYcD/b57ZMyjk4UcaGWXQURrmlyvl/ux2YYUNI1hxprbPySVau9onlweKAFiIAn+9uz6SCiC+8AIkXAqQG7KSDBP8Kr08hpGXxHUXtq6ussEp5PWFyBzCJT05LrZj9iqYFhy4HuqoxF2PBECCcNbt3gH6ZVor3JZ3Osg2PkNLCr+pMD1DXUZVNBU53qEzGlJ8Bru+sQCmoubp/FwbU1ianw0g5jGIdAmNeVShzxX7k531VKQkzQtI9GxAGzI2c3he6SbutFQGzbkbBNfwj4blY9Az06JGtyOb/wwazgPTrGixL6205M0I3UkgsgPh3bowgOpNWYIwlx2vRzrOf8+NcHeuGYCtt+9mXNORLcBExZqWaDlRcgq2xNmw+vYKbgslACiMTZPS87XEtgeoKWL9rOqV8+FJUgfoz9A4O0Zb1USe79SQiwmkIKHRJ+DgM/va+vt9pQH4eaTy+THoQpYzVZo/yByCr3/7RbgL2t8dPXFmcc1I1+pPwdVuPrfsTzAavJFK8ESigQYrO4rXCNOS64utAHPF/380EVvs7QlIqR3YGGs68DEXjv/S0ZxMeSXiaOV1J7XDyfycjQkSw4UkumNsdNoM6fTb4FBMOTTHtAmz2oK8yxmNy9y3dELoEEWnwKAcQd6NidbJV9gOB8TKSkR38QG1SDs7JJT3doyxHrhpAjEpcg6w1nEQjcE7fdc8oFS5qd42BvYtt1tWlOIigEBDLT0v3jMwjIPf3VbvrW2XuuCWmb3HKQaRW+rAf/iI8hozi+EQGE46SGl8TqwAXNNtl/OjUSB5kYANm4X1/33lZntGT4YuVFV1CbyVum/sfu3+E4MWoRosyAjhqkgtnj+zVhl307prTJrszhUzr7caWOM03e69FhRq2eFGbD3gUgr346o475IUQEN6o7m4ZTihyPX0iogteUn8zGgJQc8K13Xi44Z06woCws7R1a9TD4bDLFgaDkKyPR2Dk58XJNTQA7+1ncwwsGSs17T//pptS51lCIiK0wS+iT5YUWYgJA0h2PTfQJ8utqGxoPc1aLw/FQrQT1yLZ4Qm7aoJ7viw77efi+gny4PtvjspzVjuyDEycgcBAyoLcVExZAID/fz111Nr33pePbuIELZwyT/l7ANKYIss3UpIXDRrKQLZIC4F8Nn6hlz/33YmXjg+v4e++gr0snSJ4aqLFeAHFSztfaMuDJRiHbnpY+X4pH5K91A/9BFg2VmgyhBp+s0IJXygk1ZScibPdgkkTkQMiu+t2mWOHnGPh7wrBzp5IIsYiEo+dgHwKoEcawTVXZFvxigAxI9wAJiW9ntUGgnTc88tw4XJjRREfBwrfTuIaF713lcOa5xB5EmM2xetvXdLqOvCtkuCDY/9oYb6T0EGJ8OcLQEhXHkLgkiYCpvcqqrFS8hxCzBiYap6/jX22RxywOvl/5e7wrLJ3c1JZjbeKiY1ZMOlrtBpeiCcXIcf31W8yAlHyDY1baordr09+/RNR7byLyUIkXQvF7iilJ9PMfKQ+OnEVYoc/3YT7d22o49N9UZ4srsHbL5Do3HoFf8k8Tb6nIX8OdNaxaDc7f2wsZ9oDRUCBiMHu2b05mbu4W+SlUgNz0Ea/AuHltaef+CxI/h0OxCn0erTzAIiCU8AXitmXJ1fVAhce07rFniwP8tCulMfR7Lms4hBV/bYTM8oLmoCdCpy5qp9c1paTTpQHBGRoEQSe+R6xu9/7KKfSOfEZxk3AGJ2TVoai8k1BC4dqqNbF4pafbYE2LksRVz/Au+BSMqHknREytZyUXbDl5HDFZSVYrNv7alpILpuwNv7ePd0SIGl95lrR7NuCIPm0w/aAz1ubzmDIVhke5rdCMaXC1xKu3gY5JlAvNyH68v9JK8vlJpqq/7IFSwZUmMVFNHimVptoDAw7+pajT5KoVLlazUHXyDvPSjodljsrNjYWudqaAeO71L0Wl99iugT4pt1lRwrz5ozHOrOQmTKNMvPmD/VoCJlyR+DkLB2wBe89OQa7vvAMywLrh69z2HZaJyamhbu1nrp9t7f8lM8rJu+uXtQAxk2LN3g5LJ9gRAguNuzF5lAvXo5/BhFLZKc0PooOoT+8sly/Cdz1V0T35qofuGKgfx3hyZOJdCxz3ZCwy4pjFwtnTVilhTE44UHf0F5QhP22uQfe01IFIkuGcMU9oKYp5PoODLLP4WrKdzG+q+q7VOSzTWgvgO/r7s5GHsH6QGMyReq2ZxSAUZqUH6NqqmBiJ7lAVHIc0hgpmC5SeK7mj3UUVxFU2szipymxEpjpQ4yog0bEAROYJ/Z3e6cx67pZDnp6oci4i0bYfLicuyYL+HuDp36HQVH1WZ1UwxGtASayHDAZbxkgZojEo2z+BdxfTonnzKRkluap1qnj89Zpucc0a4AItx8wnjNHjN65A2f3tVY8xFBUB0yN1SmXx0iu60rRz1pGzu7gxArR7o/DMIl/fFcBrHt9Ttqs2/JtD1womMhmJPUFM9fKBBKy0hO0eRsABFRhD5bAd2c76+nW0Kgveut3tniOlK+73ZOJYgsWE4/JMelwta78G5wfTCXb7haeLzk3uOrIXcT+mQLFpbNMvHmaD8Tg/gE4HROZ6TGSLJNWpJk/dSc2WEmuPFfjYjLvmRQF1/nO1WB9tPBWP63nlR67uToZM9EtbaOBg8DLlHPMlkDio/DOTVsNFtryOVDb9byvw03hM7mlDsdHt/c3mcJuznx8NcpXCAESoYDV9t9AAgt62W//uBv65t4GefrhvOOfcVal+LNZ6sV2eH0KhOpZI6UI9QMm3OId0hjfuCSMhVrtWHcuKSfZFJ1phE0fVwst8wAJMW7wpSx5RUDtMiQovFa3XkMsyZV4lMRNlYbSYgpl6ThGvA1bQcQUknKdmc+jI6FM6xdDuvrbLjvLkemD6JtsNuRyVA/Ai+YM2Pi4JUHwRoY/fE4KEEUGJe37wWVCfoqb9wi+dfaIbjbNFjxit+0Oy18mNukWt0NjOH1cLdTUObhbb8Lv/wpZw0fA+1sbDPjCqM1m+coloxnk5YrWMbcWT6/WDMXbTZ884MSyaz0IVyBRGInRStfpxrXwf9IYXJDM4Y9VTr840ya4syi1qyBjCfZ3BNQ4C3McD+ZJ8L+jLt9GFIDuKVcFMpYwc1zbsmF/eD7JOgLilrQFuYOjGDU9lg4yuGO4wt2yOPf8VbAf3GsmrwYjBrEtZVQjc37b64RbmwojRVb7UgJtLN7D6IBR7f4pHm8Rxqab4tVGyx1zWnpwLxlbTfcC3ju7USqMmDeweiKG5nfOvavJ9JhccXZFGzLzXSaUTNvCHa7Qk1qMOsgpnue4AwvNHdsqBQXKkHGDHL4Sc0pxcviu9OcIrnFXHG8mGdTVute8fH+gRbd/iBiQtnK0GNP4fuhYd+ieb9ia5RlnR7RUPYDOvlZYy1QizmPFFJfwL1NZHlMiMeqvg2zBcpOGbYgNWBPX3s7xIX3SlaYIZKJfRc2jvFQ0/Ov578viOA9vWynPLJABM8sbGC/yHLzJoatgQKTciVLAaWZU6rfKHuWon/EvOIpgqdNw4ea04GHcE06+tS9Feeksf3tUPhnKefFVStODn2L/OSqi0DpT2nmoR8odn73KYeXHl5X3oSfw9NgNUOg8lLbCWXcpkB0etkFUU1/LeK3Y6b6okUD7Okjd2YO31KFp/Nr+FueQKi/8IojyXbs/Zvtnsq0rQJTdsBDD9f8NHt1/f8Lc9+kEHhJnwq32AZgB2TmkBQfaVhrndboIoxhoTvvZ6TGjWvaOi13ND+rNUVfFFoebzO9M+TbzwQ72876IJghjKDMNqgH6miEzzzHfsiWn2toxtcd3TlXZ2r+eaZGDH6N8XA3ujukM35U4B2YwqFvAsqJGIySo8t1LmCPHpAt1ip8i8+yoI30cLdr8mA5j3JoBunCYmwD0iz2YkmQPD1yavh1pisCAk7+moHvtlZY7nIgW906g3zSJXJ2mcLc4Hbn3MNHBOOqHJXGiVg+qwX0knGQsMkbyylhPIxSKbTD0TMCQvGPyuow9BuakdP3d0sTAsgGLmivRI3/EAen1DRgC+fs76dKARDeMWoWuTiH2bgUQJw679IRo1SFWTcAia0OmVFC1BaMgKL3H3bdkLvLqDtbOoscrJDLLt4wKX/HNcg53JJ9/b6++MyDLO0a/z9+9DBzjROPVkqR3DPRuQvFa0h0nG/KFJnttud+CTph72HF5IIqDgwupnTdWhvEGGIbEi/MsqI2ZqcBNdLlRQp46VzpG/2fu0zwhBQSGQ5axR0JyCeLgEM2FeFGRkQK18jszsUfvkRZZlNuLT2FX7U65vFRrsE9o8+pWhmOOL2qUlM2ANUgmGspYzFAptR2vqDA8FxJIq7uETV3rk5Q5oJ6Z5JNQfqqb6K/i6PShS7AOW7P8Wyv3nynr2B1BjcgCGajtsu6zxm2TzOWShyXvEyK+F0Jse1ODOEJ2wp+na4fsYmw8FKKcTmQsWZF01TlTtZqCrj8m6Kjj5dgBLB7G35d+FCA4ijl49ITMNi4DJJqoPUp9W7hIUtRj+cycUIeDfKAIXL/00TJNL5zTH1VU8+opwkISqWy5iOmAcNJk3Ps7bPK3ISW5I6vsEG1XrtI+4t865lHg2+/RTY1OrEmb4LOSXunYPKR0sZuXDqX0s9+aTM0UK/WtACy9LxJdPzivmqH/BajvTfqVkIRI9eNWJWKvrxRF6alyITENM+7uGY4Y8FMf2WCEE/rYg1S++0r8deVUe1yWoV4vkZ913byqsErTg+09S1o78afmpaODTy1+Awys277hCEpLgXjB4tdpMY/ae2RQQSwzA8HF8nEto0RuW7ct9exTdmd8xbvGTjBNBmEHDlEw0PmJv4doZAAYuJaQF2kZe+LMDYievsfOuFQdEfD6v2jzzuMI+SU3sZK0fYJMK7urU4UsW7makxEN0R0p1i0vu+XnPEnMkODL90NMvJqFQzHd2JHEFFkRn0IQj1KUAeAXoXNJY33ddN6QP1kcKkUflZVHPg9/BDKoQPOBKNlsbkOAu3DPdnvk3N0MpVPQbuAjZ13/NS02KFhhBsQKkliowIt34Mydk+9zSTmNu2wvPiSv5jv/TfBR6JlYucAQFksip0ym07k7p8tKhWU85A5JmMf3FJzUrfk8U0ci9aD/14Vzrbg27WB/dtWb3yXNQuJPvYq5YxsCQhPUgn4bC6jw7LvSNExydj8pMFayc2w59zxZsrKN7Dl4T9+TTqZIShC+QyiTUBycJHipEqbgxu33F/CVYFOcHdRc25YgV97EE8cStByLSN1cz1Se1Py+308lCiUI9N8jshGDhMipdPU1SxA7mESicBdoESRHYZBv15Ud7YLRPFXoAVLkUDHY9LQDl0+dIy8fwS2e6T+q2dHBhzO4/PCaHLuiXEy5pKIeSRgjhBjef/NgrNm1MpOJ7xdxoKhLGm5dQdd1AOgats/Dsa/yz3j9f0xgEIbrNnmm3hK0hgPIKD5ei6UpaApi+9WEdW4qsOV1iWyzOLZEdNda+nLIqIgq+4DTmn6lQvbRxliNc4B8KUJ+yRTnLJeBhHPyKbzrTVWMgOZ+C46cJlFB2UW5SBpYtICWUfUrD3JzLOwhHDsCCRd1GO7QTOA7KcuETJU10kNNxSef2tLN+FB6/jNg5a9WPNh7QsuWJPim4JDecIIMA+o5V+pHStVck3FyYLxxVTfw8Z/rjh3NzS7hiW3843Z3m5PLzdCrV8ltjuolLDILZB0KCAUIum40hnGqKeXm4HiZlth6dscU5BtDMBAEqBuQPPwuRLAoHIc3ELXWFYYW8u7BNd9xJVeHHW+BepLwNxZrFy89QUav5ehTxyz6/iLC8OeUq2yayp1rA91GT0tL3IpVg4M0wy6NKuIMh6qx1p4m63dpnw7FvW0/iROOJcXracUuCFKBJOkCYqo2VoY3acPy+I5j8Zsm96qyY2EH7ME5FHeM6T3wlLYdI70PfyG52FgL7xZVxg/t90Mz6s9zDglSuLjonuuZCmO9/oVD22YNei2B/aKapzupBdwPeuFrfWEyEVWXZhH+lg8HT7InuzdUAZqtd9mVURxE7oJgGCyc5WTWcgfnAucxvvJziOlmXDlP/6o4E8KAXBGxBaqxORA5rx9bNFR5rNRTLHuY6ynP8No2fDCJl7ecInbKVc1mnKkilprBIxGn3yZo/FkYHgKObSDDFLqRIPJ+mQWVBa9mpHTC4RHyC499Q7s/DQfXzlped9gtvXDTqgC+YL15jxZGoQ6UawKLPDkDVo6Llt6Y6wfLzW3MlwOzjTyneFZisDuWkB0HZh/ASKCHgL5SC9tX4AQUy0bOwlbOIDR8W8MdhMeZ6LUt6nXsROuKmxIoe+lLKeehRzU/Ce2YaJm30ACtm3HwtYCFWtrC8zd29lKdifLixQGreqp4AWFAFUOMCQqhp9HwmGpTFXxLE1mW8fjPhp46GwuJU/WcBJ2Q7Tksx5iwxW7V6raSkUv/Gt/ZMHseZolEw0b+TUw5s+tCTz5n++yWUQkag6JId0CsraJ41M3W9rnbKYRiPJxKJzBaUqIUKxonltTtGQNa6B5SAndVfSDaA8qp568WTzrBOBGWLCWhaZxAx4niNe1D2wvfAl50GBLTlGFQ9QfHYtTfwzQTPOwoW2grPvpLyfxG6H0zeQzwdxBUTC6+dmzkYNAMD3WAspvyy+B5bc9318Brgcob9jRBHeFPhRJIE0GoHql49vRFAulA6AqdNKa4CulcWXT8okBk4jMI2USoq7hDkcEak7GJKmw/5ukCshVd7ZwOFhDsUHVbwXUG/ol2Kyt9uoUp6JiZhiu7kRed5UN2B3ssHOKHQcUb6narzjHG2b0fffp8yTaKZnQp1fshlWcKviySA7JGFcCNVcdywFXpHAHW1ADhqtwCrvkQZSOZwwYZhKFZtBEa1JI2NMIbHDwMpbefFKmObwnRJ09fkIIgfrnHfoRNuHgRIsclUx8rTxn0NJW3U6wqc83bFFxUJxz0hq7ARFt3TsXMp9Wb2cSIK0wGsfcQaIws7u0wq+1BlParuAOwME0EYEKv5Sk4A77qore5kIpbmr/2noCNPz2UL0CsQqxzefkFEwx2HAatxJY2aJ+vaXSTdxqvX8XWaEJW8MDXeyTcAN1DCi0SXKguaMrRNepX4IFW/sOfCcmPQTZTY8W9r2AAMKdPeqU+Ib3lYkf9yTimKw69dXthBnATly7ttZ9nA1pD2Qs8HMEi1f/4fbegxuGmaIMykowlW8BBI3EuGZ9Q5FravUtVv56iyKYU5Jt8rWnrhorW+XmnMLll8C1MnTsuRUL9gnM8FwOlnow6EQZUMFxuTVXueaUAGzzUOURBap+xwKWUlqU4Lenf8mB2RA82J2+v6CAP6/Z7nI20ktuYXaxZ03UF7rwmGyvF9dKUaXE5EcApLEq/HpHN3/HnWnDDtslTOXv17AI32ggGW1WxOH58/f3/D+0uyyX/N169kZ/Jp8qb1q6NWXGobnwkFCbkrMbGoVjHnYIHC3CxG8r59vuA4e6djm13H4UO6NSVVpB+koMir4ryBfBWxrUQasK4H0ESooet6cUcv6jBJXaBqTTdrXOjsFAPn4N33U1PJI4D2VAytZCx0rYT9aMoYVUGoIt4aF3w9aClxJbmYPaK8M5vEtGfLpguJxMvPjKcSBj4SrVkJpUXFlCssVG/Ksb721AEeolzQ4C072GlbNBcS+eaf1PKw/+bqLEbEUBIbvLoNxxLTebGPLyPxTtevV8qJKLUk2Gg7iOBLUtMhNe7b8gTko6nq/EBIFKt0DJZ/HYcl3LU2Z+fYWRYIS+Aca2BAeaca6YGdTnRoqB3lw+LC1zPx9kR83+Fef4eqS7WiclN5IaCN5bjntCi8J1hU495rGCmkzWB7EJqIrfyy0xluqfq71MlI1AdXEOwKi7DKRyrjm4u2D6Y30I5owEZx7d0kejVu+fr9PwHfzczM7cYZLtg+pT4PywgPruQK14YseKx+yKVhAN5UAET9nTlJOYDStNN+orH35GHqYsZ4Ed4AK6BOEHYyvrz+4Bb1Vwm2kWsakAIzgF7PoSFMR3vY1MxnoNEDuH4Q3oOYxsV47ZAjYJ/C9zicPed8Vznm84DYNLQrDsgHvqGXtX9KU7JYRgP6n4ThFUB9v3khLmrCnd+rEVIMMhApHiyHCzDzpZ9Ti4BEJH064fzI4tHit495DgDZOGg4Fsqt6HAXmHpk1EU1n5wPrRmzZtBfy5UkEooiVEizLRbgYixfcHhKRTzYC1+Px5roX/Rxyqod02JLv8JM26JxbCXYqTPLX03WPjARd56ktEqHyG9wRP95y5u8KCAu+GhLwr/gZmfknsZeRBbyj5/XMwzCkwbOzkEOsRIiumikiq/54sjEapsVqFUUpA6+RcyCECwKaqDwI7LsPVYbZzrBmknkZJpLWyyVv4IeGPe6ajsGmyRI53sCkAYXnbKzULaixWrqTWSt11s+sx7KtmLxxC7M93df9evV/RkrJNh/TYic995aImVIYyseA/PlTyihuD9WRGQNRiFg4kJP28V2i+2cehJGsKfq1L2V36YqvumOhLcHgZ9UsNpkPObvZIsDy6p2bK0gng32CN+Ss9gI/PuZjKy456Y04tuDVRzEBncFHwcUeDl70UbsZLRXluYI9fNg4V9lABIIbVAr5WtuhMTxGWtxmImgKDULskB7dujit0DUpyhlN1owX9UespWS4bHOVEQNvW48LI51VSH/OiWY9uaS0gPgQqDFChNZAkkv1uyOVrJgosQFiQVwVpfuahxpSqD2G4oOkMoQYP5eUI6+41sNsXVIsKXRtqqD53JGkKavtkceO0SkiXqiRUmwToEMn5RKiHas4CNWBHWf+hlS/7L6Hbpfun9EpuOzjmivQID+0RTFm290VKe7IpjeFRf8TQEm/7DfEW3fn5T5SIMKu/OpIvoRV4NCnxxtoWhkuY72Dnl9X7RNXrULaYwhFEdyYpOEkaniGFINfZw44kfBX/muFXmcav3/HyfEj81QwFSxmWbRy80A3dEJt0bTBi3arblvIUPaS+dTEBApIupHe31RyTybppYdu+HhbVPTRpEZmtsDFNe/0I30QzXUwCmsAZG4zsDXEd3GAD9wsaakh+wpAbWakOV6irwXUJ5dw8l4vUOmPm++E1yQwiqesxEtTSfL+KX3J1gIQG4agTu8wuq/zK51O23TOeF8ukLKM5PQGfm/DpsxCTZ5mKOtPh6AMDisrxxB4p3gN7eJmH1VeE6nmB9Ub4PZ4oQ+KCnv9RMAZ7TTPM2gHoc0UvBZrM/91Nt3Rp32LMs9OwIdKX6RIGc47rmjaRNTLCBi/Jgk3tT2Fwp0VqKlPr9Fwr5v45X9v6Zlt8uHh5kNLcypJVLlWSg5x7Ocak8mwyLSb518fF+2RmvZiptjSrQVsDS1Z/NvLCLrWvKcQ/ffxviNVF9YLGbEpHyALs5A5Vi2jZpfB674YKAP5lLhjWlqVfwCl8lKzzo2ZmGlEpK3QqlcUcCVcB3yzDT2a/GaDln71sOLkplLaN/yAZRebplqz5+Yi6e77Kjv1ha+n1thtYwn2nDdqW9owcri7KY8/4hLMuU0JnQSIhirep6awyqoXDETHuSxnKHaCz4MDl8tJCuDxCtW8b71zmgUPfF3OmLUZOjaECEzLw7yeOc9un2mX+Q74txCOSOb7g/QmhHO2SctvH49TV4q2m6kYdcXH1ggXxzjMHR/D9/UgsjCaO3oe/4TzPhP0iTcAv4+7J6qqsjoBHsDIX8hIYx4uxSu6CZBDJ+qh9EkVXrhQ8fHWEXgiSdVJj/yYqFYAHsLj0xrdR6WjJZcWPZMpwfxC/xcXIsUPvW0G3zY+WcBGwv+e9AgVUBxq9jVan1Rby5td+N0Kclgdt+ITe8d1H2NoO2ZhcyITNKVci8arHK6SWg1ciVhRc3zaF6vaBGqKRGh19MB2kwPxnrictx99kWi7Zpla7o7iL7pv3TDjOx0EWuL6ASjAJyEH0KWWEK0tMe4/xzwo6fidFEXSHViWO5u6HaAIlL5qUWplA/7buCwp9cHdPMtFhQjVQvz2hh+eUwShuMwoxp+e7YFSjm3agXOjWHbTDbCLV+JnATvZqn4M+umN6U6D0hiO/U5MAKvn9OvJkQG7bCGD5ADfoSbFE7PdI433TUGDsAd81MYYwNz194AauzdhXw+18A/AXT0p7cEGekE3kjsm4eJ616POZVWVR+8HQp+zmnKVcUPVL0Pidd3WzuvMnma1D4vyOHur07chgKN5OYyKpLqF9Rrode+JSBjKAzPjCw2xgDVnyWqBjFNVyj68cfbGELpnG45mankNkUhNM2z8N9977Dj6//9MKwgRFwfFLIesDwfsngamsMDUEwFgH75vpsl6V0kpdWftFfrIfGzpcUcBkpYJCBKYECcUMG0eHzVD53koHGkUGOWAjxq5BXOevWsADMzEi39KuA5zTZY1ADqhJps8a9H0Dt2NEtj4u1KyZoYts0AEcNSn8zOWlnN4TcDpIiLPOyQYGdI0s+XVOB3gvvK0A6plT/LeNO0XKJQyqk6LAwSZr+zk6iZfRkEFiakK8W+b6B8Lbs1AjymNnU2NWTPYCUt2vrxpxW29zgpDnxow9rX9j1x4PrFh5KbotOIhcnsiOr1i+ESWebUX9PjpYmMt2fkWMG7GSYYnIjv9Ri9wykn6uxUfyw0VKbRSKFBgaFAokhqg+HKLYcpsPRndSMQzY+qZRUP8Xf+0K12z7WLHWNq+9/E8ZdlM0sFlJaDgQ3HqvV7dGQAnnUklNZo2ijhjvNPCvV0DBjGODdwIhQ78SwTHcBr1UPWrbAKGfq074PpL7n1ZDBjAkoBfiGKXCMIMu8I1BZSHn5ddObTslGmWKXHz/FYQPr9vHpRr9i4uZ+u1fhXB0n7dSEsLAFKroUm11+Q2Do5ZJskF05H7YE1D6lmlT9sGb42epY5LhCUIqgnI6Wxb66grrZN8cCxrtWSIFpozd20K8241bFY3BQeHBSK5pFteUDXqcGd67vyd1fOkj46JqG54ilLuvfuiBbN03nMcjdMoeCsQYiAf4a3rgXh2qFkYzHAkFpUcWISyOaDBFZZ6MllqxU2hHBuWqApjBycyVF7CF+ZoJGiGyLSHk+Ier6/JCleS1CxEjZZvxcZ/1jsCUQYwm4RbAYMomn+pl51PK6u+6wLAl/Cf8kvlbpprp917e2HSp0IsIulZIbu3SpGfFhjncxl0Hbc44NMmQYFfYWwDnsAmuFits7ikxI4CFYCpdS7qImA7CssdMXCGEgzJ7CDk5yyVkHdslwPQEtxxsNcJPpr3aaUPGSvuNKifa+n9qShk/hjwwpeEIXCWqLT+Jq0BTPg1SuHBspq2SeN2lhjFI5OP6xoq/astm/fNr39BZAr6whyDpl1WDQslAbAsizGcFHD4Rg/8fNS54JRAmD/POtHae8tfK22S3yJ1HlgOZNjT60qV0TsjA4EEFD4ijSfyMzf8UjCpUmxLmvksw1CIwowSf3jTHfanz25lo0AH2YfUHy98zw5tpURHwBzUUL5/95tZus1UkUmUB6pB9nB+uEqfqrIuFiS+ltOYs16Wut448ksQWFKTf2U+sys7Byli5T1LQOGcql+9909eufupXz4REGOAcHFh3JljbCviXCqTCMIbcZD2XbkBa3SZP0VeyjMAoyiyBYb31Y+0GfRhrVJmVPM2ieKCWrj9sL1RVTbv0v3QZaNsk1P6DU0ImTAUvBMWmeuEc/0iQsVh6dc8x6mkIWnjjGooC8gYdPYQCjRxZ+OQue7odhrYgeYA/Ucj7nvUJfzrXi6NCrj8v/GnWEqw4VU8/m0t1yaHgLhyzhddmvw7Tby3JYAgU2iSC1LXEjY+HpSn0SDoEsn9VKah4j2FHjbnkYU07AvzKmKcYtErWomx1DakVGxoqtRQoFv7gQguY1fdqKOZ85jLvfWBx9ja1QV5Hi6WAooIDXDDxjLHdK1Rf9LmTRScpJ2G+TljUYcV7qqpZympg5YK8h7i9IOswxQs9Lcf7AaFJAogaq/ih0v+9pm9a2hWWkni/eRpoCRZFMh9XMsmiKOEfRj31akd6KIU347s2zPVdkCUy+Kj2NzWpfL1tTc3hXqDd6Mci68GWN29OsEZoHAVBU1o6luH7UneyzJjzXyuPG0QEBriQ8Hc/o9yQ255OE44jAhTcTpMHvAo1DAp2RLs67zhQyQIyfK19A4NDGfwDQmNeIwtvVApHlHHUhAQwDu01nNYhU/PH9eRKJJ1zQx4BCv+6q3vyienpYkfz/pfmYw76qvLawensLm7TFjTJU+rBOkBQ+OMQFs9qCPg0hFxSwm8JeylxRqW+fU7P4cZOlTEFgsXkNUH/q/vcaMbrXaI3EUf+qfrm7KKdiMKzBZmPYmJTlqU/a+yz8bpUGklvgqX+7XwFqDlv1lWi/RHUO7iN6sm1UXA4m/zFbQHqeNDUt8xm8aiUeczSQQ0ChHeLI4ymvkSNLdaCxo/qCZ+FD8e9obCXjn3sQOlw8z8EuWGxjrSr5gt5cZEvIOW3Nh+MOVRCILWpwk2FWPF3sjc41x0oHcyqNtxGrmXMfZZOkNJXyRFVjUQ3M5uHF+HCpYJyYCy9LL0Xy5A1WmhZ+8/vCOu4xsct+sEdxIYuZKCnsKcy3CsLrJNDgycWnJ5j9YhK4e31rt5TpEsFfavW4L3uQ31u3ufKNB5Qg7Eou5uMBFGfxxs8fSYAXwOC4YKTfjceWQ9+CZlKgwkJdpE5Qs8CHTjxhg/ts3PAVONFeE9/E2lQ/F/+YFfe/qURY3YRPMsZjCkYHNk+bppA7kgrOsgqCVhFR0aCRo8Lh7Br4s5l6Flj7EAGEUr6oWYGoQPWLFk9wejQK+B4paQ0yeAGcVoLmTvhwcAcS6bg2TuvS7tFFcueyBHyUJ9UPbvytBgqMnoesEyI+PC/twOXx8VB706Geu7Or86CgAiwfCQhfxlTX6EvMd3g6HkoQt1qns4384ZnvMAxT0PJjsplN7japf3ruX9N7ioJ6/LXga2n2+vWrZuZQ2c3GrAQRX0z0GxSTSPaVOIARa56I5lfIMNplaukOAOynBB197+nR3hfBqrRAfF+8YB/DzlY61FUejwoZPuFcLdB+j+eFLy/69nQr2REqUflh/jdXRQP4IzWVAog33+tT5ASvL+g5AVR782eiJ0alYCmEz5CSkEPNfefDXTpp+Dg1AWvjcjqUwSTbovCAGVhFOFiRHjOKHRvdQtgYoHA9EGM0pinh8fnCE6qYL9JetuAJnTi/3qkwEkCRri+QH6FvjjVxyBzLsCEdqa2aFwSKj1o3Cuj+T29Iw44lH5+4sq3S7QFfitPyNjaKyM4L1+M0UcPFhBBdNIHXDMCgjJMMMKDI5q3hT0oL7sZCRiJqI7gF/ZQ0cyyFhbKCR36Hh00vtRBFGv1vwtvyiP3WMVbiDPhj0tgr3Esh1Kexj44bK+S5fGi6rZfLq5Gr5alWUW3qIqnUUTyf4CdWrduAOoppQdjYwoSugTXqtR9l0RKKLA0LKTWzQqQ83kD4Fn3/xf2pX+htWjb85Qm0NSJHwN1+FTtmnQ0fzCMB6G74Nl1D2jNrqFW4L6tarY6ztfoipv41kb831TfwcU4+Dnkf7ofwqjDpORMISud9+HWoU+lo4yunvoahxg/AnhlUdc6x0UVmHsINXnApiXbsC9mxDR0uP13GjIgPzyrgRSHWPwwoms4MMaSe2ASUPvnEC8syRFaK2Z0j18/9RUvqwDZKVE5JJJxHPtWTIQuUJJTCm2R1lx+SZLBz+CpQmpsh3RMj+CzXqnj94MNZI+VzfNk8i+nb9OaMUsK3RNUt3RW9ReyAJMSgaoFR36Uzn0EMOYXoCaxVm8P7/qTmDpwQe2jTGfviuhXApKYwkXC7sIlJzcGjoL25hCVChpHD2nVD7YuKlCO7WYqlj9m2RudtxWelAtSrkNMs10EMfqQSGKKbdXRASFvdIqYmWEs2O2/cmG3Vi2WG9pmn0lvqK8CHIUy6UFY+Ew+AWGiFFgyiQhSzDrk/F/yF8Hxwq5WXecP/78hY3zK/jWq61Em/f5oOcq3f6eC4T9O/c+7Jx/I5I33o0D0hRbCjb1cQ8nm1KM4Fs5apBNP6eoxJkxVocbBiK7JdzkWGDU0Ma6ZDawcSATrwizQiP9AzrLKWVqUlf0hCoSlq+2F8PeKL5XRcIxXrzttUbJkUoGi6h55ano81W+Bp/+0CmRHQmHgko96sVjvnoV8SlRsFmaipSOjG/GDCx7Tu27HEIrktsS9QeB0LQCzHCmSZEVpRvrO7JJHwaw+RH7kyDgRZIsyP0SLIrc9KguPevGLLeqHlSJIk4aBvqFiSr9l9nweF2qA/2taueaG+DqrQ7IA0VHAOvORZxpKtyeba0k81Rm8dergLZwYpiUQ8wS9f7/ayx6gXIsB/AZrTqONQBHK5aA9PtvOHUhEApree6hCAYPfsH2PHmu5WMQEMj/ta1NhbRnZdpFmtxzd4xYt732UjHzLH12YAP5TyOUKyEgXpAxk4BgUzJ4BPFXggPOVEmo4huUB0tG0U5HP24FP+4IKevw7ImcgLAplbmRzdHJlYW0KZW5kb2JqCjI5IDAgb2JqCjw8IC9CYXNlRm9udCAvTVNCTTEwIC9GaXJzdENoYXIgMCAvRm9udERlc2NyaXB0b3IgMzAgMCBSIC9MYXN0Q2hhciAxMjcKL1N1YnR5cGUgL1R5cGUxIC9UeXBlIC9Gb250IC9XaWR0aHMgMjggMCBSID4+CmVuZG9iagozIDAgb2JqCjw8IC9GMSAyNSAwIFIgL0YyIDI5IDAgUiAvRjMgMjEgMCBSIC9GNCAxNyAwIFIgPj4KZW5kb2JqCjQgMCBvYmoKPDwgL0ExIDw8IC9DQSAwIC9UeXBlIC9FeHRHU3RhdGUgL2NhIDEgPj4KL0EyIDw8IC9DQSAxIC9UeXBlIC9FeHRHU3RhdGUgL2NhIDEgPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0kxIDEyIDAgUiAvSTIgMTMgMCBSIC9JMyAxNCAwIFIgL0k0IDE1IDAgUiA+PgplbmRvYmoKMTIgMCBvYmoKPDwgL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCCi9EZWNvZGVQYXJtcyA8PCAvQ29sb3JzIDMgL0NvbHVtbnMgMzMxIC9QcmVkaWN0b3IgMTAgPj4KL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0hlaWdodCAzMzEgL0xlbmd0aCAzMiAwIFIgL1N1YnR5cGUgL0ltYWdlCi9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzMzEgPj4Kc3RyZWFtCnic7d3Lilz1Gobxb3Wd+mzS6RyMTWjE63IeDyGIgwxCjBo0BNEIIsGB3oNDB16Al6ASJIQcOm3Z566u476APXnCLtj48vzGL+tfq2q9rEl9fM3s/PkiPvkExbpdFKuqdhvFtrdRbDBAsdVVFOPJzU0UW1hAsWvXUKxqVg2JTafoagcHKLa8jGIc/NHe6J6S2Ki9BM8dj1FsaXxIYkfNGomtrsxI7NUu+mWr6uImuiB78iT9O9lwKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApWTN7+BAFv/sOxT74gJ68vo5icALk3DkUOzlBsaq6cgXF4F3AyZONDRSrqsVFkjosNhTBvuNmgCZAuEkXzYrA+ZnOwgSeO5q20AWnZyR2NOqR2GpvRGL0UanaP0J34TtcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZM3s++9RcDhEsa+/piffvIlicNHGygqKXb6MYoX3YsCPd+ECPRd66y0UYwMqcAKkNZzz5MlsEZ0LJ17gXRQe7oCPQGfMvhZ4Kixa1WkbjRX5DpeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeSNbMffkDBdhvF9vboyffvo9iDBygG54B6aAHNayThNqVLl+i5EBsam/NOKDhIV1VHRygG7wI+e9zBAUmNlt8gMb5NiTgdol1FVbW0gJYu+Q6XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApWTP75RcUhCMl/T49GU4d3Lo1zxjX7aLY22+jGNxos72NYoUnbeCXDDfpXLuGYq+zYIhgcyJ1fh1PgAwGKMYmbY6OGxJbbaHlR3DTU1U14xGJ+Q6XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApWTP7+WcUhDMML1/Sk8/Qxga6PePRIxR7/30Uq6qVFRSb71IROE9SeIkK3NwCY1tbKFZ40obd7/4Y/Rbwp6iq1sKMRoHJFE2ewOmepTaaJ6mi8zO+w6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XErWzH79FQXh4gm2JqIKz6j8/TeKtVooduMGilXVt9+i2Po6isFJDHi1wvcLR0rg5hY+GLOxgWJsWISvAYHgyhMIfiuwGfBJqarplF2QXk/Sv5ANl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKVkz++03FISTLP0+PRmuK9rdRTG4dAkeWlXffINi16+jGJy14pN50NWrKDbf3Uw8CYe82NUOp2wRVVW3i2LtNorBZsCrNdMJylUdnqD5Qt/hUjIbLiWz4VIyGy4ls+FSMhsuJbPhUjIbLiWz4VIyGy4ls+FSMhsuJWtmjx+jIBwS2NmhJw+HKAb/1w+XLp2coFjhG/nySxT78EMUu3IFxQqPssAdOXNdQlSFR2jggAoc2tjcRDF+QTan9M94jcTOr47QoXitkZMnkmy4FM2GS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUrJn99RcKwsmTEft7fVVN2G4HPspCvHhBk3Aw5skTFPvsMxS7fx/Fat6zInBQhE+e8CEQAg5j8Lkd9vHOhg29IABvojM8nuOh5TtcymbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZM0MLhXZ3UWxly/pyXDyBA5F/PknisF5ksLbUfb2UAyuZHn0CMWq6vZtFIMDKvAZgKtC+LlwnGl7G8XGYxSrqqtXUYw9LWfrF0msNz1Fhy4uoljVrNBgjO9wKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKVkznc5Q7ugQXY/P98B1RXDsCY6CPX+OYlV1yO4X7qqBs2XwaoVny27eRLFLl1CMz5atr8/zXPhQ8aVL890JBafB4JPM74Jd0He4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyZrxGE2ewMmOtTZb3VJV/T6KwT1Ex8coxidPul0Ug/MzcHYCb7Sp339HsS++QLG7d1Gs00GxqlpaQjG4XejcORTjgzHzvSBcvAVHSvBdjBZ6JOY7XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWRNv48mT+B/9eFeh6pqDdisyNOnKAa3hfClInt784wdHaEY3xgDl6jAj/f55yj26acoVniEBk5ZbG3N82qFHwO4kgVOnsBFK/gRPWuvoOvBy0n6N7LhUjIbLiWz4VIyGy4ls+FSMhsuJbPhUjIbLiWz4VIyGy4ls+FSsmYwQJMnvSleZgLB4YTBYJ6HPnlCk3CMYXcXxeDkCYwVnjzZ30exGXoG6s4dFCu8awVOWayvoxhcKlJ4VgSeCxe8TCYoduUKihV9BnyHS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8n+f7NlbIPPZHmNxFrjM3QoHMkqPPb07BmKwW1P/OP1+ygGR9/gx+NLlx48QLGPPkIxOOPFV2rBC8JVXjAGnyh4taLjj77DpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcStbs7aHJE7gxBv67vqqa8YjEJgsdEmsNjtGp/PPB0Q447QCvtrODYoV/j709FHvxAsWGQxTjyY8/RjE4x8J/XPjtddCzV5cvo9ibb6IYXH5UdDeT73ApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeSNbOTE5IbtZdIrDPGq1EWF0nqn72GxODQAdx1UVXNCRtlgVtK4O4R9p1U4VkRthajjo5QDN5F4ckTOBjz448o9u67KFZVly6hWLeLYvBL3tpCMW5lhaR8h0vJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJSsGQ7RzpPOAlrFMKkWPLi1gM6FS0XguXwrBpzFWFtEm1voiAUf7RgMUGw8RjF4tzBW+EbgBeEcy8OHKFZVt2+jGBwpOXcOxeBqFPioVNUSGgbzHS4ls+FSMhsuJbPhUjIbLiWz4VIyGy4ls+FSMhsuJbPhUjIbLiWz4VIyGy4la05O0IwXHLOBsapqDvbnecXlZZI6HaAdSYWn0HpdNiEHwR1JhSeQ4FTWs2coBifVCn88eL/wGWD7uaqqbtxAsXv3UOydd1AMfntwlVJVXbhAUr7DpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcStbM4L//2R/iRwu9/+nj/JdOe56jHXzyBP7/v3VySGJn3TUS6x28QqcWnoyBPy7ckcS3GsFznz9HsU4HxfjH6/dR7KefUOz6dRRbX0cxPnmyuUlSvsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxK1hweznO0Y7V1SqPsH/ZHpy0SW1pCZ/KtGIuLKAaHHdhGltfQGx+jHPx8cPLkEI3ZVFWdnaEYnADhq2AgOLfz9CmK3bmDYrduodjGBooVHWXxHS4ls+FSMhsuJbPhUjIbLiWz4VIyGy4ls+FSMhsuJbPhUjIbLiWz4VKyZjadouB4jGLwalXVbqPYcEhSp4VGT/g+CTib0IxHJDYqtLWjM8ZzO/DngLcBf7XHj1GMXxAuMzlmYzYj9FtU4V0rcFDpxQsU++orFLt3D8WKjhX5DpeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcClZs7ODdp5c3Jig6+GtIqftNRKDu0fgBMiszUYdqpopu18ILhWZ+24UNrdD51jgBpXCjwFcZgK/vVevUKyqJnN9mOHXAqdx+OTJe++RlO9wKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKRndarR/0JAYXxu0tHCGcnAvDxs/miyjgbZ6jRk5ZG0B7eWZLa/AC8LRt9G0RWJw6qn35A+UKzwSCIfGztij8vIlilVVr4dip2zJVL+PYk+fohgcB6yqu3dJyne4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyf4DOBKhVwplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjMxODMKZW5kb2JqCjEzIDAgb2JqCjw8IC9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQgovRGVjb2RlUGFybXMgPDwgL0NvbG9ycyAzIC9Db2x1bW5zIDMzMSAvUHJlZGljdG9yIDEwID4+Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9IZWlnaHQgMzMxIC9MZW5ndGggMzMgMCBSIC9TdWJ0eXBlIC9JbWFnZQovVHlwZSAvWE9iamVjdCAvV2lkdGggMzMxID4+CnN0cmVhbQp4nO3dy2qdBRvF8efdxyTNqTVKkSKi9xVCCaETQbwQEZyUUErIwLHX4AU4dCCOHIQ2tmma4z6/3sA3+PfzheLy/xsv9rv3bpZ74uJp2mJOT2GQGgxQbGOjy9jaGopV1eYmim1vdxkbjVCs6Oed15DEFgv0TBirD/kcRK+HYqsVfUH49ppC5ZgvGhKDf+/8S4afl315kv6dbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJRsQCcl+/sodnxMn7y+jmJ8T0Dc3dHk7i6K3d+jGJwd8A87m5HUcG8PxRYTEpuO2D8Zn3asliTW9vokxr6SKvw19+9uSGwx2CIx+CfQOX/DpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSta0cHkyQeOEOjqiT4bPbdBBCeqTT2jy6grFvvgCxbbQOKGG6ERJVdWTJyjG/tXm2+hrGa6m6KHYvDdGz615t8+FI5Xr1QMS2xqxrwWeboExPMjxN1xKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxK1rQ//YSCS3SAptqWPhmeSYITNHgzBg936AvC40cbGyi2uYliVbW9jWLwvBB8NQ5+z91e+uGvtliQVDvAUz+gWbCFHP8TZUl/w6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XErWtD//jIKrFYrd3tInw40KHKi8eIFicIlReCsyRnd5aIwvT+CZpJ0dFINrB/id4OS00NcC391wQFdPyxU6ldXv4RnVx9AW+hT+hkvJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJRs8AFzAoIvT+CFCjgpOTxEseNjFKsP2agQ/T6K8XsXl5ddPhfePOn6qMh4coNejR2Wub5hHxZ/jvU1FHt3iRYgDzem6OXwl9ywMZi/4VIyGy4ls+FSMhsuJbPhUjIbLiWz4VIyGy4ls+FSMhsuJbPhUjIbLiVr2l9+QcG7OxSDp1Gq6uoKxWYzFJtMUOzoCMWq6vvvUQxuNuCkZG8PxQpfR1lj4wn+XIhtRWgMfnt4twNvnsA/eTgVgVMmPj6CVfM3XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XErWtL/+ioJwQfPbb/TJ/EQOwc7o1NkZfcHvvkMxeHQJvr3PP0exwrunr75CMbjMe/wYxQqPxuDeig342kKLscKzxp16T2LvVjskBr8SrqmWxPwNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKVnT/vEHCt7fo9j1NX0y3E7A506nKHZ5iWLc4SGK/fgjivF1Qr+PYhsbXcbW11Gs8Ad58ADF4OkovmWCn5ddGJou0L9Ft0ur8qqRpLLhUjYbLiWz4VIyGy4ls+FSMhsuJbPhUjIbLiWz4VIyGy4ls+FSsqY9P0dBOBThyxOYvLlBMXhU5NUrFKuq2QzF5nMU++YbFDs9RbHCn3c4RLFPP0UxPp6AWxF48+TRIxSDe5KqWlvrMAaXJ+PBEj2UY8MYf8OlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxK1rTwDMhkgmL8qAicdsDlCfu/8AvObLj371GsbVFsf58+9+VLFINbEbjZ2NxEscLTDni2Aw5jdnZQrPDbY99eu/uQxJoFGynhec9y1ZCYv+FSMhsuJbPhUjIbLiWz4VIyGy4ls+FSMhsuJbPhUjIbLiWz4VIyGy4ls+FSsqaFGy84GuOXZd68QTF4/Ai+PXiEqPAKDa6j4DKPe/oUxZ4/RzF4Nmg6RbHCM6/dXRSDUzC4Lyw8knvyBMXgPy5f5jHtaExi/oZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUrJnN0MGd4YDd5bm4oE+Gi5fFAsXg8SN+dAkelzk7QzG4n4HHj6rq7g7Fnj1DsR9+QDE4UCm8shgOUQwOVOCrFf4g8G/vs89QDI6y8H5mOXB5Iv3n2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcClZc3eH1g7rdU9i88E6fPBwdotyfCtCwMFGVb16hWLw3gU8jQL3M/wF4TDm229R7OQExQrPJ+C0Aw5F4EClqvp9FPv6axSD/xbwcstohGJFpyz+hkvJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJSsubpCyxP4/8OPa0qfDFcH8DQKPFEC9yTc69coNmVfC/xOquqvv1AMHlGB24mDAxSrqtNTFINLm709FIOHVgqPQOB+5vFjFINfMl+esKS/4VIyGy4ls+FSMhsuJbPhUjIbLiWz4VIyGy4ls+FSMhsuJbPhUjIbLiWz4VKyZjLpclvWzPC2DE5tur2Pw68aQXBbdo9uQn3A27u6QjH4tfBrStD+PoodH6PY9vY/eS//A7sHRAeL8OjSgwcoNhyiWHnVSJINl7LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktHlyXiwJLH5qg8fPKw5iU1X6H/EH9+8RU/lGwY4Arm4QDE4FIGvVngU8f49isEbSZMJihV+e0dHKAZvJF1eoljhP4NuFy9ffoli8KsresXJ33ApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeSNbMZWp7A/x++WaA9CTcvtDwZ9tAw5gPAWytwKwJ3LHAoUviIypSdoHnLdjuzGYoVPmgDXxBeUDk5QbGqWlujSQIOVHZ3UYwvT9bXScrfcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LRmyfQuIeXJ/z/sAeubxoS29qkH7Yt9ILNFduKLBYoBgcqVXV+3uVz4TET/vbgjRf4KeC04+AAxQofUYEePkSxlv3t8VXMaERS/oZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyZrVCk1e4Jma/uSWPpktY5Y9dNUInsdhz6yqurlBsZ0NtqWD74+Pt+A1JXib6fVrFJvj4SD8+uCngHMrfnQJnkl6/hzFHj1CMTimHKI/+Kqq8Zik/A2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApWdPCTQnbElzXFnzw5iaKNdXl0SV4/KiqtlbsXBH8GBA8BlR4Q/Pnnyi2u4tiv/+OYoUnNPCaEpyU8OUJfHvPnqHYy5coBvczfB3lVSNJNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XErWzGZo2rFYoJdb703hg9sRutgAlyfvLtGkBP7P/4U3ERsb9AUJPjpoLt52+WD4aeElk6q6vESxszMUg/9syyWKVdX9PYrBz/v0KYq9eIFi/I+A8TdcSmbDpWQ2XEpmw6VkNlxKZsOlZDZcSmbDpWQ2XEpmw6VkNlxKZsOlZM1q1eVRkWYx7/DVqqoGAxRj9y6WAzR3qaoe+08fPBjTLzaKgC/HkzAGb4Ccn6NY4RHInP21wGHMmzcoVnhHBZ8Lv73DQxQ7OUExzN9wKZkNl5LZcCmZDZeS2XApmQ2XktlwKZkNl5LZcCmZDZeS2XApmQ2XktGbJ9Cwh+9OQJ1OQNpe/x+9mf/zsXh5Aj9s0aVNx6/Glydw2gGfCxcg8NBKVU3ZZR4Yg8sT+LdycIBiRTcq/oZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyZrJpMtt2WiEH1zouW016NXYNaVlb0hiVdXvobc3X6C3NxygV1uu0KvVxzq6dHaGYhycoN3eotjbt/S5H2XTxk9WQWyF5m+4lMyGS8lsuJTMhkvJbLiUzIZLyWy4lMyGS8lsuJTMhkvJbLiUzIZLyf4GvLOE/gplbmRzdHJlYW0KZW5kb2JqCjMzIDAgb2JqCjMwMzgKZW5kb2JqCjE0IDAgb2JqCjw8IC9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQgovRGVjb2RlUGFybXMgPDwgL0NvbG9ycyAzIC9Db2x1bW5zIDMzMCAvUHJlZGljdG9yIDEwID4+Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9IZWlnaHQgMzMxIC9MZW5ndGggMzQgMCBSIC9TdWJ0eXBlIC9JbWFnZQovVHlwZSAvWE9iamVjdCAvV2lkdGggMzMwID4+CnN0cmVhbQp4nO3d7W/X9b3H8fePtqwFyoVc2HLKlYJzFZALKXLSQQaLxxmcjERhCSNeTOEk6zziiedAPMbtLLjDOWM7c2FnXoUoZzoxDB0qIkHkED1cCaw9nUIpl9JapRaoUovQ8y88T+Kd887zcfuZ7ydAX3zv9JNvoSeYm29G2cSJ8HlRW0uqj2puJVl7OzpzxAiUFRWhLCLKfrocdcOGoWzePJQdOICyG29EWcRjaytJtnzxh+hxQ4aQ6vVtXyPZlCnozIi4sq2eZP+6eQLJ7rsPHTqg9AvU7dyJsojo359ULVXTSNaLnirp/xvnLaXlvKW0nLeUlvOW0nLeUlrOW0rLeUtpOW8pLectpeW8pbSct5RWoQfeFWloQNnq1fDgS/NvJ1nR3z+AHtfcjLJHH0VZVxfKImL8eFK1dJaTrF8/dObBgyir7diEuoioRFdKLk2aSrKi5sPo0MZGdOjc29DTIk6fRtnWrSi7a+I+1FVXk+qPm8vQ0yJuuAFlI5reIplvbykt5y2l5byltJy3lJbzltJy3lJazltKy3lLaTlvKS3nLaXlvKW0nLeUVqHnoYdQCH/V/Y476MnbtqHszTdRtmQJqU4VjSJZVYF9jiMiTp1C2ebNKGP3E3aNRLdxpg87ig6NuFg1hmQlzz6NHscuKR3+/K9INq7XEXRoxKa/XE2yuROOk2z9bvSjMncuqaK0FGURUfjvd1E3diypfHtLaTlvKS3nLaXlvKW0nLeUlvOW0nLeUlrOW0rLeUtpOW8pLectpeW8pbSct5RWoeeVV0h36ZZbSVa0A30bJSJi9myUdXejrL0dZRs3fpWHRsRRdiurrg5lV1yBso4OlL33HsoioraWVI+/MJRkdTd9gA5ld552vluEnhZRO/UC6rZvJ9WZmu+QbPCGJ0l2fuG9JAt8BXH4cJT59pbSct5SWs5bSst5S2k5bykt5y2l5byltJy3lJbzltJy3lJazltKy3lLaRVaW3tId+XPH0DPKyujJ//kJyjr3RtlN96IskcfRVlDA8oidtU+SLLpw0+ix23YQKr9M+8n2ciR6MyIGPyLFaibMYNUfwp0++jWIexrOydOoCzi7YoFJJs15TzJLvUpJ9nzz5MqFg3chLqI87PQZ42am9HTfHtLaTlvKS3nLaXlvKW0nLeUlvOW0nLeUlrOW0rLeUtpOW8pLectpeW8pbQKjY3oSsk3/vE29Lxf/5qeXFqKsnnzUNbZiTJ4V2TbNpRFxGefoWz6dJT1Yv/bsm+t1Nfcg54WMeH0G6irqUFZUxOpzl4zjWQvvojOjIh7f4h+kmPZMpT97Gekqm/uSzL2RZaIiLJW9N2bXW1jSObbW0rLeUtpOW8pLectpeW8pbSct5SW85bSct5SWs5bSst5S2k5bykt5y2lVTh/Hv0ifr/D+0l2auhkeHDVq79D3ejRKLv5ZngusmgRLa+4AmUPP0yqT4uHkmzQI3Uk27P4cZJFxLTeB0l2fOD1JBs1hF2zgVavhmHLD/+JZJXFH6PHHTtGqgvj0cWYslJ23SWivqFAsu5u9DTf3lJazltKy3lLaTlvKS3nLaXlvKW0nLeUlvOW0nLeUlrOW0rLeUtpOW8pLectpVVcVMTCri5SVRU+pCfDOy9f7WeDnnkGZevWoSwiGhtRtnIlqQbdcQd6Wnk5qaaNv4CeFhFP7SDV7gp0Y6xtNPouz7RrzpIsli5FWUTlS79FHfys1bBhpII/xWXvH0BdxMH/QXcu58xBT/PtLaXlvKW0nLeUlvOW0nLeUlrOW0rLeUtpOW8pLectpeW8pbSct5SW85bSKi776XIUrliBMnjFIiKOHiXVrgXoGzTTP96EDoXfDOJ/iupqlJ07h7KXX0YZu1ISffqgLOJIE/pEzu2rlqDHsfsz0ac/qQ63DUBPixjH/i0eW1tJsuXLviDZgM8/JVlcvoyyiJISlFVufY5kvr2ltJy3lJbzltJy3lJazltKy3lLaTlvKS3nLaXlvKW0nLeUlvOW0nLeUlrF8GsMLZ3oGkPl5s305Lo6Uk0vPomedtV0lE1nGbwUEfiuSH90fSIKBZS9/jrK1qxBWURVFet6sZcB/GLMxImkOtf5dfS0iKipIVXdVPa0tjZSPb1lBMlGjoSnxoKdaBdx992k8u0tpeW8pbSct5SW85bSct5SWs5bSst5S2k5bykt5y2l5byltJy3lJbzltIq9DQ3k+78kDEkK9+8np58000oW7sWZYsWkerTXoNJNuj9d9GhEXHkCMoWL0ZZD/paSKxGX25pWfgAelpEZe8zqNuyBWWlpSjr7kbZtdeijOvXj1RnBl5NssEDL5Hs9oVFJIuI9Xez+0InTpDKt7eUlvOW0nLeUlrOW0rLeUtpOW8pLectpeW8pbSct5SW85bSct5SWs5bSst5S2kVejZsIN3Ood8jWUkJPXh6xXGS7W8fRbLJ7z2NTj1wAGXl6ItL/4dyyhSUNTaibNkylF2+jLKIeOIJlMHLW8OHo2zvXpRNmoSyiOjdG2UbN6Js6VKUwetx77yDsqA/KvXNfUnm21tKy3lLaTlvKS3nLaXlvKW0nLeUlvOW0nLeUlrOW0rLeUtpOW8pLectpVXoOX0ahfv2oey66+jJ7HbHmZnoKgv8Q3R1oWza+Auoi4g+fVC2Zg2pWub9LckqK9i3inrh/7sXLkQZvFLS0YEyeDHmk09QFvFG22SSwds9Qz/YibqTJ1HW2oqyiJ6/Q5+OevVV9DTf3lJazltKy3lLaTlvKS3nLaXlvKW0nLeUlvOW0nLeUlrOW0rLeUtpOW8prcLKleh+wvKb0JWSixOnwoNLOj5G3S9/ibJZs1BWUYGyHTtQFnHkljqSVVWhp32t8wzqXnoJZdu3oywiXniBVEea0I/K1dvZF2MOHULZD36AsojYvx9lDQ0oW7kSZfAveeRIlEXs7xxHsvZ29DTf3lJazltKy3lLaTlvKS3nLaXlvKW0nLeUlvOW0nLeUlrOW0rLeUtpOW8preLliz8k3aUKdFekZC27ThDx+Of3kKxuxgz0uJoaUh0/N4hkuyuuR4dG3L5qCergB0NmzkQZ/FoI/jIGvSsytoAex74/E93dKJswAWURMQj9404dg25j7P05OrPQ1ESyhivnoMdFTB57HnUPP0wq395SWs5bSst5S2k5bykt5y2l5byltJy3lJbzltJy3lJazltKy3lLaTlvKS3nLaVV6OnqQuGJEyjr04ee3NlJqj8d+jrJbq3Ygw6tribVnsa+6GkR065inw3atg1lxcUoGz8eZWvWoIw/8IYbUDZpEso2bEDZ2rUoizj6q5dJNqa0BT0OXvI7fBhlfelPVCxdSqr9/7GLZL69pbSct5SW85bSct5SWs5bSst5S2k5bykt5y2l5byltJy3lJbzltJy3lJahddeQx+g+U43+n39w9W3wYPHXXUJdbt3k+psNfpW0YDiz9ChX36JssBXaJqbUQY/33P5Mspqa1EWEb/5DcpGj0ZZRQXK5s9HGbt6FBGxejXKXnsNZcuWoQzexjl9GmUR9cPQ54omNP6BZL69pbSct5SW85bSct5SWs5bSst5S2k5bykt5y2l5byltJy3lJbzltJy3lJahdZWdKVkyBD0uKJjR+DBO1uuJlnth+hX5588t4Bk97b+M8nglyIi4nDHUJKdO4eeNrX4IOp690YZ/P5MRJSUoGzCBJR997so+/3vUca/tdKvH8rgP8bnn6PsRz9CWUcHygJ/0GbmTFL59pbSct5SWs5bSst5S2k5bykt5y2l5byltJy3lJbzltJy3lJazltKy3lLaRV6/vxn0p0ciK4THGR3IiJi7pwLJHt7dxnJZs1EF2NaWgskq9z4W5JFRFRXo6ymBmWHDqGM3Z14owld2omIv2l7DnX330+qo/vaSTZmHbveAy8zRcQ116Bs1SqU1dejbM8elE2bhrKIOIIuZZ06g3bh21tKy3lLaTlvKS3nLaXlvKW0nLeUlvOW0nLeUlrOW0rLeUtpOW8pLectpeW8pbQKq1Z9lR8humv2cXpyYyPKamtR9sgjKFuxAmVffomyiMfWVpKsrg49rd9H7BNOGzeS6uPFD6KnRQz9t38g2dSt/0KyfZta0Knz56Ns3jyUBf58z5YtpDp/Du2ifNPzJHur4vski4hvvc9uK157Lal8e0tpOW8pLectpeW8pbSct5SW85bSct5SWs5bSst5S2k5bykt5y2l5byltAodHehX5wc07SPZ+uap8ODZs1E2cCDKiro+Qx28xzJsGMoioqICZW1tpDrTZwTJBpeyP+z+/SiLiBkzSNXTq4hkhbaP0KE7dqCsoQFlEfHkk6Q6/8FpkpX3R9+rimefRdmYMSiLiFGjUPbMM6Ty7S2l5byltJy3lJbzltJy3lJazltKy3lLaTlvKS3nLaXlvKW0nLeUlvOW0ir0dHWh8PJlUl2IMnhw2Tp0AWBd2b0ku/56dOjYsSjr7kZZRAy4/CnJnt4wiGT33HmJHky8+CIt4RWapiaUXXcdygYPRhn8Pk7gfzZ4lQV+qeahh1DW2oqyiLPwitdTvyCZb28pLectpeW8pbSct5SW85bSct5SWs5bSst5S2k5bykt5y2l5byltJy3lFahZ+tW0v3x3BySzZtHD+7sRFn525tIdmHOXJKVlaLf148DB1AW9KbNm+3o4y1PPIHOXP/j/0Ld3r0oi4i56G+v4YtxJBt/kX0dpb0dZSNHoiwiZs0i1Vv/ib5S8q2SnejQb34TZdzu3aS6OGkayXx7S2k5bykt5y2l5byltJy3lJbzltJy3lJazltKy3lLaTlvKS3nLaXlvKW0Cj3sV9hPVqBfYR9x6l148F8GziBZVRV6WvknR0lW3zmGZAcPokMjoqQEZQt21qHulltQNnMmqXr69EVPwzdoJo89j7pvf5tU9U/tItmEd36HDo2IxYtRtnYtytg1m7P9R5BswKE96NCIqKlB2Z13ksq3t5SW85bSct5SWs5bSst5S2k5bykt5y2l5byltJy3lJb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       "   </g>\n",
       "   <g id=\"text_4\">\n",
       "    <!-- $\\mathsf{A}_2$ -->\n",
       "    <defs>\n",
       "     <path d=\"M 25.796875 21.203125 \n",
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       "C 16.09375 18.546875 10.296875 12.5625 4.703125 6.375 \n",
       "L 4.703125 0 \n",
       "L 42.203125 0 \n",
       "L 42.203125 6.765625 \n",
       "L 25.203125 6.765625 \n",
       "C 24 6.765625 22.796875 6.765625 21.59375 6.765625 \n",
       "L 11.59375 6.765625 \n",
       "L 11.59375 6.859375 \n",
       "z\n",
       "\" id=\"CMSS17-50\"/>\n",
       "    </defs>\n",
       "    <g transform=\"translate(604.767588 20.63342)scale(0.18 -0.18)\">\n",
       "     <use transform=\"scale(0.996264)\" xlink:href=\"#CMSS17-65\"/>\n",
       "     <use transform=\"translate(62.217855 -14.943915)scale(0.697382)\" xlink:href=\"#CMSS17-50\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pdd34ca672c\">\n",
       "   <rect height=\"158.4\" width=\"158.4\" x=\"7.2\" y=\"26.63342\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p78cf3afbf8\">\n",
       "   <rect height=\"158.4\" width=\"158.4\" x=\"182.88\" y=\"26.63342\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p2ad44f51a5\">\n",
       "   <rect height=\"158.4\" width=\"158.4\" x=\"358.56\" y=\"26.63342\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pb0d080506a\">\n",
       "   <rect height=\"158.4\" width=\"158.4\" x=\"534.24\" y=\"26.63342\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1500x450 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw samples\n",
    "np.random.seed(42)\n",
    "Ahat_samples = Ahat.sample(3)\n",
    "Ainv_samples = Ainv.sample(3)\n",
    "\n",
    "# Plot\n",
    "rvdict = {\"$A$\" : A, \"$\\mathbb{E}(\\mathsf{A})$\" : Ahat.mean.todense(),\n",
    "          \"$\\mathsf{A}_1$\" : Ahat_samples[0], \"$\\mathsf{A}_2$\" : Ahat_samples[1]}\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=len(rvdict), figsize=(10, 3), sharey=True)\n",
    "for i, (title, rv) in enumerate(rvdict.items()):\n",
    "    axes[i].imshow(rv, vmin=vmin, vmax=vmax, cmap=\"bwr\")\n",
    "    axes[i].set_axis_off()\n",
    "    axes[i].title.set_text(title)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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      ],
      "text/plain": [
       "<Figure size 1500x900 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "rvdict = {\"$A^{-1}\": np.linalg.inv(A), \"$\\mathbb{E}(\\mathsf{H})\" : Ainv.mean.todense(), \n",
    "          \"$\\mathsf{H}_1\" : Ainv_samples[0], \"$\\mathsf{H}_2\" : Ainv_samples[1]}\n",
    "\n",
    "fig, axes = plt.subplots(nrows=2, ncols=len(rvdict), figsize=(10, 6), sharey=True)\n",
    "for i, (title, rv) in enumerate(rvdict.items()):\n",
    "    axes[0, i].imshow(rv, vmin=vmin, vmax=vmax, cmap=\"bwr\")\n",
    "    axes[0, i].set_axis_off()\n",
    "    axes[0, i].title.set_text(title + \"$\")\n",
    "    \n",
    "    axes[1, i].imshow(rv @ A, vmin=vmin, vmax=vmax, cmap=\"bwr\")\n",
    "    axes[1, i].set_axis_off()\n",
    "    axes[1, i].title.set_text(title + \"A$\")    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even though the solver has only explored a subspace of dimension $k \\ll n$, the estimates for the matrix and its inverse are already close. This is primarily due to the informative prior that we used. We can see that the uncertainty of the solver about these quantities is still relatively high by looking at the samples from $\\mathsf{A}$ and $\\mathsf{H}$ ."
   ]
  }
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