{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(line)=\n",
    "\n",
    "# Fitting a model to data\n",
    "\n",
    "If you're reading this right now then you're probably interested in using\n",
    "emcee to fit a model to some noisy data.\n",
    "On this page, I'll demonstrate how you might do this in the simplest\n",
    "non-trivial model that I could think of: fitting a line to data when you\n",
    "don't believe the error bars on your data.\n",
    "The interested reader should check out [Hogg, Bovy & Lang (2010)](https://arxiv.org/abs/1008.4686) for a much more complete discussion of how\n",
    "to fit a line to data in The Real World™ and why MCMC might come in handy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\"\n",
    "\n",
    "from matplotlib import rcParams\n",
    "\n",
    "rcParams[\"savefig.dpi\"] = 100\n",
    "rcParams[\"figure.dpi\"] = 100\n",
    "rcParams[\"font.size\"] = 20"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The generative probabilistic model\n",
    "\n",
    "When you approach a new problem, the first step is generally to write down the\n",
    "*likelihood function* (the probability of a dataset given the model\n",
    "parameters).\n",
    "This is equivalent to describing the generative procedure for the data.\n",
    "In this case, we're going to consider a linear model where the quoted\n",
    "uncertainties are underestimated by a constant fractional amount.\n",
    "You can generate a synthetic dataset from this model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 390
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "np.random.seed(123)\n",
    "\n",
    "# Choose the \"true\" parameters.\n",
    "m_true = -0.9594\n",
    "b_true = 4.294\n",
    "f_true = 0.534\n",
    "\n",
    "# Generate some synthetic data from the model.\n",
    "N = 50\n",
    "x = np.sort(10 * np.random.rand(N))\n",
    "yerr = 0.1 + 0.5 * np.random.rand(N)\n",
    "y = m_true * x + b_true\n",
    "y += np.abs(f_true * y) * np.random.randn(N)\n",
    "y += yerr * np.random.randn(N)\n",
    "\n",
    "plt.errorbar(x, y, yerr=yerr, fmt=\".k\", capsize=0)\n",
    "x0 = np.linspace(0, 10, 500)\n",
    "plt.plot(x0, m_true * x0 + b_true, \"k\", alpha=0.3, lw=3)\n",
    "plt.xlim(0, 10)\n",
    "plt.xlabel(\"x\")\n",
    "plt.ylabel(\"y\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The true model is shown as the thick grey line and the effect of the\n",
    "underestimated uncertainties is obvious when you look at this figure.\n",
    "The standard way to fit a line to these data (assuming independent Gaussian\n",
    "error bars) is linear least squares.\n",
    "Linear least squares is appealing because solving for the parameters—and\n",
    "their associated uncertainties—is simply a linear algebraic operation.\n",
    "Following the notation in [Hogg, Bovy & Lang (2010)](https://arxiv.org/abs/1008.4686), the linear least squares solution to these\n",
    "data is"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Least-squares estimates:\n",
      "m = -1.104 ± 0.016\n",
      "b = 5.441 ± 0.091\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 390
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "A = np.vander(x, 2)\n",
    "C = np.diag(yerr * yerr)\n",
    "ATA = np.dot(A.T, A / (yerr**2)[:, None])\n",
    "cov = np.linalg.inv(ATA)\n",
    "w = np.linalg.solve(ATA, np.dot(A.T, y / yerr**2))\n",
    "print(\"Least-squares estimates:\")\n",
    "print(\"m = {0:.3f} ± {1:.3f}\".format(w[0], np.sqrt(cov[0, 0])))\n",
    "print(\"b = {0:.3f} ± {1:.3f}\".format(w[1], np.sqrt(cov[1, 1])))\n",
    "\n",
    "plt.errorbar(x, y, yerr=yerr, fmt=\".k\", capsize=0)\n",
    "plt.plot(x0, m_true * x0 + b_true, \"k\", alpha=0.3, lw=3, label=\"truth\")\n",
    "plt.plot(x0, np.dot(np.vander(x0, 2), w), \"--k\", label=\"LS\")\n",
    "plt.legend(fontsize=14)\n",
    "plt.xlim(0, 10)\n",
    "plt.xlabel(\"x\")\n",
    "plt.ylabel(\"y\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This figure shows the least-squares estimate of the line parameters as a dashed line.\n",
    "This isn't an unreasonable result but the uncertainties on the slope and\n",
    "intercept seem a little small (because of the small error bars on most of the\n",
    "data points)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Maximum likelihood estimation\n",
    "\n",
    "The least squares solution found in the previous section is the maximum\n",
    "likelihood result for a model where the error bars are assumed correct,\n",
    "Gaussian and independent.\n",
    "We know, of course, that this isn't the right model.\n",
    "Unfortunately, there isn't a generalization of least squares that supports a\n",
    "model like the one that we know to be true.\n",
    "Instead, we need to write down the likelihood function and numerically\n",
    "optimize it.\n",
    "In mathematical notation, the correct likelihood function is:\n",
    "\n",
    "$$\n",
    "    \\ln\\,p(y\\,|\\,x,\\sigma,m,b,f) =\n",
    "    -\\frac{1}{2} \\sum_n \\left[\n",
    "        \\frac{(y_n-m\\,x_n-b)^2}{s_n^2}\n",
    "        + \\ln \\left ( 2\\pi\\,s_n^2 \\right )\n",
    "    \\right]\n",
    "$$\n",
    "\n",
    "where\n",
    "\n",
    "$$\n",
    "    s_n^2 = \\sigma_n^2+f^2\\,(m\\,x_n+b)^2 \\quad .\n",
    "$$\n",
    "\n",
    "This likelihood function is simply a Gaussian where the variance is\n",
    "underestimated by some fractional amount:  $f$.\n",
    "In Python, you would code this up as:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_likelihood(theta, x, y, yerr):\n",
    "    m, b, log_f = theta\n",
    "    model = m * x + b\n",
    "    sigma2 = yerr**2 + model**2 * np.exp(2 * log_f)\n",
    "    return -0.5 * np.sum((y - model) ** 2 / sigma2 + np.log(sigma2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this code snippet, you'll notice that we're using the logarithm of $f$\n",
    "instead of $f$ itself for reasons that will become clear in the next section.\n",
    "For now, it should at least be clear that this isn't a bad idea because it\n",
    "will force $f$ to be always positive.\n",
    "A good way of finding this numerical optimum of this likelihood function is to\n",
    "use the [scipy.optimize](https://docs.scipy.org/doc/scipy/reference/optimize.html) module:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum likelihood estimates:\n",
      "m = -1.003\n",
      "b = 4.528\n",
      "f = 0.454\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 390
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.optimize import minimize\n",
    "\n",
    "np.random.seed(42)\n",
    "nll = lambda *args: -log_likelihood(*args)\n",
    "initial = np.array([m_true, b_true, np.log(f_true)]) + 0.1 * np.random.randn(3)\n",
    "soln = minimize(nll, initial, args=(x, y, yerr))\n",
    "m_ml, b_ml, log_f_ml = soln.x\n",
    "\n",
    "print(\"Maximum likelihood estimates:\")\n",
    "print(\"m = {0:.3f}\".format(m_ml))\n",
    "print(\"b = {0:.3f}\".format(b_ml))\n",
    "print(\"f = {0:.3f}\".format(np.exp(log_f_ml)))\n",
    "\n",
    "plt.errorbar(x, y, yerr=yerr, fmt=\".k\", capsize=0)\n",
    "plt.plot(x0, m_true * x0 + b_true, \"k\", alpha=0.3, lw=3, label=\"truth\")\n",
    "plt.plot(x0, np.dot(np.vander(x0, 2), w), \"--k\", label=\"LS\")\n",
    "plt.plot(x0, np.dot(np.vander(x0, 2), [m_ml, b_ml]), \":k\", label=\"ML\")\n",
    "plt.legend(fontsize=14)\n",
    "plt.xlim(0, 10)\n",
    "plt.xlabel(\"x\")\n",
    "plt.ylabel(\"y\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's worth noting that the optimize module *minimizes* functions whereas we\n",
    "would like to maximize the likelihood.\n",
    "This goal is equivalent to minimizing the *negative* likelihood (or in this\n",
    "case, the negative *log* likelihood).\n",
    "In this figure, the maximum likelihood (ML) result is plotted as a dotted black line—compared to\n",
    "the true model (grey line) and linear least-squares (LS; dashed line).\n",
    "That looks better!\n",
    "\n",
    "The problem now: how do we estimate the uncertainties on *m* and *b*?\n",
    "What's more, we probably don't really care too much about the value of *f* but\n",
    "it seems worthwhile to propagate any uncertainties about its value to our\n",
    "final estimates of *m* and *b*.\n",
    "This is where MCMC comes in."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Marginalization & uncertainty estimation\n",
    "\n",
    "This isn't the place to get into the details of why you might want to use MCMC\n",
    "in your research but it is worth commenting that a common reason is that you\n",
    "would like to marginalize over some \"nuisance parameters\" and find an estimate\n",
    "of the posterior probability function (the distribution of parameters that is\n",
    "consistent with your dataset) for others.\n",
    "MCMC lets you do both of these things in one fell swoop!\n",
    "You need to start by writing down the posterior probability function (up to a\n",
    "constant):\n",
    "\n",
    "$$\n",
    "    p (m,b,f\\,|\\,x,y,\\sigma) \\propto p(m,b,f)\\,p(y\\,|\\,x,\\sigma,m,b,f) \\quad .\n",
    "$$\n",
    "\n",
    "We have already, in the previous section, written down the likelihood function\n",
    "\n",
    "$$\n",
    "p(y\\,|\\,x,\\sigma,m,b,f)\n",
    "$$\n",
    "\n",
    "so the missing component is the \"prior\" function\n",
    "\n",
    "$$\n",
    "p(m,b,f) \\quad .\n",
    "$$\n",
    "\n",
    "This function encodes any previous knowledge that we have about the\n",
    "parameters: results from other experiments, physically acceptable ranges, etc.\n",
    "It is necessary that you write down priors if you're going to use MCMC because\n",
    "all that MCMC does is draw samples from a probability distribution and you\n",
    "want that to be a probability distribution for your parameters.\n",
    "This is important: **you cannot draw parameter samples from your likelihood\n",
    "function**.\n",
    "This is because a likelihood function is a probability distribution **over\n",
    "datasets** so, conditioned on model parameters, you can draw representative\n",
    "datasets (as demonstrated at the beginning of this exercise) but you cannot\n",
    "draw parameter samples.\n",
    "\n",
    "In this example, we'll use uniform (so-called \"uninformative\") priors on $m$,\n",
    "$b$ and the logarithm of $f$.\n",
    "For example, we'll use the following conservative prior on $m$:\n",
    "\n",
    "$$\n",
    "p(m) = \\left \\{\\begin{array}{ll}\n",
    "        1 / 5.5 \\,, & \\mbox{if}\\,-5 < m < 1/2 \\\\\n",
    "        0 \\,, & \\mbox{otherwise}\n",
    "    \\end{array}\n",
    "    \\right .\n",
    "$$\n",
    "\n",
    "In code, the log-prior is (up to a constant):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_prior(theta):\n",
    "    m, b, log_f = theta\n",
    "    if -5.0 < m < 0.5 and 0.0 < b < 10.0 and -10.0 < log_f < 1.0:\n",
    "        return 0.0\n",
    "    return -np.inf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, combining this with the definition of ``log_likelihood`` from above, the full\n",
    "log-probability function is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_probability(theta, x, y, yerr):\n",
    "    lp = log_prior(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return lp + log_likelihood(theta, x, y, yerr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After all this setup, it's easy to sample this distribution using emcee.\n",
    "We'll start by initializing the walkers in a tiny Gaussian ball around the\n",
    "maximum likelihood result (I've found that this tends to be a pretty good\n",
    "initialization in most cases) and then run 5,000 steps of MCMC."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 5000/5000 [00:07<00:00, 712.03it/s]\n"
     ]
    }
   ],
   "source": [
    "import emcee\n",
    "\n",
    "pos = soln.x + 1e-4 * np.random.randn(32, 3)\n",
    "nwalkers, ndim = pos.shape\n",
    "\n",
    "sampler = emcee.EnsembleSampler(\n",
    "    nwalkers, ndim, log_probability, args=(x, y, yerr)\n",
    ")\n",
    "sampler.run_mcmc(pos, 5000, progress=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at what the sampler has done.\n",
    "A good first step is to look at the time series of the parameters in\n",
    "the chain.\n",
    "The samples can be accessed using the {func}`EnsembleSampler.get_chain` method.\n",
    "This will return an array\n",
    "with the shape `(5000, 32, 3)` giving the parameter values for each walker\n",
    "at each step in the chain.\n",
    "The figure below shows the positions of each walker as a function of the\n",
    "number of steps in the chain:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dANDd3Y3z58+3fG0wGGxKahhPxUYsLCzA6/Xi8uXLOHPmzEE354VDKBRCPB7HhQsX0NPTc9DNOTDU63VEo1EAQDgcPuDWHE48q7y4l56KsVgMjx49ArB5fly4cGHL5969e1cZyH784x9jeHh4x+39tu+92WxW/b9SqaBcLn+r9wyDRhhPRYMXAs+6mevXt2JhicfjmJ2dRTAYVIfXYce3/dAz2BmM0GRg0BoOem08C5H6LG1/Hu+tF1B70T1CSCgCwMbGxo6u3c5L6qDn4WFCoVDA/Pw8crncCyOjHSZkMhncv38fS0tLmJqaOujmGBxy7AepuJv7AJuGG2K7uVutVh0e9yZN1O6wGz3a4NsFQyoafCvRymbIyp8AkE6n97M5u4YhhV580OJ3EDDzxcCgNXwb1orbO+qE314iHo/j2rVrDgUReLmUld3Om2ZePd+GedgqnmchoZcRMtVAIBA4wJYcPIwsvT0OUx/txJN9t+mvDtP7Hka8TOe0wd7AkIoGhxrlcrlBcLRtG7FYbEcCpZuFpVqtYnp6GmNjY65VzPSDaKeoVqvPfI/tYA69FxvxeByff/45rly5ciAhN2b+vLyo1+tIJpOHbkwPW3tahTQyvWjYLflSqVQwPz+Px48fI5PJ7HGrgPv37yOTySAYDCIej+/5/Q8D9nq+v6jrZz9g+mL3KJVKDo9ag91hYWEBX3zxxY49kl9EHCZPxfb29pa/qxvG9tLQsxNUq9VD66DSCoynosF2MDkVDQ4tSqUSJiYmYNs2Ll26pPLlzMzMYHl5GZZl4ac//Sn6+/u3vZe+GVYqFcRiMWWptW0bH330keM7zyIkpNNp3Lp1C5Zl4Td/8zdbauOzolAo7Eulznq9jlqt9kLnuDoo5HI5RCIRnDp1yjX3yOzsrDqYZ2dnceLEiefaPqOUvZywbRtff/010uk0jh8/jh/84AcH3aTnhtnZWSSTSVy6dAnHjx/f9X1eprWxW8+MUCiEdDqNoaEhlMtlfP/739/TdlUqFfXcbDaLo0ePuraj1fYeFIrFIrq6uva0cMGLVin1IGCU2t2hVqvh2rVrB92MQwU3wmy7lBPlcll5WT958gTnzp3bt/YdBhwmI/RO0oHo5Pluz5dned9arYarV6+iVCrhnXfeweuvv77rex0UDtP4GxxOGE9Fg0OL1dVVtWmNj4+rzyUR6PV6Xa/NZDKu3oeEx+OBz+dTv8v/E93d3btqN7CZF6laraJSqeDJkye7vg+wteDM/onFYpicnMTXX3+9pyFBmUwGn3/+OT7//PMX2lPnIMDk0JOTkxgbG3P9TiqVUv/fTwtmpVKBz+drIJ2NkPByYnFxUc2naDSqyJuXHdFoFEtLS4hGo5iYmHime+lrYSeeES8LksmkOn92UjVzK6yvr2NmZgalUkl9Zts2gsHgCzlPFxcXceXKFXz55ZfPpf1mj36KveiLb2N/ptPpFz5v6X6jlXnxbe/DvfJU3G94PB7H79sZI4rFIiYnJzE9Pb1nbVhbW1Nn3szMzJ7d93nCeCoabAfjqWhwaNGKgO5mrQqHw7h37x4A4Cc/+QmGhoYaNsNgMLitV9izbJiS0HyWsLFYLIYHDx6gr68PP/zhDxsUW74XD816vY6pqSl88sknu36mxOLiohqH6elpnDp1ak/u+21AoVBQ84BVBXU8i5BVLBaxvr6O48ePKw+fZhgbG0MoFEJ/fz9++tOfqnVjSMWXE/uRo25iYgLpdBrf+c53WqqcuJ9o5qUg91qZmH03+DauDf0dLcvaU8UhHo8rA6Gb0S8cDsOyLHz++ecYGhrCd77zHZw+fXrPnr8fmJubA7C5H3u93i2rkO4E5XIZ5XIZXV1d6jOTU9GJZ+mLarWKO3fuoFgs4tNPPz3wPe15olm/LS4u4tKlS8+1LUtLS1hbW8Obb77p8PSr1+sIBALo7OzE6OjoMxWqagW72e+/bWvxMIU/W5aFcrmMYDCItra2hr1yN+0glpaWsLq6uiftJPYzN/HzgiEVDbaD8VQ0eKGgb2IdHY28OAlFAMpL0O0wyGazjt91JWe/8yG2gtu3b6NSqSCVSjVY29xg2/aWZGwmk9lR5TPpPbeV56dBI/ZbCJ6cnMT8/LyaI1shFAoB2CRaJNnybROKDyv2myx41nv7/X6sra0hkUg49teXGd9GUtENe/neMqWIW2GIQqEAr9eLarWKUqmEpaWlPXv284DbPtxK//n9fly5cgWff/45gM1+mJycxOrqagM5/m2dh254lr5YWFhAMplEsVjE3bt397BVhx/N+o0E+fNCoVDAzZs3sba21lD1fHp6Go8fP8a9e/e2zP1Yr9f3JcpjLwmwlwX79e67Idwsy8LGxgaCwSD8fv+Ozort3mNlZWVX1x00KpUKHjx4gHv37jkiAfYK+vtvNW6pVApXr17FnTt3Xhry0bZtBAIBbGxsHAp+4DDCkIoGLxT0hbzdJr/VxqqHLsh7p1KpPQtl2ityyc3jUX//eDyO5eVl1++GQiFcu3YNX3/99QunrL2I0Md9r3NkMRzdtu0dhSbKZxri5OCRzWZx9epVfPHFFzsi/J8nYrGY+v9+CKt7gXq9vqdhRc9rbdRqNUxMTODJkye7OnOCweC2inercPNU3Mv31vfE3t7eLZ//ooVD7/asn5ubQ7FYVGtrZWVF9YXf71ff+7Z7KuoE67Moq4lEQv3/2xTGmk6nt1xXz9KnlUoF6+vrCIVCLc3T+/fvw+PxYGVlBVNTU45nS0+xZntbvV7HtWvXcP36dTx8+HDX7QZa29/v37+PX/3qV2pNHsRajEQimJiYcMzf54X98FS0bXtXKZuq1SrW19fVnHFLYdUMu53jzzLez3JtJpOB3+/f1rFjcXERwWAQ4XD4mdO/uEF/h630jvv37yOXyyEajbbkEPMiIBAI4OHDh3jy5MlL8057DUMqGrxQ2Cmp6Pa9er2OeDzeIFjJ7+xlJbf99lgjyuUy1tbW4Pf7XXP4zc7Oqv+7eYkY7C32OlQgFArh+vXrWFxcbPjbTsZzK1Jxr/BtVnx3ivn5eeTzeRSLxX3zFHnW8XgRLM1erxeVSgVerxdra2t7Tkjt15z2eDxYW1vDxsaGgxRNpVLbKlv1eh2PHz9GOBzG+Pj4MxO++71u9bNQn1d8vv6TKJfLmJubw8zMzL4UJdsP7CQ3W71eV3vBTq4/LKjX6448wXuJ27dv4+rVq7h//776bL+e9bJiamoK169fb/AKlHiWPeTevXsYHx/H/fv3m3p7Sci0MJVKpWnKimbnTzqdVtcEAoE9Paf0dRcOhxEKhVCtVvHo0aM9e85OUKlUcP/+feXZ+bz3hv0Kf97puNm2jSdPnsDn86konK30LL2Azou0p2YyGXz55Zf4p//0n+Kf/bN/1rSOAOAkVvcjB/5O8kzLM0wapXeKRCKBsbExLC8vH/i4Sd1LTzFksAmTU9HghUIzJaQZ3HLHLS4uIpVKobOzE2+88QYGBwcbrtPJy2ep6rifpKJ8LykMugnb0sp1WD2iXiboc7NWqzXNidkKqEyl02lVCZ0Ih8O7bKUTe3Fox2IxPHr0CP39/fjBD36wpxVRnxeelyEAcI7dXhXD0HEYSMVCoYBoNNrUKygejyMUCuHs2bMYGhra8f39fj8ikYjDs+tZ8Lw8FaXyvb6+jg8++ABLS0uYnZ3F2NgYhoeHm1YVrdVqjrOqWCw+U4Gx/UYzUpF9u935vri4qAq1HUbvst3uGxzDmZkZ5PN5RCIRV7nksHsqsuL8hQsX8N577235Xdu2EY1GkcvlcPbsWXR2djb9bqFQUIppKBRS+dPW1tZ21U7bthGPx3d17YsK27ZbIvp2stdXq1UsLS2ho6MDFy9edHjPxeNxXLx4cds2bfX7TttaqVR2vf9t1xY3L7HnvRYLhYJ651KphGq1uuW62WvsdrxqtRpCoZCDNO7p6VHE007li3Q6rcYjk8ng9OnTW8qZzyJ3t3JdOBzGzMwMTp06hcuXL+/oWh0zMzPIZrN499130d/fD6/Xq/a8UCiEhw8f4pVXXmm4dyaTee6ydqvvxPGt1+s7buPDhw9VvuL+/n6cPHlyx+3cK+xlEdSXFS+etmfwrYHbhrUXyi0JN9u2HeTbVhvkswgPe0VQuN1H9zqzbfu5EiI7QTKZxNTUFB4+fHggoRvPG/uZ1FgnjXdyUO+3p+Ldu3dRKpVeqrCH7fAsXnHPwwtwt+PMcI+trOOtoFar4fr163jy5Anu3r3bkIunUqng7t27WFpawv3791s2FklEIhHltVAulzE7O/tMxVp2asDaLdzuSyt4NBrF9PS0Co/VsVUKj71qS7lcxuTkJCYnJ5/ZO1Aft51GHsgIgr2MJjho1Ot1lEolpSgnk8mmY7mbeZjL5VAsFvd1r0kmkyq3XSvkVTgcxt27dzE5OYnHjx9v+d1m80QPn98KMt+0WyTHTu4zOTmJO3fuPFMRvq0QDAYxNja2pxElra6Xncyv+fl5LC4uYnZ2tuGM2O4+W6WDyWQyyisQaC5D6/P5WeTK7QizvU5fsxd4HnndfD4fxsbGsLa2tuszcWJiAo8ePcLjx4+V8wOJvt0YSur1esOc2EoG3itZvFk77927h0wmg8XFxWfK7+n3++HxeBR5yLbKc/7JkycN3sQTExO4fv36vudE3S2pzD3zl7/85Y50gnq97pA53OS5fD6P8fFxTExM7Hv0wouWjuUgYEhFgxcKexH+LD+Th8tOyZZ8Po+NjY1tN5qdknzBYBBzc3M79sTYjRD3vJBIJHD16lX8yZ/8Caanp3Hz5s0dXW/bNqanp/Ho0aN9PThSqRSWl5f3JG+cm6fibhCNRrG2tua4fie547YSBHQPx72YIwzhGx8fx+eff35oc/DtBer1Oq5fv45f/epXuw6JOmjFpBnK5TIeP368J4qtnsdL9yYsFApqfsv/E16vF7du3WraFn2v9Pv9iEajuHPnzjO3nXie48RzKZ1Oq75wC2fajyrfOmKxGAqFgiqq8CzY6Vm4n4aZvYBbDkpg04vI4/FgfX192yIEfCe5Pmzbht/vx/LyMqLRqLqHbds73k+np6fxx3/8x/gn/+Sf4MqVK/t2fu7kfLNt2xHGvJ2nfbMzbCeeMteuXcPnn38Ov9+/o/xrOjY2NrC6uopoNLqnOVyBTZkylUopQw69dPYC+1HMhF7DwGbhm1ZQLpfh8XgQDodd13etVsOtW7ewsrKCa9eu4fHjx44waQn9+snJyR2+wd7izp07ePTo0TP19fLyMq5cueJKvjzv/TCXy+Hx48fwer2YmJhoyG3Z6vqThDM9hGWRzb14j63OFr2d8XgciUQCd+/e3RHJJe/j8/lc56ZeAHQnkLnuOYfcDHG6gYDjQuPRfmG3MlChUMDi4iJ8Pt+OZLJWSMzZ2Vmsr69jbW2t5T1oL9DT07Nv965Wq7h58yY+//zzfQlj30+Y8GeDFwL0QHlWUlEeXrlcDrZt48yZM+jo6NgRqWjbNm7duoVisYjTp0/je9/7XtPv7kSRKhaLKt+NW+48t3Zs9fthgbSuLS0t4dNPP93R9RsbG0qATSaT+PjjjzEyMrKnbazVarh9+zaq1Sri8fiWY9oK9kIAzOVy6hAOBoM4e/Zs0+/m83msrq5idHQUo6OjLbVD93jcq/mzsLCASqWCfD6P6elpfPTRR3ty3/3CbgWxaDSqhD+/34933313x8LG81izu3lGPp93DS9bXl7G8PAw3n///R2vQd5P7++tPCDq9bryLIrH4/jFL37RcF/9XCDJyHCx3YQF8cxxa9NBwG3/0MmRrYidSqUCv9+PkZERDA8Pu37H7R2z2SyOHj0K4NnDf/Rx0L1UtjvPDhup+OTJE9fPvV6vCtc9duzYlvfgmMmUJOVyGYFAALlcDoVCAYlEQu3pPp9vR/vp8vKyKnqRTqexsrKCt99+u+XrW0U+n8fk5CTa2trw1ltvbfldaRwol8sIBoPwer0NYX1Es7XX6ppcWVlRyv7du3efKWRUhlzvVdoR4ClJkcvlUKvVVAqIXC63JwrsVn3l9XoRiUTwyiuv7Nk+1+w+ExMTCAQCqNVqroV3IpEIKpWK8lYcGhpykJf69yV0Aj+Xy8Hv9+PIkSM4fvz4M7W/FU9FEkzVahWfffbZjp5HTE9PA9g0HF+4cMGxZz7v/VAnyOQelU6n4ff7cfHiRZw/f77le1IfkiHJrRokbNvG7Ows/H5/gzPHVme83k+5XE5FTEQiEZw4ccI13YRErVaDz+fD+fPn0dvbq7yrSY67pdraCUqlkmvaKrf3amaosixrX+ZEsVjE5ORkA8HV6rsy3z8J5XQ63VKKm1buLw3Ufr8f77//fkttelb09/fv271XV1cRDoeRTCZRr9fxu7/7u/v2rL2G8VQ0OLSQG0o2m0WtVmuwCu10A+fhVSwWsbGxAZ/P11LVTP05iURCKcbP6smTTqfVYRIIBDA3N6cEV6nE5XK5Z8oj9bw9bXRi4FlA5Tkej6sK1s8akqkjEomow3ovvLO2EwCbeblISE8kSSC4fXdiYgIej0eFHzd7bjPv3L0E56mc263goEgDWWkSaN0QoAt323kltYJr167hL/7iL3Dz5s1nCt+VkOM8NzeHX/3qV3j48OGOUz5EIhGkUimkUqkde8suLCzg0aNHCIVCOwqj2k7hsG0b6+vrCAaDDfsOsPs5pXubPMtaYU4gt/HU7+vxeDAxMdFQYbSV99hq/s3MzGBiYgI3b97cURiPJDT2er9oNlZbeaLZto1EIrFvoaetolAoND2DZGL67fKkcn7L8aW8097e7gjbtW17V/lGCdu2982TZWVlBYVCQXk3bTVfpcF0eXlZhfs2G9PdeCrKvUDmw3vWELa92OPdwP20Xq87zvr9JvlKpZIiaVoJW2/1/s2eR9mK61hCzhk5Tq2mAqhWq465cffuXczNzeHOnTvbeg/uxkDf7DvbVeltFdu1Yb/lJb3f5f7s8XgQiUQwPj6OpaUlzMzMbOsBbNu2IhMlqdjqHGd4cDgcbpirOwl/7u3tdazjVsLmvV4vFhcXcfPmTYdMW6lUWhoHRsY1k+l24pEm5VP57La2tn2ZE+Pj403bZ9s2ksnktjKczGHbat7rw+I0E4lEGgyI+9mWVCqFpaUlrKysPFOqjoOAIRUPISzL+g3Lsv7asqy4ZVkFy7ImLMv6+5ZlNS+15H6fdsuy/mPLsr62LCtoWVbesqwFy7L+B8uy3t2v9u8FCoUCisUi8vk8EokEHj16hH/7b/9tA6m23cKuVqvY2NhQhzw3xkwmo7wkSFS24qm4m/CjrQiKeDyO69ev48aNG4hEIpiZmUE6nUYoFEI0GlWHejQaxaNHj/DFF184nq+3eackwX7A5/Ph17/+Na5cuaIOa8uyninXI6+VQousZh2Px3Hz5s1nyimy10mOtwt/1n93s5Q267NmOeUI6WWlt0MqfM/j0G513Kenp/HLX/6yqffPfkJXtGVoDlGtVpUCTOyH5wAV60Qi0ZK3MtFM8crlcgiFQmrvWlxcRKVSQSAQaBpWBri/C4XpWq22o4p+6XRaCZ6RSGRbUnEn+1g8HsejR48wPT2NWCx2IIJopVJxfTb/dvXqVYyNjeHq1atbEsXVahWzs7OKhJSQfVatVh1KET0ubty40XQO0nimkxYSbu2X++Kzzm83r5udeCpaloV4PK7yuD1LqNmzws1Lza3/tuszt724XC4jnU6jq6sLg4ODikjc7ozfDvuZyF83xG21t0hIsqeZstmsD5v1RTabxRdffIEvvviiwbv2oD2Om4FnkE78Pg9SsZXv7fT+rUT7POte7fZ9noOMlCC2K064XVuaGThk0RAd5XJ5R4bBnbZhPwgk27axuLiI6enppnODho56vY5EIoE//dM/xV/91V/h17/+dYMRuZl3+1YemM0gCWnuv8ViEWtra1hcXGzZo3k3c5wyFI2YEq0Y6uv1OiYmJjA9Pa1CrpPJJG7duoWxsbGmeqWbrFQul3Hnzh1cu3bNIYdZloWZmRnMzc3taf6/Zh7Ztm3j5s2buHr1Kv79v//3Tef6bvv/MJCKpVIJ9+/fbwg536+22PZm6hPqAfl8/oXK5WjCnw8ZLMv6AwB/BqAI4E8AxAH8AsA/AvBDAP/RDm73/wXwvwTgBfDvAWQAfAfA3wXwdyzL+hu2bV/du9bvDYLBIL766iuVH2FjYwPt7e0qtKavrw+VSgVLS0tIpVK4cOFC0/AQj8ejQin6+/sdgq8u1LRiFbxx4way2WzTapxu2EqQZzJeYLO6r7SYLS8vqzCl5eVlHDt2DNVqFdPT03jvvfdw9+5drKysoKury/Xetr03RVtKpRI6OztbVkhmZmaU0uvxePC9731vV8pMIpFAX1+fo5qfPHil4H3r1i11zcmTJ3HkyJGm902lUrAsq8HjYyd9RXKkt7e3adjETj0V3aBbJNPptFoDW2F8fBznzp2DZVkNzymVSggEAjh79uy+HIzbhZG4gWG1wOZ6f+utt3aUhJ996/P50N7e3lAdezu00g/z8/OYnZ1FIBDAZ599hu9+97vPJPToBKUbWiXu1tbWMDU1hePHj+Ozzz5DR0cHqtUqisWiCqfq6OhQYazEVp7PbgoLvQsePXqEvr4+/I2/8TdcCVgdunfPTtJY6H/TlcPV1VVFkiaTSUfaAnoHhEIhBINBnDt3ztEHfEfuTwy/O3r0aMtjW6lU8MUXX6BareLcuXP47ne/29Be+b7RaNQROiPvW6vVmvYnvxeNRlUxm0QigZGRESwtLSGdTqO7uxuLi4vbhp+2iu28D9LpNDo6Olpe83I/o0Iur22lz2UOrKWlpWcK5WU16TNnzuA73/nOjq5tRjK4fabPM7dr3K7N5/M4fvw4jh49uqsohWchHeLxOBYWFnDy5ElcuHBh2++fOnUKU1NT6vedevRt5UXZbF64namWZTkKQkxMTDjOy2clYmzbxvz8PFKpFIaGhvB7v/d7alxLpRKCwSCOHj26q3Ow2fP2As0icpp5o+035Lpo5dn03N3u+9VqtSGd0X7B4/EoQ/bbb7+txpzOCvfu3UO9Xsfx48fxgx/8YMf3324/XFhYwEcffdTSGdwqfD6feifel0TWwMCAox2BQECdvadPn0Y6nYbX63Wk15ifn4fX68XQ0JCj/bvRTXiNJCpTqRR6enoQDocRDAZx+vRpxzW2bcPn8yESiSCfz+PYsWO7Dl3dijDc7jvpdFrt4ZTrpqenEY/HEY/Ht9QjeM9KpQKv14s///M/x1tvvYXu7m5Hblr2Tzqd3tMiT81QKBSQTCaxuLiIbDaLjo4O/N7v/V7DfNytnLxTnWk/ipTmcjlks1nkcjkcPXrUUWCIiMfjGBsbg23b+PDDD7dNebIVDjov7LPCkIqHCJZlDQH47wHUAPyWbdsPv/n8vwRwFcAfWZb1t23b/uMW7vUJNgnFaQCf2radF3/7ewD+GYB/+M19DxUePHjgcJVOJpM4duwY0uk0lpeX8d5772F9fR2ZTAapVAoTExP49NNPYdubFabm5ubw2muvoaenB/F4HOfPn0epVHII761YUXV4vV5lPZiammo5DCmdTuPzzz/HqVOnGvI9SAuEm4AkFYlIJIJ4PI6lpSVEIhGUy2XYtu0Im8nlcsjn8+odd+LppqNQKODRo0dYX1/HsWPH8MEHH2x7ja4Y0HK1U0/FmZkZeDwetLW14Wc/+5kS2lu5RzKZbEoqRiIR3L17FwDwwx/+0EEwbGfJllhZWcH09DQsy8LPfvYzV5JvO4GZBxUFHFZLfvXVV9WhzPellxz7IZFIOIhtt/kaj8dx7Ngx13lFhWurw75YLKK7u3vHB7Ue7rebsM1KpdIyqZhOpxtCvjs6OnDixImWrgdaE3qWl5exsbGBeDyO27dvY2BgoEEQbFUhy2aziuyTCIfDCIfD6OnpwauvvtoyGT8xMaGuj8fjqv1Mo8C98Yc//OG27a1UKrh165byKOzr60NPTw+KxaKjPfl8HsFg0DUPWq1Wg9/vx8DAAI4cObLtWthKeNTH4ubNmw7FoVgsqu+USiXHvaLRKEqlEh4+fIh6vY5AIICf//znaGtrw9zcHDweD+r1OkZHR/HZZ5+pwjSDg4MNBGyzM0NWKd3Y2GggFffKG4fvNT8/j1gsBo/Hg7W1NVy4cAGZTAY9PT2o1+uIRqN46623MDg42BBOWigUdhQm1uz3crmMq1evqvPr/PnzLZ0Pei67ZDLpWEPbKRH635+lCFStVlPK8+rqKl5//fVtjTXbwW1ss9ksfv3rX6O9vR2ffPJJw9nkRirq95H5unYyf9zWd6v7+Z07dxTJfuLEiW0Vcf2+2xHS4XBYGb34c3193XUe7cQDybIsh7cUjZOttEtHLBZDR0eHgyRJJpPq/ul0GuFwGKdOnQIA3L59WynXP//5zxtIsFawk/0ilUqpMNALFy40zZXaLO0C8+LF43EMDw+jvb0d0Wh0T/JVh8NhZXgdGBhAKpXCo0ePMDc3hzfffLOpl2GzPvvrv/5rHDt2DN///vfVHraVp6KO7c7mnXgJcr+XkQQ8Nwi/36+eGY1Gkc/nt91fduqJGAqFsLa2htdff33L7+0EMqzY6/Xi1KlTmJmZQS6Xw6VLlxz7VzqdxvHjxx3t5plTLpdRr9cxPj4Ov9+PQCDgIJt246nIPUaOMf9v2zZSqVQDqejz+RCPx1WKm2g02kD67PRM3om8QuhnlR4SnEwmXee+lI2DwSAqlQqKxSJWVlZw+fJlR1vkHvwsldBbBc8jRgxUKhWk0+mWZacXAeVyGbOzs6jVashms8rAJt9pdnZWeSvPzs7iRz/6UcN9arUabNve1gCwtrbmGPO9NBg8D5jw58OFPwIwCuCPSSgCgG3bRWwSgADwn7V4r4vf/PxSEorf4H/65ucoDimaKfVcbNyMbdtWoZ7T09OYnp5GOp1WVbTowUiraLVaxerqKjY2NhoELakwuR3mz5KLqFQqYW1tbdvCGLrCJw+iSCSivj8/P+9KSBYKBaysrOD69ev48ssvHYeWRCuKxcTEhMqlkclkWkpK7lbYwev1IhQK7ag6JL1R6vU6NjY29swCJa160kt0eXl5R6HTJIRs2245RFW+fzgcxtWrVzE9PY2NjQ2kUinMzs5iZmZGeeyVy2WsrKxgbW0NsVjM0bc6Aeq2XmTFUB1SkfV4PBgbG3PkRVlYWMCVK1dw+/btlt5NYjfCzG68OIkHDx40CGzj4+M7en6ripxcTz6fb9eEkVtIEPemfD6PeDyOSCSyKw9f3YAioVuv3fa5mZkZZDIZFItFNbebkfrN1vTjx4/x5MkT3Lp1C9lstuE58v0LhQKWl5eRSCQa2l2r1dS+WywWkUgkUK/XWy4Ysry87Hg+vdZrtRqWlpbU5zTYsH8ymUxDSFsrXgpu2AtS0e/3q+vi8TjC4TBqtRoKhQJKpZIKIZU5xXT4/X5MTk6qHFhu0MNsmoXdhMNhx9/oCbK+vr7lPq8rkm45MPk3HW79/CzKSqVSUcQiyY5m32slF2azzzweD6rVKkqlUkMI1Xb3YTXc7b7fDDs5c3Vsdd60gmbtjMViWFpawurqKlZWVpRMtNV77XbtPcs1fr8ft2/fxo0bNxzv72YA408q19VqteW8erVaDZOTk0q+zeVyCAQCDhm3GZ48eYKVlZVtc28Vi0VUKhUsLi7C4/GgVqshkUhgfn4e6+vryqBZr9d3lHJDQu/XcDiMW7du4dq1aygUCnj8+DFmZmawurrqenbyXd0+57kTi8UcYfVuYylJJoI5yjgmu3EssG0btVoNY2NjGBsbawi33S6MvJXc0jshNom9zi0rn7G+vo50Oq32P3q76u3IZrOqb7lfXrlyxVG91radqaN0r/VmqFQq6nyR32+VUF5ZWXGsRbe8hjvdR+T36/V6S56KssCTW1t5XbVaRTqdVveUHsZS7nEb9/3w1NsKzc5vHfqe2eoZthu9gJyA25lVrVZ3HErs9XrVWDXLjyx1Hjf9JxwO4/PPP8evf/3rbfNJLi0t4fHjx0rfftEI2ReLAn358bNvfv7K5W83AOQB/IZlWd22bW9noqcbzM8sy+q1bVtqYf+zb35+0WrDLMt61ORPl1u9x07gtjna9mYejXw+r7y2aHFaWVnBF198oQgwbr56MuBUKqU2lXQ67fBmsm0bq6urmJqa2pUnYysoFAoOa7K8Dy0hEjLfktxgu7u7HYeSPGTz+TwKhQKi0Shu3brlWi21FUgCghUJdwoWJ/B4PLuy2gPbJ1bXq7RuhWaJwN28xur1OhYWFrCxsYHXXnsNly5dUmG6gUAAJ06c2PKd9AMxFospK+rKyooSsAKBAAKBgArznp+fx5tvvomlpSVsbGwoj45isagq2boJm93d3a75NuV3K5WKI5lzPB5XoRhMN8A2AJuH6NWrV9HT04Pvfve7LXny6Gu3FYHtWUKw3JS3nQpXen/Ke+ZyuYZxLhaLWFhYaEi70Gq7tyKBiUqlsusQoWb7k24YcGsvhaJ6va7mU7N53ux9pSIRjUYbLPncz9ra2vDw4UOsrq5icXHR4QmRzWZx8+ZN5PN5hMNhRayNjo66eiIXi0Vks9kGwlEqyVRsent7G/poO8G3WZ+6jRE9vAYGBnakKOp/K5fLKJfLqFarePLkCV577TXUajWH4kwisVAooFwuNzV+yRyNjx49cniAE1LxzWazDXuvvqdUKhWlbNMDvFwu44033nBtg3y/VkjCrb4fiUQcaQ6aeWk1Q61WQyqVUoTs/Pw8PvjgA8dcL5fL+PLLL1GtVvHRRx/h7NmzTdva7LN8Pq88sNyIhWb3KRaLKhw+Ho+jv79/x3KHnj5ht3IL1wb7ilEatVoNmUymIbSx2bPW19cxPj7umIuxWAwjIyMN51ShUHDkknS7dyvP3M15BGyuEWJiYgI//vGPXZ/xrPmJV1dXsbq6qsiyjY0NZRj/8MMPt7w2GAwq2eXdd5unSbftTS9QGmVYVbRSqaiIl2Qyifn5+aYVuHeKtbU19PX1YXBwELOzsxgfH1ek4OrqKnp6elz7cjs5Ue5JWxkfQqEQ5ubmMDQ0BK/Xi0KhgN7eXly+fBmPHz+GbW+GKrKq+nbjVyqVHHNibm4OsVgMgUAAvb29Di/sVgmv7dDKXN2vcHWeI7qe4fZ/YNOwdOHCBSQSCRX2zeI/7GN6awHY0tuUYMopymMMbXfLpctzyA3byZetrlW575RKJczPz6NUKqG/vx/vvPPOlvfaTt6wLAvVahXj4+Oo1Wro6+vDH/zBH+woVHs7eTGbzapzU6aV2i10clfXU4lWC7O43X+r33VYloWFhQWly/zGb/yG4giCwaBa9x999FGDR6tEsVhEJpPB8ePHm6bxkG3ZSuau1+u4d++e+n12drYhPVOtVoNlWcjlckrmTiaTOH78+L7mQd4PGFLxcIGJkBb0P9i2XbUsawXAu9j0QpzVv6N9f8qyrH8E4P8IYM6yrL/EZk7FdwH8LoA/xlPvxxcCbW1tKBaLmJmZUYJFKBTC66+/jqmpKUWWUDijAEXU63WHkC0PGlpcDjKfwcbGxpakov6524YObApdXV1dKt+KG9wEbeauPHv2rEr4m8/n0dbW1jK5obfT6/VieXkZXq8X3d3dOH78eEv32a69EttV9WuGZsIYq4zfvXsX4XAY7e3tuHfvHvx+v6oQzb7ailjU+0IKw+Vy2VFxuFwuKzf3fD6Px48fY2xsTLVxdnYW8Xgc6+vreO2111yftZUwY9ubHpXJZBIdHR3KhX+7QgeBQAC5XA5DQ0MYGxtrCJ9t5b1bwbN44+wF9OdxDwmHw7h3754idYm1tTWcPn0a8/PzGBoaUqHau7XANvvObgWKZsKYfr+twiPlPZq1Qyd9wuFwA7njJuzb9mai9+7uboeHYi6Xw5EjR2DbNlZWVlQy+KmpKUUk6tZiCrLxeBzFYhEbGxuOkBHuD6xQmclk8Id/+Idbvst277odpqamlGcClY2d3of7ELB5lrW3t6OjowP1et3xfoVCAdVqFV6vVxnGtkO9Xke5XEZPTw+i0SgmJiZw9OhRNXa1Wk2l1WhGeuXzeUVodHd3q9Qes7OzTUlFiZmZmYYUIlspe/JvpVIJiUTCoRjslICvVqsNCrMefsn8wMCm960kFbeCrmSUSiX09fU1NZbKn8DmGZDL5dDT0wPLshAOh3H+/PmG720HN4K51X6KxWLI5/M4deoUqtUq5ufnlbJ26dIlXLx4EV999ZWaR/oe4dZOFldzk1ukp86XX36JSqWCd999FxcvXmy6X+6GUJHPTqfTCAaDKlcc7+n3+5FIJNSeIxXLVvMA7oRUJGRxPmBzbW91H4/Ho/6+lYdhoVBQJF86nUYsFsPAwAAqlQo6OzuVUaK3txderxfpdHrHVca3Itl12TsajSKbzTYo7M36Us5Z2T+M6nC7x4MHD5BOp+Hz+RQhH4/HVSEsYJMYJOG1HdwqvTMNUyaTaTC4bkciuWEnBihiv0hFt/tKfcRN/yiXy1haWkKhUMDly5cbPOfl2LXiqch0TkQqlcKxY8dc8wVy/04mkyp/Mgk5N1Ixn8+jq6trR/k35V4ViUTUPIpEIiiVSuju7t6SXJJwO6cZRQFsngFMZdUqturTer2O27dvo1QqIRwO4+LFi1hbW8O5c+dw8uTJlp+h31OimR5Cwqy7u3tX/V2r1baMwpCQzhGsRQBsGg3Zt3Nzc01JxVqthmvXrqFSqeCNN95oiVQkCoUC1tfXceLECbzzzjsYHBxscHrRnSBSqRTu3LkDy7Lw/vvvO/pQ9wTdr7W+lzCk4uECtbFmfvL8fKSVm9m2/Q8sy5rHZpGX/5340yMA/8K27ZbLktm2/bHb5994MLozV88INwsZhR9CkiLt7e2OaxYWFpSSZNt2w0G0ldXNDTv9Pt9hfX0dlmXh3LlzW14XiUQaiq40s8jrZKObhajVEEFgUzgiocrE+7QsW5aliMo7d+7gO9/5jkMId2svkUqlkMvllEAnSUXbbq2QjG3bjvDLYrGoEsK75a54ViwuLiKdTqNUKqGjowNnzpxRlvW7d+8iGAzi+PHjyluxmcUvmUzC4/FgaGgIo6OjjndNJpOO8fH7/Yro8/v96Ovrg9frVV6JFF5SqZRryIHbZ3Ju5HI5FQ5QrVaVgL+dxTaRSKg11CyUfjvE43HcunULn376qareeuzYMYfyrocqPOvh+ayeilyHtDDatu1QYEgQs29JKrq1u1AowOfzYWBgQOXe2koBk79vRSoGg0H4/f4GgdDt3qVSCYODgy0pxG6kYnt7OwqFwpZewzMzM1hZWUFnZ6eDnNluLNwEUTnnga29PEhQur2TNLRMTEwgn8/j3r17jmIu+nfd7rNdG3TIUCe90rLbcxjmKp8pz7ZkMonR0VE8efIE7e3tOH/+vPKMqdc3Czixv/m8rfpdeivfuXMHwKYCxxy+zcI95VgtLS2p/29sbDTkC3aDHA8Zpl8ul9HZ2amK2KyurmJgYMAh+Mu+kZ6aJFLr9TpOnTqFS5cuuT6bSp98L/1M18dmJ5Vb5ft1d3e7Enpu61k/ywuFgmualPX1dQwODu4oCfxOKh+TvM/lcjhz5oxKQVIqlfDuu+86lODl5WUMDAyo+cLw2u2wVbEZ2970ur19+zbS6TR6e3sxPT2Nixcvbnm2bfd+W61rRgwwT+Lw8DC8Xi/Gx8exuLiIy5cvY2hoaMv8b8/qqfgsRQ3kHNPDb+nVVSwWcePGDfj9fnWu8Z6JRAKvvfaaMl6QmJFeolshEAggFArh9OnTrsXRmp3jjHzRFexWzn3m8h0ZGXHNqeq2TwcCAeWBKcMT5T63Xb/TeCPHiykTmDOy2bXA7khFeijv5Jq9wnae5G4kD42Atr1ZHGV0dLSBVOTvreRU3C60m0Qm95VKpYKvv/4awKYc/bOf/cz1XdbX1/HkyRP09/fjBz/4wY69SG3bdpBFXDdA83NXb8Pi4qJrOhD9mmZ94/YcnVRcXl5GPp/HpUuXVKoU4GnubmBzbchiUztBq6RiOByGz+dDW1ub637eDJTtJiYmUKvVMDo6umVhNv0MKpfLyjhLwyywtTOF1+tV91laWmq6DxYKBdy/f99BJHu9XqRSKYTDYbS1teGTTz7ZNg3Go0eP1PNu3rzpMCSxP+v1Oqanp/c81cF+wJCKewzLslYBvLqDS/6Nbdv/yT60wwLw/8ImmfgPAfxrAEkA38UmyfhLy7L+D7Zt/3/2+tl7gVwu18DwW5a15Sbb2dnp2OTkoUflvxmabYZbfb8VyFwg7e3tyvrtVq3azYXaTWCNxWLI5XKIRCIO5Yrf5cGysrKC73//+wAarSO6d5300JyYmFAFD6rVKlKpFHp7e1EulxGNRjE9PY3PPvuspfcvlUrIZDINCfrZZtu2MTU1hXQ6jYsXL7oKpjr5GA6HlefHzMxMy5bmVkAFnW2PRCI4efIkSqUSCoUCFhYWlAJFYa+ZEEFSNhaLOQgdt7nDw69eryObzaqQR90jlaHtbvOnVS8f+ft2gvROC+y43YMJqQOBALxeL2KxGI4ePerwepRVQ93usVOQzG+10p/+vHQ63aDYSyJRQhoC3Przzp07yOVyKBaL+Oyzz3D+/PmWScVmfZ9MJvHgwQMAm3uMTpjo8Hq9DQnV3Z4JuIclBYNBTE5OKmWO809X0IHNforFYo7UElJor1arCIVCWF9fx8WLF5uGjkgFWO8HXRh3I4d4Xvj9fqysrGBpaQn9/f0YHR119TppJQ9nsVhsWHutkKZuv9frdSQSCWV8YB9RaNb3aF5Xq9UQCAQcnmsybNBNQWIuSRYScEuhADwl0agAyzxxVJx4nVTouU9JQlr2i15AR+4/i4uLymgzODiIcDisKpczvJpj6da3mUwGkUgEfX19mJubc3hiEw8fPkQgEMAbb7yh+pfnWzQaVSSrm5LcDK2sYf19t/JUJGTuZL0tkUikqSeq3+/H4uIizp8/r96/Wfg6sLmHPH78GH19ffj000/h8/kUGT4+Pq4IlHg8jmq16iBFarWa494MA6W3G/DUy65cLqNSqbgaIvV1u7a2hmAwiFAohO9+97sNlTaLxaLDuOG2tnQilXNIf6ZtO3O85XI5DA8PO/aBlZUVfPDBB45x22tPxWbrnP+Xv5dKJayurmJoaGjL8D2Px6M8jd999101txn2zKJO+jrlXtIKycLoFuCp574Otp1yhHyXcDisvCSJcrm8ZYG2fD6PGzdu4PTp07AsC7VarSXv+1wuh0wm00AKbgV9/Bh109vbi3PnzilP51wuh87Ozm3zpbfSp/o1T5482bYgn67z+Hw+9PX17alc7AY3o0koFFLkrdt+KtdbM1IxmUyqQkFMo9IM9BJlZWdJFvEs47nFfKUDAwNYX19HuVzGxsaG0s/efPPNbd+ZfV0oFJqGhTeDPv5erxfnzp1r6l3I9WLb9q4M+rlcTkUSVKtVvPpqc1qiWq02OLS0ilZkSuryTL2wurqKwcFB16gr/V4yp+HU1BR+8pOfOL6TTqdRq9UwMjKCSCSijG6VSgUzMzOYnp7G0NAQVlZW8N577237Pvr+0cwYQDmWbRgaGkIikUCpVMLi4iKWl5fx/vvvu0ay+f1+zM3N4ezZs8jlcqjX6/B6vVhZWUEoFFLvUK1W0dnZiVKp5MiteZhhSMW9hwfATip6yGQDPJWG3b4oPk+2cN+/C+A/B/CPbNv+r8XnNy3L+gWAZQD/tWVZ/8K27a1jIPcZ6XQayWQSp0+fVuSTntSWB/hWlkw9RHErotBtI3T7bq1WQygUQnt7e0uHjg55KE5OTqK/vx/Ly8uuFYNbIRVJ7NFzkERCPp9XuV3kIcXn6xbdrfLWZLNZdHZ2KiJS73Nad6PRKEKhkMrlV61WHQIQ260fmlLxZPU6ABgbG1PConzWxMQEOjs70dHRAcuy4Pf7VbgJqzO2iq1yX+jvWiqVkEqlMDY2hkKhgMnJSSQSCSX08qDfyhpPyAq1kgjOZrPqMA+Hw0ookocwv8s2eb1eJBIJvP/++w7BrNlh6Da32YatBF0qgxJzc3NYW1vDm2++idHRUfT19blaOGWls0wmg4GBAQQCAeUhGY/HVXivm7fBs3oqejwelEol9PT04Ld/+7dVG8PhMGZnZ3Hq1Cm89dZb6vtuc0Lfg+S7NUMikVDeiACUIBuJRLCysoJMJoPf+Z3faSm/aL1edyUh6PkpwUrdzd6Flny9XwOBQMO+JpPic43Ozc2hu7sb9XodqVTKUQBLtpf93CycvVAoYH5+Hm1tbRgYGEBvby/OnDnjUPT5k2eB2/voRgpdwOd7rq6uOgqw0ENGb182m1WVLHVvHolIJOK6x231O/B0/5Vj9NVXX2F6ehqLi4tKibIsC2NjY67hpIB7SLzbmP7Lf/kvUSwWlaLP86G9vR19fX1ob2/fkhTjTypctVoNa2trsG0bP/vZzxquJUnJuRONRpVSm8vlcO3aNdTrdWU0knshPYc4h/P5vCOvJu/rRgwBjcTZ1NSUg1QsFotq/JeWlhSpaNs2gsGg2sfdEqxznpRKJXg8HoyOjuLjjz9uIEPc2uUGtzHd6X3cCqbF43GV721qagrnzp1DR0eHq0LEMXr48CEKhYLKeczzKhaL4dGjR8hkMrhw4ULT+9C7rVKpwOPxoFAowOv14tKlS4jH47h+/TqePHmC7u5utLe34/LlxvTb+nvGYjG88sorqNVqSKfTah7wrCRR9vXXX+Nv/s2/2XC/J0+eIBgMwuPxOCriSqJRP4dlv8i/xeNxRYRu5VUVj8cxNjbWkNql2T4wPT2Nrq4uvPPOO2hra1N7WS6XcyWB5X0mJyfVXP7pT3/qaLM8K2ZmZrCxsYFAIICVlRXU63V1nWVZyGazGB4ebkoqtlKUUO475XIZkUgEw8PDDnnM7/fjyJEjsCwLbW1tjj6PRCINRGQqlXLNzyn/LuUnPfqFzzxx4kTDXra0tIRsNovz5887vPu5p263dllcplAoIBKJYGxsDPF4HF1dXSiVSg7SfDd7gxu28ux1u+/09LQiH370ox+55h5uFXp76WBAmZVzkyQ0ZRq2Wd+zaWTgZ/y+W15fnof6GmW+fIbQShIxHo+7ymb8zOv1olwuK3mUhq5cLof79+/jD//wDx3Vu7fqk3g8jlAohHK5rOaf3l/ZbBbxeBxHjhxBf3+/wyu2XC7D4/EoAunixYsN92DIPot86XrOdsZMppWxLAsbGxsNpOLa2hpeeeUVtLe3K4LTzfljK+jEMdeHNEoGg0HX82NxcbElUnErD99EIoG5uTkUCgUcP34c/f39ipALhUJIp9PIZrMYGhpCPp9HuVzeljyV87HVwi4yXUQ4HFZynsfjcTWm8axeWFhAqVSCz+fD2NgY0uk0+vr64Pf7YVkWFhcXMTw8jL/4i7/Ydm4eFhhScY9h2/ZvP8Pl8wC+B+BNbIYoK1iW1QHgAoAqNgnB7cBiLF+5tDFoWdYcgA+xmcexWRGWfUehUMCNGzeU8vrJJ58AaFQUWA1rcHCwqXJh23aDMKQLFm5/4//dvhMIBFSS2d2QihLc5G3bxsbGhoPUSKVSyqKmP//11193kIqAs8IrsLmBUuCSZCU35O3cpiV52tfXh87OzqbVg+v1zeqrd+/ehW1vhjm0t7fj1KlTrtbarcIB5HjplvN6vY6lpSUcO3ZMERq2/bRYD0PMJicnMTo62pL7vhupSI9WvZ2VSkUpFolEAkePHm24F9vZ7P0kwuEwAoGAKt6QSCQQjUaVxT2dTjuKLgCb4xyLxRrIclbYkweNtNp7vV7E43F88MEHDuWK4P30vsjn8xgZGUEikcDS0pLyQBgYGEC1WlUVD//dv/t3yvPp7/29v+ewipdKJRUq/Morr6h+mp6ednyPz3ZTYJoRNTvJB/bKK6+gWCw6FA+GM6fTaZw9exYDAwOIx+OYm5tDe3u7EmaB5oU7dCJN/q4rAfwb95BarYbHjx/j448bs0m0ooiUy2U8fvx465ffAq2Qtexjel9cvXpVhbjpOYO8Xi9ef/113LhxA48ePVJklWVZDoUxn88jGo1icXERhUIB/f398Hq96OrqwqlTp7bcp2XbpRclCU4WGiBIaLHQCAkCYFNx39jYQDQaRXd3t/Jwm52dVUrTVuE1uueIW5v13zOZjPJ+euedd1AqlVTV1kgkorwnOjo60N7ejvX1ddezRipxkUhEGZikFzTX6KlTp7C6uop33nkH7733nhpTenizP3nfeDyO9vb2BgGY+1E0GlWGvdu3b+ODDz5wfE8nyeX5/eTJE/Wsx48fbzne+jklFSm3c78VRX0rpUTm5wwEAq5nHQBlEFhYWEAikcBv/uZvut6vWbu22r/0a6SHequQBSSATbkqFAphcXGxaaqSQqGATCaD1dVVhEIhNaYMe+ZZe+bMGVSr1Ya289zlWcX5kc/nlbfl3Nwczp8/j2PHjuEv//Ivt8y1qe9NOpEn008Ui8WGlBmUq9rb2xGLxXDhwoUtSVx9rslneL1eRKNRlaZErnldRnv06BHOnTuH5eVldHR0bCmHSFKwr68PFy9exPDwMNbW1lTaAp088Pv9yvuL1yaTSfyrf/WvkEqlmiqb/G42m20oREcv3WbzdHx8HKOjo1sqspKAXVtbQ3d3t6NghQ4aDGQbdLlrq2gOfi7nycbGhjrbC4UC2traHDl6iXK5rNLwrK2tOUjFycnJhv1Mb0Mmk8Hy8jJCoRBGR0cRCAQwOjqq9hY3uVL+XqvVsLGxgWPHjm3pQSi962ZmZpDL5fD666/ju9/9btN+kf0hvZk2Njb2lFQMh8PI5XKYm5tzFCVhv4yMjKCvr08ZQ/U+icfjimyxLEudQ/pz9JyiEnQqkFW85XXNSMVSqaRks3w+r55NAqxararzcisSiX0dj8eVrhMOhxuiQOr1Om7duoXZ2VlVbGtubg4DAwMYGRlBOp1GW1sb+vv7EY1Gcfz4cfT19TX0RSKRwMOHD7GysrJl3sOzZ882VFSXXv5uCIVC6OzsxJkzZzA9PY3p6Wm89tpruHjxYsvFYdzm/OTkpJp3Xq8XkUjEdU/k2qlWqygUCq57DfUkGkYo6/Gdnjx5gkqlAq/Xi42NDZw+fRrnz59HtVqF3+9X78Hos630B54fy8vLSr9aXFxEd3c3qtUq2traEI1GMTMzg1OnTjn0Qdu2FUfBOctUT/39/chms+jt7XV1JqAcR0eMdDqtPMnj8Th6enowMTGB73znO80H4hDBkIqHC1cB/MfYLKTy/9P+9mMAfQBu2NtXfgYAxsI1O8H4+famsH2EDPVp5uouDycKBoT+/2ZhcW5CurRO6n8rFAoYHx/H0tISLl68iI6ODqysrDQQS25oRRkoFAoOS9LKygoePXqE06dPOzydisWig0DkRtxMcM1ms44DgdctLS2p67nZys05FAqpkMDBwUF1wOnvQu+BdDqt/iY9l9zyQgKt5xmxbVuFwjLXGFEul5VHJIk1Egdbue+Hw2FsbGygv7+/4XmPHj2C3+/HxMQELl++7OhXVuQCnJ6G+ju1Gv5UrVbxZ3/2Z0oZYt4NWlw7OjpUPkcKNvTKTKVS6OrqcoSD6fcvFotKWPL7/bh48SI2NjZw9uzZhu+GQqGGQkbAU8+g9fV19YxgMIhTp04p4YghJ8CmsD02Noaf//zn6h70aAI2BVvmrNKVW4Zs6sKYzPcGbM65+/fvw7ZtfPrppy1VeeWekUqlEIvFXAsEkcy5desWwuEwMpkMPv74420L72yVp6zZuiS5NTMzg4GBARUmqFenl5B7lm3buHnzJlKpFEKhkCO0WL92O2JOwu1d5bz2+Xzo7OxET08P1tbWcP78eYfwF41G8ed//udob29HpVLB/Pw8Ll26hGAwiPfffx8dHR2IxWKYnJzE4uKi8tgjYdHe3u5QzuQ76HuzTiouLy+r4kVSUWP4tdzf6eXO/YMCfiaTQSKRUBXW0+m0w5NtN9CvkwUUFhYW1DrgPiAVZfa9GxHG+8bjcdi2jcHBQZTLZWSzWWVkYX4p3s/j8eDtt992Ff7l/UgkDQ4ONhV8CQq7WynR8v80Gni9Xvj9/gZSUX63VCo1eEtsRSA2e2Y8Ht/2rG6FxCcYTbG4uKg8mN3CyeRcdfu8FVIxlUqp0G9WKdf7Sy8ooxtmpqenVbGT9957D7lcDm1tbYjH446xXF9fR6FQQDQahd/vV+uL7aeS7jYfV1dXHeuuWq0qBZJGUhKN8Xi8pRC+fD6PjY0NWJbleD+3kNxmRT7c5ovbuLpd//DhQ3R3dztkUb/f7zAAF4tFxGIxpNNpHDt2DMPDwyq33sWLF109nW3bRiwWw5MnTwAAIyMj2NjYUB5K0ktWFoixbbshDRCwSc7n83kkk0n09/dv6WnHCt0kU/g9FoFw8wIOh8O4du0a3n//fZw/f155d+nnWy6XU4VdmLrFDZZlNaxrN1KRY+JWJZ1t03+vVCpIp9NqD/ve977XsK9QlmSBp1gspjya1tfX8cEHHzT0wcTEBDo6OvD+++/jwYMHiuxnvk95b2Dz3FleXkZXV1eDIdfn86lIqp/+9KdNiX6mNGGhJuBpvtpmY9yqUVu+m9s+VKvV8OjRIzx+/NghL5XLZfh8Pni9XoyMjKBer6sUBdls1nGekVTk2k0kEoq8yufziMViOHLkCD788MOmYb/SeK2vUc4h6kT6O7qRitlsVkVdyGcWCgV1bkajUcTjcfz6179GIBDA/Pw8zp8/37DHs53SIFEsFhuKRYbDYQSDQdy7dw/5fB6XL19GuVxGKBTCwMCAo4/4Puw7iaWlJbVO9AJ1bEcqlcKZM2ccDjflchnhcBjpdNphKNffgyT58vKyMgh5PB688cYbuHjxotInjhw5ovQF5ibkXHCbk/Pz8wAai+oBzpzdLMpVLpfx3nvvNaQtuXnzpqqy3tnZiYGBAWU0npmZQTabdRgR6NXJ5+5EhguFQhgfH0c0GkUmk1FzjIVtBgcHkUwmkc1m4fF4lAc2sKnzdHV1NaTVaWtrw+TkJGZmZtDZ2YkPPvigYQ/lnOX6ZgE6SW5Xq9WWvJYPAwypeLjwpwD+HwD+tmVZ/9i27YcAYFlWD4D/6pvv/LfyAsuy+gCcB5C3bVsG3X+NTW/Ff2BZ1p/Ztp0S1/xvAbwCIAhgZr9ephVQQGYYLSGVK7kx6F4pbvcj5IanE1TA5mKWB6W89saNG4hEIvD7/cjlcvjggw+Uddfr9WJtbQ0ffvihaxLXrbyBbNuGx+PB+vo6NjY2MD8/j8uXL+Pu3btYW1tDPp/H8ePHlbWanlb6e2zlyaAf1rlcTuVzpILb2dmJtbU15X7OzdC2bVy/fh3pdBrRaLQhRDsej2NkZKTlfCLbERxufcXcbLy2Uqkgn8+js7MT2WzWtRJgs+fU63U8fvy4qfWRHmT0CJTCFD0ppXXSrXpds1xf/G69Xlcha1QQCoWCgwRkbp719XWsra3hxz/+MQBnCDNJlXQ6DcuyVKgQsbCwoCzask94j3p9M79cuVzGwMCAKlwhsbGxgTfeeMMRkqyTaLrgpt9DD2emIK7PJQpjJBHn5+eRzWZx7tw5PH78WIVKMrwB2Kweyjyh24HelpZl4fjx4w0FDjh+rBbY1dWFarXakMdLB72AOjs7FbnHPHf0Pv3www8xMjLiIBMikQjq9Tr6+/uRz+dRq9W2JEi5dj0eDyzLUiSU1+ttIBXd3qvZPSWKxaKq/EtvGCn01Wo1dHZ2KkFIF/IjkYiqgC7Xolw3KysriEajjnUiKxz6fL6GsXEjFYvFolJgSGzx75IEIAGRz+dVCLx8Jr9DxYAkTm9vb9NK8s0UMbc+1fcDXTh0u17fx5oRXswBCEAR8lLYlOdmuVxWHt5ubV1dXcV7772nlHFgk4w6evSoI/WFvtfbtq2UhmZ9oP9OYxbRzCOpXq+r/I9M75HP55tGKASDQdfQscePH+N3fud3XJ/RrJ1uZ6r8vVAo4MiRI8jn81hcXFRpQnTDAIkOvreUYbYiFZn3i4SKZVmKlJNGGTdSUcfS0pIyhP3qV79Sc52hg/SUljk0pQLKNrGapdfrbcglSsKT308kEo51Lf8m99VmqFQqCAQCeO2115TRVaYL0NevTqTSCLgdqeg2HwqFAr788kssLS0pA4n8bq1WQ7FYxJMnT1Aul1Uaj2AwqFI5VCoVDA8PKw9tudYZ3kZC2uv1qtxg+t7SiiK8traGYrGIwcFBR4RCvV5HKBRykB4MO+U7cV5JNNvbgsEg1tbWVF7tn/70p2ocaXQqlUrI5XIoFArqjNcjIZp58umf0VtHD1ffal+s1+sODz0aNeV3+Xyfz4dqtYqlpSUMDAw0zUMciUSQzWYxODiIBw8eqLQZwOY81ddCLpdT+YZPnjzZUFCJhllg09Dj5hkJPJWd5PjoUUk6WiVOyuUy7ty5g2q1is8++6yB2PR6vQiFQqpSOHP2rq+vI5vNOgpI+Hw+5HI5pNNpRx9WKhVHpMDs7KwyWtDhIJ1Oq1RGbtjY2FDnj8wDLKHPXz3Hq8Tdu3exsbGBWCymCiZKjzI+88qVK2rt0/P2xIkTDgLZzWhE0l7uGZZlqeJhlUoFyWRS5cS1LAsdHR0OL1LmdySJyL9J5w23Ctazs7MAgL/6q79Cd3e3IvV9Ph/y+Tzm5ubwySefKP3PLb0Ao9wAKM9KYHMP//TTTwE8zW8djUZVTt+3334bvb29jqKPNCBtleNbypfLy8tKftHTluTzeTx8+FD1HY0HhUIBsVhMyS3SY53EnJ4+qhlI9B47dkztIZTVaQiqVqtKHikUCiqEWu7bqVQKo6OjKBaLjnFqa2tT0VH0qOTZeOnSJXR0dDj2ZY4LveQ7OzsRi8VQq9W2jKA5TDCk4iGCbdtpy7L+U2ySi9csy/pjAHEAv4/NMOU/BfAn2mWfYjPE+TqA3xKf/zfY9Hp8H8CCZVl/js1cjB8B+BmAGoD/vW3bOyt7tQ+QIcayCp1t2w1KXjMyjUqsm5Ji27ay1BJSSAkEAhgfH1cbKOC0sDB0ol6vY2VlBQ8fPlThN27Wla02MgphFDAY8spNvVKpOJTnZDLZQCrupKoz8FRQW1xcRCaTQTgcxtDQECYnJxtyWpAw6e3tVW3RBfJisYgHDx5gZWUFFy5cUAdJb28vhoaGti1cIQ8Vva/k79zYHz16pMizrRT7Wq0Gj8eDcrmM06dPo6enxzUvoBtoPdTb29PTg8XFReXxJiv9WpalvCTd2sN7xWIxZaWlkOH1eh3vynvowrSufPOA6+zsxNLSklIC6f7/zjvvNHhs8r3o0QRs5q/s7e3F4uIiOjs7lXdrJpNp8Chpa2tDsVjEwsICYrGYqk46OjqK/v5+B6kRj8cbEqIz31JPT48SVCuVCr788ku0t7ejv78fqVRKKULr6+vKM7K9vd2RQ8zN8ukGy7KUdy6w6ZEqvSn5nXK5rN6rVeUuFAqhVCohnU4jFoup3J5+vx+jo6M4cuQIvv76a/z85z9X92BOO9u2lVDXzJuJqNVqmJqaQrFYdITs6MKaG/FDBINBxGIx1e/ymcViEVeuXMHo6CguX76Mn//85xgeHnaEypIQabbvNttTpTWWBKp+fT6fVzmaPvnkE/T29roSYNIwQugViavVqlJ86vU6Ojo61DVuYZIkEQEn6Sf/z+cnEgmsrq6io6MD7777bkMfJJNJrKys4NixY1vmA2sG7hV8ByohgNNz1+/3O/qoWCyqgk660k0Bmfd224fX19dd88rxLGYuQjcFwS10lPNkcnIS8/Pz+MEPfoA33nhDhamzDz/66KOmxE8mk1FFqzKZDC5dugSfz4fLly+79qscL4YrjY6ONgj9zfpdQnpHyfxfOvHo8/mUx3ZPT4/ySiLJyzaVy2Wsrq4iHA4jFAqpnHnvvvuuQ1FdXV1FsVhURhVeL9cQPdmbKZg6ZGiZz+dT52c2m0WxWGwYv1Kp1EDaEcViUYXDtrW1YXR0VM1DaXDTc1JWq1Wsra0hl8vh1VdfdW2zvAcVsmAwqNZuNBrF3/pbf8uxX1arVUxNTaFcLjsUcxYwY7+Vy2V1BrmRivKzZDLpII1kcSI+2+PxIBKJNMgT9HgHNuW5U6dOYXZ2Ful0Gt/73veQSqUwMzPjMKqRpOQzmp07nM96LjC3yAlg85wLBoOKbGD73Pqd77YV0R2Px9U5evbsWcTjceWdqj+f64Gypg79OW5nijSAEsyJ5vZMNxJfRjPRq07uscDTXK59fX3o6+vD+Pg4UqmUkltIosr+073JuUdbloVcLqdycB8/fhyRSKQpCdDK+UB9o62tDZlMxjWqQ/ZjK8+Znp5W+tTDhw/xW7/1W46/S10rk8lgbW0NyWTSEY7PcGE6d1D2LxQK6OzsRDgcRjwex5tvvolareaQDWV7stmsYx5RJpaEfiqVQiqVwo9+9KOGd5PpgdLptPKmTCaTDkM7Q0s59ix8oe/puVwO+Xxe5cck6C2u97Wcy5lMBkeOHGkgFaXRo1wuq/kFbOq5eiE7ynGhUEjJEZSvKpUKEokEqtWqIqtzuRz6+voUaXvx4kUUi0UlS3PO0yMzk8lgfn4eZ86cUQb7trY2R8TE7Ows3nzzTTx+/BjRaBRvvfWWStcEwFEkjMX/6CBD8pvRJ1Iv1gl+9qWb9x31/kQi0bDXZjIZLC0toa2tzeElK+9dr9cdRW6ATVlTGsGIu3fvKq96rjG2jzkxbXvTYObz+RAKhVAsFvHee++5rkWOvdfrxfDwcINX4srKiqpBMDw8jDNnzjiqgDPPZ6lUUuchvXN1OfawwpCKhwy2bf+PlmX9BMB/AeAPAfQAWALwDwD8v+0WNRbbtrOWZf3wm+v+FwD+DoAuABEA/w7A/9O27fv78Ao7glRigE236Z6eHpVnbqsE7RJumxMPgKWlJUWoEbqiTiuS2zOq1SrC4TBWVlZU1S9WnLp16xYSiQR+9rOfYXBwUN2HnjDyGQBU7hFaXZptTBIMk2WOBjc06xcepnRdZ54dt+q2wFMPAwoM9DCQgvjCwgKy2axSrljBlF5YuuLdLPmvbdsqNHZoaAhtbW2OBL8ysXIkEsHIyAjy+bzqO4YL8ECYmZlBLBbD0NAQxsfHW65QvR1ItFJ4yWazGBkZwfr6On75y1/izJkzuHDhgsPrjGECwCYpQct2KBRCOBxuUBJIHJBAq9fryOfzSCQSqnIhFSgKR/TgDIfDSKVSWFxcRH9/v6qqLAVr9inBPuXhRVKRRUXkGGWzWUxNTalQFhJE09PTOH78uPLuXFlZwdTUlCo4QyU0Go2iq6sL9Xodb7zxBvr6+lSBhKNHj6pKijo4ZykkED6fD+vr67hw4YIjVcBWaLY+aMQAGj0C9GskWUAjhsfjwZkzZxAOhxuU5oWFBVy6dAnA0/xWwKZ3rFveKf15xWLRUfiCxKBMb1CpVHDjxg2sr6/jBz/4AS5fvqzGO51OK4Hf6/Xik08+cSgg4+PjmJqaUuPU09ODn/zkJ7AsS+WPA56SqMVi0TFOqVQK+XzekWuRxIdOxrgpg0ycffToUSSTyQbPJ/4/mUwqrxyCXuNUuAqFgiJBZf5VEv9uxZy2q5jN54dCIWUp1yvw1Wo1/PrXv0YwGEQ4HMann37a8K7b5Xrl/kXiaWNjA4VCQSloIyMjKJVKaGtra6iMyn1a994uFouOMEwqF4wIoOIlPdQZutrT04OBgQH4/X41p2OxGIaHh1XBEpK3uoeUbW964g8ODioDRSAQUDkgy+UygsGgq9daPB5HLBaDZVk4evSoIpPdcvvy/6VSCfF4XHkPslDZL37xC/zyl7/E22+/jaNHjyIejyOZTKJUKuHYsWOuSekTiQS+/PJLpaS98sorjjnCvub+5/F4kM1mcePGDVy4cAEff/wxXnnlFZW+Y3V1VYVnffnllyoM+dGjR0pRzufzCIVCWF5edsxpN0glVXpGueVNkznHmhHlOrxer1JYdS/AtbU1tY4ymQzeffddJVuEw2FMTk6iUqk4FHaeL/QMGxkZwdraGl599VXluZrL5ZSxhXuoJMEqlQpSqZTjHdbX11XOVvnukUgEvb29iqxgjjRgc57Mzs7Csiy1huR84pjGYjFHaGy9Xsf09DQGBgbUWeMWKcH7BYNB1Uf1eh3Xr1/H6dOnkU6nXSvOp1Ip/OpXv3KkhdA9/Vnxm3lWud9RpohGo8hmszh+/LgjhB2Akg/093WDNPbyu+l0Wl3f0dHR1OuZ3m0ejwevvvqqay68np4eJXPSwNnW1oYTJ06od+G5zvdkcR6eec0MJMDmuRoOh3Hy5Ek1LpIoK5fLaG9vR1tbGwqFAq5fv47Ozk5VXCabzSISiTQ4CRB8d/avx+NRZ4zbXGJRO91w32wceP/l5WV4PB7E43G8+uqrru/sdt12WF5edo0KoF6wtLSEubk5TE5OolAo4NVXX0U4HFZ7McEIJulBnc/n0d7ejq6uLpWneqsoDOp47A+/36/Od2mQ1lNikXBKpVKKUON6YeTZhQsXsLKygng83vCuhJsBhZ7acq/hniwjxwDnHkB5XI6Dm2euLh8Wi0X09PQomYkpFUKhEDo6OlTaEhLjJJWy2azaf2X7AShnhXg87giXD4fDOH/+PPL5PL7++muVE1gPB5f9fP36dZw8eVLJU3Nzc460IjJ1E/tleXkZly5daih2ItFs/wQ2ZYB//s//OSzLwpkzZ1wN748ePUJ/f7/Ka0pQH2If9vX1KRnI6/Wir68PH374ofo+jZ3A0/QE1jcFpdjPfGYmk1HkNPUteR+9jfl8XqUuk/27tLSEnp4eDA0NIZ1O48yZM8oLkimpaOArlUrKOArANQ3GYYQhFQ8hbNu+BaCxtJ37d68BcDXH25tVnf+v3/x7IVAqlRAIBBAIBBShIDd13bpJzy+35Oa8PplMqpBRYFO4SKfTKmwDgBICjh492iDUpVIp9Pf34+HDhyq3DkPrRkZG4PP5cO3aNbz77ruKcGOetmw2i9dff10JRfSgun79Ol577TVl2QWeCivyHTKZDDwej2u4o1TAmYNJV5Qsy8LNmzcxMTHhEGp5jds9a7UaCoWCskrqORqZxBzYtH7Kg4H9yUIhsrqxDuZwYa7KN954w0EqAlCkI8Oh+vr6kM/nVfLbSqWickVNT0+jUCjg1KlTLQvSwKaQxHAPtwqO6XRaeaUBUPk2mEQ3nU7jzp07+NnPfoZoNIqjR486wkGJcrkMv9+vrIlyTJmnqb+/HwMDA4rEpFBMkrG7uxu5XA4dHR2IRCJKGA6FQsrjldZEKXRQ+JXvNTc3h0qlot45k8koDws5ntVqFfF4HJFIBENDQ4pUo/BMrwgeerQWer1edHd3o6OjAydOnFAKY19fHxYXF5VV2C3nSzqdxtdff42Ojg4EAgFlWa3X66pQSTQaxS9+8QvXMXXz/Gglb99W86VWq2F1dVV5EcTjcZw+fVqFkWezWZw8eVLl7Hvy5Al6e3tdc15RkNgKWxkKiIWFBQQCAbWWLl686LC0Ekw8LdfyysqKyr+3vLyM999/H16vVxl6SEjICrjhcBhdXV0YHBxEKBRCT08PVlZWVE4qEkGyynIzpUf+zc2LSSqLOorFIoLBoDKC6HuZHOtKpaIERnnvaDSKnp4eR0oFtqdQKGB1dVV5tJAE063FT548wfr6uqpk2syjk/dOp9NYX193FLGxbVt5w/NsooBM8o7eMPr+Ti9iPf+c3ofMJcZx4/Nl5eNkMomuri6lEFJZAp6OTzQaRT6fx/z8PI4ePYoLFy6gt7cXyWQSa2tr6OjoUJVQ2Q6ev2zL7OysUjj5GYVo9oVsPz3mJycnHZ/TWLa2toZEIqFyndn2ZjGGoaEhTE1N4a233lIKc3t7O15//XXE43G8//77DWM1PT2NmZkZjI6OYmpqCplMBn/wB3/geC5ljlwuh2w2qzy0FhcXlTGUpB2NbdFoVK03STKQ/OP8LRaLymDBtTcwMODIMViv19XeCEDJJIFAANlsFidOnFA5nuTYyf9PTExAh9wvJGkFQBn1WEWTc2ZsbAzT09NKyert7VXykx5lUq1WEQgEMDg4iHA4rN65UCgoYlGGKBKSWM7lcgiFQujv78ejR49w/vx5VCoV+P1+VVSN55l8n+XlZUXWJhIJ11xpuVwOq6urDuMG3yGRSGB9fb1B0aXHoG1vev6mUikEg0HHmcp9QZcrAeCv//qv1dojaet2Tvl8PmWgWltbU98pl8sqFUE0GsX777/v2Fto4G6FeHIjQiSkUhuJRBThQyX66NGjKJfLuHLlCt58882GM0/37rLtzfzZFy9eVMZJ294MiSTRxP73er1bRujk83ksLCyoM4WhkdJ7jCHafJehoSH09fXB4/Hg448/VjLVhQsXXPtCJ+eZmkDfk2nwZSjx7OwsMpkM2tvbXfNby+sAqFQh3Pf4PBo7NjY2lMHx2LFjTYtq6ETnwsIC8vk84vG4I03O6uoq7t69ixs3bqgiFfF4XBUG0fNkRqNRlcKlUCiocaXeQM82acijlx2NDvp5zDBnypPHjx9X5JWUXUnwUPbkT+qJ6XQaU1NTmJ+fh23buH37tiNs281oKfuf9+LvzO3I1DB8T93rloQT+0t6JQJQ+U/1YjKJREKFzfJ3to9F5JgqiSiVSo4Ky+xLyt06pDGMOqDX60UymcTZs2cd70UwCoLPe/DggZKZ+vv7lVzPfifcPDl1T2muLbf2/of/8B/g8XjQ19eH1dVVpS8R4XAYv/zlLzE6Oorjx48rb9hyuYyVlRUMDg6qMGXKO1zz+XzekXt/fn4ei4uLqFarmJ2dRXt7uzJkcJ3SqYVrgNFNbu+s/9+yLMee7/f7FYHP886yLEVAsv8ZicY8m5yrreiyhwGGVDQ4VCgWi+pgozdhrfa0orEM9arVNiuq3bhxA6+++qqD1QeeKgC2baOzs1MJBTLfj7QQF4tFV8FFHjKy0qHuwXft2jXY9mYCfSrCiUQCs7OzuHjxohI8A4EAKpUKPB4Pjh8/3kD6FAoFfOc738Hc3BwymQx6e3sxPT3tGk7BpLTxeFyVtZd9EA6HMTo6qrxXGFLKvslkMqpqGJ9fLBYdHii6FyjDSyzLUjma5IFUKBTU+4fDYceBLNvGpLfhcBgej0dZPOX3+Dvd3XXBnILK8vKycle/deuWIqG224hrtRqWl5eVQsH8XPp3KCQwl6HMMWNZFpaXl5VS3NPTg9/8zd90HDwMGw6Hw0pJlB44JEipzIXDYfT09DhyZ+l5qShYSO8O5t6TQrGelxSACpHI5XJKwQ8EAoro6+7uVkRGe3s7IpGIgzwi4cB2X716tUEA5jxLp9M4ceIEstlsQ/VeAA2hrWwLx8Lr9bY8noReNdayLNy/73TM1skXeoZ2dXW5hrEmEglsbGyoogflchmdnZ0qdyKTRPt8PhXyPjQ0hGAw2CA8uVUT15/XTJDI5XIq1Hp1ddUhdJC8ABo95OQaXV9fx9LSEhKJhJorDDutVCquidAlkSO9ryXxXSqVlILPVAQ0ysh9m4Iu77tdKLj+2eLiogrfdcvPxP6goUWGKPJdZ2dnMTo6qhS+vr4+RbJOTk4iFArh5MmTCAaDSvjWqw9ubGyoZ8q8dRIkX3O5nFrXDI9he2R+yHK5rMaEZxbfkx6LJOH08U0kEshms6o/bdtWXsxyDCV5CjQWRuDv9KDm+zIHJr2lmFOTCIfDrmNHj0UK0e+8847ybqXhSB9j2d7FxcUGQleSVnrhGLn3Li8vo1qtKhJkcXER7777rsq3yf7o6upCJBJxPM+yLEXa6G3LZrPqbOR8plf20tKSoygG52MgEMDU1BR+4zd+Az6fDx6PBz09PQgGg8o4QA8HGlPp0cA9jWcWQwyvXLmiCn8AUB4v3F+4V/MMC4fDDmKTBiu3olH0JmYhqx/96EeOcCx6inDOkpQGnISObdu4c+cOOjo6sLS05PB4KZVKan/Q0xoAm2cB95uNjQ14vV4MDg4im83iq6++UqRKvV5v6nksPdLd5lq1WsWdO3eQyWRQKBTUe7Gg1urqKo4ePQq/39/gpcTQSc4FuX/q55o0kDM/MsEoGK5JFgyoVCrKUAk4U4DIvaZUKqk56fP5UC6XVfVRCSrh8nyRe5qE7CNG4QwMDODu3bsOZb9YLDqIlVKp5CBnSXrwd8qeNIq2tbUpUpH7i1xbyWQSs7OzGBwcdJB48tyjrJHJZHD9+nVYloVoNKrSSbCYzNDQEAqFArq6utQanZmZcVRXZfqFzs5O3L59G/F4HOFwGPV6HUePHkUqlVL7l2wHsHm2yz0xnU5jYmICw8PDGB0ddVQSl6Asp/c/iY47d+7A5/M5oh70Z7mNH4vv8d6MQCJisZgisyi30Wjidj8amZmfksYPrn8ADpKE95VygiQV5Rwj6dnV1aUcBhiWSsjQfYJFHBcWFlR/xGIxPHz4EIuLiyqdDuUB+f70YK1UKmrd8Bzt7e1VhgTKU6yqrI8Rz7I/+ZM/ceQ+Zluoy3C+c2yY3oBjo/dZsVhUhhXub8vLy0oXKRaLOH78+Japodra2hpSB9EbX35PPltCpmuQ+gHvzc9ZYEgveEkDrg7KIXTSmJiYUP2mf58Rgp2dnZicnMSbb76p1gwNHtwruEdIIlU+L51OY25uDg8fPkQ4HEZfX58y6mSzWdRqNYyMjCAajao9vq2tTVXs5priPanzkORkEUZpiOC6k0YeGh2lMZpyH3PU0oPXtu2mBZ4OEwypaHCoQAKEmzKTUFOBKpfLiuln4vRAIIBqteqo0AdsbuR64nGgsaIyEQ6H0dHRAZ/P19CuZDKp8ukxn5AkawqFAqamppBOp/GDH/zAcR2td8ViUZEwxWJRHW48ILkR0/pHrwXmmaJCWa9vJilfWlpCMplEJpNRQncmk3GEswaDQbzzzjsNZB494/7xP/7HKJVKWFlZUeGVcnOTlkC3wi2WZSEWi6lN9ty5cy3nfKxWq6od9fpmsm23/GcSOvkgLcUUWmzbVqTmdiSUFFz5kx5FFP4ZysS+yGQy8Hq9Kh/J0NAQvvrqK5w7dw5DQ0N46623MD8/r8ZLPofQCWlg+8IvbigWi8pTh/2hw63PWCSGhCS/QwXyzJkzSCaTar2xCjWroNHzKRgMoq+vD1999RV8Ph9+//d/Xz1TP1Q5p6emphAIBFTYk17tGXB6BUi45WVyg65cWpbVEPInD3eGXtLLoru7W1kuGeLPpNIkIAcGBhThyfHZ2NiAbW8WsqDi7ua91izPVbFYdAhscm5wDq6uriKfz6t/+j0YPiPz+lDgBTZDPW7duqUSQDOMaWZmBq+//rrKL0kBkQK1LsTzvuzDWCymvAjy+TzGx8dx/PhxFdIKwEFoyXHXQ1zluzOEVCrHGxsbqg3MhST7gOAalO/Pe6bTaUfYP40vjx49AvDUe46GLemtOD4+jvb2dteQeUk0yndivhyfz4darYaTJ09iaGiooZALjWmdnZ2KqKWFnXscC4RQ8K7X64hEIsrDgFb6np4eLC8vN5CGuke43lYdOpFC6IXT3EKVASgvb+6fExMTOHHiBN544w34/X41NtLQwFAgGQJHLw1JpLt5gVFhYzi0XG8ej0el6KD3LQBlHKjVaojFYmqPfvjwId577z1133q9rsLr2P+SMF9YWEAikVDnoK4Ax+NxfP7559jY2ECtVsOrr76qPNVIfMg5LMl3/cxgSgLdU5eh9PRaI9lbr2/m5gyFQipHMIkYnvGyrxOJBOLxuDKoTkxM4KOPPlLtohewbvDic7gumS6mUCioc5OkOvcphpXRu5uQXv8rKyuOnHkkNk6ePIlUKoV4PK48WORZuLq6qvI9u81xegMx3Hp9fd3hPRyNRvHGG2/g7NmzSCQSyqBEDyx9HdVqNfh8PhQKBVy4cEE9MxaLKQ8w9hOwKWPQey+TyWB5eRn9/f04evSoImBSqZRrWDFBhToWiynFOpfLOc4SEmw0CpRKJYyPj6Ozs1N9j8V5BgcHHXmRvV4vHj16pAgNqVTLyJJmnpF+v18Zskjeu4XI8twl6C3EQhN6eLJsB+WOYrGo0g9Q3q1Wq8rQ14zA5tgtLi4qIzcrplMuL5VK6OjocE25ROKDcn0ikcD8/LxaP/Pz82rvqVarWF5eRnt7Oy5evNgQQivbNTk5qcZG/7tc+8wHyoiSK1euIBwOK4KXhLdcG9xf2WZ9L5ZnHOcR9w56HkqynPnHATjy8XFNMuxdygRSj+Kzqce4EXiUqeRPr9erokI4v5lKxOPxqM97enowPDysyFASqcwfyTnDHLjcf6TnpN4m/lxaWsLq6iqOHTumCDC+O/uI8hRDmm3bVl7I8p7RaBSnT5+G1+tVezyL5sViMQwMDDjkHpk2Q5LIPAtl6iyOsb6OSepHo1EHeR+JRJTsQe/so0ePYnp6Wo0fC1n6/X7H+2SzWeRyOVdSkZ7FMzMzSCaTSrYFoIwM8p14RgJPvT/lWqxWqyrFC9P4uO338Xhc6a6lUgmZTEblOqxUKmp/B6CiRSqVirpvOBxWnrGLi4uIRCKIRCIqJVg+n8fZs2eVwZR9S9JR17F5drFv6Q0pUw719fVtW+zsMMCQigYHCn3Bk7iR3oS0WHHzp4JQLpdV2IVt28pqw40qk8k0JIvlRgM4DzO6IFMoawYKFPl8Hh0dHejo6FAhkKxe+Jd/+Zcol8vo6+tTOUdSqZRSDmkJsSyroZIysFlpy7IsVZWLCi0Pu9HRUaUQ8/CVyo1UlqXrv+wzYDN0r7OzExcuXFAeSPJ50guI3mQyDJaHO8fD7/ercdOtkG5WNAp5tDKRRJbXuVluJaRHjk4m6MhkMvD7/Thy5IiyZuqu67a9mTNDEpT0/OEzarWaEtxkOE1bWxsqlQqePHmCmzdvIpFIKKJWB3O90eNNgmvA7X31Q5b/+L6BQMBhfdTf0e0e+t9TqRTa2tqQz+cVeS7HhUQ3lRJZ8VE/xAcGBhwhHSsrK0oQ4nN18pHv0dXV1TS/UbN3c3vHra7lHsCQU66DY8eOIZ/Pw+v14o033sDi4qKyGEthq17fzHfD+ZRKpTA4OKi+KwVRCbd8qqwKPzAw0BBmx7BKadmcnZ1FKBRS+wWfw3mlj+3a2hpGR0dx7949lbSduS6Bp8ob8LSISiKRQFtbm8Orjv84rgxbYqL69vZ2FWoyOTmJvr4+JWDLdBNua1dXXrin0ivu9OnTam4CUEnIpddTW1ubI1m7HCveWydJ+bk8d3gNK/RRoLt27ZpSoEhAcoykMO8Gjg0AlYNQgkYhKmC8l1RIJMFZKBQwMjKCTCaDZDKp9lSmc+jo6MDJkycb9hOfz4f333/fUXlQ/l2CRgj9b82ucVO65O8U0jc2NlR4EtNkkCBmVdFyuYy7d+/i+9//PpLJJBYWFrCxseEgHqicVatVlfeOQj/Ti8jnk2DVSTR6zjPvLT3TmeuXex+LplQqFeXhyPOhWCwqA0wmk8Hw8HBD/yQSCUxOTqKnpweVSkVFZlCZkKklADgKtEhFmu+gr3P+jQoS8LQAXLVahdfrVSG0TDPD79PzGYAi2eQ9STDyufKc1J+dy+UUiUeFM5PJKAPP+fPn1ZohUUgv6GKxqEKUfT4f+vv7USgUHIqzrFy9sbGhPI3Hx8extrYGy7Jw8eJFnDlzRnmqNjuPOb7RaFTJkfRi7u3txcDAgDKwMP0LQ+F4vRyXZDKpUpLQSAM4jYuLi4uYm5tTpCVDWrkHsdiULJ4l9xY9RLdSqWBjYwNtbW2qYIjcpwEoA3VHR4cKs+3q6kImk1FnGFNfzM/P4/LlywCcBluv14tz5841lVGAxuru0nhMz07pLCA9sylbyrnE6to0bJ85c0bNLT39AwC1p0SjUUcRNp5rnZ2dDUXG+Dx6JAJQ5/H6+jry+Twsy8LAwIDai/V3pwFtaWkJ0WhU5ZM9evQo+vr6VLoE4Gmud2DTCEqySF/LOnHYrK/Hx8fx53/+56p4FCNqgsGg2l9oyKD3FvuAeyidIDgWHHvpIeXmUck2SK9FN9D5QJKK0mhEg357e7vS6/T+iEQiyrsyl8up8efey/x0PFOk1xfPZ8qpfP9qtYpkMqkMEvRaI6EaDAYdXrJu+229vplGhgaiZjIon8vzh+tweHhY7f2hUAjlchljY2OK+OR5Q/lB3wukMZPGqUgkot5XRu94vV61JuQ65p5Kso5gP1Srm7lwmc++vb0dXq9X7d9u55FModTZ2YnTp0871uPMzIwiAhlqTMKOEUpsn23bKjounU6rnLp8Ho1D3Fe8Xq8iHWWatL6+PoeOyIiarq4uVKubhYioR1HGpDx27NgxZSTweDxYXV1VufxpNGJ0wMrKijJaMvezzAPO95LGKUYM8X2TySSOHDnSkk5zGGBIRYNDBempyMOJSg0VajL29FAgiba6uqpyKdCDTW7CkuwipBDI5zBUOplMKoKFiz0cDjd4P/Iny813dnYqSwg36lgs5jhIufEmEgnMzc0BeJqYWuYJk3lVIpGI+ptuDZYknM/nU15ox48fV+QA+1WC/UoyhZYzbqI8WHK5HIaGhlRFtmPHjinFgYddvV5Hb28vlpaWHJYqChE6arUaIpGIIovj8TgWFxeV54okfeX7yc01HA478oIQbgovc/+lUimMjIygq6urwWOMihJJEh4oulU7n89jcHBQedRQWWDoGcdMhqrooMWKyeHZhxRc3A6R7Q4WOW46QeMGSd5Q2ZbkDw9H2WYpbNTrdRUy6vYsKuQkQuipIuHmqZhOp1XF6K3eX8/30+x7ettpMV9aWmpIBh6LxXD06FFEo1Gk02nHHNG9orimdKVf/5s+j2kkGR8fR0dHBy5duqQUN76TTnhPTU2pXC+5XA6pVEoZCbgnpVIpBAIBfPjhhw3eafRIunPnjponFBbpYcIqljRW1Ot1tQdLMJ9SR0eHIkUojEsFj1XhOcf0ecL+oKClj6E0mFAg5HwhgSb7mutHT2uhh8zJtAqyj5kPMhqNIpfLKaFVzifpbeT1etV3uDcxH2IymWxIFK+fP/pcopcLz45mSoS8H/dRrlUZ4hWLxbC+vu4wOtGoBTR6UJM0IinL3MNdXV3o7u5Gf3+/KtpDwTwWiykhW+bJ4710gpG5Yev1ujIq8dyhl6YM+aESzvxwPIPojcxn8lkkrY4eParIfbfoA1354dhyz2cYE59bq9Wwvr6u8jNzzpHcYPvZP828ralsnDp1SilRzOkkx0b2G4shybbLOUFlmfIH/y73buk5z2ulB0UqlUIul3M8h/1DT0R+Xyc39fby/Jaeq9tFMPBdeF9eWygU8Fd/9VdIJBJK+ero6HCcDTRuRSIRLC8vq3Bar9eL06dPIxAIIJVKOTynAoGAyqEojYV8NhVl6VlCeYV9Ivd3OZck+RkIBNDb26vWA//Rc4hRD5zb7As+u62tDX6/XxEjEnI/oazY1dXVEIFBTzuOLWVdKtF8V+7plUpFFT3hGDB0n+G7wWCwqXedfv66FQtiH/L8efToEUKhEE6dOuXqwcgK4yyayMgkj8fTEPlh208L//Ac4/okqSifIYk7OWdJSDH8keci54weUcA+jsfjijyltzuNKcCmge+v//qvMTIygtHRUUxPT+POnTuK2JMh/boRQQffkYUkC4UCksmkSqPDd2KRPeApccrIIBb7oXcuZUB9vvFd5VlEjyq2UeaBk23kXObnTJ8kPSGZr1zmAGYfzM/P4+HDh0q/I8nPtcfP0um08o7jc3km9/f3o6ury9F+N3JNgiH0nZ2dOH/+vArn1cHnAM4QaXmWS8O7zCnIfHuJRAL5fF4R/Kw2T3mno6MDbW1trsUv5VqvVqvKI/zx48dKppVjBmwa/aXnH51mqPOSOGOBH5kai+ckx435nSuVisOhgt6fvb296nwnZmdnEYvFVC76arWqCNBaraaIUulAU6lsVuTmOSfnGueB9LBmGgRgc6+wLAvZbBaXLl1yXMd3px7P/YD9z/2A4DjSC5R6kJxH8/PzSKVSStbhnOXvAByewzKdAPdFpp1wm3OHEYZUNHiuqNVq8Hg86OjocISFENlsViW8piWEhxgXdCgUUhYlWpL9fr8KTQGeus9LpYwEJK2kEslkUikyrDZYr9dVuAAtnJIYJGS4gBQy5IZFYYMkADePbDarXPSz2awSSKgE8cBlvo/Ozk5EIhGcOnWqoYAKn2Pbm16bDOW+ffu2a75IErDMt3Hy5EnlKcO8XfJgBDbDDplPkJZVkhwkD/jPLRGvHG+GqHBzrVQqGBsbw9LSkgpn0ucHlbaenh6VA4sKPBP18zmLi4vKUiyrhPHd29raVFET2T7OK96XliOC70ShjB4FVLzoTk+PNXlv5iMheTAwMODIRcQ50cxD001g1/uYVlZ+Lx6PY3l52XEv/X4UgoFNIYDeb7ryyJA/qcRmMhncuHFDhdEz7IsebPV63aGgcG1ls1nlhdGM9GSVaB0sYDQ2NoZz586p3KT5fN5RIZdVKVkk4ciRI3jjjTcwMTGBeDyuwh8p8LOiKsl2oLESarNx4U9aNIPBoFLuJPHAds3NzamKunplUAr30kNA5jmi0KqPPdcSPTSocPT09CAQCGB8fNwhIEkCYXp6Gt3d3co7kJDejLJ9fN9UKoXx8XHlmSP7g3sSFVjpccP9mf2by+VUgQO2j/uNm5IqCRPu1dVqVe0P0sLf1dWFY8eOwbY3SXy9Yq4Mj2exGhJqOqTwTtBzYmNjA8PDw5idnUWtVnPMXe4X9MLQyVom4udnW3l8cG+mtxTXorwfiXwqaQBUWgcWjHEjvugxValUHJ5q0guVXmMkp0OhEILBoMpVdvToUXR3d+PevXsOD056z7DCtCSQmJOIhgg+l2QMjV6ZTEYRRG4KrA6SxTru37/vGN9SqaQKeuhh3az+GAwGYVkWuru7HSSNJPGk8sHwYNm3zH3HPH3JZBKBQMCR61gn7PhMPkuur3q9rkJmbdtuIAXpCa5ft7a2pr7H6th+v1+lbZD7i/zZ09OjCuoxZIzgM1j5+9ixY+jo6FBhZoQ8n/h+zc41EolUsEqlklo7cm5zvVMBp7JML3Rgc188cuQIvF4vFhYWVH5BRmJQIef4c0yoxDN6hEorycFEIoHu7m7XomPMARkIBJQB98iRIw7inO2Xno/xeByDg4NqT25vb4ff73d4Yct9mflsSdjrZ3y1WnUljPmTIfM0SA8ODqqcnyShKpWKyjF779491xyqPIcZgv3mm282jK9sHw34rG7PfpFzA4AizAAog1oqlVLeP/L+JCpIMMn1mc/nlUGE86Jer6sIJbnvUgYgSSxJMZKwtm2r6AuuGZkrk3If81tms1lMTEwokry3t1fJDJlMRuXfk/J3Op1uIPhkX+qecfr+QbKGcykWi+HXv/41wuGwCjHm8yjH6rmT5fvI9tGDkwYJGsXks9PptJK5M5kMlpaWMDAwoPK583tyrPSxmZmZgc/nU7lh9Sgsjl0sFmvIZQc8Jdb1kGqiWfohr9eLkydPolwuY319vaFv9XXEeUHjmCSIgKee+jJ0mWcGHRRYcEQasanLHjlyBMeOHXN4IDfLUVkqlfD48WOk02m8+uqrjqrb0jkAQEMuRGAz3YTX61WGa33P5vpjnQAadmQf0kmHcrnMubu2tuaQ/6SsLdPa0FBM3YFGTWnkApxh5uwLSWJOTk7inXfeQbFYVDI3CWfbttV6r9fr6nxz0/2Ap3oBHXZoxJCgNy3w1KhPwzfPtJWVFaXr6kXq+F7M976VnHNYYEhFg+cKj8ejEp93dnaqHFDcPDwej1qsMswLeKrEtbe3q0UoF51bEQ9JblBo0L2t+CzgqZBOq1pnZ6dKls3DUq/cGolEGqoJunnmyXxQElTupLCik13A08qQ9EAhUcYDi1ZjSeYx3IICmRRIo9GoY/NNp9MIhULKM4V9wQNLt0jyJ93V+ZkkFUlOuuWCWFpachz+tCLTK5TWVn18eAB3dXWpcDWGKgBPlfOvvvpKeQ5KooljMTc3h5WVFRXKY9s2vv76a5VvSuYrk+B786Dj3AuFQjh79mzD3NKvS6fTSsDJZrNKkJL9ygqSbnNV3s/Ni4y/02uDVvVmYFgtwWqmbpXHJNHAn6lUCn6/Hz09Pfjiiy8cXgFU8HjYsz9ZGRwALl++7HpY8jM3Cx0TagObVdyOHz+OxcVFVRSEZHAwGFQC/ZEjR9DW1gaPx6PW4ZdffonFxUWVrPnVV19FNpuF1+tVhB7nVbFYVKE5vb29ShCRBCsFrVKppBRRnVgAGj3EZDh0rbaZN7FcLjfMQdmHtv2UzNcRDocRDAaxurqq9tk33njDUcGTfcznJhIJZVCIRqMNAg7bJtvBfUNarEmesZI4+6Wjo0N5O+lFNrq7uzE0NOQIT1xdXVVFbyTJQ4OM7NNSqaQIAc5R6XVJAkKGweiQ5ARJD93jR44F/8Z8t729vQgGg3j99ddVP0mPt3A4rNZjd3c3RkdHHfean593GFjYXzpIXJEA4HlFxZT9IhV5tpVe2u3t7bhy5YqjCqhOenNv6urqchRd4r1pFGB76cFHTx6ek1RkpUcKFS6eLzrkflWtVnH79m2sr68jFospA1k+n8fp06ebKttcr257Cz0GpDcCvVu4nnn+1eubYWp+v1+dmTxHGZrJ9pIYYGhnvV53GP+oEDPNiFQk5XnJvV3vE0kK8nlMWyL7Vn7P7fyQ+z3JYJ7vfL4kYuW9BwYGsLq6qrxhuI9z/tBw2tHRgUwmg8nJSUU+unnhkxjn+tXlC44BPThkX9CLiKF0XGtsq5snXaFQwOLioiKrZZ/JezHfL0n4oaEh5SnDsZEFKXQvUPYH823RG5dE+alTp5DP51X1eSkL0aufueteffVVZRRnmLckN7n2ZeiqJDtk8Sb5DEnU8lquiVdffVXNbV4rvZfoBZfJZBxe48y/ODQ0pMLOz507p+5BYw3PBIbcApsy1blz51w9nHUj0uTkpIoy4HlPUGbgOHA9S+JFEj08G3gNvY9YYILt5bocGhpSefdk/7DNzC3Mnzy/KOOyWFe1WsXo6Chse7OIIz23mH6lWq06CjQ281SUe7f8vFwuKwMGiW8aUr/++mtHFI5cd/Qgp+xOWYjrjvOGBiB6vPJe7Gd6P0u5pVAoKM9bhv3ncjk8efJEhd7rhHg2m1XRPNlsVulBup6ly1WSLOU4pVIpWJaF9vZ2V2MGPTYpe3E9UA/U0wvJZ3EuMYKLz5UyOh0KSCqx4A/3BwCOnMpy7Jl6o6+vT0W/HTlyxOGpK78fi8UQj8eRyWRw7tw55b1pWVaDNzDPH/ku4+PjjrNR72+ub8offG8ZQaTPWfbH8vIy/H4/EomEMgKTvKdHZ1dXlyLyZcFKRhqxYKHbOABPOQbZXr4r1240GlXh6PRWpD6pGw11z3D5fz0KS5L95A3IK1A2XVpaUiHqei5ZAMrICjiNKocZhlQ0eK4goQgAd+7cwdLSEpaWlvDqq6+iv7/fNfRH/k7FhMI6FxxDiuSipoVMt3wCaHgOhWUeQLScUvEgUUerv/S6oduzFFiaWd71MFq2ZSvSR7ZZevocOXJEVX2Wllo9eTfgrMQo+0eG1kWjUYfirUMX8vS+5Dtyg+bmSQGT7ur8vszfxHsyx+DCwgLy+bzybuOYS8KZHhqyUA0T4y4sLKgk67lcrqGID8lTzhuGDLHAC/C0CrZ+kFLQ4ZixTVTu9dAEesrIA4b3oOcKDxvm/2BiY5mzUPYVXeKXl5cdSjXzAB47dgzz8/OKuJC5SfS2RaNRdXiSzGWRB8AZQie9jihgyveW1lMqzCQoKDzz+11dXYp4lH1JUk5HrVbDysoKuru7HQovhVJWtF5YWFDhKryOAtmRI0ewtraGcDiM48ePI5lMIh6PK0GoXC4razvHQObvI+FOizf7MBAIKIv96dOnVf6nWq2G3t5e1wIBtm2rcBfpkUjFsVqtYnV1FT/+8Y8dxJ8UkN2MFwAwMTGhlHtaimWuVeBp2HmhUFB9RUMMvW90q7xOOpHgYSVmjqf0tqVnOIuS0GOGY8hwE1mF0rZtR8gq5wOVHUlQ8e9yH8rn8w5PBxIFXGuSVNH7MJvNKo8j3pcEXrFYxPz8PDKZjGM+y/4haQBsFv8IhUIYHh7GwsKCWkuJRAIffvihspZTydIVZ51UlAoXhXNZaInf4Roj6aB7jjA3Me9Hj24qOu3t7UpRofch8NTLmOPc1dXlmLtUZCORCGzbxujoKHp6ehCPx13POL2gEue0VNLj8Tj8fr9aVyQxSGhxrOS+Yts2FhYWlFejDP0i8SWJO0mqkdijksG5QyWa7y8TxPP91tfXHUYuXTkm4cN7cU/h2e5GgOqEhT7nZMVT/Rp5rbxe7q/c6zh+vIbhWnq7uPb1d+O95O/sH7dcZPTYoZGBOSa5D8v1CzjnMNc6QzVJ7pLc5z4TCATw5ptvOtovK08zV6tt2+jv73fk9mMf0SjNRPo0CJI0Y95pnu9U5OnhxPNUJ0F8Pp8ir7q7uxuKbrFKbL1eV/tiR0cHgsGgknkY0kklm3NKVlaXSnNHRweq1ao6Eyh3SG8oEtUkXmQBo42NDfT29iqlGHga2UNPOEavkHinZxoN0tIT2LZt5RlJQ4U+vzmvpAzLPH/M0SmvoVFLkkmETr6xGNTi4iLS6TTOnj2LYrGISCSiCuO4eSPTQ4tzuL293ZF2gCQLySMpE9ZqNYTDYTXea2trqNfrKg1EoVBQMqnP58O9e/fwu7/7u4426H2jn9PAU08wzmcAKt/fwMAAPB4PTp48qSI1GFbMPYCyGNcT1wuLThKcM+xrGhQikYg6f/RUQ6lUCsvLy3j8+DEsy1K557m+5Dg+fPhQyc/08taNm3J8JWiskAUTGd7P+e22RzKFBT/Xw6X5PZlixuPxqPyVehtIwsrqwrwX9zWZLsRtr+dcovxCIosFqNyMc9wDOD9oFKzVag7HGLd3Y5t4X8qpjGQJh8OOyAreF9jUrzi/daeHSmUz7/zCwoKKqGHRGek0QiMS9zepy5JwjUajDlJRP6tY8Zq6JXV7OhFks1nVP/zHPpApTuQewohCSWBzrujP5/ixRgF1vmp1Mw8wDWq6zMN78XyhI4ZOmh9GGFLR4EBg2za++uorVKtVeDweZDIZfPbZZ03DvYCnFgpa+HXiIJPJNOSw8vv9jk3J7VCmkMxNWwqzUpCRBxkPJwp8TNzN79JzTR4aABykIA/ESCSivBtk/+gHix563d3drar2sTJde3s7+vr6lIeIVNL5TkQ+n1eWSiZS162WwNPiLiRTdGuWbdvKIqnnmGGoGwkXFjYYGhpqGjoTj8cdRUCkFyYJAip70WjU1YLDoiwkL6TATgue7unU09PjyIUkv6/DLdSA39XncPKb6oOcs1R6GZJCBZ3CjrwvhSh5HQ+m4eFh5VVIIZCEEEkKhl/QAqeDSeKPHDmiDkoq3SQdqAxIYofkgzzsKTwBT8kFCgj0lq1WqypkvaOjQymC7GOPx6M8ipm7if2xsLCABw8eKM/ZixcvIhKJYH5+HhsbGxgdHVVCkPSsiMViCAaD6OnpQaFQUImU7927p6zPfIYMCa5UKuoavp8cl56eHuXtQfKHIRwU0Bk+4ZYjip5UvJ8MoaKXQFdXl6ryLsH502y/TCQSSginYKJ7GXNe0Jhw8uRJpfBIAU4+UyfDmXybuYzYLu7TnAv63Ovo6FDzjVbctrY2zM7O4pNPPlFt5d5n25ueU36/X3lHMB2FW9EVPleCSj+JU76T3q+ZTAYjIyNIp9MIBoMq9cWxY8fg8/kwPDysFGngqQdBLpdDJpNBKBRSVWpfeeUV1X56C9EraGlpSRkcWBzC7T1kO+VexJBIqfRyD+fYHz9+vMGSL+9J7/T19XUVKs79XXrAcizolcrxZd8AzsIgJF7oxSDXOJFIJJTXEhVZ/oxEIiiVSjh37pzDg0gfV+nxWiwWVTjfyMiIyseUSqUavBkZnivvyTOH7y8VdemhyTnJ8aSXQSqVchRF4DqxLMuR05JELcPwpGLMtSKfzTXu8/lUrmI+f319XXnGSLCvKYO4eR27QTdUyPVP+Sifz6vnSlJYepCwDxj25ubhwj2N4y/HmUaZ06dPq3fV9zrORypsXNf9/f1qvNbW1jA2NoZYLKbaKqtH852LxaIyuEiFUu4/bDfnuxshzj2V7yWJCalwcr5Jr1Aql27kstx7uXeRdOzt7VXrUoZ28r7yTCYZzvbJMHSdHOB+QpmIBluebYQ09BaLRYRCIeVxSHJ9ZWVFXUfSmIo+21EqlVT75V4hQ5FJPNBbkgZraSADoNIs6OSXPCvK5bJK+8IxZngoiVHOYWnEIxnLPY1nGPucxlTpxcp7VatVTE9POxwdSNwFAgEVjcR9sFKpOEKE5bvQSyyXyzVEe9RqNczOzjrODUnWca4CT6ML+B32hU6kAU/Dv6WcSyMM1z9BmX9wcNCxdru6ulQxRI5ZMplUJLT06kwmk3j06JEizSgr8x3dDP4Ex0qiXN4soKnnjm1ra3M14DUDDaDZbFYZ6BjGyjUlZShpMOQ6Z19xXJhPnySUDO/lHKS3Mr1DAWB4eFjlO3bLMU7dyefzKZm2u7vb4UAh35nPkuPM+T4wMKDSGtAL1s2wTUM74HTg4dzmfOH5VCwWXdPc8Hqub/Yr7yF1Vj5DRpcwP2m9XleRV5FIBNlsFgsLC2oP5n5HIrOzs1OdSTJHZXt7uzJoMKesNMgAT3MX63OAehC/GwqFlLFJErxcK+3t7WpNMa+rm7PPYYMhFQ0OBCSqmFekWCziwoULjsOWhCHJFqk0AWgQoPTNhYqcHqYhldx6fTOPWjabVVVfdc87HWwLD6G2tjblEWnbtrL8AU/JB9kmfk4BUro/s8ohrdjNDjbpDcI2yL4Ih8Oqql88Hm8gAvl/KnCSMJGeY2wnN19usjKkmJtutVpVIRb0CuMz6InU3d2Nrq4ufPnllw19bdub3kmlUklZgvlsCnKSYAU2D3e38DcmebZtW+XcYbhJqVTCmTNnHERHIpHAqVOnGvpbekzof6MliYd2LpfD6OgoSqWS8iijck03filIUOEk4cO5Jb0MqHDR442J1HWQqACeCvc87KjQ6JDeTPTQo7Bq25ueGcwzRXKK3kHy3nwePftYiY+kBy1zXGcdHR0qn2EqlcLp06cxMjKihHEKDzKnSr1ex9zcHPL5PMLhsCLvbHszBI6edazUmc/nleDHirCSINCT1rv1k+7tQys6rdvsj3A4rHL0Maye40TyNJfLqcIzUniWiEajak1xbnR1deH27dt488031X6jK7puYP/xGczJRkWIY0JBShLHMnyH17IfGAYoqxRbluXIHSP7T/an3GMAuCrQFKz/9b/+1yp8WnpVyT0OeLpeZLgchWBJkHFsqMhy3lJAliAxz76ikUOSUMDTkHWSsp2dnSqvJIXH1dVVFcZMEopGEQq4zDlJL0r5jtL7hWCf6l4NnJNSSOZa1T07+f3FxUWVIoB9JMOMZDEMPovfkZZ1Cs3ScEIwD530aORaY6oJ9g0NhTxjksmkY39382AmeP5TMed4cazl+qE3s0xtoN8HeBqGzlx4HGfut+3t7cpDK5PJKFmD96RCRO9r3UtWyi1UnGR+LH6H+ZpImi0sLGBubg6Dg4OIxWINBDBz33Id65Vu2bfA0+JeHFMqydwj+A7sI3rX5nI5Ja/JkGCeh3J/k3IU9199THWDJp9XKpUUQSHvw7HgGLAAA+UdFq947bXXFMEm+0D/v7w390jAmVOWhCnXsxxD3Rtdrk03klB/V6lcyn1brnM+k+ex9HLi32mwkc/nPWnookdZd3e3Y41Lcoxn7fDwsIqGGR4ebjBmyT1RtpsGz2p1s2Is0ym4eTbJdcD1Kts+NDSkKvtubGyoVAv0LiY5xb5iOLR+5nBe6mc/vyu9cEneSJmIhDeNiQT3iVwup84w6gn6XKARXK459o00oNu27ehDtt/v96uUBTyjnzx54sgTrHuv8711wygJHZJ2bk4F8nfu9bI9uiGCoDHHTYfK5/OKNJR7NPsSQEO7WBXczeCyHXRZpFbbzO8r85o2e3c+hwRVLpdTMkE2m1VpEdiX9DqmzE6ilvOIkE4xuVxOzV+pe0kSje2mY0etVsOFCxeUp35XVxfOnj2L8fFxFAoFx7qmjE59ivKvNP7K+cnfue/SaWVwcLDBsUQ/k9leqSMATucUjglJWeYV1ecS5xsLqEiQrKXMJY0lPNuo63Ntcq7Ry5hRMjJUHXAajwjue0yN8fDhQ1y4cEHJgdxfZZ0Bva18Ps8ymW5Fpi2Rc5B6t36mHlYYUtHgQMFDpVarYW1tDRcuXADwVOmQApU8nHiNJAf1TYcLm5sHQ2UkKDiSMNAJRd0yQCsGFbWTJ0825AmS7sxsO62BPHSktY2eCTz0WHxG5sWRbaIiz6qBbrmX+E4kAlhEhQqbbBu9/nhgSWWRfUBBil6aVJL0Z0ciEXR3d2NlZUWF78ZiMXR2dio39/7+fhWCJ5WdfD6vwss5DszJJolOAIpkJPGiew2wbwm/368qu66uriIYDOI73/mO4/vSwkUBn8quGxlLz0Bpaa9Wq/B6varidl9fH3p7e3HixAmUSiUVJsp+1j0Q5TOkoiYJL52IJRnH9usEsj6H+CyZ31OGh0jhjiGj8h46mcE2cb7KAgx8PgV2et+ReKEVMRAI4MiRI0qJTafT2NjYUHlmuD5YjblarWJ9fV0pwMwzReIgm80imUwqr4jTp0+rttKLj+9AYYEEVz6fRzQaxcjICIaHh5VVkUYJeuRyHdMwMDIy4rBIk6yTVt9kMolTp0655soD0LCH0Zp78uRJJShSAZUFK/QCAVQg5O8UYPS1xLkQi8VUoQp62UiFmu+ysrKCYrGoQugsy1JpGGS6APks7h0MqdUVbo5DrVbDgwcPVJgzQ/fYN9xXJEEPwEHAy/xC3CulsMrnsYANFXDCsiz4fD4H2U9ykXPr6NGjjn2S0BUH9qEM/6UQSwWPXkqSGNXvK+8v/0/vBblnyncEnlaQ1L3uWaSLHj0kZTg3pdcu1wWFYqno8J3ks6W1nn+THj38nWOmn/Ncn7ICKZUQnUiV18XjcVW9ku3T8xhTWaN3qPQocgONRMDTPM9y7LkGWcxCzj32I89BmR6CfcDvMaeVbrQAnpLtNJgwpF4+gwVNZKXMcrmsCG6pNLKwGYkTmeMyGAwq4gZ4Si7zvA8EAjhx4oSjT2VxHSqHtm07iFymNnEzijWb95VKBXNzc4hGoyoqg2PtZvyVSijn1+TkpJJbZB7cZl5O8v5U9kgiuaWx0Ne8vF+9XldFRVgwpq+vD93d3Yqo2M4DRcpr9Xpd7fv09GdhBCrxbW1tKrWI7oFDr04arbh/c73RU49jSOKEUSpuHvdyrCgncr/gs0kiSU+zZrBt22Ew57ObETI8V7iPkcTn3HMzwFFWkCQH8DRqiaS7JJuAp8UtZJiuTJfAVCo6UUNioFarwev1IpPJ4MSJE4rclbK+bCuN1k+ePMFPfvITLC4uYnFxUe1hXV1dSCQSmJqawo9+9CN1nS6z0ejLNg8ODir5hNAJX2lUZbSMPLv5zm5rmrobcyayuB8/p1emJFWCwaAq0Ml+YMFD9jNlSP1Z26FerztkGRllQPmH+bjdQAOkXH+McuE5zAgeEsR8Jt+FYfBcx3K/YdSYbA+jEOT8o6zK85LGTuoZgUBAyakkPPkMORfpsME9Ws45rg1pOOM7hkIhRaDSSKgbQgGoXLFyHnKusYgT2ySNkdL7lPOis7OzoXAo+4JjyOrSjM6ivEe9g3OIshKJQBr6KCfKPpIEPz9jWhhyCrKwC+WbZDKJ3t5epe/KcG05t3lv5h7mmcP3lUY6adQ77DCkosGBgCw9F69t22pzXFtbUxs2N39pvePGwyrEzMWjg8okq+7JzU+G01LQomDOA5deWm5tp9AqvTmkpYsbgiSFKKS6hRTq95dWK252OunJ0GLeh2CuH5kvilZpGaJKSz+v1xVT4GkYDEOL+HcqZCQpCd6D1iMKpJI8pIVV9wrLZrMOwlb2j7SeyTbRgkVFit+RSke1WsXa2hri8bhKlO/z+TAwMADbtpUFlMm9GaorwxE5DlIoiUajijymF0sgEFB9nEwm0d3draqUcqz0BPL6XJSKMt+Bc4Jeu+wvv9/vyFFkWZaykMl5mc1mG6pNSqFTphGQY6ITHfV6XRVeIAnE7+mHPt+J/6RXANeAXjFc9gfnJFMJJBIJR3g69wEKB7K9FABJHkkhjuMkvVsoyLBvu7u7MT8/D9veJOKnpqbUc3nIU0klGcD1LQkSCpIMEyYxeuTIEYewwqq8usJVLm/mqvT5fKpqeCQSUZ/RO/jYsWMO8oXvCTz1Ymb7dCWLQk8qlcLGxobyvCaxSMMHhU1J1rA/ZH40guPHvpIeZ1xfbIu06s7NzWFgYKAhPydD90j48vn8m05264K09ACj0C8FTjlv9ev5MxwOo1KpIJVK4fjx4w3zVves5PvLecuwu/X1deVVyXGSyg6JGqkc6x62vL9OKPJ9pbBOBY3GNYaUbqXoc0/hnuoWxsxxlnuF/CmJSLnn81zS54wkNiXJLucK0z+wH+QZJcNfeZ00QPK7spKv7n1JcL3IUF++G2UEfraxsaH2A/0efK9MJqPkCt5Pfp/5+XjWkCBjSGkmk0FnZ6fKFcXny4qbVMzZTt0bOBwO48yZM465JkmrjY0NZSyT8hHHmZ6KVITkWabPC75/oVBQ3iiUk2SuTh1U4plbmUZMtpHrhoQf1wJ/7+/vd0S3kEBnLrITJ044Qvd1OYxzhucBq3VSXm1WQEnKgDyXmH4lFoupnIgDAwMqNyHnl+6hI/uCBYo4Zzmu3KMlmUryJRAIqPfnPi497+SZL2UNuZ/kcjkHkSqVdTfwjOC4lkolrK2tYWlpSaV5kO9IDx6dzOG5zbzcHGtpPJNh4CRB5LvQQO22v5AA4L5QLBaVATWZTKr/07jMOcf9gPeSBI8ut7HPuK+z30jqRKNRFfbLvUzXBWz7qVexx+NRY5rJZJT8atubeTzpIaWn5qnVag1hsVzzlMPluuR+wXdIp9Po7OxURJQkG+Wc0fd/yqQkp2zbVn3N8eb5Jo1Q0sOTZDzT+MhzTsptbn3X1dXlGH8aZAm+p3SOkIW9eE4AUM4AJKzpecv3KBQKKr+7lDP180DOI2k8YrSYlJGpJ/D7sk1sl/T6tu2nkQmEJCTZLn4/l8uptCc6cUnCXfe2rdfrKpqO3tFuqNfrGB8fB+AsCsZ3W1paUmQmyXg5Nro+L/uA9+f8o7cyDel0NODalHs1Ix9ogHCL4JDtlEZlSfrxMz3qQDp+0MOT+wivkSkEbNt2kLbyHNLPVDkWhxmGVDQ4ENRqNYfwS6UkFAqpTU8uKnmAcSPmgc8Ka3ouIOZ7kAITBQ96YZC0oMBIy0alUlH53ih4SE8bbjhUiqQFXG7C3d3dSriRG8lWihTbzhA8uenI95fu1FKBAKAsiyRA5ebFZ0rPLr2/Zdv4U4a0MlxcClxsO59PQdxtLFmBjYpVtVpVc4ACCD+TFixJjEgSRuY441j5fD6MjIwoqzWVbBavoIJAUpFCEe8jD3bZH1T4KJSxbQyllGQ4n1ksFpW3lp7TSea6oVdCV1eXI8SJygCJxVKphEwmo5RJCiQkEklGkXykt5JbXj0quySj9XncbE7o80MHDQecM/pap1LENeZ2z3p90+PG6/Wq/FBS6JWhufzpJpiXy0+r+dGDkeOlPw94qtSysjSt+Pp3+RnDK9yeTcKZ6ySXy6nUAMDTHF/6tZwrtIwy2bn0sqDSH4vFGhQTCkRUBLhupWeULqTTm4TzgGEgsgof/y7XNtcS7yOJZuAp+VEulzEwMKA8zjjfgadCv0wGTyKIc4b3Yfg1SWHdw1P2P9eqVKRJ8kmlShLUOkHO+RYKhVCpVBAMBnH+/HlVCInEQC6Xw9rammMMdcNLrbYZgsj9263Qit5+9h0AR1Vo6R3GcWbbeS4lk8kGYonvSIXXbe+XCiMVFnp8MSyNeznPYF0w1t8HeBoBIM/cVsD5QmU1n88r7wS2V57z8j1IPLBvlpeX4fV6EY/HMTQ05FDyZD4ktl2eAdIwyGdyfXKt615wDHuW3suUT6TSqe9nHEd6jMiqoFKJ10lkGlWaedCRGKRswPchqSLJJ4LfSafTWFlZcZAMbvuenAtyjknCuJnRlnKZLEzF+ccx0j1c6MEuc2Patq2KX/DcLBaLOHnyJNbX1x3t1UlFCel9zvOMJCnnFb296SlDjxXOc643epxKAkp68boZisvlMtbX15VsyDnE9khllvuNDB/X90G2Ry+goxOmnGO69zn3T5mHkt+V64OFFEis6vIxZQAaS3lO+nw+ta5ZxIfG2t7eXtTrdRUCzXfV55K+H3EPZFtJOpFw7evrQyaTQTQadSj53Ktk/l433YTjSKJD98qX9+KexH1seHjYQahJYrBcLqvCLdJYQlBPYG76oaEhRz/HYjG1JuR9uZa4b0nINstzvFwuqxQ1cpzl8zjPKYNSVuD/ORfYx3rqJqkjURdIJBKO8G65Nvg8adjWU0gAaNhrZUis7q3HNstxq1QqKtIpFoupPpOexLyGhnMaraTxif8oi0siXPaHTujJucb9lEZl9qXuCCPlAxoTqYfYto25uTkcP37cQejRgCZ1Tt6LciAdUvju+tpiVXbOLWlAouGKjkGWZTlyu7Kvueakx54+R7j3c35JnUy+Ox1Q+E5MicVzVa45Oce4ZmQ/yO/RoUMnJ+W7yHbw/Zulj3gZYEhFg+cOehrQCsWNqFgsqkUqrX88sPUDmhsLN6bOzk4MDg4imUwqixEXNTdoeQjK/HRc2NVqVXnVVSpPQ2y5eUo3bCqSnZ2dCAQCOH/+vFLMeYDyGuCpmzjfh4qALsBKJZLX812l8CjJVb4Tr6PSKC3rsi2EVMalcOpGEklBhMINQ72pZHJsaFl3s65QWcjn83jllVfU59VqVSmnkrjgQUACiP8owFGA4TvSq4EWKXqeco7VajVHsRS2SYZ7cs7QA0vvNylE8L35/fb2dvV9VjakckOlWM43KTBQQZFepDLsRM4PACp3FseN7yW9Eoi1tTVFegJwWPfYFipm9ORymwNMCq+TrbqgJ4UMHtzFYhGxWEz1abFYhM/nU14Isl8pMDEUWoIKhfTaorBAgUZCCnsMFZfzWXqDSUNELBZzEAJsH4U3fX1TeOHzenp6VF9yDss+08ezVqs5+pch+wCU5ZOEge4pxWTXTN7Oa4hyuQyv1+sQYvVx08NYpQDEPqbix7/Ri1EK95KU5P1lnkjdQESPOYZJ6Uob78HQbN6DHiBsL4kDSQrq/StTZkivaLaRXh3M2cv2pNNpFbLV3t6OlZUVJQxLwdDn86liQ0wI72Z5517Bfnc7B6TALs8CSehyr+ro6Gh4b3qJyDAqSdbyu8wVpO/VzB8klQO2hSQ1vcLYfjnm3IvlXNNJVrezhm3SBXU5Vm7jy+9I4wCwub/TS6qzs1MpdDwvpFIjyWveh2cjySy9XTKvm+6Fz3YwpFOGAcvzn+8rP5NnFNsrc/nJdye5m8vl0NHRgSNHjjjmOyFzlbEfOIc9Ho/yKJYkrVR42b+lUklFibD/GF4miQG9T+XYuSlUkmBjNICbQYw/+TwSFXqbuUYoD7S3t2N1dbXB21Bfo/r649zl+/D8pBLLs5GpDo4cOaJye7oVq5F7C59Hgs0tpFPKu/V63XW/ZLsok8m9Qp53fLb0imV/6AYVPW2QXN86WcLr6cl09OhRtV6kLKf3Ow2o0kOWe5JEoVBQXuryvvI8YT/zM7f9hf3Hd6exJBwOO0IieR9ptNGfA8ARusq/A425znk/9inXp23b6h7cGyThGwqFcObMGQBP5XvmimMlcM4NnVSUeeOoJ8l1wxRROuQ95NrQ+5xGb/5NrhsSi/JeoVBIFUKT95QGFRoC6ARgWZYi690gnTIkGeg29wn97Jd6BY2rAwMD6O7uRiqVUmNEwxGwuZdGIhG1/3P85JySbZPP0uUSfb9hX7CvubdR9gOg8pxSvyG5xTmr62nUBWWBz1AopORz6dzBdnKc6WjD9vB79Lpn/2UyGSWL9Pb2wrIste/29/ervqKuL3VHtzOf8iH7Q5dXdUKc4yrPWq4LGi+oY/Fc0uV+tkXOe7kny1yfbt6Ocq1zXHU5he8jf5f/d+uLFwGGVDR4rvD7/SqnCIkP/mShAm6kUil1W5AE8xTSA0TPUcKNiMqNrtjrijchQwbkvaTXYS6XQ1tbG7q7uxEMBlWIJq0sckMkpCAtBQ5JTrDICDcj/bDmhsZ/bW1t6r2khxsPSX6fuXxk2LPuDemm5Mi26gobN2QZNkNrF0P9ZAiNDLtKpVJKMCZZIBVmnZiQhAB/Si9EKahzw2ceKh6E5XIZvb29yiuWicgpEJBIlPNMkiu64ichvycFCVqmSWbJA5TEiPxcWtrkXHE7vGSqAHqyyD7i9yhUMt+J/Bs9CtnXLHoiFTl5Hx6W+nP4u95//FyGalCJ4hydnJxEJBJRwk4kElHCCb9HMq9SqSjPPSbDpmeIW8GQVCqFoaEhVXlaV2bl3CRRKdeFW/Vlzk3OP645aQRhoRbezy2f2MjICCxrs2gFPVClB2e5XFZhjxwn5k+TOSQZCn/s2DFHERWud65TN1KE40GhWSpDHEuZPkKOIcN75e9y3XLOMO+NJDL4jx4ofD96wpBY5b7Mn5zv8h5yfXKP0UODOS5y36THiMx1y2fQ+EEvET6TQrrMDUVLvAzx49x1OwN0oVGfi+z7ZgQD+0PORV2B5b7IOc3xl7nB2M/yudIoQQ85elTKuSEJKtkGGbpYq9VUzqju7m6lgEgPBJ1EBqBSYeTzeZXwn/3ejDCQZA9JQHm2cB+WpCrbQc9Rtz7nOmS6Bl4rCQwaaOg1Id9H3leea5JA43jJPpDX8//y/OReHIvFHF5QUjEkuD5psAPg8PbXc/vJdaMrmTxf6flM0kwPO9fPgnq97iCVSbBIry56GUq5zS1EXxIjwNO9gW3lXOS5x3x5VIxt23aMpw4pd7ItMmSYbZJhdpQJmXtLEjhunjDyTJeyU09Pj+OssO3N3J3cg+RYyHuxPST2mslscn/gPighyUjeS08fIL1/pExAAo5tlXNehgJyffIaGmXHx8cRj8cxMjLiKu9wHHWDui7vNMuZyfdjOwnODZlKRvaDvJb3k9+hTsN+YBv0dpEUJmHa39+vQq6l3gPAsZdMTU2hp6dHkTH1et2RkmF1dVURYvSQTSQSKtUIybn+/n61VtLptMr5Kdstx0fvPzdHATfihKBcRLKYZKqc+3LP5d9INgObsjQLikljqjz/dI9DEtSc85IQlPsYn0/5jM4QTK1Ej2RpMCUYum/bmwXbdLKV5yJDjHX5T1+/sp9l3+oGfOncQfnd6/UqZxaOpxxD2dccQ4/Ho/bvkydPKqMUx5L3oqOE3MN0WVCSywCUEwWdB7hWeEZKmYPrhme0Wx/I+SnbQc96fo/GUb4DZR5eU6lUVC5hudbknGTfybbwntx/+/v7VWE2mSqE7aCc6Ga8l/eT48s+omOChMmpaGCgIRAI4NatW8hkMtjY2FCFRnhAUkDkQSzJNIIbijyA9HANbozc0Ei2cGHLg15XACqVirLi8PCRlmq54QBPQ1YZbkxPL6m4SUW42cGrb6QUFtyULbZDWgHplk7FRnoPkIDhIc3/856yz6VgKg8K5j2R/cF+0HNE8XoKmsydZVmWIo0JWSCHeRFpoWR75Bygddbt4GGbdI9LCrO6hxIVwdnZWfW3trY2Fa4urY98NuDMkyl/UtFg+JI8+EqlkiIVpeImhRp5KNm23WClp6KvK/9SoKOVXXo82ratQiTC4bAiQXp6ehxea7LCmq7syndtJgDx/3ymvt6Yw4QCAr3c6vXNnCqsyEbrZTabdaQokGPMd5eKSjqdVoYFvT2WZWF1dVVVSW2WS0XON+4fFEB0cH5ynlN4kyQA26hbgvk9FoKJx+PKsELBiOub48EwaQoeUiBltXR6gfI9pJcAhTtWgSaq1apKhs8268Iv16PcbykMyX7UyXb9b3Lvkn3NzyqVCsLhsBr3aDTqMD7xnaSXiiRBpdAvx0SS9lT8KcBmMhlHaDdBw0i1+tR7nV4iMn0CK352dnbi5MmTjvenN1gzAw3njyRBpeCsrzX5npJc4x7uBl2ZlnOX+yWvp3cJP+PvkmTknGJfU6iXzyEZzLHi+VAqlTA6OgoAiqiQ81W2mc/PZrPo6+tT+fJ4JtXrdVW0Ryq83BNJePI9JdmmF5yQxkudCGN/SaXITeGWHpISnIdsF89lzmm55+vjpY+jHq4Xi8VUsTvKGd3d3SgWi4rgk+/K/pFKC+cgzx83Elu+i1SueBaTOOD6kWei7g0k91Jp/NDfn8SRzLsr7wM4w9LlGpAGDfa/GxlN2ZBrXe9vXd7TP6f8yPkiI2Tq9boyDjP9idsz+FOSHHquyVqtpope8N1kv7vdj2tEX5tsv+4RxfnNPpTRIm1tbSrUuV5/amQbHBx0KPScQ1Ku4Jzl/JT7m77HZbNZVfCIEUgyZybXn/RmlOtWEii6rCJ1BjnnZJvlXsL7cEy4N+tzVc5FuX/o60h6tXIuSi9NXd+x7U3PV7l+eUZz/TNvd6m0mbuSOcyBTS/fRCKhPJi5v/N5pdJmbml6kXGf5tnKVAicx0QkEmkwynJc9fGVf5NEIB0/eL7o85BzljIQ2y0Jdb3/ddlEl63ppUYdTc4PvjeNn1w/PHM5Z2QUEu/LeckIADnfZOQE26v3i/wpwWfKfbrZnJudnVWfyT0IeDpv2d/8HglTqQszJ7Q879kXjIhqdj6wf3lvPfxdev65rTHZnzTQSN3ezYgsST5ppNP1ZhZq5ZqShkx9rcr5JOeB7HvqDzSASUOblFGoj8nrpSHCTR50kwM4nludzYcFhlQ0eC5IpVL47/67/w5ra2uoVCqIRCIqATAXJDf1Zh5+ElycOqkoFSBuytwkSaZJyym9eKSgLpV5LmZ56OngZtzd3e1Q+vgsKq9S0ALQoARS+CT5w890a4kuSElIQkAKXnpuCub0opAmBVWpYPL+FIYAOHJy6FY5tpGKO4kItiMWiylih5s9q121tbU5qk/r76e3TfanFGTlAVav15UHLCsES0sex4n37evra6ic6Dbv5Ljo703iRl5DQVgXSOUckGQbAOXRJb9DklwPz5P/53d6enpUNVT2A+AMGZBKmVRkOO8lgcB7y++4KcBUIPgubJduaeO1qVQKyWTSQeh2dXUhmUxiYGBAEV5SkJUEq2wjvRuPHTsG4GloVbFYVOEPct5KIUcKrszfyMOfipUuOHPMpeIKoGFOcE8rlUrKO8CyLBWqROs4iWGODQWWQqGgvJElqUIClvtmrVZTlfV6e3vR3t7uCHOXFndd2WI79T1QH3OpgHIseA83YkuuEZJNJGzlnOd+GQwG0dnZqcLU5d4jCxVR6JRCId+Nz5UkCP/Os6atrc1heOnp6Wk4d0hCcd1S8eJ+DsBRVIselxQ4SbxQkXMLRdX3Xrk2eF+GRLIN3AP1/Uf+lH1AJBIJtXdy75PrWCp1cmzlfJdnjDyH5LPkZ+wvSb5wD5J7gmy/JExYJZ7GGs7ZWm0zL/PZs2fV5/rc1D05eX95prMP9c/cwDHSQ3n18ZP7vGyb7DPZV2xDM5mHe4Tck2R1cvYX54ku6/A59EaUKQsAZzEJOXZsq+6dLo1ZfE95rkglWn6He7y8ntcSNJDyDN4Osq1u+498Rymb2Lbt8OZjiKO8ry4rsp+lB6xOVErlWBoG///s/VmMbFl6Hop9O4YcIjLGnOfp5Jnnmrqqu9kjuwmSoiWTlvhwKdi41oP9cmUDvriwL2wDth9kG7Ygw/CDBUuGLfuKsiwDlHQvwCbZZDfZzR7Iqq7qmk9VnaHOnCfneQg/ZH8rv/3H2jt2ZEbmydOdP5DIzIi91/Cvtf75/xe/Z0kCpUmWX5D38nvKDzSS272k7et+5A+NyCov6PoSd2pYowzNvao8kzKlXkxh26UhgvyLcpeeEa6P5auamdDR0eEMQcyyYDQo8WEV7p2d/RI6UftFjXs0juu4dB1rtVrIGWcNZ3Y/277YDtdBL3pcWVlx0W52HRm1n8/nHf0E4Bz5lOVJH/RdZmzo+eN3zNZQOUKjx0hjGIxBR5qeSZUFfDhWXFpQ+q77l+uulw+yPZXH2S/3Guk3S3JQ/qZsSPpin1d8U/9jP9x/WkveriuwT1e0PSuX27HGGRMtDu366Ty4TrXanoMpn887YzWw7wy2PNBHB+xZ5yWoPCeUfZQ+EDTinXSVZ1AN/ZQx7VyiHEtWxlJZxcejdT9qGzw7zCS0/E0jXLUPlR9VPub+5fnR53StlebatSderRynY2fmnuUxJxlOjYqncCzw13/91+6AsYYHCbEahyis0OKv4GO6Gj2wtbWFO3fu1BFOK8Rr9J3vkNIoQkHDho9b4VWFBaZha38aiaAGNktgKQhQgNHxkEhZxcsybRIyfZaMx3rZNKrNCpxxYKMDarVanbJMIqwMjrigkKaeMypDnKvWR/Epg0rA1bBMAcIWs1eFgMYd1jsE9qNm1EPmMyqyjyji7hOi7H6Nelb3KX9UudA+raHZB2xPozJpRNndDae6qhHWMmW7L6JwwmepOPg8+j78kBZoHUnOkfPkpQC+21XZB7+jMJzL5Rx92dnZcSm1VnlQ0HQN7isqEmoEIJ1Sw7I1evtSh7iXWeeOqbUqNKihm+OgkNbV1RWia9zvNAjUanueWNadqtVq7hIjCvE0Hus6qkKk8+Tftp5p1P6zSga/04gTRinweT6nQhYjv1U4I+3wpZBzrazRWM+qjou4UGOd3nTNZ+hxpyKo0Si65zkP9WCrMVQjbRU3PprL/eQToFUY9kW4+ZQP/Y7GZV7K5FNYdEzEh47VjlkvYbIOF1UW9DPSNksnCKrYA/v1OHWMxC/rbynd4Vm0+PbNcXd31xkMdJ4+A5VPKaKyxX2izgdrLFIjlXXUqGFc3yPO6JTiWeaNxjxbAJzhie1plCDfA8IF/JV/81xag6c6ACz+CJoOrHhSvFNJYkkHNShxXOqAsGtp15N4bcQLOWaWY/nkk0+cQ0fn6+tD39cofDU6KX5UPlKHhEby8AIlK9dx7mpApJy0s7NTV9rDBzo+dcao4ZbP+Xh7nByo+NAzag0+wH5kEQ3ZmmLrM17bPjh3GlWVfhG3yjOUjkTJbjo+n+GHMoKlgRyLjfDV/uJwqZH1pHt8RuVV+z77pYMtm82G6kjT2MNMD+o0DNCgA8/id3l52ZXAoVHSGkV1b66srLgyQr4z48Mx+YGVhdQQy+8pjyqP0PPki+DX8XL9aITd3NwM1Rq3cojuXZ0nZRPVIXW8wL7xUWUTNcqqnuXDj+KY+9t+74tO1PEqn6PswzOmfRBHfI/PEw+6D0lbOA/yaM6Ra8SIZXveLM/m54p7BvD45qZgHWyMxldc8X8a031yp8Udy3X4nFV2PJy3nm3ifmtr77I+X4CH6o5x/MQnr2kf+gxx7XOSnDQ4NSqewrGA1tqxgpceet+NaT5m5xNomL7pq2HFfrU//m0FRyUI1vNAxd16X9g263JZJYwMQPv1Cd0UXDneRgIeDRsM+7aKmyqTjPSwRE8JmA/HfEfHSLCefH1XDYv8TPvlsxz71tYWOjs7XWqNeo+1b2WSqrAC+5E93GP8joIWDWzqndboJaZFxkWNxK2HRpfRKGEZoW8+ti+NJFNFjXgKgiBkELYRdwS9YZNCvUb9cY9pHUa+z/aTMMJGe9UaSXSe9EJSOGK/VvhiH76IIu0/COov/dBz4FMK9H/dY1SAdC18greCVVbUyKDjXVtbc5G6HKPejKjCNP9fXFysu2SIXmLuZabkEq9qCCMu+ZkKK4or68m3AqM12PgMQ4oDn8AZpURxHDTMWXrhc6YoUInxpYtYgZE4JM2lUbmrqwvPnj0LOUGsM8XyMX7O1HXiRPcu13Nzc9OdQ9YOVBzouNWbrQJ6nFAehWNGtq2trYXoNcfF+dr2lYYD+0ZcyyN1nFYR4v/cf+wnau/oOtOgQlwpD3jw4EFonFwb3aNKQ1dWVkJ92j2tPJFnP0phIU/R99m/72KSKHqhhkWriLEt4oNnlQqslrpgBoIapJ49e+bS0BrtEbtuKrtYRUf/1nPqO3PWsMAzQIcIv2cbPuWcbXEcPuXUZyjS//nz+PFjF7Vi6Z8dt7ZjaZT2qxcSKV4Vd8prWQ+Nn7NdGj1UtiI9U7nR4oWgZ5XtRZVGsHte5VT2Sfkym81iYWHBlSPo6ury7g27VjRO+L5XuY1j1HRGzZjRaHuOnXTLJ0tbWcu3Ny1QXrN7nOOyhhiVa31gaSjnpXSNNMRHG1ReIK8Awoa59fV15PN5Jx9sb2+7GsDKZ6wjVA11GmmmZ4A0gw5bG7GsdMo3d/bjo+88dz76z73D/kn3lL9E7TnSExrxeQb4PbMGbJ/6LP/2yeaW9tGZZXkG8Wf3neV53N8Kyrss3bRj4Hrv7u6X1tDn1Yimeo3KjDo3q6MB4dRydVTp97qH9HOffmjHqHNSnGjJAfI5iyeNQNd+dK9w7zbSpy2/8NEQ/ma5JuLeN++4/myf+jflI+4fOuNOjYqncAq/ADV2acqXKiMkClEH2X5mCYAyMTWa+BQLFZy0TUvsLFPxCU2Era0tNzclbMA+c1Zmwf7UCKrCVRRRUiLKPhn5xD4tzhidx2g8Emk7Bx+oshYVtUlmbhU5ZVI2VVGB+0Ij1XSuUTgnWOWHuOFaa31NCliMfvEp6PSoRQk8vv8p+KqCTsODKpz6nvWk8pkoz66mHeqZUnxTGOPP6uqqKzZNIUQNAVYJ0j3pY8SqhHF8qmypQGDX2OJuY2PD3Z6n51bHyXc0RZjjtQoI+2FEis9L78M3x725uelSkXxKoa8tBbu+xAOV/Fptz3BYKpXQ2dnpLifhOmqtId842QcVWI49KqJVC+NzLBrJzH5V2bBrquvJ532Ctg8f+h3PQpQRSfe03s5rlR1f3/oc59NIgeQeY+0uAs8u8eyboz6jny8uLjqnCOsJanQL14xnyxqt7P7UeR8GVIHkvFWZYSQma1lamqg/uld4RrmnbPSkjl+Fe1WirbLB9lRJ4vh03TgfGgmVN9lzSsWbtZXUWKHPRdEK5RN23Nx7+r5V1nz0Q79jaYM4fmydcoxGYkkEGhZV9tne3nZp07rH9Rmuv52zlZ18xjVrLLdKvxp9fPKangfFDdfX1iDUMUatn88opDgLgr3LynibrBoQdF0pH+mco/iA8mH9XLM0iENtY2FhIcTjtB/SDuX/AOpkMAs+Ohi1p3y83dJ6PsdLk/j54uJiKAjAR5d53jT91P62t6/yOxrxuI+ZaUFeT2OpzyATZeSLwgHpOQAnT8fRAz3vdl9bfUHPhDr7NSLM1tC09JPv0KiqmTw0ajAilBdR8T3OTw3n1AF858SeZ+5Fdcb49o39P4r/WoNelGysvMri0Z4Z+56Vu1WnUsOorhdlJT1fuietrkpQJzf7IA6pc9kgGh2X8hHAr/NE4bmRfqJ4tHTY7m9e7mMN5/y9vr6Oubm5UH1NS1d3d3ddIINdPzU6kndxvlE33vNZlsTQc+3btz4gjqzs6eMPio8oPQaIvtUZ8Ker+8Cuk87fZnFQ5m6FLHjUcGpUPIVjgd3dvQiOxcXFUH0ENSLwEEUJoj7Qg8lQaDWoWEVAFSIbfcFxsl0l7qqUKZO3hMFeUsH5qHCpgjqVAcvIWHPHesrt+xyHCqH83wrJmvrEOoZAvUcXCHvTdJ0sE7NMXJmMHa8SRxVutE+fFywJKK7YtipKTCcizvTiDJ0HgFCIvu0jCuz+1TXd3t52hgafUGDbofFQ954ChRR6b9UTubu7Xx9HozItk1JDjRXmAbjI1nw+7y5AUeOajlf3hK4p56JM1iqaqgBRoLEp0HomVSDTz5X5W7yo4UT3vI5LBSB+zvHwGbv3o86l/m8Fnq2tLczOziKbzWJ6ehpra2shD7COw9IFNQDopUnatiqDFATt2VRapnumkYElzjCSRAhWQTMOVzpfnldrfFMB3EYC+ZRuS+c5H0a9MaoV2F9nXnjBPnjhgO5ZbZf43t3dDaWLW7wSuH80mtQHKrhqpIEVsqNgZ2enLj2YSr6e/ThFze4X8ht7BnlefNEpPH8a2aHz0fUnn6Ayq/UUeTb4Ds8p/1dBnLC5uXcrKs+D8gO7p3TeFje65vquPR/kgdY4D9SnoiqeND3SpulZg5TeTs8SCjzbjFrUC6n0JmLyf85JDTQ2qkx5m+KA68TfSod9fI48y0fTfGff7im7Rj4ly545/V/lJf5mlLi2Y511vrlY2m/7BxDicyoTLS0thVKvfW3oeaOMqEZF3Rc+2mnl3iRgaWeUDMf9VavVXM01jlP7Y6SNdQ7qs3belFXo/KJMaCPpCXwulUo5fPMc+KLRfLj2yT6+9dX9w/85Bosj27514Nv1YgR5FA2mEYZGVqV35N96Fnd2dkJylD2bnIc9i7456PwtP2sGLO/TvjQNmDTdFxDia8snlxEPPnnHNxaVi61+EoUTtqkGNY6RdI7rrDKMOlL4bBQo34/CpeJMwcrrikvyDX2no6MjlMHAfq0jlE45yh8aTKIyN8dEXPJdq19xHL5IR4sHu45Wh+Q8rfFQZYSo9qOc3QqWxpEm6Nng33H96Vh1zlamUFoaVa7tpMGpUfEUjgV2dnZcIWwtdK+GLx+hjCO4erDVWMBwfzU0xb3D2mb2c2BfYLDKk48xKAPxKbAKlnCoYME+KdyocKngE+BthISOQZUdrbukY/O9q1FQavS1QoH1tmrfHC8FTDtuMh0a01QYsG3ZNdI2LB58ni0dM4CQQs903Pb29si9F8d87PhUsLbRQlFGc6vkkCG2t7eH6r3x5jEVhjh37qcgCFxBf5viZXHLM8DxqWHZnlULuu80FU7X2beW9nN7tqhQaC09KzwpLlX5jjIWaNSYep9VqVFcNXJs6FwsWFxz3/HyoLW1NZRKpbpIQR2TFewY9Wj7UNrEiBJ65aMEer6na27nYp0ScZEyUWfDRxs1ysWOg2uuY/alkyr90nXyOYy0LV0XRsHovHgzot7cbFOU2YaOS/cUx2jxb/GiDqqo56wSyLHreKJ46NbW3oURFNq5jzSdiOeUzizbpvaldMbOL0o4t23E7RFdF64v+YtGD+ga6jnVCFLFMWt2KU6poNO4rGOwhhnuSzWEKui8o4w6UbjkHNWAwjWy51/Xnn8z0oMOTBrxdN8GQeD4uNbpszdwcyx2bbQ/tqf4jVN4fLQoii6pwdtGddnx2H1veSefUdknCPYiFUulksOx71kbvelT9hQsf7Trrs/xVnvWQbNysNbpooFFjSUKPtxzHbk34tYmCnzvUD4iv7VOdB2fRsvZNi0+LC/QNVRHszX0qgHYpprqPo2jrzxX6phlH/Y82ywkKxtFgRpdSL/0PRvtxv7VWMV94DNWqCOA7do6yPac2Cwtm2mk36kelGQv+Yw9BDp1tHahnjf+H7VXfKBGPHUusz/VOXz1jYF9PYA4t2PiO3F8jP0rvpR22z3u4yX2OW3bGst2d/cNynSc2X1swY6FfNDXn28cvIxOa0zrvlPaZWmgLzhB97eVcfQZH21XnEWtC7+LmiffSQpKe6LGpPvEjtO3jlFjsGf3IHT8uOHUqHgKxwJ605mm7hH04EQRjjhQwcAXpRil7AZBgL6+Pmfw9BFSZcBW8bDg+9wSsijhlBGEHL9lrEqQdGy+vnyGVPYBoK4gtbbP1BIVYkk8fYSQ76kxSdvVeVtcqlCxtrbmUrUAv4FT52nb9xmPtL8opqnz0JB83/O+dhSIo1Qq5bz4NOz56gpZpqSKsjL9IAhCwgPb0eg0zpnfqWFFoyatsKw41Tm2t7ejo6MjtO4qcPlwE4cnu9+5hirkqSBIBZkG2UYOBuLSZ1jn9/Ys2rHu7u6Gont8zx4EtD0KtrwJmmvGSDjfu7qXbUq6CmT0AlPYtEaeOKOP77dv7lYhUVCjmn2G66PKhlVsdB0trdPzEDVm37pHGZd1XHrOtre3US6XQ9Fkukej2tHvqMjruYvCWVyUoo4R8BdHT8KLfII827MRIlH8zfYVR+f5GZ/Rd7nffWsbNfeNjQ3k8/m6vWPnRWOjHZfuG/2fa+9L27b8QUHPE39b+mR5Nt+xUYr8sYY8O58oukYcR9E8dQrYaBCNMlMF17cf7Ryj1t+nMJLmAQjdiKwyn8pwNDL5Lt9R3Nq+faA4Jv2xkVC+duyeZJ9WIeTnPtptn1GZlGUvOC7+7UtRtHtD913cvAlRY4sCn/GKRlBLh4F62mBlxrjzbfev7yxZYLs0nClPsA46fh4FXBetIZ1ExkvStpVp1MjE7+36xwGN0IpTlrdhe9SBrLGT3+n/lMHjZG3OWSOnk5w5NeTZqEHNoOBnGlmqRiL2HzdGS784BqXzcTI9cWv7Zd++uSkPsI5F7U/HYeVnn7HRt/d9fIh04enTpy6r4tGjR5Fz9NFrjlPPXNTe1v2SyWRcNLAaYoH6izy1H5UxrO6hgUEs6UF86Dnx4aaRbqA8xkcL4+QoH19Xmq749T0b93/UZ1F77kWAU6PiKRw5rKys4J133sGtW7e8t5EpWEEYiD/wfIcMxSdMWOXACkYM+fZFovgMikD9DbIcgxX2tH8rNFgiToLLsUQZGKIMhuqN0fbt+4BfIdN3aFRUw2KU4Mw2VVBvRADV81ur7dXbUI80Beu4/vi3j+E0S8x939v0mSSClApOuncYKajziTPOWUbFNoknCjFWUda0WZ4JNXSqEGD78s2XzgBr/IwTPKJ+KxO2hnFruFShh8A5Z7PZkGLe1tbmIo34jgoo9owoffEpqTbySufWSGjwAfcmHQYcgxovecGU4kr7JH70t85JBb5cLoe1tbXY6IdmwApPUfNW41SUYE6aq6mBvjZ9dFyF12YiJ+xe9PXpo81K630CpA94HhnpyKLvbMOXqhMVIRIFun6quESBVQjt3PmM4sd+F9VunDKie83+zXk04ut8bnd330hOhdQaeOLmR9oYFZUWN0/feHzv+3BmjeO6j+zcffSV54XfRxnxuA42QkafYZSZnRN/1KDiU2psv7YNgl0Tuy52nlF8kHO3BsVmwWcosIYdu5ej5qpj831u+ZvilzyYoPXWrKHBl+KvfNqX0hkFSQyQFg++uZKO6edqLPLtZ8Wr77yrLOKLaCRYfUDlK+UN/C6JEZXPMwMCSObgsZCUnvkuPlNaELWngP060cC+HMQa09YZYNfGtqXryQAC0lQ9EyrH+koXJMGL5Q/80XRvlbvUAeLj/8RZFOie0ItadCyaJm/Hq/P20TwfbWS//F7lb10Lewkpx0JHsU/OigMNNmAgCi8O4ZiaaWt2djbk8NG56zllP3pjue7fKH7ViA6xDdb918CWqLmwXR/98c3RyiV2nr627WfUnRvRmDi5rJHco3tPszKSrufzhFOj4ikcObz11lvY2dlxhYSjwMcAkwIPogoFUW1Y4rawsBD7ngq+UUKRbfsgc1Hm6sOTjxgrYfMxSZ8RRxmsb06NlM+o760XVNtSYm4NI1w3AKEC0hrlEwU+pcQKecoYfe/b+TM9w+KzkZdW+7Eeb02pjTOYKy590TN2n+pclYlbQwIFG1+EJ/FPYUj3DW+ojBMIlPHZW5stfqMUiyi82n1iawnt7tbXdqOi4BNE+E5cREKccnMQps6xWmMl6+9lMhnMzc017Ev3hhrWtM1abd8Q7BurD/9ReLdnN+6dJIZKpQ2+c6vgoyV2TEEQeM9U1PNRY1dDVSqVcoXIqbSpQTBub7M/nl3fxVW2/yR1v2x/PoO8b16+cVpa7ivvQYjjAzRs+NqNUpQtn7BODx+okrm0tBSqHWbnFbfGut98hnkfv43a98Qbo4Ib8Sf7tw/HPh6lNE775bg0UpXGBY3csmugdN7uITW8NRvVFrd/dc/yDLF9Hz9Svh+1tgcB9s+58mxr+rF9tpn5+vaJngMrh7FG1sbGRijzQM8DHRM+GqPyaCOFuln8xdF+NY4A4ahT24fuT11XBTXy0HBF2qLGCQWduxqN9GIdn5zTCNh3kuca0S0F5XdqwFQaxLPt65990CnC9ea+TaVS7hZ1HQ8vZ/LRZrar6+kzoCgt0DJItq0o4Pj0WY1Ut/uLz0fJmXzPfq7t8F01ggP+LC5tQ/fVQWiOPSdRe17H7JNPfI6YpH1yj/icJFFj4DlaXl52xl4F4jCVSoUu/rNlRjTzyDon2F+UnGF5oy/4wpdOH8fzFVTmb/Ssfc/2p3qSbzzN9pEEGkUSnyQ4NSqewpHD0tJS6KBZwTkKGhFFC9lsNtFFH5YQJfVM+sbq80wr0Jjg85ZbnKiiFcXUGn3vA4vDKKKYlLHF9a0CdFRbqvRY2NnZv6RE69fEKWJR/fqEXN98LaPzpc+w36Q4JxOkEVAvSokar4I1khEvmqLBfaVRnboXNWI1br34rO7DVGrv0iO9cTXunOg4Gyk4quD5UvYI6hGkwKzCM9tQw5KeoSi8Ws+mb8/4zuthwLfnl5aW0N3dDaD+pk5LIxVP1uhp/2ckeDPezbg90iwuooQq3/+NcO8bE8+RNYz4IiUbjV3HSprDPUWDQ9Q72pddIyqo1hhvoxc03ThunezetrSrEfjKaRAsrkh36ZTw0dVGvMHnzAIQ4oXsg31H7UFGcrCWaByN4RpGjUtxoEpkM+mSfLeRgzTOKOvDn+4l37itIcMq6rwAxs5R+9R3bMQu18QX4RyHBx+o4cX+1v3RiC814iVJwK4F98jDhw+dYVhx3GwNQp9SbOfA/pWuqeHL8nvFVZShK4k80oz8zPHpevnWiAo6sF8WImof+Pay7zs1aDMNWQ1oamC050HxpTdJ27ajQGvAxRkK2a9NT4+S/RuBlQEV575nSZs1+h3YN87rPKMMMXHGukbz1nVIsvd0Xirb2HaV/yQFX//2vGkpIEs3fQYq61wBoushW3qi/C5KduHnlu5GOVCT4pd/c75af9z3jo6XvD6TyWB+ft45OzhWW0dbzx9vSLfjVWO3Dw9x4wLC+9nS7rjzEQeqJzQDlhar3mBluyTjSNJfVDtJ9sRJgFOj4ikcOehBYaRBI0avQm4zzCuTyYSEtThlhc9EERufABRnuFIvmz6XxPPP+aoRJ4rJNivEkBgqU4szLPqYf9J+opSlKCNO1PuK70aGARv5EieUEayST6BhrFlh3AKNfjZMPqkQqoIcsB+hqJGc2o5PCVDjoirvcaCC3vr6OgqFQiIvme0z6fO+PUNDKQ2I9OAvLy87Icy3ljZN1afUUziI8pjqc60Gn1PBt15J6B7HaKMANF3QJ4TE0ZWk444bk0YiJRUmfZ/FGY6sAG9xlTSCxNcuf/S25EagRmrdi0pLdLy1Wi1UpF7HGzduW+tWlbw48Ck7UWfDN69mQfedbz5WadPLueLaomKg31mI4xc6Jp9RMKmcoTQ5yoERpfDG9dVo/kn2SJScwu9IL6IMI81GKUaNwe4bH2+KkwP0d1w/BwEaj8hf+BlxYGlqI0jynO5HGoC1DIQFGj40BTVqv7cKLN6j6JI6BOJovRofo/qy/fA7vbRBDRm+cfLvJOcwaixx683vuF76Gf9uxCeSyF1JniEubLQ2eY3vnUaQtG8gmTwe14bi2o7N8qdG69GoL6Vvlvb4xu/brz4a6tMd7F5ke3F8Nkpmbga35Im+rJW40iiqMwBwzijqKzx7pEH8nM/7+rTjJ92K02Pt+DguOlyt8zEKB43kFJW9mgVLe+JsAK2AqP2dpNTNSYBTo+IpHDk8efIEt2/fxvz8fCJvQVKhUoHMzpc604hh2jD5qHEkEeCiCHgjr40qtByzj1BaBpl0PDZiIQriGNxhiFmU9843zkYE27emcSlAce1ZJhHHQJol6OopPQwT0nHQyKYQZUDSPaeev7h+9O9areatxRb3ftK5aZtqHNNxW+OhGmG0Dd1bdq2ihMm4NKc4Qeig4NuzFAh1LFbZ12dtOz58a72tuLE0M+6kiklc+40Ey2bHqEKirb3TCBopJVwPa/SLMlSpoqW/9Rn+6Jm0ezVuz1nDOd9rFvQd6+jR7/Rs+cowRPVv+UXcnJSuReGWNC8IAlcugO+pEy9Jn1aJYj2rRmdFFSk7bu6/g0ISHPj+jgIqclF9+fZOMwa0w0CUEm6B39nIe98zBwW2HRWJrOm39rvD9E3F3HdpG0HlQD7nK8XSLB2PgoOufxRvVUgSPGD7trwu6fj0DDU61wSlI2zD167vb/0sqaHLJ49H9eUDGsN5MYuVfSxdakSD4/q070bpJEnBGn+iHB/8Lgr4XSOcN1N32UKzMk/U9z4cNqIhzRgVa7Wau405ap6+/au/tZyO5a+U/22N/ThargbNqDHrPK2sRLnYlguKSzluVLag1fwtSl46CjgO3txKODUqnkLLoVar4dmzZwD2LlH4+c9/jp2dnZBSkASSChQq9B/E067plAeFRgpXEsFDiaZGXFo4bBRVnKBBb2xcwepGzOKwBFbbb5ROS7DebN84oxhjlFBr59Gs8K0RgnEGibg52ed9Rt4khhmNyLDgG4NG4BzmbMSNy7dWQRC4i5PUmLO+vu6EWpuC4zPCMRokKdi9cFyM3EasUXhKUtsJqE8VtgJaUoiiX83Sav6dhB4e1GCQRMk7DNRqezez6gUKFL5t2769p981OuPN7jmNzLT0IArs3rbR9FHGgKioFFU6GkEztDsK6EiJShNrpk+dt0ZAJOFZzfJdyw/j6LSukXW4NJqLtqPpar4zp/M/SrD72spyzSjtvmeTGo3iwBpgGxl8CM3gL05WavQd1zZJSZE4OGjEcaM2G+GhEe1rBIqHpPNXB2WSy2z0TCQNGrB7LwktVIdpEDQuExMFWq/XV1ap2TaTrg8NTEl5ThT4aIF+x77i9qsGYMTpe3ERvnFnrxFOksg3OgZ9niWRWgVcf63fnPTccNxxOhF5JGvMK02K42dx+PA97xuTncdBDfGHgaQ0rFVjaCTDH6XxslVwalQ8hZbDJ598gnfffRfvvfce2tracP/+fSwvL7v0xWYgqeISBHs3Jh9EeLJ1iKIgifBwGOKigtBBGY+P0NvPouaqnyVJUT8q2N3dSwNnjSgf6BwaRUESNGQ/yfNK4A9CzKnktSKlTMeTRLEmWCW6WaDA0kqmGfedekrtfoyqv+iLVjqIAn1YJShJ+/ZvrRvKdBOL7yjjDlCfYhI114MYEpIKpofpqxX7ioqeb/2aVSiAfSeTdaz43ovCu9bI5HPNGsB8QNrYjFKq63gQw45vDlHRvNaQFvU9kDydh2fZpqUexCBN4Ls8P42iDX2Ra0mNUM2sscVxEtzo38RTnNFNlXLto5XKmW+vtZq2HobO2H1nz0hcO61wmsZFw6uC77sIKMrpGdVX0mfi8Bn1nc+Ze5ix+N5RR1vSNuwlEo3Gw/MQFaFq31PDWFIdRZ05FpIagIBwZgppoj3LOs7DnGt9l3rJYelEEj2r0feNLicCwhdBNQI1pjVDc5OA5VeN1iSONkSBrSuuf/t4gdJlG+2qz/iMh0n1Le23WVodl7mg0EjubRVYXnZU/dl1V5vA89LHm4VTo+IptAxmZ2fxt3/7t3j77bfR39+PpaUl7O7u4tNPP8Xi4uKBwtCbAZ+AcxQRCAeFJIK+QjPGKJ/SGAVWGfIZHRu9m6T9VoCPgEcp9436PYjHvhm8+vprJHQmbVfx0Mw79t2453yf8Sa3owZ7Zm2fequdL4XGZ0yKEqSSjuOoQc+h0sZGxlDOt1GdUvtZMzVZWmkAiFqfg7YFJDcoJf0M2Md7M8qIbdcK374IrahIjWb6UH5x0Ag6HW8zePK1cxBoBgc0lNl3D9K3xVsSJS6OlrQiau6wxiqfzBOnmB1HxMNR0tI4R0tS0PVXOGqlMan8wnE1extuq6CRTJjE8dyKaFLyrSQGP4I6dOKAhpOVlZWm5KpmlXzlKweNGlWjojoTG81VeYVPlq7VwrWQG/V/WFD6cxCjUNJn42rlR8kjcVFiClGyVNz/vnVvpbPRZ/xrJG/ofH1Gdb0d/CDjOsxet+vUbN+HNajb8Rx0HM32Y/XNVs7jOKDlRsUgCEYA/I8AXAcwAiDreaxWq9WmW933KTxfeOutt7CwsIDHjx/jBz/4gYsAWFtbw9zcXNPRd80ymihlvFWH8jCH3Gc0tG3v7u4im806AeogjDapUKRRUT4GexxKRxRQ0EuKZ/XmJGn7uIDzaPRM0rYO806j93y406LNzxO4H4lLnpGo/eGLWmskvD6vOW5vb2N9fd3td58A6DuPcYLiQeaYpM84iFPEW516p33y90E84hZsanGzNEXHEbU/+f9ha1PFRSHEjVH/fp403kbLJXk+STpjHBBfQLLavfbdo4bD9tGMIfx50/TDwmEvU/Nlg9gonyg4DO4sXWhEJ5Kk1SaNrksytiRw3Eou6V2S6EOFKJxYhZ2Gy1ZmZFggb4jKtkjaBn8r/Y9yfCdNi47inz6Z6aBG4igDka+PRjjhHkhyOUfceJr53EIzJWrioBX7zeq9NpI5jseqHOmb0+7uLjY2NkJlQpKOuRVBRElknKOW6Z9HhKCVKV8kft1So2IQBF8F8B8BdADYBvDoF7/rHm1lv6dwMmBlZQV3797FrVu3cO/ePWxvb+Px48dYX1/H7Oxsy9JAoyCJ5+iw7R+mzSQCojKIVhKzOKOBxdtJMCrqT5Lnk473sApBM/CihKtHAY2iSdehVRAVhWY/V0+0HZ/WUzyMIN9K8KVQ7O7u1YvkZ1EG8maiLqPWq5G3+rCGRd/YWq2AqvJk1/6wNMvukyTn1wp8XD87Zvv/QQVFW76hWZ5qFcQkzisfHp6HYSGbzbr5HoS2qgJl65HFOaYaRZaeJDrfKILT8v3jhKOQxQ4Kuu8VH3ReHSaauBHEyV76TNLMiqNaxzin1XHtHeKKZzWpPMiag414ET+jLJGk/YPsC22bUdf2JvuD4lT1hrh+48bG9xsZIg86xihZIkpni6OpSdJvG5W0OKwh6qCZDK3Wq+LwF1fPnaC3mfPduD6S4kfltINElVtZOa6f44Tn0d+LZFAEWh+p+L8FkAbwDwH8v2q12smRtk7hSKFWq2F1dRXf+9738OGHH+Lu3buo1fZuptKC989rbCcBmjGQHYZ5J+33qCM7WwVJhKKk41XG1kwkJNB8mlvS9T7JkOSG1GahkZDRSCFOuobNRLAeB/iEPyBcLzLpWKOEwLizEBXRctgIMAVfym8roRGeDrvWzTp0otbU95197iD4sese10aSNUiS+usz2jbiU0nmpulZSZ4/rBxBnPuM0XE8sNH4joqGN9vuYc/dUfP9Vo/rsAagKENV0nU/DDSz7y0tsu8lMVQc1BD2vEHPbBIDq97iHFdHztdPs2M6CDBt+SClWezz1jB9XPv2eb7PNp5n0EMSnumDozIqRn2eJMtIHRdx+7pRSZ6k40oKJ4H2PA84SOTuSYNW5yVdAfD/rtVq/89Tg2LzEARBNgiC/ywIgn8RBMGbQRBsBkFQC4Lgv3+INt8IguA/BkHwLAiCtSAIfhYEwT8OgiC+MnmT8G/+zb/BP/tn/wx/+qd/irt372J1dRVLS0vY3Nw8ESmUB4FWMgAS7CRtHqd3opXeyFbDURuimxHoX7QQ9GagkWGi1UY5Cvy+s6C1gqLe5e84JaNW26sTxIjFk7h2FPxo6CNekuw1PtsKRbFRG4elg60WpKNqSB12jVu1z4/SmUAjfyt5xHEpCoeBRhF4zYBPYPftp+cV0XdYiDtv+p197iTO86iMB1GGHf4kjRI8DNAIzL4tkD/Ega01GgUncW2bAWs4i3sO8K8v4OcdzeLmoEalw/QZ1cbu7m5dNslBx3bUe6SZ9hvx4kaOv0ay4fOA4zaEJtVvtEZnXFvNypuHMYy9yEa1g4IvywV48ebf6kjFOQDPWtzmrxLkAfzTX/z9CMBDAKMHbSwIgv8WgH8LYB3Av8be2vwdAP9HAF8E8N85xFgdbG5u4g//8A9x+/ZtVx/sRTUkHhU0gwu9yet5wfOMVrQRMc8bojzcrcbRSYwQ5Y3ZrTK4REVZ+KJFovBha9/ZdtUQrMXkT+KZ0sg4GkqTptYcRBmKaicumucwURT6+6RGTxDs7cJJwBfRdtRnuJk0wOOAZqL6CDbSphG0ysjjOwNJojnioJkze9SgN0X6aI06iZ4nLUwKx02zFWc2It73TKv68p2bqLnbMSahW82OuZGx86TCcdDfw/aR9P1maGnU88exVkfB2w/L31qVsXCQvuPeOc6AkaRwHOflReA1zxtO2r44KLTaFffvAXylxW3+KsEqgN8EMFSr1QYA/N8O2lAQBEUA/1cAOwC+WqvV/tNarfY/wd4FOj8A8HtBEPz+4Ye8ZwS7c+cO7t+/j/X1dWxtbZ2YlMPDwHEf8p2dHWxvbzujbFx9p6OG57l+ivdmFMlGeGl15MHzEKSOG56n9zrqO/XQxz3L85S0v6OGKANprbZXA2p7eztx8e+jEE7t+TkMnTnoGT4MHGa8avw8bImDo9xjzV7g1UpekTTKvtl3kjyTNCLrIH35ojCaMYafFIMiEJ5LI4PUSeQ3Pkg6zqj5tuIM+BwlrWizkaGhEZ0/SATRrwLE0XCttdco4s0Hh8V1szJ83LN2fx/2tt2DQlz9QuD4ZACFk3YmGmXhPE84yDk4qXAS8dsMvOjjb/VJ/58CKAVB8H8OgiDf4rZ/6aFWq23WarX/ularPWhBc78HoBfAf1Wr1X4ifawD+C9/8e//oAX9YGtrCz//+c9PHBF/EUGL5/uISzqdbhmDPslMREPBD6LMHvSZUwhDq4WNZowwUSmJSQ0rUUb5kwjEcyPh/DDtN8KZnjlNEzvsuYkzchwUfAbQw4yT8w2C4MBrcBz0ZWdn58j2SCPwGQyjUtGbaS/p+0eJ36jzkYT2nRSa0qh0wkmMkmkl+OZ2GLpg115rj50kOMlynIXnYVxSiEp9Ps6zkbSvJDyTwQcvwtluNZ1sZJw9bDTpUcFJX6dTeH7QKA39RYCWpj/XarWnQRD8BoC/BvAPgyD4EMCC/9HaN1rZ9ynUwdd/8fu/8Xz3F9iLinwjCIL2Wq22cZiOHjx4gNXV1cM08SsNmjYXBAG2trYSRRocFk4yc2tWAHnRCfFJhaNKXUjapk29TmrkfFFSLnQ+zzMqlBF69nbhw8JRnstWpuVzrjYC9iBwEsoYHMcYkpyxuHE0c0ZbFY0V1YYv1TVpf897rRV+GfngQfbyUex/W4/yqNbdx/Pi4KjGcRTtPu+zchzlOBpBs2e00UVqUWn6zcBR4+IoIvSOS8Y7qsv+ToKccFzAQIDj4E8vMk5f5LETWmpUDILgEoA/A1D5xUc3Ih598TF38uHcL35/aL+o1WrbQRB8CuASgCkA7zVqLAiCn0Z8df7UoHh4IIOJqkWpio7v+4PcTHySjS40crRSsftlINjHDc87XeOg6aVxhoyTCDzXW1tb3u+PuiYh17gZZfZ5AMeUTqdDqeKtwE+r9nkrb9O2kPQ8HsfaJTG+NeJLSaJno3jeUZ2JpO2eBKXwoArvSeb9FpQ+PU98H1eae6svYjooHJVh9nnO63n3DxysvmXSd5Lyh+eBh+eN95MGh1mDk7CPm4WjMs7+ssOLttatjkX/PwDoBvA/BzAOIFur1VKen+eTv/OrBaVf/PZFiurn5aMfyinEAQmG3gJrhcpGqWIHIdYnmVDZmpIvkhLULJz0uR1VxEKSCIyTmsISBQdZS33nedVns06Gk3qZAwWsVhvt2OZx3gB9EDhJ6TGN0u5akdacxOjYamh2b520M5IEnpfR6jCRVEnHq2mRUf0dZBy6L45qf7S6bqO222ybJy1SsRWXb7C8xYtyZg9S6sLi+KBzbVXdx6OA4+qPJT6OYs8c5iy8KPuXEHVHwIsAzxPXB6Hbzxtaffvz6wD+v7Va7X/d4nZfGAiC4DPsGVSTwr+q1Wr/yRENp2VQq9Ve8n3+iwjGm8cxhhfNYt8sRBkSfxWBRo5W4uAk7p/n7b07iTg5ajjKCKdm227FmW/VfNRxkVR5fl77x56ZwwpenMNha34FQXBiLu5o9lKXVsNxGK6e9/ye5xheNGUDODh9a/ZdxY0v8u841+wgkWnPG16klOqkoA6pFwVawU8Omu2RFHiJ1nHKsscZuc7+aGBslUPzsJGKLxq8SOdOwWbFNAvNrLN99kVc51YbFTcBfNbiNl80uAVgvYnn7x/ROBiJWIr4np/PH7aj42Imv+wGkEbzO4oInZMKR6GQ/irgrVn4ZT9TPjhqwbNZnB42xfwoUtRYfuB5QCMjgg9XrRhrJpM5EWmHjSDp+I5jHo36aLQuv4r0x8JBcdCI3sS1+Tzx7uu71eOxbakx4DCp1MdVq7TVtPd50vOTBC+aDN2qsh5HnWabTqcjS7ccBk4Kf0ilUq40VasMioeBqLN8UvB1XNDK+R62raj3mymn0uoxPQ9otVHxuwBebXGbLxTUTs4FNB8AeBnAWQCheohBEGQATALYBvDJYTsaGxvDzs4OHjx4cCiL/imcHHgRidkpNA8npX7TLwscFI8nCf80ciahAUeZIufrv9nosGYcXru7u8hkMi3nYc+Llp6EPdXIsHUYA/ZJmF8r4DBGrheNdvvoSivPB9NFNdOBfdIwcBg4Dly3OtL5RYx2aTXoGXvedaKbgYM4KS0c9Z6Ni+5vhaEmLjrwqKOPbYRiK8ujvEh0+6TCUTqiCEmzV6L2+kENwOz3Rdsnra6p+J8DuBgEwX8RvChU+5cX/vQXv3/D892vAcgB+KvaIW9+BoBisYhyuYxCoXCgGiBJIZVKnUhhoBVjSspkjgsHx4nnk7imzcJB53ASogdeNKZ1kuGXRVjUeTyv8xmlREQpha3w/h+F0eGXgb5ZUIPgYeGgKee/LHh9HilwzzNK0e6bRvNIp9OHNqq0qhTAQXDejMx2lPzjJNfIOy44qpIFhy2bEQXPWz5MiqdsNntke0aji58HUN7IZFodg3VwiMvieBHr8J0EiMJZK5082oeVrxut6YsCrT4l/yWAdwD8bwD8oyAI3oT/opBarVb7T1vc968kBEFQAjAIYKFWqz2Qr/4/AP4JgN8PguD/VKvVfvKL5zsAsObl/6UVY8hkMpicnMTS0hJWV1dDtUvUY9yKfk5i6sJJG08r4JdxTkcFL3JU50mp/3YK8XDS99hRjK/ZNg8T8cX3dnZ2jjwV85cBiOvDKL0aRXaYcbzo+D2o0et5zfsw0e3NvhMEexdrNLoUyL4D7BsDbMrrcURu6bl43o6mg8jgz2O8B6H3SZ9XWnNYPtGK8TQDJ52+xe3vw469FTzisED6rPTkJMNJH1+r4SBrEveO/S5p23F7NKrkhwXb74tkTCS02qj435W/J3/x44MagFOjogeCIPgvAJz/xb/Xf/H7vxcEwZd+8ff3a7XaP5dX/h6AfwHg/w7Bf61WWwyC4B9hz7j43SAI/isAzwD8DoBzv/j8X7dq3Ddv3sT9+/cxPz+PtbU1tLe3Y2VlpWXh6fRWP2/PnQ9aIaQ0Ixz9ssGLPKcXkegrvGi4f94X27QCXgTBVKHRWI9KUYtqy7f+rVJqarUa0ul0S43tL9JaNwNJI+vjzisL/B9V/6fQejhOeQdozvEVZeBgPbTDwnEYUn8ZeFyzkMSo7kubB5qXnY9KWT8Kvt6qfXuUMgeNbkexbxsZFbXEwVHMT9s/qrqRp3D0kESmazZ9+SBwUMfhiyTrtNqoGGVEPIXk8BsAvmI+e+MXP4R/jgRQq9X+f0EQfAXA/wzA7wLoAPAxgP8xgH9Wa+FO/a3f+i0sLCxgeXkZs7OzSKVSaGtrw+7uLtbW1rCzs+N+DupZ4O+TeMCO0suq8DxvV3ue8LwE7UbrpELPScPZKRwNtGKtm93PzSpcxwmtqlfWKlBcHIcRIAn8stGHZqKvoub+ojtkfpXhuHlxkv3WKPLjuOCwskqSdPBmaO2LQHuSjC8q0qfZaEW+22oHWCqVOrEOqYO00wyODluiIA7igkmOel+z/e3t7ROV/uyDU37qBzV4x8mFvu+ajYZu5rtGBnGlVy9S7fuWnpJarXa7le39KkKtVvtqk8//SwD/Mub7vwTwm4caVAKYnp7GV7/6VTx58gTvvfcelpaWUCgUsLS05Arcrq6uHqjto0pXaBVQoEgCp4R/D14Ub3xSYVdrrvyyX1b0vA1YzxtakdLT6neeJ208KoGnFWktB2njRaBLLxJEGZyDYO+ClqOsw3zc0Gi/HZfz8ajbOswY7FgOYlCKa/8ola8kOGQNxYOOIQmPa0Z+ehHS6I5zjEfRj14Q1Eo4irOfZG82k3Jcq9Wwvb19ZGeuVfVQDwJW9zwJNNSCGqdeBHge5WUaRbO2AnekAUnpcpI+NWjlRZFLj6a67Cn8ykFXVxe+9a1v4fd///fR0dGBkZERTExMoL+/H+l02nkLGEbeDPiKmz4viAvDTwLPe/yN4DgYk/bRTH8niWn6xnKSxncKRwO+NT5I+ubzoAMH2Z9JFdyjKFTfbHSbz5hwUs7kSRlHEmh1DatGa3ZSIlxbAY3wFnXuo5TC41a+jrodVc6TtBcXpfQ8IMncDzveJO+rPN0IrEHpJMJh+Eczczqqm5+5FicVvweBZgz5Ozs7R3ZZDfXHRjXrjgqOUlZr1Z456n3X6vaP85wkOZtRjqhm1r6joyPyDNj++Xcmk0k0rheJrpwaFU+hZZBOp/HNb34TV69exdmzZ9HT04NisYhqtYrOzk53gI5KSDyJhp4oReFFMSocxRgOMo6DpFccVd2coxKejhpadXO4jQQ7TmH6oLSjVYJbI+XMh4uToGwc1DucdL8f17lIErGpz5wUJ449MycBGgmzcZAUr8xSiPquGaPRUeKtVW0flD6dlNSmpHg4zFnXuTbqz0dL9e+k4z3OM3fUkewa7ZkEjmrurWqXe+mk0MWDwM7Ozom8RNKX5dWqM66pmfx9ELqQ1HF51Ma9ODhK/t0K+ZA09SQ5YHzAuR7nOfHhJEpGP8xaxGUsxjm8k/DAk0ZX4uDF1I5P4cRCKpXC5OQkSqUSBgcHUa1WUS6X0dnZ6RTPZpkPD1Qjgvk8jYo+b8JJMCYotEoIb+WcjtIQcVS4jwuhf56CT5L3X1SDKOEwKWWHjYpVIaDZFMbjglaub1KFn8bqZvpuRF9aRctPijCmY2ftrUbPPS9o9RhaoeicBLz8skNSGrm7u3voyLIk51LHE2UcsWOmYeeXeb/QeMBzldQgchjHkv0/CAJks9mWlS5oBX9OAqlUypWpaeUeYQTkSdh3vnNjDbfNGvPj4DiMwkd9ppPSvVavsV2Pg8g9SctIPO+92QrcJW1D+VMQ7JWm0qCKZrNgWjm2qHejgPT+pNCXRvBia5incCLhd37ndzA6OopLly7h9ddfR3t7O7LZLID6aJ9miGhcodw4D0ErIYoYHXX/rSBWjaIhmvWAHwZsxEEzz+tncWNuBe6jIiU0/Yg/z5vwx/Udx0wPAyfBaNMI37ZI82H7su0cVfpvs9Bo7Q/Thg9stNFB3m2m/5Ow15oFpQ9qfCU/TPL+ccNJxfNhDPkvgjD+vCGpoeGwPE6NzHERQI0cD1FpbeTFxwG+/o+6BIPysmZkp8Oca84znU4jnU63XFY8yJ5qdgxWXmxG/0iKZ5+R9XnIhFHy9WHGYefByCx+xjTlg7Yd9Tkv+Ix7rtF3hwUadk5K7eiodhp9/zz5YCv2YRI82T1IJ25nZ2ei6NuDjI2Gy6TGb/Io7utGJUAAhOjuSYbnrwmdwi8dTE1N4Q/+4A/w+7//+8jlcsjlcpHGrWaEojiCwPD458W8kxCj56kgknElqfnQiHG2qgB5M8zUjruRIB/1WdLxRa2VemWtkJrNZl2K/0kk/q00fiXZL60wciV5p9E6tzLt29dOVHoFoyKOSxjw0dRm92LUu3FKGAWjZi6rihqT4lh/tyoK8qBw2DZJe7knonAQtZebqaHWCI7KwdCovyhIWmi9mf6i+MNJpMuHgVbth6Spjvz7IDSlmf1r5UVfv2rointf24j6PikkkTsOy2OTRnEmgVYYLCjb0KBI4N+tkimacTRpqmfS+ek7BzFOJXknypjtk30PakRtBDYNtln+qe3Yvm19Q23X7o9WQ6OAiEY49X3f6B3NkjsKg6KVKY/SuHgSnIXNOgIsJEmD9+mKNCi2Sobywdra2oHqQyeVf16UCPxTo+IpHAl0dnaira0No6OjKBQKdYchjsn5lNlMJhNZZFkZnvWiHoSQHmcKYbNwmLHFGZWOk1ipUutj8j6wwmCrGaSP2dhIiEZ7FggLXXF7tdFYDgpRaS48C63C20mpAZYUmlUiLA0i2D0bJ7CTXj1PYaBVxtRGAhkVz8P2FyX0N3IoHSVwbod5n8AzY9NxokANKq2OAmnU51H20UpIYugn/qJwnpQuxymhR4GDw6YZJxkT93ecbODjKwd1ViSVQXwGQ1+UuHXacLxRskUSA4R9r9n5HiVvVAXzqHkwcZlOp5HJZFy2UKsUdOK1ra0N7e3tkQbEKPDtpUZjsga3uLElbTdqPaL2TtJ1a6XBSXHVqK1GsrnOiWeUe6RZmpXEmGxpr+LVjisOogyLScacJFqyWQiCwFtOIonxrVk+1GqZPWo/RD1rAzJa1XdcX8wK6ejoQFtbm6Nllme0IuAiLhvKp08cBAcvgs51alQ8hSOFsbEx5HK50C1HeoB9By1KUFAB08dsbZsHJRK+95IKL1GM77BAJn/QQsh8N4mBo9nxNiOcA2Fv00EjSA6jZCeBRm37vLg7OzsNBZykQkKU8BMH1gCj5yFp3ZUkkGQOVuFo5Vk4CDTq29Zg0XfihIA4GkCaRcHxOIHjirsowwe6P1R5TbL34iKhgXDtxWaEf6avJxmzbaMV0MroXm0zSQSrxUPStWh2PAdtQ8cYp8wc57lvFDXdrOECCDssoxRZ/e6ooyKSjrsZaKTsHMbAYZU2H2+Laz9JvTDFt12nVkTrHeXzB4GkstNhx6K1E21UeqPbS5OANRAdRulu9I4vWtH3js/IE9d2rVaLTX2O41FJo4QPwod47g4ib0fRUUvXmsnOSUJb9DNNO7b4bVamVHnGRlsmSd0+jA7mA58+rN81WvfD6IKHfcdHa5OOpxm50kIzPFXHwz1arVbdWlsjuzpNkkCzcpZvvknLMvEsnBoVT+FXHrq6unDhwgUXreiL5LLMYWdnp44Jkrk0MjgelzBP8BmXfJ9F/Z8EDmuMIX7ilNiDCqhJa1T4DL4+ppRU6NA0wlaCzod7ybenSOD5OZnkzs5OZFpQFGOOEqgsNEqtseP0KbetYkq+9eJcuNeaFcwPM5ak+zbJ/gqCoE5Q5hr79rtPmbDr0GhcjSDpc74ILf07idIV9X/SsxnXB29xj3Lc2LOTRFg9TGRdM3WgmuUrcbhvVgmz7ybpk/9HpWi2Yl8C0empvmcO21dSsLwuTn5I2h5LGViIU759cND5HqVM0yxtbuRAsG0fNC0yygDkU7iTGhmamat9Lkre0/N0WAdSM7ws6nz7xnsQUPmhVqu5W475+WHLvWjEtsorSZT7qOjZJHstlUqhra0tkeylfCkOtra26p6LipjVz1TG9I0lKe33vQvs78dmL6ixpUg4F13zIEh2YU+SPWLnbx2cUe3p2JqlM2yHUWx2LzXDo5sFjjdKTow635yvlV2srtXsWJJ+zz0QFeTjAx8dSuIM9p1Ffh6FL9/nGxsbCIIA+Xw+MkuE69FMOQV91yd72x/OoZmoYT5z0m/2JpwaFU/hSCEIAkxOTiKdTqOrqwv5fB5tbW2hdLJGilPcjX56UBsRVEvEoyDp4VVvCyOCktTuOQgTOky0hxV6D8Iofcw2SXu6JsS9T1hpFIVjCTiFmaRe3iRghduoOeuYdQ5JPU5x8zoIWIOwHSeNfEcVMdRo/XVMBzH4JzEqHQT3tg19hkJmXFt27/LzZoW6JO80qxxGCTNxZ8xnQCdu41LGkgg8jWiG4sDiNqrsxWGANDGOH+jnVoFtFsh7tM+4dHG7TkmjO5OMUde2VXg9aFsHoQVRvMn3mc5V2zjI2LiGUc4sH484bI0x5d2+89uK9YuKwATqs0osXpPuNbYV955tP4mhQHHNuQCooxmHxVuc0ceHn6iyBXH09yDjSvLOQQ2LyjeAsFzMc5BEBosDGieawVGSMSf5Lkpu49wUkvBOjcCyn0eNQyOk4vbXQfZMHK9t9G4jUONvLpdDW1uba8+Hp0Yymup4imu24zOI+p6NchJGjUvb0f99xr4gqL9kNKkB3Ac6dmuojXvHjp2g+mizelGz+yCKT8S1o8FCSfptRLOj1tI6CzQAxBcsoJC0hI/vGXWAKf+PM2I2u06nkYqn8CsPtVoN+Xwevb29KBQK6OzsRKVScZdaWIIcdaCpuCoxUCKfSqUcQVDPKkGVuTjBwEdsoj5r9Hmjd5tROKI8NM0YaXy1h3xEy+cFi+ovidATVWfQvhcneCgzUAaWxEPaDCiT18+iDJ/WmN1IAVJolALQaOxJmWyjfZ+0ff3c1x7xwHOYlAHGMVZr6I0bV9Q4CUk9gr53+bc1Alu6Yj/jHLgv4mhPo/E3At+Y9RwnVd58UeI6N/sOHSqNbj+3ArT9Tg3ghxV6GwHHQqU4bg+qsnMQo7hvH3V0dLhaP0ne59o1cq4BrYlCPAi9OGjEaDPv+Rwo+ptg9zl/R53DRpH6QRCOREgyZp+x4KBrQ7qa9P1m1k/lJR9tz2azIWWLzyYxJCeRD/RZq8xHyU/2zNp3fe/Yzw4Lirco2cX3eaO92wy0Yj6N2vDNT+WeZqJ7bL9xRqAkYPl10n3PdbO828qUlu/HtW1x5BuPygTAHk/m+WoUzXUQmmzfizNKxUGULpDJZLC5uYmdnR10dnY6OhHFo5JE1ar+QXmhra0tcVRsI/4IhA3kvvRqX4Q0f3Qv8MbfZkHpLfeAyj8W3z79w0cfGU1s+2p0NqKCG+LWUnUwWx4kCprdzxoR7zuDPr6gc7U8IpvNor29HUC9bnGYy1yi9kCUY7EZWmXfOelwalQ8hSMFX4RAJpNBsVgMMQnridLDzkPui1ixRFXDspWo+ITQOKEzinDZ95MKMPbvRp5PBa0B4WMuSTzFFpdR82d7UTe5+cZ7WEUb2GfiUcRZBQ4fc/dBMzjWdsjkuSe1nzgGkUqlnMdWx9CoLxsNokw0yT6M+sxntE0ahRvFmOP6Jfjqj0XtEd950/4JltknWVONsos7rz6hK5vN1qXERPXrM6ZxL6gBLa7/qLajUl98bfnWjP+n0+m6+oq+VOc4w75GJ9i5Eg9RoPTHRoKQ/lujsc6nmUi4RkK+3UdR0TZ2XZo1avv6o4LEi8xs+p/tW/9mzda4PaQKSdzZ8r2vOEha7zHJZ43aaJQarXP2nVULcQ7Etra22JR33WeWv9gIe99YCezfnpdG7/vWXdvyRVBH8eSo73xztu/a9zQqLWrNml17+541EFkaEXceo/q2bcelVEa96/vMtyeSQpSBgL+TnDvuh6NMiWM/u7u7IUOF3X+HKSvAfii3N+K1ChqBZOWDRsEKaqywz3HOlv8kKR/kM7z6ots00pOZW75zZ+myD+JkTKUbmraetF171nS+lIW3t7fdXmQ0WqPzaP+O+t7S8ri5cgw+Oqr/+6JJo4xJ+i7xpzrAYfe9NWD7xh1FD/XSJB9E6XtxePfJ2FFyt+KRjoVGRuNm6K9vfEnA6pJKn4IgQEdHB3K5XEjuS6VS2NzcPFB/CklsDL7vosDSjBcBTo2Kp3CkkMvlAOzVVqxUKgCAfD6Pvr4+FItFVCoV5HI5d3CimIcVDu13mnpsDYi+CJ04AufzEjGkWsfnY0Q+5YeKxUE9snHekzjBSCGq/oVlrmRWmUzGeW7imFHUGJI8F6W8Rb2r3zN9vlHqgWWocc9RUKLRO6p+lsWHpjXqODXNUfekCpWK86SMJmr8Ol/FS6Oba5MoT/pMVG0xPbc+RbVZ8Am0BzV26Ph8zN2mqzGKTIX9KIHPF91onSG+KAZgH09JDfjatu+ZqHFa+ud7p5GQF+U1tuveqJ329navsOszHCc9v3Y+jfYb22xrawvdCqj9H9Zwwj7a29uRTqfR2dmJ9vZ2dHZ2urQxGx2WZG/HGbqTKBC+9qxTo1G9WjvWZmpTxs0l6jkLuv90zwVBEDJaW9zWajWvETkO/7qfrGwR96wdZyrV/IUJer54bjiOuGd1XRvtK+5BX8qwnUdUrVx9JqqPKKWIY7V1K1WR8s2rkTE+6rNGUZa+zy0f8NHQRm3wc51LFG2Ok/cszWwFxNHMON5Ag1KSc+xrNwgCV6dRZWyg8VnTs6R7whftHrUvfGsZFVka5WiPepd7WR3HNCR2dnaio6MDnZ2dSKfT3puFk9Bx0rsoUKOllTnj6II9Y5QhScN8Ed/qtGyE+yjgfHTt29vbHQ/lMzo+/UnaRxz/5DwBf9aGlRGiHL9xtFfX1a6H78fyH36uMos9gxYnPhpl95hv/ynefftmd3c3sfwaJ6vEvcfPkxgio54LgsCdP8WrluXyBRIcBOIM1I34sW/cLxKcGhVP4UhhYGAAIyMjGB0dxauvvorBwUGUy2V0dHRgdHQUw8PDocNN4TkqjD7uYFrhVpkNmZIK9r52fAyLzFgVrSgjpDIARrs1IoZxDFgJe5xQ7mtD8Qr4058VT4zQq1QqToHRKAmfkKOMLWpc+p1lyHHvK6hHXoWkZoQJH/jmk0rVRxwy4s16vXR/+Rh4EOx5xtTIp3udffmMRI2Yj/2ebdi9ousYhwNtI6ovtuUTHvWsxAmrts04wYvjjouwSyIkUqBQoUKfscYsYE8pULrBvu1e8fVrxxqlxKqg4/vOvsM9Y9u1Y9f349aj2c/5nT0DvuhwX3sciy/qPJ1O16WmEPe+/dYI4p5VZSmqtALboCKWRNi0eGEfQbBfDD6VSqFUKqGtra2ObthxKw6UF1ic23klwUMUPdfxR7XjS2OKqh0U1TfHmxR8tMKuFfET1bamusX1bemxpdlRz+s4AL+zwOdcSELrU6n6Ei++c98oBTPJeOz7avSI2yON2uGPrT+lPItzszRCcc/9xjOkz+na2v3I/pI4P+xcmnH8RRmmfOul47K01QfNlodIEpEZta9rtVod/7B9xaXlN9rTwN6Z9EUq8pmodm26bDqddhcxJF0nHYfFg/7PCOek7XFPM7VZjXr8nJHqcc6rOLxHGVAVVD6g/GMDDBrJ7vqbbVrjmj3fcetG8I1bx2INsrZtm5VGOSrJudbx+9q3z0Y5gZqJtlNQeq6yDnHCuTBdl3RfeT/XkzKEz7gaxZd8kEr5g198ePHRZSvjRuFGeaqvXa6p4t2ns0fJ4tvb294+g2BPF6OMqUC8dnR0JNKXLI5s1KbOK2oNGvFmlfMVBycdTo2Kp3CkEAQBbty4gddeew2vvvoqxsbG3HelUilk6LPCgbZh//YJitbTacPm1TBg31XGYhUIRpn4Dr8Kr9qGMsRGgqRlavYZa9CMwrOvbRUItre3vR53nWNnZycKhYI3+i5OyYwCS1CtkTUugsH2wzEwuqhQKCCXy6GjoyOWUfkE5igBKAj2b7PzCVNRbdv0IGX8ZFS61oxU8qXG6Vxtm3ZMlnmxX18dLNuHDzgen3AdZdjmGPL5vFuLKMFGP7Nrpn35zlDcOYr6W8eidex8RgOC7k3eWp9kr+u7fD5KGefvTCaDrq4u7+VVek4s+OZMRcV6ltVwFYXDJIqNrocdp/apkWC6d9iPFZYIemZ89KZZaOTIoRHT4iJKqffRCl+79ofnnfSjWCy655XO+NaIe0THZo2g/Dxqnyrt0Hb5t8/wkiQi2M477jIfHyQ17Fh+bfmRpYtWEdV3VcnX76zSwr3O/dje3l4Xdah/a1/ZbBb5fB6VSsU5p6IyBRSa4e861qS0PQpSqfBlSHH0zqc82jFFGZiUBiiQXkTdXG/pDT/r6OhAOp122TCWL7NPn0Ekbuz2M8uneAZtn3wmyqDIv317zeJMz5/9rePQCzJ844kDu3d89C6VSjklXZ/VqHWfjKuySFTftVoN29vbTTkjCGpQDILAGZcLhUIdj/f1rW3wnNN4w/XVlP9mDZVWH9Af5QXEg8WT5QlKb+ye9DmXCPZMWeO9Dy/AXnQgjXZaG1adGj7ZnrTV1gr2nWHLIy1dVz60s7PjnHLZbBbVahW5XC50zknfLfhoJNumfB71nm8P2XMYxXOjQM89cWajWoG9Nejq6qrTb3yZT5Qf+R3lQDsHO177P/eTb230HetEVsNmIz4WvUPjUgABAABJREFUtXeT0COf7g7UR9Arj1J6nUqlnExvs9zS6TQ2NzdD87a4Uog6P2rL8OFf+4uaq32G7b4IcLBri07hFA4ASoyAvUPZ09ODu3fvYmtrK8QAfUp/EAShSDEVhmlIsfVflDg0EsxVYLah/Pq3euqAfUbNeiJRwrGvX/1b58ZxRHmOkuDaEkTFkdZBIS6pYHd1daFWq2Fubi7EKHZ2dtw8LcQxUats6tgUX1HCN5nv5uamYx75fB5bW1vI5/PY3NzE+vp6yICTRLD3Kdpsf2BgAHNzc47J7OzsRK6DreOSyWSwvb2NtrY2bG5uOhwqo2OURRAE2NraQiaTcX1wbNlsFltbW9jZ2UEmkwml+PuEeP6fzWaRy+WwtbWFlZUVt18b1V+ySrn9XAV5xRkAZ4gF9gxp2Wy2zmMYZVzUOds2rfKxvb3tntF9qNGTOjbd9/zNvW8NwVwfO07fre5xYKMq7bvWwLa1teUEQtZ1UbplBam2tjasr6+7s8i5c+3VQKA15HTOVpD0nZ1GXlJdB0a06HyJRwrO29vbIbrJvnQvU9Db3Nx0eCRd1Bsikxhbo0D5B2mLbcNnHNDviGP7jO4jjcTOZrPo7u7Gzs6OM4J0dHRgcXExNG7dtyrQkw8wqkd5Eudho+e5Lpyv4k+f8/ErX3RSFN6VthAvpGe+ovFRUR8WdA2UZvucO4o/WzuUc2xra0O5XEYmk8Hs7GwdDVW8aw0y7g/S4La2NmxsbNTRfM6dSl2hUAjRLZ2P7iGfjOIz0Oq8rTzCv7kP9J0oXOtnUfU6uf98PFrpju4znZ9dS/u5njV7bohXn2NG5Ug1SqnMQP6j+z8KdB34rMpgXF89jxsbGyG86drGpbMqn+H7SpPsPregxm7iUyNw9dz75txIHrWf2ahS/q17w2dM0Gct3fBFIPkgjkbYvaiKvO8Zu0aUKYMgcCm2GxsbTi7z6RFR87H44ZiAfXlQ16RWq6GrqytSplODi22bz5Ovtre3Y2VlxYsbPVO7u7vY2tpy8/edW8UPDVTr6+shWVajK1WuAvZ42ubmZshRYOmszsfKYRwD2+T50P/5fS6Xc/jLZDLY2tqqM9ayL6u3KE+Nu/FXzyh/SJPa2trq5Durm7J/60jQ82LrSfPs6/lmm9znXEcGWGxubrq9TB6g8gef53n27WE6z9bX10P7ne35jGM8bwMDA1hZWUkkK/v4nW88vs94JixvsTKN7hW7/9rb2x1/Jw0A9iIcudZx4JOPFSwt59/Wqabji5Ilo2j4SYbTSMVTODaII9xWuVOCHGcUtO3rgaewY+skKIPQ/q0xRSHOe0PCreHr6jmLSu2wY7Ft+ohKVBtWUdbviFfOT9MgLGEHgM7OThSLRVf7C6i/AEfHQcEmibCqOLfgu7SAv1U4SaVSqFar6OrqCkVn+QRbOxYFZdIUVNra2pDL5VzblpHacfv6VCHFpnMCe+tA76h6SDXVVgVLGiB9adS+MVj8+QztUYKeb6yMhtBUUWvs1gizINhP9dRi5Najzv2tBkn1ohP/nLemDOn8ffjQ85hKpZzSoJGHPsWIc6dBRIs32z7j/ibeo5Q6S292d3frooh9whJxRCFbn1X6o+Pw/djxRCliChQY7ZzUeOQ715buquJs++YZ0H2mYOm4r6+kNED3oxXs9cenEKvAaMHSDJ6H0dFRVCoVFItFFIvFUARC1JoTOjs7XWSzTcXTNafDSIuV6z7nfPR/O24bkeyjez7w7aNG+ypqv/hoEcfeaI0ZBW7nlkqlXCST3Xt2HOl0OnSZDmmP4oO/NarJ0jgqMDqXKLlBFV0fTvi5jVTl3+TRUec+7mzyb0bucBzKf/QZOxcF3x7WciJ2XXyGILahtJ5r4cva0O/iIreA6GhFdb5o5BBpOYDQPrDRZbqu2qYCv/M5NYHw2lraw/1SKBScvKXrQT4XJWta0P3vk32twcfuW/atfIhrYEtGRNEPdaBG0b64827lJF9pE4tjPQ9RZXSixuvLLLF0xCfH23Ott/0yJdPO0dJgq19QpmH97zj6S75N46YapjluxQPPiMqnFkc6Bj7HPm1Zkaj18629jdzUlPZ0Oo1isehwymhlGvp8e43v2c+4X9UZpPO0dFP/Z2Rse3t7XVSm9uH7TNvhhSFROLIGZ58BVGmWPqt0kPKiL41f10zPq+JII1QBOMO77huOpRF/1nNj5TsLnJvyR2vE1b3jk718+Ojv73ff8exY2aLR3o0znqoeY9tQ+Urn76NVSfo6aXBqVDyFY4Fqteo9MMvLyyHB0io+9nllPAr2Wf7PNAif0g3se9qUKSuBZJs+hUGJAIUCGkGYlqt983s1YpBI8nN7K6iPSNq/rcJoGQ/75wU5lUoFpVKpjuDpO5q2q+nAPgJL4UIFLjWsWMG4ESPxgd681tHRgVKpBAAuks8ySgWLfztXNRAEQYBqteqEl0bjrtVqdRE5qogRDxSyNLWT+wTYv0zFMmj+VsFA94UVYK0AZRUTVah8e8l6oLkn9RkqXLa+l85fhXydF8fHv5lybxVlCm0qCBF/TPWwioviQwUlttnV1VWncNvURmDfgE2joPbjw7tVDrnfokCVILbBM6TnzJ4bu7e6urrQ1dXlzp4qKmro4PM+54bFn/YVB1G0wH5u6RdQnxLOMeh54f9RlwzFKSmNjAqW3tn6qew/TtGNiiLSs6V7hJdeMTXWXlbjm4eeLeVT+pnisNG62X2lqX1UbtTR0cxN8Zau8pxHGbk4R31H27N/c5xKAy341kRpFnHmS5dV+sf5aMmTra2t0N+6znSq+c4S21ScKL6i8GfnwDNMWsgLHhSnxJGeI1X8fXix+OWFeurg4j5Qo12Uo9TSYa6XKryKJ7avtEHx39nZ6fa+1jSmfMI2eQmS8vqos+UbL//WNbKGNvYbtZ9tVJbPuGG/t7hQBdpG2XDdmdVjnSJ2/L4zon1b/PhwZv8mDpSG08ij5510xJYk0n6U91mjlOLct47KZ3nhidIF5Z0+2Z5ysj2v3KeNaJ9tz9I1xSXxo3NMp9NOJ7L0UNuw87V8QfdLFJ7sTdZcQ5WhtA/Czs6Oo3uMnFMDoq6bgjokfLhnXxaPNoqUGTrknQDQ19eHvr4+FAoF9yxlBa6r0gF+p/0rHulw1zNjjcx2P+ZyOfT396NSqUQaT301oxXS6f3MgijHA/eMpalxbfJZ0uhcLudkvyiaaHmB/s0xajq1fu47r/pbn7F7wIdr2z+fUz5u5W2VdZWmaBvt7e11JdXoPNMzrwZ3xZsdV9SN93atrNFen1N66Tsbvv9fBOPiqVHxFI4Frl+/7v72HVJVIn0GLNbp0AgW9V7Zw09mRE8SiYV6I5QRK2PyGQVIhPi3JZSFQsERBjIaeth0ntZjqW2kUvuGJlUiNfxdgUzHEnydG4kQ8dDW1haKQLQE2tZ103Wxa6IMh0KHZTo2bN6uNZ+JYmxW6GprawvhlRFeFs927fSSBJ/Axv/z+TyGh4fR0dGBfD7viL5PcIsSGlRIUqah+E2lUhgaGnKRM9ZozX0dBIFTIPleFKNKpVKhlGOfQm/na5m3etD4w1qJrPGSz+dDxjp7Vjo7O92epfJhvYtcs4GBARcZq4Y2nt+urq6QosL6g8RJ1JnQM9DW1oa+vr46r6AaKbl3uY/ZB+dHA4PuZ6sEWtxaIcK3T/Rze9u6dawQLzRKFQqFkGFRo4moaBUKBVQqFa9A3UjojQLfmmtKR9Sc+R4VYktDrSDo8+ba/mxfel59Y9A+rXHNzl9rOPnm5MOfKkaWdtGg2NnZ6Z5nxDJpg9ILpWk0CnV1dYUMLdq+XVOLW10zjWpTnmD3mzUWRM1dFQbFsdIgq6T5aLE6TbhGdixRioxt277HM07DjI+P812eJ9Jx5d/aLtuuVqshZTsKN1zXuH3pw2Mul0NfXx/6+/tD/IL7Suer+zmTyaBUKnkvBPKNkTSHMoU9I6Sb2oeuoeWxljYSt/q5ZnMon85ms05x51h0fjQsUs5TY2DU/oqSM3R8dg52rZS2WEVb1y8O7NklaL/2vGjfxJuCpRlx41Cc23YVFCeKC8sHLQ2h8UmNIsqTo+gW21SnZNRZoYyQz+ed/ODDk7ZLIJ9n9LfSHY3Gj6P3OmYfr6cRju0TJ2qUp4xpIz4VX+xD58B3CKoP6ThpNKNMkMvlUC6XUSwW67I+rBNoZ2enTufR1GQdr8UTgyN03D4e4nMEEffEje7zfD6ParWK0dFRJ4fqede2Le9TuZDyLJ3XANz+tXqM7lHivb+/H5cvX3brqgZUvhclX/noicVfNptFoVBAd3d3SA6l/sOzbutlK93P5/MoFAqhyGGLK91rup+UBinv1DOidIE4tHKY5bE+OmPlaB/eSPftRSscG53sUfTMt0ctzoD9KFm2R3nNGsd9Y4zKTFJ82vcUz4qjqL3zIsCpUfEUjgXy+TzK5TIAuEgBYE9JYtQZGa0yAB7wcrmMnp4eJwypl40ElKBChzL1KMFJiaZPYeGhZ3tWeCFRJINi6hULtfu8274xdHR0hIRkjrtSqbgoKzIY/nR0dKC3t7dOWOYYfWkPOjcVKjS1h58poY5T5nyfWUHREnUrpFrvVxQBVubOaIYohqTCkAUrFHLPTE1NIZ1OO4FTvVnsQ5U6H2SzWaf8AwhFJwF7e316ehr9/f1uTVWYUcM0BWYyLJ4RMlM7Zx0r188qPHYtrPKubVnhNZfLuXOpESJUfmk0UkFEzyS/U++hPkfjYXd3d2guekZ9aTm6HroXaKS3QOGIOPUpOO3t7aEzx7FaIZWfW6eBHaMFRh9xTrouUbWWVGHXs9Db2xsSJHmWSVNUyLfClPbLtbECIVCvyPrACrlWGaKiokYtfsa+iRsqQ5yr0j41jKkAbPv0zYN4o1Ff6TrbsHxD++M8oyLALG3I5/Ouz+Hh4dAc8/l8aG3U8851LBaLTsmy66W4VTzwOe5J0niOPQgC17alI0pfdJ/bPWxxqkqH5UkEq0Bbo4rSeN3riptG/JRt6Toqfc1k6m9dVfqkY9KoE+JFaZvuD0tf1VHgU3Ts/4pvnQfHlcvl0NnZ6S658znybMSyjaK0/VqZgGNRY0A6nXayDZU74ktpusplcYqRfkf5JAj2o6oY/c821eGr+Onu7nbOUuXVnC8NOWq89+FdeQj78TlErdNAcdpoznxP+bePJ3Af6P8+GYbv+gwYuo5RY9J9a9vXs2vPGdfAZqfo33SyWx5m2+d7+nmUTGXf5bkgDxkeHq4zlvqA+Nra2kJHR4dzynFPxzm548ajeOJZ1bHy3KqRor29Hf39/ejq6gqNO5fL1UXc0bHpk+GizrferJ3JZFCpVNDf34+hoSF0dXWF5kFeRKd9NrtX45nn3icv6HgoF9LYr045nmGfnmVlHs1Ksum6lBOKxaJzcus5UHzwt81sodyZz+eRy+VC2UIdHR1eA7U6PDh2ym5xN4NH7Rl7bixO6XCfmZlx0fXEabFYRKFQQLVade+S5nMO+XzeyYOVSgXlctmtr8pTVqZS/HGMWsqIuCRt9KW+2zXQfZIk0s62QdnY2gdUpolK62YbLBPQaH1UD+LaWjrtowmWbhBUHrW6FMemdgrd91G84aTD6UUtp3BswANRLBadkatUKmFgYAAPHz7ExsaG9zY4FWI7OjpCHgGfwE5mTeKwu7uLrq4uLC0tuWdUYKZCxfBnS/iUGPkUEfXaU+hPp9Mol8tYWlpyRJgRfYqLdDodCr/n/xqaXS6Xsb297WplZbN7F3hQQadSyrSYbDYbKjrLttUzSSLNy0FIRC2DGxkZwePHj7GysoL19fWGAp/iVpmMel/a29vrih+rUMs11RQbtqnKnALXkEWLdV5K8KPqo7Ev7rPu7m53GUYms19on3jXi1u4x3RPKAPZ3t52ShmVJ0aPaFkAKhK8uIUGOsuIOFdrDFeGy3kWCgUsLy+H8BhVl8waVbQvjoWCzOrqqjtnANwFBplMBo8fP66rvUccWcZbKBTw9OnTEM4ofFsjrIIqzhwn18V6C+OMv8B+dB0LtWtkDIUoXlqke1TXnYWfGQXlgzjlTukGz7nSKPZp2+KcOY/e3l4sLi4inU5jY2PDPc+5sYg65xHlWVX6wH4YHTk7OxsagwraNtVTI5j1zCvdo1DPKIq1tTV30REjb2lUV+M6x6nRuaTj/DvKUcH91t/fj88//9ydHbtONkKL4+beSKfTju7qex0dHVhfX6+jO1o7i212dHRgbW0thH8ruHIcTPtaXFx0tAQIGzv0b/2O7VCp2tzcdGdOcUqDG/c3n1lfX3f7kufbRqSTztsUd2v8Jc31OayIL21Lv89k9i7JUPqr/VgHUK1WQz6fd1Ge3JOKL75PAb9SqaBWq7nLrni+GfljDZyk17xMjFGpW1tbbh8HQRC6aMoHPgcQz6I6laioWzrLOdAgQPwqvdRIYfuuKuA8W7lczhnFAWB+fr5OIWbaoaVfaijxGRHs/3rWdnd3sbGx4eaofJLjp7G9ra0NCwsLbk+zLIqeX/bFNq1SzWftbccWlJZwjWwN06j5KT1VRV7PCCOZ19fXQ7TNp6Rr+5RlNzc3E0VK+YyJCroXlb7TEVitVt0FIao4U0YqFApYXV0NnTHFH7C/t3Wv2z3tczjbv+k0KxaL2NzcxMrKSp1cpsA2Nzc3nXGNl7Ts7OzU7QE9U4rHqPEAe/yMslc2m0WpVHI8WevpqvGN+97qNGqEsv3ouuuFHCobsL9yuez2V19fH5aWlkK8jfwolUo5nqR0m7Iw32G/uVwOOzs7yOfzbo8sLy+78dja1Ipbuy7Kp8gveQGMHQtxa9sjD9Oo5q2tLTd3Ovkp17MP6nqqK6rx3V5KxD2mOgQ/17XU/atyK9tVObZWqznDH2vbK81i+5VKxdEIyt6WN01NTeHdd991ugUN00ofOX6evbW1NbcPeBnm2tqak5G0RjvPLW+p3tjYCMmr9uIT1cUsXdZndJ780XXwydhWBtXPtZSJ9mdpOeUYtqGOMiBcnqNWq4V0bDuPTGavnMji4qILMtH9TTqpOt7Ozg66uroQBAGWl5dDMt6LAqdGxVM4NlBCTYE1lUo57x2/p0FMrfgqdOVyOUdkSdwo9JMR2kgyHloyGzUKUXgCwhFO7e3todo1POCqzHR0dDhFTxnt9va2S03c2trC1taWU+z5rFWorHDNNFJVmOwFNhw/DYzb29vo6OioMyR1dHSgu7sbuVzOGUj0e/Vc6edU8mmM6OzsdEIXIwnoCVpbW6sT5Cjw0FhM/PjSY3WuFtRgBuwJtHfu3HHfq4LH51krT5VUCpPWMMF1poe9XC5jaGgIb7/9NtbW1uoEA2C/roZlevyea7+4uOjwqekvqVQKfX19bhxWgNXPuf427cB6HGlk5tkplUp48OBBXVt8XpmkGihpHON50UghAO4MFgoFFAoFJ6Ssra2FbpDTMfqEAfXmc38xQlRr6ZARK9PVKDE6G6goJ6mJpNE1NL6qU4N7gvt7c3PT7WXuLeKHn6vi54v8UAEynU67lBsaUolXnyDWaD5U6vP5PHZ2dpzhRdeBYI0Uamigg4HCJIUeKvNtbW3uTKjhkI4Nn2PG9qeCJ/cV928mk8Ha2pprl2Pj+gdB4L7n2PVc+6JjrAEKgFMq7J5Q+gTsKy3KQ/isL0KBtMBGmHA+N27cwObmJra3t93Nmj7FQwVrrqEahJVWqiKq9E3bIS2kwmDpFc+n4orvpVIp5PN5LC0txd7waI33VolSI4XSFR9NskC61Na2d/uyGviUNhL3XV1dTtFmGlOpVHJnXMdEI53S0LGxMTx+/BjPnj3D9vY21tbW6oyZxAPHRPyqgY37ievPKDxVzKKixDinIAiwvr7ushmoBHP+pKukaaRXFn++vaVrR8O1OigLhQJyuZyj8fZc8ewS36T/9gIEKsw+JVwNLExNZ4QUZRbuUTpfOGfKfOp4UjmE/F1lSOscUrpHA7rKhRaHxLU1yvqeVyBOCapcBkGAs2fPOgc7x6pnmXtU58Z1VjnOzk15ou6DKD4ZBEForYkbyuJ0fLe3t2Nra8vRY/JAGsp0bNY4zDVTvJEn0ljpkwf1XNj58vzRoU/jIhC+4VyjULnnV1dXAezX6Sa/p0xDeUqNvcSxymWkIaQvpEHZbNbRDw2csLRaf9Qhwflah00QBCFnn+LJynsKxBPpFvcl9xSNTpY2ZTIZhxsdZzabxeLiIjo7O11WGgBnWI4zjnB8nKPKmaxJad9nhOf8/LybGx276qRT2Yhrq2eDxp5KpeJkWBrUlGYTFI/q1OTaKP3Wv/kuZSUN0iBv1TlqtLLtm7SMRlLOm4as7u5ul8H27rvvuveo0/J85vN5rKysuDlwnzMivVaroVwuO/65srLibplWgyKzYzQrzp43lUOIO725XOmyb6+QH9RqNayvr9ftH54p5Zk0zFImsDeNUx+jvqKfqRytch7bIf3Usap8k06n0d3d7Wgv14s6zPz8vJO5GG3Z3t6O4eFhzM/PO3rE+VmeeVLhNP35FI4NrKKsf2sKIICQxw0I36Kot25ROSAjVy+7Aoke0zUpPGo0lGUcHA+NG+o10FD5/v7+UF/WQKl9qhAE+GvZkFFYhm6jtRR/WjSYwq4KIqxPpwKNEnH1lHAOVF5KpZILve/t7UVvb69jNIwoo1HPzk8FPzUYKcO1xlH7uSoDhEqlUocHzsn3v7Zlx0dFVSNOiZP+/n709vaiWCzWrZtPUFNQ5qn7USNC9ea4IAhC9TR1rEzdUu+sGtWUkXF83EeW6XH9aUBRA4iuF9dfx6GGlVKp5Ax8mp5mccgfbY/PDg4OOu8whXuuA40xFJZY56Srq8vtI86P9EPPCOfGqCFdc9IIRiUxnYQpD3YNaaSwNzUS56rs6nsW1MCiaeMAXAFwn4FcBTJ1iBDU2KBg6ayli1aR4fr19vY6wZNts41SqRR51jUK2YKmLZKesE2mV6XTexHeAwMDrg9GSpFe6X7VSAA1DhBXVrBXxY/jZ6SkfmbTmlnLiYKtKtiKZyr+pIl0OHE8mUwGPT09+L3f+z2MjY2hp6fHjYtjLZfLLi2POGIkGM+bD/cch1VqKLAGQRCKOFP6BNTzF2uEVl7pi3ZWRY3vkkd3dXWhXC67s+IzyOq81InEtSXu+/v7XTSN0juNGmSdVk1rJA66urpCigYdUJ2dnW68bLNarbq9qel9uua6hy0w0oTzsAYQro+umTWO6VrZM0Klm7yfTg67Ntb5pOOwPFL7s/KXdYTyb55NGmRpKONZoOzAqEJ9V/ku50dZjqUbuDZajoCgUYLcc2o0SqfT6O3trVs3xY+ed62lrCVMgHCmhK8dew5VBgMQ4u1sj9/rWto2dB01ao1tsIREqVSqS53Ts6Ftkqbq57qedm5aooF7tlQqYXR01F38R9CLjZTm6n7T761cY+U4dT5wbdVwB8AZhyirk29pW1am0ndJBxgxr/Wc+a5eWqfrprK3pusz2pn7i/ufMqGPX1tZl5+Xy2WHJytfqG6ha+TTL3TONNrzciYaOWi0UYMZf4hTK1fqWBkJODAwEBqTfV6NXexHda9isYienh7kcjm3t4G9oIKRkRF0d3eH1pP4p7yia8zzDOzXHCSeyKfT6TT6+vowMjKCwcFBJ2eqTEg+TBz6zr/igp/zHJIf2fFYOUtlBwUa/YA9vZY1MsvlMiYnJ9HX14fR0VGnsxQKBTcOLcNiZQhgP12eY2aQRalUwsWLF13ZDfJTysV2/fU8WN1EQaNJffROz1k2m8Xg4KArK8b14ljZJ2k2aWKlUkGlUsH4+Hhd7UcNatAxsU01suot5FbH953jVGovaGRgYMAFX1Du1fqqOv6xsTEMDg46Oc/uoRcBTiMVT+HYwKdokuhNT09jaWkJ29vbTiilZT6V2vOCM+Uyk8k4ZsdDTsK5sLDgFDB64LQYM6OM1Gvb3t7uvAYkEiSu9K6qEkvhQ41q9KarwOlT9Oj1YltMjSXk8/lQ6oUyLUYmWC+NGkl8KWkUXmyKnSpsKsiWSiU8e/bM4ZZ1OGhc7ezsRKVSwcLCAra3t0Mh9ByPz/DB7+jd1j2hjEfD64H9dC8yOxqZNFqBSo2PwHNu9KDxeWC/do0vhVGFKPV40xi3sbHhwtvj4MqVK3j06JETtDVKJggC1z77UqMJ131rawvd3d1YWFjA+vq6wy9TCBkRo+NnnR62rwKrNfwx8kyZM72pdv36+/vx+PFjJwB1dnZienoab7/9tjfNhWtApZxROhSwqQyzLRoERkdHcefOHWxsbIQEKf5P4QXYT++l4EbvXxAEmJmZcXuf5313dzckYDG92yr5KizxXPN8kp60tbWhUCi4dFd6GH2GRd3vVqgjzevs7HTlDvgsaRHTu9Ugx9+2bfs952DT0jkOGuza2towMDCApaWl0HqpIGajEru6ulzUjU2Z4xqRbqrR+MmTJ05ZtRF4nZ2dzoOcyWRC6dw2YsOHZ5/wp/2QrmjNTdLDzs5OLCwshGivKmpsw6Ynss1CoeA80uRD7e3tGB0dxTe/+U28+eabzljFH64x04iy2Wzo/OXzefT09Li9x8gATakk/dR9wDNRq9VQLBYxPz+Pzc1NrK+vo1KpuLn5Ituo4NOoyD590agKTCMkj2FkL/FEXNrzpX2TLjAi3re+3F/EA/cwccS+dZ+kUimHy/n5+VCUH3/znfHxcczOzmJ5edkp9ltbW9je3na/U6kUenp68PTp07p56DnVdG9G3fLskZYwLV1ptDpUOQfuM/an8gUVPvavPIdRE2qcYD+KY/2beCZPmJubCxnxOcZUKhUyPKoRzxqL1Whn5SVeKME2Ozo6XESVlQvYxtDQEN588806QwrlF8o0xK3iTQ3LlHNWV1edrKfRYnTWbW5uhvacgk3Xt7SNa6EOPuKQv5mKy1RmNUgrUJ5iZsyFCxewurrqxkeaZCOyqXjn83knT1h6w/bZRj6fd7RM110j3HSPRinbjITTNdcsnkwm42ivT6FWp7htV8esBlOVSckXNNOGNI3nUvmBXupEPUONCVYfsYYmjmlgYMDxUmYvqVNZ+WSlUnGZEwR1RltjMOsDct1Vb9Ex6LjoGF5YWECxWMTKyoqLpKReohGYNLL29PTg1q1bXiOhBWahZbPZUDo1Za2oQAk6otra2ly0VzqdxsrKCiYmJtDd3Y1isYinT5+68fI98vPl5eUQ3wH2dQc6lSqVCqrVKp49e+aMUOQPTLmmLAnArVm1WnX9cT/YyGzVF8hLmR5Oesa9k8/nQ9HYpEVKE7nOhULBnZW2tjaMjIy4SEeV73Z2dpyTvFQqYXl5GcViEc+ePXP9RAFrONLISpmUNJDvkkZbPk7nHHmFjUpXesb0bma/+fZIuVxGb28vurq6sL29jadPnzq8El+jo6MOL+RzHR0dGBgYwD/8h/8Q77zzDkqlEu7evYulpSUsLi46usC9qTIKZSZmGuRyuVBUvE9HUKCjhUFQ3D9Mw6csRRyQt5AvkB5zT50aFU/hFAz4GG0QBOjv78fGxgaGh4exvLyM1dVVl3pJgx0AlMtlJ9xrm3wOgEtj8CntwL5Rj0oxDQorKyuOke/u7rrvSCBpYFldXXWERhkIiawSnyAI0NPTg/v376Orq6tOYCPzp+BqBRS2GwRBKMqQdZ4AuFQDDZW2aZgAXOqWEnMV8IB9RZDGFmXU1WrVea6sYKlrwTn40lw4Xp/ATcGVtciohGkNLwo5VKiZikIibA2CqlTS4ERmw7kzZVz78AmyutdopNbUYV8aEYX3qakpp4hsbGx4i1gzvaxYLDqDAhlYqVTC7u4u+vr6XL0qKsJMz2FUzcLCgttbrIHHz2lIo5LCMWUyGVd/i1EwPsMvoVAouP0HwD1fLBaxvLwcy/xYPzWbzTqDPM/s9vY2ent7XRSqVZqpKBM/agTVPjXqgwpcoVBwBiymnVCBZHQN19Ma561hjnjnfqSxhenCNAr59o/+bb+nkZzCjEZGc49RGAmCvXRINVRru6lUCsViEbVazdW+qtVqyOVyrswE11j7SKfTKJVK6OnpwQcffBAy3BNUGNXoCBXgFY+ktVwzKqfsz0YFWnypkZT7QgVcTSXlPGwakr7LMba3t6O7uxsPHjwIeb6pWPJ5zrlUKoWUYaYycgzKL7q6urC8vIzBwUEsLi46j/+Xv/xlhzPuc+KKdExxy++55tVqFWtra27PM+0f2I/Y4lzoRGEqOyP3tBB9V1dXyFFm8c95635VvFqDCXHF86oGGbsWqpBZoZnj0RqlNFop/2AfQRA4Awz3HbAX0b60tORS2/ge04/UQMzx7ezsuLXRi8o4Zp5R8pO2tjZUKhWXhsfn1blHUD7BqF4ALl2zq6sLz549c+ubSu2V4lCDQKVScRFtjx8/dvgiX6MRcmFhwdXAZWkYpq8Rd6z5yN9U+JhCSPpAJxrTBFkOZXV11RkAiAtfvWTyO/5NhY/rTAOdGgUp9wVB4Gq2Kf64pycnJ50ssLW15RRLyjpUfO0eJx2hsZQ0jLjR0gSaDqpGSE3zjjOyq7NUnTjkwSqzMf2cY9C6XXoG9fmNjQ309fU5ujI/Px9yGKtiz3boBOK+snxU5TlGnlH2S6fTjp7wORthac81jRFaDoAyLaN4aFyI4o/WKUyo1WoYHBxEJpPBkydPQryeMp/izq4VvysWi+6s0MnHKCXuV5Vvs9ksyuUynj17FnJO2BIRXGvuJcpprN06OzvrcKWBFGtrayHeotF4nAsA9+zu7m7IqMzx+EDptdIX0lTyDjX82n3Iudk+dFzWmMkxEZeq7wCoWyulqUGwVyJgfHzc4dCWMWHKKp1S+h2jzdg+8VkoFJz8srOzg0KhgPn5eXf+Ka+0t+/VQbfOO46RsjV5s9ZxpH7T3d2NgYEBp+dS7n38+DF2dnZCGS89PT2Op+VyOQwNDWF3d6/WLOmcnjE1xvF98tByuYxcLufKVKiT1nfuuX4DAwN1hkF9j+eJThDyAJYGY1q31ZNoUOe+np+fr2uXjldm+/E9RjRTxucZJQ1j+Qq21dHRgcuXL+NnP/sZHj16hGq16nDoq89IHYJlHTh+tTdks1lXDsZnyLfGVt0rQDgLirSEUZiUldUASz0tjs+cBDg1Kp7CsYFVKCqVCl5//XXcu3cPk5OT2N7exsLCAt5//31HOEigK5UKtre3USwWQ7UZfcxKBSAALpJoaWnJCdYq9ARB4AwMFOaUkbW1taGnpwezs7MhYZ/zUCLMw18oFDA+Po6Ojg785Cc/wfz8vPPIAGEvOYkGDUNUFID9iBQqk2trayiXy04BHRoacorT4uJiXQ0bAom+1oLhWKkkdXV1YWFhweHn2rVrePvtt50AQOPm0tKSd958jvNR4wwJu66/riGfVwNgEAROEFcvMwkuDUdtbW1YWVlxAgIFVRVErKeNxjyNqqDw3t/f7+rA2H1GYw1TYWk8tnOyCnKxWMTQ0BBWV1edV1gj5VSwV6GK+8+miCkeKfjQ6wwgpKzSi01jHHFKBY9KHXFLb7sKySoQ2DNXrVbx9//+38d/+A//Aevr61hfX3eRl1YQ6enpce3Qk1csFvHo0aM6RWJkZCSE/83NTSeYM9qG3mTFCyOypqamsLi46IxBukYalbSxsRG6WVcFxlwuVxflwf1Uq9UwNDTk6MX8/Lwbz+7urutT11aNVVxXrWdDw4kaUnRP0eBIYUPrj6mRk89XKhUndK2vrzvnBvcB13x9fd15R6lYqTFP/1ahnP2oo4bfM9JwdHQUT548CQn4VqHRz9Q7z/WwvINKD7C/1y2efUYvXVtGUAwODuLx48fujOkYyRuq1aqjGTpuXSfSJCqgTD/ibY3nzp3DK6+8AgDufCgeGB3J+XDNbAqXpbtc+/X1dUc/uc9pzOVlX3ReAPuRL1oHj0CclUolV/7C1uxSnqK4pTJn61pp1Ivil3uaYEtCkNdo+rcaxLVfzo17WWsY0zHDyHI1duzu7oZurKVhNpfLobu7G4uLi6H9q0ZlGgDK5XKdYcXSSgUqLlp+Y2RkBCsrK26P06Czvr7u0gDb29sxMTGBWq2Gjz/+2EXLk77TQaKKifJYjlv/VnwQiOPe3l5n/OL+oiOWN5nPzc2FIvYt72xvb0dvb6/LFHn69GnI6MF6XbrXR0ZG0NbWhgcPHrga0bpPSqWS429dXV0YGhrCZ599FlpzynGWxnB+aiCikXJ9fd2Vy6hUKkin05ifn3fGBmYopFIplxlDXsc97jOsUu6gI4A0V/kXecvg4CDW1tZcxB6dGRy/ZvNQmeY5YbQ/z4LybT2DupcZCaUyG2Uo4pHOTToimQIaBPWXKfFzRlvxR2VdOjlprKLhJAgCPHr0KOTwZNs2I4Z7lNHz5PWPHz9GOp12keI0VnL/2CgtZhpYJwhlIzo42D/Pa6VSQXd3t8uy4jzUYGOhu7vbXYZBGZCpvYuLiyF+Rp2BZ5l7lmtJPJTLZczOzroIOCt/6ppY0HVj21w3OvnjQI1elG/ZXqFQcJGyUUYp/VvpFOdoy0pwL9HArXS8VqvVRdzbFGOeB3XEFgoF9Pb2AgCePHnijIMLCwtORrQ4LJVKjv5z3/BMMXuDARL8v1AouPqE58+fx7Nnz5w+y4t8uNcymQzm5+cdfaduQkMWZQv2yXYZMc89RQeZ6nx0KNg14Pw0arurqwv5fB5Pnz4NnR+NKqRzBtgvP6HZCtqP0hY6q7imyhN47nTfaPAIjbQDAwOoVCoYHBzE7OwsdnZ2MD8/73QzysNTU1O4ffu2c6ouLCw43qXGWJYE6O/vx/z8PBYWFpy8Ttzxb59xl0bSIAgwPDyMjz/+OBQkwv1IGVadYL29vSiVSpidna0zKkZFq580ODUqnsKxQRAELk0on89jfHzcHTBgTxmkcL6zs4Ph4WF8+umnLhSbKahktrwYRIkWvSXq/R4YGMDLL7+Mu3fv4oc//KHzIJH46aEm0DjZ1dWFyclJtLe34+7du+6SEnq81FOrxLlYLCKXy6FareLatWv467/+a/ceiR0JK1NvlckBcIS9v78/FOpP4+PW1haq1SpKpRJ6e3uxsLDgmK22w3n19PTg4cOHrm2mYZB50PiwsrLi6op88MEHoTWkp4vEWAV2EnkVHtXYyLRALYqrxFKFG4284BqXy2UnYHIsvOxAvTnqeaWC1d7e7iICuH8Y/cA2Ozo60Nvbi/7+fnz66ad1zFaBEbTpdNoZIKmoaSSUeqFYp2dnZ8cVUQbg0jxoaIjyROkt5ATOWc+B/d6CVXp4i5zdL9wLNh2XChdTDi5fvoxz587hT/7kT5wCzr1BgYB7m7ddLy0tIZfLoa+vD/fu3UNPT49bHwJrNmpaSDqdxuDgIO7fv++UcY3WU09xEASuaPWjR48A7KcDEli4u6enB9lsFnfv3nV7NggClxKzsLAQSsfl/kyn0zh//jza29vx6NEjfPrpp04A1DILFLKIE+63UqmEpaUlV6umt7fX3a6qRjyN0LV7ROfLNdf0HNaX0qgrCsP8zXNGenb//v1QZIKNhOSepjBGhVpvG6exgM4CdaoQoiIcgL39fu/ePWf0ZFS1pjepwZB44lhVUFT8qCMJ2BPyRkdHcffuXRdhqIIsI79yuZwTXNkf073ZLmkfaSSVwOvXr+Pll192ChIjvThWTW8lHyNt1dqoapTjOnZ3dzs+tra2VneRhXVeFItFp/yVy2WsrKzURZbrDZ+lUgmVSsUZK3neNDpD+R8Nl8obuFeoTFNhoGBuo/ZVMWQEnN2rNjqd60++bZX7tra9mqyVSsXdOG+BRhU1ptNQrNEaut94kQD74JmngU/3tvbJOejZoKGMURs09tBAQqMi+2cEB+luX1+fK8VCo4/OQxVx8mR+rsA1f/bsmSuFQOWbZ3FkZMQZsObm5nDr1i0EQYDV1VUX7aTt5vN5dHd3I5vNOsW3Vqs5Y7iOk9HvBI2yI6jzpL+/H8vLy6EUUXUSWSOLOhZJM7q7u3HmzBnMzc3hk08+cQo5bwjWSEWWEeAZVpnLRr5yvejwUfmFY+V+BeB4QC6Xw7179+oisXkmme6o+4lrRznMZ9xKpVIhQw3pPvHA8631UHO5HM6ePYvV1VV8/PHHSKVSjtYTlzyzGrFOw5lG86jhiGdS4erVq/jggw9Cjnf+TbrEm9y53ozmBeAistTpo+eVa8gx0tDENVY8d3d3uyhSZokAcLJsd3e3mz9LoSgdpJOX0d7sb2BgIJQObB11HLP+sJ/29nasrq46Wqm1BmnM8EV1MhpP2+c49W91VFqHD+Cvp8s6wJubm+jt7XV0qru7G5lMxkXcar/EsWbJ8EfbtWPm+9PT0/jBD34QwqEvi8L2Sb1AjfLc49VqFR0dHbh7966T77l3uPbkp/39/ahWq87oury8jM3NTaff2ah67nm2oRdQca6MjqTMQ0N3uVx2NYnZVrVaxcTEhHNqUQ/J5XI4c+ZMXUaRrjMNfsB+Sq4CnV2WX/Fdi1ffBTXUaSmzkKbo+aNznvo9+Z0GknR1daGvr885IMrlMu7du+fW5caNG1haWnLOld7eXsdjSCsAOMfumTNncPv2bZdyfvv2bbfOqrONjY25epWLi4tYXV11jn/OkXub81ZZnPctLC4uususuC97enqQyWRcOSvS/6mpKczNzTnjpeI0Th89SXBqVDyFY4MgCDA+Pu4Of3d3d+j7QqHgBDgAoYgwZcjqESehGh4edsYKTVErFAoYHBzESy+95JQXHk715voUXip01WrVKSv0pjNakKmbFNJZBH5ychJnzpzB1NQU3nvvPXz00UeOkM/Pz4c8O0p0yciBPeFsaGgIpVIJxWLRhcorcxsfH3f1MqxyQMJNoxrnzSgICmuqYA0NDaGzsxMzMzPuORpTdL2I352dHWcQoWJLAZProB5vFiPe2toKRZzyGZ9gReLa29uLzz//3H3HSEXWskyn007g0mgpphrQ6ErmSsJNYZhGECqCvrQRFVooRNFbns1mMTExAQChCDmmzdhIDl0P4kRTyAjc2zQUkaH5QustaKSB7xkyav2OOM9ms6hWq86zTqW+vX2vAHexWERvb29dNIimKpDhcl/39/ejs7MT8/PzqFarGB4exgcffIDh4eFQhADHTu+tFjunJ5F4oOBOiGPGnJtGEVJI1PQJrgOVEKZnUSBiDRvisL+/3wmTPsMB9wv/Xltbc9EuPIsUgPi+KsdM76PhXqPAuG/tGqrnlwZiroVG59ATTwWFCpnSIc6Xe1XxSVheXkZPT0/IQ9/W1obBwUH3rKZbsm0FxV9XV5eLBuAcOG7Sa0aFquJFus7oCKtkUTFTg8/Vq1edoPfBBx+4kgI8B8PDw7hw4QJ+/OMfu7PKdrnOPJM0uNy/fx/VajWUCse9SDpIXKoxmXWkGE2gzgSm67NfRmitrKy4GkFcT63Rxn3C/V8qlQDARXrTiGUdE0GwF0VDozg97jp3PsdoDY6BDrFUKuVS8NUgTaOgGnzJnzWqQYEKLWsPaokO8uju7m709/eHIivJe1RxIM9RR0atVnNrpsqDnSf5IeeSSqVCETo8j4ODg3jw4AHW1tZC+56449pQsSIQ1yyVoUYHKk25XA6Tk5NYXV11zh86rlhPrK+vz+FH6wITGIXLyEHeep1Op92e4rw5d9bhpHzA+spaMoPOGCtT6b4hPVB6rSlhPuCZoQFBjTVsk3WeqZRqOiFxQUNMEASOVnV0dGBsbMydt2fPnjnnKxV00hbSR7t/OD8+w/3BdLn29nYXre8z5I6MjLj2xsbG8PHHH7uIRgIdyZRn2S/xeP78eTx+/BhPnjypwz2wHyVPuZCGHK6FOmooJ9E51N/fj4WFBSwuLiKfz7tyRJoZon/zfzoymEbONbbRvcBeHVPWB9QMEzo22R9xos4Gtsv3NHqZtIYOXc53amrKRcQxFZkXOxYKBSwsLNTJZIwy5vllNLFCV1cXqtUqNjc3XQ1AjUQE4GjjvXv3YEF5KC+cWF5ednKrXrTDc03aC+xHhAH7tQSt3Ej5g/yAJQTsftH/ld8SZmZmXIbK2NiYc2KSDkY5ykmHyVPVgZlKpTA0NIQgCDA4OOhqPxIKhYKjRaRt6qhSQ5nSImYO0MA/ODiIbDaLixcvIpVKOaOijlsN23qZihqSGL2neKGBnXKBlldgzXMC5T/SGI1MY/8qb1DvffLkCcrlMtbX1119yK6uLnzjG9/A9773PQwODqKtrQ1Pnz51MgL7UyO0gjUacgwKNgjG97xGHqr8xZIsnIcaH+mYLRaLuHnzJtbW1hxv7enpcfo2jcEjIyMYGBjA48ePcfXqVeTzeXzyyScA9mt66tjS6TSGh4dD/JA44BzJf8fGxjA2Nobt7W08efIEs7OzTndgWQLFi+7zYrHo+Iw12jIwSHVmBhERt8yu1JrSPh3vpMGpUfEUjhXOnj2Lnp4eJ1DQIECPoE2xYqQZAJc2ahkaEL7dEAgLRCQYu7u7KJVKTrkOgsAJNSwCrlF3hEwmg9XVVVdAnIoTay9RwWd6lnq9aBRlVOTCwgI6OjpcHRB6a9rb2106KIksBVB64Tlm/W3TOKznmsyMCjSLkJM5Wmbf3d2Nnp4eTExMOLz39PS4SE0r/LMfVQwAOK8+CeXOzg76+vpcpBafJx7VYMP5UTDM5/PI5/NOeVHo7Ox0abIU5MmAuMfoLaUhgreVkeEsLi46YYZeVsUx/1bPp+4RCn400F2/fh1zc3Po6+vD8vIyrl69ip/97GeR60SBm/PhHidQSFfjH8dCw4cdL9eI614oFNw+pUIOwBmRrCGov78f6+vrzgj44MEDd9PjlStXXMSrzoeKR7lcdntFPW70znJM1WoV+XweIyMjmJ2dxe3bt0NtMiJkdXXVCey1Ws3VbWT0KYUG7iWLE40O4fkio+Y5mJiYQDqdxltvvRVaU1vDq7e3F48ePUJ7e7uL3uEPBV4q11qDijSBdIjn3tbiHBwcxDvvvBN6joZGngNbB5EGBo5bIwno6dbIlvX1dWcQVXpHwY5nhdF7VKBo+CD9ohFc9zIj5dSQpXV82CedJGfPnsWHH37o9j7XpFQqYWxsDJ9//nmI5uXzeQwODrqoPGD/4h4ql9xPT548CdVho9MnCAJ0d3c7BwCwJ0ROTExgcHAQH3/8sYvgU4Wa0YcAQqmONmqOxiAAIScQxwAAZ86cwc9+9jOkUnsF/LWeakdHB/r6+tDX14dareat70lnFiPCSD+o+PT29rrIdo34saCK9sbGhivirt8D4fp2quCoosBnqcB1dHTgi1/8Iv78z//crQ3TaDlW0mTWwbJg086YAkw6QBpHA6NGlGgEFCOuCIwS43zUoAcADx8+DDlxFGh019RORrJSRtEUp76+Pjx9+rSudhjPbqlUQj6fd2vIPdbZ2YlSqYSJiQl8/vnnbv1yuRwuXryIbDaLO3fu4MKFC/jRj36Ezc1NVw+VKbydnZ1OKXr48GEoXYu0URUWXlywvLzs6nwRaGhR4yZvjR0ZGcHDhw+d0aetrc3hggYGVeq4JrZEhK82MbBvTKYymUrtXY6jhtyhoSEUi0U8ePDAraeuEYEGbesEq1QqzunIKDPub9ImGoA4R5uex7nomWO9SfLD3d3dur2g9EvpCMv9KL3x3VjKDACOiZFrLJHBcQVBELoEhzX7lJ+Qr3K82j4vvVGHDBVw8iE1THK/jo2N4dmzZ3jw4IHDl8/QVK1WXeCBrncmkwlFdXHtdK7KixV4zhiBzHYpB46Pj2NlZcVFyL799tuYm5urkzWt/AeEbxrv6upy5T+IN73tnI45jQpnlCX5jdJp8pXd3V0MDw+HokuZKaNnmZceER80ctkao8pLqBuUSiVsb297aTBlKb1oSvHAUh8MLiiXy06O4RyijIrEKw1NbLujowMjIyMhfkeeRyiXyzhz5gzefffdUC1vysqKG64BM8gIOo9UKoUbN26E8OMzsOvzHHMqlcLg4CDu3r2Lzs5Od6YYkbq8vIxKpRJad/Iz8lwa9gnWmKT9k+/19PSEnAd0Mr788svo7+/HN77xDSwvL6NcLuM73/mOu6xFAzqoJxKsTmlpgwVG2lsZQ2vz08nLrDg6rmq1Wki+V7zSYDg3N4fx8XGny9IAT6Pya6+9FkplJq5Ij3T82ocGENj5Wp4xMzPjgpR4+Qwd8ru7u65mOd9nxCT3xa1btwDA1TkfHh7GgwcPQv0qfalUKi7K0dYYPelwalQ8hWOFdDrtPO2qHGcyGafkLS8vh+ohkuAw0kAFByoz1jvEQ0hBOAgCl+JAZZSCriU2VPZZe6FUKrkLWhRoCGMbZL5URMnIWNOis7MT3d3d7mZBrbHQ3r53YYWOoVKpuN80KqZSqTqBFAh7YXQuHCcNHrxMwxaS1vUhnhUvFKoVNDrHMiYlsPSGM0VbhVgqqOqRphKvF+QQl6zNRKMECfjQ0BC2trYwMDCA2dlZR4wp/FL5oJGXfdHIRSW5v7/fzVdxSSWFoeocuzJZNQYPDAzg/PnzeP/99yOFXf7PGmxkulxr+6z1anLcrHNkGWFvb2/I88boLApwrBXKOplM2yXjP3v2LDo7O/H55587A7mPqelYJiYmsL6+jidPnmBpaSmUfqFz/sIXvoDbt2+HjH+27Uwmg/Hx8ZAysb6+XhfRSBzQ4J9OpzE0NOSEaCsI0UutgowahakoUlji2eQYWUifQiHH0NfX586XRoByT1jgmVGBgQofo/Bqtb0C9Pybdfe0Da4p2+DZo0GS+OIc+L72Szxls1l0dnbizJkzmJ2ddVHMluaSHtioBtbt499cw62trVAKOs/ZhQsXXO0wRuTSeMfoDDtfpmWyfyotjPjUKEAtbE3DablcRl9fnytAroYTNWASKJhawY5ODMUhletCoYD+/n6srKygp6fHRWtynfr7+/Haa69hbm4Of/mXfxm6YVQNKFRaGB1Ip5UaH4A94xvTUqnk9/b2hoRsvsOIGZ0zjWSkM0zlI841ooi0UgVyTZWn0lIoFJwxva+vz6X7qPFRx6VrrEYmpifSAJZOp11tRBqs9KIDOke6u7vx2Wef1c0f2DNAPXnyBM+ePXNtj4yMOL6zuLjolD3yZQAO//Pz8+49nitG3FD+yGazuHnzJlKplFOEmNZFuYC3ebLWFrCfoVGpVHD27FkUi0V8/vnnXmWP9F1vMO3r68Mbb7yBn/zkJ9jY2MC1a9ecs+pHP/qRM4rS6MiIQ9IXxb2mLDLin5DJZDA6OuqcSD/+8Y9dGQ+ViUhT0+k0uru7nWxnI13jFCb7HVP3Z2Zm8Mknn7jxnT171qWqPXv2LHTJUFvb/qVmGuWmlwL6QCPfeL65fko7OE7ShEwm4+i5RrFTniGPIZ/hxWV0MDCSyRdhpvhS5wYdtzS20ZDGdFmtlct07I2NDbcPeImZxYcaM0dGRvD555+HUpwHBgaQzWadI4eGIjoXLly4gE8//RQrKyuutrk15AN7UYqU5x49euQio7kGtrSPlk8i7m3tZ0bps54ngY5T7v3u7u66aEQCLzBkpD33M8tClMtl9PT0uEhEZiRppFpHR4cLniAMDg463Np66sDexXZBsF9zUS9l1IwFytY0XtFAtba25mRD0inFV6FQwPb2NmZmZkJOZ/Jc7jPuHZ9RMZvdq0u8vr6OmZkZVCoVV6v1wYMHTgZZX18PpYDq+5b3kUZxLzx+/BilUgmTk5OYm5tDtVrFwMCAM6w9fPgwVCuX8gANMpRJKMMyMtU6rdQ5qJ8rkI/QIciLB1l/l4b8iYkJLC8vuzqIIyMjePbsmTPAsj/SINZQzufz7qIl22+hUMCjR4/Q3d3t9EoAofWicRzYM0795m/+Jh4/foxbt27hyZMnTjbSy2x4ZlmqgPKXOg+4N2igV95v9yawXxNa8cioew3AWVpawpMnT5wDmqnffIeyRRAEmJmZwf379538wYwOXRe7dj6ZDtgLqLBOVILdB9Q5v//974cuz9J67bpOrEVpx2QN6LrGynsvX76M5eVlPHnyxKsPnmQ4NSqewnMBhmvzBkbeUrW2toabN2/i/v372N7exuTkJG7fvh2qG6JKiTIn1qmisDI2NoZqtYoLFy44xtjevnd719LSkhOsKJSRUFDIo6csnU5jYGAAH3/8cWgOGgEVBHvpqSMjIzh//jzGx8cxNTWFcrkcStmlULq1tRUi2Lb2EoFec3rgqViSOWv/VmDgnNTQlE6nnaF1bm7OecP4jD5riTA9mnNzcy5q6/PPP3fvaA0lrotGgUQReP6tgj6j2Eh0KRT09PSgo6MD586dw61bt5yhgoIDvZlra2vuWfbBm8L4P3HOVCkyNcUfgYo6GSJ/U8gE9m+6s/OKYnT8fHR0FLOzs85bToMX1yqXyznhkkCGqgY3AM5brcZSpilpJCjD72lsZt0szqNcLqO3txejo6MIggAPHjxwArkvmkTnyjpbLLTO50dHR50So3jieNRT19bWhpdffhkLCwsuehDYj0qzkbJcx1KphPHxcSdIW0WMES48k1ZwYMTB9va2q7vJc870tLfffhvb29sYGhpy+4uGlwsXLiCTybiLHSxQ0eJasY4mx0JhyeKGNIPf0WtLI5sqsowyYXkGNeRw3zOCiEoUBUNeKMSyC7Ozs47uKLS1tTkliIZ/rYlHY2OxWER3dzcWFhbcWbXCVrFYdKmb4+Pjzoh6//59DA8Pu8sadL2LxSKePHni6CBT7IaHhzE0NORqYG5tbYWMHKQDhJGRkTpFjpc1WLBrwwhrAg1KXMdXX33V1XnjzaT6fj6fd7WoqBDZlPfe3l4X9ZrJZFyaGSEI9i5xYD0nW++IZ4B/MxVPjYp8lv1bXkDFp7e3F/fu3XOpWcSn1j7Smn26vjQG+pRapl5rvzRsUOldX18PGRDocFJawt9U2jW1jm2pUfGTTz4J1XAaHBx0t8RXKhVsbW3h+vXrIYWNKVGMONJUz76+Pvz85z93JTe4D6anp/HTn/7UGTzIE5nW+OqrryKXyzk6197ejpdeeglBEODMmTN4/PhxKMpF8TcxMeFu/h0eHkZHRweuXbuGdDqNGzduYGtryxlg6fSg0YrRy8B+BgOwT98t7+ZNphpJrxHYVO7sZReEbDaL8fFxPHnyxNXl8+1B9q3gc4AODg6G+DWNnHfu3HFOGY2coyJbKBRctgQj4Xt7ezEwMFA3Du5zpdHVatWVv1FQox2fpYKp8hq/1xuFyWu+9KUv4fHjx042U16leKHCz/RjXjREY0y1WsWTJ0/cxTKs3aUGVFvLkvRNaz8q7VBHrvJgngstndDV1YXh4WFnWONlDzQ4UR5R6OzsdAZ8ZkgEQeAimbgO7Jc1gn17Q2XJbDbrsoLS6TTW1tZQrVad85rrzPESSqVS3cVq/f39uH//vnOY0JBLgydTcYlnvYWW+9An+wL7teroqKCjROnmyMgI1tbWnAxBBxzPM3k6DUObm5soFovo6elxzlAtnVIsFvHs2bMQvWb0Iktt0DGl60WZF9iju2NjY+7/1157DYVCAd/5znfQ09ODv/mbv3E8TMtV2PmzXY6FRiTWdyfMzMzgi1/8ojOUl8tlR79oLFSeQYd4oVDAwMAAMpmMo/GaceMzKtr10meJE5aboNFvZ2cHS0tLIfmOTsS/+Zu/cU4nvUzO4gBAXURztVp1+2FgYCD0nq6pxSuzHv7yL/8yNC9gP22fTo4gCFwE+vb2tqsZasenRj/lv6SBFqfb29suoIOp9opHOtXK5TLW1tbcBT/UBS0wIp8lSOycFTg+G6HKPnyQy+Vw/vx5fPbZZ27vkfZ3dnbiyZMnLoKYjnd1stDIbB3RLPFm0+rZ540bNxzNZlvqKFFH/kmFU6PiKTwXyGQy+OpXv+puY+LBmp6exvT0NO7fv4979+5hYWHBXZ5B5kcgk2OaGNOpGe5No8hLL72EVCqFyclJbGxs4J133nFCEwk4Ly2xhhsCb8FcX193NVZ8tRpmZmZw/fp193l/f7+LwIliUHyXQAV7eHgYFy9exNraGsbHx3H//n3XDm/znJycdDfnUihh+L2mK1hoa2vD2NgYNjc3nbCpNT7YDw1vQRDg3Llz2NnZceHoXB8yBsWlRgzZVAT9rX/z2c7OTgwPD4dS48gQ2tra0NvbGypaTKDRamxsDP39/XU3znG96Fliym+xWHQFpjVFjkYbHRsjWBnav7KyEkr1jMI3U2MAOO82gZ5F1llixBiF8ImJCXz44YchPHV3d7tQfH5OZbxcLoeEvt7eXmxuboa8iFTaJyYmXATRRx995OY9Pj6OV155BXNzcxgeHsZHH33kBAlfpCywH/3DMTLykbdqlkol9PX1udRo3rbHteF5YV2wYrHo1vLevXsulcwXsVGtVp3yMjk5iU8++cTtJQJTkVhkn0oAx65lAjo69i7toZJYLpeRyewVnR8dHcXc3FzolmAagahEKq4V5/TU7uzsoLu7G21tbSFvaSq1l75rL2rQ+q/sk95mGlPX19ddLSpgP0IylUq5m+xs5BANQkNDQ+5W11deecXV3rECr9bgYQpWX18fHj9+jN3dXZd6yUiJ9vZ2TE9P4+nTpxgcHAzVxsxkMjh//jwWFhacgtjb24urV69ieXkZg4ODWFxcxL/7d/8uNAZGw2nEHIVXeoh5kz2VSgpnxGV3d7ejZwoXL17Ed7/7XW8Eko92cU3ZjyrXbW1tOHfunHtWFSNtl9HoS0tLWF9fd2ve3d2Nzz//3EV/sm1LY2i41Ah84olRuVSobeSBHQuVKjUyaqQen2MUia6n7pVCoYC2tjaMjIzg0aNHdamEbIdpw9zHjDJkJNru7q57l0YYAo2KxWIRCwsLrhRCe/veBQGsd7u5uYlLly45oyewt49HRkbw9OlTVw6EivGTJ08QBHsRH3fu3EG1WnWKEY1A3d3dePjwIYJgL1qZc1ElggaabHavFh1vmeQlHPqsnu1KpYJz585haWnJ3UxulXA1TF28eBGff/65M7xbfkBQRdZn4LWfcd4AXJSippORFtDgU61WXVQZeQXnSaMojc+MdiF9sqmNqnjqGC3YsgCMvn/69ClyuZyLWGdZnb6+PheFq99Xq1XHM/v7+/HZZ5+5KP6nT5/Wnbl0Ol3HB2ncY3kcYD+Kj84/jnNqaspdVtPW1oaBgQFcvHgRXV1dmJiYwE9+8hM8fvzY1bgkbyZeRkdHMTw8jDt37jgjmfL8K1eu4NGjR26cWhubyjsNKjSO2EtK1KGrshAAZ3QH4FIUfcYR3UPk8XpOADhjaDqdxrlz5zAxMYHR0VF3SaDuS8qlHBOAkIzKdsnjOzs7nVODPIAyIvseGxvD2tqao8FsS/vVG9XtxTK5XA7T09N48803kclkQiWaWFObhhEammw0JefJLAnKTRZIb3i2WVOwUqng4sWL+Nu//VtnVKNjmWUwWHtdDVADAwPOMG35mpa0oOGb9ex4nmu1mqvbqmNUI7wtRUNaqs8z+lPlF21HQemm6h40AlO2oSGxq6sLPT09eP311zE4OIj29nb86Ec/Cu0nu+Z6mVdHR0ed7Eyc6ByUvtqsIsrbuuY+x4muAYM3CMViEdeuXcPu7q7L4KjVaqhUKnXBBT5gMAmBEepcE6vHMbpW+Tv5Ivm00gXO25a0oCOde0jHwOCGR48eYWJiwkUNr66uYnBwEFevXsVHH33k9gxlfe6lwcFBpNNpjIyM4Pbt2xgZGXFZAWqcBuBoweLiYp3+r+vBDJ+vf/3rePfdd0NndXx8HB999JHTRylLU8fNZDLo6+tzmR1K52jgfvDggVtrOrYymQwGBwcxNTUVqodrA0F8N6ifNDg1Kp7CcwEyGhWuFQYGBvD06VMsLS1hZmYm5PlWoZmM48qVK+jo6MD9+/dd2jAJSqlUwo0bN1x9vXw+j42NjVCdOU078XnZyeRppGAEiWXG9h0AuHnzJiYmJrC0tIQ7d+54n1WCQeam4dAkoLOzs5idnXXp1eVy2UUAZTIZV8B7e3s7lHJjFQheSsBwfHqifc+RGTECjLdgjY6OolarOSLOqA1G79ETzPmokqNryGhRElneskrmRCWb8NJLL+HrX/86Hj9+HPLij4yMOK+h1n+066H/c0z5fN4VhSZkMhn09PS4Opi1Wg09PT04d+4cgiBwjFxr52lKgu7XmZkZ3L5926XZ6rj5TKlUcsYM3mbItdM0e37GPWKZeBDseeFGR0eRSqWcQZprwnQnK0Ta8bzyyit49OgRnjx5gg8//NAVPx4eHvamDUxPT4dqEup42tvbnaH8tddeQyaTce1RkBsYGHBRksD+DXn0SFJZ1HQDjru/v98xdSoNnZ2dbpypVArXrl1zzow//uM/xoMHD1xE4cDAAFZWVlxUGQUJ7g2tk6ZCDMEq5D5g1AtTz/v7+11pBQppvb29TvjgzZpAuNA4i5orlEolXLlyBbdu3XLGtZ2dHVy4cAG3b9/Gyy+/7CIsrIGHhtZMJoPJyUmMjo7i5z//OYDwJR98tlqtOoWUNUhtOQtNYeF7VCZVWaGxWSGdTuPrX/861tbW8Cd/8icugpiXXdBAr8YIrSfF/cYxExe6Z4h73z7WiAwbPatKEmkdn+EYlLYp+PbHzs4OhoeH3XrOz8+HIm8zmf2bZalgaB/K4+jgIW1niQ0autVoZ8dkx6a1tlKpVN3lPEyB980T2KOd1WrVRQRGGRXtWtExwP1CIyv3pi+ClOv5+PFjDA8PuzqUvb29OHPmDFZWVpxRzCqkrEfJesk7OzvO+MjLcyYnJ3Hx4kU8ePCgLvo4k8m4yGZg32iVze7fys20fCpjVOL05lDdn8SvKuNaf5qfURm2xkNVojQSzSrQPC86Fyp1dKD09/djamoKa2trTtHjRQDKl8mPeDY1YlfLcOh+oaLNMjI6B8VpEAReZUrpBt+lQseI6bGxMdy+fTsURZLP5+uMGqlUyqWQ8jzTWaA4VdBzCOwbGmlIZnTeyMiIU4yjDAr9/f0ugppGHvY7NTXlnGCkAYxmW1tbw5MnT0LKOhV/9sGSHDSs0eBPusgbTnkhjDWWWmcp5QsatGwkkcUV12ZoaAifffaZly6y/fPnz+PKlSv4zne+g4GBAXc5hzqlbYRje3u7K0PCZzguRjKytiazM4IgwKNHjzA6OoqhoSHnxIvi4ZlMxkUCf/bZZ07eA/aMNdeuXcObb77psq4YQc0zRLnQ0g/Fa29vLx48eOB4kjVMUc5kxFq5XHZ/z8zMuJT/jY0NV++5s7PTyVGdnZ3uAqeNjQ23T8+ePVu3vvzNvVQoFFw0bGdnp3P41Wq1UOQ/11vxWCqVnFyWzWaxurrq9hgjtnt7e50hRWUbpU+EKLqnWTHcA2rc7O3t9ZY4sLSJhivW4PddNsVnHj58GKq7Ojc35/g2+TKN4NZIrLXyiQu7BupA503YlOlv3bqFYrHoSiZZp7NvnpOTk3jy5ImrI88xsmyFvWiGtFGjDxlVTXzZmqYEjseXsaN7jHWS79275y75+fDDD52jGYCbL8//xMQEuru70dvbi+7ubkxNTblb47/73e/ik08+QV9fX2jcqVQKX/jCF1yU6p/+6Z86GVId0B0dHZienkYmk8Grr76KH/7wh6E2FLgHKV/t7Ow4WszvlJer4RLYc9zRSTA+Ph4KtOjr68Ps7Czu3LmDVCpVl65/UuHFuKP6FH4p4OrVqwD2DuL58+djn02lUrhy5QquXLmCixcvAtgTjng4eYMXGfeZM2dCtRfYhv5PDwSZHAlEpVJxHi1G/VjmY4XnKPApbMC+Mh6lcJLAk4grHvRvy6ztTcWM3snlci4qSpUJAC4KrFwuo1QqYXh4OETMdPzt7e2YmZnB5cuXMTAw4Ag5+7IKA1NfaTgolUool8vOsxk1fwUqlvqMjp9pSlSCCB0dHTh79mzdO6qkW3ySOdrURjXmsSAvP7fFnpmizjQDHx6pZGptPoV8Po9Lly5hcnIS09PTGBwcdIILsJ8WwnQXCoo6f7v3uD8YCaE3oakBhmDXkca5trY2XLt2DWfPnsW5c+fw8ssvh8ZOgZlz5HjtuMbGxvAbv/EbuHbtWkgROXfuHLLZLM6cORP6nGOn4Zl1ejTlhwoP971VONj38PAw8vk8rly5gm9/+9vo7u52t8RevXrV0QNNH9M2BgcHnfAcBEGdoORT6i1wjMT18PCwM6rl83lcv34dw8PDAPb3lCrgFy9exMjIiItg5T4ql8suXex3f/d3MTQ05AylTA3K5/M4e/asM2hoehijMQuFQohGAXDKGpXxjo4OXL58GS+99BLGxsbw2muvOWMa9xaj4jj29vZ2nDt3DtVq1aWYx4EqMzdu3EA+n8f09DT6+/tRrVbR19cXWit6oLkfaATTaGk9r6wZGgXEnwrM4+Pjbty8CZznR438uv52j9h9QWOJPSt8r1Ao4Etf+pLjCW+88UYdT9G/8/k8qtWqo70TExOYmJjA7//+7+PixYveFFof7oEwPaTxZ2BgIOSZZ903VZZU0VNDjm2fvMXyU14cxT70cx8+WSMrk8k4xZnnjE62/v5+F2nCKCM1lpfLZUxMTODs2bPY2NjA0NAQJicnHQ9iZGw2m3Xp2L75AHupf7/927+NyclJRy8oU+g8OT7uy1qthv7+fmSzWQwMDNTVm2MZAQWVYawhAIAr1O9TVu1eBfZozsjICFKp/VtXmb2g7Q4NDYX4km2H4yXPsVF0ahiiQ5HAzxU3NGgA+9kGfX19LgJX+yePZyoo0+2UJvggldqLECd9fOONN5wjcWxsrI5nc9+qoZBRJRpFR15ieYbidGhoyGUkAHDlKwg07tOIq7jkJXrkZ6lUCl/5yldc24xU1nlyPIwSGh8fx/T0tJuDjd7h2O1em5iYcLKROlMZaURgpDMzLHTv6Tx5UzzfKRaLLvvER0MsWNmZjlniO5fLhehIsVjE7OwsVldXndHaZ8TS9olrYH8vDg0N4Wtf+xqmpqZcG2NjY/jqV7+K119/HdevX3fvqC6i5RgGBgack9jKl3beWutWaXSpVEKlUkFPTw9GR0fR29uL6enpOrpvdRu7rrZPXSfOnzqTZplpe9oWs8a4V/W7QqHg9j/XhUZM8mELKtfncrm6oAMATm7lHFT2AvYc4CxToftR5bNyuVxXdohtUZbRMXV0dDjDHw2Y+XweExMTrlaoQrFYxCuvvIKRkRFMTU3VyeMWVCZtb2/HpUuX8Oqrr6Ktrc2dXx2nBa4jzxN1Z8qDdNIkkWVtFK8+GydbxcnGUeOl4ZD9AntngPq/8vKLFy/iD/7gDzA5ORk6J2yPtZN5vphdw/mUy2WMjo5iamqqjp7oGVA8MFOBRnPlxcTr2NhYqM46I9pJz4eHhzE+Ph6av9Z49+3xkwqnkYqncGwwPj7uDBtRRbEVgiDA17/+dbzzzjsurHl8fBxra2vutrSRkRGcOXPG1U2pVqsuFYNEUoVsWv2VWTElgUIka0koRN1KqO1bUO8payFQsPXdGEglprOzM3SzLJV+3ugJwHlAVYHN5/MutLtWq4VSORRYODuVSuHVV1/F1tYW/viP/9ilq/IdK7Bfu3YNf/VXf4Xx8XF8/vnnKJVKLlqLBFgFHRJVKmQMjU+lUnX14RR8Qo71OAF7gsPPfvYz9Pf3Y3d3FxcvXvQyAqZ5B0GAzz//PIRfHYONALJjiGOInZ2d6O3tdfvKGmcUgiAI7Q1gT9n94he/iNdffx0LCwt4+vQpvv/979fVAaFRze5toF551/R1X2q2MkBgTzh++vQp+vv7Q0Z/Gg5eeeWVkEJo+9W2GPlGxQZAqNC3rb90/fp1ZLNZ/PznP8fq6ipeeukl593mO/Tg9/T04NKlSy7ScGBgAGNjY1hfX3fP8MyooDM2NobLly+71EcrdAB7AvD09HQo7ZLRT319fe5Wb42WpDAax/Rp9LE44sUyU1NTuHbtGiYmJvCHf/iHde/TiDUwMIBcLoePP/7Y0ZShoSGMjY2hr68PuVwOv/3bv43NzU2Xkk3QG4UZEcvIVY6LRherKHMMvBmeSmO5XEahUMDTp09Dt3oymjOTyeDGjRt47733XP0ZX7SZguJoZGQEY2Nj+Pjjj53XnwYvClwsj0Aln5GarG/E9tbX11GtVt2lKezLrhuVgsePH7u9wejZOPrAZ7UmXSOwl1sxRZnndnh4GH/37/5dR2M2NjZw9uxZ/OhHP3JRDqRjWjwdgDPE6lnz1XfjHFgjMwgCV4ZB58UoFd4izvRjPWuqmHGdbTQOoyd9KVddXV2uLAD3WKFQCNGqQqHgxqAOI86zv7/fGeVZSB/YuxQon8/j008/RV9fn1PS0um9uoeM2NV6k7404WfPnoXmy59cLocLFy6E3mca6dDQENLpNBYXF50iR57f19eH9fV1F21cq9VCZ4QKIC95IzAKguOyMD4+jmq1inPnzoVS+VjaQNcK2DPcXr58GY8fPw7VWtX2bYpeNputM4IRH5OTk+4mc8otdqw0MlARVZrMvcwMEdZ05B7gfNimT66q1WoYGRnBxsaGw53v7HIuV69edbfe06G1u7uLP/mTPwk9S/7KdE2WkWAGgJae4Vlh5A4dORpxPT097dZyd3e3zghbrVadU1ydTX19fZiamsLIyAiWlpYwNjaGL3/5y8jn83jzzTddSRXSR15AR7pDhfaNN97A7u4u3nzzTWxsbLgUXUaR0UC7trbm3s1ms7h06RKGhoZcGrYFjtnuDcV/T08PBgYGXEQvAEejKV8Wi8VQqRffftPPh4eHsbCwgJWVlbqLFLgmxDfrqwP7N64vLi6iUCjURYqdP38eT58+xeLiouMJ6sQgpNNpXLp0ydUtff/990P7BoC7aGR1dRXFYhGVSgWfffZZyJCr0NHR4egCHXXz8/Ou9uv4+DgWFxfx3nvvoa2tDePj4xgdHcV7773n2uCeXlxcdEYsK+crKG9JCj6e6lsjNeDR+MJalKOjo5EXA+p4g2AvC+jWrVuo1WqYn593JQOYQeUbE43wt27dcqURfHKcGtMJqdR+Vld3d7dzggHA5OQk5ufnXQbC3bt3HX/p7u52kYaTk5Nu7qyR393djbt379bNV7O3dD4AQjSyEVhcEucsF/Ps2TN3wRrlpiAIXDaGTfsH9i+nJL2zfCWXy7nal1Zv0DH5aAJrsn/zm9/E3bt3XRaPAvU2BTpLiEsbSWtxwblRh6b8CNQbOylndHd3Y2trC+fOnUMqlQqVNiGQR507dw4DAwN49uyZiwxnW0rndZyUj3jpEp9/EeDUqHjCIAiCLID/IYDrAG4AuAggC+Af1Wq1f95kWzMA/tsAvg1gBkA/gDkAPwTwT2u12p+1buTJgAeK0Mj6zoPU3d2Ne/fuufpEpVLJFXfVWn6VSgXlctkJXnpoBwYGMD09jWfPnqFardbdTFssFl1h3cnJSXfDXV9fnzPQKdCbdffuXeelILz22muhudIQNz4+jocPHzpGRkil9uqUVCoVlwbAz8lEeWNYFP4Y5bGxsYH79++7z5VIEhjR4msnCkjcurq6XO0b4iifz2Ntbc0ZgZhOzmhIpkFtbW3hzp07mJubcwYBjUKgkkFBzSrqxAkAvPzyy44Rnj17Fnfu3AmlDnFejPAbGRlxKWwMObdr4MOt1oS0RZYVhoaGXP3CgYGBurRkhZ6enrpbvSYmJpzBaGFhoe7ynkZrxAgsGrB4oyFTMrq7u0PpnlorLQgCF+k1NTUVEmC4d5eXl3Hz5k3vbWcWZ+n03g2trONnn7NGe7576dIlrK2t4dq1awD2I09sREs+n3dRbH19fSiVSrh//747c76aRRTS0+k0JiYmnGGNz1Ah1TOnQIPavXv38Nlnn6G3t9et4aVLl5xBxgcUVnQf5/N5vPbaaxgZGUGpVMIrr7ziBCltR734QRC4FMR0Oo1Hjx6hr68v5Kmm0ZlGUVW8GQmhOAfqDftqjNV9aBWdYrHoCvtTqWSaHukRa5UuLS3h4cOHTlEcGhry4iqOxtn/GUVGpZ71OJmeqSkjrLem72sdWUY7AuGzQWMw32tEN1TpjpuHD5h6r30p/l966SW88847GBsbw8OHD+sin0nnSe8ssE6jjoeGBtY9IvgMSo3mw4glpvD39vait7fX1Uej8UAL5KuTjzcr60UYNnqIl0rRuEjjHI1bY2NjuHr1KtLpNObm5lxfhUIB3/rWt/DRRx/h008/xeDgIM6ePetqFHMsClFRPPyf+yWXy6G/vx/pdBpXr17FJ5984vYiZQeWb8jn864+dG9vr4tQI+ilRMCeosp6yjwz7H96etqVOeEc7RjteWGdLL29mDWVe3p6Qv3bPcLbuH081r5D/GUyGfT397vaz8QbL+ugMd3ilzWPaTxUwzL/zmT2Li8aGRnB1atX8Rd/8Rfo7u7G7OysU/qtTGAzGBRvuVwOlUoF9+7dw8jICCqVCj788MM6o4oak+nADoLA1ae27bNkBTMfgiBwtQSHh4fr+GFPTw/W1tbw0UcfuT4YHcw5jI2NYWBgAFtbW85Icf78+ZCxnZDJZEK4IK8bGxtzjqG/9/f+HqrVKn72s5/hww8/dO8y+6JarWJrawsLCwuYmZlx+BoeHg45Hmx9N72YSyPs9WzZiFeu3e3btx2u9PlSqRR7YRxvMFajme9ZBhIQUqm9UgrAHh97+vSpG9vg4KAzrNjx+MBG7PEzADhz5gy2trYwMDCAx48fY3l5GQMDA+jp6XGXQKjTbHh4GIODg1haWnJ12zKZDK5eveqiTS348DM8PIzl5WV3OYeOSfFC4zj5CR2YQD099s0xat58Xo11VneirORrG6g/v5R3eTELDehRhmcFygYMfNCzoyVbFLTt0dFR3Lp1yxmTWK8Z2Dsbk5OTCIL9OpgTExMuAIHj4nyKxSL6+/sxMTGBtbU1dwM06/ORH7P9bDbrzqaNPPdF3OrZAOBKh5GHTk9Ph2pask0aFScnJ/Fnf/Zn6OrqCgWgsORUEASON9OwyFIi1jAdxU/5myUZvvzlL2NwcBAXL16sc+QTfPt3fHwcDx48CDmifOvPGsFaI3ZgYMDJYHbfMnowCPacZnbPELgneRby+Ty6u7tdndyvfOUreOutt0KysLZRqVTQ1taGV199Fe+++y6Wl5e90csnEU6NiicP8gD+6S/+fgTgIYDRA7b1vwLwDwC8C+A/AngG4ByA3wHwO0EQ/Ge1Wu2fHWq0Rww+T0Y+n3cpsMC+ckpCoAzrzJkzIWJy8eJF1Go1/PSnP8Xt27frQpn7+vpcCsvExAQ2NzcxPj6Ov/mbvwmNiQpsZ2cnenp6XJ3GIAjw5S9/uc54Wq1WUa1WsbCwgPfff7/OqMiCrdbQFwRBKPKlq6sLT548cVEVPvww/ZjRaZqaQujs7AzVLIrCt4IV/Blh9u6772JzcxOLi4suLZ2G3aWlJVczY2pqynlNNfqJSg7T1yi4MRpVPcZa1zKVSuFb3/qWi5a5c+dOSNhXQQjYi5K5cOGCEzzsbd42OoC4D4IAIyMjWFxcDK0PjZUsYM/6GMqMo3BJgcXHKMfHx0Pe5SDYr6mokSHqpeNv3vTH2lLA3hlYWlrCz372s9AYrPEqldqrL9Lb21v3+Ze+9CXs7u4ilUrV1YPUaBl9j2UEKCDaukc2aoq/9TIAbZ9AY/PY2JhzDFy8eBG5XA6zs7MugiRK2bX7mM9YI6++V6vV6oSTjo4OFItFTE5OYmhoqO5yDwKVKhWs2AZLPBAePnyI0dFR52X3peqqEqZtRcHZs2cxMzODYrGIDz/80NXjooKiRh3bFmtFkVaUSiUMDg7i6dOnrq6WvZTGXqQD7NGbb3/72/jpT3+KyclJd2utBZ/w7xMa1WvOIu2spZZK7aVvsiYljUrqSVfjxO/+7u9idXUV58+fd8p2d3e3MziyFEEQBO7yD3rgOT6rmAL1aWZxChL/1vPNdEYFngWWsNAIKO3DKhUjIyOYnZ2tSz/jeMfHx9He3u5qcgZB4C6m4vNra2uh86qKDPHKfiuVCl5//XV84QtfwNbWFr7//e+7ovBWyaeSw8uLAODRo0fOAGPBnmOOpa+vD2fOnMHExEQoCsbOlTA9PY2pqSn8+Mc/juR7dr/wdyqVcso8jbH8bmxsDDdv3qx7R6PsNjc3nRPRNz8dR6FQwNWrV9HR0YGf//znodqlTEV+77333JgI1mjA35pmSZrFCFlLazi+VCqF119/3RlT3n333cjxKo6AvbN0/vx5/Nt/+2/d9+3t7a6Ord5Ob/FO0MhJpoPpGK9eveqisicnJ1GpVFzd5/fffz+057ToP2FychKXL19254TAG75942PtSdJQngPFN89bR0eHMxRVKhVnTCqVSt5IGtYQ7erqcvvT7hWNYKETLgp/QRA4eVHLX1BO4zMzMzP47LPP3Hs0snKNLl68iOXl5RD91XOo0YYEGkAfPXqEwcFBVzvQZ5Tju5SndezDw8NYX19Hf39/KGpP+1YDu8Lm5qbX0DI4OOguYLFzobOMdJx6BstfEDSiTqNlfeNgVCrHQ5nxRz/6kTNCsMzL1taWi1SinDw5ORm6KCOdTuOVV15x7WtmgpZW0M9YP5M8nXKd0kaW88lkMi6KmoZ6XnCluLdztMBMC36vz7Ce6OrqKubm5lCpVLxngmAjK6PwrAY7X9ZAX1+fi9rWesW6L8fGxjA/P4/NzU1Xy57rwXY1up3n68qVK/jWt76Fzz77DEEQuFr6/D4KGL2mMqbld6+99pqj+zqvixcvughWnwHq9ddfx0cffYSuri589atfxQcffOCMgNRleAEnsKe/qCGQerHNiKL8sLm5iY2NDWxtbbkL1LRsjgbLxK0d1+HMmTN1enTUswqkBVzfOPl4eHjYyYXj4+POGOi7fA7YWx9e8qR6puKIn2l9eGCvzBN1PpYH4Tnu6+urq/t95coVjI2N4Yc//CE+//xzd05POpwaFU8erAL4TQBv1mq1B0EQ/C8B/C8O2NZ/A+Cf1Gq1v9UPgyD4CoA/BvC/C4Lg39RqtQfet08AqCAM1AuwMzMzGB0dDaUc6fdMP1JgnZ2hoSEXuaXtkjEz1FkVKI6Fl5QAcIaYbDbrLoSJAzUOAfuCshpDrSGCxpb29nYMDQ3h0qVLKJfLkcY/3g5NA4slRsQZBYVGhgm2q6ApNSqsFgoFTE5OYm1tzaWW9PX1oVAohOrrKJCIs05Le3u7S83Z2dlxF1Xk8/k6wx4VIRrjgmAvooOeKs5teXkZvb29oUsNtO4X0+V2dnYwMzODjY0N54VjrS6mb3Osvb29zhNnjXFxYBUVa+iwMDw8jIcPH7pLGIaGhnDv3r2Qwspo166uLnzta18LvT81NYW3337b/W+NVUnGrXtoaGgI9+/fD9UYUgiCvXR91ubK5/N1dTvjGKQqpvTgPnr0CKnUXm1BGylKwXBubs7VqZuamsKdO3fqLjWhwZ235qnxhzUN2bZG/mg6G6Grq8sJdz6jpRpaGDXHm27Zl513FF58axSXZk/o6OjA+fPnncKVSqUwODiIVCqF4eFhfPDBB16jYhDspd11d3djbW3N7bGbN2+GIrdJm3zpb0oLM5kMrl275pQ436UAPvDhw37GlCd7IQijc3h5RCaTqTun/f39uHTpEgC4iDrSWRpR+TzTVx49euQimBm5TMjlcq5+sIJdJ40uIS1ShSaVSnkN6vzNyyxKpVKdg8j2paUZ7Hj4e3BwEOVyGTs7O1heXkalUnH8AdgzeKvSr/yKv8fHx1Gr1TA1NeWU8C9+8Yv48Y9/jA8//BBzc3Mhfjw+Po5nz545QZtKFRWStbU1r/GZDiugnpf4jBSM5PIpIJoOGheVom3zEix71n1/A3CpUrdv33Y3lLLWsAW9fK1SqWB5eTmklGv7qVTKKSfWKeK7lZWRk5ubm6G9NTIy4nBA2k4ayai5qakppFIprKysOFrG6Mu4ube3t7tyBHbsGiljgZcKsA0gHOGua2WN+nTg+mQbngObejY1NYVsNhuK5t/d3XWXIdg50eDGaDLW5lPjIQ1OwS+cBIwip/OVaX4Kepsr0ynb29tdBKktneID3bdBsF9bUctZVCoVfPOb3wwp+7z8j8Cxx/FqZqEw3bCtrS1ED9UwMTo6ip/85CfuPT6vbQF7lxt+97vfdXuW77LeHhB22rIkSU9Pj8vS4Z7wRSqqrKXjUz64u7uLyclJ7OzsYH19Ha+99ho+/vhjZ0hi2ur58+fdWerp6XFnN4ovz8zMuFIwxCuDCq5du4alpSV307LPYMcxWtoL7BmW3nnnnZBcptFnfJeRnPyeUX40lqvxiKmrrKnbqL5blD7B7DAt21GpVJwR5+rVqy7byTc3gs+oqD+8lKdQKNSVmyCUSiW89tprWFxcDBmnC4WCV9dbWlpyBnPSCfZtS0Jw3OVyGdevX8eDBw9CF3TaZ337k/Pu6OhwPB6AuzzEZyTt6urC1atXvVGrwB7tvHz5MgDgnXfeCZXj4e/h4WEEwV75E15Co1lV1Wo1xI85f+p+6qxhyjbLBSjYLAiWHaBji+WJkpSQiavhqODbk11dXc5IqEEDcfUltR2NSCSvKBQKGBwcxOXLl3Hx4kV88MEHaG9vx+3bt/Hs2TPMz8/j1q1bmJubC/VjI4uZnr6zs4Nisei97O4kwqlR8YRBrVbbBPBft6itfxnx+Z8HQfBdAL8O4A0A/7YV/R0EGinEFHDS6TTGx8fx8ccfo1qtOqEll8uhXC47osXbCwG4VFxbZ4e3zNpoQSWsnZ2dWFxcdClkQ0NDeP/9952gncvlXJSU1tuKSumzfeTzeezs7DgFIwgCbG9vOwFLL53RSMULFy7g/PnzOHfuHL7zne9E4pGCPJm0LYZeLBZx+fJl3LlzB2+++Wad1zhKSVBDAAWBP//zP8fTp0/R19fnbu9Spsj3ALj0Q3pyWMSeNTmscUMjVeKKaAN7FwFNTEygra0Nf/M3f+OYvQ83AFztpCDY9+JfuXIFg4OD+OEPf4g7d+4gl8uFhCBryBofH8f29rYzAMQJsFQWyDitYSbOa1etVl3RaN7eDMBFM62vr7u03hs3buCrX/0qvv/974cizEZHR100rV1nNZQ2YuRBsOetrlarobW2xnc1nL3xxhuRBpKoPjiudDqNc+fOuXqAly5dclGX2r+90bq7uxtBENRFpALAF77whdDnesMuoz5oiLKedU05pfdWv0+n92oZrq2tOZyPjIygs7MT8/PzWF9fd5fN+Oad1MjP+f+Df/APMDQ0hO9973vucyrVwH60kT3TFFrUM6vf87feJGojYAC4GnkWhoeH6+ih4jKTyeC1117Dj370o7r5K0xMTLhILL110I7Th7O2tjZnULp//36o1pmdq4KmV/KZ1157DW+99RY++ugj17YarGkQ+9a3vuXKMcT1Q/r56aefun3BiLEgCFwtTxUmrSGEN5NbgdOuB41P8/PzdTijkqjnVaNPddyFQiGUKsv0wc8++8ztaV4UwLqsQbAXAbWzs4PZ2Vl36zsAxy+2trZQrVadIj0yMoKVlRWn8FmDKOvoptNpdyM456HjzeVyeOONN7C9vR0qyq9AIxqAOgcEaYiFy5cvY2FhAc+ePcPw8LCrqeTDvY6lp6cHY2NjSKVSePjwYV3qM9tmNHFHRwdWVlYijcVRfWr0s0ZblkolbG5uore3F2NjY3jvvfdcOiXljJGREfT09CCbzeLevXsuorKtrQ1XrlzBX/7lX+LixYu4fPkypqam8O///b+vq5vnGyOhs7MzVJJhaGioThYDwg4d1lQE/JfMNIrg0HWnI5LtU8bztcvUbNYCVRgdHUUQBHj69CmWl5exurrq9jaddhrlzNuk4+pgAnspzIxOPHv2LD788EMUCgU8ePDAXTgWFVVPsOeFl67RaQLs4fQrX/kK/uiP/iiEJ+XTPkealadpeHnw4AHm5uZCt/syfdOWhOju7sb29rYzrhMfTD0uFAr49V//dWxtbWF1dRWff/45Uqm91OSenh7Mz8+HouWq1SoePXqE3t5e9PX1ufNMp1IcznU++hwd0sy86erqwssvv+yySGwGBnnT3NxcyFBsZcLR0VGUy+VQNgrT1s+dO+ccKVrCyCePRxnueLElgY5yXh7CWs6Mwj979ix+/OMfuxT5bDZbZ1jmbysL+cZhZQS9wI11shkBzM/4vBpaFVTvUJ1geHg4xNP6+vowPDyMyclJfPrpp8jn8y74QsfEfW0NOb759fT0YGZmBh9//LGrzW0N8VHytA8/+v/Y2Bj++q//2vXz6aefAqjPcuCcWWIjCuLkRt6ITqeJj2Zb+XN3d9cZBkdGRjAyMuL2pUZiA3t7WLOh1LFRKBRcTWzyNi0/trOzg/7+flfznKB41IjQ6elpbGxshEoS+OZi2/CBvcDzwoULIfle27VtjYyM4Pbt2+6W8FRq74bpf/yP/7GjZa+88gq2t7ddqjMAx+80aCgOmMXXSAc+CXBqVPzVBUrPjUNFniPwtqZ79+6hv78fIyMj+OCDD5xAwcPf19eHjY0NLC0tYXx83KXdAv70yYsXL6Krqwt/8Rd/4T4PgsBFyLHWkhq3eLubTW9glGIqlXKeoDggcSqVSqFIyZGRkdD/ZLDDw8OOod64cQPnzp0LtVcsFvHgwQN0dHSgUqlge3sbq6urrp5EX1+fS3MqFAqhGjj0LBWLRTx79swx2VKpFCo6yzHduHEDH374IXp6elx6cmdnJ0ZHR7G2tuZq+QFwykpXV1ddRIaPaCu89tproZRz+24U+NJ+9O9arYbe3l6srKy4FCNNm+dzxItPILCfRd1MaJ+bnp7G8vIy8vl8SBDSsRMmJiacsYXGNJuqSgZ95coV3L9/3914Nzk56VLmFIe9vb2h6EY9F0z9LBQKkYq0nZemTWkf9NSzdmU6nfZGM1pDnHrrKIjS2JtKpepugAuC/bomVL6ssSku6o/tLC8v46233nLf0Qivgp3OsaurC+fPn8fDhw8xPT3tTavVyzYqlQpefvll3L9/HwsLCy7F37f3kxoTCb29vRgYGHDRNExVOnv2LHZ3d7G5uenqX/mMyeVy2d0mbdNo+QyjhAF/FK1GAwP7Z5Ae3Diw8/XdJjkyMoLBwUFnQLPCnSoCvlRxBd/t6z6cMxKQc65UKk7h4g8vWSDfCIIAV69exa//+q+7S8HixsLxUFFob293UUy/9Vu/hZs3b9aVLGhvb8fU1BT+/M//HB0dHQ4nVgnxpVipkkxjMbDvFGMNShqfCPb2YDUKM1Kb0eU0ig4NDXnrpGltKADuxtJHjx6528d58c/6+jp6e3vx7NkzZ2jVelJf/OIX8cEHH2BrawuFQsEZVu3afvvb38by8nJkSh1rBQJwzkRCPp8PCf10MqTTaVy7dg0LCwsuba8ZJaa7uxuZTKYuAo74PnPmDG7duuU+i2ozat/bG6p9Bri1tTX09/e7i20UP2r0U6hWq/jqV78KIGz040UTjLDT0iw+xeyll17C9vY2hoeH8fbbb2N2dtZ7CzqjgVkndXt720W8a22wuHRJXuxH/jI0NOQuUOBc1Zihc6bxTg1DWgOOl+cFwX69WpUd2tracPXqVbzzzjsu6lQhCIK6SNyenh5861vfQhAEIYeN1oONusTCB7xghe9pPxay2ayr78VocosTG11OZzCdjIorTWXl+QfgStowNX5hYQFf+tKXQnSHRliWZgBQV2qD7WYyGVy4cAF9fX14+eWX8Z3vfAfpdNrJIoVCoe5dNZwQfHtAn29vb0dfX1/IQMB3vvGNb+CP/uiPXBZSnHNhenoac3NzePbsGa5fv45PP/0UT548QRDsRe8xm4G6jY7JOhIa8TIaD2lg5Xp1d3djdHQUr732GmZnZ/Huu++iUqlgd3fX8RWmPccBjUeMtOc5LpfLLspWy6S0t7e7PZTNZtHZ2RkZKc7994UvfAE/+MEPkEqlQg6Tvr6+UCkGRutZ+hXF830ymO+zwcFBrKysODpE/rm2tobJyUmsr6+7vWYh7pxOTk6ip6cHq6urGB4exo9//GMAe+dmfX3d1WKMo2/NwBtvvIH5+Xm0tbXh+9//vneM+Xwem5ubrlY+9beLFy/iz/7szzAxMRGSbXimbfShxffo6ChWV1dd+TIts8CIdwu6FpcuXcLbb7+NYrGImZkZpFIpXLhwoe4du4eU/ijQwDo0NBQq6aQyLksc8eIm/U4NmtVqFUtLS5iensbXv/51Z1DU+fuAskfU97aUULP6wfOAU6PiryAEQTAO4BvYS7X+iwaP852fRnx1PuLzlgANWefPn0cQBPjkk0+cN4ff85mBgQF86Utfwo9//OOQEcumXRLsBQRkvvamT2D/cNMYwIjFjY0NdHR0uBDqpLdaWyiXyxgaGnIC6eTkpGPWxWIR169fx8bGhjdlcmZmBmtra1hfX3f1WHh7J4V4MudKpRJK+aCwSW8bUxOj0roGBgZC9SwtA75z5w5GR0fR2dmJs2fPRqaCWyVHBTumJkQZFePA503SfhipdOnSJbS3t+PNN990e0gNXzT6+RRFNchGjcFXV06Fg56entBlBXZPXLhwAZOTk2hra3NpHISpqanQLXFtbW24dOkSXn75ZWxvb+MLX/gCgD0vruJwaGgIt27dwvb2Nubn50OMj8X0z58/nyjlIGrenZ2duHHjBjKZDC5evBgy1kXd8s2/X3rpJXz22Wcu5Q7Y8+qXSiUncGjKIQ0k58+fx8zMDD788MM6g3+UVz1un+hz/NuuD5UfCq9x556XOHz5y1/GP/kn/wRbW1sYHBz0eh3jIoaBPePv+++/j4sXL2JlZQUDAwOujtqv/dqvYXZ21jk5bAqunQfrNQ0MDGBkZCRS6WL64+7uLq5cuVI3Juvt17pujcC2xYh0hVqthkKh4G4lpbLOSMGenh6USiVn4IqK4tFURB8dBeDoOADnWLp27Vpor7CIOL34n3zyiaPbpVLJe2Okb67s79GjRy5yu7+/H+Pj4+5sqhGAkQGXLl3C9evX8cEHH4RqOelvX0oQhdfBwUEsLi6is7MzdHECBf9qtYrZ2VlnaInb27wBmqnLhUIBZ86cqUsbPnfuHD7++GMMDQ252pG8gVT3j96kScO+3nTPiG06h7LZrIsOizrzjZQyHWd3dzeePn2K3d1dnD171r2vzoJUKoWenh5cu3YNf/u3f+vOTZQhLkoRiLpR1acA2/Xlb9IQayDy8R/7fxAErlRKPp+PLMdg/1ZjogLLT/T394fOoO8sdHR04OzZs7h58yZyuRyePXsW4mncP8PDw67269TUVOgyrC9/+ct1azs8POwURJ4hZhL09/djZ2cHpVIpZBTieLRv39z4eSaTwUsvveQu8Nve3sabb74JAM4Qp+U5mCodxW982S2+cj9dXV3Y2dnB+fPnQ85BH+h+YN/FYtFdPhMEgZPNaEAC4CKKK5WKO6dAmJ5YuSeqrAIAZ8zV+o9dXV3OCM+9d/Pmzbq6kGyHt9IDe/vdJ3e1t7ejq6vLyQvnzp3DJ5984ngF03d7e3tDUWYA3CVfnKelXUCYBtj9wf8nJiZQqVRw//59l4UTBUEQhGoh0vCbSqVcfeaenh6XaqtppVG/7d+EOLmLfdNxxyhmGpOsUZEOZ1tu4ObNm7h37x5GR0cdPl555RX88R//MYC9vUtaxQwJ4uzChQuh6M+hoSHMz89jZGTEGe8qlQp+/dd/PbSXgLDzwuKA+wyoz8DhM9evX8cPfvADN14gOoNGL20pFAr4+te/joWFBXzve9/D/fv3nc5go311fDbKt62tDTMzM3U30zMFnZcj+do6CNBoPTg4iIGBATx8+BDZbNbRiyAInEOaznrORQ2/qquS/qrxLsoo39bW5pyoU1NTKBaLrq2nT5/GRsH29PTga1/7WsMobV7m+uGHHyKXy2F0dLSuLWAvQOfOnTsYHBzExx9/7DLHrDP0S1/6krvcVfUZXWPewcBLdXxz90Fvb6+7hM13sV7Sdk4SnBoVf8UgCIJ2AP8KQDuA/7xWq801eOWox5PoOa13QMbN/+kd89WSYEFwX5+VSsVFODL6ZHBwsM7LAOwxKNaJyufzuHr1Ku7cuYNPPvmkrv1G87XCQHt7O3p7e1GpVFCtVp3QdPHiRbzyyivo6+vzGiCY2s0aL1tbW6F6I/SydHZ2YmpqKnTrp63jw8+V6SVRjnK5HM6cOeNSSbV/3vacBLq7u13RZBbiZr0l3zjjgIwdCKdT0KjI9+ndpgKtRsWRkRGXGg3srRGL6hI2Nja8ClaSW1Jtqi7HR2AUEIGeSxou7t696/DT1taG6enpkJfYB+l0GoODgxgcHMT6+rq7GZpj1DTXOBw32he85TiuILWdL1BvsOYzv/d7v4d/8S/+BTY2NtDX1xdrDJyYmHARPkEQREYbNjIqNoJMJoPz589jZWXF3XKr7fPGcwDOm1qtVvHtb38bz549i6yHagUyK+CywDMFEJ0D6wAmgeHhYXez5vDwsLvFUGkTaQHT6hnlEzVujgGIv6QoDlKpVN2ZirrJsKenB1tbW7hw4QJ6e3sxPT2NhYUFfPDBB94IMNa6OXfuXKTTpLOzEzdv3sTTp0/R1dWFzz77zAnRQbBf36u/v99FDy8uLmJpaQkzMzMuCjCuDILCwMAAzp8/j08++QTd3d1YXV1FJpNxBp6xsTGsrq5ieXkZY2Nj3pvUCbZguAWNvCf9CYLApZ8FQYBz5865iLOFhYXYM8z6uVtbW06Y5iUZFs6ePYv5+Xk8evQI9+/fx9DQUCitV/EThT9+p4bfpMbbuO9prAT2+PyNGzfqzuHIyAg++ugjF6H48ssvo1qt4saNG3jrrbewvr4eaVRUUHxG4dY3viiaG3XBks+o6DNCDA8PO0N1I1wmwSsNy7q2vogqlnoplUro7u7GzZs3MTc3527bZa3YTCYTulFc20ilUnV77fLly66g/ebmJp48eYJyueyMkbyl2c5FI+R8SuGVK1fQ1taGJ0+e4ObNmyiXy/jmN7+J7373u0ilUvja176Gt99+O+Qo1DnH1Y6lUg3UO2RSqb3abJRF6NBoBNaowYhA4gPYNwLcvHkTn332mZMjKNPRkTQzMxNKVbQGbBoGCbVaLSQHZjIZFItFzM7OIpvN4vLly+68sKRL3N6za8UyM+Vy2UX+W7ydOXPGRTlPTEx4o5gZ+ckSPGz73LlzdTXg9F3rsCGfTKVSmJmZwfb2dkhutbTMR9tKpZKrg810dJVjfbQ9jg8r0LjGerk+ufPy5cv4q7/6q9Ct01evXnV1QnkTdz6fx/b2Nrq6ulxWVaFQwNDQUJ3swWALZtxkMhmUy2UXYb+6uoqvf/3rdZdxjYyM4Bvf+Abu3LmDtbU1TE9PA/CfSxoVfXTq5s2beP/9912miI3eBvb2wBtvvIHd3V23r6PkQtYTTKX26nrbfTs0NISBgYFQDWbfmvB/a6yLA3vBXxQklbcuXLjgLvwslUqoVqsuWKdYLOKb3/wmRkZGQpHndOA+ffoUZ86cwe/+7u9iZ2cH3/nOdzA+Pu7q/rL8j3Wa9fb2YnZ2NsQPqtWqS4t++PBh6A6EqGAghSjcvfrqq1hdXY29qCWXyzkHzfT0NN5//31vWSKWv7Bgs69IT+OcCRYGBgaQSqUwNTVVV7aAoCnrLwKcGhWPAIIg+AyAv1qqH/5VrVb7T45oOA6CIEgD+H8A+CKAfw3gf5/03Vqt9lJEmz8FcLMlA/S3X/eZ75ZehbGxMReeff369br31eNCASubzWJ0dDS2CDa/6+jowPXr10PpKIcBekoHBwdDQmk6nY71Xly5cgVvvfVWiLCWSiUnAPLGaa05SSCDnZ6eDtW4iqsF4gNeoqH16fheOp32GhV97dKIODk5icHBQVSrVZw5cwazs7N1aYRxwLYvXLiAVCrlmKKvVsvY2Bjef/99tLW1IZfLhaKCzpw5g/X1dbz00kv48MMPQ+2zD+t1JPBylzj8MbXFN3YfvPTSS6Eb//L5PHp6enDmzBmMj4+7sccZuG0aY9K+LUQZQ60g1SoBqL293Vt7jO+r8ELBb2NjAzdv3sRPf/rTuuebhai5TE9Ph4QNfS6bzTpFh6lGvAXddzMfoVwuOyOPRhgrqFGl2XkQGJl05coVfPDBB8jlchgZGQnVD7XA+pH2O01Z5t6kEMSSEUnGxPftZxTefGPy1cNhYfaf/exndfRsZmYGg4ODkTd1A3upVrxM4O/8nb/jlKa1tTVnXOIlTalUCg8ePHDKN1B/G3TUXAkzMzMOT+vr63j11VdDhdl9JTUs7QmCwN0GzchYC3pOent7sb6+7gyt9JaXy2X82q/9Gp4+fYpbt27VRfVwDtVqFRMTE64+EutMJq0lRWVeL6fR7zo7O7GwsNBQ4VLjKY2mzToLhoeHQ4Zs3/tDQ0M4c+YMrl27FrqooFqt4vr166HoCd+8BwcHAcAZUYA9p6HWTVPQeWtBfWssjooiTRKpyLavXbuGa9euYXd3Fz//+c8jn21EPzkWa+jUG8sJlLuI666uLrzyyit4+PAhFhYWvEZxO1dfNO7/n70/i20sS/d7wf8mRVHzrNCsUIyKMTNjyoyMHKuyqs7sLhttAwaMho2278tF90U/XOCiH/zkiwa6G8ZtwA+G29fnXOMewz7HOMd9TlWdrBwjh5gzFIrQPJOSSJEUZ1Kcyd0Pqm/l2pubk0SJjIjvByQyJJF7r7332mv4f1NjYyNu3rwJAOIdJs8n2SNHf1w5pNJoU3j58mVRBIM2j2azGT/96U+Fl5HROoXuQaF+3NrainPnzsHlciGTyeDatWt537darbh27RrC4bC4BwMDA+LYlDNWppDHT19fn/B4pO9RQQmCPJBonqLQdjKqdHV1iQqxdK6PP/5YzLVGY7rFYsH169dx69YtUbBDXjcU61v6PtjR0QGn0ynyjJFHm/zZpqYmnDt3ToQhm83mvIrffX19uH79uqav5XI54fEoh0TKnor6/qGPjiiV96wcEUk/Lg4ODop82H19ffD5fHmFj/T/Bvbnw76+PiwsLAiHCdkjmL7T2dmJCxcuiDy4FOnU0dGBvb09nDlzRqRDSiaTGBsbQygUgsViyRMFjaB2kec5CU9DQ0OGjgPnz5/PS0FVDnIo6YkTJ2A2m4XRVN7nyMfUi0P0rPXPicao3//93zcsMmSxWDAxMVHQkxXYF2DpudKcIOc6pbGl2PhdDSwWCz755BP89Kc/xa9+9SsAEGHJd+7cQUNDA65du4bvv/8eqqrixo0b8Hg8Io8s/V1RFM2edXx8HKqqwul0at43KkpGxbP0KIqCy5cv4/d///cB7OccLLQXp/29oijCC9EIKkomn8MI6v9yVedCnx8fH9dEA8mfo+dqNH8UipYgz9zz588bzuWqqrKoyAAA1gAkSn7qR4xXllXkd4Li/w7gHwL4CwD/RC1ndqsz9JsGo00E5UukfIJ6jLxYCnkOUaVgIwqJSqXQ33Y5Nx3lsqFk+MUYGxsTnlt3797F5uYm2tvbMTMzg/HxcZGrh7wA6RzAj6IiLb4eP35saPmXv1OIyclJ3Lt3L+/3Rpszoy5HrvaXLl3CG2+8IYQaClnx+/2aTZvR89Ofs6WlBdeuXUM8HofdbsfY2FhewY7Tp0/j5MmTSCQSeQN6e3s73n33XYyNjQlRsZyF79mzZ9HQ0CCK+shQ6KrZbMapU6dEgmb6fikRsqenR+RYu3z5svBqVVVVWAkLWbuAH/OT+v1+kXdU3/5CP1cKFSNoaWkRHsT6vlXu5r9UW/QWaMrnNjw8rBEV9d857PnLDRN/8803cf36vt1FHk9k7xjCZDLhj/7ojzA/P3/gMPRCyH2MNqv6ggn0jhRa+MmbK0Le4AL7fbW/vx8TExO4c+dO0fZQQYN4PC7SSuipRKCTiz3Jz7e3t1eEyBULsQH2F/sfffQRVFXVPKNEIiFSUVgsFlFEhDze6biUiL7cNgMQIWA9PT1FF8rEiRMnNMYOCjM8ceKEqBCvR587kEKdGxoahKgIoGD4Nr1TlHdtYGBA9GXymi9XHJB/R5tSuW+S4EjPfmBgQFOlk6Aww3Q6jYGBAaRSKc15SnlLA/sFviiXVTEURSnoNavn5s2bQtQCfuzDQ0NDOHXqFAYGBtDf3w+Xy5XXV/QbWvmdGBwcFKG7/f39BVMNGOVi0m+W5P8rimLojSEbQEp5yJ07dw6BQECE7ZHBkZ7B6Ogo4vG4piCQPgXGlStXMD8/j0uXLuVFUzQ3N4tqyJS/rxi0PmttbcXNmzdFgRN9DsMrV65o5iajzV0ulxP5TmVoTCQxiqB+Ihc60Y9tw8PD6Ovrg9Vqxfvvv294DY2NjWJ8lKNYuru7RXV6I4Ob2Ww2FCYGBweFR1mhTbu+P6qqiubmZty8eRNDQ0OacYcwmUya65e96WQBhlJQ6NfwxcYN/WdlEajYukV2HhgYGMjzFu3q6sp7Jvp8heW0kY5baF7R99NyRUU5HcH4+LjIxa0XMeV2UREkMkCPjo7i7NmzuH37NlRVxaNHjzS56+SwfHlt0tHRId4TozGUwljLuQ65jfoqzPr2A9r0CuWsQ2VDuixwms1mUbilnOJsRCFREYDIEU40NTXh0qVLmJubEyImoH3GlFc0HA6LiCLKUQjsG6fj8bgoJmYURVZOu4HCqSnKOR4VEiNRrLW1FT//+c8B7N8Tv98vohFKtUX/LtCYKo8RcpEXOh71tWJ969KlS+js7ERXV1dRAb/cPUyhZ23E2bNnDcdymUJ/e//99wvuRwq1lQpRyoWK6h0WFY8AVVU/qXUbZBRFsWA/5PkfAvhPAP5PqqoeTBGrMpVuQoD8xN96y4DFYhEu84WQvRmLnc+olDt9bnh4WJNIn6x8xTAawGjBYjKZ8Pbbb8NqtYrKqKWgwfrq1atIJBJ5CxwKrd7Y2NDcJ3lBeeHCBVy5ciWvbeUKTYU+V0i0IQtWKS8LKtDT0dGBaDSKpqYmsSkrRFNTk3DRp1C8QsUbTCaTWAyTR6U+B2QxV3Z5g0ELXXlDTrk9zOb96sWnT58WVQQjkUhFQp7R306cOCG8o8qFwlQoP518/EomYaOf5b7T19eHd955B5cuXcL29jbMZnNeWw96Pv3vjf5eSjAsJdjrj6XfaMlVK0u1U16UX7t2Devr62htbS3ohfzuu+/i4sWLWF1d1RguSm2iSyE/Y/II1N9Do3dStgxfvnw57+9GQiMZdIqFsFDRjn/wD/4BPvvsMwwMDOCTT/KnzmLPWf8Z+V5T8Siz2azx6tCPB0bXbCSgyPdOL4bIcxJVRi70fSPOnj2LwcFBNDc3lyV265OP9/f3i8rJ1CY9w8PDmlxy+mIP9O+Wlhb09/djZWVFI1o1NDRgdHRU5OCi8ENFUURl6XI9FelnRdn3fhoeHjbMI0cbrJaWFgwPD2NsbEwU7wD2nwV5cbW3t8Pj8WB4eBiJRAImkynP88uIcsch8n4v9R1F+dEzUf9ZEu/I2Dk8PKzx+iIKbXL6+vpEGoVyxwP92G4kEhQSTM+fP49AIICGhgacPXu26Hmam5sxPDwsxrXLly9rwm1pQ2qUb4zu64kTJ+D3+9HW1pZXKM5kMqG/v7+ssDgg39h04cIFxONx7O3tYXZ2FsC+OGJUKZkKfxHF1gE0N1CRs0QigYaGBs04c+XKFY1X6tjYmOgjpfrS7du3sbOzg97eXmG8NZlMGBsbKxiZQOeXjbGjo6Nl5fw+efKkWAsaFVgr1DcHBgaEqEWRGGRY1F+T/udy1z6XL1/OE13kv+s9l+V5+9y5c9jY2BD908iLfmBgAMFgMK9P6Oc4uSgRHa/QPNXU1ISxsTEEAoGy8qadPn0aGxsbOHnypMajnqKQ9KKivp3vv/8+XC4Xent7NUZDRdn38uzs7MTJkyeRyWRw48aPAWjnz58XhpDJyUmxt9G/b/39/WWLMAS1dWBgQNw3olTOx1K8+eab+Pzzz5FOpzWVmPXnLvU7wihaohhnzpzJWxfJziyKouCjjz4SBdX0fYtSagDA559/LoqklMvt27cxNzeH/v7+gjnsD4r8LEZHR7G6uopYLJaX/5Sg+yZ718v09vaiv79fpE4xCkkvBXmElqKS/as8ThRbb8pGEhl5Li4UiUT5i/X9X3+u69evY3p6Gu3t7QXzQdYzLCq+4iiK0oh9z8T/A4D/COCfqapqnCG8zihnMjASFcuhkIVSprW1FadOncoLF6DiJhaLBR999BE2NjY07tNGyNWtKC+J7D1IC7CBgQH84he/qPh69CFHsvWRGB4eFolx9YvRlpYWNDQ0lJ0DsRQk2BWCKuCSWGiEbLWKRqO4efMmrl27VnIzdfv2bbHAkBfyhSaLO3fuYGVlBSdOnMibEPTigtxvhoeHRXhNoTxfJ0+exB/8wR9oNv/AflVJ2pQbtUlPOZuBStAvkisRFfXvG21G9R4gJ06cwIkTJwoK/IcRFcfHx8U7Q8cnT1AAmqpw5MkE/CgmUhXXUtCmShZg3333XeEZpkcOjQTywx7a29sLLsgIMihQGK3D4UAulzPMGVvpYkMeJ8iy3t7ente/5OOeOHFCVGns6Ogw9Bg7iFcl9SMqtEPPU085nopGoqLVahWhdoTJtF9kI5fLwefzoaurq2DRlmIUaxNZlq9du4Znz54VbLOeSoTuUgWwFEXRFGAA9vvmqVOnRO4kvdeI/O+bN28iFothZmZGbGLpnaFQJnnMoGrnxfqB/vrJG4GERdqoy5+Tc0m1t7eLsVrm9OnTIrTt7NmzeO+99wq2AdgPWabPF/LK1KP3Ki5034x+LkahNU4x416htAgy8vc7OjrERtlqtaK5uVncV8pdCBgLZwMDA7h165ah4cCo3Yqy70nW2dmJS5cuoaurS+RUM4LufX9/P3Z2dtDc3Ix33nnH8P2qVGwwWuO1trYikUhgYGAA7e3tBTe/k5OTMJlMWFxchMlkwsmTJwtGrMjPS/b+7u3tRUtLC86dOwdVVUXBC32OrnLGhXPnzhl6tBa7dqocq6qqED6+/fbbkt9vamrCyZMnkUql0NraWrbA0dDQgLGxMbG2HRgYwOTkZN7aVH/eUiJOU1OTyMN3+fJlTbEEACINBRknCNnTGYBIF7O9vY2hoSHDgg+y4ajQ30wmEyYmJtDc3IzW1lYhHlP/NBLnKZc1tasYly9fRiaTwebmpkZU1N+/QveTPHqNOH36tPAmpveTGBwcxCeffJInsrS0tOCP//iP4fP5RMX4QpWO9ejbRsavVColDG+H3XO0trait7e36Fq6kjG6GmttfZE8AGWFiff29oo522g9YNTu/v5+fPzxx5U30oBi94Vyx6ZSqYrv0YkTJ4Rxuq+vTziKGM31R0W5omIlx7BarZicnBSVrKmyeyEmJyeRzWbR3NwsQt71xx0ZGdF4+L9svJytZjQoitIJYAhASFXVHen3VgB/BeAPAfyvAP67l0VQLARNyLQBoZCvSjGaZOSXuKenB++9957hhCcvCDs6OkqKBMB+bseHDx9CUfZzomSzWWSzWU3i2koXzTKFBiDZs4IGQCNxohwKDco0wVA1MWC/YEYhd23KFzM4OAifz5cXwqUXCCwWCy5cuICPP/64rA2b7HVRzuc7Ojo0FluZ5uZmTExMYGtrC21tbZqcLVar1dBTsFR4JX2mu7s7rwqlzJtvvon5+XmMjo6ipaUl734epr8YiYjlTqzd3d0YHx/Hzs4O2trayrIaFmrDQT83MDCAa9euibBWYH/BTJZEfejQxsYGmpqaNBN+sfNfv34dJ06cgMfjQTQaFV4z586dKxg2RmPIxMSECP3r7OwsmWPJiIGBAXR3dyMSiWBiYkKEoB0G8lTo7+9HJBLBz372s7wCDUYbFZPJhN7e3rwcMjLlCmIUygdoQ3XKEaOKCTmE3ihg1KfNZrPhor8S9NUv5TbRz/p+Uk1rM/WxRCKhySkmt+nKlSuaFAtXrlxBIBCA0+nEwMCACDHWXwe1Ve/1QZU/5bya8t8L5awj9O+BXCxGj/53Z86cwblz5zAxMZEXfnn58mXhfV2OF9vQ0BDGx8cRDodx9epVYQgottk/ceJEUVGp2M/FPl/os4WeS7nnkL9vsVjw/vvvw+fz4cyZM8hkMsJjht5bMgLKBhj6fSmDwdWrVzEzMwNFUcRc0NDQkLfOKGa4slqteOutt3Dnzh0MDg7ib//2bw37dCVMTk7m5QQl5Aq0hTh37hwGBgZE4YqGhgYRhiYbrW7cuKEJdSfa29tx5swZXLhwAcFgEO+88w4eP36My5cvH2jDWEk/M5n2i7aR8dhqtZZVQI5+39jYKN5X/feosiqgNbrKRqHm5mZ0dnYWNACfP38eLpdLCILFrkVR9j3kJyYmcOXKFWxsbGgicSYmJvAHf/AHef3j5MmTmJmZAQBRSO3DDz+Eqqqw2WzCW9XonujnMzkHNr0neq/DlpYWEZ2STCYLvjflzOOnT58WkVSVFIIsRXNzc8FQe7ltlCeUIGNBpRj1uQsXLiAcDqOxsRFdXV2acGwAJT2i9RiFVOvPqZ97ZGObHr1huFIo9dZBoNyVsVhMrGvLmS+OC9pHlvM5+q+7uxsjIyPo7u7WRAdms1nNGvAg6+RSbSgHfSRSIbHe6HdvvPEG3n//fTx79gy5XA43b94seh00JpfyztXPDy9L6DPAomJdoijK/wSAYmnf+t3//5miKDQbfK+q6r+XvvL3AfwpgP8NwD+Vfv9vsS8oegE4APxLgxflrqqqd6vV9kqpdJCUBYRwOIyPP/74QGGBdF4KsdXny6FjlnJ1Lpfm5mb85Cc/QSgUwtdff61pA3lsHEYk0uel0m+mJycnsbS0hIaGBk1Schn9hqLY4CrT3d2tKSxw8eJFtLS0iETOMvrNEg3AssWUhB/9wHqQCVUfpngQyOMuEAhgZWVFhBUVOp4sbBSaYGih09LSglgsZpgba3x8vKj362EWGPoNnqIohmFphaDk/jJySoFywrIPIyoqyn4Yofwums1mwwVpb28vurq6cPv27bIXe4qi4MaNG3C5XDCbzWhubhbVp0u102KxoLe390DGDuLNN9/E/fv38459GOiZkxfDxMSEYeGVYt83agsdc35+XvyukEB9+fJlzM3NwWq1lkxRoaeUuEH5bmSy2azI91fOMYohX5NRzjr5Z6NzVXNDYLVaceHCBZw4cQKrq6t5IYFG+XH7+/s1xXj0njp6IVmGPBzlivP663nrrbeKboAmJiaEl2Qp9CJfV1eXEAYsFkve9RrlAi6Gfux699134Xa7RR7N1dVVkXO2tbUVY2NjGg/JYvdKD3lZEfL8UEgwPGy6a6MiA8XECboevRG1nD47Pj4uvM2eP3+OXC4ninOU2gzpRWkSLqjaqEyl83d3dzc++eQTfPnll3l/k8XvYkYx/ZqQPHXk3w8ODuLWrVtobW3F999/DwB5Rs3Lly/DYrFgaGgIVqvV0AOtFPrPFesjlJ9WTp9RrqhYiq6uLly9ehXBYDBvnpfHvHg8jpWVFWGwleePrq6uikI1zWYzuru70dDQINIbBYNBMf8b9Q3KJ6iqal46gmKCKrAvCMviklxgqVA/bGhowJ07d+DxePDee+9pPHT7+vrg9/vR0tJSsngZnf+nP/0pgsGgWFsXMlbXWmiqFJoHKB3Czs6OSGnR0tKieVblUM4+YWRkRCMiF8tbODo6WnEOOzkqodKURDLDw8MiTFo2iFQSxXAYqtmX5PeF/k3FhoD9a9Knjakm5Rph9KJzKWONnpaWlpLREUbnJAMopSQoRnd390tTrIVFxfrk9wF8pPvdnd/9R/x7lIZ84PsA/Msin7tbdsuOEaOXe3R0FF6vF9FoFG+//XZZLuVG0OAwPDyM3t5eXL582bCC8UG8BEohLwba2trEJuMwoiIV8vD5fOK48XhcHJMKDHzyyScFhZUzZ84Iy26xdhv9nty6nz59Kp5JoesxCu3q7e3F6Ogo3nzzTTHYFvN6KRe5DadOncLc3BwURTGsCl6I27dv4/nz5yLB/Pz8vGYDJNPc3Iz+/n6cPHkSfr8fk5OTRds1OTmJcDh8oNxfh+mHRuHPxaoSl0N3dzc++ugjJBKJsjyGKmm/UV7DSjCq/m10flngpxxylWAkCBxUDC9nPKjk2If9bLHvUy5TCoEv9Fk5DKxS9Ll09ejzFY2NjWF3dxcWi0V4Jlit1gOlywAKb+KtVqtGtKTx1WKxaEJ6qzGeESaTSYSyAfkbTCPxVC5iQ5+V36tiHquKouDs2bMIBoPIZDI4ceKEZmOmT7ouf5doa2vLe/Zye+Sk/vq+L49X586dw/T0NABtmoPD0NvbqxnPR0dHiwrR8gao0LhCxXcaGxvxy1/+Ek6nE11dXSUrTZcjKlYqjlMhr0Kb6cN4VVF+P2D/eTocDoyOjuaJWoXGlDNnzmBtbQ2jo6Pi3SRR8rAUmtPOnDkjRPVycmETFIoroyj7OUVPnDiBv/qrv0IwGBT5Sum+tre3C3EtGo0eSFTUU8zbUVEU9PT0aISJcj2ByhEvCwmxcj9yu91lp+wo5x7QZz755BO8ePECLS0tol8XagsV3Eqn05qxopSoSCHv586dQ2trq8ZTsdi719HRYZgiZGhoCLdu3aooX19raysuXryInZ0dcQw5FdPLJCrKbZSju2jeePPNN0Wl54Ncz8TEBGZmZjAwMGA4Huv7SLEim11dXXjnnXfg9/vR0NAgDCXF1rSjo6Po7OxEOp0uWDyrHCYnJ7GysqLxBlQU5aXMrSf3T6O1W7ULERY6fzmfGx4eFlF2xd6rau7BTp06hZ/97GeH9oytN1hUrENUVf24ws//GYA/O+xxakGxl8nobxaLBbdu3apqGyj31mHaVS76SZMS81OlssNA3haJRELk75EnWIvFUnSh3tzcLEJuqa3y/wtRaJJoaGgouTminHNmsxljY2Maz7xqTDryMWiRduvWrYryqPX39+NnP/uZ+Lmzs1NTLZUS63Z2dorjlgqv1Hu1HWQDddjw5/PnzyMYDAorfCXeN4WgRXU5yBu+gzzrak/E4+PjQvg56LGrKSpW+/oqWRAZPf9CKQVIMGtsbBSh1YBxIvyDQBUJKVxWFsLkcVtRFM0YOjAwAI/Hg5MnT2J7exunTp3CxMRESatwIeTneurUKZG/8+zZswiFQhgaGkJvb6+mL9+5cwderxcdHR2HLrSjp9gmx6j/KIqCzs5O9Pf3Y3d3F319faJwBf1d/r7+uz09Pbh48SJcLhcUZb9y97lz50Q4tR6jMc1iseDkyZPY3NwURavkc8j/1huf6JmPjo6KPnCQfJjloh+T3n//faytrWFoaEizSS3kkXr27FkMDw/DarWKJO16Cr2DxebNctY/RuFV7777LpxOJ9ra2jS5PoEf+xJFbtDvKhXCBwcHNR6R+mdqdL2XLl3C2bNnS3qLkOhQKVevXsXc3Bx6e3tx8uRJBAIBrK2tiT5bDfES+LGQTCkh7zAb08uXL2NpaQm9vb1FxQsjYV5vgC/3vJV4zTY2NorP69ezlWzWiZ6eHuGhQ97ILS0tuH79OtxuNzo7O0sau37+858LL7hS56NCJ+vr67h48aLh+FTOWsWoGMdBQt7feOMN9PT0oL29Pc+T67iFCDmXYk9PjyZfeTEaGxuF17FR7mZ9heiDMD4+rhF+9ecAIKpiG7VDDzllAPtGh2g0WnIsrLTyshGKsp+iJpfLwe/3I5lM4syZM5pCc0dJtRxm5H83NzcbioojIyNwOBzi99XOIVjuOEsOBGQELMZh9lxGlGO06+3tFWvqoxZiqwGLisxriX6A0S8s5b8PDw8bFvw4KPJCs7OzE2fPnsXY2Nihc0qYTCYMDQ2hubkZvb29cDqdRa/LCKvVWvFG4iAbIwCiYEJfXx/GxsbyPl+NAVQ/CbS3t2tCWQ6CPqfYQRLrHuT81bSSAfsbFFpkqaoqRA+LxVLVPD6FmJiYwObmJlKpFK5cuVL0s0aeiofdDOrvn3zN5Qqjenp7e7G7u3voZN9GnookChXK7VYpxfrPyMhIXj4yuZKkzIULF2Cz2dDV1YWenh5RxKYSD6BiDA4O4uOPP8by8jLa29tx+vRpZLNZRKPRvI2iPt1BW1sb2tracOnSJXzyySeHEvbk73Z0dODs2bPIZrNiwWfkTXDQnL/loPc6NPq/DIk6VMgqFotpCjfoP2uEPuz5xIkTmoUxFUsqFMbW2dmJgYEB9PX1oaWlRXi20kaK8pIZXZu8sTpKMbEQ3d3duHnzZt7vi3lAl/L+LuSp2NPTI8Q9udIsUHhepFQagLGXv2zwkUVFCpUF9r0rLRYLurq6KvbSNqJcg2Q5a5+DiooTExMYGxsT13jY0PJi6NtXbVHx9OnTOHXqVFn3tdQGuFA/0h+b+nA57RweHsbKygpisRiam5s1Qkux+17o2G+99Rbsdju6u7s1x7JarWXn+DObzXnvYaHNvKLs54C7ceMGmpqaREEnfY5mejf1VX8Jyilqt9vR0tJiaHQph8bGRmGc03s/HqXAZNR3rly5IorTbG1tGeakNGJ8fBzLy8toaGgwXBNU430s5uFIY+HFixfFuFdOJXuC1hAAiqYjqha09rty5UqeR+VRjl0HRS4IR0aprq4udHR0iHHISFRsaGjQFI6rVtSB/jyl6OrqQmtrK2KxWMkIq2rvwcphZGQEuVwOra2tePjw4ZGf77CwqMjULUf5wpbyJpJ/vnbtmkZUPEwYJm2I1tfXoSj7Yco9PT0FrWwHpbm5GVeuXDlQW/WFB4hC7Sv3c3rRjcSH06dPG26CquHZU6yK30E5efIkPB4PEomEWFRWamWrRr61Sr8zMjKCnp4eJJNJsbmXj3Xnzh00NzejpaXlWCxiVqsVP/vZz5DJZEoKhEbXWqnVsJwNH3GQvkeVJym5/2HQi4ok9L755psFhaBSVLIgslgsuHr1qlgwKoqCS5cuGX7vzJkzOH36NE6cOIFf/epXaGhowJUrV6rahz788EN8+OGH+Nu//Vvxu3I8N86fP4+zZ8+it7f30ONJU1OTpsI4eQrR/SnWjqPAKORY9voo9rz1RVr0FHq39Mdsbm4WoiqwH5o8NDSElpYWw2OMj48jk8kgkUjg4sWL+M1vfiO+ZzabkU6n4Xa70dLSgvb2duEhMjk5WRMhsRwOM5YX+uzo6Cj8fj9isRguXbokcvUV4+2338bc3Bw6OjoqMgrJz6mpqamkgadWHGZDXQsPD0VRDDeph92Ylvt5eU6le0c5bRVFKbqJv3TpEnZ2dtDZ2SkK1ZRjHOno6MD58+exvLyMtrY2jbc6eatV4qnY2toq5p1qUshwLos4ly9fxvj4OHK5nMa7vbe3F7du3UI6nS4qvL/xxhuYnJw0zD9bDY5ynmlqakJXVxeCwaAwDrW0tIh87A0NDWhvb0csFisZkdDT0yPy7erXReVEM5WD/l6cP38efr9f5OIF9sdUinYoFaJsJDpfunTpwEUuK0Eej81ms2YPR0a4aiJ7DB5ENH3zzTextLSE5uZm3L59G5lMBqFQCKlUSlR4NhIVW1pacPLkSVitVrS3tx/YkF+ISjwVf/KTn2B3d1dT2K6cPcdxrPUoIuTcuXP467/+6yM/32FhUZGpKcVeyqO0ypQ6tt7bpJLvlqK9vR2nTp2C1+tFW1tb1V2qiZaWljwvh3IGwcMMlMW+29HRoXF3p6qytAEy8lS8ceMGtra2DhxKeRT3trW1FR9//PGhjkGb5kgkUjA/YykOkri+WFJ6k8lUlRCOSlAUpSyPw8Mm7Teira0Nvb29iMfjhpVKK+WNN95Af38/Wlpa8ODBg0MdSx++Ojg4iMuXLx84dNeoHaXa1dTUhA8++ACbm5saLyej77W2tmJ0dBQXL1409Aw5DozaZbVacf78+aqd49y5c9ja2tJUjzzuMDSitbVVbH70HoqFwp9liomshTwejbyYLly4gJ2dHeGFUizhuslkMvQSMZvNInR0YGAA8Xgc2WwWjY2NmJiYwOTkZN2G/hw2DYWepqYmmM3msvLsyrS3t+P27dtln5fm22pX3dSf5yB/HxoayktMb7VaX6oqmEB5Rs2jGj96e3vhcDiQzWaF+HXq1ClRnbaYt15bW5soONHQ0IAPPvig7H7e2dmJ8fHxPDHwIKLiUVHofPr+VWg9VK5of1jjYi25c+cOgsGgYRGssbEx8ffr16+XPJY+l2RXVxcmJydhMpmOZJ/X2dlpmM+83HW2/pp7e3srLixXLahIIICKihuVy5UrV0SxkIOs23p7e3Hnzn65h3g8jjNnzmB3d1d4IMoGcvKybm5uxqlTp2A2mw9V2KYYlRr3yikUc9h9x+joqMjdWK9G0sPCoiJTtxzlArIST8VS360E2R1cTkpe6pyV0NbWJpKQt7S0HFhULCekrtxjAvuT4+TkJL777jsxuZcapIeHh4UH2EE4Ck/FaqAoCj788ENhTS3H0/Egm5Hbt2/j6dOnaG9vL2llrYf7UgjZQww4nLcwoShKVReKFosF4+PjecUQDioqypv9ang7HKT/UKXNco5bC1GaOGho5EEodR+P8z26desWdnZ2sLOzA0VRioYqGomK58+fx8rKSt4zLnRNRuM1WdEPC82rFosFY2Nj6OrqEu95PY9Neg6z8Th37tyhEv2Xy61bt0R12nJEgYOiN86W+65MTEzA6XRiYmICdrsdbW1tGBkZgd1uP7K2VgP99eiNYUafOSosFgveeustpFIpnDp1Spy70nQMw8PDZeX+IgpdXzFRsVKOyuGgGuuKo+K4Q1/NZnNBEU5RFLz//vvIZrMHMvbcuHGjqobHas/B+jG4WnlXy0HfB2/fvo0ffvgBVqu1qFPAQWlsbCwZDl4uhfaK1Ef6+/vx3nvviSi146RUnyjHC/GwnorkHEDiaznIuUCrnXfyKKj/FjKvLQetEloOtRYVZartgXHjxg1sbm5iaGgIoVBIeAc2NTWVNTkeJhyn1Hfv3LmDmZkZ7OzsYGhoSPP5o1g0NTU1oaOjA+FwGMB+2MtxT2aFMJlMh6oIW85z6u/vx+/93u8duYfqUVONvlHJxugwVOt9/vjjj/E3f/M3wuPYiEqemWzlNpvNeYn7y+WwxoWj4DhFRSNqde7x8XFcu3YNvb29wrMP2F98ljOnTU5OYnJyEvfu3YPf7xebFn0KjHI9Fw+D/h2vx/xRhbh9+zZsNhvGx8crml8GBwextLQEYD/PVzl5SKsxvgwMDOCDDz6A2Ww+UkOA3D8q2RCZTCbcuHEDgUBAFD8aGRmB3+9HNBotWQitVhilByj1maMcO6gafSXnoKJYVKii0rDEQv3fSGAl6kXMq5d2vCyUOxYV6/NHMc4f9p0ym80iP6Ci/Fh9+TjQ34+Ojg789Kc/PbbzHwZ99APtd+UxoVBqlGpT6ThbTpsOO3YrilJx1N3bb7+N2dlZdHV1Hau4fVBYVGRqSrGX8igHnsOIioddeOivq1AOw4PS0dEh8iKRkBCLxTA2NlbWOQpZY8oRE+RzXLx4EZlMBisrKwD285yYzWb8k3/yTzA/P4/e3t6ykz0fhvfffx9erxeKohxKxKs1B53Qyv3cUYbBHZaDbqSvX7+O+fl5DA8PlxXeUA2qlXfl1KlTGpHhsONDX18f3nnnHVHx+6ALlEq82I4S2VhAScGPA/15TCaTxqv+OAVGRdnPhRoIBHD27Fns7Oygt7e34rC7O3fuYG9vT7wjxcZ6uQroQdI2lIu++nM909/fXzLJuxEdHR345JNPEIvFit5LylPX3d1dNU/Gowil0yM/N6Pxpthzpb/R2G8ymfDRRx8hlUodKqz0OPuSkTGoFp7NlYzNirJfzGl7exstLS0VF+wpdT1Gc3mlwlI1hCi5sjRRz6IiifL1YhQvh0LPSe4jFy9exPz8PAAcuLjbUbxT165dw/nz52GxWI51bVzPfbAcTp8+LYr86cPegeMbfw/jHFPo+7V49zo7O/Hee+8d+3kPCouKTN1ynKJiJULAYRc0VqtVLKysVqtYbB/FYGs2mw+cj7CpqUncl2K5H+V29/f34+zZs7BYLDh16hRUVYXVakVra6vYsHZ0dIjcT3JI61F5ppjN5gNX36tnqtFfLl++jIWFhWMV3Q7C+Pi4WHhWwsjISFm5S+TKqYdNGK1/Lgft10cxHpw4caLq1Yjp+mSR4ji8Qk+dOiUqbRcSZI5iTDFKli4LPbUSwAYHB0Wur56enooW84qizSlUaKwnDzKn04nGxsaqjqvFNlP1LioehpaWlpKhgJOTkxgbGzs2b+ujoNLQLaM1maLkF3uolKMUCEoZq41+V499u62trWoCD0Hz6ujoKJxOp8YQUwuv5HPnzmkKMwD1LehQ8bTNzU289957SKfTB17bHzfF+vipU6dEXzjo9RzVO3TQaI7D8DJ4oxVjcnISHo8HbrcbPT09Jffa9UI57apFoZaXDRYVmbrlKF/Y7u5u2Gw2APuWAP1AflSeioqyXwnr4sWLaGhowODgYN0NTNSehoYGXLhwAZOTk2VXBTOZTDhz5ozGDZ7y+TDVpRr95vTp05iYmKjbiZ6gfIWbm5sAqlMZXGZwcBC5XA6RSOTAmymZxsZGkVvxoG2tt3GhFI2NjXj77bfhdruP5Z23Wq0aL5rjul9GOTNrWUTE6LqNKrtWcn+KeSqazeYjDwd7mUKfj4taFD+qBlRddHh4WFPgCCjPU7Gcz1ZCb28v+vv74fV6cfny5aockygW4kscl6h44sQJeDweADhWo2oulzOMxqHCGb29vfjFL34hKr8DtfNUlI2JAI4kZ101mZiYEG1MJBJVXwdVm0Ltk/u83Deqxcu2dpKZmJgQHrTVLDJ3XDQ0NOAnP/kJ3n77bSwvL+flwT2uZyNXci+Hg4iKTD4sKjI1pVbhz8PDw/D5fIhGo7h48eKxiorA/gZhYGBA43lQy4lQFkHkNrW1tYmw5XI56IKPN5KVUa3+8rJMlFeuXEEkEkEikcCtW7eqemxFUXD16tWqHe/atWtYW1tDX1/fgT0fC20+BwcHRQW5wxQxIuQw4omJCeE1cJCctgMDAzXzCjZ6H45jTNHnyT3ucVx/vsuXLx86RJaux2q1IplMinNU25v57NmzWF1dhclkwvj4uCgqJs+xL/MGkdlPQXH+/Hmoqoq7d+9q/laJqFhNbt++jUwmU/XE9yMjIyJHpsViqamn4qVLl9DQ0ICWlpaqzBOVIK8h+/v7cePGDc0aW672Tp+phKGhIVFd9iBpB4B98eOjjz6Cz+dDIBBAR0fHoaMUjpN6FxSB/fWEzWZDLpfTOCZUu8+/DN6/5TIyMoKOjg5kMpmCubRfBlpbWzE0NITt7W3N74/r2fT09Igxohz07aLiKMU+8zL3s6OCRUWmbjnKF9ZkMuHNN98s+Pdii81qhkjUy6B08eJFvHjxAoqiiLBCol7ayOw/CxJK6jkH4lFgNpvx/vvv17oZZVGNMONC793Vq1eRTqdhMplw6dKlQ50DAN544w2srKzAarXi7NmzmJ+fRyaTqYrH5nFSy3GqnsbIaggldD1jY2NwOp3o6enB5ORk1YunnT9/Hu3t7ejo6BCFIYCXK58iU5q2tjbN8y2HhoYGtLW1IRqNoqGhoeqhiEdRSfPNN9/E3bt30djYWDDPq8lkQnt7OyKRyKEKZpWivb0dN27cOJJjG3H16lXMzMxAURSNgHTz5k3De3316lWsr6+jvb294tysFy5cQCwWQyaTKbqOL0VDQ0NNDWGvOs3NzfjFL36BeDyOr7/++tjO+7LPGUdZPOs46enpgdlsFl6DVHTrODiI6G6xWIS3eWdnZ97fOfy5NCwqMjWl2EupDzM7at544w0sLCygtbW1aHLqangqVvq3o2Z8fBwDAwMwmUzY3NzUiIqVwh6HR8dbb72F5eVlnDhxwnDSY8pHXkBUq/hBNSk0HjQ1NeHOnTtVO093dzfefvtt8XOlXqD18r7XavystadiuRwk/Lm1tRXnzp3DrVu3qp6LE/ixyiYAjeikL6DAvPxYrVZNVeH29vaSG8x33nkHTqcTJ06cOBIRsNoMDQ3hzJkzJYvbvf3223A6nejv73/pc6gRExMT6OjogNvtxurqqvh9oefW2tp64OiAhoYGzZzF1C9Gwjl7Kr4eNDY24pNPPoHP5xPeycfFQSKw7ty5g8XFRfT29hoae16WqK5aUv+zNPPaQiF5x8XJkydx8uTJkp+rNFdDISjxuPxzLaEE6PqF/lG268yZM1hbWxP/ZoozOjpacTVGxph3330XMzMz6OzsFAUu6olajwcvG7UKfwbqa7H5svYbud2y4a6eiycw5WMymfDuu+/C4XBAUZSyC2idPXv2GFpXPcpZ072M11UOPT09ZeWVZF4vjnpOYlGxfrFarceefgE42Jqso6OjqLGC+1lpWFRk6ha5OlytGR0dFbkhDpPMuZ5ExEIMDg5iZWUFiUQCExMTFbezEvf2s2fPQlVVmEymsgRdhqkWnZ2dL004db3R1dWFYDAovI/qgVp6Kr6sRTSKMTAwALfbjYaGhpp68tajFzFzMFpbW1/K4gPlUq9ruuOEwon9fv+hQpMZ5qDwe8gcRZg1hz+XhkVFpm6pp0TEly9fhslkElVoj4J6GaCamprwySefIJVKlf0MJicnsby8jJGREeHxWA6NjY1Vr8DIMK8i9RJmDOyHSFNYYr2MW8fVDjlsHtjPC3jcXvXFKFa5uRJu3ryJ3d1ddHV11TT09GVOVs+83tTL2HjcvP3221BV9bW9fuZ4YQ8yRo+8d61WJEk9RaTUKywqMjVFP/iTR2C1q7EelsbGxqpYXV8GT0Vgf/CsRNQ9f/48Tp8+/VLkPWKYl5F6EhWbmppw+vTpWjdDA42n4+Pj2NzcFP+uNpcvX8bz589hsVjw4YcfwuVyYXZ2turnOSjVrAp/nAUMCrW7nvo9wxSDxY0feZ2vnSlOtb3IuK8xesxmM27fvg2Hw3Go6EIZ9lQsDSsATF3R09ODixcvAqgvT8Wj4mURGcuBBUWGYY6LlpYWxGIx8TONn+fPnxfVsU+dOlX1846NjWFgYAANDQ1suT4GWFRkXlZe9jUdw1SL27dvw2azYWxs7MjnTX7vGADo7++vanEY7lelYRWAqSlGlt1XWUwsZsnmAYthmEKwuKKl0HjZ3NyMmzdvHum5GxsbS7ajVrwq1WQJzrXLvCywpyLDGFNtgUeG3zvmOGBPxdKwmZ1haoTes+8oEssyDPNqwKKiFv2C7nX2Grxw4QIURUF3d3fBjdvLuAC2Wq1ob2+vdTMYpiz07xj3XYY5fl7GuY6pf1hULA17KjLMMSIPSp2dnejp6UEymcTp06dZVGQYhikTRVEwNjaGra0tdHR0oLOzs2btqDXnzp0rOYfUe3oKo/s4MjJSg5YwzMFobW3F5OQk1tbW0NLSgrGxsVo3iWFeedra2sS/GxoaXuloN6Z2NDY2irQ7jY2NaG5urnWT6o76XmUyrzyvm9u62WwWxWj6+/tx586dWjeJYZiXAPZUzOett97C+fPn0dzc/MrPHaUwEhQvXLiApaUljIyM8AKYYY6Yrq4uvPXWWxgcHMSVK1de+zGJYY6D0dFRZDIZRCIRjI6OsoMGcyQoioJ3330XLpcLAwMDr3V0TCFYVGSYY+batWu4ePEiW9MYhilKQ0MDMpkMALAoVICWlpaanr+ehYNyPBjrmXq+twxjxJUrV3DlypVaN4NhXhtMJhNOnz5d62YwrwEtLS3c14rAMitTV7wumwgWFBmGKcWbb76JpqYmDAwMYHBwsNbNYQzo7+8X89bAwECNW5PPyyIoGs39r8t6gGEYhmEY5mWGPRWZmsKbBoZhGGOGh4cxPDxc62bUJfUSDt7c3IwPPvgAwWCQnxXDMAzDMAzz2sGiIlNT5MSnANDd3V3jFjEMwzBM+XR2dtasUMyrDBsdGYZhGIZh6h8WFZmaoigK3nvvPbhcLnR3d6O1tbXWTWIYhmEY5hhhAZFhGIZhGOblhEVFpuY0NTVhYmKi1s1gGIZhGKZOYKGRYRiGYRim/uFCLQzDMAzDMExdwaIiwzAMwzBM/cOiIsMwDMMwDFMzuPozwzAMwzDMywmLigzDMAzD1D1vvvmm+Pdbb71Vu4YwDMMwDMMwDAOAcyoyDMMwDPMSMDo6ioaGBlgsFnR3d9e6OcwRw56KDMMwDMMw9Q+LigzDMAzD1D0mkwnDw8O1bgZzBHD4M8MwDMMwzMsJhz8zDMMwDMMwDMMwDMMwDFMRLCoyDMMwDMMwdQV7KjIMwzAMw9Q/LCoyDMMwDMMwNYMFRIZhGIZhmJcTFhXrDEVRLIqi/A+KovypoijTiqKkFEVRFUX551U6/r//3fFURVHOVuOYDMMwDMMw1YSFRoZhGIZhmPqHC7XUH60A/pff/dsNwAVgrBoHVhTlTwD8nwFEAbRV45gMwzAMwzDVhkVFhmEYhmGY+oc9FeuPGIA/BDCsquoggP9QjYMqitIP4P8L4L8AeFqNYzIMwzAMwxwWrv7MMAzDMAzzcsKiYp2hqmpKVdW/U1V1p8qH/ne/+/9/X+XjMgzDMAzDMAzDMAzDMK8ZHP78GqAoyj8F8EsAv1RV1XcQ67+iKIW8Gy8cvGUMwzAMwzD5mM3mWjeBYRiGYRiGKQF7Kr7iKIpyEsD/B8D/rqrq/6/W7WEYhmEYhilFU1NTrZvAMAzDMAzDlIA9FV9hFEUxAfjfsF+Y5f96mGOpqnqjwDmeArh+mGMzDMMwDPP60tTUBJPJhFwuBwAwmUxoa+N6cgzDMAzDMPUOi4pHgKIoNgAnK/jKn6uq+k+OoCn/NwAfAfgjVVUDR3B8hmEYhmGYQ9HY2Ihr165he3sbADAyMsKeigzDMAzDMC8BLCoeDWsAEhV83lntBiiKch7A/wzgT1VV/U21j88wDMMwDFMthoeHMTw8XOtmMAzDMAzDMBXAouIRoKrqJ7VuA4BLAKwA/pmiKP+swGdWfle05e+rqvrfjqthDMMwDMMwDMMwDMMwzMsNi4qvLjYA/2uBv/0RgEEAfwkg/LvPMgzDMAzDMAzDMAzDMExZsKj4CqAoSieAIQAhVVV3AEBV1WkA/7zA5+9iX1T8v6uqunpMzWQYhmEYhmEYhmEYhmFeEVhUrEMURfmfAFz43Y9v/e7//0xRlPd/9+/vVVX999JX/j6AP8V+ped/ehxtZBiGYRiGYRiGYRiGYV5fWFSsT34f+1WbZe787j/i34NhGIZhGIZhGIZhGIZhagCLinWIqqofV/j5PwPwZ0d1fIZhGIZhGIZhGIZhGIaRUVRVrXUbmJcYRVF8zc3NPRcvXqx1UxiGYRiGYRiGYRiGYV4JFhYWEI/H/aqq9ta6LYVgUZE5FIqiJAGYATyvdVsY5jWD8q4u1rQVDPP6we8ew9QOfv8Ypjbwu8cwteFNAFlVVa21bkghOPyZOSyzAKCq6o1aN4RhXicURXkK8LvHMMcNv3sMUzv4/WOY2sDvHsPUBnr36hlTrRvAMAzDMAzDMAzDMAzDMMzLBYuKDMMwDMMwDMMwDMMwDMNUBIuKDMMwDMMwDMMwDMMwDMNUBIuKDMMwDMMwDMMwDMMwDMNUBIuKDMMwDMMwDMMwDMMwDMNUhKKqaq3bwDAMwzAMwzAMwzAMwzDMSwR7KjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzAMwzAMwzAMUxENtW4A83KjKMoGgA4Atho3hWEYhmEYhmEYhmEY5lVhAkBYVdVTtW5IIVhUZA5LR3Nzc8/Fixd7at0QhmEYhmEYhmEYhmGYV4GFhQXE4/FaN6MoLCoyh8V28eLFnqdPn9a6HQzDMAzDMAzDMAzDMK8EN27cwNTUlK3W7SgG51RkGIZhGIZhGIZhGIZhGKYiWFRkGIZhGIZhGIZhGIZhGKYiWFRkGIZhGIZhGIZhGIZhGKYiWFRkGIZhGIZhGIZhGIZhGKYiWFRkGIZhGIZhGIZhGIZhGKYiWFRkGIZhGIZhGIZhGIZhGKYiWFRkGIZhGIZhas7e3h729vZq3QyGYRiGYRimTBpq3QCGYRiGYRjm9eb+/fvw+XwAgJ6eHty5cweKotS4VQzDMAzDMEwx2FORYRiGYRiGqRl7e3tCUAQAv9+PcDhcwxYxDMMwDMMw5cCiIsMwDMMwDFMzstls3u8SiUQNWsIwDMMwDMNUAouKDMMwDMMwTF2RTCZr3QSGYRiGYRimBCwqMgzDMAzDMHWFqqq1bgLDMAzDMAxTAhYVGYZhGIZhmLqCRUWGYRiGYZj6h0VFhmEYhmEYpmawgMgwDMMwDPNywqIiwzAMwzAMU1ew0MgwDMMwDFP/sKjIMAzDMAzD1BUsKjIMwzAMw9Q/LCoyDMMwDMMwNYMFRIZhGIZhmJcTFhUZhmEYhmGYuoKFRoZhGIZhmPqHRUWGYRiGYRimrmBRkWEYhmEYpv5hUZFhGIZhGIapGSwgMgzDMAzDvJywqMgwDMMwDMPUFSw0MgzDMAzD1D8sKjIMwzAMwzAMwzAMwzAMUxEsKjIMwzAMwzA1w8grkT0VGYZhGIZh6h8WFRmGYRiGYZi6gkVFhmEYhmGY+odFRabm+Hw+TE9PY3Nzs9ZNYRiGYRimDmBRkXnZ2NrawtTUFMLhcK2bwjAMwzDHBouKrxGKonyiKMpfK4riUhQlqSiKU1GU3yqK8oe1alMul8OTJ0+wtbWF58+fIxAI1KopDMMwTB2TyWSwsrICm83GghPDMHVFLBbD9PQ0HA4HHjx4UOvmMAzDMMyx0VDrBjDHg6Io/08A/yOAbQB/A8ALoB/ADQAfA/hNLdqVSqWQTqfFz3t7e+ju7q5FUxiGYZg6ZnV1FSsrKwCAxsZGDA8P17hFTLXgnIrMy45sFE+lUjVsCcMwDMMcLywqvgYoivIvsC8o/m8A/jtVVVO6v1tq0jCGYRiGKRMSFAFgaWmJRUWGYeoGFsEZhmGY1xUOf37FURTFCuB/BrAJA0ERAFRVTed9sUbwooxhGIZhGLfbXesmMAzDMHWOqqqaqDeGYY4f9lR89fk59sOc/xcAOUVR/gjAFQAJAI9VVS0r8YuiKE8L/OlCNRr5OqKqKubn5xEIBDAxMYHR0dFaN4lhGIZhjh0jg2IkEsHe3h5aW1tr0CKGqQw2ijPM8bO3t4cHDx4gHo9jdHQU165dq3WTGOa1hEXFV59bv/t/AsAz7AuKAkVRvgXwf1RVdfe4GwbkL8Jep0XZ7u4u1tfXAezn4hkaGoLZbK5xqxiGqReCwSBWV1fR2dmJc+fO1bo5LwWqqsLr9cJkMqG3t7fWzWEOyfr6Oq5evVrrZjAMwzB1yPb2NuLxuPj3xYsX0dTUVONWMczrB4uKrz4nfvf//xHAPIAPAEwDOAXg/w3gFwD+EvvFWgqiquoNo9//zoPxenWa+nqRTCY1P2ezWRYVGYYRvHjxAqFQCDs7O+ju7kZfX1+tm1T32O12zMzMAABu3LjBeRdfcl4nQyPDMAxTGdlstujPDMMcD5xT8dWHnnEGwN9TVfV7VVWjqqrOAPj72K8G/ZGiKO/WrIUSmUwGMzMzmJ2dfeUnhtfZS5NhmNKEQiHDfzP71VXtdjtWVlYQDofF7+fn58W/5cIurzJ7e3tYWFh4qXMQ8vzHvOyoqgpVVREKhfKMxgzDHA88lzBMbWBR8dUn+Lv/P1NV1Sb/QVXVGIDf/u7Ht4+xTXIbND8vLi7CZrNhY2MDNputFk1iGIapOxRFqXUT6opUKoUXL15gcXER33//vUjSLhujjmtj73A4MDs7i2g0eizn0/Ps2TOsrq7i8ePHiMViNWnDUfGqGxeZV4udnR0sLS1hZmaGC0cwzDHADhqMEblcDsFgsKr9YXFxEX/3d3+H2dnZqh3zVYJFxVefpd/9P1jg74Hf/b/56JtSGnkDsbq6WsOWHD31PBFms9mabZAZhqlvcrkcdnd360bwqeV4FYlEMDU1hY2NDUxPT9ekDYFAQPw7GAzWpA1Hxfb2dq2bwDBloaqq6K+5XO6VX8MyTLn4/X5MT0/D6/Ue+bnqaS/F1I4HDx7gu+++w7Nnz6pyvEwmg5WVFWQyGWxsbCCRSFTluK8SLCq++nwJQAVwSVEUo+dNhVs2jq9J5dHQ8Gqm/AyFQpibm4Pf7691UwyJx+P4/PPP8fXXX2NqaqrWzWF0hMNh5HK5WjeDOWbqyVNxamoKDx8+xL1792rdFEGtNhLyOC6Le7WCN1QMUx/U2ugSj8dr3gaGAYB79+5ha2sLDx48qPocxXMeoycej4u1mcPhqMoxM5lM0Z8ZFhVfeVRVtQP4WwDjAP4H+W+KovwCwO9h34vx02NvHIpPBq+iqKiqKh4/foz19XU8e/ZMMyjVy8TodrtF2I7D4WABq4549uwZvvnmG3z99df8XF4z6klU3NnZAbBvIKGqi7XGaPw8jntWL+M2UW/tKZeXtd0MU49sbGzgiy++wOeff143YzTDANUXY+o56oupDUch+PGeqzQsKr4e/PcAtgD8a0VRvlAU5f+lKMp/BfAbAFkA/1xV1bqrAtDV1VXrJlSdTCYjXKZzuRxSqZT4W71MhGzZrl8otCoWi9WtpytztKiqiq2tLTgcjqqMGS6XC1999RXu3bt3oM1nvYxbtWpHvVy/EW63G/fu3YPdbq91Uw6MycTLVObloJ7EDcr5lU6nOT8581pRz3MyczwchQBYT+N7vfLquYIxeaiquq0oyg0A/xLA3wPwIYAw9j0Y/x+qqj6uZfsKYTaba92EI6VeB6R6bRejhZ/T6wV53W1vb4vcfSaTCUNDQ4c67osXL5BMJrG3t4eNjQ1cunTpsE2tCcf1PqiqCp/Ph6amJrS1tdXde/js2TP09fWhqakJjx/vT+1+vx9DQ0NobGyscevKo7OzU1Q7r7f7yzCFcLlcmp/rpe8eh6diMBjEs2fP0NbWhps3b9aVZz3zasNiD6PnKERF/TG5n+XDJuDXBFVVd1VV/b+oqnpSVdVGVVX7VFX9+7UWFIu9lK/DCytfY71c70Em6L29PSwuLr5yRQLqmWr1l5cpR2Mul3ttK2rSJk0uBlKNBNRyheS9vb1DH++48Pl8ePbsGebm5pBMJo8t/Hl5eRkPHjzA119/DZfLVTfjtszKykre7+o9qbh8H2Xxsx7vL8MYoV//vE59d3p6GtFoFC6XC+vr66/VtTOFyeVyHH7PHDtHEXH3suyTagl7KjJ1y6u4KHkZrukgA+fDhw8Ri8WwsrKCP/qjP+KQtZeEmZkZ2Gw2dHV14YMPPqh1c4qSTqfx9ddfI51O4+2330Z/f3+tm8TUkI2NDSEyezyeYxtbl5eXxb+fPHmCvb09NDU11ZVnvc1mw9WrV2vdjAPDXk7My4jFYtH8XC/rveNoRyQSEf/+8ssvsby8jLfeeuvQnvTMy0sikcA333yDZDIJj8eDgYGBIzkPeyrWFzs7OwiHwxgdHUVra2tN2nAUVcbZU7E0vPNn6pZX8YUtNvnVy/XK7cjlcggEAiXbFovFxL/r3SPmVaEa/YVyLQWDQRFuWK8sLCwgmUwil8vh4cOHtW7OkVMv40G9Ii/wUqlUzQq1hEKhVzK/aTwex+rqat615XI5OBwO7O7uHtm5FUXRPDt+F5iXkXrpt8fZjmAwCI/Hg0wmgx9++OHYzsvUHzabTczNcl7fo+6P9fLevY44nU788MMPWF5eFulXasFR9AHuV6VhT0WmphR7SY/b1TgSicBut6OlpQUTExNH7m1Xr9Y1aoeqqpiZmYGqqhgeHsbbb79d45a93hx1f6nnAj36RenrQL2MBwdBVdVj9TYr51yZTAYNDdVf8qiqWtOQ/KPqJ0+fPkUgEICiKPjZz36GpqYm8XvKHXfz5s1DeSKFw2HMzc2hq6sL3d3dBT933P3pdSAQCMBsNqOjo+PIz5VOp/O8+F4HCr2bqqoiEAigs7PzWDycj3MukYsPHiWZTAa5XO6lyRP7OkJhz0e9dq3XvdTryNOnT8W/o9EocrncKxO5xp6KpWFRkalbjvuFnZqaQjgcBgBYrVaMjIxU/Rx0TW63G6urqzh58iTa2to0f6sFmUwGDocDJpMJmUwGwL73IeUqc7vdZU8O8uYvm83C4XCgtbUVvb29R9b+15HXaULb2dmpdROOnXKeb731AVVV8ejRIwSDQbz11lsYHBw8lvMqilLQCOVwODAzM4N0Oo2uri7cuXOnqht5VVXr7jkYUWkbA4GA+F4oFBKiolyMwufzHUpUvH//PtLpNLxeL06dOqX5m6IoL8V9fRlxuVx48uQJAOCDDz5AV1fXkZ1rdnYWGxsbOHnyJN54440jO089UK648ejRI+zu7qK5uRk//elPX5lNN5Bfrd1ut+PkyZNVPcfe3h6+/fZb5HI5vPvuu+jp6anq8Zmj5ahFxWqSy+WQSCTQ0tJyZOd4VaC9o0w2m31pxrdQKISFhQX09vbi3LlzeX9nUbE0L8eTZl5LjtJTMZfL4enTp/j222/h8/mgqqoQFAFo/l1t0uk07Ha7qLZaDx5ii4uLePHiBaanp7G5uQng4NY/WVRcW1vD8+fPcf/+fcMiEIlEAtPT03jx4sWxWbhfVl7nkBE5X1M1icfjVR1nyDJbDer5eRTi0aNHYkwl0eK4KBT+vLKyIjwJjyLMX1XVmibwPsp+Eo/HsbGxgefPn2Nzc7PqHiGyhyeJmEC+5+nL+C7UG+vr6/jqq6/w+PFjzbs5NTV1pOfd2NgAsC8uvW7P0WhcyOVyInVAPB4/srlN5ji9fPUCwosXL6o+Pj5//lx4Kj569Kiqx2Zefqo1zqiqirt37+LLL7/E+vp6VY75KiOLitvb21hcXITH46lJWw6yVvn++++xu7uLxcVFRKPRvL+zqFgaFhWZmlLspTxK76Tt7W04nU6EQiHMzMzkWViMNjUej+fQubNUVc0Tz0hUrOUARQt/YD8nhsxh2rW0tCT+LRc4IFZXV7G1tQW73a5pQzVJJpPY3NzE5ubmK1U5uNr9ZXNzE/fv38f8/HzdVTk7Ckvn5uYm/uN//I/4t//23xouICplYWEBX3/9Nb777ruqPBu73Y7p6WksLy8jm80e2/gQCATEwuqHH34ouyJ0PB7H8+fPEYlEsLi4eMStLB+5ujVQ/TB/vaficY/jR/Gu0jVsbm5id3cXbrcbz58/h9vt1nyummKF/h3nnIo/Eo/Hsby8rBFeKyGdTmNubg57e3t5z/A4jXnRaBQrKytYXV19JSvC6vup0Vij/8xRvr9Epe9pNpuFy+WCy+XCwsLCofOnfvbZZ3mFE/x+P+7fv4/Z2dmK3295TjLyjmLqA+p3L2v4s9PpFH1tbm6uKsd8laH7Hg6H4XQ6EQ6H8fz585q2pRLksdjI2PO6r0PKgcOfmdcS2VslEonkLaz1Cz2Hw4Fnz54BOHy4kHxsVVWP3FMxk8kgnU6jubm5rM9XKnJW+rnZ2Vn4fD5cvnxZIyTabDZMTk6WdaxyUVUV9+7dEwsDu91e91WOy6WaE1wymcTc3Bw6Ozvh8/nQ2dl5JOH/ByUYDB74u4XyeT148ADb29sAgL/+67/Ge++9h0gkgjNnzoiUBJWwuroKYH9Btbu7ixMnThy4zcC+N0YqlUIqlTq2QiA+nw8ulwvBYBDxeBxDQ0OIxWL48MMPxWcK9bvj8LgpRqF2HYchQT+mH5dnUDabxVdffVXWZysZL+h69EW3jqqYUygUgsvlQmNjowhlfJlyKGazWXi9XvT29h4ob2ep1CJTU1Pw+/1YWlrCH/zBH1R8jmLvwFFulPRF3x48eCBE/u3tbXz88cdFv5/L5eD1etHd3f1S5mQ0qkB6HPnfDnuOe/fuad711dVV/N7v/V5Z+QtVVc0z5KTTaSwtLaGvr0/8bmZmBuFwGD6fD729vRWlUXiZxgbmePp8KpUS/bMax49Go1hYWIDL5UJ/f/+x5D592cnlcvB4PKK4p6IoVTHYV4NS6zL9nt9qtZb8DIuM+bCnIlO3HOUiUr+A1wt7+sGCBEVgfzF0UIzybx2lp6Lf78fnn3+OL7744tBhTsWSjpeLz+fDxsYGwuEwHjx4cKj2lEMymdRYtYPB4KE9AzKZDBYWFjQ5OI+Do1yYpdNpzfGOy4skl8vlbUCMkPO4VcLq6io+/fRTwxAp+Rq3t7cxNzeHzc3NQ73fxGEXUrlcTtNPC3ljVHvMIJHV7/dja2sLQGkhiQqVPHz4EA8fPsTOzs6Re7oaXbfR74w8PA97z4yMM7VaXG5sbBi+P4fddBdaPB/VGLS0tIRAIIDV1VVx7pfJU/HJkyd4/PhxxXNaMpnE119/jU8//RQOh6Pg52SjQjFvxULpHIrdv6P09JLPm06nNWNuJBIpaVB98OABHj16hLt37yKXy2F2dhbffffdoY0suVwOy8vLwgu8WrjdbtjtdjEGGhUXO46+fJhzpNNpBAIBBAIBjRjt8/nK+j71P/210zOLRqP4/vvvNWunozJWvOzkcjk4nc689YTb7RaGhlpRzQJluVzu0BFR09PTWFtbq0p7gP0xnSKcXuWc3tlsFtvb21XZy2xtbcFms2Fra0vsu2qVc7rSc5bz+XqL4KpHWFRkakqtNguH2XRVI49UOBwWizYaqI7iXjgcDrFpcDgcZYU6UQ6Mg3gqZjIZPHz4EPfu3cvzcqGE/4UweiY2mw3ffPNNXkh2uZQTflQpm5ubWF1dhcPhwPT09KGOdRiq2V9q8R4mEgl88cUX+Pzzz0tWdjbyzClngl9YWACw36eL9b1YLCb+beRdUimH3aiShw5xXAuzcjYJRu1wOp148uQJYrEYIpHIkW92ComK8nMEqr8InJubyxPcVVXVGC6O811yu91QVRU+n6+qBo5C11DqfmYyGWxtbR3Ia5XG/2w2q/n3ywCFhwaDwYo22g6HA9FoFNlsFlNTU4fqr1tbW/jiiy/w5ZdfVnzfqhkCXehdqDSFQzabFeNIIpHAxsYGNjY2EAwGce/evUO10WazYWlpCUtLS1VLu+L1emG325FMJhGJRBCNRg29T2vpqZjL5bC9vV10fFZVFXa7HSsrK5idnT1wnyx0DpvNlieMV5re5HXxVHzx4gWePn2Kr7/+Wsxt2WwWjx8/hsPhOPR7cFBUVcW3336L3/72t8IQWeyz4XBYsx+Q++fe3h6+/PJLfPHFF2WnWtFDRmefz4dcLodIJIIffvhBRI8A+2L23bt3cffu3ZLzUyqVQjQaFf3soO16GVheXsazZ8/w3XffHWgecDgc+Oyzz/DVV19pcvXSPjIej9ckRUGl42w549xxjN0vOywqMnXLUb6wpRLBFxtgDpPfTVVVeL1eEWLodDqPdOMkX0coFMKnn36K77//vuD1qaqa5yFayEtF/3dgX3Dzer3w+/2GHl/yfc9kMpifny9YrCaTyYgQmadPnxa5ysIchWVJFqdCoRDC4TCePHmiWcAcBcedl+aosdlsorp4Ke9Ao7ZVaiXXL5j0x1xbWyvLa/I4yOVyR74Q8/v9+OGHHww9UPT3Znp6uuj7Txtp4qhDXgqJiuWImQft57FYzDBZu6qqGqHxuN6jTCYjQmLX1tYwNTWF2dnZgp5scvqJzz77TOSIMmpvsflBRj+Pzs/PY3p6Gt9///2hvFhUVcX8/DympqbgdDrrevF+mPx1+jHpyy+/PPB7TwauRCJRcVGBahhSgH3Pwq+++goPHz4EkG9w1EN/1xsDgPw+WE1vtoWFBdE/yfB0GDKZDJaWljTCSTKZLHrNhX6uJnt7e9jd3RXtWF9fx7NnzzQpYYzaRyI5GcAroZCRnEJTjYSLWoiEqqpibm4Ov/3tb/H111/nFZRwOBz47W9/i08//bQmRTpSqZQmJzl5MtdDQcOtrS2Ew2GoqqqJ4jLC6XRiaWkJm5ubWFlZAaDtG8+fP0cikUAikSh5LCMymYzmeKqqYmFhATs7O1hYWBDrm8XFRUQiEUQiEdGOQpBIWQvjViaTwdraGr7++ms8e/YMyWTy0J6cxaB9Sy6XO1A/f/78uYgIm52dFVFP1N69vT14vd5jjeoCKh9Xywltrmb4czKZhN1ur5vw8GrBORWZuqWWomKxcx+2aIQcyplOp8XitlrXm8vl4Pf70dXVpTnm0tISrl27hkAgALvdjlOnTmm+l0qlDpSMWD6Hz+cTufhKhaxubm7Cbrejt7cXFosFZ8+e1fy9GgJPpaFg5aD3mnvw4AFSqRRcLhd6e3vR3d1d9rF2d3exvb2NkydPilxi5XJcubCOikqEmHLDXQ+Dz+dDPB7HlStXDn2sdDqNra0t9PT0oLW19UBt2dnZQTabhcViqUrqgVwuh4WFBQSDQYyOjuLFixcA9sXUzs7Oonnatra20NnZiVOnThV8Fvq8gkdJJeHP5XyuHApt5lRVPVAevcMSjUYRi8XE5m5nZwfJZBLxeBzXr183/E4kEhGeWevr64hEIggEArh48SImJibE5/SGJNnTSUZ/L8njOJPJwOFwaI5JOJ1O5HI5jI6OFry2YDCIaDQKVVWxvb197KJiMBgUeVzb29vR29sLwDgv02E2GvpjJRIJeL1eDA4OHqDVP6KfO6vhpVGKeDwuxMnd3V0kk0lNHrJC7+KLFy9gt9sxODiIW7duFWxzNQ2ECwsLCIVCGB8fP/S9DofDuHfvnqGAWM74c1SeiolEQqznGhoa8O6772oE1IWFBdy8ebOsY1VCIVGxWDqjWngq+nw+IaKkUik8evQIP/3pT8V8vbS0JMb8+fl5nD59+tDnLJe9vT3cvXsXs7OzGB0dxfDwsLiv9VDgSB+FVAyHwyH6gpHBq9zUDoUoZYTxeDzo7e3VhDCXCmfWX185omImk0Emk0FTU1PJzxZjfX0dT58+xfz8PHp7exEIBJBKpWC1WvH+++/XXW5Z/b1xu91oa2sTa8KFhQX8t//239Db24vTp0/j4sWLaGpqOvIclZWMs6qqliXuFZqD0uk0GhoaKhqXHj9+jGAwiIaGBvz85z8vuIaMx+N48OABFEV5KcKvWVRkakq9hD8fl6hYzqbksExNTWFnZwddXV15BSdk65Eeu92uKWpRaGOpp9Dvs9ls3sRBi92mpiZ4vV7xXY/HkycqVsM6eBThz3pksYGSyhNUgGB0dDRPXMrlcrh37x7MZjN2dnbwh3/4h0XPc5SbEQpNr0QQrcY56w0jj5mDMDc3h6amJphMJvziF7+oaCGYzWbx/fffw+12I5VKYXx8vCqW6p2dHbGJ8nq9SKfTIhk1LYqKvesOhyPPEEGfjcVieVVljxKjd0EvbAJAa2tr1SzkxRaMek+J4yCTyYixJ5fLibBh8hw1ukfJZBLJZBJWqxXJZBLr6+tob2/Hs2fP0NzcjP7+fphMJsM5KRqN4ocffkAkEjHsB+Wwvb0tvFFsNpvmb/L9LZXjuNqsr69jZ2dHCMT6are3bt0SRrfR0VFcvXq1YFsroRIvUaKcjUup9U057agUI3FVPm4hUZ6EaJfLpVl/HFVSfK/XK7yqNzc3Dy0qPnv2rKKct8clKspijd4Lr9h5D+N5C+wbDXZ3d6GqKjKZjNgs64toyGvhWngqGhnQ19bW8MYbbwBAXrgutTeXy2FpaQnpdBqXLl06EoPS5uam6P/b29sYHh4G8GOeP5fLhfHx8aqf97iQ+xjNWQdF/+6V836VemY0VtFej85hs9kMDWWBQADff/89gP254jBjys7Ojph/fD4f7t69i1u3biGdTmNjYwPnz58/8LFLUY2xSI5QiMVi2N3dxdramhgXHA4Hmpub8cknnxxr8ZtC15bL5fDNN9/A6/ViZ2dHrG3KHbvtdjtmZ2fR3NyMDz74oKy1vqqqwmiZyWQQDocLOpU8e/ZM7NcrEfNrBYc/M3XLcYoOpSYmmcMOhPrCLLQBPOz10kJyc3MTwL63hV4koXMYCaMHdcPWb6jpZ334W1NTE6ampvDixQvRRlo45XI5uN1ujTBRLVGxHI/HSoTdcp9TLpfDd999h+XlZcNCIQ8fPsTTp081oViVUE47yIuCvNJkbDYbXrx4IRYwh/XApTaV+9wOe8/LfQ6ZTAYul0uIBuV8/7DvIm3ocrlcxdb3UCiEvb09IdZtbGxgYWFBE16czWbh8/kq8uaVxwLZQxooT4Sgc+n/FgwG8dlnnyEYDOb97bhCtVRVhcfjKcuIkMvl8OzZM3z++ed48uRJ2e9eveXxSqVSRQ06etLpNL755hs8f/4cKysrmjCl+fl5PH78WAh+RgalpaUlhEIh7O7uipCySt8hOcw2EAgUFD8rEZT8fj/u3r2Lr7766kDhW9FoFHNzc/D7/QgEAnmCIrBfnO358+fIZDKw2Wwao9xhxK9invSZTKZqRo5SVGOtVUjoJ4zes2LeiOl0GslkEpubm4Zjy0FJpVJVfZcrMVrs7u5icXFR87ujWufqx4BS6T8KUcm98ng82N3dRSAQQCgUEsW+gB+FHPKqnpqaKpmPL5FIiNyOz58/r2oIpdGxaG1vtI6h++V2u7G6ugq73V6Vom5GGL0riURCRP8ctHDdYQkGg1WJINKLioehHFFR/6xLiYqFrtFobgCAb775Rvz7yZMnVc3BKF/PyxAqSwW55PGfxvWFhQVRnPGoUwqUO75RVEQulyv4fAmj+frFixfI5XLY29vTjHeFiEQiee93sbbK6YlqkZuyUlhUZF5KQqEQnj17VrDAQ6mk4PJmKRwO51lyi31XPwmm0+myJxH9hikSiWB+fh4vXrw49IAxNTUlBKRkMonFxcU8bxCiHGG03EG5XIu3HFJGiyL6TDAYxMbGhnAJBw4WCqE//3fffYfnz59rFmH6dm1ubuLTTz/FDz/8IH4Xi8UwNTVlmHul3PtCEyuQ7xkaj8fF+SjPS6WU045Hjx7B7/fDbrdrit2o6n7YGSXA1x/vIBudeDyOL7/8Er/97W/LKqxTyTkOIyo6HA5sbm7i+fPnJRcNxGFCjFwuFzY2NrC0tITd3d0DLZo3NjaE9yiF1cjCsM1mw9raGubn5w/s6Szfv3KOQeOT/r4vLCzA7XYjFovl3bdqLRwXFxfx8OFDIbIYPXuPx5M3hjocDjx9+hTLy8sar+jt7W2xSSu1saV7YzKZkEwmsbq6irW1NWxubmJra+vYveoIOc+skQiob8fu7q4Yh+TKrvF4XFjA6b1dX1/H7OxsnpCtH88qvVZ92JnsgSu/J/r+WKx/vnjxApFIBHt7e5ifn6/YQFPOu55IJDTzEW06XS4XvvvuO00fOqyoSG36/PPP8eWXXx7oHaq1p6Kqqpr5j/5ezIsoGo3C4XAIQ+Ddu3extrYGl8uF5eVlJJNJpFIp7O7uHthYkcvlqh4ZIhvjotEoIpGIYQhwPB7Hw4cP88abo/JU1D+PStaoB2V3d1es31RVNZxvVVUV4yblFC90zmfPnmFubg5/8Rd/oTHOHpWBh9bFRqIStVGu0l5q7jgoRtdXbr8NBoOYn5839E6tBNob0XUvLS3hu+++wxdffFHx+qjY2vKwxmwyvhYzZutF2FIhynR9+nnViCdPnuDp06eavehBckMC+8/Y5XLB7/drzknjHXn7ylBxtHoSHHd2djT9VV5D0XUdtcGsHI9VoLDzitHnCxkQs9ms4fpXz+zsLO7evYvPPvsMwL52sLm5iZmZmaL3g85bb4ZtIzj8makplXo6ZDIZzM3N4fvvv0dHRwe6urrQ2dmJrq4u8Rmn04np6WmRg4JC/IyObbfb4fF4kEwm0dfXJ17ackVFm80mrJXXrl0rmieKoCIM0WgUqVRKWG52d3cxMDBQ8vtGZDIZsSHMZrOw2+0Ih8Po7+8Xv5M5yESuqipcLhdWV1fR19eHCxcuiN+Xg9GgSd/1er2irYuLi7h9+/ahLaJOp1NMtHKYk769z58/B7A/Efr9fvT09GBlZUUsHm02G37+859XdO6ZmRk4HA4EAgHDkGI5dBH4ccNVaNJwuVxYWVkR7SsX2V3e6/WKMBr9Bq8anrJ2u11Mqi9evBDnKkS1RetCyN6vNpsNJ06cKPn9SCSClpaWso4vE4vFYLPZEIlEYLFYEAqFEI1GRd8uh2QyCa/Xi3g8rukj8oKFrJfpdBoej6escBv5erPZLLxeL1KpFPx+P+bm5nDmzJmyvy8TCAREaH8qldLct3I2squrq9jZ2cHp06dFPlYZr9crxH3KC1uoLcFgEC6XC93d3bBardjY2EAul0MwGEQkEkFHR0feuFJIoMhms7h//z4ikQiuXLmCnp4eOJ1O+P1+Ifb29vZqwsgB7X3a2dnBxsYGurq6cPHixaKLQqN0EYUoJaoYLZRTqZTGSJLL5TSLfPlz8/PziMVicDqdmlxiRhtbj8cDt9sNq9UKp9OJnp4eNDU1GYqaxQpXyHNvKpVCIpGAqu6HIxcLL5WFT/puJekGyt2sr6ys4ObNm5p79uzZM0QiEXHdLS0thzaWAPtGBbpmfZjmQcKfD9qOgxwjm83ihx9+wPz8PEZHR9HR0VGyPbFYDPPz87BarYhEIuJY8kbZ5XJhbm5OvCe//OUvK4oaWVhYEHlEd3d3EYvF0NnZWfDzHo8Hz58/R0tLC95++21NWhj5esxmM3K5HOLxOJxOJyKRiBgbZMrxYqkWRt6+lQjNtCY+ceJERX0pk8loPl9OvyqW2sPr9Qpv5kgkgqamJmSzWQQCAZHDmuYbevdpLI7H43j8+DFSqRRu3LhR1rqJ1sXlFC8zYnl5GU6nE6dOncLJkydLfr5YOw4SqZPNZvHw4UOk02msra1pckRWyoMHD+Dz+TA2NoarV6/iyy+/RCqVwsjISFlG40Lkcjmk02ns7u6ip6fn0EIJvdfxeBwTExNleb4biXMyhURF/bH39vaEYOl2uzE8PAyLxXJghwibzQabzQan04nm5mZ0dHQA2N+/6NNDEXNzc9jc3ITFYsHPfvazQ4XjH3YekL9fKiXEUXvdVWrco6JIxfZhRn0rlUphZmYG2WwWuVwOly9fLnie9fV1YRQbGBjAzs4OXC4XOjs70dbWZpjjNhAIYH19Hc3NzWVfTy1hT0XmpYK8jlwul7Dg6wfwhYUFYTkoZOWXvVaA/UlEri6oHzxyuRxWVlYwNzcnxLFYLKYJfyjHOkXijdxmWjwcplqm3kpFlivaQMvWY8A4aXY54s309DQCgQBWVlbE/SrXIlSpd0ElIel6EokEbDab4TmLHYcsSbJXWCKR0Igjpdrh9Xphs9kQDocLeoqW8trQ8+TJE+zu7mJ1dVX0IXLZP4jnRSlR8aCeisCPQlep531coqL8eSPraTWOTVClPplKrfqzs7Pw+Xxwu915qRKMKHfckI+xu7sLu92OpaUlbG9vIxaLaaqXH+TeytDmrNRx4vG4KB4zNTVl+EwoZDabzZYsajU9PS28UvX9j4wE5YarOp1OBINBZLNZMR6Q543f74fP5xMChdG7k8vlMDU1BZ/Ph7W1taJestvb2/j0009x//79su59JpPB9vY21tfXNWHQ8rn1x6GUE6WuncQ8GfIw1FfXpgIHd+/exb/+1/8a29vbWFxczPt+NBrFvXv3EIvFEAqFMD8/n5eOgAiHw5iamsLm5iY2NjYQi8UwNzdnKFCX401Qikr6ut5bN5PJiPNRfzuspyJtVA7SPqKanoqqqpY1xgSDQSwtLWF5eVmELL948UIT8m60rgK0Is7m5qbhs47H42I8zGazFYXCZrNZrK6uIpfLiXk5FovB5XIZPoOdnR08evQIiURCpJTJZDL45ptv8Hd/93cazyca62TjlT78j37ncrnyrq3Us1laWsKnn36K+fl58Tuq1Lq4uFhwntVHP5TbJ9xuN3w+H3Z3dzE3N4dAIFB2H8zlcuI8o6OjhsYW/bECgQAePHhQsAo3rXXoefv9fiwsLGBzcxNLS0tirPv222/x2WefiTXX2toawuGwpmANUajvFMrnWaz9RCKRwNLSEiKRiAiJLMb29nZBDyWTyZTn1V2O+JZIJDTv6kEiYOg49E4uLCzgN7/5DXZ2duDz+bC1tYVMJiO8tw8y3v67f/fv8Fd/9VeYmpoSORVDodCBvNco0iaXy4niXvrzGbWhGNFoFD6fT7xb2WwWKysree3TC7+HdYSQ+ymtF6jwZqF207yeTqdLFqAphdzHg8Fgnrfz48eP8dlnn5UV8WO0JpLHRKfTKcTvciOIKqHc/VUul4PH48lbW5a7tgiFQqIfzM/Pi722Hr/fj2AwKETjra0tzbxX6NmtrKyIdEecU5FhDoHRSx2Px8WLTQt8/aJKHvhlobDYsfWCg8/ny9uEBwIBRKNRPHr0KC//XyWQpY7O6/f789zFK0W/2Ukmk2JTDOzfN7vdjsXFxbI9Yozukbxg0VvzSlme5AVnOcibEaP2FOPJkydYWFjA2tpa2d+Jx+PCk0HvVSBfd7F2+Hw+zaah0GbsMCJeNpvF3NwcvvzyS/ybf/Nv8MUXXxTs54U4iipiTU1NSCQSePbsGVZWVvDFF18UFRar4R1zVBzm/lQSummEx+MRngrlCPHljkPy/d7c3BTvs1G+smILcaPPHtQyr7++Yt4Zeo80fRvIm4Xw+/0awY08iMp9HkaJ+gnaCM3NzWFjY8NwsZdOpzXnKiYuP3v2DLlcTojJpXC5XGJ8N/IaMXp+ejGjkLgqz4X0u1gsJgxXsVhM/J7C4xYXF0UfSKVSeePe/fv3YbPZsLCwgKWlJUSjUWxtbRkKmD6fT3N+Elx/85vf5G0+DrJh1HOQ3K7VOG+x4xTz9irHS6iceVb23JqdnTUMn8vlciJcq9SG9cmTJwiFQtje3hbeZXa7vai3sr6fFbuHlQqlxO7uribnmfxeGgmm6XQ6z0AciUTg9XoRDoeRzWbx5MkT8Tc5SkYmk8nA7/cjEokgm80KoXx+fl4jPqiqCrfbDafTmXdNmUwGy8vLYvMtpymYm5vDysqK8LCRyeVyJTeghe5fIBBAOBwW/9lstoIbZaNrpufU1NRk6K2nP+/Kygr29vawurpqKPZ5vV44nU6srq4iGo3CZrNhcXERGxsborjgzs6O+O7MzIx4hna7HclkMs8YUuh6ihnDZIONEXpBqdhcFg6H8ezZM9hsNnz55Zd5YpWiKHnvuf4dMXpnyhVSqDhEIeRr1K/DA4EAMpkMZmdnsbKyUpHXIqWKisVi2N7ehsPhgKIo8Hq9WFpawuzsLFwuF7a2tipysjC6TipssrS0lPdsio0dbrcbz58/x9rammYfEAgE8tJt6Y9Dz/ww3pe1WBfHYjE8f/4cd+/exZMnT/Dw4UN89913+Oqrr8QazeVywe12I5lM4uHDh0WPp6oqLBaLpo+m02n4/X64XC5xn5aXlzE/P49Hjx4dWAAv1oZiP8u/Lzd0vNC6U8bIeAvsV3uW3yWv12uYJsOIZDIJu93OoiLDlOIgA6h+si62KSi3Kp/+52QyiV/96leIxWJYWloSE7DP58Py8jIeP35smG+vFPpBiDZokUik6KYzGo3mecTIFMp3Rgv69fV1JJNJRCIROByOqm2KgP3N94MHD/D5559r7ncxN/xsNlsyl0UkEtF4bJXbPrKyAcjL6xQMBrG9vW3YZ+QBW+/JqbfYyf9OJpPiWnZ3dwv2x0AggLt372JqairvevSitv56QqEQnj9/jo2NDezs7Agvi93dXYTD4bzk70ZEIhE8efIE33//PZ4/f162UGpEOp2Gy+XSLARMJpNm008htoWo5Hke5vsHOX+lbaP/u93uPO9U+bmurKzgT//0T3H37t2imw4jD1Q6h37BWq51utA1GVVfNFosF1oAqapqGC5W7JzFzlOoffqxPJ1OIxAIIB6PC48U+fs2mw2rq6uavFd6oa9YG/W///777zXiKeXQcTqduHv3Lr7++mtsbW2J75Wba9FutwvvD6C8Cn/yNRkVbDHyVNT3G6MxiL5rBInPRgUfSnlo0N/lc6qqaigqGt0nSgkge2sV+uxReioafa/czYsRhdYnxURFm81W8hyFBDiKMggGg3limCyUERsbG8IjXs45bIS+kBNdWzFv60L3rprrk4cPHxaNNNAbb/TjCLA/txVanxkZaFV1vxgJjQ1yMTb9Jtbn8+Hx48d4+vSpJl8fkN8/qMCWLG4YRUMYRXlQn6ACOHpisRi8Xi/MZnPeO64Xhnd2drCwsKAZq/QpDygHrdwGapvD4cDGxoYoSEZ/MxKgyRMN2F/Hkncb5Z8zyrG5vr4Oh8MBp9OJr776ClNTU1hdXcW9e/fw2WefifGzUP8r5qlYbJ1WLnrR+t69e0W/T0W1jM7n8/mEx63RPKAnFovh888/xzfffIOpqamSbTWak91utzg2pRlaW1sraECgdpFgKLfPbDZrvA3//M//HNPT05ieni7ZNv3cJ69lqIoyeYUZtceIYkVw9GJ0Ofe7Ug6zLj3oGEliIbC/tiBP7u+++w5/+7d/i3A4XFHxGSNBmPJub21twWazYX5+Hp9++qlodyFP5aNGVVXNGF7JHKTfz2cyGWxsbOTt1WVHIply+0s1C/8cNZxTkalr5MUQIVv1iokx9Hcj9NYEI4sDsB8yt7y8LCyY4XBY5Cih3F2Voh9svF4vhoaGClrmEokE7t69C1VVcfnyZU2OK4LCuAstPOQFcSgUKmvy0Q+uhTbJjx8/xtramrAMNjU14c0330RnZ6dhOEM4HIbL5RJu462trYaWvVAoJDwNi1U61aMPcaU+FI1Gsby8jObmZjQ2NmJ8fNzweowgK7r8HSq2srOzg4mJCVy7di3POidDC8dIJILGxsaSm9FoNAq73Y6BgQFsbW0JD6Dp6WkMDAwgEomgp6cHsVisrPAB2Vofj8c1QhAdY2RkxLBtMplMBr/+9a+xtbWFzs5O/PznP8fQ0JD4m3w9VFnVbDbjzJkzGrG23Am1FqJiOW2bn5/HxsYGenp6cOvWLQD5C9JMJoP/8l/+C168eIFf/vKX+K//9b+KtAzj4+OG7zLw46KM2hEIBLC6uorl5eW8zxq9O+TZkkwmcebMGbS1tZUlIBndk3A4jOXlZTQ2NhbMLVpobKj0GRmJLH6/H1NTU4jFYrBYLEin06JacXt7O+LxOIaGhhAKhWC1WoUxg96JeDwOr9eL1tbWguN8OYTDYezu7sJqtSKZTCIUCiEejyMajWJvb0/ksf3H//gfo7m5uSxRcXd3Fy9evMDOzg4ymQxOnTpVVlto/qJjplIpZLNZUQF7bGys5HUWevZUvbFQm2XIKKb/nN1uF7kG33jjjYLflSEjRDqdhqIool/TfaTQVX2bI5EIQqEQ+vr60NTUVPHGrlJPxWw2i2g0mpczTy+6UzXJtrY2w7xmhcLVjNY8Rm2uJJ8gsbKygkgkgqdPnyIWi8FkMol8rEbeGuV4cKjqvqedvvhaof/LFDMslsopV85zM/KgVlVVE5Y7OzuLjz76SNwHo/M6nU6cO3fO8BxGz4qMpnTNf/mXf4muri5kMhk0NDTAZrOJ/jMzM4P29nYA+2KTnJdbf88WFxfhcrmwubmJsbGxgv1Ef2+SyaQwgszOzgpDwLvvvgtgX4Ah0djj8RQVS6LRqPhsOBzGO++8g9nZWfE+y+/u4uIiOjo6NHl2PR6P2CR7PB7DPLoyNBfu7u6iv79ftI3G36WlJfzkJz8Rnw8EAlheXoaiKAiHw/D5fOju7saf//mfI5PJoK2tTdz77e1ttLa2YnJyUgiVRvcPKD2n6b+TTqfhdrvR2dkpni+h72OJRAKhUEgI/fp5UG8cp3b4fD7cu3cPJpMJJ0+exMTEhGHbZNxutzi+w+HAW2+9JfLE+nw+KIqiyd+mP6++yEkul8P9+/dFRd9PPvlEk7O9paVFiM/xeDxP0Jbvm5xrnDzaio1zRuteyr0pj0dbW1tF3ysZ8rI24rBrzlJEo9GiIeBHdX79nimbzcJms4n8/z/88EPBtaoMvfd6w2gmk0EsFhP7MYpGiEQiMJlMOHv2LBKJBMLhsMgjaQTlU52bm0Nvby+uXLlS8LOV7BfLrTFQ6Jh7e3sIBALwer1ob2+HyWTC22+/LWoklOpPRn+fm5sTY2U5aZDqBRYVmbrGaIEth3oWS/IM/OhdIR8jk8mIlzSRSCCVShVM4kwLGhp0crn90vE+nw/xeBxWq7Wigg5GGzCaRAt5+ywtLYnvzM3NGQ7uhTwejLyLCm2s9a77pUQv2SII/BgWsbe3h+3tbVHIRYZCHRKJhMj56HK5YDabxXkVRRGVAYlC+beKXbMe2eI9NTWFvr6+vGenv3ZVVXH//n2k02l0dnbC7/ejpaUFyWQSNptNeAw4nU4MDw9jdHS0LEu2vrqb/u/AfuVmynWn92wYGBhAJpOBzWZDIpHAjRs34Ha7y06srqpaj6Pl5WVEIhGsr68bPjeZQCCAhYUFxGIxeDweTE5OYmhoyPB6nj59ira2NvHzxYsXxd/LTURe6LnH43G0tbUdunpgJeckSLQD9sMYSNSnZ09Ck8fjwdjYGF68eIGtrS3NgtHn8xm+y4Xez729PfzFX/yF2AQUC52w2WzCkzoWi+Hdd981HANoAxiLxQomdKfxJ5lMYmlpyXBzTW2JxWIlF4VutxuNjY3o6+vLa7tRn3j+/DkymQx8Ph/MZjPcbreoXhwOh5HJZBAIBJBIJHDixAmxMQuFQkJg9Pv98Pv9uHTpUtkehBT619raKtqqKAqCwaCmUA4ZtshYMzc3hzt37uDevXslzyOPSbu7u2WJiouLi5ienobX6xX32m63Y2dnB11dXTCZTIZikF6Qo8/IecQymQy++uorzM3N5Xn/kBcIPWsK4zQqyhIIBNDW1oZAIJCXgoLuo9vtxuTkpPiu2+2G3+/H3t6eeIZUTKi7uzvPCATsz52UwzEYDOLKlStli007OzvCO2xgYAB9fX0lv5fJZLCwsIBwOFxQcJPnavIiMyqYUKg6K4no0WgUp06dMtxY6++3fv438lSU8xcODQ0hm81ie3s7r8hTKBQShrdy7uX29ja+++47PH782FDMLjbOy5/NZrOiDwP5gmalVdZ3d3fzwvSMPJWB/WdVTFSUx3uZcDiMjY0N8a6kUikkk8m8Ocnj8QhDKgk/Ozs7GBgYKHod+r+trKygvb1dVJkuNNbK/SEajSIYDOLbb7/FwsKCOObCwgLi8Tiam5s1xjAqatXY2CjGBvmeyF7SHo9H3INsNguHwwG3261ZV+3u7uLkyZPivPr0MKWeoxztsLq6KgqtkeEjl8tp1oorKys4deqUxvtqb28PqVRKrD1HRkZgNpvR2NiIcDgsBD29sS2RSMBiscBsNuf9LZ1Oa6Jx9Ndx//590caPP/44T1jUoygKAoEAPB6PYYSHkUi/u7sr3he73Y7x8XH4/X5YrVZhRNNTKFe53W4XOeLlNaD+GPqxKJPJiPucSCSQTCbR3NyMQCAgPATlY+jfP33qnlgshnA4LNbWb731FsbGxvKuA4CmqBOdZ2trK68wXrnRCUBxB4ZCa3aaGw8r+hQyMlUDVd1PtdXe3p5XqEbuU7Snlh1R9vb2DCPPnE6nKIJJzghG7XW5XJpCV8CPwiPlGqQ8/YUcZ6gA69TUFC5duoRwOIzBwcGC83ap/ZX8e3m8Lib0GfUjMqqFw2Gsra2hvb0d586d0xReLfUM9W2g4iwARIqAlwUWFZmaUs6ASZ49iqIglUohHA7D7/eLRbp8DCNxzW63ayx4mUwGqqrC4/EIj49IJILr16+jtbVVY4kjUZEmUvLw+uabb2AymTA8PIzTp0+jr6+vZEUxamuhhTotOm02G4aGhkpWqaVy9HJ79QsfWpiXsrKWylcmH1P/exoM5XsfiUQMrzOZTCKTyYh8Q1ar1fB8e3t7Gquxz+fDs2fPcOXKlZIibrFQZVVVEQ6Hsbm5CbPZjEuXLhU9VjQaxcbGBkZGRhCPx3Hv3j309/cjmUwiGo0im80KyyYtvMvJDVJocpKRBahkMpkXkk35zFKpFJaXl9HW1lZ0AaY/v/4+0b0phaqqmrbJ3iByP/N4PJibm8NHH32EhoYGOJ1Ojah4GE9Fn8+Hr776CmazGf39/ejv78eZM2cwMzMDs9mMt956q6Qnz0E8nAmjsDT5e7RgikQicLlcIkei3HfLOb9+MUGLd1lUpM97PB7s7OxgfHw8L3eLnmQyabghoueqf2/oXEa5O/V9NxwOi7FQfx9fvHghNqXXr1/Pq2jn9/vzKrJSfinyXBgYGMjLq1tojNKzu7tbloeyqqqYmZkRwk9jY6O4X7IHEp2PPAV3d3fxN3/zN2hoaCgrJ1Sli8VMJoOVlRWx6Jf7uOzpQot9WZCSQ7e8Xq8QNKlaoaqqcDgc6O7uRjgchtPpFAYBOvfGxgYCgYAwwlGFc6NrpXtULDSa+pbdbofNZkNPTw+sViv8fj/S6bQQa9xutzAskbcXXbO+75bqA4lEAvfu3RMeTcFgEGtra/h7f+/vFf0eACFmA/uFIOT7rxf55bDUra0tsVHf29tDS0tLQbHt6dOnSCQSojpqLpfTrC2i0ShcLhcGBgbEnKDPw1lMhGxsbMzzRKJ+uLq6KsLQrl+/rhGQCjE9PS3mPLfbLfqMUb5E/bgiC9der1ekgXnvvffyNrH60OBSY7Q+Pc3y8jI8Ho+hIXplZQVNTU0YGxvTeDESmUwGDx48QC6Xw7Vr19DS0oJcLodHjx5hc3MToVAIFosFXq8X0WgUZrNZM45RhIuqqsKrdmtrCw0NDXmeX8WucWFhAadOnRKG10LQ31KplKgkC+yvhUdGRqCq+/kuv/jiC1y+fFlzrM3NTSEO0TXI75Q8ZtHxaf7Z29tDOp0W84RRO0k0ampqEsI1GUqLXQv9W7++kvuV2+1GPB7HxsYG/H6/eBbAvgBKaWP8fj8GBwfFXCDPI+l0Gg6HQ+N9efHiRc2z2N3dhc1mg9VqxR//8R+L+TgYDIoIpp6eHvF++nw+jahoZAjNZrOijxnlUzRaJ+vHuoWFBVFwjQwsmUxGY7Q3WntGo1HMzMwgmUwiHA4jFouJtUolgpz89++//178Tl4vZbNZZDIZw/yViUQCZrNZpPNJpVJYXV0tuKald1weY4z2HuUKTNS+SjmMqJjNZjEzMyO8+YpxGIFxeXkZy8vLsFgs+PnPf24Y8gsYF3EE9tNZkVHYYrFgb28PT548gcvlQiwWw4ULFwre53g8jr29Pc1+Tw5Vn5+fF+N9IccZqrCcTCbhdrsxOjqKcDhcFVHR6HoLfTaZTKKxsRGKoggDCRkw6N397rvvoCgKLl26hFQqJcaHSCSCVCplKOrS+xAMBvHVV1/B5XKJ8anc9WQ9wKIiU9eoqoovv/xS/BwOh7G+vi6ERX31RfmzhH4jrCiKSPRMuYW8Xi+mp6cxNDSEN954Qyz0aNFLC01y16bk28PDwwgGg+jr6yt7g2gUJkFWpK+++gqqqmJzcxN/8Ad/gIaGhoKeWIuLi5pKd/F4HC0tLWJDBvyYi6rUAFtOoYVyc1nSsQuFEemJRqNobW0VRWTOnTun+W44HEYgEMD29jYaGhpw/fp1TRsSiURBsUZfGXVzcxNutxuqquLGjRuYn5+HzWYTogFNbHrRgDbxeuGUciiSdR9AwXw9+ntnJOoRsVhMtEsvLuv7GS0cgf0NXjFR0W63w+FwIJFI5IXvRSIREcZcamKVkV3z6d+hUEjkf3S73YYhTnJYo9/vh9frNVwg0OKZFpxWqxVra2u4dOmSKBARjUaxs7MjxLyWlhaNgGnU9mLigyxoy+Fche4BLcQKCVSRSEQj0MjXX6yNRiQSCbEgk8NNfvjhB+RyObjdbkOvCPm4Ho8HQ0NDmuvy+XzC80VvqCGBan19HTdu3NAcV59OQb4u/bXIIsX29naep43RwimVSpVdZESP0XPa3NzM82SQicfjePz4sQjbb2xsFF6xFosFJpMJqVRKhIrJbVcUBfF43DAsy6iN5G0pP8ti80ghb3Kjd/I3v/kNkskkJicn844bDodhNptFAnDyxKRiFLu7u8LblsSwRCKB7e1tBINBKIqCW7duiXez2IK3mIcZnXNjYwPJZBKBQAB7e3sYGBjIE0y9Xi8URcHS0hLOnj2L7e1tw0q6pUTFtbU1jQGFnkE5GPVt+v/GxgYaGhoMnzN97/nz55idnUV3d3dJgxawPw/IItfm5iZcLpfwRPrkk0/Q0NCQZ+TQrxni8Tg8Hk/JSvRyXqtHjx4hmUwilUqhoaGhqAdysU2Z0Tjn9Xrx+PFjrK6uCiGcKq3Tud977z3xefI0kzdjlWyw5fGxo6Mj77urq6sYGRmB3+83DNdfXV3F4uKiEA7/+I//GOl0Guvr69jc3BThxcFgEHt7e3lGFfndk42PT58+RU9PDy5evFhyzKZ+vbGxUfRZ0DloTqXjUFgj8OP9BLRemjTP0nfkOdroHDMzM9jb28Pe3p4wYCuKojEk0HtMbVhbWxNjC503mUxidnYW77zzTtHrUlVVYxyhtq2trWFoaAgulwvhcBjNzc1iLKZ5NxqNinGKImUIWXCbnp4W7ykJuPpIGTLIJBIJOBwOjI2NYe7iXa4AAQAASURBVG9vT6Qn8fl8uHnzpvg8zaFtbW3o6ekxHOOp2m4mk8mbP0jM2d7e1txP+f+A1pCxu7uL7e1tzM7Owmq14v3334fVahWRWvJxnj59imQyiefPnwPYHxOvXr1q+K7oz2k0x8ro0zw8e/ZMpO65dOkSrFYrcrkcbDabMKSMjY0JD/hSKRj06xpFUQzTxMj4/X54PB6xtta3v9yxRS+QGYWpy8TjcTx79gwWiwXXr1+H2WzWFIQxSqlVyThX7LN0T8gZZXx8HGtra3A6nZo1PI0BRsdyuVzCuPPixQsxvoTDYaRSKeF1aLTfjMViBVMrlbN31ue9Lcbu7q6IYNDvc/R4vd6ieTRlFhcXMTc3h87OTkxOTmJpaQlLS0uIxWIiF20ymUQ8HofL5cL09DQcDgfMZjPsdjvsdjvi8Tj+8A//EDs7OxoDCd2De/fuIRQKweVyobOzs+h6uh5hUZGpa/SCoNfr1Sx0aBAPBAL4/PPPEY/H80KZ9Yvavb09BINBsRCkRa3f70dzczPsdrvYiNFARvlWZBFTb4nPZrNwuVxoamoqWBFQFh5kK04qlUIqlcKjR49gsVhw5swZJBIJtLW15XkdPH36FG+++aZYQFBVLargRZNbc3MzVFVbRIHOX44Vp9RigSYgvUcAhQLabDb09/cbWv5l5DyV6XQa29vbYiFIVeoymQzm5uawvb2Ny5cvi4XIV199hXg8jitXrojQQWpnPB5HMBgU/YHyuTQ0NAhPSJPJJLyRmpqaNHlX6PyFkL0pAWgW1frnbCRKFXsGCwsLwsNN9lAki5Y+d2E5OBwOPHjwAE6nExaLBRMTExr3fAqH6+npKZqbp1C7Ka8IAJFLDPhxw6aH7h15DD948AAfffRR3oaJFru0IZDbnE6nxb2w2Wxik7K9vZ0nKuqFr2Liw+zsLH744QdEIhGMjIzgypUr6OzsRDqdFgvtXC4Hh8OBTCaDc+fOFX0O6XRas9HPZrNYW1vDlStX0NHRkRfiWMxa/vz5cxEaIedDk40rRsjjTSwWQzabFW1KpVKIxWKGz313d1fc46dPn+If/sN/qPm7y+XSXLvJZBJFNeSNlZ5EIgGPx4N0Oo3V1VUoimIY/kt9qpggXEhc0/8sh6QU+szS0hJ2d3dFLhv58w0NDQiFQqJ6tmx5L5XnTn+eTCaDp0+fwuPxiLAkl8uF4eFhjI+PGy60y7W+U35FAGKTvb29LfK6RaNR8X5GIhH09vaKY8kbaHkuke+5x+PB8vIyBgYGhNBYKL9wITE1k8nA7XZr3gva0FFYtRxyTWPUr3/9a3R2dqK3txfBYFAjNpUjKhJ07EAgUHJTozcyFdp46quD6s/1+PFjER1R6Jz6+SKbzWJrawuKomjy4tIm7sSJE3ltmZmZEe9yJpPBvXv3YLPZhHdcsfPJx9/Y2BBCJK2JCrWZ/k/PIBKJaPKTkaCvKAoeP34s1kvJZBIdHR3inlLuPPk5hsPhvLC9jY0NLC8v48aNG4bRC/K7uLOzI0Q1o5yB8n2QvYVaW1tFOhf6TiQSgd/vx8rKCqanp0WECQCRN0wuWmO32+F2u9HV1YV4PC7Ew93dXbS0tIi8gEZjZTHxphixWCxv7Uzzgiwu2u12nDx5UpO+gjwOKT+0qu57lFKOL3pfd3d3xTzqdDoLGojk93ttbU0U9GhtbdV4fVNlYP31dnR0CMMLFaqR+yu1nfqaqqpYX183NGbQMSmHoB7yAqZoGhqH9MZpGXrWv/71r8XfScCkte9nn30Gr9eL8fFx/KN/9I8MHQVIiLDZbLDZbCLFTXt7OzY3N7G2toalpSVhDCzVH8jASHNVX18fzpw5g3v37mF7extjY2MYHBxELpcToZvkBdbQ0CDy21F/IW/oUp7++rFRfqbJZBIbGxvCc9blcgmPMzlPMHmylro+/fn39vbQ1taGcDgs1vdGbQT2C1P94he/yIsAkvtNIBAQno/hcBinT5/WHFe+B1S4MBqN5qUQIkPj8vKyGE8XFxdx+fJlTRGZcDhsOI/qheTDkk6n8Zvf/Aarq6vY2dlBQ0ODOIfT6cT29jY8Hg8mJiawt7eHjY0NKIoCu90uUgE8ePBA44zy+PFj4R1cSPQr5AXZ3NysMUx++umnOH/+fFl5HI3OMTU1JVIztLW1GUbEEYUE6EKiKrCvS9D74Xa7sbe3p9kXkMg6NTWFgYEBJBIJjcEuFAoVNJDp95SF+kS9wqIiU1NKDZJ6y7pejCGR7969e3A6nfD5fLhx44ZmQalfRCcSCeGlqD8u5UAjaMEg54bSb1qi0aiYcGnzff36dY2QEgwG8eTJE5jNZsOcFalUCvPz8+ju7sbw8DDW1tbExKWfwJxOJ5xOJ9bW1nDmzBmsrKzA4XCIcFyz2YxEIqHJdaV3q9cP7JFIBOl0GhaLpeBmxygXC3mL0s+pVAo7Oztiw2CxWHDu3Dm0t7eX9HSQ20RJrnd2dkRerdnZWbS1tQkvtRcvXuDhw4fIZDJwuVz4F//iXwDYf77BYDAv7NPtdiORSAgBUxZV6HuFrtlIjC1UIdpo41+q8ioAcS+Hhobw5ZdfYm1tDYODg5r8i8FgUFiyW1pa0NbWJopQAPsbnq+//hodHR0aj05gv9/QZp6OIQsm4XAYJpMJfr8fNpsNV69ezbu+QmE7wL7HA0Gfi0aj2NzchNPpxNmzZzX3hO63XDRpfn4et2/f1hzfbrdrFhz6XGT6fCgOhwPpdLpgbkgKQSgV5jIzMwNVVWGxWPCf/tN/gtVqRXNzM86fP4+bN2+KcGNgf2FSaiyT20mLk56eHgwMDMDlcuHMmTO4cOECVlZWRF81SqlAC+ZcLic8/4wq8uohsWZ2dhbBYBCbm5ti0ZZKpTSbTeDHhWwikdCEnOqPrd/g0LhGhZE++eQTw/tBz9RmswmL7erqal7ybaN7UMgzThYw0uk0GhsbEYvFRJ6nQptJma2tLbHBDYfDmnBrmiPoGLJoQmNvoePrf2+328X99vl8YqFpMpkwNDSE4eFhZDIZLC4uIhqNYnx8vOTiUi9+ARDCHY1fTqcTfr8f8XhcczzyBg+FQpr+lEql8sLU5Xu1urqKdDotBAby6CavZ/17lkqlhLegz+cTuUZTqZQYU6PRKJqbmzVhP6q6n7uIqoX29PQgm80KD4hC97kQFHK9t7en8RKje1csz1IhsYfEB6N8ifF4XOOxs7W1Je5RMdxuN6LRKEwmkxBjZCFG3wbC7/ejp6dHhKfLRgXgR1Fzd3cXZrMZPT09wtuCqlfKOQ6LeXPo70cwGBTzMIlbFCFAIZZywTu6b7IYJx+TvGoVRUFLS4vwWO3p6cGXX36JP/mTPxGfJe9yeQ1IQjp5pJpMpjwhkowC8jqH+oA+B3IkEsFf/dVfif7f0dEBq9Uq3ptsNiu89ygk1+fzoaWlBY2NjRgaGhLn8Xg8aG1txfT0NN566628+0rPQTaElkLvPR4KhUTqiWQyiUQiAZPJJMIIycOPKiaTMBqNRsVaweFwIB6PC89Yyp+oN8Sm02kEAgFsbGzAZDLhzJkz4lp++OEHpNNpJBIJIbiFQiHs7e2hu7u7aOoaMm6ZTCaN4JRIJLC1tSUcDFR1P0VCKBQS43E4HEY4HC5p4CbR3qgwgtF6LR6Pi7mL3g/y9CZisZh479fW1rCyslKwuA95I+7u7sLtdqO3t1esWek90of3Fmujy+US62AST6gvOxwODA4OCmONy+XC+vo6rFYrstkslpaWMDIyIsLByUPd4/FoIkqM1ruFxmCaI+iaKMdpoUgEOg6J2g0NDbh8+bJmHjdamwM/itS5XM7QyYPmqlAohFwuh/7+fk24PvX7bDaLxcVFdHd3IxaLYXt7WwireiMKFRuRx/V0Oo27d+8ik8ng8ePHmJiYwIkTJ7C1tYXLly8b9gUj0VJ/r40i0Mpla2tLiIDLy8uwWq24du0aVFUVxSzJOWRnZwfJZBJ+vx9utxupVArRaBShUAinT5/G8PAwAGg8HmVvZ/11RKNRUY9AFhXlNUc6nS4YBk3QOA/sPytyIJGL/QAQ+8VCGKVTKIR+DiDRXV6P0rgeDAaF4XZ7e1vcm2w2i83NTaRSKZjNZrS0tBjuEYH9OZruZbnG0lrDoiJzbGQyGdjtdrS2tuYlBzeCEmCn02lN/kRVVUVeFqqWJ7+UxTZBAETIKg0Q+rxc8XgcNpsN4XAYIyMj6O3thcPhMBzYU6mUWGx5vV6Rl2lqagotLS3o7u7G6uoqvvzyS2xvbyMejyMQCAgXaYI29JRTjCZcwDj/CrC/ER0cHCwYHkDXaDabxbE8Hk+e1cZms2FjYwPhcFjjKSRfbzabxbfffqtZzDkcDoyMjAhBlVy/yXIzOjoKs9mMlZUVtLS0oKOjA5lMxtDKSguNeDwuPPF8Pl/eBBGNRvHgwQNcunRJWFYBCGsssO8+vry8nJcPand3Fz6fT5MniCyLFC6jv3ajaqOE/rnQ/S4VKgvsT8DydSWTSdy/fx9msxnhcFhswHZ2djSLdnlR7/V6xaRFYeUzMzNoaGhANBotaIGlRffe3p6mvfF4XJOTTb6u+/fvIxqN4saNG3nXQ4K13A9pkRAOh9HQ0IDt7W3NdeiLEhUK/Uwmk3j06FHe/ZTfX/k5eL1eOJ1OmM1mTE9Pi/6RTCaxsLAgkqBTwaBiHkp0fBJjqS8MDg4iFApp8phtb2+LxRVRTLSkRbRczXt1dRVDQ0OaIiBG777srZTNZrGysiLEBqKQl1s0GhXX5ff7RZuDwSDC4TCWlpaE1xqNs3T9FovFsLAACdEEfZaMFXri8Tiy2azY4MnWbn1uOMDYK9HI2ETQPEPjfCQSgaIoaG1txcTEhOFCV4/T6cTu7i5isZgmLy2NhUaQCLy9vW1YxVB/Hv1xZDGDns3m5qYItfP5fHj//ffzjmkklOoX6HI1Z1qk6nMdbm1twefzCe9REl0KLbLT6bTY6NPmze12i2dOYWxyW0gIp42uyWRCKBRCKBSCyWRCLBYTFZyN0g6QR67f70coFEJLS0vRSqWBQAA+nw/9/f1i3FcURQhMu7u7wvuYjr+0tIRcLodz586J8bCSjbOqqnljVi6XE+IpjcuFPIqpHV6vFydOnMDOzg5aW1uFB7D8nhcTFWOxGHp6ejR/i8ViIn8dpW6hPFvvvPMOJiYmYLPZEAgEhBhP0Jj+7NkzAMC1a9cMc6fSXE5rhc3NTdy5cwderxeNjY3weDxwOp04ffo0IpEIAoEAgsEgHA6HGBPk45EIFQgE0NzcjM7OzrxxiN63SCSCBw8e5FWwNZlMYvymNBqyQEtzChl95e+RsTYUCuHEiRPIZrOYnZ0VYks6nUYwGMxLqZBMJsVYnkgkhHe4vjI8Rc2Ew2EhwBEkpH/zzTdCeL106ZKYv8opFEgCktVqhdfrFe8B3Y+VlRUhgspFZ4D9Mcnj8WhE++3tbeRyOXi9XhGmJz8zOXSSrjuXy2F+fh5ra2tivUCGVRovyLBF9+7BgweYnZ0V4wsZQ8n4SVDRRPn71HbyPA2FQnA6nYahx/K1NTU1IR6P5805JLJSLrlYLKYR62QxWO8soJ+rFEUxnNfJQYLyWdIaJxQKobW1VTOG09ysR34nSLwhnE4nBgcHsbe3JzznrFYrrl69CofDAZvNBpfLJQr0pFIpjIyMIBgMYmFhAW63G/39/fD7/UilUtje3obFYsmb5wqJH6qqauZ6ypVvtVoNU/rI1zM7OyvCbltaWnDmzBnxGfIo1a8B1tbW4PV60d/fj8HBQVHhW8br9Qpj+K1bt4TISscA8os7yXmZVVUV/SCRSIgxhQxtlHOYjrW3t4f19XVhzNvd3cXs7Cw6Ojo00QKFIjEcDgcmJycRi8VEEapAICCOV47IqKoq/vIv/1II7fS++nw+TbEiis4LBoNi7Hc6nejs7ITP5xNh7T09PWhqahKpP+R9I4l91A/T6TRcLpcwGNL8KqcfKMdo4vf7EQgEYDabcerUKdy7d0/s1+Uc0YCxgUB/P2KxGBKJBDo7O/P2+V6vFw6HA8PDw3nzEkVb6MPF5UrX+vB/t9stDKLhcLhkxXYyJuqNvfUKi4rMsbG0tCTC9j788MO8hPwyPp9PhFBub2/j2rVrYpFGiaBVVcXGxgbu3buHGzduQFEURCIRPH/+HG1tbTh37lyegLa3tycEG8Lj8WgG0+3tbTHBr6ysoLe3V7N411uL0uk0NjY24HQ6RY5G+puiKFhYWNDk2aNQZRm9BYRCAgGtlyFZ32giLyZckIfD0NCQSLKbTCY1VhNgX4iiATAQCIhCJDKRSCTPyuvz+cSimtpGi3QSTSkUgRZu4XDYUFSMxWKi8IDsQWg0EdD90V/79vY2+vr6hGCTSCQ0HoHkObGxsYHBwUFsbW3B7/fD6XTCZDJpBnfaZFCIOeXt0+fF0yOLdPq2ezweOBwO9Pf35z1/ql7r9/tFRexSyNfl8XiwtrYm8nqdPXtWVKSWPx8IBMQ5jHI4GU1adrsdfr9feEHqhQ1ZqCKoqFKhY+s9zUis8fv9mg3p+vq6EPkzmQy6u7vR29uLeDyO2dlZuN1ujVVY9nr0+XxiMqf7TlBBANqQ0QbXKBceibzyefReu/qwDvKujUajmoWTXFyDvA3lexGPxzXXoA9Vpe8RwWAQgUAAgUAAb7/9dl7b9Ri9d5FIBOFwWFhMKfyJxir6TjqdNhQJ9WF2mUxGEzon43A4MDMzg87OTrS1tRl6w1K7XC5XXhgkXYN+c0B5Fzs7O0W+W9oQZzIZ4bVdrKCIDInq+pBTI2TrfHt7u0g0r/eYNzpPIVGbrlkW6mnDWartQGFPTrmfymIKvX8ej0cUI6GxvNAmkbxO6DjUXxoaGpDL5cS7tL6+LsYhEgeIWCwmvOhofqKQQ/39yeVy8Hg8wpuura0NHo9HY6yQr48Kay0uLiIWi+GXv/ylyJdHQhWFedJ55PQqy8vLee8U3YuNjQ20tLSIubXUM/nVr36F0dFR2Gw2nDp1Ch6PB8FgEB0dHXnep5S7lLy95PPqNzzFREV9e1RVFZ7uPp8PyWRSeFSm02ksLy9jfHxck25AnqdyuRwWFxfh8Xhgt9vx+PFj/OIXvxCfJcNLIpHQ9D9VVTWiMxmK3W43PB6PEP9CoRCamprEWEcVk6loEAnIoVCoYAqDH374QaxdaD2gJ5vNaireGxk4CfIUkd+7ZDKJbDYr+ivwoxeqvClOJpNifkkmk+Ke+Hw+rK6uCg/ZWCwmPIOomMjc3BxMJhNGR0extLQk+qTH48Hw8DDa29sRCoUQDAbzvBvpGom9vT3hzUd5+2iNpqqqGPsB4yJzlC+MaGhoEOH41Ca9WCcLuuQ16PP5sL6+Dq/XK35ntVpFOK+cTmZ2dhYzMzOYm5sTRkIAovCKvJaIRCLifPp1K42fsgesvD4LBoMaQzrdN7n/krfWr3/9a/T09MDn82k868ibUw8JmWQIpnHCyFhCufa2trYKrunl1AtyG2OxmOFeSi9mms1m8Xx9Pp8QfGdmZkQRtGg0isbGRpF2ifLdkqEnGAyis7MTS0tLYn8iR6DQfTUaj2hsp2sIh8N56x36vr7ApFykyW6348yZM2I9S+tAyrcNQHh6kmhNHmX69CTfffcdGhoa0N7ejidPnuBP/uRP8vIWy+JlNpvNW9dSmiW6nyaTCVtbW/izP/sztLa2irQRyWRSGIjsdju6u7vx8OFDse5sbm5GMBiE0+kU/dzoXj558gR+vx9msxkmkwmrq6u4detW3v02IhaLYWtrS4zDZFhQVVUYe3Z2djA2NpbXT+12u5inKcSZPMibmpoM97Q0nkWjUfGZpqYmUZuA1sbkFbmxsQGr1SrSZhUSGWlv43K5xBwB7PcT8krUz5WFoD0xsL+ODAQCwukpm83iyZMnyGQyeftmCq92u91i7pO9FGntJDstyX1LXnOcP3++qIOD3pO3nmFRkTk2SFAE9sPc9F5PtOiUc0zQYlVVVSwtLcHhcGjcvoPBoDhWQ0ODsKYFg0E0NTVpJrxkMom7d+9idnY27yXNZDJC+KKNz+bmJjKZDE6ePIlsNotAIGA4UPl8PrS1tUFV1byNiH7CBAp7EdEASrn0/vN//s/48MMPhSBisVgwPz+PZDKJtrY2YUGX26MfQKkAjezdkM1mNQtc2njLyJvZYl4ZoVBItIEWxlQBMZlMYnh4WJPj0miSoEm5vb1dDM6lCsfIAzQxNzeHDz/80DA0JJfbrzBIgzx5SMiu5eS5R/eIPANI7AL2hVryJjCyrra0tBhu/AOBAH77299CURSMjY3BYrFoNqMkmLe0tMDpdIoJW14Ak+WPFn4ECXHz8/NiwUOhKzLpdFpM/ORVSuEd5D1DXkryvSWvGdrg6sOqKUdlIYzEHP3CGNhf4I2MjCCbzeKTTz5Bc3Oz8ACm6/L5fOju7hYeUuT9+4//8T8GAFFlmUT5aDSK9vZ2UfGdkDcwra2t6OvrK5gHhhbgRDgczrseEq/pWqm9sgU9EomITTx5VehDjilckBbgzc3NCIfDSCaT2Nvb02yO6PhG99Voo2z0zkQiEdEnqO8WCq3KZrOGhR70i0nq13I/CofD+Pbbb/HXf/3X4nnY7fY8UZHO+emnn8Lr9WJgYEDk05LbIv87kUhgZ2dHCFEnT55EIpEQHixEsdBkozbkcjmkUinRd4pZumWobwQCAeGlbVQZETD2QicPATpWKpWCoiiwWCya50cio6IoeeKS/l6ReEzCsfwZuW9QX5eNMbLwSH3QYrEIbxr6DAnQJCrSBk72iHU6neKdkPMlUl7Evb09mM1m4dVF73I8HhfGvmw2K9YAlM+TckaSt9Wf/MmfCE8qEr0XFhZEaH0ymYTT6RQFlBRFwfvvv49QKCTeURof+/v7xWZD9v6fnZ3F9PQ0zp49q3mOZBRqb29Ha2urEC/pntL8aLFYYLPZ8kRF2eshmUzmVXqXKfS+A/sFEUZGRkSb6f+JRAIulytvbUJrKyNUdd+A6/P50NraKjZxy8vLQlz2+/3IZrMiDJAEPb14DfzoAUiimny9bW1twqOVzpPNZgsK6ul0Gh6PR6yJiHA4jN7eXlFkZW9vD01NTcL4oH/H6HiyQY/mE30Ug96IRMdJJBJC4JL/LoefA/vecTs7OxgaGhK/p/dhdXUVW1tbwotrd3dXE7rr8XiEQdBsNucZIHO5nGb9JAs55JFD3mHUXlmw0l+X3+/XRD3oRXTgRy87Qo48IMNZIBAQnuhUXZgq3sopaYB90d7lconvdXR0iDxm0WhUk6tbH2kkt4HywerXt+RlbTabcfbsWc26b2NjQ7wb4XBYjCFUnZ4iA+T7bTQ3LS8vi7yRgUBAGCXlvkRibyAQQGdnJ6LRKKLRqDDK0l5ENojKYyewv9Z7++23DY27dE2UJ5cKk9D6hPZV9G/9fmx9fR07Ozti3iAnCqfTKfqBfhwx6kPk6UvjOvVJv9+P7u7usudW4Mc5M5fLYXV1VXxGLmpFhnAAYt40EhU3NjaQzWbR1taGS5cuiblPvg7q19T+6elp3Lp1C1tbW3A6nWLOoDl0fX0dHo8Hvb29IpS8ra0NPp9PY3zLZDLo7e0V/WFlZUXM0QQJ5vJ9WFhYwM7ODhobG/HGG29o+q7D4UBPT49hqqlkMom5uTnhGR4IBIQHvKqq2N7eFn2I5naTyaTZa5ChRDamkBcvVX6X1xV6R4LGxkZhIKJn1tPTI8Q5ErOdTieuXbuWl6KKkMf5UoZWI0OcxWLB9vY2FhYWRFVpj8eDjY0NRCIR/PKXv4SqqmL9B0B4Squqqqn2LOeVpTGVxjb9/EzrtFLRbPrIrXLXrfUAi4pM3eDxeDSCIqB9GWmxrbcUkfWN8uFsbW2JgVBeMKyuroqNPOX0oVA8s9msWTjJLutkJTPaUNNEQhtrWRwkEYigQYkGChqYGxsbRbtUdd9yTJVFu7q60NvbKwq5UG6L+/fvG3o5yESjUfj9fuRyOfT19Wk+S548v/nNb3D//n1sbGygra2tYK4UI5HCZDKJSZmuNxwOi9AJEsbkSVEvKtKCk4Q+uVJXsYFUnuy9Xq+oJtfe3g6bzYZYLCbus8vlEtX+aJNAE6BsmZcnAJow4vG4mCjLTeZv9LNczGZ7exsjIyNiUUYeB7FYDKdOnRKVWfV5oQCIRafZbBYFPmgTFwqFxKLCarVqREVVza+aGIvF4Pf7xaaVPBpmZ2cRj8fxr/7Vv8L169fR0dEhBEUAmn/Lz8JI0KZJd2try9CTju55NpsV94UWr2NjY5rQffl8ciJvr9crNqbUBgpDKRRGIhs46Lk2NTUZFtrQi2ZUOV4+trwAjcVimhyEHo8HHR0dok3k+dDd3S0WJASJ2ZRjTlEUEf7V29uLSCSCUCiUlyMoFothcXFRhJvrq2jSJn1mZkZYUcmzG9CObfIijAwrZCQg4wl5vYyNjRkuiFRVxdTUFEZGRjA3N4fNzU189tlnYgFoNpsNN6fA/vtAIZZUHIDSBdBYQudMpVJwuVxQFAWNjY2i31AeSPn66f+JREJUcj116lTBcYYqueo92+V/07XKVQ1pMfnVV18hlUqhq6sLLS0tIixHPk5DQ4MmFYCcdwfY79tUkfPKlSvimiKRCFZWVtDU1IT29va8eylfO21cSZgodL3kXU7vg5wjkvJpkUdBPB4X/8nnDoVC6OjoEB4MwI+hQCQ8kcBJ3jU0J9JnSFAncZLev0AgoAn1DgaDiEajOHHiBDY3N5HL7YcYZzIZfPPNN7BYLBrBhURKRVGwtbUljkOeRt3d3eJ5OhwO4XWSTCaxtrYGl8slDD/9/f1IJBJoaGjA0tKSpijU7OwsNjc3YTab8dZbb4nz0NqG1i8mk6loblB9MS6as+hn/f/Jw7S3t1eMY5QbUf4seTbRvEH9lzzY5XPSe0O547q6urC7u6spIEZjvNx35flAH5kgv7sANJ7p+nsgX7uiKOjv79cULVBVVRhaKdcs3VsAwnhIYqpelJdztYXDYfT19Yn35IcffhAhcUabQP2GkdZ3tO6RxVT9c9MbCwmXy4Vf//rXsFqtCIVCwgs9Go2KNA7AvpCTTqfR3t6el0ro0aNHmJ6ehtPp1IhR5BW8u7srivvYbDaRQ9ztdsPn8xnm55WNYxQiLl+DnDpFv1aifkzvIr3jJL7Kz0TOZyffF/ICSiQSsFgsiEajorhEsXUqYTKZxJqU5hDyppaPQWHBhMPhEGtGSpVDYidRSFSUkT8v35udnR0EAgFhIJXfyUAgILyo5TbR/ZXXDXt7e3j+/Lno92azGfF4HNFoVKQx2NvbE96F1Ea/34/V1dW8QnPkyUwRXDSn0TlpbaLPQQrsP+ednR1hKKL3NxAIwOv1irHdarUimUwWLIaofzf090825MrfyeVy2NnZEWswfUFFmUQiIQpK0R6T9gebm5vCgxD4cQ0RDAbx/PlzIShSfmC6Tr0RktZ0hfYP9Hs5IkJV9w2B5CRDRhCTySTEq2QyqYkSWVlZgdfrxe7uLn72s58Jj++VlRVR7Vp+N2nvSvef5lp6ZvSOU9QKGfT091Luu7T2LfT8aI1BomIoFMLo6GheDsa9vT188803aG1txQcffGC4VtQb2Ol3q6urwoFERlVVPH/+HJubm+jv7xcex8vLy8KjGPgxB+YHH3ygGZvonvh8PiwuLgKAyOMq30P5WuhvkUhEUxWbjAY+n08YeoycVNLptNjvGeUWr0dYVGRqgtFkYZQb0Eioof/oJZQXmfo8dbLHhd6rj6o/A/sbFrL+6kPeSIQs1iZK9muz2WAymTA8PIzJyUlhOdvZ2REeRzTJy5sLeWEiC4zkLt7R0SESbLtcLjF5BYPBvBAeyuNCbQqFQppQ12w2i2fPnmFpaQl2u10sxgvlD6RJubGxUVQ4kysyU24/uh4K0bZaraIy9dDQEGKxmNhgEnQdTU1NeRNcIeTNBlXAVFUVd+/eFeIKTeK04KX7Qt4wFotFhOrJz1lVtXng6N+hUEjkXSwmdlLRGK/XW7CwhX7D6Ha70dTUJCyJmUwGLS0tQlwkAUz2VKK+4PP5RKXBVCqFSCSiqRBIBIPBvGTz8kJXDvHy+Xzo6+uDy+XCxsYGrl+/XlJUpU1lPB4XoaaUy4jyYckWRXq+hY4pb9SosERXV5em4ITcdv0GT7Zm688J7HsRNDU1IRwOi02VUW4fOpZ+M7q8vIxEIoH+/n709PRoFpzk2UAiPuUJpTAysvb7fD7NQgP40Xgi/0wLRyq8oM/fQht+WqhR3ik5BE226sdiMSEwG4motJjZ3NwU10P9NRaL4euvv8bc3JzIPyWPxySa0nM7ceIE1tfX8cUXX2BlZcUwD5SMqqqiSh69S3Tt9LxkizGJDTT2yCFKRt6xXq9XJF0HIPIsyiwsLODp06fw+XxivKDCRTTmUJJteiflKtokepPwTfn/jMYNVVU1oiItMDc3N3HhwgXMzs6K762trQlhnopbkJcxbSBisZjYCJJHiCwYe71eQ8t/Op3G9vY2UqmUCDuS7xuJ9vT/vb09cRzy8CYvcCOPEFrkkzghj/X6fFg0/9GxyFvRarUKIYs2frJARfnqYrGYKOIhV6GPRqOYnZ0Vm3gZukdUnXRzcxMdHR0YHh7G0tISpqamoKr71b5bW1uF8UtVVZFzi3IBz8zMiDbKxg/yaKH3pKenB/F4HDMzM7BYLDh9+jQaGxtFEQxKG0LpHuQcsPLcfO/ePUxNTeHhw4dob2/H9evXhVcU9VM576Xc19xuNywWCxobG8U7H4/HRSVLeU2iqmqe16Re/KF3k3Lc0frLyIuK5kFaK8jI56B1Uy6Xg8Ph0Bg+yXNWVVUsLi6KIhhUpEte85E4Jp+fjK5dXV1YXV0Vx97e3hZexhTqqxcv5J9lgYMMYWSMpIiSbDabtznWp2ehMcdut6O/v19425LgS3ON3W7H8PCwSPUgH4+8eEk0o/bKxXBoHE6n01haWkJ3dzfW1tZEfke9+EDvLj1jfYoa2kwbrdsymQxsNlve/aN3UJ5zNzc3xXpDfkdpvUwilBzOKq8HCwlRlHcvGo0ilUqhtbVVCHP0jpI3rNfrxc7ODkwmk/Copf758OFDkTd2YGBA44mpR74X8pgr9yVaX9Ix/X6/EHLo3ZI9Lum4+nXQysqKEBFzuRyGh4fhcDiQy+VEwRealxTlx2Ik5D1H9w/Yf6eon9I+wmKxFKzGrH/mGxsbSKfTWF9fFx76VPSMcqTr5xf5Z7/fn1cNWIb6i34MlwVp+o/uI+WXpPkjHA5jZ2dHeM77/X5cuHBBRFdQDn0yhNGYRuIjrclo/KdnIRsPKH9tR0cHxsfH88Zued9KAh4dhwQ6ug+0ftSnX5L3tmQMmZqaQjKZxC9+8QsoiiIEsNXVVeE5KxOJRDRGXnK2IAOkvF8GINY/AESfILGR9ixy2+T7QZ/XO5fo+6DD4RCGr//wH/6DyE1J43oikYDdbheenLS/XVxcRDabxdramtjvEclkUnjV7u7uYm9vDy6XC8lkUoyjVNhvbW1N0y+z2awoOCmH4tO+idY0Rv16eXkZbrcbwWBQ06flXLpfffWVZl7z+XxYW1vD+vo6IpFIXn78eoZFRaYmGE38RguS1dVVkQ+QPkMLMfKuok2/y+USLtQkbMgbFr3QoM9VSO1qaGjIqyhZzjXQokdVVVGN2Wq1Ynt7G8vLy8K7jBbcBC0ejCyetGAh4VL2JDG6XxSmJee80H92b28PMzMzaG5uFt4XNMjrxRmqcJfJZDAwMIBYLIbV1VWRwNnhcMBiscDr9YoFHi1syDpqMpkwNTWFkydPIhwOiwWpPsyO2kYLIRIn9SQSCVHFkBYWqVRKCCAUJtfb26uZuOQFfTAYhN1ux9mzZ0UuFLpueSMlf58SIuvDbWjBHo/Hsbq6CrvdjubmZuzt7YnQP/n+03MlKLza6/VqrP200SURSJ+7Jp1Oa0Kb5A2T7BELaD3z5HbI956ev5yYWr4vehFfPg5N5G63W3iM0SRK4ZKPHz/GuXPnRD4cuqerq6siB5/8ngP7Qgrl6QKgKdgk4/f7xcYYMA4bIC+Nvr4+kfS4ubkZm5ubIidrIpHAwsKCJmTfqFhEJBJBJvNjsRzqx7I3KLWZFnzNzc2i+Af1883/P3t/FqNpmuX3YedbY9/3XCsrq7Kqa3qf6Wb3kC0OSY14QUGALkhDhi5omJDnwiAMCF5gwBIt3QiGDcgQLwTIpkSNBcGSJY+gEYcSyKE1PWLP1tXVVd3VXZlVWblEZsa+79/mi5jfE//3xPO+3/t9EZEZWRUHCETE973vs57n7Oc8T54kbn/zNa3YU59Sp/tBFJnfE/8/P9TTKZfLdnh4GN1PjMDcYKoKxS9+8YtQe44i1BsbGzY2Nmazs7OJiCHSKYkcwOicVjfq6OjIHj9+nPjM36z38OHDcBlUbK7av8L+/r59/PHHtrCwYN///vetr68vlA7gghocJShoAwMDwYlCtCYCqJYNAChNgIDJhSAYaTz4zx4/fhxuhVRHjdlJXTYK0KtS3Wod31Kue/nkyZOwh7GUTP7HGba4uHhKKKb9crkcFGiME/At1oI6Sdr26uqqPXnyxF68eBEMiUqzeA4a2mg0Au8GR6FB0BGUF2r3YewCp6ivhZOl1WrZ4OCgffzxxzY+Pm5LS0vRlKnl5WV7+PBhWHN4FW2YnUTwPH/+PLGWRF4tLy8n+AyKYq1WC5cdlMvlkEp9dHRk09PT9sYbb9jCwoLdunUrUTN4a2vLRkdHQ+aCx5uf//znNjY2Zr//+78f+CEXPtE/DoVnz54FA3az2QwOjVbr+EKwUqlkL168CFETSo/pb2Bg4FRqLXuixn1kILNj2kVkqFcekXm87KP/q/F4c3PTyuWyff7553b79u3Eejx79iyMd35+PnE2lpaWQnQb55N+yDTZ29uzP/mTPwmRVJShYH4eXxRQLCuVilUqlcD3iMDH4FYqlRK4h6xklkyNo32MrkQlVatVe/r0aVgffZa5mJ0YWLa2tkJtXyJjd3d3bXR0NJHJwUU2rC/jAHAebW1t2c9+9rNTxtH19fVweZmXm6gdyrppTUrfzwcffGA3b960Bw8eBD4QM2p4OZnfuk+aQqiyFNlJ1A589OhRiKCr1+v28ccfW71et56eHhsaGgrtNptNW1hYCPIwRuL5+Xn7x//4H6fiRqFQOGVUBCqVSqDRRDPpBRZpbWKoI1V6f3/flpaWbGlp6VR6P2sGaMSav4XXzFKN37FMLdY0BgQpcOb8GQfW19cTKb84gp48eRJq4Cp4o6Ia9Ljwi7Rc5Jbd3V375S9/GZxyGNoWFhZCxPz9+/ftn//zfx6dC+3t7+/bj3/8Y2s2m/bVr341int89vz5c6tWq/b5558HJz+yfrVateHh4WDAwhlodmJAx+nEGnsdQteC73AiNJtN+9M//dOEzkAa/OLiYjCqqYEXXgqNIGJRZU0zCw6OVqsV5ArKVnl9Al2XVH70apyE7eRWdEG/D8htGL2fP39ud+/eDY6DJ0+ehKwJUv590JK//MQHDnDGzU7q+25sbJyKXoSW+Qh96DHrwprhEGBtyMzgwiAzS9QDxajojfGXFa6MilfwSsELkmYnxjnSk4vFYqj99uLFixC1Uq/XQ72lZ8+e2cOHD8NBJJLg4cOH9vbbb5vZaUODT/OAKfX39wfvPaBKtTfG6Pi17R/96Ef21ltvBa8XClWaYpfWJoQVQ2UW+Js2Y1Eph4eH9vTpUxsfH7fFxUVbXFy0np6eUMtI50g6odkxI75165Y1m80QIYfQTbobDLFerwfhGgWwp6cnRMGwFirAcLsYTC12KUqrdVwD5oMPPkhEblBXbHt7O6SJxYQzXe/t7W1bWVkJCt6jR49Oebc8pBUyR2jhlkU8w3t7eyH6Q/vXFFaiPzFi+D3jPHjw0RNpDGdhYcHu379vq6urgSGyVhsbGzYxMWHNZtPK5XLAHy8g6e8YnmLENjtmiDDk7e1tq1arViqV7MMPP7S/9tf+mj18+DCkC6KEYDgtlUrhMiYzSxRHRtCKGfN/53d+x4aGhoKgMjU1FYwTwPLysu3v79vi4qK9ePHCBgcHbWZmxhqNhv3yl7+0QqFg77//vhWLRRseHrY33ngj4AJRbqSE6hrF0nBioEZg6MH9+/et1TqOgHrnnXdCHUAEvHq9HiKNUA7Njo0bRMl99NFHduvWLZuenj51wdHm5mZIa+czXzctpjBrhK4Xovb39+3x48ch1QVj4eTkpBWLxZCyzZz1XT5bWFiwUqlkjx49Cmu6ublpy8vL9uzZs0TqvzoWoBkYRTQakz68wlmr1UKRcIwFjx8/tnfffdcKheOLtKjj8+677ybWShUXrd+k7RMRWCwWrb+/P+yf2YliRbQucHBwYB999JH9+Mc/DvPnwqXh4WH75JNP7Jvf/OapaIwf//jHIdIV40B/f3/YQ6UdpNdQS45i+/622KOjI6tUKqfSbYnsQKmgT6Uh9Ed0aKlUsp2dHRsZGbFqtWqffvqpPXnyJCgw0AiMgPAK+AjPNJvNEIGv/ZmdKBZmSUOK7j/K+f379218fNzeeuutUFOWdCfFqRcvXtjv/d7vhdIEhUIhlJcglV4Nto8fP7aRkZGQjlmr1ayvr8+2t7dP3RIJbyFSHHze2dmx4eFhGx8fD9E5t27dskajkagHCr/iZkrS9zF44LzCYB9LR/zZz35mn332ma2vrwc8YO/Bx4GBgaDQv3jxItQz1TEUi8WQdk50m0Zq6x4cHh6GFMfNzc1AU1RJ1ffUEIBROQ0wgOFkgp8DRIpDy1hL0vWJ7G40GiFi5Gc/+1moF7y+vh5wvVQqhXWNGUUxAPuyLnt7e+GGUjMLNLy/vz/Mf3FxMVyOx1qsra0FHFlfX08Y4Ji7Gn1areN6lx988IFVq9VwGQvzBe/VcY58xfkiMwdaVqlUQnQe5WkoA/Dw4UObnJxM3A4/Pz8f8IWUceD58+ch5ZgsHfrx9PQnP/mJ3b171z755JNQ+0zXG/DpxzHgHaKawUfe4ewS4bWxsRFwiHI5tVrtlBHr6dOngYeMjIwEPNK15fmFhYXAd2JjU5wBP9LSgRWWl5ftk08+CWUkRkdH7fHjx7a0tGTb29vhNt7h4WGr1+u2vLwcop4fP35s9Xrdpqenw3loJ7uYnWT6QAuQe2LZDr49H5UHrK+vW7VaTfBx9haZ0tcH1PRns5NosZWVlUQkuzrHzY6Nhj09PXb37t2QzaF0zeyEX8eAfTk4OAilBaDBGNwJ+sAIz1igBQsLC9bT02Pr6+u2uroaIimbzeMobPCU9eCMeYMddIm1iOmFyCS6rnrT+uHhoVWr1VDWAqO6p+VkvNGWyjGMl8uX0LvMTi4B3N3dDT/VatWOjo5sZGQkjH99fd1evHgRjHwjIyMJh6WCBj1AP6h1ibPhk08+CeWgenp6go7h6QRlMZgzTkx1BG5tbdmDBw/s0aNH1t/fH8ol6D74UjueN2hkI+uIA0r5sPIvdbgQ9d6u/NZlgSuj4hW8EogxMVLmnj59asPDwzY8PBxqGlFgm8Or6VfNZjMYHX3tCi0cm3Wj8P7+vj19+tQGBgaCUKXKWqFQCPUClaioYUeVnRcvXgSlRg1KGA9jYzg6OjqVYkBkSn9/v+3t7YXbL/081IgQ8zR7aDaboSC92UmB9DQjVYzAm8VTyvV9Tb+CyBJFgnCJwfHo6ChEy3FzNIBxRz2rquCigGhUg0910uLDCEVjY2OJ6M+HDx/aN77xjfCO36fYZR6kVrx48cJ2dnZsZmbGPvroo+BppG8FbZeb3EjTQHlkXtzirbdypu2R7suzZ89CzbmPP/7YDg4OEheZmFmINPUMV9PH8bBi4IvdNIeSx7rDOIlgYWzPnj2zZ8+ehfQOFeIODg7s888/D4rv22+/nVDkisWi9fX12d27d+3jjz8Oc0aIp9++vr5gyNR5cXaISiFSt1Ao2Fe+8hXb3d21Fy9e2PDwsG1tbdne3p7dunXLzI6jLbghbnh42KrVqu3v7yduyEV5JtXPn7/t7W0rl8tB8CWSt6enxz744AO7d++e3b9//5QRmcgZBCgi5DAy1uv1cBst46Wm6CeffGJra2v2+eef26effnrKCKc16ljPjY2NRDqxQqvVso8++ijsG9F43EQIxN7T37z7ox/9yJrNpk1MTIRLIHZ3d0Nalkbg8j90hfXF8+2jf4lkAwdp6+joyH75y1/anTt3bGhoyDY2NsLlOx9//HFCIVDjR1qkBjSdc4XyrHNFOAQePXpky8vL4QZGIqCJuB8dHQ2pmbqG1NQkvbvZbFpfX18wyhJhi4ES4zMOAyJw/L4wD9YOY4vWoH306FEissrjDWuFosEZI/WNy10qlUqIjAJ/UFA1cr1Wq9nU1FRYJxQsIoV8/+AHNfo4h7u7u7a8vBxuLdU6gyjyu7u79uGHH4a2p6amAn1YXFxMGLBYI6IJ9LKN3d1d++yzz+zNN98M+763t2fPnz+35eXlEPVYKBSCoRtcqVQq9uzZM1taWgprvLGxYaOjo7a1tRUMNTgF6vV6uOCBqI319fVwkRjw/vvvJ/gtdAP6CN5C5xkfkXW6141GIyhWv/jFL6y3tzdkk+hzfm8ePXpk6+vrwVir7YH3jUYj1ApjH7OAsiqKu9onoPwdHosTTbMziPzq6+sLvLZQKASFGKdXpVKxjY2NkJLnjWMo1/A9LhOCJnHbK4YBdTa3WsdRlY8ePbKBgYFwzlkTQPt88eKF/Qf/wX8QInR3d3ft9u3bCTlI20CR9uvGmcXpi6MY3MORbGZRhw7yxt7eXjAEFQqFcMP38vKyLS8vhz59enO1WrXDw8MQ7U/6qkYX6hpvbW3Z+Ph44qbgmMzGWsE3lP5RPgN81z4KhULIDurt7Q1lPUihJhuEM7q2thZottKOWq0WUmDNLJQcUGg2jy/X8XXi0vQkMmOoIbu1tRUMO8h+0Fsu5Dg8PLRnz56FPrSGHHihtB1nk9mJEYvvlOfreu7s7JwqtwTu6/pqEAUXKnnjDPyB9OShoaFwqZaZBVzCmOcjWP2ara2t2S9+8Qs7Ojqyzz///BSuME6vJ2LUYQ14bm9vL8xTy/twUUej0QgR0qOjo6fo2fz8vPX19YWMradPnwb+2Gg0ggNdaaWOlc9qtZr9wR/8gZmZzczMJGS6YrEYyhpoFo2uM3JJrBwJNZBVL8XpyjNacxragbyhPJm20eVqtVqoW02Jh6WlpVCvl5rKCrSHA2B6ejoYJj/44AO7f/++FYvFBK6CezF9FueGyrsasfnTn/7U1tfXwyVk9Xo9keUELYXeK59pNo8vb8HBSb97e3v2+PHjkGGkl7axB9g9sozclxWujIpX8Erh6Ogo1CGcn5+3Z8+eBaVO080ODg5sYmLilLIGYLhRAwNGMq8gembCQa7X6yGN7/DwMBzyvr6+ED1Vq9WCcqOCgaabbG9v2/z8vDWbzVAsHkKLB1sB5aDVaiUMabu7u/bw4UPb2toKDBUl6eDgIBiMSCf1tdaAWB1A9TQq7O/v27vvvmu9vb1BeUHA8Gup//M3ikFsn2NCsdZqg2GjwKunGkaPADc/Px8uZKFuI+1gpGu1WqEOndlJZA2Gzv39/XARRSwyJuYBr9Vq9vjx40RdGo1m0pqXfm2V2aftk1fYDw4OQgRp7GZOreeBcFCr1WxxcdGuX78elFqUGRg264yhSo3vKMxmFgRG0oPMLBjXgHq9bn/6p396amytVivsG/jCxT6Hh4enLhEgIsLM7OOPPw71BVlLjHY+XYd1X11dDWk/3CLrhff9/X17/vx5iB6gZs3a2lpInydaVKMTiUqo1Y5vo7xx40bwxJodK3ZPnz4NNKvRaCSMEKyrRiyAd8ydSGnmCv6TVlgul8O5HxkZCVFd5XI5UWQcjze1o0jdIPUyTfDe2dkJhnHqu3hD3draWsDHYrEYcAfhGuFNDQMYt7wDgjYVvzY2Nqynp8fq9eM6q/6SFPpgfkSJEUUHDYdPcC704ixo+tLSkk1OTtry8rI9f/7cxsbGbGVlxRYWFkJkgBoV/dmEnuvnyksUvLNofn4+0FUiaFGMoC3eiUNq249//GPb2NhI1K4rlUrBSET9JU2FVIOsRhrommr0H+9haCAtFr6hjjVVEM0sRDwUi0W7f/9+UP7UcKLZCAjr0CWNCtSLBxDIDw8PgwMPo0Nvb2+IyCJ9mPOnJRxQwvmfuR4cHNif/Mmf2PT0dHAomp2kk/EM57der4cSCGpc2dzcTPBwFB4uTNC5ESVE6ujnn39uDx8+DJE30DBP61R+WFtbS0THKh3neZQqgAgMdQL4SFXe9X9zEUBfX1+gNeCJ7xvAEMlZmp+fD4a+9fX1YNRlP82OcUozBmI1Dbe2tuyzzz4L/2vtyP39/XDDME4F3cdSqRSMFuw3dJjSLPRHaRXo6cbGRjDkauS0GhxQrkk7Zh34mwhFyuE8e/Ys1HlF1nz69Gkw7mPsI9pODfgfffRRoP/wLTVgMC+PB2YWeAW1xDDWI2diHIQ+xGRJxggNVhmKd9kTs9O0EcW5VCqF23KbzWZIa9SUfe0bJzVjiBkU6U+NHrouw8PDgcf69zVKqKenJ2Q3QAPZS4zbGJDMLNywS3YONLBYLAZep8YbHSPnE3ro58Qt2P5SRJ0f8g1OVGRbpR2et3t6iIGSz5Tma5S64jfOXsZVq53UjtYzpfxGI9q0NnSzeXy53IsXL4LR5utf/3ro7/nz56fmQN9qRGaMRBv/6Ec/CuWRPMTWG8et4gXP7e/vh3rlCjjMa7Xjizb+8T/+xwnnk+4lY6cME5db+lr7nGOcHI1GI9TTRg4lGlXHzvlZW1tLGPtZH9WbFTB0+nXyMoBmN0GnkDO1zqdGnmupMAzUGBmJDF9dXQ24Q4AR54r1h4avrKxYf39/KAeAQe/w8NBu3LiRwG1dS2QoPz9o2IcffphYy6OjoxARG3PQUEKJ2+IrlUrizEEryYLQ9Ws0Gvb++++b2TE9WF1dDXilNPyyw5VR8QpeCUAoP/300xAx9/Tp00DcYJJ4KLlcQ4UejVpbW1tLFLx//vy5rays2Nramn31q1+1X/u1XwsGBgiwKk86LpRlDffWOlBra2s2OTkZ6qGoMYeLALjsglQUDAqxaBcMbgjnALfFQvQhgtSqwCutUXq0j8CLABpTzGPw6NEj++CDD+yNN95IKB0IS7znQ/x5RouzxwxoMeHOzMK8WMdG46SeVEyh0JsEnz9/HoyEXGCA4kp9v7GxscDYYGCFQsFWV1eDQQQml1azEsbEHsUiKXTO3hCL0hMTXPjMpz6rghKLEMJjTqojkU+aMoLHS+vZ0Z8asOiDKMJSqRSKJStjJFT/8PD4dkAcA4xNDQTsbbN5clHI0dGR/dEf/ZF94xvfCAo4/VITdHBw0HZ3d0P9n6Ojo1CziZvmVJhF+KdwMzfzDQ0NhZoqGDL1xjyz45pf3KSLMQzc0KgVrYGCkrC6upq4xAH6pVFpzM/vewwHEOT5u9VqJQyjnBNoAoYO1ntnZycUsB4dHQ3COwK7Gq6oqQj9IQ0JgxUGJRW+NDpHb69F8SaNDKPP8vKy/d7v/V4ofJ9m0DSzYEQxs5CSpsYo1lU965xppaGkGrGm4Djnh/Ukveqzzz4LUWTcluqNep6eNRoN6+npCdEa7BtRKT6Srlgs2osXL8L/lUolFH4/PDwMkfA4zw4ODuz+/fvBaItzYGBgIBhGGSe8an5+3ra2tmx6etpKpVIiMoHIVYxvlBWBpmHYigmt0Bi/d5quR91j1gXjd6t1HF2JgU+NoOw5xjk+Q2EnEsgsWUdLcQ5DNG0yfowsOBz4nHIMfM6cMELHylso3SWSjnqLjUYjOAQBPiPNFbqmwLprpB71oba3t21hYcEajUagP8gk1MekJAkGX9ZV6fTGxob93u/9nt2/fz/Bt0n7xKjlowy5YI20NGqDNRoNe/DgQdhb+jo6OrKJiYlEPUWdp/JULslBUS+XyyGqhSwGZD5tR0tzAKwtlyktLS2F9Zifnw83OcfGw75ytqhb9fDhwxDNubu7a/39/cFZAY+C1saMJNBtlS29/MJZB5cbjUbCmKLPIsepgVP7JzoRgxXRl+p8V9rH+KA7GLAxZDIHIpSVHiBjaLt8rg4M71hO43tevuIsMAYcLdCGWAqgZi75M0hJGZV1WP9Wq2UDAwPB+OFLIwFq1NEoMv8MlzOB0+CwpqCS2fDw4cPgIMYhgTMR/sVZwMii8tzKyko4C5TM8UYheAqOSHAgzVH+y1/+MlGegDVH/oRXUJbE8zboLUBke29vb7joiH3RPcIR9OTJk2CE03344z/+Y/v2t78d+iSy1CyZvgruqLyEbNBqtay3tzfMD/7pU4a94cnsdLaXx5X79++HCGf4oZ4xghwODw+Dg2FmZia8z77BV8BT+HW5XA4RjPfv3zezY0cAZRUqlUpi7yn9xTiJsgN/oDkalWhmoewX6wzP0ohTxReNytvf37ehoaEgqzN/dATVkXXeOHLg8+A8kYj9/f324MEDW1pasnq9Hi6P9G0pTcbQiKG12WyGfmJ7naaPmR2Xmtnf3w+8j/OIUxMZRWkWZ6Fer5+6WKfVaoWa6tSe9+UdPvroI5ueng7OKr3wzCz7AtPLAldGxSt4JcAhevr0qZlZMIbwHZE5ZicCwsrKSrhdSj0E5XI5kVZBusTAwEC4PRciu7q6ao8ePYoezkqlEogRKddECentkBrRuLKyYisrKzY0NBQIFEYaoqKmpqYSSrGmGGlItaZbAzs7O+GiBDzJvtYgzHlxcTGkUxEB0Gg0gtenUqmEcPEs5Z7i09Q2WlpaChfgaJohwjd7ph4es6RApoKkFzA19aTZbIYIjnr9uBYM3h7mrX22WsceHJQSFEwYHoZVcEpxBgGQC3W0sLu2r2NVIUsjYPQZhTRBLkuAiUV6EiYfa0cN0V6oMDu+WAPPJpGKALcBYqD3CoHW9wM2NjaCgaRWq9n09HTA/aWlJdvc3AzKK+sPTuBdRrj5/ve/b2Yne/rixQsbGhqyzc3NYJzC20s6yB/90R9ZuVwOqUZKKxgT81cvM5ErXlnt7+8PZ9rsJNUH4c5HpLLO/f39tri4aHNzc9bT0xPSFjV9BoGX9wuFZNF2opT39/ftd37nd1JvyfR1PtlzTaut148vGQFHV1ZWwiVBpG7t7+8HowK0jfaI8B0cHLTDw8NwoYVXGBDIFY84X0S4slaktrLHamxW4VxpEueC6AXKJWDs+Oyzz4JAx/4r/eBMoODqGcTRwJhIu2Hs1BdlXIAahVEcDg8Pg1ERoxZCrTcq8y74QXoUz2G439/ft/Hx8WBA+vzzz8Neke6ngOccAbRQOK4nyj6jBJpZwlBHdADni/OLYA9AU2O0ytN+nsf5h+HUGzRqtVoo3s/3GHhQXlGKwTOfYsre4mDj1mciqymPguGW2rkoSdByfoMPmn4YMzSAp8gBzH1zczOUaPnlL38Z0q2vX79uP//5zxOXvdA2iufm5mYwmqyvr4eamUTMUQoEhZo14xyqoQdZ4sc//rF9/vnnNjw8nChz4nFalXzGw7ovLy/b2tqaPX782MbHxwOv5LZQlEOUShRh8FpvD6V+JOulKWbeqEmUhuI67eBsRL67efOmtVote/DgQbiUZGlpydbX14NifO/evVM4CH/CEIABd3t7O8hyGE41ywIjF/W+VUZgLZX+c550ndW5ogZINZqqM4h9YZ30ki9Sk3E2ISMR4cI8aJM9Q6ZSA5LOpdlsBgUf/PvFL36RMHxqFA3vUcJGgQh3X8OM86l1zKBHWofM7ERuxvlFn5xXNUKDb5wRnA+cKWqKct76+vqCzBQDNSrGUmyJLOzp6bH9/eOb0zlH7IFeJPX+++8Hx8vMzEzIgABfmBvOQ87D0NBQqM1brVatXC6HUiHgBTJuo9EIMgNRz2qQMzspzbCwsBAiwfKC7jkp4ETja7mH69evn4riUyCCkQg86KCOkZJAZsd4/cEHH1ijcXwbb61WS9A3dAnVQ8Cter0e6uWyn74epI9m4zOf5aayAEZFHGtE6pmdXLTEviAzXr9+PdEH/ahBkjIeXAz34MGDsKfoLGtra1Yul21oaCjBY2ibGszUB+Xcen5OOq/ZCW8lmAdHq36n8jY0U2kA+I0OqXoT7ZidON9jUYTU61Vec+PGjQQtxyANTWVPkMGIWPf6Fv/HAov4/+c//7l99NFHQS9AXtGMA5UdVN7XzAFdYy351WolAwbMjvkLl8FR6oY2vQx0WeHKqHgFLxXq9eMbUyGOHBKNMqQmk1kybQxBQBkBirIKdtTo4xAeHBzY1taWPX361P7r//q/tuXl5WiqDkYyBHkiO7a3t4NnRkOdFxYWbHJyMiHwaZsrKysJ5kuovN5ICZHR6BEEOZih94Aj5Gq68LNnzxK1Z9Swh7K1srJiIyMjgfGmGRfL5XKoz7K3txeUHELNKTaswoIqjChbGr7PmGKGHbOTG/10jYkk4uITLV6u64rnCMWA9tSrjMcaJgJu6HMabcDaUSMGw9b29rZ99NFHNjY2FgoNK5OLrWfMsKgCcBqwHtTeiBkx/fN8hzJE9CbGa27h03UnkkcjAWgHIzLKFKUAMMhigGctMUqiKIOvhUIhGO21PqC/jECjkLjBjag8bufFUI7ArQYd2iL9Rw317IMKASoYYzhTvEJBwYBB5JyZhbGoEAEcHh5f/oDRFsOQto/SyPkcGxuL3sCrCgk44Q3PnDt9TtMh9/b2Qi0YNdoh1HB2GVNfX1/CUIfyzz7HABxiL3RfVJnnFlOfVqOebwwCKILgIOccPPaKPWuhUdMqzCq0Wif1zhg/NTF1Ts1m054+fRpSknwaj3qq1aGBcVojg4+Ojuvm6rq0Wq1E5C1tMldqYm1ubp5StpXm6lgxdLGuAwMDVq1WrVgsBlpINIF6+ZkH40YhVeM6bSqthHeqoTRGU6APaqTlO36roL+0tHQqas3MTp0RjE3Ul1RjJryFSMzZ2Vkzs6DAwgO0XXUsqAFfz269Xg8G+tXVVVtZWQmlWsDZ/+F/+B9ORfTzPrQRGkZ9Vb5XZXh3d/dUnTKMDdQjhi5Qj480MS4dQanx/Iof8J8MC0q4cKnN+Ph4yJhoNBrhkgsuP0KZBG/VUaVKvl8HTSUDVlZWgpFPszvI0MAgNDw8bJOTk4Eump3wvkKhECJhFR+hG/AnNeAwVvbc81z2hFRXzj5rqm36tgDOldJ1ddaiUBIVrnKggo+SUacXxjq9NdaPC+VYz6L2AW8jmgw+BX3E6Mv5oy0My0Re6w3U8Gx4CnVbMYYir1MbnH31xhLODE41xeNarZag67r+zWYzXFrSbDbD2fnggw8Sl8BhhFRaf3h4GOqoKWiNQoyZnA/61AvMcHwPDw/b/Px8wrCg609NS2RADGlra2tBJka+J0tDz1GpVEqUzNne3k4EJOCAAMcxNFer1cBXiF5j3dlbXQOiXdHVyBYi9VnlKnBMDa7sueoOnh9wqeDCwoJ985vftJ///Oe2tLQUzfzyvMzjzsHBwSn9U/uiBjCOPZW59Ky3Wi178uRJwH3KoahDRbOAuKTEO2N1P1Su44I1aAROMYzqqg/GIgrhgVw6hIOOrIxCoZCohwl4/UABHRBDObKDOr15v16vh3VQxyHnTlOAPeA4ISDo+vXrNj09HcYN/Wo0GvbJJ5/YzMxM4tIcQMtyxPY6rf/9/f1wieni4qI1Gsc1LnHgqpzrwesyaWvr6fnOzo79Z//Zf2Z9fX0hA8PzxdcBroyKV/BS4enTpyEF8S//5b+cUG4AjQpU5gzAGMxOlD5NT+ZzlNAHDx7YP/yH/9D++T//57a4uBiK1vb39yfq03CAtehvtVq1tbW14MmEoCJo12q1ICgxNh0n7+A9gYHrmAHGjge9VjuuseaZEELz4OBgUD41fRUvkY6HNAxStyqVSiiY7z2DZhY8o9SUajabIS0Sb58SVm+s0fnz/tLSUmCIMW+2rgOKNm2sr68n0ljNLISRoyix3whvKiTrONSrpRFYREQB+/v7QSDGsIhwvLGxEYr5e+bggbmBk7qea2trIapHmdHGn9+wSXorNax0LmZ26hZI7fPHP/6xzc3NJQwv6mmnL9IyfBQj3//yl7+0Bw8eJHCLSyF6e3tDvcaY0YGx6KVK4Ko3BO7v79vKykq4tRDBTmuykN7MPmAQ9UolqbpeIVHFS0FxEuWetFrOHHuthhIijUhDIU1PDSycFYRuDAmqxJqd0BJVflE8MZyTUkmbGD5VAVS6iWLHOqlRkTVDeWs0GiGCraenJ3h7MeyBa55usa98Dp1hjfSM4VTQ6FOi8PiOM6f1IlHGONeccVXsAdJpY8Yo5g2owWNxcTHU1uTyl6Ojo3BrL15yxVkUOnCcSDIcRBqlhEJLdJXyDJQS8GN3d9cWFhZCFCU1sXykDHxC6RaKPLhH3UnOL+/j4NPoPYCoxlKplLg4xO95DDT6ACUUg0RaWiTGAL1tmrZQjogKpa4icHh4GLIPFhcXbXR0NJSa4MyBO+r801Q75Uc4UHzdM+a0v7+fuCSMPVhaWgrjIrqXGyM9HmJc1TXTKE91Yqisw/pgACQCifWBby4vL4eUOc4WdU1pE1quij6XP+BIgX5qrWAifIj6ZTwaoQeu4pijX49nzN3LA/v7+6GEAZFA0DeiXLe3t+3TTz+1RqMR6uAqP2g0GiHaGfqkfSsdV1xOU+KUzmKQ898hT3lHFnvKHoF7KOOMFUcUz6TxK96hD9Yahyt1Er0cqHPHAKpOcYDxIzvs7e3Zw4cPbXZ2NpxJeNHq6mowaDHH3d3dYGTHsIURAPmLPT88TF4SeP/+fVtZWQkyCe2Cj6T06jpo6ihBAz5SiPd9YAKGbZzlGAf1uTTjt9lJNCh8AHqATFAoFEK9TC78YX8nJiYSkXYA8sbAwECItMJxwbygbeCj4htRc3yOjKy3emuZAZXfcWAjewwNDYXzTp9+Debn5210dNTMjg1PG39++RkBGson1QBMW6wHdFuzT5rNZsiMIfiE2riMWekHtIc9wUiqKaVkK2iEPs649fV1e/z4sVUqlSBjeuDcIBvwGWcWvFfaFzNseVmEOcN/FXwGQavVCrR6YGDABgYGrK+vL8gpXFaGjoFsB61Qp7hC7PI+jczDoGhmIRIxZvjHeen1FnjC4OBgOJN9fX2JwB3eIVq8UCjY+Ph4wFP2pVqthpIalPTQEiDaJ3okpbMwxOv+Kk3iO3AEp2RsL+kLWqx0Q3FGeZ3Whz46Or48CBlN1yANXy4rXBkVr+ClAkaqzc1Ne/z4sT179iwwWbyqeIdI0+jr6ws1IZRIqDD15MmTULdJDzae6p/97GehlgnRVSgpeI5pX6M/MOaUSqVwy69GOWpNM4iNj0ja2toKUXYqCNK+Mg8MIhglWq1WiOiBWWLEbDQa4ZKbzc3NIFCTyquGhlqtFuozUXBfjScQPPU4EWlJ36Rhk/6kDEANq8xPjXusKUKhVy7NksqFegR5F4/b6OhoUBa84kPUIfiEYEotMd+n/mZP6BdlRJUUBJBGoxEULATa3t7eUxdhYMQtFou2trYWDJWDg4MBPzGEgisvXrxIpB5hCKBIuB+vnxOAccUL1gCMD0XNGwnAwwcPHgShbH9/P9SEoVbL06dP7dmzZ6E0wdDQUDAAelAD4OHhoT1+/NhGR0cT0aYw75/85CeJOaH0chHDwsJCqP2IMEofCKaqMPv5K3gFU8+ux0++Z69J86YNLxDofBFKqtWqPXnyxMbGxkL7KHAq7Kugj3BO9IDHy62traCIY/SG1kEHdEx4xikFQHTJ5ORkUEihkV444hygQDMGzg8CcrPZTJS1UMGoXq8nbnAcHh4+ZfTWtCIic8wsEUHAeNhzzj19KvhIA9L5tre3bXV1NRgTNdqu1WoFIVPXDYOZKmacKfgCvK1eP76h84//+I+DUVFrHupYiZp98OBBiLhVHhCbjwruGh2BowCDsnrZMYQRtaXCNeuKE0QVbKXRGAdUEWGPPS3XaHTaZDxqlIUeKZ5iqFYFRg0Y4LjZMQ+dnp4O42k0GqFOq4LSTvYRhXB3d9eePXtm09PTAcc5c8wDQ646NjXFn3HynKaL629wVserewrtVScNKb6sD1FUZsd0nRurifhizOAptIqfw8PDEEmD0VSNaLyDYRJ6G3MSgWdmx/Le4OBgiIKKRW/wLsBejo2NBdqkdAN8IWLu6dOndu3aNXv+/HnI2MCoUCgU7MmTJ8E5oedEzyugNJf/cWCpQV6NI/qsp7HU4VO6gaKqDl3kib29vTAv+G9MieV5s5O0V/AXPqGyUMwBoHPXs+nxk/5w/nC5GXUhuYQIQw24S61XNbbpPLzhhLV/8OBBwsEA/fBKO8q3P2dqPPSRpuCu4h6ldRYXF0NUMM/qhRnUElUHTqvVCrUbOfsq2+LMJ20Zh5k6GykZonzPG9+QsXWdwEneUSCKWs+WyiXILNBOanH6vYAvxIxGCo8ePQoOuPX19UDXuYQMGQx9S2V7NVKx7jiPY315B4Cea97nN44dnABkBCDrmFmIDNMod9ZIdUzWEZwisETlN+Uj1FJkD9E509bRnzvVC/ic+SJbM6a1tTXb2dmx/v5+e//99+3o6Mj+6l/9qwGXGZvSE5XRfOaL9rm2tpZw2Kuzm3Xy71MGAWeep6nN5kkGHQ5ob+w3O6nlT1T+9PR0ML7xOdGTBGl4B4nyvQcPHlirdex4WFpaChd1AuAmTl3VIXDUMkaN2tX5g/vaLjxaAcdzo9GwlZWVEJTAe8gTKgekOXIvE1wZFb8EUCgUHpnZ7ZSvF1ut1uzLGkur1QqH9fnz51YoFGxtbS0Y3lDclPkg7HK4VYA4ODgIN0iq4qmEZWlpKTAL0inNkukMeLA8IEQRfaIEuVAoBEKuqba+/gaER0ENk6pcqOABwSdVBoEG5a9er9vIyEiiUHu9Xg/GVRWgUYwQ7EhFIU2Gud68eTNxg7YSzFbrpLAwjAVBk7EhAMKEUTr8eLKIoxcaUFg/++wzGxgYsJGRkcRtsrRNX7zPnsMI2TMFlGfaUsKPAZD6JijrzO3w8DCRXqSKGevUarVscXExjBmj0eHhYcKgRDsYNJiPRgxwSQORSRhRswDDImNRRZF9Zw3UC03/6oXXfanVjmvgULtKlTEMpcwDYdIrRszl8PDQPv300xBhtb29bXNzc/bixYtgJNNLfEih1nUCrzWVB6OY9unxzp/L2OeKE16hQFlEyWb/09pEIWI9oUekBWsNL/ZFjZ1EsI6MjFi5XA6KFQK8FoXn9noUkiylQPcVD7DiC2uMp7vVagWhG+C8Mx6URoR3XTP+xnFBXTYdmypVisMYoNTIgtKjaSPap66jXrDAZTAYN3U/lc4zRjVcI1SmrSMXbNTrdfvkk09sZGTEFhcX7a//9b9urdZJylBMIVQlXQV4DJGqJKMwYHhT4yBtc4ahxeAruBgzkHCmqGnoBX5Ny/TfqVHXG2A0UsnzAuWvGkmo3/G3GlRVUVVaBE4q3vIMdJSzMT8/H8b64MGDoBQRbTM0NJSoCQVv3N/ft/n5+RBVivGR9dF10tIFrAmp/s1mM3GTNIBcQ3QhlzFhAIRGM0dqrakC6SNcOafQK90j9gW8wHEGzvCeOmLMjqPuMH6iwFar1eAw8FEyStPZQ5UhuGzKRwphwGVviVphLxTvMSx5gwx/I8fofqihm1uRGZsa0GNnn/a8EYu19I5AFGvO4ubmZmhDL8RSWuhlGIywyL3q6IH+q2GSsSke6rrzneILBjPS0qk37ufOnJFZ1SHkaQy0C8cO68EaQdN81LnSf+Xv4ARyGufayz8qJ3Je9vb2gtEwDZSHggtan1fpE0ZRxkftXqUf6rBifLQDHybIYHBwMKQIqwPPl9HQfYgZ7HStlCeyv54Xcb7MkkZoT7cPDw/ts88+s42NjUTtWs4eZzhmvFIeoWnRnmaxzs+ePbOFhYVQ2oYLQpTOarQ8e4UTE+cA5wV5khITKq+wNrTNJTyqC/nzozxbdQ49h34/WBvkjMKfl25QnZQ91rsFBgcHg+Ee3Ece+PDDD8PZwdBrdhIVz3i9QQw6jaNrcHAwBNfwHuutGQicM+gdgSeMXeVY1X/VwA69AMBfLuLiQjDeJUIRh5fKnn7dfvzjH5vZsX7y/Plze/jwYahZq+MjWEWd8T71HdD1g3fy7Orqqk1MTNjOzk5ok8AddPVYZCYyl8rXyqcuO1wZFb88sGlm/37k89O3P1wAcDiePn0aGMxPf/rTQBxIE0DARWDk0FGbTAmtFgJXY4lZ0ttDOiXeRLOTKAUOLgeelGDaUOajCrOZpR5yBH0lmngDPTPWsdZqtUSBabOTWlWaVkPbCPnKJFCUaBeCR8pQqVSy9fX1xAUWpVIpUaSXul1KvLUWDmPVdFnmFSO8uo46Fy/UK57o36QRItStrq6GCyiYqzIp9rNSqZzqzws1qhzUajX79NNP7Tvf+U7YR/1OhWZVFHS8RCZ6Yy1GaV07UnRpxxd090I4CpJGhqjy6gUWs9PeLRXgGIcKQOCKphBoKjPjgEk2Gg27f/9+KKisgqlG12AUBw9QlDBIg4sox/v7+7a8vHxKoWSe7A2MWRUQ+sJhoFFAfp1qtVqiyLj2w/qpIoGw4VPlAV1H354XJjmveObBW6888j/rRIrw8PBwImUEQ6BGw0BTwRloKnvvx8XaYrzCWUC0ha4juIdyp8qVGhyI2tN3Aeii4pdGQLVaraDsMXY1KPp9VTyLrTn/b21t2fPnz0MKjvate4BCsbW1lYh4UMXXz6vVatmjR4+sXC7bzMyM1evHl/GgPP7pn/5pSGfmHOoYiULQOfozqEYY6JEaOv28wWPOSWxNVPnmNxFJvl2/troHRL/Sn86DNlutY6Oq0mPl90oP1UDImVMDsPavkfAYw1TJ5jkceEQLtFrHqVGFwsnFNtyEPjw8fCp1U4V9zhZzI12LulFmJ7ex+iwGzyt1vZTXlkqlUE8KAwAOLzXE4gQlAgmjALTDn18cYJxhTXHTfVGHqu618mU1XGs0KWP2jiCUMJ0neI4RFbmDsUPjm81jZytRc9SLQx5SIxpyAp9lKWjwCxT7NLrl31H81rOh/FZpCvVNm81miKz2ch/Rop4+e+OOOvB0PXXdYvRV24yBpzl6aVfM2KvGLvBcI4i1P+jJ0dFxWSDqnEIbVF5jvPyvuIX8yeWEvjRBbD+8rgDeQkvV8EekKeMGL5lbs9mMZt7Qn8pmGBq800dlAf1b8ZaoQmQZ2lX53/edtq+ss0ZBNRqNBG+jfW3XyzuKl8+fPw8Goa2trWBUjNGNNDk8jVc3Gg3b2NgIKeFE18/Pzwf5QI3c6oQjQkwdLoxLZVX0QLKJPCjO6XkzO7mAAzkG+sJZ9OnE9fpxKRd/ORC0R/mUT+XFYM/ee32X/5eWlmx4eNh2d3dteXk5rAO0WJ/3PBgjMPSWGtveoc5cOSPIN9AdDH5p9BPaxzzUiQkwVvCQy6mUr2ufvp9m89hx/9lnn9m1a9fM7MQxS3o+76jxV3VV5uodb2qU9fyEdaE8kpagwniqTgHv2FW6naZXX1a4Mip+eWCj1Wr9vVfV+eeffx4YAKAHmcOEMQCmqsVvYU4QfS0w76MhzE7CkLe3t0MdBU1ZazSOb6Xr7+8PDFGjmxBoMLh5xdwrY2YnhcS57RBBQgV1FThU+IWQxYwSWljYC8tqGGU86hnm7/7+/lMXG2g6p84FwwPvU2MGBcQrBV540z1mf1AI0mqy6drEiGi9Xg/p2tvb2wlFXfcFXED58uvJ2ukawGx3d3ftyZMn4aYv8MgDSq/uvZkl9k+NI74GGIYzmAtMCQMKaafaP/scY87ggipNMaNXTAHi/8PDwxD1G4t2ArToswpgKuyYWUi7Yw66Vsxpe3s74RlGgYYp+4gJs2TNVcauaQmNxkkUJjTAC131ej3gUG9vr1UqlVM3w5pZSK+mlpsq/V6QUOHHK2T8naZ8qKITM8qD00Qn+lRVhDHwCmVOb9/LGrsCdNF7tNVrGzvnzJMzgMBKlJca2qF11DeCLmBgVWeACnm6x6qwaaqtp2k6Pv2fiHkiuxmX7he4hADsL+2JCXo8WyqVbG9vz0ZGRkIE7tTUVDDULS8vB6VR8YG5qxEqVuxejZF8p9HBfu6qMOv6sLcogPV6PeANNFV5sach2o8qUWrwR4CmP/AEQ3jM0EPfuh+qrPn+zCyxZvTrcb7ZbNr8/PypqLY0nO7v7w+XK6gBQfkgNF0Nr0SIEMlN9IG+r8Z45dUqY2D4VJpI9KSPzMDYRqkWDM4x2Qh5TI2DOBGQdYhGUVkitvcaWaR7rWtBdoTHd701VSPUqNPLrbDsofJj1h+Dg6epjAda5vm1GjRxIKgij9LLuHDOxiCGR6qQ6jPsixp6cV6wnhqVBui+MDfv5OB3WqolxjK/FoxBx6PvEgGoeKyOJvix0sSYkZy/aV/5M/jO2fIR0Lyr+E47q6ur1tfXF8YGTioNYD/0XaWj6pxTOoUBdHNz8xTuq7ND29c26/XjWuTIRCrPEzSBscobGFkjpROcg3K5nIig1N8qc3CmkPFUPoFXk6Ggcp2mY6aBnj9fdoTUVI8D/oz6NfM4gTMdg/bh4WEox1SrndSXVPzl3BWLxXBhFPjEWefM8Q4pqDo3NfgTTfzo0SO7ceOG7e3tJdLldY9ic4ZH7+7uhnJG6FdqgC8UCol6jhjHVAdtNpuBNtI2Z/KnP/2pbW9v22effWbLy8uJKDzP5/zYdK44RKn1G+Mhfv90fDp3xqDRsT66HWecynEavUrmADivmTXoPAQ3gO/NZjNcdsdaetkpth5ab9jLS5wp3euYXobuT38xBwvr7fmpp90xufsywpVR8QpeCnz88cenDsmPfvQjMzN78eJFKCzulSkOJN5/HzlkdpIS6QUwsxMhWwVFT+y4ZQtiox4mjTJU4SSmtDEe9QbpDbd60xaKPkxYU5A0fcXMEsKnV+rUax8j7AgPmpLrozt0zQ4PDxOX0LRaxzU1NJ1KCXKz2QxKjwf1KrcDJdiegHqBA09aTHj1jEiZmY7ZC2xaO25paclu3Lhhz58/T6TFaJsYV9hzGLsyIAy4Gxsbwaiyv78f0pa5MEf3QY0MpA/wGczU16UBGAtpHDBtxSXdC10vFFZSdJSR6x60Wq0Q5RobgzdIxtZdn1WDKvPHGINCx/eqTCt+IAAQZaRzarVa9uLFi0QkLsoG69poHNch1Ro+SmfUOAwNwsCiBg1vxPYRaGoEYz4qZGBYixmqeD4NMPqwFhgcms2TAvPMlWcZF0ZcHStrpzQKeuBr1ijoeeMcktKt5SagRdwSTqrp6OhocMzQv0YZ+Wgrnb8qzR7fY84ravbyvxrjvJELoV5TqTw+e55Qrx+nMY+NjYUIZgTIBw8ehPpTahjy+AAub2xsnPL6e9odM8zpeFhPpZX+M89jwBtv3MtSNOE5akiJKSMxo7w3CnFmdB+9cM+z/nvmwtx4lluxPc7rOqpxA6UFg17sHc8TARxgWrNMjdL+ed+u2emag7TBOfGGIOQdIoTV0caPGn4Zl49q4zygUKr8pUYU5u8j6HQ9oJ/eMOJ5vOI/CiOfQ6d0vZA9MIhSBoY+GKvyK3XmMu9m8zhKiRIj6sThb95TnPJ7pbxMZVie0+/V6OHPh8oBfv7IBIzBy4Scaf+e7g1ONQwZ8I40WU1pLzRM8dfjjda39jjhZTQzC4ZwopDUaeRlOPr3UKvVEuUDfFSstgWvVQOG10+8XOyduqyzrgVGV/6GtiOHjIyMhBRIs2OjNXyBPtP4v9IY9ozfvu6h4oAC9SN1T1W2Y13QfcrlspXL5YBDrVbrVHow8hT7pvIP+xnj2bG9hS6oXEx7pPw+ePAg6FLULDY74X/siZ5v1d806hA8GhwctGq1Gi4z6e/vD9kenFN1fFC6i7q27AmAPO3PJXyeC0uvXbtm9Xo91BFnPcBRvWfg6OgoOHtVVkHmI0V5dXXV9vb2bGNjIxiqzSxEXut+sx6xOoTK63E0+X1kXbhsiDlqcIqXW3X9ad/3q3RanZGqyysdqNdPIojJvFNH7OPHj63VOjZOU+eTSEIP6hAHnzxd9HxLnWjMjVr6BCN4J0+sPdbP05nXCa6Mil8e6CkUCv+6md0ys10z+9DM/qDVasWLQl0AeCa9u7tri4uLwdujYc8aSo6xICZ8e2FHhSmzE8WDAr3KyHhXI86UACrRU2YUA2U8msKBQZG+NIIQUMONphlD1DC06Px0jDpnHaMqLqy5Nzyqgjk4OGjz8/PBk6meJE2zUiEMZYFoIwgwyk6snouZJRhP2r6yT7qXMeVDcUMZpioGuvd+D7UtbmAslUr2+PHjcAuhH5t6wr1yzh6rAsEFIwhtvM9tdjpmFDTvMfW39dG+T8kzO4nmU3yMMSpljoy7p6cn4A5KMTjIuBE4wSP2UlPhdC+YGwZL+t3b2wteZnCJ9319lWazGYRU5uZTTBBCmMvg4KA9ffrUbt26FdpRJVPLGugFH7zvjUeebsSiqxhPGr3ge+arqaIqwCidUi+74oRG7/EejhCETTW06n7zt1fCWXONBtH11r33AqMqCbSvEaVEomvKGRdd1ev1RHFyhGHdA1VIPc4rD2jnzEC453Ir5SExpY61xCAbM/D6s2R2jN9ra2tmZuHijB/96EeJfcZ4hTAJ7rDn8IBarWYDAwOJFFXWxQvqnkYA3pio/ej49QdQOqx7r3QevqHt6T7EDCD6v6Y3q5NO918vRUtTwFE8SLnV6CC9vIE11JtG6Zu1Z394V2vA6TxiOAHfVEMCfXjnRNr68Df7hqEeGqRG0MHBwcR4fTtqzPHrDz6oIq3GfW/w1jbBXcCvhSqkvAM98TSeMSj/Zgye3h0dHYUyOKR8K74onut66G/+1owCxusVSpXRPJ1Mc/r492NrDzQaJ7W89DPe0VqSyi91Tt6IHpOv4M84Synn4p+LtQEuFgrJi9M8LUI2iq0Hxga+J+uEaEj69HxU91Sd9Sq/sBeef6s8pvTczIKsoQYxDOlcMpS1p8ob4blc7ACvgV4dHR2FSHA10OHoZM+9oxontdJwv99Ks2Nn/eDgwFZWVkJ7pIrzbKFwcmFGsVgMkZW9vb2hXjG0hpuk4XUY4aB5ODZi+KNzVprH3mk5GtXDdnd3Qx19yvSwxir/eAOY6k5EVbKezA0dhihpHLNeJms0jqOn19bWwkVqyhOVL3l9hLWp14/L2AwNDVmtVgsXmoCLyLHUbddxb2xsWKFQCAEDzA0jFuuquO9lBD4Dl2KGMwWV8c1OAl20TIFG49G2OkLTwDvZ0vRCxkCQh+e7agTUWvfgxPvvv28zMzO2vb2duCGe+QDQDX/G+C4WLKN0R+V7HAb6jP/b8w3o2OsSmejhyqj45YFZM/tt99nnhULhf9Fqtf7Hdi8XCoUfp3z1bt4B6CHnwJlZiHzCSKOpAWYnnhIffea9oBpBwsGO1TLyQhh9oCzyPcRNPeYKXoGGGCAMUBsLpu29mio8Mx+MQLzHbxi2Bzz0Ma9kLEJPiaN63xDmSHNGQPICvif0MEhlVMqsvMDAerJWKjy1I6CqrHsDCf37sHGdK3gRI9b8z2Uhz549CzeV074ySB0L/RLRana8Z6TRwHzV0HZ0dGRLS0uJm0KVcTNmjVZSo5MKyeCPMlIV9HS90ubN3zynQhl1D3t6eoKAzZ5z5jAOgr+MnXVP89JxPsFj1oY2OZPNZjPcMukVDMUPn3qJIBpTCljjYrFoAwMDIcIPgVoNx6pcA5p2qOeWPcujZKogTLqF0hWdmxd8ELD1BkgdI+35epHaZqt1HHkao4lp5xH8YL1jUR66xsyPzzwd5HN1umDs884UXR/wwiw7ilP7UAUDoVLpc5ZhRN9PE/iUd2C0xEiws7NjKysrISIHXPbRIiroe8cM6frqYY+da1Vq/BnR6DbmrCmdPK+KhjcUe9Dz4hXdNPDniT59VBKghgLPb3y7RLBBd2u1WjAGKk4yTvg2cgD9UCtKjSv+0iOzk0hXzx+V7sQidrzTIsZr1ejI2dPLOVg3+tC1ia0j7Sgv0+dUBoLP+ffVcO8V6ixerny41TqJBFTDHG0qvfNzRV6CZ/hSGcoHvcEzDdhbeDL8Vseh41L8VkUzj0NJFWnaI2JJL/9QfFE6qMYjnbMaJNP2gbnpezGjoK5BTK7CcKS0nfe9IU15hMourB/OJE8PYgYn2tCMHoISRkdHzezkZmlvsNY1aLVawcij9dm9g4WIxnb8HHwAF/0N9kTuESVPBCDtampqTK5WA7IalL2xlD3wn3v+6p0cKtNyKRV6ATIfkcCsPcZRs6Rzfn19PZE+mrZuHuf8mGkXIyj0XMtkEaHMufLGcTU4g9PQYtaxt7c3rDfrBH9QR4bZ6chxles10y4my6lsQJQq+p2OV7ND9II4vue3OmxxDqgOjBzsISZ7bW1tRWXFZvMkS8oH3+BgVl1F90/XKiYPeAOi0jT2X9da6ZSnR/X6SekCynTpmdjZ2bGZmZlTkevgXUz+VdqmtEfpL5/FnP6sv+I2YyXYxct+KgN5+et1gCuj4pcD/mMz+6GZ/dzMts3sTTP7X5vZv2Fmv1coFL7farV+etGDUCKA4K+CqxLSmFKiRrBYSodXEjUKA0+sCil60FXQhakowfHeKn/YdSwancB3Suh5zzNOFRzox3tpPSgxVmE7TZj0Qqo+h6cfDxltqyKghjndG1VmtD/PUHWd08YYm6MqFLQzPDwcUnZjio8XSrwQrgxQ3yHVRRm5PsMYvPDQaDQS0YXgHAKvN14gtFEPxCurKtD497zwr0ZJIu7ABS6DaadYqcFTva+sLd5BBElueGy1WonbalHG1ZOp+637r3W4VFEtFou2tbVlIyMjYT8wnKpipWMHL/mbsgjM389VhTfWrV6vh5vySBNCMNLx879fq9h66nuxqFc1gMYUNz2HKqCBn7xfLpdD5LeORwtzeyFfFXods492io1JaRlt+8uGdE8YK5dR+XVAedP0N+84SltLXecsUJqnc41BjJZ5w1bsHV3jw8PDUJqj0TiOrvn2t79te3t74XKe2Ni1zpDuOTRa+YQqTWmg38UuxvFntFKpRA3bMWNJ7DM94zGBOMsoG/ut3+s4YrQFWlEonKSJFovFUIYChQ7lwvenbfE+abEoUeyN4rznl+rsUyOAV1oYKzQgjY8BjNsrLSinKpOgaHnQPnhf+YXnz572eaOi56+x/fOKmH9Wx9JqtYLRxa+tFrdHsU4z/Kjy2E4xY3ycVV1XdXx62uVlSg9enlOaqDKK4kpaGQPWPxbhSTtermsnN6ZF3Sh/ismUnDX/Hrivjp/Yuz793Tuhda09Huk6Ule8VColUh5VTovNDQMyCj6Rasr7dC9Yi7S19H0Q8cc+aa1I/h4cHAz1/nwNbHVa6nowb5VBstZJI7I432p88zI57SFDUr/Q7IR3sL7QLx1jTIZGpvPrxB5pVBhj0nJNXDYCTVMaB775mr+xPVE9C4Mu73AJKDRUMzhUTmKNSBPHKct4cLRmyYTQb9rweMUYicyDBnlZTXmKBqboXGP4z9967lSm1D5wzKsMrftVr9dtYWEhsS/0689MzPGTBrSv8/AO7NhYzSyB294oq1GO/n3dNz1ruo5e5lDQtfQ6svI/pSseJ+hD28viL5cNroyKXwJotVr/Z/fRz8zstwqFwo6Z/Ztm9vfM7F9t08avxj4vHEcwfjvnOBJ/e+GF/32Yvz6jzM8fUBgfz/NsTIhLG5u2re379B3twyuXGDZhBmrUUiKDsQjG7NtT4VnTnOhblW4YbpZikua1iq2DGjnShDwUKqLMYs8qE1QPoXr4tW/dLz7zghVpwNz454sPe0aa5rmP4SORaSgrfm14Rj2SMLuYEu6FPlWQtHYNz/OOCghphgeP47TvU4djuBATNBTftU2folKtVoO3GqHczBJFzDWtz58PBAWzkzSzmFEEDzlCI2dBx4+wp0Kjv0yB2zwRBP350Ahn5s0ZZpzeyKxKUUwY8OCFTl3nVquVWvxfQaNGWB/OSk9Pj62vrwcFQufnFX4+i82dteWmz9g81IigexFLcfSKELRO+1OlHQMc49Noj9haetDPYoYr/T/m8PBngza9MK/GnBgofmBwb7WO69N++umnwcDo56Nn0H9mljyL+lvPgFdodA/ShGHFdWhazPOeNl+vUHg+peOlD8bqIe0sxXBL+6MvzqPn97oXS0tLCZ6pc1A6r+MksrS/v/+UocobZtU5x1jg4fAPxqv45em9rh00iTa1XZ2/GvGVPmWtqxrR9Fnax6Hjy9L4cxyjbWlykoKPzNDf3pkGqPLsFWyvIHrIWgOVTVT+8GckJk9kGeh8f95pyZrGnJZpc4iNox3ExhmTjVW+8dBsNoO87eer66gpvLFx+PR6z2OzDCK812q1wlhGRkZCeqQ60/zcmZ/2BfjLT2LP+HH4z/QdDIvoBPBcSitw8ZqeAcUzbcvz9ZjRkfcUf5UeerkwxivQXZTXm5n19vYGY5+upz+XRLalPaM0ISYjgl+rq6s2OTlpOzs7tru7m4gopS/a00hM7S/Ge9iXYrGYMLKqLOf1T+2n1WqFS1J8n4qXWZAm09AvMjZt6UVI4JCOl3IDHif8uvrP02RDP1Z4Gmuo+KYp55xb3Sflo+CkBgDpM34M2mZMxvSRjOyvOqaJmoV/KiiuxM5gHtqq50w/S1vXGI/S/hiHBk91QuNfJVwZFb/c8B/asVHxX3gZncWEmBjT9AIu76oxwBs+YHT6PO2rcuAFbNoyOxFOY0IUz0PMtQ28m/TD2LT2m/e2AGmROMyXmlBKUL1ATzu8r1FfjNnspG5MTIBME/pVuFFmoWP2ERg6F+aszFIVqtjzaQChPzo6CpE+jD0GMaEg7Xv+p9bn8PBwmDdr7j3HtKsCnBriqP1VLBbDDaAeP3nep8Hpfvr5eSblmZfuiVcK/LMxUIHIC6kwZdrnNwK81lnM6is2f11PQIsya3kCz6B5xntr6/XjtHRqqGCQ1ve8EY69wJCoqTBpym9s7bIgJrjmATW0IniqcdMX+OedtHHFDO55xqMKipYFUKOOd5T4s+gFeB/ZwXrH6FU7iNEX/zfj98os4wGf/HpkCXlpSh/pWoeHh7a0tBQi31ThUbzW8ev8VRBXXpXVDuuvPFMdUn5dYs4MP2fPI2N0Kg+k7atXqvV3muHGywzKr5g7NeA0GknXmvdR6Hhfb2ZF4QZ0L9JkCz9WlTUYm3egxmiN3wtwmL6QT3R/wDO/34zX8wg/ZsUfIgJ1n3Q83jDnx+hB98bTIs8Lda90HRifyhrafgzHYgZHP372lZp9/LRaJ6lufq/zRpYoX9UsFjVgerzme8bJGHQP9Hldq9i66z6l8aEY/YPXrK+vm9lJrTPFQ48DaZBGg/KAPzOUrjk4OEjcSp1Gs3SOnsf4c5Qlh7HWGr0Vc7B4+blWq4XoWk/PwEOvK8ToHnPwugRApoWWCMBwGnu+2WwGucLPGT6edcbUGenXVfmPXz/9f3V1NbTD5YH0r/RMaY83KqYBuK43yuNw1jPOdzpu/dvzAnBA9dcYpPEIXRuzZCkMpaNKB7Q98DXmDDSLZ9X553T+qo+rMzN2I7t3dKU5OzACKt3365ImV/loVj9u8NIH4CBbmp3cRk7gkl8PTXeOrU8WfYrRB3RG5SnsqcrNnvfloZ2XFa6Mil9uWP7z3wMvozM1AG5sbCSYHN8huPv6YcpAlMBAPIiaAlRQ4DdM2jNfT2xjCpMSIE/8MfiZnRgkIHBpQq4Krdq3Pkd7Klx44TmmZKUZTknFNTtd3wmFwRNaL6h7QU2F0TRC7OeGsVTnnwWxZ7jBsx20E+51jOAUXlbm7gUwxhTzeIOr+hwMPwa8C34TaddqJSMcvbCiArXHA8WpVqtlfX194fuYsBNbX79uHpfSBGq9cdS3p8JNTKjy0GyeXGaAYBMbpxciPV4fHR2FlFutbQnd8De3tVonXlk82Kr0+fVPWzP/t+8jRlPS3outi9mJkA/OpUXXpkUdphlCvFATu8iD73F8eHrn90Hbj32mxl3Ogj6fR8DSPrMUC9+nN4yYWaYQm1fY0+c0mltvH/dRur5tTfNk3LEx+Xc9T/W0XfcrZvBtN66YgV/bz1qLrM/892lGxLS/1YCtY6JuaczApbQpFsGoF5VpaRClCd6QAN3XFNw8+xZbk9gaq1yje9lsJm93T8NX36e2hZyhZ1tpZoyP6P/eaBAD+lRDnn9WDW7Kp1VW80a0rDmatXeaKK0HH9QZ6tczix7o2fJ98513IGoKnX9fFX2dryryflyxddXP0hRYeK9fUy8DqyE1L13UcVcqlXA7r66L9tEOwJPl5eWEgUPB42dMfovJ5BpIEAO/5spLlI/RltLNWq0WbunVtpRWeyOJjpVSMzH9QemhRrFBl2Jng7HFohnVianzi0Xz6Y/ON+a80L4xjkJneIZIf5XLVaah/TR+kdY/7wwMDIRLa/wae9BxxzLYdE7+bz8mPwedh19TfUadCr6PmN6peoiPkDY7qVvoo/X9HBmf0mWz5GV8aWvg6UzMsKx/x5xqHtd0raDTtM1zGmRA1CJllHQOlKvKw8fS9jTNScN+sQdmljiP/nzHeNnrAldGxS83fO/Pfz98GZ1BoD755JNQ0wiDTaw2h4JnBjGlgYOJEGB2OqQ4dlAhYmn1Gng35gn0xIvPmGtMMfWMT4l/LOS61WpFUzl07LG18AIEt/gyNs88vFFDhd00YT1r3VgLz6jZO03j9H34+atS1mod35o3ODhovb29UYE2tqftmD/tZNWga8dYvFGFNdQ2vDCL4JlmREnr0+OjFwgUMFR6ISlNYVejvGesHkfpT+t8aUqe7oEfX5pHF4Gb9hFkdD3TcE7nwvj1xs6YAKOGOvrHAJ8WTYzAb5a8LRJFy599LwjFBKrY+P1n1KvSSL79/f1gfPUCWWx/dV9jSqOOU/+OCaudRBSyPmnCuK5NzHBwHhCjE/Ttx+LPc9pe5emTGnu6B2qsytqbWDqeHz//e3qcppCmtdVqtU7V5WxHOz2dSBujp/F5BWePh2pEUXrq98jTS6/kx8bpaZSmIKX1oTIJSnyr1UpECes+pI1Bx+wNRt5YoWNOoye6VlkQM4jG6KJvPy0C2p+rtJQ85kGtSjWo8bmfrzqYvUNI24/huJ9vbNzsE4qgrp/OGwOR34t2oHireMxnMR6l4I1eft/zjCF29mLvgae+Vi5R8VqrPMsAkwX1ej2kAKeNtR3Qv8reWVAoFBKOMtoAt7SOLWPw663vxVIfNRLdG4ZZe8qMsO+e5qoRxV9SwVw1SlTnpzTLG1zAb51PmjGOZzGAqwFY5x8zMCp4uhbjW75d+KZPa9Xa5bqmabqI7h3taLZNmlxKuzHjPTJlp/IA7XJ2YsYznX+aE8TTylgfXgaN8XSlA+ogiI1L5TydtxoV09bDzy/WR9o6MM4Yv/H0VzOa+F7XSdP3PV6wJ6xFu7kAMVna/+9lF3A5FgSUBucpB18UXBkVv+BQKBS+YmZPWq3Wrvv8DTP7+3/+7//rosexvr5uv/jFL+z58+eBGO/u7obaCmmCoB4gjf7jWX2PyA8OrBc4YTpKyGLekjThKiu1UceSRvz887H5xgRwFQj0Oc/wYm0XCoVwo7amDXjBRNMa1EDrwTNePos9n/a5mSUUMJ5Ng0LhOFrQF+CnxlPW+1nKm46TuagHTgWPWB/KZH3tIFVMfB8xpqjrxHtZRnbfJmP3whGCYJ51oE0EmTQhJ3b5CvjD/wi6KIseZ1Sh8qACovbf7kzpmvi185HO/h0vrKtgETNg6Fp5oU0v1okZIXRO+neWIK5/q6dTx+9TzlUwThM8PaQZpYEsY5SOJe2s+LH5vgH2GgN1O9D+s4TB2LjT9kXnoyUluhHqGo1GiKRXmqBp/34cXiDNosvaRt6zHnsfaKeU+/HF2oh95nltNxBT7v140oxGqjRkjVH/bzaP09yazeYphToGarz0MkospTBrXjqm2EUvaU4hT7PbGdjUaKTP8rdPzU4bZ2wcsfZico+OmT5j/cVqQ2vUftZY/Gftxu+jKL28GJtHlrFOZQX9Ps/YYv3F1jfP/uQB5uv5LnMAX2IZBPp+2ndmJ1k1RNsxlzy8XmV5lXXznFEPGpmt+MeYNHo9L2Q5L5QX+hTXtHdin6XJdir/6WeKK94R6HFQ9wMeaGYJWXd7e9uq1WqiJILX6WI8VfvwegRGUM/r/Jp5uabVaiWM3LE18ee41WqFmvAx0HX0vCvN0ZcHPF3LkoVi76XtmTrzzU6ijdP2AFAZNyZjxHTMtDFmObD8uL2T2ix+9pHr/PMxebVSqQSnHvRrY2PDGo2GDQ8Pn5KR4MuxtrL21/NejyMx/Y32qVPcDe287HBlVPziw//MzP7NQqHwB2b22I5vf75rZn/DzHrN7B+Z2f/1ogcxPz8f6oHBMPA4qWdEvRL62+y0cKaQJqzFCJa2HauBETvQnnn5cWkKVJrhU0GFidh3HrzgmGagirVFX94I4Yki+7K7u5s57rQ+0iDm+UpjXGntI0BouLgakttBO2FN12R3dzfczKrGpjRGCuPC0+qjGNLGl8Y4Ykwtj/Ci7ek5UmNsXtCINz+emBCr/bFWXqn2TgEgtu9pQnbWHsTWLeZh9u/xvWf8CLeM3QPPxGrY+FTedsYoH6WQBbTjDbl+7Iq3aWPX9vRzv34xXPDglRTfn0/ZUYjxA9rJuy6xPmOgtDAWsR1rh3XMa7D07+r/MYWpXRtpl4/4fvLQ7FjkWR7BPtbuWTzn3QjNsT7bnS/9Po8Ty/fD+qelw5udTrmOpWAzlqw9SqON0BTFhayxe1rWLWSNtVO+ZpaM6Ehbx1i7anBFKYv1mXeuMSNkGh9SXqafdwtKo/V/P5e093g2VtexU9pkFo+y0c/NkvzPG5hjMk4aPsfabzZPbkPOomMekPnV+OfLG2WBOqz0bx89pk79rHH5G8K1zTRHZx46m9VvJzxEaULWBTqAp1WMmc9JJaWNnp6eTGNumrFdf7NO/qzFzvfR0dEpB0Ma/sTWSeeh+OfBnxMda7fQTr5JO0/gecwA5j+LtZ81P93frGfMTssQ9M/Yshxnum6xdtL2zs8tjV7H2tB6yPqsfy5LX1OI0Uo/b7VJtMPJLNkFupblkLxMcGVU/OLDPzOzd8zsW2b2F+24fuKGmf2hmf22mf126ywSUg5YX1+3Fy9ehNth1RtJ+pceSH1GPQiA/9sL+z59REGJUUwhT4vUacfUaU/nkGUkg4BntQmwNmkpRO3AGwbazSOvQunbjj2j6SS6JsoctZ008BE9tK2XhnQLKvDRNpd0qFCdJvwzlnK5HG6nY37q5Y6tD20o3mjb3sCTVwDVs8Bn5XI51TMWa0N/698xJd7PRXGIuoVamyhNaGo3Bj+/rLED/kx74TBPG1nPefxTHE1T2Dx0k0ZDX34/tB1fkkG/92dY/47huW9H+y8Wi+Em8HbziCkr3iB5XsJ7GiguZxmLzOKXFXTSh48Aq9fr4SIBrf+Vx6kSM4qlecTbjU3fiznp8tKa2N953uvU0QFkKRPt+uT9vGPkd4xm+ee8QqEOzLw03PfheYP+tBtzJ6B8zvMrP/c8ZzK2P1myR4zukBrmSzrk6cuDp3FZClrs/VjJD20v73rrWmbRm3bjyfNdXshqg7kRWeON5e3oRLvxxSLAupmTNy61Myyqw8+fX29w9nJeDFqtk0gqpfexbALS/DVtOW3eZ93fGG56epI2Hw/I8rpn4EO5XA5Rgt6ZnNZm2nxj442dCa0frZdetFszT2uQ4Xz7nq96GSqvASoNsvCdz2PR2vydFXHvdbg88kDsvdgzZvFo8U5ljzSZJ6v/tAsg2/WNDhLLsuI9X2KrHV3LExDi9Xaz9hfmxNpLC6a4jHBlVPyCQ6vV+h/N7H98Vf3v7u7aH/7hH9rq6qotLCyEw4oypZZ4DyrMl0olq1aroaCxB60F4SNdtD3/2xNss/TaIv5gK8GPCcXthOBOIpOyBNe8CpUKPL5dFbTTiG5am3n69RfOdCosxbyRzWYz3Kqc1X870H1nT/R20HagAqr+xCKCYgJNLB1d2/XveohF7sTmRFqAT8vN06Z+znhigpfW3vFzJwJA6+HoefWggo5fs7RnY3/Th5mFeisx5T1LuPF/+73IYyRNg3YCTDeguNSNcJmFazHFipTvLAOd7kVaFFda5FA3AlVeetlOOVCa2ElqseKrGk2Jrq7VaqcuzErrP2tOfo3y7jF/tztPeSArOiFrHDHl5DzB7wGKfN6yGGanDVLt6BV/x4zkWXON0Z/Y+c1znvPwZgWisfIY7trha+zdViu9vrHSBXWQaERvbG3Atyw6EeNTZvGIyDzz6RbPPeg8Y8aLPOPJS4s6MXoqKA/BacoZ8tGK3cimWby/3fhZI1Kd1XHdaakXxuAdZzqvdjgPbseM1V5mImJf20qLbNZshPNwwPg558ULTf/2OhtjPDg4sJ2dnTPJMmnn1T8DaJBCnjVKMxTq5VztZOKsteuENqiuEJsbz9Cv6mdalkHf80bfdt95yHovNk9PI7La9nvTDT57mq90n3H69Wy1joNE+vr6Qu1z1l3fp6RD3j30RuY0GuHXVO8USMOjNNn9dTAsdu5+v4Ir6AAWFxdtc3PTlpaW7MmTJ8HY4gtwmyWFDG+oMbNEyos/xGnCaqeQJsinRT9yyL2QkKfdbqAbz5gK7GljQKHoRmhu97yP4MhSntKIpm8DpbzT2jlAO6FlZ2cneolCmsAJjqjSGqvtou9xFpQZd4sj7FtMkQV8PdEs6FRJUAabJdTHzlae+bYT6vOcPbN48eU876ZFl+jnacJhHqUuzanSDnRdVODyClIWXsT6SaNzHsA5DGV5I9zS+lOhTj26nbSZd9303OZtrxuhToVHaASRbO284/wfu2So3VjbQbfGhhh0G7GRJ7LV04t2fcXWEvoIXe4E1JmYl8ez150oKbH22hmUs95VaMfv6CcWCZsl93QylnY0HFCaGnNO+XHrmL3TNNZXp/REZdEYLYgpy1nG2TRe4tvNA+ehZGbxBXXGATFZsls6Ak3z5Xny0AQ1siiknTfWyvNaL3vFnEx5zjC03X+me+RlV3hBVh/d0g81RvnoqDzBALH/VZbwnyHP6pw6hU5oRQz/2vUbc+rHjHsx50SaM7RbKBaLdnh4mNAVYnpAO9mg3Zrx7nnye22Xfc+79vp+p3jSbv01+5HxYW+o1+unylppu52ujedFMUjjGXyXt/3XCa4iFa/gQqFYLNqDBw9CMVwVAhXSvMbNZtOq1WrC6BUD9VJ0oqR0KpTFiH7WuM4L/IURnUJs3Pp5N177Tp5NM1wok88yaMYiw7wh5bzGrIKGrg/eLH3Xe219geo8BoC8485aQ10/xUt9ptsLHNL6jI0hbS5+zdK+i0GaF7+T8Zql35bXiYCte6brq4qBKkcxb3JW+x46wevY2LzBulNjQKGQvFExS/GJ3ULp2+sUP1CKzDo/43mez3smzkJ7zU4MHhrJmdeY2amjJ+848yjvFw3d4GTe52LPphXxb9eP4r9X0LKinM9rffPijH8nrzG0Hf32z3Yr72S17/dF55ol96Xhe9bnnZwnXy9baVJs3J2Cl0eJ+k5rt9Mzc1YgdZC+Fc5iNDdLyu3tHPOxdw8PD1OjqGLg5ZaYYSPNOZb3fOjf4ExMfs0zXt9ep+ujEZTnLf9Bj1qtVsggy+P46qQfs/SSLO3e86BBE7G9zSsHnndtu6Ojo1MGdaXHutZ5xnjePN2PQz8HwLV28p9/r1PIoon89iUFCoXjixe59TnP5UbdBu+YxaODkaOhl/wfex44byPwy4Iro+IVXDg8evTIWq3jlOeVlRUz61wQ68ZgeF5GpjzvpEU/nBczb+fdbgfKlNKUoG6ijM6TuWZBzIilczkrAfbvaloezAnhLKs/FVJfFkPwzMwze/7Hg3deffo9yAvdMuyz7m9WRECaIOEVPk9fiNLj79ha5FFi04Sc81bez7qGae/n3VNVItMgrdZtJ+Ps5Nk8bSsN6BY0WiSmjKcZgJT28Fw3SpWHl0W728FFGEiyjIJ5x5R1hrIi0fgde7+dweM89pW2/BjbnbuY8SPW71n5Wt45qlII5DF+tlM8O8W3dnzhPCHN0BWDvPM4j7Gqog599tFV3YDKEVkO5XY4w5plRRzFdIMYDU6T63wbsXHGHKaxc5V3jxX/u1lnNYKnne9uwMvAytPO82zE5P7YOIA8tTTz0PWYMbhTo3c70AAb9LN2eObxQfcgj3xyFv0x6/88UZyxsXczjnYGuJgORNmnrMuROl2bmJyfRas8Lp/nebxMcJX+fAUXCs3mcd27o6Mj29nZSU0LVfAHDQKfZrjjEOtlHnkhRqS6MaxlRfCclRGpkeosRChLMe5EaT4rIezG4JGmaJ/HeGJt6v/6WSwdK00Re9lKu8c1P/ZuLwPJAubpBTIPl4F5droneRQZVa7SIKtW2VnG0Alc1JnV7zoxZqXRoDSloBs6muf5vDTvvJQleEXMW54mLGd93+79bp572Wf1Igw0F0HnzLJTK8/SZ57ov05wMKbwpCl9eXn/edKiPApou/OgY1JZoJ3CCK/KG/2eR0nMgk7PUzcX5V0UQJO5EE9l0XK5fGacYB+KxeKpG73zRPgrT8/iH+3e5bO0KMWscZil83jtJ4v254Fu9jrmSD2vs+6NeWdJe243jiwZQ42mZ+0n67tOaEYeILujE92L8cTKVFwUxMbXjVEujXafZVxpf/u2tSxVlq5+FhzKcgrH6gmr7hQD//l54t5Fwusxyit4bYEUBb31VT00MUjzANBeWj+dEOa0vtI+8+AJSIw4nKfXrpu5ddPHy2i/G+EojxLyMkAZrGcKHide1pj82Pxnsb/PAjFDRzv8PE8Bott3s8YYizDIQxvS1lxx4zJEhHW7fnnOat5IirypmHmMbecJeY2KZwFND+fvWN/nabxtB5fB0H9RgOHoLO938v15rKU3qvh2O51TJ3iSV7HNY/zM21+ez7TfvM9i4OlE6WwHvOOzF9Ke7RbaKZrd9HVevFfpl353Hrw5hled0rtOxnLeqYUYnLIMi92Mk+f1d6cQOwftDChZEcux3xct82bRHB+llgZ5ZLF2/Pi856eyYqeQlumQ1Ve3cB7zPi/eYZY9nixbQOwsZAVDnNeYdFy+rzzZAVnPXja4MipewYVC7HB3ejDyCFoXFcmSBuq1yiuQnwe8bEPVRUOn3n4VHtSjf54MKw/EhMTLTvA7Fbqz2uF3XoZ4WfD2LIpgVpSSb0eF94swQKTBWWlaWnt58KETyCP8d6r05PnuVYHysE4MB52ubV5luRMDzkXDRdCGtHW4iLl1Ek2a1cZ5j83jXCfvZEE3ETvdKPT0lSfl2Z8r//xFKLOvUvEje+dl8VVPjzXK6jzabrVaiXrUeaDTtGAiIrtZt3Z0NXZJy2WGPPOPnXGNCuVv8CBPhG030I7evKwzcBE6HmvYbYmsyyJXm+VzxJ2Xg+O8n2mXunxWSDNO5+WjxWIxcVnWZYYro+IVXCjAaDT8v1OAGF2m8F9Nkzhvhft1aOe8IC+j6eYCiJeBL2pEykqdedXQjRCd1Zb/eZ3hIo2gr9Mape15u7HnTcXJswbnoZBfRqOih4vCh/OIin3ZuHoR+3UW50G3fZ11HlnF49P+7wTOUobhvMA7XfK+k/WeGjou0mCfF3zE6XnyXr5/mWdU5XbPy85jHJ0q2N3CWQz3efHpdeDzeccYi5yOtXWRqbjtLujUcZylf88329WePU9oZ5zvxCF0meFlBV94foxROosvXLQzKmb76IQfaz3tyw6Xx0pzBV9IODo6CrfZ+foRebzXZicH8rIdKBV0X5bCfBngLMyrE6G/kz5jzOpVRS5+EeAyRTK9jP47VXLbpS8ovOxoxfOEPEbRvGuXRxnOS0tf5/N2WZTPs5zx88LfNIXxrPXqXpWh8jI5Pj3kuW28HV62K0PTDs7TIJZGmy5Sce2GNp03Tpy3Ua+b/rWEw3nAWYINOnk+9nen757HWF4l5Dkbsfl0kqZ5npBnvC/DmU908GUoZ5MGl5n/XBTkcYZn7ZvXSbvlHZ3wtk6CDZTnvg405suHgVfwUuHzzz+3ra0t297e7rrGGAep0WhkEs3Lnrb1OhCElw3n6YXrxNt4EfC6EP2zwqtUai6LMU4V106jiV4Vjlxk6ud5GwJfJyXtiwbnvfbtop5jdPpl7v151gjsVqk760UDeSBP++3WXVMeu4Fu9jWN36S1dRYj9XnBl4F2nRe+dlsPvZvIw06U+U7bvQi4iLT9vG3G6kynwUVGz+ahqRcdAadjuCwyaAy+jEbFGHSqo2iAULfQaYp+Xieenq3LbNAGrjDwCi4MGo2GPXnyxPb3921vb6/rA5s3uu0yE/svEpynEnaRof0vW7B/HQh+XngZaQrdwmVT2C7beF42XJSS9qqiZa8E89cfXvaZfBVC/2Wlz+cJ3RiaLqrtvBAzxrzqvboMqe9Z0E3kY7d85yJpw3m3fRG8KO8Yuw3+OE8470uLugWcPpc5cOAyn2+F816/vPPO6zDrtv1u74poB7Eb3C8zvB6VH6/gtYL19XVrtVr24MED+6f/9J/a0tKSra2tnbndPAXEr+Di4SxMwXs0X3Z9oIuAV52OdFFwGedyGceUBd1GM14EXISRrhPcP6+zTjmNNDir8PW64dirgLxr9DIi8PJAFu6dF16eJSX4ZV00l/edTi/ByAsvAx+yLum5OtuXDzC6vgwjltZZO09cwMB53kbAbi/wyIKLcgBelP6VZw0u+lx3k2F3BV8MKBaLuXCQEm2xsgFZ+NnuOxxCF0ELLgKujIpXcK7w7Nkze//9921nZ8f+8A//0D777DNbWlo6E0HmsOYp1nsF5wMXJfx/kfboi6CkfBHmcJnhMkSp5IGzGASLxeJLwyG9CfIiogYu6jy8inN2Wc+2H9erHuOr7j9rDHkcAZdh/HmB89tJlBnP55FHoA20zRrhiEAxe5nG7le9Txd9s+l5wMvYi4vmxd0YRi8zdIIvtVrtAkfSWbTYeZfuAG8ui4MsDS7z2C4S2u13J/iQ5ozKA+0u3OmkT+37dcucuTIqXsG5wvvvv2+/+7u/a//df/ff2fb2th0dHdnh4eG5EPo8FyJcwfnAZRZALxtcdmHjCi4GLkNaznlCt97UvLh/HgL/RUdFnHWMae9ftsjUVwl+XGehn1+0M9gplEql3Gmj5xUJeda17PaMdYIn9EE//t1u55D3sin//6t2LH1R8T8veMX8shtZLwN0EqHVLnvgLJDlgNB9vIg9Vby5kvG/HOAdnhfJY9sBDqHXCfeujIpXcC7QaDTsf/qf/if7b/6b/8b+q//qv7Ktra1zPQheSPyywssShl5WP3kipPI89yqAMV3GsX0R4CJw8KKMRleQDeepVLfz7J7FYHBW6Cb95YsMFznvy8wbOoVu5lAqlc41ikHxtFsHQzuIyXDtzkc3cqSmudKvH8dFQazESyfwRcDnlwWd0lYif17m7fBngVftsM67vhepm2m0oP7udIxn6f8y11JUeNXOiyy47Nlvl8GJ5p9NS6m+zHAhRsVCoTBoZv+qmX3LzEbMbNPMfmJm/99Wq7VzEX1ewauD999/38rli7VPv46HqxPIOzeUiNelvsKXAb6oOHkFV9AOulHqzuO8lMtlq9Vql+7sxZSeyzbGK0jC67o/XBxwXvAy1qGbm747TV/z0Ut8Tt8vQ448SwTVRdT7e90hra5YJ5HKGphQLBZfucEuD5zH3nU7z7OmjV4UaF86t4sYA5FijUbjtThHF7UG59HuZV+/tNTnUqnU9fu00S2w9pedTimcuyWoUCj8TTP7D81s1Mx0NVtm9u8XCoX/VavV+v+cd79X8MWGL3qUYkwZzXr2ZYznVYN6Jl/lGPKmgXTb/qtc68uwz2lwEWO7zPO9LHBRdYnOo32E/IugCedRxJ90mcvi9LkoxTnPGp13LbdYW1/m8/xlnnsa5I02uUi+G7v9uRPoRt541XJEHjhLZDFBBecxBq0BfNkNi68yiKATnesi1zBr719GlOJlPFtZZVYuq1PiMhs806ATg95ZM6BibVw2vMsD52pULBQKv2lm/7mZNc3sPzWz/5+ZLZjZrJn9FTP7n5vZf14oFDZardY/Oc++r+CLDa/auPSyIauWwnkxuqw2LgMxO+/0tm7WTAs0X4Y1+aKAXrbxOsFFC0Z5cfQiUz/PM0LhPAx1sfbSorTOajzoVKGPKaWXiU68zDTPtGfOox/lh3lSdLvp4yyG7rOM5SwG7KxLki6jMnzR4CMUAY006laW7HY9O+Fx3YzLX05zmaHbMZ7HZWC+jddN9sgDr0JmxpGWR0bu9gylvXPRxtaL4DVnhSwacZnG+TLgVUXXdwKX4fbylwnnHan4b5nZoZn9oNVqve+++4eFQuHvm9kf/PlzV0bFK+gIvkgHz4MyClI9YvNtNpvnVkcpaz1ftUJymWreXGTqwxcZp7Mgr2L3KpX9l9EnxhKMWZ0YtboxkOc1WF5GT7fCeRfOJs2lU09/DIe/TGe6nRKb54znUVo5I2YXc+v3WeAiI9nbgY8A1s+z1uiyR2jF4CwGk/NyaHTq/OkGuqFBl+k8XAQg9541wv0iU2XT4CxnjUtQ8kAarb2I6LVYH+3meN4y/cuIIqzX65fu9t0sZ9JFrMeXgb5kwWXJOnld4LxPy7fM7P8dMSiamVmr1fozM/svzOzb59zvFbxC+Pa3v22rq6v2t/7W37LJyckLS0/7IgNrVqlUrFQqpQoSrVbr3Ixcl41Zeugk/SIPdDPfLzMzvUjIu67nkVJwmcGn815UqkVemnwea3aRdKVcLlu5XL6wCM1O55+WgvSq4WXQ9nap6J2kDrWDZrNp9Xr9Uqyth1c5Jk3jLJVKicjgdvA60EcPnfCNrPmddX0u0qB4XnRIodP2Lqq8xKuSOYls91GdF30GztK+T9XO20+3Ubh5PusWzvtynGKxeGFygIfL6HxJG9Orzly5grPB68iTPZw3hT80sxdtnnn+589dwRcIxsfH7e///b9v/86/8+/YvXv3bHR01Pr6+i694eplQR4BF4UZj2qMcXS7nr5/ClWnwatmJBdBXLsVbF71WrxquGyMrpPxdKJkvyrwUcrdvNcOLjrqxY+l2zm16+OiHFaqvHXSvs7trIrdecJFR+So4SOrj/Mydvi+zltB1TYx0L1O4OfwReJZnczJ40WaYzKPoeBVnWc/5nZ95zE8deOEugh4VXTRR/Ge1djXybMe1/LKoXlTb3EmnIVmnTXq7WVHKbZr8yqw5QpeN8CJEONhrxOct8Xnh2b2F9s88xftOAX6Cr5gMDU1ZX/jb/wN+7f/7X/b7t69a7Ozs9bf339F3C2/4gVRSWOK3a7lZREq88JFjLcbYfKiQ/9f9Tq3g24MeHmfTduPdsajvP3gzb5IY5SHbg1yrMVZU52yII8i3S2u+/fU2HZWJU7buaioAVKKOjUk6HjAsYt2pF0mmnEW2niWdbqIVDqFTuZ1GYR+vdlYf38RoNu9OG8D9EXsc56xZZ2TQqFg5fL5VrG6KNzpJvNEDf3dvOf7jjlbLjKK059LMwuZSOexzsgO521UNuus1NLLpIHMOStj6zLQ5Cs4gdeZH72MSNUsvv26rd15S7//ezP7eqFQ+PcKhcKAflEoFAYKhcL/xcy+amb/h3Pu9wouCVy/ft3m5ubst37rt+x73/ueDQ0NWU9Pz2t3MC4K8qxDuVxO9WZC4M6quLYzsnRaF+4i4LwNWt2kjV/G1IeXCRelXJ8ltT2vIqYG+ssOaV7KrOc7nVcemnFWRTwtcu+8gAjui1TwO9mL2HpdZIQTyuhF4nRW1KlCN5FjnX7fSV/dgBotWNdO+7oMCmyz2Qy1nzoxhr8OtLFT8LzlPPbnvEuxKMT2IC8dbrVauerLnsWg9zpCjEampZa/bGdjN0bJNGhnhDiLU/w8cf48z85FnsUruIJXCed1y/2rhDO5uAqFwj+IfPyhmf1vzezfKBQK75vZopnN2HEdxRE7jlL835nZ//IsfV/B5YRSqWS/8Ru/YT/4wQ9samrKPv74Y9vf3zczs4ODgwvv/6Ijyy4KVIjs1MDQbX/tPOAvo+5dVv+dRKS9jMLzF4Fblx1fOx1fu+f99/5ZovVixZF9il8noOfrLNGE5w2cc01huyhc7kapzPsO49eb0pXGnMfaQRMuYm0Y81kuwupU2elmnxE6X+XlIAoXESGTBhdJK3UvMDxAZy4zffbgI2dfp7FfNojxptjn59mHhzyR63noQDfy3Hnjz3kYg/KOCX6ka5OW4tutM6Fb6ER+USNo1hh1Hlw4dh588qJxvZt118yOrGcuC49UeJkXZOVdW+V1lyGIwp/HLwMPA5/PK6vnVcJZ4+b/dsZ3o2b2VyOf/2Uz+xfsyqj4hYZSqWT/0r/0L9mf/Mmf2H/yn/wn1mw2L9yo+LKFg04gj2BgdhylmHXT3Xl6DhuNRqqgfBnWsRPiiiEqa8yxIt3t5qiE/iwCUBq86jVuB53MOc+z7b73BuJYWm3W7ejaDwYYFU66ZdgXtU9qSFSDmZ+fF0a7Ufw6UYq7XSs1Kp43MNcswfc8IjMKheMLs8zMjo6O2hrJ0/6/qLOvyvlZ6XTs/Ty84KyCb6cGmkKhEHhjvV6/kAhQjfjyNONlGUPOCvSTZXzQvy+DEtktnJXfdHo+z6rwdeOga+fgyNtmN7h3GWQTpRNpzsZu2lS+y++Xdat8zNiVtY9ZZ7SdgzYGr0K2z4rAihna2hlQafMi4KLWp1wuB53rZfKCLFBZGp3zVZ97dUZ7Gd7DZdBTzwtigT6vo4HxrEbFO+cyiiv4QkJvb6/93b/7d+2//W//Wzs6OrpwL81lJzAoRWlKmq//dtEEpR3TftXrmUcxAmq1WkdRcp2s7UXuw6te43bwKgSNNAFU8TKvFxpF4bJGHemlEDrnPHic92bIbqGTttkzT9/Pyyjj2/Nn+Tza7ybC0vcNbrIesTU5ryi4s+4/Y7hIvtzp+mUB8z0vekxUj9lJRFhMST8P3HoVdCePYv46w1nPTlobF8UrOm2vVCq1PZuXjZ9dBHQiC3eK1zjwy+Wy1ev1XDLFWde8VqudWxRdTGZo126Mb3YS1XYWZ1iWE04ha33yrl03EZt58KcT+hAzYOvYL1q+bjdWL6tcVHRnmiyU9qw6eL3DT+GLRP/SIhUvu47o4UxGxVar9fi8BnIFX0yYnp62f+1f+9fst3/7t21zc9OOjo4urK/L7M3wBDsrQiQPY0sjzt1ELsU+vwxr1k4hggDDGNsxrG7mk0bo88B53srYTjjoJOoy9nka4+5EyOg0CiMWVaN76o01FDhXYTGtT28QeNW4HAPmj7OhVColopR1zDHc7gQXEOjy4nE3hqaYM+K8110dLp5exvrqZB60Q93Cdl5y/55/Lu38awRSp2vsvdlnGR+ftcOJdmesG16hkUd5xs9+nBc+qRLFeLKifs6jv5dBg3RPspSx1x3Osp6K77Gz8TIjiXzfCq/aoXsZIt08L8lL6/zfCjE6fdHlhvyYYnS/3brGcFR54Vnqsb0Mo2KsLUD5dDvjlsr8WdDX12f7+/tWr9cTz7LXsfbzyvqdyMXIq2kG1TR5rVN52uNHnrYUZ7LOV6fyYIy25Z3PZZTVgYsMTlAcueiAgYuEi72m8AquwMzeffddm5yctGq1+qqHEoV2TOSswoYy/qy6cI1GIygBnXhnux1P2jjM8tXy0fbOE5SwxsbhI4kKhc5vQMxDsH2du06hVCpZpVI5l/Vp14am8cS+y3o/9r0a9vIK3N08k6W4+P/L5bJVKhXr7e1NrGtaG5c9tY817unpMbMToa7denezzt0Y+TrBWx/544XJ80rr0DXK02Yn55aIFb2ZMw9vyJOiGINuhMZualSmOat0judFwztppx1t9XtQr9e7dvBom2nzvWghPu+4O92XGK7moasvY77ecHCWtjycpfYpbfqfs46zEygUCqnyAfJi1h5l4XLs2W7Gd15tddu3N/y3gzyO+Zgzqlwuh0yhdkAEaSfAPLp1Jvl21MGKAyFG3/Osw8vAd11r/dtnkuSFvI6obt4/T17Inmc5Di5CTkWWaQcx53saPaJdPZNZcpLiVae8RvfvZeJpO3gZtM/3cxnm3Qm8XqO9gtcSenp6bHBw0AYGBs7NyKLQzmCS9/3zVP5igFKUBQgHMUUc6JZZ6vsxpdwsqVh3C+dlRCuVSuEm7LT2NbItD3QSGajpkN0IPgh/3exj7PuYMVgN1rH3vbExS4HxgBGvUqmcC2NLU+I8+EgsDIrVatUqlUowvOuc/Phi4z2roe4iwBvO2+GyNxykndNuDEV5Db4xIFI4DZdinvhOcSpmsPS0II9SmQZKa7IE66zPlHbH6MZZ8cwr2XnTidoZ07LoW9aaZPXXDjqJII3R/E5BI5L8ntRqtcz+9Xc3kCfKKq3fvM/q854u+Pme1Tgb6z/PZwpncZ6c59iz+IiH85IFwcUso6LKIP47/f2yoRPc8c/lpfndGHlVZuwkKsor8J3OLc/4kAM9ze7mjKvszvhVTuXzizJWdQuMPcaLOsGpTnhemlzczgjWru00/Irhu+p0nPesM9wtb/Pvd2L8TtNVNDOoVCpZtVoN82lHn89Cn86if543nAVXOgXwyhvb2+lMlwmujIpXcOFQLBZtYGAgtyfwLP14Yp83Ii0vdDP+WGpVWu0xmE9fX1/H/XQynpj3V4XrPPNsx7jbvdtujHqRTKxf/3w7AbaTvfPCZTepd7yPseKsSiltxhTjdmPIiprMmltPT09CMGo3xk4UQc8wdTz6jHrk+Z66RFkCYoweXBamrHNHgMoy5utcvbf4IgQcb5zLs25pOJ52XvO2m9Wfby8PtMPRSqUSiqqnGTDztp+V1tSNgaIbgwLn0isDPir2PAwmnQi+7daBz9kPNYZ1K2DTJsYHxpwFaXTqoiFPX2mR/Gnvv6yUqhgv9vJFHp6SBWeZC+dcaYinq1nvdtJP2mfIOO3ei/HNbgxu5/GM9p/HsBD7v9M993vi10ZrkReLxZDu2qlRrdPyIJ223a6ESSdGGj07eSJas77rdC5nlTfS8CL2Xexdb0CNAd+nReudhXa0S5f354OfZrNpPT09mfKBvt8JKG/PQx88z9fUcwWNElQ53MvosT7zyngxXhHD7Vclu/u5xfbnPMcWwwmCfS6L/pIFV0bFK7hwGBsbs5mZGRsZGbFqtdrR4cjDwM4qKOdNr8hiIrSRJShnCZG0wzNZkYpnNZR4I4220U1kZyfCEJ/lNYylrVfMKNupMtBpalE3RkVq5LUTRPKAN0zrOM1OG9VV0Ea4Sov8jEVUlUol6+/vD+12M3a/fmoUUEEmCxdQHHyKhuKfFzza4UNWpO7LBM4hUaF5IpqyUn8VxzpR4trRtk4NRRcF7RSSTs64bwdaQ4p9nv49DutzGonkv+82isR7rzuh12mKQ0wp8HveiaKTN1o+r7JBBAUpitpHJ46jNOXV05Os9mJtZJ2dvNBOQY09qwp2jB76fWgXEX1evMkDCilKvo41TYFSA5/Sd6BTJ19Mca1UKjYwMBC+b8eHstpLg3YRTbF98rS8He/tVI7J205WdHlennAW5RsZRA1DihcxPNH3OtmjPLVd9XkfFZgXOIOdyhnMibNUqVQSfceyOzqROfPgSJrMlAfAYe9YyENzfTv6Owvq9XqUzsWMVJ3y1Lw6mD/LtVotVffKar8d6FpmBRDEeBbvxvig3zMCPdJkZ9Xr8ujTabJIbLydyCDnCWkyeUz/OCukrd159nHRcGVUvIILh6997WtWqVRscnIy1A8D8jCyPBBLbcpLgPr6+nIbOtsxgKy+PWFMU9oQovKG+ZsljZntGHWedLZ2xk//vwp2WfPU//MIFWneXR/ZGYNYFEesvzTlStvOY+zxbRQKhbY12rL2IA0/9H/WITY2InwwJLIeCKTaTmzPCoWC7e3tRSNru4G859ELLYwFxdQ7AWJjSxOm+dxHbXnh7yLAt1sqlUJJCOpE5lGW/a2gXonw0TftxpH1eaeCjI4/D663U7pjOO8jFD3t8e22G4fHfTV+tAPvyTdL4iMpQ92c/7T+Yue0G4gZ6WM45J/Pgk7G005R0EhKPbfeydEpXVFjL/10cibyPJOmMGW1GTPkpj2ThU/wA6/Aq3HPR4BclMKm7fpoGr11NPZO3kjSds/471gHaC78MW/UWCeOijTc8DXx/Pex/YvNqV103Vn21uOipxf+HOVts9149BwgP6UZM1UGYmxKN9qda+UneelJp/JQmnwWG0/W9+Ct1n9kvjGHUSdRrLF96eRMtQPwPI9Rut24Ozl//FYekgV5ayrnGYPno61W69SlMVkyUd419vjL+5Tb0vayoghjac2eDkOzYhGgemb1syx+FXs/hoOePsfeawfnQQdjPOu8eWeaATNrDS4TXBkVr+DCoa+vz9577z178803bWhoKPfh8AJDnufSDFtZ705OTrb1bHoG5SFNyVGGlicUvdlsWr1et1qtlptx8W4aU1Chxq9pbMxZgmqagKRCT94xx7yWulZ59yPLiOHnFWsjDTqNCPXMvdFoJOqQxHAsD6NUxqp9FQqnC73H8E0FA7P4/saMKJzTvLfg5oGYcKf7FNt3r8DEzqAXptNSiVFQYuurip6nI2edM+PSz8rlso2MjNjg4GAiEjMrgoi5Za1TVj21tPF5OuCF4TztZEHaeU77LMuoBU6eB176uccE8Kwx875Gkegz3sB4HvhE9HOndYey5lOtVq1arVpPT88p/OeZNJ7RyXz8umbhlm8fIxAlGWL0MKtfnuN3zAic9b4fT7uxd6LsmJ02uvl5eUUu1r5GAup4YwYgzs95RiwC3kAHvYvJZv48eZmvm8ghBb+efKZn1stJZu2zTnwffi6xz2P9eke7Zjcw5jRHURae6bp3E2Gm+B1Lr+TzTuiv1qnWcepvdSSYnaabsf7SnKtp65MW8ZYH9zt1sKbRUQ9Z9FnXRqMUs9pNO18e0B3SIvr03U6d62Yn+4dzTWVA/b+dU6VT3qnGsBg90c+8I1HHknW+0j5P+y4WrOGNmJ3yDg0cULlDZSSdZ9YaK21SWZM22SetE+nHngeP0773z6bhRuy5LCgWi11fFKv4apad2XBWyDpf3dDwVwGvxyiv4LUHiFBfX1+CiGZF0mQZ4mLvcPhhDmneSiWC3hParo+YkbMdUfXPZxmSNA2jHdGKMUv/WZrwlibU846uX15m305A0O/8mH17yvjThEhPgL0hTT/LYnZp8+r0ez8fhDUYe19fXy5mlLU3ZsfCUk9PT9RYqd5sTaNX43OsHopfx7RUyTzQiUDEGfTjUFxhTdOMffoez3OpSwwH0xQk3qtWq1H8PQtT92eT/3t6emxoaMh6e3ujCq2fp/f0pxlHOqGdQFqkTtbZz/q8nRDoz0IewdpHcvo5pnnt24Gm1bKOfg+yFFH/jv4do3eK190Kp3nf5Yxl4QPp91qehPH5NY/tX4wP+c/53ytR7QxCtNnX1xcU07R9939rO53Qf6UJfq5Kl7KMmZ6PxwzWsXb9vKB7nif6c+DlmBiv9QYp/3eM3+eBLCeAngeMwr7P2HvabgyPOh2fjlEjiP04YlGCWTTJy0mxZ1SmUhquRnLFOeo9YkDydCO2VrE+eV6zE/JC2lx0vbJumI3tWUxpVj6m6+DT9duds9hneR3z6lDME1WYl+7qGLKconnGilFHx619pcnW7cbKvGPj9zw5j7Et1o62r/UltT2lX2mBC+36yaKlSndjDoNisWi9vb1Rmq+QZlSOtdcOYnJA1hp4QNYHt1hnDQbw40nj5eVy2Xp7e6M8lmd6e3uDfEB9SMU9r2/FfvtznbaGHv8qlUoUT/Pwq04ub4q1n2WnuEhQGsIFlZcdroyKV/BSQIkD6cZZxLuTA+uFNAQy9TzF2lcFJ3YpSIxpZ7WX9rtdKp0yVTWWtRPY/Lox55jC4//3woK2Q7SkzjtPHRCERh1PbMwxxSlNkExTKmJ9ax++jZiCn9VODNoxr1g6mfbnPad+vr6v2P5rJB3KSBqeq4HRK6Q6BhUKPB5oDaB2AmpM8Ex7hr9jeMnn6oHFyxgTOmJCqdYq1DHxWVrUT7F4cqmU4k0e3MkC9kHHjHKN8BdLi0n7HVvjYrEYFI8s3MpSwhR0rGnRJZ1ALFIvtvd5hD81IsciM1UYazc3LzQeHh4G41o7XPbfe08/z8XmqzjRDvKep7RnqtXqKcO7KhnqzFIe5OlLrF8PWd72UqkUoiGVBvp19HNSI1CMr+iY0vDe00H/d5590LXLckZ6+Ub7iRmroUtpyovHJf1MlTaUy3K5HOQsTenzimAaPU3j7518Dh6k8XXd93ZKWyf4F3vefwdOY2zzNEMN6XoeYuctDdez6JiefVX+dW9Qor3jMLYWedYgbe/yvuf5SqlUsr6+vkyl2xsb0kDxQVN7iexiDGnZJv48dHJRi0ZgZeGVlwOyzopZMioMed5Hsqc9HwNdQ3ScmNym4/U6Vto5ij2r42zHY2KQRlt0Hv7se1zTubcbg6cltVot+h0OZw/g8+DgYNSpmzbeNL7l+ZA/A+A65zxt7dOAPmIyert19ftdrVZtcHDQent7rb+/P5xFjKzI35VKxfr6+hJ6tu/XX4Dl18XPU/HYG0d1nfIG/6RBp6UaGC/0xCyp43ndIvbuWcHr0+fR5kXDlVHxCl4KqBKPgpCHOOcJt1fipAbLWFSLEjQEu5gHQAVfryAoc+BzotKIHvPMIUsAoT0NwY8ZPmJr5dcGBpBmtPXzTxNWs1Ixdc76ub+hU0GFKX68J90rGWnr5iMgvCFJ56btpRX8TtsP3287IdWvsRrGvCDTzkDjx8XzeApVAPfMkrn39PSEmlHgcRroeoD36rVXhSLG3LygElsTP1faghboujMGIjLL5XK4NEaFc85NOzzx5zm25igifi3yCLTtQOkNa6u19tIMnTHBECCq0uM966Ln0bfrQelsjLak0a7Y+2nzB2LnS8evY087G14g9TiXxwCaRpMrlUpQSDwt0v51f/Q5rzjGaDT7r+nGnQjNum7thE3/rCoiOkYUeB+lDJ3OE8mq72ufzDs2trS2WI9msxkUPWiAQoxHpeGbAucmr3HXt9ku+tNHkOtZZx8UcOJ4hUodJDoOjSz18ojutfIenk27sEtpXrs14P+0PdTfMWMQTjH/rPLzmDzl+84apx+X7kd/f3+4kCntOQX4URbv8/1nrUlfX5/dvHkzEcGmzxDZ6fFBf5u1j1bMS5cVFO94TnmvOmljc1Ncj+2zB22zVCoFY0aarOnPj6efMTkgtjb6ux3tje1R7Lt2oHRV97pd/8jJyh99m0BM5vM46vc4lqGR9mzebCrdD6W1GKbIXOPZGB3Q92M4ltanB3UgZNXhziObx3iQzsMb1rL4dbsU5TSgrYGBgShe+shP1YdV74KPUN9b5VS+Q04fGRkJZzVWf5L/oWl+XWJ6Fe+p7KcORF/zNvZ+u7OTlgqfZ41j+iYR5soz9Xt9v1PwetBZ2noVcGVUvIKXAt/97nfDgdbi2F7w7lS5UmKjKSaqNPnPIfgwl4ODgwRB1J8sBhJ7jnZ0PlnGQX57YT52+2ieNfEMSYUW/d//zbsx8MJbmqCqAre2zTuq0HoCrMqOjiVNmeBdFUQ9MVZ8wtjs39ffHkfaKSxp38X2c2xsLDHGtL3U+fh29QKfWq1mtVrtlKKkwlsWs9Ox+vPn10A/69bwoT86Nvrxa6DKC0pGTKBME/SJtk0bg383beyApsV2y9w1Hd0bg4mOVND91AhkBX+eYnNQ4SxtzrE1TFMg0hSPvIY8bwDR71Tx8IaPGB2InTe/zwoxI4bOC4WnVCoFIw+GjbR5eUUb/EZA1zpKvi+E07wRizFjgq5bu3c8rePdZrNpjUbD6vV6lPbEIA3v9D3PB9RJl6d9zr5eTqDRd6yznhOPy57mMG91ZKWNJe1ceKOGfycWFep/9PnYugCxG8YLhUIoxO/pHmPDqaQRb7oPnq/HFL60+fm1iM0pi9ZknVW+90ZTfSaWFcA89PtY3+Vy2QYHB0M5EnVuevyJ8a40I2dav/65Uun4gq7R0dEEPUx7vqenJzicfV2w2Nr5v7MMQDGHUxqv1LPCfnjDmPajNC5L9vC0iLOg0VCA4kFMnugUNNXdQ4zXavqnzrNd36yVRkWqrJpl0KMPbxSLnR/wk2e1XaW/nC2t5xmTjXRuMad81nzVSOTHqjx+cHDw1Brq/zoWs+zUdt8Ga6EO1ljqtcdBPovNyz+vjkGP7/78sIa8G6sxmraesblC5+lPDX7al7bjebLXg2JzpW2z9OAK5kSdcJxZuv8a3Ze1x4qvvBdbh7QzGHsui7+lfeY/LxaPM8TSHCX+/LSDGP1H7vT08XWB12ekV/Baw+zsrN27d8/GxsZShXx+ZylwHtRgaGapAownYECpVLKDg4PEd/Tva//4dAY/Bt8fAosWVvbjUiYE0yuXjy9wUC99bOy+PaIlY8qOfw8lMk2Z8BGeamBKY+a+rZiAHxMuGG9vb68NDg6eeod14W9tG6Uf4SmmEPMMUS60oQwPgUAV/Bizz8P8GYcy64GBgcTY0pijjwBQ3OUZDcVXAUkZd8woquPy++DTuzwj6yTaQefi+/FCsJkl8FxTKjAGDw0N2eDgYBDAiCz2gooKGLVaLcGczezUc14YV4VScSIPTUlbF79vHo9HRkZsdHTURkdHbXh4OIwFwCCghi3dE1U0Ga+ujRfsY2kkaXjm18mvcda8Y2us6+/70v54Ng1X/fPq6fcOJj+X2Fh9H61W61QkBQqYXx/PqzTd0+N/Wv8YTrJA6Qpz9mcydgET/3NplNIkrSmXx4mjn2fhfoyGxPa2nYOCtdOIXtriXfZGIytiqYHF4nEWg+5nmnEoba8Up5T/6Gcev/0Pe+HTOtPOgZYhYe20La3lyRihZVqonz593VXaVH4RMxiknb12Cilj8gD+xWga++t/p7Xv/05bU3BJZQHdh5gBU89FFi1KWyOPF2oI9xdXxAD+Bj2Kfc96+jnngbS1i7WlxhkyCHD2pdFzNSLE+lVDN8A7Sltjz3Hee3t7O748JTaW2J7qnLwsnmWQTOvH0yRwoV1qJmsADnjjpJ4TDdjw+4IMgMFHy8rE6KGOVet7Mv8s0HFl4Ra4HcMRjzt51ps5+v6UtqiRSudYrVYTpbDSeLfun0Zb6tyyIg6z9hre7vc27f1KpWIDAwPRtfEGd+W5vs3Dw8NTF4RmXW7i95Vne3t7ra+vz3p6ehLBMdBYjLB5+L/vq12ATmxsiv+xMkpZEOM7WXuq653XUezBr4nSmW7ae9lwZVS8gpcClUolCHKxA6JML2ZwbAcIxnrhgT/knoF47z2EQJUeIO3WOmXGCt6Y4SGmnKhCNDg4GLw9qpz6NvjtBVc/fmWCZieEKk1A9msbi/Tzf2s/MWIcE8o1Iilrr3Wuurb89mlCfA5j6+vrs/7+/kTNjrRo0LQ97QR0LjGBUdcgS+Dye4vxtNVqJRikprf5OlEqMGkdRlXWMVABWamzMeVB58A76k2PzY11QqgE19V4o+k+2hfvlkqlUAPGe+nV8KDrpLin7bG+R0dHCcUmhm+xdYith6ZqKy1CKRscHLRr166dUqI1woDP1fik+8qcoRfec82cEXJj6bjqbY/RSx/VFJtz1h7rPHTd0vBoZGTklBFS/+YM+L6IBs0aj18/zoFP51GHhRoY/d76tdH3NRoubd00jSYGer5jdTfzgK4bZ455eT7n99sLtTFantaf7rOeW/9ubC/1s9i5Vx6uxn9uidY1h6d6R50aofPgpZ8v9EpxVfdSn6UvH7mahqveAKi0TdcR2qlOMt1LUttxJPo9ou12qdGxtdB98Aqw7m2sFE1MZtE2aYPIkLxKmqdxOieiNxUvYnOMtePpkd8vf278WdGI0UKhYAMDA4l90PbUgZZWc1HxP4ZHnm7mAd+Gp2dDQ0Nh/TR9XPtkXb2xxbfPc8oTOE+sN3IauoM3RLO3pVLJarVaoq08c/d4HpNDaQP538/Jzz02X3iJP7/8HhwcTNTW0/e9/NLX15eo+wzNg/eD4zFcZCxKK6Cd6lj25yLmADBr72ymTy0xVS4fl7JRZ0ahcFwOQN9Vmgcf9nQ2Rl/NTgJCNICCOfvLWFhD5YdKM/zZ9HukPFPxUc9yGs7EfuvaKS6nyZs9PT02Ojp6qsyFriPz80ZCnVu9Xrd6vZ4o/eLXlfnzOfqb8lWCVQqFQthnXQ+VT/0YgNgt2f5ZpTUxHupptdextY3Y+YVmx3Bcy0rFxgg+p0VYpvUJZEXjXnbIdo9fwRWcE/T09NjMzEwQ7HZ2dszstIfS7NjTsbu7a2aWqggrIBDzrFf2UB5og37UiOIFZdqBYagCAtGAeGrfpVIp1QDJXPVzDC/KzElrPTo6slKpdCrCQEHf5Tee21arZQcHB2EOXkDRsXmIEVj/d8zAqqBKoQrW/K/GtlLpuH4fxBqjWb1eT3gOvbFL36/VagnmiyCHQDEwMGBbW1uJiBO+R+gpl8shrSy2Jn7dsvAS4Ym908LROna/nmmMLiag9/f3W6FQCDijBhezE2NrT0+PHR4eBtyoVCrWaDTs8PAwgdf8TmN4fEeapH/Xz63dmvX09Nj09LQdHR1Zb2+vra2tBedArVYLqV/aJmtbLBbt8PAwCNu0TUqpmdnu7q4ViyeFliuVih0dHYX1LBQKdnh4mBgfKU7qyV9eXo6uBbjp0x19yqLuC8XA+/r6bGJiIpxx8FHHBy0bGhqyWq1m+/v7QUhtNBo2PDxs5fLxTd9qNF9dXQ30y+ykthbrBo4r3YmN3RuZfOoQxhgf5erptq4DZ8zMwrzZW5SmyclJ29jYSIyLvWUcaedUx65nQXGS+XDRgCox4JXH6YGBATs8PAztgiMqACNk7+/vB4F0cHAw8AofTeij4dPmUi6XA/3QOWWB0vyenh5rNpt2dHSUUIBYf/YV3PKp/v4MM3//fSxC1Av3vb29ge5oSQCPj2pgUF6hygk0P+ZAo332hfHpvsXmGgM14nhjH5fgEB3N+nojYizqPdan9lGtVhNKKX1RsgXc6O3ttYODAyuVSomz5cevoPIK36uBgfnoPjLumLNJz34skrbRaAQH5cHBQXTefqzMJ82gkXUWPB56g6fKCPAAT8u93OWjzfW39sO5UvpAX9CEkZER29/fD9955drTUOi8niU+U1B67Nc2CxQHwAnfdrVaTVwANDw8fKo/xgfNgXbBdxTUYcGZ0blhEGLtNGgA/uj3qlKpJOhsmoGC95QfgKNmp9M8PS9RHPKRx/45+LjSR6VNugb+0kh0GU1VBgqFQogK413mjy7h8Yr9YVzIUFnyrBr0aC9rXbUtb4gtl8s2PT2d4Dt+fPp+qVQKPPTg4CDwQdW1FJD/arVaQs4Benp67OjoKMyDMbDvqv9xvtgT5ZtmyUhO1kTPguKBzsfLZWnr5+Us5qv6ULF4nAk1NDRk+/v7p/Qu1VPzAGWDPA1hnL29vUEnZS/02ZgzjPXkDHn5Q3Vt1lHXSM+b4gl7BL779QHHms2mDQwM2O7ubqDBnME0vg/99nob35md1On0vJZxViqVU2VKYnqz6uj+ez+fyw5XkYpfQigUCv96oVBo/fnP33kZfRaLRRsaGrKpqSkbGxsLaa7e8+CZPM/EvDT+eRgvXjtl+j4SoV2baQI4P74uJKlVfk5mlkgz1rkCKhxBKM1OvGzqiVYGpuNXwquKOMxEf+vc0yKfdC10/vpeTEhnLEoI2Q/WTqNkAATU/v5+Gxsbs4GBgVM3Cypj1PUgBQehR4sN451rtVo2NDRkk5OTgRGBK8PDw4mIUObgcUDnpvvr95Ox+jY0ckT/9uDxVPEuJkDpnqpipm0h5PO/pgwWCsfRIIODg4l19enDtOdx2SypEMZSWRirFwzK5bLdvn3bBgYGQhFoPPEjIyM2OTkZVbjoiygvIvX6+/sTkV8q0HBms0CFAbz+3rOqz2p0Tdr50fXQMzA4OGi7u7sJPFLFQderUqmE9cDoqfjB/z09PTYyMmJzc3Ohb7MTfIZ2KV4oXfDro3joUwM9zVBhKnY22C9/MQ/AmRweHrbh4WEbGxuL3sbox5ZG02O0XXmCp6XKN5rNZsL7jjEkFjmu/fT399vk5OQph4lPT9K/s4yjfp1j78f2C1B8w2BL5I8+o+uibbFnGkXj6Uws3Vj5kD8HMUOQX0sM6TqfkZGRhKLKngwMDAQeoHxax6QpkjE+GFvTNPzx/2vdwhg99G2pEhEDzjPfq3KlMofSAeYVczyxRmrA1pIJ+r5G9OnexXA+xvO8oVnPmq5D2tz1Pc7d0NBQaF9lDP+O33M+9zyYNe7r67OxsbHEDadp40IB1n5j8iNtK//QcRUKx45AjcT2+wBOMX81YKjMpOfV74ffizSntDfic0bTUq2Hh4fD89SkVJlJx092yNDQUIisi9Fv3gd/VcbDQMb/vb29NjU1FZ6L0UT4aBovi/2vDvlYOqvKat5gqH/H9kHPj+KD4qxml9BHjKaqfIBsS4mY8fFx6+3ttZGRkZC9Aa1XeQFaiZFWaVWMvtEHvDsPP1LZy3/n5+xBx8AccDR7PqU4oPxqcHAwoUcpXdZAEXDeGz350chFzrTiVal0nCnDemuffO9B+Z/nQX4dPJ1Tmszf8L+hoSG7detWgrfruuh5g7Zouzybdk78OeVv/xzzVx3IO0/9edGfmIygOKRr5yN/Pb7BM7ENKF/x8/V/m1kI1vBzpB9kVr9eWi7M68qx8cZ4lv88Jp9fRrgyKn7JoFAo3DSzv29mOy+771//9V+3kZERm56eDoxbGa73PHpBS/+O/a/EC+UUYqLMXb3+XgBQBhuLxPCCkQoYqnSqQqrzyWIgtF8qlYLwlmbAUuKoQl2akKoEEAOoph+o8uwVCG1DGXqa4MDYULZQaDDyaRuAEv5qtRoMjJoypJ5SxQFldggfGq0G49d95R2tE6SeyhiexT7TvWCMWiOHiBJVqJmDNzr6+fBb8UiVIl9HkvbViOVD/fv6+mx8fDwqFKpijAETg0eWosba04Yag1WYY289g1XhFiPS6Oio3bp1y6ampsIzahjTfnt7exN1WvTmSHU2ZNUtigkOrB/9xIztrJ3HA6+AK45iMKtWqzY6OhrWo9lshrmoYML6FYtFm56eDkKkChiqlIyMjITPNVVKy0P4+Xpa5RUHTyfp0++lp1OKk8xBhXY9z3rJhJnZ0NCQDQ8PB9zQNUzbQ1WMzdIvKYjNEZqBQ2N4eNhGRkYCPul7arhSY3WspIJ3oAB64ZJfPz+ver1+Slj2vEnnq5CW8oPTgLOrddv0/Gh6rT/30M20c2WWVCJVEQK8MsAYiWbT77UfDL8TExOBV3g80zErfxseHk7cmqk0LrauCrGbjHWcnr/FFEv/HmNQGYi+/BnTkh4DAwMh6jlG3wqFQuCHlUolrJMqQro+qjirLMBzatT0MpqucRqkRWfqOoErGBF6enpsaGjoVEkI7VN/fPS8N2o2m83AB8GDtDOqeAnPViefGuQ9nil9j9FJxSPPW7RONOBxGfC8yO8DEbu6RrE5IlNo6qjKd6w9RkJoQ2zNkB88DVGDgcqwetsr+J021qwafNp/Gi315zuGP17eSeuDffNOL6UD/N3f32/Dw8Mh1Zn5quHc7wlrTsCC33d4z/j4uJlZwujHOuFo5e+Yk592ND0WPESv4cxA7z2Pj62Td5Dob715XdsqFAo2ODgYHHGqr2UB7+vFXuqYNbOQpePXUs+fri19qvynPJMzo2fIR57GHD0qB6XphAoEM3hZk3MwNTVld+/etampqQQuaftq2CaoAL6ghlXGZWaJKOtC4TiyT2Uc5qkGO+YCDdd0c7/utKHnhYt7dG+Ino8545AlvB6k+wgOgu++fX+udZyePgDgWUzXVt3YywP6rG/ft8P4tM3LDldGxS8RFI6x9j82s1Uz+w9fdv8jIyM2Oztrc3NzNjw8HDxsHBgUOa8wy/ijn+mh3t/fTxA1jdJT7y8Mg2chOlpINtanJ4zad19fn42MjJyqtwCDV0U0xtB41jMib8xRJXhoaMj6+/sT6QkA8yM6BeMNSgZET+sMxYQhhHSYsRqeYKKxWh20640HZkkmFBMAj46OQmoQ7cEMlEF4oV+FJRV4h4aGAjP0XkgULd4lqiUmDOk+6XyY7+DgYBCIETjAc49DHg90Hp4x+t8aMcVcK5WKDQ8PJ4xStMP+DA0NnRJQwTUUVX7AH8UNno/hsp4l3tHnNDpS51woFOz27ds2NjYWvL60px5FFJnY2SyVSjYxMRFwe2JiImGMUGVdb/X1iomeNdYVWqVz8XvP/MADv2d6njgTXMaEA6FarSboB8qbCra9vb02OTlpMzMzqQJGsVi0kZGRhFKhRiHFXcU1pQt8r7RMo/U0kinN4KprizBYq9WCYqMGC6Unuq7q5Y0ZiRSHtH8VMAEVrFXQ6+3ttbGxMZudnbWRkZHE+In+8PMiCgkjL3TUn12zY7qJcdyvd1oaqf7P+sVSvWLPelxg7WLKi9JCdaoo/WSsul9Ke5WWxkD3VN+DJms/Mb6qY1ZDDOtBqRTOkDoZlPfQl9I21kDrv+r59jSyUDhtDFJ8A6/8PvmIGv+s8lm/d36Ph4aGgmI4OTkZlG+iutRBowo0e4rRXPuJAe/A31Up9dGefp+9MlUqnaTgq6HfXxSBURN6gUwYiyzR92I0QNfe02rwLwti+KCXvalxRem7flYul0OJEg/6PuP2KfMKOIKLxROjnJcdY2nIZqdT7gB12ur3vg3OOePm7GI09RFDGDI5d77mpzfC+fOOwZxoSMbKeMbGxsLzSnf9+vo5+TOtzi3WSS/s8d9rHzGZyMtznm8gC7J2yFyKi4pvnJtisRiCJPwciSLUOSuPwVAzMjJyKqqK83zjxo3Qj55ZohzBYcaja+rplP4d4wvI217H89lN0Go+GxgYSMgwWYaag4OD4IjTPYtldPm95G8uCFT9qFKphIwa8Ad5G0DHKhROSmT5MerzPouOZ9iLmAzjjaa61opzhUIhYQRkfnyv8pWeN3CftlUX8LSCOfjPwL8YnfU0iHUk4tPvje/T851Yu/oZfZAlGTuvWbKU3zMzC9HmjFHHxmcxXGsHvKdlRFR/uuxw+Ud4BecJf9fM/qqZ/caf/34lMDU1ZXNzc+HW5fX1dTOzELa/urpqZumRAvqd91hqLSKeS2tHCe7BwUEQ5LyAZJYkmuVyOVHnRpW2tJD+np6eUAjX7CQM3xMarQWiaS/lcjlR64K+K5XjGnE8q6l0fX19VqvVrK+vL9QQ0f5KpdKpCBi/vjp3JcT9/f2hFiGeJa2XUywWg3GI3wcHBzYwMBBqlMA89vb2EkSZvo+OjgLTrNfrocai1phSRqqCNrVxlKhPTEzY9vZ2qOdVLpcThkvWs6enJ9SuiwkErElMkBoeHg7RR6qEaWSOF3CLxWIwYsI8wAOfAuCLPquQjnBfq9UCHt66dct2dnas1WolcKFcLifqxBDBSlsTExN2eHho29vbVqvVEjWDEDCPjo5O1UhiTyqVSgK3lMHq+FH+e3p67M0337Stra1TDBpDaLFYtN3dXSuVSqF+mKZG9ff328TERKhJCFPmeyJ6dD7VajWBA+BqpVIJ0YQDAwO2vLwcxq97D66p8MeeI1Rxlr3STb3NarVqN2/etP39/XBG19bWElEHejO69kFb1Wo14Bx1GRmb2Qm98UY1TQXic9YPgRhDRLPZDDS7v7/f9vf37eDgwFqtVthvxhaLhmQ+1HDiWX6rcFkoHBvpSA9nTr29vYEuUAeNset5Vfz25xh8Y40Qpjk7CpxHohZrtZrt7OwEQ9Tw8LBVKhXb398PUajqZGFN9Uyw9319fdZqtWx7ezs86+v76X6Bez5aCvzq6+uzvb29gPvgMY4NrUcF7vf19YW0TuqXMXatCwe+qZALPlNjyRfj11potFupVBL1ANlnvZBCBXPdM3BQ4fDwMJHupYrfzs5O4I3QQyLewIn+/n47ODgItVuLxWJUEVTwShxr29vbm6AlOibeQ3Zg/TRaXWlDrMwG71CmYnx83Pr6+mx5edl6enrCGvf39yfqKsLrtH4leM250vkODg6Geqb0D51EFqE2Z7VaDfvJPmtdTqX3/f39tru7a+VyOZxd6msih1EDDhlBjTrgDuPXc8BZNjt9C7rSbNqbm5tL4FOaMqr4iAKufEf3EHrLvg0NDdl7771nH374oRUKBdvb2zt1nhivjiOmgGLYqNfrNjAwEGiGPyte3tW1TKtfZ5ZMKWRejIs2NeoL44N3AqkBgLM9ODhoe3t7Ye2hM/q8nh2V6ZSmVCqVkMVAHUz2lP59/bU0SKMzZmazs7P27NmzEEkOjS0UTuogtmtP65R6mtXb22t7e3uB/qrBzrevziD459HRUeDRuifsGXyqXC7bzs5OoAfatjrdoJfIOOAMvEdrcJuZDQ8P2/7+flgTXXv+VjyGZ6DDgAd85teRMbH+rGlvb68NDAyEc8T51zmp41hlZ+aihjKe9zIstBF5pK+vL9RYxoFDjXI1yPf399vh4WGgqRio+TsG0L2jo6NEXWPli+yr6oPIlzHnkJ5XnEFE/UNDVIf1tFL/xgHMHJQvwVOAWG1X1m9zczPRv+eV7AVnQPFKdRxfA5E92djYSLTl6QBnd3p62ur1uu3s7CT0cdWrtW0v5+sa6efgOnug51JlY7/Gul8x8HJrVh3TywJXRsUvCRQKha+Y2b9nZv/3Vqv1B4VCoSOjYqFQ+HHKV+920s7U1JQtLi4Gw8XOzk5Q6r71rW/Z4uKibW1thechEEoAYWAxb9fw8LDt7e3Z0dGR1Wq1QBBVaVZQpgABGB8fD0QKIUiZlArMEGeUxtHRUdvY2DhlrFPmp4q0PgMzK5VKCSIZU9JVqWMMjBFmj/KMQoWyjsCBYE/diBixU0OdXnyAhxoFYm9vL0GgtY2BgQEbGBiwlZWVMGcE+qOjoyAcDg8PnzLeqlLihWeMgGbHBmnwZmBgIOAVY8JbBgPSWhka7q/j9wY9/3+5XD5lhCiVjmuBbW9vB8HPzEI6BxfFKC4heCE4IjyOjo7a0tJSwrscY6jF4vHFEvV63fb390PkVL1eD6kvfX19Qcn27dAWyqHZyQUBKKu69qwXiqUfk29Xv1dhkb1VRUbfx7hRrVZtbGzMNjc3bXJy0ra2tmxvb++Up9orOUNDQ9ZoNIKRtb+/30ZHR83MbGtrKxgctP9yuWyjo6PhucHBQbt7965tb2/b2tpa6IeoQdZMI5GIQPPlCFTZRehAkMQwTxQVQv3GxkaIGFAvsV93vOezs7N28+ZN+/nPf574HjqHAQQDve6pKrYq8NMnRm4iBswsYUyK0ZDYHullA+rxJ3Jzeno67J2+R9TF0NCQlctlW1xcTBguGF+aQQhc9HSFvaQfD9AwouAwcqNEqOEQQ5XSFo10ZV0xUm5vb1uxeOxYUx4X8/yzZig80HGMDPSvqY4o9XrhydHRUYiqvXXrlq2trQU6rGvVaDQSkZvq1NGxcLEafbIH4CvGyJGRESsUCuGSNsXL2JrzPXVviWLAcDMwMBAyE2JRSWpgR8FqNBphvYiMgCd6vFRlWHm1jpnvcRCgHOpaQNfNTl+EQ5saoQY+KQ1B4ULOIGpBjQHQePqmTAJKZUwhod1arWbDw8NWr9dtbGzM9vf3g3NM546BAVmAC7VwBqB8qiEf3lkulwMuouQyTpWn2AOtbcf8OC+MARxn/9lrjAWqhLJ+pVLJbt++bXt7e4lxZBmhFOD9ysMxcKgTh/q2yDU8Mzo6esqg5SOoFJ/hiyjivoSIOot0LDiazI6dzaxZzJCqNAbg3BJdDnjeFVsf+C11UdUoBW2hD+bD/95hYnZCezB0wBtrtdqplF0cgnt7e7a3txc1dngnKcbDmZmZYEjBgA0tYW29EUrXztPt2BrjIDE7llFw8sboIOuB7NJsNm1oaMiWl5cT8nihULDr16/bkydPQiTp4eFhSBs9OjoKEd30WywWQ+1BcBGZFjyEdim+sd5KIz3+KM1gHTivo6OjNj09HWQzHHLQDzUWDw4Ohj1mzZiTN2p62cpHRHOmFF+UTiuo8wCaosZS5bX0p05DD4pz4DVn+vDwMOhmrIXqdjhNtB2VdemPLJ/PPvvsFP7RF3JDsVgMdJtxcREdsr0H9JJYPXjl+/yPXt9qtUJJnu3t7WBUrFQqtr29ncAdr0vQXlpdczJGoA8YXDVwwO9roVAIjjnm4o3uPIv+g2zJ+BqNhh0dHQXepXTX7CSCuNVqhTVN0499BD9z9zLC6wJXRsUvARQKhbKZ/baZPTGz/+OrHMvNmzett7c3RHuUy2VbWVmxX/3VX7V79+5ZT0+PbW1t2e7urjWbzUAoOIgQRH+AOfBETaihbHx83JaXl4PnSD08GDdXV1cTaRQDAwPWah3fsoiioIIIgisMrlqt2u3bt+3g4CBEfxQKhWB4UQFMvWWAGq1QvFGaEMiUkKO8miVvu1NCxDinpqbCLdAYWYkCqNfrtr6+HhivRnfRDkoTAj0GD9I2Nf1M+2ZsRI/t7e2FVA2ENm77RcghwsTsxAiK0dILLrqGKNfsqV/fsbExazQaNj4+bqurq+E2OQRmTSMAD8CxmPCMAK+Mor+/3wYHB0NEJM8haIyNjdnKykrCuAQOE2mhNSdJd8JojVKEYq/CkY4RwwHtNJtNm5mZsZ6eHnvx4kUi6oQxxiK0wB/+p+0Yk+NceWVIDYXqdcfL65UrjABmZtPT0yGKGVDjEn1gANUaaX5sPT099tWvftVu3Lhhv//7vx9oQKPRsO3t7YRAz/PlcjnQpF/5lV+xhw8fhkhKTeXi7LDPeg44w0SK0i/GGvbtxo0b9tOf/jRVwDI7Sbcgiogx1+v1YDjmghvWG680eMDlMLrf+r0qotA8NXhgiIG+qjESOuT33jtYaIezo0J5uVy2u3fv2rvvvmu/+7u/Gwx3ZhYUIAywq6urAc+hkRqdCP6roUaVJWpN+gtBzI7phSo3AwMDNjs7a81mM6TpN5tNW1hYCMY1YHZ21h4+fBj6n5qaslu3btknn3wS9glD5t7eXki/Xl1dTRjtWEf+9pEg0AgUSI20Y57QUG+4xzClZTPgDeCfp6M+GlIVYW2fqGsE6/7+ftvc3AzjAHdx+rE/aUYKjVzSmywRxgcHB63ZbIZoCMbGeAAcSz09Pbazs2PDw8Mh2jrthkfWHN7YaDTC3uu8iVDXSGvOBvjRbDYDLqvzCIeQ7rH+xqCmdKe3t9fee+89q1ar9umnnwaeCl/b2NgI5zFmrFDQ2oX9/f2B3ygOqPMLRa7VaiUu3OPc8aNKGmvB2PlhnbV+JpFBo6OjifpzyGlq1AZ32RM1PLEXRFWrsj40NJRwXrMfMRzwvJpxelmL81ir1QIdLhQKIZqZc4Ps6Z1O9IUhCZkA/kJav9IHNWySLophF9l3c3MzGAr43NOYWCQVtA8eApRKJRsZGQlOttjZ5YyTpVGpVGxjY8MODg5sb2/vlOGK5/2FhzgPcQgAb7/9tlWrVXv69OkpvqVjVQM9v3FiofSrY4u+NeUVGuUNJ96IgjzIPqp84+UC+I46CzCqqe6C7I0TCnlIaTv9jI2N2fb2ts3MzARDImNDPuEznE1vvvmmPX36NLSpMhz6jfJuZBqdo4+EVjwxOzZ2aSQeWQHqLAenGo1GgkZimB8dHU1kcviINcaiZwDdDBro07uzaCPzg+ZjXDKzoE+pbIEzWHFC+YCZBQMkZwqHFjUH+Zw2yHLxa6pOA/q5c+dO0Kv53JdX8TIO9w5sbW0FHksGGsYwZCuNBFfno28TPjE6OmozMzO2sbGRuJBwYGDAarWajY6O2s7OTtCTlPZ6PYe5qmFO95FzgjzOc54uwYtxcBLtzNyUr6BPDA8PhzOnOIGh++7du/b06VMrFApBxuFZolkBHw2ObqfGYfaedfdR968DXBkVvxzwb5nZt8zsL7VardP5OTmg1Wr9auzzwnEE47fztvO9733P/uzP/swWFhaC92l7e9vu3LljZscMiNppSjRJ31DmrAYXM0sYhv58bGZ2wpwODg6CNx4mi7A2ODhok5OTtry8HAhaX1+f7e7uJtKDfFp1pVIJN9JNTk7as2fPglAMA1BCo0oVgiMMEUCwR9BRIx0Ac2f9NPIOox8wMTERDAn1et2Gh4fNzGx9fd2KxeNolY2NDdvc3DzlidV5I5gifDF/3Q+zY+JJqgLzI9pkYmIiRBD69JWBgQG7fv26PXv2zMxO0h2q1art7e3Z5uZmInUS5SHmYfLrNTc3Z/Pz81YuH9fVwNvL3iIQMA7SLLQui3plvWETIeDGjRs2ODhoL168CEJTvV4PXm/wh9B7cAEjL5EorCv1HUl7KhQKIRKXceDpJJ1AmZTizuTkpLVaLdvc3LTNzc2gbDEuGLKPfFDlAyHTKxEeh81OohAYKx7E2BiB4eHhEOmrF2Rcu3YtGJvVg4jwT80gUq1evHgR2tTarapwxM6W1nNUoZ/zjXeX+WuUG+MBVGEhwodIFdZqZ2fHNjc3w6UkrA/KKaCOkNnZ2WCQRwjRSA/WjEifcrkcIrq80uP3cWxszMrlsu3t7QWByJ9zzlytVrOjo6Mg+K+urgblncgYVdhYL39elQaYWYhWpF91ABUKx958DKyaTsU5ApeJ2lLlTo1fGGs8gHdDQ0M2OztrZpbgPWrQRmEDD2dnZ+1rX/uavf/++4k2MfpAG0dHR21ubi7Q21j9J3CIfmPGRdavWCwG2qg0iTXnd71eDxebTE9Ph8ic7e3tU9G/2hbt6XnV/v0zrIvWm9R2MZDcunXLHj16lIhejDkteK9ardru7m7CoISDqlwuh73XyHWUJW1/amoqGOjh114p9nSeNELWQCO7h4eHbXx83NbW1hLt6BoNDg4mIlsZE+fcRyrAxzEAMEfmTGH+lZUVOzg4CIYrzXJQOoLRY3BwMPRFvVVV+m7cuBFSjWu12ikDKpFi+/v7gSeoQYVoJ/iEpvv66EtvyMZBq8oU/fpa17RJDW5SD6E5OBqmpqZsfn4+Mfb19XVbWFhIrDdRnzFgHyi7oGcVIwb0BEcBPAf8wLGroDyWvWWdADWqj4yMhL1GntPzzTiJzsf4zpgVr+kTuqmGN+X5MUD2Jo1X0ysVCoVCkDd3d3eDoUTlVYzUjJGIPJzVOKJbrZb19PTY3Nyc9fX12Ve/+lXb3d21jY2NBA/2fD1m+CiVSkHG4zOMn5wXcAxDiEaa6fzAWQxQapwws2CIB1QXOTg4sNu3b4d1QsZEBmM9NSJY5XOlSdevX7f5+XkrlUpBVgFXNPMKQxjnSXEZ/Eb/ol/FB97jbGuGAL/BO+Rilf20TqLuj2bwsH7j4+M2MTER6I03RLInnB2vH4IT7AMAfeM571QiA4h3wK9WqxUuOkT+oj2iDnV8OKfZV3BHo7A5S+ibKiviMCbSnHVBHoPfQftLpVLCEKZzY13Qe8vlsk1MTFhfX5/Nzc1ZtVq1lZUV293dtampqcCTwQ/6oYSFRjMq3RgeHrZf+ZVfsdnZWVteXraNjY0ELeeyIs43Dk7GiTH48PAwnAMckBptqzoEe8RZ86WjGB/R3ro3GG5xdBOxSeSnGhXBgUKhYPfu3bO3337bNjc3bW9vLyHDwAu2t7etv78/fKdyLvIt6wLQPvuv830d4Mqo+AWHQqHwF+w4OvH/1mq1fvSqxzM3N2e//uu/bt/4xjfsv//v//vgMVZFTQECgUIMoEAQWoxix3dKfEulko2Pj9vW1lYi7Q/mNz09bT09PaFGEcyGtgBlWght3Gys4fUwUhQ9r4R5QLGFSBPdQURFWh0Fbnwj1bdcLodwcgQKTV0olY5TBxGkKMJsdlzvcHd3NxEx4Yny9PR0SLvQ1GKE10ajYYODg3Z0dGTT09M2NjZmi4uLCQGBsHMMuT78ndQVlNHx8fEg5KhQzHpr3RHdMwyf1Mv62te+FhjO4uKiFYvFkIIxNTVlu7u7tre3FyIjUGxYAxUUleirYKMMfmZmJkSB1mq1kGKIERyBRT2gOv7R0VEbGBiw9fX1wFxQAEhrKRaPC5avra2FPUHhZjw+uqlYLIZ6bppOama2t7eX8I6xvhge8Rz69dazoUZIDEII5Ag4etaZ08zMTNjX6elpW11dtWKxaDdu3LC1tTX7+te/bhsbG+E8UYcTfKLviYmJU+ldjIM1GB0dtfX19bDP3ijiAXzCUEEEM2uMIogRXdtCuEDIqdfrIZKQvhYXF0/V8MT4uL6+HhRhPu/r67OxsbEQpWF2Ygy8du1aMFiQooHS0dfXZ1NTUyFShPZ0/yYnJ21oaMiePn0a5qLpvKqMajrbwMBA2DMPakzwqVTecEVNOMUrFB3mRFSRGm1xBBFJhqKLII6iiRKPkUaVBfqL/Q3gfGo0jm9BfP78ecDBvr4+u3fvXuAJapSNGbC9wVMNiLGINW90VMWVffCOgUKhYFNTU2G8Ozs7AYcmJycDXWZfVGgHt5WGsOZEXCKkq4KDgE70CUpBDC+++tWv2pMnT06th6439FSVc3UuoXQVCgWbnZ0N+0skMrxU1w28Qr7AMASt9QaYiYkJKxROovJ9FEKxWLTr16+HCAyVIQqF48gw+IzHfX9mYgYRzgUGmnK5bLdu3UrMe3NzM1G/ivegl5wRlEnooirr7HesRAJjI7UVI56Zhcgd+CZONFKwiaYFT0qlko2NjVmhULCNjY2gWMMP9NZQ1kONXYylWj2+YVnTrtlTotvGxsZsaWkp8EjGAe1Uo1haxB7yFfIG48GYCE6wT0SNQ1+8IYq+wHnWX43yQKVyfFnYW2+9ZQsLC7awsJCoxwj+aNSiKqx8RqSoT2nX+mZEmRIRXqvVwoUVPKOyIUYr2tX3FaeGhoYS0cqxCHdoeaFwHHWnZ4WoKvCPc3Dz5k2bmpqyjz766FQZDmR/XXPlX2bHfLPVOi6lcOfOHWs2m8GwzJoRzaWZSoo/ZhbkYTU+aqQyOgnPbm5uhgi8sbExu337tj179izgLnoNMDg4aLdv37YXL16ECFHFJ6KN9fm3337b1tbWgqykGSzgHc5+jQjFoUF7Glmv/FSzBFRu6evrS6RVY/RXWqZGNdaKuSg9hHeZHdN8ImThM4qLPqiEdvlMHRXq6NDoQLKd1JlidpIZxtmZnJy0QuE4ch5aB33X/SebCx2GtpAXkLEw3vK9GhxjfJ4zhaxjZokz6Z9VXGKdC4WCvf3227a1tWXXr1+3xcVF6+3tDc55TQlm3TiDhULBFhcXE99p26VSyW7evGnFYjHh5AI435ubmzYwMBAiyz14w7DZ6TrTnlbqOutesMczMzO2uLgYdBL0Jl1vpTEqC6C/DQ4O2re//W2bnJy0Tz75xNbX14OBkv0qFov25ptvhpIEjEHxVfHTz0/nZHZiC7ns8Hola19BR1A4Tnv+T83svpn9n17xcAJMTEzYzZs37c6dOzYzM5NIZ/QpKDBDrxTivUcJhoBRxBmBUxmiRj4BEFyNUMLwgEfNKzu8gwCMYsZ3GA0gQhBGTZkG1BvJc/39/faVr3zFJiYmEuMslUoJwXFsbCxhQNL2JicnbXR0NDEv7YNnlWDiIfLrb3bMsFDOVFCDkSNIcLMd3i/tT29FnpqaCsKqevzZt2vXroWIVUDHVq1WQ72imZmZU3taLB5HGo2MjNitW7eCEZO1Zg/BvWr1+DIGjJkYLT2B1zXWsWMgY77VatVmZ2ftnXfeCXNAiVV8Z080DVHnQFu65tRUGx4etrt37yYUEsZcrVbDDch+7WgDY5X3HMOwp6amgjCl7TBXPY+jo6PBC8leanuso9b5IjX+a1/7WkgV071GIB0dHbXJyUl755137M6dO4lLb2hXz9yNGzeCsE46ld4gevv2bbt582a42VdxVM8Lc9azbXaiPFYqxzVUh4aGAt6jrCuwLsxflS2/5vo/nlQUNJQtcGZ2djbQQfARYVkvdQF6enrsBz/4wSkDC/3Mzc2FVGDSeTjTjA0l2UfcIOBCo3Qu0FfKDJBmyRqaJSPAx8fHbWpqKtAJYGRkxO7du2ezs7MhigJ6inCoe+QNhKyrRpd6xSQNwK933nnH3njjDfsrf+Wv2K/+6q/ajRs3bHp6OiHkViqVcNMmNw0yprR6XCgfnF/G6gVOpUWKR9BVfVfXVs84RllvwDOzgDfghQL/q1FRL7nBkURkCvQbnuEddMPDwzY5OWlzc3OhXeYMvZ6YmAh0XNcXpVLTiGMKJWc1pvhA35ALUHThafAiIuzHx8cTN5fzjNLTW7du2cDAQOLGS/onnUqjidWQQnsYx/xY33vvPbtz547dvHnTvv3tbwecIaomDaCP0AUMCWNjY4k91fWN0SZV/IngBU/AP0qAsPb8KE1UJyx7DT9TAxNniL5VlmJcOEYLhWOHCNkN0Brq+qmhknEDXkZS2q/z1jPkf7PPw8PDNjc3F2Rc2tH9iUWc6MUnPK/8v1KphGh5zpXivHc2EPmkawVNoB+iq7RPziCG529+85v2ve99L2RP8Cz00CwZkY88oWvN/6qoK6CoDw0N2cDAgE1OTtqtW7dCpDN1e+H77M/XvvY1m5iYCAEBMdlez3LanvX09NjExIR9//vfD6VJzCzgjxoadK00QpQzrdHSvEvfZDKMjo4G5x/4AE/CYahydl9fn33jG98IUWUAbVerVXv33XcT8yoUCjYzM2M3btwwMwtnAN4ODa1UjmvIX7t2LcjryheGhoYC7un6w78ZM+eU9sGD2CUlRJ2p3A5+xZxv4BG8VI1uMR6pgOPYzEL2C6D7MzQ0ZHNzc4F+m53wO280VVD9AFnEPxujGch3QLF4HCAAv/S8nb+9LMEFSHzv02WVXjI2+AXjIHJQx8j4VR+HrjBGZNqYjjQ8PBzoH2MAD5AHkQMJomH+fm09jVNZR+kZbU9MTAS5QG9GB8c449euXbMbN24E3k2ksp5nnz3AmHHEzs7OBqey6oXs28jISNANOFfMa3R0NJwbbzSOzdXrKpcVLv8Ir+AsMGhm9/7874MU4vsfFQqF/8iOL3D537ysgRUKBfv1X/91K5fL9vnnn4dDNDExEVLbtMg0wj+h20TPkPZIyDfEanR01J49exZSe9V7EwPPACiiT+QdBashTBBXogfu3LkTPC0+gg6lAw9utXpy4yxEQy+TmJ2djRoZYPgIWKTuakQZzw4PD4e0YdbJe4yI3qR+WLFYDF432oEAUoeCiDuzEw8KkURmFtZjbm4uKD1ApVKxmzdvWqvVsh/84Af2wx/+0La3t8O6QbSVMStx9QyPeVJQXnGLSL+3337b1tfXEwxcDS4qpGn6KcyX1OUYoFBpepiPRvHCPgIMHl9SIlUYIEJSI8RgcKpg0eb09HQY99jYmH3ve9+zRqNhP/nJTwJzBP90LLovvmA9CjdRJAoo4HjmiQ4ZGBiwqakpe/HiRUgFUsGY+VNnEEYJY1XFUxkrUK0eX9iytbUVIuVu375ty8vL9sYbb9jKykrADaLatB4RMD09bfPz8yHlAlxCuSHNiP690onHH0FhcHAwKLFbW1vBeM7zCFEqDPs9YB83NjZsfHw84BB0YHR01O7cuRPSKBBYvCcZ8IZis5MU3MnJSdvZ2QkRDBiG3n77bfvN3/xN+93f/V07PDxM3K5MZJ93+vT394cUOD2L0GktKq7RhKVSKdRAxJnA2g4MDNiv/dqv2fXr1213dzcI+USzkjozPj5u29vbITKOqBmEOo2mpG1PR2LGmFiBbPZtaGjIpqamwsVB+p22OT09baOjowGfwO9Y7VI85pQjiEUIxIB1VaUDvCWFis8wZmLw4XlVFKj5RLSvpuUqLmo6OhFcpNTu7OwEvCmXyzYzMxOiTIli0jVtNBr2ne98x+bn50MqI99h1FZlhH2mZp1GVqpyNzAwEPBA0/d4TumqNzKQwsi6oPARVc/6ofiXSqVwq/To6Kjt7u7a48ePA55DL4leX15eDmlt0Dn2otls2v7+fiJSqNVq2fT0dHDIYLhTPFADhccLn0qshtytra1gIK7X63bv3r1TThHWFDydmZkJTsGRkZHELZ4YXUlJVd6h6X+cETML9R+5idvjt77H+mOg0rMHvhAhBq3jHGBQ8FFdqrzq2SFSjctlmAt9qoFSHYqsF2fbLCln0Lc6CzXLBoBeMrZSqRQi90nd9gZQj8tKbzCw6CUpGCjhx7SBsY1U45WVFVtZWQn452ugARjTMFgizz5//jzIITGjqho3fvCDH4SUyZ6eHhsaGrLx8XGrVCoJXOvp6bHJyUkbGxuzo6Mje/78ecBdjNLUAffOJTUU7+/v29TUlI2OjtrU1JQVCseG+rm5uSDLlEqlRIp7uVwO55R2tTQD+6Jnm3N27949K5fL9otf/MLMjsuZ4IQAj9AxyuWy3blzx7797W/bL37xi1NrPT4+brOzs/buu+/aL3/5y1MOV8WFsbExq9frtrW1FZztGEmItGIuXCyIkV+/g5dj7IbOaQYYfZpZgpbxHXX1+B8nEllUOsfJyckQnTs9PW0PHz48ZfBJAwyg1BoEPwYGBmx0dNRWV1cT89IxMubJyclgnFLjqa4zhlTNvGu1WkFugk8gY/Kj81ceYXZSZ10vNcRYpvcSIFccHh7awsJCwnCqsoE6EIhYv3PnTkg15jnS8AcHB61arYbSKDpvcK9QKIS6iIr73jjIb5/Oq3rZ7du37f79+6fK7uCQBjf0PPE3zmqzY/meC2E0UEOjm6mpSJYfeAzt1xuy/V5rBLqZ2fXr1+3nP/95KKNChsTo6KiNjIwEmXRvby9R/kMNrkQ4Ky+KGYez5MHLAldGxS82HJrZ/zPlu2/bcZ3FPzSzT8zspadG49lXIXZgYMDu3bsXUvu0UC3ElJtZzU4EOhVW8PyNjY3ZjRs37L333rNPP/3UPv7441OMyCv2ZidFmsfHx21vby8oQgi/MDSioMrl41RbFCIiOEqlUrQQrY8aw0hBypaPEIEAabi03srJmElHQvgn+ujNN9+0+fn5hGGFtR4YGAjeuUePHgXlr1AoJNKxiQKanJwMhbFHRkZsY2MjCKDU9uvt7U14axkfSiECCVFXCkR7kTYC8zRL1uuJGdt8O3/hL/yFUBBZhfWbN2+GGkIIflp/TtNoSPtBuEdAQlEBF1utlt2+fTukdCugUMBsSQkslUp269atUOtRDSAqUPsaU8xvYGDAbt++bRsbG2GdiYQplUr2L/6L/2JCOAc//VqRpsF6cjusL0SvY0O4ZsxE/YHnPirCRymRTvjOO+8k9vDmzZunxkmbmo7OGt65cyfcXIrS46FYLIbLglDOqR/6/Pnz8Iw3ABMpPDw8HE1jU4/jzMxMUIjBFfAd/GPvtQ+A8z8zMxOUPIwsrJVG2KlQ4qPfzI7PG+eT84oBlAuDNAWrWq3am2++aW+//bb9rb/1t+y//C//Szs4OAhOBm/ox1gDvfj6178eaiyaHRsrcPR4wx1GbK1XhFI2Pj5uc3NzibXBQDo2NhZwg2gn1gOHhBqCMeJ6hVJpLHV49Hvw6ejoyEZGRhIKvJmFCAsUYU2D1b31EaEYDtOUahQE1jyWho3Rg8/T2oImDw0NJSIkVckAh7gUTFPiUaIB6D+GT+jR+Ph4UPrW1tbs4ODAxsbGglGhWq3a0NCQra2tnVqnVqsVlFlNwfQCtUbOoaTp3HVfyTDQSJCY4RA+SoonpTJQTjC40z6KKe9pKhKRjoVCwd544w07PDy0x48fn8IH+BnRZnqZiZ6tYrGYkHv8+VFDkv/Of54l78BPOQ+kemrUMPMzO4n+HR8fD2nF3kHqDZpqVI+NgXfSskhwQA0ODtr4+Hi42ZQIl6GhocQ5UdwZGRkJWR87Ozu2sLBgExMTtrCwcGodoB0Yrcvl4xIkGAR0bJwFlEAiv/zZ0jXwJS8ASn3g9OV7nMTgNLherVbt7bfftvv37ycMPqRi0z+0EWc16Zc4yakvRiTg6OhoqCtKNL3ycPgHcifyEtF3esMpivf09HTg+9evX7fnz5/byMiIzc/PBzoWU5IVvxWQJ72BCmfu6OhoMCLOzMwEh5SW+4AGYwz3uIiha2FhwUZGRmxpaSlERJudGMi8c1BLPoCfWmNPceP69et248aNULP72rVrVqkcl/05ODgIziiMERhvrl+/bo8ePTKzpGH7u9/9rn3729+2vb09+/zzz0M/mpXDO8zx1q1b9pu/+Zu2s7MTzpSufal0XDJqZGTk1PmFT7F+3sCnRh/46+TkpK2uroZx48Aisn1oaCjwKHQFjRyfmJiwpaWlBC1X2SdmiDE7ufgPAxYp3Bq9yHh0/PqbIInx8fHgFFKAP/zGb/yG/dEf/ZE9ePAgpEpjBKSM0eDgoA0ODtrOzk5w6DabTbt582ai9jqGSeQsdWSx3uh45XI5XGy1sLAQ5Dl0Hxxv6lCAzwwNDSUccwSPUB5odnY2odvC/xkLPJ6SHxpEE1sjolQJhMApzFrwDKCGR08X9H8MvuDV3Nxc4GeVSiVcRqrvISOqs1R5GTQS8DxVHULT09O2ubmZuHBzeHjYrl+/bp9//nlwTBBsgdG20WgEYyOX7ak+yzmAR8f0m8sGV0bFLzC0ji9l+Tux7wqFwt+zY6PiP2y1Wv+PlzkuN47E/0SqjI+P29LSkpmdrkeDMIOiRrFU9dLRLgo9RrBC4eSmQW1Xa/5MTU0liIsHInJiCp0SBD9uBDS9ybhUKtn09LStrKycEgK8wDMzMxM8pGmA4H/9+vVgfPzKV75iZmYvXrxIeAIRpnlnamrKVldXg5CKcOFTl6ampuzGjRuJ+ixEjfAen4+Ojtrs7KxVKpVE/US/PgB7BBH2a+CV7ampqXD7lsLk5GQoOO+V2bGxMdvf3w/4srm5abdu3QpEHe8l4CMBYEgIoBiFSeVvtVr2ne98x375y1+GNfPtofSjnHjBjDWPpYPQBh58ZbRccMHf3/zmN21paSkIox5UARsdHbWlpaVwDnQftX/GX6vVgiB97do1q9Vq4QIYotoQ6lkDjJ99fX12586dUFcLQQsGirA3PDwcUu0QTGGsfM48fNoeMDg4aNPT0zY8PGxvvPGGra6u2tjYmE1MTNjc3Jz98R//cWL9+/v77Z133klEGL777rv2Z3/2ZyEakr1hnfBSEm2BAUJTsP25VYW81WrZjRs3gkEagZobUBEqe3t7gyCuwp6H6enpRK3aiYmJRD22qampUIOtr6/PxsfH7Vvf+laIAHrnnXfCBRB4X1GURkdHgwCM4j80NGRjY2P27NmzgLveGOlrMO7u7gYBzMxCdBnpojdu3LBPPvkk7IOnHV7R397eDpGvsQtYUH5Zexw/PpWbFHsib58/f269vb0hlewrX/mKbWxs2NDQkL399tv285//POxNDP801U2jl8yStB4FA2OBrpeOUemEN9gDvb29IT0+pmzRJ/wUJ49ecIT33it5Ho8xiJIevLa2FvaUcz8yMpI4O8D6+nowsmFU8bQGp5bnH7omGO0pSaFr4tODi8Xj2zInJydtfn4+pM1+/PHHtre3F5R3IsiRR8B52uY8sca0rcqOX3uNRGCN4VFquPB7HlPcac8rWwMDA0GegC5p7T+AtNHDw0MbHBy0lZWVoBBOTk7awcGB9fX1hahV6hM3m0174403Qi1MHZMfFwZD2uX7tIgf2kH2uH37dqhbBR9BATQzGx0dtY2NDZucnAxRlNvb20GhvHv3rn33u9+15eXlII9wuZSuGRF58/PzQVGem5uz9fX1xEV9ZhbW1Kdie2Bu169fT2R8KGDAxwjDZxjGiUqdnp62e/fuBb5CjVEu0xkcHLQnT54kosS4CKRarQYjhKZWkmo8MDBgz58/t62trbBPGMngcURhcdM6sheGgcPDwxClhQGBNcCoNDc3F/bQX4ai6+hpQFpEGu/duHHDFhcXQzQQ53t+ft4WFxeDM55LBrn8T+uygk/F4nFt1Pv37wfaA22BdmM0JYNpaGgoUZ8Tegrd58IJ2oM/shfIM+Cb1gXW0g8YkAYGBqzVatnExITduHHD+vv77c6dO/bgwYPEut25c8cODw9tdnY21GHEwUhas0Y8s+6MDx6pF1CoowPcKBQKp3gCZw3nlEY7mh3L4I1Gw27dumVHR0fBqdNqtcJlklrWQvU+ZGwuRfJnyo+DuZAOq/PxkfPMTY1VZEgQrc6FXB4PcRrhpK/X6zY1NRUM+hgHYyWmMN41Gg3b3d0NdKpQOKnji26pATTIp3oBJ84RPevMRaP9/DmbnJwMPABapZG76Bo44orFor333nv26NGjEISAs0kBubhYLNrc3Jxdu3YtGM4XFxcTjhHk5EKhEC4V073UcVNSgTVmjZRmabaM2YlDuNFo2FtvvWWffPKJ1et129nZsUqlYjs7OyGaFEdXb29vlH/quLQEEXIyMhEBEFw0w1rp2YLWk72jQS967hV3LytcGRWv4FIBBj8UGE09MEsKo0QcoCB/5StfCQK02Ul0COAJqRKJ8fFxW11dtWazadPT06ciDRQ0NRt44403QtSTEhnGzOfMC6LX09Njb7311qniyzFBCsXOGybNkkKtGldgpAh5quyMjo7am2++GRgSyr6/OCfmhfcMCW/83t5eiN7TWhYxILoNYDz3798PjMXvHwZH/sfLqetXKBxHmf3Nv/k3bWNjw/7sz/7MzE5SNWGGjx8/tpGRkWCc6e3tDUYdDBCq+PA3ntpS6fhikJ2dneCVAnw9TP1tdizMzMzMJFJI1NhAZIMaXlWIAxAwsyBmvPVjm5ubs5WVFZuZmUngiPaJAkQEFBfzqCeUFF6YPPUIR0dHbWtrK6TN7e3tBZxE0FUoFov2ne98x3p6ekJ6PFFsw8PDwdimc5ycnEz8jxBGMXbtz8xC6YTp6ekQzXD37t1E6vDbb78d5kaasArQ3uiKcEQtr4mJiVDsHqF5aGgoGMB6e3ttb28vRHxplGu1WrWZmRn77ne/a59//nkY99zcXDCme+jtPb4J9+bNm9ZsNm1lZSU4QO7evRsMfUT6YbTVmohmJ+d5aWkpGAZVySKyrFwuJ+pZEpmgpRGImIFmE0nNs16Apy2iH6vV6qki3qOjoyHdTT35nE2lT/yt0XY3b94MkUBcooMx/O7du0GZPzg4sJGREZuZmQmKJ0Znbtrd3Ny01dXVQO8400TA4dgaHR0NF2aUy2Xb2dmxmZkZe/HiRSjwjbFDz17MGKH4l+a9ph3KYJgl0zCJxEcZgT/5Gy91jzQywkfSscZHR0fB8D03Nxciw4i+onwJEetaU21nZyc4FJRPDg0N2cLCQii1cHh4GIyM4PTg4KCNjo7a8PBwIpqEFCQ9t5omj/Lx1ltvhWj7paWloEgQLY4zam9vL9QLg25pJBn8XyOIeQ4cMDs2SjYajeCkxJCmxg7dZ+gZY9a1V8DAD39CLkkzPiNTqQOrVCoFAx2GIsbBbx2jnjXWA4fTzMxMOAtaG8+D1rZiHfv6+uzmzZv26aefmtnJpU/0NzIyEvBwbGwsnLWlpSWr1+v27rvvhjGNjo6GiKBy+fhSq2q1eiqahDGTuk9fyDX1ej0YYolqxujKvmqEGj9eKbx796599tlnCTznzGlt4rGxMfut3/ot+8Y3vmH/7J/9M/uTP/mTEGXYarVsd3c30R/rQxQS9C1WegH5CdqnBh0i5ACNyEHhxjCNs6/ZbNpbb72VOGs+umhubs6Wl5eDgk2dz0qlEgw4MUdqTKmHv/MOPEwjfDAU8AxGbqJ/MOIxTugIRu3bt2/bH//xH9vq6mrAh4ODg1CnEKdXvV63iYmJYAyYnZ21ZrMZIrihIUNDQ/bGG2/Yhx9+GOhVpXJSnxl8QVZ96623rFAoBOPIyMiIjYyM2M2bN4PxObZek5OT9nf+zt+xH/7wh/bWW2/ZP/kn/yQ4iQqF4zRXHLmsJXtKFoJfe61bbGYh6gr80OcxxpZKpTAXDNKTk5O2t7dn+/v7dnR0ZI1Gw955552QjUCmGNBqtULmhZZJ8PRPjfTwnHK5HOQqNQ6CA6T+X7t2LThKMVyi+7Cn1M9GHgF/4N84ZHgH2UcNlTFchscpXdvc3LRms2m3bt2yjz/+OOxNoXAcLT4wMGDXrl2zvr6+qMNJ/47hh3eCsme6j6Ojo8HYx/g5Y5wR9C91RvhSS9VqNehEIyMjNjc3Z/V63VZWVmxra8vW1tYSdBJajN7AGMANjHbwdsWT5eXlkJ3hnbjDw8P23nvv2cbGRpDNZmdnbWlpyQqF41rByCAE+0CbNVPK4x5OZ9LP4bWNRiPoVsPDw7a/vx+cxjgwPv/88yAf63749O00p/Vlgyuj4hW8UvCHZGJiItSqQhAnIgoByMyCV0EP4rvvvms//elPQ1swAg+xqKGenh574403bHd39xRz1JpvRNKQkgNMTk4m0oaIdMFDxpgx5pFigvDNbYq8D/HyRAxGqExCiY1fz0ajYe+++67Nz8/bzMxMwlhaKBTs3r179tf/+l+3f/ff/Xft4cOHNjIyYsvLy0G58bWCAJ8yyN699dZbdu3aNVtfXz8lgHj41re+ZT/84Q9tdHTUGo2G3bx5M1WQVOZIIXf2bXp6OhgV8erfunUrGAyAt956y5aWlkINzmLx+Hbu58+fh5sJ6QfDUqFQiKZwoshykYAyNhiG7mNs/SqV4wt1FhcXE8akkZGRkApDBCgGHU1JBFRJiwmCsf3j2fX19RCpBh4Vi0Xb3NwM9RSJHsa7RqovyrYaEDXNwOw4DbZSqYS0Y5S1zz77LDxHZI7C7du3T423UCiE6FOi4r75zW+Gwu4/+clPwnrfuHEj1Eqanp62mzdvnvKgsr9vvPGGPX361A4PD4OB2MwSl7uYHZ9FBFKAs81zt27dsqdPnyZSlc2O6QORvNPT00G5REHQS38U/uV/+V+2v/bX/pr98Ic/tD/8wz8MUVf8aK1UohrefPNNq1arAacB0v4LhUJIAyQCQyNczE5qHCG0xbzr0K/e3l67e/euvXjxwhYXF21jY8NKpZJdv3493GjJmdDoTIXp6Wmbm5tLlLa4deuWbW1thWhJNbCNjo4GxUjT2JrNZlhbaqtptB3G/2vXrtnDhw9DPdn9/f1w1rQ4v+KJzt3s5KZBdY5A+2/cuGG7u7t28+bNcNs8NffgA7Ozs9ZqtWx8fDxEjaJ0eSVAjRNqdOSnWq2G9CPPO+bm5qzVatnTp09DnbPJycmQ6lkqlWxubi6kXhHVpXyS8avB3UfW8/fExIR95zvfCcI5PLRUOrlcDFpw7dq1kJHA+1oLEgUURYrbNTU9GFCjtJ4lLuDCCI/xQfszO+Ydb775pvX399vq6qqtr6+HkgSsPWeCdNNCoRDmiDJKH4x7e3s7rBtRJmr8/v73v2+///u/H/Zeoy4AapV6gxy44PFzamoqFJR//vx5KEfioz98W6w9ihQOCDX06p6Ds0SZKj0knQ2FCwMaxmOiL312h1eeiDicn5+3sbGxRCYBeKo1gcfHx0NdsLt37ybmxz4TRTYxMZE46+AFWQgava6pmzhXONPNZtM2NzdDuQHNjqC0wPT0tPX29tr4+Lhdv37dhoaGbHR01O7du2cvXrwIRmvGihx67dq14KTye617pTIHuEXK8v7+vq2vr5uZhdRI6qGiLA8ODtrh4WEw0mlf/f39Ad8xJszOztrCwkKCDoAzGr2nxiE1XJmdOJ2gSV621T2h7xh4p8vExESIUiyVjmu54byFthDtVygUAp6y9lywMD8/Hy5UwHjTaDSCA10dbfV63fr6+gKP00yb3t7eIE9UKhX72te+lsgeqVQq9rf/9t+2f/AP/oEdHByEeotqSNKIK7MTBxFnBhkEw1qxeFwL9l/5V/4Ve/HihX388ceJGoJ/6S/9JVteXraJiQn7nd/5nbA3ZKFwLjhLAOcI56DqAop7gMqs6uiam5uzubk5++CDDxJtjIyMhIvaqtWq3bt3z2q1mj158sQ2NzdtbGzMdnZ2Qruavmt2LFMRHMFctLwCzi2zk9I/GACpif7gwYOEQ0EdaO+++24wFJpZcGCpQ0XlYubl/47JFHyGo6JSqdjbb79t8/PzdnR0FKKmp6en7ejoKNC6rEg6UsBZG5ypsRRlvQwHGjgxMZHQ5eBz8BSfkedhdHQ00B6euXHjhhWLRfvggw/C59yHcHh4GBwUKn/jKOB8kiGjuOZLdxCtvbOzY81m027cuBHonD9LR0dHQS/H4ZE2J+0LOfzdd99NOL+hh8j+GGyhC5Q6qlaricCMmDOyp6cnVwDJZYAro+KXFFqt1t8zs7/3iodx6sD6un/6HIWGx8bGrFarJby+ahQxO0kh0fZhgAj2PuJI60+QwggQzaQCEgQPL2dPT0/wOk5OTibqQZgdE7jt7e0g3JiZTU1N2a/92q/ZT37yk7ZrQwog3o+5uTlbW1uzFy9epF7CMTAwYHfu3LGvfe1r0RQFs2QkIcwDwQui5uuSwcS4mEPff/PNN+2TTz6JzkFhcnLS3nvvvRCl9+abb9rU1FR4F+IPIMCvrq6Gcanh4eHDh4kUKw+9vb1269at8P/U1JQ1Go1EhKniD5Fpq6urp4rnqyGGOkUAXja8ZKR6mp325rZaLZubmwuGdAwaKINEm2jBdn2fyNrFxUUzs0Q9FSBmVFQl2CtUGpnE+6wrKXVEnpgdn9m/+Bf/oq2trYVahYov4PrAwIB985vfPBXCH6utpAbma9eunRo/NwB/7WtfC0L0tWvXbGFhwWZmZuz58+dhre/cuROMJmbHES1PnjyxQuH4sqh/+k//qc3NzYXUfx/Vq/tKhBx4CbPHEMkNghsbG4moaqJfzJKpgVlrUCqVQo3Ma9eu2a/+6q+amdlnn32WcDAQXUKqCoaBycnJoAxWq1W7fft2QiHXVDaiPAuFgl27ds0+/PDDRNQcz3mBmM8mJiaCwQzD0djYmC0uLoYx0YZXOlgfs6Shiih0IsrMLBgq2wmypDg2m81TFwugPCndY82mp6eDYyvWrq4BCrEqldwiyeVAd+/eDWdT39VowN3d3XDGiUDH8IQyrCk5BwcHQREn2u/69es0WGE+AAEAAElEQVRBcFeFCccWBnX2RRVSfnO2uQTl6OgowTO4jRdaoBGOZsfnm4icoaGhcKkEdGZzczMYOb761a8GBZb1MTsRoqempqxarYZLCEgnJOVTjcf071P59G9PN999910bHR21Dz/8MBHljpD/3nvv2f3794ORSvlCoVCwt99+O4xdb84k2opobQygjGdkZCScCXBodnbWJicng4OHS5p0zIuLi8GhCv4yNx8VqWuiUXpEZxAdtb29faomKzKFgiozfl217lusqD1jweHBJTso+fCGmLKkbZE6S2SlB1XKvSMX4GKYYrEYnFM4WXmP6GQMQNRgu3nzpu3t7Vmj0QjpmvBJjWBCDlCc+MY3vmEfffRRcEhfu3bNhoaG7Fd+5VdCBHNvb68tLi6Gy8/MjvnUwMBAMHxlAWe3t7c3GI71HV0zDFtettPUPe/gnpiYsIODA5uYmLDBwUHb3Ny04eFhW1hYOMUnkQsLhWNnwr17907VsVTQC8cwJvkMjcnJSZudnU3wcPpS/qR7yV7zmzVAj+CypIGBAfvKV76SwNc05Z3LLthLIqcBfz4AojGnp6dTM3emp6ft61//un344YchupeSRxjJYmsIr/jud79r/+gf/aNgfPYynBrkoVWUrXnjjTfs5z//eWiL2nDsiedhmsarNIRo55iDlPVTnIqVrPFjx7i1uLhoo6OjIfOjVCoFXQGgPcq4IItztqempoIzTS/ZwQFy+/ZtW1paCg4Qb3hjjn689K10SGVg3XM1IplZMO5rWxidyAaampqyhYWFELGJbsl+xCIVMb7t7u7a0NCQfeMb37Dl5eXAvw8PD09ddFYqlezNN98McrvqwTG6G5MHPX7Dx/1lmmYWAnm0lv7m5maoe+kNs+hl0DBK8QCUpcJBQLDO9PS0NRqNxI3jOo7BwcFoSrs+o334eUJz9D3Wcnd3127cuGHLy8vB0YqzA9lEU6zL5XICN7mpulAonLrI6DLClVHxCl4p+AMbI1xmyVpF1F/iff0ByuWyTU9PB29zs9kMkQ5mlqgtAVBT0MwS0URmJ7Ueh4eHT6Xi4dl98803QzQThhUUJ26oQxHD+EMKgzIGahcRXUNoNKmam5ubiZQHT3w1mkGjLFhHv9Z8FytKGxNi9Dk1aPEehhDq7CD0+faGhoZsYGDA3nnnHevr67Pr16/bzZs37ebNm8H4isGPd0m3ZXzc4lar1U4ZV9PGr1AqlezevXu2tLRkd+/etZ/97GeJ77mRzStaeiuppgyaWaIeUaPRCF57bvbkHZ4dGhqy4eHhUGMOIYd9y9qLVqtlt27dstnZWfvRj/7/7P1ZbBxZt98L/iOZyTE5JOchOc8SKWoqTSXVPPj484djGAeGbcBA34fuh9sXvri370P37YfrfnAPL+620d0PhtFu9MGxD2wceDifz1eDSlWl0iyKkiiKFMVRHJIzkzNzjn5grV07IiMyI5NJZpJaP0AQmcyI2LFjx95rr/EhbDYb2tvbMTIyIr5P1n29YrisrExU/Zah4i/yd4uKirC5uSk2C/SvoqICoVAIzc3NWF9fR0NDg8glKYfVEAUFBWhqasLS0pKmuqw+RLukpASXL18GYJxEOysrCxUVFRoFdl1dnQhB9/v9Ubkx6R2z2+04d+4cOjo60N7ejhs3bmBoaAiVlZVi42nU37SJpo0/cPAOffbZZyj5tUAEKdm7urrg8XhMq/jKXgwAojaBdD2j9xb4TYAl5U5FRYXG44bmPfJIozmmrq5OWK5pbmhsbNQo8+RxQkpJK8jjlH4uLy8XG3Gy/soV1iknFc1jstHGiLy8PLS0tODMmTO4d+8eAIiNvwwJffR+GRVTobyzwG9KAJvtICSFlPxG9yaP1erqakxNTYnE+62trSgoKEBvb6/4DoV6GVFUVCTGqcvlEl57LpdLJPCmd42UzOTtRaG0tDaQtyLl/SIPWGq3XHCLzkdCOT1z8gCgdYcKH5SWlgrlFZ1T77VWXV0twkJp7OTn54ucayTQ08bTCGpXfn4+3G63yFFK1YpXVlaEcmxnZwfl5eVobm7G0tKSZgNYXV2NmZkZjRGS1qSamho4nU50dHRE5d6kdvX09GBzcxN2ux11dXWin0lGIG9A8uinttfX12NxcRHV1dXY3d0VYVWkWCsrKxOh95FIBO3t7aioqEBRUZHIqbS8vCzCrahN8qZN7rvc3Fx0dHQIzya5H4Hf8ibLSnu73Y7e3l5RBXZubk5cR+9VQseQ4Yw2pLKSkTZCWVlZ4j0sLi4WG2Xy2KTojerqakubI5KVAKC3t1cUlKDxI2+kKeeloihoa2sT4dKE2+2OCv+V51uaGwOBgFjnaJwpyoFiWfYaofQVZvmtq6urRc5BCqtcW1vD/Py8uC/aIFOO3+XlZY1sS+0ymrsI8qoBDuTXDz/8EIqiiPyKNO6ysrI0z1X//snvNsk25J3pcBwUj6KIAJJ1V1ZWRO5BGVJOkCLNZrOht7cXAwMDGq9yOW80eQi73W7xfCllCHAw7589e1bkYGtqatL0kd4oJ6dtIYOWnF/NbrejoaEBbrcbHo9HMw+YeSjReCO5WTa26pWQFEJOc3R5eTnq6+s1aXH05yZFA90vRTRRe0khtrOzI+ZD+VmWl5ebyi/0PIqKirC3tyfSugAHhvnf/e53WFhYwObmJra2tlBSUoLm5mZNKhMZ2RhN/ZGTkyO8vWgekAstkvxeVlaG3t5enD17Fk+fPhU5Suk7escA+uzcuXPCMLG3txelxCHjIeVK9nq9Ym+k90yjCCEiJydHRL2sr6+jvLwcfr8f5eXlCAQCmtQ6inJghCWDBOXFzcrKwrlz5xAIBISXKz3bsrIyrK6uwm63o7q6WryL9JxJ0S1DHq82m014tclrp5HcTJ8TVDCJcqdSlA2FExuF88pzKxWSpDRRcjE+4MD4Pz8/L36n6CUZen5yHlW5fY2NjWJdq6urwyeffILd3V08fPgQk5OTmvYpyoEBm/bUsgKOzk1e3Xt7e5o0IbJXpd4ARvMBPdOKioqofiXo/vSGC5IPdnZ2ROQRybP5+fmoqKhAIBAQ+Y6pjdQ3shMSvQ/knUkGCTkSM1NhpSKTVvSLsbxYyRYwOdxVRha29YpFsnBReCV50Rhp/PXCun7jI4cCyZDABgBff/01HA4HVlZW8Dd/8zdCUCVXcwpxocn5woULGqUObSLIC4O8ECh5MXmKUE4Rum5JSQlWV1eF4CB7bMhhvMCB19be3h7sdjtaW1s14SSVlZXCkkXCiyyYEVQAgCxFlGCY+kdRFPT09GBvbw9ra2uG1Wmpjy9fvozh4WGxaNvtduHpIwvXFMJiZDmk50cbMXnjH0+pSP1XWVkJp9OJ8+fPiwp6lHOHhBS50pxcTIQUeXJhBapKSYsgjUMad7JSifqXQltJQdTS0oKBgQHNfchCRE5ODlZWVtDW1obt7W00Nzfj3LlzUTnWuru78eLFC42SjXLG2e124QFD5ydlPEHW36KiIpSWlmqqAdKmhcLt2tvb8ejRI+GxpH9GdFxlZaXwONN7u1IfVlVVIScnB4ODg1EKUfl7VtDPMzR2FUURVsT5+fkowVN/DAlGlLeMcu3RO5efn4/z588jHA7jb/7mb0Q4LXmrUjuqqqrQ1taGlZUV2O12TZEWub+MoE0uhanqw8vI24jmE9kzMjc3F7du3cLMzIzICaj34qNQOBLQyLIuz8uVlZVCMJbDxlwulwiBr6qqEqkBbDabKGgiXweAMK7U19dr3lv9pkVWmNbV1cHlconQPX3BGvl4ygEoJwFXFEWEFQLQrAf6sF45dx5tKIjm5mY8evRIeEcZeV5QgnR57aBr0LpCxRYoPxEpSeT1j0IEZW8QeVxTqA+1S+9JqFegnTt3TiQqJ+QQOjqnfsNO8xpdm+6F5j29whyAZowZFdEhZAUcbSLk/jbyyKBjqHATbe6oPwOBAIaHh0Wfnjt3Dh999BG8Xm+Uwobuv66uDh0dHXA4HBqla2FhoZhHSXFBGxxSaG1tbcHj8QgvMwAi7QNtKr/66iuxjo6OjqK2thZLS0tinFL/yjIH3afNZkNDQ4OQZz7//HP8q3/1r8QmmdpMfUHXlfOklZeX47PPPotSRspFZ0hhJcsA8rPTb2hlz8OCggK0trZibW3NMIeiPB7IuEDnI2UW9R2FCtO90Vokt9ntdgsjilF4t744iPy/3LekCJfnms7OTrHhLC0tRVVVFfr7+xEOh7G2tha1Sa6srERxcTEaGho0ucIAaOQteSyrqqoJUyTovuXvtre346effhLzOVVMzcvLQ2NjI8LhsFC+UZ+RoVPuc7pv8hSkebuyshJnz55FYWEh7Ha7xrALQIRvy0oIPXpDqJyKSJ6X8/Ly4Ha7hRJalt303kIOh0NEl+gVXXpjMh1Lij+KTiIFLMllNDbla5WXl4vzy0o6oxyy+nmO0nH09PQIeZSUTvR9I4WFzWYzNLbQMRSe2d7eLvY1+nuVPdn17wB9h+ZIOSJMUQ4Mi//wH/5DOBwOPH/+HA6HA319fZiamtJ4sxnts+iZ0dxEuVErKyuxvb0tCj7RGkYGLzqWFPgAhAGUfpb3ZZR+gzxZ5fmQDG2FhYXo6elBdna2MCzMzc1FGW316YoACLm7ra0Nc3NzQhmnR3//RUVFoh3FxcW4desWcnJyNMq2nJwcYcTPyckR4fXk7JKXl4ft7W1NvkYyhimKIgoeyoVQqGo75Uw18679sz/7M0xPT0cZVYDfom8oTzCNm4KCAmFM6urqwtjYGFwuF6anp8UcpZcD6Bk1Nzejs7Mzqs+MaG5uxtramsYIRQra5uZmTE1NweFwCIObzWYT8q1R+hVA+y6TUZQiVugau7u7ogASAKE0pff0woULuHPnjugPOWoEgNibAAeRVLR3oH0xFfmT1z6KliJvezIqud1ujI2NiX0m6SqoGCAhF3nKZFipyKQdWXlYVVWFuro69Pf3o7CwUOSzkxOiywoW/cZChj7LyckRIRtmEy8lfaWFEIDIGeN2u0ViXFLuycIJJdOmKssUouf3+zE2Nha18WtubkZVVRUaGxvx5MkT0U5a3GhxfPfunTh/WVmZmHBI+JKLE5B7N23ICNoQ0ncLCgrwwQcfADiw3l+5ckXTB+3t7fB4PELxSJMYecioqipyklEuEbLwk8WJno3cDiNIuJALnMhhLQCiFB6ygpNyVNA9krVfUQ7C2+TzWKW5uVmEhFCIB3kFra2taSzKlNC7sbERpaWlKC0txcbGhvBqoPALCjcLBAIaJau8KNLmlDY1dH+yooA+o01PRUUFtra2xJiQKwnq+5DGMlFSUoL29naRt0U+Jjc3F3V1daJaK3lh0aKn35zV1NTg2rVr2NzcRCAQQH5+PoqLi8X35ByFBG2Km5ubDZUQ8vvc3NwsLJaNjY3CAgyYKxWNnrteAKJjGxsbMTg4KDZRBFmpCfIeo40XCRBGAnZ+fj7+5E/+BAsLCygoKBCervRdCps9f/684SZX3wd6ZUpWVhbOnDkjEo7TnEUKt/X19ai5jsYVpU54+fKloTJOVVXU1tbi9evXYtNJSbiLi4tRXV2NqqoqrK2tIRgM4vr16wAgQj/dbjfevXuHiooKkax+ZWUlSoElKyGM+pF+d7vdePXqlebvZAWmwhmUH1QP9bPeiEQbPtrIyYoxKj5ACicKBwJ+mwfl8+j7r7a2VlMZV85tuLKyApvNpgnFlN+jxcVFEdZcUFAgPKHo96qqKo2nPIVoUZoFUqLpDQv6TRUpM81CuSiFgFGBGNmLTh8iRiHz8ntJmxU5nJig8arPSyX/L5/LLCE9cDCnURhjXl4e/sk/+SeYnZ1FIBDA1tYWZmZmUFFRgYqKCtPiNvK5yTuP5mY5V25W1kEes9raWk0fOhwOoQwjJdXOzk5UftVPPvkEDofDsCI2hZHL+TL1bbt582ZUYTDyiCsqKsLY2JjoP/KClNcR4DcFKhUFoHWKrkF54ChpfUlJCfx+vzBG0nkBCI8aeeNaXV2t8UwjKD8iXYdyIlLhiOLiYo1XiZxbq6ysTORvdLlcIp0GjRFZKSrT1dUlCrbJXm6E0XsMQHhDFRUV4Xe/+x3sdrvIhUeeQ3QPJCuQhyKAKE91eZMpj2XaoFKuNMqHSTKU/B66XC5NyDApKil3bDAYRHFxsVASyv1BXt00XwC/5UKWDXculwtutxs7OzvweDxR88TFixfR1taGv/iLv4hag+U83LJyVv6dfq6rq9Mo2RRFicqVLv9NXjPoM5JvFhYWsLGxITbqZDgLBAJwOByasagPsZZlA5vNhtbWVpSVlQnvWDIw+/1+jfwpt5M8pKqqqnDjxg0sLCzA6XSKQgx0XXqfL168KIzGFy5c0Mx1skzgcDjQ09ODBw8ewOl0aozDNNcRnZ2d8Hq9UUV29AYoo3dEVVWcO3dOeLvTmNR7ddE9k9cjPQPan1BeOpKTqUCi3GYAGqU3nZ+cInJzc0VKCP34otx71A6SfangHPUHFQWk/JayAYAKA9FzJMM/HdfY2CgKKQEHMog8ZxntI/WKXrnPjHJSk7IZgPAiLC0txfb2NmpqakQhFrrPyspK8Szsdrso0kLvu1kxN4qwKyws1BT3I2NZVVWVSO/U3NyMnZ0dEYFEUO5ZOh9F/+mVrvRszYpxEbJsn5WVheXlZayuroroCvJWvXnzJkZGRkS0C61JlEajsrISk5OTYoyRQVxOq0Fzgbxe6vemZGBoaWnBzZs3MTs7K77T3NyM6elpIYtRRBm9x+RAIs8ntL+RPyssLERtba0wPBQWFqKjowP3798HcGDYpv1ceXm58F48abBSkUk7bW1tGBsbg8PhQFdXF+bn50U+pvz8fM1kKS9AsrLMTGhRlAPvAao0RpYiIicnB3V1dTh//rzITbWxsYHFxUU4nU40NDSIBPCqqgrBnMLeKKRAb3mn8OWKigqh6KqoqDBcjPQTh5wTiDYj5PJNixBNYtXV1djY2DAU3uX+kIVCWTGn97zMyclBTU2NWPTICkZhYGStcTqdYiMo5/cwu76Rp5l+wyi3RxbUyBJPXlNURIIUHfI9VldXC0/HRKHxUlNTg6WlJaFEqq2txdu3b8ViRotNdvZBtePS0lLhgZqbm4uLFy9ibW1NbBBsNpvIC2a32zE0NBSVf4WqSMsWO7kf5P9JIKJcezbbQeEBfe5BWYAGIJQO+/v7or20OSYaGxvR3t6Ozc1NhEIheL1eERJCYTzLy8ua3IN0POXioWvSeyFvrGTLYHt7uwgN0Xsqyt9tbW0VC3pHR4dGqRjrWco/kyeIvLGm/j937hw8Hg8mJiY0ilf5fgCIcAs5T5x+80PCNvV3Q0MDVFUVGzx6D2RLu1Gb9X1gZgzRjw85/5ZecDLKrWnkGUFJyzs6OrC9vS2eH1nbaez29PQgPz9fE4pVW1sr8tFRvsv19XVNNV66jj4vk74P6GezlBjV1dXY3t7G7Ows8vLyNAnXqX9JaWi0Se3o6MDu7q5QoMm0tbXBbrfD6/Vid3dX5OCUBVMgOoxdUZSofqf1y+VyoampSXgDy4pmWi9cLpcmXJXugbx6SMlL+fDkvMGK8luFWX2bZEUX8Ft4D60DTqdTjFHZY0FeA+RzUTEvOi8ZgygBOylzyes5GAyipaUFwIGQLm9uKDRoe3sbgUBA5Cmjdsj3UldXJ7zryLgi/11ehwsKCkTy9KamJsMQeRnKO0pzwD/4B/8Af/jDH5CdnQ2Px4Pc3Fx0dnaisLAQ3d3dePPmDerr6zE6Oio2L1lZWfjoo4/w7bffakLgaF3Kzs7G73//e82GFoBICUH3RXMMKWn17davbxTVQM/N7XaLedpIcXzjxg38/PPPAA4UWRSare8T+XwU9n327Fk4nU4sLy+jqKgIVVVV+OabbzQVVkl5PDU1pQlRo6JZ5eXlorJmbm4uqqurcfXqVQwODkYpQChHK22sV1dXUV5ejqamJvT09ODly5ea4jZGCrzy8nK0trZCUX4LJ5bXPVoL6XO5CnNbWxsaGhrw1VdfISsrC//6X/9rTdsqKirgdrsRiURQUVGBtrY2vHz5UhgYAK1nFEEehHR9KvLS2NiIrKwsUw9d4GCM6D/LysrCV199JVJ/kJFFNtqTETYSiYjq1fS89MojGTk9C6V2kD3kSMFWVlaGurq6qDFHoe80rgkzxaGsKNNH28jHVFZWQlEUnD9/Hl6vF+FwGH19fSguLsaZM2fg8/ngdrsxPj4uDMLUdjnvGt2/nC6CZFpVVXHx4kXcvXtX3CspveV3Mzc3F1VVVUIepLDr2tpaEVYpy/pkkKB8h3Td0tJSbG1tiZyelALiiy++wLt372C324W8X1paqhlbpFzTQw4BZv0uf4+etZHBlq5JqQ5CoZAm/UhDQwOampqE/EiQFx/1t74tsoG9rq5OvLuU6kn+bmtrK3w+HzY2NsSxZFiXC/yVlpait7cXKysrUQZHeuZkJCwvL4+KhCLFLHkT0lxuJo/Q8waiFbF6hR+9k7LBfWlpSTgrFBYWwul0aopQ0f0DB4ZO2i97PB7YbDaReoQ8+oz2DkRxcTG2traEJy2Fw585cwYAMD8/rymgRkY14GAt29zcFErPsrIy8V7T+3PhwgW8evVKHEtVtfUelfQekaFbvt6VK1fwp3/6p/g3/+bfCAPn2NiYmAtKSkrEc6Q0C1SEUzZS0n5Rvn+XyyXSoFBKp8bGRtTX16OyslIjn1DUBPUB7X/le6A9sl6RrH/ulJM6HA6LvSO976Sgp/sHDsaU2+2G2+02fWczDVYqMmmnqKhIWOrkjTxN6DJ5eXmora0VlYllwUBvHaLFiDb34XAY09PTopS83+9He3u7yCElT/C0sSBre1FREc6dOyfyeFFVZZqw5BwlsuBAE5/NZsPk5GTcnGF037JgTLniqIokVSqlthYVFWFyclJY740ENasWj6ysLDQ2NmJ/f1/khJLDfOnc8kJPiY/1907I4bL6a+m/rw9zp8WDqtvRxkU/gZPCjoolyEntE0EOoygsLMT4+LjwPqipqcH4+HiUlwtVg/z888/F9Wtra9Hf3y9CqWnDX15eLsI2SSFMylGqqhhL6JaVDeRRSL/LmxASLKurq4VQTqEDwMEm68aNG9jc3IyyIlNYaF9fHxYWFjS5Q2gR9Pv9WFlZEd5p9Ez0baXcZ9RGWaDo7u5GUVFRVMVo+i59lpubK/IrAsAHH3yA2dlZQ48TgpKwUy4dqor8+PFj8R15DNM7KmO0mZdzZRqFugIQ1W8psfjg4GBUTlGj91SPFQ+tsrIy4bkgpx8ADuYGUvrQ2JDznqmqaphnTPbYKCkpwc7OjpgDjcajUZga5Vij8+grutLzledP2iTo79Gon8joUVpaivn5eSHs0ZyiV9qTNVk+X3l5Oerq6oQ3jv5a5KVFoe70bujvPx6yIrmpqQkOh0PkWqVryh5i9I8MABQ6T22jTWhlZaXYUOjbJN9HaWlpVMidbAgADsYRefTQBlfOMSx/RnmT3G63Jm9qR0eH2IhduHABbrcbALC6uopIJILu7m6MjY2hpqYGubm5wpuO2kweV2VlZWhpadFs8CmEqbKyEi6XC9nZ2Zqck/pnJ5PIGkDFjS5fvoyWlhZ0dHQgEAjA4/GItai6uhpffvklhoeHMTExgbNnz8Ln84l0ChUVFWhoaNCse9nZ2SKHG/UL8FsYIiXRp40ebejktsubdKPQY5n29naR41Lv7Q5A834qiiKKFBByXjTgt1ym1dXVYix89dVX2N7eFp6z8rxDBs/29nbh1e10OkWUBFVdp+ITlA5ic3MTc3NzmudaUlIilBzkoVNfXy+iEUpLS4VRSjauyuuDzWYTcyHJdrLS0eFwiCqzTqcT1dXVWF9fR0FBAc6cOYPGxkaNMVF+DpRGhKrMZmVloa+vDz09Pairq8OdO3dQVVWlSWcih9hS+6qrq4WyVl/RVi9zKMqBN+HGxgbcbreQh6nadUtLC1ZXV0UuZBo79KzpPmSDgRHUlzR3ffLJJ6ivr4/6W0VFBerq6tDW1ibkGhlVVYWy1GjOkq/X2dmpMe7Jc6PT6dScm+Y1p9OJv/23/7ZQfH788cf45ptv4Ha7RY5AUhxT2CjJmJSmIxQKCcMHvRsdHR0YHR0V+RA3NjZEe8jAKLdd9vZtbm5Gdna2Jj+1LLfSuJehfUReXh5mZ2c1BrHc3FwUFxdH5WW0Eq0hG/DMjrEyDgCInOlLS0vC+EPewi6XC9XV1SgqKtL0TXV1tZAXFUVBKBTS7O1ILiWPfBr/ehmrqKhIRIJtbGyI4pqkJKKCTvJ9kowp34fsaUZhpUZGJ/1+TY6Y03+PIrsoIk6OaKPiVGTQcLvdQtHW1dUlnqv+vTl79iyePXsmrq0vCElRbLRu0BxCezc5b7Qsn1dXV0fVBiBPPVLc/vVf/7W4v8uXL2NkZAStra1ij0Tju7S0FNXV1UL+am1tRVVVlVAq5ufna64VbxzK/UoOFPRO0fOgPPQEObaQZzk9S3pX9Ip2klHu37+v8fw1khVycnJE1FIgEEBTU5OmL83uwUipKOfOpLbRWJHfF3LkoHuUnTMyHVYqMhmB/sUkTzzaTBBUkbe4uFi8tJRrKlaRDr1XXGFhoSY3i81mQ1tbmxD6CPJebG5uFkmqaVIsLS1Fe3s7XC6XZvEx8jyk9siCvP7+9Qnw3W439vf3cevWLRFyQ6EZZGkmYbq+vl5sYvSVoOmf7M4fa6NVV1eHmpoaeDweTX4mAKICp16xsbS0BJvNpqmuTNfRVxOW79loQ0x/6+npwaNHjwD8NvHm5uZqvIpIcdTe3o79/X0sLS2hvr4eHR0dce9T3076LvWTXHmxsbERPp8P09PTUeFooVAIra2tGuu6fD6Zrq4uYdWjEGkAYtFtbm7WeOIZKXFKS0uF96P8d737fWdnp/A205+nubkZFy5cwKNHjzTJ5i9fvqy5j7KyMhEiLRezKCsrE0K5nHckFnrltqz0MVMcGVFdXW1ojZehMTEyMiKSfNNmyuj8Zm0wuw/gt8rPRsdRGwOBAAYHB4X1mN5NSuRsdN5E2tTU1CQ8C0gpIB9DOR8JWeAy2kSQFxx912azoampCTMzMyJPpl7hp/fCoU2D3EbKS6hXYpJnhNHYkTdfVMxF/zf6Wd44lJeXizFN90hVDMmiTQpis37QX4O+q1dkm81rMnohuru7G1tbW1hfXxdehXRMbW2tKBZFz0IfEqxvm5GCqbKyUhSaaG1tjcodSM+surpazN3kIUKbH1U9KDpGis29vT0UFxfj8uXLaG9v14R404baSMFH9+9yucQY1UcYAAfPTS4mQ/T29iIUCuHNmzew2Q5yzubl5WF9fV0oy/TjUlYYxXqH9OPIZrOhsbERzc3N4jOj91K+BzllhfwsgYP3b2VlBfX19VGGMPr+lStX8OTJE3R1dcHr9WJ8fFwoqWTkdTeeMvsf/+N/DJ/Ph7dv3+L777+Puqa+nWSUk3+X14X6+nrU1tZqxrJZHjvq+w8//FAoIClXs+yRXFNTI/KGVVdXC+NDXV0dZmdnxfkptE0fXkh9UFNTA0VRNPko6R7ke9b/LEdjUCoWUmzn5+eLKBVFUTT5bkmxubOzI7xY9NfIysoS0QBffvklAoGACKcnVFVFe3s7ZmdnkZubKxSp+mebm5srxqMRlDZFfgbl5eWaPNX7+/saQy3lWDQqmCOPef17rE+VQpCHYmFhIdra2kSouVFbgd8Kw+ihQkY0JwFambCoqAgNDQ2oqqqCy+XCixcvNAbtoqIifPDBB1Hvv6qqwkhkt9s1f7fb7fj000/h9/vxyy+/ADiQvalwzT/6R/8I9fX1eP78OUKhkPAeq6ioEB6IMnrnhsbGRrx9+xYAhFeUGc3NzRgbG9OMKzqnvs/l+4sHRSC9e/fOtAK1PnWOmfxFBS9J7iBIlqUQaKNiZ9TW4eFhYVxRlN+MvsCBYWBmZgZbW1vCCCGfQ/6fjBWFhYUip/fk5KR4X0kBRmM/lsxpRWlDY7GtrQ1Pnz4VkTZkNM3JycHZs2exvb2N69ev49GjR8IAsLy8DJfLJQqz1NfXi7VMbpOcd/XKlSt4/fq1CImV9z40F+fn52NjY0ModsnRxO/3i7XUbA9Gc2xra6smfRUAfPbZZ5idnUVZWRmePn2K7u5uBINBzMzMaELGnU6nSJHT19eHL774wlRW0aOP6ujs7MTo6CgURUF7e3vUHHH16lWUlJRgY2NDpA4JBoMieoKuR0W0yAHCLJJRhn43ip6hfK5er1cjQwLRqQWM+pfo6OgQodxkUKQCLvq20JpG14mXsiVTYKUik5HQS0UFO6hIhLzhUJSDIgs9PT3w+/1RHk+y0kq/0FPiaKuKBIKSxwIHk7lRmG2scxpV+aLzzszMiHwhdP6WlhaRo0y+r/z8fJSUlAilopkCgj6PRCIoKyvD5uammIxld3P9MX/2Z3+Gv/zLv4wKbe7t7dWEsLS2tmJpaQmdnZ0itM8qsZSKgNYbkRbFoqIiUaGUcvwBBxuZjz76CMFgED09PVG5Gc0gZUN3d7f4LinM+vr68O/+3b8DAJHbZGZmRgjGZWVlaG5uRnFxMdra2gzvTw9Z8sxCeLOysjSeLHQP8vOl8Hg5DMPoPo2qLxOyMl1Gr6zLy8tDV1cXQqEQJiYmkJ2djaqqKmxvb4s8LWaeinRd8rKlZ0cYCc2EkdItEVRVFUVTrl+/HqVQpO/IbS0uLhbJtclinp2dLSyILpcLi4uLmv6kcSafx6w9BQUFQngoKiqylNfNKG2AXJWevET0aSFinZOQc0a5XC6UlZXB7XaL0I9gMKipQCvfC6FXstE4lYXFmpoarK6uoqurC2/fvsX29rYIu5c3BXJ+Of3GVr8JksNpAK0CgRK6U47P7OxsFBcXo7i4WORVkhWtdI7KykpNyI8RRmNcv+bo+7+1tVVU7WtubhZKKNnDi/q3uLgYTU1N4n52dnbE8yblvT60Sm6TnCePwmkURRF5Tim0mDwazp07p6komJ2djdbWViwuLooqhnLoHCk9urq6opSKsQR2PUbfpecs/40Sv0ciEYRCIU1VXypsRWkx5OMuXLiguZ6R0E/jlDYj3d3dwsNSbpPZvVjZ4FOeZr1HUqxjaCxQqhFqgxwiqF9nqarqzs6O8BopKSkx9MDNzs6O2syZtSE3Nxc1NTXo6+vD1taWUOCYeWkbnQMwV9xTOhO5n2tra7G2tiYKj+Tl5WmUiIScU9rtdotcgfJmz+j+5J9bWlowPz+Prq4ujWesy+XCzMyMWK9khQPNWeQ1pzfi6n+W09nInuJOpxMtLS2i6MDTp0+j2k1Ga33hjdraWnGvZjJXS0sLpqamhKJWn1Oc5iqzd0OP/h2T21lUVIT29nY0NDSIMMTNzU3NRl32liXvI/04lL0SZVlfHrNlZWXCaGyE3nuezqcoikZRoPc20ivZb968KYowARApGvRt1fcpebNT2ysrK1FbW4va2lrDIkL6dtL1ZWLJQlblpKampphKTSpGRIZEWYFG+wxS/ssFKql4DvUTjaumpibMz89jc3NTePASchEy/Xp26dIlsVZdu3YNjx8/FgYW2UHDaM3Jy8sTHvFerxeVlZXo6OjA/Py8ps2kgKa5v7a2VhRWigVdr7i4GM3NzSL3pBxJUF1djebmZmxvbwsnDJLVGxoaNHsTWQ6pq6uDw+HQKA6Liopw8eLFKKOKTHZ2tlDSBwIBIS9Qv9I7brTXov7o6uqK+julDwF+m/8cDofwhpafAxXKamxsjNqbAFove/l9oRzpOzs7uHDhAiorK0URSTnKiaA87GNjYxp50eFwiCgGymtMTjHV1dWYm5sTBcv0bSf0sltTU5PwHK2qqoLNZhNG4ObmZtPnQXI9OcKQrET5IgGtsrG8vBybm5tin03znhzdoygHTkFcqIVh4mD2YlZVVWFkZESzCJCSqb29XWz+STFmlOeipaUlKpdXLMwWWzl0kcJXKWdeouTk5EQpFRVFwblz5+BwOFBcXByVd8Voo0rCZEVFhagCawT1GSUqr6urExYseeP12Wef4c6dOwAOwpqcTqfIAUULLeWlq6urw9WrV3H79m3k5+djZWVFs2AbYaQckTfThJn3GLmKUwiUXDBB3kSQC7xVPv74Y6yvrwvl4sOHDwFA5NogsrOzcebMGYyNjQmPC/rOJ598YnhNWZFFXm19fX0AgH/xL/6F6UaLPHGpgqNRvkoKq5f7Sk+sTb6R95PR73Ssy+XChQsX8Nlnn2FzcxP5+fl49OgRIpGIUILW1taK/KF0zwBEqGZjY6Nl6zsJM4fFKMTeCEVRhJKFKsPZbDZcuHABAwMDIuR5cXERFRUVIoSruro6Zj/Lm6qsrCx0d3ejuLgYV65c0ShzzI41Uprpvc6M7sUMuf9ramrQ2dkJp9OJjo4OXLt2TXPNsrIyYcyIFRqlvzYJRASFzg0MDKC+vl6MkebmZnR0dODKlStCeJQ3fWZ9SfdBHpR64w5tGF0uFwKBAMrLyxEOh8W8kZ+fL/KCyfdmFL6vR1aKE5cvX8b29jbKy8sN20353wBoQtfkOVF+LiQ8BgIBrK6uwm63C4984OB9kr1A5Mq2drtd4zFI58/KykJPTw/sdjs6OztRUlKCixcvoqioSFj+AUSFe5n1DYVAmmFV4aT/nllYL3lSklKR+rm6uhodHR1COQ78lnSdiCWIu91uLC4uirxOdXV1hsWuEkWv4JfnAavfpe/TGkCbDb1CBPgtgkH+HfjtueXl5QnP+Js3bxr2u7zRkccjpTNoa2vD69evoaoqOjo6EAqFMDo6aniM/ncr3sD0MxXaaGtrE+NRURS0tLQIb2SHw4HGxkbNe0Ce4Eb9aOa1SMYGAPiTP/kTVFZWYn5+XqSSoHEut18eTxR+aXSfRmPn+vXrePjwIbKysnD27FmR/kH2VIm1nly9ehUDAwP43e9+h0AggJ9+rQJt9N3y8nLRfz/++KNomzzv6MelfA4qWEWe02RYNWub7HHe3t6O/v7+mOuGUTVTeVxTjsKmpiZRqFB/XSMDPcnL+udP4cORSARFRUWad8ThcEStq5Sn1+h+SSFk9IyNUti43W6hUNBH88jQcZRnNDs7G729vabPmO431rkIM89UIjs7G5999plQnhAU6ipXaJcVjWVlZZrCPxSR4HQ6ce3aNYRCIVEMhAxpqqpGRRMQzc3NwjPXZrPh2rVr8Hg8yM7OxubmJjwej1jv9OsIpc9qbW3F7u4url+/LvL5yvekKAdGGvLo/eKLL3D+/Hn88MMPQjlmhNzX5KShR1VVVFRUCPm3oqICTU1N2N3djbk3IQ9PgjwPjZTkeug+3r17J4yBFJ5OcoOswAQOvCCbm5tx9uzZpA34FDlAMp2R/ANAk0tRL/fcunVL40kpO1UYyYDb29soKyvD/Pw8gsGgRuFcXV2NlpYW7O/vi3yLVVVVqKqqijKg2Gw2uN1ukSaCcn3Sd+rr60XB0v39fUQiEVRVVeHKlSsab1IAoiAh5XR0Op1wOBxoa2vD7OxslPOR2+2Gx+NBfn6+mPvLy8uRlZUlwrGp4jVwMB/U19cbOkdkGqxUZNJKdXW1yIUnL7bl5eViESbvErK8kDcHKZGIUCik2WyUl5eLF1Q/2Vm1zgIwDNlLRHElk5eXF5UvR1EOEpBTcmZZwKQNjpnATgVTaCPv8/k091ZVVaVJjJyTk4Pu7m6Nlx8A3Lx5U4QDnT9/HsDB4i4nj5XbW1ZWhr/1t/6WyNtBnnc1NTWaohvUTrP+NrIoyz/Tv5ycHBF+Q1ZlspiaFakBIL5vVhmNwgoAaKzQdGxRUZEQhMgaFgwGUVVVJRQxZlWuz507JxYUqhBeVlYGVVWFskqGcrdR8Yjl5eUoKy5ZXvUCAvWj2X0a3TdgbdMs54Sj0AoA+PTTT+Hz+cTGpb6+HqWlpfgv/+W/CO8S+lyurkfQtalqIqFPqpwMVpRgRhtAOUm/ohx4eN28eRMARI4ZKtrU3NxsGNIoQwVt6LmQd148JTD9TsfV19fj7du3Go+AWMfqIQW5Xlnwd//u30Vra6vGC0XOqUhhLcDBXK3flJgpofVh7vS9cDgsCqo4nU5cvXoVly5dwuPHjzU5IOV7kjcM8t8qKipQXl4uKnzKf6N1Ym9vT4TUrq6uwul0ora2VuRpA6DxUCIjVVVVlaGhyihM2+VyRVnv9f0hG6Bonib0fX/x4kVMTExoKoZmZWWJcUReH5Szyel0as5XUFAg5mF5o09Jv0kglj1KKCcvCdL6Pi8vLxf9deXKFZFqg8aKPm+u2Zyo76NYimP970ZjnDwuZa5evar5PScnB62trVEVIGldoU2MmfGOrkN53sgrPdY7bJaKxYrcofcIo9ArvRwSCzpeHsMNDQ1oaWkRyfhlzEK45HHQ3NwsQqBzc3MxOTkpvkeGFkKfM7a4uNgwVFT/fEnpQz/Lf3M6nbhy5Qrq6upw7do19PT04KefftJ8p6KiAhsbG1Ge7mZhuzJ2ux0ffPAB3G53VPVSM29E+VnJBSvMruNyufDVV19p5sSmpiYRHgtEz6nd3d3i58rKSnz99dfi3E+ePImZzoKMsPq5U+/FJL+Pdrsdn332Gdra2jRFqvRpCWheW15eFkW89PcgF64gSktLhXemvnqs3E7yrornIan3LtMrFSlfcnNzMz7//HOsr68jEolgcXERfr8fFRUVlqKWYv1d7kMj2aqpqQkFBQXo7u6OmVddPqahoQGffvqpZn6zIjeY0dfXh59//hmqquLatWum15efAe3JqFDj+vo6KioqRHRBaWkpGhsbhUJWzuFHz0/uD3qW4XDY9J3Sj/+SkhKxZpEh1kh5RW2n4ogUQm7k5UzHUq5bSr3x6aefYn9/Hw8ePDDsH9nIpTdUyO+QzWbDRx99JAo+Uu5VfZirHnLOCIfDIqIhGVm4uroaXq8XZ86cEfs1RVFEsaq+vj58/fXXcdfpeCjKQWEdOQdwvPYaGTCsKsYBCOV2T08Ptra2MDg4KNpBuZ79fr+opk2QoRaAxvhBcyRw4DlJ7SsqKsKlS5eQk5MjKjRnZ2dHKRSB39IdUf7LM2fOwGY7KDh15swZkV+SOH/+PGpra1FaWorl5WW8ePEiKq0Y5eoFgJ6enoSiANMJKxWZtOJwOPDFF19ge3tbs1kmBYYMCbOk/AKirZaU84SSyZttXmRlgKxEIMgDEEDM0KVEKS4uRk5OjhAEacEpKSmJUiDJbdJ/Tou4/HcqmEKTYktLi/Dw1Cuh9Iubw+HAxx9/rPns7NmzIp+HkQJGtvI3NzcjEAhoQrIJo/ui88jegJQr8MMPP8T9+/eFQFBcXCw8jex2O8rLy1FVVaWZdM1CnbKysnDu3Dm8e/cOTqdTU9VL3ya9UO5wOFBXV4f9/X0Eg0HYbDaRJ6mmpgY9PT1RBRBkKOcmoReu9JBFbXJyEvn5+SK5tj4k3Ai9FU6+P6OF3kypqP+dcpcCiFpM5VxiREFBAdrb28XiWllZiZqaGvzud7/Djz/+GFUREDjoZ6o2vLOzI4T8wyD3k1kl8HgbzViKalJWy4o/INpzQlEUXL9+HRMTE8jJydGEd8VDVobn5OTg2rVr8Hq9IrTMrK3yz1VVVdja2hK5qvQbMPLIkdF7LJ07dw7AwZyxt7en+bt+PJJySe+BQs+TPIyLi4vR3d0tKu7m5eXhyZMnpvcjv+v63H360DV5w1BeXo4rV65gfHxchMvQ+kGbW7fbjTdv3giPjC+//BK5ublRnqRmQl0iijHgYK7My8sTeXJlYwO1i3K6EhS2Rm1wOp2oqqrC5uamxjOG+qGlpQXb29tRyhGjdmVnZwvPYCqAQvNTRUUFdnd3RdhRb2+vCCeS0c898kZYn9Re/79+vjb6ntnPtO6dPXsWiqLg888/N3xOt27dQiAQwP7+viZVhf6cZu8lKSM7OjoseRrp5wF6x4yMPvp7pdQe+kT6hL5QQ6x2yF6XNpvN1GBjtummz+ndk+cK+htttGg+bGxsFIYTUsbm5ubi2rVrMY1einLgjVheXi6Klunbk5eXh7a2Npw7dy5KpgEOFN5yxXog2lM1XiipvsK7fP9yW4j29naR3kIutBBLeSmjf876ucyoSAthxYhIofB6zNY8WZFHhQIphFXepCvKQf43SpFgpJiW+5I808gDsaWlJUoOMjPSyeeVx4Xb7TZUKspkZWUJj6wbN27gv/7X/4qsrKyo5xxv3ta30+y7RrJVdnY2zp49G9fDW49VOcHKsYWFhfjiiy80XoXxkPva6XTC5XKhubkZwWDQ8P2T12K9x6bcJr3clIzizAizvohV2EpWKNPca9YeeZ3V56rW70kLCwtx48YNTExMoKamBm/evImrVLTb7ejr68Pe3p5mDZX3o0QsIxB5EMoG4fr6eni9XlRVVRmmwEgGvcLWbA1NxIlHf36zYyjM+csvv4TH4xHtuHDhgsj7SPtkKjA2MjIC4DfDIO2PCfK6lK8fL1c8oR9jsRwbKDICOJgjz549i1AoFFVkiOZDo3UgU2GlIpN2aCNlBXJjJujnuro6TE5Oxpwo5Umaqijn5ORo8oKRZ1p9fb3wECGBzGyDkwgktDY2NorExIRegUTfN7qevLGmZOOxJmC98GbFk4tyY8jKHwCGAgkphI28Kaiv9SjKQU6rTz/9FFtbW0J5S2PBZrOJkCuaVGmilYXkrq4u0w0YcODlRcJcLKWi/ncKwyKFRklJCSorK9HQ0KApXGKG/nyyQKFXdJEwL2/6SFAnC6z8Xb0yjxYeI0EtlsIsnvKutrZWVEu/ePFizO8SlDOSkqO7XC7hXWWkVASAixcvYmBgQONFdRjOnj0Lt9stQoiIM2fOYHh4GGVlZRojRiLvs34ekMe8UQGZ/Px8dHZ2ijFqJrQajUf5eVLl7erqaty/f18ITOTFZnQel8uFhoYGNDc348yZM1EW+FgCoGyVr66uxszMjAgdI5xOpxCEGhoaMDMzIzwR5fPRdfLz88V9yAr3eP1BxQrIs0SP3W4XnntutxtLS0vi/isqKjT5/6hC4PXr17G2tiYqE6+trYmQRKM2xdtoxPue/Heqkkme9C0tLSIEj46nEO5gMCjGDIXNmCnD5PUiVvGbeO2k99But4s1VZ9fV8bMcAQcCPl3794FcOC9Lecl1R/T1NQklK2AuYeYkSJOnxJCRlEUfPLJJ9jZ2dGs5/H6Q56LqfiVle/LyBsvK5srfQoUOQVCaWmpYdGO+vp6zdpGx+g9weRrdXd3C0U+FSUBDubvjY0NbG9vi3fNSFFL44Jy9pFySS4IcvnyZbx+/RrhcBhtbW0ixYoZZWVluHXrFu7fv4/t7W2RosXMI1oPRR7E8uqwOtdfvnxZFBwhwwoQ3ReXL18W76QVj0g98RQNh1W4OBwONDQ0iIggeldJttAbjOXxqigKbt26ha2trajiIfI8Rb/rx7c87uV3OSsrS6TCkDFb982UikbfN5KZyRidiFyh7/eOjg7Mzs5G7TFyc3ORnZ0tCruY5Ru1mobF6F7M/m70nVgkqpiIdX29d6ecS4/2OT6fT9x3ZWUlZmZmRNomozD8eMhRM0aYrXlG6SKAg/5IZFzIY4sKbOzv76OmpkbzHhBdXV3o6OiAzWbDvXv3DO/F6B7Mwu6tHE/IcmZhYSEuXrwIr9cLn8+XMkcZo2dn9Vla+V68c/f29iIcDsPr9SIQCKCoqAgVFRXCs39oaAiBQEBE55ETDK2L9fX1mJ+fh9/vR319vSiYJWMlj6HRe0XniWf4sdkOwt7z8/PR1tYmjpPzKQMH3oonAVYqMhmJ0WRSU1MDh8Nh6OXV3d2NN2/eYGtrS6PAkhcLeTNqs9lQWlqK1tZWjfdQT08PhoeHsbGxEdMjIRn0YRvxlFLyMXqBjULA19bW4HK58OzZM9FnRu7leqzmSCMrNVVRo5xcZhgJRS6XSygejDZxlPTciJqaGrS2tsLj8UBVVSwsLGhyhJSVleHGjRsiNDUR9IIJVXHz+Xzi2ZNAXVRUBEVRRGXD3Nxcw+IsMvq+kBVO+oWKigNQfwEHCvS2tjZ4PB7hCdrb24uamhq43W7TPEz6z4wWfllhZHQMWUazs7PxxRdfJOR6X1VVZZh77vz583j8+LFhm/WK6sMqFalIi57W1lbU19dHzSFWFQSEnE/JigDY2dkpwt3lcLZY19MrFYmCggJRUXRlZQXl5eWaCq/0vOkdr66uFl6B+n416mej+aO+vj4qJw5w8H5SPrvq6mqUlpbio48+wh/+8AfD65AhweVymXoX63+nnylnoRkFBQUoKiqKyqf39ddfo6qqCgsLC8IyTQUFaE2wImQnKywbvWNUXdbhcGByctJUcKXQ7aqqKmRlZQkvaQr7pvOXl5fD6/VCVVWNsjzWpjDenHHhwgU8f/7c8Dnpj42lVCwuLsbHH3+MUCiEnZ0dLC4uarxZqqqqMDExISp46r1IjMjNzU04v5DeGGXknRfv2SWD7NFixVNRUbSe7NS3TU1NaG5uNgzL7+3t1SgV5ZB3OYWHPC+0tLTg+vXr8Hq9yMvLw/nz57G4uIjCwkI0NTXh22+/1RRD0VNaWore3l6srq6ir68PU1NTuH37tua+SKaygqL8Fp538+ZNTZ4ts7FqpBSLh9VnWlNTgw8//DBqk08J93d2dlBQUICenh709PQgFArhu+++s3RuGSPvdvnnWPdUVlYmPLDNPFjJEED5vOn+CwsLNZ6VhN47R1EUw/U8UYWXvrpuXV0dVlZWNM/PLKpAxsiD1eialy5d0nibG90DAJHeJJ4Co6SkROTaU1VVKOUjkQhcLhcikUjMXNBW5qtk5h/5GPldN/JOTRSzZ6wfl6S4ttls6O7uFgZkv98vnik5Qpw5cwZ5eXmWU/XI0Fhxu90a4xMQOy1Vbm4uCgoKRL7snp4eOJ1OFBQUGBqC46EoijA0AdB4mJk9QyuF+RL5PB4lJSWoqKjA3t4eLl26BJvNhhs3bmBlZcW0SGeikGI5OzsbgUBAyDaE2+3G3NycKJxCkWeANQW30b339vbi1atXKCgoQENDA169eoVz585pUjEBB2NSX7BNb5AuKioS3rskg+nHZSxPRZpXrTpFmdHS0oKhoSE4nU60traKfJpyrsqTUKQFYKUic4KQvQb0n+Xl5eFP//RP8Vd/9VcYGxszDDOI91IqiiIs5f39/VFhvPE2ZEaUlZUJb5Tu7m7Y7XaUlpaKPE56oVgveMmLuL7K55kzZ7C8vCyUFXoBwCh3EmFFqUj583p6etDR0YGioiJ8/fXXMQUdfb9QqGiy7u/AgbKiuLhYKAXW19dFVa2zZ89aOgdx5coV4Z1x+fJlzd9sNhs+/vhjbGxsCEuWXqCmnEZ6K60RRn1B1NfXo6WlBZOTk0KBR+O6oaEBH3/8Mex2O3766Sd4PB64XC68ePFCFHqhRdzsWvJnihLtOm+2oNMxFy5cwNzcXFyvDyv3Tb9XVlYKr1Wq3EpY2aCkCiPB0+h6Rps0l8sFr9cLt9uN9vZ2UdmYMHs3qqur8dVXXwE4eHcpP1ssYm0oSZiheYQ8vHJzc1FZWWm62dYLTEbtzc/Px/b2tubawWAQNTU12Nzc1HgFl5aWoq2tDd9++y0ACKWAjFHlQf1cavR3s7lQ/3N2drbw2tSHzzU3N0NRDkLQKyoq8PjxY7S0tERVWDciWQs88NvzUJSDXD9UYEI+z9WrV+Hz+XDnzp2oe9XjdDrR1taGmzdv4vHjx3A6nfB6vVhfXxcVZMmjOJa3lKyQMnr2hYWFmmIYRjmd5DWXNlOyR5zRJo02lhS2b7fbRSRAXV0dlpaWROicXPBGDlHUKzflKs0ADBUksSBDmdxG/dwQS2awaogw8jqMd0xOTo7mWVFFWTOysrJw9epVTExMoL6+XpMWxO12Y3h4OKoNNpsNn376KcbHx5GXl4e6ujohN0UiETx48AB+vx+tra2mG6umpiYR6aHf5MciPz9fjB3Zs1F+D6wYHfTznBGqqqKsrAxTU1MAEvPWMtos2mw2nDlzBuFwWFMITN8Oq8pLo2IjMrHmnc7OTgSDQaiqaqrQqq2txdLSklDk5OTkIBAIoKCgAJ9++inGxsbEdx0Oh0jJEw+b7SBP4dLSEmpqamCz2aLmMXqf9H1DOb3tdrvG098opFZPPKUijdXq6mr09fWJQnxmCkujHMXxIONYSUmJyIUm55GmvQR5yCuKYknJF2/Niae4pZRF+fn5CYdaG0HzNKGfD6k9ckQTVSKmHPfy3CF7uh8m/JnGldPpFPsrKtBF+YTlSIiioiLU1tYKr/+amhpNnu9EDYaxlL9m59LPBy0tLXHf/UTaBkSnrtHnzqTw7lRBbWtra8PKygouXbqkmV9ra2tRWFgIVVXR39+P7OxsMZ6sGJuM7r2pqQnV1dWasWSz2TS1AxJBnz7HqqdiUVERPvzwQyiKgu+++w6hUEiz36c1u7a2Fq9fvxbHGe0rKEJmaGgI/f39+PDDD6Ny7qfCwHkcsFKRyUjkF5sWJUruD0Aks5UnnYKCAty4cUNYDgGth0w8z4SjUGQ0NDSIxbWlpQXXrl3TWIlkoZis3zLyglxbWwuHwyGs42ZhFqqqorS01JInZCzOnTuH4eFhFBcXi8Tr8SY2fXuKi4vFhl/vYZFIf8vJc69evYrf/e53hh4b8aiqqsKNGzegKIrhhiE7OztuVW+rSjb9/cnH1dXV4csvv8QPP/yAkpIS5ObmilAg2Xu2ubk5Kqm10bnNPgN+Syrd0dGB1dVVTQ41s80iFTdIBn2OI7ldV69excLCQpSlNFbOm+PAqO+MhHIKI3O73fjd736HxcVFjVIx1piOlZfL6DObzWZ5Y9DT04Pq6mqR28yMjo4Oke+SrqGnt7cXa2trsNlsURvViooKbG1tITc3F11dXaisrITNZsOXX36Jzc1NYQmmfIXAgcVcH+YGaOcDo/6gzWa8viLPw62trag5Xd44tLW1xfUuljHLURrve8Bvz6OgoCCqAJR8ntzc3CgFqZHQT/NVW1ubyAtUVlaG0tJSlJSUwOv1wul0orOzUzMe5Q0zFaghrM6f+jWSfm9tbcXw8LAoLtPV1YX9/f2Ynuy0iVIUBd3d3VGh9rT5bmtrQ2FhoUbpZzUE1ip2ux25ubmi4ru+wAt9JxHijVWjDYrRRpUMQZQPr7i4WERgmN1zZWVl1NpFKTXM2peXl6ephC4fR6Fl+rxTZuhTn8R6NlR4SlEUjQHPrBhNrLXNSDkhKy0LCwtRU1ODpqYmkdpGny81EYyM28DBWJELJFndvDc2NmreabmQX7xCYJcuXRKygqxEocidwsJCuN1u5OfnY2trCy9fvkQgEEBHR4cI/ayursa3336LUCgkcn2ZefXpoVBDM8wUuGSUzcvL0zxzK+u+3K9G35dz2+Xk5AhZI1EjsJW5hTyxgOi5wu12i8iXZLzhAGvGVnlOKS8vj8qNnihut1sYaFpbW2Gz2bC6uopQKIQPP/wQCwsLoh1Gz1dus75PaN8GxK+UboR+vaA1oqKiAvn5+cjKysLly5cRCASE4rG8vBwbGxvo7e3F3t4eiouL4XA4NAq9RGX6WGPFqlKxqqoK8/Pz4vfCwkLD6tz6wp6xkPv0sPs/K8iKZKfTaegBWVhYiHA4rGlPU1NTzHmDMOvno8wvqDc+mBkjZIU59XtdXR1UVUVtba2QnXNzc3H16lVRjNAsUqm1tRVlZWWoqanB0tKSuFd6X1ipyDCHQJ6A5PBkOfyAPpMpLS01tASQAEN5ZYyO1X/fymfxcDgcmk2Wvm3nzp3DixcvAABff/01/uqv/krzd9lyW1hYiNbWVlRXV4t+0LeP8tfFS8JrxaLjcrlw5syZmPkK9RhZ47a3t7G9vY2qqqqYYQJm6L0RjIpLJIKVRPepIJY1EzgQdkixWVNTg7y8PFGhk2hra8Ps7Cz8fn/C4dZ6AYiq6PX09AjlQm1tLd68eQPg4N05CsW6/Oz0igLiMErFtrY2jI+Pm17TCkbKcP1nfX19ePnyJdra2vDFF19EVaVMpN3x5pfm5mbhzWr1fLKQFsu7LF578/Ly8OWXX2JlZUXkFCNcLhcaGxtx69YtNDc3a0J7ZEHv/PnzmJqaEqHOZL2Vr2HUPvn3WNVuZY+y1tZWUUlUP7aMksVbpby8XFOxNpHzyM9DbyiKt+7cunVL5KaMVRUWiA75ImUQecXLGyfZO9PIoxQwVqQabZhoPT1//jxUVUV2drZGqWGGrADKzs6G3W43VAqRh7t8baP7Nwt3swLNOTR2jdaU2tpaoaTVG6FivcPk0QxAY5zR5ziMdR5ZoSQrFBMZh4fdiMh9FA+9McnoGPLKLy4uFqFp5JFBY8qIeGub/vPLly+Lip2UBoOUp4nIM4ly6dIl7O/vRxkLYtHc3Izd3V1MTEygoaEB4XBYVI2NV/3VTKnX1taGxsZGjYKtpKREeNbI6+3m5qZIWbK/v4+PPvooqfdK3055LiZvUVoHyBvZKB2HUVisqqooLy9HZWWlxjBitP6ajXl5zFjxGNb/bmRs7u7uFkpF+T2nY43e91gko9g02gschsbGRuzu7iIQCODMmTPIzc3F5cuXoSgKVldXNRFcVVVVKC0t1VR+1xv8gN/yqsv5nw8T/iynn8nOzhbjXC4eRXR0dGB8fFxTWPCwkTGx5D6zc+k/b2lpQUNDAwYHB5GXl4fS0lLNek/U1dUJL+ucnBzhpGEUTi/n44vn3Z4KrI7XZMY1cLwRTER5eblILUZVl8vKyrC5uWmYzxj4rd8pLdalS5c0f6+srMTvf//7uNcuKSnBBx98gD/84Q9J7y3SDSsVmYyD3Jirq6sRDAZFHpjOzk64XK6YYU56Yej8+fMoKipCVVUVlpaWUFlZKRZAfcGEeNamxsZGvH37FpFIBE1NTVFCtBk2mw1NTU2orKyMap/b7UY4HIaqqsJiTaFKdXV1CVlXSVh0uVzCO9IstMOq0iUZd3Lqa+AgjLasrAyffvopnj9/jqGhoZh5Z1LRjlS69x+GeIuC/vf6+noR3kw4HA58/vnnCAaDmrx5Rvh8PsPr668jeyE4nU6h+E1VnhWZoqIiS4shhUWQ93Eilsj29nbYbDZDgcwq+mdlFI7a0NCAkpIS5OTkiPc4WWEplkKitLQUFRUVIqQsGczaZbUSqlHFePp+VVVVTG80AMKbmiguLhYh+4WFhabVZmWoEp+iKBprcV9fn6YSIqVo8Pl8ePfunRC66bzJ9qEVJRIQf27SC//xQvyoqqHZdevq6oSHw/Xr1zWGGrvdjuzsbNTW1mJsbMxUgSK3SZ6va2trLRWzojmWnqPVOTeed0qsTUSqhWr9u2DkrdLQ0IDNzU3s7e0ZevSZ4Xa7EYlEYLfbcfbsWbS0tIjiFHrMFGQUTrqxsYGVlRVRAfwwGytVVS2vpWfPnhVFrawoR1paWjA4OCjabhQJ0NXVJZTspCjt6OjAxMQEKioqTDfC8RRFeoqLi/Hll19qvEmIo8xNpSjRRdTikZWVhb6+PhEqW11djfb2dqGkT/Z5y/epr+ItQ5+Rcj1ZD6d4a+EHH3yA58+fY319XSjg9Ir83NxcQ28t4GCu06MfF7FCo+n3uro6oQg0qvRtdnxlZaXwRAUOxm1vb69IO3IUhRTi9enNmzdTUsVXxmazRd2L2RxFxSXk8M6CggKRmofSAzQ1NWF+fh7FxcVC/jRLdWAF8p4OhUIaWdFIhqUUG7JX4GGVU4nmKgYOlM6Tk5Pid3rfPvvsMwCISrdFyMbrmpoazM7OIj8/Xxic5fVbVVV0dHQYGsUPg74QGKGfS8082q3Ie0YoijZ9TLLRU4kir/XhcBjd3d1RBbXke0hmn2yGoihoaGhIem+RblipyGQcH3zwAQYGBsRGkqyb1dXV4sVqbm7GxMQEFEXRVObTCymFhYW4evUqPB4PlpaWcPbsWezu7iIUCqGiosKShYnIzs7GzZs3sbm5idzcXE3RiVjk5eWZ5v5TFEVTffr8+fMYHR1FTk4OqqurDasm64/Xk5+fL5JKW/EeSTW9vb3Iz8+H3W4XXkSVlZUiV48VL0PZ06O0tDSud8EHH3yAly9fCmt2JqB/NvEWVrPxJ+dtIqwsYqS8iHWdmpoaLC4uakLQUkFraysmJibEhikeNpsNly9fxszMjAjztwoVD5KViof1VDTb3BpV7ZaxKhwbKWHIM4k8Dw6jHDdL/p+fn6+xdsfK85RKJQ550O3t7WFpaUmj+DO6lqIoqK+vx8bGBnZ2djQCXUNDg0apCEDMLzMzMykTxlJ1HqfTid7eXiwuLgqFcTJQH3V0dGBnZweKouDixYt4+/YtBgYG4HK5NHm9rHpk9fX1YXp6GiUlJaah1/qfS0tL0dPTg9XVVTgcDlMLvp5472WyhWWSgTa709PTqKqqMlSm6OWLeNemz/Ly8oTi3eFwxNwMmYV1O51ObG5uoqCgIKm8b0ZEIhHLc2NLSwvq6+stz8Vutxs1NTUihNaIkpISfP7551AUBUNDQ5iamkJJSQkuXrxoqDQizN7FWOPFrN2HiXI4LhKRS60QK5yZjOuqqkYZ2lNFTk6OKOARiUREYaz29nbs7e0hEomgoqLCVKloNmb1bZXnIbO1WTaIxavmrr9WfX093G43QqEQOjs7sb6+bpg24TB0dXVhbGwMLS0tcdfgdKWJ0f9PxpLy8nKUlJSgpqZGRDl89dVXUFUVly9fxvLyspDrSamYiOFPrrBcUFCAzc1NFBcXo6KiAmfOnLGsYNVHD1iF7lefm7ioqEiMW7O5OpYCHDDORaw/Ljs7Gy0tLfjTP/1ThMNhBAIBdHZ2CqUiED9lQjKcOXMGNptNE7lB7enq6sLMzIzGM1qPWS7OeCiKgr6+PgSDQdjt9phrBJBa5R6RlZWFTz75BIuLi8JoRm07KmTv4+Li4hPjpQiwUpHJQIqKivDJJ5/gwYMHGqWa7OFRWlqKSCSCxsZGjfVfP3nR4kETQEVFhRBo9MoaK9YmsrQlm+ciHrW1tbhw4YKYRKwkriZkLwZKUq3/+1FMunry8vIMrbbZ2dmWBfre3l6Mjo6isLAQVVVVwv3fjOrq6qTz1hwV8RROeqFC72kYi3jP0el0CgErloekXghL1UJZWloKu92Orq4uy1UIjXKCpYtkPQ6tLv75+fm4ePEiFhcXhed0VlYWuru74Xa74XQ6U5JoXd9Om80m8iKVlZXF9KopLCzUVJM87PWpMMby8nJUP+Xl5QlPVfqZlGahUAh//OMfE7oe5VQrLS1NubenHnkTYVYFUC5oEe86gDbMSQ5hBA7e7Y8++kh898KFC1haWhLh4lbWDFmBlpOTIzbXiaxrzc3NlpWJhJGnotG6a6Q0op/lvFyJeoXpkUPFEyXVSk79seXl5SIZfbx8rEdFIsad7OxsS3NWMv1m9vdk+sJms2mMlplCY2Mj3r17B0VRNOtgKp43KcSMvI2ysrLQ2dkJr9ebtMGDriFDOVMpBVB2djauXbumMQiVlZVpcowleq/6uZ2q8cYiPz8/qiqsEWbzv6IoUXNyvGMTob29HW1tbZbek3QpFW02GwoKCoTx8rPPPsPGxgZsNhtqamqQm5uLvr4+hEIhNDY2CllXfvbJeCp2dnZqvEw3NzdFdFYsxbn+/DU1NfB6vULmTrR6b05ODnp6erCwsIDm5mYUFhaKooux8ojKGDkZGL2jRoYTKtSpJxKJHMmYyM7Oxrlz55Cdna0p7KQoisar2gyrETJGdHV1ob29PeGCkakkJydHhKoT8rvY0NAgFK6pSEdQUlKCv//3/z7+6q/+SuQ1PSmwUpE5UZSWlsLr9UJRDnJW1dXVWXrhzNz3k52oCgoK0NzcjPn5edPEq0QiiryioiK43W4sLy+jp6dH5Fs0IxHh5biUiqmguLgYV65cEb+XlZWJ3FaH3UgeF/HGmn7c6t3rY2FUoUw+PlZVbCvK88Nw7do1PHv2DA0NDbh48WLKz2+FRJUER614MqKurg51dXWafERFRUWacX8UFBQUWCpYoigKPvroI2xtbeHt27eWKlZbRd9PDocDV69exdLSUlRVX7vdLnKxxQpXk6mtrcX+/n5U9cPDtNHs2RYWFuLSpUvwer2misNE6e7uxuDgIBTlt4JSscbWpUuXMDY2BofDgY6ODsPvXLt2Da9evUJ5eblpOOtRK6zirT92u12zwdMrqRRFQWdnJ968eQNFOSh+dtg1LRmFImCcYy0ZhZnR3KOqqqHHiaIoUYV/4kHvDFUHPypKSkpEsTkryp1EnptZHyabc+vSpUu4ffu25esnc41EaW9vRzgcxu7urkb5kqrrxTpPUVGRJnd5KqioqMC5c+fgcDg075icW7GsrEwT9qkvLBQPo3WEyM7O1hQ/jKc4SmYtP6qxYFVZmc6CdlR5/LPPPkNeXh6Wl5dRVFQkjFrx5gA5msJqP+bm5uLzzz/H9vZ2VLRCrByN+vNT8Yy3b9+ioqLCclSIvI/UG9XMPNoJ/Tpj9Oy6urowNzcHVVUNlYZErHs9SuVbsuM9Ly8PXV1dGB0dRW1tbcKpltKpUCRizQ+dnZ3i+aYqRPvixYvY3NzE7u5uxjhbWIGVikzGQi8tectQJbeJiQnxnUQXVXkioAp0Rn+zImD09PRYyqOSqPAsJ3klpaIsLJkVGiFPRauhIsfNYTZ/ra2tWF9fh9/vT5uiKlGOUgDU92VnZyd8Ph+Gh4fhcrksexwcRilmRkVFBb766qtjF3g/+OADPH36FAAseSLIJNsPqX7GR6X0T/a5Kooi8iGmEiMhsayszHRuu3r1Kra3t4VnrVll5rKyMng8HlE5O5XCaKw+rK2tTWli9Pr6elRVVeH+/fviHmLdS7wqrPQdyt+UCLEK5iSKUVEWfb+2tbXh/PnzKC8vj/K6VFUVTqcT58+fF1Xt9aH0x0VeXh7OnTun8V5I5v2lOUP24jdT/imKkvCG7Pz58xgeHhbKmqOcY27duoXNzU1Lnj9yKgmzCptEqhP25+XlJe2tmOq5kMjLy8OFCxfg8/k0+ZMTiVaJxVHIf3KRtK6uLo0RXFGMC+/09vZiYmJCVO3Vt9HpdKKjowN37tyJa0SSQ7epEKPMjRs3sLi4CJfLlXCuSCsygVmfHpfh+7iVLXpjn8vlEgo5K5FC8vHJhD8Dv+UiPHPmDAYHB0UkTKx5zehZFhUV4fLly5avK5NMv5Pifnt721RWyM3Nxccff4y9vT2hSDK6L/1n7e3tGBsbQ1lZ2ZGmd0hWTs7Pz8ef/dmfYWpqKq5X6UlBTtOQk5MTUwmcDIqi4MaNG1hdXRXRlScBVioyGU9lZSXy8vJw69atpIVL+XsFBQUizEsWNI7KgysVQnxnZ6cophErb0wsHA6HWMjjCfGZRlZW1qG8jtLBUSoVw+FwVDXFnJwcuN3uuELFUXsqAumpVFZdXY1bt26JMNtE0G8CrCpSZAu31Xyhscg0pSJx2Odp5CmQ6PFW5qyqqirs7+8jHA5b9mqMdc1Yvx81VLzoOK9vdI1EPKjjEa9QC1FYWBhTmZKsd2GqaWxs1CgVk4GesTxn5eTkGBaLAhJ/d2w227Ft4ux2u6lhQI/b7YbP58Pe3l7cKveyIk8OB0+HobSzsxMPHjwAgLjtTobc3FxcuHABHo8HNTU1KVNQJWsoiwUVSaNqs3qlohGFhYWiIrc+3QId09nZiS+++AKPHj0CEO2xTOTk5OCDDz7A8vKyoWdcTk6O5XDEePcte3fTM9EfU1FRgezs7CPLZZ5JnopGvydyvLyuJHMfVMyOSMRTMd71qFq1TF1dHQKBABwOR1IhroqioKurK26IcmFhYVTldP339cr4rq4utLa2or+/X0R0HQWJPO8PPvgA/f39sNvt6O7uFvkXj5LjjMSLV+8gFeTm5sLtdh/5dVJJZkhmDBMDm80Gt9uNoqKipF9keTJsa2vDyspKVGL6WBPmYYTXVEx0+fn5aG9vj/LSk9uVlZUV81qyJTkd7tSpsrifFFIVam9Ea2srampqMD09jYqKCqHMsqLUipUEPt3erIfFav5GPU1NTXjz5k3CxxUVFeH8+fNYXV2F2+3OGGWHnsM+14aGBkxPTwMwrrAYD32/HFbhp4fuz+FwpGxDd1zvhtXzHkdVe31byDOQOKwxysjD1Kqi8SRgtP7GuydaF+RoBPK62tra0sxpFI2Q6jamA8rlZwWHw4ELFy5gbm4ODQ0Nos8O0xfJHltWVoYLFy5ge3v7yKqRut3ulG8mj+LdoiJpgLn3eCJtkn+/fv06/H4//H4/vvzyS9NzVFVVpcSTJ958Tx7Sq6urpmvMURu+9etoOj0VU3l8MnKTfrzFUirq80LHu4+zZ8/i2bNnmmvU1tbC5XLhypUrh5LzElWgRiIR1NTUYGlpCaqq4tNPPzVMXyI7jRwVichE1dXV+OKLL+BwODIifDkVUMVxxpzM3AExjA5SgqUiDIY8uvRJcWOd6zCCeKqE+HjnycvLQygUgqIohsI6VXIMhUIpDdWzSk5ODvr6+uDxeCzldDvpWLGOxgpXj0VpaSkKCgpi5k6Uqaurw/z8PIqLiy0r0t8nEilIoKe+vv5QRVVsNltMgTgVHPY5FxcX48KFC9ja2kpqI11YWAi3243FxUU0NTWdiMTTx6VUtNvtpt6A7e3tmJychNPpTFtenYqKCvF+HHbTXFdXh5mZGXHetbU1qKpqWbmY7Hx5XCTTNkU5KGKUnZ2NyspKrK2tiSrKRuPifZ2zjRRtRz1vxmrLScNq2Haqxtdhz1NaWoq/9/f+XkrakgxG7T/sWn9Y8vPzRS73lpaWtCsVUzVWkvHG1c+1sebe9fV1ze/x2l1TU4MvvvgCy8vLePnypTjG5XIde/V4h8MBh8OB3t5e+Hw+fPrpp6bfPWqFV6LPO1Gv+kwnLy8v4ZzG7xusVGROFKkIfwYOBJZYQpbL5RKbHyAzrPtGC68+R2RnZyd6enpMk/Wnu0JyQ0ODpSTup4FUjxnKm+JyuRKuVnfhwgU0NTVFhcGdNk/Fk8hJ6fPDbqQpz+XAwADm5+dT0STBUeQ5O6534+LFi7h37x6Ag5AhGZfLhYsXL6bEQ80KRp6Kubm5ohjZYTdU5eXlOHv2LHZ2dtDR0YEffvgh5vX12Gy2I/fGSAdU0ZqqhE9MTIh3RD+2DzsOjntTfJQcxmOopaVFKBvSqSg6LpqamjA6Ohr3e4fJv1teXi7CLw9TSTodJDPfp2PttprL/ShIZfhzqklkLrBi1MzNzY2aK9PhGd3Q0IDx8XHk5ubi3LlzMc+TyvzHRuivbVbw7bTS3t6OgYEB8TMTDSsVmRNFokIkKXb0k2FjY2NMl3i32y0sVMkg57s7jHB15coV9Pf3IycnJ+Yk1tHRIap/9vX1JX09JnVYrUpuVfnY1dWFhoaGpMLIFUUxVESyUtGY4zQipCtX3mniKDw29H0mJ+ZOJS6XC7du3UIkErH0jh43qe5bOQ9dol66+fn5wlMgE5VjyYQ/AwebM7kKfENDA9bX12G32zXpBpIdC2fPnsXr169ht9tTVqE8E2hra8OzZ8+SOrampgZnzpyBz+d7LzaI+mrIsb6XLFevXsXy8jJycnLgcrmSPs9JId1z83Fz2JyOsTzQE0VVVRGBA0CTaz7ZdqSiXakmLy8PX331Ffb39+OmH6mvr8fY2BgAHEk02lGmdEoWt9uNubk58fNRUltbC1VVEQqFTqS3+nHASkXmRKGf1JK1zBQVFWFlZUXzmbwhsNlsyM3Nhc/nS+r8Fy5cwJMnT6AoyqGsilVVVfjqq69gt9sNFzj6rKSkBH19fbh8+XJKN1uZsKieVKha+cLCQspyL6W6qiA/3/TT0NCAyclJ8fNR8D4856qqKiwtLR3Z+Y/S88ZKLtDjUHTrx0lBQYFQ+h1FcS+zTanZeNV7CtAG6qRz/vx5VFdXIxKJ4MWLF3A4HDh79iwikYimL5L1WG1paUF1dTWys7MzNu9rMhx2XjuqnIiZyvnz5zE+Po5QKGRa0OGw+eISiYaRwyPTraBIxsB6mt4lK2SaHFFXV4fCwkLYbLaEiqckm34lXfdPIdDxaG1txe7uLiKRCHp7e1PejnQXCjKCisAoinLk87miKKxMjMP7NSMypwIKFQKseysYTYb6/BNyQnr6TrLk5eXh448/Tvp4Gav53rKzsw+VG86IpqYmUd0yEUsgc8Dly5fh9/sz0qsGYE/FTKCtrQ37+/uIRCIp85i5cOECnj9/DuBg43PaNj9GCraGhoYjVSqmWqGfiejf/9raWuzu7qKkpARnzpxJ+fUSTWdSV1cHl8sFVVVRUFCQEUrFyspKLC8vi5+TISsrSxQvomJqZgrEZOfo0zh+eb1KDJfLhQ8++ABra2uGSsXjzoFms9lw48YNeDyepCrqHiVWxhZVZ52bmzNNOXSaOIrw52QNJSQDWDF2kad2rHYYkUr5uLa2VqQfOKqwYYfDgUuXLh3JuYHMVCrm5uZazi3PHD2na6fBnCqcTqcIOZNDMvr6+jA4OIj8/HzLVgMrSkX9BOn3+5Np9rFy1Eoht9uNQCCAUCikCVtjrBNLoZjuTVG6r88cjI/Lly+n9JxutxtZWVnweDyor6/PCOGPOKoxV1VVhYaGBpELN9lK4Ga8j+9KTk4Obt26lZLqqkZQnyaSBiLTlGPnzp3D9PQ0ioqKUj7mjHgfx6EZmTSvnSTMxtD58+ePtyE4SBVUVlZ27NdNFRcuXEBvb++pM9wZkUlGaLPiZkbU1tYmpVRMJU6nE5cuXYLX6z2xHtKZqFRkMovTPwsyJxa3243t7W2EQiFcvHhRfF5XV4eamhrTCa2wsFDkXTIraGGz2TTKHqNFpry8/Eg9X04CWVlZ70W+oXSRaYUHeMN6eqipqdHkYzvtKIqCvr4+FBcXY2NjI+VGkPfh3TC6R70HfyrR5zzW/38SyMvLE4VsjEjlvRxXwZ6TAvdFcpiFGp+04iqp5DAKkvdBoQgcXaGWZN7jwsJC4W0bLw+o/u/JRrgddr6pra09klyH6YKVioweHhFMxmK329Hb24vz589HubjHmswuXbqE3NxcFBQUiHyGRhaWlpYW8blR/omCgoLD3sKRk0mWQyZxZIVtOsJnkq2mzjCZSlNTk+GacVjeBwHa6P0/ynWQchaftBxXiXCYarpGn52Eez4uuC+So6io6L0opJIIiqLgypUrqK6uxrVr19LdnIzkqMKfk6GtrQ35+fnIzs7G9evXY37XZrPh3LlzKCgoQF1d3ZF53p922FORicf7YV5hTjSJLjqFhYX44osvohKcy2RlZaGkpARffPEFQqGQoTdGuhNHW4GViiebxsZGhMNhqKqalvByHi8MY42T/K4kqxhMptJ8MmRlZSEYDIowyJPc1wA0YfiJFl+6cuUKnjx5Yvr3k943qYT7IjkURcHNmzfx008/iage5iCFBiucrJMqT8VkyM3NxWeffWb5vI2NjQnn7eT9lZbi4mLxc25u7qEqxTOnE1YqMqcS/eQvb46ys7OFhSVWYurm5mZMTEwgEomcmHyC7/uid9Kw2+0ZleCbxw/DGPM+vBvp8kSw2WxwuVzCuzRTC1tZpbOzE3a7HdnZ2aIAi1Wqqqrw9ddf4z//5/9s+Pf3YRxahfvicLhcLlYqMpY5CiXbYc5x3O//+z7fFBUV4erVq1hfX0ddXR17KjJRsFKReS/IycnBxYsXsbS0hMbGRkuLQ05ODj788ENsbW1lbB4MtqQxh4HHC8OYk5+fL4qFHWVuwaMmlSG4R4E+x7HD4TiW6x4Vh61IabPZOPzZAoWFheLn465cfBpobW0VHrWZKuMymcNh0+WctLmL91fRVFZWorKyMt3NYDIUVioyJ4JUTOZ1dXUJew2UlJQcS0XHZOFFjzkMiqKIwkaFhYU8fhhG4ty5cxgdHYXL5Xovihgct6dic3MzpqamUFZWJtbZRNfo00isfuc5+jccDgeuXbuGxcVFNDU1pbs5Jw6n0yk8j7j/mHjo56VQKJTQ8fn5+VGf8XzGMKcHVioyzAmmsLBQeNNkZ2dz8m0mYa5evYrFxUVUV1enuykMk1FUVFRkjDKRKiUfJcetVOzs7EReXh6uXbuG3NxcBIPBhNawsrIyzM/PA0DKC/Okk1hVUnkTriWT3tGTCHseMckSDAYT+n5VVRXevn17RK1JPey0wTCJwUpFhjnBKIqCTz75BOvr63C5XCeiuAyTWeTl5aG5uTndzcgojkOB875SUVGBubk58XMy8PM5Ho56E+VwONDa2pr08T09Pdje3kY4HMalS5dS2LL0wspDhmEykcrKSiwvLwNIfP2220+WykG/n+L9FcPE5mS94QzDRJGVlcWWeoZhTgS1tbVQVRX7+/sJV8ZljpdMV2xlZ2fj448/hqqqGd/WRLlx4wbm5+dRUFCA6elpAKxsZBgmvfT09GB8fBx2uz3hApZGc1cmF/soKipCeXk5VldXkZeXh5qamnQ3iWEyGlYqMgzDMAxzLNhsNtTX16e7Ge8VySqiMnnDJ3MaFW3l5eVoaWkRhYKoeEt2dnaaW8YwzPtKQUEB+vr6kjr2pKwnMtevX4fP50NOTs6pXGcYJpWcvDecSRhFUf5viqL8oCjKrKIo+4qirCuK8lxRlP9FUZSydLePYRiGYazCipXjgcO90ofD4UB7ezscDgeysrLgdruhKAqKi4vT3TSGYZiEMaton+nk5uaeiHYyTLphT8X3g/8BwACA7wEsAygAcA3APwXwv1EU5ZqqqrPpa54xDodDJALO5ArMDMMwzPHR3d0Nj8eDcDiMixcvprs5p4rW1lZMTEzAZrNxeHqa6ezshNvt1uQiY0UvwzAnEVbMMczphpWK7wdFqqr69B8qivLPAPzPAP4PAP7bY29VHG7cuIGJiQlUVlYiLy8v3c1hGIZhMoCcnBx8+eWX8Pv9cDqd6W5ORtLQ0ICZmRkASCj31ZkzZ9DS0oKsrCw4HI6jah5jkeOuyM0wDHMUnFRPRYZhrMFKxfcAI4Xir/x7HCgV24+xOZYpKirChQsX0t0MhmEYJsNwOBys9IrBmTNnhGIw0RyWubm5R9QqJlFYqcgwzGmAlYoMc7phpeL7ze9//X8wra1gGIZhGMYUVVUT+r7D4UBPT88RtYY5LiKRiOZ33oQzDHMSYYMIw5xuWKn4HqEoyv8EwAmgGMBlADdxoFD8v1o49pnJn7pS1kCGYZgMIFEFDsMwzFHAcxHDMKcBNogwzOmGlYrvF/8TgCrp928A/K9UVV1JU3sYhmEYhjHA5XLB6/UCAGpqatLcGiYdyPmkOdyfYZiTipFSsby8XPxcVlZ2nM1hGCbFsFLxPUJV1WoAUBSlCsANHHgoPlcU5e+oqjoQ59hLRp//6sHI5TcZhmEYJoVcunQJExMTcLlcXJDmPSUrKwvXr1/HwsICGhsb090chmGYpDBSKhYWFqKrqwubm5toa2tLQ6sYhkkVrFR8D1FVdQnAf1QUZQDAWwD/PwCcfIlhGIZhMoS8vDzOi8igvLxc49HDMAxzErHZbFF5YhsaGtLUGoZhUglnTX2PUVX1HYBhAGcVRWGJlWEYBkBJSUm6m8AwDMMwDHNqyMrK0vzOeRYZ5vTASkWm9tf/w2ltBcMwTBq5efMmCgoKUFNTA7fbne7mMAzDMAzDnBq6u7vT3QSGYY4IViqechRF6VAUpdjgc5uiKP8MQCWAB6qqeo+/dQzDMJmBy+XCZ599hsuXL7P1nGEYhmEYJoXoDbYsazHM6YFzKp5+/jaA/4uiKPcATAFYw0EF6I8BtABYBPC/Tl/zGIZhGIZhGIZhmNMKKxEZ5vTCSsXTz20AbQBuArgAoATALg4KtPw5gH+pqup62lrHMAzDMAzDMAzDMAzDnDhYqXjKUVV1CMB/l+52MAzDMAzDMAzDMO8fek9F9lxkmNMD51RkGIZhGIZhGIZhGOZIYCUiw5xeWKnIMAzDMAzDMAzDMMyxoKpqupvAMEyKYKUiwzAMwzAMwzAMwzDHAisVGeb0wEpFhmEYhmEYhmEYhmEYhmESgpWKDMMwDMMwDMMwDMMwDMMkBCsVGYZhGIZhGIZhGIY5Fjj8mWFOD6xUZBiGYRiGYRiGYRjmWGClIsOcHlipyDAMwzAMwzAMwzDMsaAoSrqbwDBMimClIsMwDMMwDMMwDMMwx4LNxmoIhjkt8NvMMAzDMAzDMAzDMMyxkJWVle4mMAyTIlipyDAMwzAMwzAMwzDMscBKRYY5PbBSkWEYhmEYhmEYhmGYYyE7OzvdTWAYJkWwUpFhGIZhGIZhGIZhmCOjpaVF/NzU1JS+hjAMk1Ls6W4AwzAMwzAMwzAMwzCnl7Nnz6KmpgYOhwOFhYXpbg7DMCmClYoMwzAMwzAMwzAMwxwppaWl6W4CwzAphsOfGYZhGIZhGIZhGIZhGIZJCFYqMgzDMAzDMAzDMAzDMAyTEKxUZBiGYRiGYRiGYRiGYRgmIVipyDAMwzAMwzAMwzAMwzBMQrBSkWEYhmEYhmEYhmEYhmGYhGClIsMwDMMwDMMwDMMwDMMwCaGoqpruNjAnGEVR1vLy8kq7u7vT3RSGYRiGYRiGYRiGYZhTwcjICPb399dVVS1Ld1vMYKUicygURfEDyALwMt1tYZj3jK5f/3+T1lYwzPsHv3sMkz74/WOY9MDvHsOkhz4AYVVVc9LdEDPs6W4Ac+IZAgBVVS+luyEM8z6hKMozgN89hjlu+N1jmPTB7x/DpAd+9xgmPdC7l8lwTkWGYRiGYRiGYRiGYRiGYRKClYoMwzAMwzAMwzAMwzAMwyQEKxUZhmEYhmEYhmEYhmEYhkkIVioyDMMwDMMwDMMwDMMwDJMQrFRkGIZhGIZhGIZhGIZhGCYhFFVV090GhmEYhmEYhmEYhmEYhmFOEOypyDAMwzAMwzAMwzAMwzBMQrBSkWEYhmEYhmEYhmEYhmGYhGClIsMwDMMwDMMwDMMwDMMwCcFKRYZhGIZhGIZhGIZhGIZhEoKVigzDMAzDMAzDMAzDMAzDJAQrFRmGYRiGYRiGYRiGYRiGSQhWKjIMwzAMwzAMwzAMwzAMkxCsVGQYhmEYhmEYhmEYhmEYJiFYqcgwDMMwDMMwDMMwDMMwTEKwUpFhGIZhGIZhGIZhGIZhmIRgpSLDMAzDMAzDMAzDMAzDMAnBSkWGYRiGYRiGYRiGYRiGYRKClYoMwzAMwzAMwzAMwzAMwyQEKxUZhmEYhmEYhmEYhmEYhkkIVioyDMMwDMMwDMMwDMMwDJMQrFRkGIZhGIZhGIZhGIZhGCYhWKnIMAzDMAzDMAzDMAzDMExCsFKRYRiGYRiGYRiGYRiGYZiEYKUiwzAMwzAMwzAMwzAMwzAJwUpFhmEYhmEYhmEYhmEYhmESgpWKDMMwDMMwDMMwDMMwDMMkBCsVGYZhGIZhGIZhGIZhGIZJCFYqMgzDMAzDMAzDMAzDMAyTEKxUZBiGYRiGYRiGYRiGYRgmIVipyDAMwzAMwzAMwzAMwzBMQrBSkWEYhmEYhmEYhmEYhmGYhGClIsMwDMMwDMMwDMMwDMMwCcFKRYZhGIZhGIZhGIZhGIZhEoKVigzDMAzDMAzDMAzDMAzDJAQrFRmGYRiGYRiGYRiGYRiGSQhWKjIMwzAMwzAMwzAMwzAMkxCsVGQYhmEYhmEYhmEYhmEYJiFYqcgwDMMwDMMwDMMwDMMwTEKwUpFhGIZhGIZhGIZhGIZhmIRgpSLDMAzDMAzDMAzDMAzDMAnBSkWGYRiGYRiGYRiGYRiGYRLCnu4GMCcbRVGmABQBmE5zUxiGYRiGYRiGYRiGYU4LTQC2VFVtTndDzGClInNYivLy8kq7u7tL090QhmEYhmEYhmEYhmGY08DIyAj29/fT3YyYsFKROSzT3d3dpc+ePUt3OxiGYRiGYRiGYRiGYU4Fly5dwsDAwHS62xELzqnIMAzDMAzDMAzDMAzDMExCsFKRYRiGYRiGYRiGYRiGYZiEYKUiwzAMwzAMwzAMwzAMwzAJwUpFhmEYhmEYhmEYhmEYhmESgpWKDMMwDMMwDMMwDMMwDMMkBCsVGYZhGIZhGIZhGIZhGIZJCHu6G8AwDMMwDMMwDMMwzOnF7/djZmYG2dnZqK+vh83G/k0McxpgpSLDMAzDMAzDMAzDMEfG0NAQPB4PACASiaC5uTnNLWIYJhWweYBhGIZhGIZhGIZhmCODFIr6nxmGOdmwUpFhGIZhGIZhGIZhmGMhHA6nuwkMw6QIVioyDMMwDMMwDMMwDHMsRCKRdDeBYZgUwUpFhmEYhmEYhmEYhmGOBVYqMszpgZWKDMMwDMMwDMMwDMMcC6xUZJjTAysVGYZhGIZhGIZhGIY5FlipyDCnB1YqMgzDMAzDMAzDMAzDMAyTEKxUZBiGYRiGYRiGYRiGYRgmIVipyDAMwzAMwzAMwzAMwzBMQrBSkWEYhmEYhmEYhmGYY0FRlHQ3gWGYFMFKRYZhGIZhGIZhGIZhGIZhEoKVigzDMAzDMAzDMAzDMAzDJAQrFRmGYRiGYRiGYRiGORY4/JlhTg+sVGQYhmEYhmEAAF6vF7u7u+luBsMwDMMwDHMCsKe7AQzDMAzDMEz6GRgYwPz8PADg/PnzqK+vT3OLGIZhGIZhmEyGPRUZhmEYhmEYoVDU/8wwDMMwh0FV1XQ3gWGYI4KVigzDMAzDMIwG3gAyDMMwqUK/pvAawzCnB1YqMgzDMAzDMBp4w8cwDMOkCl5TGOb0wkrFDEVRFLeiKP8fRVE8iqL4FUWZVhTl/6EoiivB85T+etz0r+fx/Hpe91G1nWEYhmGYkw1vABmGYZhUwZ6KDHN64UItGYiiKK0AHgCoBPCfAbwBcAXAfw/gbymK8qGqqmsWzlP263k6ANwB8JcAugD8NwB+pyjKdVVVJ4/mLhiGYRiGYRiGYZj3Hc7TyzCnF/ZUzEz+3zhQKP4TVVX/rqqq/3tVVT8D8H8H0Angn1k8z/8ZBwrFf66q6ue/nufv4kA5WfnrdRiGYRiGYTSwFwnDMAyTKkZGRjS/8xrDMKcHVipmGL96KX4FYBrA/0v35/8FwC6Af6woSkGc8zgB/ONfv/9PdX/+fwJ4B+BrRVFaDt9qhmEYhmEYhmEYhokmFAqluwkMwxwRrFTMPD799f/vVFWNyH9QVXUbwH0A+QCuxTnPNQB5AO7/epx8ngiAb3XXYxiGYRiGAcBeJAzDMEzq4JyKDHN64ZyKmUfnr/+/Nfn7GA48GTsA/HDI8+DX88RFUZRnJn/qsnI8wzAMwzAnB97wMQzDMKmA1xOGOd2wp2LmUfzr/5smf6fPS47pPAzDMAzDnHLYi4RhGIY5Cng9YZjTDXsqMpZQVfWS0ee/ejBePObmMAzDMAxzhPAmkMl03r59i7m5OXR1daG2tjbdzWEYxoRIJBL1Ga8xDHN6YE/FzIM8CItN/k6fbxzTeRiGYRiGec/gDR+Tyezv72N0dBS7u7t49swsQw/DMJmA0XrCawzDnB5YqZh5jP76v1muw/Zf/zfLlZjq8zAMwzAMc8rh8GfmJLG/v5/uJjAMYxFeT5iTyPz8PAYHB7G7u5vupmQ8rFTMPH789f+vFEXRPB9FUQoBfAhgD8CjOOd5BGAfwIe/Hiefx4aDYi/y9TIaI7d5hmEYhmGOBt4EMpkMj0+GOTlw+DNz0tjd3cXAwADevXuH/v7+dDcn42GlYoahquoEgO8ANAH43+r+/H8CUADgz1VVFSpzRVG6FEXRVGFWVXUHwJ//+v1/qjvPf/fr+b9VVXUyhc0/EmZnZ/HNN9/wC80wDMMwFtje3sYPP/yAu3fvIhgMJnUO3vBlBjs7O5icnITP50t3UzIKHp8Mc3Lg95U5aSwvL4uft7a20tiSkwEXaslM/lsADwD8S0VRPgcwAuAqgE9xEK78f9R9f+TX/xXd5/8zgE8A/I+KopwH8ARAN4A/BbCMaKVlRvLixQsAwMLCAtbX11FaWpreBjEMwzBMBvP06VPs7e0BAEZGRnDu3LmEz8GbwPSjqioePHgAv9+PhYUFfPjhh+luUsbA45NhTg78vqYfVVWxuroKm82GsrKydDcn4+ExmxjsqZiB/OqteBnA/xcHysT/HYBWAP8CwDVVVdcsnmcNwHUA/xJA26/nuQrg3wC49Ot1ThRsqWcYhmGY2Mj5f9bX1y0doxegw+FwStvEJM7Ozg78fj8A68/xfYE3fAxzcuBCLelnaWkJjx49woMHD3g9sQCnXksM9lTMUFRVnQXw31j8rt5DUf7bOoD//td/DMMwDMMwcQkGg1BVFYpiKmIwR4zNxrZ/M1ghwTAnB1bQpJ+nT5+Kn589e4Yvv/wyja05PFtbWxgZGYHL5UJHh1ld2uThNSYxWFphThT8gjMMwzDM8bCzs5PuJjCMISwPMszJQc5PR/A7nD5OQ98/fvwYy8vLGB0dxdqapSDOhDgNfXScsFKRYRiGYRjmPcdIgE62yAuTGthL1Bz2fGKYkwMXumBSjZwS7cGDByk/P68xicFKRYZhGIZhGCaKTFQq7u3tiTyD7xu8yfkN9iJhmJOD2fvK73F6OI0Gq/39/ZSej8dmYrBSkWEYhmEY5j3HSID2eDxpaIk5Kysr+OGHH3D79m1NMZrTiv6Z8CbnN9jziWEYhiFSXVyOjXiJwUpFhmEYhjkE76vXVLJ4vV7Mz89zdeETQKYVCnn06BGAA2H/xYsX6W1MGngfNzmBQACTk5Pwer2az6enp9PTIIZhUkYmG0p2d3cxOTl5JPn6mNSTyWPpfYCrPzMMwzCnls3NTXi9XtTV1cHhcKT03OFwGPfu3cPW1hZqampw+fLllJ7/NLK0tIQnT54AAPfZCSCTFb+nWZnv9XoxOzuLkpISzefvo1Lx1atX8Hg8yMrKwpdffinm8by8PGxvb6e5dQzDWOGkKXxCoRDu3r2LUCgEAPjwww9RWlqa5lYxsThpY+y0wUpF5kTBEwbDMFYJBoO4d+8eIpEINjY2cP78+ZSef3V1VYTgLSwswOfzITc3N6XXOG0sLCwY/sxkJu+jEisTuHfvHgDg3bt3ms/fx+dBIfjhcBiLi4uor68HwPIgwzBHx/b2tlAoAsD6+vqpUiqexpyKvCakl8yKa2EYhmGYFOHxeMQmfHZ2NuXn12/wM9mrK1NgoS9zMXo2PKYzC30I8PuG3c6+EIyWSCSC4eFhPH369FTk2fR6vVhZWTl1ayUXamGOGh5L6YWVigzDMMyp5KgFjNNYRCEYDGJubg7r6+vpbgqTAbyPnnHpJtY88r4/D1mpeNLn283NTTx+/Bjj4+PpbsqJZmFhARMTE1hcXMTw8HC6m3MolpaWcO/ePTx69AhTU1Ppbs6xkKmK4JMu3+3s7MRUTrOnIpNq2OTHZCzLy8sYHh7G3Nwc3G53upvz3vLu3TtMT0+jvr4eLS0t6W4O8yuhUAhLS0twuVzIz89Pd3MyElYqJs69e/ews7MDALh06RJqa2vT3CJjgsEggsEgj/0jJpOVWOShFAqF0N3dnfKcqeki1jxyGuaYw5CVlZXuJqSM+/fvIxwOY3l5GRUVFSguLk53k04ky8vL4ueVlZU0tuTwyArm169fnyqZ22juUlUVT58+hcPhQF9f36kKL04ne3t7+Omnn6CqKnp6etDc3JzuJh0L7/v6mG7YU5HJWB4/fozt7W14PB7s7e0B4AnjuAmHwxgcHMTW1hZev36NQCCQ7ia9d5iN+cHBQQwMDIicgUw0x61UPOn4/X6hUARwJBUPU9FngUAAt2/fxg8//CDyrTGH56SFPy8uLmJiYgLv3r3DyMhIupsj8Pl8ePXqFd6+fZvU3BzrmNM258RDzmkGnC7vGvndOo6w9o2NDfT392NsbOzIr8Ukx/siY5NxYH19HfPz89jZ2cH9+/fT3CotJ9loPDIyIto7NDRk+J3TNJcSJ+kZnUZYqcicCE5zlcdMRi/QB4PBNLXk/aS/vx/fffcdFhcXo/42Pz8P4ODdkC31zNHg8/kwODgoPKOMOOkCzUkRokdGRsQzePbsWZpbc7rJ1DEAQKNQ1hc0SSejo6OYnp7G6Ogo5ubmEj4+k/v8uImlZOF+AnZ3d/H27VvMzs7GVWC/ePECCwsLePPmDae3YI4d+X2lNAa7u7sZbbiSOUnzzfuyZy4sLNT8fpKe0WmElYoMk0GoqorV1VXhmZluToqS4TSytLSEhYUFBAIBPH36NOZ3t7e3j6lV7y/j4+N49+6d8IwCkns/VFXl9+iQvC8Cc6o4zHjjsZo4MzMzhj9bhcOff4OViuaoqorHjx9jdHQUL168iKtYl+UElhkyk9PoPWaEnBs1UyNtTvL8chRRJpkI71EzC1YqMieC92WimJqawsOHD/Hjjz/C5/Np/razs3Ps/cATdvrY3d21/N23b98eYUtOLqkcr3LS9MnJScvnD4fD2N/fBwDs7+/jzp07+OGHHxJ6vgxzHJjlvGKSJ5n+4/Dn39B7MZ2m+/f5fFhZWTH1fI9HMBjUrCObm5sxvyvDVbSZ48bIUxHIXKWinpM+90xPT2t+T0SBHYlETsT9n4Q2nmZ4VWFOFKd9wnj9+jWAgwn8zZs3OH/+vPh8cnISJSUluHXr1rG1JxWL/draGvb391FTU3OqkqxnEtyvxhzVfGH2Xuivt7Ozg3v37iEYDKKtrQ2bm5vCC/nFixf48MMPj6R9ycJGhMxCVVWsrKygsLAQeXl5aWsDc7xwn/9GIl6bqqqeGE+vYDCIoaEhRCIRrKys4MKFCwmfIxGFayalByDC4TCWlpYQDodRVVWF7OzspM5zmt6XeOPX5/NhdXUVlZWVSfdXOtjb29PITXSfmRy5kantShSbzQa/349Xr14ldfzm5iYePXoEh8OBmzdvZtS4Y5k1s2ClIsNkKEtLS+Jn8oza2NjAxsYGSkpKjqUNh52w19bW8ODBAwAHC9PZs2dT1rbTDi+Oh+eo+pDOG+/9mJubEx4i4+Pjmg0D57TSEgwGsb6+jvLy8rhK8pOiOLBCJBLByMgIIpEIurq6NBWMR0dHMTY2Brvdji+//JK9i37F5/MhNzc33c2whJU5KBQKYWFhAZFIBDU1NQmHP3u9XpGM/8qVK8jJyUm+wRnGaQ0F39raEkqWnZ2dpOa0RJSKcgGuTOHZs2dCzs3NzcXnn38Om+1kBtCFw2FMT08jNzcXdXV1R3KNSCSCn3/+GYFAAEVFRfj444+P5DqpZnR0FG/fvsXExAQaGhrgcDhO5Bp+UucbRVFEtIzR5wsLC6iqqkJBQYHh8Y8fP0YgEEAgEMDw8LBwdslETuozOi2czNmbYd4DAoGAYWGU46wOd9gJWraOk2IUONgUvn37VqM4tcra2hpWV1cP1S7m6PD7/RgeHk4ql9hJgTaD8ZSKJyWsh0iX1TcSieCnn37CkydP8PDhw2O5ZqYwMTGByclJUdhDhqq0hkKhtHkaZZqQPj4+jmfPnuHNmzfpboolrPTfixcv8OLFCwwODuLJkycJK9IePHggDI7ffffdodp7kjhNXirJrBVWC1xEIhHMzs4mfP6jZmVlRfzs8/lOdEqQsbExDA8PY2Bg4FDyaSxl287OjpD/t7a2TkzhRErPQ4ZD4GQYBk/q/CLvtYDY7e7v78fr16/x6NEj0+/JOaxjpVjIBE7KMzqtsFKRYTIYI+uyXvjc39/H0NAQhoaGUl7g5bCLqlmuoMHBQYyOjuLJkyfY2tqyfL75+Xk8ePAADx8+TInSyufz4d27d/B6vYc+F3PA69evMTExgZcvX6bdG++ow5/jnV/vdXHSBJ6lpSU8evQIw8PDWFtbw8zMzJFUatzZ2RE5ZL1eb9I5xk4iExMT4mc5b6ee41BQZ3pORVKOTE1N4dmzZ8dqYDMiVe+CPE96vd6ElQVGMsFpRR6P9HMwGMyY4nbJksz7rZ8nzd7VjY2NqM/k7wYCgagc3sdBpiltVlZW8OzZs6SUgmQAAhBlHDoq0t1fyUBtlsOfTwqpaiutYyMjI4bv5mGhNFqEWbsVRRHX39vbOzFKapmTbsg/bXAsDcNkEKWlpZoNhtFioN/IPH/+HKOjo5icnERvby/+zt/5O8jPz09Je45qwZc9FJeXl1FUVGTpOFlYGxkZQUNDQ9JtiEQiuHv3rrDCXb9+HeXl5Umfjzlgfn5e/Dw9PY3S0tI0tiYxwuFw3NBbj8cDn88Hn8+XcZuiwyK3PxgMYnJyEi0tLVhZWRHKr729PXR1daXkGmafnfR+ZI4GVVXF/JLuMfL8+XPMz8+jq6sLbW1tpt+zWhFeJpZy2cr5ToIXkFXieW36fD68evUKqqri4sWLaG9vx+7uLjY3N1FdXZ1QOG0kEhHpZY46DDcVm2H9MWZ9FasP5+bm8OLFC6iqio6ODnR2dibcjmTItFx6qqri0aNHAA7W+N///vdJn+sw71+sY0+iAkX2cgN+y/8t32cmjQOZo2rX/Pw8Xrx4AeBgrv/888+PPGWFlTGZzFqVbo6jPcvLy1hbW0N2djb29/fTlt/6JMCeisyJItMmtFRjRUjQKxXX1taEu/va2prIrWSVcDhsWRhNtP+TCW+Ohc/ng9/vx/z8/KG9C3d2djQCz9ramqXjdnd302LVPwzT09P45ptvMDw8fKzXTbfQm8h4XVpawrfffouff/7ZtN0bGxuYm5vD6uqqEApjXS8T56t3797h3r17cT19A4GAYftlj4xUkYn9xBzAzyaavb09zM3NQVVVjIyMxPxuMhu1ubm5Q7XvfVIqLi0tie+8fv0aPp8Pv/zyC549e5awLPTLL7/g/v37Ig90su1NdcXvWNeK9Xu8z4ED5Tj9ncJUjwOj+02m32RDQ6rbkw70764s758E+UKPmZyR7By1u7uL1dXVY7n3RPp7dHQUd+/e1YT0myGHEIfD4SOP6DFrt5y/+bDnyhRS/R77fD5MT0+LSJ2jkH9PE6xUZJgMwsoiFm/STCR00OPx4Ntvv8WdO3eiLIpm10+EZBatWCiKgrdv32J+fh5v375N6QJi5V7n5+dx584d3L59O22CgBHxBLRXr14hGAxiYmLiWBWi6RbUE+nDJ0+eIBwOY2trC9PT04bnknPVrKysHErIT8fGPxgMYnBwEF6vFy9fvow5VxyF8BgKheDxeKKuk4rNUjgcxvz8PGZnZ09kGE8mkOnhz1YNP0dNqsPzE5knT6I3SSrRhz/rn8X4+Lh4/xPJQ7q3tydSsXi9XkN5KB5bW1u4c+cO7ty5EzetSyqekdVzmL3XqVDGJUuqZINU5YpM5Xp8mHPpK+vKqQxOoqeivBbL7U/GU9Hn8+HHH3/Ew4cPM6qa+ebmJt6+fSuqJMdDf79HkVLGCk6nU/O7leews7OD6enpjHGsOGpFu9/vFzmt5+fnMT4+ntLznzZYqcicKBYWFtLdhCPFajhLqnj9+jXC4TD29vYMQ66OwzKaiACmqqoQsoLB4LHn1KJcJaqqHlvenFRznH12EoReI4wSxi8tLVnOYZWp6JVtx30/RsU1UqVUfPnyJQYGBvDixQs8fvzY8nEDAwP47rvvTD0qjlrgT7bPt7a20N/fj/7+/oTy0lo573FtGEKhkOWcUuFwGE+ePDnaBh0BqVYCJnO+ra0tPHnyBENDQyduTo7nqagnWYNCKmSvkZER7O3tYW9vL2H54Cg9Fc1IdSRJIqTKgJGqon2Z4gUYS+GUKW2U8fv9mJ2dTVgJn4zidWRkRNzzq1evEj7+sNC1w+EwHj9+jDt37mB5efnQUVOpmpMDgUBCueaTVVK/evUKDx48yIjxpyfVbZqdncX6+ro477Nnz1J6/tMGKxWZEwG90JleeeqwWBEaUjlpyptHo43pYYWYVG9g9G08jEU4mXuTBaeTXKnwuEiXBZZINhTNaFwZCWvxxlCsa6fDUzGR9h2FwLi8vJyS8xj1nezF5vV6Lc096+vrmJ+fh9/vx8uXL6P+Pjk5iW+++QZ3794V50tG4RYIBLCwsJBSZd2rV6+wsLCAhYWFqMTsyTI7O4s3b97g1atXYq47qo0DVfz+5ZdfLFVy9vl8GeOBmsi7a2Wzneo+1p9vYGAAS0tLmJqaSqt3WqpJJpLD6rmSeSby/BZvrjPa0G9ubibkjXuY8OfR0dFjHQuBQEAjv6cq/Pmo1tHDvJOplEt/+eUX07GUCQaCx48f48WLF3j69Knh3/WexfR7MoVajvt+zd6v2dlZLC8vY3d3F0NDQwmvS6qqYmNjA0NDQxgeHk5ZsZbnz58byjGx2iGTSP/u7u5aViSrqoqVlZUjMVYeh6eifM7t7e2Unv+0wUpFJqNZWVnB+vq6mOxSHU5rlfX1ddy7d8/S5ucwpGKCTFagMVpQDruIp9rzUr94p3IBSfRcJzVv1XFaF1MVIh4KhTA5OYnZ2dmE2j82Nob+/v6YhQ8Ow1GOx+Mg1nxzXPeSKk/FSCSCxcVFzMzMIBAIxJ27vF6v6UaIeP36tdjsLyws4OHDh/j+++8TWgdCoRDu3LmD/v5+3L59O2XGCPndiqeIsCr8Dw4OAjjof1Ki65/F/v4+Xrx4oUkFkAyLi4vC69xKnqJMCs1OZO4PhUJxx+JReiqOjIzghx9+EGPWSs6vTIbuTa+coM+STZ2gN1gf99haXFzE3bt38eDBA8sROYdRKppVCKfv7u/vp8wDOhAI4Pbt27h7965ILRJPqbiysoI7d+7g7t27x7KRzxQvQKN2kOd9Oto4PT2Nx48fY3x8POqZ0doIIGFvvZMgP5v1rzxX7O7uJmw8V1UV09PT2Nvbw87OjqX1LxKJYH9/X6R+Mnp/EzXaHjac3ur4e/v2LR49eoQ7d+4cuWEw1e9EJBLRjNXjUmzPzs7ixx9/PLK9y1HB1Z+ZjGVjYwNTU1NYXV3F0tISKioqABxskEZGRuBwONDd3X2oKn2qqiISicSt+Hr//n0ABwtndXU1SkpKkr5mLI47/FnGaGE8zPWTFfDjnfOozkW/Ly4uYnZ2Fk1NTWLMHRWRSEQk/He73XHHYSo4aYov4EDpQLlMsrKyUFtbG/eYYDAolJArKyuoq6tL+vr6TR4JGfGUiifZU9HK31OFfB2fz4eBgQFUVVWhtbXV8jkokTZw8FxiCX+qqqK/vz+hVABra2si1G5sbMxyBWyv1yvGiaqqWF1dRUFBgaYtVjjMs0hGkNevB+Pj45ibm8Pc3ByKi4sBAMXFxSgrK0uqTVtbWwiFQrDbrYmhhx2Lqqqm7J0z2ozJcoiiKJrv7O7uorCw0PBcqdjI5efnY29vz/D7NG8eZ1i7Ffx+P549e4a9vT10d3ebzs90v8FgEFtbW5p3yYhE+zMQCODHH3+MmgsOO97ijTX5/KFQCK9fv0ZzczMAoL+/31L14UTmjkgkguXlZWRlZaG8vNy0fZFIROSuU1UVly9fRk1Njem5vV4vnE5nTIP/xMSEmE9evXqFpqamuM/p1atXwgAzPj6OCxcuxLvNQ5EJSsVwOBwznPuwSqBE2d7eFmHGNHZojJq1J95+zMwYYIVE52+/34/FxUVUVlampGKvUduTRZ5vdnZ2Yn43HA7jzp07mvl7eXkZN2/etHw9M6/ucDiMubk5hEIhXL58GUVFRZrv+Hw+zMzMIC8vL2o/ZHX8UQGocDiMd+/eoa2tzXK743GY9zYUCmFqagq7u7uor683lGX0SsVY7O7uimKY3d3dUTkrE4EKQQ4NDaGxsfFQeo7j5GS0knkvkSsgyrlfhoaGMDs7i8nJyUMl693d3cXt27fx3XffJWThSZWruhGJhD9PTEzgm2++OXSlSMLIq0yflNZswvZ6vVhaWtIsMmTFnJmZEVY1o+NTESoSCoUwPDyMt2/fHkoYjEQiePr0KRYXFy0lXD4ss7OzePnyJQYHB6OKgxxVaOpRC8v6hTkV15PHoVUPKb0i5TACuP6atMCnO7w7Uczml0gkAo/HoxFu0+WpODk5CY/Hg+Hh4YTyZclz+NraWsznHQqFElawJFuc4zg2q0dxTjk8zefzYWRkBNvb2xgdHRWbfX3RHatMTU3hwYMHeP78uanHlJ7DeLS+fv0a33zzjdhADAwMYGBg4MieqX4De1RzudX2EIlskI6amZkZrK2tCc9X4MCgd/v2bU2+NHrur1+/xsTERFS+VP39JDrPr6ysGBoXjlOptLu7eyTjQP58eXkZMzMzmJqaMpT11tfXMTExgZWVFbx69Uqcq7+/3/R6b968wb179/DTTz8hEomYXt/oPTOSufWKeCKWx+RpCn+O56Gqb1MyxYQSQe9VH8+bN5GQ9uOYh549e4bBwcGEZflgMIixsTFMTExoPk/VnJDoeSYnJ6PkFa/Xm5D8abaXXFlZwdLSEtbW1gw9Jl+9eoXFxUVMTU1FKT+Nzvn69Wt8++23prkdj3pe1Z//5cuX+O677wzfrZmZGbx58wazs7N4+vSpYX8arZlmXrmjo6NYXFzE4uIiRkZGLLc53pp1kvYZrFRkjh2fz4eJiQlLoRUbGxvY2dnRvHTyRmZmZgZbW1sYGhrCzMxMQhMWTdShUCihpL9HMSlubGxgYGAgKowt1rWGh4cRDAbh8Xg0/ZPKxVo/mRm1Z35+Hvfu3ROJ4Am/3y8mWf3inCxm9zY6OoqJiQmMjo5argZotBFLdJO5ubl5KO8POZn7YQq/JLJpPepFXf+M0uWtSu/E8vIyxsfHEwoj0N+DflzYbDZRTTuZthldI528efMGz549w88//4zt7e2oEMOjRr6OLLgmorTSG3tiCWKJhAla+dthyHTPYVVVozavhw1honUiEolYrkifbD/5/X5MTk4iGAzi5cuX6O/vx8OHD/Ef/+N/xF//9V8ndd5Ym+lQKIS1tTXNnJHKcWXl+5k+pgBtblLqv6dPn2J/fx/T09Oa99nv9wvFH+XyMtskJ3rvZhu64/JUJOPrURdqkTf59PP29jZWVlbg9/sxMTGBtbW1hDy4SQnh8/nwww8/mCoTjCIwrOTwPgzz8/P46aef8PTp05S84/SZfq6am5vDo0ePNAq35eVlDA0NJZzqIlEl4dOnT1NWqMaIePJ/Mp6Tx+mpSPupnZ2dhPp2YmICb968sexAclhZLl6/mbU9kX2VLNPJ67ecDsPIQWVxcVH8rB9r+nbv7e1hcnISgUAgodyOhyHWmNzY2MDMzAz8fr+hcUSWNYPBoGE/q6qq8RJUVRX37t0zbIusuJT7LRZjY2P44x//iJ9//vnIjQTHASsVmWPn+fPnGB4exv3792NOpjs7O1haWsLW1hYWFhYwNTWFmZmZqA3N06dPMTU1hZcvX2JhYcHyQi5PKGahQ0YcVvDx+/1R9/3LL79gfn4ew8PDMau9pbpN8RZDK4pfWYkne47KClLq30SE/lAohKGhIdy/fx8PHz7E4uKi6QIie5JZyU9iRKJ9ODc3h7t37+L27dtJ5/yRhffDWB0T2bTev38f9+/fT2konDyej1qJaVWAozCujY0NRCIRrK2tJZQEPxaqqsLr9WruTVVVjI2N4dmzZxmbzFn/LKg/JiYmMDMzg9evX2NkZASjo6Omc7PVcFUjjJ5dLA80q0p+o01wvPDnRD6Pd75YHLdS/zCYbaSPKi3H2toa3r17h6GhobiKjGT7PxgMCoXiixcv4PF4hMDv8XiSKh4Uqz8ePHggit1YUc4fp6eiHr/fj5mZmZSHRXs8HoyNjWFjYwMrKytJRSiYyQz0eyxvTCPC4XBCKV6OWqlIeL3eqP7XhyCaYfW5Gyl/9vf38ebNGyFX03f8fn/CxlWfz4e3b9+aKhOMlIpHbYAbHh7G9vY2FhcXo7xbjYjXl6qq4u7du/j++++FgTIUCuH58+d49+5dlFF4amoq4Wr1yeRePcpiO/FkUqMci8BBPs65uTkEg8God5dIhVIxkXGayHgz20MYKURjXU//Xm9vb2N6ejrh+das7YnuW8nj+/nz51hcXIzywjusgcuKUuyow3jlNsWLgtC338hYmqp5yuv1Gu4/3rx5g0gkIvQcJx1WKjLHDlk7QqFQzGrOstXE7/djZWUFc3NzGu+VSCQiJtZgMIhvvvkGd+7csbTQ6nPA6BUBkUgEfr/fkreeVZ48eYLvvvsOP/zwQ5TykyZ9eXMlX4sSvlPxgFS0KZaCIBwOW7qOmeBhtkm0Kgh7PB4RqrO6uooXL15YOlY/se/s7ODt27fweDwp3dyRMlVV1aST6Sb73A6rqFhfXz9U6gCZ/v5+/PGPfzQ9n9W2ra+vW0r2nYhSUe8tlGz1eKP3QP/Z+vo6BgcH4fF4RDXeTFYgAQeFOajPZYFna2vL9P1NRW4iPWb9ND8/bxiqpx8D4XBYc478/PyklIqUd+yHH36I8l6nY8LhMGZmZtDf359UKgxVVbGzs5PxY0PmKLy5VFXF+vo6FEVBJBKJm9YgGS80gor3hMPhqA2jfG+7u7u4d++e8NiN1RajcwSDQTHHBIPBmGk/zM4lfx4MBqOUYan0VHz69ClevnyZsPIjFl6vV4Qd/sVf/AUePXoUldojUcyU3Va/u729je+//x7ff/+9ZaPzcb2ftBGXx6HL5Yp5zOLiIh48eGAaYghAM8cY3cu7d+/E57JMrapqwuF2oVAoZkSKkSIhkWcaa803+5usuLEiV8STqTwejzCyk6c1XcMsJ168XHnx2mDl70eZVzEZT0VVVXH//n08f/5cpDUwIhlFsXzM+Pg4vvnmm6gUTUdJInPC/fv38f3334v1JhgM4pdffsGrV68MI+Nev36N+/fvJ11IS5ZPzIpubmxsiP2yUWRfonNeMmMv1RE6se7BKGpKnv/1x8pp1szOGauPzO6NCr0+ePBA48GoP1ey6VgyCS7UwmQk+o2kLJzL1gf5pfR4PMjJyQEADAwMxC3MQN81YnNzE48fP4bf74fdbofX6xWCXrLCJnleAgfCiMfjQXt7u/i70QRNm2Wv14vx8XHY7Xb09vZia2tLs5E+CgH4sN5WRhOkvp16ZYCM3gpHGywrLC4uYnp6Gru7u3j8+DGcTieam5vR0tKCs2fPGrblMH0Yz8uGBIVUFX5JpK1mC3+y3ikTExOYm5tDaWkp3G63sK4NDg6isbHRUr8Gg0FR8KG0tBTLy8vCm+DGjRtJF3+QMXufksFsAzQ5OYnm5mZ4vV54vV5RgCMRwXBvbw/Pnj1DJBLBhQsXLHupJIPZ5hKI7i95TBcUFAhhLNVzjVnf7uzsCM/tnp6emMm9VfUgdYG8eQ2HwwkVAqHz0DikHEJUYIOs2CsrK1hcXMT3338Pr9eLL7/8MqH7Gx0dxevXr1FeXo7r169bbtthGR8fR2tra8JCvV6B7vP5DhX+rF+zqD3Ly8sxi98cZtzJGwl92+X+mJ6eFgqI169f49q1a5baQv2TjNebWR6y169fY3p6GtnZ2XC5XKipqYHb7U6pUpHulcJvbTYb5ufnMT8/j9bW1qTmYdrkz83NYXV1FQ0NDRgaGtIUeADiby7lnJ6JKKCoP2dmZrCxsYHq6mpNsaSBgQHcunUr7nmO2lNR/x7s7e1hbm4uSkYIBoNYXV1FWVkZsrOzAcC0aj2d6+HDh1hdXUV+fj4++eQTw/EqexXpN81W10kyDPj9fvj9fjx//hyBQACff/458vPzxfcOW4BOLowWqyCMGcms+1a8sOg7qVIGJOKpSA4PR6n8Hhoags/nw5s3b1BQUBBVsMdoXG1sbIg92uLiIhobG02/T58luibt7+9jfX0dqqpiZGQk6cIfu7u7GBkZQWFhITo7O5M6BxD9rq+srIi59c2bN2hvb8fm5qYYh7SXI3mFwoaBAzn6888/t3Rd/Xu7ubmJ8fFx2Gw2dHV1aQzAJCPJHFYhnczYO+q0P7GUik+fPsXS0hLq6+tx/vx5Q6ViR0dH1PmSUSrKfTswMKBpAxXhMnPaOUkGZz3sqcikFX2VREJvffL5fIbf29vbw9LSEoLBYMILeyxBZ3Z2VggRoVBIEyKV7Asfb0I3cn1++fIlIpEIxsbGhOeCx+OB1+vFixcvMDAwgM3NzZR5vMX7WyLCvZkrN31/bW0NAwMDePLkSdLXMvqOoih4+vQpZmZmcPv2bezv72NlZUWMFTMOM5HHWiiXlpbw6NEjPHr0KKayKV5YgNfrNd28JuMJkww+nw/Dw8N49OgR/v2///eGHi5LS0uakDojwWVkZARDQ0N4+PAh/H6/JjwpVmJ4wLpQEgqFoowTqQphJWvw7u4u7t+/j/n5eUxPTyf0XMhr6qeffoLX68XW1paokndUxPJ00PeNvBHT55RJNbQZkecyelf8fn/MpNeqquLRo0eiyADx/Plz/PGPf8SzZ88MjzE7l/yzrHgn73faMO3t7WF8fNzQkzIW5OG8urqK/f39YxMgR0ZG4ob66ttChrClpSWoqoq5uTnMzMxgaGgo6fw/ZoL05uamaQ5NKvgVa/42w0wpRcjziTx+Ys3VZu95MpsCo++ur69je3sbGxsbWF5ehqqqWFhYsKwAS8abIhKJIBgMYmBgAEtLS3jw4EHcti8tLeH169eGfZXouDb7vpHiRH6m+vC9SCSCnZ0dLC4uwufzRXnQxSs2QRx2wx1vnaJc4XQvVKCKZD3i/v376O/vx927dxGJRLC0tISXL18aeimS0Z2igfb29rC6umrYf7G8j60aDVZXV4WRcXV1FX6/H9vb23jz5k3cYxORJYEDJfG3336Le/fupWxsxfqOmeHAiFR5C8rXbGlpMf2e3+/H4OAghoaGEpoTYz13PeRlOTg4iEAgAK/XGzXmjPooXnST0XtrFTomVYUr+vv7sbCwgB9++AF/+Zd/if7+fkuydLy84UYGe/rO/Pw81tbWNHKDfHwiIc3688/OziIcDot9ooxRZW4jhVms8aGPzPD5fKb3QWxtbWnuSR8CTHP1UaSX0T8nelfkKDMZK6HZscaHzWZDOBzGq1ev8OLFC6FYNptPrRonT5KSkZWKzLGiXwwWFxfxzTff4NGjR1FWOKOqfvIkSKHA7969w/T0dMK5GmK9uPp2pkJoiBVKoKqq6YZKPwn7/X6xeADRLtupsgQddiIzC3mh805MTEBVVWxvbxsmCCYB2Wp1UIL6hf6XrcmxNvHxNp/xvBGHh4fxH/7Df4gKbZAVb2YeBkD853bv3j1xvF45kIxSMZlxQl5KJHDqFcderxdjY2PCU9Ts+rJ3nP7Zx3vXrLZ7bm5OE/YU7/nGuobRcZubm9jd3RXvZygUSkjRMj8/jzdv3uDx48dio5uunCpGG3e5mqf8Lu/u7mJiYiKp0F+znIpzc3N4+/atyOUoC7fxxgM9A1VVxfNWVVUIsh6PJ2oOsaJI0H+HPG/ke/B4PHELQ8VaZxIZk1aI11eJbFjIU3R6ehr9/f1YXV0Va5Sqqqa58uIRa/41Uk7t7u7ixx9/xL/9t/9WY/FPhFjvpfw8c3NzLZ0v3mbA6P+lpSWRdy7Wuai9Zoq0ZBQk8T6nvyWy1m5ubuLJkyeYnJzEo0ePkvJkplxSz58/jzIuzs3N4aeffsKPP/5oWalIxh59H8ubulS8b6Ojo3j27Jl4n1ZWVjA5OamR8WKtU2NjY7h//z7evXsnlLnULvkdJSUdcLChp1zkfr8fi4uLUe+zkVKA5lN9e1LRJ3LaF/n564sUmM37Vj6j41++fCnmePn8VuWBwyoiY1U2VtWDYlYvX77EyMiIZaUXRSmQEla+hn4uWl1dFXKXbMC0WmWWiuncvn3bUq50GpcyegOa0T7J6l7psOHPZoyMjODbb7+NSrlgpvAKBoNYWFjA8vIyhoeHMTo6anmshEIhhEKhqLD/4eHhqO/KSkXg8MXO5HMC2lRgQHTovZlSUf+7keGRjgsEAuK84XAYv/zyC+7fv29qDF9ZWcHPP/+MoaEhzZ6B1vlAIICff/4ZT58+FWHie3t7ltIVGKFPFRJrvBhVq6f55YcffsCjR4+idA50nBmKomBubg77+/sIhUKGVcfX1tbwyy+/aJxE5OsbcZKUihz+zBwreksXTSQrKyuYn59Hfn4+SkpKxGQgbwbI049esO3tbSE8er1eVFVVaV6+ZEMlZEKhEDweD1ZWVtDV1QVFUbC4uKgJW07kXGbEmqiMqkjphf9QKCRCY46SRARBq3m4dnd3DTczGxsbQkHX3d2NwsJCS5MwfYfCI2SBWhawrW7O6NhY+XF8Ph9u376NnZ0djI+Po6GhAcXFxYbnM8PMqiazvLwMv9+f0OY6lUpF/UKsP7cskJDgGq+f9eGpVsPi4iFXIiesPPNwOAyPx4Ps7Gy43W7k5uaaKhXlMZHowu/xeFBbWyuUaiUlJQkdnwyJvKvyZ3phlITmTz75RIQHJ3t9VVU1QikJnFZD5uKNSSB67rUivOk34npFEZGIok7fz4m8g/rr0hw2NzeHhYUFrK2tobKyEhcvXkR1dbWlc8Rib29PpAihCrXyeZI1tMkKOHnNMmsbeeOEw2GsrKxoNttW7ifWuru4uIjl5WVUVlZabb7hdX0+H5xOp2l7tre3xVq2vb2NS5cuGZ5rf39fbHTlz5eWllBUVCQ+e/fuHaamplBQUIDLly+nRLkbiUQS8gDSe/xtbW2hoKAgblv29/ehKApmZmYwMDCAyclJkUZjc3MTpaWl2NragtfrFYq6pqamuO0HDuaOsrKyhPoj0Y3cwsKCmK8ikQi6u7vF5tHj8aC+vj7uNUmJRBVH9RtX+ll+V968eYOdnR2N4t3n8wljRyAQwPT0NIqKihAOh8X8KStfj2vTaqYon5mZQXZ29qHbES91i5lcGGtNUdUDD82ZmRlkZWWZFiExuk44HMabN29QUVEBl8uFgoICNDQ0xL2PFy9eCKNkcXGxpt2Komie2cOHD7G2toaCggLDyunxePXqlZCznz59GjfENtb9AgdjeHBwEO/evUNnZ6doK81fZnsvI0Ol1eceb730+Xwiyu3ly5eWrkHrw/LysjCUBYNBVFVVmbYdOFAOTUxMwGaz4cyZM5pwfyMHhFgySrLv3/z8PFRVxdmzZ6NkNKPxS8Zbp9OJ2traKEeWtbU13LlzB3V1dfjwww+FbO50OoU8Pz09jZ6eHqysrCAYDCI/Px+jo6NRYcMA8OjRI7GmTExMoK+vT3z++9//HuPj46Kdb9++RVVVFX755RcAB3s+K2HtdP69vT0RjdHU1ISCggLYbDaEQiFsbGygqKhII2+YpQ548uQJAoGAJiRd35dmDkyKomhSrdDYov/9fj8mJiawtLQEv9+vScMBmMuYJwn2VGSOlVjJ2J8/f4779+/j3r17YkGVBVdSrtFGSl9tTa9UixcOTZPN2tpalCeDbFV6+/YtXr58KZQUyXjoANELjdWJg763tbWFqakpvH37Nqof5XsdGxvDd999Z+r5aJXDTmxmCoTd3V3Mzc2Jydfr9RqGywwODoqfzRKAx1IqGilj5b8bnSvWPRtVNSRev34tFEx7e3umIZGxKq0piqLxpDSz1hklmo/ngZIqdnd3Y95DrOdhhvycrZCIZ0IywtvCwgJGR0cxMjIiQrGNjsvNzY0qqrS3t4fl5eUoA4hZ++j/w+acMoJCq2WLfSgUwuzsLMbGxsScZ7bZlJV1sRJQW2V3d9dUMS9b7fXCnn6DrUev4DJ67onkCDP6eW9vz3Q9iefBrKoHuYwGBwfx4sULzfur79dEjWCkAPd6vZiYmMDe3l5Mb2gjdnZ2MDAwENOzQ1XVqPtM1iM+lkLBbM2gHHBGyjwjIpGIKPKjf/ZOp1Pz+8uXLxMOp5PbQeFzP/zwg+kaLxeOMwpLo/9HRkbw7t27qPVuc3MTs7Oz4jm8fv1aVLY1C4M1ItYzS1RRTH3m9Xrx/PnzKA99o2v99NNP+Of//J/jz//8zzEwMCC8CmnDSs+TlB90Df1zlscKzV+7u7sijE5Wxm1tbYlQ40Qw+75ckGxxcVGTqkf2NLf6fsTKi0dtCAQColihmZfZu3fvhLyqN0jS+amgin7eTlRRHwuz93hqagperxdLS0tiLFvFKHLA7/ejv78fg4ODlvJDW3n+MzMzWFtbw/LycpSMHS8s1Ov1ilBOqwXh5Cgkj8cT05BHPH78GGNjYxqvcSvI+xYzQxilu4gnC8spmba2tsR4m5ubw/379/Hy5Uuxpscz+MW7ViLQ/Gt2HSPoc3oWqmrsMS9/V1EUMUdHIhFLESZHpSjyeDwiTVYsdnZ2RFqEnZ0d+Hy+qL3s/Pw8wuEwtra2MDs7a7rXoLVCf09G+zTaxxjJT/o2y57PVjxwZXlyYmJChH5TgSBFUTA+Po7JycmoPSbNu/v7+5r9v7yGk2OKTKx1Mt6c7/f7sb+/j9nZWWxvb1vOqXiSlIzsqcgcK1Zejs3NTZFgVv4+vfi7u7uGoTaJvIiRSERYyYGDyeDDDz8URRLo2KWlJSwuLiIUCmFkZARdXV1wOBxQ1QM38fz8fMueOlbDFAjKCUdtWllZEZPm0NAQiouLhTJie3sbRUVF2N/fx97eHoqLi/Hs2TPU1tYmdE2ZRBbmRHj48CE8Hg/m5+fR3NwMh8NhqADVKxqsXn9jY0MUzIh1D/qxNTo6GlXZVlV/82rUK0Tkjaj+b2bhdmaJfIGDPB+3b98GgJjFOmIpV6yGGSXD7OxszGp+AAxDz/TXtxJ6E4vDKDOsbCx2dnbE+JHDaY3QK7N2dnZEgaBY6P9OG4h4ykVSUEUiEfzhD3+A1+vF5cuXcf78ec33/H6/EKJevXqF+vp6zM/P4969e3j8+DF8Ph+mpqbw2WefmV4rHA6LdsVKLbG6uor5+Xk4nU4sLCygvLzcsOCGUYoDuiejuZsUKDSe5PbEUmwbkUyYCb1PHo8Hc3NzyM/PR09PT9SxVnL5zs/Pw+fzIRKJYGJiQnilPn36FKOjo2hpaYHD4Ui4SA+1hebKeMoxM8v87u4u7t69i9nZWUQiETidTmxvbwtlg1EoXLLvoazwsbpmr62tGeaGAyC8smRPkenpaVGBvbe3V/N9o+cVCAQSqmpO7djb28Ps7Cy6u7uxv79vutGPNe/QdwOBgGjb6uqqoadMJBLB1NSURvm8sbERsx/1hg+jn+ncySgVKdpkfn7e9BkBB8/w3r17wmNNLqJEG1Sa/2KlnzFavylHWWFhoabA3OLiooguUVUVvb29llJbxEK/tqcqv5vRs9EbdfTFBeVjvF6vMMSvrq4K2U9+z+bn54VyPjc3V7wziaYOincfRn0qr/vz8/OGBbSsKsNV9SAH5cLCArxeL8LhMFpbW2OeJxwOxzTaqKqqUfLNzs4Kzyr5nEZeoHKkTSIFBWX0ShqbzRZl8JPbaKQoX15exuzsLBobG1FeXq75W7z5ent7Gz/99BMAoLm5OWrvIMtP+vFJSkrKv0hGHSMPY6vtsXKMXuaNRCKYnp4W41++h3jrtr7ImxFm86OVKt+pyrtpBOXdjXW9u3fvan6fmZlBW1ubpv9CoZD4/eXLl1Hj3OfzCRlBjigkjBw55HRU9O6Ew2G8fv1aGGToOnoZY3Fx0TTqgtpDyMVcZWWpbLAKBALC+SgUCmF1dVUYw8rKyjQRBNRmRVGEF//u7q443iicXO4rI0KhEObm5qCqquhHo2NPkhJRDysVmYyEFoucnJyo0NhAICAEBCMhIRAIYGpqCi6XC9euXRPCSzgcxubmJlwulyY/CV1vbW0tqroZQYt7KBSCw+HAmzdvxIT40UcfGYa66qHkuWVlZTGFQ2J2dlYkxvf5fJqFLhQKaYQb2jgEAgE4HA6x2WloaEBPT4+psoKKIDidzqhwDasTm5UNuvyZvPBsb2+jtLQ06nvhcFhjTZXDl61cI1Z7jP4+MTEhxlMgEIhSFOuv6/F4MD4+DqfTiY6ODsubYzOlot/vh9frFQtoLMVbosJJIs8nFnqFYiAQgMfjQV5eHpxOJyKRCB49eoTx8XHk5OSITbH+OvFyyaQq/DkRpUWi5wGiN+HypoAs3WbX0xdXojkq1uYuHA7j559/FnlGyXM2KysLzc3NmjlIr9ilojA+n08IYltbW9ja2jL1VNRvcMza9PDhQwAHyqkrV66IVBQul0vzXauFtOj5rq+vY3p6GqFQCB988IGYe/XtUVVttVKj52WUzzYSiUSljZDXBPpZrwyNd249qqpq5rLV1VVMTU1heXlZhBW/e/cObW1t4r7MDARG55aJNzcYPefd3V14PB5MTk4Kb1Ka03Z2dkRYbyAQSInQm8w5yBPG6Bi/34/8/HzNmCCFIvBb0bdgMCgUu/J3k9nc0pgjQ6GsGJR/p//1zyUQCIicTVR1VP9+bG5uYmlpCS6XC6WlpWI8kvEwFi9evMBnn30Gm82mMdjFGqv69ygeRmvx7u5ulCKM8Pl8GoVcMBjUKJZkpWKi6zx53tlsNiwuLop3mvpMVVVx/dzcXPj9/igZLNb5Y6F/biSXWR1XdK9G3zdL3G+0oV1fX8fW1hZ8Ph/29vZw7tw5cayqHoR0Li4uIhAIID8/H9vb20KpKJ/P6n0HAgHs7+8jKysr4Sgc/RxNfZaIUlGel9fW1jRKRYJydhYUFBxablLVg0rDOzs7QllmNpclq2iW32uK1pLRe0DqvXKp4J3H4xEVZq0i5waemprSKHOCwaCILqJCfFNTU8I4RvsR4DdvXfp9c3MTQ0NDIhJHvr9E0UejbW9va+YQihQBDpRmRkpF+p/WFOo/vQJNZmdnB2trawgGg4bjKN5cYnTeWAaeZIh1jvn5eTx58iTKozcUCpkeNzc3Jyp3k5xC6RX8fj/W1tZQVlZmes3d3V2Mj49jd3dXzIczMzNobm7GwsICsrKyMDs7C7vdDrfbDSDaqD48PBxTqWi0rzWT1/VEIhGNnLC4uIilpSU4HA4xF4bDYbFmra+vi7QkZt7ltAaaQQZAu92OsbExfP/99+jv78fKygrKy8tNU2ecJCUjKxWZYyXRhUQ/aaiqiqmpKXg8Hvj9fpw5cwZ1dXWaHCjv3r3D5uYmFhYWMDY2hu7ubkQiEfz444/Y399HRUWF4UQVb5IPh8Pwer3Izs7Gq1evhGfDu3fvcObMGYRCIdNE76qqipAlr9eLs2fPmk4UWVlZKCkpgcfjwczMDAoKCrC6uoqcnBzRf3rFjF6ImZycxN7eHmZmZlBRUWHqsXj//n3MzMwgNzcXKysraG1txZkzZ0yVCIlMbkbfffbsGQYHB2Mqlra3t3Hv3j3NBj8RS3o8RZKRoL6zsyOUICMjI+jr60NOTo6p0EgC7cbGBnZ2dqIWkjdv3iAUCuHMmTOaz/VJ5WlzEysEipiZmcHKyoqhBwu1MRFPxcMuVHNzcygtLUUoFMLFixdFkRZSXJHXlVHS/LGxMQQCATQ0NEQpcGMllDf6eyIkq1Q0yy8UiUQ0+V/l88cKyaLzkZBNc0ksT8WJiQkxzuSN7OrqatxNHRlE5Hki1iaO2kYem+vr63j9+jUqKytRUVEhvmOmKNzY2IhSKpIwRnnS6uvrxaZIVqJTf5IyhMKLvF6v6CdZiFfVg1C4WBtT+fkFAgG8evUKz549g6qqqK2tRWVlJba3tzVzztbWlmZsms0FVpSldE/ysVtbW5ienoaiKJpwRCo+Fi8nVzxvTZvNFncj7fP5MDk5iefPnwvFp6Io8Pv9QolI4cJ6Yd1qXlo9ZqHqsTYDsdIJbG1tIT8/X/zt1atXGBwcRGNjo1C0RyIRURSjuLjYdA5NZG5ZXV2N8qC3Ote+evVKKAjM0qqQ0jk7O1tz/7HWNzmka2lpCdXV1Zo8t69evUJxcbHY4K+urgqPpkRzKhrlKbXyDOm7+t8BrfFQfhb7+/vY3NzURCCYbepk44PZ2h8IBMQcYtZeq0oofZ9RXsV4Y4nuYXNzEz6fzzAE2axt8txMeL1eISctLi5iaGgIBQUF6Ovrg9frxdDQkFhvtra2NDKVkSdoLNbW1vDo0SPDIlVWNvVkgItEIhgeHobP5zNUCgIH8uD6+rqh8dkMuj7loVQUBR999JHGm9nsGDPW1taEFyyFaZo9p2S80lRVG3ZrpFQMBoOm4+qwHrOxFPnLy8si/+d/+k//CVVVVVhZWcHU1BTsdjtGR0extbWFqqqqKBlmampKU9Corq5O3J8RsQxq8rn9fj+GhoZgt9vxySefoKqqKmYqkt3dXfT392NpaQkFBQWasbC+vi7mF/m+PR4PfD6fppr6zMyM5cgHs+/E+/7u7i7+/+z9aZBkWZYehn0v3GNfMiOXyqUqqypreqnurpmpmsH0NGY4K0AsxACgaUgTjRIpgDAJkEQTjAJNohGgDGYAjFrMCBpAGEiNCQJAwkQCQxGDQQMY61FNd09v1VVZmZWVlXtk7Ku7h3uEh3t4RLj70w+v78b3jt/3/LmHR2RkdRyzsIhwf+8u59579nPuyMhIGy411fratWuJNSObzSYKhQIGBgawsLCASqWCWq2GTCbj6GM+n4/0oW1wjgcHB3jw4AFqtRqKxaJ7vlarued9+svs7KyrERyGIS5evIhcLoebN29iZWUFr7zyCsIwdH8D7Xpep4yfJB7w/e9/P7EmY7VaRRi2HL65XA6lUgkjIyOYnp52N6+zNBf3P+eqDlYF3/6r1Wp49OhR28VYGxsbqFareO+99zA5OYlSqYSZmRm8/fbbL5QR0cKZUfEMjh3q9Tpu376NcrmMjY2NtppGPiBjsYdrd3cX5XLZRevMzc25qKgwDLG6uoq9vT0MDg6iVqvh+9//Pl566SVks1knUNEr0Mn4pNBsNl2dld3dXRQKBfz0T/80MpkMVldX8du//dtoNBr49V//dXzlK19pe39vby+Svu2bL2FgYAA3b950RJupZ4ODg46g5/P5iHKvTK5UKmF1ddUJYcVi0RkV1SNdq9WccYwp3rOzsxgeHsbnP//5WIKd5jM7JvZHhkgmrco2x7aystKmsNgQ/Waz6dLQk0AFXHrlwjBEPp/Hw4cPUalUIsI5n52ZmcGXv/zljsI9AMcMXnnlFYfb9fV1ZLNZ51nN5/PY2NhwkbD7+/v4nd/5HXzjG9/A+fPnYwVqAm97BFreO5+H8KQYURiGWF5edvg8ODhwf2sdSO73UqkUGe/CwoJ7bnFxMdHwCrQb53q9fClO2Xn06BHW19extbXVViwdOFSAGo0GarUaRkdHMTAw4PYs0znYByEp2pT7n4YEvjc6OuqKW//UT/1UJCWzk4Bl5+qbu43os8q7QrVadWfjk08+QaVSwezsLC5cuJDo1QfiL37J5XLu1ruPPvoIN2/exLVr1yIGFdJ9Hev+/j62trbcTc66J/b3990aDg8P4+bNm219a222v/k3/yYWFhZQLpfx+uuvY2lpCUtLSwiCIPHCjjhaQIE6SdljrVR9d39/Hw8fPsTLL7/sDPAHBweuJMfs7Cx2dnZQr9cjl3ToeKxBTvE+NjbWlpZl27h79y4+/vhjd3t2vV5HJpPB/Pw8SqVSmwGuHzSm33SKgjxvJZ+bm3OC/Fe/+lUMDg6iUqk43GxtbcUaFdOCXUtrFLOfa4QejcmXLl3CxMQEcrlc2yVkbJ9G7biINX22Wq26C5S+/OUve2tQrqys4IMPPogY+CcnJzE8POwid33AGzmvXr3qzr6v5lzS2to07NXVVccfLT717O/u7mJ1dRXlchmZTAbXr1/HwsICrl271haptbGx4QyGdiw7OztYXV3Fq6++2pWCr88lRRNqP3FQq9UitSf39vZQrVadszmubUt7isVim1GR8hONU9vb26hWqygUCnj69GnbPFX2YnR50rjV6Gnr/ylYOpS0Z6lYA600el4ewv2Zy+Xw8ccf49q1axGjorYZ50g9ODiIRKrevn0bU1NT+MIXvtDm8PKBbddXh7CftCwMWynp5G2jo6NtY/AZs7othxMHvr44P5370tKS45OlUskZP6vVKpaXl92+pCysvD2unrA1YCY5zgmFQgGXLl1CoVDA3/27fxd/5I/8kYiR257x999/H7dv38bBwQG+8pWv4MmTJ7h58yaKxSLy+Tyq1SpGRkbcJZzz8/NYX1/HwcEBSqUSLl++jDAMvbXwtORCHJRKpUhd9qS98+6772JoaAi/8iu/EonOXF9fd/V5BwYGIpl1vlR49uHDy+DgIJaWllCtVjE6OupwznRfgq0vyTNFB26pVMLTp0/bLojSPVOpVLw6CyMeq9UqxsbG2oyoacoBESg31mo13L5922uUV1hdXUUYtiKed3Z2sL29jWaziXw+74yKQEtv5AU+1Dnj2vXV1nz27JkzrHKfkL793u/9nrvkDYjPyHiRjIxnRsUzOHZYWVlxBpGnT5/ix3/8x7G9vY2JiQns7+8jCIJED6ICFTgyXoZl683P8/PzyGazaDabTkm3tRJ8kXJJgubBwYEjcKxpsru7i4mJCbz33nuuvX/2z/4ZqtUqbty4EYmGtAbSmZkZLCwsYHp62hs1aSPa9P1yuYxqtdpmIOA4V1ZWsLOz0yYEPX36FA8fPsQrr7yC4eHhSIFxem2AVj2qOKOiD1jYd2JiItFzxppoPqPNgwcP8Bu/8RuRdHUfPh49euQimIaGhrze2ThGNDMzg9XVVfziL/4i3nvvPRSLRczOzrq6OTouqxhYhq39NptNpxxYg/njx49dHawwDDE/P++iSFZXV1EqlVAqlTAwMJCYQu+L6rCgDF0h7vleGdXs7Cy2t7exubmJ3d1dvP76616DS1xal0bOpKlF0yuD9T1n17FQKLibPBcXF90asA5XPp/Hm2++iUaj4QxRBwcHuHjxIq5evdo273K57PbA3bt3I4Z/BSrYVmlUxfKjjz7C1772Ne/7ln6lwVGz2YyUHugUTaHnUAVbNerHtcHyAJOTk/jZn/1ZJ4AyIo83RPJsZLNZd6ZsGh5/z87OumcWFhZw9epVDA0NoVgsOqMNnTf2HHKcjOBmbdq9vT3Mzs4ik8lgZGQEKysrkbT9tLUb4wTNMAzxgx/8AHNzcwjDMELrd3Z2MDk5ifX1dTdepSuNRgO/+7u/i+vXr+Pq1asuTTYJuj3TFGI1NY18DTg0jPuMG/2uqRhn9AfiI9Xt8z/84Q/bUtGGhobcWg8NDSXW1OvX5TM00DYaDZRKJTSbTVy4cAFhGLpapxsbG/jqV7/qbYO4oFxkjcc+ePbsmcPtkydPIm0Dh3zKKsA0wjWbzbbacFtbW5icnMTv//7vu8hy8svJyck2x0kul8OTJ08wMjLShsvf+73fa6uRpZfvxdESHVOtVsP9+/dx5coVLC0t4bd+67ewu7vrUnGbzSbW19cj8iQNTCsrK105pHQ8m5ub+OCDDzA6Ohr5XOdv6ZVvL925cydSGkPTD20kS9LvpPR34rJYLOLy5cvY3d3F5uZmxLgThqFrg056wvr6Our1uoto5TzVqJg2Eq9SqeAHP/hBmyw6NzfXdouxAm9eXVpacjTqrbfeiow/CXzy+6NHj/DKK6/g29/+Nt5++238+I//eGQvduKh3dDWXmSrXC4XoV3WaMx243gS/6ZjiA5PQpqyMtVqte2meX7noz0DAwPY3d3F6OgoVldXcfny5bYU5Z2dHSwvL2NsbCwS4cXxDAwMRPgegwpsJJ5vvo1Gw6XhPnz4EHt7exEDOPFVr9ext7fn9i3LfNRqtYjRrFwuuz5WV1dRqVQwMDDgzhLPltU79vb2Em+8Blr6V1ytdR+wvJDWpVTj4OLiYsSoqPVAAbgxA9F6gzrmJ0+eYGhoCNPT0y6VnXMkruzZtXuA8nOlUsHq6qqLOlSIc1bNz8+jUCjg/v37+Kmf+qlY3a0beWN+ft45IFgj1Ae+1O96ve7wwH4LhYIzCk5PTztju92LcTSZOkO1Wo3YLarVqrudmm1xXzWbTZeNee3atTOj4hmcgYJNkZibm0OhUHCREEEQ4JVXXmmrf5FkDCGTs8Y3Qr1ex7Nnz/CVr3wFzWazLcrHR+Q6CWrsw9azWVtbc16Y+/fv46233sLa2hp+7dd+LeIN5s/GxgZu3bqFV199Ffv7+/iLf/EvtvWn46tUKs5bUq1WXWRUoVBwBJwMQIU0y/i++93vYn9/36VQ+FLLk/73fcY0mN3dXQwPD7s6Pr5n45gCIyvPnTuH3/zN38Qf/aN/tO37g4MDvPHGG5E29/f3vXU9bJ0mhWq1iocPH+Lhw4colUquqDSfDcNWKiXb8BnL2Ld+Z2v28LtCoRAR0CYmJlCtVtFsNiNrtbOzk3hJQ9IFL4SDg4M2ge44oFgsOkbZaDTcDWm631jQeWZmJhK5y4jfJNC5sui8nnXLzFdXV9FoNPDyyy8nCqG+/9XIRuFJlVCgZdyr1Wo4ODjA9vY26vW6MwbZdrX/lZUVXLp0yUVoj46O4tq1a6kNVdZD3Gw28ezZM+TzeXdjnQpA9lk7byqx+lmScqhjO3/+PHK5HJrNJu7du4dms4nXX38d58+fd0qFwr179/DKK6+4mzQpGBE/HIdGuRJogGSdURp6a7VaRGhn0e16vR5ZC9+cVFjTue3u7jqHUa1Ww+7ubuQCiU54IbBG7/b2Nvb29vCFL3zBjU9vhfc5B/TsWEPGzs4OwjB0N7beuXMHFy5cwKuvvord3d22m8bZZlL0StK8NEpBx9VPx0SSgUz/r9VquHfvHp48eRKbzmo/q1arbYodbzwvFouYmppqMzivrKxELofrZg6Ep0+f4md+5mfc/7yZmam4X/jCFwD4UxQrlQo2Nja8UaW+i4l8YymXy8jn8y66iVGKOs5ms3WJ1sbGRuQsqWzDS1d4W/ng4CAuXbrknCALCwteJxwAd+smjfzT09Oo1Wr43ve+h+HhYUxNTWF7exvT09PufOkNsXEphfodUyzDMMSHH37o5LrNzU0EQYChoSFsbm5GIhUbjQbK5bKLMmFUru3Hh9etrS3cvn0bH374IT73uc+5lMtr165henoaT548cQ5ru7Y+o5DvVlnynXK5jO3t7YgcYOkV/2d98KQ0TDUk8Czv7Oyg0WhgaGjIXRhgZQZeijQ6OorJyUmXphjXjwVdrw8//BDVajVi0Mzlcnj8+DG++MUvtjlSwzDE3Nwc/vE//se4deuW27PWEG4NXnHjIFDOy+fzru7k+++/j1dffRU3btxIlVodVwLF9tUr2PPaKdLKN4ZcLoe5uTkMDg7iV3/1V1NlhWl/dLrlcjnHe4DDUhp2P5I+MZsKaMlUly5dipQxIY0bGhpCoVDAjRs3IvSW7VWrVXzwwQe4evUq3nrrLW/WAcGW92Ca7vr6Oi5evOiyTmzkHcebzWYTeVChUHBOXnV0+t4pl8u4ffs2Jicn8aUvfQlAi1Zubm66MiZPnjzB7OysNxsmDpJS2q1O8M1vftMri8W1RUMZ0JKzNZNL8WXpg/JXi1erQ3eaJ8vWVCoVb2o/070/+ugjXLp0CX/gD/yB2PZpE1DnjDWIqo7ki6ynAXp2dhYjIyO4evWqc0Lzu6GhITSbrdvPFxcXMTY25ko+zc3Ntc1xd3cXn3zyCQYGBpDNZpHJZLC5uekM/5ZHAy3HDrMIk1L6TyOcGRXP4NhB60VRQarValhbW8Pw8DBGR0eRy+UiRsVKpYLl5eUIUaDXXyFJONTD2In4AS1PPyODrLDQbDZdmmu9Xo/Ug7B1yrRPTRMMw9AVOqaQtLm52aZU53K5yE1dfG9/f98pTQzJt0ZFnxDCml2MTNzf34+kMcXhqBNDaDQa+N73vuf+39vbSzTMMrrIMgJ6Fwla54NK0ODgIO7fv+9dYzvuTkab+/fvo1QqoVKpRBQMCmXz8/MA4NIgfO1wzff29rC6uopardamRGxsbGB+fj5ygyDnm81mI+eC6dIfffQRXnnllcQCyHEGg9nZ2Yg3n57TtAaBWq2G7e1tXLp0yRsZdHBwgFwu5wQAoCWYDA8P49atWy7CAYC7tZy3cjKdoFAoxI5/bW0Nu7u7LhV8ZWUFt27dckWyWTRagQZ6ghY6DsOo99AnDKrnmDVoqtVqJGKgWCy21TKkUThJ6Kcx9MmTJ+69sbGxiCGQuEgT+XH37l2XNs25q3dZwec0sfOn4SGuNp4alLgfGLmUzWbx3nvvYXd3F2tra2037CptYj8ffvghPvjgA5w/fz5yIyBp4sDAgFOouW92d3ddfUF7e6fSZp2vT1gkfnd2drC1tYVisYhSqeQuIdne3kaj0cDc3Bw2NjZcinendEd+z8jn9fV1vPnmm/jud7+Lz3/+820Cftw6J+2DcrmMqakpZ8ygIPvgwQNUq1Wsrq66/dpsNl3kwLNnz/Daa6/F1kzy4TEpUsAngPcDqMQsLCwAAL7yla9gdHQUH330ETY2NrC2tuYiwjoZFRWISxpPALhLGxSKxSK++c1v4k/9qT+VKnLa1y95NM8SU88os9Co6Bvjs2fPkM1mnTJMZddXY08Ve8LS0hI++eQTdwM7o1d0zcIwxMLCgkvz+/DDD/EzP/Mz2NnZwePHj/HGG284vgfAOWoARGhO3PyBlgLHdG0qiLz1fGdnB9lsFuPj4y6SyrZlx+vrR2mVOoq5d0nPMpmM41E+Q15apf7WrVuoVCooFotYW1tzTiGWR/Fli+hY08D+/r4zsuZyuYgTUiPXy+UyZmdn8eqrryKXy7kL5eKi4dUJx/rNpJOVSsVFeF6/fh3ZbBbVatWVbNne3sbq6iquXbvm5OiLFy/iq1/9alu0pgVdRzpuSZN0TmEYuhur9d2PP/44shcrlUqb0U/7WF1dxdzcHF5//XV3oZFm3gCHBijqEwwMePfdd7G/v48/+2f/bButZqkNfu6bs4084/7T/5OAsjzB8ha7h+r1esT4ogYgGmTDsHWp1tzcXEQeLJVKWFpacgY3C4xUZImS9957L2JQCsNW2aCDgwNXssYau+ngoAy5s7ODXC7njC6ZTMY5HVinLgxbKbQPHjzAxsaGk//u3bvXZlRMMm4Xi0W3VwuFQsR4l8vlIv9TV0kyFOvZs/i2BjrWpqVjIJvNRrLzgFYE3cHBgauPn6ZOPPu1UYgWVldXsby8jKWlJdy8eTPxZvXBwUFMTk5GnPvNZhPlctnxRstn9Lx1w/f1vf39fWxubmJhYSEiR1P2O3fuHN5888229z/44AM3R5b1mpubw/T0dGQsWo+32Wxic3MTjUYDFy9eRLVaxdzcHJaXl/HWW2+5TDw7x3K5jKWlJUcT4y5UZemawcFBbG1tIZfL4dVXX0WpVMLU1FRkbT/66CMsLi6iXq/jwoULuHr1Kra2thAEQZtjj7Lro0ePnHM7l8thc3PT66Q6jXBmVDyDEwcesLW1NVy4cMErpDx79qyNeC0uLiZeaOGLFNvd3XX1HhTIfBXiBFkWZj04OEC5XEahUMDY2BhyuVyE2KvybYHE1UYSkkFpf/Pz83jzzTcjhEbrI/lSHzXShfW7giBAPp/H1NRUpNbDysqK95brJHwQqtUq9vb2sLy8HBsVx74LhQJWVlZw7tw5jI+P49mzZ3j69GkbjqxR1Ro+kuDg4MBFedArS68p6zBR0fJFummx4YODA3z88ccujZg3l50/f97trYODA+zu7uLZs2cYGxtzaR12Dox08xls9vb2kMlknLLGNLl8Po+JiQnMzMwgk8lgdnYWU1NTbfUWfetC5ZBC5JMnT/Do0SNMTU1FjJp8n0byMAyxvr6OWq2Gr3/966hWq/jFX/xF/OzP/mxbHzMzM9jc3MTS0lJEqNre3nZp3mtra20CjToGbIFj7qHt7W1nVOD+4P9Ay+hKo6K+f/v2bff3nTt38Morr0SEC18RfS2FwPo0QEtoYVFrnQNvjOUN7HoZCFP/R0ZGIkJKpVJxlyTt7++7OXE/ETopHaw1E4atOpY7Ozte4WJ5eRmPHz/Gyy+/jDfeeAN3796NfE9FY3193V1AQs9rHGiaB3Gq+LTRJ3EQBAG2t7cdrWTUJtAS3Jlavr29jddee83RVtI5RrpQWBwYGIjsI0s/OVeNKG80Gmg0Gs74XSqVsLe3h5WVFZcaC7RSed5++21sbm56o2iSgJeDcY6f//zn3f8+2qP/2wgQ4PAcrK2tYWpqKkL3FT80bodh67ZmrgsvOFCjQ6lUwuLiIgYGBiL7UM9M3HzjjD7dgrbBvwuFAmZnZ9FsNvHBBx/gF37hFyJKT7lc7pgCvb29jQcPHrioWgr4SbdH1ut1zM3NuShTRnJ97nOf6xitanGgRnhbDzQOX9VqNWJU4o3IYRhieHg41SVA+XzeKVFra2sYHR3F+fPn2/iRyh7NZqu+KUulzM7OYnl5GVevXsXly5dT9evjazQeAq09RWNcs9kqRVOr1drS4xhBxnqtPvDtyzR1zIBoiY1ORkvbpxout7a2InJTXI3bWq2GBw8euAtb7P5TemrHYfkVU+V3dnbw/vvvu/R9PlepVGLLniRFVzHihvtsb2/PRcbcvHkTCwsLLmr7yZMnuHz5MgYHB92NvzQW+8Di01crUumez+mh6+1zEql8T0PX7Oysq6n+jW98o61P5WeMzKJj9zvf+Q7+8B/+w5HnNzc38cMf/hC/9Eu/5J0n58aMGdsXa3Z/7Wtfi63Vy9IMBF1/a1TkWtDwrHjg3/q/7s9Go4FHjx65VPh33nmnbSys/av1rrUcjNIqXlTDqE9flk2j0cDjx49RrVaxvb2NIAgcDdje3sa9e/cwPz+P8fFxp5Mws8eXQmvBlhtKMnRTDyF+9ObnbngZn08KwGAGTxKokZ+Ope3tbVy/ft3xazrxb9y40ZHWLS0tOR2kUCi01aS0dO/atWvO2NloNFy2B0sZ2fO3t7fndS4l7T/9PAgCbGxsYGtrC9/+9rcRBAG++MUvurqvq6urGBwcdNlBCgcHB9jc3MTY2JhzSlPG0cy44eFhF+FHfFHGrVQq2NzcRDabxeLiIl577bUIvQ2CwOmMjHS/cuVKpC6lnlPl6erU9qVUz8/PO/mSKemVSsVF7dq53r59G3fv3sXc3BwuX76M9fV1fP/730culzvyZUwnAWdGxTM4UbCetu3tbS/DXV5ebhOU6F1V2NnZcVe9++ok8sr6Tz75BFevXnWeAb7TCcIwWveG0QhAizExhHlhYcEbrabtKLHZ39/H4uKii5yxoAqU79ISJXSM/Dx//jy2t7exvLyM0dFRXL16Fbdu3XJMXSPX0jBSEt21tTU0Gg1cu3YNW1tbuHv3ruvTRsJp248ePcLOzg52dnbw2muvudss1UMDoC0ddmNjw0Wt0kDAaEsbCv7hhx+iWCzigw8+wDvvvIMvf/nLWFtbw+DgIMrlsrvg4fz5867OUpxAMD8/j1wuh62tLed1XFpacgpauVzGnTt3MD8/j83NTXcjIQ0kVrCgUcPiZ29vL+IVp1GK9a4mJydx584djI2NoVAo4PLly7Ep3QMDA5ibm8Pa2hoymQx+/ud/HleuXHHKyNbWVgS/c3Nzbo43b95EEARuXvfu3XN1Tn/mZ36mTYmnZzcMw0iNURqpKpUKtra2XJSlz7Np9x0VJI4XODRWdUq9JJ71vW984xsYHR3Fz/7sz3rPt52TL/KFa00vJc/A5uYmtre3nTGmXq+7NPBisYh6vY6xsTHk83kXPUYjHt9ZXl721qaKm+OTJ09w6dIlfPTRR+5m7StXrrRFENy7dw/T09NYX1/Ht771LczOzmJiYgJvvvmmS/9ZWVlxt5VnMhmMj4+78xQnDPJ3nEFHje18Ni66j8/yshviPJvNOgO3Rqxzn+3u7iKXy7lLsq5cuRKpFxR3nmdnZ51Bnmk0NEBSyCN94bjViRGnyCYZJOhsmZ2dxWuvvYalpSVkMhmsra21lUio1WousovtKK1PSuW3Z4OptjZqaX193X1WrVZdBPy5c+dw48aNttqwAwMDsbUhK5VK263bvRgXLR7DMHQG+zAMXbkLhTQpjgsLC662LRXjnZ0dr1GDwJR+OmWuXLmCO3fuoFQquTS2buZlceKbq0KtVkOpVMLY2JiL2tG2fH3Y/c4LKSgbbWxsOCVfywxo26QJjBQplUrOAffH//gfj51jo9FwF43oXt3f38cPfvADBEGA119/HRcvXnRGbp6p4eFhb22vra0t7OzsIJ/PuygR7jeLR+CwfpkP0hgLk95J+tzKYVbB4/P5fB7nz59HJpPBnTt38Mf+2B8D0HKU3717F2EYuoicpHVWuHfvHkqlEoaGhtqcUoyMsmAjFdkmM15owC4UCtjf33eXl1A+4GWH6tB+9OiRi+DWTAsLvmhuH9h5Wlm409romtTrdVceqFAotBmoKbvw8o2dnR2cP3/eyWibm5tOdua7WjPTZ7TKZrOYn59v43vqBHnvvffwJ//kn0w1/6Ssm42NDa8DzcoQrF1OY83U1FQkBZiBB7YG4K1btyLyNSP3h4aGXHkQjoe1B9fW1hCGrUuieOZVN7HrQ4f/yMiI09kYBMH5JgUS6LorLoiHJCOXz1GSFKkY91kavuf7Xuvp8bI5GpXCsHUp1+zsrEunXVxcxPz8PO7fv4+dnZ1IFg4Q3RuLi4uo1Wool8veKFSrM/D9er3unC7ZbDYS4MN3SqWSq0Gtn6vsvLm5iVu3biWm21erVezs7ODcuXPOeU9cZLNZbG9v41/+y3+JX/3VX4289/jxY8cLvvzlL2NhYcGllKsRcnR0FJubm220xzokuXfYN0HpXKlUwpUrVxyP5M3ZVl7j37QT+PBus6HiHHbNZuvywnK57C6W07I+7777bleZFM8LzoyKZ3CiQMJvPbVW8KhUKl6lzgqXVEg2Nzcjyrp9PgxbqZC8XGBzcxMPHz50qcxxYc5sQyN1+Dd/a62sMGx5QZlWp/NW4NhZmwFoGW1sSHQYHt6QR0OCFk1m+jTQMkAwiqdareLq1atuvCSMcTXY4iCfz+P+/fvY39/H3t4efuzHfsxFkNGzafHGiKCZmRlnJKPBibi6fv26m48aqNgugZdlMPLIGtfu3Lnj0oWePHnibmzWdDlL8K0ywHB8En8aGQ4ODiJGl0ePHkWis1hPMJvNuugSAlOfx8bGIqmhNGKoUVEF99XVVUxOTmJ5edmlX1P4J+heunLlCn7wgx84D/Li4mKbl5LCAFNOdnZ2sLa2hhs3buDb3/423nnnHSwsLGBlZQXXr1/H4uIiPv7440iEI9uPU47ZvkKccGYZsi1p4HvH979GMgIto/D58+ext7eH+fn5WCZv/9/b28ODBw/aBGp9Rr20nOfu7i62trYwNjaGUqmEwcFBbG5uYnR01BmDgRZ90HOndVeS8Am0PNALCwv41re+FbmI4OrVqyiVSlhfX48YGBcWFrC6uoqRkRGUy2XMzc0hk8m4y4HYD28917o6FphCFobtRsUwbBkAHz58iAsXLkQEUVvr58mTJxgeHkalUnH1RJNqhNooWADuhtzp6WlXNoPRttaDzvkUCgVnVGTEpxXqkpSDtMYGzpnnjJGZ6+vrLo1le3vbOaB8kBSpaJ8B2hWkSqWCc+fOYXFxMeLY0ihhFi3f3NzElStXcO3aNSwvL0f6JK/Y2Nhw9d2o9O3t7bUZFdV54sPT7Owsdnd38cYbbziaV61WsbW1FaEFdj6MmtK5J6Vm61w7GYMU1DjbbDYxPz/v6vs+evSobT9rn779kRQt4xsbeT6NoTTsxNE8X/sLCwuR2rBAi2/fuXMnkrrpU4SoLPJ/X/06hdXVVRQKBbz00kt48OCBi9QuFAqo1WqoVqvY3d3F9evXsb6+3laCxjo1G42GixZnmjHX5OnTp94L/DY3N3H37l03bkZQKU+lMshi+JOTk22G1W5Bo1r0fxspqHNW4+dv//ZvO8PCzMwMLl265MZqgXSS7ZNmqhGJzz18+NCle6sTk7Lj8vJy5B3lX2NjY22X/vno8cLCgrtVPZPJYHBwMJIRY6EX/HI+jx8/dimRQPslh2zfyubar2+/E4es68nSG5OTkwjDEJ988gkqlQoqlQpGR0fb9l6cAcrntKDhW0vFAHARYRcvXsTIyIgX19xLnepD28+o4zCKdGRkxBkhVAbd2dnB3bt3MTU1hT/4B/8gLly4gP39/bbIWx2brTEO+EtI6ffUx9gOLybrpNf5nCa2Tq51TrCmexzdBBAx0Pj6srQhLsvIZ0BK6pfvMRupVqu51NYwDHH9+nUnn01OTuLevXvOUT0yMhKJFl1dXcX4+HgkMpTRokDL2EtjYS6XQzabxZUrV9yeZjv7+/sRQ6HiVVOTgahDCjg0yjFjh/Jxp7qklUrFXUakTjRmAA4MDODSpUuR9bbR4uqkYpuK805GYqUb9Xrd61TXv7e3t50BPQxbjq6JiQmXAchob9oh7F7e2tpywUMjIyNOVte9RtmRpaReffVVLCwsdLzz4LTCmVHxDE4U4owRVjDpdJU8vQwkPltbW5ienm67jVD7Zd8zMzO4desWHjx4gHPnzqFarbbVBPO9qwqICjM6p3w+75SRL33pS7h586Yr7GoJM2FlZQX5fB4PHjxAuVzGa6+9hldeeQUbGxsolUou5Xh/f98JcySI1hvIVEtf9I4SsjQEqlar4cMPP3TRVY8ePcIf+kN/yIsfhbW1NTx8+BDlctnV6aAXmc/TSGrXvVQquchV9SRROLOpMhRUdBwk8HHAVN1ms+kK6qswvrOzg9XV1bZLC6zir8YLa8ijB7dSqeCDDz5w9ZjorbVrwFQcvdSBkJSGNzAwgEKhgEKhgCAIsLCw0FbMmEABgr/VcM+og4ODAzx+/Bj//J//cxSLRbzzzjtYWVnBw4cPsbq66gSTRqMRETQ11dgK+taAREGc0WYWdxSK1tbW2rx8XKdKpYKPPvoIlUoFS0tL2N7ejkQ52P8JFLyZllqv1/HRRx9hdXUV+XzeRSXb9A+uhxr0iUMKSMPDw6hWqw5HNALu7Oy4SzuI47gbji2USiUUi0WsrKy4MU9NTTm6sLW1hfHxcee51TXd3993EYt37tzx9rO7u+stKaHnh0bF9fV1p6AybYvCpO5XFVSLxSIKhQKy2ayrZQoclgAgrn1Cna2TyL1Qr9cxMDCA1dVV7OzsJBolCYuLi7h06VLbueNepZBplZc4hVWBbeizpFs7OzuoVCrIZDLOsWLbtXP21UJbWVmJRCHGGa82NjZcHSqrqLHuE3AYERR3ccTQ0JC72CGfz+PatWttRhkqr5ubm/jJn/xJV4Ps7bffdhcZffLJJwBaNHJ0dBQDAwN4+PAhHj16FFGabeSlrcMcV1TfzhNoLw9ilX6dg+5b0oL19XVUKpXEtEdfv0k8Ne47riONablcznvJiu8dgnWI7O3tucs2WG9W24uLjvadQUvLV1dXcfXqVRdV8cYbbzheVy6XIzWkWb/R9qFjoXE5CAKsrKygXC7jww8/RCaTcTJOoVBocxg3m01sbW1haWnJ0RQWwmc/rJsKwBnCdByNRgPvvfceHj9+3GZEqlar+P73vx/5jHi1eFxYWMDNmzcjOONFepqerPtwZ2fHnUXyDkIul8MHH3zg6kmTJyluCXqmC4UCrl+/7pwYDx8+dNFP3B90lNr9pZHbNBaSf9XrdeTzeWf0YM088kWbncO2Nzc3MTs765XFWGZA6V6pVMLv/u7volAouJIsV65c6RjpyBtU5+fncePGjcQLONgWDRxBEODll18GEE2n16g85REKT548wfe//32vzkH6uL+/j9u3b+MnfuIn8MYbb+D27dsuav1XfuVXIm2Wy2XMzMy4i7jsvH3zqlarkVRo1o8tl8sRI5r+ncvl8PLLL6PZbNXf/drXvuaVQ5SOWkN6Utqwj3/zc73ExVdyw855fn4eH3/8Maanp/FzP/dzrm27p5aWlpwe4BuLljCy31OP0PFQtxoYGPBm7HD/8oxbecnO4/Hjxy5zqlarOVl6f3/fyfzXr1/HxsYGvvKVr6BSqeDevXu4fv26izRlG+VyGaOjo44m0jhIA1sQBNja2nK6ITPEiItGo4GNjQ2vDBKGrYCMiYkJ7O7uYmlpydFofe7Zs2eO5lk5w4d/0mvqOSzpQ12NtDnNJVo67vfff9+VfEqj1yr/sXvYZi2tra3h3LlzbXIo0KL5Y2Nj7vLQYrGIp0+fYn5+HkNDQ84QfPfuXayuriIMW07ZwcFBbx1e8v/19XWcO3fOBeMwc0Rl+tMOZ0bFMzhRCIIAa2trLkx6d3cXMzMzGBwcxNtvv+2Ii4+JK9Gnd3pnZweXL19Gs9n03rxEIAGp1Wp477333I3UFFr39/fx4MED/PCHP8RP//RPO8GQ6Yv830e4eLtgEATuBtHFxUXcu3cP1WoV77zzTmKaY7PZxOzsrBNOtre38eTJE0fYKpWKS5llRB1rFtKAODAw4LysJISlUgmjo6PY3t7GysoKarWai2YZHBzsmN51//59PHjwALVaDdeuXXN1zQgqiJDJNhoNfPLJJ/jkk09cvQymPOh7cQwgl8u5CD19JgxDVy9nZGQEw8PDLp2QdY64lvTs2zFq/7wEgoLkzs4OlpeXsbe35xQBRnxyjYCosZsKzPb2diRaS58H4G7qnZubQz6fxxtvvOE1/FF50pohFsKw5VHf2NjASy+9hNnZ2YgwvLCwgHfffbftHaBdyNvd3UUmk8G7776L+fl5NBoNZyCj9/Db3/42CoUCJicnUSwWMTQ01MbYuD9Zu4SRIfv7+3j27Bnu3buHn/u5n4sYbmnMWF1ddZESrNsEtNKsGOlKI8nt27fx2muv4dq1a06Ampubw7Nnz7C1tYXNzU388i//MrLZbMQgbOF3f/d3I/jStSfeGcXBMRcKBReVZSM7fGu0u7vrlB2256tB2qlGCpUD9chub29HFOQ4QYxp9cDhZQs2uqBQKHjppjXMZDIZ5/yo1+uRAuq6r548eeIuQnnrrbecMUzrynDePEtxEa6a6kF6/+zZM5RKJbz11ltoNpsufVTnPzc3h7GxMafs7u/v48mTJ9jc3IwU8CfdzmazKBaLbt22tra8NzTyf5+hxPcbaBeyWZrhx37sx1zkIJ+jkSubzWJpaclFFFNJuHr1Kq5evYrR0dGu0j/r9To+/vhjrK2ttZWA0JQf0ls1rtKgyZu47WUGu7u7qFar+M53vuO+e//99/Grv/qrkTq+H3zwAT7/+c+7YvUAnLBNh5FGQive0pQpKRaLrv6RGm9YosAHNrVxZWUFy8vLLmpiZmYmoiBub2/j9u3bLrrQB3EG8jilgM4YOgho9KFyodEl2o6CjSRhGZYwbEWB662eQPS8abuMRPXxZt5gXy6Xce3atbZ52n3OmqU7OzuR8iCkp7VaDQcHB5GzxCyGMAzdZUR3795FpVJxqWiaEVKtViNrSwcPx2PrXSuEYYjHjx+jUCi46C6tz/Xo0SNcu3bNRTcTZmZm2tr01VZkqur6+jpGRkYwNTXlaP3W1hYqlYozBlr8cf9WKhXMzc25S+U0UpEyTKPRwOTkJG7cuOHWjfuI/J2p8XTSUk6zUY1Ai08MDAxELqLb2tpyKcPLy8sYHh52PCjubDIdPq7WbrlcdrexAy0nAvfM1taWSw/d3NyMpFTu7OxgZmbGObMod5TLZUxPT2N1ddXVhbPrPTc3hzfeeMOVHGKZndXVVTx+/NjJ+BqBxXetPFGv1/Hw4UN3Udno6CjCsBW9TwO2pos+ePAAQ0NDLqK4Uqm0OcQePnyIarXqaL6uCxB1LjPIQC/1Ubm60Wi4WtADAwORddK/bUaPAmUYAscUd8GJ4gpolQKxtElrndtIRvahEbqsDb25uekuvgMOI9n1XZuOr/0ODg5GeB3QojePHj1CoVDA9va2MwRVq1XMzMw4wx+dkQRGuN6/f9/RmO3tbfzkT/5k5LIoBdJ4Xtyll9aEYauuqTpn6ahh/UlGWhMYiUrgHKgPavaG5Tnnz593TkW75swGazQaePDggbtYxSej8UK7JNC6pRbi5Cub1j0zM4Pz58+79HqVmRkZH3fjtba9vb2Ner3usgh5RuxzrAU8MTHRduGTPreysoI33ngDu7u7uH37tjPs8pIgAJEMAkZKc80VqD8DwMcff4ypqSlsbGxgYmIiEjSTRhZ63nBmVDyDEwUSQiqMjGIZGRnB+++/jy9+8YttxU4ZMUFjj42s4UGLK1gNHDLNjz76KPIOmdLq6iouXbqE9fV1PH36FGEYulpDJFwAIinUBHqP2MeTJ0+wvb3tblt75513XKowiZgdpyrmFJR4K7Iv7Y0EiDULx8fHUS6XnZeNyt7a2hqGhoZcnamhoSF369+jR4+8uCoUCnj33XfxO7/zO64Q9djYWBtzJWxtbbnaFgsLC9jY2MDm5qargckUE66DXRMfMMydqcVUtEZHR5HP5zE6Oorx8fFInZH9/X3MzMy0CUNWOCRxJrNl7Rnijor9/v4+vve976FWq7WlnmvbQRC4GhyEWq3mxqBMtdFoYGlpCW+//TaAaC06GmfVGLC0tIRms+m86ZVKxXkSv/Wtb+GrX/1qW5RPXAF5H0Oam5tz0VFM0eA42eazZ88itwha4ySVPQrJTFnIZrOo1+vY2trC/Pw8bt686b5XPM3OzmJ8fNz1n81m8e1vf9vNh1521jZ86623IrdYUkBijRob+Uig0WhtbQ3nz5/H9PS0S/vmeWFkYD6fx/b2Nl5//XXnkaZH9eDgAOvr6976qZw7hREa7HyGBqBlXGXJAh9QcU5K4dT24oypPoMYo0Hv3LnjIh2B1jlaWVlBs9nEa6+9hpdeegkrKyvO02zHo2kyvM2Tz/JSo1wu55QCrcNKJdk3F7tfmboPtOjD1NQUFhcXI+8wEkDLAPDCpYODAzx79sz1RyMEoxJqtRqy2WykLpGlT0lCnY0+tTfTs9g910H3D6PCqXgEQYD79+9jfX3d3XL4ySefYGBgAF/+8pfb6pbu7+87ZfTy5cvu84GBAafcAXDGKhpfKFjrhVW6FrVazdXPDcNW9M3g4CDy+byL8r9z5w4ODg7w8z//8w6vmloEHBpKGLHA9smzdnd3I7WV9d04HqFjfPz4MZaWlpyxhvyVMoMPNJJZ8UiD1bNnzyK8Sx1/rPFpb2i2PM2O3dZf44Ve58+fd7VGmVI8MDDgSn9cuHDB1fa1bdIZsre3h4mJCVfaoFarYWZmBktLS5iamopEvJHX0FhUq9Uc77PnMQgCPHjwAJVKBZ988omr12zXgdGtAFydLBpNbUpnuVx2t8zSiG1p3M7ODsrlMqrVquOh+/v7uHHjhrvt1EZ90IjRybhLpZh/Uy5TIzfBnnlGB3ItuMfUUE+jKS83KZVKePTokauzOjAw4Grk+kDpIs8JgXSVt20rfvi9Ag2IvrRS7Y/8c3R0NFKCh+0xsm9nZwdDQ0OxcgYV+KT6agAc3RkYGIjUm1MjOPcnDQpLS0vOWE0nFx0wTGm2+NN5FItFbG9vR2r61ut1fPDBB3jjjTdc/ePFxUVUq9XIxTwbGxuYmZnBxMRE20VIXJ96ve764fzDsFVW4N69e27disVi5DJGtjE/P4/BwUF88sknbfXTms3DG21pzMrn864GMeVXGpiKxSJu3bqFixcvRkrZkL5oPXsf7VLap+n3Gukaxx+bzaaLNrVA44tG2ilwvz179gwDAwO4ePFiW6Shr56pGjAPDloXOBI/vshKRsxpG8DhpSe8yfnixYsRh/DW1haePn0amRtl1zj9k/qROuAZCcnSBc+ePXPOIB2PNcxaoMxJvYd7XHFF414Yht5LOhn4sbW1hUKhgImJCTSbTczMzLgSO9bQrQ4ebUeBTvoknmjHwRJQExMTrg52oVBwZ86WKvv444/x1a9+1dsux8xyBGHYChAoFou4ePGikzNU3rCZf759rvN88uSJqwOttAyAt6Y+7wbg/ld5mLIfy41Rr/dlE51W6LtRMQiCSQA/D+BVAJcA7ALYAHAnDMNP+t3fGbyYoARTIxA/+ugjTExMYHNz0wk2TPelcdEK8s1mE8vLyzh37lyk1gQPpfZH4ckSSPXEsBbF6upqhOjQ4zc4OBgp7s+bzaiMkGnMzs46pj07O4vFxcW29Ldms1XHaWVlxd0IxUhHRnL4jGL8jF5vFl5mei2BDIV9qVEhTtn6zne+g+npady6dcu96xMOOAZlYJubm3j55ZcjChsVFXqHkgTOoaEh5HI5d9MVU/5o/FID8t7eXqTIM6FUKkWEaO6PfD6PK1euuHFYI5wSdr7HIsEMXbcMNAgCty/m5+ed8VkNEzRW8B3+ZrqbBRqSnzx5gkwmg2q16i4c4npQQBgfH4949orFIp48eYJz585F0siBqNcsDEMnfIyNjcXuBa4bDS/EG40DVALUSAscMmYaSdUjbo2KFIpWVlZckfSVlZW2lDe2u7a25r6jkkqjBc9xXB0mKnK5XA7vvPOOEwI5f3rSr1y54gyluu4agaCKnvalc83n897LjBRYby+udpBGfPF9jTiMuzBA//ZF7rJOYaPRwNOnT13fa2trjubSSMj1JF63t7dd2k+xWHSGDJuiS6WbNIvOknq9jqmpKUxNTbnoYp9AzmjEra2tiDC5s7PTJrA1Gg3nOAFajqKlpSXk83l3OzfQ7lBigXOmT5bLZSwvL+Py5csRAdzi3YdvbXd+ft4J67zcgDA7O9uWVkra9PTpUyfUs2xEs9l0hsSZmRnnZCBUq1UMDg5iZ2cHH330Ec6dO+ciLn0GQ+J6Z2cHGxsbzjClBkmgxfd4C7Heer6/v+/oKXAYCdtoNHDv3j3cu3cPmUwGFy5ciBj5uZe4jxjJxn1CuH37Nl555RVkMhkX5cHnLOzu7jolmXvl/PnzuHDhgqP1PvClamnENQD8rb/1t/Dn//yfx8WLF/HgwQMsLy/j1VdfjRhbbBtJ/zPNidEu1smi75RKJacoDgwMeGuG8TnuMxpFwjB02RjNZtPVRda6jbOzsy4if2dnB8PDw25clg6Rh+7u7uKHP/yhc4rFzTMJqFhxXfT2a22LPIXRyDz/dFhYvFUqFSen0UFEYDvT09MYHx93t81bmJ2ddSl/mUwGU1NTbXRJ6cfi4qKrkzc1NRVx7JbLZVy8eNHx6lKphOXlZXcr+fj4eKLBwNZ+5XOMPLQRO6TLpLtK6+162j54u6saGu07GsHM0he+mpdAyyBklX/bZ7VadbVuGVWvPJ8GuKmpKRSLRXz44Yd49uyZi8p8+vSpk7EoB6p84gPSKeKHkWODg4NOjh4ZGUGxWMT09DRmZmbc+n700UeOx2gbQJQHNxoNV5aENH5mZgYjIyPI5XJOjr99+zaGh4edDLO2tuZKHNlIW+BQ3tA1KpfL2NzcdPI59xpTXL/0pS8hn89HIl3p3Hv48CGePXuGr33ta97Uet1HKiMHQdBGU+ms3dracueAY9JACBqEnz17FtGB2G8QBK7e/b/6V/8K09PTOHfuHH7t136trXyBrkEul8P09LT7nGv07NmzNgccgY4UW16IehdldKtP3bt3L3L7b9yYFFg3X8tVqQE8k8k4w6R9n7I2SxwRNIJe5ZJisejWk85w6kRDQ0OO7qkOTPoxMTHhbq0nzarVau5yP1sT02estThOC5QHWOP+x3/8xyPyhtaNvHXrVmQ/HBwceFO1fSn2YdiKUme2jaavK+/RtGzfWAmdDJIWeA54TuPqUac1xJ426ItRMQiCEQD/LoA/B+BnAJAL8wSEnz6XB/A/Avi7YRh+3I++z+B0Q5zATGAx+Eajgfn5eWcI0RSjvb09R+BLpZITirVNRixpRBUFZY6DTEQJiI6HygSZUxAEbYI8vcQU7DTaRJkKvfpMi2VtIyBa92xnZwe5XM7VBspmsy7kmfNOEjopaNAwQ+WCId72R9uzazM4OIhqtYp8Pu9qO9FzQvBFFdnPfFECiptms+nq8nAe9JLlcjlUq1V8/vOfRyaTwdbWlreuGQkxDX6Kd00VD8PDi3Oy2Sw2NjYwNjaG9fV1t6csqOF2a2vLGUJpaFGDqM6NETcKFKKmpqYwODiI7e1tbGxs4Otf/7q7VdsKdGEYOuGDijy9YNY4pII7oyAZYXv9+nX84i/+YkRgIzDcnoaLuFuA+T8NkrlczinwFMZ4Hvg8i1AzMpcpOMSR4lxxvbKygunpaWxsbGBgYAAvv/xybLHihw8fYmRkxAm4xHtSRB9vMCQUCgVsbGy0RQMrXmig8BkRGIlGJZdKuY0A8cH+/j62t7cj0T2MtlCg0dkKMWnTLy0w5ZfpN0yxmJ6edgZBpY80tuke39jYcBHMVAJHRkaQz+fbjFI+AZm3mAZB4FJMSqWSu8xGFTXe5sdoa186Ft+hQ4cCYblcdimtWv9Ho4PpmNCIqs3NTWQyGVy+fNmdC0ZcU0FRsOfL0jqNyuDnquQBiBhAgiDA0tJS5JIN4HC/6R5T2s6oVq7bw4cPcf78eWSz2bY0JeKRBmsrVNs9ZGnH9va2M4Kr8W51dRXr6+s4f/48CoUCyuUyzp8/j+XlZTx9+tSdV3uxlaXDlUoF77//Pq5cuYInT57g4OAgEkFl8c9ILd4iTYP49evXY0tJ2HNKY1+zeXgpzJ07d7C0tIRyuYzHjx+7/cWSK3Yc9tIg/a5YLLp0VqC1BnZsxWIR58+fd4X2BwcHXa1W7kWlp5yHKkPsj46wg4MDVzKl2Wx6LxtQvuJTinWue3t7rnabzi8MQxdtqW3zXGlkC50LenmRjqFer7sLzPgdjVq+dDcaR2lM2d/fd2vICK/BwUFXJ+v+/fuYnJx0EZ6EXC7nLgCr1WqReomW5jICm/SD5S4ymYwbS7PZxPj4uEt35fnc2tryGjVpjFpYWEA+n8fGxoY3tU+VZcp9tVoN+Xze8bm4VHa7rnSO2gtmfEYc7qGlpSWv049AGqHpwOQXWoqD9Gx7eztSHxto0TsaZ8+fP++U8XK57Jx+ypd4070aw1i7metgo6vIh4MgcLRdncr1eh3/4l/8i8heWl5edo5byt/Ks8jLuGco27A+WjabdY6vR48eIQgCjIyMuNRJjeolXaKh2tJMln24deuWKwlC0DPIC7msMToIAjx8+NBdcGj3BtBenoTj0ucp466vrzvdaGRkxJUYokOj0WhdVlIoFDA4OIiRkREXgMB129zcdNFcNO7fv38fv/RLv+SVT3nxidXT+L0vXTsMQ1dXkFHFBKbdMwKZ+gT3C2Vua4Did2nOnILuNx/kcjmsrq6iVqvh85//vDv7/E3nka7FuXPnsLu764yJLBHDC/xsFK3qO9RPOR6Vu1h+Ki0k4cGHJ5Z8AFq4npiYcOsRBIHLqNnZ2cHi4iJee+01DA8Pu7I4ttQJ9RBfBCXPlQ2KIc3Z3NyMBCnpfKxOy996bwAN/Fb+BeD2LEtN+Nae79pAotMORzIqBkGQBfB/APCXAUwDqAF4D8D7ANYAbAIYBXARwJsAvgbgLwD480EQ/C6AvxSG4b2jjOEMTjf88Ic/jPyvgiMJNuvOMIzfAg15vF0wk8lEIozoHd7e3nYCLAUCTSFYX193ygcVMzJ3Fno+d+4choeHcfXqVWxsbGB1dTViqKKhj1FanIsqiKzLtba2hlu3buHjjz+ONXawED7rC1EJYISMLzKGYG/I1mhA9YLFEUIbUh0EAXZ3d1EsFnHu3DkX+TE4OOiMHcViEffu3cP4+LhXwSZuk5QS4puKD29Eo8JJYwJvpVNhnvPSz8gUGLGxurqKa9euuYgFCursd3Nz0xnteIlGnIF0dXU1Em2gSpBVNHwCD2vJFQoFvP766ygUCnj8+DEWFxdRKBRQKpUc4+QNdkmFyYkDX00UGmv5/urqKm7fvu311LKmTRiGbR5xPquCBZ9hDUR+TuWP9cw0Clj70tRQHQcjpOidJ1Omsf3q1attyivfo3DjY7a+SEU7v08++cSlU8Vd8KTta1Q1gcY5GhSoEPuKlOvfTEltNBrO4GMjOONuZq5UKk541TpobNsaubTt7e1tt/+HhoZcjUwaBO149VzY+lxUJFSAt+Ow82bdtMHBQZTLZVy9etUZw4IgiKRb0fip6SAU7tfX1yMGdQr1fFfTXjVaG4gqSUpfLE2sVqv45JNPsLu7i4cPH2JsbAzDw8MYGhpyNZBIFxTfcfuO89/d3Y1E4sdF0vkESRotPvjgg7b1YZTSwcEB7t27h7m5OVy6dAmXL192ddEA4Cd+4iciSgKNTmxPo/KplOllALlczt16SDoNIBIxr7C8vOwUZs5XjYpUfnQfLy4uuj2mPJwF/uNwrGeIEXg0YAFwZ5VpyApWeSY/3dnZwbe+9S3Mzs7i4OAAr732mrul0q4Xb462bdCwEIahu1FyenraldpQ50uxWPQqcjwz4+PjzhnBZ5iSSoMh52KjpAG/44VjtPUX4/AcV7+M+6dYLGJ4eNjRCh0bL+DSi10UarUalpeX3VmxkURx54w0am9vzxlUGemqzzDqamFhAblcDoVCwck3ygvz+Tymp6ed/EdFnO9vbm6iXC47B934+Diy2aw7HyyJ8vjxY+dcJo4BOIeGzoVnaGpqCgMDA9ja2mqLyObzdNCwjjYNMNzv+/v72NzcxJMnT9zFWj5ao/yNjtFsNhuJDCZdYURTXAQP22PZhWKxiJ2dHVfiiGMjv6f8Ua/X22oOK01SGkC6ZH84dsrnFy5ccE45BilYg5C2ax0CjUbr1uuvfvWr7p1CoeBKlnz3u99FEATu0hO+w2fZB+uiA2iLMKcRhIY0GlCuXbvmDF/vvvsuxsbG2uRtPauFQqFNdqWzOJ/Pu4hnpuHqfpqfn8cbb7zR5pBkbUvKzqS7PvmUvLNWq7nMl729PRcFrynPGtjBKHo67VnmikC+znPJ8akjXp2yNppddTMbTUo5mjRL8av14yuVCs6fP+8yhnjJCOXa7e1tVzLmC1/4ghc/6qjSM8X5Dw4OuvcWFhYizu/V1VVXJmJ1dRXXr1936z47O4vZ2VkAcOUmALhLPkdHR53MRgMbDfiW3zEbKZfLtTk5FZ923X08guNQw6YNiLDv0rhGHZ56G3lNGLbKH0xPTzu6yTZZpgyIRkeybJZ1IO7u7mJubq5NXj44OHA0dWJiIjbtmDRub2/POWZJgxqNBmZnZ1EsFt1dBwQNdGKddYtfH77j8Hwa4aiRig8B3ATwrwD8AwC/FYbhXtILQRB8AcCfAfDvA7gdBMGfC8PwHx5xHGdwCsGX3qmHhMKaKjD6HAVmCkOMmvMJk9pnJpNBPp/3Gv4oRFD44I8anh4/foxcLofHjx87YyY93yx+TUbkA438qtfr+Dt/5++4ei/KUKxgQ2VbI95o/BoYGHAMmZAUEWUFLn6muPJ576j4Uiiw86Fhl0qPForWdnnzolVSbH+8xISRBrrmbEuVCisUM2qC0Wo0FLLwstau0ne0nXw+71KRaKxjpEu1WnX1rfRyoaQbmQnc31TyKLRq2vb+/j5WV1cxPDzcdgukFRJ3dnawtLTkIljCMMTt27dd3amBgQEX7cV3ms0m7t27h1deeSWixO/s7Lho1nw+72X4+XzeGXkYAWQLF2uEo55h3adra2sRgapSqWBjYwOZTMYZ7YeHhx0OqGRvb2+7m0Z1TvpbQVNcfc8os6bCyvqjcSl4gN/o4xsHjcL8m8I1CzOfO3fOpTnr/rbtN5tNPHjwwAnith/SQEaksq4Wn7PnWo21Wv6AqVa26LeFvb09PH361NWbtAK9jXKyeFacqZOEONB0ce4vTafn/zqvIAjcOaDRnucqCAKnqLJumuJCwdIm/XtlZQX1et0JmYxgfP311zEyMoJMJhOJIvKlkClwjPROk57bNHrdW+QZNlJQ0w7JL1giZGRkxKWqamo9ac6TJ0/cZQv2pmHyO9ImKqOMZiJtBQ4Nkp/73OcAtG4hnpycbMMxje3VatUZQHx40rrEXFsabezFRJlMxl2mMzo6GvHm86dUKjneWq1WXUTQ8PCwt/C8VQaJVyrsNKzw3c3NTZw7d84ZSB8+fBi5Bdi2z4yEra2tSFkVRiEyKpo8p9lstt0+zNskWTuRhhirNFNm0vOnBk4dY9wNzUlgn7HyjEbtaGmJYrGIvb09F+EHHBp6ucfW1tac8491lTX1ttMNmOS3bN/eCksnImVTGq+BdmMp2/PVUuWzNLaNjIy4Sw4I5Gf7+/uROtmM6tXyLfzN9WdWAyMfAbjozvBTo1Gz2cTg4KBTqnWuvIQqDEMny9hINtINxRvXjNFmzCRhyQmmx8ddjsB5MHWS8uTVq1ddW9ls1hk9FF/cBzTUsFyC4l/3C+dDhzRlu4OD1qUyCrpH7f6mPKSwu7uLfD6P+fl5jI+PY3Fx0TnAqY9MTk66Cz18OABaqc+sQaoRoGtra8jn85H6jDxX5BXf+c533AWMlE15rjVi2cf3gyDA06dP3fkhbd7d3UUul3PGcKZhMzWbQGfx2NhYBDe2drDOmXRU+Qmd+6SbAwMDWF1dxSuvvOIM5sVi0UWZ0qEMtM7C+vp6RHfz9Q0cOl+sjmVpI3FjjUk2kpowOTmJIAicI/j+/fuRlH1CUikDH65oxBsaGnIyGM+kOrnL5bJrW6MK6aDlmeW6sKa1GrB4JijXX7p0qS0oheet2WxG9HbljYo35bP7+/uREhXEH3mnzTJhf2pwYxS99qulf0hDrbzGS3z4vzqqyEd9a7G0tNQWtKP/l8tl5zBl1DT3FINtPvzwQ8fLOL/t7W0MDw+jXC6728G1b8Vz2v3yIsFRjYqfAPj1MAw/SvtCGIaPAfynQRD8VQD/O7QiGc9AIAiCnwPwV9CK7BwF8ATA3wPwt8MwTL4uNNpO0s58LwzDrx1poAmghigFZTYUipIu1QAObzrzHUIqqurlpBDCww+0pwWyXgsFnv39/UgqM+ubMG2FChQVCzveJKBxU73OljDadjTVjcZUXx2TJGOAT4HQ/+08GIUZV1zZjrFSqbQZFUk0KQCw5hoVDEvg2acC09DtRQcE1n2isD49Pe0iH6amphwTi6v3Q8bIea6treGNN96ICOyMet3b28PQ0FCEmXHPUInwCaoUDPm3enm5npq6rYZOrY/Dm4yvX7+O2dnZiKGAYf/Ly8tO6FNDKsdj0/3pPZ6fn3fRwUxZzuVyzts7OzuLt956C8ViEaurq9jY2PDWg9HfGsmpwDP+7NkzPHz40BnMyMQZcQfAGXByuRzGx8cjl4iwbRvxzHVVwxLPNwV+nhd+R/rD9BcqEb619AFpAZVhCzRws6be5uZmJKWWbVNQVM84zybTVRQymYyrA8NaUDaFaG9vz9XG4Q3XaqCko4IKM+mITYPf29vDzMwMvvOd77hUZK2tp/TE0hoqzpcvX0aj0WgrPE+vcKf0H8W3/b9er7tb5lkPj5cIDA8PO4/x4OAgXn/9dTfOpGhgCt68eIi3a4+OjmJra8ulr3Hd19fXIxdG2XFqCvXAwIArxs4xqEGYzzEin+9rhI3uFeWN7Fsj1Wlo1JRXRsMsLi5G1lvTwHRNm81mpHA49zN5r+5nNVywjc3NTczOzroI2Zs3b7qaTT6gsaZUKnkj2cbHx92N9EDrPKgxJ5PJtCkT3LesUZnNZtvkDmskYxbF8vIy7t27570pkhdDWYONPkNYW1vDzs6Ow7MaFpneT6WfEdBaHoM31tZqNdy4caMtZVXP0ebmprt4olwuO3mL54Tp/NwTarymopgEVhZZX1+PKGSkQQo0FGWzWVc+gwYSOigZ0UgayP2sUeKct+LWRndQcWMqsMpJdDaw3IZP/rJr5/tM/6ZhUaNtrRLNcQFwjhDyH3UmMruCxkSmafKs2Yu9eOEYAJfeqinnTO+1BkXgsMQEjTH8nO9qDWvlCdy/vsvKONdCoYB8Pu8uXuC4mJJcq9Vw4cIFXLhwwdVK5+UY7ItjsNG1GqFEGrW1teWczJ/73OciaaFhGDoeqKnxio9cLheRGTne733ve/jiF7+Ira0td5aIXz7P8eqFLZSPFe+8CAc4zJyq1+uujiMdKUEQ4G//7b/dFrHGWpZMtScfIq1i3+Qfa2treOWVV5z8yvM2ODiIxcVFbG9v48KFC07GUrpPem3TZfmbe4OG8pGRERcJPDg46GRXpc3MGlhdXcXCwgJu3LgR+Y4GZdIfGt3DsHVhoJZ70t927/E3f8rlcmyNTyC+9h8NotRzWM6IOKYMZXmeBcq7lDlZzogRxNls1p2ptbU158gjTWUkuy+KLS5ylGOkYZ6Gx52dnbbsJb3xXfFKmUpxx7NIXpHP55HP59ui7tgO94r9jgbUOOBeIOjfSh/u3buHK1euePGgEbJsr9lsugtQrA7sM0BqKQuW6hkdHXUXGJL281yzzWq16vRmX6Sq9jE6OuqMsz6dPo5HnUY4klExDMM/fYR39wH8l0fp/7MIQRD8abTqTtYA/A9opZD/SQB/E60LcP7tLpucB/D3PZ8v9T7KZFhbW8OHH37ovBcXL15Es9l0dWKA6IHzAT9XbyR/+9J3NCVC3280Gnj27BkuXLiA6elpVzBfjZRUuqwRlNFgfIZEXaOM1MutUQP8TcVXhce4dDcC63xQyfB5Z6gA+JgqBZpSqYSxsbGI4qnGVVvwOZPJYGZmJkLYVPmNu+2PdWQGBgZw/fp1Z1BWgsz0Xnp52TajNhglRga0srISia7TudPbyzRTjaikQsL24gyLfB44jFygcZIMWY1zFv8UDJiOCPiNHsChZ524pJGADNt6nGm0ZIobDZx6CQWjE1l/Kw7smeBaMXWDQpqNhGIK2czMDBYWFtw60jDiU8CpiHDPMuqM6U66RkyLYm0RvW2SSiQ96plMxnn6t7a28PDhQycUsYYblfAPP/wQd+7cwc///M+79HJGuzL158KFC20X+dDgr8aIOGOZ4omOB5ZGUKWShmOuGb3x2u7Gxoar7/nGG29E+tU9pJ8xDVmf4XNMdbl7966LgKJCQNrLKCbSiY2NDQwNDWF2dtYpI3TUUOnUKDLSI18aov6tEVDWMAoceqp5kZGNpIqrpwnArd/Kygqq1SouXLjglFGm5gJw9dXm5ubwla98JSLgUUjkniVQmdSadBT8hoeHMTY2hqGhIVe2wNbV0guRFIgvHZ8FXjSil6tYo6H2xShj5VFqiNJ+gZaSxtubNZJHFWX2o/uUhdpJv7V9HZOlgY1Gw12SVa1WMTQ0hLW1Ndy4cSOWd/3e7/0eAH9ETBi2bn+k44N9Ki/U6Fl9r9lsRdBTibt06ZKbJ51DqqwwXezrX/96Wx1dgqZo0pCytLTU9iwVOtbfosFI69KSb7KOL+ekRnwA7rZfGgM5B3XCUk5hjTO92CgMQ3e7u9YDq9frLnpd9wUNRzYCz86vXC5jbGzMGTxUEeUNlozM5DjUMMGLTYDDPUUlmM8zukdrl/nSg+lAsunPbJuRPBrdx72la0rgpVbal45JcaKg+4n8jvxSL+nY3d3FxMSEUyzX1tac4mtvdGXJCr38iXuJY6DBicYhmZnlVgABAABJREFUa1DRs8Pfts6rOicsDsMwdKmuQEs2ZD1Q0lQ61Iijra0tjI2NuX6azaa7RITR13RwKe65zwmNRgMPHjxw6asW174ae/x+ZWUFpVLJ1YFV4wnPwfT0tDM8l0olXL161fEDpTH6vkZ9Eae8BI990+lpx8tSSdVqNZJyyQsj2SYjvW2NP/bPSEOWU1InOfedyt7kvSz9pHQmzljHH/IpOgup69Fhs7q66vCoNSTZNrMJeBESjaI+5wz7ZIR2XFkYxan+rWWvxsfH2xx01hilNzDv7e1heXkZN27ccLSH73KPUc6yKdo6jrm5OSebUceg3E+H3dDQkJNBmUFSr9dd+jqdZSwbo+fEzlvLXnCsxH3c5/ys2Wy6izK1Vjr3GmUn0gp7SYziljjc2dlBEASRjAPqCXSO0yhZKpUQBAHOnTuXeMM80HIqUMbnuun88vm8u+lZAziCIMBLL73k3Uf6mcrKdK6yrMTjx48j2U2Wb5DfEcgXbXQxZVnVsazeqrT6tMNRayp+COC/DsPw//np//8+Wrc83+3H4H7UIAiCKQC/AaAB4JfDMPzg08//MwDvAvi3giD4d8Iw/O+7aHYuDMO/2vfBJsCjR4+cQLK0tISLFy/i6dOn+OEPf+jSstTg4Ku35iPMPIAaHeFTtpRJ7O/vY35+3imtarzQtoH2yD3fBRoUhHnAy+WymwM9Isq0NjY2IkySxhoLlmiogMR+lSD53gcOFSrWeyCzVgai0Sk6pzAMHVOw7eraWCgUCpH0Suu9pjJXqVScAEEmxXQSJaIksmtra96LebRd4p0MhQY4ft8pegSIeqnJQHweQSphjBYgY+UYyDhtjTzfnqYxmsocPbrAoVFZBXY10qoyaW87C8MwovSr4MtaHxR+uC7qYWQU6Ne//nVMTU3hJ3/yJ53hgrVYxsbGnFJDfDUaDeeRpteTBoi7d+/i1q1bzrkwNzfnot4ohFpcq/BGI2sYtupxTU5OYnp6Gvv7+5FUTHr6L1y44OoQAS3DIxWDjY0NXLhwwRlrNaqZgraNxGMtNOKRJQp0b1HgTBJ21QhHnDG1fmFhwZ0h3561bakwqDShXC5jfX3dXaTB2pk6RzVYMHKBN3lWq1VcvHjRpeXwYgTOi4Ik29MIFtYXZIF+FajiDN+qRGhBbR+9sf9rUXHuF1uWgIogyxnY7zRtmGliNEgw9VKBjqkrV664wvt2vaz33dYK882Fn5He0wBFUCVZFX/SJL39VJVOyxeU5mvauTUaaCkKy5fj1kXPCIF0nBFTmurHcamhRm9i1P6ocBMnNt3QpmVZ+s19xrWgokMc0FBv50YHh52vpen8bHl5ue1SHN+YOGalI6wVTdzHOR/DsFX6gI4bRvXREbi7u4tz585hdXU1cu58Mg/PD6O3ees4YWZmxt3CqXhQBZp7icZvptvb/Up6wzOnKevcm3S0qfHNngOeSUbzDQ0NeXkInVVsXyPC6dAYHh52N8vfu3fP7XnyQa2zxgwBghp3CT6DSL1ed8Yszpvrzv5YZ448Xh0JvLCGSmrwaV1Ry6fYNo3To6Ojrl3yad9eqlQqzplExZf0gufRF6XbaDQwPDyMZrPposjm5+edoUTpoK63yiNsW8dn0/FJ4zjHxcVFF/VlFXnuMRvJqjXlmMrNC27ooKaOQEfR2NgY6vXWZW12TIoHjnlgYMBFIYdh6Mq5+J4nNBoNJwOzryAInAzN8hjMRvDhhtHHvDBO9Qve/GsvhqBsQPnx6tWrkduTfWPW9eQ4eF55drlW5EMs/WJrWQKHab2lUsnxBrapz2lm0cTERCQ1V3Um6oWaxlyr1fCNb3wDy8vLGBkZwaVLl/DlL3/ZOaVo0GNbDI6gYTwMW05KOg41EhiAC2wgrvmdOgU1nVvHbPlBGLZuX6aBkmWAiGvSLNafPHfuHGq1GnK5nKsBqDij3GP3oNUD+Tfnu7W15Yx1nDP3D2srU8bgGeL4LY/JZrNu/Dzjus9oIKZeRV5NPkhd23dplO4hGrVZJ5x41/OptXb1rMUB195mPezt7WFyctLxXeqCypt4bsnLBgYGMDk56UoOqJ4zPDwcS5spH1Fv6lT64zTAUdOf3wZwVf7/+wD+KoAzo2Jv8G8BuAzgH4afGhQBIAzDWhAEfwXA/w/A/xZAN0bFEwcK6hQKgcMLW+idVPCF/JLoqrBgBah6vR5RnnzKOBkUjT40apGIxtVRs59xPCQeZLBUVqigUOnkvEjgfKHbBCr2FAZ9Y+KcR0ZGHFGikBAXMWSLgO/s7GBlZQWZTAbLy8ve1GWmRFDwYh0qGs98wGhD1gaxBFLTTfSmXQocFPIVF81mM3LJCb+zOPGtOQUaeur39vbcLeOMwlIg7hlB4sOlGoAotOoN22RWFCw4NnqLrXEiLi2f3no1jJZKJVy+fNndVKmKj/Xgr62tOcOmvciEhcAtaGoCFRoWeJ6ZmXHMmEIa50QhRw0VKrTy7JfLZdy9exfnz5/H5uamE+yJJ6s806PPcxqGLeM8hU7rUCBoJAH/prLLaLuLFy/izTffxPLysjuzvj2kESyMutjd3XWp1dzHvvF3oinNZtMZN7WO5ubmJl577TUX6cTbi+OMjMSvRr6xng4FSQq3VGI1dUXxzagmNWZxPVVBU0Vfa19ybarVKjY2NlCtVvHhhx+6dpg2xrmwDEBSdE8S0GlCsMIWI7AYsUMDuDWqsQ01ipP+8CZbNfCogVXxacd9cHBYN5PCuirWjBxjxD4NmlReqJjs7++7Iu46dqWFpKPat+92XFWerHLva5fPkx4krY11VOn50KhaGnefPXvmFDo6ZRqNhkujHR0ddXVPGUXPWy0PDlq1b0dHR91+JB51vryx+dq1axHazr2gSoUK+gpUstSxtb+/j+XlZdRqtYjBeHl5ORJ1bYF90fBGoHEpCAKMjY25fZjkECuXy66MBXFBvIdh6OpWWkNYXHvAIc20CpQ1DlK2KJVKyOVykVRu0nXLmzhPHaOlRYxKJI9QA40FRo6oMdhGtlJe0/Q0lh+Ym5tzUW4sAaKXDFFZ1PZIV5ltUCwW3Rz5md1H5GNaQsd3lkiPSAd0X1JWVTpChVfXi7xJz7GuJRVUBaV32WzW1d2jAYDlKVZWViJp5DRs0jhFusWMlLGxMXdjK8czODgYiXxkpoeVZ+wYuU9IE3Uv6eeM5NrY2MCNGzdc9CvrNpJfAXB7LJvNOvnMOmLZh49H6XPAYT06GhetU8DqM7u7u7h37x7W19cjTnFGsBKflLEAuDIfU1NTjj7QMTw3NxcbecV9wbJE1WoVtVoNL7/8sttna2trXqMi/1dDHX8rX6cTkjyRP8zOIh1RXO7u7mJjY8MbhKDjoOFZ94Ev8yEMQ2cUBA6jn+nsZNr4ysoKbt686WiVRnsyao7vN5utFORnz565CFuNSlWjHw1gH3zwAZaXl100XKlUaqtbrgY47iPSANZCZZvEifJmBuWsrq5GDHR6oZriU4E0SnVNzdYoFAq4evWq2y9Kr7lWvFxPgyPW1tYwNDTk9pjefsyzrrKq4oDj0rNPmRtolQGamppya8J3aUtYW1tzfPT8+fMuRV1lHPIC6rKPHz/GzZs32/aQ4ktphuKTfIwlIFgShsDMHra5u7vromU1o5E/KkfqnQ0s7/Do0aPYFP3TBkc1KhYAXOrHQM4AAPCrn/7+V57vvg2gCuDngiAYDjtciCNwPgiC/wAt4+8WgFthGP6g24EFQXAr5qs3494hIyUwBUIJMnAoFFgFjcqCponSE0uhhF5qer9ZI0SJQ7PZxOzsLEZHR3Hu3LnIZRNKqH2EWAkDcMg41JhC4sv+dQ7sg3+T0VllRqOU2KbFozJVxQeLtlvc61wYDcLC92HY8oppDZhCoeAMeExXYi0fpgHcvXvXjWFubg7j4+POCDk5ORnBu8Udx6LRbfo5GRQFE2ss4XgsMDrSCiKTk5POU8/bGBktZ4GKvUYO2HD9ra2tiIfK1tPhnlWPG/+emJhwBhpriFOgZ49RFBT6OUbfOwQq46zfd/369YhgHJcSFIbRqFwa0QYHB109PipkmpLHfcB9yLR0rivHS280U3y0bzVmElTh4O2yrJcJHHogfcJZLpdzBgAqgeVyGefOnXPp1NVqFblczhsxTGMSlRS+x7Ont86pIYOGQSoxYRg6QwnpEw1v3H96qx1wWG6BtTRXV1dRq9Wc0mHXjWtLDzzbtsrq5uam8yrbM2l/l8tlXLp0qU3goWJIx4caj/Ucz8/PO6GSBexZaJ5ec54p4oFKtM/4YSPQdF4EljzgelLw1/qezWbrVnjSZz6vkUME0jsdoypXTKnmmK2RgHVPBwcH3fnXaB/+5ty43rdv33YKKaNzSfNshD0L/LM+ou1f90scvbD0l0YRGmypcGUyGUxMTESM5ZaWaBQYawdubW05oz6BigjxSKWN766srGBhYQGvvfaaq63FyAXSNhoSSdsPDg5QKBScoTYIApTLZedM0Mgt4oeCexAEznnmA/JijSpjmuHm5mYkOoTKlzpNFUd8Xw2Pyg+tQc++T1paLpexurrq5Ag6JugQ0jPJeXOuqvTreeP5LpVKePbsGV5++eW2mpOqGNFItLi4iLm5OTd3jQShYuXDrRooCTTE89ZZjdrlWNUwq+NibTL2zf2kEX/ZbNaVFvClA+tvyiF6RvL5vDPWrq2tRfgE8ck5M4pUZVfFs64117XZbGJ4eNjNkc5OTVsnvdKb4+nA4/ytYqzOfQs6Dj0ndJxx/qTfFk+89E2BCjblBGs44H7X9jiOSqXiDOu6Niq/0KBpDaZ0wHB9qtUqdnZ2nIyrDgCeEdJwDQBQ3DAb4vHjx5EsGLbBsQGHadcjIyMYGGjd3G0vpeI6Li0tYXt722VsEP96Juh8bDabzmBHnFN+5gUrc3NzeOedd7xrrP2T92iEHdC6lOzVV1+N8DnqX4zmVVDnOfGvUWu8QC0MQ2co597nbwAuIjSORxFs7WXfBXYEZiCsrq46OYVyEefMbA6WF1CngMr81ItIm7h/NXuGe5L19h48eOCi06yDT7PcFMgHaTTj3lR91wJvhNbndV157vXckEb7+td1Z0Yhx6vj53rrXt3Z2XG151nuJJfLRZyk1DMYbalR4MSp1u4kH6VMRDnq/v37kWh4DSbgGVQ9HEDE4UOebp/hOJgZxtq/1tlGnkPZw5bfYKACx0b5hutinY4+nZlzoRH0k08+ib0Y67TBUY2KdwD8e0EQLAPgNT1vf5oGnQjh2Y3PPvjip78f2y/CMKwHQTAL4CsA3gDwIGWbPwng/6UfBEHwEYB/LwzDj48w1o5AgRCAIza8CVYvvyCTmZ+fd7WWeLALhQIajWg6pwoYjDYksSOzKRaLTpmmIYPETKOkaBBh2zp2/pCwKvGgcUEVbR2f1tHTWw5JcOr1uouetIauMIxGd/giSqxCp0RPFSDOkWkt6onXNKTd3V0XmaVjISEsFouuIPjly5fx8OFD1Go1Z0xVg7EKG2qUUIMbjWbKYEulUiRyi+tEYY8GGquk8DnL/JQZM6KD9fQUf2zPp/zYqA2uJVNdtC0y8Hw+j+Hh4UiqBJkDjR30cumaK3APMDJA96zveTtW25a9BZdghWnuF0Yc0MtMxY7GXVuzhWvjg93dXSwvL2NpacndBGvHF2cwKhaLyOfzrpCxztO+B8AZ4XZ3d109MauwFwqFyM2Y+sNIgyAIXASYjpm0SMsY8FzRyMy6WMChp5OKp4IVaoIgwMOHD7GwsOCEXCqpjHSxyjDHwyLuKysrLqVElS/W5bFg8XdwcOAiIhhx8tZbb7m+4tap2WxGhCmm1NGoyPc10pa4o4Gu0Wi0jVHTre282T+LkXMc+ox+vrq66mrMckxKf/ibtMlXu5LrQGMOn1XQdWZ5DK3lxwgZnTOdFdwvjIpge766cQCc4sL9ptFZncDSS6VjFOAJW1tbeO2111zUNyPYrUJIRYRGDtZSpCBPer6zs+OUNa3jSF6xvLzs8EpDlUYvDgwMYGJiwl3GpErF6OhoZA2sAZTKC+kWU7l8+CVd0JRyBRqfVJbQSBB1Wlr+Qrqh0RdWFlGeDsDdnqwXFqgsxHc1okvXm1Hma2truHbtmuuffGp8fBx7e3vY3Nx0jgqORaODWB+PpQ5oVLOGuDAMXV3STkAjIi+24w/TUn1AGUYvWAMOLx7IZrMYHBx09JeXu+mZten2wKGTi/vYOmRqtVrEMWxlNFXcSfO4xnxGjW9sl2PknNiOOpUt32Wau+5DS9NsJDc/V2cgcBjlbEsfcC9bIyF5LfcgDfyU7dS4SLDnUXmzzdQhTvf29vD06VPvGdE5cZ7qqCgWi20lCfRcxq09DfRMMbV8SA06XGfS84ODA4yPj7vyT3Y9GOGva8/36/W6kx+LxaKTvTRDgMDzzItPksDSdI6FRhjW2A3D0N0OTYe8Db4oFovuXJKusD3Kk9xXyoMtPd3e3saVK1cAIHZd+RnXcm5uztWxVhmJP8QrI5SJN15Otbm5iXv37iGfzzt+yf2v+5vrSwcJ09lZl7jZbLpoee7vYrHoHM4AIk4n6rWWPvIcK8/SYAAr0+zt7SGfz0ey+zgGRqWq8VKjutknebjSTo2KZIkyPm91JNWbideJiYk25zX3BWUxlpTRS5NIWxRX1N0oa7F+JFO9eVmK7hfikuNiqjFwaKBTZ7B1YnMvE180KGo9UtIDXigGHJZD4tmnnmezc5Jojg9ICxuNhrc0y2mFoxoV/xMA/wLAfw6AM/7Tn/7EQfDps2dGxXY49+nvrZjv+fn5lO39F2hd+vIYrYtf3gTwf0YrzfrdIAjeDsNwOeF9B2EY/rTv808jGH/K950qQ7w5jYxfL0yhcq8CnHpJfIovmQyZhxoYVEjnb63dpooAoVKpuAinnZ0d/PCHP3SXALBta4Dc2Nhoq9MFHBInMl56j0qlkvP4cs5MJyXhoZCvBZrZv43kBBCJYLGXT5CQW2LJ7/P5fBsz43e6hmRWo6OjjjDncjlMTU25OnsULAqFghPglFHZgulkXFZZYBSBCr12T/mIqy91htFtjMAgsbd9Erf0dqvwTtyR+WlagtarGx4ejqTM5vN5t581+pEeTs7dMhg1BunnPqWMXtSBgQFMT087pq31KWdnZ3Ht2jUXJbe9ve1q75AxWqMi0DKGaXSDnkWbIq7CCw1yVvHZ29vDBx+0KjrY225966me0+XlZbz++uvOuBj3Hs8na+vQAEFFn0BhWVPxuU6sL8lopmaz6aJzCBT4dZycMz2g6kklvVtaWopc1AK0RzHzvFGQ5RqTzl28eDESpcF3Nzc3naGfe1jXVdOoVEDUsVAIV4MgL9fwnRnFO6N36bHe3t7Gs2fPMDY25hRMCo80sHP+2iYjpO3a8j3SR1XCKHCqUK37QWko2yU9Is3gWQcODRK++rDarhrwkorHNxoNZygZGhpyNIlREjzbHJ8qxKQHxB3TjlRJ1vOgAqytueabR7PZdNFbFLTVOKYRyXSCcY9ubm7i4sWLEWFZjYmlUgkTExNuvUgLGo2GE9g1+oQCPwDn0ACidfR48RF5HWuB+uioDy98V2kXxxFX+zJJmN/e3sb8/Lyr00qc83bbMAwjEfx6jjSCQZVCH1SrVYyNjTm+omvDcZI3Dw4ORi7BUiWZsLGx4QzZKl/QeUVnrhoELQ1Qw7c1jPFvrS3Gz+wa6RnVZ9QpYL8jPrVsCiOoSQv03JM/1+utm2cpN9EoPTk5ifPnz7sSJ0CLZrIkBC+VUPCNiYYodYTSeGjlCi0LQ+B5sJFAiivKehrhag2OnBv5iL2Eg/3wPZ79RqPhDPOaGqkyur67trbmItF1r1DmsrJc3F5QHk1Ht55bOoUox7APyijargYraAkgGpiUFrEdlbe0Bhz71mwFBVu7kfSNa8P1LZVKzkhPGUwj+eza06BImYqygJ5BpR005vrSgvV5+z5LTxAnDLzgnJKyY+iopA4DIJKpArTfgO4bk90f5A82Oq9er+POnTvI5XIoFosYHR3FwsKCk4Epk7NWNuUW4pNBDWtra5FsBC1PpOP1OWQ08piBGgoskcM9o0ZBPXdcC0Z88nwl4Yh0knR3aGgIY2NjXj1CZQof0HmuhnGOjUZJnkN+BrTWl/oFM3WoO7G+4czMjDP4WXlE9Rg6aPm9pafEt0a9Uo8G4DIELa4ymYyLdvddPGfPAHAYJa9R/swo0Hc1UMXSdBpAGe3pq0NraSD7Zru6Fqo7MMPjRYCj3v58KwiCzwH4KoCX0aqp+Fuf/vxIQhAEcwBe6+KVfxSG4f/yOMYShuFfMh99AODfDoLgNwH8OoD/GMB/dBx9A4eROD6mZJVSFTL1QJHp+pQG4DANh6ACkLbN2/WUaNg2KYA8fPjQGZ9sDS0ChSam0WmBa86BxgneiKhEUxkmja1kVPSmKwGi4BiGoTNkWbDMhQoG0wBYw4rz0Jp7ZEQajWGJWKPRugmWt7oxakUVCr2VUhlbpVJpEzB8wrAKGITg0xoYNJoBaItY5G3IXHtVRjQKp1QqtRX91bRYEnZ9hxGHHKve2Ml05YGBgUgxau4lGquIK8VXXMqd4oeCB5VOpmhTyCFuaBzRm8O4rk+fPkW1WsXS0hJWV1edAhZ3aVEQBG1GRd2v3OMch/5PAUnxz3VeWFhwUWIqQKunWJk8Fa9ms+nqodKARIVGme3e3h5GRkbceuictL+ZmRmUy2UXaar0gA4AGlFyuVzbOYirmcYx+HBGT24+n8fU1JSbE5WVyclJFItFTE5OOkeE3vZI4YgRQmp03d/fx4cffuj2NiMPRkZGUK/Xcfny5dgoUir+WiyaKW2NRgMXLlxwUdU+BwRxprSeY6bxVSMdOGarLBN8t7Xy+52dHYcbetp1v1pDK/dlEATOGE0aqUIsjWiq3FLQY0SEjdSwZ/e73/2uowUUeimw0yPPPjh+pRHW2OSDvb09LC0tOQcPLz3RsZD/aWSCD4gDetRVqA7DsO2WRs6DRkXFM+c0Pz+Pra0tFItFZ9jWqAWeSa4BBWYaigcGBlyts3q97vDO/cILFMgDBwYGIilUiidVwFVZ4lhJO8lr+XkSvnTsumcZvWCfZ1Ts9vY2FhcXnfNN14r7Yn9/H5OTk5EUZR0T8aVGcwXlpVxDq5jrmLlP1ShB3smzz37u37/fFummbcYprmoY02h3Kn7Eu9bUo7wXRwO0bXUcW1lJHarqPCD+BgcHXdTw4OAgZmZmEIYtY/DOzo4rDXP+/Hk0m802BwPxzba5hsBhdCNlDxpryWssb1QHixrTdD6UH/ks5ViuucUBcFjCRR2bKlerocLKS+rYBqKGPrbH1Fh1DnOOjKil/My6tlx76yC3jkiVb3kOqtWqMypyf1vnGXFB/Gk7rP1NXGvbmjbu0w9o4LAGCXXwWcM66asabOr1uqujyHppw8PDrn9dX54bXpZmnW2qb9CBGgd8xuowXIu4i2A4r5WVFYyMjER0Bjopyb/YNuVg3T9xsibpIz8nTdR6eoR8Po+PP/44UpNOSwXRmcl2stlspOajro1mEVGmUNDSKMSV0hQAbdkDzWbTZeMQJ3rzuu5v4kvPLWl+J72AbfAyF15Ype/6DGcKmhGmWXbkBeTBVtYNgsA5iUnbtM2BgdZN9U+fPnUORWs0V3yRjlOXUN1Iz5U6CtQJqIZDjiGfzzvax73iM7zyf9YupPGZYB07BM6ZsqLFtdIcO2c+wzFx7zPzjeUn+Hka5/Bpg6NGKiIMwzJaF4ggCIK/j9btz//gqO2+wDCDVlRgWliRvxmJeM73oHxe6nJMFv5rtIyKv3jEdmKhUqlgfn7ehYP7bqkFEBGMVNix4PNkk7CRIAVB4AQdH8QRCQKJgRUeFPh+GIYuXUAjIyn8aI21er0eiaagwEACpkV8bd0XHx5IZGhY4uUtNiJLBUT12NBYSqLrizZQ4UqhWq064YORTSoUHhwcYG5uLiIUWEapnhi7pspwAbhCuGybQgDnZKPsrPdfjTwsrq5RPows4PypyOpaEVdq5FKvoRovdH8o/uhF1bmqJ1wZoMU3a4rRUMN0f6tA+IqwM+15ZGQEuVwuYlxTUPz7hBpGl3FfMKqGwpNV6uxvFlKmIqtz59nZ2tpyQoxGuAwODrrbw5vNJiYnJ7G6uoqZmRl3OYLOodlsRhwLjUbDFZMOwxDj4+PubxVqdC34HqM6FaeM8CUQL6pc6f6hIK5ClAojpGPW8MaIBhotBgcHXSSBTYFijUh6SvVsUejWNdYIl4mJCRdhSLpEJwkVQ47R7hc6KqhwMyKPbeRyOZdKrzj0RdZwD5HGKFARUAMhBUoaK2io4HhJC1SRJthodd2/mpLL8XCuFARVwdjc3EQul8OFCxdc6jijTGxqlirvpJ223pn12ut5JL9bXV3FtWvXEo3F6mywwIs2SMtVkaYhgueDBhNG2VPZYmSq8oFarYZCoeCi8zR9U8emEf6q8DG9SfkP15JRMOR7rNloo0lt6Q86GcbHxyM3S4ZhGHGixQnuqvAyDdLSSPKn7e1tl1Y3Pj7uomUKhUJbCQIqbiwFw7Qsnk3ij/NTmUSNiPV63aVHaZS77meuG3FCHFmDdhiGLgKfEW5Pnz5ti9SyOCJ9oJNLo2Cs0swzq2vE77QGot0zdi0sPdWx2LEBh6miWrqCbdLBNDw87JwiegkD9xwN+rOzsy6KkTeOki+yL8pjijc7VlXcNWJJaRPPMPkazwPbs3sxCW/atho4OQ4dr6a0cmzsk05elXnUwEWep3IJ6aWVD3zyBmVEzo8GOvbtk00JdD5Yg4it28wxqNygkZjEiz13ikPls9aoqPSHYyGe1ZBmjYUAIvyHeFBHg3XUKZ9mdKO22Ww2XcqpbYffb2xsRFJQFZ+M8qvX604eVzqlOOBnVg+z9Q0pe7P2OHDICygDUN4FgI8++siVBrHnnc5LjS6jI1rPHPUz6yTR9aLTXUHPTxyfII3VPUNZQAMiLBCXzN6jQdTXH2VBlvjgT1x5FL6vhlDg8Dxr1ojPiKc4Vp5TqVRQLBZx9erhPb00CC8vLzs5UOvXkt7s7OxgamoKpVLJ4Vtp8MDAQFstUnW2UV6hwVbre/O8aXCIRpQSh3yHkf+k9WqwtoZIfs79QZwzclRxrUZS0m/yZ37GmsgMFrF8Wvc4+Y5vjU8bHNmoaOAmjm7weqEhDMM/dITXHwH4AwC+ACByMUoQBFm08FsH8OwIfQAA77dvz+3qEzx9+hRbW1t4+PAhJicnIzV+NMxdmSYVHd5iRo+vhiXbqBQVZpV4KlDxVc+4Vf6BQ2MfCaamSlhhDDgU9ixh5rMUYmmcIHElDoiTnZ2dyFXz2q+CZRzEg0ZiWFCG5VNKhoaGIjUZaURRAkhmR9jY2ECjcXibnypZqryzb3qVBgYGXIpMnAeH9ULI/GzUG39rQXYfkHloJB+ZAYtjE59sRz36bEONNMQRBWrONykiSHHtE06VCVmDMAUvnY8KgQRGrlIh5biZSsp6MPamYxUE9fKgOLBKog/3do58lrXl9HsrvKvnTw0iNIzX63WX1sDb+Ohl9KWDatsURjKZTJuwq0ZiVQw5Rs6VgolGTwGHAg/Hao3aTIlneqLizqbeAi1HxNzcnCs0r8oYx8C6LqzPSeMF0/c0jVUNwsSHjfTRufJzppFz71ljF0EF8P39fUfXDg5apSwYXaqgSh3/5xi1XpM+rwq1PafECXGrRjFGe9BBoNGySfyAc2g0Gu4iDKAV7byxsYFLly5hYWHBXahz8+ZN5HI5p3yxRqyefY1qU8PAzs6Ou2BMFQUf2KgeiwfF7/7+PkZGRtrONm8W1/Qh3Ze67zUdlOPl90z3ovFc11XXTNNR9YI2pe00pPP87O7uRiJj7Bqxf6br+xQA8lI6oJSeWtypXGJrynHd+ffc3FwEr2EYuktlWKd2e3vbGS15MYOCRirq/G0kb7PZiuQeGRlxNaH5o7jjO4ODgy5qn+vDVPswjEaNWeBe3NjYcHhj2maSIYf0hGvNaEOV75S+q5ND+yZedC3UwKJ805av0P2h+90aPpiySZpA4xhLCzCyUOkF+S6NwnNzcxEDCi+K4Vg1Q8GeVR+t4fisLOfjs0q3KNtZ44HlKZxTnIxI2UgNcZZH2MtTgEP5TOUjLTWkcqReUOUbg4JdMz6j8paP3qlRndHscXi0/XOMatxR3q6ZGSozEM9aEkX7qlQqzkhCWc3KkxY4buoQ6tCzZ5990vHG70ZGRhyuWKaIRrwgCFAqlVywg8o3bI+ghn7SNNbco3xgeZK92MsHOof9/X1sbGy4zJNCoeDkxYmJCTSbTWcQpWP65ZdfjrRHeYX4oTNMx2Zpq48H0CHAz1SOUr4AtJdviZM9iWfdL753dI8Rt3xenRS+0lGkvfZcKC9XuZP0zxeFrudBI/PokGE04Pz8fIQ28nK67e3tSG184oKQz+edbszzogZLnYfSCwYHUJ7gvue6EwfEBwMx+L/VSVimhP1ZudRnTwAO5SobZa9rYdeZ0aEcL88+L+S0e1R11K2trR+Zi1oiEIbhfD/b+xGEdwH8LwD8MQD/H/PdLwIYA/DtMP3Nz3HwtU9/H9U42QY8SFrr5P3333eeQyV8PiZPRkeDIqNllIAwokY9Aj5BA4jWs+L/ccoa+7ResziPBZmhD0hESBTCMGy73IJzUIGPgqkSW23TMu+hoSGMjo5606+U8TG02o6Bn2sKmIb9K06pOE1MTDgBSvut1+uRGwP1fSrWerOfJcJMlSNT1ctjdH1VaYhTjDQSi8pREATY2tpy0ZlTU1OuP60dZiMObWoEn+deUgMAvXA2Eo/KtTWcKfPiO+Pj45HaOHGMjZ8z7ZJKNC/VIeMnvrRmGQBn/OC+Y9g9hQ2LW+5NxY1vbFZpoBexVqt5FRPOheeF544GYW2TRh697ZxCFoXB8fHxtnOilxJZAwSFCe0DgEvHpHDCvUSjnSrNKjDas8M9xJqjWvOSoAbXUqnk6KeeRd0rVN4ymYyrdUqBjgZ3GvKpaFHoolExrt1cLofx8XEMDAy4dNe46G3StfPnzzthX4G0zQIFKdI47n0qKktLS5G9wb7VOWJpvt1bqmDT2Em82bnYyCmNBtfxcTzb29u4dOkSisWiqxf80ksvOdwSDzxHel5II1UZ5/O6Phq5ZCFO6CV90fW1RsVms+k834o//dvSWaVV+n2j0XAXGqnjToHPck/rHFWJ4mdMTbXz8+GhWq2iUCi4mp5Kr5UH8lwqPwYODeyaDuajDb49AMA5bbhOjFqgIZtrzfp2qjyQ5gGHRdnJn4l7Ndbxc6XNauBQQxz5KWmunYPub+4bAiOkuf/y+TwuXrwYKzdxfLpW9m/ORxUl8k0fHeIciBs6zEjHyAeUj+oYyPOB9rpuPB/b29tO/pmYmHB0l1HWbIcXKPFdm4qqNN/yTV1L+zejqrguemYtHuPogK6hRsOwLTWSqDPc1w7PHv+nTGp5BdeTWSTc5+yfziSuC+VMpXW6n33nzfIMfZdZMrwsh1F75M1qlLZ70MfDFC+kiTS8cS8GQStlnhlXlAW0jIXVLSzNJzB6X2V+iwNLw5QuExSP/J80RudFJwHlROJqa2urrSQF39NL17jfGZUbhqGjZ3xX8azGMB9vBqKRvOTHlLFssEAYtkoysOYpzwrLjABwpQ2IE45JHZzEEfep0kSlLcqLOA/K77oOKr9wD2oUJen79vZ2pMaqgtIQ+5nPUMX/6cQrFApuLzWbzcjlLZZncR9RFzo4OPBefKk0lv2Sdw4MDCCfz7uzx8wZyogDA4c1OslDfPSmXq+7wB37ua+GN8+hXliiuLA40jlpcILKdtVqFZubmw4HmravGQWWbmjkI4OcdB/p2Kw8xf1pna/qoPDJY6SpLwIcyagYBMF/DOC/CsOwm3Rfff8dAFfDMPyXRxnHZwh+E8D/DcC/EwTB3w7D8AMACIJgBMBf//SZv6svBEEwBuBVANUwDBfk858A8CAMwwPz/E8A+Buf/vvf9XsC9kCwJpWNTlPhCoimxLE+nqZXqrAYJxxo//xNYZ2ExUYhAFGBmmlZNBZaxk2gkupj9jpeCkhkzmRWqhCzj7jaEzo37c8qE5Y5MKKHwqJlinqphwoy7F8ZNNeH3kLih0YoelPL5TJWV1e966PCE4VD4l8FNasAE8ig4owKloCzTzJEKlnaBwUmq8QqXu044oyQNIJvbGy40H4+60tHsWtLRu67/VBxaGtCAmgzVOitqOqpVOBeZJF1MnMaH1W4I+7ZR1IKEs+Xvq/nweJAz7T+7TM+1+t1bG5uRpQWAG6u3KPqGbZgb/RVOqAMnsKsTWUYGRlpw6tVFtX4RcWOwkdcCiVxo7SLwq7W0lRccb2sgZqKDG9f3NjYcAq0Fbz03KgH3EZCE6zRNJvNtgmzul70uisMDAxgdHTUGSs1wmdtbc1diqAGN2vwVyWJe0XPJQ0OHAeNafYcEGiUVRwSx7pXaUSbnp527zSbTecIsF5niy/uVTWoEOx+VZoY58BSJYigaXz0hhMohGuEP8dm+TLf59hUESO9n5mZQb1ex9TUlLv0ZXx8PDIX8nHO2UYma9tqbLJGaoUwDLG+vh4xQmlqE3BYV1gjCnQ+auhk4XiOg7XMdG/b/umw1Iu5yGsZZTQwMBC5pE6VNd1nVMzsOnB/q8GW+1kjHmxUFumHtsd1CMPQ1f7STASrNBNnvDjH5xRS5Vo/J/gi09QgQVxbnm15P5/PZDLueaXN2q/WGOM7xIcvStMaceggbTZbUVMa3akOCp/RjTRDeT7HorKn8gsC2+Ta6lw4Tjt2y2N9NEXpopUj7bOURSxv5PvsRx1N5DeWlmj73EdJNEdlPGugU9wyo4Zz4/niuJgqyPNM2q80T3mJ8lmuKftnJoAPf6S9PPNKW4BDGZxnd3193dViV76ltJ08j/NT55Nv3dWBThlUvy8WixEjkRrYaBwiza7XDy//4zO+/aapzPb81ev12IslOBfSQV6gpLiIg/39fWdQbjQajt5yD1jDD3mUdegTx0oPuc78UWcN+QrnreukmSaUt0hjyMc0UCVO9mB7dk0V5xYajQaWlpZceQ+lL3zfJ2PwfHDv2r6UnltZUY3BQRC4YCGVQbSsB9fN6twA2i7NtPqAxY1mCvhA6anWCGcUue9d0lnyaSv7EJdsn3RBcUZepLzW1xfpKvU3XRfdh3qulIcwqvK0w1EjFf8GgP8oCIK/BeC/DcNwpdMLQQuTfwTAXwDwpwD8ZQBnRkUAYRhuB0Hwv0bLuPjNIAj+ewCbaOHpi59+/j+Y174K4PcAfAvAL8vn/0cAfzIIgt8HsAhgD63bn/8YgAyA30B7NOSRwRIJHlh6Mfi9Fbj4LBmjpq8p8PCqAcJ+z75V0SAx8DE6JZq5XCsznIREmYE1dmmtQts/gYyFRi0lTCQcPq/s0NBQREgjw1DcED9xeFBc2LRLXw0+O247B1WI2AaJIecUBIGLWMpms87YyHXT59kHBTLf2hC0biVwqHgAUUFXwRp+dE9RgOJ7FCp9kTY+UObBNeU+U4OcNY75FCx+t7/fulV7cnLSjcumddHgZ9thXzwvNoJUhWD9W9+lYKrGK4Li2CpDVvHQNvm3FgD3pRYqA40702F4mO7IFHlGHXIujGCgwEwhW5UITVPTddH15JgILKFAXGh6MdsgbtmWpiXHgRow9WZwpujxXSr+HKP2bYVbHY/eMMx0PovX/f19jI2NtZUu0LW3oJFOrEczOTmJtbW1yHtMvbdAQUyNfDaCXWk9cEiHNKqAERM0HCWVIuBY7fwBuHeVrtpnADjP/O7uLs6dO+foHo0+er6sgKntcg/prao+3POMMWp2enra9bW8vIwPP/wQ+Xw+Yrzk+aUhm7SJQEeb4oU/pC26v3QcupdpLC+Xy5HUSSoq+mPpia5BnNHJpsBbIA8YHh5GoVBwSqdGEjCimI5NKqDj4+PY3Nx0KarcW7o+6hBkmYUwDCNpXVRs6Zxh1D/TyzhHdaBp+7oG/MzSQCpJ9uICvu/Dnyo/bJf7m+NVOsKapOrUUloTx1+V5yTxNwWrrCo/sueOco/Ke1TaNbrD7kufUUrppxqTfWnBWvZhZWUFk5OTGB0ddWVE9JxbuVANcvb8K944Lx2XrqlVLPVH6b3K0tZpbg3NcQovn+FeU7mG/Wl0KGUlNdJY/mnbVoO9gvIsNYzwb8sP9vdbtbFZR48RPBzb8PCwKzfEs80IeOXdVv6lnKzGN613qY5muxdVxtL5UW4NggCFQiFSK5jvk+6oXtBotG5gt2nOHCf74/fqELGGYXUE6V5idB8zU7ivSTtHR0fbjCxhGL0Ayho++Uy5XI6tAadyB3HHfZcEWt86DEMXMcfar9ZxT7BGeYKeDdJAy4vtmHWv2u+Jb58Bi/zZfu7Drx2bnivSafZHJzDXlnKY8gqf87pSqbhMFjsfm2FnQXUB1a2Ja+KJOr8FtsvyTLZ/yxcIGiEetz76ncrocXPhGdc0aY7ftqd8xtof6vXDlHRLA3UM1llGGu7DkeJV+fhph6MaFX8cwH8B4D8H8NeDIPgegO+gdcvwKoAigBEAF9EyaH0NwB8CcBVAAcB/COC/OeIYPlMQhuE/DYLgl9Aytv46Wvh7ipaR8G+FcRJBO/xTAFMAfgLAr37aTgEtA+5vhGH4z/o8dACtA7S2toadnR0sLCy4yCJVBHmIfcLY0tISLl686Opj+JQRHxHW/6mY+4RpnwAJHDLHfD7vPrORSNqHEgOf4KjKA+e3v7/vCBcjqmg4iBPaLWh9H2Us2q962Gw9IiVUnQiUzp+Mn0YaGkDUO6OGWPUIq7BMgYjfaSo7x2k9Z+fOncPc3FyEufoYhQqKaqSmYU8jCur1euQyGcVVnCKreyFpX/oED1Xa7Xf6vxrJtGal9kml1TJsDcOPq5mlAiHxxefZt0/hs3jppDxagyWFV9+a67rFGXN0P6vQTzpBwwHxpYqGng1rkLUCgG8/qRBPg7Eqrnr2baQC93MQHN44qqmaXM+dnR2srq66WxjtGfDhxH6nZ5FjIL3VveFTfihIWmFW18QCaUKxWESpVIotbk46oQY/XvSjhlPfftPxNptNDA0NOWFVDYQsXs6ambZ+nY4jCZ/EI5UUa7RgqjP7IG8jbeR8yHtUKbdrA8BFeSelOXOv0chVr9eRz+fx7Nkzh/cwDNsiPYifhYWFNoMU+7cRx3FKhE/45Zjo/FJHCpUzGyEPtNOOOMHa1y9xqN5+X7SaGuNJR0ulEmq1GqampjAxMYHx8XEXdZqkqACtOsKs9cnUs62tLeco1CLvihuNyLQpvKqQ6JwtaE0oH67i1swa15SmNJtNZ+hUPmLr6rE/8vzR0VGHT0ZbWb6gNMQqYjpeawQgLdTP7KUu3BPqbLNg6ZZGKBEPvEme5+vg4MCltur+ZNQSDS8XLlxou+QlDA8v3VPaatfSJxcoL1Y6yL59GRRJ8qdtn0D6bkGVXbZJ+mqNsjbbiHvI5/i3f5M+cN/H8WB93idvsE6iOgu1FInOl+2wBhzpIdu2Y9B9o3Pnc+q0UeMWHSA+IA2o1+tYXV1t42dsy+6pRqPheJh1hDWbzUg0HY1JvDiSeNvd3Y1c/KP8SPGtBspisYipqSknO1ggTSc+kiLJtQSWBUunLQ+y/9Moq3ueqbDELx241tGrsmOcnsV14jomOf+t3qrnUc+R7uGDgwNXH9uHB18/PmcN+Z0GWVh5Tx34Pp7GMVYqFZcRAhw6I320i33zPOne0+hvlorgfqLMp9F+HKtv73AdWB6n0Wg43U0vRGG2kOI3CaweYGVglVF9eoKOXXHJ97WetzXe23cI3C98XveOTdvvdIfAaYIjGRXDMHwM4NeCIPg5AP97tIxgvwDAN3OuyCO0Unz/32Hr5ugzMBCG4XcB/Bspn/0mDnGrn/9TtAyLJwphGGJ+fh737t1zN3WphxM4PCjqCQUO6x+yto0q8wpW+FJirhcFWKAgqlEdJJKMAMvlcrh8+XJknDo39kui6fMK67P82/c/BTjfOzpPX/9WsCEBpzBoBVj729e+gvUIKfNmfzbcWwUoxTXHDBwaIoDDCEU19OrajIyMRCKalImEYTQVgX02Gg1X38Qqm2SUqtxZ3Pq8SNbQZZ+xwnej0YhEFNLAqXhgOz4BhfjX/a9MnoKSGnWpCJC5j42NYX193dUIIp5VkVUDmBrK1JumER065iShK07BoTHUKicWfG3zjNKoWK+3LjWgAZv70zJz+zsIgrYIKP3OrodVbHSvc38oTlRo4/eMrmC0maZDKf4pTLAmjYLuB76jRkB6MtWIoP0zetMqXxw/BVHerM79SwOCxZWeKzprVGnjM1w7paXZbBYXLlxwN5P7aBJTaCz9iBMe+SzTHBW4XnrboAU1HvLHppQrjVHnCsdPHJKeWd6l/ErHxv4YWUhQo4gCjVlazsECz0Mmk3FRLFYBsVEK+juOT/j2DnGv46dxVdv0nWvd+wo0wtn+VblihCoQNcwpkJax1iwdEGxT30syUpHm0jGYRGP4t9JUa6jwGbf5rF1Pvqdp00nAPaXZCT6DsHWA0FjDFEMdG+fP6Gsa0WxaH/sjnee7/M4aOnVPaLkHfqcKoEa86pzi9r91rCpQ8dVI4PX1dVfDmXvb8ixV+BTs2WUbcbyQ36uDVfeBvm9pvW3Pp7jGyRVx+OLnykdtqqevfRo+VWZQJ4eVD9mWXX9LV/Q9lXV8Y1YDGMfBiFs1Qqu8bPdr3JlSXqAyJd9VOcpH39g3napqcNB5cwwqW7BMS5yMaQ28ypMtX7ayOnUIzkH3uvaj+484pKNGz47iz9JWy0/iQPeCNYKH4aFuZ9NN7X5R/DabzUjgAPUmH/7tGVZ5TuemuLNrTRlLcUuDYifDlwV7ZlUG0stzOH9+n1TiRWkq5WaVx60cq/PWoAzLiyyN0jNv6bg6Im0/NOyqs4KfqbzBsdMpq3iwYKP8lCdz3bnf6vW6u1hQdSa7ryhTU5fU8lOKH7ueigfV/1TP454lbq3j7rRDXy5qCcPwewC+FwTBX0DrQpF/Da06fxcB7ALYAHAXwDfDMPykH32ewekEVWI1ZdAybl8YcxiGTqFOYva+qA/14Fil3MfUlDjs7OxEbnyzyrEFFViVSCgONPRb5+Kbj43I0PZ8KdtheFiEXG/V9LWvxD4OD2QsTFdOErBUsFJipwKAGtWUGFslk89S8NdoMEImk3HGIxtlpe1RaSYD4X6wz1Ip0HRS4kj/tgwqjmHZPapMWqPvgiBwHnW9sEiFcVUmOM44ZZnt7+3tuULJHDdTQumpBg5rDsaBCuDKTBU3SYqJ/h9nJODa2jnZs2yBBgsaFZluad89ODhw3mo7Xiv0WmHUtmXBd7Z0r2obvmhFCvgaUWkdCiqMW0VYhTeNfkuKOiae9ZyqIAMcGhIAuP2kOKjVanj06FGiYspoRVXc7Lx4NoFWjRtfdIfyBEYxahtUfLg/edY1+osKh64X++HNgXG36GnUpA90XTKZjIuG1fnpjdmKY4s39kPni6b025qmXGsa0nmJgD1n1gPPfVcoFCK1H8kPNHLFKibaRhJwLcjzVMDX9EELFKCtcV4Fb19EgdJ7zt9mPdgxc59wXNwzjLjwOW74nkYSAIepYzSkstapLxI0KRVfx2n5B3/zrDIKhwYc7jXfe74L63zP2bHyO7sWnDdpr46N+NC2yeeUt2r7ajBMkg30/bR7xAf83seTuOYqO46PjwM4PJcqp/Bs6rlkH2n2oe8ze37tsxxjnEGi0/m0cjT3lO+8W4iTeezYNStII/uVn/ki+Xz0SgMNtH/Kh9ovIckxb9thv5Zvq6HFnltroFQ+pePm2CxOK5UKhoeHEQSBq2dn8WCNDXZv06jJZ338njVSVb4hz6OTRr/TtqzsCRwa+TlG9qn1evU8W7yTxvpwSujGWEI5hnqlOodJb33Rwbamn9Zi5Gc05KhTgd/FGf3t+bF8AoDLqOD6dTqvBLsvFViHkv1bHZG1Q60jS+dFIC596+CbpwYm6B7ic6zhDRzyT/IwW3LFhw+OWVOJ+bzyHB1P3CWtfE/LNPA57k8bmc//1Zho9QQbpUyDsepJlvdp37pnrbPC8j7NJPFdqnMaod+3P5cBfP3TnzP4EQQaQw4ODpzybxV3n3dSBSg9mHF9KDO3z1OoAeJTt/gchRUNQVYvfdy7SmysIKFEwkaDUNjyGWpsP0kERJk5x2G9l0p8fcQ7DFt1LTT6UA0iVhDTeVuB2xoqOglaXCNG1wGHUQ98nnXLisViGwOyNTx8TIPCuO4XFXQ1CkuNfApJ6++LHmDbVihRxq9KrBrb+Lzv9jzbtzIejUDj/0zrC4IAY2NjkfEo/gA4QcAqdhyjjzn6QJU0q8iq91YNvrp3qZDqOIFDzyaf5Y2kcWfaXqIERNOh9D0rWProFAUg24+O06egKR5oYFGvJo3vSiPUi654txHI2odPONMzx98+RYRjZISfpUe7u7tYWFiIeMYVVNGgEmKFRwJTk5n6DBxejmJvpffVJaJSRtquaTjal3WM6FpRCNR6dwSNGrLfca7El5adoPKkFyMp3uNoPN/lmCuVCiYmJtxzKmSqw6BUKnnTYSyfVUcDx8rxU3Dn2VNQwwPnEcdHgGgGgHr/4+gG8ce9S5zZM6UQhmHEWKVGVXUiWnwo7ddIZtYQoyEoiccz3Z1GJb0YYmBgoO1CKY7L4pEKgtJqXQ/iWoF7nvuVNRutwqPt+HiWj09ZvqPniD92XSYnJ10tLF/EFUENb0qL4varHZfOSf+PW6s4YL+ahqeKLsem8oDKoXZclG2Vj9qxEnzyRBL4eIjKmL4MlLh2CFY2S5JbtB+eN10j66Sl7KbOGJUJOR+NOtb37Vj1XNv15pmt1WrOQEdQJR84jOSiQcfXP38TH7rm6rTjc6wLH8driR+fIYayLHnGyMhIZMxq4LJ7SA0pFtRoxKh5nYMaAtmPlcmV9vA5nnniUcs6EOjUs7oAcUrnJPuPKzul6+GTGWkcI0/X/anzIJ5958c6IBQ3Om7SZstXdW2S5AMdE/HAzBqWsOjWKGT7GBhoXbrGMY2NjbUZBXUP6znTtvb29jAyMuJ1Ctm+9ZzY/Uica1YYcaD7U/eC5QU6Lurfti0bxU6I4wVWJlTQM6Hfaykynk9fRgHlCMo7asDVrII4/c2eOTtW3Wd8VnWm0w59NSqewRnw1i9VuKyyEycYKrGJEzh9oIxSU45UKfKBJZBkAGQCdgzWa6QCt9Zi8ClpVjgnjmxaQrPZdEaeNAxI52CFA6sYWpyxYD+jLiiEdVJIrBBn19en1FjBQ3GoY1ZhMgxbt2vauVGYJSOLYzQaxcT+rZHXN0Zr8LJMQEGNwz4By47JGpN9Ai/nq3vGN1b+VqHbekpVwPEJKMSzjbLgu3GpOj4cqvDB//Vs2u/UC6fPaHvcm2pspOeXY2NkF+fdbB7WHLLz4V6gl1txw/GoMphkcLA4sH9b76NVRlXg5kUMNJbu7e1FDKM+JYyCvzVM+8DOwXr1aQzU9ikYMW04CQeaXqtz5thGRkacYsH1YcQdcOhQGBoacrftam0gzkEvy1GlgLQ/k8lgaGiojZeoQcnScW3feqkVGOHAc8abD/WCMYsXIFo7zhpYrBCv/ETHxc9p3NXoHH3fd360j2YzWjs2LgLKKikWZ+xL6Ve1WnXGYRq+tNacrj3nqGeQz1mayM9plFajENC6XG1gYCDxlmadF7MoSCuSIh2AqOGcz/Gm78HBQVf/SaOZgMPIabbB/kirrcHHB5yrRlXGGZYsPVOFxCp1vnf1e47VRtiwprOul5Uxkgx/9mz4jBo6d7s37FyTQMemmRPEv0/epEymZT/UIEnHgeJYjRY+eSQJfOdKQdvX/eKLQorDgY9v+/r1KfsW53ZdraNLccLfWt9ZDUNxuIgzeGpkEWVAa6QHDmkkdRF7AZfdV3bOfIYR9XQcUObwGfg4tzhDLCPrWJNV95w1nupY1HjhMwKyX5Uv+Kx1NNi52nEDhw5cn9FD3yO/i5MvyY/Jk5N0MPIDLStAeZSyxfj4uFcWsvxTP1MZWGmazwGgsqYGtvj6ifuMeFGcW/7brVHRgq6LdYKqzqB0I45P+LJK9B097yrX8X/Oh8+rPK596T7kvvDxB7u3baCP8jClf7u7u23yLOUFHav9W+cTZy+I4zHcl5x3s9mq963ZZ7537R7mZ751smDP8WmFM6PiGfQVVlZW3IGhIBwn/MQdOp83UEGVVguqJFnjkvZhCQcJgXopfUTXjhPwC+l8hgKsMnsycTUMaftJ7alQRgKeRtFQYqfRDIojfq/GjzjPVRwRbjQa3nB6n0BggW3yhjMgmnalSgvnQyHfdzGJCslW2LeG0SQDmm+fsX8rqPjAKhxJONCxx81Hx8u5kFlT+OUeZj++vjRdFIgaeHUucUJ+3Gdxgju/07XSNbWKkyoCKiBaD72uIY3leqELnyMdsPixc/AJIarwxCkjVilTmsJIB43iU6GQZRt2d3fbSiewLZ9B3ArAvvnYcRFXuoeIZz0DxLmmolhh2wqd+pwaNDTi4ODgAPl83kVg6fOMxFJQnOuesPOksY0X06hH2j6ntIv7xucQUuB7/NHIat94ktohqJIaBIErjRCXtkTaGsdT7RroWPSMqXNDo0CSxuxT4FR4bzZbUYO6t5gSrc9buhWn5OtnAwMDGB8fdwqvRgewP7sGqlzq2bU0iP3FGTwYjcDnddxMjdRxKh71fFoapntQz6mlMUEQOIXb1mJV3MXxanVuxAHPqO+SFpUR1HngM/z6+FZapcka2+2+sHRAf8eB7ltdF0170z44R41m0ggUNWIl4ZxjTTpTvvn72lVgmz4aqO34xuUbi47VJztaA6H9jrcqWxzai8GSDKC6j+PkKMUtI+h4LvV79s929bwD0VrSlh9qX5ZOaM1G+y6/17OmtKZWqyEIWhkjdEJpHTvrQGKbGvWve8JHq3UMPpzZZ337Q6Mcdc30b8sD4/Y4x694TDKo6f4hfRwcHHQGo7gyGnG6oF1PBRvowucZBatt2vYtXbY02Do62R/77IYeWOAa84Is0ieVj318P45GqpwQZ2Cz/Xeitz4Ht4/PWlmA7w4MDDgZKA7UQKm6tB0bozh9NbYtzbM8m/+rDBs3FsWN8kz7jk93SKLNPjiqUfokoK9GxSAI/l6Kx5oAtgE8APDbYRiu9XMMZ/B8wUbkAf5UwU4CbhqwB5SH1hbS9ilZPs+TKlusRZJmLD5GrqDCn1UglPhY/FimR0bCVJ1ms+lqLdn2LU5IfO0zvuLMcfNQJc0afvU9m8ZsGbIKe2pk4TitMqjCbRhGDaRMJ7VRVpapkRFZxU0ZvUYI6j7W/cv3k7xGcYYnNSjrZ2EYuohRxWOamlxai1L70mfCMHTKvhUcVBi273SaZ7dg27GGS7vnVVDimgRB0BalZdeSZ0QNxxRC1Iijc/RFzHJ/cd2sEc63ztxj1kBvz4CuA5WHfD4fMbJZfNn0qjhlwfe5FXJ8NEdrUirw4gbFrzXi0BCqz3A8rHvD57UGojUI0TBox8/vtEC4zssaV5OUGM5V18z2pX/7cM7x2no9PlA6mHSWfPtJeReL1KtibOfFdnxKJ/Gkn6ni1Ak6KQsa/ZfkiFAcJtE5Gg8ZKcR9wkgy5dlAu2Bu8afKku5Va2TQcxSGLeWYt1qyH7ZDuu3rN07h0M90rkDyZQ9q5OKzVp6wuA4+dcCpg8XySY5LjRxxMgjHai/+sYq1jkeNyATuYeXHPiOlNWolySdxoOPUPW/xQTxr+RHOO85IEccH0jri0o5d92kaxdLHH3zP2D2kP1bu8bVnnbMExZ22FbdPdR/FGRabzSa2trZcZLDyBUurbd+McrR4sTRR+1W67aObekY06tkn0yufp1OC32kmhp2v7dcCx6LGcPt8p/1iecP+/n4k6lujK+POgk/mUDpPXcXXN+kF+Yflp3H6hu3TllyIm2eS0YzOZ2sYsnNWmYBRs7beoB2v5RPdAttgzXTKwroHfI6YuLZo8Lb4TjKkWvDx+qTndb/48KN0Q3EZ55TwRT0GQdBmjPfJBgDa9lWzGS2n0inAScHqVHHzV54Xtz52vOTJL0IKdL8jFf8M4G5+9mErNJ//V0EQ/JUwDP8ffR7HGTwnUGVab//zhdP7oFvBy6cIKCHwES/7m1GJSvhtXY1OoAKMFUjDMIx4X0hIbPg6gYpTnFCv9SI1KpCEJ020DRBVrOIYqA9vPo8o30+KSuW7luH6DGPcQ0wzTCLuFNjiBH87BsW/jWCl4BfHhDhHqxzGhdpbxkzm7xufMkKrCMXh1qZT++bO6B4K1dyn6u2LM0bRQNeLQhQHYRhGBFX9XMen3+nZrlQqLtXAZxCx50L3pxVQfEYFPqv1t3zPx81N+9IoMBVu1GDOdtUw5hNAkwQ9n7ASRwPtequRkKmNOhaOX8eq9e0ARApVW+MtjYp6rn3zZB9MX/OdE406UVBhmgb0JAXWfqc443M+g7qub5ySEEd7kpQ7xbX+1jFTgdD1i1O+4/5XvMcp70lAOmTPhO7npHRi4lnriPlADVvq6OHYLY+PM3pYI4H+zR9fOQ+drz0nPB+kjTpnX1/K+3xRg/zex7eT1sruz7ioCv3cZwCLkzMsTvh3NptFpVJpu9TJvt9JntByBEA0qtPuL22vF/C1aTM82L8tCaDGXN8e0T70p1e+qefaOsy6USrt3tW2bDv6PfcnLwaw7SjE0R/lm8Sp8id+3g3YG2eT5q0yDvtnf9apaPm+nhOru3Tq1/c38aGR+pYHx2UcWLyrzGbH7+OXlg/a7/kd27Q0pdlsunPOcdNB2M25jNs/wGE2ksoItl17LlUuYbv6mZWH+E7SWPm+1vTsBJZ2sR1+rlkz3fJaH+zu7rq9zVItcU4S+7cFey6SaJr9zPd/HA8BkkuQWVlGL3yLG7+PJlmdzJcNYMEase3+i9OlLV7sfvQ9r+1aGph07vUS2aPwwJOCfps9fwzAbwEoAPgrAH4ZwJc+/f2fffr5/wTgZwH8eQDrAP6vQRD86T6P4wyeE4RhK2KhWq26GlQ83HrI4yAt4fUdar5vb46yYFOStDYLjaHdHmAVxvRvq7goxBlybKScfkdB2MdMLC4sUDjSVA4b4aeGAwtU+H1GW8W/Je76mX2XCo8qecSXFSJ9jJ4KpxbNJSQVy+U6++bZKcrAKg+cVychSxmLbUdTTiiAWuHR/p8kLNp+fd+rwBmXtnAUJpbkJdUzYr8jreAYdQ/p/tjb23Nn3baruIrri+/4+u/k9Y57V9eStI9GMlUu1CuvgpV+1ovBR8dkhS37HJ+1ioqeP10LnbN1AqiiZpV3xaMtjaCCP8egBqq49UkS6Egn42iUxZWeJ4s/nyGKa0v+ppC0ZnFnkOOtVCquhqyvhIQ1uvgE3iSnjo3IiTMedYIk5YPrxz1s+WISDggUpFk3NwxDd8u9PTO2bwsa+WR5m+5/S9P1R3m3LQ9AxxSfsTTP8nFLw/kOab8PPzRg+s5x3HyBw7TKTspOXFv2e+57dRizfX0mDZ3le0rzfEaDNGNMC3YuGpUEwF3w5ZNvSBN9tMf3bBpZN258dqxJn3ULukZJRhOrkPsMgb697JuLgk2jTQt6hn3r4Iv6sWuXRH+URum7BFun185TaYuV0azsYi+C5HM+sGtFJ6VPTvP165MHLF6tA5Jj5G97U3InmcoH7HtoaCgx6swXXMBxWGOw3T++ORN8vM4C+UwSP4mbG+mY74yqLOt7txs4ODiI1JrWmtqkO2kjIn18mWNMyoSIa0t1Cd+7lp4HQfsFL8oPOu1d267OiTJUmrEDUbqkbSWBbZN7N46P28+sw6YTdMqIOS3Q70jFfxPALwB4OwzDZfn8EYBvB0HwDwHcBvD7YRj+l0EQ/A6A+wD+Q7SMkWfwGQAWMddi5J0UC6BduYgD32FXYsSoLEKckcj2ZT/rViiMU975t/V024gPfs7fqnCzLeJTo4C0PR/hJlBZAw6FRk1L7KQQxzF3Ha9PaI0Thvk/I0V9govFg87HF+nJcTISLmkucfvoKEJ7nEfM9s2/+Zs41ai5TqlFANoECO4BMmWmt7OOj+Kz2Yx6pn3GoG7PgEJcRIKvP98esYKGbcMa/jQiJ41QQlzQMG2NIL5nfQqFb278Ww106lyxabxJbQJoO9vWEKKgtZhUWNK1t/MC2r22BPtZnIDH5+y6UlmwBkqdL9eMwqmWRYh73qYt675Oc4Y1eqsT+NaI+LK3/3YDKswrbfWNic9oRKj9Xs+cnoU4Bxb76mbsPoXWKoLapo5T10zXizIC39PasPxhWpJPEbK8VefmM2L7nEBx/N8q3fxOcayRRHH80fc3/w+Cw7IOdu2T6JF9zkY82dIOPrBnR/eg3Rtq8FaDSZzBotO+4rt05HaaY68Qhy9+TudyHL+zMqxtpxsDS1z71gnki8pO04fv3PF/zjeOH7DfMAzb5AVf+93QDqtEd4svNUBYxd0nU/BzrYcZB5yLz8AGtKJzh4aGYmk95+Xrg+P1XXKk7ybhg2PT+p62/7jPfLRQZSaVf/j33t5epH6vfa+Xva5RcZqdpHiztIbfa3Sn1Yt0vkeRVymrpQWl//bMxcmeR6ERfJ/8nP9bo1y3ffjOjm8endrgXgEO9ZK40lpxsprKVvZZHZuWGdJ3KW/GlUTxjduWFvHxvbh37Z7rBv/d4jaOz5426Hek4v8GwD8JowZFB2EYLgL4J58+hzAMFwD8cwA/1edxnMFzgjBs3djLw01I4yk6qmDGdzVCzRJc+6x6GH03f/ULfIqWrw9V7OPGoIKLem3jiI6txaNMPM266Pe+FAv93uI4jbAUZ4w9ODhw4f4UqPi3erOU8XTqM41Aq4JoJ0iDM99nSWegU00O/qZxSgVC4s1G3vImRMugdB/6GHCc8dWCL1LAN3/tW42AcQZlH+Pmc3Hj8jF5Hz59SpF93jf/tPtDBSf+7O3tuRtsSXN8SqkVWEmbLH2KU266EQp9grxGOcXRI/u/T/jj7zTnhM/ZKHH7bhwN0rmnoUOdxpTEQ3x99UoL9O8kYZb92YgO+4wdY1LfPrwknXdd4zjjpvaXNGdLu+0c7Tt6QYPFWxwdi9tH+kzSWfH1Y9dcaV+tVvMqeHy3m2gD7cuO1zdWq6gp7bDj0TlZ/GtktX2W6wAcGmaTzpWvPIfiwz5v+zqKkSAtkJcqrknjrVKchud02zcQNZBYg4F9Pg1Nt89bnqaQ5Ni2v7uloQR7buJkVbt3LPiMalZOsOO0ePX16XOA6t+s3R3nqE4an8o4u7u7br/55uADa+ToJJNZuS6Jl1rw8U3257tsJK18wfPlu1hHaaPKGpZ+JgU/WNp6VF0yzZzs+ONoctI4jmok0vUhXrppsxu5Og099skcdnz8LM1eTEtvrDOA9DvNu/v7+7H1SJPA0hpdi07QCw3v9r3nBf2OVHwdwFaHZ0oAbsr/cwAm+jyOM3hOUKlUIiHaPk/CcYJl2BQYOhEnSxiOY1xAtHaJbxyqTGltPzUw+AQgjUpJGr96+6wgq4YpHTcNQBQKkpTIXsFnkKDHSdfTCkw+RhDn1YkT3O08fIK+fca+exThIM5DmGQ84W+NvAHa01LZntbAI/7ilAmOSde+09mNiwjyjV09zb7v44RgNVL5cNPpDNvnO61Z0nzT7Hcb/cN9mc1mkc1mIxcsaZS1Rpb55p9mDD6Dadx8m83DGon27JAmKL57EVp9hl7tx665j87YFH1dZ5/ykXR2fJ/b8SidoSPD914/a930agwmdLM2yk+OMv64MVsaY2uZKh+07zFaRiPztVRGXD923axy7Zunj1f45qJGb9+Yd3d3I9kZaRUi3zNWSbJA/q3yge3TfpeGftj9YJ9R5T+uxmC38/ati0ZH9TPSx9c3wSq9eqEax5hEP5L4moW0+0P3nS+zJQk6rYmuNf+Ok4viwMdn4/i677z78KBt6j7Q53W8SXjzRerbM2Z/23YAuEjaXoxVPCd0BsXV6u1Ez1X2jVvbTnTMguoD+g73v49++mTHJNDxNpvNthvm9TvlJT667HO06BoljeG4LrnwyVrar/6O+74bIP59Tp1O7dnzrfupE8/pJA9zzyh0coqkwYu+E8eX9TnbR5KhL472dGMD0P6Sgm7sO2nkLtKwJHnptEG/R5gH8K93eOaPoFVbkXAenQ2RZ/CCwO7uLra2WstpL8Hot0CYBElMz0d0elEAuu0/LSHxMXFl5NbrS2A0k28sNAiSCPvqVrBt33isFz8t0e1WkeJvJdJxgpz93Hpz4/pJGhNx1Ulosn37hL1uwIfTJGWSf2v/1iOYxJitAOFb1yAIImmIncavEMf8aKS04/cpOb4+OEbfGYgTKogfPqMRklZp8c0l7rM0EIZh2w17TLfQNm19Nt/FQ0nKQ1zfVimIe4bP2fRbGveTBMFOQh8VKmsMThL00gjocWfcp3DEzZ/ACBPfPCx9sp+nVTTTrlkSHbFOpl77YVvd0PK49y1/smPxRXwp+BQNngFrOEvaM5rCSv6mKXZWeWZ7fNZ+r7S02WyiVquhVqu1XVCi47VKiW8t4+g6aa3vO/sux22f8dG9TnypW76lc7TnjRBnWLX9Ju1BNRql3dPd7H2gnU9Zns7PusVhmrmneda222+lMo5/WrBnIw2o8xpoTy+No6tJfVsZJ42cZtvyPRO3BznGWq3mvWk2CfRs6N+doh3t2HQf+qK0FVS+st+nPeMcq0YGxhmvujF08x0a65VmdcrO0ihJH49Wh6h+5uu/0/i6AWsAj2s3LgOul2CEJLqbFvQ86TjTQNJzym99fD3pfx2Xr0/fXONotOpwcfTMzofr1O05PwlIw4NOC/TbqPg/AvipIAj+uyAIXtUvgiB4NQiCfwTgbQC/KV/9NIAnfR7HGTwnKJVKEeXRJ2ydBmu7EpW03oU0bRF87SV5THzgUwiSiG6aOVghxxL5OAHXKhL9gLj+lOHZCCnLDH3MJo6Z9JMg94vAW0OqFZrj+rXKTyclhriMu+nUtxeA9osG4qAbXDQajTZDW9IY7DiTxpRGySANCoLDm9XSQK8COteTxotqteo1Sidd+OCbR6dxpjEaWSOupil1S6vSjIl98lyrMdPitFs+oZEc3UAcn+LvJJrbbT/9ejYtz+o28si+5xtXEp9Q/m7pWRzt8tFSe4mG7mNfvz6+5uvL947Oi3NQgxbPg14epu9zLXqNZLKGM23Dd67i6KJ+ZqM60ypWcW3G9Z8E/ZAV+nXGdH113ZPk0V7pSC/vdnKC83cap3Qa6MT3LfDSpLS8UkvV+KLgusWVLf2htCXNHH3z69Svlc3SGAN9ZRs68eA0Y0jrtLa0Foi/WboTWDmi0xg7tUOwddk1i6NTu3G00NJL+25ah55vvGnfi4MkR3kvRkXg8Dz2AmmM+L2Aj+fy8zRtx613NzRPZfukgBQ7JpVr+JMWv1bmSQtp5Td738Bph36nP/9f0Lqo5d8F8D8PgmAZrRuerwB4GUAGwJ1Pn0MQBNcAHAD4b/s8jjN4TlCtVlGr1bC7uxuJcOmVUPUCSiD4v+8Zwv7+fs+HtZt5qdLrE64Ums32UGedUxzEzdUWrlUGYNMbu2n7KBAn4NloEVscm4II/1YFUD/rZbxplXDfWhwFP74xxzFnO8+494FDpqzCpkYOJRkPyJh79abGvdeLdzTJyBqnHPvejxPwfBFM+n+SoJQEds2CIEC1WvUawHRcPmEorfDqezZJ4PMpfp1qp/ogzV7R/cj/gfa6r3YNLARBgKGhoUgKea/nj+/ZSzZ0b6VV6o4KneaddK4s7VK62M9x+/DFz5n+pPPodAlGXB/EuaZUJc2Dxj+dr1UYbAp93Lx8n6uSbiHN3o/jSRyPz2ij71ga1Yn2+c520pg6yUxx/aT9LunZTjJaP/cv58wo9Tja2EvfaWS0NG308l0SdHICdJL/fJfiJY1RcaDpe3Z/peVxukZq7E8DR9lHafvS+cQZvtLKRD7ghWC9Gifjzlez2Uykr3Hr1G3fPjplz12cDuB7Xz/rRLPSZNoQesFvNwbLtJ93A73SXP1fjWJHkaPIb1TPTCOfJ30Xt3d8eE+6rDFtv3Z/dQMnzStOI/TVqBiG4XYQBD8H4P8E4H8F4A0AjFh8BuAfAvi/h2FY+/T5VQA/188xnMHzBUbiJMFJHaS0wsRxhDrHCWBx4do+SEOgfDc+2/6YVqX1qXQMqngct9JsgbWZgHYFyirYqghYZdEKrGmFQN/n3RgW+wW+vWqVYwXrRefzcQYwG/2SZICy/aQ5H7ZfK6ymhV6Fr26MJ4q7IAgitYN8irv9+ygCKoUdfm+VlrQCmA+SDBZxCqU+p/Pv1ajKz31RqEA0zTiNETQJjvv86d8nlQ6TVgjutNbEc9z57dXpAiRHkHIMarDRMSiv6TQGGx2fhqanjVzqxHd9xo+kvRp3G223YB1kQHdlAuxnSbc/+/hcJxoXR0fs50fZXycBPvnCQj8NON2+E2dMtt8dFayMkUQHu4kaUv5vo9C6kcuVVyhYg1ISJPHANO8yiyBNf53oSq/rphHf/Vz/pAirNP34gh987STRfd/ej/su7n2fgdGmgadZu24dX/14plfoB33i+UpzQ3qvoP31sndVZ9U2bbsE1uzspsyAthunA6QdazfPn6SMe1LQ70hFhGG4B+CvAfhrQRBMApgCsB2GYbnffZ3B6YNisYi9vT0A8cLDSVvn0yoQ9vluPLNp+1TjR5yw1I3xIi3R8Xlcu2WixwFhGMam5BLU8Ah0ZqZxuLXPJL2bBvol3Nl5WwNZnAExbrz2/6Sot26Ux24hbp2OA29plER9jwb2uIsitN3jGrf+bQ0nR+0njbASp6hxPL30yTXwnWE+Y41Nvn2dJuWqn7QrbSrdcUI3/MaHH6UTmt4PHL+yQIhTMvWMdsPfbF+daLqPzvn4e1olM+04O/GNNOeRJQfSGl3icKn0jevh21tJkVNxYzwuY+FJGyHV0JFmXt3KBEmOnE57NE4e7WYcFtK8lzR2a7hJY2zi/uslM4HP2oh27T+NjNcLrfEBdZrnpbtQTk5b39q3Z+L241H5aDeyRjdBFd305Uud9jmGem0/zXu9yIq99ter094HSfWOu4VORuZOeInjU52eU745ODjYsUZnGkh7LqwR/Hnr1M8bjrW4XRiG5TAMl8Mzg+KPBBSLRXzzm990KUg+6Meh6ydjP0lB1ioMccaeXpStbvqNUwbTttdP0L1iDWUWV3Hrzj111NqYnUCZZVqhoRfPtg8faaCbiLI04z8Ow1YaZb7XvmhM6RRJpQaOpIgHVbL6CUkGrE7GtH6Bzr8bg2wniKPvimedYxKfSIJ+r0mvSs7zgDgcxxkZfQpXP+aZRFvUEWR5Ty9nqlunQdz/afeejezuhj8m4SUJbOp2HCTRLctD9Rlf/0n8xwdpnu/lbJ7UuVOcJF3SkubzXp7t1iBk4Tj4g1XAO+HhKIagbo3YcbLqcckRBDXe8fwn6S56xo5r//vOdK9t8blsNhu55ZzQDY9Ie/6tkc/+nRZvPn6Str9O7fZytvher47YXoDRs/00CPeDriQ5U7odDyHteeca2CCVbqDbd6whud8GxSQH02mFvkcqAkAQBGMA/mcA3sHh7c4fAvifwjCsHEefZ/D84f79+yiXy8du3Ol32/0wcp4EAesVVBCxY01rhDpOsAzZjoEGxbhbRK2hqFfhtxP0Wm+lXwp8nOGr2wgrTSnqRUlP80ycQMc17LdyRM9tmogsFVJ0feIiMXo1hHQLx7Vv44D7IIke9Gv/auF+X1Rmtwbc41qLOIH4JNakmz6SUmIJWiqi236OMt+4aJowbL9AJA2kUaR9z/ugl1IOadqN+74bxbYbpVajtTq1H1fvsVul+yShlzGliYLhb527jxccF/hoLsfBsR11//YC3dDTtA5JS3/6jdtO/KKf69mNvHSckUr9xGGndem1rzhZMJvNujr73fD5NOOzclxcSaWjGv37DUfZoy8S3e7HWbQ6ok9m7NW4G9dPJ1C6cBwX0FrZ5zSuuYW+GxWDIPg3APwDABcAKOUIAfzNIAj+bBiG/7zf/Z7B84fFxUXkcjns7e213YKm8CIcDKA7D9dx9wH0rkjbem1KiEmEn9eapBEa4pQn/buf6QC9Qr+Vkm7bilNK44S8tAJyp3HEMby49wYGBlwdw37tvV4MMvY8JBlDuu3jKHAS+8hGDGq/ccbVNJDkqe4U5dFtP8eR0uuDF4VfAdEyFxx3XPrrcYE1ZKrBRsfXCdRwlnb8vc7xqFHJSU6ftO93Y1CMizq0ClanPvsBJ7m3Oo0DiHek6d9xtSb7NZdu23meODyu88VnrWGxnw6hk8TZcTtj0kBSjdRuoRta0Q+gcyON4b9bSHLoPI+zdRL99ct43e8z2amvOPCtk+oqcfyV8gS/15viu4Ve9orqB8eBx6PKJicNfTWtBkHwUwD+v2hFJ/4jAP8BgD/+6e9/9OnnvxkEwU/3s98zOB1w584dbG1teWsDPW+IO5DdCPNx76eFOE9LN3AUw6J68E7T2nTy8HCNGo2GC/m3DDUMw8ht48cF3eLvKOOxax2nSHYLxGead4+jWP1xMEgamTrVxgPgBI6jnv3jgpMQHtSQaumQjYLqFnzj9xkwfe+lnXvawvndwnF4m08agiBwKW3HETXTiXfp+eLzhG7kAvtcv6Kq00Av+ypufP3muUdZ17SXKnQ7nqO20anN4wAfjUvTb5q5deJ/Sd91Kt9xHMAzfRwGP40a08+7aSMOksbbb7n+NMgK/RzDceEuLfRSsy4tZDKZiDPruHjh84J+zSVNOZCjQifjdRJdUJ01DtSJSj2QukC3cFR97Tj22UkHNRwV+h2p+JfRikj8hTAMf2C++/tBEPwdAN8E8J8C+PU+930GzxmKxSJqtdoLs/mfN/hSbo7DGEODXKcIB/Z90p69bqI5nid0Gme/BdHjVCD6CUnRaUk46ec4uMdtH3HAdAUtBM/1TVMM/TjhJM4hBbA4g0evdavixqtGXDVmpn3f95xGnPYTT/2MBjlJUHzqBR39dvClMTjbvXOajfiA3zDWq8PG/n8cURO94jHNunXqOy3081x2E0nne1b3IxVPpfOkhWmNimnx2M34OrXfDydPEp/u99mMKzPSTzguXtltWydF145TZjrOfsiH7MVsnd4DujcqvigRXacFjsvgGlfqoRuIc3gD8fpwP+bSDT1JQ7uPo9/TCv12y/8CgH/iMSgCAMIwfA/Ab3763Bl8hiAMQ6ytraUyKp70oem3B7ZfcNxFXZP6TGvIPE7odk20oPjzGHOaKI80n3XzfTfg2+f9im7sZSy+fuyFOs+bgWr/z9OT7VP8TgI3VCy4JjbCrR9j8O2FbDYbmedpoEdMy3/ee7JX8BmGj3NPd6rl6qunpoplN/CirgnQ/7HHGaaS+kp6R6GXaLLTBkk8zyrQvaSA9rJ/bX+dosSOQ2btt4H6DJ4f9GPNksrP9HvvWSdlJ2ezygQ0+Fv5O26MnwXDzEnCcRgVSb/oQD7KeviMy3FO6X5BL+M9bnnrRYF+GxXPAVjs8MwCgKk+93sGzxlmZ2eRy+VOJTE/jQbF44Ak3GsUVqd3T9Lr2s3aaNTN89hnzzulP85Ip98nRUAc57i6EUz5/Gkw4vkE6+cxrue1r/oZEdOpDwqYvujIowif3dKROMhmj+XeuhMHNRQfF81Ka/RIioxK08dJQ78NOv3am752e30nSRnvpe04R1Y/9103DlPAL+f0y9ndy3p2s6eel8PtOI2YvRp6TpoG/KjoCgTK1CcBR41O7DZybHR0FNls9lSv6WnTl/td/iCN/JHme9KPozpzTjuc1gCobqDfRsUVAF/t8MwfALDa537P4DnDxsYGtra2TiwKqls4bcSbYOfSyTDY6zyoZMZdoPO88JPW638aap31YszsZ9TuaWU23eLkNHj0rIH6JIxrpw18N9Ydd9pvXHTEUYxf/YxMeNHX3OdUeJ5z8hmcnoeMcBKRkUlOFJ6zk+RjnWQL31gymUzXYzyJPdcPZdJGQh2lXnC387M4PQqtS/NZL3Ac55J4Pm6+0q+xn1YZi9DvNTopOUxT7NNGSwPJTpm479RhPDY21ndnYb+zi/oNvbZ5XHw5TbCL/du+q8bmtPtD4TToj2lAIzxfVOg3pv8FgF8NguA/CYIgchVrEAQDQRD8JQB/+NPnzuAzBKurq9jY2DiRWlSfFaNiPxl6J0L0vLzfnaBbY8JpG7/CUcb2ojKROCbYSXh83uuoir49Gxz7i7omaeG4U0gIVCiYYm2dG73QpuNSgD+LcBzz8hmkO/V9VGPVUd7tdm8dJRIw7rvTRE/iIpT6McbnbciOS29W6FUe6gd+eo3w7RVOUxR8t3CSCvbzrqX8PCBJ/u531FqnSOk0bXQDWlO4F/CNs98y02lxvhwXdBpPmqAL3TdanictDX+RjHSnTU7oBfqd7/PXAPybAP4GgD8fBMHvoxWVeBXAvwbgdQBrAP56n/s9g+cMt27dQrlcft7D8MJpFhT6ZVgk4Uwy6qbFQyaTObFU3yAIcHBwkOo5DYP/rMGLOqdeU91O63yVqZ/WMXYLSWfmuOdo++bf/aQv/WpHL+35LMHziEDo5zsnDcch2NtIi5PAQ7dnPgxbF5icRudYN85qxW+/x6Pr10uWQZrMjCRDSC8R9S+6knqSF2e9CPSpn+CjdSxF8jz4oE/26lS7Nw54OWU/daxms4lMJtP54RcQ+q1jdUsjO9E2zXDqNEb7/YtEA190GtRXo2IYhmtBEPw8gP8GwL8O4DXzyDcA/IUwDM/Snz9DEIYhvv3tb2Nvb+95D8ULvXijT+PBTlJ2XiSiqZAWz2m8Uqd13ZLgRRyzD06zIa4bHDOC8bTMo1/7w9fOcSsNnYyZVoh93jhvNBovTJrMScLz2DvPG573XuwEx8U3TsM59EG3yqlNq/O938sePsq+T7tm3cpyndr9LES/pIE0+H3R5K2TmJMvqvt57Rdf32l5ssqg9Xod9Xo9cilgv+CkDNy9QFLUaSfdifWu0wR5pBlHv/eQ7oNejJXPy1DeC7xINMpC3yuTh2E4B+CPBkHwMoB30Lq8ZQvA7TAMl/vd3xk8f7h79+6JEdp+ep7iIMkz+ryFkri++0UwT1qY6GeE24tMiNNAp/U9qlewF0irwD1P8I2pV+HrpOG0RfMdB5yWsTGt5gyOB85w24J+RYEcBxy13dN0lk8L9GIktP93knsymUxfslSeF8TJr/0eN+UV68h6kY2ug4OD2N/f71t7WtLmNOybtHXXdU3D8LDMSq9G2bQy42kH4q7Temaz2b7y6ONyeqXZl5+FtfPN87ScySQ4tusOPzUgnhkRfwTgNHtueoHjUn76QRDi2uhXrR96rIDjve34RSCOJwH9TDd4HvAiGBW7SQNklOKLYnRMA8/LEP8iOgBO67h6hRdxv36WoV9r8aKt6/Mab5wM8zzGkybbold40WVwrW+s+DkOR2kaA9KLBP2Oru8kAx0Vemk3bYSvnvd+GlqPE46bFqVtO5PJIAiCU4s3On3jDG2dMmNehDOuBmD+fhHGrXAko2IQBH+vx1fDMAz/3FH6PoMfTTiJA9aNMtxtauVRIa6NfhhC6fGOu6G139BNdOVJ1tU5aXjRmIYFMuwX2dtP4L5P671+EeB51lRMA6dFcHpRBM9u4DRHxZ1B73C2JungNNC9o9IVOno/q/IP0y6DIIhc4EXo51pZB6i2fxrPVC9RWf2Ak6qp7oO0BkT7nNUlTuN6+uAk5Z+kMkU2ivc0Qq/RzKd5TgphGDpaqFHUJ5Gh2S84aqTin+nxvRDAmVHxDM6gj0Aj3VGIJ98/bgJ8XN7KFxG6YXinkTmqUH7ahZJO8KKOOwlOc71LoP/j6nX/vShCWxK8yGfvswq9rsmLGOl7Bn7oRi7zGb7492dx3ZvNJur1+gvplDwNa9JvY3MvOsRplzGS4LOUldIrhGGrDiVvV+4H9Bt/RzWuv0g1FelEiuMFpxmOalS82ZdRnMELDV/60pewurqKUqn0vIfyIw39IDr0lDDU/DihG4bj82B/VuBHRXB5HtDrmTgNa9IvoYw1iX6UhOQXYa4vwhjPoL/wo7reP6rzJnRz1uOicT7LOGw2mydySZaNAAJO995MI7/0W07vBR/9xGWv0Zn2s6OORaODu+XVx/18r5CUUUTDYj/76gQnNe9ez8jzMERqtKIaF1+UbLAjGRXDMJzv10DO4MWFoaEhvP3223jvvfewu7t75PZOs7J12sd2VKDwelrn+KMOp21d7Hk4TZ5ACgSnkRGfZjqSBKd93M8rVeSk8NKvfk77On6W4LQYL87W/PlBWrz7lFgqmZ91OCmarefgqOfhNGT0nEaZq1vo55ocpe+TBhqOiLPj5u1xzmV7cZGF46qzeVJ4fxEMcionWFyf5hINFj77nOoMjh0GBgbwJ/7En0A2m0U2e2x3/zx3okCCbD973qC3tfUD0qY/nIa5n8HzhdPK5Pp9Jp4HdItbejf70VYcvAj4fB4K+HHvNRZR7wTdpFgSTy/Cmp7B0eBFp4XPA/qFr6O086Pi5CU9Oina/aLgNI2BrlucHQcdOGqbPiNXv9ruFY5CM7stdXCSMkuvkag+XLxIPKVbY/dpmduLJqedGRXP4MgQBAGuXLmCL3zhC8hmsy/M5u8WrMe4V6bTb/yEYeuClSSjwnHAZ22dT6vR+DTD8xJQ1SjyIsJxjD1JWOynN/40nwnui+cxxm7x283z3Xja0zyn6TWneT1PCo4TB8/bgPGjaFDsx3yPy/Ce1FacQ/dFMID1CsRHJpM59r6SjFcvKnRjLDkueU1TNo8DTmJvWDipGuE2HV/hOPAZR186RTfGre9R5JKTOn+9rN9J6xe+yET+/SLx8BdXKzuDUwUTExMYHh7G2NjYkdtKirZJMlqetEGNxrxuoZ+h2GyHha5PihB+FlOpiEsl4C8KIT9uOMnIv077Ks04nmc6TRrotRB6v9vtBXz4f94GXh3T8xhLL8pqr2cpzd7vBI1G41SeC8JR6cxRnX1J73fb9mnB82kZRz+gkwyoc+11L/TLSNIPvJ+2tTspY8dxwGlKF+4E/Xb8BEHQFwOdj/8fx43R5OtpMuD6zfdPwqDYCxyXDN5oNGLPRpxzpRud4Hk6S7rF2fOMlNX+dD1eFF30zKh4Bn2B8fFxDA0NYXR0tOc24gw5+nmSQe64jR5BELTdtHYaGA4JvhYVPgk4DXPvN7xIHqHjhn5Fe/T7nTSC9kndYm7HlRa6LeJ9WiAM2y9wIv153oZFjiFtqvBx9Z02Wj+tsthtxFSavaUG988iHe+2DIuvyP9p2M9HBTWyvQh1pdLCcRnkCTybx8EDj3IRxmkB3Uv9GttxGvu4nv2+zEPhuKIAT7tMehwOeEu3OmVhHAecdEqyjz775pY0rqOOOQ7Pcfy0G7nkNO9hHzwPw6LSKe2zn/zouOHFl5rO4FTAj/3Yj+Gll17qOv3Z92yScNEpTPu4wRKaXol4P1MROSZr8Oy1vRcZjkOwOS54EXCdlpFZBtjP/i30U+E/DoHYjs2Hw26Nip3WodM8+m1QsHQwrXHquKKpVWF8XpEo3SqA3USgEG/9xF2/I0tOCz3TiNVu8HuaooH7AXZOp2V9jgvsXI8yX0ZzkZawvEwv8Fky3Ptw3M+o4uPCk2+Mqryf9rPRr/H1yzihbZzE3u7nrcQW0uiT/d4fVl7Ts9TJsJi0fnRsxsFR6ynavymLJ/WZJPMdVZ5J+36366dzOy6wY7LyneUbp51GEc6MimfQF3jppZfw5ptv4sKFC0c6iEfxJvaT8fpAa1/w53lHM5AQBUGAwcHBvgp4x/lOPyFJmehGqUzzTD/X+7hSYPsNnQRI35n1fd6NcZK4jhNW0kZjnZQHleONM4L2AzqNs9P3xyH894K746i9pAKg0sSTAl3/k1SMTxOcJsNJt0Z0jl0jL2wbpx3/Fnw1oLsBnyJ5FPC1cVR+2q0Du1uD/0leHqLQT7ml32Dx2A9ae1LzsOe5X3ziOJyTKnOlqXeXFo6qnw0MDLRFrvXbkddtOZF+1z49rv2o41QDr/4dZ0S069zJ+JjUfzcQBEHkEta0erB+flr05W5gZGTkWOXIbnSm0yRbdYIXZ4XP4FTDyMgIhoeHMTQ0dKKCooXjrF9Dwvg8LkVJgkwmg8HBQQwPDx/5opykosFJ7/i8LieNn24UBh9oqoUyQcsYjzIvn5J6WhUIew6S1lQ/P2otwyRhmvhPG/1xksy41zTgTsJWmoiy50WLrICZ9vnjqH9EI/TQ0FCkr5OCbj3L3YyPBqK00aDdQL9r/Pr2cy9j6hWOkl7qoz26t3sxRByHoSHNc1bRTkMz09D3XqAf7XZy2Pi+V57dzb4gzaW8d1pkPYV+GXvTAh181qBoP+sHHMe8rOyVyWScLN9rnUGlc/2WedWw3Q/gnIeGhnrWE5KMHP3kt9pWJ7pln+0EaefdzzIFaYyFSedZ9c6k8XZqp9c5DQwMRPR7e5Y60ebjivpLO59u+85kMhgeHj629G6f7pdUl/Q08p84ODMqnkFfYHBwEKOjo5icnOzaIEVQ4hRHBOgR8/XRL2+Z71Bbz3UnT/ZJEoHBwUEMDQ1FiOBxg8+7dhTF6yjj4G961NIIiD7jXtL/uua9CvPHVe/kqJDG+NFvQSUNJAmT/e6zHwpaJ6EwDnx1Ci2k2Ttpjb5HBR/NS2PwOi5vtTVoM1XquOmPpT1J4zoKWJ7TaZ/1gt+jnqd+OFw6td8N9OLY8OHNJ5/4xhKH85M2/Ni+fVElncYW98xR5hFn1OsGP73WVeulniQVeF5odNwlPV4EoPFNZd+jynqd3uuXHBmGoat3yznY8R+VhqvcedSzEndefc+kbZNzVsNQt+Pk81pq6ahO5DTQL6dqt2vcz0hWa0SM24++d63x2jc+RpCmSUXuZU5aL1p/4hzFcc8pnMYIvF7p2lF5fVLwQLPZ7Et5s5OAM6PiGfQNrly5grGxsa69fvYg0jPcC5M/LoFNhSnOT5U93ziOW6GgNyWTyWB0dBQjIyMAui9S74OkCKQgaKVa+wQzft9viNsLg4ODEY+zRhjoPGwbcZ5QOwdty0aiHVXh8o0xzfP6fydlpx83/XVSyPq53rYtX7RkP6GfY89msxHj2lEEXdtuklLO3yfhUEgypHXaIxSkkxxDvYIqNoODg+6nH/sfQIQGJM1dx5F0rruNjumm/uFx4LcTWBoZ933azy34IpY7RW30MyXP8vrnZSzsds+oEusDa6hIUmyPQmOSlKV+1Y3q9G43e4LPaUmDNFGR/Rgnx5r0f9znR92TSftaab/dh0fpNy6ls59nzGcMUTn5qBk+QP9pgqU1NkNKz2un7CogahQaGxtLdZbtevB9Syf6Ge3eDdg17RdQl9D/2Z/+TgtqeFMjm82uSKIr1qlIvYfr0cmoqM91A0EQYHR0FMPDw2g2mx2db3bcpJ2+/XtU6FV36vSsr5RYGttDmn4UB91EJT6P89ULnBkVz6BvcOPGjYg3Mw2osKrvJinmcZ8dlcB0UoqVsdOo5gOmIycZR/sB1sNFRfo4+1SBwvbRq/czrh/f3/oZ52yhlxRubVPfZVs+odQq0t0Kab2MUcfpG699Lq2BOWkc/TLMdNuvfc4K0N2c96Q91K+zErcuvvZ1r3SKwEnyYutztt1+gVUeVIGwCo59nnDUcXVqn8C9OjQ05ITufoDPoRAHnfan5XlJYPGshqK4Z4/LqNipPfLtTpHNCp2cBvzf0jFVcH3Q7SU0XI+kNvmM3VOd3uO7R4VuFSPfXo2jT1a+0T1qjQi9zqWT3NWLwmvbiZtbt9BJhtBUw26hF2NOEu76LXP5ZBRmw4yOjkbSwYMgiBhgewWeK8tr9PdRwKfEx0V/2ffi0t/tZ81m80gX+mi7/FF62smJ0knGaTab2N/fB9AqV5UmrV/PZiaTaYvatXsmDX/sBTrtgTR7pBtZwLf3VPb0QdL3vv3Hz2nA5Hr41kUjG/k/ZRwNdmFbafZrN3BwcNAmV+ge9bVt5QBLU08ySjEOJz5Qesfzl6Z0SKc2CZ3aUhpiz1q/z9VxwJlR8Qz6BqOjo10Jn1aYZE1A+71lqEqsrBCZBnoV/tkXI5KYRmDTHnwCUr9BCTNDo/n7KMQv7l0bpalj0GfUU9Zt1Aq/S1KCbH++Prox8tm2bN/2e1UedQ2SFAyfoGz/7gQ+nNizlsTY07bvayftOU76Ow7ijAh2PGrEV2G707g6CeNxURLdgt0Tlj51ijzppW/f/Ho9+2kFliThuJOwqApSL1FkPppvgYoPv+9HSppvbXU8CkkR3vq5Rr6lSVcaHh7uuJeVn3bLE48Kls74FG4f+GiN0jZLW/kdnXZpeUwnPGjER6dnstkshoaGUtEXndNRIa0Ry54T3V8qO1njYVJ7NtKmF4jj4Un/d9uezpv8Oun5Tu2n5TW99hEHcZkUvvF1Q7c7jTFujbLZrDtzLLOjBudeDWk+pTlOXuoFfDIqf9tItLi5+2T5ONqflq8lyYoWl1bW80Fa/IdhiL29Pezt7aWW6yxvtw4b6kPE1XEHU9jxqQEwTZ/d7Kk450I3EWZx71lHmcpHGjDCZ1UH48Upeg6J917HFgdsmwZp/TyJ/2qfGijE//uxP+J4gG8saemk7uWk4KGjQNp0fpUTj2rYPCk4MyqeQd8gk8ngxo0bjtilAWswsEyZxIBCjY8YxRHSOEhScJKIlBL84eFhjI+P4+LFixEFAzhUZI+DCFhlkXMZGRlxtcSOs08qt6qs6LxpVDwKw2A7SUY+gq6lFt22xikr+FollX/b/wm+z4jnuMhU/TtNtFkS6Lg6zcO+k4aBKd58QqxPuVKlK65d/fE9l2Rss3jsN3O3YzrK2pA2jY+PR4S8OMNH3Lx9z1o8WHxYL7YPOqXidhNhEIahq+/CdpMKTFulhPS8G3wnOZIsTWSqjY7hKKB9K21S0Pmn7c968uP2N9Oj1JjmE9ptNHU3Y0kDvpQggl2P47gNVGUB/Ykbk6XrScB2OxkVh4eHMTIyEluw3gf9ihxNqxipcSOO/yi9VxqlNEuNjmy3H0Yea0RP62Dx8WN+rmvNsTNzwxpP0+BQz1gS//Gtfz/PnK89naOFTpFUSWPztWufz2azGBsbw8jISKwcaCHJ6KjR5HYN7Ri6xavOl5dM6B7QM5K0N+IuZvTNqVu+E9enzlnTlu3c1OkSh2PdE81mE81mEwcHBxF9Jm5sNp3W8jg1enA8PnklCdLgyXfO7H5Jok+WRqTp38dLO9EP3xrpZzbq1D5v8ai0mGvNuwsmJiYwOTkZiR6O03+O6sQeGBhAvV53cp+efY43bj5Kf63celRIyw/TvKdyu+6no+7jbtYibl8ktX/a4MyoeAZ9g4GBAUxMTDjm3QmsABgXoqwesDRMuFOfaZmCAsPT+czIyAgmJiYwPDzs6hryu0aj4Qx8xwVK7FTBUYNmJ+iWSCrTGhkZaUu1VkaT5LVNGhuFJ1/NHh+h1dSbgYEBjIyMOOOK1lf0eZx1/xF/1phpjd0qzBHUs2X3JxmTCs4+vCYJhXzPhsVT6OP58a1nmn1ghTEbbcX1tJAknHUjWOq8fd5mFbS6TWvsR+qCjiFuHkNDQy5lQvdIP5TwOEFD9+/Q0JBL1zhKX90+r2chLlJAzxLPQRqDkFUs7fN2TRQnXIs4B0E3c1X+MzIyEntOfUJzJ15jz7Nv76uBwxr9lbbpPJOUKN84fH/HzS/ufV/kRScFohflBmgZOCcmJpxxI+n5Tn1wv7AmsR2rGpJZv3h0dNS79+JoYr8cImnxpalwPuBcSDf4Y/caoV901O5Ta/zsZIyO49/ce4pv8kTlnd1EHDLrQ89b3Dj07zR80fd9khHcd659n8e9y886RZHZz21k1dTUFIIgcFlF2qfPqZUkewVByxnXqUSLpXX6WRrge7z1mO/rj82EsP3bd+LkbDtHnZuV0e17/NEzoJ/3ysMs39CMJo7H1xbpAedp56pj0LPYLaQ9kyoHAr1lIajjzQd6FuPOUdL7Phzxc93vxLuVuy2tUXkGgPs9NjaGL37xi7h06ZK7JHVsbMzJPNYRqjq58uVOoOdueHgYY2Nj7n81ZqrubmVTxWu3/L7T2PoNQdDS7cfGxgC018JM6j8tf/D16ZN3k945zXBmVDyDvoFP+EoDerORT0C0bXcjuNlnkxiCvqsH3ScU6bOa9p12jGkgifGpgEJDLgW9tHNOEj4BP4Ok8cTOkYwljZCYNDeghU/rIWUhYwtxERlxgoqNQLDGOZsuZY2H/G33ia3fZt+1l0Yk7W0LFE7tHlRDpfWA8r20dXPi+rbCd7d7upMgpt5A9sf52v3l23NJ0CllTwVlXS9fn3FtEMfDw8POyZDmnCcJpfY7S1MsbaKgqVELvv58gqR+Hkfn7Pjs+/yJwx+Atgg73U+++erzti/+bZUzrTc4NjbmrYN6lBqLcUY//c4XJWDxpe/SCcI9b88v5zI1NRWhAWrk0vd64T0+uhF3XnzAOdv6tmnOaRzfTnpenxseHk58Ps4oZIE8TdOq+R6zJFQJt2ult3jayCtVLJPmlWbu2j4/8621NSJYUOO+NZT4xpUkF/igEx3yOdn4O4nG8H+7rnb/x/GrtIZFLSfD6K4kPqZjTfrcvm/3Zpr2Lf3vNGfLw+Lw4pO7tY2hoSEcHBy471X2UsOc5TNx8/VFKca9o/PTFNs0wHdHR0cdjQqCIFJSQh1Glkbb33EGGV5ikfQ+cEgrNLrMzsVG2wNoixKzeLKyQ9xeo3M2yYDv45XK431gzyIALx8/Cuic4pyYSeOzWWVsR3mX75xbOcLn4IwbL79XGuXjCbY/3SdDQ0MYGxtzuhEjhnlB5+joqItA1XVT3SaOvsaBjp288dq1axgbG4sYR5Pe1fct9Oqg8vGDNJDGkKp8XG9b9p0V7Vf3uNI04j9OHrNyn/K1tIbf0wYv5qjP4FRCGqUUaCcCNqKBHkU9ePY2viSi5VOQrFCVdGB97yTNQwUq4DClg8WQO7VhmUkcrlTJUQX93LlzTnmwwmWSkNorUc9msxgdHXVzZx+qkPVymx7boIKnCo/PUGkVP917VskADtfFtsvPbZpHJy+0VcZ8l8ZYvHVSbuMEegqDVHCtUqtRmfzpJmoV8Kf5qCCmzwBoE9D0b5+Rw7cXOwmGVrBJcy517ElnXdcwzsClY/CBra9KI5GmI/sUZ18fcUqATeHTdthPp72XtK+SFDr7WVyKr66J/c7WvwuCwyiguPUZHBzE+Ph4pP04b7hvfD6HSK+CmgrmcQq5Hafve9/acd18vDMIAucsorLA7xlZl7S3WPuv05x90Uvd0G6rIPmUsaT3fDTLt7/iFImk880209AKq+ApbyFv4jNqsNYxx9E5rq/dC765EnyX09gaT3F0g0YJPmsv0/ClTSovi8ORb/w+SFNugXTSln5II6/ouIEWroaHh12EsjoJFT9peaE14ChtU3nERhr59q+PB/oMNkqjkhRxy4uTeKKPJ2t//F5v9bVj5nPDw8NoNBqJPMyOQeUUzmtoaChSQoB9M+MnLT+y80mC4eFhTE1NtTkPrEPGJ6P56qr5jAzZbNbJ/Jyvjs2ufxKtUB4JoK3ciE+O0j6SeJWvz6R943tP8U9cZjIZNBqNSL9pLo5Mw2usAzhJRkniB/Y31yKutJbOnc5jNQarDhC3b22bKper3ObTN9g3Zf+xsTFMTEw4nW9iYsJFDKo8kYTzbni7pQ+ZTAbT09OR+w+0rICvD3Vg+druZmwW77YdK+MpDu3zvuc066/THtN9kDRePu+TYXRMupd8/R81S+Ck4MyoeAZ9AzVs+TwwaYVFG9XV6Ttr3bdMw9eHr219h0IOD70ajizzUqWeY2CoeFK6SRLxsmPjM5pqzfGQWO/u7kYMsnHzT5q7BV/0ERX+IAhc5KJPQLPKnBL3JIanqdOdjLIAIjVikgi8VRxp+PUJPlaI4W/fvFQwiUu5tIKkjon9JY2b79BLSbzHRWNxH1qjnWW6ZGJx+zQIApcKoHij51T3vb7DvaHCiE+I5hhttCLX3/62eLNgz6avT/uZVXJ1j/ret30BhwJTJpPB+Pi4i4rwpaV3apdjUoGO58s+T6OjGn7jBDVfv9pHHHQjhPrwxv0a157do1wDayi159FHF6iIabkKPpsk/Pp4hj5DI54tdWEFRD1z+pml9WqU8F3+pOMmXWOhdBsRZ/vhe1Rwk5wZqjDF7Rv+nZTeru3ErY3t1xftR5wQFJfsS/ltEh9RXPvok47F0kR+z/OsfCiTybQ5cbSfpDGR1lo5xT6nY7Gf2zMcZzS1e52QzWYjCm0QHBp0+J3tv5PB0de3Ba65ymvc++QBapQhWP6g+41ng7RWyyoEQRBx7Hbj6LQpqMon1cHggzillnPhM/Y564hKolNs09Jt3QtxfMd+1+kMcRwaFWWNF2xD10Hno20ODg66VE0+Nzg4iHPnzmF8fDxi4NQ27JjVwJM0D+4P4kejkfSZ8fHx2MjnuLPkA18kpdJ/5WMqqymf0Od5HjpFKNs5k052kl30ebtf7TO+efqe13b0Yp+k8XYCu999Mjo/970b15466ZWuKJ/lvuFclGd24nXsS8+unXfS+2EY4uDgwI1VDV+XL1+OtKGyYCcZudN4VSa2PJFGWD1Puu8t7miQ1ctNrb6eFuIMuD6HThKf1Xf1bFpZRtvXZ+3YNZpd39Nx2+/sWLnGneSb0wxnRsUz6BsEQcu71muUGtA6eLZeEUEZn0+x64bpW7AEjgYnK9yo8HT58mWMjIxEilaTsCcVCLdKphWEdV5W6bJEvFOqcZxn0wediC49sTq2c+fORWoyWaOitusTlH19kjhr+HmacTP9Om4/+P7ns6wVYtvU/QDAKyAFQeA8iD6Pp66xNboA8cKRvkujBtvX9EdNy9P3giAa3aWfJwmlKuD6zqLihALG6OhopM6StmP3vxWWdT/FeY2TokZ949fnfMbmToI2x+I7h/qMzo3PXLhwAefPn/cqDEl9ElSIGxwcdGlamvqiKbMjIyOYmpqK1Izy9WHXXteJNMvSuTiFQduggdsKyPrcwcFBJNpC651Z2ugbR6f10vGQPmqkI9u15Rv4nc41br6q3FplVtfYRhD5zhxxorWW7Jw4l4mJiTYDaTabdVFD7N8XKW55jW8NAUR4lhXa+Vyc40N5su5zX3+KL5+QHffe/5+9Pw+SNE3zwsDf5/d9u4d7hLvHfUdmRN5nVWVnHd3QMwzMTC8tQBrYgbWRGUhIYm3XWHZhbRctshUCCXaFGUggDWuCgQFmBuZqmO6u7pnq6um6q7IqK+8rMiMz7vv+9g+P3xvP9/rnceSdWe/PzC0iPL7jPZ/3uR+39u92tun0x+0dnFf5PLmGpFeJbdtK6SD7ymvdchLqAiQV7FIg18en0Vhsbm7uK1ezmzeVTo+4pqUyqxFPsRcDXyNwjZO+62uTv++Uj3untbCTol8quvn9btDnzW0f6e/keasrQWU7dzJucy3KdSf7IemLpI18Jvkffe/q73L7v1s/pZBLhUooFFLFyGTfdUW0XCuN+HKebTwXmBeOYyCfr/MPUvB346n0fvFvnqGS5vJ6yh7yPAC2U+/o73KDnntbbwt/l7nv5PX8SI/bQCDgCMHX+Ugd+tkm9zP7pNNyN0OHXEuNquDqCl/ZHtJCets3Wgd7pSdu/FajcW50r76XdIMTr3WjG7K98p07rQW3M5PniH6u7wbdyMr9SH6QbdUV8Totc4PbfpHnmbyGdI5tIg9KJwM33keOt6xD4GZA2gmN6AkNyfp7SZt05brbOaHzEzq/xz2rrw/ZJj3HvxxTuZ6k0lWnpfoadZuj5xlGqWjw2EBioivZdvrwPrl5pLWDIHGQ9+zkYcV7ZNv0kFa3g4Hv1ZleN0Y7l8spIVUS1WAwiHQ6XUfI3JhTj8fjCPvQCYveHzkmbhabvcLtHY0YYbZdEsXNzU3FYJIB8fl8iMfjdd48vEdXErjNm2XVlIm8nzmNKIDv1Bev14tSqaQO670ohRiGw3bIMdXnSfZJCki8NpVK1Vnx5QGkr9VGY6DD663lzdQPbbf+y766eXa5hYW6vV+3QjcaPyojpLJV768b88B2yYO70Xvc2qZ7v+ljwfbJfuihJnq/9ZxQ+l50mze+w7IsxGIxRKNRJBIJR648/Zl8/07guMkcjbFYDIlEQuVu5BoMBoOwbdtVqa2PqaQ5bn3V27nTT14vi2XoTJJ8rz4/UumhnwEshuE27mQgZXiY3jcyupLpjkQiiMfjdSEuOpPH9sh50K3H+nnlJnC6KSb4O/uxsrKivpNnjBxPXfnG73kf14A+Dm5nj74udK9nN89i+Qwd0rAAOD2xpOFLfxbfIcfM7TrZ9kZ0Twf7Rm/Vzc1Nhxey3gYWaJHfyTEk7VhbW1PPkopBqZDXQ/3luLntAfm9/J/b2aDvY0lL3JTc+vN5bslnuwnOboI20UgRvBvkOuX+1BXlOmQ/9LXLM9ttbxC6oUOnYY3gtv64X2UIvL6G3ei82zw2Wrdy7+y0rnlNI77ZrQ+yfY3SaZA/0NdOOBxGKpVynJ8yekFfb27REXp7pCHU4/E4DNJSQaKPm06zeJ1OS/i7NC4xBJrPZyQR/0f+So4jeXtdGe42h/JvXXbhsyS/L5WVbkZTrrdGvFejs4Htc8ubyD64FcV0o0/6ueX2f33dybFi/3QPaL29+vjtBH2vNZLr5N9uRsrdjDr6OnZrH+/X5R39Gn0MPR4P4vG4+t3t/fo+lPtP7n/J95Ev5FmuR7bp79uNLspruY+kbMaPVBzrTkW6QpnrlvttP7TZbWz0/+n/93g8il7JPrvRJckvrK+vO/oj6xZI460uk+vPlzSFhgLdAYPtJOS79Ll43mGUis8RLMvyW5b1n1uW9Y8ty/rQsqxVy7Jsy7L+/CM887RlWb9pWdakZVlLlmV9bFnWX7Ys6+Ez1jeAZArIdEvtPq+RzIEbQXULd+H3+rvk/bolR2eY9MNNHk58zn68LEOhEHp7e9HU1KTCOYLBILLZrEPQ5Ee3IEnio1/rJgRK5YwkZm7CqD4OjZjMne6TRFEKrXxvMplEIpFAJBJBNptFsVhEPB6vY3g5rroSSGeKdaZZYnV1dU/CQKlUcigN5Bjqh6tch/wf16wMM9AFLgAqL5D8nx6G2mg8G/3PjUlkG6PRKHK5XB1zL+dWWiz5v0YC/U5CpFyTsn1u88X/MTRU749kunTFA7+Xe1gXrCjo8DuCgryeM05/tltibtl+t9Bb/XdJJ9wYbzn+oVAI6XS67p1S2eC27+W4yXGRXiEAEI/H1ThKD8FAIIBUKqXaqc+79GyVdLfRfuO9eviLzjB5vdue5dKbQocufOyWjoEKWtkPt/Ujx58Ih8NoampSinj2mUpGetZKgZb7Wc6TTkN2Urbo3p3cy5LJdGOc6bUgFV9yTnSBk2Mu58Hj8ajQROk1p0P3Muc60ZlXOfey7Xyu3BdyXQFOD75G9Iz38SPvkdfIOXBbUxSY3RTLHs+2wYPtkopjfR2TlruNm1wH9BSUOS7p5U5BSech3GiG7o2lQ4YIuz1H95rQ3yH/5hzpIX763ElFj847yTNU8iGN6Kob4vG4Eky5nxuddzvREP6U4a9y70lhWvaDeaB3aqc+dhwPeb2+VvW268+S/dH3tk4LZF5s+RzZT5lnT+eTmU7BbVxIH3QDgmy7zp8GAgHEYjHE43FFi7jOd+OZ3faAG/1kWCT/L/etLlTLs40GYWm8k+2mJxfpVjAYRDQaRSgUQiaTQSAQQCaTQSKRQDqdVn3S50uOl1v6JflO/byW+53RHMlkUoWRk2fiexqNm4QemaLTS/mdXmSo0Ry48X8yfYvbepe0Q17Pcea402jTiI7rNMsNnBPd+0/e2+h+2X6d9gPb+Vjd5BYJfd7l8xsV8pDzQj4kkUg4PGJ1Baxsp/5+8v80LpOOJhIJZDIZx57Uz1V9LBudUfp3gUAAyWQS6XTa8Rw9UoLGdF0O574hZGorOQ57gZTXdEWxLivI7xlR50aTge0cw1LJ2dTUVFflnvtY0knqK6SRUY4h6RufRUOFTP+ge/yyn+RZZd+edxil4vOFKIC/C+DPAigCuPcoD7Ms62cAvA3gVQD/GsDfBxAA8HcA/LNHebYbkskkAKd3hSSquvJAJ5r8m8RqJ4GC0ImH7oXCj5tlXB743OzyWXpycx3FYhGRSER5LLLN0WgUfr9fKcJ0AZ59lYe3Pl6NwijcxkwKkW6HCK/R/8c+y/bpB6t8L9/Bv+PxOFKpFAqFAjKZDGKxmGMe3RhjnZjrf7sxSm7QlTEcg+bm5rqDSl8jJNgyn5nHU7P4kfmmhxgZ/fX1dUflQ9lG3SrdiHHiIbET8+PWb6/Xi0QiUSdI8X/6eOttlH3W14Eu5PB5etizvn90jxeOmQxddWMu9DFyY2bc/nZTrEglaiMmaSe4KSvlWOiMnvSg0A0ifr8f2WwWABx5Ot2g7zOdXgHbSlO+WzK9FPDk2Pl8PmQyGeWJt9N4yPXi5mUqx4C0jO/TlSEez7Z1vJEyQF7L9bdbjlup/OR4S2F5J0Z0fX0dq6urjuqeZOTkniWzJ5lB3WuNbdHngWME1O8NN2FAp0eELqTKnENer9dxBsl1mE6n6zx6UqkUksmkI3G72xzIM4f0jv2XApAbLZPjz37Q+4zjLdeXvFbSNj0nLPslx0+uF36vnxWNwoHlupHePo2Y81QqhVgsprzc3eiSVDhK5TnXDfvfyJDBdcc918ioSriFd3OM3BT9cqylkCQFMDk+slCG7FMymaxTbsvx2G2vy/7yJ9dZKBRSa9rn89WF0m5ubroqdjnO7B9DZt3OQr/fj6amprroEn0f7qf9fDf3loRc3258L5/B/8t8bfpzgG0awPuk4ka+R1fu6nwVr+V6k23T14+kLbL9UnHu9/uxsbGhFMNynXOs5X52U+Dwezm+VFokEgkAtb2oR+9w33Ad86c04kp6Q4UF8ySSv+P/fb5aVE06nUYmk0Fzc7Nqm/6Rymg5XjpPKc8SnQ6S92MbySNIo6CbIqnRuuSYy9+53+W8ysIpMgesTkd1GWW3M1Y/7+Ray2aziEQiiEQiyGQySCaTrv2S+2u3fus0aKd2ue0F3qfLeOQrQqGQMtjqZyBBpbHebu7pRu2WBjQqut36wfnkdW5nb6lUQjabRSAQQG9vr6MtkUgEyWRSKcfJ3+i8n5vsrcsOkrexrJqXoqTL7IM0onk827KvDr/fj3g8rpTcPKPcFLU7rQe5V9yMSvq13GM0jEh+S6eD/D0WiyGTySCTyTTkgdh+tzVMfljy8HLPsw+kP3qEG58njSC64fd5hlEqPl9YBPBHATTbtl0E8D8/7IMsy0oA+IcANgCcs237F23b/j8CGAHwDoCftyzr24/e5G3k83n1u1Sy6URNHliSyed1MpeevFcn3G6WVslM6Qwk/5bJWCVDQEJORoLXkYhIAhiLxdDc3IxMJoN0Oo1kMgmfz4dUKgXLspSSLRKJ1HlwuY2J3kYeLjywGh3wkjFzGxc5H5LZ0AmU/m75vWRiJYNVKBSUMAlAucHrBzqfLT2r3BggKUy7jY1bW/XveK+u1OHaoXVIKizC4bCyWjO0tJFVEqjPVSWV0npbZfsaeVDofdX7xLnN5XJqTZA50fvD8ZMCDfvvNq9u3+l9k+3wer3qvRxPHtq6BV3OB5lbCV054yaA6Iw72ySrc+rXN2JIdvJwk9ZPfS9QYc3+6J5+XDsDAwNIpVIAoLwRdhpzXSCS4yE9MIAaE9fS0oJsNuu69i3LUonu3QT+RnuSKQy4BwBnIRD2X1ci68+m0lv2SVqkdSFmp/3MUNPV1dU6JYp+va74YJjL2tqamldJ88isuTHtkvGTY8V1TwFV0lpdyJfQPeIljZJMP+deKkE9Ho/DK0PSjkAgoLxc6GUJQDGqiUTCkVCeH4bzNBLOKHQ1QiNFJdee9BLX/y9/3+kc4lkn2+l2LnEPUkDhdToN0r25pLFOPnd5eRnxeLzOMCb7QR5BtoHPcRu3RnSIY6TzBbLd8n45VhRS5bjKsZICrq4Y1BU70WhUCaD8TuZxo9JXCoB63lY3vkQ/A2T7GNHRKP+rHFdd4NNpD8/ueDzuMAZ4vV7E43Fl5JFjpK9Hvs9NEeTGS+rrW0KOPZ8lz2dJQ3XjjLyWAqQ04sp3st+5XE6dB25KASlUy75J+sM5pgCrv4fPDAQCyOfzqtossJ3jTSpM5LyTnuh0T1cay/kFamtEp8NSSA+HwyrNDSNjJM8jz083Xph/h8NhpfRin6j4kwo/OYb62Mp2S6MVx1k3HPBvqWDQ50f2GagZyaQCVz+fAOdZo/N/bnSoEZ/DtrDPMkRVpx9uvAu9YcPhMPL5vFozvIfvknuwUXSD7CPpnlsIus5Py3OG1zGUHHAW1JJ5KmVqBr5HKmv5u9w3kta55alkm9gWnY9pbm52GEOYm12fH4/Ho1JLVatVV+MX1xudJST/7Ubr9LWhr0GerczZrdPeQCCg6DkdORrRRp+vlhs6lUo5zhR93uW86u0DtqPB+FM3cuo8Ituv70s3AwVTmGUyGXWGyLVEuWunaDSv16u8IvXxkLxnIpFQynY9ukGeBzqPuNM+eV5glIrPEWzbXrVt+7ds2777GB738wDyAP6Zbds/Ee9YBvDXtv78Tx/DexQsy0JnZycAp8eFLoRJQq9vJBJd3aIgIYmiFBp0V+hGBKtR26PRKNLptMqLxrbTcsp7A4EAmpqacOLECZTLZWURpWAejUaVtYOMQzweV4mo2X5dOGA79AOvkTWnESRj5zbmwHYSYb7PjahJxQKf4/P5VB+y2awSNmZnZzE1NeVgEHTlG8fHzfIi2yiVjzozo4+RhHTHJ/HWmSYeHpwvjhcZYp2B0q3W+nzRc4FejjKnpBw3toFMl+y3zoi7zTWZDioT+F0ymVQFg3QPE2Bb2SwV03KfyT7r7wSc3kNktshIsI88FOnxpK9ZyXTrh79bmgOdKebfZADoMcG1oisD3RiMRutI9lv3suAzyTSRkWS+P7/fj0KhgHw+j+7ubqXQkWtQ7nd9fbvta/aPv0tIYVO2k8+Wgpe+lmRfdeHWsiyVa0oKVZx7Wqn5cWMcOUYyv5GkA9JbrBFd5hwHg0FkMhllkfd4PCo8WGfkJY3jnFiWpZSKHGvueZmyQFcQua0JjnEsFkOhUKhTaAPbIcw79ZH/k4wp9ywFN54dMsSYNMqyaqkdaN1muDMNPRRG5Lv189BtvMncS08jqRzWhTPd4OfxeFSYOkOz5L7V1yLnjntDGh/ZNil8SSORG2QxNdkmCbkmZVu4zimg5fN5ZLNZxzM5BvxOeg5wj6TTacTjcYeniZvylZDnvnyeTrPoJc+/Jf/B8ZVngxxjN4GNkAZUN7pP2kpI2isNrZKf0MGzlgKkfJYbn6FDp126QpfPCgaDCIfDyhhI+sxzie3lvpV0QwqWbIveNtIjfd6496RCQM6/VG6xz6TduseT3F+kYdI4yHHkvvR6a+HH0WgUpVKpzngl+RXyG1IZIitss11uhlF9LcbjceRyOVfFeyQSUftAKg/lmmZfuAYtq2bokLQXqO1Xhl3zfrYrGAyiUqmo84HnK+k6+818qrJ98nxhe+i9SNCblvwjU85Qecm2yzXItrP4RiM+Tu4jfb7cPJV4prH/kkdtxLNxLUpPdLd2NNp3fA/Po3w+j1wu5+gb94w8IzheVMzEYjGUy2XH+EhaIPcb26OPiz5uMrJAjpUMO3c770gL9UIegLuMwrGj0ox8dy6Xc/ASUoaRBkDJyxDSOErIlEEcy0Qi4Xg/9xDXZUdHByqVCoLBIKamphzjFQwGVeQY15nc/xwfuf75kXMjf3Lc9DGVoNxM5bwbf5fP55VsLffP6uqqGjM3+ivBvc3oBGk84/oh3eHfeoSK7AP/lrwYZXa2O5lMqvlPp9MolUpIJBKusgTvIT/hZtBgdF8+n69zXOJcc+9xbiiruo3J84gXw5/S4GFwfuvnb7v8723UvCJPW5YVtG175XG9VDII3NT0kJACidyUksFJJBKIx+NYX1/H0tKS+l7+5CYk002B82FAQuX3+5XwywOMz0+n05idnVXt0a1AFIJnZ2fR2tqqBNp8Po/p6Wl4PLVcTH6/H8vLyw5iLg81XRGjH04Ublm8BNh2Q+c1cmzcEmbz8JMCJeeKlikpLMj5lEq4cDiM1dVVdX8ikcD6+rrjAOd7yCRKJR/fp8+t/rvOaOxGWG/duqUOzpWVFdUXEu3V1VXlNecWZsV+bm5uqrmSgm8gEMD8/Lx6Fq1O9N4rFouYmppS48i1T5BpkYIzrai79a1SqWBmZkYpSjY3N1U+r3w+j/n5eddxkutAPwzJRK6srMDj8aifcn0D24y03+9HuVzG7OwsFhYW1PpMp9NYX1/HwsKCQ1CQ8ykVUmT65R7QPTPkupdKDzLNtMqurq4q+iIFah7QTCYt+9+I8Zf/YxvIyMp9S+a9qalJ5WfS1xHHi+PKdSfnXgefKz2FyHgRsVgMoVBI9TMejyvmR86zZKLkz1Ao5Jg727aRTCbVOFmWpdaBrhiIRCKYmZnB2tqaYwzl3zrdIRPrxmzq4b3sfyqVwvr6uhJUOA/Ly8sOLzWOx/r6ujLm8EzgnNPDl2uHCqClpSWHtwnbF4lEVLVqvpf9j8Viqh1AbW/RsBAOh5WRSyofeQ3TKEjFIhUE8/Pzim7F43EsLy9jdXVVCfBAbX+USiVEIhFF2ziu7EM4HFbFXyTN5pkEbJ95cp4ikQgWFxcda5PPJX0izZbri8KiDDXkuUAaybHguSA9mpLJJGZmZtRZEAqFsLa2pugm93Aj2sh55fNlODTnjGucz5C/A9veD7lcDuVyGVevXlV94HO4xgKBgFqX/HtwcBBXr16t41fk7/peJ93nuWTbtuP85Lpx2yc8R1dXVx3nizzH3XIycu6l8kiuBcn3uO1VYDtE2o1/kX2WH94j98nc3JyrUYXhz/L90nNItkcq3LlGPZ5abi/SNK5P27brCjsFg0GlaOSYyTXOtREKhbCysqLay/mS53goFFL8Aq+R3tJ8PxEKhTA3N+c4p4rFIpaWluD1ehWPJz2spLLX7/cjk8lgaGgIly5dqlNAezwe5fG3vr6ueDTuR30seX41OpMWFxexvr6OSCSC5uZmXLt2zfEMnlXFYlEJ/twPgDOnaSQSwfr6utqrvNfr9ariFaQFnA+egTSmxGIxzM7Oqnnk3HAc9CrOkUgEbW1tWFxcxPj4ODKZDFpaWrCwsAC/349cLof5+XlMTEwgHA5jbW0NiURCCfSZTEYVaiK9YPs53vSa3YmvkMpkfYyDwaDi4fz+WkEgKkT0VEq8nnSDzyc/x7ZK2iDXJedC8hbcK9KAFw6HMT8/r9oh28WzjPfyHS0tLUqmWlxcdLzf5/NhbW1N7QlJ40h3dEOFPAPk9aFQCIuLi4hGow6HArkXJOS5JsE9xvFiv/guesRWq1XcunVL8U6yz5IWNpJl5PzxHv6U40NZaX19HclkEhMTE8pJhdcVi0UANZrg9/uxsrKicjVSLiBfHI1GVZ9CoVCdHK4XJnHj//W+6EX2yHfRULiysqLoTjQaRXNzs9qns7OzirdqdH7ItulrgmuH5yWv4RqRugHysOQhSfNlCg7KULL4FMEziwr2cDiMBw8eYHp6Guvr646xZJvpZCHfQ3i9XjQ3NyORSGB6ehozMzMAoGgdz3cqyjc2NpScuby8bJSKBs8UvVs/v9T/Ydv2umVZ1wAMAugA8PluD7Ms670G/+rTrkMqlcLk5KTajCRWugcLDzFJnLnJQ6EQVldX6wQ++R5JlOXhScIilWjynY2s60x2Ozs7q/LnyaSssu2AU+Eli5aQ2aGXIwDFROnt5jN0T0EqXaQCkMJEIBDAxsYGYrGYQ/HCA4XPcjuc+ZPtkMoWjheZWraXXii64mRychILCwvq/T6fD8vLy1hfX687YCVTIw8CfX7lYQ7UVxNlm9h+MlRuz9HXiRwH9kv+TwrSZIrohSSVXNJjSh6+6XQawWAQN27cwNzcnDr05Nr0+Wp5pMhYkcEjU+MGrkPdE4rvpxVdep/ocyv3hMyzI6/n2uIhJnNIcm34/X709vbi/fffV+3j3AeDQaXcJJNHRRXDHqjAlIqVhYUFJQSurq46vMz0Pc4xpWXctm3FwPA6yWgTurVVrg+pZAiHww5lk1SGyPv09cQ8U2QqpBWZbafCh/Ooz7dkimOxGIrFIsbHx7G6uurq7c37yazJsDSpWJJrgH3kOJKBpaKWY8v/S/osaQz3PT1XpfAgFVak51TyLS8vu54DFBx8Pp+yBj948EAxhFLJShrA9UxLMvcWBeCFhQVFzxOJhPI0mJiYUOtPMmoy5DwWi6n/Se+dQqGgPLK9Xi+mp6eV54IU0KQShuO8srKi6LPcx/QAkfcGg0HH+ggGawXAFhcX1djoAiOT409PT6v7aNTj3qVAxLGTKRS4DqShSQ8xIk2Q51IqlUJHR4djX1MpsLa2phT7AJRxjWtDhk3xO9J50gGuJ93wJfeCXKOy79KjRSo59LOQ8x6JRDA4OIiPPvoIy8vLKnelVCTNz88rjyxgO8fl1NQUbNtWylnSDp4n7Esmk8H09LSiA1KZ70YPZL+lpw73uDyLJJ2kAEUwPQm9LmzbVl4mU1NTmJ2dRT6fx+LiIqanp1WbqXjTz2W+Uz/r3WikPJ/T6bTyApqZmanjzSKRCJaWlhx0XBpNOU86LxYMBrG0tASPx6O8ZnjWUkkslQ98J2mKzg/IdcJ9BEDtZRoE2F9J28gjUMnO/cdxk15enE85RvS845xReaCPKfeQbduO9U16kU6nsbKyggcPHgCAUtrJ/nm9tZzN8/Pzjorpcrxt28b8/DzW19eRSCRU+6ViV75bp11UcOhjyf42NzcroT6VSuHWrVtK6cr7CUYObWxsYGFhAalUChsbG1hZWVF8C5UBpBtcqy0tLRgdHVUhjgBQrVaRzWYxOTmplGikjV1dXQiHw5iZmUEikVBGkbW1NYdiw+fzIZ/P1ymR9LXG0MjFxUUkk0msra1hZWVFncmkFVwTHD9iaWnJ8Tz5PvKofBb5J7aT64X8H89RQs93yrUsHQbo8MH7yA/I9Um6u7m5iXw+j7GxMfh8PrVndF5NP1sk5F6R/ZRygTQq6byFBPmDlZUVdbaQVqRSKYyPjzv4cPKvvI7PlHSV7+Z9er5ASTNlmyRPoaOzsxMTExOYnp5WTiQsXEdwTZDvkrKoGx2jYrERjXNbtzyL3cZUP1v5f7nf+B1pTDabxezsrMPTWS/AKXkarlPdCCjlS9kXSU+lzOz3+1XUSygUwuTkJBYXFx2GNH0vyPbIgoHZbBYPHjxQhmXJs/N6vpcGHLaR3tJMfcD857yeCkTKEMFgUM1vPB7HwsKCaxufNxil4suL5NbPmQb/5/epx/nSSqWCfD6vBDcSBY/H4zgQpRCpKwAoeNNCLK8ng0XrCC173LjSKkyLIw8reVDqFncAKqRicXHR4dmRTCaVoEqmFXAe6vw9Fothbm7O0R/JnOsKBRKQRCKB5eVl5dEkhV2doHJcde9MEj56sUiFiVR2SqIrhQ5ppQwEAqofJHoSqVSqTilCK62cT7aBbaUiiEyZPgdk2AmpzJJeqVxX9OQiIyYFajkm8nCn1wkZy7m5OSVsyXez/fRsopXPjfnhta2trfjggw+UoC4Zfdkm6WkXiUTUgeL2XDL9OhMJ1NamFGY4p5xL7hsKJwDUYSfnSQr+XK9yT3k8Nat2NBpFa2srLl++rNYTQUNANBrF3NyceqbP50OhUMDq6ipmZmaUgODxeFRy9qWlJYfHjg4exisrK4rZ4cFNz4fFxUUlbO90+ErhlwpuKgZs20YikXAwnnJMpMeMFAyLxaJiWgOBAO7evavWNpV+UvHm9/vVPEiLPZ9H+ubxeDA6Ogqv11unKNT7RMHmwYMHDmZOhv1w7cmqyMFgUOWounbtmsMTTiqJGNZBoZFVlldXV1XfOFf8ZDIZFAoFhEIhXL16VdEv3fvS56sVmlldXUUul0NTUxPm5+eRyWQwNTXlWBNSMKeiBYAKS19cXFSelpw7Xs8+A1BekGwLmUcqkzmupJfMQcek/lQeuXn56HuVigIKydJLm1Z+uc64HqjQkco/uS/lHJIW6OsikUhgbm7O4V3O+ZEpC1iRlLSZ40ta4vV6HcIYvauamprwyiuvqLPt6tWr6n2zs7MOBYs8P/luN48FPkt6r0h6QuW/Dq55udbpRSt5A0nv5JoCap6tpVIJ8/PzSCQSDjpHDx2+i8JIOBxWXpc8j7ivZfhsOp1GIpFQHgocE6n4oIeDFGLX1taQyWSQy+UwMzPj2G98l1wb5J+oRJY0wOPxoKurC52dnfD5fMjlcvjBD36A69evo7+/H59++qlSgHEdyj3hNuaSn5HKUq41KaDyd15LGuX3+5FOp9Xel16u0WhUCVVy/aysrKgwQQrf+XzeIYDr+8GN1kpFu1uON12Byfmk8of7QveE5H7iMxKJhCN1Bz2vdaOirlyiIorP57kl50fOB72aSLMjkYgycE9OTjre4/FsG7yKxSKuX7/uUP7rinrLqkVGrKysYGJiQr3Tbazk35If5XyxL/F4HM3NzWp/kjfgHicvSsUc541KjMXFRbUPl5eXFY2V+4Hv5Zjwf5VKBf39/coQdefOHayvryMUCiGfzyOZTOLmzZtq/sin0TOdhhPSMTevKult3dLSgvv376vxX1hYQCQSUYYGPXUPr+NzySfpMoCUrfiT5/z8/LzD8458luRxGPVEZa7kz1nEamJiAgsLC2ru/H6/Y2/qiijSl9u3byv5z81QIOmTvlZ0xxOpVJS5oJeWluqMwAQVZ5InIOR4k88nXaHcKkH5iMbetbU1LCws1Ck3SdOlEdTvr1Vq5np14+W432Xb5XqV7eZYSfmMdIcyJHkUGpDX1tYcchLHGNg+ByXvJ+eahkJgW0nG+YxGo65nMt/B5/Fv/uT7yRty/ngu8BzSDdxS+cv/6zQ0kUigVCrhp37qp/D555/j3XffVX3X15RUksp9pStPaeCW647PkKlJeLaR7yPtkflb0+k0CoUCbt68qcY5Ho+r84s8WzgcRiqVwtLSUh3v/LzB5FR8zLAs67plWfY+Pv/0Wbd5L7Bt+4jbB8AX8rqOjg6Ve4D5giisSKKoW0ckKBhx88qQZJmXjwSa1/G5ZMboQcJE3gwRJIGlkCa9CGTCb9lWmf9CKskI9kWvDsj2MN+aPg68lwcYx4xWW0l0SZSllVciGo2iXC6rxLocYxI4PkMqVdg+EmwyNfl83iG86uNCjw4ikUigra1NMa664pXWKc4ZFRW8hoKIfvjL9ksGQx5OZMp1QVHeL8fK76+F8GazWRSLRRVyr1+nw+fzOQplyMNGKgjk3OnjzefIsYhEIsrTSmc0vF6vIymz3j4KkpZV86KKx+PKyqUrLziucrylNyCv4VyzL3wekxhLJoTX6YyN7C/fxXbIe8mwUiHnNv6SEYxGo8jlcnUVGdk+mbeRkAoDtkP+TWGf+0GON7/TGTiZm6+5uRm5XA79/f04ePCgIwSKdIa0hYwZFS3su1z/wDbDxj7pa0Ifa+baZN4a7gfue8mMcf+RAZKCXnd3t6J1pKuscO/z+VSC6XK5rEJadEad64x91UMqpeKBY5tOp5FOp1GtVtHe3q5y9HR0dCCTySj6LxVd/E6ubx2kPYVCAel0GtlsVuWPZKixzKOVz+fR09ODgYEBNXb0eqJ3lB6KKQUAjgFzMZG+ch9IcB9Ib0DOFdvO323bRltbW926J+3SvR05zqxqyXNJen3yQ4960iN9H0qhRFYw5b1UtHJ9FItFdU5zfmg441mTyWTUsyVdZJ9pyOFalwpUWVxECqQU5JiSQuZB49zwLOHzuX7l3uO+o5cD97PMRcfr3IQPXQD0er0oFouoVqtoampS90qkUil17uv0i++JRqMqYkDOoTwD2T49Z59Oezs7O3H69GnlOdXT04Pu7m50d3ejVCo5FKH8yLni+pPg3HG9sF3kH0hbM5mMGltJOzi/yWRSPc/r3a7i67afYrGY2qdyPVlbyifZTmlUlu0lH8j158aD6IoieQZyHqRyksoW0gyZO43F/TiH0vguPVGtLcUV+QM59uwjlUtybxcKBYdh0OfzoampCZVKRT1f5uiS56k0LEoazv6TlkSjUfT19SGbzbqG/PJv3SOL48CUQexrPp9XORt5PWmaVAKTBlWrVXR2dqp9k0qlkE6nVXslJM10W7fksUiveD/T2pTLZRw5cgT9/f1Ip9MOvljKEvxenklUqrHtkUgEp0+fdpzzpVIJzc3NyptKzrMOSXu5x932JlBfOARwFonSlcV8Dt8h7/d6vThy5IhroTi2hePFdurjG4vFHHIJzxqeIzTISjrMPabzPxx7ypaSD9bfT8joKGmMI/8hDaiEzL3OMWb+Ro4Z28Fnyj3Ns0uXVyTc9k6pVFJ/02ClX9PZ2akMBnIPWpalzmOuO34vaZR8Fum1pHmAMzyYZzr5QebODAaDKkRcGnPkHFCepGxKOVjyPLJt8tzQ5RaeJTzvZd+AbZoTCNSqyqfTaXzrW99Ca2trHe9PMBc+26/vHcmHSd5e7hMZ6UKQ1+e+8Pv9OHbsmOO5unwov5NyUTqddtVPPG8wnoqPH1cALO961TZGn1A76ImYbPB/fj/9OF8aCtWqlM7OzuLu3bt14bv0gqB3FuGmZPR4PEpYpuWUihJpPSEhoncRhUVaAcm48J0MQ6NVgwwWvY2YqwNwKgtlvhNdcJCEQHeNTiaTKk8WAMzMzDg8HMLhMFpaWnD79m01XryX1jC2S7cE6RYqhud5vbUwg+XlZQdBk2FW8gBhyITHUwtnS6VSuHPnjmK2/H6/wwuGSqxsNouNjQ3F+FJIk54arPrFvi0uLsLr3S4GQEsv26EzNDx4mJOMwiu9qaS3DeFm2eP/Y7GYOqR54EsPAGmtk4eI7KPMPcg55wEomQbpWckDh4wA5zUajWJ6elr1ke+W+Xvc4PF40NTUhLm5OSwvL6ucTDdu3KgLNZVKMvZZ5qcLBoMqv5DsD+eMHlMcC1qfuUcZJriwsKDCeXjoU1Dg2NPSxvA7hodRoF5eXlZ57ci80QvF46mFq9DbguEsco7p9aHPoRRO9ANc7iMKxbSGUtiQ10tEIhEcOHAAra2tGBwcxHe+8x18/PHHas/qoRE6k8R9IHOySYYlFAop2hOPx5WnFe8vFAooFotqrOj1LGkcPY0knaW1nbR0c3MT1WoVXq8XMzMzKBaLWFlZUZXuA4Fa/ri7d+8qTwu5r0g3KbyT7soxl8wS5zcajap8iMwjaFmWYvDoydfU1KQ8LDg/ehidnEPC7/djYGBAjcP4+LhSLALbycLj8TgKhQLeeOMN/PZv/7ay0heLxTpmUs6T3++v80bgmpLrTjLyZJpltWa5nkhrdeOKBP+msCYZX/mscrmsvPpXV1extLTkKIJQKpVUPjgqauhRSGFvZWVF7TvSdqlcluuK9CAajeL+/fsORQUTlZfLZdy4cUONofRgk2tHesuk02ksLS0p7xs9LI7j5PPVPHaXlpYcHq4cc65pji+L5chnWVYtjUsikcDY2Jjjf2wXx9eyLIfCWYb1UlEUj8dRLpfV2Xf37l2HpwXngwLE4uJiXRJ7AEqhcuPGDRWuSnC+dK9F9p3zy765Cd6pVAqZTAaRSMSR8w/YDvujV4mbAY9rWqYlkUaQXC6n9tPS0lKdpxVphN52GZbKtRaLxbC4uIhcLqdSMsi8WMy9t7Kyos4xN7Dd0rNIerkBQFNTE0ZHR9V5J6NuaCyi57LfX8sJSw/6QqGAjY0NzM7OqvUhFa9yvzIfJM8CqTyU3qP0NuP7Ge4ei8WQTqcxNzen0o6MjY05+kvlLr1oqeDnHHO9Sb6TZ2xraysOHDiARCKB27dvY2pqCvfu3XN4hvN6y7LUebW5uYlsNqtyxwLbhhfyh0AtWmhxcVHxxZwfKnCYG3FtbQ2pVAo3btxAJpPB5OSkUui4rUv5081bSv5kGhsaJVpaWlCpVHDt2jV8+OGHWFhYcKRmYp9Ij8kfWpaFTCajvI3S6TS6uroQCoWQy+XUGcq1mc1mcffuXYciFXBWrCcPmU6nVc52Nz6HvIvuASvPKrm+eabJfSAN2VKGY5i0HlEiaWQ8Hsf09DRaWlpw7949h8KW6UPoBU4vXPLIPAO4z+Ue4Bjbtl2nLCbtoxevNDix33JMaAygYkw/AwipAKbXvw5GblG+Jd8oZTnJBwJwhKlvbm46IlHK5TKWl5dRLpdx584dV0VzLBZDR0cHNjc38dlnnznaTs82r9er6DhBmixpKcdC5iGkMliGxDOyKBgMqry4pDmUA/P5PGZmZpS8nk6nVd5hPofKWMqopNFco5xjPS0I6YCUDXgWcZ2SJ6MRulgsIpPJKM/AO3fuKI9LKb8kk0lUq1Xcvn3bsWfk++U5Qhq5vLzskDelJ2IymVRyFeXOQqGgaFYul0NbWxtmZ2cxPj6uzgS/349KpYIrV64ouVA3Zj+vMErFxwzbtl9/1m3YwkUARwH0AHDkQ7QsywegHcA6gKuP86VUQADboT0yWTyVgmT+SPAo9HLT8G9g+yDUiZFkBhlC5Pf7HdVZgVo4tbRoTUxMYHV1VYUxyGpeUhkhN3AikVCKDI+nFj4kr5HMLF3iCSohu7q6sLm5iQcPHiimMZFIoFwuo1wuY35+HlNTU47nSAu8JLokntJyQYtWsVhUCYw5XnyGVKARPKylIgjYrtYLbIeA68nGK5WKyl0G1Fte6MaeSCTUmMjQZ1oKKUj39vbi448/drSRhxyZM44BGXC5biRDDGwfYMwB5/F4kMvlkEwmMTs7W3fgUwlEoUEqExi6JNtFJjyZTOLo0aNKUae3XSquuM44P1Q4SwW4zNlCcK0SPNDJqPn9tfCxBw8eqOTaTCXAPcdcmTJRPPtN5T1DKZeWllQeHP1wp3fT8vIy/H4/qtUqlpaWkEqlMDU15bACM4yJ48X2UKEqQ5VSqZTKaSq9k9bW1lS+PK5Rvp/MkfQcIXMpBWkW35AWUVqSqbBgaDvpmPRm2gk+n0+Fb33zm99U+3h6elqNs7RYS8/F9fX1OsUo1w7XMqv+MqSRhXGkh41l1QwjVNaQRsjk/25KUQlWwKPAT4tyT0+PWl+6QlFWqCTDynbrSkymGWAqCal84z4g3WY+RHpH+Hw+FQLCOdZTLfAn1zoV73KepFKXTGU4HEY+n1cMMueL9+gGJPmTkHvdtm2kUinMz8+r0CgqiCm8UGHH8HCZ6oN0m21IJpN1XgQ8kwYHB5HNZrGysqJyPEqhwO/3o7W1FdevX1fhz4VCQRlz5H7hPGWzWSwvL6t9yHxlhUIBm5ubap6k546k+/SavnDhglJexONxlWdrYGAAU1NTSCaTGB0dVfuOKSZ4HknjXj6fx9zcHAqFAsLhMC5fvqyMjQy1JUMuBWHeT1qbTCaRz+dRLBYxMTGBfD7viESQ+0n3Ega2hR566AC1xPlzc3NIJpOYm5tTIVakv0AtzHJ6elqdRXKtkjbwnNSFQLalq6sLS0tL2NysFa9grjwqMjkWnHteS3rLd8rn6wZdrk3muOUYbm5uIpPJwOPx4ObNm45ncf9zfKenp5Xin/yEVAKn02mVhkR6xen0USpIQ6GQChsHtsMWS6WSou1sD5VUVLRx3ft8PkcxJblmpTJfgnSUufyk0M2xn5+fV+vL4/Go3IVUBtKTSKYxkd6CbEdHRwfW1tZw586duiIUPDv1HOWSZ6HCnf/L5/Pw+XwqB2s8HsfS0hIWFxcRiUSQTCYd68It+sKyarnEzp8/j2q1qta+3CMyPJmpNMbGxhCPx5HP53Hv3j3E43EsLi6quaFSSVZT7enpQblcxtzcnIMeUhHb2tqqUm6Uy2WMj4/j3r17AIDx8XEATp6J8yP7Qz6OCkPJqxPSW0qOQyKRQFdXF27fvu0IR2c7u7u7ceXKFcTjcaVo5Vxns1mUSiX1bKJQKGBlZUVFeM3Pz2N+fl7tHRnuSIMJI1LkXEnjjUwJIukNaWI8HldrFthWKtKYKxVsLKzEMSNfIPPQ6TQymUyitbUVS0tLqFarGB0dVYYWekmSrlHhIhWLMsJG8sTk/Vj5fH5+3lFAk/eRLyTdJw1hu0kPdc//Rv0BanuJhSDlOiGfyPulIdfNWxTYVjhNTk46QorZDwDqPBgbG2v4HMrOMp2AnGu31Cz8WyoRgdqeJr3nWm9qasK9e/fUPPG8I52gIlXmuqcBhobirq4utLa2Ym5uThlm2F6PZzvNAdOMyDmjEY7nIw1W8szi/2lc4b0cx6GhIdVnFnoiX0PaItdlKBRCoVDA+Pi4g/eXedPZV2kEkyk42tralJxFI0lzczM6OjpUhW4adAcGBnD//n2Mj4+r2gzt7e0ol8uYnJzE+Pi4g5d53mGUii8vfg/AnwbwDQD/m/a/VwFEALxtP8bKz4BT8UFi4fP5UC6X8eDBA2WZALYZExJmGb5DwqIzv4QMISQjytx4zFtQrVZx7do1xeBToJPVSymIkLHh33rifeZm2NjYUFUiGdYAQFW46urqUsIUoTPTMjQFqB0ixWLRcY8cT8Dpds0xZpgm20cmNRwOq9wven4gHtrSmknBXHr/kdiTMPp8tTCOubk5xUxRCUQmUR7uOuhVlEgkVDVtOT58BxkMMqnSI4VCxMLCgvKe0T0mKBDpxRwkg5jNZtW46G1lv2ltlhZCGVpLhiSZTKKrqwvVahXVahVffvml6hPHkoUqZIiizJ9IK/Xq6qrySNNz+pGpoHWefaGQxL5zLY2OjmJxcVEJxTxE5bXyI73yZAgOPelYvEV6nMzOzmJychJDQ0NKMSc9rqQyk2tMekNKYcbj8ahcWPfu3XMkQM/lcmou5BoBoDyw6N1o29vVoJmLBKjlIiVjzHfTYyOVSmFkZAQrKyv40Y9+pMZ5YWEBa2trdSEHHA/9O/alXC7j9OnTeP/995UnAQClMCCTTCPL8vKyg2GXnqnMT0llHEGlj1S6WJal+jM5OanmU6/wKCGFyJaWFqW4z+VyyvtbzhHgDCfjvqLRQaff+ruosJaeSoFAAOl0GidPnsTFixdVG+X92WxWKSGY00lWkQS2PfeoEI/H4yiVSnXtYLVu5vujsE6DC0MUpdehx+NBoVDA5ORknQJGL1TBtUWloe51LemT/I6eFcC2J0apVMLi4qLydJO5vWZnZx2FIoLBoCpawOT4PKNYmVRWeJZ7XK+anEgk0NraimvXrinDEK/1+/1KyaiHi8l9cOrUKXz44YdqrEnD6RlCZTmZdCrZm5qasL6+7sj9xj0/PT2tzmqG27EwlOwD20t6wXXCebWsWvhYe3s7qtUqJiYmlBcGFWf6vBFMWSEVgD6fD93d3bhz5w46OzsRDAbx8ccfq3mRFWSlok6nwzKMjtexvUxvsrq6ilAohBs3bqg20TgC1ITftbU1xONxTE5OOpSg8p1cZ7J/5DO4p+lJRLrKgh7cE+QDqDzz+/1q/8k1IXm7ZDKJ+/fvq3OH54QePsZzn0q1bDarFGIyHJDrh8U2vN5aUQDyELphjmMqv+f+d8tJyvbQy5CKUNJBff9JLxfmF5c0QnrXS/rLPre0tGBjYwOLi4vqfJMRAzwXfb5armIWtpFKEskjRiIRlfbhypUrmJqaUga5QqGgPF7D4bDiKWm4plGmo6MDvb29yltwbW0NExMTinZJ5VQ+n8fg4CAmJyfh8dRyAss2cQx4rupG2HQ6jQMHDuDWrVuq+FEoFEJrayv6+vrQ3NzsONM6OztVZefp6ek6BQxz2Ml3lEoltLa2OvZQa2srLly4oMa2XC47lGtUDNMYyfObtDSfz6uCYBsbG8rziGujvb1dKUU5VswburKyojz2gRovTX5T9lXSW65H5mHn98FgsK64G/vNeaDX4OLiokOxxDkhn0RvUq5BN2Ub1wB53Gw2i/7+fmxsbDjGV2+LdCywrO1IDZ6PwLZnmPQiDgQCaGpqQi6Xg8eznfNQKnd0pw7yHEwP8ODBg7pCGrspbZi+Q1cqSugRDaSb8h5J44HttAxcd9IIymfuBhqPJaRyksZoOvpwbZCecA0wByz3qBxHKn5ZNZ1GXVYa59iw4CmLM9JwMTQ0hIWFBUULyY/LGgpSwQnU+D7mbWU/5ufnFf9MekLjom3bSKfT6jzJ5/M4cOAAAOD06dP4zne+43CgYd8lLGs71Hh1dVW1gbl+KZNK72yuBfJaPHuYyzaRSGBwcFDRilKphL6+PiXHfOMb31BjQKXj4uKi0mcsLS05omueZzz/LTTYEZZlJQGUAMzYtn1X/OtfAvhvAHzbsqy/Z9v2T7auDwH4f25d8z8+gfagWq3i0qVLyGQyKgyP1YvIkEoiS6FOZ+J1Ag64W1x8Pp8K5yAhK5VK6OjoUAwNwYpLMnQ2n8+rHErSrZrt4EERiUQwMDCAcDiM1tZWlMtlx7P9fr/KOUcFIV2uo9EoisUi4vE4PvvsM+VZRuatkZVMKoJoSXKDDOcCoAjQjRs3lLWSHiN8PhlQFr+QVSlDoRAymYyyZuqhNlLJoIPzKdtKQk5BTIYgyFABacGUY0LhkII33crdinpQ0KZXAy1btHJRKG5qanIwmxLMYcScRvSILBQK6t1kTslsdHZ24vLlyw4rIIUdWrHv3btXVwCETBm9q2zbdvVcA2r5+65evQq/36+8/3SmiOPIsZLhsHIuOOYUeKV3gAQFOPYVqCndWO2QSmUqC/S54DyywAWZGt2ySgaNe5mhbTzcybDQEsp2jI2NqT4Fg0GHpyPnkoc8rZRS6UXGZ25uToWt0ROFe0H3ImMVyHQ6DQDo6+tz9IVWZhZsobeuLMBEhS3g9IKl8NJoj1HIkmkaJHg/16GuFOX7KRxxHfX29iqvBjfhQSaPJqPT0dGBW7duOcJXue7cQnbIGHLd8V1+vx+lUsmRQLy1tRVTU1PKu4DrgsI1x212dhYez3YFbr6XtERnyqnoYw7Fq1evqnXKdUZvEGnRlmH3BOeP75GCHeeQigipgKRgLpU6Mm0GsJ2mgakSWlpaMDw8jA8//FDla9PPN3pzsp9krGVxAeYOCgaDmJycVMKPHJ/19XWVT5X7ZW1tTdEpXidTSViWpYrFUCEyMDCA1dVVfPLJJ6rfUrilIQxw5sjj++fm5hSNCwZrFW051jyz0um0MsZw3dPjkQn3S6WSek+5XMbs7CwqlQo2NjbQ2trq6L88Z+Tc8Dyj10GlUnEYAn0+Hw4cOIDOzk7cvn1b8RmxWAwtLS0IhUJob2+HZVmqABELZFDgJX2hUYtnaTQaRSaTQUdHBy5evKjWB2kL9zLXovRSkREDTHzPOZNCeyQSwZ07d1RRGCqFeG7KPGzSoEUeid/zI40PnAOG4ssQd9IEGd7lRve8Xi8OHDiAmzdvOnJ3yTkvFouoVCoO3tGyal7Q0jPf59sOodPpLPkDYJuXIRgCTv6AXvqMrtBpHgXUhYUF5anV1NSE2dlZVVBLggpFRtV4vbWUAbZtOwyx2WxWeWvRa315eVnlEOezeFbx3GabuH6YemdychIDAwOqyAlpk9frRXd3tzL68NmfffYZ1tbW8OMf/1gpsanspQdgf38/Lly4gNHRUbVGqIDMZrNIJpMYHx+vMwrzJ9MyrK6uKsPawMAAzp49i7fffltFezC394ULF5TRWcLj8aC5uVmtGZ7Z+Xwe9+/fx/LyMg4dOoQPPvhA5dKdnp5GOp3Gt7/9bUxMTDi8AgmZFqJareLs2bPweDyoVqtYX19XSnjpgcW1x3YB2zwgzzCvt1YQq1AoqLEjqHT3er0ol8v44osvlEe33Pek4RLS4APUeKfp6WnFywSDQeRyOSwuLmJ2dhYrKyvKOUHSQx1c46T/pNdDQ0MqakJvB3mfRCKhnAgY8UCvY0LuKTogUGEuI5D4k/Saz0gmk+js7FQKLaa/Amp7PZvNAoCiEaS9hAxnb2pqwvj4uMP4INtH5wnOk5sBWtIarlcaEZPJZN3cyWdEIhFXns/j8aCzs1N5kEsjDqOZmAuSPDLXCiP5ZJQIzxKZy5UK2SNHjuDSpUuOiBWgnmfU5XyuC9J5Kn+pTCWPzO9kiDx5EMlf6TymdFIIhULo7u5WURxA7dw/ceIElpaWlKexbsSXeodIJILOzk7E43F0dnZiY2MD7777rvLkZXFICc6dbdvKcEJjD892tpUyO1DjY0dGRpDNZmHbtnJsefDgAW7evImlpSUV2fa84/lv4VcMlmX9nwFQQh3Z+vnnLMs6u/X7D23b/kfilj8B4B8D+F8A/Fl+adv2rGVZfwE15eL3LMv6ZwAmAfwxAL1b3//zx91+eq8x1Gd5eVmFuUlFHSEJ1l6KbEhIRpYeCEzcnMvl0NHRgY8++gizs7NKkRGPx1WYHV3g4/E4hoaGFJPAvCZ6zh8ymM3Nzejr63O4YMt+FYtFJJNJbGxsKKabIVdra2sqBxaJKBm+XC7nCH/meNJzjNYm+b5GY0OmjId1sVjE7du3EQ6HMT09rQROeq5Eo1FFfGOxGHp7e/HOO+84DngK90zI66Y0cJs3jhPni0qcpaUllUdG9lcyX8zFwjFbX19Hc3MzSqUSpqamsLy87BoCyYNKhoSkUinMzMyoQ53eVTJEhAeM9ISQSi3+TaVioVDAgQMH0NTUpBgrClQMXaECRYZ10jOGCk8qIIPBoJoTKk944HNc2UZ6Feq5t6SQvrKyoooS0CrNa2kFi0ajaGpqQjAYVK72QG29z8/PKytvKBTCgQMHlKDPMFkpCEgFlrVl7axUKrh69SrS6bSaa11Y4/VSgcPwSpn/kYppKlOksi6TyaC3txcffvgh1tbWFPPIBO7S+k0Lp1yXtm0ry7z0qPD7/RgfH3e0NxwOo6urC11dXXjjjTfqlKnVahX5fB6XLl1SQjP7zfliSga5Pun9INeyDjfmXu6b9vZ2fPLJJ4oxknms5DpJpVLKE5lhGdwHVKzIStqFQgF9fX0Ih2tVn+l1efPmTaVQ4xzqXg3Sm1DmACPzTmE1FAqhr69P0cmuri588cUXSmkk6TGLBlAhm0wmVdg/r9dzIHEPtbe3A6iFG0pFJo1C/f39+MEPfqCUjSw8ps8LvdConCXNoZfg4uJinccdf8qKmTrIZKdSKczNzeHkyZOKDso518+gjo4O5WFK5lb3OGXoFYV8ep91dHQoOhWPx5HJZLC5uYl79+5hcXHR4eHAcL4TJ07gzTffhMfjwdzcHG7cuIHZ2VlV3ZJhSQQFXwAqmbz0TpOFzBiG5PF4lJe7NMhIOqd7LlBBuba2hqamJiW004DF4j0M7XKD7oWQy+WUUlWOu6QLra2tav9yfFkgKJ1OY3l5Gfl8HtlsVglG9NSQ6QIY5UHvJaYIkUq9YrGoQiWBmtHnwYMHKkyM7aBXEI0j+XwenZ2dWF5eRnt7u1r/LS0tGBwcdAhrVI6zLwQNNfyfrpiTZy//n0wmlXcRwdy8DMvltboxgPcEAgG0tbU5vM45PzxLdaGda58COWma9LglLeO76JFH/oyKKKZfIC/JM4LP19cNUFvnlmVhYWEB8XgcJ06cwO/93u/VefXrBU+oBNBTtZC+0tApQ8S5VoLBIF577TVFz8vlMj777DPFS2YyGTUOf+SP/BFYVs1T7Hd/93dVn+gMcOjQIcfaA4CBgQEkk0lMTEyoaskTExPqjGbuXbmeub45lvxe8rxu/LQekh0KhXD69Gncv3/fofzJ5XJoampSHpSbm5vKm7uvrw8dHR0YHx/H0tKSys85NDSE9fV1lX6IRvRcLoehoSG0t7ers8It9JUh8TREMh+pNPjqXsm6Z7uez5yKVBoK6J3P9RwIBPDqq6+is7MTV69excWLFx2RHVQoMX0Fx1D3XAyFQsp7nbwWPd74Xsnbcf2PjY3VFYukYSqVSqGlpQWHDh2qCy2W48aznSk7pHwoPVv19/M7GhGkBz2N8eSxeLZQERmPxzE2NqaqRHOP8b0yYored7xGeoHTW5pOCxxXehXTIMbxYt5qXanLschkMsrg4CbT5XI5NSblcllFQ+lIp9MYGxvDysoKqtUqJicnlWGefVtbW8Pk5CRu3rypZDSen0B9lWygxk9SSZbP59UZnkgklBchAOWwofdR0kXKHVSm0vjOsSYvzxB1aTzic3ku6LwPsM2XUD6xLAutra3q3q6uLszOzqKzsxPvvfceNjY2lLFM7kf5vAMHDqh+jY+P44MPPlDpA7j3aZijV+LExISrfCxpgQ7SQ/07t9+fZxil4vOHbwB4Tfvu9NaH+EfYA2zb/jeWZb0G4P8C4OcAhABcBvBfAvgf7L34VT8CSLCkG6/OQFC50NLSgrGxMaVcZP4lWtaB2sFBpg5w5rryer0qyXkmk0E2m1XWmc7OTkWgaEXiQcFwq9bWVkQiEdy8eRPValUJqkw+u7Gxgbm5ORUatVOfPZ7tPF5k+GnhphBKpp/hgLzGbYzkT/m9PIAoMOlea0y0ywqqs7OzmJ6eVoLwxMSEg9mg95W0VK2vryvL8ieffKLyT+kETxJ7YNvCJhU4vJYhyFSkUtiTz6THBoUi5sOg1waVJgwlYKVcKvKk9ytDCZuamlT1yXA4jHv37inPCYbgkzFxI+K2bSuvW44VmTg5J1QG051dKtE4z2TKKcTIHIBUYvp8PgdTCUB5FeqVL+Va4PgzRIpeEV6vVzHUFHg5PyxEIxlR6Z3Lwgx/+Id/qN4nrbAej0dVhFtfX0c6ncbAwAA6OjowNTWlKsaxfdL6T6aCghHXMhUbmUxGKYgYzkWGhuNKJR29gGzbVlZPJjUn48O1JRVFXq8X6XRaCQXVahUzMzMOhZZktJlOQWfWgZqA/1M/9VNK6KNijIoOeiNYlqWKITE/DZUsjZgI6ZFHbysZgkalEdvMvnF83bxpKOxRUOvv78fU1BTm5+eRz+fVdcyZtrCwUKes0+EWPmpZlgqtTiaTuHz5MlKplFL8AFCMVXNzM8bGxlSRBip9qbBnaC+9S2dnZ5USfHl5WSkEpIcPwT2njwUZVVZUpNDq9XoxODiIxcVFfPbZZwC2w4YZ8jU1NYWZmRnlKSJpAtcOlQTMe8fnMLSI75LMeS6XU7nMmKCfHnBTU1NqP3V2dirP6vfee0+tB9ISfqRwc/r0aUSjUYyPjytjBpWq3/72t/EP/+E/xPvvv4/V1VVcuXJF0YqFhQW0tLTgW9/6llIa6gwzf7qFwfP/5AGYWJ5CGI02UoHH3HkydYV8B/c0FX88f6LRqMOzRNJH+Td/39zcVP3kOcCwVio9Wc2SSlmC+R6lsC2FDl04Zki3fM/Y2Jg6B9zAZ8TjcRw8eBB37txBPB5XZ1c2m0Uul8PMzAzy+byi/RQee3t78cYbb2B1dRXvvPOOEo6pTOJ4U8hZXV1FKpXCysqKI9RQn2eOvZxzKtiz2SwKhQK6u7tx7do1R1/kuOgpR/hcngv0btF5DyoxeYYCUMZlKgG5DqQRzu+vz8Et1xSVQvTYdaPNch/zvZKWp9NpDA0NIRaL4fTp0wiHw7h48SLu3bunDCzSU5PPC4fDSklIA6RUFAH1Biafz+fwhi2Xy/D7/Xj99dfR2dmJH/7whyqEjwZBvvPEiRN47733VD9o+NGVphyjYrGo1jYV2SzqxagMSXPK5bLyduYzdF7a7dxjX3w+H7q6upQCLJ1OOxQszCVeKpVUCO3o6CiKxSL8fj8OHz6MS5cu4fPPP3c8u6WlxTHvjaDvR2lIk32RRkrOozTq6Os3HA4jl8uhubkZly5dwu3btwE4jfGkSxyDY8eOKQMd18b6+rqjSAQdCBYXFx1exnLMKduQv+f+l0ouYDt3IGUXpqDg2pThoPl8XoWKMt0UUJ/uhmGgNKZSCc00WTKklukVOKYsxEmvfMp09MCTSKVSKkpGFi2yLMuxf0h/6WjCVD3RaNRBIy3LUnuTjgnr6+sqXJiypjS26OHpdBLw+/3I5XJKSctzXiIWi6G9vR3JZBKpVMrhoSnXotfrRWtrKzY2NnDy5EncuXPHEaJrWbXimnNzc8qxhuNJRZ9U1AI1JWY+n4dt28oLHECdAwWwHR23sbGhUpMwPQMhFZLkh8mj0WP1/v37dYZ/eT/7In8C20XXWltb0draip6eHlSr1TqvdvaXZxoN0qFQSOkNGuHYsWO4fPmyOrsXFxeVdyH5tEwm4zjjJN2QRmEdNLYQyWQSyWRSnct6f59XGKXicwbbts/t8/p/AuCf7PD/3wfwRx+pUY8A5plhFTQyGtIDhoxdJBJRHoehUAiTk5PIZrOYmZlRh0Zzc7Ny2ZcWPlp8mI9AhmTpQjUhlWCSIaYXAQnt2tqaUiwAcDDBElLIISiA04Mhn8/js88+w8TEBKLRKNra2hQRy+VyDq89+T72hYKSzngzHJEEiIcU8/gxL86VK1dUiLNMPMufkohTeZVKpRSjViwWlXJBKlP6+vrwk5/8BMB2zhAZ0qUfDpZlob29HZubm8pjSgo0AJTikyFSllULs8jlcqhUKiiVShgdHVVKLIb+kPlm8YL5+XmkUin09PTA4/HgZ37mZ3D37l189NFHqj1kTliEwA1UrlCBzfxDXK9yDNlH5mmjooJrhFY/eovcuHHDkdeEnj5ynqUyiwcgANVvFq7hWo1EIko45/36YUyPNH4nwzcoVPT39zc8DPU55V7ip6urCwcPHsStW7dUKCbz4liW5Qj3tCxL5Q4BgMnJSSUI6uNw+PBhfO9732vYDo5TIBBQXlkyzIZrPxAIIJfL4Vvf+ha+/PJLlTj7iy++UIIo9yTDB4lyubyj8o8pFYDaWt7c3FRhXADUHqUChIIDBXfmVeG7CZ/Ph0qlgu7ubqS2qrQXCgWMjY2psC0q2umZEg6HVSL/Ru31er0YHh5W1ZEZTidDv/WxJqRnIi398tquri7Mz88jnU6jubkZDx48QCwWQ6VSQTKZdFXie71eDAwM4Pbt23jw4EFdYm8q43K5XF1KAVbDdmurvlbcQpT0+9i+zs5OXLhwQc2ZXBusnD03N+cweDHHpWTg6clCUEGtJ26nUUAazzKZjPJUkgq7cDiMc+fO4cc//nHd3MgCEWRemey/qalJ5all4ZXm5mZkMhn84i/+Iubn53Hz5k0kk0llpEqlUmhvb3dlwPWziYIoQQGPhVdIJ2XUgkwfQQGE4cMMW2LIbjwed5yb7CeNTG7riv0nfZb/k3u8tbVVhRZKHiAej+PAgQOKThNHjhzB5cuXUS6X8emnn9Z50evepWwLFW9UcEmlMwB1vgHbZww9qOgtQe/3SqUCn8+n9gm9VjnvR44ccShMGxlJeR5QSXnlyhX1Pdss9x3PJYK0g2dloVBw3ee6V/PGxobKaU0axgIX5Mv0iA0AjqICHJejR4+qvGZMvE/Qq65arSIcDqtUMXKepTekVBrK/G9ca9J7i3mAK5WK8kB79dVX8eqrryISieDDDz9EuVxWhbwkbaWxb2ZmRtGUsbExtYc3NzcxNTWFhYUFB6/CuZQ/Aag0M8eOHcP4+Dh+8pOfKM82OX6MAGHBGsnPnjlzxnV9yHmLx+NK0Ug6IteWNHzJNSI9xRudTUwhoKcZkchkMiiVSqhUKnj//fdVfk22k/PHPMUECznsBt0ooIPfFQoFRyEjnR7SM5JhpzQSyVQxwPa+IH/JKIb+/n7VX0ZVcE1KBQ6VQWtrayq0lXwd4fHUChfmcjkVCkwjx507d9R1zM9KYzjXuEyHpHuU8kz8/PPPYVm1lCJ0mOAZ4PF40NbWhu7ubvy7f/fvsLy8rPaULK5EGY+pk6icooGRSjs9jRbfEY1GsbCw4KBP+lpk7k3SqMXFRRSLxbqciNL4EIvF1B5kSDYVq8xHy+sZNku5io42fG8+n0e5XFY8qwytlWlsWltbHQWruFYkj8Bz3q2oXqVSwf3799W+W11dRT6fV0YZ8kP5fB6lUgkAVAoEIhgMoru723Eurqys4PTp07h8+TLi8biK1pE4cuQIbty4oQwDLHw0Pj7uePfMzIwjzy7nvZG3J79rampS+XRpqJT9b3TW0QO+o6MDMzMzdeNGJBIJnDx5ElevXlXKf7/fj0KhgEqlopSt8r5CoaAcTNyUxkBtr+ZyOVVsCqhFDjBsn7lJjVLR4CsHKgTkAcyqZpOTk+ju7sbly5frhCoeQiRcPPho9U8kEkilUjhy5Ihi9NbW1vDgwQOkUil1EPFAaG9vrzsMdKFYHj6xWAz9/f24du2aSrS+traGy5cvO3JfyeewDUQ6na47qHK5HKLRqGLKrly5gkqlgomJCWXZ6O7uVt5MOshIyzxuTDzMvlBx0NbWhs7OTiSTSfzKr/yK8qpLp9Nob29XClkSWsuy1HPluBDVahX3799HJBLBoUOHFHOQzWaRSqXw2muvoVgsqiT5vD8ajWJpaUkpg92UsMlk0pFHkUyHJPwsOsBwSx7IDEk5cuSIWh+sAEjGaHNzU+Xam52dVcpnjmkjSMIu28zcmHIdpFIp9Pb2oq2tDcPDw45cIbw3l8thdXVVKUaZqJvekMlkEqdPn1beKdlsFvfv30dqq4qyLnySQSkUCmqveTy13I7Hjx/H2NgY7t69q7w6yZjo+XXIqMm530m4ZH8ZqiJD2iR05WMmk0FfXx9+53d+B8B2mGuhUMClS5dc30VlA/PDSWGQzFNbWxuOHTvmyClHhpx7hF7G7CcrlOs5gkKhEAYGBjA8PIy3335b7U3OBUNAZ2ZmHMyc7hWsQzJhVBrRqs37uBf1MP1IJIJcLqeEAr1CJT0bAKCtrQ0bGxvo6enB+vo6hoeHcePGDbz33nvY3NxUVRjJoLt5VhJkaAGotAlkaBpZcFnpk/SEcyHDuKnooKInl8vh/v37Sinvppy1rJp3Wk9PD0ZHR5VAQvpCBRsAZXwCoLyzOJ66x6R8F72QGuU9kikbgNp6zuVyqsqyrswivZYeudLjhDTCTUFLZd7k5CTK5TI2NjYwMDDgKnTzeVIhQ6b6zTffxHvvvefoj6TBuVwOPT09OHz4sMPTx+ut5YUFnDlCZcj+TqD3CHPAxeNxNDc3w+OpVW3d3NzEwYMHlafOgQMHcOPGDYcARWF1dXVVeZhS8BoYGMCnn36qaAiNFLdv33YI71Qk6rmSmpubcfv2bSXEMUxTji89a6R3ke4dIcerWq2qddnf368Kz1CgYWEfCrxLS0sqb14wGERTUxOmp6eVMubgwYOYm5vDxMSEI6k9ABX9IEPrOT5uHl/0oGVRAt4vaXZnZ6cqmkIB0q2v/E6OCw1I7Btzd/Js4U9WVJfPkbnBWMCG4y/3CeeNShhZ3V4iGo2qMDr5PyqZbt26pcZOnv/0ZqZih0pYph2R9IJKGVZkprKca08qFS2rvnI4vcFlsTSpiJEGPqbKOX/+vMpZy3VGuur3+1XuTj4/l8upfhJyDbntY7ZRby+9D4eHhxWdlfB6vYoH0ZVVVPpQub2ysoJcLlfnpRqNRnHgwAFFM+T73dbgTrwbcxlyDViWpSJaYrEYqtUqLly4gObmZpW+RHoykaY2gpunoltbQ6EQWlpa8OWXX9bxb+Sfh4aGlGd9pVLB5cuX60LMGSa8sLCgzk2ZTsLv9+PNN9/Er/3ar6mzSCrtZe5Gri2mCJHtJl/a1dWFiYkJLC0toVAoOJSKyWQSxWJRGSi5B1taWlQFb3k935tIJHDgwAFcu3ZNGQaZkqZSqaCpqQl9fX1q3dLIu7i4qDzZZOobegFKj3+G8vP8kf3jOEhZlPIKjR1EPp/HwsICstms8uZ1c/SgUW9sbEzxlTMzM8rrkwpAn8+HkydP4nvf+55KQcNczUNDQyodED31mfKH3sZ6zviOjg4ANVr3ta99DVNTUxgdHVXnX3Nzsypix7GU4H6gN6eUIZmigXIUnR74f30vyqgxGnhI548dO4Zr166p84T0il6Scn3wpzSE8AyWzhMPHjxwNRCShjBVCKOrmKbn+PHjjmv1+5luCgDOnj2L/v5+JavI+/R7yF8SLApIRbg0XjFVGgvGuD3z5MmT+Pjjjx1KRRoZ9MiO5x1GqWjwRFCtVjE9Pa0YKcBZBZnKAYaeAvXhFblcTh0QFP5YAZG5g5inh0yj9Dp024CS+eZhQ6XMkSNH0NbWhi+//BLBYBBXr14FAOUhI5/BjS4Zi2CwVuGNVkoASlHa3NysrB8klK2trSiVSkoJwmfFYjHljUjGXOb9k94OZOxIcJhnjB4WPDj/1J/6U/jggw/UXMgQSj3hLceNir9UKoV4PI6BgQHMzc2pe+mtQY8/Fv/w+/0oFouqMhgZT3nIUQiZnJxU3muFQkFVVuR6YELbXC6HgYEBZYkCaofUxMSEgxBbloUTJ06oIgaffvopvF6v4xCQ4VHZbNYREsFwJX0sqLgFgEqlopQ1yWQSR48eVYweGUOGpAwMDODOnTuOUE2OHxmIRCKBlpYWjI+PqwNUKmiA7XADHk6ZTAbRaBSXL1+GRFNTE7q7u9VakwoN7qmFhQXlDSHnpJEnGv/OZrPo7OzEpUuXVNglmUGuJVo3JyYmkE6ncfbsWcRiMZRKJdy9e1fl1MpkMio3pTQGUBlRLBbR2dmJwcFB3L9/X1Vl5rixQqRt27hz547yRuQcyqqyDBX3eDzo6OhQOQAJhot5PB689tprmJubw/e//30AUDTMLRRjN6VioVBQVvShoSHcvXsXt2/fVqG6VD4tLS05KveRyeT7urq6cP36dUfYXltbm+sckabFYjGlRKA31meffYZIJIJkMqkKyOzUfgA4dOiQUirSyqqvDypfLctSe5HhP5lMBv39/ahWq2rMx8bGlFJRb7tk8puamjAzM1Mn6JGmZTIZ5aUci8VU7pt0Oq32+26Kct2bURpcCoUC7t+/rxRj/D6ZTCKRSKhw0nw+j9bWVpXLkaGSEvQU9fl8SvHidj4VCgVF+5kjzK0Yld4P2VcqNsksDw4OYmFhAZ988okKSyJ9cROkDx8+rAQCntNsgwwldwtTHRwcxOjoKHK5HM6cOYMPP/wQi4uL6O3txU//9E9jdnYWb7/9Ntra2pDL5VAqlfDpp58qYQaorbP5+XnMzs6qc5ZFJRr1Hdje91JApUKFKT1OnDiBtrY2R1oN2f9CoaCU77rBxA3VahU9PT1YWlrC1772Ncc86GB4Xi6XU96nzc3NWFpaUucEK2WyUAcNUkyhAdQUZdevX1fPTaVSymNSr4r8+uuvY3x8HAsLC2q+CoWCuqa5uRknTpzA0NCQKgDDsZUCDZVEzMPM8P6lpSXlCQdAKX8/+ugjZdThOMmqps3Nzcog1N7ejjt37qiwc76PaTC6u7tRKpWwsrKC3t5eV6ViPp9XyqSWlhYHbaFChuBZk0gkVMocrh15FgHblcD5LObSYnSAVNa7KaSkICx5LtIZaTwkHyfngAqGBw8eYGBgAF9++SUWFxeVQE8esVAoKOULAOUpqLeLQvjMzAxisZgq9jMwMKDWjEQqlWroXQMAR48exczMDJaWlhQPzuewLfRQbW9vV9EsEl1dXUilUqqyveS5ZLvlTzcw5Nnj8aCrqwtXrlxBMpnE8ePH0dTUBL/fjzNnzmB0dFSlONoPqOgmdE9P+b9oNIpUKqWUzVTwDw0NYWRkBN/73vfQ19fncETgucY9Ew6HVd7Eqakp5SHI92YyGRW2ubCwgGQyiXQ67cjhm0wmlWcrFepyjhndQi+5crmMeDyOiYkJpUiWkUBM4wTUws0ZDaIrXCUfT16GVXk5ToxOA6AUjGtra5ienla0W0aqyLycbW1tqh8DAwOq8GU4HHbwxDwL9fN7bm4O2WxWFdAaHx9XXqOMTJOGKmkgzWazWF1dRSwWUx7l9M5lZBD5yWAwiN7eXly6dAmRSAT5fB5dXV3KSMAchUDNG3B2dtbhHS2NL0NDQypSjIo3metZnwM3Q1N7ezs8Hg9u3LjhUIRybaTTaaytrSGfz6v9R/5Ywu/3o7+/v+4cokPHmTNnlNe4NFbtxGtKuZM0lkZnGcIs5SLSyObmZjQ1NaG9vR0HDhxQ54BbgSqCHsCM2Dh58mRdWLm8z63oElCbo1KppPI6S+Utx6pRkSMJfWwymQwqlQquXLlSJ5c+zzBKRYMnApZyZ9Xj+/fvOyyqJNLMSUfvPQl65JGoynBPEhnmvWDlLnp78f5SqYTx8XFV2VgygfQey2azKqQgm83i1KlTSpkA1JSKy8vLSuANBAIq+avOSDaydEolUV9fH6anp1EqldDc3OzIJwfUiBS9ASQjw5xRDE/1emtFO1paWhAMBlGpVNQBziIefDcPnEqlgoMHD2J8fBwrKysqzEYy0vKnZMhjsZgjjE0Pv7MsSykPmK+D4dO6VR6oCUdULDIfB/MsMmeYzEXDZPeE1+tVFQT1sY7H4+jt7QUAvPfeew5Lu8fjQbFYVMV6LMtSSohQKISenh5cv35d5c+iQpvIZDJKodHT0+MQWFpaWtRcM2cn57C3t1cJYW1tbY6wRmlVZtEH9pGhHWRWWHmcnrQ62tra8JOf/ARra2sqtMuyLJV/p1Qq4eTJk7h48aLKJSnXXyOlopsSQa8WzX7ato2+vj40NzdjbW1NWXxlDtPFxUXlJVQoFBzrTirMGW7JBOJUqCWTSWQyGaWU1isrc1/JPcm5IIOQTCbrEopLYYbMAYVLetvJdzVilOgBybDfjY0NZc2cnZ1V76USkWMhhVWG9BHJZBJNTU11eWJ0YVT+9Hg8GB4eVh5YFJxDoZBKrt4IIyMjuHDhQp3CTyKdTiOZTKp8aMyHS+8QeiBzzBcXF10ZJK6ZkydPqgrTZLLlGLe3t6t9AUAlrl9bW3NYwvXx4Dt0wVX+v62tDdVqFdeuXXMoLuX7qWizLEuFTzK3VDabxeTkpCNpOZXSMm+b3i6GTzIf1erqqkohMDIygsHBQbzzzjvqHo4NBTugFlrE57a0tODKlSuwbRtHjhyBz+fD5cuXMT4+jlKpVCcQSzDHGABHAamdxpWg4MtxkgJSLpfDsWPHlBcyUFMuMcE8MTw8jIWFBdy+fRvd3d1KISHfxzMf2BZa2SYWnpL0jDQ0HA4jn8+r99FgR/h8PvT19WF+ft5xLuu5t/gzFArhm9/8prqOc0NjKcO6pQHT4/FgYGAA6+vrSCaTqFQq6O3tRTgcVsYjWWGdoVEE89wyzN3j8WBwcBCBQADXr19XZ61l1Txj+vv78emnn6q57e7uVs/yeDxKaXTt2jU1X0ztQa8bGoJ4BmxsbChDAlDbR/Q4zOfzKBaLGB0dVSFchw8frsulVy6XAQC3b99GLperK9THvdLb24tjx47h/v37at/pynSGlt27dw+lUqnOYJHL5ZSRmEUl8vm8Cp8cGhqCZVm4ceMGIpEI7t+/D5+vVs2bdI2hnvK5sq0Mg5R73OfzoaOjA62trcrTCKh5tV69ehW2beP+/fuuUS76O8j30iuLfeF7uEf1gi866Nll2zZeffVVnDhxQnklMaQecBZNagTyz3JueYbqHjY0Osu2FYtFdZaRTwRqAnwul3PkPwTqz1oaa9hvygrMuzw0NOQw4JB3a4SdPBX1M5fnks4HtLS0IBAIqIJxbOPrr7+OEydOwLIsvPHGGxgeHsYHH3yAqakpFXXg8/nQ2tqKlZUVtLS0qCgnFtagEXpgYABtbW1Kwc7zl/SPiiIqjaamplSqC7lWuaZ6e3tVPw4cOICrV6+ir68PH330EdbW1lQVakkHqZB2G0O3wiTt7e0IBoO4fv16XR5LacShNysVfNFoFJFIBAcOHFBpALhXyA9NTk6qIiyy+J1bnkBgO+80C2YSTK8xMTGhcp/TAE+Uy2XlYah7fqbTaRX2TAVgPp9Xnp9UcLa3tysF+MTEBKanp9HR0YEPP/xQ8Si2baO1tRXXr19HNBpFtVp10BbyiMlksk5ZDDiddNhnOolIIxGjWCgDcgy5F8gn6jh+/DjefvttPHjwQKXceeWVVwDUPOA/+eQTVU9BXx9u4Dt5PtDpgrIuFYSMNJDPCQQCir/imtLPEwnOy8LCArq7u1WKJ+aV1q8Famvjo48+qlMQdnZ2OuS3RCKhjPb0lHZ7v45yuazSYHV0dMCyatEcMzMzSs7dia4/LzBKRYPHDhJEetnRciwtOLJiFhUvuVxOWdnIiNCqBGx7a0mQAGSzWWxsbKik/8TAwIA6pKSikGBuKDeBWc9pRMJx7Ngx1X6dQGazWYfFVo4Jn5dMJvHWW2/h+PHjyOfz+M3f/E11jewTvWHooSTzU4TDYWUJSaVSKufF4OBgXXUwjjmRSCSUULq2tlZXwZdoaWmBz+erq0gNbIdc6aFhVIoxXwzzBOqCAA/+arWqFA20ErEQjFQ+U1H36quvwuv14vvf/75rtXC9r11dXZienlahtjygDh48iHg8jsOHD+OTTz7Bj3/8Y9y+fRttbW147bXX8Hu/93uqUAUPTPme48ePK2ZMYqfwHMuqJTd/44038Pbbb2N1dVUJVgzfIvPN8E4KQEBtbfX09Kg+UOjTvaKy2SyOHz+O5eVlhMNh9Pb2IhAIYHJyUnnF9vX1YXR0VCUZpoCYSCQclm63vjVSpkkGWypB9Tnh/6lk9fl8mJiYQDgcrssVw+fSu4YKaDfId+iKJCIYDKJQKKgQXDLzetuIaDSKkZERdHR04O7duyqk3q3wg1t7mCMNqDENt27dwsTEhMqzAsBRpIMelu3t7eq9v/qrv+pYA27vccsjJFEoFFAul9XcMqSQDDBRKpWUoprhTt3d3XXhHrqitqWlBZubm7hz547yfras7UI+tm2jubkZ9+7dU6ksmMxdb7ekc42YKJ2xa2trQ1NTE374wx/W7QfuFxlizue6VagcGhpCJBLBl19+6WqZloyrVLbl83mluCDo0USFerFYVNZs+cxQKIT+/n5VPZTeoXrb+LOzsxMPHjxANptFsVgEsO2BZlk1r5BDhw6pcZ+fn8fZs2fxwQcf1D13Jys6FajpdLquTW77UPbp3XffVQraeDzuMLjI66WwzrV46tQpzM7OoqWlRaXYkKAyY2VlRQkUHo8H8XhcJbOX9Ir5jInu7m7lzXvlyhWUy2Xcvn3bdS/re0sKdq2tra73kO+4cOECEolEnYKmo6NDVeY8c+YMUqLyeqVSwfz8vDKiZLPZOs9Wen/JEG2pxJF7mkqKzs5OdHd3O/gjCY/H46iKWqlUsLq66jDy+Xw+xS/IHKHAdqVToGY47evrQywWw9mzZ9Hc3Oya3oXvdVP8E3palEb0n9XB9fUlvaMoTEejUXR3dyMcDqO7uxvVahWjo6MqTzdTrbCS6ObmJlZXVxW9kmuLwiPzseketdlsFgcPHnR8xzBSRjDwb6nAbkT73L6n5yKw7a3eSJj1+/1KkcwCOkRHR4eaZ1kErhHkuDY1NSEWi6Gvr0/RXHm2cQ/Kc35oaEgpBROJhPJSZpoO6akF1J9rQ0NDuHDhgopYksYJoF6xsltfJC3SDV/FYhHFYhG3bt1ShTxWV1dVBEcikVDpIwAo3iwSiSASiTgMIz6fTxnVx8bG8P777wNwV4RQoS/7zPe8+uqr+M53voPR0VGlSE+n02hqasLIyAj+/b//90oBzXdLpaLP51P7i6AjCFCjHVeuXFGGTjeFkLxXnlP5fF6lzDlw4ADm5+fR2tqqcjUD7vyypF/0eKSCj6lriObmZgSDQcXXeL1etLS0YGJiQhnymPuP0HkXud8sy1KGcHra0SmG11QqFVy/fh3j4+NIp9OKJlhWLRIpFAqhs7MTJ06cwLVr19Db24tkMonf+q3fQiqVUnu+vb0d4XAYc3NzKkUN549zw2gwKpT1ddFoHtz+7/P58Prrr+PChQv48Y9/rHgXhuwePXoUt2/fVry4VAq7zXswGMTAwIDKmytBr9ff+I3fqLuvEXSDgx6NxzPv3r17Dh5P8mCSn9f5Gn2dBgIBnDt3TuXulzoH9lkaOkjX4/G4mgtZYIt9SCaTqFarynOaTiSN2kKkUim8+eabDqORm1z+vMMoFQ0eO7gh5SEGbAuMV69eVZZMv9+PoaEhtLW14dKlSw6lIpWSZCL1pOpAjSmiYFwul9Hd3e1g+mUeF6nYIxjCqX9vWZZiBubm5lROPbokE93d3YqRaWtrU8KJhAxXkM/XlVW2bSvPQSkktLS0YH19HcViEfF4XD2/VCrB5/Ohra0NLS0tystGz1VHoYptoDcD+69DhtHpBxlDAvv7+1XON4b9ScFdEkH2kZ6HlmU5lLi0PFEAoDKR7ZZhplS0AVChs3wGPWDkODPX5O3bt1VYLZ/f19eHlZUVXLhwAadOnVKCV29vL65du4ajR4/i1q1bWF9f39GbS4J5UST0NRsOh/H6669jaWkJa2tr+Oyzz5BMJvH666/jD/7gD5QFVFZni8ViKrcmx5feYLrSt7u7G7dv38bU1BQKhYIKFX733XcBQAlLHR0dyqIox0sX8qTgIP92g35fI6UiK4qeOHECi4uLuHbtmqpe6qaslOMrw0WWl5fx4YcfKo8guXa5FnWBPJPJoLOzE3Nzc468Mm59oHDE/Fkyt9VOe4iQVaqHhoYwPT2NqakpDA4OqorQ9DagEMZnHjlyRDEXO4VaS2UAUJ8/07ZtnD17Fp9//rnKNXn48GFsbm7iwYMHar0Gg0F0dHRgbm4Oa2trDZPiN5p/5oJkSJAMxbRtW+WGoqCXTCbV7zsJ0JI+c29nMhmHZzvXrKxczt/pKfXZZ58hGo06knB7vV6ldOEepyJ1eHgY7777bt1YeL21qpXz8/Noa2tDNptVHjC6VZ6emoVCQVU4vHr1qvJykfS1WCyipaWlbj+7KQiCwaBS0krvcTmWHDN6hX300Uc4fPiwEmA5LzuFV5Me0xOKSiwZXi8hzzN6wkshSQc9xoLBIDY3N5Uwa1k1r/f+/n5YluXw1pWQBbJ4NrD/7e3t+PLLL1UqinQ6rc6ZdDqtwpWvXLmC5uZmlauL/ZDCpm3byGazWF5edihv3faIPJOKxaIaJ0lXI5EIDh8+jEqlooxvRC6Xw6lTp/Crv/qrrpXL+ay2tjbcuXNHherJc0cWWAqFQmhra1MGsJ2MIABUDsJMJqM8imzbxo0bN7C6uuqoMMsiNtlsFgMDAyr1C8N2z5w5g97eXlXkRY6P25gBzjzVVG7JdVUqlVQFdt4r6aNOy+X5S2VQJpNBoVBAoVBAtVpVvCZTJ0SjUVXYjSGlUsCjEm15eRnlchler1d5VTFqZqf+kh9jEZympib4fD40NTVhbm4O8/PzrgYkycvx71KphHg8jrGxMZWDt7OzU7330KFDjmcwPYpUJhIsgHfv3j14PJ5d+R6OO3mWvr4+dHV1AYCKpvB6vejo6FD8S2qryns8HsfJkyfx3e9+Vz2PxftY2EqPntDHkoo+AI60Qzr2En5YqVTwxRdfYGBgAOFwWHl+E8FgEOVyGV988QVs20apVMLY2BiSySROnTqFc+fOIRqNqn3S29uLzz77DJZlKQ9FHUx1QBQKBdy9e7eOpkvsZEDk2sxkMur9o6OjDgWxvJ78sq7MIarVKgqFAj7++GPX//Od4XBYnc1M9+TxePDKK69gbW0NsVgMDx48wNTUlDrfuN75DO7VSCSiIpaYCkgq7nWFEvvFOe7p6VG547u6unD06FF8/vnn6jopjwWDwbpiR4DTcEjHmEwmo+QH5vJl8RmmMGDaku7ubsTjcRw8eBDVahXDw8NYWVlx5HSV58fi4iIuXbqERCKB8fFx5SVNDA8P76g0zGaz6v+kG/o85XI5tYZlgaRSqYTW1laMjIygXC7jww8/VPkq2U63SIV4PI5CobDjWpWgTiAejys5kGufc8zUSYlEQuUVHx0dRTAYVCmiGoG1GwjSIYLjk06nce/ePeWtKueZBWVHRkawtLTk6Js8Yzo7OzE9Pe2oJSCvYUg0z0Yd0jCmG1Xd0j7s5KzyvMEoFQ0eO9LpNCYmJpRiDoAKC8tkMujq6lIFEJjAXyapJliNcn5+XoWXSWUUvRzlhnM78Lq6ujA2Nubw1CFoDXW7j8IYK1FHo1EVLkMUCgWVp4JWjVOnTuF3fud3FFEmMdWtOfohQYIbDocd7WQS30KhUJdvY2hoCL/4i7/oeI5evTifz6v+6Xm0dIZEMugMo5Dt/Jmf+RlsbGw4PDSYt8myLHzwwQewrO0Ezkxs7vF4VK6xtra2uurffH80GlWFMuiBMjc3pzzzpICth2KEw2E1FxK5XA6HDx9WoT2yP6zwzcIpra2tDuartbVVMeo63JhEJune2NhQ1QfdrqcVEgBeeeUVzM/PY2JiAslkUllnJyYmlFcvrZsEPRqkFZ9jWS6X0dXV5aggykrjtm0rZTHDO3frE7HbwbbTvW6KVlp2U6kUPB4P7ty5g3g83rAgCNtw5swZVXFtamoKnZ2d2NzcxNWrVxXzk0qllPKI4biynalUCm1tbRgdHUWhUGgYlurz+TAyMoKLFy+qwkH0KNqLFfHIkSO4c+cO/H4/mpubVSJ0oLZ/6ZXKpNTymXLfsmANLec6ZBukMEYw7JKKvmw2i3K5jIWFBaWYGB4eRjAYdCS3duuf/rdt26hUKkrhwjx1nIvW1la1vmV7+HOn+aZCiwUxeJ64hQqS+V1ZWXEoFVtaWnD48GEVlkWhhkJ1Op12hPwSp06dQqlUQigUQqFQwA9+8AMA28WGUqkUbt++jdbWVvVdU1OTSuzOfGSZTEaFqk1NTam8qQzx08d1J6XLTnPR6BrOfbFYVMo5ydTuNP7AdsJwqVRsFBqp73OJRl4pHs92yhLJUMscc3obOd8DAwO4fPkyNjc3HQIKqy0ODAzA7/djYWEBpVJJ5bxiDjmgJlxOTk6iqakJxWIRMzMzOHHiBH74wx8C2FZ8WlatWr30nt9p79O7s5EHtayWrD+HPJGETDXBvZxMJlUYNJXMmUwG3d3dKuRZV6ztplQslUoqHJntY54znin8kHeisZVKUPJDboYotzUsv1tfX0dHR4fyUKFHD8H8b9J4yvvdQjJl39lmXaHGNtCbmN7UiUQCra2trkXTmH6DBQiYVzUQCLimYZDo6upSBqeWlhak02l0dHQoZczKykqd1x3HlRVc19fXceTIEVWUiUVulpeXUalU0NPTg83NzTpvfKno18GctPLancAxaW1txbVr19S5CtRyuXIPcq6o9OcZrCsr5FqwLEsZnAG4nnv62OjtIhpFX0iEQiGV+oieRhLSYMHzmYU3pAxx4MABfPLJJygWixgYGFCVdBtBtjWfz+Pu3btoampSn+XlZYdxoVGBGIlsNotXX30Vly5dQjQaxdTUlJILJE1ln5ifnG2Qa497kAZ2FsSQ97W3tyMUCqGvrw9vvvmmYy5Ix1jkKZ1OY2hoyJGnXNKoQqGAcDiM8+fP4/d///dx584dDAwMoLe3F+l0WuVwp4JPp5M0+h0+fBjValXl897c3MTMzAwsy1IVr93GcGRkxFEAEIBSULKIFK9bXV3F0aNH8cEHHyASiSCVSjmMMfL5boo5IhKJYHh4GEAtbzFlnXv37qk1pkN+19bWhtbWVoyNjam1ptP5pqYmWJblmj6HKRPy+Tx+9md/FjMzMxgbG1OFoCqVSl3BGioFW1paVHG5vSCVSqkIA+5phqjH43HE43HEYjGVvqmrqwu3bt2C1+vdVano9XrR19en8uXr7QVq3tiURfVzKRQKYXh4GNeuXasz6Mm1GgqFMDIygvfeew+WZalISYJyFo1tFy5ccDyrt7cX9+7dw8bGBo4dO9awT0ztksvllOfs8w6jVDR47BgZGcEPf/hDBAIB5aZfrVZx/PhxXLt2TXmO3b5926HUkJuSVp/29nak02mVLzGZTKKnpweRSASVSgXT09NK2APcGWZ6kdy8eRNjY2Mq74Xf71fEVb/PzdOS0MNr3BgGt9BcN3d0YLtaKYn71NSUI/9koVDA0aNHMTg4iF/91V91PKORQJhOp5Xw3NLSgkgkoipaUxFLj0i2D4CyevPn+vq6YjAYnqKD1nzpaRWLxZSQYVm1UNeenh589tln8Hq9DgFJFtoJhUKoVCpIpVKoVCr4/PPPVYU3Csdsq67wlF6NxLFjx+ry/unM5/Hjx3Hz5k3liarDbe4agcpxt3nZ7UAgQ828OfQOYjJm/f7W1lZ873vfA7Btnfz617+uDl4pxKdSKQwPD2N5eRlDQ0M4dOiQytfnJtC6YbcxYHU+PkP3Qmtvb8e1a9fUmpbMMT16Pv/887qQWL19+XzeMb4yZAyAYkiYp9Hr9ToKoVCx3tzcjFKptGMieqDmwVAoFPDFF1/g3XffVYIdsZOyld5/hC4QtLW1Kdomk0RzLYRCIXR0dCjvRobJ62htbVXVFxuFdEtFW3t7O2zbRiAQUMr2RmGRe2FkmMN0eXlZFcJhvqZkMlkXOivB5N7Mqej2bno7ELrAR4Usq8PSk4vPYLj56uoqvvGNb6iq9jshkUg4whbPnTuncjxSkNerybI6ND2NmC8Y2Pak8fv9OHLkyJ5z5OiCttv3+vVu6O/vx9zcnPLq57XpdFrlLj179qzjHlYldnuXGz1o5PXYaKx36n9zc7PyDtQjAHgfc5B9/PHHjnfTUMG+3r59W4V9njt3ziGQHT58GHfu3EGhUFB7iyGJTFEhc7ftBrZNeuEQ0jNaCj270WDbth00zi0UrlAoIJfLoVKp1I235Ed2UyoCcKRdke2TubCnp6dVuoZcLodkMon29nbl7SH5pt3ODiqZmKLmrbfeQnNzMyKRCI4cOYLFxUXl7cjwzqtXrypD7vDwMAqFAiqVCt555x2lKN7c3FR8BwDlSa3ne+P6Zjv9fj8GBwfrKqDSyCHni2dzJpPB8ePHsba2hsnJSeUJ5KZMYKRALpdDX18fNjc3cf78eeVFzDyWOqTnPPPBMVdtPB5XisSzZ8/uqOBvBI+nVszs008/VTmYdwLHIZVKYWRkRBn8gBqNZq5yj8eDu3fv4q233sLFixextLSEt956C36/XylXWahEKmRjsRg6OjqQTqdRrVZ3pBc7Ka73Cqls0uHm6Udji/yefAWNGbu1SX4vo7qy2axr0a+9KBV55pBnzmQydaH7NNp4PB6Vs5TRGBL0zAsEArh48aLy3BsZGVHK90qlgsHBQQwNDbmu22KxiMuXL6t9rtMn2Q/KEYFAQFUlpmNCPB5Hd3e3quA9NjbmSEVFesDCkgBU7nKPp5ZbmtEmXV1duHv3rkM+4D7Xx5Vj5vV6ce7cOaytrSkvfgDKI3djYwNtbW0OJZwbPwagYY5queck76gjk8lgeHgYU1NTqFQqyGQyGB0ddRhT6WEqnTI8Hg/6+vqwvr6O+/fvK4M30d/fj/HxcZTLZbzyyisol8u4f/9+nVKRY97S0uJqlHW7lu+nR+GBAwewuLiIubk5RwQJay18/etfx/DwMG7evInbt2/jl3/5lx0yi+6ZDsCRM9gNjKLRUy3xOdVqFdVqFW+//bbjGt1rOhqNolAooFQqoaWlBTdv3lSGHdu2lYzQ3NyMGzduOGhBKBTC+fPnXR0AJAKBAI4ePYrR0VEMDg7i3/ybf7Nj354HGKWiwWNHJBLBG2+8gQcPHigrut/vx6lTp9De3o6NjQ2Mj4/jX/2rf7VjwngSjL6+PoyPjysFVSqVwtDQENrb25VwJ++RKJfLmJ6exvLyMrq6uvD+++8jFouhq6sLExMTDuWdhDxY9QNQMok7JXaWIIE5c+YMrl27hnK5rN558OBBVZl5dXUVU1NTiMfjSCQS6OjowGuvvQav14tqtYpDhw5hYWEB8/PzqtCLG1g8wOv1olKpwOPx4NVXX8Xk5CTa2trwne98B+vr68pyR4RCIXVoA9shCpVKpS4vhAQZLiqOGP7EUGk+L5PJYGZmBmtra45wQ2B7DYTDYWSzWYyMjKgQeWCbQeJ1biEt+jpKJBIIBoOO8A39PnrL7QRZSbTRuwA4qpnLAg97CRGQffN4PMoz181bwLJqBVtYLZZMJBkwHZlMBq+99hqWlpbqqpq6eY64/e2WU0dnBk+cOIFPP/0UiUSi7hDO5/PKyu0m8EhrNREMBtHf36+EQibUb9RW+Z2u/Cei0ShCoRCOHDmCtbW1PTFEwWAQx44dU17T9MRuNN6NoAsEMpydoTRUbHP8WCl3Jxw4cADNzc2IxWJqjOV7PB4PTp8+jT/8wz9ENBrFgQMHsLa2poRYPTfobmAVcfaHgjqVqAwn1nMgyTYR0WhUeRY0ClnR4ff7VVXURCKBTCaDzc1NNDU1KQ8uyRD6fD688cYbKg/WO++8o/6XSqUwOjqKzc1N15BAglb0QCCAsbEx5UEhzwcqF9ySw8v+JBIJzMzMNMyhBbh75uy0V3cTWmOxGM6fP6/CZfkuChnBYLCO1ng8Hpw6dQoLCwuOXL1NTU2u/dOVvYSurJTgOaWPhc/nw+nTpwGgLqWH3jf5uy786z/1cQqHw3XrzuutFe/Y3Nx05Nbc6f36d9lsVoWlUcHIcMJ0Ol3HVwwPD+Py5csoFosqIqLReEraJlMmUAGst2cvnor6fLKgB99BxUQwGFSF72zbRi6XQzabVXvfrajNbrn5ACjDJ5XBwLbRVN9j1WrVkb80k8moMN+WlhasrKyoMLb19XXlBc90Nvq4ch+Uy2WV91XSXHpp8v0tLS0ol8s4cuSIErZpnGFl1E8//VTlVnODZW1X62bOsN1AIw09oIGa4uHBgweKZzx48OBDKRQ5DpFIRBUi3A17MXIAtZDUnp4e2LaNU6dOqeIbAHDy5EkVrtpIDtjL+nnSsCwL3d3d+PDDD1VetWAwqOh0o6iU/WAvz9D50FwupxTYgFMhzWdkMhksLy8rvpL8C8G8yADqaJ0bvWCUGFBT4pBONwKjSVgARYee25hplYCao4PMeSdTMDBtQTabxejoKHp7e1GpVBz8fnt7Ozo6OhAIBNDU1ISbN2/C7/cjk8lgbGyszrAA1J9jcgzoBScjLwKBgCp2w3ReNKqSjujG773usZ1ABZgbmMv1xo0bSKVSdeuGVZMBZwhuOBzG4OCg41rda5q0aq/yL98nDVV8l5vBzuv1olAoqDzMra2tyGaz+Bf/4l80fK88Z90g17vMs9sIbtE++q71uxsAAD6LSURBVHOYe5cFZagEzufzDqeKbDZbV1l6J3opIVM8NOIHnic8e0pt8FLCzS3dsrbLy9+9excez3YuMG5YFmahpwHvk+Xc+R1QzwjrhKC/v1/lLKLbPLDt1RaLxRAKheqYFj25NwBlSZWKvFwupzwo5MEoQ8VkhTG36nORSARnzpzB5uYmfvd3fxfAdhXK1tZWR24seleywmUjL6lgMKgOG14TCoWU4uHOnTu4fPkybt68qcaMh7hOuGiF3gmWZeHs2bMYHR1FPp/H9PQ0pqenHXkpmpubsbq6ivHxcRw+fNihUHGDrGhIi7Cc37a2NteiNPrf+ne7KWgApxKQuVz0sHK3dofDYbS1tWFxcRGVSkVZS3XvBjeQ0Z6amoLH41H9dTtAqYBsbW2t20ORSAT9/f0YHR1VIfvlcrkuX0ejfoRCIVcvFSoVGykyGPLqlkOEkMLh4OCgIzeWjmw2i5MnTypPFK5/+U63g97NetnU1KQqu9EzrpFCvhEOHTqE+/fvo7e3F9/97ndVmOBu3hwS0ptKb6MMS7Os7fyvR48exTvvvAOPx9PQW4phe8Tg4CA+/fRTrK+vo7e3Fx6PB6+//jqGh4cRCoWUR8La2hrW19cdVT91uO0fv9+vPBIBp6GFIYaxWGxXDzWOHcNEdlNwE6Tb+Xy+jnYzh9zHH38M27aV5ZpePVIY4Pf04qNnzU7I5/P403/6T2NjYwMffvih67nUyONBXhcOh5X3iKRruVwOpVLJkV+wkfJqL0ypfk0qlVIKV3kWNVKOMw2JRDKZdBU2h4aG6jwaWltbdwz9oifE1NSUYx3K57sZM+QZHY/HMT09rRh4Safk+QnsTcElla76/fIat/GnItHj8WBkZETl2QNq+1RXYBIUEKXwwbx/elivNII18niR9E3S5L14KgI15dz8/LzKD/fTP/3T+PVf/3VEo1GMjY3h5s2bjjOFBex+//d/Xz2DXjM7KUssy1LhcNIjSO8DeUCGthMsakYcPHgQpVIJ6XQaoVAI165dQ3d3NyYmJjA6Oqo8K2VbeM6SdjDcvbe3V9HQX/7lX1bXM6dpe3s72traMDk56dgjnZ2d+Lmf+zmUy+U97VEKpRL0QJLXNDU1wbZtB60PBAJKIdTb27tjGKLOR+/GP+8Gtz2xE2g805+xU0VmYOfQ0b2++3Ggq6sLp06dUu/q6enB5cuXHWlz9tse/brOzk5HDtJqtYqLFy8CgCMHHFEoFFQeUOZyk+sagKKJ6XS6TrnRSHmi/60XvBsZGcHa2tqO3nREIBDA4OAgJiYm6jzEDhw44KBhlPeCwSA6OzsdlYh1A0k6nUYsFlM5fqPRqGthrY6ODldeUafhllWr6t3X14crV66oQi56mgp9Dnp6ehCNRpFKpdDT06N4ColkMqmix3TD75NCPp9XcovM/6e3X865Gw3Qx1QvPNUIJ0+exI9+9CMANeWzlMEbob29HdevX0cul6sr2ie9gnnGAlCh0zvxb7oSXaJR/loJN1mbKYqo0IxEIir3o+4Bu9OzXyYYpaLBEwPDqmZnZ+uEVob7Ejws0+m0Clucm5tzEEE35cpuTJH0ctM3cnNzM5qamnDs2LG6/21ubjqEidbWVpw+fRpdXV0OglQulzExMYGFhQUHoT179iy++93vwrIsvPXWWzsP1BbowcBKqkwGTrgdBHuxFDVK7FwoFFRVRlrKFxcX6xRPe1HCAdtKkQ8++ACzs7N1ysqBgQFVMay9vR3f+c53HP3K5/Mq9IXEmjnpWKyBHgUA6rwLd/L6kdjLYT48PKwSFudyOVy8eLFOqegGy6p50lJ5HovFUCqV8ODBA9cqYEQsFsP09LSqSipzv8ln678fPnwYf/iHfwgAjlx4XV1dDYVXt+fJ7xoJCkwATkVRc3OzKoIENLZa6u85duyYCqmZmZlxhDUykX4oFMLRo0eRSCQceczYjp3e4bbXk8kkvv71r6s8lzsxwo0U9dLr5ujRo2hra3PM9V6QSCTqCr24vb9arap2xONxvPHGG7AsC//23/7bPb1nYGAAr732mhJAOSY6k7aT93Ej9PX14erVq472k06lUinMzc2hUChgcHAQ09PTrvuSKBQK6OnpcQhqEo3GqKurSxUU4FzKa2VlQt0jwO2ZNNTsRXgFnN5hO6FR+z0ej/KYjUaj+NrXvqZC/UqlUp1Sv5Ew0EjBvxMGBgbw8ccfIxwO4+DBg8qro6enx/V6Fi3R3+XW91AohJ6eHoexZ6d2Ubl6+PBhLC0tOQxzktF3Uyoy/YXf71c5HpuamlQKCtIphj1Ho1GV9243yDbTg9iyLIeXdyOlYjQaxeuvv46ZmRlcv37dUTl9LwUj9HZEIhF4vV4MDAygv79f5bH68MMP1bzIvMRsU3NzM44cOYJMJuPIRbVXpSI9zyVkWDnfB9T2sZtnLddxI69x/q2Py8mTJ1UKFuLYsWO4ffs2mpqa8Ou//ut1zyBYWVdHNBpVud+oQOcaW1hYcBhs+Lx0Oo18Pq+MQVKopVGanptyjAYHB3dVlPX39+Pzzz8HAEdhlUYYGRnBvXv3HPneksmk2hu9vb275h08cuQIPvnkE8zMzCCXyzmqFbPfewmvbfT/xyEsuz2DyuWdnu8W5UDs5MG0X8g29Pb2oru7e9/K2EbPA7bTgbCIy6FDh/Dll19iaWlJhQPr95PvZH5oXalIOiJzeTd6f6Mqw0zJs76+jmw2i5aWln1FaQD1BpCRkRGH4pztkcrQarXasAiPx+PBmTNnEAgE8OMf/7hOriR2MmpIeYDedIcOHYLP58Ps7Cw+/vjjun2lPyMSieD111/f8Ww5dOgQ3n77bdi2XVcE6ElB9ltPF0VIozhrDOhwKzbp9r2OfD6Pc+fOwbIsRSvdoJ+3mUwG3/jGN1yvSafT2NzcVMYkv9+PXC6H/v7+HSPC5DvoIQnUaINezAqAw/sXgEOBSQwPD2NwcBCWZak1qufgtyxrTw4pLwuMUtHgicGyLLz66qtYWVmpI7Z9fX34yU9+AqB2cLB4BPM+8P5GSkUp4MvQKeZfZE4D/TCRByYVAm6hr5ubm8hmsxgfH8fy8jJ+6Zd+SVUJ1Pvo5sX3yiuvKA+NvXpE+Xw+dHd3K4tOV1eXgwiTqDE3GBmJ3dAoZDWRSGB4eFhVAqS1XD/49+vRxefrOfXC4TCGhoYa3sfCEQyDAmpeLoODg1hcXFR5NoCaF8WdO3cc8+umLHSrGL6XSlrpdNrBcGcyGWxsbGBxcdG14Ivsu+65VqlUsLGxgVKp1LCibl9fHz755BNEIhF0dXWpBNsMMS2VSg7Bi4dnsVhUlQV3Sga+E/QcQfq+kwyqZVlK2ReJROqUintRDOXzeTUHhw4dcigVi8WiCk+jl2coFEJvby/u3LmDtra2Hecvl8shHA7XhUvSC4iFKnYSvph75/r16441IMcpnU7j7Nmz+xYmKpWKUiq6MSlATVGsKyz2+55AIOAQrHcTcHfCboJjKBRS1Xs7OjowNDSEcrmMO3fuqByEOmRIqlvCfoLeP9zvRDQadYSFuLWLisJHKTC0G/R7qZjQhTp5fTqdVt83NzcrpefAwAA6OzvrcsDKULCHaat+Ty6Xw/nz59Xf2WzWoYTT4Zb2wE1xT+j0by9tJpPf3d2tCvIwcT1QOwe+/PJLVZBrfX1dtbetrQ0XLlzAxMQE8vk8EokE2traFN1ob2/H4ODgns5KN6RSKXR2dmJ+ft5VebdTf65fv+74ficF+25gkTtiZGQEX375JVpaWlzpg8fjQXNzM1ZWVhyFKhq1Wy/65aYAle9JpVJYXl5WoeKELAjEMLnd9mAikVAKyGQyiaampjoBMRKJKMX3kSNHlIGF67cR5Fz5fD68+uqrAGq8AZUiGxsbyOVySvlKZaPcx+xXa2srDh48iNOnT7vSrVwutyd629HRgVgsBp/Ppwy3ks7JPccCdPF43GGgL5VKu+YQk4jFYjh16lTD/z+M5+F+rn8Y7Da/hOR/mEuTkJV0Hzf2ejbvx6CQz+dx5swZpNNpWJa1o3MB/y4Wi+odhw8fBuCuTKMBhn/vxh/Ls3pgYABzc3OqXftFMBjEkSNHMDExgY6ODlelpDSSADsbJNguPbRYgrmj9XcAqKvS7vP5sLa2hmAwiKNHjwJAnWdnI+xG46LRKN566y1sbm4+FS9FAMqgtLS05AhpbmSM3C9PuxenFknHJa2SYduko+QdCoVCnc6A88xK44uLi47oNa75vWJgYAAdHR0N17G+nviedDqtKrQfP34cvb29GB0dVXKMXuTHsqy6s/VhZbUXAUapaPBEYVmWq/WmWq2iubnZkdOsp6fHoaTQFRr6c4EaIe/q6sK9e/dUXgvbtnH//n1XD5VqtYr5+XnlddXoIEilUvD7/RgaGqortrAXsMjMfqB72jQ63Nvb23Hp0iVYlrUnhZ9buAmRTqfR2tqq8i7q/3f7e6/9CAQCKpRoL2GFeggnn3Xu3DlHrjkAKnxa5tTUi5nIYgQSe1EqAlBWWaDGjOfzeUdy5kYKtGAwiL6+PszPz6scTYcOHcJrr73W8ADL5/M4f/48rl69qkKCA4EAkskkisUiyuUystks5ubmEAwGHQzzXnIx7QS96IgM1ZZ7UIam7VbkYifo6+nYsWPK25JhMtls1jHfzMmkw03BJQ0TBOeN+2W3NeCWq+ZxCFDVahW3b9/G7OwsDhw4gJmZGeUhDOChmHU3BanOED1OJlZf/9Lgw0rNktnbi6K5UZ/j8ThOnz6N73//+w6lYiO6x8qbD/Ouh4G+lnUPQyonKpUK1tbWVKJ7OXZ6u9wUFYFAAENDQ7h586ajcrHcuxIyT1Gja4hG4bMEc53JNBpue4zYr2JColqtuhpeQqEQzpw5g46ODly9ehU3b95UayCdTmN4eBiBQADd3d0oFosIBoPqmtOnT+97zt28hxKJBPL5PCYmJuqUTnvFfnJQ6ZDzDkAlyL906RK++OIL1R59/GWi+EbeqADqCkI0yunJPnd3d+P+/ftoaWnByZMn1TVDQ0MIh8OIRCJKGRKLxZTx1+08Zgi8z+fD4ODgrvSqWCyivb0d6+vru65vtpvIZDL45je/id/+7d9W39m2jW9+85v47ne/i2Aw6OrNxUqyPp8PPT09DSsj75VfoqJSYmhoCPfv38fa2ppDAGeO6ZmZGUcuyUfxkGvUpv3gSSgRH5ZfCwQCeOuttzA7O4v79+87xmkva+RxQz+DGykSGo3hTjTW7X7m32a0E1AzxrDybCwWw+bmZp3RZ69KRWDnivV7RXNzs+v5ffz4cfz4xz+G3+93rH1dMdoo8qoRbSV9oVfwbgrVnWi027mtt2MnsGDK08LZs2cRCoUQDofxyiuvqO8b9bGR52mj6/d7nmWzWRw4cADr6+t1KaZWV1fR2dmJXC7nGmXFvJrAtuKZXop7KRbjxgfudQ3L6u4+nw8HDx5EW1ubykW+03Pc1tRuPNeLDKNUNHgm8Pl8OH/+vFKgVKtV5HI5h1JRwuv1qkOZCXeB2mZmYn6gdug1CkmkN0Z7e/uuxCQQCKiKaPtVKD4sdhN++XcymcTw8DCGhobqQgeAmvVaVh7bSanI56bTaYTDYUcFrkbX7weFQgGnTp1yPUj1MLlGua68Xq9rCLaurNbHa69hXo1w4sQJ/OhHP1LhqDL/ZCNIL9BEIoFDhw5haWnJtXrzXtpGbwrO0alTpx67IFGtVjExMYHV1VVEIpG6Sr26UtHtfwB2zNlI71o9JyLgns9kvwmJ5YHv5jGpt/1hGOJHUZbIe5g/9fLly5iZmUGxWMTS0hJ8Pt+uFszh4WF89tlnyOVySKVSWFtbczVeNKrC+zBoRIfclIo7XSchPZF3a282m8Vrr72mUgKcO3euIVPW1taGixcvuuYE3cvfj6p8CofDqviVVCp6PB787M/+LC5cuIDLly/j008/3fM7OLbt7e1ob2/H5OQkbt26hXQ63TBH0cmTJ3Hz5k0V+v4oCAaDePPNN3HlyhXlAbzTGbqbUUoaa5LJpPLOksnN3cB8xH19fZibm8OlS5eUF8mJEydU0RCmIWlpaXHNQbYXNLonEonUFQ3ZCa2trY7w55089Xdqh2VZDb2rm5ubcfXqVayuriIYDNZ5ZAaDQZw7d85hEHOD7kXp5m0nBbFAIIDjx4+jUqk42uYWkRAIBHDy5ElHvkWJo0ePYnl5GT6fzyHANYLH46kr4tYIzM8WjUaxvr6OlpaWOqWlbdvo6OjA4uKi4/yT4y/PpJ3CPh+lqEggEMDrr7+O1dVVvPvuu2p9ezweVCoVJJPJOsP740apVFJ84G6CejgcRigUwvLysiPC5FGgn9W7eapJBINB5PP5usISjwty3ndLo9Dc3IzLly8DgOuaIxr1aa/fyzWayWRUtWMAOHXqFD744AOsrKwgnU7j6tWr8Hq9jnnSFeh7PS8e99r7xje+gd7eXqyurjrWuB5J00ipKJW43d3dyOfzqFar8Hg8jrliOg+gRs8XFxdV/j7Lsh5a3nvcfPnDoKurSylPOzo6kM/n8fWvf/2ReVd5FjQypuwVbgp+j8eDP/Nn/syOdNWyLJw4cQI3b97E8vIystmsKobZqOq4fv9+IIv9ufE7cg81enZ3d/euiuqXDUapaPDM0NbWhqWlJayvr6O/vx+XLl2C3+/H2toavF4vwuGww6rW19eHgYEB5b4POImd3+/fU04FSQB2shrp4XVPGrsJt3qob6O+HjhwAJFIRAlsOtyIL9/X2dnpCAlodP1O2KtnUFdXF+7cuYOFhQXX0PK9vEcy+nv1sNzr4ZLJZPDmm2/C6/W6Vh/dqwfWXio/E7sd/k+CcfH5fEgmk8p7N5VK4e233wZQE4r1MF3Zpu7ubty+fRvJZBKpVAptbW24desWlpaWHJ41p0+fxujoqKuF2m3e96NUZFhaoVBAU1MTYrGY8nxkux+WcdZx+PBhXL9+fd9eyDo8Hg9aWlpw8eJFWFYtTUSlUsGPfvQjJeC6oVqtolKp7LqGHyfDv9t+brRmd2oDBSwymLuFhWazWXzrW9/aU3tLpZKrYqDR348C/VmlUkmFt8twI4afsuDGXmgHoTOksthXI6ViLBar82x7FBSLRbz55puq6NNOxYl2o2EHDx5UFeKbm5tRLpcxMDCwp1yHQG0/p1IpHDt2bMfr9poL2A178UTZyzoqFosYHh7GjRs30N3d7cjJuBuSyaQKhd8pb2s0GsWbb76JpaUlpFKpulxQjdqvgwI2n7mXZ9CIsxdkMhml7GaEyerqKrLZbJ1Bajdvnv3Q70wmg6NHj6K9vR2xWKxhtVSPx4P29vaGtGNkZARXrlxBPB7fUdn2qF7hUlnq1kaJJ6FUjMVi6Ovrw/Ly8q6h1R6PB2fPnsWDBw9ULvRHRTgcRqVSwa1bt9DV1bXvvH18BvE4K0d7vV6cPn1ahcHvhP7+flVYZ6dw+EdVKspnU8kir/2FX/gFfPe731V8Pde5ZVmOMF8JGnqy2ey+laEPC7/fj56eHjx48MChVJS0gOmuCGmAkErFdDrt8J6WkErntrY2XLt2DR0dHfgTf+JPqPQ5u+FRvN6eJDo6OrC6uorNzU3lRedGK2OxWF3Rpp2i3nK5HHp7ezE7O7ujt/ujYC8enH/sj/0x9PT04Pr167h16xauX7+O9fV1pRDeCfvlA0dGRvDRRx8pRyQdkl/ZScYFHi1C4UWDUSoaPDN4PB6H4LW0tIShoSHMzs4iHo+jUqk4LI62bdcxGNlsFmfOnMH09DSKxeKOhMmN8D8Mw/KkINvmlrMqGAwqZisejzcMe2WRgkbQD5mWlhZYVi1hviyW4tauh8FO4R3M7fUbv/EbD/Xs5uZmJVg3Nzc7GAvZTx6g4XB4X0ymzKGlwy3XyuPwiJP3SuH9cTMt5XIZd+/eVVVxe3t7lefv3bt3sbi46BCe3JSKTU1N+KN/9I/i7t27qFQqCAQCOH/+PNbW1hxCYjweV0yOWz+ZP1K2ba+gB0c4HMY3v/lNjI2NOdrYKLn5w2AvYRZ7RTQaxblz5zA7O6to1xtvvIGVlZUdlQ97aXtLSwu++OILlefwcWI3pSG/34vlmAz84/SsfNS8YI/yLr/frzzl5HOpNOV3TU1NuHbtmuP+R0kp8DTQ09PjyM2n534k9LWrM9Rue2ivCsVniYdR6FiW5ZpKYS/I5XJYWlrak3HT46kV/nkUo5Osztko969lOfNS7zeUL5/P4+TJk7h165a6120d7aaY0/u5Gx9XKpXqFLPBYFC9m+/T36ufdXsp+PEkeconaSAhDh06pAz8e0lbEw6HH2p974SRkREcOHAAo6Oj+PDDD9X3e+1vtVpVxs29VqrdK7LZrGt0hRseVy7jwcFBFdWlewGPjIzgiy++QDweRygUqhsjt8IrhUIBhw4dgt/vdzUQHTp0CJ2dnYjH43j//ffr/r+T4vtRoXu76l6GrHDu8Xgcit3dFDf0cgyHwypXdiwWU/k2m5ubdz2HGvE+z4OXIrCd93I3UEm2ubmJ9vZ2BIPBHZXklmW5KhNbW1tVZfK9Fv0rl8uOPOryHbvBsiz09/cjn8/j3r17Kpx8r/fuB4lEwhEyrkPSgEbP5t4zSkUDg2eA9fV1+P1+tVmPHTu2p2qn0nNjJ7gdgvstQvIksZeDamRkBAMDA/sOD9WfKxMbt7S04LXXXkM8HlfhGru1Yyc8DOPb1tZWl9R+t/symQyy2SzK5TJs20ZbW5sjj468/9ixY7h79y6KxeJjC4dzEzDi8Tjy+TwePHigkqvvB7lcDpZloVAoYGxsrC7U/3GiWCyit7cXCwsLSKfTWF9fV4JXZ2encv0nGuXI03Pk6B6ke8GhQ4dw7do1VVxhr8IqDQVUZFhWrWCNHjL1vDKB8Xjc4UUpcxY9CkKhEN588001t4+CRmPXSHmoM97y/lwuh0QigZ6eHqytrSma/CgFLHTsptjfaR/td+z36nHI/nF/U2FEgY5ha254XhhS/YxtpAjWhdj9Vjx+HrAfT9InBa/Xi+bm5ofy4n8YVKtV5UnbiGZMTU2hUCio9CoPQ1t0byNdibCbBxhQozn9/f24d+8eMpnMQ4Xd9vT0qPyrFJjdCvHtBUNDQyotxV4VTg+Dx2m0bIS9Kk+fNPaqLHCD3+/HuT2E/D8P2ItHYltbG/x+P0KhUJ0SUPe+1fvLNaNHnHCtN6J1kqfSMTIy8sTGNZFIoKurC3fv3kU6na4zBiSTSddqvUNDQ3jnnXcAOKMEiN2qmj/KXnrRzrje3l4Eg0EVefCwaG9vx/LyMjY3N/dcMOrgwYNYXV2tS7W1n/F/mLWn085H5TnlWbFT5Abw/PBwTwNGqWjw3EAnzDqRedQEt9VqFdlsVuUvK5fLz5WHhG4V18MYiEdRKPJZHR0duHLlCmzbRrVaVURxL2FfTwJDQ0NoaWnBO++848h3shOy2awKq43H43V51liogM+SlXz3C7dxaeSRcPLkSYfCZD+IRCI4d+4choaGFFNNZcOTECAoTC0vL2NychJNTU0OzwAJnTl9nGCC8f3CbYy9Xi8OHz6M//Af/gMCgYAjwTPxPISqPGk0ynH5qNCF5kYMlZsSmgq1np4ezM7OYmJiAsDO1bj3i908yvQ1c+jQIXz22WfI5/P7VgjsdS+QgQ2Hw3jjjTcwMTGB8+fPY2NjA5ubmzuu/eeFIdXP370mG3+cCuPnCU+DhjxtOrWbcZahg4VCQRVW2S/0ezKZjMpZHI1G95RaIhQKIZvNKoPMbkKdG6SylkYxn8+nvOa9Xu+evQ7b29tRqVSeuPL3aYQ/P0941P497wpFoHEfZduZU3O369yeR7odiUQQi8WQSqWQyWTUdbt5merP6+npeeJpofr7+xt6yTY6D3O5HI4cOYK1tTXXsWptba3LF/6w0MdkP2ktngfoxXAe5Tn79QT2er2oVCp1SsX90M5AILCrktgNPGcAd6eQ3ZBOpzE1NYVYLOYwZLnpEeT6fV54uKcBo1Q0eG6w28Z7VKViMBjEiRMnHInMn6fwZwk9WfnjJkr9/f0q34MUshvl39gPHtYTMJPJ4NChQ/jkk092zVtEZLPZOi85QioVHxVu47ITw/oooSGxWAyxWAydnZ07Fpx4nAiFQmoc3Tz75N7r7OzE1atXHXlbnhUa7d/e3l5EIhFcu3YNq6urz62n4osAXTGZSCRw/vx5LCwsYH19vU6g51jzvkZeAYcOHcLVq1eRSqUeazW83YSscDiM7u5u3LlzBx0dHWhra1MJ3feLnYxSuVwO4+Pj6nd5z35C6PdK+5+GN5vEXsO1X0SlYiPjmjR8Po9KxSfdpvb2dkxNTT2UMEmUy2VHRIHX68Xw8DCGh4f3/AyPx4OTJ09idHTUoVzcDzwej6uXzvHjx3Hnzh0UCoV9neNPY//5fD5H2PbLXEXUDS+jEtXt3GE6l71gN96GVcbv3buHr33taxgeHobX68WdO3cQCoV2zT27m1HuaWOn83CnyLPOzk7cvHkTtm2jXC470u1YlrUv+VIfk/3QLoP9y1M6YrEYKpUKbt++7ZreqBGGhoaQz+cRi8Ue6sw4evSoyt+uI5PJONLDSL7ZKBUNDJ4Bdtt4j8Prpr29HZubm1hYWEA0Gn0s1prHBUlUH1WBuhe4MQduxPlxhATuFXoo7aPgSYZUAk9eMfWsvOuk0p2KA7k3A4EAzp07h7m5uYYhm08LbW1tuHLlClZXVx0KTq/Xq6rCy+qrxMsonDwptLa2YmpqCktLS+js7FT520qlkiPRN8Gx3U1YCYfDrmFKj4q9ePP09fU58sY97F7u6OjA8vIylpeXYdu2KtISDAYxMjKCH/3oRwD2X/V3rxgeHsalS5fQ2tr6VJQahw8fVjm2dpo7WTDkUcPvnwX2Eh73pGgIFQDA/seuvb1def8+SlhbI+Tzebz55pu4ePGia6qUvSCZTOIb3/gGPvjgAywuLj40DSB9f9yIxWLP3FjWCB6PB8eOHcPNmzeRTqcfKWffi4CvwjntJtecPXt2z/d7vV5HkSU3r92jR49ibm4O8Xhcjele0gwA9XPwtI1XgNOg87C5h6PRqDKGLi8vOyJyurq6HqlfT0Nee5ng5v26XwwMDGB5eXlf9zClyMMiFAo1zB25U6HQcDisHESexf55mni5e2fwQsEtL0VPTw++/PJLeDyeRwpfJfx+f8Mk5M8akrmwLAuxWAzz8/NPtQ06YXya1a8fNx5nnpPnQan4tFCtVlUibM6/zvhGo9HnwsvX5/Ph/PnzmJ+fdwjguymWvgrCyuNCLBZzFXJ6e3sdVbYJmUsxEAgoT9GnZa3VvXeeZAGUcDiMI0eOAABWV1fxySefYHFxET09PQiHw/ja1772yO/YadwetgjIw6KlpQWRSASBQGDH/T80NIRPP/0UkUikYdje84xGnopPw+uyv78fHo8HPT09SkGw10rWpVJJCVtPymDq8XjQ0dGhvNUfhi/z+/04fvz4E2jdy4+HTRXyIuKrcE7rvH6pVNoXb2lZFo4dO6aKH7kpPSzLeqgUAbxX4lkoRU6ePIl33nkHHo/nkQrvRCIRRCIRbGxs4MKFC1hdXcXAwMCeaVijQi1Gqbg/JJNJB0+Yz+f3/Yxn7TGrYyel4sjICN5++20AwIkTJ55qu542jFLR4LmBm/DU3d2NZDJZl8PgZUQ2m0UoFMLy8jJaWloQDAafulJRPywfRiB8lowgQ7oBqKpujwPPQqn4NJKyu8Hn86Gjo8OhjHkcCv0nBb/fXydkNUpWbvD4ID1anycUCgUMDQ1hamoKpVJpz2Fkj4pAIKAUjI8Tz1vozF4UGul0esfKiS8inpZhIhaL4ciRI+jr68OPfvQjeDyefZ1lT4NWB4NBnD17FrOzs89VsTuDlwtfFWPg0NAQPv/8c/h8vj1V79WRSCSeiNc/UG+UexYh99lsFm+++SY8Hs9jUSZ5vV68/vrrWFpaeqgwWLfnGewdoVAIp0+fxv379x/a4/p5qocA1K8BKYMkEgm8+eab2NzcfGr86LOCUSoaPDeQni+0sktvqZcdHo8HZ8+exdTUFJqamnDx4sWn3gadaXuY8NZnyfjl83n09fXB5/Pt2btjL3jUHCAPA515epp5AF/0HIS7KRW/armongT2UrVSv4YKsidJIyzLQnt7+54KPhgYuMFNSHzagiPD9Z5XRcqTCj82qKFYLOLKlSsAHq6ogMGLg3w+/1DeWk8Dra2tWFlZwfz8PJqamh7a4/FR8bidSnw+30MrFPXIHaNU3D8ymcwjpW9IJBLI5/N48OCBw5nkWWG36KiX3SmKMEpFg+cGTU1NOHDgANbW1r6yAmE4HFaWjOdBmHgRlEmyIEI+n99XEYS9wo1peNICla5UfJaKsBdhHUg0Uiq2tLQgFosZ75rHALc1sZOi8XnzuHtRwFxZBk8PoVBIVTgGarTe7/c7in89jRDU54EHMHg26Orqgm3bWF9ffy6E5mcBs/6fPQKBwBPLCfwi4NChQ/jggw/U70Atl/fU1BSWl5fR1dX1wvHHLwtOnjyJ5eXl58JrUU+39VVJUaHDKBUNnhtYltUwCepXEc+CoXoceQifdrtHRkZw8+ZNeL3ePSef3i/i8bgjWXRHR8cTV/LpbvLZbPaJvk/iRQ874txYlgW/36+UiocPH36WzXqpsJdiFu3t7fjiiy9e+PX0LPEi5iR8GXDixAksLCzAtm3EYjG8++67jv/39/c/o5YZfBUQCASeWEjriwpzbhg8bbS0tKjq0IzcisViL116jxcVz4NCEajlQr179y6Amrz4OArLvogwSkUDg+cUz4KBkiHDD1vZ92m3OxwOP/FqjcFgEKdPn8a9e/eQTCafiqdbV1cXlpaWlDX0aYZYvOjhzx0dHbBtG5ZlIZvNGmHkCWAvY9rZ2YkvvvhC/W28FfeG3t5eXLx4EcFg8CvtJfKsIYvRvOg00cDAwMBgf7As64lEPxm8XGhpacHm5ibm5ua+0s5RRqloYPCc4lkoQqLRKM6cOYPp6emHPkhfVgXO0666GI1GcfLkyaf2vp3wognQgUAA/f396O7uxne/+12lmDV4fNhL+HOjMPSXlUY8LvT09CCfzyMajT6TapsG9TAVPw0Mni7MOWFgYPCiwESVGKWigcFzi2fFUD1qAt1isaiKzJgE4y8m9KTCLypz7/P58Nprr2F+fv4rm+PkSWEv4c/696ZAzt5h1uvzDaNUNDAwMDAwMDCo4cVyPzEw+ArhRa0WlUgkcOzYMfT29uLgwYPPujkGD4HOzk7H3y+ap6JEIBBAJpN5YRWjzzN2q3gH1PJYer1eJBKJp5oX1MDgccKEPxsYPF2YM9vAwMDgxYHxVDQweE7R3NyMS5cuYXFxEX19fc+6OftCsVhEsVh81s0weEjoSYYNc2/ghr2si5aWFhw7dgyrq6v7us/A4HmCNPJZlmWUigYGTxjmnDAwMDB4cWCUigYGzyl8Ph/Onz+P1dXVF9Zr0eDFhMfjQTgcxtLSEgAgEok84xYZPI/weDzY2NhQfzcSAkOhkFIqGmWMwYuIjo4OLCwsYGVlBV1dXUbhYWDwhJFOpxEMBrGysvJUiuMZGBgYGDw8jFLRwOA5hmVZRqFo8Exw+PBhXL9+HblczlEF1cCAWFtbc/zdSNHS19eHzz//HJubm+ju7jYKGYMXDs9T4SwDg68CvF4vXn/9dczOziKVSj3r5hgYGBgY7ACjVDQwMDAwqMOjFuwxePlRLBZx79499XcjZWFTU5Mp2mRgYGBgsC94vV5TtMrAwMDgBYCJQzIwMDAwMDDYN0wFXAMDAwMDAwMDA4OvNoxS0cDAwMDAwGDf2Ev1ZwMDAwMDAwMDAwODlxdGqWhgYGBgYGCwbxilooGBgYGBgYGBgcFXG0apaGBgYGBgYLBv2Lbt+NvnM2maDQwMDAwMDAwMDL5KMEpFAwMDAwMDg31jY2PD8XdXV9czaomBgYGBgYGBgYGBwbOAUSoaGBgYGBgY7Bu6UrGlpeUZtcTAwMDAwMDAwMDA4FnAKBUNDAwMDAwM9o3Nzc1n3QQDAwMDAwMDAwMDg2cIo1Q0MDAwMDAw2DcymYzr7wYGBgYGBgYGBgYGXw2YrOoGBgYGBgYG+0ZbWxsmJyexvLyMgYGBZ90cAwMDAwMDAwMDA4OnDKNUNDAwMDAwMNg3/H4/Tpw48aybYWBgYGBgYGBgYGDwjGDCnw0MDAwMDAwMDAwMDAwMDAwMDAz2BaNUNDAwMDAwMDAwMDAwMDAwMDAwMNgXjFLRwMDAwMDAwMDAwMDAwMDAwMDAYF8wSkUDAwMDAwMDAwMDAwMDAwMDAwODfcEoFQ0MDAwMDAwMDAwMDAwMDAwMDAz2BaNUNDAwMDAwMDAwMDAwMDAwMDAwMNgXjFLRwMDAwMDAwMDAwMDAwMDAwMDAYF+wbNt+1m0weIFhWdZEOBzO9Pf3P+umGBgYGBgYGBgYGBgYGBgYGLwU+Pzzz7G0tDRp23b2WbelEYxS0eCRYFnWCgAvgI+edVsMDL5i6Nv6+cUzbYWBwVcPZu8ZGDw7mP1nYPBsYPaegcGzwTCADdu2g8+6IY3ge9YNMHjh8SkA2LZ95Fk3xMDgqwTLst4DzN4zMHjaMHvPwODZwew/A4NnA7P3DAyeDbj3nmeYnIoGBgYGBgYGBgYGBgYGBgYGBgYG+4JRKhoYGBgYGBgYGBgYGBgYGBgYGBjsC0apaGBgYGBgYGBgYGBgYGBgYGBgYLAvGKWigYGBgYGBgYGBgYGBgYGBgYGBwb5glIoGBgYGBgYGBgYGBgYGBgYGBgYG+4Jl2/azboOBgYGBgYGBgYGBgYGBgYGBgYHBCwTjqWhgYGBgYGBgYGBgYGBgYGBgYGCwLxilooGBgYGBgYGBgYGBgYGBgYGBgcG+YJSKBgYGBgYGBgYGBgYGBgYGBgYGBvuCUSoaGBgYGBgYGBgYGBgYGBgYGBgY7AtGqWhgYGBgYGBgYGBgYGBgYGBgYGCwLxilooGBgYGBgYGBgYGBgYGBgYGBgcG+YJSKBgYGBgYGBgYGBgYGBgYGBgYGBvuCUSoaPBQsyypblvU/W5Y1alnWimVZ1y3L+ruWZaWfddsMDJ4nWJb185Zl/T3Lsn5gWdasZVm2ZVn/dJd7TluW9ZuWZU1alrVkWdbHlmX9ZcuyvDvc81OWZX3PsqwZy7LmLct617KsX9jlPb9gWdaPt66f2br/px62rwYGzwssy8palvXnLcv615ZlXd7aRzOWZf3QsqxftCzLlf8xe8/A4NFhWdZ/Y1nWf7As69bWPpq0LOsDy7L+umVZ2Qb3mL1nYPAEYFnWn9niPW3Lsv58g2ue+F6yLMtrWdZ/sbW3SRd+07Ks04/aRwOD5wFb+hC7wedeg3teirPPsm37cT3L4CsCy7I6AfwBgAKAXwPwBYDjAL4G4CKAM7ZtTzy7FhoYPD+wLOtDAMMA5gHcBtAH4P9n2/afaXD9zwD4VQDLAP45gEkAPw2gF8C/tG37Wy73/EUAfw/AxNY9qwB+HkAZwN+2bfuvuNzz3wL4r7ba9C8BBAB8G0AGwF+ybfvvP3SnDQyeMSzL+iUA/yOAuwC+C+AmgCYAPwsgidoe+5YtmCCz9wwMHg8sy1oF8D6ACwDuA4gCOAngKIBRACdt274lrjd7z8DgCcCyrAqATwB4AcQA/AXbtv+Rds0T30uWZVkAfmXruRcB/MbWtX8SQAjAz9m2/WuPp9cGBs8GlmVdB5AC8Hdd/j1v2/Z/q13/8px9tm2bj/ns6wPgdwDYW4tQfv/fbX3/D551G83HfJ6XD2rK9m4AFoBzW3vknza4NoGaALYC4Kj4PoSaIt8G8G3tnjbUDqMJAG3i+zSAy1v3nNLuOb31/WUAae1ZE1vPa3uUfpuP+TzLD4DzqDFmHu37ImoKRhs1IYbfm71nPubzmD4AQg2+/5tb6///K74ze898zOcJfLb4zn8P4AqA//fW+v/z2jVPZS8B+I+27vl9SR8AHNva+/cBxJ/1mJmP+TzKB8B1ANf3eO1LdfaZ8GeDfWHLS/Et1DbN/0f7918HsADgP7YsK/qUm2Zg8FzCtu3v2rZ9yd6i4Lvg5wHkAfwz27Z/Ip6xDOCvbf35n2r3/O8BBAH8fdu2r4t7pgD811t//pJ2D//+m1vX8Z7rqO3rIIA/t4f2Ghg8l7Bt+/ds2/4N27Y3te/vAfgHW3+eE/8ye8/A4DFha9+44Ve2fnaL78zeMzB4MvjPUDOw/TnU5DM3PK29xD381yR9sG37D1HztsqjRgsMDL4qeKnOPqNUNNgvvrb183ddhLU51CxQEdTCXAwMDPaH81s/f9vlf28DWARw2rKs4B7v+S3tmke5x8DgZcHa1s918Z3ZewYGTx4/vfXzY/Gd2XsGBo8ZlmX1A/hbAP5727bf3uHSJ76XLMsKoeYttQjgB/t4j4HBi4jgVh7Tv2pZ1n9uWdbXGuRHfKnOPqNUNNgverd+ftng/5e2fvY8hbYYGLxsaLi/bNteB3ANgA9Axx7vuYuadbpsWVYEALa8iFtQy+1x16UNZg8bvLSwLMsH4D/Z+lMyWGbvGRg8ZliW9Vcsy/oblmX9HcuyfgDg/4GaQvFvicvM3jMweIzYOud+GbVUH391l8ufxl7qRC2n49WtPb2XewwMXlQUUdt/fxO13Iq/B+CSZVmvade9VGef71EfYPCVQ3Lr50yD//P71JNvioHBS4eH2V97uSe6dd3iQ77DwOBlwd8CMATgN23b/h3xvdl7BgaPH38FtQJJxG8D+LO2bT8Q35m9Z2DwePF/A3AIwFnbtpd2ufZp7CWz/wy+KvjHqHnjfgZgDjWF4F8E8H8A8FuWZZ2ybfujrWtfqrPPeCoaGBgYGBgYvPSwLOs/Q6363RcA/uNn3BwDg5cetm0Xbdu2UPPc+FnUBKwPLMs6/GxbZmDwcsKyrBOoeSf+bdu233nW7TEw+CrBtu3/+1ZO7zHbthdt2/7Utu1fQq2YbRjA33i2LXxyMEpFg/2CGu1kg//z++kn3xQDg5cOD7O/9nrPjPbT7GGDrwwsy/qLAP57ABcAfM227UntErP3DAyeELYErH+NWqG/LID/Vfzb7D0Dg8eArbDn/xW10Mj/6x5vexp7yew/g686WCDwVfHdS3X2GaWiwX5xcetno9h7VvRrlHPRwMCgMRrury1msR214hJX93hPCTU3+Nu2bS8CgG3bCwDuAIht/V+H2cMGLxUsy/rLAP4egE9RUyjec7nM7D0DgycM27ZvoKbYH7QsK7f1tdl7BgaPBzHU9kQ/gGXLsmx+APz1rWv+4dZ3f3fr76exl64A2ADQsbWn93KPgcHLBKb8iIrvXqqzzygVDfaL7279fMuyLMf6sSwrDuAMajH8P3raDTMweAnwe1s/v+Hyv1dRq6z+B7Ztr+zxnj+iXfMo9xgYvHCwLOv/BODvAPgQNYXi/QaXmr1nYPB00Lz1c2Prp9l7BgaPBysA/qcGnw+2rvnh1t8MjX7ie8m27WUAf4DaXn5lH+8xMHhZcHLrp1QQvlxnn23b5mM++/oA+B0ANoC/pH3/3219/w+edRvNx3yexw+Ac1t75J82+H8CNWvWCoCj4vsQagyZDeDb2j3tAJYBTABoE9+nAVzeuueUds/pre8vA0iL79u2nrMsn2U+5vMiflAL/7IB/ARAZpdrzd4zH/N5DB/UPCiSLt97UKuGaQP4ffG92XvmYz5P+INaLjcbwJ/Xvn8qewnAf8S9DyAkvj+2tffvA0g863EyH/N52A9qHsJRl+/bUKuybAP4q+L7l+rss7YeamCwZ1iW1YnaYi8A+DUAnwM4AeBrqLnPnrZte+LZtdDA4PmBZVl/HMAf3/qzCODrqFmqfrD13bht239Fu/5fokbk/xmASQB/DEDv1vf/O1sj3JZl/SUA/wNqh8M/B7AK4OcBlFFL1v1XoMGyrL8N4L8EcHvruQEAfxK1fFd/ybbtv/9IHTcweIawLOsXAPwT1Lyh/h7cK99dt237n4h7/jjM3jMweCRspRv4f6HmEXUNtb3RBOA11Aq13APwum3bF8Q9fxxm7xkYPDFYlvU3UAuB/gu2bf8j7X9PfC9ZlmUB+JWt534B4De2rv2TqClRfs627V97TN01MHjq2Npj/xWAtwHcQK36cyeAb6K2xn8TwJ+wbXtV3PPH8bKcfc9aq2s+L+YHQAW1sul3txbzDQB/F0IDbj7mYz4O63Cjz3WXe86gdvhMAVgC8AmA/wKAd4f3/DSA76N2iC0A+EMAv7BL2/7s1nULW/d9H8BPPesxMx/zedTPHvadDeB7LveZvWc+5vMIHwBDAP4+aikHxlHLCTWztd7/Bhp4DZu9Zz7m8+Q+aOCpKP7/xPcSAN/Wnv5ka49Pbe350896fMzHfB71g5rh7H9DTWk+DWANNU/E7wD4T4CaM5/LfS/F2Wc8FQ0MDAwMDAwMDAwMDAwMDAwMDAz2BVOoxcDAwMDAwMDAwMDAwMDAwMDAwGBfMEpFAwMDAwMDAwMDAwMDAwMDAwMDg33BKBUNDAwMDAwMDAwMDAwMDAwMDAwM9gWjVDQwMDAwMDAwMDAwMDAwMDAwMDDYF4xS0cDAwMDAwMDAwMDAwMDAwMDAwGBfMEpFAwMDAwMDAwMDAwMDAwMDAwMDg33BKBUNDAwMDAwMDAwMDAwMDAwMDAwM9gWjVDQwMDAwMDAwMDAwMDAwMDAwMDDYF4xS0cDAwMDAwMDAwMDAwMDAwMDAwGBfMEpFAwMDAwMDAwMDg/9/e/cWo1dVh2H8ebVIMCSIIgJRARUUQuQgtaCltCFy1lYMF2hQDsEDgoEQBETjGC9QEyCxaJQAEgkKqGBVDlUgrRVTRAW8QJCDNUSOJbZoOEjh78Xeo5vPPXR26bQk8/ySL2tm7/Wtw56byZu19pIkSdIghoqSJEmSJEmSBjFUlCRJkjaQJHOTVJKxjT0WSZKkl8NQUZIkSRNKsiRJbexxSJIk6ZXFUFGSJEmSJEnSIIaKkiRJkiRJkgYxVJQkSZqGknwoyU1JHk7ybJKHkixNcmJ7f4d22/P+7e/V+SwZaevNSS5I8kDb1hNJfpZkZk+/Y20bc5N8IsntSZ5O8liSS5JsM2AOx7RtHZNkXrtV+59JnkxybZJder4z4Xbubnsj11e0n82TnJ/kwXbMdyRZ0NaZkeTsJPcmeSbJ/UlOWsv4901yY5LV7bgXJ9l7grozkpyYZHk7v6faZ3dSkleN1N2hncelSXZOcmX7fF9IMvelxiRJkjRZMzb2ACRJkrRhJfkk8F3gEeDnwEpga+DdwLHAt4FVwFeAY4Dt25/Hrei0tRfwS+D1wGLgamArYAHwmyQfrqrreoZxKnAgcCVwAzC77XtukllV9fiAKR0OzAeuB74D7AocCsxMsmtVrRzQ1kQ2AX5FM89FwGuAo4CfJDkQOBGY1Y7hWeBIYGGSx6vqyp72ZgFnATcC3wLeARwBzElyYFUtG6+YZBOav9NBwD3AD4BngHnAwrato3v6eDtwK/AX4HJgM+DJdX8EkiRJ/2OoKEmSNP18Cvg3sHtVPda9kWQrgKpaBYy1K9u2r6qx0UaSzACuAjYH5lXV0s697YDbgIuT7FBVz458/RBgVlXd3vnO+cApwNeA4wfMZwFwUFXd1GnrHOBM4DjgGwPamsh2wB+BueNzSXIZ8GvgR8D9wG7tcyPJecDd7Rj6QsWDgZOr6oLOmOcDPwUuSfLOqnqhvXU2TaB4AXBKVT3f1n81cCFwXJIfV9WikT5mA+dU1Rde5twlSZL+j9ufJUmSpqc1wHOjFweu6juMZjXcwm6g2LbzEE2Ytw1wQM93L+sGiq0xYDXw0SSbDhjHFd1AsXVhW753QDtrc0o3HG1XE/4V2BI4YzxQbO89ANwC7NaGf6Puo1kRSuc7i4ClNKsW9wNotzafTLOq9NTxQLGt/zxwGlDAx3r6eJQXrzCVJElab1ypKEmSNP1cDpwL3JXkCpog65aBW44B9m3L7ZOM9dzfqS13AUa3QC8d+Z2qWp3kDpr3OO4C3DHJcfy+59qDbbnlJNtYm1VVdX/P9YeAHYE/9Nz7O83/29u0P3ct66xE7FpCM/89aZ7RzjRbru8Fvpikb2xP0zyvUXf2rBCVJElaLwwVJUmSppmqOi/JSpr3AH6OZstxJVkKnF5VfSFdnze05ZFrqbd5z7VHJ6j7SFtuMckxQPP+xxepqjVtANe3SnBdrJ7g+pq2v777a9pyk557k53/+DPeCfjyS4yv7xk/0nNNkiRpvXD7syRJ0jRUVd+vqn1oQqvDgIuBOcDiJG+cZDPjQdr8qspLfPq24L5pgjbHT3+eKMR7uV6A/74PctTrpqjPPpOd/3h5zVqe8Y49bfWeci1JkrQ+GCpKkiRNY1W1qqquq6oTgEtpttrO6VTpHgoyanlb7rcOXe8/eiHJFsAeNCcb/3kd2pyMf7TlW3ru7T1FffaZ3b4vcdTcthx/3+TdNCsx92lPgZYkSXpFMFSUJEmaZpLMS//L+bZuy6c6155oy7f21F9Ec+rxZ5McOkFf+yZ5bc+to5PsOXJtjGbb7w+n8F2Av2vLE7oXkxwAHDVFffbZiWb7eXcM82nC1vuAZdBs4wYWAtsC30yy2WhDSbZNsuuUj1iSJKnDdypKkiRNP9cA/0qyHFgBhGa14UyaA0du7NS9ieadiVcnuY7mUJC/VdVlVfVckiOAxcC1SX5Lc7jKUzQrAWcCb6MJxLpBJcD1wC1JrgIeBma3nxXAmet5vl3fA04HzkqyO3AXzWEoh9A8l49MYd9dNwDnJjkEuJPmxOcjaFZpHjdyiMtXgd2BTwMfTHIzzcEvW9OEk+8HzqaZiyRJ0gbhSkVJkqTp50zgNmAvmtVyx9IcJnIGMK+qnuvUvQg4h2YF4edpAq7jx29W1Z9oAq+vt3WOBT4DvIdmC+/RwMqeMZzf9r0HzUEx76LZfv2+qnpsfUyyT9v2/jSh5px2rFsAHwB+MVX99riVZqvzpsBJNKHmzcCcqlrWrdj+PRYAHwfuAQ4HTgMOpvl//ks0J3pLkiRtMKny/c2SJEnaMJKM0ZxiPK+qlmzc0UiSJGlduVJRkiRJkiRJ0iCGipIkSZIkSZIGMVSUJEmSJEmSNIjvVJQkSZIkSZI0iCsVJUmSJEmSJA1iqChJkiRJkiRpEENFSZIkSZIkSYMYKkqSJEmSJEkaxFBRkiRJkiRJ0iCGipIkSZIkSZIGMVSUJEmSJEmSNIihoiRJkiRJkqRBDBUlSZIkSZIkDWKoKEmSJEmSJGkQQ0VJkiRJkiRJgxgqSpIkSZIkSRrEUFGSJEmSJEnSIP8B2jZSlC0w6rUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 424,
       "width": 650
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, figsize=(10, 7), sharex=True)\n",
    "samples = sampler.get_chain()\n",
    "labels = [\"m\", \"b\", \"log(f)\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(samples[:, :, i], \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As mentioned above, the walkers start in small distributions around the\n",
    "maximum likelihood values and then they quickly wander and start exploring the\n",
    "full posterior distribution.\n",
    "In fact, after fewer than 50 steps, the samples seem pretty well \"burnt-in\".\n",
    "That is a hard statement to make quantitatively, but we can look at an estimate\n",
    "of the integrated autocorrelation time (see the {ref}`autocorr` tutorial for more details):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[39.16329084 39.96660169 35.8864348 ]\n"
     ]
    }
   ],
   "source": [
    "tau = sampler.get_autocorr_time()\n",
    "print(tau)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This suggests that only about 40 steps are needed for the chain to \"forget\" where it started.\n",
    "It's not unreasonable to throw away a few times this number of steps as \"burn-in\".\n",
    "Let's discard the initial 100 steps, thin by about half the autocorrelation time (15 steps), and flatten the chain so that we have a flat list of samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10432, 3)\n"
     ]
    }
   ],
   "source": [
    "flat_samples = sampler.get_chain(discard=100, thin=15, flat=True)\n",
    "print(flat_samples.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "Now that we have this list of samples, let's make one of the most useful plots\n",
    "you can make with your MCMC results: *a corner plot*.\n",
    "You'll need the [corner.py module](http://corner.readthedocs.io) but\n",
    "once you have it, generating a corner plot is as simple as:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 547.2x547.2 with 9 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 513,
       "width": 513
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "\n",
    "fig = corner.corner(\n",
    "    flat_samples, labels=labels, truths=[m_true, b_true, np.log(f_true)]\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The corner plot shows all the one and two dimensional projections of the\n",
    "posterior probability distributions of your parameters.\n",
    "This is useful because it quickly demonstrates all of the covariances between\n",
    "parameters.\n",
    "Also, the way that you find the marginalized distribution for a parameter or\n",
    "set of parameters using the results of the MCMC chain is to project the\n",
    "samples into that plane and then make an N-dimensional histogram.\n",
    "That means that the corner plot shows the marginalized distribution for each\n",
    "parameter independently in the histograms along the diagonal and then the\n",
    "marginalized two dimensional distributions in the other panels.\n",
    "\n",
    "Another diagnostic plot is the projection of your results into the space of\n",
    "the observed data.\n",
    "To do this, you can choose a few (say 100 in this case) samples from the chain\n",
    "and plot them on top of the data points:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 390
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inds = np.random.randint(len(flat_samples), size=100)\n",
    "for ind in inds:\n",
    "    sample = flat_samples[ind]\n",
    "    plt.plot(x0, np.dot(np.vander(x0, 2), sample[:2]), \"C1\", alpha=0.1)\n",
    "plt.errorbar(x, y, yerr=yerr, fmt=\".k\", capsize=0)\n",
    "plt.plot(x0, m_true * x0 + b_true, \"k\", label=\"truth\")\n",
    "plt.legend(fontsize=14)\n",
    "plt.xlim(0, 10)\n",
    "plt.xlabel(\"x\")\n",
    "plt.ylabel(\"y\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This leaves us with one question: which numbers should go in the abstract?\n",
    "There are a few different options for this but my favorite is to quote the\n",
    "uncertainties based on the 16th, 50th, and 84th percentiles of the samples in\n",
    "the marginalized distributions.\n",
    "To compute these numbers for this example, you would run:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\mathrm{m} = -1.007_{-0.081}^{0.077}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\mathrm{b} = 4.550_{-0.358}^{0.366}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\mathrm{log(f)} = -0.772_{-0.148}^{0.161}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(flat_samples[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.3f}_{{-{1:.3f}}}^{{{2:.3f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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