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 "cells": [
  {
   "source": [
    "# BICCN PI Meeting Demo"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "## Estimating Neuron Curvature/Torsion Demo\n",
    "This notebook demonstrates fitting splines, and computing curvature/torsion from a sample neuron trace in SWC format"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "from brainlit.utils.Neuron_trace import NeuronTrace\n",
    "from brainlit.algorithms.trace_analysis.fit_spline import GeometricGraph\n",
    "from brainlit.algorithms.trace_analysis import spline_fxns\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import numpy as np\n",
    "from scipy.interpolate import splev\n",
    "\n",
    "# %matplotlib tk"
   ]
  },
  {
   "source": [
    "### Supplemental function for visualization later"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hist_equalize(array, bins):\n",
    "    ra_histogram, bins = np.histogram(array, bins, density=True)\n",
    "    cdf = ra_histogram.cumsum()  # cumulative distribution function\n",
    "    cdf = cdf / cdf[-1]\n",
    "    # use linear interpolation of cdf to find new pixel values\n",
    "    ra_equalized = np.interp(array, bins[:-1], cdf)\n",
    "\n",
    "    return ra_equalized, cdf"
   ]
  },
  {
   "source": [
    "### Read SWC and fit splines"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "brainlit_path = Path.cwd().parent.parent.parent\n",
    "swc_path = Path.joinpath(\n",
    "    brainlit_path,\n",
    "    \"data\",\n",
    "    \"data_octree\",\n",
    "    \"consensus-swcs\",\n",
    "    \"2018-08-01_G-002_consensus.swc\",\n",
    ")\n",
    "\n",
    "nt = NeuronTrace(path=str(swc_path))\n",
    "g = nt.get_graph()\n",
    "df = nt.get_df()\n",
    "neuron = GeometricGraph(df=df)\n",
    "spline_tree = neuron.fit_spline_tree_invariant()\n",
    "soma = np.array([df.x[0], df.y[0], df.z[0]])"
   ]
  },
  {
   "source": [
    "### View Splines"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def node_height(G, node):\n",
    "    predecessors = list(G.predecessors(node))\n",
    "    L = len(predecessors)\n",
    "    assert L == 1 or L == 0\n",
    "    if L == 0:\n",
    "        return 0\n",
    "    else:\n",
    "        return 1 + node_height(G, predecessors[0])\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(12, 10), dpi=80)\n",
    "ax = Axes3D(fig)\n",
    "for edge in g.edges:\n",
    "    n1 = g.nodes[edge[0]]\n",
    "    n2 = g.nodes[edge[1]]\n",
    "    ax.plot(\n",
    "        [n1[\"x\"], n2[\"x\"]], [n1[\"y\"], n2[\"y\"]], [n1[\"z\"], n2[\"z\"]], \"b\", linewidth=0.5\n",
    "    )\n",
    "\n",
    "\n",
    "ax.set_axis_off()\n",
    "ax.set_title(\"Piecewise Linear\")\n",
    "ax.view_init(-140, 60)\n",
    "\n",
    "fig = plt.figure(figsize=(12, 10), dpi=80)\n",
    "ax = Axes3D(fig)\n",
    "\n",
    "for j, node in enumerate(spline_tree.nodes):\n",
    "    spline = spline_tree.nodes[node]\n",
    "    spline_height = node_height(spline_tree, node)\n",
    "    tck, u_um = spline[\"spline\"]\n",
    "    y = splev(np.arange(u_um[0], u_um[-1], 0.1), tck)\n",
    "\n",
    "    if spline_height == 0:\n",
    "        c = \"b\"\n",
    "        ax.scatter(y[0][0], y[1][0], y[2][0], \"b\", s=100)\n",
    "    else:\n",
    "        successors = spline_tree.successors(node)\n",
    "        if len(list(successors)) == 0:\n",
    "            c = \"g\"\n",
    "        else:\n",
    "            c = \"r\"\n",
    "\n",
    "    ax.plot(y[0], y[1], y[2], c, linewidth=0.5)\n",
    "\n",
    "ax.set_axis_off()\n",
    "ax.set_title(\"Splines\")\n",
    "ax.view_init(-140, 60)"
   ]
  },
  {
   "source": [
    "### View one of the branches"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "node = 7\n",
    "\n",
    "path = spline_tree.nodes[node][\"path\"]\n",
    "locs = np.zeros((len(path), 3))\n",
    "for p, point in enumerate(path):\n",
    "    locs[p, :] = neuron.nodes[point][\"loc\"]\n",
    "\n",
    "spline = spline_tree.nodes[node][\"spline\"]\n",
    "u = spline[1]\n",
    "u = np.arange(u[0], u[-1] + 0.9, 1)\n",
    "tck = spline[0]\n",
    "pts = splev(u, tck)\n",
    "\n",
    "fig = plt.figure(figsize=(12, 10), dpi=80)\n",
    "ax = fig.add_subplot(111, projection=\"3d\")\n",
    "ax.plot(pts[0], pts[1], pts[2], \"red\")\n",
    "ax.w_xaxis.set_pane_color((0.23, 0.25, 0.209, 0.5))\n",
    "ax.w_yaxis.set_pane_color((0.23, 0.25, 0.209, 0.1))\n",
    "ax.w_zaxis.set_pane_color((0.23, 0.25, 0.209, 0.3))\n",
    "ax.grid(False)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "ax.set_zticks([])\n",
    "ax.set_title(\"Branch from Neuron Trace\")\n",
    "plt.axis(\"on\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 960x800 with 2 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "curvature = spline_fxns.curvature(u, tck[0], tck[1], tck[2])\n",
    "ra_eq, cdf = hist_equalize(curvature, 100)\n",
    "\n",
    "fig = plt.figure(figsize=(12, 10), dpi=80)\n",
    "ax = fig.add_subplot(111, projection=\"3d\")\n",
    "im = ax.scatter(pts[0], pts[1], pts[2], c=curvature, cmap=\"Reds\")\n",
    "ax.set_xlabel(\"x ($\\mu m$)\")\n",
    "ax.set_ylabel(\"y ($\\mu m$)\")\n",
    "ax.set_zlabel(\"z ($\\mu m$)\")\n",
    "ax.set_title(\"Branch from Neuron Trace Showing Curvature\")\n",
    "cbar = fig.colorbar(im)\n",
    "cbar.set_label(\"Curvature ($(\\mu m)^{-1}$)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 960x800 with 2 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "ra_eq, cdf = hist_equalize(curvature, 100)\n",
    "\n",
    "fig = plt.figure(figsize=(12, 10), dpi=80)\n",
    "ax = fig.add_subplot(111, projection=\"3d\")\n",
    "im = ax.scatter(pts[0], pts[1], pts[2], c=ra_eq, cmap=\"Reds\")\n",
    "ax.set_xlabel(\"x ($\\mu m$)\")\n",
    "ax.set_ylabel(\"y ($\\mu m$)\")\n",
    "ax.set_zlabel(\"z ($\\mu m$)\")\n",
    "ax.set_title(\"Branch from Neuron Trace Showing Curvature Percentile\")\n",
    "cbar = fig.colorbar(im)\n",
    "cbar.set_label(\"Curvature Percentile\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 960x800 with 2 Axes>",
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YpKmpyRbSjY2ND826q0a2oLcuZNOfty50rddqIa3RlAcBPNz33sqDFs6ah5KDvJkNw6h4xjkSiTA6OorX62V4ePjAmtuSCWeXG7NrAGP1DmxtgceNdHuRO0HE+LeQr3ljqozjAGox43wYQgh8Ph8+n4+BgQFM02R7e5tAIMDMzAzhcPgBD+mDxJqK2V0VY4LD49pPSMfjcft9WkhrNJpqooWz5qEiuzQjVy1rpTPOa2trTE5O8thjj9HdnZ9/cqniMwcfR0xcQ/oEMhRB3r+PQCBHv408eQ4xeKYicZSKcogkwzBoaWmhpaWFkydPkkwmbQ/piYkJYrFYhvVdXZ36riS1KpyzOUhIW89rIa3RHB39cykcLZw1Dw2qeTObpsnMzAyBQIArV67Q0NCQ1/tKKlh9bZj9ZxEj30Tev4/0+TA9XszAJuJvv4bo7sXwqC8E0ym3mHc4HLS1tdHW1gakhrFsbm4SCAS4c+cOpmlmCGkVUe2Cx0JKWVRjZrqQttZRC2mNRlNJtHDW1DyW5ZVKY7NDoRCjo6O0tLQwNDRUkFgodaZXnn8GOT2B2SoxQzHM2zehvgE5PYXx119FvPZ7EApk5lXF6XRy7Ngxjh07BqScIQKBAIFAgIWFBUKhEPPz87S3t9PS0qLMMJZq/wZyYV3UloJ0n2g4WEhbrh2GYSi5XTQaTe2ghbOmplFtbDbA6uoq09PTPPHEE3R0FG77VnLB2tKOvPgc8q9exNzYgBM9mMJJ/N49ePll6voGcT32eOk+7yHH5XLR0dFhf7df//rXaWpqYn19nbm5OZxOZ8YwlnJ6SO/Hw1KqUQj5CGnDMGwhbQ1jUXE7aTSVQmhDuoLRwllTs6hWmpFMJpmenmZ7e5urV69SX19/pOUIIUrfvHjhKbg5h9wOkdgNE7u9BM2tyPUNkl/4At7WNpxZA2F0xjk/DMOgo6PDtha0PKStCyiPx5MxjKUSF3eqfm+VFPS5hLTltBOLxQAtpDUaTeFo4aypOSzv1/TbsYWe7CxRWKqTZDAYZHR0lPb2dq5evVp0HWepEQ2N8KrXItfXid1cQAycxPR4iN5aJHlzgeSffZbWH/lhjCOKfc0r1NfXU19fz4kTJ5BSEgqFCAQCLC0tMTExQUNDQ4aHdLmEtIoCsJqZ8OzjRLaQDgQCeDweu9xGC2nNo4DeuwtHC2dNTWGd6BKJRFEnNSurW4rb6CsrK8zOznL+/PmSjPEuS8YZMHr6MJ4dwpy/A/E4wZmbiEYvhreR3evjiBe/Qusbv8+ud9YZ5/w4SAwKIWhsbKSxsZHe3l6klOzu7tr10bu7u3i9XltIe73ekgi1R7FUo1CyhfTm5iZNTU00Njba/RKGYWRMNdRCWqPRaOGsqRlM0yQWi9kntGJOYKUYu51IJJicnCQcDjM0NFQym7JyCVYhBM6hf4D7zjKh6+OI4x0YnZ1sz84RxWDzc58n2djIsde8gNjbvqoJ51oXLUIImpqaaGpqor+/H9M02d3dxe/3Mzc3RygUwufz2UK6oaHhSOuskkBNR9W4IBWbw+F4oLQjFosRjUYBtJDWPHTovbdwtHDWKE8+3syFUmxWd2dnh9HRUbq6urh48WJJT57lPBEbhkHD676H8NIK5oaf3ZlZwqEI9WfPEgsEWHnpqzjaWml76smyxVAsqon5YjAMwx7GMjg4iGmatof01NQU0Wj0gWEstUyxdnTlJNvxY7/Sjv2EtNPpVKLXQqPRlBctnDVKY52oSt0AeNSMs5SSpaUlbt26xYULF2hvby9JPJXE0dZG8w+8g/gf/3diM3PUDwyye+8+a8sriFCEtY//Z57+mX+Gu7vroRKptYBhGBn+0Mlk0vaQXl5eJpFIZHhIezyenMtRNbNbSju6UmOa5oGifj8hHY1GbSHtcDgyMtJaSGs0Dx9aOGuU5aCx2cVylIxzIpFgfHycRCLB8PAwbre7ZPGUg4O2l6e3l+bveR33Z28SWbvPveUVGvr7cdbXEdzZZfTTf8q5H3hrBaOtXcopUh0OB+3t7fYFWjwet4X07du3MU3TFtGtra22h7SqwlnVuOBoUw3TLTAtIR2JROzXZAtpVbPtmkcUAYaaP0el0cJZoxyV8GYuNOO8tbXF2NgYvb29DA4OKnvyLwTv5Uuc+KEfYPGLX8YRS2B43NyZmMZsbMTc2CQYjnDsta+qdpiaNFwuF8ePH7ebUGOxmC2k5+fn7Yy1qgJV1bjg8IzzYRwkpK11zlUjrdFoagstnDVKUSlvZsMw8so4Sym5ffs2i4uLXLp0SdkRy7mwLgwO2obHnh8muLnF2mf+jM37G5j1DbSeOsn2yl3Cm5vMfe6LPDM8RF2Tt1JhawrA7XZnDGOJRCIEAgFWVlYIBoNsbW1leEhXYxhLOioL51LXX+cjpB0OR8Z4cC2kNZVGD0ApHC2cNUpQCm/mQsjHMSIej3P9+nUAnn/+eWVGKZcSw+2m//tez04owtSLL+GpqyeweJvt++s0dHUSuLfGNz/537jyrh+kobWl2uEqiUp14HV1dXR3dyOlJBwO093dbQvpyclJ6uvrbSHt8/kqLtRUFs7lrr/OJaRN07RLO4QQWkhrNDWAFs6aqmN5MyeTyYo10xyWcQ4EAly/fp2BgQH6+/uVPdkfRDwetzv9D8LhdnPuzW9g2x9g6VsjxBNJ2s+eQRoGYn2du9fH+fYfubj6Yz+Eu6G6rg6qfg+qxWVlTxsaGmhoaKCnpwcpJcFgkM3NTe7cucP29jaNjY0Zw1jKvR6qC+dKCtV8hbQ1jCWf37JGUyh6jyocLZw1VaVaY7P3aw6UUnLr1i2Wl5d58sknaW5urkg82RQz2dA0TWZnZ1leXsYwDNuFoa2tbV8XBre3kaff+Xbi8QRzf/W3mPEEG7cWQErMWJxbf/N16n1ennz79+PcZxmVQqUMby0hhMDr9eL1eh8YxnLr1i12d3dpamqyhXRjY2PJf48q29FVW9TvJ6TD4TCrq6v2oJz0jLQW0hpN5dHCWVMVsr2ZK23blKs5MBaLMTY2htPp5Pnnn8fprN7P46jCORKJMDo6itfrZXh4GCml7Qt8584d24Whra3NHi1s0djextUffSdBf4DQhp/G1lZMbwPJcASXw2Du81/A7XLyxPe/seriWXMw+ew7uYax7Ozs4Pf7mZmZIRwOP+AhXexvtJbt6CpNupDe3d2lrq6ORCKRUc5miWgtpDWayqGFs6bilMubuRCyM85+v5/x8XFOnjxJb29v1U9AR5nat76+zo0bNzh79izd3d3EYjEAjh07xrFjx4DUxUEgEGB9fZ25uTmcTidtbW1281hjexv/4J/8KN/4vd9na2mZyL17EIvRdOYUsWCElb/5Bp46D4+95Y0lX+dapdqZylwcJSbDMGhubqa5uZmTJ0+STCbZ3t4mEAgwOTlJNBrN8JA+yqRMFbeVhcrZcEvUpzd3picfrO2qhbSmEASgd5HC0cJZU1HK6c1cCFbGWUrJzZs3WV1d5emnn6apqakq8WRTiHC21uHevXs8++yzeL1ee/tmL8PtdtPZ2UlnZycA4XAYv99vN481NDTQ2trKhR/8x8TCUdYXb3GstReXx4NcXsHjkCz/8afxNTbQ+ZoXEFV2adDsT7G/LYfDkTGMJZFI2HcvlpaWSCaTGUI6H19zlYWz6tnwbEcUqwbawhLSOiOt0ZQXLZw1FaES3syFIIQgGo3y8ssvU19fz/DwcFVLM7LJVzhHo1HGxsbweDwMDw8XbDdWX19PT0+P3Txm1bwGknHcF8+RnJtj8959mqJRmpu91Hd3E7l7l/UXv4LH10TrleeOuoqaMlKOOnCn07nvMJaFhQUAW0RnlwGlx6WqeFOtVCOdfGLTQlpzFPQeUDjqKAXNQ0u1GgAPIhqNMjMzw7lz5zhx4kS1w3mAfISzVV5y6tQpent7S/KZ6TWvZ8+e5W+cguDf/h1iZYWgx0NifByflOAwWPv9T+H2eGi8fKnozy4EFZsDVdin06lE2UH2MJZoNPpAGVC6h7TT6VS6HOJhE/XpQtr6zeQS0tZAFsMwlF1/jUYltHDWlI1KezPng+U4sbm5ycmTJ5UUzXCwcLacP1ZWVspaXuJwOGh5/DEeHxhk/hO/B0mTOiFw9Paws72FIxwk8Xv/ibb3vJtjFy9WxOe62vtPrVANEejxeOjq6qKrqwtIlQFtbm5y7949pqen8Xg8trNHMpms+jCWXKi6f5ViqiFwqJB2uVy2/Z0W0o8GhsI5ZyHEWeD3gWPAFvAeKeWNrNcYwIeAfwgkgA3gJ6WUc+WKSwtnTVmohjfzYYTDYUZHR/H5fJw4cSKvmsxqsZ9wjsViXL9+HYfDUbHykv7v/A7csSgb/+tLGA11GEJg7O7i7u4k4d9g59Of5s7KCqKjI6PRUEVhpKkc9fX11NfXZwxkmZ2dZWtri2984xt2Pb3lIa1qJloFSl1GkktIW8dsq6nYMAw7I62FtKZKfBz4HSnlJ4UQbwc+CVzJes1bgO8AnpRSxoUQHwR+DfiBcgWlhbOm5KhYmrG2tsbk5CSPP/44XV1dzM7O5jVyu1rkEs6bm5uMjY0xODhIX1/fgdu1FNs8PYaOF74TIxTG/z8/hzO0g3ugH1dzE57lO7jDu3TNzeC8eoVALP5Ao2FbW1tFhmtoXkG1sgMhBA0NDXi9XhoaGujq6iIYDBIIBFhcXGRnZ8f2KW5tbcXr9SoVf7Upd/119nE6W0hbz2shrakUQogO4Dnge/ce+hPgI0KIM1nZZAl4gDohRALwAUvljE0LZ03JsGzmbt++bVu6VfvAapom09PTbG5ucuXKFRoaGoDcPs4qkS5apZQsLi5y586dqg1lMVwujn3v92BEIoS/8L8wHAbi5gyOhkYcTV7k7BSOl77MiX/09gcaDdOHa1gZ6YaGhqrvGw8zqglni3Q3HWsYS19fH6Zpsru7i9/v5+bNmwSDQXw+ny2kH/X9pVpTDS3ShbTlimQYhl0frYV07aLwN9YH3JVSJgCklFIIcRvoB9KF8/8EXgusAjvAMvDqcgamhbOmJFgH1UQiwa1bt+jv7692SIRCIUZGRmhra2NoaCjjxHPYyO1qYwnneDzO+Pg4UkqGh4crUkecHYOF4XHT9pY3sRnwk5iawHX8GI6ODhzLCzhcTsTLf4vZ1IjxPW9AOJwPDNfY3t7G7/czNTWV4Ql80ERDzdFQ9aJwP0FvGAY+nw+fzwdg7y+BQIDp6WkikUjGMJa6urqSijRVt5eFVfJWLfYT0rFYjO3tbe7du8fg4KAW0ppC8Aoh0jPDH5ZSfvgIy3kOuAj0ANvArwMfA95VfIi50cJZUzTp3syqZHLv3r3LzMwMTzzxBB0dHQ88f5QBI5VECMHOzg6zs7P09fUxMDCgxEnI8Hho/sdvY/dTu8jpSRxLCxiYGD19iC0/jL6M7OpGPJVZhmaN/m5paQFSTUmWldlhEw01R0OF/SWbfDPh6fuLNYzF8pBeWVkhFovZIrq1tbXoCy+VregsVIovXUhbFzmQ6sGIRqMAGRlpp9OpxB1IzYNU8SvZlVIeZAd1B+gWQjillAmR2nn6gdtZr3s38BUp5SaAEOL3gS+VI2ALLZw1RyZ7bLZ1YK+mIE0mk0xNTbG7u8vQ0NC+080Mw7C7yVVDSkk0GmVqaoonn3zSHkBRafa7uHC0t+P9oR8m8qnfx3l3AdHRhXF/BRGLYjR64Mufg+Od0LP/XQen01nQRMNsf1rNwaheqlEoDoeDtrY22tragMwLr9u3b9sXXpaHdKGNvyrb5KmONZwlfftZGeloNJohpN1ud4aHtIr7qEYNpJRrQohvk8ocfxL4x8BSDreMeeANQogPSSljwJuA8XLGpoWz5kgc1ABYrYPh7u4uo6OjHD9+nCtXrhx4Isweua0KiUSCGzduEI1Geeqpp6ommuHg79HR0YnnTd+P+V8/gVi7izCTGH0DGJEdiO7CVz6LfNt7oNGb12flO9EwmUxq4ZwHqm6jUgn6XBdelpCen5/HMIwMIX2Y+4zKUwNVJ5e1oHVOSE+mSCmJRCL2axwOxwOlHRpNFu8DPimE+AVSZRg/DiCE+F3gs1LKzwL/EXgCGBVCxEnVOr+/nEFp4awpCCmlLZr3G5tdjZP28vIyc3NzXLhwwT6ZHoQqJSXp7OzsMDo6Snd3N4lEomiruVKUoxz0fudjj2N+/9sRX/gMuF04du5DIgFdPYjV28ivv4j52jfDEWzp9ptoGIlEuHbtGj6fTzcaHoKK26RcmV23201HR4ddlmUNY7l//z4zMzO43e6MYSzZQk/ljLNqx6ls8p1qeJCQtp7TQrryqHeUeAUp5TTwfI7H35v2/1HgJysZlxbOmrzJd2y2JdgqceJOJBJMTEwQjUYZHh7Ou9ZRtYzz8vIyN2/e5MKFC7S3t3Pt2rWqx5eP8BZPX0Fu3MX4+78Fpxtx7DhGdBvMJMyOILt7kReKG8udPtFwfX2dxx57jEQioRsND0DVUo1KZXbTh7FYAi0QCHD37l0mJyepr6+3hbTP51M646x6/fVRhtkcJKSt70ELaY2qaOGsyYtCvJktx4pyD8BIz9BeunSpoBOfKhnnZDLJ5OQkoVCIoaEhW/SpehLPRjgciFd9D8K/hliax9jxIw0HtB5DxMI4rv8tie4BaDtess/UjYaHo6pwrkZcQgh7GMuJEyeQUhIKhez9ZXt7m7q6Otshwuv1KiXSVBfOpYgvn4y0w+GwGw21kC4dQumcs5po4aw5kKOMzS63cJZScufOHRYWFrh48aLdMFQIKmScg8EgIyMjdHR0cOHChQfqxKsdX96lHo1e5He/BfHn/w12AgiPGxHeAikRWxs4vv1Vkq/5R1CmKYfFNBpqKosKgl4IQWNjI42NjfT29iKlZG1tjfn5+QzPcSsj3djYWNWYVRfOyWSy5PHlEtKmaT4gpK1hLJZrh0ZTCbRw1uxLujdzIZ6c5fRIjsfj3Lhxg2QyyfDw8JHHZlc742zZ5Z0/f57jxx/Mxqpul/cAHd2Yz74Kx19/HiO4jenyINwuiEUwbs9gLkwiz1yqSCj5Nho+zBMNVRCouVAxLisj3djYyOXLlzFNk52dHQKBALOzs4RCoQwP6fr6+oqug+rCuRJ3F/cT0uFw2H4+u9lQtf1MRQRg6M1UMFo4a3JimiaxWMxumim0DKIcwnlra4uxsTF6e3sZHBws6sBYrYyuaZpMTU2xvb19oF2eCsK50O1rnn8OY/U28uYNhExCLAouNyTjOMf+lnjvaahrKDquQrfLfo2GD/NEQxUFKqgdlyXKDMOgubmZ5uZmBgcHSSaT9jCWycnJjJr6lpYW6uvryxqb6sI5mUweOYFxVHIJ6WQyaVujWuPB00s7VNzvNLWJFs6aDPbzZi6EUgtna+T07du3uXz5sl3bWgzVyDiHQiFGR0dpa2vj6tWrh9rlVVs4F4zTSeK51+C6v4TY2gCXCxCIWAT89zAmv4X59HcW9RHFnvzSGw0Pm2hoTairRVTdd1QVzgc1BzocDnt/gFRNvTWMZWlpiUQikbHPlLo5VXXhrEJ8VsbZIv08Zu1zWkhrSoUWzhoba4RqPg2AB1FK4RyLxRgfH0cIwfPPP1+yRq9KZ5zv3bvH1NTUvpMMs6l2KcmRaevAvHAFxze/DPE9z1aHE+IxHDMjmGefBK+vujGm8TA3GqooDFS1fSskLqfTSXt7O+3t7UCqfMzaZxYXFwEyPKSL3WdUEKYHcRRXjXKzn5BO79WxkjFvfvObqxWmEqh3lFAfLZw1QObY7GInOpVKOAcCAa5fv87g4CB9fX0lFQKVEqamaTIzM0MgEODKlSs0NORfqlCTwhlInr+CmL+RGoxCEqQBwkTsBHDMjZB86oVqh7gvD0ujYS1mdqtJMXG5XC6OHz9u9ypEo1E2NzfZ2Niw95l0D+lC/dlVF86qxwe5hfTo6Cjf+MY3HnnhrCkcLZwfcfL1Zi6EYoWzlJL5+Xnu3r3LU089hc9X+gxlORsYLcLhMKOjo/h8PoaGhgratjVZqmHhriN5+TtwfeVPIJYE4uD0pBoFZ0ZJPnEFPOWtCy0V+TQaJhIJtre3lWo0VHXfUVXQlzIT7vF4HthnNjc3uXfvHtPT03g8ngwP6cMuvlQXpuVw1Sg3QghCoRCNjY3VDqXqqPdrVB8tnB9hCvFmLoRiRGk0GmVsbAy3283w8HDR0/P2o9zC9P79+0xMTPD444/T1dVV8PtLlRGvllCRg+cw2zow1pZAOhCxMNLpRATuI+4uIAefqHhMpSBXo+G3v/1tJRsNVRWoKsZVzky45SHd3d2NlJJwOEwgEGB5eZmJiQl7GIvl8pItQlUXzpVw1SgHu7u7WjhrjoQWzo8gR/FmLgTDMEgmkwW/b2Njgxs3bnDq1Cl6enrKeoItV8bZNE3m5uZYX1/nueeeK+rAXKxwrqpAcbown3gWY2MVEYshXW5IJkEmcExfI1Gjwjkdq9HQ6XTy5JNPKtVoqKpAVTWuSolTIQQNDQ00NDTYF1/BYNCuj97Z2cHr9dr7jNfrrQnhrHJ8+xEMBmlqaqp2GFVG6AEoR0AL50cMy5s5mUyWXDBbFCpKTdPk5s2brK2t8cwzz+D1ekseUzblaA6MRCKMjY3R0NDA0NBQUVmYmm0OTMMcfAJe/ktkNIQIR5EOZ6rW+e4i7G4fuUlQ1e2iUqOhqgJV5biqIf6EEHi9XrxeL319fZimadsl3rx5k2AwiNvtxul0EgwGq34XIxcqNgfmQzAYzKtRW6PJRgvnR4hylWZk43A48halkUiE0dFRGhsbGR4ertgBuNTCdGNjg/Hxcc6cOUNPT0/Ry6vpGmeLRh9mZx+OzXWkcCASMRAGBHcQ91eQRxDOqomGg3hYGg1LiarCWZWmRcMw8Pl8+Hw+BgYG7KTCzs4O09PThMPhqg5jyUWtlmrojLPmqGjh/AiQ7c1cTtEM+WecrTrgs2fPcuLEibLFk4tSZZzTGxmfffbZkmXLHwrhDJgnn8CYGQEzgRROkGaqSXB1keTJc9UOr6JUcqKhqgJV5bhULDcwDIO6ujrcbjcDAwMkk0nbQ3piYoJYLFZ13/FabA6ElHDWNc6g4M9RebRwfsgplTdzIRwmnE3TZHZ2lo2NjaLrgI9KKTLOsVisbI2MD41w7ugFw4GIhCCZRBpOhCEQKwvVDq3qlHOioaoCVdV6WFXjgszYHA4HbW1ttLW1AfuXA1ke0pWY6FerwjkUCumMs+ZIaOH8EFNKb+ZCOEg4W9PzmpubGR4ertoBt9iMs+UxffLkSXp7e0u+bR8W4YyvFVweZGIr1RwoTKTDgdhcT/1dg7d4y0GpJxo+FPtOBTFNs2wOPsVyUGy5yoEsIT0/P49hGLaILlddvarZ+sPQGecUtffNVR81jxSaoiiHN3Mh7OeqYU3PO3funH27ulocNeMspWRhYYGlpaWyeUyDWsK5qOyl04X01CMSCUjuXaiYEoK7EItCff4DYR4lStFoqGLGGdSMS9UMPRSWDXe73XR0dNhNb9Fo9IG6+vSMdClqk1XedgcRDAYr0oiuefjQwvkho1INgAdhGIZtdQepzPf09DTb29sFT88rF0cRpvF4nOvXr2MYBs8//3xZM1SVHgleTqTTA5EoSECATDgQkSgkYkBh+4JqJ+hKXdwU2mhYq2KmWqheqnFUgevxeOjq6rK95C0P6dXVVaampqirq8uYaqjqNigHVjnUo44+ShSOFs4PCeX2Zi6E9FKNYDDI6Ogo7e3tXL16tWYPzFtbW4yNjdHf309/f3/Zt60qGWcrjqIa1ZISGYkj9/YJ4XQiY7FXMtCFLk+B7VJtDms0TCQSLC8v09nZqdREQ1VRudyglKLeGsZy4sQJpJSEQiECgQBLS0tMTExkNKh6vd5DP1cVN5KjoCcHao6KFs4PAZXwZi4ESzivrKwwOzvL+fPnOX78eFVjOipSSm7fvs3i4iKXL1+2b52XG1WEcylIBkOIcAz21ke6QEQToKhQKQRVvqPsRsOXX34ZwzCUnGioIioLwHLFJoSgsbGRxsZGent7921QtWrrvV7vA3HUqhWdNXhGZ5w1R0EL5xpHhdKMXNy/f5+trS2GhoaqYpFUChKJBOPj4ySTSYaHhyvSoW5RrHC2BH8sFqO9vT3nKN9KxAEgNwKYkXhKODsdCJlAmICzfANAKokqvzkLq6+hp6eHuro6u9EwEAhUfaKhqqheqlGpqYbZDao7OzsEAgHm5uYIhUL4fD57v2loaFB6ux1GPB6v6DFdVVQ7ftUCWjjXKJX2Zs6XnZ0dZmZmcDqdXLlypWYPqtvb24yNjdHT08Pg4GDFt20xgtWqxbZOhNYoXyvr2NbWlvfghGLXW4bDmGvrKeEsBCKewHA4wVmHqKsvatma/Ukvr0lvNDx58mTVJhqqkp3Phco14dXK6hqGQXNzM83NzQwODpJMJh+4APN6vSSTScLhMPX1tfd7VvU716iNFs41iGqlGVZMy8vLzM/P09/fz87OjvKiOVf9bvp6XLp0idbW1qrGVijb29uMjo7S19dHb28viUTiAXsza3CCJZZaW1sPzLwUlfm+d5e4308ykkAIE0MYCLfA1dyGUHz/qHX2Oy5Ua6Kh6uJU1eOVKrE5HA472wypO3L37t1jZ2eH8fFxEolExp0Mj8dT5Yj3p1a9p0uNQDcHHgUtnGuMankzH0QikeDGjRvEYjGGhoYIhUJsbW1VO6xDsWqxLWGQSCSYmJggGo1WvDQjm6O4aiwtLWUI/nRLwPSs46lTp0gkEgQCAfx+P7du3cIwDDsbnS6Wit2/4jeuE9uNIBMJpASHx4EjYeLsHShquaqgaha1kLgqNdFQZeH8qDQHlhKn02mXdly+fJl4PG7fyVhcXATIENLlupNxFCwPZ1X3R43aaOFcI2SXZqhyILVKGk6cOMHJkycRQhCJRGrCSi09q7u7u8vIyAhdXV1cunSp6gfUQj4/mUwyOTlJKBRiaGgor0yP0+nk+PHjdtNmJBJ5QCy1tbWRTCaL+i6j3/wmkWAMCTicBmYsCS43nDrauO1qfy+5UDGmYkRquSYaqiycVW8OVOV4n016bC6XK+OYYt3J8Pv9GcNYLA/pag6c2d3d1Y4ae6i516uNFs41gGma3Lt3DyEELS0tShzg090msksa9huAohrp7h9zc3NcuHCB9vb2aocF5F+qEQqFGBkZob29neeee+7IJ9i6ujpOnDhh21Tt7u7i9/uJx+O8/PLLNDc322Ip31rG5NoawbEbJGImwhCYiQSGy4HR1oDx+BNHihPUzfKqRimOE/tNNDxKo6HqwrkWxKlqJJPJfUt5su9kRCIRAoEAa2trzMzM4Ha7MzykK1nHHQqF9PATzZHRwllhpJS2a0YgELBrzKpNPB5nfHwcKWXOkoaDRm6rxuTkJJFIhKtXryrlLpBPqcb9+/eZmJgo+STGdLF07949Ll26ZN++X1paymgma21t3TdztPO1rxFa84NpYmCSMAzcDgecPItoKs/ERU2Kcl1c5Go03Nrawu/3H9poqLJwVjk2lYVzIbHV1dXR3d1Nd3c3Ukp7GIt1l6u+vt4W0j6fr6zrvLu7q8QgLk1tooWzomSPzXY6nUpkcTc3N+1BIAMDAzlPNrUgnIPBIKFQiNbWVi5duqTciemgk7iUkrm5OdbW1njuuefKesvRsjaz6p8hs5lsdnYWt9ttP2+d8MxoFP//+zki8TiYJg7DwGkIBA48r3lt2eKtNKoKrkrF5XQ6aW9vt+/UWPvGxsbGA42GdXV1Sm4rUFucqtzIdlDG+SCEEDQ0NNDQ0GCXBAWDQQKBALdv32ZnZ4fGxkZbSJd6iM/u7q7OOO+h6m9SZbRwVpBc3swOh4NYLFa1mKSULCwssLS0xJNPPklzc/O+r3U4HEoL59XVVaanp6mvr2dgYEDJk9J+GedYLMbY2Bhut5vh4eGq2FSl34K1Mkd+v98+4Xm9XhqnZ9iZm0MmUid9aRjIpImrpQ3P8PMVj/lRo1qC/qBGw83NTZLJJAsLC0U3GpYalZsDVb04g9JdcAgh8Hq9eL1e+vr6kFLaHtLz8/P2sBJLSBfb2KdLNTTFoIWzQhw0NruaWdxYLMb169dxOBwMDw8f2h2tasbZNE2mp6fZ2tri6tWrdrmJiuSqcd7a2mJ0dJSTJ0/S29tbkZPpYbXW6Zmj3t7eVA3s5iazv/EhIsEgAoHTMHEmknjqPNS/8AKGbsp5ZEhvNAwGg0xMTCg50VDl5kBQNyt41IzzYQgh8Pl8+Hw+BgYGMmrrZ2ZmCIfDNDc320I6X196i2AwqEs19jDU3LWURgtnRbC8mROJBIZhPHAQcDgcVSnV8Pv9jI+PMzg4SF9fX14HJxWFczgcZmRkhNbWVq5evWpvY9XitEgXrFJK7ty5w8LCwqHZ/nLGkQ+GYRC/NkLk1iLS6YJEknhSIh0C6XKz0N/L1uysXQNbi+N6s1FR1KiapXQ6nfT39xfdaFhqVM44q0ylSlyya+uTySRbW1sEAgHbl76QfScYDOqMs+bIaOGsAKZpEovF7IO3CnXDUkrm5+e5e/cuTz/9NE1NTXm/txRjmkvJ2toak5OTDzTRGYahVJzpWNswmUzaHtmFektXQzglo1Fu/uf/QigYwjBNhJS4PG5M4NjrvosTb3wDfr+f1dVVpqamqK+vt+uj87l1r5oYVHX/ATW3VXpMxTQalhrVM86qkkwmq+LP7HA4Mvouck3DTBfS2cfNfGqcf/qnf5rPfvazLC4ucu3aNZ566ikikQjvfOc7mZiYoL6+no6ODj760Y9y5swZAH78x3+cv/mbv6G+vh6v18tv/uZvcuXKFQCEEA3A7wFXABP4BSnl/yjxptFUAC2cq0gh3syVzDhHo1HGxsbweDwMDw8X7LepygnINE1mZ2fZ2NjgypUrD9yaUznjbBgG8Xicb3zjG3R2dlbNW7rQi6CVL73I+o0pzEQSgcTt9kDSxNXaQue7fgSPx5PRWR8MBm2f12AwiM/nyxgLnguVxapmfw7LghfSaFhq+zJVM/SqC3pVmiqzp2FaTlSBQICFhQUgJa4XFxf53u/9XkKh0KF37t7+9rfzcz/3c7zqVa/KePynfuqn+L7v+z6EEHzkIx/hve99Ly+99BIAb33rW/nEJz6B0+nkc5/7HO94xzvszwf+NyAqpTwjhDgJfFMI8ZdSyo1SbYeCESB0rUbBaOFcJaSUxGKxjAbAg6iUcF5fX+fGjRucOXOGnp6esn9euYhEIoyOjtLU1MTQ0FDOk6zKGWe/38/m5iZPP/20PVBAdaKbm0x94j8TS8QxhMBwOInGong8blpe82oazpzKeH16Q5B1697KOFojfNNt71SaPKYpnELFaa5Gw3T7slJNNLRQUaCqIkz3o1w1zsXicrno6Oigo6MDSCWDrl27xuc//3n+zb/5N3g8Hs6ePcv58+d51ateldOZ6IUXXnjgsbq6Ot7whjfYfw8PD/OhD33I/vstb3lLxnPLy8skEgkr+fSDwE8ASClvCSFeAt4K/G4p1llTObRwrgJHGZtd7lIN0zSZm5vj/v37PPvsszVd/2WJ/8cee4zu7u59X6dixtnKkt+/f5/m5uaqi+ZCMs6zv//f2LmzhJSQlJJENIrL48bR1k7/u3/k0PenTxY7ffq0nTXy+/3cvHnTtmTc2dmhqalJCUGhaqZSRYrdVvX19dTX12cM6SnFREOVUV04qx6fhXX3dHh4GIB/8S/+BW63m//6X/8r73vf++jr6+O7vuu7+K7v+i5e/epX573c3/qt3+L7v//7933uDW94Q/od235gMe0lC3uPVZWH4GdScbRwriDZ3syFHHDKmXEOh8OMjY3h9XpLanFWaVGR7m+cj/hXLeMcjUYZHR2lsbGRy5cvMz09Xe2Q8mb75jwLf/pnyHgcmUwgTYnhcmEaDnre8ma8p04WvMzsrFE4HOb69eusra2xuLhIY2OjXdZRrD2VpvyUsgGvlBMNVUZ1YapqxvkwpJS86U1v4i1veQtSSqanp/nKV77Cn/7pn+YtnH/t136Nubk5vvzlLz/w3Kc+9Sk+/elP87Wvfa3UoWsUQAvnCpHLm7kQyjXG2mqcOyw7WyhWhrxSB1WrLruuri5v8a+S+0cgEOD69eucPn3atu5SQdTnk3GWpsn0xz5BcsOPwzSRCKhzk0ya1Pf1cOrdP1ySWKyMY39/Pz6fj52dHfx+v21P1dLSYgtpj8dTks/UlI5y1uvm22ho/auVsh/VhbPq8e1HuquGEIJz585x7ty5vN//oQ99iM985jO8+OKLD/TO/PEf/zH/+l//a7785S9nT3S9DQwAd/f+HgS+dPS1KA0631A4WjiXmYO8mQuh1ENFTNNkZmaGQCCQs3GuWCopnK2a2FOnTtHb25v3+1Rw/5BSsri4yJ07d3jqqafw+XzKxGbFcRj+l/+ezb/+WzyGwDRcJDAxk0kcLjeP/fi78bS2lCUuy+d1cHCQZDLJ5uamLZSklBmODIU2uGpKTyXvQO3XaJhe9mOVdag0iCUb1YVprWacg8HgkSeufvjDH+YP//APefHFF2lpacl47tOf/jQf/OAHefHFF+nvf6AK478D7we+sdcc+Brgnx0pCE1V0WeTMmJ5MyeTySMLZotSlmqEQiFGR0dpaWlhaGioLAfmSmRzpZTcunWLlZWVgi3zoPoZ50Qiwfj4OKZpPjBYRhXhDAe7WCTDYRY++gkc0SjC4SAZiyGAuDBofvIiA296w77vPQr7/YYcDkeGUIpGowQCAdbW1piZmcHj8WTY3pVqn9c1zvlTzW11UKPh1tYW8XhcyYmGqgtn1ePbj3x8nN/3vvfx53/+56yurvL617+epqYmXnrpJT7wgQ9w6tQpXvva1wKp+ulvfvObAPzIj/wIXV1dGXXPX/7yl63j0v8F/CchxE0gCfxzKeV6WVZQU1a0cC4TxZZmZFOqRjZr3PQTTzxh146Wg3KLUmuaodPpPJJlHlS3OXB3d5eRkRFOnDjByZMnH9g/VBHOh8Wx9tnPEZuexiMgEYvjcBgkhMDhbeL8P3sfjgJ8p/Mln+3i8Xjo6uqiq6sLKSWhUAi/38/CwkJGI5lle6eKUHqYUekiI73RMBaL8a1vfUvZiYYqC9Nazjgflmj5+Mc/nvPxg44/1p3lfd4XJOWsoRSq/CZrCS2cS0y2N3MpRHMplpNMJpmammJnZ4erV6/u65FbKsopnDc3NxkbGytommEuqtUcePfuXWZmZrh48aKdIc2mVMK5nAfF2P37bPzRp/HE4yQTCRxuNwkpMYSg7btfw/GrV8r22YUghKCxsZHGxkb6+vrsRjK/329PHUu3vStkyIwmf1QSztmoOtFQdeGsenz7UUyphkajhXMJKdSbuVLs7u4yNjbGsWPH7HHT5aYcwjm9HrgUo6crnXE2TZPp6Wm2trYYGho68ARcKuFcrFg5KI6NP/gjjPtruA2DZGMjyUgEIQzcXR2c/ol/cuTPLDfpjWSnTp0iHo/b9dG3bt3CMAw7G13qQRuVQIU7FblQVThnNy2q1GioujBNJpNKx5cLa/BSLVuulhIFf5LKo4VziTiKN/NRKPTks7KywuzsLOfPn6+oJ3CphXM8Hmd8fBzggXrgo1LJjHMkEmFkZITm5ua8Ll5UKdXYj9jiIpG/eBGXNJEeJ8lQhITTAcKg850/SEN//k2a1cblcnH8+HH795Fr0IYlpL1eb8bvT0UxqOp+U0o7ulJyWFz5NBpadyxKfaGlunCGgyfeqkoymdR3ljRHRgvnIinGm7lQrAbBfOp5E4kEk5OThMPhQ7Ob5aCUwnlra4uxsTH6+voYGBgomVCpVMZ5Y2OD8fHxgiz/VBHOueKQUrL7R3+EO7SNy+PEjEaJ17sxEibukyfpfOtb9llabZBr0Ibf72dubs4e1WsJaVVRTcyDuuOjC40r34mGlmNHMeeEWhDOtYiK+2E1EOhtcRS0cC6CUjcAHka+YnRnZ4fR0VG6urq4ePFiVX4YpfCdllJy584dFhYWuHz58gPWP8VSLm9si3TXj0KnMaosnBOzM4hrf0djg5NkLE7M3YgRSyA8Ttre/S6cZb4FWsntkj5oY2BggGQyad+2X1paIplMkkgkuH//Pq2trUrY3qmYBQd14ypWnGZfaAWDwQcaUa2MdKGNhioLZxWOT0chHo8ru001tUH1j/I1SKm8mQvlMEs6KSVLS0vcunWLixcvVjUjVmzGOZFIcOPGDRKJBMPDw2W5rVbOjHM8Huf69esYhnEk1w9VhHM2UkrMz30GD1FMjwvhcuCIxIg4DJznz+N73XeV9fOrLbwcDkdGtnl7e5sbN26wvr7O7Owsbrfbft7n81XlBK2qQH0U4hJC4PV68Xq9JWk0VFk4q3oH4TB2d3cfKLnSaApBC+cCKaU3c6EclCG1PIHLKTQLoRjhbGXM97NqKxXlqnHe3t5mdHS0qNISVYTzA3HMTeFcnMTR4MJMmMh4nJhw4zZcNPzwD2PUyES2UuFyuXC73TzxxBNIKQmHw/j9fm7fvs3Ozg5er9cW0tW0NVMBVYVzOcVpsY2GqgvnWmuchdQcA+2o8QoK/iSVRwvnAqh0aUY2+00PtGqAe3t7GRwcVOLkdNRJh0tLS8zPz1ckY16OjLMV/6VLl2htbT3yclQRztkYf/eXOBudyHofZiRBIhTF44rhOHMJz7PPVju8qiKEoKGhgYaGBnp7ezFN0x4Lnp5ttIR0uS5uVRWoKsdVKXFaaKOhaZpKlP/kolaFs7ai0xSLmr9IxSiXN3OhZJdqWPZst2/fLlqolZpCM87JZJKJiQkikQhDQ0N4PJ4yRpeilBnnZDLJ5OQkoVCoYvFXgnQBL/xrODbuQIsP4gkMVwy3x01iN47j7e9EKHqCrxaGYdDc3Exzc7OdbbRs7xYXFxFCZIwFL5UI0QK1MKpZcnBYo6FV+mHV2au0/WrRig60cM7GUPBYoTr6THcI1SzNyCZdjMZiMcbHxxFC8Pzzz5fVS/QoFCKcd3d3GR0dpaOjo6LNjKVy/giFQoyMjNDe3s5zzz1XkyeTfHBM/z1GUyM0eCAaQ8ZimFvbiMHHMZ64WO3wqkIhItXpdHLs2DGOHTsGpCwKA4EAq6urTE1NUV9fnzEWXEXxWwyqCmeV4spuNJycnERKWZJGw1JTq1MDrRpnjeaoaOF8AJXyZs4XK+McCAS4fv06AwMD9Pf3Vz2uXOQrSq0pehcuXLAFRaUoRTnE/fv3mZiY4Ny5c3bWSCVKMepdSgmhXRzhLejphXgCQkHEZgDhdGN+1xuQCu6DqlNXV0d3dzfd3d0Zbgzz8/MEg0F8Pl/GWPB8UTXjrGozmapxCSHs0o3jx48rNdEQ1K6/Pgidcc5EwV1febRwzkF2aYYqBwchBHfv3mV7e7skk/PKyWFWb9YI8N3d3ar4TENxGWcpJXNzc6ytrfHcc88peSAu1ah3AEfgLjR6ETEn0pUAjwfcbiRO5NkLRX9OIahY+10sudwYrCYyq+k3fSz4QXeYVBXOqsalsgBMj02liYagSzU0jy5aOGdR7QbA/YjFYty/fx+3283zzz+vbMOIhWEYtl1fNumlDVeuXKnawfeozYGxWIzR0VE8Hg/Dw8M1ebuyEKRp4ohsYdQ3ID11GMkEMhpBOp0kB58Eo3Lrr8rv0aJcIt4wDFsAnT59mng8/kATWfpY8PTfkKoCVcdVOAeJ+mpONLRiq8Vjnx63rSkWtdVXBZFS2qJZldIMi42NDW7cuEFTUxPt7e3Ki2bYP5t77949pqameOKJJ+jo6KhCZK9wlObAra0tRkdHOXnyJL29vcrsI+VCCIE7EcYQIBubEMkEMhZDOJ2YjU2YPaerHWLVqcQ+4HK56OjosH8zoVCIQCDA0tISExMTeL1eWySpmgVUVaDWSsb5MCo50dCKTQvnGkeol4yoBdRXYBWgkmOzC0FKyc2bN1ldXeXpp59mfX29Zm5TZwtn0zSZmZkhEAhw9erVgmo2y0UhGef0KYaVLJNRQWzUJyPg9iCSSaTDBQ4XMpnE9B0H18PhHlJrWLZ3PT09SClt27uZmRlCoRBSSu7evUtbW5syDi8q7Mu5UKk5MJtiRH05JxpCbZdqWFl6jeYoPPLCWdXSjEgkwtjYGPX19fbkuUAgsG/5g2qkC+dwOMzo6CjNzc0MDQ0pc7DNN+OcTCa5ceMGsVisosNlrMa8o+6TwWCQpaUlWltbH7idny8OAfVOELjBCYY0kYnUXZlkW/eR4tKUFiEEPp8Pn8/H4OAg29vbdv/A7du3ATJs76p1x0pV4axqcyCUTpzmM9GwubnZrqHPp+ekloVzX19ftcNQBlF7X2HVeWSFc7XGZueD5dRw9uxZTpw4YT9+WMOdSljC2VqXxx9/nK6urmqHlUE+GedgMMjIyAidnZ1cunSpovtIMZ+1trbG5OQkXV1dGbfzC51i1+gEh9MFhgMhTaSZBGFgGi6ku+HI8T0sqHgHyOFw4HK5OHv2LADRaJRAIMDa2hozMzN4PJ4M27tKiR9VM7uqDxkpxzYrRaNhrZZqWNl2jeaoqHm0KDNSSjY2NhBC0NjYqIxgNk2T2dlZNjY2cjo1HHUaXzUQQrC5ucn29rayrhOHZZyteuzz589z/PjxCkaWwhL2hZw4rfIey+3D6XTamevt7e2MKXZWFrKtrW3fDvxmjwthOMAQSGkgDAdSJkjWlXeqYy2hyvHDIjuz6/F46Orqoqury75lHwgEMm7Zp9velWt9VM3sqpoJh8pdbByl0TCZTCo3PyAfQqGQrnHWFMUjJ5xN0yQWi7G6uorH41HmB2SVM/h8PoaGhnJeyWdPDlSVSCTC9PQ0yWSS559/XtmsxH4ZZ+sCxu/3V7Ueu9DmxXg8ztjYGE6n0y6JicViQGpds6fYWSfG+fl526Whvb0dn8+XOlmbSRrrXAiHAUIgAGkmkcJDsq56vxsVs7wqcZAQTL9l39fXZ9veBQIBJiYmiMfj9ljw1tbWkpYlqSpQH5bmwFKST6OhlJKWlhalt18utB1dJir+JlXnkRHO2d7MTqdTmeytldk8rJyhFko1NjY2GB8fp6enh+3tbWVFM+QWptFolNHRURobG6tej13IgJadnR1GRkbo6+tjYGDg0Pc6nU6OHz9uZ9JDoRB+v5/bt2+zs7NDU1MTvcfb6ah3gMOBEK8In6ThAkd1Dh0qHuRrOaZ027tTp04Rj8ftseC3bt3C4XCUzNJMVeGsalygjqjP1Wg4MzPD+vo6d+/eVWqi4WFoVw1NsTwSwllKSSwWy2gAdDgcVW+0M02T6elpNjc3uXLlCg0NB9eMqlyqke4A8uyzzyKlJBAIVDusA8nOOFsTGU+fPk1PT08VI0uRr3C2pi9eunSJtrajlVBYLg29vb1245AnHgQM4kkTg9T+J4UkqWubbVTMfhcTk8vlyrigypVptMo6vF5vQQJJVYGqijjNhYoNeNZdi4aGBo4dO0ZbW1vRjYaVRJdqZKLgT1J5HnrhvN/YbKfTSTgcrlpc1hCQtra2vDObqmacsweCOJ1OgsGgsiLfwso4SylZXFzkzp07PPXUU/h8vmqHBhwunNMt/ko5fdEwDFp8PuriDmQyjkAgBCQTcSLRGNdnJ/G1tFa8uUyTH6UUqNmZxt3dXfx+P3Nzc4RCIVsgtbW1Hbr/qSqcVW1atFBxm8Erol61iYaHEQwGdXOgpigeWuF8mDdzNeuFrQxhoUNAVMw4W1naU6dO0dPTYx/kixlnXSmsC5HR0VFM02R4eLjqB/V0DhLOsViMkZGRspWUGCQQVkOgEAgETregzl3PmcdaM/xgfT5fRnOZpvqUQ2wJIWhqaqKpqYmBgQGSySSbm5v2IBZLIFmZxmynClWFs6pNi6qzn6tGtScaHsbu7q6ucd4jlRTR+36hPJTCOR9v5moI52QyyeTkJMFg8EgZQpWaA6WULCwssLy8zNNPP/3AFbyKIj+bYDBINBrF5/Nx8uRJ5Q4g+wlna3rhqVOn6O3tLctnO/aycNJ0IAHDYSBNQdJw0+jx0NjYmNFc5vf7GR8fJ5lMHiieHkZU228qVT7icDgeEEh+v5/19XVmZ2fxeDz2vuDz+ZTN7KpcqqEy+W63wxoN6+vr7eNFue9gSSl1qYamaB6qs1oh3syVFqG7u7uMjo7S0dHB+fPnj3RwUCWLG4vFuH79Og6Hwy7NyEaVWPdjZWWF2dlZnE4np06dqnY4OcklnJeWlpifny/v9EIpcQqQwgkOkRq3jUQaDkwj87tOby47ffq0nV1KF0/t7e12WYdqIrNYVK1xrsZ2drvdGbZ31lhwq+E0mUxy7949Ojs7lWogU1XQq7hvpZNMJo+ULS73RMPDUNm3W1MbPDR7j5SSeDxOMpnMa5hJJYXz8vIyc3NzXLhwgWPHjh15OSpknDc3NxkbG2NwcJC+vr59t7Oqwtk0Taamptje3mZoaIivf/3r1Q5pX9KFs2ma9t2Kck8vFEiEJSQEJE2Jw+lEmibykDFT6dml9JPi/Pw8wWCwoJrY/VBdUFQbFUoiLI/8xsZGu+H05ZdfJpFI2A1klu1dW1tbxaZx5kLVUg3VM+GlGIBSjomG+Xym5hX05iich0I4H2VstsPhsK3pykUikWBiYoJoNMrw8DAej6eo5VWzOVBKye3bt7l9+3Ze2c5CrNQqRSQSYWRkhObmZq5evar0SQle2YaRSIRr167R2trKc889V/a4HWLvswGJgeEABCQMZ0FH2eyTYjKZtMs6lpaWkFJmlHXkcxLWJ73axDAMHA4H/f391NXV2T7i1iAW686FNRa8knWvqmacVRfO5XD8KHejYSwW09lmTdHU9B6U7c1cyNjscmdvt7e3GRsbo7u7u2Sjmqt1EI3H44yPjyOlzLuBTjWBY/lLP/bYY3R3d1c7nLywpi/Oz88fOe7CvweJQ0CqbURiGGIvg2lgyuL2P4fDYWcY4ZVR0Pfu3WN6erooq7NqoUJ2NxsVY4LMuLJ9xCORCH6/n9XVVaampmhoaLCFdLlLfHTG+WhUwiqv1I2Gloezit93tTD0tiiYmhXOhZZmZON0OssinKWU3Llzh4WFBS5evHhkX11V2N7eZnR0lN7eXgYHBwv2ba02Ukrm5+e5e/cuzz77bM6mEBWFhpSScDjM/Pw8zzzzTAXtkyQOJKlvLiWapRBIDMwSb6PsUdDZVmfpt/KLvVvzKKHi/gwHx1VXV8eJEycybO8CgUBGiY8lkErt3KKqQFU1LotqZOqLbTTUjhqaUlCTwnk/b+ZCKEfGOR6Pc+PGDZLJZNnqUC3f4XKfGKWULC0tcevWLS5dukRra2tZP68cxONxrl+/jmEY+zYxWuUQKgmNZDLJ+Pg4sViMy5cvFyWarYuXfNfP2kLWq4UQmFKSyHi09OxndWZNMwRoa2sjEokoWTuvEqrtzxb5xpW+L6SX+AQCAcbHx0kkErY4KoUvsC7VOBoq7Gf5NhoGg0Eee+yxvMZt//RP/zSf/exnWVxc5Nq1azz11FNEIhHe+c53MjExQX19PR0dHXz0ox/lzJkzAKytrfHud7+bmzdv4vF4+O3f/m1eeOGFjOe++MUvzgJR4J9JKb9W5k2TNwoeKpSnpoTzYd7MhVDqGtytrS3GxsaOlJktBGtoRzkPWFZtdiwWK+oCoJqi1MqUp4+gzkWusdvVJBQKce3aNTo7O0vSfFMohjRBpoSpZE94SzArvImyrc6i0SgbGxusr68zPT3NysqKnY1ubGys+glcczhHPRakl/icPn2aeDyecbve5XJl3K4v9LygSzUeDvZrNFxfX+d973sfy8vLXLx4kXA4zNLS0r5Wnm9/+9v5uZ/7OV71qldlPP5TP/VTfN/3fR9CCD7ykY/w3ve+l5deegmAn//5n2d4eJgvfOELvPzyy7z1rW/l1q1buFyu9OfOCiGuAH8qhDgppazu6GLNkakZ4XyUBsBKYE2du337NpcvX6alpaWsn2dlyst1QN3d3WVkZKQktdmWs0alxZ9l2ZZPptwau13pGHNx//59JiYm7ME4o6OjlRX10sRBSjhLSKUiTElSSpJV3jwej4cTJ06ws7Njl274/X5mZmaIRCJVc2hQIeuWjYoxQemEoMvloqOjg46ODrukyRrCMjExgdfrtYV0PhdVOuNcOKpebKST3mj41a9+lc3NTX7v936PT3/607zpTW8iGo3y2te+lte97nW85jWvscsqrUxxOnV1dbzhDW+w/x4eHuZDH/qQ/fenP/1p5ubmALhy5QonTpzgq1/9Kq973esynpNSviyEWAFeDbxYvrXXlBPlhXMh3syFYommox6cLD9jwzB4/vnnKzJ1rpw2b8vLy9y8eZMLFy7Ymb5iqLRwtgbMhEIhhoaG8qqLVSHjbNVhr66u8txzz9m3EivtTGJIE2EmEHsVzggBUhKJxHG51JoI6PP58Pl8DA4Okkgk7LIOy6HBEtEtLS3Kio9yoapwLkdcQggaGhpoaGigp6cHKaVtZ2ZdVKVbIOY6JqgqAlUXziokGwqhpaWFc+fO8fzzz/N7v/d73L9/n6985St84Qtf4Od//uf50pe+xODgYF7L+q3f+i2+//u/H0g1nsfjcbq6uuznBwcHuX37ds7ngAWgv1TrVRRCvUb+WkB54WxlmsuRZbYaBI9ycLJGTR/mZ1xqylGbfRTBmQ+V9HIOhUKMjIzQ3t5ekGWbdfFULdLrsIeGhjLqsCstnJ3JOJBESlLlzDIlnHfCYdqaWioWR6E4nU6OHTtme6SHw2H8fj/Ly8tMTk7i9Xpt4aTS4I1HkXJveyEEzc3NNDc3Z1xUWYNYALs+uqWlBafTqaxAVTUuUDu2g0ivcT5+/Dg/+IM/yA/+4A8WtIxf+7VfY25uji9/+cvlCFFTAygvnKG0WeZ0LBFaSKY43aXhqaeewufzlTyugyi1l3MwGGR0dJTjx49z4cKFkm7nSglnq8Th3Llzdrd1vlQz42yVxfT29uasw66ocDZNDDMBMgHCACmQQpI0JcFIjFryhqmvr6enpycjA+n3++2BCtZt/La2tpI0lqkmxFWMqVpkX1RFo1H8fj9ra2vMzMzYntLb29tlH/dcKCqL06NODaw2u7u7RY3b/tCHPsRnPvMZXnzxRRoaGgBob2/H6XSyurpqZ5YXFhbo7+/P+RwwCNwuakVKiD5UFI7ywtkwjLKdBArN3kajUcbGxnC73fu6NJQbh8NRMjG6urrK9PQ058+ft/1US0m5B7ZIKZmbm+P+/fsZJQ6FUK2Ms7XtL168uG9ZTCmEc77LMJJxhBkHJFhOHIaDaCxBPFHdaZXFkJ6BtAYqWI1l8/PzOJ1O2traaG9vx+fzKStUCkEL5/3xeDx0d3fT3d1tuzB861vfsl0YfD5fhu1dNbejysJZ5dgOIhQKHVk4f/jDH+YP//APefHFFx/oZXrHO97Bxz72MX7lV36Fl19+meXlZV796lc/8Nxec2AP8NXi1kRTTZQXzuWkEOFsDdA4ffo0PT09VTuglkKMZo+dLsUY01yUM5sbi8UYHR3F4/EwNDR05OxHpTPOpmkyOzuL3+/n6tWrB3rSVjLj7ExEwLT2KwFCIKVJMJ6seg14KckevBEKhWzLu52dHZqamuxsdLWF01F5mL6vcmK5MDidTp588klM07Rt7yYmJojH4xlNp5XoYUlHZXFaqxnnYDBIR0fHga953/vex5//+Z+zurrK61//epqamnjppZf4wAc+wKlTp3jta18LpC7CvvnNbwLwG7/xG/zoj/4oZ8+exe1286lPfcreX6znhBCzQAx4l0qOGjV4iKs6WjgfIkJN0+TmzZusra3tO0CjkhSbcQ6FQoyOjtLa2lr2sdPlKtXY3NxkbGyMkydP0tvbWxLnj0pgif36+nquXr166ImnUsJZmAkcySgi7bOkYSClQTheu9nmfLAay3p7e237Kr/fbwun9JHglRZOxVCLgr/aWGO/W1tbOXXqlG17FwgEuHXrlm2L19ramteUumJRWTirHNtBWJMDD+LjH/94zscPOhZ3dnbypS996bDnzuYbp0ZtlBfO5TwBOJ1Oe1x3LiKRCKOjozQ2NjI8PKzEFXYxzYFra2tMTk4eqRb4KJS6VCN9KuOTTz5Jc3Nz0cuslDjd2tpidHSUkydP0tfXl9d7KlVG4ohHIJkAJBKRqnE2TUyHgUllGxQPo5zHg3T7qnThZE0zdLvdtLe322OgK+GpfhRUjElVDtq3023v4JWmU2tKXWNjoy2kyzHGWWXnilrNOBdTqqHRWCgvnMvJQSLUajg7e/YsJ06cqHBk+3MUMZpeHnDlyhW7qaHclDKbm0wmuXHjRtFDWbKpRMbZsvkr1Oe7IuJHmjgjOyCTe6I59RjCIOGsA8Llj6FAKiXks/2CrbKO9HpYj8dz4MV3NVDpQsdCxZigsIuM7KbTnZ2dB0bEW3coSlH+pnJWV+XYDqLY5sCHEWHoi+xCqQnhXK6sYC7hbJomMzMz+P3+IzeclZNCSzUikQgjIyP4fD6GhoYqerArlSgNBoOMjIzQ2dlZ9FCWbMqZ1bVqyXd2do5k81dsbPlsJ0csjEjEENIEBBipjLNpuDANV8Ut8VRFCEFjYyONjY309fXZ9bDLy8tsbm7yjW98I6OsoxqNw9nxqoSqWfCjCkAhRIaXuDUi3hrEYppmxljwo+wPpmlWfT/aj1rOOKt2TtfUHmr+KitEtnC26n+bm5sZHh5W8oq6kIzz+vo6N27c4LHHHqO7u7vMkT1IKYTzvXv3mJqaKqvzRzmEoXXB0tzczJUrV458ci6raJUSR2gTEjEkIpV5MA2kAQlXHZTR0abWsephLeF15swZAoEA6+vrzM7O4vF4Mso6KrkdVRSpKsYEpZsamD0iPhaL4ff7M/YH68IqX/cWlbO6Ksd2EDrjnIlANwceBS2c90SoZQ9Wqfrfo5JPxtmyaVtbW6tq1ryYRsZC3CeKoRwZZ2s4zpkzZ4oq8ym344cRDeKI7IJMAgbSBBwupMNJ0v3K9tYZ54MRQuB2u+ns7KSzs9O2ObMs74LBYMb0unK52FioKFJVjAnKNzXQ7XbT1dVFV1dXRplPunuLJaT3G8qja5xLj65x1pSCmhDO5SzVCIVCTExMsL29XVaBViocDgfRaHTf56PRKKOjozQ0NFS9ofGoGedoNMrIyAher7fs5SWlFKdSSm7fvs3t27d5+umnaWpqKskyy4KUOLfuQSyMZT+H0wVmgqSzGWmkDg0qih3VsWzOvF4v/f39JJNJtra28Pv9LC0tIaXMKOuoRQFSKKoK51JlnA8iV5lPrqE81j5h9W+onNVVObaDCAaDJTkuP0wYCv4uVacmhHO5SCQSLC8v09PTU3ZrtlJxUKnGxsYGN27csL2mq81RhLOVra3UOpQq45zdvFgK67JyZpyN8DZGcAspLEFjQCKOdNWRqM88seiMc3FYNmZtban5i9FolEAgwL1795ienqahocF+vhTuDJUQg4WiqnAuV8b5INLdWwB7KE8gEGBhYQHDMGhrayMcVq8x16LQibuqkI8dnUZzGI+scF5ZWeHWrVv4fD4ef/zxaoeTN7nKH9LHgJcq01kKChHOUkoWFxe5c+dORdehFOI0FAoxMjLC8ePHS9q8WLYaZzOJc/02IhlNOWkAOJxgOEl4GpHOV5oYVRM7qsVzlO/H4/Fk3Mbf3d19wJ3BEtKFNpRaMam4nVQT86BGXNlDeSKRiD0WfHJyEq/Xa2ejK10vvx+1mHG2SmYq5SqleXipCeFcygNFMplkcnKSYDDIE088wf3790u27EqQ3dAYi8UYGxvD5XJVbQz4fuTbyJhIJLh+/TpSypJla/Ol2Iyz1YD5xBNPHDqR6iiUY+S2Y3MVY9efelwIcLohmUA63SS8rSWPodSoFk8xxychBE1NTTQ1NTEwMGC7M1j1sIAtoltaWvIq61Bt+0B1Mrv5oGJcdXV1nDhxgo2NDfr7+zEMg0AgkFEvnz4WvBrUao2zlLIm4y4niu3+NYE6KqsC7OzsMDo6SmdnJxcuXGBra6ukAzoqQXoW1yprKMUEvXJgGAbx+MGTRXd3dxkZGeHEiROcPHmyKrdNjyI0pJTcunWLlZWVsk2ULPUAGQCiYRx355DREMJwgMuFTEQRrjoS9c3gzszGaDu6ypLtzhCNRvH7/dy9e5epqSl76EZbWxuNjY37/l5UOxaomAUHtTOnVnOg1+ulqanpgXr58fFxksmkXR9dyemWKm+3/dDHMU2peCSEs5SS5eVl5ufnuXDhgn1Scjgcyg0vOAwr5lu3brG0tMRTTz2Fz+erdlg5OaxUY2VlhdnZWS5evGh/J5XmKBlnK0MOlDXLX3LRKk2cC9cx/Gt7fs0CXG6o92I6nCSa1XWTUZlyCkKPx0N3dzfd3d0ZQzdmZmaIRCIZZR1WU5mKIlXFmECNUo39SCaTD8SWXS8fi8UIBAJsbGxw8+ZNXC5Xxljwcq1bLWaco9EoHo9Hyf2wmujtUTg1IZyL+WITiYTdtJU9hKKY8dXVwjRNNjc3EUJUvKyhUPYTztZgkO3tbYaGhspuz3UQhWacrQx5T08Pg4ODZT3olFo4Gys3ccyOQDySctBobgUJeJIkfJ3gfvB70Bnng6nktskeupFIJOyyjvSmskgkcqTa6HKiqnBWsVTDIp+sbrYNojUWfGlpiYmJCbxery2kD7pDUY7YVCMYDOrhJ5qSUBPC+ahsb28zOjpKT09PzjIAp9NZU8J5a2uL69ev43Q6eeqpp5Q94FvkEs7pg0FUcDIpJONsDWO5cOECx44dK3NkxYvW3d1dRkdHcblcdDa46R37CgS3oL4BhAP8G8i245juBpKtlR+QoykOp9PJsWPH7H3REk3r6+v2f63s5H5ewZVCVeGscsa5UHEqhKChoYGGhgZ6e3sxTTPnHQqrPrqYi6tazDjr4SeaUvFQCmfLT3dxcZFLly7R2vpgwxPUTsZZSsmdO3dYWFjgiSee4ObNm0qehLLJFs4bGxuMj49XbZJhLvKpI5ZSMjs7y/r6ekW9vosRzlZH/rlz5zDMJO4v/iHJpZuYLgcOYxPR1ITR0gKmSaLrTMpVo8QxlAvV4lGF+vp6enp6CIfDNDY20tDQ8IBXsCWkK32nSlXhXOsZ54MwDIPm5maam5s5efJkxh2K9MZTqz66ECFcqxln7ajxIIru/kpTE8K5kANbPB5nfHzcdmiw6v5yUYqR0OUmkUjYTSDDw8MAysdsYW3fdLu8cjXSHZXD9gHLtcTj8TA0NFTRLMtRRKuUkps3b7K2tsaVK1dwuVzIFz+LGB1BxKNQ54GOVuTONlGHk3u+HsKBIG3Gdk6rK9WEs4oiR7WYrCxqtmgKBAL2NEOn00lbWxvt7e15j4AuRUyqoWpcUHpxmn2Hwmo8tfzE6+vrM8aCH7Rf12LGWU8N1JSKmhDO+bK5ucnY2Bj9/f0MDAwcekJTTRRkY7mApDtOJJPJmsiSQ0qUJhIJvv3tb+NwOJSzy4ODSzWsUp+BgQH6+voqLpAK3T+tpkUhhC3yI9/6O+J/9qcQ3sXlrcMRT2Cu+nH2dOBq76LpudcS3d61ra6sZrP29vYDLzo1KVQ9fuQqS0v3Cs41AtrKRtfX15d8X1c1s6tqXFD+LH1246k1Jn5hYYHd3V18Pp+dkc7eJ2ox46xLNXIg1LvwrwXUUjFHRErJwsICS0tLPPnkkzQ3Nxf8ftV2nqWlJebn5x8oNamFLLlFOBxmY2ODxx57jP7+fuW2MezfHLiyssLc3NyBpT7lphDhHAwGbVs/q2kxcXeFnY//NnLtPk4hSeyGcbc1466TSJwknv1uGlra6G9ps62uNjc32djYYHFxEcMw8Hq9RKPRmjxRPqrks89k18JaI6AnJiaIx+MZI8FLUdah4jEW1BeAldpm2WPiTdO0be9y7RO5HD9UZ3d3V5dqaEpCzQvnWCzG9evX7YxmoQd5axKfKredEokEExMTRKPRB1xAoHauDpeWlpibm6OxsZGBgYFqh7Mv2Rln0zSZnp62HT+q6U6Qr3C+f/8+ExMTnD9/3s4oJra2WP13v05k6hYiEcPVUIe3pY7Yxiau3g4Sz76A7M78XrI9hMPhMMvLy/j9fr7+9a/T1NREe3t7VQcvaA6nUJGaPgL61KlTxONxu6xjbm4Ot9ttf+9NTU1HEkyqCmeVSzWqiWEYdu0zYO8TgUCAmzdvEovFuHXrFq2trbS0tNTENtTjtnOj4M9SeWpCOO93wLVM4AcHB498K91qEFRBOFsuCJ2dnQeOblb19jC8MpkxFArx5JNPMjMzU+2QDiQ94xyNRhkZGaGpqYkrV65U/WRwmHC2hrDcvXuX5557zrZaMmMx7vzWf2Tjm3+P0+2iweWEcIygx0NjnRPz/DMYw6879PPr6+vp6OggFApx8eJFtre37QbPZDJpl3TkO9HuYUVFQVhMTC6Xi46ODjo6Ouwxxblu4RdyAaWqcFa1VEO1Y3z6PgHwV3/1V9TV1bGyssLk5KQ9mKe1tRWv16vkNtXCWVMqakI4Z5PebPb000/T1NR05GWp4qxRyDAQS1CpdnAKhUKMjIxw7Ngxzp8/TywWU76sxMo4W1MYT58+TU9PT7XDAg4Wzslk0h5TPjQ0lFE7fvM/fZLF//k5PG437p1dok4HrS1NxLZ28J6/gviBd0OeFwXWPpaelTx9+jSxWAy/38/q6ipTU1M0NDTYWclS+sWqjmoCB0obkxCCxsZGGhsb6evry7iFnz65zhJN+/UwqHi8AnUzzqpuL3hlm/X09NDT05MxmGd2dpZwOJxhe1dNn/50tHDWlIqaE87RaNR2OShFs1m1hXMymWRqaord3d28h4FYdc4qZfmscoEnnnjCzkrUQj22EILd3V3Gx8eVm8K4n3C2LlA6Ojo4ffp0xgl24o/+B6P/+VOYu2GQIdrqXLTEkwR3I7T0dON5/z9HeAtbx1wxuN1uurq66OrqyjhxTk9P29Zn7e3tZRkDrKJYVYlyiq70W/jWBVQgEGB9fZ3Z2Vk8Hk9GWYcVh6pC0DRN5RqWQe3a6+wsffZgHqtXwhrEYpqmfYeipaWlats7GAxy4sSJqny2yqj4u1Qd9Y4YObC+2PX1dW7cuMGZM2dKlhWspnBOz9AWUhpgeQ+rIJyllMzNzXH//n2uXLmS0XyhunBOJpMsLCwQDod51atepZyLRC7hbJVKpF+gWEz/r7/gqx/+D8TWN2hqaqIxHmMjFKW+tRlPk5eWn/kZnH39BceQz2uyJ9pZY4Dn5ubweDx2WUcuy7tSx1NJVBTxlRSp2ZPrLGcGy6WlubmZtrY2ZZvJVBWoqsYFHJq0ye6VsO5Ora2tMTMzYx8PiqmZPwo646wpFTUhnE3TZHZ2lrW1tZL7ADscDhKJRMmWly+rq6tMT09nNHTli9XQWG1isRijo6P7ehyrLJzD4TDXrl3D6/XS0tKinGiGTOEspWRxcZGlpaWcv4GFr3+Tv/z3/zeh3RBuTx3b27vEG+tpcAuiThcdP/HjNA5dPVIchYrDdOuz9BrZdDFlZSVVGw19FFQT89Ui25khmUzaZR337t3DNE07+1jowI1yoXImvFaFczbZd6es48Hi4mKGFWJra2tZJ1yGQiE9cjsLAQg1dzOlqQnhLITA7XYzPDxc8oNtpTPOlmvD5ubmkafQVbu8BF7xzD558iS9vb05D3aq+mRbWdtz585RV1fH3NxctUPKibX9kskkN27cIB6PMzQ09EDpw+rUDJ//xV9lZ3WN6O4uMbcbb52H0G6QuhYfXW97C8fe8qaiYihmHdJrZNNv496+fRshhJ2Nbm5uVlYs1BKqiEGHw5Ex8ttqLEwfuGFdQFWroUxVgapqXEBRdw9y1cxbVoiTk5PEYjG7FKitra2kCY1gMFhUP5RGY1EzwnlwcLAsIszpdFZMhIbDYUZGRmhpaWFoaOjIB59qZnLTx38f5pmtwsk7Hcvve3l52c7a7uzsKCnuIbX9EokEf/d3f0d7e3tOp5WNW4v8yb/8V2zcXEBIibuhgUQkQtAwqGvy0vOG13PmJ/8JhiJ1nNm3cSORiF0LOTExkTGIQ3uuHg1VhHM6UkpcLldG5nF3d9e2vAuFQvbwnUreiVC1OVB14VyqBFa2FWL6hMuFhQUMw7Cz0cW69wSDQZ1xzoFqx4paQI2zaR6UK3tZqezt2toak5OTnDt3js7OzqKWVa2Ms5X5jMVih44zt1BFlFqjy61R7FaDykGTA6vNzs4OgUCAy5cv09XV9eDz99b4s3/1i9ybmaOxxUd8c5N4JEpDWyux3V1OvfbVfMfPfwBRRNam3HcN6urqOHHiBCdOnMjIPt24ccO2vKt2U9FBqChSQb2TYfZ2EkLQ1NREU1MTAwMDD9yJADK++3KVdahqR6eycC5nbNkTLq0L67t379ruPdZ+UehdCl3jrCkV6p2JKky5a5yt+uyNjY0HmueOitUcWEmsyXSHeUyrSDAY5Nq1a3R3d3Pq1KmM2PebHFhtbt++za1bt2hqasopmsNb23z+53+Z1esTOJ0Odtc3cNfVQyJOZHuHvqvP8d2/9PO4GhqqUsN/FLKzT+lNRdPT0zQ0NNgZQlUFqwqouD8f9n1l34mIRqMPCKZy2B2qKlBVjQuKK9UolPQL61x3KazmU2ss+EFo4awpFVo4l1E4RyIRRkdH8Xq9OZvnjkqlmwPv3bvH1NTUkRoZq+05bWX6L1y4wLFjxx54XrUGRtM07QEyly9fzll/HdvZ5Wu//KusfPPvSezs4qr3YLrcREMhXF4vnecf583//t/SeKy96H27mnXq2U1Fu7u7zM7Ocu/ePe7evWvXQba1tZXc8q6WUfGiotCYPB4P3d3ddHd3Z9gdzszMEIlEMso6iqmDVXFbgdrCuVpWqLnuUljNp8vLyxme4i0tLQ8cEw4Tzj/90z/NZz/7WRYXF7l27RpPPfXUgY8DfP7zn+eDH/wgpmmSSCT42Z/9WX7sx34MSJ173v3ud3Pz5k08Hg83btx4QUr5tZJvmKIQYKi3/6uOFs4OB9FotOTLtazzzp49W3LvyEqValjZcr/ff+RGxmp5Th9kk5eOSg2M0WiUa9eu0dLSwrPPPks4HH5A1JuxGNf/n99m6StfxWUmaWhqJBQM4alvwOVy0XpqgO//9X9Da19p7BpVERXWSbOlpYW6ujo6OjrsWsj5+XlcLpfdZOjz+ZSJuxqoKAaL8UvOZXdolXWk18FagqkQwamqQFU1LqiecM4mvfkUeMBT3O12c/PmTVpaWnjNa15zaHPg29/+dn7u536OV73qVXk9LqXkXe96Fy+99BKXL19mYWGBc+fO8ba3vY2mpiZ+/ud/nuHhYb7whS/w8ssvc/Xq1T8QQpyUUsZLvzU0laRmhHO5TgSlbg6UUnLz5k3u3btXcus8i0pkSa3x01a2vNhGxkoeaOPxOGNjY7hcrkMz/apknLe2thgdHeXMmTP2hVYuUb/8qT9g8U//jEaPm+BukHqHgau1lZ3NTVoG+nnz//nLdD5+pqSxqXJhkU625V04HGZjY8MeC23dwm1vby9ro5mKIlVFSrmdnE4nx44ds+8ghcNhO+s4OTmJ1+vNaDA96HN1c2DhqOrJne0pHg6HGR8f57/8l//CP/2n/xS3280nPvEJXv/61/PEE088sF+88MILOZe73+OQOkZvbm4CsL29nXG8+fSnP23fMbxy5QrACvBq4MUiV7W06ONXwdSMcC4XpczeWlMN6+rqymKdZ1HujHMpx09XWpju7OwwMjJCf38//f39h56sVWgOXF5e5ubNmw+4lGTXX2987vOs/P6ncMZjJCMxmuvr2I5EMCJhjnd38r2/9sv0PfNkxrKLFSsqZeT3QwhBQ0MDDQ0NtsWVlZG8c+cOgF0fW2hGshZRUcyXM6b6+vqM8c9Wg+nU1JQ9xXK/kh7dHFg4KsdmYR0T3vOe9/Ce97yHaDTKU089xc7ODu9///u5c+cOr371q3nd617H61//+oJLEK3P+OM//mPe9ra30djYSCAQ4DOf+Qxut5uNjQ3i8Xh2f8oCUNgEKo2SaOFcIhHq9/sZHx/n1KlT9Pb2liCy/SmXcLaGbNy5c4enn366JJ6XlRTOKysrzM3NcenSJVpbW/N6TzWbAy1P7+3tbYaGhnJmRq3YQn//Musf/RjmZoC2Ri8riST18RieFh+m28OVD/4rTr7q+UqvgpKk37o/c+aM3Zm/srKSkZFsb2+nvr5eSeFUDI+acE5HCEFzczPNzc2cPHkyw95sfn4ep9Np7xvNzc3KikBV44LS2tFVCpfLhZSSX/zFX+SXfumX2NnZ4Wtf+xp/8Rd/QXNzM29+85sLXmYikeBXf/VX+cxnPsMLL7zAyy+/zFve8hauX79+5H1dCGFIKSuXyRHqlOPVEjUjnMv15RYrQqWU3Lp1i5WVlZKJzcMoh6tGIpHg+vXrtl1bqZqtKuEAYgnQra0trl69Sl1dXd7vrVbGORaL2aUw+41bt0R9YukOm7/924jdHTzeRmKhID0NdeyYEtPj5rH3/ySn3/D6ssRZCxnnw8juzN/e3mZjY4OJiQni8bgtpFpbW5W0vHsYqJaYz7Y3s6bW3blzh4mJCZLJJPfu3aOzs1OpiyjVhXOtNeNGIhHq6urs77epqYk3vvGNvPGNbzzyMkdGRlhZWbFLOa5cuUJvby/Xrl3je77ne3A6nayurqZnnQeB2wct0xLNQojjgAPYkVIGjxykpiw88meJYlw1YrEY169fx+FwZHgDlxuHw0EsFivZ8nZ2dhgdHaWnp4fBwcGSnjzKndG1arGbmpq4evVqwSebapwot7e3GRkZOfTuhBACIxQk+LGPIFeXIRKmyeVkp66OWChMa30DnT/wNvp/+AfKth6qCIlSkZ6RPHXqFPF4HL/fbzcU1dXV2dnofHxiH+XsbiGoEpNV0tPb24tpmnzzm98kHo/bF1FWWUdra2tVxaEqDXi5UDm2/djd3S358JO+vj7u3r3L5OQkTzzxBHNzc9y8eZPHH38cgHe84x187GMf41d+5Vd4+eWXAXqAr+63PCFEN/D2vddZ2Z8NIcQY8C1gpaLZaM2+PPLC+ajNgdbI6cHBQfr6+ip6Uihl+cPKygqzs7NcvHjR9lAtJeUs1bC+g0qUx5SKu3fvMjs7m1c5iZAmx7/5Vcyp6zgTMeqa6omEojQhSbT4aPzO76T3/e8r+1RAlTLOpc6Au1yujIaiYDDIxsYGc3NzhMPhktmeVRJVRGo6KsZkGAYOh4OTJ0/icrmIx+N2Wcfc3Bxut9u+iGpqaqpoBtg0TWWzurUqnA9r1H/f+97Hn//5n7O6usrrX/96mpqamJub2/fxzs5Ofud3focf+IEfsM9zH/nIR+jvT5Ux/8Zv/AY/+qM/ytmzZ61jx7v2c9QQQrwAvAtI7v2zMtODwJuAe8CHgZeK3hjZaDu6gqkZ4axKqUZ6HfBhI6fLRSlqnE3TZGpqyq6vLaS8oRDKVapx584dbt26VbXvoFCklMzMzBAIBPIvJxn9e9qmx3E11BEPRaiTEucxH/FgFO/5Cxz/2Q9g1JV3NLFqYqecCCHwer14vV4GBgZs2zPLrcMa0tHW1obP51P2VrpKFzoWKrtXWPu4y+Wio6ODjo4OpJR2WYfl1OLz+eyLqKNYcx41LtVQ1VXjIILB4KHDxz7+8Y8X9DjAD/3QD/FDP/RDOZ/r7OzkS1/6UvpDf3nAx4eAv5BS/vdcTwohXgV8nxBiV0r590IIIVX8oZcYIcRZ4PeBY8AW8B4p5Y0cr7sE/AfAGsv8f0gpP1OuuGpGOJeLQkRoPB7PGNtcrYxAsWI0EokwMjJCc3PzkcobCqHUGWfTNJmYmCAcDuc99rvaxONxRkdHqaury397b6whPvdHOEQSRzRKg6+OSDiJMxzG09+L7wMfwFmhC4ZH4Pick2zbM0tI3b59m52dHVs8q7gPqia6VBWC+9USCyFobGyksbHRdmqxhm2Mj49nDNsoR228yjXOKse2HypPDdwTwX8P/P1+r5FS/jXw12l/l+6grODvMo2PA78jpfykEOLtwCeBK+kvEEI0AH8GvFtK+ddCCAfQVs6gHnnhnK+w297eZnR0lL6+PgYGBqp6EihmcuDGxgbj4+M8/vjjOUc5l5pSCudwOMzIyAhtbW2cP3++pAfvct1KtuzxBgYG8i/pMU148TOweR+nx4lA4Iglqa83EK3Hcf2zf45r8GTJY82FimKnWmTXx25tbbGwsGDf3k8fwlHNW9kqlkWoGBPkH5dhGLS2ttLa2srp06cfGLbh8XgyyjqKXVeVyyFq0VUjGAyWvMa5VEgppeWmIYQ4AbwRaAKmgUVgFdiUUpZnxLGiCCE6gOeA79176E+Ajwghzkgp00fq/jDwjb2LC6SUSeB+OWOrGeFczoPuYQb5d+7cYWFhgcuXL9PS0lK2OPLlKKUaUkrm5+e5e/du2Qaz5KJU48HLKfjLNRbcGlV+6dIle7pVXsyOIWZGMXxNGKEITl89EgcyFsd4/T/CeaWytnOPasb5ICwhFQwGaW1tpbu7G7/fz927d5mamqKxsdEu6zhsCEepUVGkqhiTxVHiyh62EQwGbcu7YDBoD+Bpa2s7UhmcyuUQtZpxVlU472HthO8H/iGpsoTvA9YAP/AfganqhFY2vEKIpbS/Pyyl/HDa333AXeuCYe8C4zYpL+x04XweiAohPgf0AmPAB6SUZRPPNSOcy02uA3sikeDGjRvE43GlygIKLdWwJulV2v0Dis84SylZWFhgeXm5rJMYSykO08d9FzyqPBxE/NXnABMh4xjeOgwpIB6HS08i3vT2ksWZDw+DHV0l8Hg8dHd3093djZSSnZ0dNjY2mJqaIhaL0draSnt7+yNreaeycC6W9Nr4/v5+ksmkXdaxtLSElDKjrCOfbK2qNeFQuxlnVUs1sngO+Fkp5VeFEHXAZeDNgAvsso6SHpBF9ZoDd6WUpejqdwKvA4ZJTWf8NeCjpBxKysKjdwTPgZXBTT+hWRZt3d3dnDp1SqmDfiFZXKvEJN9JeqWmGOGcSCQYHx/HNE2GhobKVlNeyrHgiUSC0dHRvMZ95+T6N2BrHTxuRDyB4XHicLmhsQP51neBp7DslUr7balQScjnEoRCCHw+Hz6fj5MnT9puDem39dvb2/O2vCtFTNVGxZjKhcPhsLPNkLLMDAQCrK2tMT09TX19/aGWhypndVUuI9kP1YXzXnkBwO8Bx/ceiwB/t/fPep06B7/ycwfoFkI4pZQJkfqh9POgF/Zt4C+llMsAQohPAV8sZ2BaOPOgcLZGIF+8eLGwW+wVIt+M89LSEvPz8wVN0is1RxXOwWCQkZERurq6yn7hUqqsajAY5Nq1a0f3w97ZREx8E1xuSITAW48ZNsDtRj7/3dBbmbrmdFTLONei+Mp2a7Bu68/NzREKhWhpabHLOkpxV0tFkapiTJXC4/HQ1dVFV1cXUkp2d3cf+P4toW1ND1VZOKtcRrIf+djRKcJt4KNCiNcA/wtYJlXjvFY2D2dFf5dSyjUhxLdJ2fR9EvjHwFJWfTPAp4GfEEL4pJTbwBuA0XLGVjPCuZwHXUs4J5NJJiYmiEQi+45AVoHDMs7JZJLJyUlCoVDV1+MownltbY3JyUnOnz9vT/wqJ6VoYLRivnDhgu3CUChi8mVELAJOB9TVIWMxHIaArl64+t1FxadRg1y39a3mQsvyzspGqmx5Vygqlh5U44JQCEFTUxNNTU0MDAyQTCbZ3Ny03VoA2traiEQiFY8tX1QW9fsRCoWUTIJZpI3a/jfAAqla3Q8A66Qa3X4J2KhagNXjfcAnhRC/AGwDPw4ghPhd4LNSys9KKW8LIX4N+FshhEnqYuOnyhlUzQhnKF/2y+FwsLu7y7Vr1+jo6ODixYtKZ0cOag4MhUKMjIxw7NgxLly4UPX1KKQeW0rJzZs3uXfvHleuXDnUd7NUFDN222q6XF1dLS7m8C5iYRKcTsAEQyBcTpIOJ86r3w311Wlsqfb+UwsUs40cDkeG5V04HH7A8q5Q72AVs7sq2tGpIAAtb3Br+FQ0GsXv97O6usro6GhGk2ljY6MS21CF7VYowWCQpqamaodxEJawaQbeJKVMCiEM4Bng9aSGopSFKtY4H4qUchp4oBteSvnerL//K/BfKxVXTQnnchGPx7lx4waXLl06crawkux3AXH//n0mJiZ44okn6OjoqEJkD2IYBvF4zmFJGVgNjE6nk6GhoYo3MB7lgiyRSHD9+nWEEMXHvDAFkV0wk+B0gZQgJUGnF8/jTx99uZqyUuoL+fr6enp6eujp6cnwDr5+/TqmadrZ6IMs71QUzjqm/LCaTJeWlrh06RKxWAy/38/MzAyRSESJSZYqbrfDUN1VI612eQr4ASHEH+1loA/0d9ZUh0daOFvT88LhMOfOnasJ0QwPZrjSXRwqmanNh3zKICyv42p5ZB8l4xwKhbh27VpparClibg9BdIElwuSiVT+weHgbtsArQ4ntXWa0pSCXN7BGxsbrK6u2pZ3lpBOt7xTUdioGJPKmVOrAc9qMh0cHLQnWVplPYZhZHiHV2pdVPse80H15sA0ksAvAuf26ntvA/eklCvVDUuTTk0J51KWaoRCIUZHR2lra6Ozs7PmuoSt7RCLxeypdEdycSgzhwnnu3fvMjMzU7jXcQkpNOO8vr7OjRs3SleDvbOJ2LwPDmdKNDudYEpo8OFv7i5q0Xfv3mV9fd2+3fsoWqE9LLjd7gcs7/x+P1NTU0SjUdvyTqVmTgsVhbOKddcWuUR99iRLq6xneXmZyclJvF6vLaTL5R1eyimwlaSGhPN/JpVhfv3evzVgHviZsnyaQNnmQJV5JM+i1mAKq6Rhenq6qBHW1UAIQSAQ4Pr165w8eZLe3l7lTkywv3A2TZOZmRkCgQBDQ0NHGhJQKvLNOKd7Sj/33HMlu/Un1u5AMg5CgsMBSBAC2fcYZsx1JNEhpWR6eprNzU1OnDjBxsYGc3Nz1NXV2TWVqtRMFopqwrAa2zDd8s7KRvr9fvx+P7FYjG9/+9slnWRXLCoKZxXrri3yyYanl/VIKdne3n7gQsoS0qWy8qxFKzqoKeG8JqX8OKlR0wghHgdeqG5ImmweKeGcLtbSSxqOMomvmkgpMU2T69ev8+STT9Lc3FztkPYll3COxWKMjIzQ2NjI0NBQ1bM++WSck8kkN27cIJFIlHyIjLh7CxwGJCRgpso0XC7k4OOI2aWChWI8HrfvQjz33HMkEgnbCisYDLKxsWHXTFpZylrJRqsmdFQRhE6n07a8W19f59y5cxmT7HJZnlUSVbZTOipnnKGwfV0IQXNzM83NzZw8eZJEImG7tczPz+N0Ou3vv7m5+cjrrXJ5y0HUQHMgQggP8EEhxH3gLjBBakLe3bJ+sMLNgaqi/pkyjWIOvOFwmNHRUZqbmx8Qa7UknC0Bl0wmGRoaUrrhAR4UzltbW4yOjnLq1Cl6e0sxNKh4Dss4h8Nhrl27xvHjxzlz5kxpBUAygdzeQJhJMAzASDUGeurheB9ibrkg4Wx5Sff29jIwMJAhWNKt0AYGBuyTa3o2+rDBDBr1EULQ2NhIY2MjfX19D1ieCSHsi6ViRFQhqChSVc44F4vT6eT48eN2KVkoFMLv93Pnzh0mJiZoamrKcGvJdzvU4tRAUL85cI8k8FngSeC7gbcCjaQKKj5XjqmBjzJCCBfQL6W8Weh7a0o4HxXLbeLxxx+nq6vrgecdDgexWKwKkRWGNRSks7MTr9er3IkoF+nC2RrIolqW/KCMs+VocO7cOTo7O0v/4eHdPe9mN8RjVkDIlg5wugqq67dqr9O9pKWU+2b70k+u6dno2dnZjGy0PlbvTy1sm2zLs0gkwsbGBktLSxkiqr29vbDx8AWgYsa5VrOnR6GhoYGGhgZ6e3sxTdMu65iYmCAej2eMBD+orKNWt1koFFI+4yylTACf2fuHEOI48L+RGoBSpqmBQrnfZSXYGzDzB0AC6BdCXAH+pZTyXfm8/6EWzqZpMjc3x/r6+oE1qU6nk3A4XOHoCsOqy7Ya0gKBQE1kyQ3DIJFIcOPGDYLBYNUHsuQiV8ZZSsnt27e5ffs2zzzzTPkOurubKQu6RByMvfpmCbR32bEddryUUrK4uMjS0tKRa68PykbHYjG+9a1vlXVMdC1Ta9uirq4uw/Jue3ubjY0NxsfHSSaTdiaytbW1ZNlFFbO7Kop5KP/FmGEYtLS00NLSwqlTp+yR8NY0Q7fbnVEfny6UazHjLKUkEokod97JRghRB/Rak/GklPeFEL8J/BHwfwshHGmjuTXF8evAdwL/A0BK+bIQIm/f14dWOEciEcbGxmhoaDjUbULlUg3TNJmdncXv93P16lU7I1SKaXeVIB6Ps7m5idfr5bnnnlMyW5GdcTZN054gOTw8XLLGmlyIaDglnA0nmImUeDYMZFPKYeSwMhLTNLlx4waxWIyhoaGSxZqejV5fX+fxxx+3T6zhcDhjTHQ5t4+mvKSLKMvyzu/3s7a2xvT0NA0NDSUZwKGiSFU1e1rpuLJHwltlHQsLC+zu7mYM4VF1m+WDqnGnlWCcAH5ZCDEDLJLydL5EanIgWjSXFIeU8mbWMSnvsoOaEs75Hng3Nja4ceMGZ86c4cSJE4e+XlXhHI1GGRkZwev11mRdtt/vZ3x8HI/Hw7lz56odzr6ki9NIJMK1a9doa2urzOTF8G4qwyxNEMbeABQHNDTZse1HNBrl2rVrtLa2lnXaZfaY6OzGI7fbXbFstGri62HD7XbT1dVlN5Pu7u4+0Ex6VKcG1b47FeuuobqCPrs+Pn0Iz/j4OLFYDIfDwf3792ltba2JhmIV73akk1aCEQK+RUosvwAYQDupUdIvADeklKUfu/1oNgdGhBBe9iY2CiEuAXmXHai/1xeANf747t27PPPMM3nbz6goQi2rudOnT9PT0/PA84WMsq40VunAnTt3uHjxIrOzs9UO6UCsjPPm5iZjY2OcPXuW7u7i/JPzJh4jZT+397dwpP65UlPB9ss4b29vMzIysu/+UU6ya6NDoZDdYFiJbLRKdcUqxVJqhBA0NTXR1NRkW96lXzC5XC77e/b5fEqLk1yoKqhUyupmD+G5e/cuq6urrK+vMzs7i8fjUcr2MBfhcLhsvtalYK9EIyGlXAV+M+3xs8BlUiOnfx/4K+DdQgjnXj205uj8W+BLQI8Q4lPA64AfzvfND41wjsVijI2N4Xa7C7YLU0k4p4vOp59+et/aWofDoWSpRjKZZHx83LZts6zzVMYwDNbX19nc3OSpp57C5/NV7sPNZMqAXgr2Ln5TeQZHav/NVeO8urrKzMwMly9fpqWlpSJh7nerPT1DZWWjNzc32djYsLPRqp9Yi+VhXKdcZF8whcNhNjY27Fv6zc3N9netej0p6IzzUbAups6cOWM3FKfbHlr7QFtbW1W9+dPZ3d1V3VHjSeDHhBCfB74hpVwHkFLOCiFuAl8F/gMQ3Hu8tKL5ETl+pSOl/JIQYhb4h6TSVr9ciLtGTQnn/U5QVnb21KlT9PT0FHwiczgcJBLVv4BLJBJcv34dKeWhtbUqZpytMdSdnZ2cPn0aIQSJREJp4WyaJuvr68TjcYaHh3G73ZUPQsrUP0iVbKTp5PT6a2u0+vr6OlevXlXmxJRO+nSz9Gz0zZs3CYVC9q3+9vZ2XRtdwwghbKcGy/Jua2uLjY0N7ty5gxAiYxy0iuiMc+Gkx5ZdwmXtA36/n6WlJUzTLEujaaHUgBXdMnALeCPwOiHEDrBJyvGhBfgOUtMDP1il+B5KpJS3gI8e5b01JZyzsSa5LS0tFZUpdDqdVRehOzs7jI6O0tPTw+Dg4KEHdNUyzpblnzWN0ULlJkarhlwIQX9/f3VEs8OZqm02xN64bVdKRO9dyFkZZ+uiyjAMrl69WtGTkBVDoSIjOxudTCZtp45bt27Zt/of5mx0palW6YjD4bBFEqR6Bfx+PysrK0xOThKPx1laWrLHQauAqgJV1bjgYFeN7H0gGo0SCATsRtP6+vqq+MSrLpyllEvA/7VXZ/sm4CngOLBDavz2T0gp75Tr84Wau1pZEEJcIyM1lYmU8pl8llOzwjkej9tC4vnnny+qSaHapRorKyvMzs5y8eJF22v1MKods4VVV766uprTCq0QH+JKkj6IJR6PVy9Gdx2YZsqOTgiIRVKPJeNAavuFw2HGxsbo7u7m5MmTNSswHQ7HA9no7Ol2Vs1sVS5ijoBqbhGqxFNXV8eJEyc4ceIEpmnyN3/zN8RiMds32BJQLS0tVWswU2VbZaOycC4kNo/H80CjqeXMEwqFKjbNcnd3tybGbUsprwPXcz2nh5+UjJ8pxUJqSjhbB7mtrS3Gxsbo7++nv7+/6INftUSoaZpMTU2xs7PD0NBQQbfeVSjVSL94GRoaynkCVFE4r6ysMDc3Z9cILy4uVm1bSk89QhjgqUtlmR3ulJAO7QCpbWwNNUnP5BdCsb+PcnyHuabbWY1nOhv9cCGEwDAMTp06xalTp4jFYnYmcmZmhrq6OvuCqZKZSFUFqqpxQSrjfJQSq/RG04GBgQemWQIZpT2lvKOmesbZQgixNzrWRpIy3TC1aC4NUsqvlmI5NSWcrca527dvc/ny5ZJNn6uGuItEIoyMjNDc3MyVK1cKPlA6HA7i8XiZojuc3d1dRkZG8i4tUQHTNJmZmWFzczNjEMthXsllxdOY8m4Op4QycQmGE7G7xe07d9jZ2amqaLaWUe7fR3o2GrBro7Oz0SqLChVQMYuaHZPb7aazs5POzs6MTKQ1sbJSHuG6ObBwShVb9jTLaDSK3+/n7t27TE1Nlcw/HFLCuUYyziZQ2ROR4JFqDhRC/P+klB8QQvwpOUo2pJRvy2c5NSWco9EoW1tbZR9KUW6sKV37jQDPh2pmnFdXV5mens67tESFE3ksFmN0dJSGhgauXr2acfA/aOR22fH6UgcvT8MrDhvJBP75ae52Oco6BlllshvPLKeOe/fu2dMo29vba9IGrZzUgnBOJzsTme3K4nK59p1iVyyqClRV44LyTQ70eDx0d3fT3d2NlJKdnR38fr/tH55e1lFoGVetCGchRNeeJZ1dmiGE8AAxnXEuGS/t/ff/LWYhNSWc6+vruXz5clmWbWUdy3nASveZfvbZZ4v6MVejvERKyczMzANTDPN9b7VO6Ds7O4yMjDAwMEB/f/8Dz1c141zXmKpp3lxP1TVLiCeTeMQmzz33nO2yUk2qXW6Tnp2qr68nGo3icrlsGzTrpNre3l7x2mgVhapq8RSyjdJdWYCcU+ysTGSxrjKmaSo5wENl4VyJ2IQQ+Hw+fD6f7R9ulXUsLCxgGEZGWcdh8aheqiGEMPayzR8QQjiBX5BSWsM43gl8jZTrRnk+/xEagCKl/J97/3tPSvmF9OeEEP8w3+Wod9SoEpazRrkOCvF4nLGxMRwOR8E+07motKuGlbGtr68v2NXBctaohh2R5Xl86dIlWltbc76mqhlnhxPpa0NsBzAdLiLhEC6XB6/LwAxuVV20qojL5aKvr++BbPTi4mKGyH4Us9Eq7ivFXFxYdx56e3sxTdMWUEtLS0gp7Qum5ubmgo8vKl70gNrCuVwZ54PIvpgKh8MEAgGWl5eZnJzE6/XaQjrXoJPd3d195yEoghXwPwCagZAQ4kNSygDwT0iN3r6lGwRLyq8BX8jjsZzUnHAul5CwMrjlKAHZ3t5mdHS0ZM2MUNlSDcuB4uTJk/T19RX8/moIZykls7OzbGxsHOp5XNWMsxDQ2kVyYQozFKTeYSBkEsIGrK8oIZxViGE/smslszOUzc3N9vO14tRRDCqKwVLVEqdnGuGVuljL8s4SUNadicO2g6oCVdW4QI3Y6uvrqa+v58SJE0gp2d7exu/3MzU1RTQapbW11X5NZ2cnoVDo0B6Rn/7pn+azn/0si4uLXLt2jaeeeurAxyG1/33gAx/gi1/8InV1dTz55JN86lOfAmB2dpYf+7EfY319nebmZj75yU9y4cKF/T7eOrhuAR8A3kdqst0/JzWGewsyRnOXFsWOF+VECPH/Z+/N4yO56mvxc6sXtbbuVkutfd/GoxmN9pkBgzGYPQaGxRBCbEzYQh4hCc4CPF4wCTGQxyPAA4IDfsbvZyBxMGHHOM4jhoANw4xa0mjfd6k3bb13Vd3fH5pbbvVo6W5VdVdp+nw+/ozVUlff7q66de73nu85rQBuAWAhhLw25lcWAAn7ZGqOOCsFpaQPS0tLmJmZObTimQrSVXFeXl7G9PT0sVLq0u3lzKr7BoMhoep4JivOlFIs8zoUR3iYCiwgOt1uCEokDLK+AFJQk3HSqjYidhhiK5Sxnfs3SzVarcRZiTHF62IZgYq1vGPhG/vt8Km5OTBTYSFHIRMV58NACIHFYoHFYkFDQ4MUC//LX/4SH/7wh1FYWIjq6moYjUZEo9EDC2NvetOb8Jd/+Zd4wQtekNDjAPChD30IhBBMTEyAEIK1tTXpd+9973vxnve8B/feey++/e1v495778Xly5ePejvVAOYope8ghHyXEPLXAJpwPTEwC1nwPAD3AigF8Gcxj29jd9GSELLE+TrkTg8UBAGjo6MIBAJ7HBzkgtIa53irvOOMP53Vceb2UV1djbq6uoRu2JmqOLN4csITVFuKQHY2gHBo95dGI8j8BLi2qowTZ0BdEoBExxJLlFtaWvaNiD5uNVqNRFVtSEdCXzyBikaj8Hq9cLvdmJychMlkuiF8Q83JgWoip7FQQ8X5MLBY+EuXLuHSpUsYGRnBxz72MTz55JN4+OGH0dPTg5e//OV4+ctfjubmZun7v+222/Y93kGP+/1+PPTQQ1haWpKOwRr9nU4nfvvb3+LJJ58EALzxjW/E+9//fhBCmimlU/HHuq5vBnajtYPXH7tECPkmgBLsBqFkIQMopY8AeIQQ8k5K6UOpHkdzxFlpqYYcCAQCcDgcKCkpwZkzZxSZnJWs4h7XKi8e6ao4O51OjI6OJhUkA2Sm4hwKhdDf34+SkhI0t7cDgWVgZwMwF+0mB4bDQDiIXJ8XtLQsrWOLh5rIxXHGkpubi+rqaqkazSKiFxYWJBkAq0armRwcBjUS+UyMyWAw7LG88/v9e8I3ioqKJLcGtUEURdW6Rqmt4nwU2traYDabcd999+H222/Hb37zG/z0pz/F3XffjaamJnzjG99I6bjT09Ow2Wx44IEH8NRTTyE3Nxf3338/7rjjDiwuLqKiokLa5WDJtOvr67UAbiDOMfg7SukW+4FS+nuEkDdDaeJ8EzUHMlBKHyKEVABoQAwPppT+PJHna444KwW5YrcPip6WG0pVnDc2NjA0NITm5mZUVlbKckyliSmlFNPT03A6nejr60s60jfdUpLNzU0MDg6itbVVqlLQykaQ2WFgewOIhAGOA40YUbA2C6HhlrSN7SCoqeIsB+LjgVk1emFhATs7O7BYLBKRVjLVTG5kifONIISgoKAABQUFe6Lfp6amMDU1hYWFBVUtmtRc1VXz2A5CIBBAQUEBDAYDbr31Vtx66634m7/5m2PtMPM8j/n5ebS1teFTn/oU+vv78bKXvQzDw8MpH5NZ0cU99ljKB8ziQBBC/juAvwAwA4ARKQrgfCLPzxLn6zguEaWUYmpqCi6XKyXylizkJnuUUiwsLGBhYQFdXV2ydiErKdXgeR5DQ0MghODChQspVUPS2fzGUgs7OzthNpuf+0VZLZBnBg2FAUsJQAhIwIdczxp8ocxK3NTcHCgXYqvRzL3B4/FgcXERhJA92uhY4nDSPxc5kGniHA8WtrO2tobq6mrk5OTsWTSZzWZpUZUJD3U1k1MlnaeUwkGR28dxtqqtrQXHcXjb294GAOjq6kJDQwOGhoZw7tw5rK6ugud56PV66d4KYCHlF1QQaro204g/ANBEKfWk8mTNEWelvuTjEGdm1WYymVImb8lCzoqzIAgYHh5GJBJRJFxGqYqu3+9Hf3//sdML01FxZh7YGxsb+2vGLTZQczGI1wW64QKJRED1RhgDQRjWFoD6JkXHl8VziHdvCAaDUjQwI1axTh5quvGojaQC6hwT8FxzYPyiaWtrC16vV/JQVyoK+iComTgDUPXY9oPf75fdjq6kpAR33HEHfvrTn+LVr341ZmdnMTs7K+00d3d349FHH8W9996Lxx9/HNXV1VhbWztMppFFerGeKmkGNEiclUKqRJRtuzc0NKC6ujptNwi5iDPTY9vtdrS3t2tGj80kMW1tbbDb7cc6ltLNgczlw2g03pBaGAt6qhtYngXCYVCbFQAB8bphmhsFzr8IyNAN62aoOB+G3NxcVFVVoaqqao+X8OLiIiKRCILBIIxGIywWS8ZJhRpJqprdK+I/K47jUFRUhKKiIjQ1NUmWd2traxgbG0N+fr4k69jPM1gOaLGqq2YkEoDy3ve+Fz/60Y+wtraGV7ziFSgsLMTU1NSBjwPAV77yFbzzne/EX/3VX4HjODz44IOoqqoCADz44IO499578cADD8BsNuPhhx9W/H1mkRT+nRDyOQDfBBBiD1JKBxN5cpY4X0eyRJRSisXFRczNzaGjowMWi0XB0d0IOSZst9uN4eFhxfXYchJnSilmZ2exurqK3t5eWRKhlNRgs6p4Qi4fVY0ApwMIB7jWgVAAhOhhnJ8AXCtAWbUiY8wiccRWo5ubmzE6OgpCCBYXFzEyMrKnGp0JbbQaFzhqJPNAYpXd/aKgPR6P5BnMzgWbzSZbCqFaK85qPLcSQSAQOLLi/OCDDyb1OAA0NjbiZz/72b6/O3XqFJ555pnEB5lJ3ITNgQDuuf7v62IeowAaE3my5oizklKNUCh09B9iV1c7MjIiSRsyFayQ6kTGyOfKysqxo78TgVye04IgSNunFy5ckO1GpVTFmS1Mzpw5I6VeHYocE3BLN3D56V1nDXsF+FAY+qAfGPwN8LLMEGe1VZzVNBadTger1YrS0lJpmz9WGx2bbJcuMqQ2kqpW27dkCX1sFDSzvNvY2IDH48HU1BRycnKkOPDCwsKU37NaibNav8fDQClFJBK5KcKPskgclNKG4zxfc8RZKSTqquH3++FwOFBWVqaYtCEZJDv5s2Y6ALJEfycCOSrOTFJSWlqKpqYmWT93uSvOlFLMz89jaWkp6ao4Pd0D8ssnQQ0miC43OO8GeKMJ5MqvwF14CYjZKts4E0Wmz/FYqGks8Yjd5m9ubkYoFILH48HS0pJUjWZE+rAky+NAjdVdNY4JOD5BNRgMKC0tRWlpKSilCAQC8Hg8mJmZgd/vh9Vqlb7vZIibmqUtWrKii4Uazz9VgJCbKjkwFoSQNwI4RSl9gBBSCaCYUjqUyHOzxPk6EpFqrK+vY2xsLPEKosJghC/RSYGFgxy3mS5ZHJc4ezweXLt2TTFJiZwVZ1EUMTIyglAohAsXLiTfaFlkB205B3HEAeoPgTfbAJ0e8Hoh/ua/oHvpnbKMM1moqcqrFZhMpj3aaFaNHhwcBKVUknTIWY1WI0lV45gAeQkqIQT5+fnIz8+XLO+YM8v8/Dw4jpOq0Ud932rVOGuROKv1s8wisyCE/A2APuwmMz6AXZnGgwCen8jzs8T5Og4jzqIoYnJyEl6vF+fPn8+IRdF+YGNOZGLIJOlPlTjHVm6VlJTIVXEOh8NScExPT0/qZKHnhaCXnwHy8wFfAGRjA0K+Gfjlz0Cedzu4/OQ+h+OSFrVJNdSGRD7f2Go0sBuA4/V6pWp0YWGhRKSVqkZnCmolzkpKD2JTK4HnnFniv+/9LO/UKtXQIgkNBALIz89X5fmnBhDctNX41wHoBvBbAKCUrhJCEr6xao44p9uOjpGhgoICXLhwQVUTB/NHPqyqSSnF5OQk3G53xkh/KsSZWeRFo9HUKrdJQI6K8/b2NhwOB5qamqTO6pRR0wQ0nAKdmQJcHvC5+eBycoHFBYg//w9wr3rd0cfIIi1IdUFhMplQWVmJysrKPRZosdVoZoGWzJyjRpKqxjEB6ZVExDuzbG9vSztpgiBIDYZFRUWqJc5arDj7fD5ZGsizOHEIUkqFuHkp4UlKc8RZKeh0uhuShLxeL65duyYPGVIARzXdRSIRDA4OIicnJ23+0vsh2QAUFkddXFycFh35cSvOa2trmJiYwLlz52SL8CXPezGE4SEI+WYInA5RpxtiXgH0v3ga3K23gzMn7uLC3luqn2O24qws9rNA83g8WF5exujoaFLVaDWSVDVrdjPxWXEcB6vVCqvViqamJkQiEXi9Xqyvr2N8fBzRaBQrKysoKSlRVbVUixXnRKzosrgpMU8IeSEASggxAPgIAEeiT84S5+uIrTgzicDi4qLsKXpy4jBCur29jYGBAdTV1aGmpiajky/HcYhGown9LYv8jo2jVhqpVpxj0yLPnz8v6xY7Od0B1DSCjlwDv+oCzTEBBhHC5ATw0x8j7663yvZaR45FJTfumwU5OTl7qtGsOsmq0azhbL9qtBoXOGp1Y1DLIsNoNKK8vBzl5eWglOKXv/ylFJgUCoVQVFSE4uJiFBUVKbrzdhSyxPmE4ua0o/sAgEcAtAPwA/gZgN9P9MmaI85KTXTMVSPedSKTE9VROKjizGKd29vbJU1lJpGoVGNhYQHz8/NpX6ykck6x84TjOEWq+YTjoLv9FYiOT4I35cNQVgbe7YaYWwDx17+B8fY7oLcr570dDzURMjWNBVB2YRFfnWTV6JWVFakazYg0k2GpgQzGQi0EdT+obVyEEBBCUF9fj4aGBvA8f4PlHfu+j2N5lwq0KtVQ2m41C+2BUroO4JWEkDwAhFLqT+b5miPOSkGn0yEajeLZZ59Nu+tEqojXZYuiiPHxcWxvb+8f65whHEWcmRNFMBjEhQsXVO+5GQwG0d/fj7KyMjQ2Nip2nnAd3eBLKwC3G4HpOURDEcBsAXWOgHzn31D07neDpKECpKbrQE1jAdJP4g+qRg8NDUEUReTn54PneVXpZNVMnNUK9nnp9XrY7XbY7XbJ8s7r9UqWdxaLRdLDKz3fq+mcShR+vz9LnI/AzXhtEkLeA+DblFLv9Z+LAbyBUvrVRJ6fJc7Xsb6+jlAohPPnz8Nms2V6OAkhVqrBmhgLCwvR19enqgnuMOIcDofR398Pq9WKnp4eVY17P3i9XgwNDSmetggARKeHcPvLEF1eBeE3oS+vhBiJgAfgvzaM/JlZ5DQ3HXkcURQlnWmqn6/aqrxZ7F+NXlhYgMvlwjPPPIOCggJJG51JJ6AscZYHsZZ3NTU1kuWd1+vFwsKC4oE7giBoruIcCASQl5eX6WFkoT78EaX0n9gPlFIPIeSPAJxM4iz3BCyKIsbGxrCzswOj0agZ0gw8J9VgumC1NjEeRJy3trYwMDCA5uZmVFZWZmBkyYFFrHd3d6dNSkJaTyFaVgnDyjqiLg98bi+Qlw86OAzy7cdR9ecfBDkgxIZSKn3ulFKp+VWn04EQkvCNNdsceDDU9LmwbXye53Hq1KkbnBtinTrSSYCyxDlxJHM+xVve7WdxyNw65CCP2YrzCcXNqXHe700nPClqjjjLiVAoBIfDAavVir6+Pjz99NOamuQJIXA6ndjc3ERnZyfMZnOmh7Qv9iPOy8vLmJ6eRkdHByyWxB0ilMRB3z1bXPl8vrRLSYjBgOjtL4Zp24edhUVwJXbozWbwXi8C4xPYuXIV5gvnb3gepRSCIIBSCoPBAEqp9Bj7LnieB8dxkq5SazdFtUBN8wU7h/dzbvB4PFhdXcXY2Fhaq9FqnFPVOCbgeOOKtzjc3t6G1+vF8PAwBEGQmgytVmtKibFarDhnNc5ZHIBVQsibKaWPAQAh5C0AVhN9siaJsxwVMFaJOXXqlOTewCq4WpgcBEGA1+sFpVT1uuBYSYmaddj73bQikQgGBgaQn5+P3t7etJNLQghoZSWMbachXBuBrqAA24uLCPMCEOXBf+sxnOrsgC7mc4ytLjNSzN4XO7dFUZRINJNysN/Hk+hsxVk7OIh4GY1GVFRUoKKiApTSfX2EGamSe/5Tox2dWp0+5Krqxi6cGhsbJcs7p9OJ8fFx5OXlSd95opZ3R2UGqBF+v1+1BaUsMoo/BfA9QsjfX/85gN1QlISgSeJ8HFBKMTMzg9XV1RvS6FizndqJczAYhMPhgMFgQGlpqapJM/BcxTkSiUhhMmrTYTNLutgx+Xw+9Pf3o66uDrW1tRkbF+U4WO+6C5uOIYR8PgS3fTDaSyEE/NiansHqD3+M6je+XpJmsIryYZ9vrN6ZEWdGpBlJPo4mOovM4SgSRAiBxWKBxWKRSJXH48Ha2ppUjWakSq4t/lQqnEpCrbIDpcYVb3nn8/ng9Xolyzur1SpJeQ4ix1opKsXC7/ejoqIi08NQN1S4gFQShBAdgDMA2gCcuv7wOKU04bAJdc1mCiMajWJwcBB6vR4XL168YTI/LHZbLWBVoltuuQXBYFATlUCO4xCJRPDss8+isbER1dXVmR7SDYgPQXE6nRgdHUV7e3tGde+s2mssLYX1pXdg6sGvQZebi2ggiC2fH8grQOjx76L4xbfDaDFLlbRkqmnsRh1rb8hINM/ziEQiiEajEARBFZIONZ3zatvyT+WzOagazbb4j1uNVttnBKhzTEB6CD0hBIWFhSgsLERdXZ1kecfcOgwGg/Sdm81m6XNS62LjMPj9ftXmMGSRGVxPDPzvlNLHAYykcgxNEudUto5ZIEhtbS1qa2v3nTTVTJwppZibm8Py8rJUKV9cXEQ4HM700I6Ex+PBzs4O+vr6VOErvR9YxZlSitnZWayurqKvry/jHdmx53rJGy5h5elfILiygpVVJ6KEg357B57FZfQ/9H/R/f73QG8wHIsQsBsj2yUYGRkBIUSKAo6vRmdCupLFwTguIdyvGu31eqVqdH5+vqSNTvTaUCNJVSsJzMS44i3vgsEgvF4v5ubm4PP5YLFYYLPZEIlENFdxDgQCWY3zYSAAuTmbA68SQl5AKf2vVJ6sSeKcLJaWljAzM3NkIMh+sdtqAM/zuHbtGiileyrlaib6AKT0K4/Hg/z8fNWSZmCXCPI8j7GxMQiCgAsXLqhiezmWOHMGAyrveiOGv/JPiOr1KLDZEPR6YSwvw+Ll36J+/MUoaz8jy+uyuPbCwkKcOXNmz8KCNR2ywCAgeaeOLJSB3CQ1foufVaNHRkbA87zk2lBUVHQgqVIjcVaj7hrIPKEnhCAvLw95eXmorq6GKIqS5Z3H48HW1hY2NzcldxY1foaxyCYHZnEALgK4lxAyA8DHHqSUdify5MwzAwUhCAJGR0cRCAQSakRTIxH1+/1wOBwoLy+/IWwj0US+TCAajWJgYAAmkwnd3d24cuVKpod0KCilcDgcKC0tRXNzs2pu9PG7KyUvvBX5v3oWdG4ROy43vD4/dAJFdHEFv/mnh/GyT/w1TJbjNcP4/X5pdyZWVhMr6QCeazBk2upMV6OzUBYHVaPX19cxPj6+pxqdm5srXUNqJM4nvTlQLnAcJy2OgsEgysvLEY1GpeTKWD187HeuFmTt6BKAyr6zNOG/HefJmiTOiVycgUAADocDJSUlUsXsKLDYbbWA6WzPnDmDkpKSG36vRqIPADs7O3A4HKirq5OM+tVK8AFgc3MTPp8Pra2tqK+vz/Rw9iCeOHN6PZre9HqszcxjbWIKuaV50OkN4AjBjsuNqZ/9HGcv3Zny63m9XoyMjOD06dOSP+xBOKjBMLYafdLt7tRGCtM5nvhq9M7OjlSNjkajEqFi2ng1IVtxTh6iKMJkMsFut6OysvKGHQj2nbMdCDXs2GWJcxb7gVL6NCHEAKCWUjqd7PMzf2YrAJfLJd38k0l3UwsRpZRiamoKLpfrUJ2tGivO6+vrGBsb29NUp8ZxMqysrGBqagqFhYVHEsVMIJ44U0phaWpE5fMvYPbyFeQUFGBn2w1Rr4d/eha/+dojqL3YB3N5WdKvtby8jPn5eXR1dSW9vXlQNTrW7o6R55NKotWATBF5QgjMZjPMZjMaGhoQjUbh8XjgdDrhcrmwtbWFcDgsaaMzTaSzFefkEe84Fb8DEY1G4fV64Xa7MTk5CZPJJC2eCgoKMvJ5Z32cs9gPhJDbAXwTAA+glhDSB+BPKKW/n8jzTxRxTpRwHgQ1EGfm/GEwGHDhwoVDmzHUMF6G2M/+/Pnze0IVmD5WTWD6642NDVy4cEHSkKsNscQ5VhJx5q43YP7Xv0XAu4lgZA75RUUI7/gg8AJ+/bVHcMdH/jzhGzClFJOTk9ja2kJvb68s9oaH2d0Bz4WvxDYjZnFyYDAYpGr02NgY8vLyJOlcbDX6MG20klArQVWz5dtRn5nBYEBZWRnKyspAKYXf74fH48HU1BQCgQCKioqkinS6LFSzzYEJ4OZsDvwUgBcC+DYAUEovE0K6En2yJonzfitXFlRhMpmOJJwHIdPNgUzicJjzRyzUQpx5nsfAwMCBZF9tlR02XqPRiPPnz0sETm3kHniOOMfKIAghMObnof0tb8ST9z8AkRcQ2twCHwnDkGvC9M9+jlMvvwO153uOPL4gCBgaGoJer0dPT48iZOKwajQ7f3meT7jBUI0LHLVAbdIRYHdMTP/MqtHxYRyxTh3pGL8aPydAvZVwILnkQEIICgoKUFBQIFnesSbDubk5KS7cZrPBbDYrMu8w8p4lzlnsAx2ldDruWosk+mRNEud4bG5uYnBwEA0NDaipqUn5OJkkzqurq5icnDzS+SMWaiB7fr8f/f39qK6uRl1dnWonfYaDxqvWdDxWrY8lzWzMTbe/EKde9QrM/epZBL0b0F2XRYS8G/jNQ/8XRbXVKDxEssEi58vKylBfX5+27y6+Gh37X+x73K/BUG3nl9oImNrGA9w4pvjKJNNGj42NIRKJpEUnq+aKsxrHBRxvbHq9HiUlJVKvTiAQgNfrxcLCAnZ2dmA2myUibTKZZBszz/OqDwjLLJLz/D9BCBFCCgBQACCEtAMIJvpkTRNnSikWFxcxNzeHjo4OWCyWYx1Pp9Ol3RdZFEVMTExgc3MT58+fT2rSyHTF+ajmRbWBhce0tbXBbrfv+Z0aFiH7gRACn8+H+fl52O32G7TH7a+/E6tD17C1uITcIisiOz7kF9sQWHdi4sn/h5573rrvcbe3tzE4OIiWlhaUlSWvh5YL+0k6GInez+4uC+3hMDK/nzba6/XC5XJhcnISubm5EqFKNBo60TGpkaCeVOIcj3jLu62tLXg8HiwtLYFSKi2ejhsBn50zsjgAnwDwJIAqQsijAF4K4PcSfbImiTMhBDzPS528Fy9elGVVmW5XjXA4jIGBARQUFEiSgWTAcVxGiDOLLV9bW0tYS84qupmYyCilWFhYwOLiInp7e/dtfFObDpsRyJycHHR2dsLtdmN4eBjRaFSq3BQVFcHe2ozOt7wRT//PzwGCCMJHIQaD2PJ6ce2f/xVVHWdR3tG+59hOpxMTExNob28/9mJTTuwn6YivRvM8L/2sVoKRSWih4nwY4qvRPp8PHo8H4+PjCIfDe7TRx6lGq1USofbzWonPjOM4FBUVSTut4XAYXq8Xq6ure0J3bDZbUlIe1keRxRG4CTXOlNKfEkImALwSAAHwsWTcNTRJnP1+Py5fvoyysjI0NTXJdjGns4LL5CXHiaCOjUhOF3iex9DQEAghSYWEsIpuuhtfWPpdKBTChQsXYDAYDhyfWqQasVXX2Ioc8851u91YXl7G8PDwblf76VZUdndiY3wcnJgPQ14eIFLkW60Y+Ma/oPRsGzidDpRSzM/PY21tDT09PXsaONWI+Gr09vY2FhcX0dzcDEEQJPlKJsNX1EZU1TYeIPUxxUZD19fXIxqNYmNjY49rA9NGJ1uNVitBVXNzYLqQk5OzJwI+XspTVFSU0OKJOWqo7XrIInMghFQD+ByAVgC/BfDnlFJvssdR38yRADiOw6lTp2QPqkiXxnlxcRGDg4Po6OhImTQD6ZcXBAIB/PrXv4bZbEZHR0dSFZ9MSCHC4TAuX74sNb4dRJoB9VSc40lz/PltNBpRWVmJc+fO4QUveAFqamoQEQXkPa8Xmy43/Ns+hJwu5PERCCvLcP7sPzH3xL9LC4iNjQ309vaqnjTHw+v14tq1azh79izKy8thNBqh0+mk84rneUQiEakifTNDbURBLlmEwWBAaWkpTp8+jec973loaWkBpRTj4+N45plnMDY2BpfLldAcrsYFBrDbgKdGQp+pogIrHDQ0NKCnpwe9vb2w2Wxwu934zW9+gytXrmBubg7b29s3jDGR1MAPfOADUn+Hw+E48vFYPPzwwyCE4Lvf/a70mNPpxCtf+Uq0tLTg7Nmz+PnPf57qW89CGTwIYAnAX13/+e9TOYgmK865ubmKNI0oXXFm5CUYDMoiL0lnQxuTCuynD04E6SbO29vbcDgcaGpqQlVV1ZF/r4aKc7xzxlE39thUr9bWVhS4NzD17/8PwsoyeIMBIs/DUJCPmR/8CKsij5LWFrS1tamSMByGpaUlLCwsoLu7W5IFHWZ3d7OEr+wHNRJCJcZ03Gq0WivOatVeJ+OooSTY4qm0tFRyzfB6vZienkYgEIDVasXo6Cie97znIRAIHEmc3/SmN+Ev//Iv8YIXvCChxxnm5ubw1a9+FRcvXtzz+Ic+9CFcvHgRTzzxBC5fvozXv/71mJ2dPbRok3GobL5QGHWU0t8BAELIkwAup3IQTRJnpW4MShLnUCiE/v5+2Gw2tLW1qXJy3A+UUszNzWF5eflAfXAiSKcee21tTdLwJupQkumKc6w1W6rnRvsbXwfPlX5sLi6Cy9HBEAyggOQgcOUKhDwTKttOIxAIqCKAIhEwb/DNzU309fUdKrMBMhe+oqbPUo3EOR164nhCxbTRExMTCIVC0va+zWaDXq9X5ecEqJfQq3FcsZZ3tbW1EAQBm5ub+PKXv4yPfexjMBqNMJlM+PnPf47nPe95+84ft912277HPuhxYPezeNe73oX//b//N+677749v3vssccwNTUFAOjr60NlZSWefvppvPSlLz3GO81CRkiWc5RSIdU5QJPEWSko1RzI3BxOnTqF8vJyWY+tZNOdIAi4du0aBEHAxYsXj1XlT0fFmVKK6elpOJ3OpB1KMlVxPkqakQwKy8vQ94fvwtXPfh45ogCyuoaQjoPJmAPz4jL8v/4NhpubEI1GUVxcLDUYqqGSFA9BEDA8PAxCSNL+0odVo9l3zP7muGQg07sU8VAjIUz3mOKr0TzPw+v1SmEcJpMJOp0OeXl5qvu81EhQAfVUnA8D84b+0pe+BGCXxD744IP4h3/4B7ztbW9Db28vXvnKV+IVr3gF6uvrU36dz372s7j11lvR07PXJ9/j8SAaje65x9fX12NhYSHl10oLVHT+pwGNhJDvHPQzpfQNiRwkS5xjIHfFmTVjLS0toaenRxEjdqWa7oLBIPr7+2G322XRkitNTOObFpP9PDJRcZaTNDPYO9tR2tUBz799D1GOIEdnRL4pB4WmHHC/fAZ9d70JUUrh8XiwsrKCkZERmM1myalDTg/VVBGJROBwOGCz2Y7d/HtU+Eq83Z0aSYvWkWlyqtfrb9jen5qagtvthsvluqEanUmoVeOsVkJ/GAoLC3HmzBk8/PDDiEajeOaZZ/DEE0/gzW9+M/7f//t/Kd2Pr127hscffzyrXdYu/iTu5++lchBNEmctSDV4nsfw8DAEQTjUzeG4YBIIOYmz1+vF0NAQbrnlFtk8fpWUwTCSX1ZWhsbGxpTOj3RXnJUgzQDAGQzIu+NF2Pj5z2HVG5Hv34GBcIDLBX5pCe5v/jNK7n6b1LXOPFTdbjf6+/tBCJFItMViSTvh8fv9GBgYQF1dXULa9GRxVPhK7N9ojSgAmSep+0FNY2Lb+xaLBXa7HWVlZdjY2JCq0Tk5OZI2OhOODGolqFqoOMcjVuNsMBhw22234bbbbsMDDzyQ8jF/8YtfYG5uDi0tLQB2ZYHvec97sLq6ive9733Q6/VYW1uTqs5zc3Oora09/pvJQhZQSh+R4ziaJM6AMo1xcskJAoEA+vv7UV5enjKRSxRyWtIxv2PWiFVYWCjLcQHlKrobGxsYHBw8NslPZ8U52SbARMGkNTqTCW333gPvd78PLhQAZ7GA39pEXk01gs/+GuEX3ApTUyOAvR6qLS0tCAaDcLvdmJ2dhc/nQ1FREUpKSlBcXKx4g8vGxgaGh4dx+vRpFBcXK/paQPLhKwcRGrWQQkBdJJVBjWNiBFWv18Nut8Nut0vVaI/Hg8nJyT3a6KKiorQ0eKmVOKt1XIdBibjt973vfXjf+94n/Xz77bfjT//0T3Hp0iUAwF133YWvfOUruP/++3H58mUsLy/jRS96kaxjkB0quza1AM0SZ7XC5XJhZGQkZfeJZCFXJTfW7/jixYuy3ySU0DgvLS1hdnZWFpKfrubF2CZAOUlzKBTCwMAA7HY7GhoaIDY1IzI4BN/yCsjmJgohQO/bAnWuwv+tb8J43wfB5d4YXJObm4uamhrU1NRAEAR4vV643W6pGme321FSUiJrihuwGzk/MzODzs5ORSRNR+EgSQcj08BzgQqxhFttGmc1Qo1OEfuR+dhms7q6OvA8n/ZqtFoJqhYrzszH+TC8973vxY9+9COsra3hFa94BQoLCzE1NXXg40fh05/+NO6++260tLTAaDTi0UcfVbejRhYpIUuc45Bqsx1rTFtfX084TU8OyEFIYx0/zpw5o8gNQc7KuCiKGB8fx87ODi5cuCBLaqTSFWelpBnAc/HZzc3N0hahLteE8re+Bc7NLejcayCUAgYDRJFCdK4j9KtnkHfHHYceV6fT7anG+Xw+uN1ujI6OIhwOo7i4GHa7/VgNhsy1xel0ore3Fzk5OSkdR24c1GDI/mX/H0us1QA1VnfVOKZECOp+1Wiv14upqSkEg0FYrVZJGy0XOVIrcVbruA5DIBA40lXpwQcfTOrxePznf/7nnp/Lysrw5JNPJvRcVYAA0Nj3qgZkiXMcWAU3mSaRaDSKwcFB6PX6pNL05MBxK84swbClpQUVFRUyjmwv5Ko4RyIRDAwMIC8vD729vbJN5kpqnJUkzYfFZ5tOtaKg6xz8j40Cubkw+LdRkGcE510F/8PvgPb2gFisCb1OrFNBQ0MDotEo3G43VldXMTo6ioKCApSUlMButyfcYCiKIkZHRxGJRNDb26vaitZB1Wi/3w+/3w9CCCKRiCq00WolqWobU7JV8HjrM1aN9nq9mJmZgdFolKUarVaCqsWKs9/vP1bAWBZZHATNEmelwj+SJc47OztwOByoqalBXV1d2m8QxyHOS0tL0va42WyWeWR7IQdx9vl86O/vR11dnewNF0rZ5SlFmhOJzyY6HYre+hbQ0WFw4RAM3lWgoBBiIAhd0Ifo9x+H4ff/IKUxGQyGPbG4W1tbcLlc6O/vBwCJRB/UYMgWm/n5+ejs7FQdsToMHMdhZ2cH165dw+nTp2E2m1UTvqJG4qzGMR2XzMdXowOBgCTpYJXOVKrRaiXOah3XYfD5fLL26ZxYqOzaTAcIIa/EbvR2IwAddmvvlFKa0OpQs8RZKSRDRFnQxtmzZ2Gz2RQe2f5IhfCJooixsTH4fD5ZEgwTwXGJKdOOnz17VpHGMSWkGko1AbLvLxwOo7e399BFHpebh/zfuRPhrz8IUaRAIAA9BBgsecC1K6Dzt4PUNx1rPIQQWK1WWK3WfRsMrVar5NRhMBgQDAbhcDhQVVWlyY5zl8uF8fFxdHR0SDfmw8JX2O9vVrs7tRJnub4LQgjy8/ORn58vVaM3Nzfh8XgwMzMDg8EgVaMLCwsP/SzUSlC1WnHORL9EFprAFwD8MYBnACRdecwS5zgkQpxFUcTk5CS8Xm/SQRtyI9mKczgchsPhgNlsllXqcBRSJc5MA7uysqKodlxuqQalVHJlkJM0s0ptQUFBwpVa04teBIwMQBwdgoFGwOkAUBHwbYP8+/dA3/ZekLzUEiH3Q3yDIYtCnp6ehk6nQygUQmNjI2pqamR7zXRhaWkJi4uLB1b50xm+sh/USFIBdTmPAMo2LOr1emmhGFuNZrHQRUVFsNls+zrVqJU4q3VchyGRyO0sblpsU0p/muqTNUuclfRyZoRnP7Bwhry8PFy4cCHjk0kybhBbW1sYGBhAU1OTIh65hyEV4szS43ieV1w7LlfFOVaaAaQen70fAoGAJAtKhnQSQpDzileBX1sAt+kEcguBoA9ccTHItgd0chjoOC/bOGOh0+kkEuF0OjE2NoaKigo4nU4sLi5KCYY2m03VFS3W/LuxsYHe3t6Ett9jtdHsfFA6fEWtxFltSJfuOr4azRaSHo8Hs7OzN1Sj1UpQBUHQnDtEtuKcIG7O+eKHhJBLlNLvpvJkzRJnpXBYBZcRz4aGBtVUyxJ1q1hZWcHU1BTOnTsHq9Wq/MDikKzdG3P6KC4uRktLi+I3OTkqzko2AR7X45hraoXu1hcBT3wH4IPQFxjA5XLAthv01/8Osb4ZsCgnN1pcXMTS0hL6+vqkSm00GoXH48H6+jrGxsaQn58v2d3tV83NFJhVoyAI6O7uTongMzKkdPhK1h4vMWTKIi92Icmq0azB0O/3IxqNYn19HTabLS0SukShVkJ/GLLEOYtD8CcALISQIIAwntM4J3QTzBLnOOj1+n0JHmukyxTxPAhHSTVEUcTExAQ2Nzdx4cKFjNl9cRyHaDSa0N+yBYrSTh+xOG7FmZFmFpkrJ2leWVnB7OzssT2OuefdBsyOQbe5Cuj0oIQAIgUBBTf0G4gveKVsY2aglGJiYgI+n++GSq3BYEB5eTnKy8ulBkO3242BgQFQSvckGGbqps3zPAYGBlBQUCCrVaNc4Sv7IVtxPhpqcPqIrUYzWdMvf/lLbG9v71uNzuR4tahxDgQCWeJ8JMjNWnHuPM6TNUuc0xW7zSyz/H5/RonnQTiskhtr3Xb+/PmMVgwSlWqwynhHR8cN9mpK4jgV59gmQDlJM6UUU1NT2NzcRF9f37ErUMRsBb31JSD/9hAopwPhKEh+LhANgAw/C7G9D7DI13jJkgz1ej26uroOPf9iGwybm5sRCoXgdrsxPz+P7e3tPQ2G6arEhUIhOBwOVFRUoK6uTrHXOSp8JZlqdFaqkRjUWEHV6XTQ6XRobW0FAEkbzarRsb7R6a5Gq/HzOgqJBKBkcXOCUjpPCMnDcwTaQSkNJPp8zRJnpRCrcWY3TqvVmtZGumSg0+kQiURueJzZ5Clh3ZYKjpJqsMrkxsZGRhYoqVaclY7P5jguZXnAfiBtXaCTPSCeVZBICMjNBwI+QG8Ad/VpiLdfAsjxz/NwOIyBgQGUlJSgoaEh6c/FZDKhuroa1dXVEEURGxsbcLlcUiWO2d0pleDm8/kwMDCA5ubmY0W5p4Kjwld4npeq0PHV6CxxTgxqTTOMRV5eHvLy8qRqNHPqmJubg06nk6rRZrNZ8e+c7aRpBSywJkucE4CGvle5QAh5PoDHAaxdf6iMEPJGSukziTw/S5zjwCrOXq8XQ0NDaG1tTZtcIBXsR0iZTV57e/uRyUnpwmEVXbYdbjAYMlYZT7birGQTIHM+YfHZst4UdTrQ83eA+/5DgCAAgW0QjgP0HLjFSYjry0D58fT7jHQ2NjbKcu1wHCeRBKYLZZZwwWBQajAsLi6WZYHB9ORnzpzJ+PVzUDX6ILs7tUGtmms1SDXicVhVN5YoA89Vo+fm5iTLR+bUoUQ1WhRFzUk1RFFMaxhZFprCZwG8iVL6S0Ai0v8A4GIiT9bsWaXUpMdxHFwuF5aWltDd3a16A/XY5kBKKSYnJ+HxeDJukxePg6QagUAAV69eRVVVFerr6zN2M0um4qxkE+DOzo5U6WTx2XKDVjdAbL8AMjcBLhoAjCZAx4GEgtCN/hpCSTmgT62D3uv1YmRkBG1tbYp4m8fqQuvr6xGNRuH1euF0OjE+Po78/HxJ0pGKdeH6+jqmpqaOrSdXCofZ3QG78iylFnSpQK0VcDVWnJORQxxUjZ6fn1ekGq1FjbMaz7ssVINcRpoBgFL6K0JIwoRJs8RZCQiCgNXVVYTDYTz/+c/XhP0Oqzgzf19WtVXbJLdfZdzj8eDatWtoa2uD3W7P0Mh2kWjFWUnSzKqoZ8+eVbwBVWzrg355GjQKECoC4TCQXwBu0w1xbQ60uiXpY7Imxq6urrT5pxoMBpSVlaGsrAyUUmxvb8PtdmNwcBCiKEok2mq1HklK5ufnsbq6ip6eHlUtOg9CbDWa6eEppSgoKJCuNZ7nMxq+olbirLWK82HYrxrt9XqlarTFYpF+n2o1Wmsa50gkkq02JwqVXQdpgo8Q8lJK6VMAQAi5A4A/0Sdnz6zrYB65eXl5KCws1ARpBnYnzXA4jF//+teorq7OSOx3IoitOFNKsbCwIAVJqKGyl0jFWalQE/Z5rKysHBisITuKyyGe7gM3+htA5AFj3m7lOeyHbmoAfGnN7s8JgFKKmZkZeDweWZoYUwUhBBaLBRaLBU1NTQiHw3C73VhcXMS1a9cObDCMd/7Q2g2XNTDzPC/p4fezu4uNAE8XCVIzcVYbEZRrTKwaXV1dLVWjvV6vVI1mkg6z2Zzw62mt4sz0zWo897JQBf4EwOOEEFbN4wC8IdEna+sOEQO5K30jIyM4ffo0OI7D6uqqbMdWGltbW/B6vejp6VEkilouMOLMPHFDoRAuXLigmgXKURVntiUOyEuaWXx2KBRCX19fWkmb2HgGZHkSxLcBGHMBPgIYcoBIEMS5mFDVOdbjuKenR1U315ycHFRVVaGqqkpqMGRR4CzdzWazYWFhATqd7kjnDzVCEAQMDg7CZDLh3Llz0nmppN1dMlCjJIJBbaRKCTIfW41uaWlBMBiUJB2x1WibzXZoQ7YaFxqHwe/3K5Yye+KgsusgHaCU/pYQ0gzg1PWHximlifnlQsPEWQ6wStna2hp6e3uRn5+PjY2NpII6MgWWZLa6ugqz2axq0gzs3sh5nsfly5dhsVjQ3d2tqon4MLu8WA2pnGNm8pr8/Hx0dnam//MotII2dwCD/wXwYUDHATkmkLAf3PwIhLLaXSJ9AKLRKAYGBmA2m9MSUnMcxDYYnjp1Cn6/H+vr63A4HACA0tJSuN1u2Gw2zVSco9EoHA4HiouLD20i3a/BUInwlf2gRkmEWpEOcpqbmyu51QiCgK2tLYlIx14j8dVorblqZB01stgPhJB8SqmfEGK+/tDC9X9zCSG5lNLtRI6jjTuEAuB5HoODg+A4bk+c81GR22oAz/MYGhoCIQSdnZ0YGRnJ9JCORDAYxNbWFtra2lBdXZ3p4dwAQsgNFWcl9cypxmfLDbGmFWRlGlxgc7fqzKrqfBTEvQRa0bTv84LBIBwOB6qrq1WTopkMOI7D+vo6mpubUVFRAY/HI2nM8/LyJLs7tVatWLJmTU1N0tdTOqvRapVqqBHpruoy2YbNZttTjV5YWMDOzg4sFosk6wAy32iaDPx+f9r6LDQNgput4vwLAN0ANgFQ7H4CDBRAQlumNyVx9vl8cDgc+zo5HJQcqBb4/X709/dLY49EIqoeL7DrVDA6OipVO9SI+IpzOuKzb7nlFpSUlMh23JSQmw9adwoYeRaIBACO7FadhTB0SxPgS+sA3d5pYmtrC0NDQzh16lTGmzpTAXMuiR1/bIPhzs4OXC4XhoaGIAiCZHdXVFSkCvLA7P5aWlpQWlp6rGPJGb6yH7LEOXFkWg4RW40WRVFy6lhcXEQkEsH09HTS2uhMIRt+ksV+oJR2X//3WCewZolzqpPx2tqa5Fywn7zhqAjrTIJpsWNdKBJN5MsEmJzE6XSiu7sbQ0NDmR7SgYhtDlQq1ASQLz5bTohVzSDrC+CCW4DeuBuAEgkBQhTEuwpqf66i7HQ6MTExgXPnzsFsNh9yVHXC4/FgdHQU7e3t+yZTEkJgNpthNpulBkOPx4OlpSUMDw/DYrFIDYaZSBHd3NzEtWvXFPOYTiR8hQWvJFKNViNxVrO3tFoIKcdxUjWaUopf/vKXMJlMUjWayQOLi4tVl6YLZDXOWRwOQkgNgHVKaYQQciuALgCPUEp3Enm+ZokzsP/2+kFgnfNerxfnz58/0LlAjcSZUorZ2Vmsrq5KWmwGNY4X2JWTXLt2DQBw4cIFqYKlVrBzSSnSzBYRXq83o84T+8KYC7GiHty0AxD43c0roxEEFNz6LISSKlAQLCwsSOegFuza4rGysoK5ubmk7PJycnJQWVmJyspKqQrHosB1Op1EotOR3sakJB0dHWnxl08kfOWgBEMGtRJntY0JUG/ICGvwjG20ZU4di4uLIIRIkg6LxaIK8p/VOCcBFXxfGcD3ADyfEFIF4J8B/BeAFwG4K5Ena5o4J4pIJIKBgQGYTKYjPY7VRkQFQcDQ0BAopXu02AypRkUriWAwiP7+fpSVlaGxsVEao9rGGQt2I2X6Tjkn/9j4bLU5TzDQiiaI7uXdQBSi35Vn8GFwkRCELTfG17wIBAKatGujlGJubg5OpxO9vb0pL1piq3Ctra0IBAJwu92Ynp6G3++HzWaTEgzl/oyWl5cxPz+fPrvCfXBY+Eq8pIP9vxpJqpoqu7FQ67jirehir4Pm5maEQiFJ0jEyMqKKanRWqpHFUaCUhgghvwPgQUrpJwghA4k+V1t3wBSwtbWFgYEBNDQ0oLq6+shJPJkqttJgDWSlpaVoamrad+xquyltbGxI+teysjLpcTUSfAZWDc/Ly8Ovf/1r2O122O12WaqILD67pKREWkSoEkYTaHElsDoFEBEQIrvx3KDwTDgg5ldlxvnjmBBFEePj4wiFQujt7ZV10ZKXl4fa2lrU1taC53l4vV643W5MTExIDYYswTDV752RfpfLdSzSLzcOq0azHRtgdyGqtnNejWQeUK8DyVGE3mQy7alGM6eOTFajsxXnJKDCcy4NMBFCcgC8DMDnkn2yponzUSR3eXkZ09PTOHfunOJJbHKDpeqdPn36yAYgtUy2S0tLUnJc/FayWsYYj9gmwJ6eHoRCIbhcrj1VRLvdjuLi4qRJ187ODgYHB9HU1KRYfLacEMsbwO24QaIhgHAQiQ7hoB8WownFDbWa29JjHsc5OTno6OhQ9Kat1+tRWlqK0tJSqcHQ7XZjeHgY0WgUxcXFsNvtSTUYUkoxPj6OQCCg2p0KhvhqNPtvY2MDOp0OkUhEEbu7VKDWyq5ax5VM+AnHcSgqKkJRUdGeavTS0pJUjWZEWkm5VyAQ0GTjchZpwzcBrAGYAPArQkgFgECiT9Y0cT4ILFRiZ2cHFy5cSHq7iFVHMxVROz8/j6WlpaRS9TJZRWFVve3tbVy4cOHAqpjayPN+zhm5ubl7qogejwdOpxPj4+PIz8+XqtFHTfrpjM+WDTl5oIU2EO8KREohRgMwGfUgRgOEbRfEPOV1tXIhEolIlf7DPI6VQGyDYWNjIyKRCNxuN5aXlzE8PAyz2SxVow86j0RRlOQ9Wqv0M83zwsICvF4vzp07J6UZpjN85SCoNZRFrRrn44zroGr04OAgKKWSpEPuarTf70dDQ4Nsx8vi5IAQwgH4dwBfBLBNKaWEkB0Ab0r0GCeOOIdCITgcDlgsFvT19aV0MTJLunRProIgSBWqZFL1mC47E9pTFsKQl5d35OetFgkMkJhzhl6v32NTtrW1BZfLhf7+fhBCJK/fWElHRuKz5QIhEEtqwG+5gXAAeoMJxJgD8FFwOy6I9hpAp46kx8PAJE719fWorKzM9HBgNBr3bTC8evUqOI6TSLTFYgEhBDzPY2BgAIWFhaoPltkPrBHb7/ffUCmPt7sDIDl1pKsarVZJRKbm8KMg170wthoN7N6rvV6vVI0uLCyUiPRxq9FZqUaiIDedVINSKhJC/olS2hHzmA+AL9FjqO8qPQaYvra5uflYN0xGRNMZB80CDYqLi9He3p7UxJ4p4sz8sFmF9igwaU2mb1rs5g0k3gRICIHVaoXVapXCAlwuF6amphAIBKTGMJfLhUgkkvb4bLmwtOlHfiiCElMOCGcAEaK7Lhs8D+LbBLWoe/uTeUyfPn1alWma8Q2GwWAQbrcbMzMz8Pv9sFgs2N7eRmVlJRobGzM93KTBItgppftWyo+yu2P/r2Q1Ws0V55tpXCaTac+CcmtrC16vV6pGM0mH1WpN+vWzAShZHIFJQkgzpXQqlSdr784eg/gq38LCAjo7O4/tL5vu9EBG+FtbW1PSwmbCy5l5Sh/kh70f2DgztR0pZ6hJvKRjfX0dY2NjEAQBVqsVq6urCUk61AJml7exsYHuhjbAPQci8ACnB9UbACEKbtsFwVyi2gpFuu3a5EBubq6UHrmzs4P+/n7k5eVhZWUFXq9Xqkbn5+dnfMF5FJimPDc3F6dOnTpyvInY3bG/k7MardaKs1qJczIa51QRW42O9U9fXl7G6OioVI222WwJ7eIFAoFsxTlRqPBaSANsAByEkF8hptJMKX1DIk/WNHEGnpM3RCKRQ/W1ySCdlnQLCwuYn5/ft6EuUaRzvKzLf2VlBX19fUmZzGeSOCsZahKJRLCwsICGhgbU1NTcIOmw2+1p8/pNBewaAoDu7m7oRB7YWAalADhul0ATAi7shxANA0b1LQaWlpawuLioPXnMdWxvb2NwcBBtbW0oKSkBpRQ+nw9utxujo6MIh8MSiS4qKlKdFpbneTgcDhQVFaXsHnOY3V0q4SsHQa0ENVsJfw7x/unb29vweDySNetR1eisHV0WR+CR6/+lBE0T50AggCtXrsButyctbzgM6SCibEszGAwem/Cnq+LMCBbP8/t6Sh8FjuPSLoEBnqs0K0Ga94vPjpV0MK9fJulg8c2puHQoAeZxbrVa0dzcvPvZ6HSgBcXgttYBUQA4HaAzgPBRcIEtiCoizrGV8t7e3rSfW3LA6/ViZGRkT5ohIQSFhYUoLCxEQ0MDIpEIPB4PVldXJT0oW5BlelcjEomgv78fFRUVCUm2EoEc4SsHQQ1ysf2gVkKfjorzYeA4TppTY6vRKysrUjXaZrPBarVKZPkojfMHPvABfP/738f8/Dz6+/vR2dl56OOhUAi/+7u/i5GREeTm5qK0tBT/+I//iObmZgC7iar33HMPpqenkZOTgy9/+cu47bbbFP1c5AJR4TmnNCiljwAAuT4R0CQbsDRNnDc2NtDU1LTHL1gOsOZApRAOh9Hf3w+r1Yqenp5jT5bpIPqxGuxUG5YyISnJdHx2vNdvrEtHQUFBRskPa6Krra1FdXX1nt+JFjt0Oy6AMwJUBMQoQHTg/JsQrfJeb6mCLT4FQditlKtgIZIs1tbWMD09fWSaodFoREVFBSoqKiQ9qNvtRn9/PwBI5xFrMEwXWNiR0o2YyYSvHDWfqpmgqnFcavu8DqpGf+ITn8APf/hDvPCFLzyyQPOmN70Jf/mXf4kXvOAFCT0OAO95z3vwqle9CoQQfPGLX8S73vUu/Od//icA4EMf+hAuXryIJ554ApcvX8brX/96zM7OanIhfzPguv3cQwBefP3n/wDwbkrpaiLP1zRxrq6uVkSLrCQR3dzcxODg4LEbGGPBKrlKgYXItLS0oKKiIuXjpJs4U0ql80Op+Oze3t6E7Q4Pculg7grplHRsbm5KPuH7adRpbiGoMRckEgShFJTT78o2QjuAEM24uwZznigoKMCZM2dUWUE8Csx9JZlzCNirB2WNqm63G7Ozs/D5fLBarZKsQ8kbt8/nk+aFo7zm5cRR4StH2d1lJRHJIdMV58MQW43+1Kc+hT/6oz/CD37wAzz99NO47bbb0NXVhVe96lV41atetcee7qBq8EGPm0wmvPrVr5Z+vnjxIj7zmc9IPz/22GOYmtrtM+vr60NlZSWefvppvPSlL5XjbWYhP/4JuzHbv3f95z+8/thrEnmypomzUlCKOLNAlo6ODmlLVg4wj1QlsLKygqmpKVnGnC7iLGcTYDxi9cDHCaWId+nYT9Jht9ths9lkv2mtr69L3+mBunqdHjTXDMKHd0kzxN3KMzhwQR/EgiJZx5QMmOVkRUUF6urqMjaOVMEWXpubm+jp6Tk2uY1tMBQEQUowZNvGzDZRzgZD5l7S1tYGm80myzFTxUHhKwdVo7PNgclBFEXNOATV1tbij/7oj/DFL34RU1NTuHLlCn7yk5/gTW96E4LBID73uc/h5S9/+bFf5/Of/zxe97rXAdgNK4tGo3sa++vr67GwsHDs10kLVHgtpAE1lNJYkvwpQogj0Sdr42o4AEpNfnK7asQHhCQbyHIUlCD6lFJMTk7C4/Hg/PnzskgJlCT4DEqS5nA4jIGBARQXF8senx0r6YhGo/B6vZJTh1ySDhaus7a2hp6eniOPJRQUgfg3QKgAAoByehDQXZ1zhogzq3JqJY0xHqIoYnR0FDzPo6urS/ZFkU6nk0J6KKXw+/1wuVxSgyHT2B9nQcY02efOnTu2g5Hc2E/SweYDVo2ORqPS79VEVNU2HgZBEGS/ZykNSilycnJw66234tZbb8UnPvEJrK2tyXK9PfDAA5iamsJ//Md/yDDSLDIEQggpp5SuXf+hHLvGqwlB08RZKchJRFmCWUFBQcqBLEdBbqkG2wY3GAw4f/68bDd3lsioFJQkzSw+u7Gx8VhylURgMBj2SDriAzMYMSosLEz4PbI0zXA4jN7e3oQqSDTXDOj0AOVACQcCEZQSIBIERDHtEdysEfPMmTNSiIKWIAgChoaGkJOTg3Pnzile9SSEoKCgAAUFBWhoaEA0GoXH49mzIGOSjkSdSJxOJyYnJ4/UZKsB+0k6QqEQVlZWUFFRIRVHslHgh0Ot4zoIB/V5ybHQ/sxnPoPvfOc7eOqppyRHqeLiYuj1eqytrUmvMTc3J1ujrKIguKkqzoSQb1FK3wrgMwD6CSE/uf6rVwL4i0SPkyXO+0Cv1yMYDB77ONvb23A4HGhsbLyh+UpOyFnJDQQC6O/vR2VlJerr62W9uSsp1VCyCTCT8dmEkD161kAgAJfLhcnJyYQlHTzPS/66HR0did8E9QZQYx5IxA+C69+bTg9OiABCBODS19DI5CWHNWKqGSxh02azyb5bkSgMBgPKy8tRXl4uaezdbjccDgcA7Ekw3O8cWV5exsLCQkK7FWoEuw5YBHR8+ArP8yk7dcgBtRJUNWuc90MkEoHRaJT9GvvsZz+Lb33rW3jqqaduuA/cdddd+MpXvoL7778fly9fxvLyMl70ohfJ+vpZyIJbAIBS+v8RQvoB3H798f9FKR1O9CCaJs5KSjWOW8FdXV3F5OQkzp07pzjZkqvi7PF4cO3aNbS1tcFulz8hTimphpJNgIuLi1heXlaNP3BeXh7q6upQV1e3p4LIbJniJR2xeuDa2tqkPxuaVwBEg4BOB4CCUIASAi4SgmhID3man5/H6uqqZgkbc6SpqalRdAGdDGI19s3NzQiFQnC73Zifn8fOzo7UYFhcXAyj0bhH4iOHV366EQqFcPXq1RvcP44KX1EywTAeaiXOah3XQfD5fEfuhrz3ve/Fj370I6ytreEVr3gFCgsLMTU1deDjS0tLuO+++9DY2IgXv/jFAHbdPX79618DAD796U/j7rvvRktLC4xGIx599FHtOGrcRBVnANJ2BKX0GoBrqRxE08RZKRyHOFNKMTExgY2NDdm0wUdBp9NJur1UwZIXe3p6FKvoyV1xjpVmsOPLBaZLDwaDqvUHjq0gMouyWJcOi8UCl8uVciIlAIimQuh8XgB0d8ohHAgBuLAfYr5VzrdzA9i15PP5EpaXqA2Zcp5IFiaTCdXV1aiuroYgCNjY2JAaDBlxOnv2rCqvg6PAdtGam5sPtC49zO4OgBS+wv5GCSKpVoKqtYpzInHbDz74YFKPV1dXHygBAYCysjI8+eSTiQ8yi0zhHCHEu8/jBLt2zgl1OmvvTpQGpEqco9EoBgYGYDKZcP78+bRNgjqdDqFQKKXnsmalQCCACxcuKHpjlJM4K6lnjkajGBoaQm5uLjo7O1V5M4tHrEVZa2srlpaWMDU1hdzcXExOTsLr9abk0kGNeSCcDhQEhCO75JlSECECUKpYtYK5l3Ach66uLk18B/Fgln9a02TrdDqp2iwIAoLBIIqLizE1NYVQKASbzaaY44vc8Pl8cDgcewKKjsJRdndKVaPVSpzVOq6DkAhxzuKmxTiAVx/5V0dA08RZTVKNnZ0dOBwO1NXVoaamJq0axlSlGizxy2w2yxLEchTkIs6MNLPAADk/60AggIGBAVRVVWmjuWMfLC4uYnFxEefPn0deXp4k6VhbW9sj6bDb7Ud3y3M6iAYTOCGy6+dMCED0IKKwa09H5CdOTA9cVFSEpqYmVVqHHQWmiz/U8k/FEEUR165dg06nQ3d3NziO27fBMD8/X7K7U4OUKRYsxvy4C5ej7O5iI8CPM4eqNdFQixVnLfZBZAwaWhTJgDCldP64B9E0cVYKydrRsZtIe3t7RjxNU9EOM6Lf0NCQNt2lHMQ5dgtVbtLMKoSnTp1SROOtNJiF4Pb2Nvr6+qTdg4MkHVeuXJGqiwe6dBACasgBRB6UIwCBpHMmfBTUKO8NNRgMwuFwoLq6GjU1NbIeO11YWVnB3NycanTxyUIQBClcJj4lNL7BcHt7Gy6XCwMDAxBFUWowtFqtGa1Ssms5NsZcDsSTaABJha8cBTUSZy1WnLPEOYsDIMsFpnniTAg5VHuUChKtOFNKMTU1BZfLhfPnz2fsJplshXx9fR3j4+Nob29P6xbycYlzbBe83KR5dXUVMzMzmq0QCoJwQ4VwP8RLOphLx8TEBEKh0L4+v9RoAqKB6zMO2SXNBCAiDzmvvJ2dHQwMDKC1tVXVeuCDQCnF3NwcnE4nent7NdlEF41G0d/fD7vdfqSrDiEEFosFFotlT4PhwsICrl27tifBMJ2fhcfjwejoqOLXcrzeOZHwFS1CaxVnn88nWcVlcRTITdUcSCntkuM4mifOSkCv1x9JRGO9ji9cuJDRiSVRQkopxczMDNbX19HX15d2op+qpETJJsBU47PVBOYVnkowy34uHUzSYTabUVJSgkpLHvREB3AcdrkABUAA8XgNqbFgZEfuCmG6wBoZ/X4/enp6NNnIGA6HcfXq1ZTdP2IbDEVRlBoMZ2dnYTAYJBKdjP94ssikz3Qi4SvA/tVouYs/ciJbcc4ii73Q3uyeBhxVwWUNJ9XV1airq8v49loiFWcWvgAA58+fz8iNneO4pN0/tBCfnUn4/X4MDAzcYLOVCg6SdAytLaOjygY9R8HpdSCEA0DACQLkaPVk0gYthGrsB1EUMTw8DEKIZppJ4xEIBCTPeTmCIjiOQ3FxMYqLi3Hq1Cn4/X643e49/uNsZ0OuuWh1dRWzs7Po7u7OuETmoAZDNp/FV6MBdco0AO0RZ5/PlyXOyUCl552aoXnirIRU47DKqNPpxOjoKM6cOZNwl7bSOKriHAwG0d/fj7KysoyFLwDJSzXSEZ9ts9k024DGkvTa2tpk19bHSjog8DBsrYBQCpGKINfdNCKhIGhe6tu4J0HawHaeCgsLb9ADawVMIpOM80SyyM/PR35+Purq6sDzPDwej9RAyRoMS0pKUt5iX1pawuLiInp6elS5a3SQ3R37NxqNSvedTISvHAUtndeBQECTC/AstAPNE2clsN8kwWQOa2tr6OvrU5WG6rCK88bGBoaGhnDq1KkDPUzThWSkGkomAaYzPlspME12WpL0OA5EpwehInTXpwxRFMHzUTz7y1/CbDZLwSuJkhbmkx0KhdDb26vJaj9zpSkrK0N9fX2mh5MSWBNdOlMx9Xr9nkj57e1tuN1uDA0NQRAEKQ0z0QZDFs6iVr/1eMRXo3mex8jICIqLi/c4dWQqwVDr8Pv9mp3Xs9AGssT5ELAJjOd5DA0NgRCCCxcuqE6/eBBxXlpawuzsLLq6ulTR8MZxXEK7A+mIz9aaty4DpRSzs7NwuVzp02QTbjf4JOYhjtOhIN+AF9z6fGxubUupczqdTrK6Kygo2Pe7EwQBg4ODyMnJSS4CXEVg0oaGhgbN3qTdbjfGxsYy2hAb22DY1NSEcDgMt9uNxcVFXLt2DRaLBXa7HcXFxTec66yY4fV6NasrZ9dCYWEhmpubQSnNSPjKQVCz9vogZDXOSUJDuwlqgfZmmjgo6eUsiiLC4TD6+/tRXl6eUZnDYYiXQLBq3vb2Ni5cuKCaLfBEpBqxNwy5bxALCwtYXl5Gd3e3qnYMEgULq4lGo2mv0lJODypGYwg0BaEEHCGw2Wyw2WxobW2F3++XFifMpcNut6OoqAg6nU5qZCwpKUFDQ4Mqr6ejkA5pg9JYW1vDzMyM6q6FnJwcVFVVoaqqak+D4dzcnGSdyBoMp6am4PP50N3drckdC0EQ4HA4pEVDbJEg3eErh41Ra59tNgAlC6WheeKsFHQ6nUQA2traVO3rG1txZuEReXl56OvrU1U17zCphpJ6ZlEUJccDrWznxiMajWJwcBAFBQVoa2tLP+HkdqUaACQvZ1HH7YaixPwZ07LW19cjGo3C7XZjdXUVIyMjyM/Ph8/nQ0NDg2bDZbxeL0ZGRjTr/gHsBuQsLy+rVg/MENtgCOxW+d1uN6amprC1tQWDwYCWlhZNVkV5nkd/f7/khHMQjgpfif2bmykG/DBkK85JQmPfrxqQJc77gFKKaDSKyclJ9Pb2qn71yhokmdtHbW1t2tMLE8FBFed0xWdrNbqZhYJkMs2Qchwofc47OxGyYjAYUFFRgYqKCmxsbGBwcBBWqxWLi4tYW1uTglcOknSoDevr65iamtKs+weT+bjdbvT09GhuAZmXl4fq6mpsb2+jpKQEZWVlklNHXl6eVI1W+3fDvLJLS0uT0sYfx+4uVWix4hwIBLLEOQtFkSXOcWBBEoIgoKOjQ/WTMIMoirhy5QrOnj0rVWjUhv2Is5KkOZZwqnEhkQi2trak5s6M7noQDiRG5bz7XXFAAhEobOemu7tb0tIeJelQG2KrtCaTKdPDSRrxPtNq/IyPgiiKGBoagtFoxJkzZ0AIkRoMd3Z24Ha7MTw8jGg0KpHooqIiVS2Wo9Eorl69ioqKimMtgo+yuwP2aqNT/Qy0WHHO2tElAQJVa5wJIS0AHgFQAmALwL2U0uED/pYA+A8A3ZRSq5Lj0jxxlptosdQsq9WqCaLFLL14nsfFixdVTfTjibOSTYBaj88Gdq0PJyYmcO7cOZjN5oyOhYLbdddALFUmN0g14hFrExbrrbufpGNlZQUjIyOwWCxSNTrT+nwWkLOxsaHJKi3wnDZeEATN+kyzGHDWRBc7VxBCYDabYTab0djYiEgkArfbjeXlZQwPD0vnUzKuL0ogEong6tWrUkiMnDiqGs3m2WSr0dmKcxYZxoMA/olS+nVCyJsAfB1A3wF/+2cApgF0Kz0ozRNnueD1ejE0NIRbbrkFZWVlGBwcTCnlLp1gAR7RaBQ5OTkZN/0/CqzhEniuQgLI3wSo9fhs4LlGxnjCmTGQ3WhWej008LnH9//zWMJ5lK48VtIhiiI2NzfhcrkwNzcnJc5lQtIhiiLGxsYQjUY13YA2NDSEnJyczGjjZQDr2yguLk6oodRoNKKyshKVlZXS+cRcXziOk6wTzWZz2j4PlspYV1d37KCio3BQNToVbbQWK85ZjfPJACGkFEAvgJdff+hxAF8khDRTSqfi/vYMgEsA3gHgLqXHdtMTZ0opFhYWsLCwsGcrOZE0vkyCuX3YbDa0t7fjl7/8JQRBUPUkxyrObBKXu8rM7Kk8Ho9m47PZlrrP51NVIyO9Tpx3iXJM3XkfrbMoihgZGYEgCEkTTo7jJJcOljjncrkwNjaGcDgsVQ5tNpui5zojnEajEefOndMk4eR5Hg6HA1arVbMhP8wrO1VpQ+z51NraKjUYTk9Pw+/3o6ioCHa7HTabTbFrLRQK4erVqxmzLjwofCVWG808o+Or0VqsOPv9fs0WTDIC9c4LNQBWKaU8AFBKKSFkAUAtAIk4E0IMAL4K4J0A0kLaNE+cj3MzYFG54XAYFy9e3DNxqpk4b21tYWBgAM3NzVL1gjlWqIVo7QdCCKLRKKLRKPR6vezx2SMjI6CUalbDyciawWBQXSMj4ThA5HYdNVjlGfSGOZcl6RUUFEg61OMgE5IOVuG02WyqtaA8CoxwlpeXo66uLtPDSQmsSltbW4uqqipZjpmXl4fa2lrU1tZCEAR4PB643W5MTEwgNzdXOp/y8vJk+d6Z/K+pqSnjAVRAYlHgseErWqs4U0oRDAbVsUuXxVEoIIQsxfz8WUrpZ1M4zscAfIdSOkoIqZdnaIdD88Q5VYRCIalie/bs2RsmSbUS59XVVUxOTqKjo2OPHVasDEKNYPo6q9WKZ555Rkqbk4P0nIT47HA4DIfDAbvdrkp/YwoA3HPtgYRcr0LHIBQKweFwoKKiQhGydpSkg23BH0fSweaF6upq1NTUyPwO0gNW4ayvr1dcFqAUGOFsbGxEeXm5Iq+h0+lQWlqK0tJSyZXI5XJJ8rfi4mKpwTCVhXgwGMTVq1fR0tKC0tJSBd7B8XFYNZpSinA4rDkCTSnVzFhVgcx9Vj5K6WFi/0UAFYQQPaWUv978VwtgIe7vXgSglhDyfuxyWjMhZA5AH6XUpcTAb0rizGKoW1paDtw60+l0kr2PGkApxeTkJDweD86fP39DZ38ycdbpRmwTYFtbGyile0iP0WiUSHSyzY0+nw8DAwNoaGjQLElg70HVEeCEA8ABHCBJNWJUGuw9NDU1KUZ0YrHfFny8pIO5dCR6E/X7/XA4HGhublZFdTAVsPegZrJ2FNh7aG1tTVtjLyEEhYWFKCwslBoMPR6PtLthNpslmVAirirsPZw6dUozITnx1Wifz4fFxUW0trYqZncnN1jFPAvtg1LqJIRcBfD72G0KfCOApXh9M6X0hez/r1ecHZTSeiXHpnninOxFsrS0hJmZGXR2dh7qVKAm4szzPAYHB6HX63H+/Pl9qx9qrTjHNgEyDR05IG2O2QAyEm2xWA79fllksFbjs4HnAjU08R44pm2+zpgJQECwsbGB4eHhjL0HQsgeSQcjPbGuCqwafdDuBnNhaWtrg81mS/M7kAfb29sYHBzU9HtgqYyZfg9Go3HP7sbW1hbcbjf6+/tBCJFI9H5zFPPTP336tGqtQY8CI/7sPWQifCUVhEIhmEymLHk+OXgvgK8TQj4CYBu7zX8ghHwNwPcppd/PxKA0T5wTBeuQ9/l8uHjx4pHyAL1ej3A4nKbRHYxAIID+/n5UVlaivr7+wAlBbdKSRP2ZCSEoKChAQUEBGhoaEAqF4Ha7MTs7C5/PB5vNBrvdjuLi4j0LBq3HZwPAysoK5ubmNBGoQWMaAmPbAf0BP0ZGRtDZ2amaTvZ40sN2N2ZnZyVJB9vdIIRIftJadmFhCzA1WBemCuZZfvbsWVit1kwPRwLHcSgqKkJRURFaWloQDAb3zFFFRUUoKSlBcXExQqEQBgYGtLEQPgB+vx/9/f17iH8mwldSHbva51LVQcWLDErpOIDn7fP4uw74+zkAVmVHdZMQZ6YfNZvN6O3tTeiiVgMR9Xg8UhXsqC1LNUk1jhNqYjKZJJ9Tnufh8XjgdDoxNjYmbZdubW0hFAqpynUiGTCrNq/Xi97e3ox7FSeM657N5Hq1SaDAzvaOqkNB4iUdfr8fbrcbo6OjCIfDyM3NlUJBtHrDdTqdmJyc1MQC7CAw4q+FxUtubi5qampQU1MDQRDg9XqlBsNoNIrKykoYDAZNygb2I83xSFf4Sirw+XyavQay0A40T5yPmpiYA0VTU1NSndmZJs4LCwuYn59HT09PQpU8tUg15EwC1Ov1KCsrQ1lZGURRhMfjkXx1CwoKsLy8nJIuOpOItWrTmvsHpQABBaVU2qotL7WDN6iTNMcjdnejrq4OMzMzWFlZgdlsxpUrVxKSdKgNbNeiu7tbs04CTHKlReKv0+mkBme32422tjaEQiFpYRabYKj2a52R5mRlMgc1GLJ/Y/36la5GZyvOyYKouuKsVmieOB+GlZUVTE1N4dy5c0lv/WVK48xSvgKBwA0WeYch00QfUDYJMBwOY2pqCrW1taipqZGawYaHh8HzPEpKSlBaWnqkLjqTiEajGBgYgMViuSH9TO2gICBU3K06093GQI57Tr6hJcTGTz/vec+DXq+HKIrY2NiQtuD3k3SoDfPz81hbW9PWrkUc1tfXMTU1pZ6gnxTANP6dnZ1StbyhoUGyT1xdXcXo6CgKCgqkplW17dCkSprjkWj4ilKSjmz4SRbpwIkgzru+ss/dwEVRxMTEBDY3N3HhwoWUgjAyQUQjkQgcDgcKCwvR09OT1KQSH2edblBKpYVGOuKzY3XR4XBY0rAepovOJAKBABwOB2pra2WP200Lrl9jVBQAEOjYNbdPAIqawbzbCSF74qc5jkNxcTGKi4v3NKzGVg6TdelQCkzqs7m5iZ6eHuj12pzGV1ZWpF01tRHJRMEkJvtp/GPtEyml2NragsvlQn9/PwBI51SmF/tykeb9cJjdHYBDw1dSQbbinAJUWBRQO7Q54x6CSCSCgYEB5OXl4fz58ylfiOkmzjs7O3A4HGhoaEiJWGWq4hwrzQDkj89eW1vD9PT0odrHnJycfXXR4+PjKCwslM0vOlUw4n/LLbdoxpoqHsFQAGI4DJNRD45ct30CpCq0FiZfFs5SWFiIlpaWhBtWI5EI3G53Ui4dSoFSKlnudXV1qWZhmCwWFxelSHmtVss9Hg9GR0cTkpgQQmC1WmG1WtHS0nJDE7TVapVkHens21CSNMcjHdXoLHHOIh04UcSZkc+6urqU4lljodfr00ZE19fXMTY2hnPnzqXciZ2J5kA59cz7HXtmZgZutzup+Ox4XfTW1hacTueekIzS0tK0Ta7r6+tSYI3am54OArMIu63zDDhQEFGUKtCEQhPEmSXplZWVob6+PqnnGo1GVFZWorKyUpJ0uFwuzMzMICcnR6ocKi3pEEUR165dA8dxOHfuXMYr36lidnYWLpcLPT09mmzuBQCXy4WJiYmUXX1im6AFQZBkQtPT09I5ddwwn6OQTtK8H44KX4n9m0TPdZ/Pl5VqZKE4TgRxJoRgdXUVExMTaG9vl8UGKB0VXEYO19fXcf78+WNp/NKtyWakWRAEaatNLrD4bFEU0dvbm3JVLdZGKnb7nSWDsUq01WqV/eZEKd2jQdXqVjSrqp09exZ6PQcIUVAp/ISCQgChIijUS+JYCp0cSXqxkg5KadokHYIgYGBgAPn5+WhtbVWl5vooUEoxNTWF7e1tzTXGxsLpdGJqakq2hkydTicRZXZOsYbJcDgsJRjabDbZPjPmNZ1pv2yG2Go0271kJDoZu7usxjkFaHQBnkmcCOI8MTEBl8u1b6JeqlCaOAuCgKGhIVBKcf78+WPrFNMp1YhtApSbNDOdt9zx2fHb70wXPTc3J7suWhRFjI+PIxgMore3V9Ma1FifaTG8A0LF63Z0u9Z0u5Vm9eqcWbVcCZnMQZKOpaUlDA8P79l+P44cIRqNwuFwoLi4WJVx7ImAUorx8XGEQiF0dnZqljSvra1hZmYG3d3diiyGY8+p+vp6RKNReDweaVeSNRiWlJSkTNrVRprjEdt3ACCp8JWsVCOLdECbd/Q4sBuKnJOxks12rAJWWloqGzlMV3Ogks4Z6YzPjtVFC4IAj8cjBWEUFBRI1ehkG0t5nsfQ0BBMJtOe5jMtgVKKubk5OJ3OPY4NFBxARUAUsZsZCAAiOCEKQae+LXfWuNXe3g6LxaL46ykh6QiHw+jv70dVVRVqamoUfgfKgFIq7SBpWWIS28yYSsN5KjAYDCgvL0d5ebnUYOh2uzEwMABK6Z4Ew0Q+V0aatRTQkkz4it/v12bzdaZAoHqZnRpxIohzSUlJxq3YEsXGxgaGhobQ2tqK8vJy2Y6rdMVZ6SbATMZn63Q6lJaWorS0FJRSKWnut7/9bVK2ZKFQCA6HA+Xl5airq9NkZZBVy1nATOxilHK66yEodLcp8DqIEM3EUA8FsznLlDfwQZKOkZERRKPRPf6+B11LzImlsbFR1rkinWC6bL1ej7Nnz2rymgCA5eVlLC4uZrSZMbbBsLm5WWownJ+fx/b2NqxWq7Rrtt8YtUia43FU+MrTTz+NF7/4xZkcYhY3AU4EcVYKzOZOrsl+eXkZ09PT6OzslD0WV8nmQCWbAIHdDvvFxUVVxGcTQvbE68YTnoN00Ts7OxgcHERzczPKysoy+A5ShyAIGBwcRE5ODjo6Om4gdIw4k+sVZ1AKSghINASYzKqpXCwuLmJpaUk1NmeJSDriCY+SEpN0gZ1PeXl5mtVlA7vn08rKCrq7u1XlABLbYBi/w2EwGKQdjoKCAvj9fs2T5v3AqtGUUnz+859HNBrFu9/97kwPS1vQ6HWZSWSJ8yFgVdzjalSZvm9raytlX+mjoFRyoJKkmflt+/1+9PX1qa7DPlFdNKUUk5OTOHv2bNJBO2oB05aXlJQcqKOlnP66mnlX40wAgFJwIr8r38iwbpX5G29sbKg6jv0gSQdzVCgoKIDL5ZKt0TkT4HkeDocDRUVFaGxs1Cxpnp+fx/r6Orq7u1V7PgE37nCwgKjx8XEEAgHwPI+GhgbZCzZqAKUUX/7yl/GDH/wATz31VFpkWVnc3DgRxFmpSVkO4szS4kwmE/r6+hTT9ykh1VAy1ITneQwODsJkMqGrq0sTusf9dNFzc3PSNqnP50Nubm7a9I9ygUkCjnSdIASizgA9HwUjz6AUoBw4IQJRl7nkN1EUMTY2hkgkgu7ubs00n8UTnuXlZUxOTsJkMmFkZESqGlqtVk1cI8DunMd6OJK1/lMTZmdn4Xa70d3drakGX0II8vPzkZ+fj5KSEslRJhAI4Fe/+pX0eElJScZ3+I4LSim+9rWv4bHHHsOTTz6ZJc1ZpAXamQ0ygOOSUeaTWVNTg9raWkWrLnJLNVgTICA/aQ4Gg3A4HKisrFT8c1EKHMdha2sLhBC88IUvlCo8yeqiM42trS0MDQ3h9OnTKC4uPvLvqT4HNOy/LtfYrTpTKoAL+yEaM0OcmUON0WhER0eHqj/vw7C+vo75+XlcuHABeXl5kqRjcXER165dO1LDqgawZka2wNQimE3oxsaGphZh8WCa5vb2dmknjFKK7e1tuN1uDA4OQhRFiURraXEG7L6XRx55BF//+tfx1FNPaXZ3JuMg2vnO1YIscT4Ex/FGZrrYs2fPJkRIjgs5pRqxkahyT6QsRa+1tRWlpaWyHjtdEARBim1m0eg5OTl7/KKdTueeRrDS0tKEO9/TBbaVe+7cuYS3cEXDrmaYAlKDIAHARXyAaEu7JyizarPZbJqWBCwtLUnNZ0yXfZSkgy3O8vLyVPG+Q6EQrl69ioaGBlRUVGR6OCmBeU3v7OxoOpmRaeTj5WOEEFgsFlgsFjQ1NSEcDt+wOJPDQjEd+OY3v4mvfOUreOqpp9Jyj80iC4YTQZyVlmokAxZ8sbS0hL6+vrRthclRcVa6CXBtbQ1TU1OaTtFjke5FRUUHWgnm5+ejoaFB0kWzzvednR0UFRVJVcNMbv/GErVk/GAppwclHDga3ZVpgO4GB1IehA+BGtO39RsKhaTqppat2ubm5uByuQ7VZcdLOnw+H9xutxTmk2lJRyAQQH9/P1paWjS7IKaUYmJiAoFAAB0dHSeONO+HnJwcVFVVoaqqSlqcsShwvV4vRcsXFhaqYnHG8K//+q/43Oc+h//4j//Q7PmmGnDq+V61ghNBnJVCsrHboihieHgYkUgEFy9eTCsxOm7FWen4bBazq+UUPb/fj4GBAdTV1aGqqiqh58TemGL9oicmJo7lF50qjt1ARwhEYy5INAyI4vX4bQqAQOfbAG9LD3FmLgFadjFhTaU+ny+pJD1CCAoLC1FYWCi5dLhcrhskHSUlJWlpaGOSgETlPmoEa+AOh8P7OspoBcmQ5njELs5OnTolJRhOTk4iEAhIzdA2my2ji/7vfve7+NSnPoWnnnpKszaNWWgbWeJ8CJKpODNtX1FRUUb8So8TgKJkqIlc8dmZxsbGBoaHh49FDuL9ore2tuB0OnHlyhWpuqOkLloURYyMjEAQhGNpN4WcAugCm4B4/doQdvXOutAOhGgY1KDsIoDpstWafJYIRFHE6OgoBEE4dlCO0WjcUzX0er1wu903SDqU8LPe3t7G4OCgpm3OKKUYHR0Fz/Nob2+/KUnzfmANhnV1deB5fk9IVF5enrQ4S2eD4Y9+9CPcf//9eOqppxIuXmRxGEhW45wCssT5ECRKnLe2tjAwMIDm5mbFE+8OQqpES0nSzGQNzLBfTVt9yWBtbU3y3y4oKJDlmLFhBkwXHR+QIefWO8/zGBgYQEFBAc6cOXOs74LqcyDqjOCiEVCBSTYAiCJ0O27wNuVuaCwoR8tyH0EQcO3aNRgMBrS3t8t6XXAcJ2lUmaTD5XIpIulgi8lkNPJqA6UUw8PDACD7d5FOyE2a46HX61FWVoaysjJQSrGzswOXy4WhoSEIgoDi4uIjA32OiyeffBIf+chH8MQTT6C2tlaR18gii0RwIoizkhrno5oDV1dXMTk5iY6ODs1Z4bDUJUD+JkAWn11fX6/ZykB89LSScgpW3amvr5e23hcWFjA8PHxsXTRLNKyoqEBdXd3xB0sIhFwLuMA2IF53dhZ5EErB+TxAoR0wyN9YtLKygrm5uaR12WoCW8Cw5iwliVqspKOxsXHfRrBUJR0ejwejo6OyLibTjdhUw9OnT2ueNKcrWp4QArPZDLPZLDUYejweKdDHYrFIize55syf/exn+PM//3P8+Mc/RlNTkyzHzCKLVHEiiLNSOKzizLqv3W43zp8/rxrdbiJJh0o3AbKb6knYSo9EIujp6Umrpi926/24umi2gGlqapJVDyiaCkA5PYgYBfgoCMhuOEo0DN3mCgR7vWyvxRpu19fX0dvbq/pu/4MQiUTQ39+PsrKyjPgbx+vtY106TCaTVI0+StLhdDoxOTmpiqTPVCGKIoaGhpCTk4NTp05lSfMxkJOTs8f9ZXNzU2qI1ul0Eok2m80pfc6/+MUv8IEPfAA/+MEP0NraqsA7uMmh0XM/k8gS50Og0+kQiURueJyFd+j1epw/f141ul2mcz5sPOmKz+7q6lJEU5kORKNRDA4OIj8/H52dnRm9qe6ni3a5XLhy5Qp0Oh3sdjtKS0v31UWzrXRFFjCcDry5BHr3PFj8NhF2d2d02y4IhSWA6fiVSOZ04Pf7076AkRPMAaS2tlYVOzCxhCYZScfq6ipmZ2dVE2eeCk5KFDjTl2eSNMeD4zjYbDbYbDa0trYiEAhIenu/3w+bzYaSkpKEd8+eeeYZvO9978P3vvc9tLW1peEdZJHF0dDmXSgOSk18er0ewWBwz2PMdqmiouLAaOJMgVXIDyLOSjtnTExMYGdnR5Xx2YmCEZyqqirV6ehiddEtLS2SLppVxmPJjsvlwtTUlKJb6WJ+EejGKogQAARhN0iQ0wHRdhwX7QAAlqhJREFUCPTuBfBVp49VzWAuNQCO3UCXSTAHELVatR0k6VhYWMC1a9dQVFSEkpISRCIRrK6uoqenR3PpmAyCIGBgYACFhYWa7rtQI2neD3l5eaitrUVtbS14npcaVycmJpCXl7cnwTD+u/jtb3+Ld7/73Xj88cfR3t6eoXdwE0Cj82omcSKIs1KIl2p4vV4pZU2NN8DDnDWUbALkeV5Kbuvu7tYswWE3I62Esxykix4YGAAANDc3K1sV5HQQiiqhX58CCAcKESQaAiUAt+MBt7kKsSi1Zlm2q5Ofn38iqoJaki3tJ+mYmZnB9vY2LBYLVldXFXPpUBKCIEjOR1oOy9EKaY6HXq/fs3u2s7Ozx4v8F7/4BU6dOoVXvvKVGB8fx7333ot/+Zd/QVdXV6aHnkUWe3BiiDMhBJR198uE2ObAhYUFzM/Po6enR7XNMAdpspVsAgwGgxgYGEB5eTnq6uo0ezNiNktauxkxsJQ5n88HnudRXV0Nj8eDubk55Ofno7S0FCUlJbITabGgCOJmAbjAFiBEQcl1eyOBh861ADG/CEgyijtWC6zlc8rr9WJkZESz5xTwXLQ8x3F40YtehFAoBJfLhWvXrkEQBM3ENfM8j/7+fpSUlKChoSHTw0kZWiXN8YhtMGxsbEQkEsHY2Bi+/vWv40//9E/BcRze8Y53qELWlEUW8TgxxFkJMOI8MjICv9+PCxcuqLoxKZ44K61nZn66WqnQHoTFxUUsLS1p2q2BxYBzHCdV/cvLy/fooq9evSrpou12OwoKCo5/ThAOQkktuKWR63INEYgGAcKBhP3QL42Br2sHdIlNNcFgEP39/aivr8+YtaMcYM2cWnadiNWXs/hpg8FwqKSDub+oSaoVjUb3LMS0CkaatWz/dxCMRiPe+c534vnPfz7e/OY34wMf+ACWl5fx8pe/HEajEXfeeSd+53d+B319fapeoGkOBNnmwBRAEqjSylvGVQiRSET2irPX60V/fz8qKytx6tQp1V+w/f39aGhogNVqVVSaAQDr6+uYnJzU9CQeq8vu6OhQ1c0+GUSjUTgcjoT8spku2uVy3aCLPs75rXPNQedeAqIhgNODAruyDU4PsbQeQnnTkRM0cwg4deoU7HZ7ymPJNJhtXldXl2YXYiwUJBqNJhQKIgiCpF/1eDwwmUyS1V0mJR2RSARXr15FVVWVZmPZgeeKFFqeb4/CxMQE3vjGN+KrX/0qXvKSl0iPz87O4sc//jF+/OMf49FHH9Vs0A52aaqqUG0z0/n/+acZeW39u/52mVJanZEXPyZODHGORqPHipyOx87ODq5evQpCCG677TbZjqskBgcHUVVVBZvNlpb47I6ODk131l+7dg06nQ5tbW2qXxQdhGAwCIfDgerq6qSJQSQSgdvthtPpxPb2thSpm5JfNB+FfuEaiH8DhFIgEgI4DpRwgM4AoeY0xKKKA5/OZA1KBTikCwsLC1hZWUF3d7eqd6cOA2vK5DgOp0+fTvraiHXpcLlckqTDbrfDYrGk7VpjpLm6uhrV1Zq8PwO4OUjzzMwMLl26hC9+8Yt45StfmenhKAV1EufPfDAjr61/58c1S5yzUo194HQ6MTo6iltuuQXT09OZHk7C4DgOgiAoVmmOjWzWcnx2OBzGwMAAiouLNd0kxCq0qUplmC66srJSqhgyiUF+fr4k6UhocaQ3gK9ohmF+EAj6QXWGXa1zcAegFLqpq6Cnnw9acGO1aH19HVNTU5q2MKSUYmZmBhsbG+jp6dHs7oUgCBgaGoLJZErZ33g/lw6Xy4X5+Xlsb2+nRdIRDodx9epV1NXVaVryczOQ5oWFBbz+9a/HP/zDP5xk0pzFCUKWOMeA3fzW19dx/vx5GAwGTExMZHpYCYPjOOzs7Ejb7tn47BvBAkEaGho0fUNlITNyVWhjtc8p66JzCyHY66FbuAYAIP5NgFJQfQ4QDkI3+Vvwp58PmJ4jx7H6cq3uXlBKMT4+jmAwKGmBtQhBEOBwOGA2m2W9xnNycqSqb6ykY2pqSpJ02O122cJUQqEQrl69isbGRllDf9KNm4E0Ly8v49KlS/j0pz+N17zmNZkezs0Jjd7LM4kTQ5yPO8mzrXtRFHH+/Hno9XpJJ6x2sCbA0tJSzM7OYnFxESUlJSgtLUVRUdGxt0Z9Ph8GBwdRV1en6S5nJgfQkjXYfojV0CpRoT3IL3psbAzhcFgiOvvpokVbJeDfgs6zCAoOMBoB3xZIJAjsbEIfDoPveBGoqQAzMzPwer3o7e3VbIWWyRoIIejo6NCs5Ifp5JV2nYhfoO3s7MDlcmFoaEgWSQdrLm1ubtZ0w/LNQJrX1tbw2te+Fh//+Mfxhje8IdPDySKLhHFiiPNxwEIv7HY7mpqaJBKuhMWd3Ih1zrBareju7kY0GoXb7cby8jKGh4dRVFSE0tLSlLSrJyE+G9glm7Ozs5p3OZibm4PT6Uxr9HS8X7Tb7cbi4uIeJ4WSkpLdc4sQiBXN4AJbIAEfEPSBBP2gOSYQQQDddEHn+E8MFTYgwvPo7u7WdIX2JCTQMfu/ioqKtIb+xFqSNTU1IRQKSVHNbOcsGUkHC6dqbW3VdHMpI80dHR0oLCzM9HAUgdPpxGtf+1p85CMfwVve8pZMDyeLLJLCTU+cNzc3pdALrW3rHWQ3ZzAYUFFRgYqKihu0qwUFBSgtLYXdbj+SeC0tLWFhYeFEaE89Hg/6+vo03bA1Pj6OUCiUUX35QbroycnJvbroxi7oQwEQ7yqoIQcQRWDLC0IpRPcaas0u5N3xJnAaJc2sQltcXKy6BNFkoKYocJPJdIOkg51bLGXuIEmH3+9Hf38/Tp8+jeLi4gyMXh7cDKTZ7Xbjda97HT74wQ/i7rvvzvRwbnKQbHJgCjgxxDmVG9fy8jKmp6fR2dl54HYYS+NT2xZsonZz8Vujm5ubcDqdmJubg9FolJKcYm2zTkp8dmwzY09Pj+Yrmzk5OaqSA8SfW9vb23A6nbh69So4jkONtRQ1nBs6IQQE/KCiiBAl0HM6WEM7oJefhPCC1wF6bZ1f4XBYimXXssUZkzU0NTWhrKws08PZg6MkHWyXw2KxIBAIwOFwaH5XbHNzE9euXTvRpHljYwOXLl3C+973PrzjHe/I9HCyyCIlnBjinAxYM8/W1hYuXLiAnJycA/+WhYqohawAu+NniYbJOGcQQlBUVISioiK0trbC5/PB6XRKEc1sW3RmZgY5OTmajs+ORqMYGBiA2WxGS0uLZiuCkUhkj/ZUre+DEAKLxQKLxYKWlhYEAgG4XC4M6+2o5XdQGAohCsBAReh9O6BEB867DhIIgH/RJSBfGzpORjYbGhpQUXGwvZ7awSq0WvDMPkjSMTc3h+3tbQiCgLq6Ok2TzZuBNG9tbeHSpUu499578d73vle1c9lNh+z3kDRuOuLMCJXJZEoohYgRZzVUXWOlGcDx4rNjLaOampoQDAaxsrIiVQsrKiqwtbUFq9WquQnuON7GagKrpGkxRS8vL283pa2uDv6ZCoSf/SH0ogBxZxsRSsAZddCJAFmage6pf4XwsjcDeeomDD6fDw6HQxNk8zAwG0OtVmiZpKOwsFBqWg4EAnj22WeRl5cnVaPlculQGjcDad7Z2cEb3vAGvOUtb8Ef//Efa+6ekkUWsTgxxDmRC5FVWWpqalBbW5vQc1jsdqahdHx2JBLB6uqqZG/mcrkwNzcHn8+H4uJiqRqt9go00whqndyw93EiNJsrHnR1vgS5M1fB+bYh6PWgfh+iO9sACHTudZBNL+jv3A2UqLPPgH0fZ86c0XJymUTS2tvbYbFYMj2clBFLNpnMLlbSMTg4CFEUJRKt1gLAzUCa/X4/7rrrLrzmNa/Bfffdp8rv4aYGUfc9XY04McT5KLjdbgwPD+PMmTMoKSlJ+Hms4pxJMNLMJCPpiM+uqqpCVVUVeJ6Hx+PB2toaRkdHYbVaJYcONVThY+F0OjExMaF5CyeXy4Xx8XHNvw+3242xsTF0dHQgv6AAgtUG4vkWOEoBfgdcbh4oBaJRAZGJMYTnP4ntl74R1vauw/2i0wzmLKN1csPsGLX+PjY2NjA8PHzD+zhM0uHz+fYErySdjKkAbgbSHAwG8Za3vAUveclL8OEPf1g113QWWRwHmZ89FAalFPPz81haWkJvb2/S7hCZJs6sCZA1KModnz03N4f19XX09vbuG0Ch1+tRVlaGsrIyiKKIjY0NOJ1OyUWBOXQcphNXGpRSKer4oPehFSwtLWFxcRE9PT17Gja1BuY1Hfs+aGUD+NteB92vnwQJh0CMRiAUBufegolSmLZ3YHziX7G4ugRnWa3koiCHF3mqYKmG3d3dmtn63w/MVUfLDjnAc4uYRGwlD3LpmJiYkCQddrs9I9cZI81atsc8CqFQCL/3e7+HCxcu4GMf+1iWNGdxYnBiiPN+FyULJ4hEIrhw4UJKFVK9Xp8x4hzrnCE3aWaOEzzPo7e3N6EKDMdxKC4uRnFx8Z50uStXrkCv10sOHekkGKzRMxAIoK+vTxWVpFRAKcX09DQ2NjY0HQgCYM9iLN7+jzacgZBvgW7rawAfBb8ZAHR6EA4QOCP0G1uo/+n3Ufvme+E1VWNpaUnyIlc6pjkesYsYLS/G1tfXMT09je7ubk0vxtxuN8bHx1Mi/we5dAwMDIBSuid4RWmCxyrmJ5k0RyIR3HPPPThz5gz+7u/+7tifqcfjwR133CH9HAgEMDMzA6fTCZ7ncc8992B6eho5OTn48pe/jNtuuw3A7i7kQb/L4jq47IImWZAEAj7UnQByHZRSRCIR6WdmGcUcJFK9cEdHR1FUVJRWj2c5mwD3A4vPZg4Ix53UKKVSupzT6ZS0haWlpSgsLFTsRhRr03bLLbeoXn99EGJt886ePatZ2zxKKSYnJ7Gzs4OOjo5DFzFkcRrcf3wbYv9VUI4DpRwizi1QQQQReaCsGlxXL/R/8L49Ox0ejwd5eXkoLS1FSUmJYkRwdnYWLpcLXV1dml7ELC8vY2FhAd3d3RndFTou2C6XEuSfSTpcLpfiko6bgTRHo1Hce++9qKqqwhe+8AVF5uXPfOYzePrpp/GDH/wAf/AHf4Da2lrcf//9uHz5Ml7/+tdjdnYWBoPh0N9lAKpjqNU2C53/3x/KyGvrf/8jy5TS6oy8+DFxIonz9vY2HA4Hmpubj+1GwLb1qqvT8/0q3QTo9/sxMDCgaHx2KBSC0+mEy+VCMBiU4r/3i2hOFeFwGA6HA6Wlpaivr9fsNiDP8xgYGEBBQYGm0+cY+aeU4syZM4l9z9sbwLceBBbnEA0KEJaXwen1EPUGhEgO+NVV6G97CfJ/920wNDYCgOQX7XK54HK5QAiRKolyLNKSIf9qx8LCAlZXV9HV1aXZ4B/guYp5V1eX4hXzWEkHW6TJJem4GUgzz/N45zvfCZvNhn/8x39UrJhx+vRpfPKTn8SlS5dQUFCAqakpqbh1/vx5PPDAA3jpS1966O8yANVN7tU2C53/4kcy8tr6t31Is8RZu3eFA7C2tiY1iFmt1mMfL50aZ6VJc7ris00mE2pra1FbW4toNAqXy4XFxUUMDw/DZrNJ1ZxUK6s+nw8DAwNoamrSXNpjLEKhEBwOByoqKnat2zQKnucxODiI/Pz85Mi/uQi4613AP38VuHIFhOdBjUb4NwLggx4QShEdGcbWZz4N60f/GvrKqj1+0c3NzZJf9MTEBEKh0LF00ZRSSb7U1dWl2R0MYLdi7na70d3dremK+erqKmZnZ9Hd3Z0Wucx+oT5ut/vYko6bgTQLgoD3ve99yM/Px5e//GXFrp9f/epX2NjYwJ133gmPx4NoNLrnPlBfX4+FhYVDf5dFFsfBiSLOk5OTcLvdOH/+vGyTbLqIc6JJgKkiU/HZBoNhT0Szx+OB0+nE+Pg4zGazdJNK9ObOyL/WbcFOCvmPRCLo7+9HWVkZ6urqkj9vbSXAu+8DV/VdCD/6HoQCC/i1UXAGAwCKsMgh8NsBbL7rD2H93bfAdtcbwcVU/phfdF1dHaLRKNxut6SLTsYBRhRFDA0NwWAw4Ny5c5qt/FNKMTU1he3tbXR3d2tW9gPsNpjOz8+jp6cnIzKT2EUac+lwuVyYnZ1NStJxs5DmD3zgAwCAhx56SNHz7qGHHsI999yj6d0g1YAgG4CSAk7MmceqtOfPn5f1otXr9QgGg7Idbz8oSZpj47P3a9ZKJ3Q6ndRAKIqiFP89MzOD3NxcyaHjoEXP8vIy5ufnNe8MwG6kWg2gYGApescOaDEYwd35BuiCIUT//QkgGgExGhA0FiIwNSv92eb3foCoZwNl7//D68Q67jAGAyoqKlBRUQFRFKUt98nJyUO33Jlcxmw2o7m5WdOkeXx8HKFQSPMV86WlJSwtLaGnp0c1MhOTyYSamhrU1NRIRQC3232oS8fNQJpFUcR9990Hv9+Pb37zm4qSZp/Ph8ceewyXL18GAGnRsra2JhUg5ubmUFtbe+jvssjiODgxGmdgt/qVwPtJCqurq9ja2sItt9wi63EZmNUcIH8TIM/zuHbtGgwGA06fPq3aGynrcme6aI7jJBJdUFCwx3Gio6NDNTfSVMDszTo6OjR9I2Xpc3IHzQjzc9j4m/tBjUZsjk6BhiMgoEB1DbaWVhHd3kZBXy+q/uAe2G57YULHPEwXnZOTg4GBAUkrr1WkpDFXKZg2Wysyk9jzy+12S5KOnJwcaaGv5Wv9MIiiiA996ENYWlrCY489pvjc/NBDD+Hhhx/Gf/3Xf0mP3Xvvvaivr5caAC9duoS5uTkYDIZDf5cBqG5FXl1sofNf/O8ZeW397/1VVuN8UqGUVENpPTPTz5aVlam+eS42uKC5uVly6BgZGUE0GgUhBDk5Oejq6tL09tz8/DxWV1c1b2/GgjRYyqSc0NXVw/wXf4Wdhx8CDQYBEHDV1fDMLYAKInRGI6gQxcz/+hwEkaLkhbeCHFHhitdFB4NBuFwujI2NYXt7G1arFYWFhZJXutYQKzM5ffq0qq/1ozA3Nwen06kZ0gzceH6FQiHMz89jcnISer0e8/PzKCkpUU3wilwQRREf+9jHMDs7i+985ztpKWg89NBDePe7373nsU9/+tO4++670dLSAqPRiEcffVQ6dw77XRYAQLLJgSngRFWco9GoVL2VCx6PB8vLyzh37pxsx1SaNLN44JaWFpSVlcl67HSC6WfZROf3+yWHjkyGYiQLJpfx+Xyad2pIV8Wc8jy8//dRbPzwR+B1emxOTkFHCLiSYvgpxc7CEgzFxbB2nkPbX96Hgob6pI7v9/vhcDhQX18PjuPgcrmwubkJq9UqxTRr4QYrCILkyiKHtWQmMTMzA6/Xi87OTk1fI2xh2dXVBZPJBI/HA5fLBa/Xi/z8fKnBUMue2pRSfOITn8CVK1fw/e9/X9OFgDRCdRdndbGVzn/poxl5bf1b/yJbcT6p0Ol04HletuMpTZpZfHZ7ezssFousx04nAoEAHA4HamtrJStA1vy1vLwshWKw5i+13mgFQcDw8DA4jtO87nRxcVHSnSp9oyR6PWx3vw0wGuH818dBeR766iqE9Ab45uagMxqRYyuCf2kFz/7VR3Huf3wY9jOnQRL4fLe3tzE4OIjTp0+juLgYAG7QRU9NTWU8Xe4o8DwPh8OBoqIiNDY2apY0MynW1tYWurq6NN3QGEuaWR8G6+uIlXQ4HA4AkBZp6QhekQuUUvz93/89nn32WfzoRz/KkmatIxuAkjSyFecjsLOzg7GxMfT19R37WEo3AbLEts7OTk1PZiyO9pZbbkFJScm+f8P8Vp1OJ7xeLwoKCiRdtFo00NFoFA6HA1arVfNNZ7HVwHRXYvntbYz/+V8h4tmAZ2EBEX8AeqMBqK/H4vgUooEgChobUNZ1Drfd/1HkmAsPPBZr1jpqYRmvuwcgnV9Khvokimg0usfNRKtgLiDMN/ukkebDwFw6XC4X/H4/bDab6iUdlFJ87nOfwxNPPIGf/OQnJ1a7rRBUdwOoLrbS+X/8Hxl5bf1b/lyzFecscT4CwWAQAwMDuHjx4rGOI4qipJWWu+ooiiJGR0cRjUZx9uxZ1U66iYBJAc6dO4fCwoMJUCwopZJDh8vlgslkkpILM1UpDAaDcDgcqK6uRk1NTUbGIAcopRgdHUUkEkF7e3vGiE1oeQWr3/xnzD7+b4hEoii4pRWTgyMQojx0oCjq7YF3ZhaV53vR8fa3oayjHVzcWF0uF8bHx1NyOGC6aBbqU1xcDLvdDpvNlvZdBJaKWl1dnbZgJiXAJEzBYBDnzp3T9G4Ms8lM1fGH53lpt4NJOlg1Wi27HZRSfOlLX8K//du/4YknntD0jmaGoE7i/JW/zshr6998X5Y4qwE8z8veyBeJRHD58mXceuutKT1faWlGJBLB4OAgzGazpjWOlFLMz89jbW3tWBVzSil8Pt+eSiEj0QUFBWn5fJjjRGtrK0pLSxV/PaUgCILkyqKWSHOvYwBD938CoUgYs6NTMOh0yK0sRzASxc7qGnQGAywN9ai//YV4wYfuk8gzC9KQI32OSYYyoYtmFoANDQ2oqKhQ9LWUBKUUY2Nj0mJfDedWqjguaY7Hfi4dmZZ0UErx1a9+Fd/4xjfw5JNPatpDP4NQ3c05S5xTg3ZLk2nCcVw10hWfHasD1iJEUcTY2BjC4TB6e3uPVTEnhKCwsBCFhYVoamqSkuXGxsYQiUQkEq3UDYjdRJVwnEgnmMykqKgITU1NqlmQ2To7cO7j/wOzj30bi7NLyK+qAJefD/+1EXB6PfLsJcixWnDtXx6Hz+PFmTdeAqorJDcTOYI04v2iNzY24HQ6MT09jdzcXMV00YFAAP39/WhpadH0gowlNIqimCXN+2A/Fxi3242ZmRlJ0sF2O9Kxu0gpxSOPPIJHHnkETz31VJY0Z3HTI0ucjwDHcSkRZ6VJM9PTxTY4aREsrjk3NxcdHR2y30Rjk+Uikcie5C+23V5cXCzL666srGBubk7zAS3MyrCqqkqVMpOijnMo6jgHrrkZI9/6NnwraxDCERjycmEqKsJK/yCigQDm/vMXmH/2Mkpf+iK89n98WJFqMMdxKC4uRnFxsaSLjm/+stvtMJvNx5oDfD4fHA6H5q935jdNCMHZs2dVsyBLBUqQ5v2Qm5srBa/ESjrGx8fTIun45je/ia985St46qmnNH3uZXEAsnZ0SeNEEWclJuFUjnlS47PlBiNo5eXlqcU1Jwmj0YiqqipUVVWB53l4PB6sra1hdHRUimcuKSlJuorDGjOdTmfG0xmPC2bT1tzcrHorw463/z6KW5ox/Nh3MPufv0DJLa3wzi9C5Hnoc3Kgs1oQ2d7G4jf+FU+suXD2rXeh/vYXKnaexfqRNzU1SbroqakpBAIByYYsWV00s5fU+i6GKIq4du0a9Hq95v2mPR4PxsbG0N3djby8vLS9rl6vP9KlQ46FGsNjjz2Gz3/+83jqqac0vcuRRRZy4kRpnAVBkNU6juFnP/sZbr/99oQmotgmQCWcMyYnJ7G1taX5BD2mA1aD13Tsdrvb7UZ+fr7koHDU1r4oilLM8blz5zTtCsAImtaiwIVoFE//zSex9OxluKdnIEZ5GKwW6IwGRD1eUEFEcWszqCjiwgfeh9Y7XwVdmp1BUtVFMxeQc+fOwWw2p3HE8kIURQwODsJkMuHUqVMngjR3dXWllTQfBSbpiHXpYDtqqcxL3/3ud/G3f/u3eOqpp1BVVaXAiG86qO6kry620vmvfjwjr61/459qVuOcJc4J4Oc//zluvfXWQycfpaUZLD5br9ejra1N07pAt9uNsbExVVbQKKXY2tqCy+WC0+mEwWCQKjzxN0lBEDA4OIicnBzVNM+lCvadaJWgCdEoVi5fxdVHvomZXz0Dc30tfMNjoAA4gx6lp1rhHR0HRAHlXR3ofM8foPHld2RkrGyhxpq/TCaTtFCL3W5n30kqLiBqArtO8vPzNd3ADKiXNMeD7ai53e49Lh12uz2hxusf/ehH+OhHP4p///d/R21tbRpGfFNAdSd+ljinhqxUIwGwBsGDiHM2PjtxLC0tYXFxMe1bnImCEAKr1Sp5L/v9fjidTgwNDUEURam5MCcnBwMDAygpKUFDQ4OmvxOmzVbrd5IIdAYDyvu6YQ8H4Q8GEJhfBB8OQ2fKQXFTAzZGxyBGo9Dl5ECM8vjN334SoseDmle8DDm29DY7HaSLHhgYkBwU9Ho9lpaWNP2dALuk2eFwwGKxqKrJNBW43W6Mj4+rnjQDu5KOsrIylJWVScUAt9uN/v5+AIdLOp588kl85CMfwU9/+tMsac4ii31woirOoigiGo3Kftxnn30W586d23eyVJo0s5QzNUgajgMWdMBkJlqIM45HKBSC0+nE2toatre3UVRUhIaGBlitVs1Wm2NDc+RwnMgUmLdxZWUlqquqsD40jF/9z89hZ3kFxlwTNsYmQAFYqqtQEA5BcLuQW2xDfkU5Tt/3pyh70W2ZfgsAdrfbp6ensb6+DoPBIBGcTPhFHxcs2dBms6GxsTHTwzkWtESajwLT3rvdbvj9fnznO99BT08PXvva1+LKlSv4kz/5E/zkJz9BS0tLpod60qC6VWN1sZXOf+1vM/La+jd8IFtxPsk4yJJO6SZAp9OJiYkJzcdns9hpQgi6u7s1RwAYTCYTLBYLFhYW0N7eDkEQsLCwgOHh4WPrCdMNppff2dlBT0+PpkNz9vM2rug8h1f8r0/iF5/8n1h59jLEKI+CqgoU5BhAnWugej30Fgu4aBSjf/URBN/2VpT+zquR19iQ0ffidrvh8/nwwhfuNjF6PB6srKxgZGQEFotFamBV+8KTJRuWlpaivr4+08M5Fk4SaQZ2XTpqa2tRW1sLnucxOzuLH/zgB/joRz8KQRDw/ve/X9PJs1lkoTROVMWZUopIJCL7cdlNOVaPSymV9NTZ+OyDEYlEpKqT1rdqmQVUvA5YEAR4PB44nU5sbGzAbDarmuAwS7CT4KPLbNpOnToFu91+w+8ppdicm8fP/uK/I7S5BZPXA3F7GzDoYa+qBFZXIfI88qoqYSgsRNP/+AjMPd0ZOU+ZM0tXV9cN581+umhWjVYbmYtGo7h69SoqKio0v9XPSHN3d7dqEvyUwDPPPIN3v/vd+PjHP46xsTH88Ic/BMdxuPPOO/Ga17wGvb29mp4nVALV3fyqS4oyV3F+/R9rtuKcJc4JYHBwEFVVVZImkUkzAOXis1nEsZYrgSygpb6+HpWVlZkezrHAtNmdnZ2H3kBFUZTiv91uN3Jzc6XGLzUsgJhvdn5+PlpbWzW9kGEuIGfOnDkylGF7aRkDX3sE6z95AnrfDqynWkGmp0BBQHkeRc1NEOcXwHE6WG+7FaXveRfy2k6n5X1QSjE9PY3NzU10dnYeec3Hp2MyXbScNmSpIhKJ4OrVq5qPAwd2F8oTExMnnjRfvnwZ73jHO/D444+jq6tLenxubg4//OEP8cMf/hDf/OY3NeW0o1KobrLNEufUkCXOCWB4eFi6MSmpZ45GoxgYGEBhYaHmSQ2z0dJ6YAMjNRsbG+js7Eyqghzrs+p0OqHT6SSHjkz4b7Pqv91u13yTKQufSNYFJLC8git/9heIbnhB5hcAnQ6mkhLk7uyACgKg1yOvpgYkGkb5n/wxCl74AnAKfleUUkxMTCAQCKRsZxgKhaRzLBAIoLi4GKWlpSgqKkqrbCgcDuPq1auora3VvH3ZzUKa+/v7cffdd+Nf/uVf0NfXl+nhnHSobsKtLimi8w/9XUZeW3/pv2WJs1oQDodlP+bY2BjMZjPKysogCAI4jsvGZx+C1dVVzMzMoKOjQ9M2WkzSIAgCzp49e2wS4vf7JYLD87zk0JGOKiHTAZ+E6v/6+jqmpqbQ2dmZ0gIkuLqGlSeehPP//n8ghCA3Lw/i/CIoKIxWK0yRIGg4BL3dDmNNNewf+xiMdXWyvw9KKUZHR8HzvGySmWg0Co/HA5fLhY2NDVgsFskvWknf91AoJJ1fTGeuVdwspHloaAi/+7u/i2984xt4/vOfn+nh3AzIEucYZImziqAEcZ6cnITBYEBVVVU2PvsQUEoxOzsLl8uleZcGnucxMDCAgoICRar/4XBY2mr3+/0oKSmRqoRyy39Y2MxBOmAtYXl5WUrNPK70xTc6hqmPfwLC8grgckNnLkSBgQMiEYiUwlRZDt32BrjcXBS84Q3Ie+Nd0NnkuT5Zip5Op0NbW5siC6d06aJDoRCuXr2KpqYmTTv/ADcPaR4ZGcGb3/xmfP3rX8dtt6nDUeYmQJY4xyBLnFWESCSCBN5TwqCUwu12Y3R0FAaDAWVlZSgtLZVtUl1eXsb8/DzOnTun+ers6OgootEo2tvbNeEscRCYb3ZFRQXqFKg0xiM2VW5rawtFRUVSlfC4nyNblKkxbCZZsIbZrq4u2aqnvN+Pzad/AecXvgSdMQe65XnQ64vjvFwdQCkoBXIqyqArsqDwT/4cutNnQI6xuGGBILm5uWlL0VNKFx0MBnH16lW0tLRoPpL5ZiHNExMTeMMb3oCHHnoIL37xizM9nJsJ6iTODz+QkdfWv/aPssRZLZCLOMc3ARJC4Pf7sb6+DqfTCUKIRKJT2S5mvsabm5uaj8+ORqMYHBxUrDqbTvh8PgwMDKCpqQnl5eVpf31BEOD1euF0OuH1elFQUCA1FyZ7jjBJg9YlM+xa2d7eRkdHhyINs/6BQax/7WHwz/wSnNGIXGsBiG8bFARGA4HRwAFRHrqyUuh7L8D43z4ILoUdFbaTkelAEKaLZjsexcXFkl90oos1v98vOZqUlJQoPGJlcbOQ5pmZGVy6dAlf+tKX8IpXvCLTw7nZoLobY5Y4p4Yscd4HiYSasEQ5p9MJQRBQWlqKsrIyFBQUHHkzFAQBQ0NDJyI+OxgMwuFwoKqqSvPWU6yhsa2tTRUd5JRSyaHD5XIdGM28HxYXF7G0tCSLpCGTYDpgtpOh9LXi+8V/YePznwfxukCCfhCDAfk5BDDmgPJR5JjzwQUD4KprwP3uPeBe9PKEyS/zNrbb7WhoyKxfdCxS0UUzG0Cty8uAXb/8qakpdHV1nWjSvLCwgNe+9rX47Gc/izvvvDPTw7kZoU7i/PVPZeS19a/5wyxxVgui0ahUJU4FqSQBskS59fV1RCIRqenLYrHc8PyTFJ/NUg1bW1s1v02r9ups7FY72/FgJDp2sUYpxczMDLxeb9IuIGpDrA749OnTaVtgRmZmsPPtbyP6n0/BUJAH/bYXFIARPHQ5RlAAurxcEL0e3PNvB3nT20Dsh+9OMJu2qqoq1NTUpOV9pIJ4O8WcnBzpPGO6aKaZV8sC8zi4WUjz8vIy7rzzTnzqU5/C61//+kwP52aF6m72WeKcGrLEOQZyhJqEw2HJOcHv90skuqioCDs7OyciPht4LgxE66mGADA/P4/V1VVNhc0EAgHpPGOLNbvdjtXVVYTD4ZStzdQCJmkoLCxES0tL2heYlFIEf/QDBL/1KPRriyAmE3J0ImDMAeEj0OXoAUIAgxGkpATkre8C6XvB7mNxYI4TdXV1mnI0YYs1dp6JogiLxQKPx4P29vYjvbPVDkaau7u7NXPdp4K1tTXceeed+NjHPoa3vOUtmR7OzQx1EudHPp2R19bf+d4scVYLUiXOSsRnR6NR6aazubkJURTR1NSEmpoaTcszFhYWsLy8fGQYiNrBPHR9Pp9i2tl0IBKJYH19HTMzMxAEAWVlZSgrK4PNZtPkeaYmSYMYDCD85c9BdFyBfsMJyumgNxKQ3FwQkQfREYDTASYTSEcf8I4/AUzPOVaw5rnm5uYTsVgeHh5GXl4ewuFwSrpoteBmIc1OpxN33nknPvShD+H3f//3Mz2cmx1Z4hwDLRNnbTKFQ5AK4RUEQZEkQIPBgIqKCkQiEQSDQVRVVWFzcxPz8/Ow2WwoLS1FcXGxZm46sUSzt7dX0zIAQRAwPDwMjuPQ1dWlSYLJQAjB+vo6qqqqUFdXB6/Xi9XVVYyMjMBqtUrx31pYGLDqbE1NjSr8zLncPJj+5C/BX/kN6MNfAtneBKE8IFIQQgG9ASAAiYaB/l8By7PAPX8MtLZLOuBbbrlF881zm5ubGB8fR09PDwoLC8HzPDweD9bW1jA6Opo2v2g5cLOQZrfbjde97nX44Ac/mCXNWWQhI05cxZnneQiCkNDfpqJnTgYHxWcLggCPxyM5J1gsFklHqFZywxoaDQZDWvWmSiAajcLhcMBqtaK5uVnTOnOmma+srLyhOVMURcmhw+PxID8/XzrP1OixHQgE0N/fr9rqLPV6IHzj/4D86imAAzgDBxiNIHwE0Ot3VRqEAHoDgne8Dr8trkfb2bOa1wEzS8POzs599f9MF81cOnJyciSJmpx+0XJgfX0d09PTJ540b2xs4DWveQ3e+9734j3veY+m57gTBNV9CdUlRXT+//ufGXlt/avfrdmK801LnJUmzYnGZ7OQgvX1dXg8nmPZjymFcDgsRTU3NDRoehJmLiDV1dWqbtJKBMwOLBHrPEoptra2JOmQ0WhUFblhDWdacGkQB34LPPIlEO86wO1yZWIwAFQAOG7X+xkEfFMb9H/4YaBQuz0ALNq8q6srIdvNWF20y+WCIAiS/n6/Zul04mYhzVtbW3jta1+Le+65B+9///s1PV+fMKjui8gS59RwUxJnJfTMsWDx2TU1NUmRs3j7sdzcXJSWlqK0tDRjFULma9zY2Kj5KF1Gzk6CC8jW1haGhoZScjaglO6xU2RhGKWlpSgsLEz7jZbZAGoppIVubwH/5x+AiSEQPhzTE0hA6e5iHJQCRXbQP/1boEJ7izTmbdzV1ZXy4koOv2g5cLOQ5p2dHVy6dAlvetOb8MEPflCWazkcDuO+++7DT3/6U5hMJnR0dODRRx9FfX09cnJypD6XD3/4w1Lz4eTkJN7+9rfD7XbDYrHg61//Os6cOXPssWgcKiTONjr/aIaI86velSXOaoEgCJIzxn5QmjTLFZ9NKcX29rZEboxGo0Si09WQx97LmTNnNN9BzypnWiJnB8HtdmNsbAznzp2D2Ww+9vGCwaBUiQ6FQlKF0Gq1Ki7JYe4sB8kAVA2eB37xU+B7j4KE/LuPidcX7aIICHTXU96UC/rnD4A0t2VurEnC6XRicnJS1kAQpot2uVzwer0wm82S/l7J3bWbhTT7/X684Q1vwKtf/Wp86EMfku3e9md/9mfgeR5f+MIXQAjB2toaysvLUV9fj+9+97vo7Oy84TkveclLcM899+Dee+/Ft7/9bXz605/G5cuXZRmPhpElzjHIEmcV4TDiLIqiVI1WghAsLy9jbm5Odi/g/Tx8j5NamAhWVlak96LUa6QLJ+m9rK6uYnZ2Fp2dnYpILCKRCNxuN5xOJ3Z2dmCz2WC32xVpYmXvRfMeuouz4B/8JPSuVRBQQBRBIzyoSEF5ERApYMwBPv45cI2nMj3aI7G2toaZmRlFieZBumi73S7rNXqzkOZgMIi77roLt912Gz72sY/JRpr9fj8qKiqwtLR0wyL9IOLsdDrR3NwMr9cLvV4PSikqKirwX//1X2hubpZlXBqF+oiz3UbnH/1fGXlt/Sv/QLPEWZ2daDJDaT1zbHx2X1+f7NUTQggKCwtRWFiIpqYmaZv92rVrSacWHgUWoOHxeNDb26sanXUqoJRibm4OTqdT8+8FeM5vuqenRzHpjtFoRGVlJSorK/c0sY6Pj++pEB7XUWVxcRHLy8uKvpd0YZkzYvllv4fe0V9B53gGECmoSCGGedAIDzHKAwiC+8gfg/7Tv0JnVq/meXV1FXNzc4p/LxzHwWazwWazobW19YY5TQ5d9M1CmkOhEN761rfi4sWLspJmAJienobNZsMDDzyAp556Crm5ubj//vtxxx13AADuueceUEpx/vx5fOpTn4Ldbsfi4iIqKiqkRndCCGpra7GwsHCzE+csTghOHHGOnzSUJs2CIEjpZj09PWlxm8jPz0dDQwMaGhqkbfaxsTEpCKOsrAxmsznp9yqKIkZGRiAIAnp6ejRjk7cfRFHE+Pg4QqEQent7Nf1eKKWYnJzEzs4Oent70+a8otPpJHlQbKLc9PS0pL+32+1JkRJKKWZnZ+HxeNDT06NpS0Ng19N8dXUVXc97PrjbXgT6/UdBfvjPoAIFDUfBByLgoyJECnCBDRj/5q+g+8xXMj3sfbG8vIzFxUX09PSkdZFJCEFBQQEKCgrQ2NiIUCgEt9uNmZkZ+P1+ybozGV10OqrmakA4HMbdd9+N9vZ2fOITn5D9/sbzPObn59HW1oZPfepT6O/vx8te9jIMDw/j5z//OWpraxGNRvHRj34Ub3/72/HjH/9Y1tfPIgs14sRJNURRRDQaBaA8aQ6FQhgYGFCN20RsamEgEEBJSYmUWnjU2JgLiNlszkhSm5wQBAGDg4PIycnBLbfcomnrPLaYEUURZ8+eVcV7Yfp7dq7FEuzDttmZD3ggENB8smHsAqCrq2vvYuap70H8P19ExLsD/1YI4fAucdbrAFOuAYXf+Ql0dnU1p7IdgO7ublXtzOyni2bV6IPGyUjzSdjNOAzRaBRvf/vbUV1djS984QuKzA1utxtlZWWIRCLS9drX14dPfvKTeOlLXyr93erqKlpbW7Gzs5OVahwM1d1Uq+02Ov+Nz2bktfWveEdWqqE2KN0EuL29jcHBQTQ3Nx9pBZYu5OTkoLq6GtXV1VJq4cLCAoaHh1FcXCxVbeIn2EAgAIfDkbQLiBoRiUTgcDhQUlKiisXMcSAIAgYGBpCXl4dTp06p5r0QQmCxWGCxWNDc3Cxtsw8PD4PnecmhI3bXgy0AKKXo6OhQxQIgVTBp1s7ODrq7u29cALz0dYDHA9/nvgCnOwhBpOAIgdHAQRAA04+/D93b35WZwe+D+fl5rK+vq3IHQK/XS0mYsbroubk5yVIxVhe9traG2dnZE0+aeZ7Hu971LpSVlSlGmgGgpKQEd9xxB37605/i1a9+NWZnZzE7O4vTp09jc3NTarT+1re+ha6uLgBAaWkpuru78eijj+Lee+/F448/jurq6pudNGdxgnDiKs6UUoRCIUWbAJ1OJyYmJtDe3g6LRb16RQae56WGr83NzT2phT6fD0NDQyci3YwtAOrr61FZWZnp4RwLbAFgt9tRX1+vGtJ8FGLtxwKBAIqLi1FSUoLFxUXVLQBSAaVUkkW1t7cfOL9s/vYqHK+/C5RSGDgOOYTAqCPIz9Gj9C2vh/n+v0vzyPfH7Ows3G73jVVzlYNZKrJdD0EQkJubC7/fj97e3hMtzxAEAX/4h38Io9GIr33ta4rv3MzMzOCd73wn3G43OI7DX//1X6OrqwtvfOMbpeJUY2MjPv/5z6O+vh4AMD4+jnvvvRcejwdmsxkPP/ww2tvbFR2nBqC6ia/abqPz3/pcRl5b/7K3a7bifOKI8+OPP47x8XFcunQJdXV1st6kKaVSg1ZnZ6cmnQBiG77cbjcEQUBjYyNqamo0deOMB/M1PgkLgGAwiP7+ftTV1aGqqirTw0kZ0WgU6+vrmJqagiiKUiW6pKREkzINVjUHgLa2tn1Jc2DdhV/9tw/A+YtfQQeKHN0uaTYRggKdDvkGDtV/9n6Y/9sfp3v4N2BmZgZerxednf9/e3ceF1W9PnD8M8MAJiKK7AKiIG6s4pJLXU1Nc2FGLTOt1Mq0bNGWa9lyW6xry6/M1MzStPSasbhcsVRscc0NUAREA9lcWGSTnZlzfn/QzBVXUGBm4Pt+vXiVc2bmfA/MnHnme57v8wSZ9XsfanLN09LSsLGxoaysrFGrwRiTTqfj+eefR6vVsnbt2mZ1bC2ACJyvYM6Bs3mfLa8jICCA48ePM2nSJKysrNBoNKjV6jturSxJEqdOnaKyspK+ffua7QeNhYUFjo6OlJeXc/nyZby8vCgoKODgwYO0adMGZ2fnRq+r2tD0tYAbqq6xMembtHTr1g1HR0djD+eOyLJMVlYWXbp0oWPHjob236dPn8bW1vaWuaqmRJIk4uPjsbKyonv37tecS0rOnefA/DdJ3xmNJMkoAQsFaGUJVEosFAq0gAS0nvigMQ7BQJZlUlJSKC4uJjg42OyDrwsXLnDu3Dn69++PtbW1IS9aXw3G3F5rNyJJEi+99BJlZWX85z//Mfu/m2AizPgKoLE0uxlnPf0l1fDwcCIjI9HpdKjVatRqNT169KhXEF1dXc2JEydo06YNXbt2Nev8TH21ifLycgICAgxfAEyxa2FdZGVlkZGRYf61gDHPDno3op81v17azNWvtVatWhkqdJji31Cfa65//1957ig7f4HYBW+TtWs3Wq2OaklCB2hlUAKWCmhtocTWQomdhQVu9w7Ca91aox2LvkJLaWmp2S/QhP+Vz+vdu/d1z1OSJFFUVGS4wmZpaWl4rZlTTXdJkpg/fz7nz59n48aNZv0FoAUzuQjV3dFeTv/xC6PsWzX8cbOdcW62gfOV9DMs+iC6pKSE0NBQNBrNLSsVNKeFc1qtlvj4+FtWmzCFroW3ov+bFhQUEBQUZHKLmupL36mtoZvnGENJSQlxcXF1mjW/XnOfKyt0GDsfWqvVEhsbS4cOHWotNtWVlnLm/Q85vzEMbbUWnSxTIUlUyVCuk9DKoKMmcLaxUGJnocTFy5OAX3eiNNIXUVmWSU5OprKy8qb52ebiVkHz1a7Mi87NzUWr1RoqD91JvejGJkkSb7/9NsnJyURGRpr0RIZwUyb3AhOB8+1pEYHzlfR5yhEREURGRpKbm8u4cePQaDQEBwfX+jD55ZdfKC0t5R//+IfZ581WVFQQFxeHi4tLvXK/jdG18FaurDft5+dn9rNmWVlZZGZmEhwcbPaLmvS55j179sTe3r7ejy8rKzMs+NLXJTdWYFNVVUVsbKzhPaOXv207Z197A11JCVpZplr/I8mU6iQqJJkqWaZargmc26ks8L5/OAGrv0ZhpNeqLMskJSWh1WpNpqzhnahv0Hw9+vKdubm5lJSUmGRetCzLvP/++8TExLB161azPz+0cKYZOG/80ij7Vg17VATO5kiWZc6fP28IojMzMxkzZgwajYajR4/y5ZdfsmHDBnr37m3sod6Ry5cvc+LECby9ve+4dJ6+9FhOTg6SJBlmBxuia2FdaLVaw2VzX19fk50lqosruzQGBweb/ax5fn4+iYmJDZZrXlVVZUjnKCkpuWlJxYZWWVlJTEwMnp6ehgWaUmUl5557gZLf96DTSUhyTYCslWUqZZkKnUS5JFMq1QTPOhkcPd35x9dfYt+3T6OO92ZkWSYhIQGAXr16mfV7Bmp3N2yolAWtVmvIwS8oKKBNmzaGhazGmuGVZZmPPvqIffv2sW3bNlq3bm2UcQgNxuTeeCJwvj0tOnC+kizL5OTkEBERwaeffkpFRQVjxozhwQcfZMCAAWa7GPDSpUskJSU1St5seXm5IYiuqqoyBNG307WwLvSz5q6urrVmAM2RPge/oqKiWeSa6lNNgoKCGuVKhL6kYm5uLoWFhdjZ2RkCm4Z+b+rzs7t06WL4oqnNzeXi1KloL15A0knIMlRW6dBKMpWSRLkkUSFJlOpkSiQZSw93Bi1aiMfwoQ06tvqSJImEhAQsLCzqvbbDFJ0/f5709PRG7W6oz4vWz0ZbWloarny0bt26SX6HsiyzePFiduzYwc8//2xW+djCDZncm8/d0V5O/2mpUfatum+qCJybg7KyMqZNm4aVlRUff/wxv/zyCxERESQkJDBixAg0Gg333HOP2cwM6hfOBQUFNfpshf6yZ3Z2NuXl5fXqWlgXJSUlHD9+vEFmzY1N36ZdpVLRo0cPs79sfu7cOcMCzaa4lCxJkmF28NKlS9jY2BgWfN3p7GBpaSlxcXH4+voa8rO1OdlcmvowclGhIWiurpbQaiUqKnVU/B04l0oy+PoS9OF7uNzdryEO9Y7cqhKIuWmKoPlqV+dFV1dXGyp0tGvXrlF+p7Iss2zZMjZt2sQvv/xiFr0ChDoxuTegCJxvjwic/3bhwgXUajVjx47lrbfeqnVCLCwsZOvWrURERBATE8OwYcNQq9UMGTLEJBdq6DubFRYWEhgY2OQrsPVdC7OzsxvkEru+2sTt5s2aEn1r83bt2uHt7W32wUxaWhrZ2dkEBwcbZaW/LMuGqgm5ubmGbnL62cH60JcC7NGjBx06dKh5/tJSiqZOhLxcJKkmaNbqJLRamYoKHRWVWsolGW2nTvh+sgj7viGNcZj1JkmSoeukuac0gXGC5utp7LxoWZb55ptvWL9+PTt37qR9+/YNMGrBRJjcm1AEzrdHBM5/mzdvHv3792fy5Mk3vV9xcTFRUVFERERw6NAh7r33XtRqNcOGDTOJihM6nY6EhAQUCgU9e/Y0egrAzboW1mVs+gYazaHaRGVlJbGxsbi5ueHp6Wns4dwRfVWToqIiAgMDTSKVST87qE8fkmXZEETb2treNHjUL2q8MqVJlmXKX50DMUeQkZElkCSZaq1EZaWOikodZbIK5/ffxWG82mSCU335PFtb2zuuX28Kzp8/T0ZGBr179zapMmz6ZlK5ubnk5+fTpk0bw2z07UyoyLLM2rVr+fbbb9m1a5fhy5vQbJjcG9HdsYOcHrbMKPtWDX1EBM4tUWlpKT///DORkZHs2bOHAQMGoNFouP/++42Sk1ZVVcXx48dp3769Sc5mXtm1MD8/n3bt2t00T/XKLo3mvppcnwLQHFJN9BUa9G2njf3l7EbKy8sNFToqKipqXWK/8srHjRY16v6IRvvvN1H8fY6UJZnqaonqaonKKh2Vbp3p+P1aVCZ0KV2n0xEXF0e7du3o0qWLyZ0D6uvcuXNkZmaaXNB8NX1t8qvzovX1ouvyd1i3bh3Lli0jOjra7JsfCddlcm9GETjfHhE4N5CKigp27dpFWFgYv/32G3369EGtVjNq1Kgm6WZXWlrK8ePHzaZNsyRJFBQUkJ2dzaVLlwxdCx0dHVGpVJw+fZqSkhICAgLMJqf8RvSzmVemAJgrSZI4efKkYbGZueRnV1VVGa58XL582XDlQ5ZlTp8+TVBQUK0rGrIso506FooLaz7uJBlZp0Onlamq1KEN6o/9F0tRmNDx62tOOzg40LlzZ2MP546ZS9B8tdvJi/7pp5/49NNPiY6ONvsv1sINmV7g7NRBTg9fbpR9q/4xWQTOwv9UVVXx66+/EhYWxq5duwgICECtVjNmzJhG6QhXWFjIyZMnzTYw08/WZGdnk5tbk0vaqlUrAgICTCL95U7k5eVx6tSpZtEO/GYd9MyJ/spHeno6RUVF2Nvb4+rqioODg+FLmu7PPUj/XoDi7886WZJBlpGqtFR7eGPz7XqTOv7q6mpiY2NxdnY2+4ozYL5B8/VUVlYavrSVlJSgVCpJTU1FrVbTtm1bNm3axMKFC4mOjjaLSQ/htpnOCeNvInC+PSJwbmRarZY//viDsLAwfvnlF7p162ZYhNihQ4c7/vC9ePEiKSkpBAQEYGtr20CjNg79h3/r1q2xsrIyLPYyta6FdXXhwgXOnj3bJFVNGpv+b+Po6IiXl5dJBY23Q7/YLDAw0JDSkZeXZ2g17/LVRyiSTtR81P19BpR1EpKsxPI/21Dams6XoOrqamJiYnBzczP77qbQvILmq+m/fH788cf8+eefeHp6cu7cOf773//Sp4/xan0LTcLkTpruTh3k9IgVRtm36t5JInAWbk2n07Fv3z7Cw8OJiorCy8sLtVpNaGgoTk5O9QpGZFk2VDRoDjnA5eXlxMXF4e7ubvjwv7proVKprNWO2ZTp87ODg4NNsvJKfeibgXh4eODubpbnuVoyMzM5d+7cNYGZvtV8bnY2nm/NwUJXzRUbkXUyqB9GNWOOEUZ9fVVVVcTExODu7t4s/jbNOWi+2vbt21m4cCH9+vVj7969tGvXjtDQUNRqdbOouS1cw+T+oCJwvj0icDYSSZL4888/iYiIYMuWLbi5uREaGopGo8HV1fWmJ01Jkjh16hSVlZX4+/ubREWDO6EvA+br64uTk9MN72fsroV1oS8FWFxcbDLVJu5EWVkZcXFxtZqBmLO0tDRycnJu2qlRupSLPHsSXHVulGUoXf4jbZ2cTeL1pv9C06lTJ9zc3Iw9nDuWlZVFVlZWiwiaf/31V+bOncvPP/9M165dAUhOTmbLli1s2bIFS0tLfv/9d+MOUmhoxj9pXEUEzrdHBM4mQJIkYmJiCA8PZ/PmzbRr1w61Wo1Go8HT07PWh3R+fj579uyhe/fudOvWzSQ+wO/E7XY2bOquhXUhSRKJiYlIkoSfn5/ZLJy7Ef0Xmu7du+Pg4GDs4dyR+pTPk44fRV74T5Cl/92oUKC7y4b4F981NPhxdHSkffv2Rvk7V1RUEBMT02y+0OiD5pCQELNfDHwre/bsYc6cOURFRdG9e/fr3qesrMzs07uEa5jch7W7Uwc5PfJro+xbdc9DInAWGoa+akFYWBibNm3C2toajUaDWq0GYOLEiTz++OO89NJLZh80nz9/nrS0NAIDA+8o9aKystIQROuDGmdn50br7HU9+tzF1q1bN4svNPoFp43Rqr2pybJMcnIy5eXldWpvLv32Cyz/iKvPjQovH5Sffkt1dbVhsVdxcTHt27fH0dERBweHJinNp28J7u3tjbOzc6Pvr7G1pKD54MGDzJw5ky1btuDv72/s4QhNy+Q+FETgfHvM+zpyM6RUKgkICCAgIID33nuPpKQkwsPDeeihh8jJyUGj0TB69GhjD/OO6POzc3JyCAkJueMcYGtrazw8PPDw8DB0LUxLS2uQroV1UVVVRVxcXLNZOKevBBIYGGj2C05lWSYxMRGdTkdgYGDdXgMWKv2D/5euoVDA3+kDlpaWuLq64urqik6nM7T/Pn36NLa2toba5I2RblBWVkZsbGytluDmLCsri3PnzrWIoPnIkSPMnDmTyMhIETQLpkNh3ldGjUEEziZM3/0vJCSE77//nm+++YYzZ87wzDPPUFpaasiJ7tWrl9mkBUiSRHJyMhUVFfTp06fBZ+gsLS1xc3PDzc3N0LXw/PnzJCYm1rtrYV3oZ//MpX72rVy8eJHU1FR69+5t9peK9VdvVCoV/v7+df9CY22FLMnI2itSNZChvOyau1pYWBhq9EqSZGj/nZqaSqtWrXBycsLR0bFBKsKUlpYSGxtrtmUnr5aZmcn58+fp3bt3sw+aY2NjmTFjBj/99BNBQUHGHo4gCHdApGqYuOXLl/PVV1+xdetWQ1MDWZZJT08nIiKCiIgILl26xLhx49BoNAQFBZlsEK3T6Thx4gTW1tZ07969ScdZ366FdVHXRY3mQl9tojlUAtG/1lq3bo2vr2+9rgJIKclIr85C1mpB+jt4VijA3gHLtVvq9BxXV4RRKBS1KsLU96pESUkJcXFx9OzZE3t7+3o91hS1pKA5Pj6eRx55hPXr1zNgwABjD0cwHpO7FOnu1EHO2PytUfZtMWiC2aZqiMDZhEVGRrJ06VIiIiJo3779de8jyzLnzp0jMjKSiIgIzp07x5gxY9BoNPTt29dkgmh9OoO+q5kx0xkkSTJcXr+6a2FdP8QLCgpISEhoNjnAZ8+eJS8v76bVJsyFVqs1tJ2+ndbzUkU5uikPQGVV7coaKhUWYdEob+NLRVlZmaH9d1VVFY6Ojjg5OWFnZ3fL8em/oPXq1euG5wFz0pKC5sTERB566CHWrl3Lvffea+zhCMYlAucriMBZaBRarRZJkuqcKynLMtnZ2WzatImIiAhSUlJ44IEH0Gg0DBgwoEkWLl2PvqSZl5eXyZXNkmWZgoICcnJyDA0w9EH0jWZd9fmsV7dpNkf6ltOlpaUEBgYa7TXSUPSNWpycnPDy8rqt55BlGe308ZCXU9P0RKo5BSpVFli8+ykWfQfe0RgrKysN7ZhvlYdfXFzMiRMn8Pf3x87O7o72awpaUtCcnJzMxIkTWbVqFUOHDjX2cATjE4HzFUTgLJikvLw8Nm/eTEREBImJidx///1oNBoGDx7cZB9aRUVFxMfHm0VJM30DDP3l9et1LczKyiIzM5Pg4GCzbzrT3Mrn6ZuBdOzY8Y476FV/9Bbyb7uQtLVL0ikH3YvVO5/c4Uj/R5+Hn5OTQ2FhYa0UopKSEk6ePNks2rVDTdCsbwrU3IPmlJQUNBoNy5cvZ+TIkcYejmAaTDBwdpAztqwyyr4tBmrMNnA270/K64iKijJUapg7d26tbcuWLcPf35+goCD8/PxYsmSJYZskSTz//PN4e3vj4+PD0qVL67TNlDk4OPDUU0/x888/ExcXx+DBg1m5ciX+/v7MmTOHnTt3UlVV1Wj7z83NJT4+noCAAJMPmqFmMaadnR1du3Zl4MCBdO/e3XDZ/9ChQxw7dozMzEz69Olj9kGzPgfYwsICf39/sw+aKyoqOHbsGJ06dWqQttMWQ0YioUQGdDJUayWqq3VoY44iV1bc+YD/plKpcHFxISAggMGDB+Pm5kZ+fj779+/n2LFjuLi4mH2+ObSsoDk9PZ0JEybwxRdfiKBZEJqhZjfjfPr0acrLywkLC6OkpITFixcbthUVFRkudxYXF+Pn58eWLVsIDg7m+++/Z+3atezcuZOioiKCg4PZvn07vXr1uuk2c1RcXMy2bduIjIzk0KFD3HvvvWg0GoYNG9ZgAWFWVhYZGRkEBwc3SEUBY5Jlmfj4eC5fvoyFhQWyLJtk18K6utMcYFOjL9HWtWvXBlukKet0VGqGoS0pQae7oiQdcNc/38RqjKZB9nM9+fn5JCQk4OPjw+XLl8nNzcXKysqQF21u1U4yMjK4ePFiiwias7KyGDduHIsWLWL8+PHGHo5gWkzuROvu5CBnbP3OKPu2GBAqZpxNha+v7w07g12ZI1haWkp1dbXh3xs3bmTmzJlYWFhgb2/Pww8/zIYNG265zRy1bduWKVOmEB4ezqlTpxg/fjyRkZEEBAQwffp0Nm/eTFnZtaW36kLfcvrChQv07dvX7IPmK2dmBwwYwN13301QUBAqlYpTp05x4MABzpw5Q1FR0TUNM0xRVVUVx44dw9HRER8fH7MPmktKSoiJiaFbt24NWtlEYWGB4p770EmAQoGEgupqHdVaibL//NBg+7laXl4eSUlJ9O7dG1dXV3x9fRk4cCA9evRAkiROnDjBwYMHSUlJ4fLlyyb/mmtJQfOFCxdQq9W8//77ImgWhGas2QXOtxIeHk6vXr3w8vLilVdeITg4GKg5wXfq1MlwPy8vLzIyMm65zdzZ2Njw4IMPsmHDBv766y8effRRfv75Z4KDg3n00UcJCwvj8uXLdXouSZJISEigtLS0WSz+0S80a926NT179jSkM9x111106tSJvn37GtI2/vrrL/bv309ycjIFBQUmGdCUl5dz9OhRPDw8ar2ezVVxcTFxcXH06tWrUVKBVA9NBaUSrVZHVYUWnVZGp5WpTDlLxe+/Nvj+cnNzSU5OJjg4uFYnTYVCQZs2bejSpYvhi5ulpSXJycmG11x+fr7JveZaUtCcnZ2NWq3mjTfeYNKkScYejiDUnVJhnB8zZnaB84ABA3BwcLjuT2Zm5i0f/+CDD5KQkEBycjLr1q0jOTm5CUZtHlq1akVoaCg//PADKSkpzJw5kz/++IO+ffvy8MMP85///IfCwsLrPlbfnEGlUtWprbGpq6ys5NixYzg5OdG1a9cbzszquxaGhITQv39/bG1tSUtLY9++fSQmJnLp0iUkSbruY5tSaWkpMTEx+Pj4mFxlk9tRWFhoqDbRWCXalF5dUPbwQ6dTgFIJFkp0OhmtBMVLv2jQfWVnZ3PmzJk6NZ6566678PT0pE+fPvTr1w9bW1syMjLYt28fCQkJ5ObmotPpGnR89aUPmpvDF+hbycvLQ6PR8PLLL/Poo482yHNWVlby3HPP0bVrV/z9/Q3Pe+bMGQYOHIivry99+/YlISHB8JibbRMEoeGYXeB88OBB8vLyrvtTn0VBXl5e9O/fn23btgHg6elJenq6YXtaWhqenp633NZcWVlZ8cADD7B69WpSUlJ48cUXOXr0KAMGDGDChAmsXbuWS5cuATW/j0GDBpGXl0e3bt3M/vJ/aWkpR48excvLq15/Z33XwuDgYAYMGIC9vT3nzp1j3759nDx5kpycHKMENMXFxYaOc82hUculS5c4efIkQUFBjVqiTaFQcNfzLyEDsiRRVVaNtlqHrkpLxV9nKf7xxwbZz4ULF0hJSaF37971Tm2ysrLCzc2NoKAgBg4ciIODA9nZ2Rw4cIDjx49z4cKFWilpTSE9Pd0QNN9ucyFzkZ+fj0aj4dlnn2X69OkN9ryvvfYaCoWC06dPEx8fz6effgrArFmzePrppzl9+jTz58+vtc+bbRMEoeE0u8WBeu+88w6FhYW1FgcmJibSs2dPoOay6KBBg1i2bBkjRoxgzZo1/PDDD7UWAG7btg1/f/+bbmtpdDode/fuJSIigqioKFxcXEhLS+PFF1/kueeeM/ugWV8+ryHbGjdG18K6ys/PJzExsdmUNMvJyeHMmTMEBwc3ySI5WZYpePoJyuNOoKuqRmGhRJYkdCixsLXFPWobyra3H7yfP3+e9PR0evfu3aDVMyRJoqCggNzcXEN9cn3778asCJOenk52dnaLCJqLiooIDQ3l8ccfb9BzX2lpKa6urmRlZdV6z+bk5ODj40N+fj4qlQpZlnF1dWXfvn20bdv2htt8fHwaZFzCHTO5D0d3Zwc5Y9v3Rtm3Rb8xZrs4sNmd2Xbv3s20adMoLi5GlmXCw8NZvnw5oaGhfPHFF+zduxcrKytkWWbu3LmMGDECgMcee4wjR44YLsu/9NJLhsD4ZttaGgsLC4YMGcKQIUN48MEHmTJlCkOHDuWbb74hKioKtVqNWq3G1dXV7ILoS5cukZSU1OBBpoWFhaEKx5VdC8+cOYOtra0hoGnoS9pXBplX5syaqwsXLnD27FlCQkKarBygQqHA9tX5lE6dCgoF1ZVaqqp0oFAil13i/IK36PjF5yhuIzUpKyuLrKwsQkJC6tzkqK6USiUdOnSgQ4cOteqTx8TEoFKpDBU6GvJ1kZ6eTk5OTosImi9fvsyECROYPHlyg08YpKSkYG9vz4cffkh0dDR33XUX77zzDu3atcPV1dXwu1UoFHh6epKRkYGdnd0Nt9U3cNanlimVSmRZNrvzuNB8KBSKrsBawAEoAqbLspxw1X3uAxYBbaiZ6I0CXpNludFyJJvd2W3YsGFkZWVdd9vXX399w8dZWFiwbNmyem9rqSIiIliwYAE7d+6kV69eSJJETEwMYWFhjBkzBnt7e0MQ7enpafInX31QVpcc0zuhVCoNOflXdi1MSUmhdevWt+xaWFfnz58nLS3tti7/myJ94xl9jfamZOnbndZjxlGyfTtVZSXISiUKhQJZJ1P652Eu/7KTtmMeqNdz6jvohYSENHoOsL4+ub5GeWlpKTk5OSQkJKDVag1BdNu2bW/7fZqWlkZubi7BwcHNPmguLS3lwQcfJDQ0lJdeeqnBz21arZb09HR69uzJokWLiI2NZcSIEURFRTXofq5ny5YtrF69GldXV9RqNQ88UL/XtWCGTPuz+WtgpSzLaxQKxYPAGqDvVfcpACbLspyqUChaAdHA43/ft1E021QNofEsW7aMVatWsW3btusuNJMkifj4eMLCwti0aRN33XUXGo0GtVpNly5dTC6ITk9PNzRnMFaziet1LdQH0fUNfPU5psHBwQ0+k2kM+sv/xqzOoD13jqwpU6m4kIuMjFaSqJZr/m7Wbm50/fEHrN3rdtXRFI5Hr6KigtzcXHJycigvL8fBwQFHR0fat29f56Y4LSloLisrY9KkSfzjH//g7bffbpRzWV5eHs7OzlRVVRkWWfft25dXX32Vp556qtFTNU6cOEFiYiLz589nxowZjB07lj59+jT4cbZApvXBx9+pGlGNV17zZiz6jr5pqoZCoXAC/gLsZVnWKmrebBeAwbIs/3WTxy0F8mRZfqehx6xndosDBeMLCAjg999/v2F1BqVSSWBgIAsXLuTkyZOsXbsWnU7HY489xqBBg/joo484deqU0ctnybLMmTNnyMvLo0+fPkbt0Ha9roXV1dWGroVnz56ltLT0ps+hr6Gdm5vbKJf/m5osy6SkpJCbm2v06gyqjh1xeOdfKO66C8nKmipJNswoVF3KI/XZF5DrsPDz7NmzhnQGYwfNUFNJ58qqMHZ2dmRlZbF///46LWhtSUFzRUUFjzzyCHfffXejBc1Q0/F12LBh7NixA6h5zZw9e5ZBgwbRu3dv1q1bB9Rc9XN3d8fHxwcnJ6cbbquLKyv/BAQEMHnyZDZt2sRff/3F+vXrSUxMbOCjFIRb8gAuyLKsBZBrAoYM4IYr9hUKhQvwILCtMQcmZpyFJqMPVMPDw9m0aRNlZWWEhoYyfvz4WnWSm4IkSSQmJiJJEn5+fibdclp/aT07O/uGXQtlWebUqVNUVlbi7+9v9uUA9a+VkpISAgMDTeJ4ZJ2OjOlPUnD4CLpqLQqFAp0so7OyQpYkvF6fj+uMx6//WFkmNTWVwsJCgoKCTOJ4bkan0xly8fPz8w25+A4ODoYvZC0paK6srOTRRx+lR48efPzxx41+vkhNTeXJJ58kLy8PpVLJ22+/zcSJE0lOTmb69OlcunSJtm3b8t133xnW29xs283odDrD6zE1NZUuXboYtiUnJ/Paa6/Rp08f3njjjcY52JbDBGecHeWM7euMsm+LPqOKgJIrbvpMluXP9P9QKBQhwH9kWe52xW2HqclfvqaQvkKhaAvsBjZc+TyNQQTOTSAqKoq3336bkydP8swzz9Sq9LFkyRJWrlyJQqFAoVDwz3/+01Czs7S0lOeee46jR49SXV2NRqPh3//+tyFYWrVqFYsWLUKSJO677z6WL19uErNYdSHLMmlpaURERBAZGUl+fj7jxo1Do9EQGBjYqB9M+m6Ad911l9mVzysvLzekc1RVVRkWFqanp6NSqejRo4dJfwmoC1mWSUpKorq6Gn9/f5M6Ht3lEpIffJiK1LPoLCyoqKgEuWb2WWVri9f8l3F7bGqtx+ivBFy+fNlkvgTUhyRJFBYWkpubS25uLq1atUKlUlFZWUlISEizD5qrq6uZNm0aHh4efPHFFyb1emxIs2bN4s8//6RHjx78eEWpxdjYWEJDQ1m1ahX333+/EUdo9kzug8bIgXODpWooFApbYAewXZblhY05bhCpGk2ia9eurF69mldfffWabb169WL//v3Ex8cTFRXF3LlzSUlJAeDDDz80BHnx8fEcP36c8PBwoOby3VtvvcXevXv566+/yM7OZuXKlU16XHdCoVDQuXNnXnnlFfbv38+uXbtwd3dnwYIFBAUFsWDBAg4fPtzgzUP0Laft7OzMLmiGa7sWWllZERcXR35+PhYWFmbT+vtGJEni5MmTSJJkckEzgIVtG1znvYBFW1sqq6prftcKBQoLC3QKBamffYG25H+TKLIsc/r0aUpLS81ipvl6lEol9vb2dOvWjUGDBtGmTRuKi4vR6XQcPXqU1NRUSkpKzPp1dyNarZYnn3wSFxeXZhc0X3lu3bp1Kzk5OezevZvjx48zZ84cw7bg4GD+9a9/GT6XmuPfuUVTKIzzcwuyLOcAMYC+q9BEIOs6QXMb4Bfgl6YImkEEzk3C19eXwMDA687MDBs2zNDEwcPDAxcXF0MHxOPHjzNq1CgUCgWWlpaMGDGCH36oSeQPDw8nNDQUFxcXFAoFs2fPZsOGDU13UA1IoVDg4eHBiy++yO+//86+ffvw9fXl/fffx9/fn1dffZX9+/ffcfOQ8vJyjh07hpubm0kuUqwvpVJJdnY2np6eDBw4kLZt25pk18K6kiSJEydOYGlpSa9evUw2SGk38n5cX3weQ7UjlQXlkkRpUREleZfYP3Icl5NPG9JnKioqCAgIMNnjqY+0tDRKSkoYOHAgAwcONBxXUlISBw4c4PTp0xQWFjaL4Eqn0zF79mxsbW1ZtmxZs/j76UmSZDiePXv2UFJSwhtvvIGDgwM7duwgPT2dtWvXGu7fqVMn8vLyAMz+vCmYlVnALIVCcRp4DZgBoFAovlUoFKF/3+dFoB8wQaFQxP3906h5Rc37GpuZiY6OpqCggL59a6qthISEEBYWxsSJE6murmbz5s2GltcZGRl06tTJ8FgvLy8yMjKMMewGpVAocHFx4dlnn+WZZ54hLy+PzZs389lnn5GUlMT999+PRqNh0KBB9UpLKSkpIS4uDl9f32bRPa+yspLY2Fg6duxo6Jjp5uaGm5sbWq2WvLw8srKySEhIwN7eHicnJzp06GCyM546nY64uDhDdQBT/nBWKBQ4Pf4ouQcOUrj/IOUVFYYvdQoLC6oKC0l4/U3avPc2siyb5Mz57Th79iyXLl0iODjY8Dpq3bo1Xl5eeHl5UVlZSW5uLmfPnqWkpIQOHTrg5OSEvb292R2/Tqfj+eefR6lU8u2335rs++Z2yLJs+Hu88sorbNu2jbS0NL777jv69OmDk5MTkyZNYu/evQwaNAgfHx9GjBhB586djTxyoVEoTPe9KctyMjDgOrc/dcX/fwB80JTjMt3fmBkZMGCAoTbv1T/62eNbiY+PZ8aMGWzcuNHQlOC1117D09OT/v37M2bMGPr169fs8wmvpFAocHR0ZObMmfz888/ExsYycOBAVqxYgb+/P3PmzGHXrl1UVVXd9HkKCgqIi4vDz8+vWQTNZWVlHDt2DC8vr+u2mVepVLi4uBAYGMigQYNwcnIiJyeH/fv3c+LECS5evIhWqzXCyK+vurqamJgY7O3tDU2GzEGX1+dj7eSMtqISqLkCoGvVisLiy6QfPMy5L5bh6+FhdkHj9VwvaL6atbU17u7utVrOnz9/3pCKZmqvuxuRJImXXnqJ8vJy1qxZ06yCZvjfjPGPP/5IdnY2p06d4vXXX+f999835LD369cPd3f3WgsFRQdCQaghFgc2oeu1AYeaVuAPPPAA3377raGT4fUsWrSIhIQEfvjhBz755BNSUlJYsWIFANu3b+fDDz9k3759jXkIJqOoqIht27YRGRnJ4cOH+cc//oFGo+G+++6r1VVu/fr1VFZWMmnSJNq0aWPEETeMy5cvc/z4cbp3746Dg0O9Hntl18JLly41atfCuqqqqiI2NhZXV1c8PW9YZchkSZWV7PnHCKoLC9GqLCjKLzCcMVVtbXHs24d/rPvOuIO8Q6mpqeTn5980aL6Zq193bdq0MTRdMbWSiZIkMX/+fM6fP89PP/1kNout62v//v28+eabDB8+3FAt48UXX6S8vJxPP/20VudU0T2wwZjcL9Hd2VHO+MU4KZ4WvUeYbctt858KMXNJSUmMHj2alStXXhM0FxcXU1ZWBtTM+Hz11Ve8/PLLAEycOJGtW7dy8eJFZFlmxYoVTJ48ucnHbyx2dnZMnTqViIgIkpKSUKvVhIeHExAQwIwZM9iyZQuffPIJH374Iffcc0+zCJoLCws5fvw4fn5+9Q6a4X9dC3v27MmgQYPw9PSkuLiYQ4cOERMTQ1ZWFpWVlY0w8uurrKzk2LFjuLu7m2XQDKC0tsb39VdRWFpSWlSMLMkoFKBq0wYtCtL37Cfph/8gmcFM6/XcadAMtV93gwcPpnPnzpSVlXHkyBGOHDlCenq64TxnTJIk8dZbb5Gens6PP/7YbIPm/Px8unXrRvv27Wul902bNo2SkhIOHDgA/G8RoAiamzmlwjg/ZkzMODeB3bt3M23aNIqLi5FlGTs7O5YvX05oaCgjRozg6NGjtfKVP/roI0aOHElcXByTJk1CpVKhUql45513mDBhguF+33zzDYsWLQJgyJAhrFixotme7OuqvLycHTt28M4773DhwgUGDx6MWq1m5MiR2NraGnt4ty0vL49Tp04RGBjY4Meh71qYnZ1Nbm6uoWuhk5NTrdn7hlReXk5sbCxdunTBxcWlUfbRlHL+2MOemXPQlZWhatOGotIyqiprStVZtm2L64D+jFqzEqUZpVqlpqZSUFDQaNVAZFk21CjPycm5YY3ypiDLMu+99x5xcXFs2bKl0V73xrZ37142bdrEJ598wokTJxg+fDhffvklU6ZMQafT8d133zFlyhRat25t7KE2RyYXLbo7O8oZO3+89R0bgUXQcLOdcRaBs9Cs6HQ6XnzxRdLS0vjhhx84ePAg4eHhREdHExQUhFqtZvTo0YZKJubg4sWLpKSkEBwc3OgfaLIsU1JSYgiilUolTk5OODs7N9i+S0tLDQs1HR0dG+Q5jUm/sLFi524ufr+eKp1EUWExyBJKlQpre3u0lZXcs+h9fB8cb+zh1klKSkqTN2spLy83tP+uqKgwpHO0a9euUYNoWZZZtGgR+/fvZ9u2bc0qaLw6zeL3339n0aJFzJs3j5EjRxIWFsbSpUv54IMPGDx4sOF+V1bdEBqMaQbOu34yyr4tAu8TgbMgGFtlZSWPPfYYNjY2rFy5stbse3V1Nb///jsRERH8/PPP9OzZE7VazZgxY+jQoYMRR31zWVlZZGZmEhwcbJRZsOt1LXR2dsbGxua2ghl9jnbPnj2xt7dvhBE3La1WS1xcHPb29nh5ehL77gckfP8fSkvLsLC0RGVrS8nly1RXVmFhbY1v6GiGf/pvrGxNN3XIGEHz1aqqqsjLyyMnJ4fLly8bKsPY29s36JhkWebzzz9n586d/Pzzz4aF2c1NVlYW7u41McrKlSt588032bt3L926dWPevHm4u7szd+7cZrcQ0sSIwPkKInAWBBOwYsUK0tPT+fDDD28a1Gm1Wvbt20d4eDhRUVF06dIFjUbDuHHjcHR0NImcPn1nRX1LY1NIwbmya2F1dbVhRrBt27Z1+p0VFRURHx+Pn58f7dq1a/wBNzKtVktsbCyOjo54eXkZbj8TsZm989/EolUrii8VUF1VhYyM9d8LrnpNfoih/37XSKO+OVMImq+m0+nIy8sjNzeXgoIC2rZta2j/fSfvC1mWWbp0KZs3b2bHjh21FsSZu7y8PFq1akWbNm04cuQIq1ev5q233sLNzQ3AkMv98ssvU1RUhL+/P+3btzfyqJs943+wXMXd2VHOiA4zyr4tAoaKwFkQjO12Vn/rdDr+/PNPIiIi2Lp1Kx07dkStVqNWqw3NZZqaLMucOXOGkpISk23RXFlZaQiiy8vLb3lZPT8/n8TExEbJ0TaG6upqYmNjcXFxuWZho666ml8ef4qLR45RmF8IgMraGqu2tmhLSlDodATPfoqgZ2Zi42w65RFNMWi+miRJFBQUkJubS15eHq1bt8bR0RFHR8d6XZGRZZmVK1eyYcMGduzY0WyCRlmWKSsrY9asWTzzzDMMGjSIjIwMHn30UUaNGsWCBQsA2Lx5M2+++SaWlpbs27cPGxsbUT2j8ZncL1cEzrdHBM6C8DdJkjh27BhhYWFs3rwZBwcHQxDt4eHRJB8qkiSRlJSETqfDz8/PLPIMq6qqDLmp+sYXzs7OtG/fHqVSSW5uLqdPnyYoKKhZXAqvqqoiJiamVvOZq+mqq0n973a2P/8ySktLVK1aoc3PB50OlEqs2rTBxtmJSTv/i1Vb43+RMIeg+Wr6Ra05OTnk5uaiUqkMX+Bu9jqTZZk1a9awatUqdu3aZdKpWrdr6dKlJCQk8NFHH9G2bVuSkpIYPnw4H374IdOmTePHH3/k1KlTzJ49u1kszjUTInC+gjkHzqb/qSw0mqioKEJCQrC2tmbu3Lm1ti1ZsgQ/Pz/8/f0JCAhg3bp1hm3l5eU8/vjj+Pn54efnR2hoKLm5uYbtq1atomvXrnh7ezNz5kyqq6ub6pDuiFKppG/fvnz88cecOnWK5cuXU1xczMSJExkyZAiff/45qampjdZOWKfTceLECRQKhVl1m7OysqJjx46Gxhft27cnKyuLffv2cfToUZKSkppV0Hzs2DE8PDxuGDQDWFha0nWCml5TJqFQKtGVloJU013Q0qY1KmsrKi9c4M8336E061xTDf8asiyTkpJCUVGRWQXNUFMmzc7Ojq5duzJw4EB69eoFwMmTJzlw4AB//fUXRUVF17xf169fz8qVK9mxY0ezDJoBBg0aRGlpKefO1by2evTowZdffskXX3zBiy++yMKFC5k0aRIuLi5IkmTk0QrGo6jpHGiMHzMmZpxbsNOnT1NeXk5YWBglJSW1GrPs3r2bPn36YGdnZ1icdujQIby9vVm8eDH79u0jLCwMhULBzJkzad++PR9//DFnz55l0KBBxMTE4OzsbCgFN2fOHOMd6B2SZZnExETCw8OJjIxEqVQSGhqKRqPB19e3QWaitVotx48fx87ODm9v72ZxyTQrK4uzZ8/Stm1bioqKaNeuHc7OznTo0MEsO2BWVlYSExODl5cXrq6udXqMtqKCQ58v5cS3a9AWFWHZxgZLa2ssi4tAklDddRcW1lYM+PxTPEePbOQjqE0fNBcXF5tsStDtqqioMFwFmTdvHt7e3mg0GkpLS1m8eDHR0dHNfqb1qaeeIikpiZ07d2JjY0NOTg7vvfceOTk5vPPOO/Ts2ROdTtes/u4mzuRO6u7OTnLG7nCj7NvC/x9ixlkwP76+vgQGBl43iBk2bJihZJuHhwcuLi6G9uEKhYKysjKqq6vRarWUlJQYVmyHh4cTGhpqyA+ePXs2GzYYpzNRQ1EoFPTq1Yt//etfxMXFsXHjRqytrZk5cyb9+/dn4cKFJCQk3PbMjX4Ws0OHDvj4+DSLoDkjI4Nz587Rv39/AgMDGTx4MG5ubly6dImDBw8SFxfH+fPnzeZqREVFBceOHaNLly51DpoBVK1aMej1V1CvX421XVtUVtaoysrg79eKRatWIEkcnb+AyykpjTX8azTnoBmgVatWeHh4EBISQkREBP369WPJkiW88MILdO/enYMHD5pE05XGoD8Pffvtt9jY2DBkyBASExNxdHTkiSeeICMjg8LCQoBm93cX6kkBKBTG+TFjInAWbik6OpqCggL69u0LwKxZswztmp2dnSkqKuK5554DagKmK5u5eHl51epOZe4UCgW+vr4sWLCAI0eOsHXrVtq3b88LL7xAnz59DMF1XYNofUDm7u5eqzKDOTt79izZ2dn07t3b0FL5Rl0L//zzT0PXwqqqKiOP/PrKy8s5duwYPj4+ODs739ZzuPbvS+DTTyJpq1H8/WVBZWODSgGtKipQ5eezd1QoR56Yhba0tCGHf43mHjRfzdHREQ8PD/Lz8zl+/DjTpk3jv//9L927d0ej0bB27VoKCgqMPczbdvW5RqlUotPVpAXt3LmTkJAQ/vWvfzF//nwsLS0ZP3488+bNQ5KkRks7E4TmTATOzdiAAQNwcHC47o9+9vhW4uPjmTFjBhs3bjTkqO7cuRNJkrh48SIXLlygXbt2vP322415KCZJoVDQpUsXXn31VQ4cOMDOnTvp2LEjr732GkFBQbzxxhscOXLkhkF0UVERx44dw9vbm44dOzbx6BuevhpIfn4+vXv3vmGpMKVSib29Pd27d2fw4MF06dKlVgvmjIwMKioqmnj011dWVkZMTAy+vr44Od1+BQyFQkH/+S8xZd9uOgQFYGljg1Xru1CVlqL4+/WhbGVN3v4DJH/yeaO16G5pQTPAjh07eOONN/j555/p2rUr48aNY/Xq1aSmpjJv3jzi4uJISkoy9jBvm1KpZP/+/WzcuNFwm4WFhSF4XrFiBXPnzqVnz5783//9HzNmzCA6OhqlUtksrm4Jd0jkONebeY9euKmDBw+Sl5d33Z+bLWzSS0xMZOzYsaxevbpWV6mVK1cyfvx4WrVqhZWVFVOnTuW3334DwNPTk/T0dMN909LSrinX1RwpFAo8PT2ZO3cuf/zxB3v37sXHx4f33nsPf39//vnPf3LgwAHDh9m+ffu499576dKlyx0FZKZClmWSk5MpLS2t1yIzhUJBu3bt8PX1ZeDAgXTv3t1QteLQoUOkpaUZ7ZJ6aWkpMTExdO/evcE6HLZxc6X/v9/HolUrdOUVKP5+Paja2KCUJCwrKshevYaDA4dwIXxTg+xTT5Zl/vrrLy5fvtxiguZff/2VV199le3bt9OlS5da21QqFf/4xz/4/PPPGThwoJFG2DDOnTvHJ598Ql5enuE2CwsLw5f2QYMGMX36dJYsWYKDgwO2trZitlkQbpMInIXrSkpKYvTo0axcuZIRI0bU2talSxd27tyJLMvIskxUVBR+fn4ATJw4ka1bt3Lx4kVkWWbFihVMnjzZGIdgNAqFAldXV+bMmUN0dDSHDx8mICCATz/9FH9/f6ZPn87jjz/O4sWL65Uva6r0iyerq6sJCAi47YBMoVBga2uLj48PAwcOxM/PD1mWOXHiBAcPHiQlJYWSkpIm+cAvKSkhNjaWnj17NnjlBYfgQB7YvhnfGY+htLTEsq0tKmtrLC6X1Mw+K5VoS0s48/a75O/Z1yDHqw+aTbk2eEPbs2cPc+fOZdu2bXTt2tXYw2lQV78mBg4cSOfOncnOzgb+l75xdWWetm3bGm4Ts82CcHtEVY0WbPfu3UybNo3i4mJkWcbOzo7ly5cTGhrKiBEjOHr0aK185Y8++oiRI0eSn5/P008/bbi82b17d77++mscHBwA+Oabb1i0aBEAQ4YMYcWKFSbR+c4UrF+/npdffpnevXtz8uRJhg8fjkaj4d577zXkA5sTSZI4efIkKpWKHj16NNqH8Z12LayP4uJiTpw40SQdDmPnvsLFHTtRVmtRVVaCQoGqTRsskVGVl6NUqWjdzZdOH7yHTWDAbe3j6qDZXMoc3okDBw4wa9YstmzZYvhS39ycP3+emJgYxo4dC8CCBQuIi4tj+/btRh6ZcAMm903F3cVJzvh9i1H2bdFjoNlW1RCBsyA0kR9++IGPPvqI7du34+npSVFREdu2bSMiIoIjR44wZMgQNBoNQ4cOrVcXNGPR1522sbGha9euTTaDVd+uhfWhbwvu7+9vqCrTmHSVlaR+s5qsdRuQs7OxaH0XKoUCq78XCCqsrVFaWGDRqhVdv/2auwL9UdQx8FXkncfiYBRyzjlKW9thPXwSCkfzz6W/lSNHjjBjxgwiIyMJCgoy9nAaRVVVFYsXL2bt2rX4+fnxwAMP0KtXL7755hsWLFiAl5eX6ARoekzujyEC59sjAmdBaAJffPEFP/zwA9u3b79uTnNJSQnbt28nIiKCAwcOMGjQIDQaDcOHD6d169ZGGPHNabVa4uLiaN++PV26dDHaB/TVXQsdHBxwcnIydC2sj8LCQk6ePElAQABt27ZtpBFfn7b4MoeGjUR7uQQrSYdFdTUKQNW2LZYVFSi0WpTW1lh5dcJ92RKsO3vd/AlLi7H68VPQ1jyPDKCypOqRV6G18TsVNpbY2Fgee+wxfvrpJ/r06WPs4TQq7d8LSL/66itSU1OJjIwkOzub1157jXfeece4gxOuxyQD58w/thpl38ruA0TgLAjCjS1btozHHnusTgFZeXk5v/zyC5GRkfz+++/069cPjUbDyJEjadOmTROM9uaqq6uJjY3F2dm5ViqPsWm1WkMQXVxcjL29PU5OTtjb298ypzc/P5/ExESCgoKM9jsuSUrmzHsLqTh6DJVOh0WbNlhWV6P8u0yfonVrLJCw6tAeh2dm03rUKCxuMCuujP0DiyO7UMo6w22y0gJd/5HoAu5pkuNpavHx8TzyyCOsX7+eAQMGGHs4jU6SpFpfDg8fPszhw4fZvn0733zzDW5ubmLG2bSY3B9DBM63RwTOgmDCKisriY6OJjw8nOjoaHr37k1oaCijR49uklSC640nNjYWd3d3Q9MbU6TT6bh06RLZ2dkUFBTctGvhpUuXSEpKIjg42CTagpfEHufM9CeQJRnr8nKQZVAoaNXmLlRSNcigbGODsk0bHJcswbJ77dxyWZYp3vEjDhnxKK84v8uyjNzemepJc82+AcHVEhMTeeihh1i7di333nuvsYdjNGVlZTz00EN8+umn9OjRw9jDEWozuTedu4uTnLlnm1H2rezW32wD5+a/SkQwO1FRUYSEhGBtbc3cuXNrbVuyZAl+fn74+/sTEBDAunXrDNs++OADgoKCDD9t27blpZdeMmxftWoVXbt2xdvbm5kzZ5pF1zpra2vGjBnDd999R2pqKnPmzOHw4cPcfffdPPjgg3z//ffk5+c3yVj0zVo6depk0kEz1JTicnJywt/f/6ZdC3Nzczl16hS9e/c2iaAZoE1wIF4ffYiVqwsyoFAqsWjTpiZoBlCABTqsL+dz+anHKXpsMtrEBOB/tbSzbZ2v+ymtyLuAIiO5yY6lKSQnJzNp0iRWr17dooNmqClLt3fvXkMahyAIDU/MOAsm5/Tp05SXlxMWFkZJSQmLFy82bNu9ezd9+vTBzs6OzMxMgoODOXToEN7e3rWeo7KyEjc3N0PnrLNnzzJo0CBiYmJwdnZGrVYzcuRI5syZ08RH1zC0Wi379u0jLCyM7du34+3tjUajYdy4cTg4ODT4JdqysjJiY2Pp2rWrWdedliSJwsJCcnJyyM7ORqvV0qVLFzp27GiSVU3yfwon54NFKCQtrRR/13y2ssTakpozs1KBlbUKCyVY+HYjZ+go8rv2ICAwEKuoVSjPXdHGW6sFSULqNQDtsIeMcjwN7a+//mL8+PEsX76ckSNHGns4RpeXl0d6ejohISFicaDpMbk/hphxvj2qW99FEJqWr68vAJs2XdsAYtiwYYb/9/DwwMXFhczMzGsC582bN+Ph4UFISAgA4eHhhIaG4uLiAsDs2bP58MMPzTZwVqlUDBkyhCFDhqDT6Th48CAREREMGzYMd3d31Go1arUaZ2fnO/7wLCkpIS4ujh49ejR4TeOmpu9aWF1dzaVLl+jRoweFhYUcPnyYVq1a4eTkhJOTk8lUNWn/0EQsWrUif/UaOHsahcoSlZUS/s5dbmVtgVJZM7ehyEzB7T9f4XZXa/APRPL2RPl3iTuumCBRXDhrjENpcOnp6UycOJElS5aIoPlv+s6wIOo0C3WhaHZpW01BBM6C2YqOjqagoIC+fftes23VqlU8+eSThn9nZGTUWsjm5eVFRkZGk4yzsVlYWDB48GAGDx7M//3f/3HkyBHCw8MZNWoUjo6OhiDa3d293h+m+prGvXr1on379o10BE3rwoULpKWl0adPH6ytrXFycqJr166UlJSQnZ1NTEwMKpXKEEQbs6qJQqHALnQsdqFjKVq9muJvVoJUDQpQWijQrw1TtbJEqVKiUFlgYSWjTE9EWX4Brv6iI8soCi81/YE0sKysLDQaDZ988gljxowx9nAEQWhBROAsNLkBAwZw5syZ626LjY2tUzvw+Ph4ZsyYwcaNG6/JTU1PT2ffvn38+OOPDTJec6JUKunfvz/9+/fno48+4vjx44SHhzN+/HjatGmDRqNBrVbj5eV1yyC6oKCAhIQEo5Rnayznzp0jIyODkJCQWqkZ+q6F+s6FpaWl5OTkcOLECWRZxsnJCWdnZ2xsbIw2k2f3xBO06teP8k2R6KK3/z1RJNUsFrRUAgosWluhsFCibG2NwsICqqvBwuJ/s846HbJN0y8qbUgXLlxArVazcOFCNBqNsYcjCOZNIZa61ZcInIUmd/DgwTt6fGJiImPHjmX16tUMHjz4mu3fffcdarUae3t7w22enp6kpPwv3zMtLQ1PT887GoepUyqVBAcHExwczMKFC0lISCA8PJwpU6ZgYWFBaGgoGo3mus1Ljh07Rnl5uVHLszW0rKwssrKyrgmar8fGxobOnTvTuXNnQ9fCxMREtFpto3YtvBVrPz+s/fyoHDyIsq+XIedkgVJBzRS0oubKq6Wq5v9lGVmrvSaxUtfFv0nH3JCys7NRq9W8+eabPPRQw+Vpe3l5YW1tzV133QXA66+/zsMPP3zD2wHOnDnDtGnTyMvLw87OjjVr1tCrV68GG5MgCKZJBM6CWUlKSmL06NGsXLmSESNGXLNdkiS+++47Vq1aVev2iRMnMnjwYN555x2cnZ1ZsWIFkydPbqphG51CocDPzw8/Pz/+9a9/cfr0acLDw3nyySepqqoiNDSU8ePH06NHD9avX8/777/PH3/80WyC5oyMDC5evEhISEi927/fdddddOrUiU6dOlFRUUFubi5//fVXg3ctrA+rIfdx1rUjiuREPMN/QCq6hFK/jluWQVczu4xWiyxJKCwskGUZFEqk/te+b8xBXl4eGo2GV155halTpzb482/cuPG6nQZvdPusWbN4+umnmT59OuHh4UyfPp0jR440+LgEQTAtoqqGYHJ2797NtGnTKC4uRpZl7OzsWL58OaGhoYwYMYKjR4/Wylf+6KOPDIuDdu7cyaxZs0hNTb0mkPnmm29YtGgRAEOGDGHFihX1DqKaG1mWSU1NJSIigsjISHJycqiuruaLL77g/vvvr3f3PVOUlpZGbm4uwcHB19RwvhMN2bWwPmRZJjk5mcrKSvz9/VHIMtJfyRD+PYqEYyitlKjsWoO1FQorS7C0BKUSlBZUT30JvLo32tgaS35+PqGhocyePZuZM2c2+JcULy8vNm/efE2AfKPbc3Jy8PHxIT8/H5VKhSzLuLq6sm/fPnx8fBp0bEKzYXKr8NxdnOXM/T8bZd9KnxCzraohAmdBEABYsWIFS5cuZdKkSURHR3PhwgXGjRuHWq0mJCTELIPo1NRU8vPzCQoKatCg+WrV1dXk5eXdVtfC+tAHzVVVVfj5+V3zN5ErK+HMSRSHfkeZm4VSWwl27ZD8+iHdPQLuMo1a1fVRWFhIaGgo06dPZ86cOY0ys+/l5UXbtm2RZZl+/fqxaNEiHB0db3j7sWPHmDJlCsnJ/6uJrd9+3333Nfj4hGZBBM5XMOfAWaRqCILAp59+SkREBHv37qV9+/a89dZbXLhwgcjISN59913S0tIYM2YMarWa/v37N2gw2BhkWSYlJYWioiKCg4MbfbyWlpa4urri6upq6Fp48eJFkpKSbtq1sD5uFTQDKKytwS8E/EKQAOkOjskUFBcXM2HCBKZMmdJoQTPAnj178PT0pLq6mjfffJNp06axffv2G94uCM2CAjDDCRFjEzPOgtDCffDBB0RHR7N161ZsbW2v2S7LMrm5uWzevJmIiAhOnz7NyJEj0Wg0DBw4sFFncm+HvnteaWkpAQEBRg3yJUkiPz+f7Oxs8vPzsbW1xcnJCUdHx3qlCdUlaG5uSkpKmDhxImPGjGH+/PlNlkN+4cIFfH19uXz58g1vF6kawm0wvRlnV2c588AOo+xb2SXYbGecm//ZVxCEmxo+fDjbt2+/btAMNQsLnZycePrpp9mxYwfHjh2jf//+LF26FH9/f55//nl2795tEi3M9QFmeXk5gYGBRp8ZVyqVODg40KtXLwYNGoSnpyfFxcX8+eefxMTEkJWVRVVV1U2fQ5ZlTp061aKC5rKyMh5++GGGDx/e6EFzaWkphYWFhn9v2LCB4ODgG94O4OTkRO/evVm3bh0AERERuLu7i6BZMD8KhXF+zJiYcRYE4bYVFRXx3//+l4iICI4ePcrQoUPRaDQMHToUa2vrJh2LLMskJSWh1WpNPsCUZZmioiJycnLIycm5YddCfdBcXV1t8sfUUCoqKnj44Yfp168fCxcubPSZ5tTUVCZOnIhOp0OWZbp06cIXX3yBJEnXvd3LywuA5ORkpk+fzqVLl2jbti3fffcd/v7mW+pPaHQmFy26uzrLmQd3GmXfys5BZjvjLAJnQaiHqKgo3n77bU6ePMkzzzzD4sWLDduWLFnCypUrUSgUKBQK/vnPf/Loo48atv/xxx+88sorlJWVIcsyq1atYsCAAQAsXLiQ7777DoDJkyfzwQcfNOlxNYTLly+zfft2IiIiOHjwIIMHD0aj0TB8+HBDHdzGIssyiYmJyLJMz549zSrAlGXZcPk/JyfH0LXQ0dGRjIyMFhU0V1ZWMnXqVHr27MnHH3/cIo5ZaDFE4HwFETgLQgtx+vRpysvLCQsLo6SkpFbgvHv3bvr06YOdnR2ZmZkEBwdz6NAhvL29OX/+PAMHDuTnn3+mR48eVFZWUl5eTrt27dizZw/PPPMMhw8fRqVSMWjQIN59912zbiVcVlbGL7/8QmRkJH/88Qf9+/dHo9Fw//33N3htaEmSSEhIQKlU0rNnT6N19msoJSUl5OTkkJGRgSzLeHh44OLiYtSuhU2hurqaadOm4enpyeLFi0XQLDQ3JvfmdXd1ljP/jDbKvpVeAWYbOIszkyDUg6+vL4GBgdddEDds2DDs7GraGeuDnczMTACWL1/OlClT6NGjBwDW1ta0a9cOqGmw8Nhjj2FjY4O1tTVPPPEEGzZsaJoDaiStW7dmwoQJrFu3jr/++ovp06cTHR1NSEgIU6ZM4ccff6S4uPiO9yNJEvHx8ahUqmYRNENN18KKigo6dOhAv379UKlUJCYmcvDgQc6cOWOob96caLVannzySVxcXETQLAiCSRNnJ0FoBNHR0RQUFNC3b1+gpk14eXk5w4cPJygoiOeff57S0lKgpqvdlQ1dvLy8yMjIMMq4G4O1tTVjx45lzZo1pKam8uyzz3Lw4EH69+/PQw89xA8//EBBQUG9n1eSJE6cOEGrVq3o3r17swia9XnaOp2OXr16YWNjg5eXF/369aN37960atWKM2fOsH//fpKTkyksLDT7IFqn0zF79mxsbW1ZtmyZCJoFoSmJxYH1Zlp1pATByAYMGMCZM2euuy02NhYPD49bPkd8fDwzZsxg48aN2NjUNJzQarXs2bOH6Oho2rRpw4wZM/jXv/7Fp59+2qDjN3WWlpbcf//93H///Wi1Wvbu3UtYWBiLFi3Cx8cHjUbD2LFjcXBwuGkgrNPpOH78OLa2tvj4+DS7oNnPz++aY2rVqhUeHh54eHgYuhaePXu2SbsWNjSdTsfzzz+PhYUF3377rdGroAiCINyKCJwF4QoHDx68o8cnJiYyduxYVq9ezeDBgw23e3p6EhQURPv27QF45JFH+Pe//23Ylp6ebrhvWloanp6edzQOc6BSqRg6dChDhw5Fp9Nx4MABIiMjue+++/D09EStVhMaGoqzs3OtILK4uJgdO3bQu3dvunTp0qyCZkmSrhs0X83KyoqOHTvSsWNHQ9fCrKwsEhMTDV0LO3ToYNJBtCRJzJs3j/LyctavXy+CZkFocgpMMPXa5JnuWVUQzExSUhKjR49m5cqVjBgxota2KVOm8Ntvv1FZWQnAzz//TGBgIIAhXaG0tJTKykpWr17N5MmTm3z8xmRhYcE999zD559/zpkzZ/j3v//NuXPnGDlyJCNHjmTZsmWcO3eO/Px8Ro0aRUJCAt7e3s0uaO7Vq1e9j0nftTAwMJCBAwfi4ODAxYsX2bdvH/Hx8WRnZ6PT6Rpp9LdHkiT++c9/cunSJdatW2dyTXQEQRBuRFTVEIR62L17N9OmTTMs0LKzs2P58uWEhoYyYsQIjh49Witf+aOPPmLkyJEAfPLJJ3z33XdYWFjQq1cvVqxYYVgg+N5777FmzRoAHn74YcNsdEsnSRJxcXGEh4cTHh5OSUmJoepIp06dzD5wvrKM3u0EzTcjSRKXLl0iJyfH0LXQ2dkZBweHenUtbGiSJPHWW29x5swZIiMjsbKyMtpYBKEJmdzJyt3VRc48tNso+1Z28jPbqhoicBYEweTpZ5qHDRuGlZUVmzZtQqVSoVar0Wg0Zpnn3JhB89UkSaKwsJCcnBxyc3OxsbExNFxpysBVlmXee+894uLi2LJlS61mL4LQzJncCcrd1UXOPPyrUfat9OwlAmdBMEU6nU7kTpq5vLw8Ro4cyaxZs3j66aeB/7XWDg8PZ9OmTVRXVxMaGopGo6FHjx4mH0Q3ZdB8vX3XpWthY+x30aJF7N+/n6ioqEZviiMIJsbkTkoicL49InAWWgxJkkx6sZRwraKiIu69915eeuklpk2bdt37yLJMamqqIYguLi5m3LhxjB8/3iQ77umDZsDotadv1LXQycmJ1q1bN+h+PvvsM6Kjo9m+fbuh2owgtCCmGTgf+c0o+1Z69BSBsyCYkuLiYh555BG++uqrFlGhormSZZkjR47Qr1+/Ot8/IyODyMhIIiIiyMnJYdy4cajVanr37m30IFqWZRISElAoFEYPmq9H37UwJycHwBBE30nXQlmW+fLLL9m6dSu//PILbdu2bcghC4K5MK03OyJwvl0icBaaJZ1Ox9NPP82AAQN46qmniIqK4vz58zzxxBO1Ujf0s9AXL17ExcXFiCMWGposy1y4cMEQRKenpzN27FjUajX9+vVr8hQeUw+ar1ZWVmYIorVarSGItrW1rfPYZVlm5cqVbNiwgZ07dxoWwwpCC2Ryb/iawPl3o+xb6dHDbANn07qGKQgNQKvVYmFhwfjx4/npp59YunQpr732GtXV1dcES0qlkoqKCmbMmEFkZKTJle2qj6ioKEJCQrC2tmbu3Lm1ti1ZsgQ/Pz/8/f0JCAhg3bp1hm1r1qzBzs6OoKAggoKCGDp0aK3HLly4EG9vb7y9vXnjjTea4lAahEKhwM3Njeeee45ff/2VP//8k169evHRRx8REBDAyy+/zJ49e9BqtY0+FnMLmqGmbfqVXQutra05ffp0nbsWyrLMmjVrWLduHb/88osImgVBaBZE8Uyh2dHXhE1JSSE6OpqAgAC2bt1K586dkWUZhUJhmGlOT09n9erVdOzYkQkTJhh55Hema9eurF69mrCwMEpKSmpt69WrF/v378fOzo7MzEyCg4MZMGAA3t7eAAwdOpTNmzdf85x79uxhw4YNnDhxApVKxaBBgxg4cCBjxoxpikNqMAqFAicnJ2bNmsWsWbO4dOkSW7Zs4csvv2TWrFmMGDECjUbDPffc0+Cl2swxaL5aXboWtmvXrtYX03Xr1rFy5Uqio6Oxt7c34ugFQRAajgichWYnMzOTb775ht9//53777+fkJAQOnfuDGAIWvQzZUuXLqW8vJzXXnsNqOnap1KpcHevfQVJH3CbMl9fXwA2bdp0zbZhw4YZ/t/DwwMXFxcyMzMNgfONbNy4kccee8ywmOuJJ55gw4YNZhc4X61Dhw488cQTPPHEExQWFvLf//6XVatW8eyzzzJ06FA0Gg1DhgzB2tr6jvajD5qVSqVZVPuoixt1LRw1ahTe3t6MHz+e6upqvvzyS6Kjo3F0dDT2kAVBuJFmcE5qaiJVQ2hWLl++zCeffEJSUhIRERG8+eabfP7559fcTz8ztmbNGiZMmICPjw9Q06Tkww8/NLTALi0tBagV8EiSdNNL1KYuOjqagoIC+vbta7ht3759BAUFMXDgQMLCwgy3Z2Rk1Gro4uXlRUZGRpOOt7G1a9eOxx57jE2bNpGQkMADDzzAhg0bCAgI4KmnnmLbtm2Ul5fX+3mbY9B8tSu7Fu7evZtRo0axevVq5s6di6+vL/v37ze8hwRBEJoDMeMsNCu2trYsWbKEyspKrK2tkWUZGxsbtm/fzujRo4H/LQjcu3cvlpaW3HfffUBNRYHNmzezfft2QyWO//u//6OqqooFCxZQXV2NnZ1drcoMTTkTPWDAAM6cOXPdbbGxsXh4eNzyOeLj45kxYwYbN240zCKPHTuWSZMm0bp1a5KSkrj//vvx8PDg7rvvbtDxmwNbW1smT57M5MmTKSsr45dffiEiIoKXX36Zu+++G7VazciRI29ZTk2WZU6ePImFhUWzDZqv1rZtWxwcHMjJyeHEiROcPn2aiIgI5s2bR58+fZg4cSJjx47Fzs7O2EMVBEGv+Z+aGpwInIVmSX+J3cnJiRUrVmBra3vNffbs2cMDDzwAQGVlJV999RX+/v4EBgYCkJ6eTnR0NAsWLKB169a8+OKLVFdX4+npSb9+/bjvvvuumYlWKBSNFiQdPHjwjh6fmJjI2LFjWb16NYMHDzbc7uDgYPj/Hj16MHr0aPbv38/dd9+Np6enYfYdalJZWkp5v9atWzNhwgQmTJhAZWUlu3btIiwsjNdff50+ffoQGhrKAw88cE15taqqKqKjo/Hy8moxQTPAjh07eOONN9i5cyedO3fGx8eH0aNHo9Vq2bNnD5GRkdjY2KDRaIw9VEEQhNsmUjWEZq9bt264ubkZ/q2fMba3tzfkPh88eJBNmzbxyiuvGO63fPly7O3tGTVqFL///ju7d++msrISNzc3Xn75ZebOnculS5c4cOCA4Xn1QdL8+fNJTU1tqkO8paSkJEaPHs3KlSsZMWJErW3nzp0z/H92dja//vorwcHBADz00EP88MMPlJaWUllZyerVq5k8eXKTjt0UWFtbM3bsWNauXUtKSgqzZ89m//799O/fn0mTJrFu3ToKCgqoqqpi0qRJbN68uUUFzbt37+bVV19l+/bthveUnkql4r777mPp0qUiaBYEweyJwFlocfT5yf7+/hw+fBhZllm7di2SJFFVVQXAypUr2bNnD6+++ipQU5JtwoQJLFu2jMcff5ynn36adevWERYWxocffoi/vz+///47UDPzbGFhYegO11R2796Nu7s7n332GatWrcLd3Z2tW7cC8MILL1BUVMT8+fMNZed27NgBwLJly+jVqxdBQUGMGDGCefPmGdJXhgwZwsMPP4y/vz89evRgxIgRjB07tkmPy9RYWVkxcuRIvv32W1JSUnjppZeIjY1l4MCB9O/fH51Ox/vvv2/sYTaZPXv2MHfuXLZt20bXrl2NPRxBEOpFYaQf8yUaoAgt1sGDB0lJSUGlUrFmzRoee+wxVq5cSZs2bYCaetA7duzg4MGDzJw5kz/++IMOHToAEBAQwCOPPMK8efNo1aoV48aNY8CAASxYsACAFStWcOjQIb777juzqMgh3BmtVsvUqVOpqKigU6dOREVF0alTJ9RqNePGjcPZ2blZvgb279/P7Nmz2bJlC35+fsYejiCYMpM7Abi7usiZx/YYZd/Kjt3MtgGKyHEWWqy+ffvSq1cvxo0bx5QpU5g6dSpTp06lqKiIvXv3cvDgQWJiYli5ciVqtZoOHTpQVVXFrl27sLS05PXXXwdqZpgPHDjA22+/bXjuAwcO0K1bN2MdmtCE9EFzhw4dWLp0KUqlksWLF3Po0CEiIyMZOXIkLi4uqNVq1Go1bm5uzSKIPnz4MLNmzWLTpk0iaBYEc6RAlKO7DWLGWRCuoK+4oVdVVcXRo0dxdHSka9eu7Nq1i/Xr19O7d29eeOEFSkpK+Omnn1i/fj27d+82PMeUKVMYNWoU06ZNaxZBknB9Wq2WKVOm4ODgwLJly677t5Ykibi4OMLCwti0aRPt2rUzBNGdOnUyy9dHTEwMjz/+OD/99BN9+vQx9nAEwRyY3Bvd3c1Fzjy21yj7Vrr5ihlnQTBH+jQK/X/1QbNOp8PCwgIrKysGDhxouL+joyP33nsvw4cPB2oqCRw6dIhZs2YZ7nPkyBF0Oh1OTk5mGRQJdadUKpk4cSKTJk264d9aqVTSu3dvevfuzYcffsjJkycJCwvj4YcfxsrKyhBE+/j4mMXr5cSJEzz++OOsX79eBM2CYO7M4JxjasSMsyDcws1ylL/88kuqqqp46qmnDPVpn332WaysrHj11Vfp2LFjUw5VMCOyLHPq1CnCw8PZtGkTOp2O0NBQNBoN3bt3N8kgOjExkYceeojvv/+ee+65x9jDEQRzYnJvaHc3FzkzZp9R9q107Wq2M86iqoYg3MLVtZqv9PzzzzNv3jxD0Hz27Fn++9//MnPmTBE0XyUqKoqQkBCsra2ZO3durW1LlizBz88Pf39/AgICWLdu3TWPLy8vp2fPngQFBdW6fdWqVXTt2hVvb29mzpxJdXV1Ix5Fw1EoFPTo0YO33nqLY8eOERERQZs2bXj22Wfp27cv7733HvHx8de85owlOTmZSZMmsXr1ahE0C4LQYokZZ0G4A1fORh85coR169bRuXNn5s6de02+dEt3+vRpysvLCQsLo6SkhMWLFxu27d69mz59+mBnZ0dmZibBwcEcOnQIb29vw31eeOEFysvLOXLkCHFxcUDNF5VBgwYRExODs7OzobPfnDlzmvjoGo4sy6SnpxMZGUlERAS5ubmEhoaiVqsJDg42ymvqr7/+Yvz48axYseKaOuCCINSJic447zfKvpWuPmLGWRBaoitno4uLi3n00UcNs6mmeKndmHx9fQkMDESlunZpxbBhwwyz9h4eHri4uJCZmWnYHh0dzblz55g6dWqtx4WHhxMaGoqLiwsKhYLZs2ezYcOGxj2QRqZQKPDy8uKll15i3759/P7773Tq1Im33nqLwMBAXn/9df788090Ol2TjCc9PZ2JEyeyZMkSETQLgtDiicBZEBrIsGHD6Nu3r+HfInC+PdHR0RQUFBh+l4WFhfzzn//kq6++uua+GRkZdOrUyfBvLy8vMjIymmysjU2hUODm5sbzzz/Pb7/9xoEDB+jRowf//ve/CQgI4OWXX2bv3r1otdpG2X9WVhZqtZpPPvmEMWPGNMo+BEEwFkXN4kBj/JgxETgLgtAgBgwYgIODw3V/rpw9vpn4+HhmzJjBxo0bsbGxAeC5555jwYIFODk5NebwTZ5CocDZ2ZnZs2eza9cujh49Sp8+fViyZAkBAQG88MIL/Pbbbw2W433hwgXUajUffPCBaJUtCILwN1GOThCEBnHw4ME7enxiYiJjx45l9erVDB482HD7vn372LdvH6+88goVFRXk5+fTrVs3kpOT8fT0JCUlxXDftLQ0PD0972gc5qJDhw48+eSTPPnkkxQWFrJ161a++eYbnnnmGe677z40Gg1DhgzBysqq3s+dnZ1NaGgob731Fg899FAjjF4QBNNg3rO/xiBmnAVBMLqkpCRGjx7NypUrr8mjTUtLM/z8+OOP9OzZk+TkZAAmTpzI1q1buXjxIrIss2LFCiZPnmyMQzCqdu3a8fjjj7N582YSEhIYNWoU69evx9/fn5kzZxIVFUVFRUWdnisvLw+1Ws2rr77KlClTGnScXl5edOvWjaCgIIKCgti4cSMAZ86cYeDAgfj6+tK3b18SEhIMj7nZNkEQhKYmAmdBEJrE7t27cXd357PPPmPVqlW4u7uzdetWoKZiRlFREfPnzzcEVTt27Ljlc3bp0oV3332XQYMG4ePjg6OjY61mNC2Rra0tkydPJiwsjFOnTjFhwgQ2bdpEYGAg06dPZ9OmTZSWll73sfn5+Wg0Gp577jmmTZvWKOPbuHEjcXFxxMXF8fDDDwMwa9Ysnn76aU6fPs38+fOZPn264f432yYIgtDURDk6QRCEFqCiooJdu3YRFhbGb7/9Rt++fQkNDeWBBx7A1taWwsJCQkNDmT59OnPmzGmUxa1eXl5s3ry5Vi3unJwcfHx8yM/PR6VSIcsyrq6u7Nu3j7Zt295wm4+PT4OPTxAakcnlRLi7ucqZcXeWYne7lM6dzbYcnchxFgRBaAFatWrFuHHjGDduHFVVVfz666+EhYXx9ttv07NnT1JTU5k9e3ajBc16jz/+OLIs069fPxYtWkRmZiaurq6GMoUKhQJPT08yMjKws7O74TYROAuCYAwiVUMQBKGFsbKyYtSoUaxatYrU1FSefvpphg4dyrx58xo1aN6zZw8nTpwgJiYGBweHRksHEQShjkQ5unoTqRqCIAhCk7tw4QK+vr6kpKSIVA2hJTC5aNHdzVXOPP6nUfatdPIy21QNMeMsCIIgNLrS0lIKCwsN/96wYQPBwcE4OTnRu3dv1q1bB0BERATu7u74+PjcdJsgCA1BYaQf8yUCZ0EQBCAqKoqQkBCsra0NbdP1lixZgp+fH/7+/gQEBBgCOYBNmzYREBBAUFAQPXv25I033uDKK3kLFy7E29sbb29v3njjjaY6HJOTnZ3N0KFDCQgIwN/fnz/++IPvv/8egK+//pqvv/4aX19fFi1axHfffWd43M22CYIgNDWRqiEIggCcPn2a8vJywsLCKCkpYfHixYZtu3fvpk+fPtjZ2ZGZmUlwcDCHDh3C29uby5cvY2Njg1KppKqqisGDB/P6668zfvx49uzZwzPPPMPhw4dRqVQMGjSId999V7SvFoSWx+SmWWtSNQ4ZZd9Kp04iVUMQBMGc+fr6EhgYaKjgcKVhw4ZhZ2cHgIeHBy4uLoY24ra2tiiVNafSiooKKisrDQvsNm7cyGOPPYaNjQ3W1tY88cQTbNiwoYmOSBAE4eYUCoVRfsyZCJwFQRDqITo6moKCAvr27Wu47cCBA/j7++Pk5MR9992HWq0GICMjg06dOhnu5+XlRUZGRpOPWRAEQWgYInAWBKFFGDBgAA4ODtf90c8e30p8fDwzZsxg48aN2NjYGG4fOHAg8fHxZGZmcuzYMfbu3dtYhyEIgtBwRDm6ehMNUARBaBEOHryzDlmJiYmMHTuW1atXM3jw4Ovex9HRkdGjRxMWFsa9996Lp6cn6enphu1paWl4enre0TgEQRAE4xEzzoIgCLeQlJTE6NGjWblyJSNGjKi17dSpU0iSBMDly5eJiooiICAAgIceeogffviB0tJSKisrWb16NZMnT27y8QuCIFyfKEdXXyJwFgRBoKZyhru7O5999hmrVq3C3d2drVu3AvDCCy9QVFTE/PnzCQoKIigoiB07dgA1CwD9/PwIDAxkwIABDBs2jKeeegqAIUOG8PDDD+Pv70+PHj0YMWIEY8eONdoxCoIgCHdGlKMTBEEQBEFoXCY3zeru5ipnxR81yr4VDu5mW45O5DgLgiAIgiC0RGa+UM8YRKqGIAiCIAiCINSBmHEWBEEQBEFoccy/NJwxiBlnQRAEQRAEQagDETgLgiAIgiAIQh2IVA1BEARBEIQWSaRq1JeYcRYEQRAEQRCEOhAzzoIgCIIgCC2NArE48DaIGWdBEARBEARBqAMx4ywIgiAIgtASiQnnehMzzoIgCIIgCIJQByJwFgRBEARBEIQ6EKkagiAIgiAILZLI1agvMeMsCIIgCIIgCHUgZpwFQRAEQRBaIlGOrt7EjLMgCIIgCIIg1IGYcRYEQRAEQWiJxIxzvYkZZ0EQBEEQBEGoAxE4C4IgCIIgCEIdiFQNQRAEQRCEFkmkatSXmHEWBEEQBEEQhDoQM86CIAiCIAgtkVgcWG9ixlkQBEEQBEEQ6kDMOAuCIAiCILREYsa53sSMsyAIgiAIgiDUgQicBUEQBEEQBKEO6pKqIebxBUEQBEEQmhUFIsSrPzHjLAiCIAiCIAh1IBYHCoIgCIIgtERicWC9iRlnQRAEQRAEQagDhSzLxh6DIAiCIAiC0IQUCsURwNVIu78gy3JfI+37jojAWRAEQRAEQRDqQKRqCIIgCIIgCEIdiMBZEARBEARBEOpABM6CIAiCIAiCUAcicBYEQRAEQRCEOhCBsyAIgiAIgiDUgQicBUEQBEEQBKEO/h9ujNjmSwkmEAAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "torsion = spline_fxns.torsion(u, tck[0], tck[1], tck[2])\n",
    "ra_eq, cdf = hist_equalize(torsion, 100)\n",
    "\n",
    "fig = plt.figure(figsize=(12, 10), dpi=80)\n",
    "ax = fig.add_subplot(111, projection=\"3d\")\n",
    "im = ax.scatter(pts[0], pts[1], pts[2], c=ra_eq, cmap=\"Reds\")\n",
    "ax.set_xlabel(\"x ($\\mu m$)\")\n",
    "ax.set_ylabel(\"y ($\\mu m$)\")\n",
    "ax.set_zlabel(\"z ($\\mu m$)\")\n",
    "ax.set_title(\"Branch from Neuron Trace Showing Torsion Percentile\")\n",
    "cbar = fig.colorbar(im)\n",
    "cbar.set_label(\"Torsion Percentile\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}