{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matplotlib limitations\n",
    "\n",
    "Let's start by importing the tools we need: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "np.random.seed(0xdeadbeef)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we create a sample of (x,y) points. In this sample, 100 points are drawn from a Gaussian distribution centred at (0,0) with a width of 1. On top of this, we add 100 points drawn from another Gaussian distribution centred at (1,1), with a width of 0.05. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x115ec5a58>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample1 = np.random.multivariate_normal([0,0], [[1,0],[0,1]], 100)\n",
    "sample2 = np.random.multivariate_normal([1,1], [[0.05,0],[0,0.05]], 100)\n",
    "sample = np.concatenate([sample1, sample2])\n",
    "plt.scatter(sample[:,0],sample[:,1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the number of points is not too large, we clearly see the two distributions. But let's add more points now. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x115f285c0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample1 = np.random.multivariate_normal([0,0], [[1,0],[0,1]], 5000)\n",
    "sample2 = np.random.multivariate_normal([1,1], [[0.05,0],[0,0.05]], 5000)\n",
    "sample = np.concatenate([sample1, sample2])\n",
    "plt.scatter(sample[:,0],sample[:,1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we just get a blob of mess, no way to see the two distributions. Of course, it's possible to tune our plotting options: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1160e9908>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SsfuvG9bVfhcr/SQ667HfLN9C7xAhJfQ1+9010M4iODseIRoOML+ZA2A07O/JvLQ61loLaCMro/u703NjJfdlL/GKua1skXdvbXbk/uumdXVQxEq/0m+WbxF1g4UIKaGv6fev7Vap9oJsdRGcGYvwm2ef2HWMVDt0YsFuxcr49rV1DNOqGyfVrUXHPbYCvPjE1K7neb9bVweZfro2/SbqhMaIkBL6nv3ytd3JF2Src9JPX7jNWhmbWdy6tehUHvvgSGjX+93v1tVBpp+uTT+JOqE5REg9oPTTwvqgUPmCvLCQ6Mk1qCY23PH08vo3UzrBu00zi1u35rQbC+t+s67uJ/rp2vSTqBOaQ7Ftu+cHff755+3z58/3/LiCg5iO94bKGkkKEKxoqNsNXr20zHfPLfDo5DBJTefFJ6ZKbqteXf9m7rl2BF8351Q+NoS9Qu69/kNRlPdt236+2t/UDux8TlGUtxRF+URRlI8VRfn6bvcpdBfvV7xhWrjNXIXu4n71/tKZo5w9NU3Qr3b9GiwlNF67tMz8ZpY3rqxRMCyAnl//Zu45bw2plaRTJ2tmzKnUXa+4ZrfmtNGxlxIa793eYikhz087yPzVptG9J/QXnXDtGcD/YNv2B4qijALvK4ryum3blzuwb6EL9MJ0LF9U1XFjm5YSGm9fW99xDXYzb9V+uxjXCPpVXjx5iJvrmVKl8GrH7ibN3HOz4xGKhsUbV9YAx5LWTIB3vTnt1n3YC6vufn6GxCou7Cd2LaRs214Glrf/f1pRlE+AI4AIqT6l2/EA8pJsTLVrsJt5q/VbbwPfw7FISZj0Oh6k1jErxcJXT02TyhslN6Q30LaRsKg8BtC1+7DbAcGt3guDIrrccW5kChJQLewbOhpsrijKMeA54Eed3K/QebqZCSdZJ81ReQ12M2+1fltLwHTy+jfbrqbymNXEgmstqyzE2ayw8B6jnarxzdJtq26rTZ4H4cPFO86iYWGDBFQL+4KOCSlFUUaAV4D/1rbtVJW//wbwGwBHjx7t1GGFPmRQsk68X/HQ+yy2SnYzb/V+22nRXDlv7barqSYWPvPwRFXh147I7MZ9WC3zMOBTSvFYu51nV5RuZYsUDaupsQ/Kh0vlOF98YoqDI6G+t6IJQiM6IqQURQngiKh/Zdv2n1fbxrbtPwT+EJysvU4cV+hP+imVuBZ7lUFXzwXTzLx9eDfOxcUkz8zGeO7oeN3fdsPdU2n9+OKJybbb1dQSOtWEX7v95Dp5H1az/MyOR9qyBlW7NksJjd959RMubYvS45MjfHU7pq3ePgflw6VynL0sJCsI3WTXQkpRFAX4NvCJbdu/v/shCfuBfi+i6f06dtxSNqfnxrv6Rd+MC6bavLmLbjJX5Hde+wTTsvGpCr//i6d3iCnvotypBd5LpVUBIBoOcHMtg27ZHNmu/9QMM2MRXjozVxKG4Ljj2hWZtY7RzbgooGVrUK1rsxjXSOeNkig1LKupQqCD8OECgzNOQWiVTlik/g7wq8AlRVEubP+3b9q2/WoH9i0IXcH7dTwa9qPQ/XiNdlww3kX39kaWgm4yNzHMclLj4mKyTEh18li1xFc1q8J0LMzvfa+IaVlEtkVAMywlNF4+t4BhWpyf38IGQnWsgnstzmtZftppOl3t2syORxgN+5nfNAFHoLYiSgdBmAzKOAWhFTqRtfcOoHRgLILQM6pleHX7S7kdF4x30d3MFFhOKiwnNXyqUrLidONYtcRXNavCYlxjOhZuOUan3CoYBxQenRvrqFWwWfdmM9vVsqi003S6lkvzm3vUQ7EVBiVDUBB6hbSIER5YKr+OO+H6anS8Rotu5f69i+5ULMKvfPYhlpL5HTFS7RyrkmbFV+W8tRuj4/1dNBzoeBbXUkLjd1/9hFReJ6Cq/PynZ6uKk0aWuMprsltLWb1r02hfey1iBiVDsFn2ej6F/YEIKWHPGZSX2W7rPLnn+JmHJ1raf7txJbtZ4L2ZaFDfWreb+KVuWgUvLCS4eC9JQFVYTuVJFwzePji847rVs8R1Szg0e20qMyT3WsQMSoZgM+w3USjsHSKk9hmDIkpcOvUy68V5t7uINHuO9WpB1bOQdBJ3f81mNDYjEBsdr1WrYKvopoVtw4GRYKl1TLMWtb0UDlUzJLUiw6EAKa1YdSzdfg4GJUOwGfaTKBT2FhFS+4hB/MLqxMusV+fd7iLS7Dk2s/9enGuzGY3tNBnuFtUExOm5MU4dibGeLmDZYNt21XmtZ1Fr55q3I2Zqtffx3jdb2SJXVtKlrM2AT9mxD+/1eOnMHLppVx1Hu4JrP2Xe7SdRKOwtIqT2EYP4hdWJl1mvzrvdRSTgU4jndHLFFNFIkFo94JrZ/26sYrX2Wy8uq15GY+VYLiwkePvaes+FfC1x6QZvu67KWqICarvaWr3m7QjdRu193LmfGA5y8vAow8EA2aKObpaX4/Nej2urKb715g3GhwI7xrFbMb5fMu/2kygU9hYRUvuIQfzC6sTLrJfn3eoi4qb4h/wKBcPmpTNzgOM6S2lFCobN1144Xgocb7T/di0kv/PqJ6TzBqNhf1nl8WbisoCy/+/WeqocCzRfU6mTLqh64rITi361fdQafytCt1HfuZkxp87W969vMDEcZDoWJhpx3JOuIPfivR4FwybkV6qOo1JwvX55lS8/OfVACon9IgqFvUWE1D5iUL+wdvsy69R5dyO+xF20TkxFWYzn0E2bxbhGSityd0sjndf51ps3+O2fe7qpOKh651rrNxcWEly6l2Qo4GN+0+TCQqKm+8i7iLt/d+OfqomuSsH19rX1hiKv0+7JXn9A1Bt/s2OpVlm/8jdLCY1vv3O7VOn8mSMxfv3vPlzTslaZLPDyuYWq43DHeG01xZWVNACXl1MDEQogCP2ICKl9xoP6hbXb8+5W7FGthbVg2KTzOqPhACG/0lKmWC0LSb3fmKZFzgbTspoaX7X9VRNdn3l4ouw4zQjaTrtie/0B0cgC1kwPvsp9VOs7txgvr3SeyjvuvHpB/d57YyoarivGX7+8ilY06wavC4LQGBFSgkD34qxqLfJfeXKKxa0c0bB/h5umnbHU+810LIyigKYbhPwq07Fww/FV218z1pZmBG03LEi9/IBoNH53HPWEbeU+qtW3mh1vXOm8Ue/GWnMyMxbhmdkY//IHt7m1ka0avC4IQnOIkBIEuuseqlzQPrwb51/8zU0Kukm6YPDrf+fhXWeK1fuNbto8fSTGcChAtrAzSLnaglttf52y/AyqC9rFjV1yewS2kxTQzBy4wfJvXVljM1vkC48d3OHK3Y0VVTftusHrgiA0hwgpQaC3i/vFxSSmZZd65i0l802NpZH1oV4KvzdIOeBTajYHrra/ShdVM3PTKN6slxakTraJWUpoXFhI8OqlZUJ+lcvLKYAdcUu7sd5VFuG8eC+JYVrcS2hMRcMN49uapfK+qJVN2gp7Vcdu0OrnCfsLEVKCsE2vFvdnZmP41Oo98yoLXC4lNN67vVUKHq5nfag1/mpByM1YMZpxUVWjn+qZNdv+pZl5cfe1ktSY38zx4slDLCe1UpmBgmFx9tR0yU3XjjD3jrdoWExFw8xvZHhqJkZS08vE0m6tqJVjhN1VTt+r697N44pAE5pBhJSwJ+zHF1Sz5/Tc0XF+/xdPl1xDbumDagUV3cU9ntMJ+ZVS9p9rIWp2Dl2R9d7trZasGJ2O12p1rtqlUWkBdxt3vqvNb60A8UcnR5jfzHFz3YktCvkVYpEAb1xZI53Xefvaet1imLXGOjseKR0jFgnw1x+vUDAtckWTxbjGp46Ol4mlTlhRveK71Xujkm7Wc6t3v3TruP30QSD0NyKkhJ6zly+obi3grTa+fe7o+I6mw5ULwsXFZOnfc8UUBcMuWR8CPqWtOWzVitHM9vUKelb7TbctCF7XW9GwajZD9oqWxbiGpit1z3N2PELRsLi5nuGxyRF+/tOzTMfCvHxugZvrWQzTYjjoZ9VjpWp0ftXEs9+ncnM9g27ZDAV8BH0q0UiAzz1yYEcWoFcItXJvV9t2txYub1mFgmF3LHi90f3SrfjGXhX6FQYfEVJCz+nFC6raQtFKC41WqXdOzQqHygXhmdkYl5dTLMZzRCPBsvG2O4etWjEabd9so+VqVpduWRC8rrekplctLQDOfBcMizeurAHw2OQILz4xVTWDzsUJx1YIB32l7aaiYd68ssat9QwfLSXRTZvHp0Z2nJ93DlZTeS4uJvGpStlc6KbN1198jAsLCf71j+7w4UICbLBsm7eurPHB3XhNod6sOP3wbpxvvXmDkF8hGgmWVYLfjYXLDcJ39/3yuYWymK526UTgfjv0uj6ZMLiIkBJ6TrdfULUWlcqKzs1aDdx91ntR1zunZoVDtQWhshaQN6anVv0n7/Yf3o2XKmO/cPJQacFsZbGpt30zBT1XU3n+6J3brKXz+FSVX/uJY121IHhdb4dj4ZrCaGYswtlT06TzOo9OjpDUdA6OhMq2/fBuvOSC1U2bkF/l0bmxHec6MRxkZizCgZEgWtFEUcqtW957MpHTubaaRlHAtuHE1ChQnh3pjkE3LQ4Mh9jMFtGt+/fun72/yPFDI0zHwuimXdeF6WUp4VjLbqylGQ0HODpB1W1XU/m2hIlu2owPBToqkjtVdqNVa3S3BJqw/xAhJfScTr6gmmn26r7MvS/kei00qh2j0dd+vXNqRThWLgiVrpt6FrXKv3/p5CH+8V9eZjNbRFHgrStr/JOKCuq7med65+Ydy3Iyz631DJpuYZgWf/yDeb7xlcdbsgY2WgSXEk48VDKns5EplFxv9axL4DQ2fvvaOklN33FtPrwb5+9/5wMKhkXIr/JbP/1UzXN97dIyK6k8K6k8p47E+K8rKpB7449urK1RNCyOHXSyNp+dG+NzjxzYIZanY2GOHRzBMC0m1RAKcG01xUf3UlxadKqdKwo8fSSGT1Vr9kT0shjXCPkVRsMB0nmdghEuZXG6AfcpzWmOfPLwaJnFqhm6VSNst++Ldt3JrX50CA8mIqSEPaETL6hmm726L3PvC7leC41KWrEoNWtpaofKcVRWua78+w9vbVI0LIYCPgqGyfxmtqw9TLM0EnDVaipdWEiwktR4dHKExXjOiVWybfw+FdOyGlbornd89zpXZtyltCJXV9PMjEUYHQ0wHQvviCmqxhdPTALsEF3fv77BVlYnEvCxldX5ZCVds3hp0K/y4slD3FzPcPbU9I74N+89eXAkxFa2WMra/MJjB+smHLhzDfD65VW2sjopTSdXNNF0A0VRWE8XeOZIjIcODjMxHKxpUXJLHhydgIIR5perJDQMBwOYls1wKIBhWi1Zlbplxdnt+0LinYRuIkJK2FN2E/xdz61U62XufSHXaqFRSSe+sjshHBuNI+BTiOd0csUU0UiQzz9ygNcvr7KRKVAwLOLZIq+8v9jQSlOJVxQtVwRSezMLLy+nmIo6VdNfvbTM/GaO+c0cj02O8ORMlOtrGQKqwqHRcEtzWO06Azsy7oZDARQF5saHyBb1uq7byqB0t7q4lwPDQVCgaFqgOP9e7Tq61yWp6RyORXbsB3YKDDdGqjJr8/XLq6S0YllvRq/g/PKTU5yb32IllS+1+3n35iaaYXJnM0vAp/Lo5DB3tnJVLUqV4/DOrZvQADo+VSFb0Ks2R25EP1px+j3eaT9mMT9IiJAS9ozdZm/Vezm6L3O3DlO1F1SzL/x+iZWoN46lhMbL5xYI+RUKhs1LZ+Z47ug4B0dDfPudW/zgxiYTw0FurGdaskotJbQyUXRkLEIs4q+aWegVOaGShSZbcrFdWEgAOy0/9Y5dKx7MKwC2sglWU0ViEcsRAEW9ruu2VlB6pZXiJ08e4q2ra6xnCkyOhPjJk4davi6V23kFjSvklxLOnP3uq5+wls6zlHAKtFYrkglw9tQ0n3/kAPFckb+4sMRqKo9fVbCBTMFwrFUFJ06rmkWp8r5359ab0BDwKR1LxOgH+uUZroaUWRh8REgJe0alpeHCQqKjwaCdfEF1Ipi1k1+dla4bdy5dS8ZyMo++LSDPnprh0r0UAZ+KbpktHceJqbkviv7zJ6e4eC9ZEjXezEKvmL1vobkf7FUrC0YAACAASURBVN3KOTeTYemm2s9vZnloYghFUfjmV58gNhSs67p152oqGubKSpqPl1IcOzi8w0oxMxbhH//s001ds1bvD3AsaimtSMGw+fTRMS7eSzIU8GHZNk9Mx/iFT8+WtnMLdOaKJoZlEVBVcrpJpqBjA7phkdCLqKrCxyspfChcXEhwuqL2VOU92G2B0U+Wln60lIG4HfcDIqSEPcNrUSoaVpmbpRPBoL18QTVTR2q3os7dR7Vg4PJAeovXLi0T3J7Ll87McepIjHTeYDTsr+p68h6jWk0oVxT95MlD/OTJQzsWx8oYqXqWs2YW1kbxYK4AeP3yKkBJQMaGgqXtarlu3XpQF+8lCagKPlXhpTNzLcW9NaLyPCuv/xdPTJLSitzd0kjnddZSeUzTgoAPv0/l+KGRHUHq797a4M6mxvhQgK1ckelYmPHhEKaVZzjoY3w4yNRomIv3EhydGCLoV8tqT0H1yuXdEhje+7Vg2HztheM7YseE/nc7Co0RISXsGd6v4Y1MgTc+We152nSnaCTadiPqKqt0D4e2g4GD94OBP/PwRNlc/vsf3yOEj5RWRDdtvnn2iYYCptmaUHA/eNt1KXpjpGotzq2IyWZT3r/85FSZRayyj2AtcfTVU9Ok8gaPTg6T1Ko37G3XmlLtPCuvP0DBsEnndUbDAUZCPiDIcMjPo4dGSmLXOw8+VcWvOsfwqwp+RQEf2CgcOzjMSiqPphsUDIvVVB5Q+LcfLnJoNEQ0EuSLJya7Vr+rWomOjUyhTCx+680b/HabWaP9zm4sb/3sdhSaQ4SUsKd4Y5nevrbe9bTpbrkaGi387Yq6yt5rNmBaFrYNN9bTDAX9pQrS7lx+eDfOR/eSpbT9gE9pyupQL3i/mlUp4FP4/vUN5jeyPDUTZTnpBEt/+cmpqsfyBq0nNb2uK9e9dm5cVS2817iVPoL1yh5UznutfdW6l6rNY+X1Pz03xnQszLfevIFlWdzZynHswDCKovCzz86UZRt6z+/b79wmnTc4Mh4BG+4lNGzbZm5iiLGhANOxCJGgn0jQx7s3N7m1liWtGTy6Hd7VqOJ8M3Fs1VyU1doaFQyLpGaUxGLIr+wQb/3k+muXTlib+9XtKDSHCCmhL+jWV5n3BdVNV0Ot8XsXinbOr3JRfvGJKQDSeaOUBfdH79zmN8/eryC9nMxj2xAJ+DEtp47Tc00cqxmx553Dj+45VbzTBYM7W1kCqmMuubycqurarMzka8aV+/a1dQzT4u1r6zW3ca9xo15xlYt2vevRyIJYb/GsNo+VxwOneOXXXjjOxcUk/+nqGgdGQmxmCnzn3MKObEN33988Gy6zOhqWTbZo8taVdR6bGuHnnztAtmgyv5Elr5v4VIXFhMbB0RCn58bKgv4/vpfk9curPDMbYyoa5ndf/YQP7sYxLJunZ2JVa45Vc1F65+n71zfKxPJPnZrmjStrpSrqlfFa+8H1JzFOgggpoW/o9lfZYlyr62po9eu4WuBuo8W22dpJLu6i7PYvcytZ66ZN2K8S8Kmk8vczzpYSGjfWMgAMBX3k9NrjraQZMevOYa7oBD6PhAKE/Cq6ZTMa9jMcDJDSiiWLijfN3hu0/szcGHc2s3UXH/dY7j4bJSPUE4K1hE+7rsV6i2c9d2i1eKlPzY1xZSWNQgobpdRe5tpqaoeFz/3nudubXFlOkysaTI2GyBQMTMvmP15Z46Uzc3z/+gaL8RyRgI90weDsqenSsV+7tMyt9Qw31jOMRQIE/T7+3tOHWYjnyBQMsOHjpVQpu7NWU+Wb61ni2WJZnOPFxURJLD9zJFYzps57fQfd9ScxToIIKeGBYXY8UhaX4nU1tGqeb2b78kWntbIDLjNjO/uXfenkIZYSWqli+bEDw6U0efcLX1EUopFAKd6m2fNrJGYDPoUrK2kKuommm6iqSq5oMBT0Mb+ZJZErEgr4SOaKvPLB4o5mvG7Q+hceO8i9hFZ38XGPZVo2tg26YROr09KnnhBs1WrQSFQ2WjzrzaN3LNdWU3z3/AIKNkG/j8PREKrqCOcrK2kAzs1vcfbUNAFV4b35Lf7m2jp34zlsG7AhFgmgqgrHDgxhmE6x01/49CzXVtOlBIMXtks3vHlljXdvbZLKGxQMm62sjqLqvHNjnc10Ed1wSkiYtsXt9QyvXlousxy+dGau1J/QOZbFr/3EMWJDwVKcoyuWv7ot3tz5qKTe8zhISIyTIEJK2DWDEucwMxbhay8cL2vY6i6ArS60zZRucLPD3Ka4r15abrkYJuzsX7aUzPP0kSgKCpvZIj//6dky19aJqSgAn3vkYMma4f7NtSTUE3WVMTDe89JNm5OHRxkOBtjI5DkUDXNnM8eBkSAX7sZ5bCrKUFBlKZkvm5/lZH5HBfFGBVFLxwoFWNjKlXrNtVNdvh2rQSNR+cUTk2xli0wMB6vOXS1Lp3csSc3Atm1Cfh+5oiNMXXcfwHQswhtX1liM57i2msbYtkYqCsTCAVCceVKAN6+ucTga5r3bm2xkRna0qXHdq+mCgW46xTx1ywYLhoM+QuMRUppOIqdjmjZ/8qM7HJ0YYiVVKNXaWk7mmY6FubKSRFWcc/jOuQV+++eeZnY8Uoo7c8teNJrfWs/joCExTg82IqSEXTEIxeS8C9lzR8f57Z/bWRuo1YW2XrkBr9uoMjusnS/uyrG5tZsM0+JYZLgsw6toWFxYiBMNB8pcQs7X/31R91oNUVctuN0bxzQ77rQYMUyLqVikFFyc0hxL1FBQJRoJltWXqixt4Y630eLjPdbkaKipXnK1aNZq0MxHQbUyFH/+wSIPHxzm1nqWMY/VDMrrRf3ymTliQ0G+dPIQn6ykWUnmWU8X2MoWCW+38gFK2Yg317MAhP0+dNPGsmxsnGbHuaLBSNgJLDcsi3iqSDJX5OZahmgkwCOTI3zjK48D8N7tLTYyBWIRP5MjoZLr1eXHiykOjYaYGA6SzhuoqkI8q3NsQsE0Ld6/G+fgcIg/fucW19YyaAUDn09lbnyoZEnyZo7WK3sBNHweBWGQECEl7Ip+D7RsNjamVfO8d/t6pRtqZYc1u2DXClSvZc1xkvgVKpP5Z8YinD01TTqvlwKBa8UludfzwkIcUHh0bqx0XtUWS3cs1aphX1xM4lMVPrwbb/keqRag7R7Hm9XWLPWEm5ux9sr7ixjb8V7fPPtEzTgxw7RKPenyusV781u8Px+naFn81KnpUlkKoBQHFM8W+K2/SPH41Ah3tnIcGg2zksrz2NQoFxcTRAI+1tOFUqzQ1198jLeurPHnHy6ymS1gmI6IUoBwQOVwNETRsLizmaNgOIHlyva1T+cNrq2k+Af/7iPGIwF0y8KwbMJ+H0XTcd8ZlmPJAlAVhaloCE03t8/JRLcsrq6mCQVUwn6VtVSe62sZDMvCsiGgwvhwkGgkWFZ2ojIO0PsMFgwLBap+dDTLoFjAhQcHEVL7mF68cPo90LKZ7KvKgPFm8QYP1yrdUE2gNZtaXy9QvdpY3YBur/DxbtMo5R/Kg9t102YoWL35s3e/1cbirS/lLp7N3CONAvihelHJ3eDO9fxGlo+WkkxHw2i6yZ+9v8gvbLtNvbg9DS3LESSrqTzYMD0WZn4zx9WVNCeno6XzdOOAVFUlXzTJ6xamZTvJAEUDt0aUZdvEwsGShSfgU3jlg0XmN7KYlk004senKBQNi6JpsrClYXgUswKYto2KjaIq2Dbc3cxyzbAI+pyMyiPjESaGg/gVhY1MAX1bnOmmxYd3k4yEfNhAwKdydDREOOAj5FeZGx/mwuIWlm1jWo5gV2yFn3l2hidnonXLTpSL8wRgc3puvHSPuts0857qFwu4iDnBiwipPmY3D2uvXjiNLDl7/cJpJ5OrVRrNQaUYaMaK146lr9q5tpLy747VDW6PRfz4VZUXn5gquQGbvZ5Ozag8j04Os5zUeGI6xvHtwPdmXGa10uFbEcbu9o3G6u7zwEgQ2wataJDIG/ztjQ3uJbSy+6K8p6HKN7/6BGvpAv/i7RtkCgYHhoP8l8/P8dRMtHTsr71wnN/73lVurWfQDJPbm1l8isJHS0nSmpNt9+jBEQJ+lVjETzQSJJkr8gdvXOf6WgbTsvGrMBT089jUKPFskdWURjp/v92Pun394zmdgE8hkdMxLJOC4bgB85bJUNDPUNCHT1W4u5VDURUCgGHZ+FQompRELzaMDwVQFIXlRJ6tbJGCbuHftjqqQDCgMj4cZDmZLyt5UHlNvPflaNhfJqoDPqWlZ7AfLOD9IuaE/kGEVJ+y24e1ly+cWpacds+hk+Krk5lcjY7T7G+bseK1Gxxd6QprJeXfpTK4/eBIqCVLmusim9/McnUlhWWDVjS5l9BqBiAvJZxinqtJjfVMsWY6fLPCOJHT0XSzJEyaqaJuFx0hNBL2oSgKT81EdwgD957xtqT58lOHeXImWmqTMxUN81v/7iPuJTSGgj7+wU8/ydlT0/yb8ws8GvKxmNCYHA5xdTWNjeNGMyyLnzt1BMOymYmF+c65BVaSGqZlYVhgWhAO2PzMszMcGg3xjT+7iIVHSKmORSpvmIQCAXw+hZDfR75o4jjwbMIBJ6bpc48c4N+8v8BGpkg8W6Bg2pjbu7ItG3u7bc6dzRxzE0OoChwZi3BjPUM07CevFwn5VQqGxa31DFdW0txcy3B5KcXRA0OlArHe+/KlM3Nl81NZTqHZZ7AfLOD9IOaE/kKEVJ+y24d1UF843fja62QmVydo1jLUaJtqgtN7ro0KVNai1rw0Yw36gzeus5LUmN/McepIlB/c2ERVFNYzRYBSXSR3f17Bl9KKXF3NoGAzPhyqmg7fjDCORQL87Y1NbNvm4GiIoxPUPXfvQv/zz82iWzavXlouuUC98T+15ua5o+Ml69mfvHuHv721gWHYWNj8j69cZDTkZ3Erx1bOaTJ8b9st50gcm/nNHG9eWWNsKMD3Ps6TKxqMRgIkNacQWNCvEA44bjfdsjkcDZEtGLD9+4mhIMupPKZhkck7mYBBVSFn2wR8YNsKz86O8TPPzqBbNj5FIV80sLZdg670sQC/ouDzOa7BSNBHwbC4vJymaJhEAj4CPpVoOEDAp5DM6aynCyiKQqpgcGczt6NAbGUboUo3dSvPYKuxjN2gH96tQn8hQqpP2e3DOqgvnE597TVj1drLOWrGMtQoOLqyNUdloHcz819LjFWbl0b7c6/do5MjzG/mWNhyLDKRoJ941slMiwR9nJvfKgs4dqtjn5iKktctkprOVDRUMx2+kTC+uZ4BxSbgU4lnC0xFww3jsu4v9I54Pz03VopTqoz/aZSZNr+RxbKcAG7btrkX1wj6ncKpbkiTG9tk47jl/CosJzUOjgS5upwip1uE/ApBvw9LNzEtSOV1/uSH8ygqrKYLTI6GSOSKFExI5nUKhuNyy+smNpDQdAzLcd3Z2Lx5dY2/ub7GxEgIw7ApGBamaRPyK2ArjI8EiIb8rKQK5IomumHx4Z04kaAfy3IyODMFHVA4MBJkZizC7Y0sdzZzJLQiQZ/CcNDH3a1cWXmNes90O89gq7GMnaYf3q1CfyFCqk/pxMM6iC+cTnzttWLV2us5apfKoo7fevNGqa2IV1S5/eq2ssVSaxCvpaDWPNWaly+emOTWegbLhtVUfofbrWBY3FzPcnxyhJ88eYh3b21iWharqQKxSIATU1EuLCTI6wZz48OktCJb2SLxnE6umOJQNMx/9ZmjLCXzPDMba8qC6c0YfOnMHB8vpbi1nnV6EqLwy2fm6sZ3VVvoP/PwBDNjTv2tlFZkOHS/Yrv7t8pxeN2KY5EAiZyOgoJfVShsi6FqWMBGRiepGdxcz5QEkaY7AsvcrndgFG2urmacc7Vs0pqOrThuP2t7307A+fZ+K1I3LduJg1pJFgAYCamgOqUVQgEfTxyOUjAsLEArGBRMG61oMDkS5M5WDtsCC4Vo2E844OP03Bjn5uM8PTPKj25vYVk26+kCpmXz5x8sAk6CQ6NnehCfwUEcs9A9REj1MfvhYW31HDohILsdw9BM0cV299Ms5XWsHKtCLVH12qVlLt5zCjyeOhIrpfVXirF6DYddobCa1Dh/J0407Oc7793hp07N8FPPTJfcWo6LyGYo6FTTfmG7PUgyV+Q75xa4tpoi4FO4ta5t9wR0Ckw6wds2Xzp5iP+4XTX78nKKqWi45txUq+cUjQT54olJnj4SLRUNXUrm+fBuvGZmWa2FfimhcW01zUf3UigK+FRlR/yPi3cuIcevfv4h/sNHKxQNk7V0gZBfxbBsiqYbsVSOkzlnl/67q7kMa+d2xW2lZAE+xfmn+zuT5skWnKbWR8ad0hhJTef719ZZTxfRigZgY1hweyOHosBQyIdWtBgK+Qn5Vf7DRyssJzVSeQMVhYBfQVUUTh6Ocn0tw3fP3S31SBQLTm32OiFH2D0ipISe00zPt928ULwp/AXDrrn4tcNSQuN3X/2EVF4nGg7wm2efAJpLya/MKNtNLJhXcLrup0pRtRjPcXExSSqvMxTwAU59IVdYeufJbUdSreEw3BcKNgqW7bjNFhN5XvlgkTeurPL7v3ia5WSe1HadquWkVhJms+MRXvlgsSSWXjh5iIBPYTgU4MZqmvVMgU8fHSep6aWK6M1UYC/Vcwo59ZyGgwGMbbOPX1VZiGdZSmhEgj7evrZOyK+UgsQbuZfux3vlKZoWDx8YJhxQWU7m0bfjpeoFwbuB35mCScDnlDY4MTXC3U0nW86JY7ovmGCnuGqExX1LlHPOO4VXIwzLYjWZ5+2r61xbS5PWnLgrVAiqKkG/E4Bu2U6JBEWBgmFycz2LZdskcjqWDYpi47Oc8/zgbpyhoK8si89rxat8/h9kISEZgPsDEVJCT+nFi2NmLMKXTh7in799k2jYz8vnFupaNlrhwkKCi/eSDAV8zG86sSAHR0INLWCV5+3GBXl/A83X03HP093OWxTzj965Xapu/sxsjPPzW8xv5gAYDfvLyiK4QdZAVZHh4goFBRtVcdLrwWminCkYfP/6BtdW08xv5ri5lkHZ1q6Xl1NlMVCL8RwKTm0lrZhnM1vAtuGNK2scnxzBpyokNZ0f3drEsOCV9xeZjoVZTuYBysonuGNKaUV8qkK2qBONBJmOhbGBvGFh206bleWkRsGwm3YvOeUbNPzb47mxliES9PHK+4tllcu9YsxtFpwt6Pxf379FfFuUjIR8nJgaARSOT41yaTFZcr91klZFlFvcM1XQ+fFiAsuy7ws7CwzbKv27bYNq2cQiQaKRACMhPyvJvBPjpTqCTjdtZicixMIBhkL+qvXKqsX21atBtd+RDMD9gQgpoaf04sWxlND4zrkFNjIFCoZFJOhr+jj1vo6XEho31jKYpgXbFh5oLq6r8ryhPFup1Xo6lbhCYCmhlVU3n4qG+c2zT3BhIUE8W2R8OMhqKl+2eL10Zo7z81sl8VUrLs3tlfcrn32I9+a3+KuLy2QKBj5VYWI4SMiv8uLJQ7x/N07Yr5aEk/dcC4bFu7c2CfkVVlMGxw+N8vDBYT64G2c1ledvb6wTzxXJGxZjkQBXV1L8w//vI9bTBfyqwnNHx0uuyUqrnBsX5hYmPTk1yn9K5vl4KcmxgyNVA/Jr3QOvXlrmxlqGrayTbRgO+jgwEsSwqjehXkpo/B9v3eDSvSSZvE62eF/VFE2LeE7Hv22JciuKd0FLtYxeGubO0bgB8a77sGjAZraIbtrEIgFmxiLEc0WwwfZBJOAjFnHKZlT2+XPxZlbeXM/w/esbD7SQkAzA/YEIKaGnNPvi2I2531lIFUbDAdJ5nYJRP2vLe8xaYsYbj6MoCtFIgCOefTaKAak879NzY6XMsHbq6dQ/d3VHWxe470qM5/QyN9fytmXB21rGG8S9nMzv6CX45acOc/bUdFltoEv3kiQ1nbnxIRQouVanY+Ed7XQeGR8BnL8vJzVWU/mSuAj4lO14JJWkprOwlSuZT9bThR1uuWrzVDAszt9LElAVfKojFiuLezaaw2dnx3jv9hbhoA9VgUjQT0BVqzahvrCQ4NK9JFrRLDUEdtENmzsbOadHXp3j9ou4qsS1nikKBFTHbWmaNrpl84XHJllKaMzEIvz4XoKCYaJATQvw7Hh5I++ATyUS8D2wQkIyAPcHIqSEntLMi2O37r/ZcafZ7dEJKBhhvvbC8aZ+X0/MLMY1J3srGODRyWE+9dAE11fTvPHJaimgtrLHWDPn7R1Xs1+m9URmMzWgcsVUmZsLKBNfFxYSvH1tvRTE7faEe/HkobICld7aSVAuJldTeb715g1Cfid+y50fbzudaCRYci1qRbNUiHN2fIhTMzF0y2Io6ONeQkPTTaeitqrscBVVm9PKvoK6x5fWSKSXCnRiENm2RA0F/XzjK4/zgxsb3N7K8uThUYJ+teweUQDTslFQ8Ck2tk1JPPWjQGoV23bElGFZLG0HmS8nNBRF4V5cI6+bKDaE/LmasW0zYzsbeb/4xBQHR0IPrJDYD0lFDzoipISe0+jFsVvrTLtfefVarCRzjqgwLWeBPH5oFMOyeGR8pOkx1jvvZsfcSGTW2o/33FwBo5t2yeJUMKwyYWWYFgoKuYLJ0AEfpmnx/p04k6MhNjIFlhI7Y7q857cY1xgfCuxwg3ljiQ4MB5mKhvnyk2EuL6e2iz86wtcb8/Xtd26zni7gUxW+8ZXHmyrfUK9Z9O+++glr6Tw+VeUbX3l8h6XKncMLCwl0w0a3LKLhABvpAi+fW2AzW2QlmedzDx8o7Xc6FibgUwgHVAioHBoJs5TSyOSNmvFQlRaofhBbB4YCPDET5YO7cXLFcsuaDRR0C02HTMGxPBUUZbs6u7PtWsYpZfGvf3SnZjugymtTr22QIAwCIqSEvqMTcQPtfOVVihAod4cdOzBMJOjj4kKC83e2WE0VyOsWhxoUfGxnzM3UPKpVsqDaudfLTHNEE6WeegCvXVrmx4sJMkWDT1ZSqCjohsX5+S3ubGSZioUZHwqW3H1eYeb+0+vCcd1gAH/0zm0u3ktimhZ/dWmZb3zl8bIWIq6wcc/hm2fDDeei2UKPFxYSnJvfIr1d/fv3vneVb3zl8R3xPG55iJinVc4Pb22iKHBiaoTlRJ5nt8/nvdtbbGQKPDo5go1CUisSiwT5/PEDvPnJKne2tB0iyS3CqVv9IaBckprOjxcSO2pQubjSSgUUVcGwHHub7dleVRWur5XHkL3+8Qo/vLXJ5x85wJefOizuLGFfIUJK6DvatSh1Io3aK0K8LVYcdxhkC06lnlzRRMEmqen8/Q5nGtWztLRSsqDeucFOIeL21ANK7pepaIirK2kUBVaSeRKaQbpgcDeu8cThUb74+KFS7aqQXymr5/S5Rw6UuXDczMRUXiegKiRyBjfXMvzT713l4LAjys7Pb/G5R1KMDwdLlopaorhScHtbudT6XTxbJKHpmKbTnyWpFcvqbn39xcdKcxPwKWX7//wjB3jr6hrLCQ3DgpAnQSCR07m2mqFomJg2HBo1yesmx6dGSWoG8e1WLy4WUGwxy64XGDakC42rUVnAsfEIhmmxkiqgcF9kmdvB9C6vf7zCf/enF7Bsmz89v8D/9oun+fJTh0VACfsGEVJCX9KqRckrPgqGxdlT07t2GVRzhy0n8/zJu3dYjOcYHw4xFQ2Vxd+0i1cENmNpef3yKlC/ZEEr51dp+Ts9N8arl5ZZTRUYDftJ5HSyBQMFUFGwLJucbpZqV9m2jVa0KegmCgorSY1TR2IcjoV3uNei4QBXC2l00+bQaADLskv1p/764xXem98iHPDxzJEYv7mdoVeNyqy9emn07vzawFgkULJIKShldbfc+LBarXe2skX+6feu4FdVvv2388yMhfnU0XEW4znyuommmxQMi2xBJxYJcmJqlKC/c3XMes30aJCCaRPwK6ymiqX/bttOoPhwyM9qpkhQVTBNi+GQs6QcHAkxHQsD8MNbm1i2zfhQkHiuyA9vbfLlpw7vyfkIQjcQISXsC7xp1W9cWSOd10tB4LuxTlVaxp7DiYdxLTC1+sFB8xayarV1GrXU+PKTU1xeTlUtOtrscRtZ/hQgrxssJTSOjEUI+lSCPgvdsgmoEPKpPHxwmIeB755bwLQstnI6P7y1yVDQx2h4sywNHpzr9Ot/92E++8gB/urSMmMRP77tTLCb6xkKpoWqKBiGxVo6X7W+VuX5zYxF6jZo9mZcJjWDRydHyBYNDNPmVz/3EB8sJHbEh7n78ZZUAKc21XDIz8RwkKsrae5uOm7fAyNBwGnD4l6JomlxbTW9XXNrMIlrBs8/5LhaV1Obpf+uKE5Pv7GhIEfHh4hni6gKzE5EuLOpMRLy8fK5BQAmhoOAUiol8fjU6I7jtGtN3q0V+kEuBip0DhFSwp7TiZfZ/Ya1WYCyqsq7eUFWs4w9d3Sc3/65p6uO2Vs2oNlCg5W1dZaT+YauTTdo25sZNxV1LACtZDzWsvwtxp1Gu3MTwywn88yODzM+HMSnKlxZSWFasJkt8K9+dJejExEs2+bxqSg/XkxgA0NBP6ZloZt2KVuvclxPzUTLyie8eWWNK8tpNjJFwGmXkswVeeWDxYYFHOtZ19yMy7tbGum8zuRoiKGgn1jEzwcLiR2B90VP4H1lfa9PzY2hmzaLWxqqqvATxw+QzhucOTbB/7M1j2lZmDaYJhTdKuEDTN6wuL6aZitXLPvvlg3hgI+Az6khNjka4mefneG75xcI+RXSBZPVpFZymz41PcpGpshUNMQHCwm+sF2TrNVnxctus3ulqnhjRGg2hwgpocRePDSdepm51pU3r6zx6qVllpNaXWvRbqkmQLznUlmrqZ6gq6yt4wZm1yunAE4l6XFPMPSFhQTr6QIprch0LLKjaGQr1Koa7oq3G2tpgn4fRcPkwHCIlVSBrVyRoaCPoaCfvGFS1vU9xwAAIABJREFUMMotUV5Lj9eF5sZ4nZgaZToWxrRsfD6FQ9EQP7y1SUorlubx4mKyZrB9LfHpNFO2Sed1RsMB/KritJTZbkTsVk13a2XliiaPTY3yhccOopt26Xg/Xojz3dU0D01ESBdMxiMBQn4fw7EAY0NBgj6VAyMhtrIFsEFBoVgranuAWM0Uq/73tVSBVF7n6MQQB4ZDjEYCTEVDFAyLdF5HNy18qsLBkSBDoQBHQ35Oz43vuP6tPCtedpvdK1XF6yNCs3lESAnA3j00nX6ZXbqXJBbxUzBsXjoz19MHv7JWU1IzuLAQJ6CqpZIBzdbWaWYeAj6FeE4nV0zhU1Veu7SMYVl8dC/JpcUkPp9aVjSyFbwlAP7u8WJZ8PfXXjjOt968gW3bzG9msbF55kiMzz5ygHdvbWJaFgXD5msvHAecoP3KwG2gzAp3YSHBdCzMZraAppvYRRufonBrPcOdLac6ejQS5JnZWMmlWS3Yvtb8umMO+RV0w+bqapqFrSyG5fQf9Kkq85tZPvvwBFdXUiwnNd69tcmv/cSxUnD/1dUMCo4AmxgO8PdOTXNiapTZcacgJ0Amr2Nsx2rbfZWP13mSeR3L9hMO+DEsi61skYJhMzkSJBxQWdjSyBQM7m7leG5ujPGhYFUXamVds2Y/fnab3StVxesjQrN5REgJQHMPTTcsVp18mbnn4H7ZdiIIvJKmi2GqKkNBH+m8wa1Eln//43t1Y7amY2F8qrLDklbteEsJjQsLCV67tOxpBHyAD+/GeWR8hK2s02LFbQRceS1buY7ewGu3fMFzR8f52gvHubiYZCYWJjYULO3rhZOHqpaPqAzcBscC5FrhXnl/kWfnxnh0coRTs35ub2SJhv08OzdOJOjjc48cLFmepqLhusH21c7P6469vppmI1tgI13EtAyur2X4zLEJ8rrJB3fjbGaLjitrI8sfA9/4yuNcXEySyOksxDUW4zlS+QBvXVljYtg599NzY4wPB0vWLRWwFfApCtZ2eYB9YJwqw7IhmTc4P7+JT1XZSBcYDvlJ5Q1OTI2wni4wM+aUivjMwwf4hU/PlgTndCxcta5ZM/GE3mu7mzIK9X7fiXfdoLvFRGg2jwipPqKbD16z1ZxrPTTdslg18zJsdl66/eC3UgzTbYUyFgmynNQYDgUwTIsLC4mqwujlcwslUeRa0qodDxxxspLMM7+ZLVUbnxgOls790KjTtLfZprGVC5g73xsZx03ousDcgGtXxAX9KpeXdzbv9ZaP8P7ejZdy8ZZY+NHtLTIFg7V0npOHR3l0cqSszcwzs7GyY7jB9pXXujKw/OypaZ6aiZbOcXY8wv/7w3lWko5b6tBoiLxuOjWigKJuYlg2lu30pFlLaywn8zwzG+Nf/uA2+aJjbnp6JsqN9Qx/+Dc3URWFrzw5RSJXxNquZm4Cig2jEad5r73PRJQXp6+gxft3EkzFQgR8KoZhkdctlhN5VFVhajTEhYUEr15aJpPXSeUNfun5OR6eHNlx73lLWHip9fx1OgayE++6/eAW261QfZAQIdUndPPBa2bfjR6abpp5K19mXuEEzQdPd/vBb2YO3HNxW6GUYowKesn95u1ZNzN2v9yBE9eUZTmZ57kaxwO2xYlTbfzmeobDsUipd5/7xR9QFZa2BYB3jJUFPavVUCqvjeTUkPKpSinwu1LE1boXAj6nrlRBN51ClRUBy6fnxvjzDxZ5/26cgmHy1EyUoQ0f07EIn3/kAGvpAn91aZlYxF8Kpvcex22i7LoclxIar19eZS3lZPvdS2hcW00TCfh4+kiUaCTIF09MEvSr/GcnDvL2tXWmoiEMy+buZo5YJOBklm33djFtm9VkgVfeX+T4oWEs2+ahAxFWUgU2MkVyRYPVpIZpw8WFxI5WMDaQ0vSalc33GxawkiwwOx5hK1ckFvGxnCgwPuTnf339KgeHQ6yknWB+y7b539+4zv/5K5/akV1Z61nvlaupE8fZL26x3QrVBwURUn1CNx+8Zvdd76HplZm38mX6xROTdcdeLRW+3rx9eDe+o4J2s3iLYVaWHKjEK+rcbLAbaxk+WU7uaCvjBEPfDzZ/bTuuqdqcr6bypVY1iqLw5ScP88LJQzvE25WVNA9NDPH2tfUdLVfcfRYMu6yGkivU3NilG2sZDowEOT45Sraos5TMVxVxte4F3bR5aGKI+c0cWtHgn799k4OjodK8r6byXF1JkSs69Zc+WU6xkspj2zZvXV0r9fg7ebhcsFXeI6fnxsosUVdW0uiGRcCnENqusO5aBMHpaWiYFmeOTXD21DTxbJE//P4tAj4Vn89pdm3bkNB0hkJ+fryY4J3r6xi2zWI8z6fmYnzx8UP84du3nBpade4Z4wERUV5URcG0bRI5k1zRJKebYDui0jBtTBtiET8KNhcXk6X7odF7qlfvoE4cR9xiDxYipPqEbj54nWq50gszb+XLFGo38633BVvNHfjh3Tj//Z9ecLLCVIXf/8XTLYmpWiUH6lnI3IX/5XMLpUUeKIuDmhnb2WR3Ma7xmYcndsz5Ylzj5OFRhoMBNjJ5TE/gjZvmrxUtcgWT+c0c1nYblAPD1du5vHxugcV4jqJhsZEpMB0LlzIITdNCURSmY07G3kwsXFPEVWN2PIKqqhS3M/hWttPhf/vnnmZmLMLFxSSmZXMoGmYrU2B8KEjIr2KjkCsYKFFH1HkFm2t18mbyeQXgiakoWtFkI1NkPVNwikn6HItgNBIsWe4q61K9dXWN9UyBx6dGCfl9LCU18ttR45m8gY1TZDKR04mGg2xlixwYCZAt1u6l9yASDig8Oxfj0r0kK8mcU+18u7aWYdmoKpgWZIsmo+EAz8zGSr9t9J7yvoOSuSKvX15t64OoEZ1414lb7MFChFSf0O6D10z8UKce6l6YeStfptUWPpdaX7C1BNb3r2+QK5gcGAmymSny/esbLb+EK0sONGM59AbBA2WB0y61muxWm59oJEhKK3JnK8e7tzZKWWteV1oqrwM20UiQ9XSeeK7I5x85QFLTy2KVpqLhUuzKG5+s4vepfNbT2mU5qZXG6xVx2aLOianRuufuZsv9k7+8zEpSY3w4RMivlOZsJhYmlTdIaDqqovDsbIyXzy+QKxhsZnUgS9CvlgQbUGZ1gnJB6t43U7EIv/LZh/jjH8xjWjajYT//xbNHyrIXK8dtb/vlQn4f/80Lx/l4KcU/e+M6SU3H2q4NlcjpYNv8eDHOJytJEprOcNBHVjex+qxn3l4RDvj54E6crWyxzBqnKPeLlQ4FVfyqj186M8dUNFwWE9VM/bTVVJ7fee2Ttj+ImqET7zpxiz04iJDqI1p98FqJqxqUh7rWy7SaO68ypb5WzSLXYnFxIUE6r7ORLRDyqfzo1iavHhppqTxAs9Y9N7MOdmYoVYoo9/y8jXurCULXkuRuB+ywyrhCZzGeJVMwtwPGdWwFtrJFHpkcKXNJulaukF8tzdfEcJDDsTDLSY2CYTMTc8TWVraIX1WxtwVaPcumV+D/w59+smol+NhQkDPHJrBtKBgmq+kCxw4MY9lwZSXFE4ejKAolq1sjQeq9by4sJAj4VE4edspJePsIVnJhIcGVlRR+VWEjU2A5mefE1CgPHxxifiOHadmEA05zHJ8P1tNFZieGAPjUQxPcWM1wbS29rwPKmyWe0ynoJub2ZAR9CkXTiTlTFDAsOBQO4Pf7GBsKVm3r1Kh+mmvJnI5FWE5qZe7BXjPomXlCZxAhNcDsl4DGSuqJvmayzqqJncW4RmwowGcfPsCFhQQnp0dZTGh899xCS61k6n01ewXet9+5zaV7jth55kiMX/e0SqmVmei6/7738QpnT00zMRysGhheMCw+98gBfOpOQedaq4ZCAb7w2CR/fXmVkZAf3XQKUlqWvcMlWc0KOB0L83vfu0quaPCP/uJjVAV8PpXjkyN8tUEfw2oCv1ol+NnxCIei4W3rWpaQX+XOVo6HJoYYCvpQFJjfzPLWlVXevrbOL3ta51QTpF5X6muXlpnfzDK/meWxQyNsZAp8eDdedg3c63VrPUNC0/ErCoZts5UtcnpuDL+qspF1qqwHCipPzowSiwRZS21yZzPHSMjPzz47wz978/oOc5TCg2mhUnBa44T8PnRMfCpgOoHoig0BFcIhP08cjpbu71bbOj0zGyuVCvGpSpl7sJfsh8y8/5+9Nw2S4z7PPH951n31ie5GN06CAAGQgChKHIkybdIaWfR4xtZalrTeiNmRYh0zsauYT/5gRaxnd+21I4ZeR8ga7yjslTWznhhZa8keSxZliiJlipREEjxAggRxNhp9V3fXfeSduR+yMlFVXX2BDbIJ9BvBINlVlcc/M//5/N/3eZ9nN7YndoHU+zjuREJjd9fZG7OVni/UXmBHlkSiqkg2obTa2+kpgLnRKnOjlulSy+A3rkgAVHVrVet/r/OqaiZXlxrMljWuLtc5MZohpkodxHBZFHh+qshyTScZUTjSUuAOjqedw3VhscZgKkJZszBsh5gqcXw0HZ5vsN+9uRvim0EsVHTmyhp4HsWmSX9CJa5I2K67bnan+xoFAP9DB/p6/ubhI4NcWaoDfnYt0Iy6d2+GN2Yr/OhCnuW6SU23+MaZGb74yOEOLaperfKBvc2jR4d4a75C03T47utzXFiscXRPKtQtCmxJFio6qYhMRBZxXI++hMpoNsaHD/ZzcbFKNu5zoi4t1lFkEdf1r0U2rnApX2OupPlcoLa4E0EU+BmooXSU/qRKUpVxPI8zUyUc1yflRxWJXzs1xsHBZJip3aqt0+mJHH/8G6duumlku+J2XcjuxtZjW4CUIAh/AfwzYMnzvBPbsc3d2DjWAgy3c7o5AI+vz5S4mK+hmU6HsnUQ3WCnVxfdE+cWVnGSbnaVGUyqmZjCbKmJ7Xh+txKQjiobgtzAxqSiWSiSQCoiY7seDx7sx3H98trfvT7PP15apq7b5KsGc46G7brMlbUwwxRwuALF8I/fs4dPfWAvxYbJC5OF8Hy7PeQ++8B4KL757KVl7h3zV/mKJCLiZxmalrPuuWxUcu3+brD/imbRNB0u5asdmabhdJRnLy2H1i4RWQgB6WvTpY5yYXCd5su+/pVh+9uVRDEkxzuuR0L1u/farWYKdYOBZIRERGYwFQmFRz921wB/+9osTdOmaTp4nothO1gulBom5aZNw5jF9XwBzm4wdaeFKgmM5mJkogpN0+Hjx4ap6hZnpoqIInguPHp0iJmSxrWVRnjfLVR0vt/jWewV7XPbv/zIewOggrgTF7K70Tu2KyP1n4D/APy/27S93dhkdAOGnZpu3i5wF3CJfu/vzyMAy3WzlbXpvRrsJY8AcBp6ktjXI7BvJGja7pc3novx8Ylh9g8k1u1saz+vLz5ymMefvMj1QgPL9bvNXpwshMKXDx7sbxHHLSpNC0G4sYoPhD6VVrt/cBwvTBb40mPHGM12qo53n2c7sJgtNcklVE6OZajpNsPpKPeMpNm3zrm033dmq/TYbivTHe3A8+XrJfakI6tsfYIxaQdMiiTwxLkF/ssL15ktNUlFFSb6CDNswTEI+JmL8oUlrizXmSs1EYQbnoHtVjNBOVEURb7w0IEb98hEji998hj/9aVpLudrlJomuuXDJdMBSXAp1E0/+3Sn1vLawnE95koaC4KG6Xj82XPXGO+LkYuriIKAIMCBoRTXC43wPrMcLwSu4PMJg2u5XtZ3rbL+zcbNzE+7nXm7EcS2ACnP834sCML+7djWbryz2Inp5u0Gd5bjdZijGnZ0w6zHWkrk3cfRa5W5WUHTQKl7TzrCC9eKSKJAzbDDjrP1xieYjP/o0/eFJbZiw2/xDsqPfQmV/QNJ+jSTsmaTUCQqmoVpuzxxbiH0uLt/Itvh29eupt5eXmw/zwBYdHdLBh19xaZJdW71ubSroLfzXaq6zZ5MtOMl2YuAH5R1jo9mwo7C9mi3dgnkGhYrOlda5G7DchlOR3uCQ8f1yMYVHj06FGbnAm+8IOP1rVdmKTYsDg4mQ+JykN17bbrE1386xeRy3ddAanWJiZ7fyi9LIqoikokppAyZlYaOYa97qW/rcDxw2q6fZtrMFDUmcjH6kiqyKNKXULmcr4X3WXtm1LRdPCDSJVgbRHdZ//EnL6JIIqmoHC4WbibWchDYDEB6vzTx7MatjV2O1HsQN5ud2czvdmK6ea0uupstSQYSABN9YNhRvvjI4XWzHlsBlb1WmS9dK3ZM4E+dz/fsvAskDBZbfmvD6SiLFR88bIU8Dz6I+tGFpZAwfXIss0oKIl/VeWO24vOmriwzXdSo6Ra65dCXUKloFobt9lRTh9XK4IFoZ3v3I9DR0dfNJet+Cb41X0G3HPakI9iO25HR+93/9ibn5v3jPT2R4wsPHeD8fJXvnVtY5THYHSt1gytLdaqaSToqU2yYCIKACHx4fy78jmm74b0/mony7CWLpmmzJxPrmU27nK+xWNXDjBX4JsgB1+zKUo2G4RCRJVKKgCpJNA2bhukQkUWG01FEBJarRmhWfKdGd1LOdDxcw8YT4IH9ffz0aoGfXFlGEkUePTYc3svBs3V2pgQIHBrP9nxe2+e2smYzU2iQiipMFZx1n7GNonueODtT7vCY3ClZ/d3YufGuASlBEH4L+C2AiYmJd2u3Oy5uNjuz2d/dqnTzOynNdYO7bn5OtzXJdlnBbEWqYD119HZF80C/aC1eVkDa/ptXZnnxWhGAJ1pK5RuBvUv5Kv/+yYvMlzUMy0ESBT56eIB8VeexkyMdJa+gyy+wcslXdUoNg1wiQiYm89jJEQaSkdDzrxvEdiuDB9vtll0IAFKvMex+AR0YSDC10kAAfnJlhYn+RCi1cHamzJvzFd+rTvC399zlFS7la2Ri8qqyXvu1+cMn3uaNOb/0KAoCqaiMLPr3kem4/OWL0/zg7TxDqUj4kh7JRHv6F7Zf75W6EZLSX7leIqpIoZzEG7MVIrJARBZZrpk0cRB02NcXQ5ZFHprIcm6+iut6TBZ8svztZkq81fAFIkAQfZkD8DN3C2WNf3hzkWLDQBSEUDW/W70/HVU67jVFEjqaCdqf+0v5Gn/+3OS2HHf3PAHsuKz+buzseNeAlOd5fwb8GcAHP/jBO3bKudnSWzun5OpyY90V2Hanm99paa4b+KyVodrMuLSDnu4uuF6AaDOGyJv1IXzqfB7o1G7q9d3gb988M9OzK7A92idxw/ZwXY+4IqG0yoL5qhF66bVHN8coF/dfQoNJNVTwHs3GeOqtRa6tNCjUDYZb6uAb3YPdnz96bJiBZARFEjr4K+3HbtouP71aoNgwQICm6eC4bii1ACCLAghg2i4zhSbfOTtHRbd45O4hbNdbVdYLjqWqW34HpCKRjimcHMuw0urkc11Yqmgs1w0mcnEODyUYSEawHC/UnAq4ON3X27B9LlVFs5joi+PhmyRXNJuDAxayKBKRJSRRQBL9knLd8DNRyw2TqCIRkUQcF9JRmaZprjr+OyVU0c9cmo7XAlH+eIsCmLaHaTsUGiam7TFf1ik0TC7na3z+oQOcHMtQbJh87K6BDiujYKHQbVAc3HsvThao6hbpqLLq+dhKdM8TAM9eWt5RWf3d2NmxW9p7l+NmS29r+bG9Gyul7eBddYO7XmOwlU6vXpYw76TbbjM+hB+/Z7iDR7TetdusUnl3N+HXnr/GYtUvDZ4czfCp+/f2vM7BfRRwjD4wketQIQ84Pn/w/bcxLIeFisBvfnhfuJ31PAN76UpB74xhcOwrdYO//NkUVd3Gsj0EEQZTkbC0eWo8y6mJHMs1g1LTpNQwyVcNmpbDMxeX+PCB/pCP1g58FUkINbAkSeTQUJLPP3SADx/o4/EnL7JU03FaL+6VmuEDo6bJQCpCqWnRNKtIoshK3Qi33Qsk7s3FeGuuwpefvsxKw2SurDGUjOB4HqLggyhJEBAFmOhPcO9YhmcuLnG92MR2XJbrdy6IArA8SMoSsgSqIlDRbAzLzyDuzcaYK/virkBo7rxU03n8yYu+zAZwKV/jS48d40MH+jrK6Ws9l588OQKwLfNg9/y0SyLfja3EdskffAP4eWBAEIRZ4N95nve17dj27RY3W3obzfb2Y3s3HvJbwbvq5ufAxpPXeqBnrSzXRuBqK+e2lWu31e8Gn3/psWhIyF7vBdFeRgxaxwPpgHxV56nz+ZBwPd7nW73Mt7hbo9nenoHBOAa6UmvxxNrHPvjntekSUwU/8yMIEJFEXp4qEVGksLT5pceOMVvSOHOtwFefncS0HVRJIBvz9bDyVb0jCxFoPamSQDau8skTe/i1D+wN9zmQivD4kxeZLjRomg51w0ZqCvwff3++5Znnv9BjisTTb/uinp9tE/UMQGJQzvzGmRmWarqv2SUJXFys4eKRi6votsNYNkY2rnJyLM33zs1T1x0aps1oNsJ82cDjzi3veR5UdItsTOXkaJa6YXFhsc5YLkpUlnC6xCF0y2lJU7jEFQnLcZkpNsNM+3rPZS/T6u2OXRL5bmwltqtr73PbsZ07JW72Id1slmO7YyNQsBX+1HqT4Ebjst7kupaaeTeJtPs4uzNCa7Veb/YYtxJrjVuQIdkMMX40G1tFQA+MmW3Hw8NjptjAQ2A0Ew33G3CAgtJXAMiCUsnvtDIDQVSaJufmKrw+W2ZfX2LVvWc5HnvSEcoNExcXQZDYk4mGmbKAoL83F+NPflig2TL7FV1fO+vthQpnZ8odx/Tc5RWmVhoUGyalhsE3XpphIBnhMx/yOZanJ3L80afv45kLS3zt+Uk0y0EANNNhuW5w/74c82VfDHJff5yryw0WKnrPe3m2pOG6LqokUtVN8jWnlVEBzXLY3xfn4GCCctPiucsrLFV9fpXtesxX7mwQFYTrQjYm85kHxpmv6OQSK4xkYrwwWUAWRWTRxfUgrkj8Tx87yEcPD/AXz1/jeqFIWbPIxpUOPuFac85O7EzejTs7dkt776O4VUTyze47WLm3E0C3WlJ7p5Ngr0xWcHzdXnVwo1y4Xvda8O/NnsdmgONGLdW99gfwh0+83QFmNjM27eDuW6/M0jQcRrJRig2Tjxwa4FK+Tjoq88NWWfjrP52i3DRZqZuUmxYxVWZyuc5r06UwS9DOwXttusS/+85b5Ks6HlDTbPJVvePYKk2T6WITF1AkiQMDcXKJCAsVrYOg//CRQWqGTVyV8ADbdYkpEqmoQrHQoKJ5NM0StuNxabHGdLGJZtpYLgiCxf/23bfoS6gcH8uEY3lkOMX+/gSlhknDtEmqMqmIzA/eWsRwXDwXri7XichiWBLv5tcpksDV5QYNw8G2XQTBLz+Jgs/rWq4Z1K4Vqes22biK5XpYptNRFjVt746WkhJFmC3pPP6Di/zC3YPMljRevl5CEgTiqsRwOoJle/zrhw+FYPjzD8G1lQa245KOKDjujU7PtRYt72Vn8k4TO95px3Onxi6Qep/EeiTrd/MYul/+syXf2iShKlQ1c0NgdLOTYK9MVvuYAGFZ6PxCNdQCaufwdHev3cwqN+gi6wY77RpJ3W3dvVqqHz4yuGp/K3WDN+YqxBWJqUJzw5bu7kl0vqzx+kyZumlzKV+nP6FyYizbEi30uwK//PRlJpfrWK6HgMfbCw6nxrM8c2HJNyWWRBzPo9S4wfl5Y7aCZjk+WRxf8LPdKDYoi/mddC4JVSaXiPC5B8b52WQBzXTCLBPAYDLCleU6nushINAwHb53boG4KuG6HsPpKPmqTtN0EAUB2/U7wqKyiOPBf31xmkTUt3QJfAcTEZnTEzkqmsVnPjjO5aU6F5dqxBWJhYqOLAmkolFst1OSIRi/hYqO63lIoq9QLgs3mvkVSUASBQaSEaqajWb5Zb5y0xfjrBs3dA8ikoDRgzR/O0fQrYcHludyKV/nylIdERBFgbFcjOFUBNPxGB6M8OpMmY8dGWQ06yvxj/fFfICuWxi2R3cZb70s8rsJIHaa2PFOO547OXaB1PsgdsoD0wtsKJLv6ea0xAq7icvdcbOT4M0Ak/ZV7XxZW7cTp13ioBcBO4izM+VVYAfgD554e5VJsWH7mZ1U1H/M2gEnrCbXX8rX0C0HRVx/DKH3PXF2poztejxy9yDTRY1Pf3CcR44OcW6uwqV8lZmiRt2wQ8EfURR9gJCKollNEhGZuCrjuC65hBru6969GWKKRFW38DwPUZDCMmFwbXzlcT+jMJjyQdQPLyy1DImbxFQp7CY8NZ7lb16d5ZXrJTTTJq7KvHK9hOt6aJZDsWH6tiuC7y2YiEjotusLProe+ZpGo+Dy4IE+Xp6rUGuB2k9/cDyUPbi4WKWm2ziOh+16iKJAvmow0upc7B6/k2MZv/XdAwELURBQJehLqgwno1xZqXO90CQRkRhIRBjJRjGcONeW6zSNGwygOxVEqaqIYblhedP1fEAaEQQahk1dlUlEZEYysQ5+53qacOvNe+8Fh+nsTJnFivauc1TXit0S586JXSD1Poid8sCsxUM6uidFIqLQMFYrU/eKm5kEN9J6gfW7/jYCcGsRsDfb+VfTO02KFyo6PhzyEABF7AScv/Vz0VUt1y9MFhAE/Fb+vjgjbWCl1z67geX3zy0wVfDLJBP9CY6PpsPz+vdPXmS5blDTLBwPJNHXY4oqIg3DYjAVIRWRsVx3VTv56Ykcf/qbH+CbZ6Z5dbrMWDbGDy8scXwsc4MYLIo0TRtJ8kUqLdeXHxjJxCg2TI6NZPj1+/eGoHampBFVRK4s6ZiOi+G4GA6okojneSiSSEQWAYHjo2n+6T3DPHtpmWLD4J7RDE9fWOLcXCVUNndcL5Q9qGomDcMBz+dfAWF56bFWp9dT5/NUNbMjUzaWjdE07ZYUg4skCoxmYgynIwymIpybr5BUJbIJBdPx+NX7Rnn8yQsdNOo7zSlGABwgKkk4jofZ9fyrksBwOoqLfe+4AAAgAElEQVRhu+SX61wvNjg4kAwXKu81F2qzpbH5ssYT5xaYKjSZKjS5dyzznssi7ETx5Ts1doHU+yB2ygOz1qSXjqk+x2EdZer22A5fK7ih9WK01P828t7aCMAFhr/t4KS7g+7UeJbDg0lW6kb4/wCpqMxU4YZJMYAqi5wazzFbajJf0VcBzvbjeelaEcd1ickS5abFYkXna89f40uP9QZzvYClKot8+EAfP760jOt6IRi0HA9VEumLq6QiMoos8NDhQU5P5BjJ+J8HRs7t59oepydyLFR0Fio6BwY6tbFGszfscQLdrGLDZKGi8+JkAUkSuZSvhdsKXpBHhtMUG74S+wP7c5yZKjGSidLXKgtarfRGcDwfOzLIl5++TEWzODyYpNw0kUSLF68VOdn2YjNsD8N2yCVU6rpNVJEQBDg8lOL4aJovP32ZqmaG3C1ZFHlhskAmJhNVJD5+bJiXpoocatnGLFUNLuRr2LbHcs3Adn1u1yvTJSb6E1T1yioAcadECCIFcLzOMRCAf3Kwn/mKzvVi0zd2dj2aaXtTC5V3QgPYLDjabKbfz7qKLbuhBp9sE8h9r+K95MzuRmfsAqn3QeykB6YbjGz12N5JmbJ73+3t/0+/nX/HZc9OcUyXb78yy5VlX7X63rEMv/PYMQBiqkQ2rhJTJfJVHcvx+MJDBzqACHSK+gVedmsBTl8nzKPZsh7JxBRqur3uKnw8F2O62OQXjw5xfCzTsqfRiCgSx0fTLFQ0vvXKLP0JFVkUaFo+0Ds2mOZfffQAQFieDfhlASgNxjt4KQVmwWutyNs7Sg3b5cXJAo7rYrkepycyVHWbv311lmRUYbTls3cpX0USBZIRmZrucGI0w3+3hm5WcDzdnLdDQ0kuLtZ48GB/+JvA/HlypY7jejiux/7BBL/9ibs7hDoBHjw4wGAqwndfnyMRUQCLTFzFcjzemq8ymIrwgX05ZkpNYknfHLth2NQNix9fWqKuOyiSiIAbpqNM584inUsC6LaD667+7KfBfWB7eJ6foRrNxKhqvo/kvXszPYU34ebmva2Co40yXu33vyyJVDRrlYfkexnvRYlzN1bHLpB6n8R79cBsZnW3lWPbznT9aNYvLapreMHdTARdgeArk7eX6wJphIgscmg8y6V8la88c4VcXOk5aXe/BNq97HqVFgMAcL3QwHI9ZFEIhSTbvx/41v3sWgHPg59dLfAnnzsdAssnWt51b85VODdbQZJE7hpK8hv378Xx4GN3DQCEmZl81SAdlTk4mOTpC0vUdCvUXApecqWmRUQW1lyR9wI5x0czzJU0XpoqIgBnpgpkYwoRReJf/9wh/tvr81SbJotVnfG+OAOJyIbXJ9jnSt2g0rS43AK6L0wWQi+90xM5/ocH9/HnP74KgG27RGUpJLEHQp3tultB2dXzoKrZXC80MGyXpmEzlo0SkSUs2yUiS0QVgWLTY7lm4ng+fhKAHjjitg9VEnydqB4oShRAMxzaLQgFwWOqUKem++7OT761iOO6oWl19/O71XlvK/PLRhmvXj6Y62W8d+POjV0gtcPjvWxvvRUk93dapuwej+0qe/aaNLvLdd0K7IbtEZGFNSftXtk7uGEG3N05FuginZ0pU2yYvDBZ6BCSDCbx2ZJviRJ0RWmmwxuzFf7lR3JhufGp83mKDZOq5r+warrNK9NlcnGFubLGw0cGqWom00WNUsNgoSKgWf7LcDgdZWqlwTdemqamWxwZTtM0fRL+QkVDEoWe/K1uYn9FsxjORGmaNlHJJ6tn4ioNw+aV6RIzhQbLdQPT9oAmKzWDb56Z4YlzCzx4sJ++hE9OD8yZ792bYTgd5Q+eeJuabtPQLfako2H2rd1MeiQTZbFqUNUsVElClYSwQaHbf2+2pLGvL46HQEUzqRt2SK6/tFRntqxxaDDBzx0ZYjgV4R/eWmSptoLj3rBBuRORlAAMpSLYrkdZczuycAJ+ydTyZecRBV+0UxYlFisGkiSimy6Ty3U8YLFqvCPeUfAcVZpmB1B+JwK73aDMcrz3rGN6N3Z27AKpHRxrAZl3C1zdCrLnOylTrjUeWxHUXCvaz/VSvsobs5VV5bpgm+37+6szMx0gbr1r0wusreUn9tK1Iq9Nl8Ljac98ffaBcVIRmablAh4RWeoQ25wtady7N8PLU0XmSiUs1yOuSh2gD3wuUU23yCUiDKUinJ7I8eJkgWcuLNEw/ayMIolopoMoinzinmGePJ9fk4zffu6hefOrs6zUTUqWT/quNE0iisREX5wfmm6ovVRsWGTjsCcd4SdXVjgzVSSqSIxnY1wvNhEEnyD/6x/Yy7lW12RNtxjvT6zSqvq3j96F5XjcPZxkqtDEtP3jB8KyXnCNh9NRFEngerEZZqQm+uIsVnVM28NxXXQLrhea9CVUXp0p43l+A0FAi3K8Vvt/W4jc/rgqGZH4pRMjnF+o8vZ8BatlcC0KAmOZCKIoUm6a1AwHDw9REOhP+t2gi1WDM9eLuK7Ho8eGqer2TfOOgucq4L3t709g2PQ0we6O9TJe63Xy7uo37UZ77AKpm4j3EsjA5oUjNxtrnc+tIrm3T15bGcu1gF3wu40EMNfbT/uk2f1S7lWGC/7WXq7rdQzrdSG9MVtZE6h28rU6M1+W4/HfP7iPutkiUgPzFZ3XpksdwOyf3zdKoWHiuC7JiIIsdlqjjGSiYZdiOqbysbsGeGGygNMqKyYjMsmoTFW3SUdlvvnyDOmozJHhHJfyVb71yiyHh5KrvPhM2+XDB/spNkwU6UY58EP7cySjSphZ+vYrs5SaJpLgv3xzcYUL+RqG7ZsxK5LIQlXHtF32DySYKTZ4eaqE47igSEiSyC+fHAkzQ+1m0ntzMYYzMWKqREWzeeToECNt3KxukdD2RoBfuW+MYsPkL56fZKrg8+Vs1+TNOf963TeeY7bcZK6kk4jIaKaDaTth678kQCamUGxaGz0K79sQgCN7Unz+oQPkq75n3lvzFWq6jSJB03L51AdGODdX5XK+hum4yKKA43rotq8Yn4jI1DSLpZrB/oHEhryjteaK4LlKqAqO69GfjOB5vU2wtxJrdfLC9s/Bu/H+jl0gtcV4NzWdNmN78k6zRBtptdxKkvtWx3I9YLeezpRhuwj4XW2G7fLYyZGeyuj/9tG7eOp8Huh8Ka93TN2dd7bjg4Cry3WeubDEkeHUmmXIgIDe63y6M23dma+9uRh370mHq/AXJlfCslWQcflZqxMtOJd2g97guL/4yOGwbGY5HpmYzGAywmxZo2bYDKWjqJLAct0MS4DgK4W/Nl3GA06OZfjUB/aG5/7kW4ucmSohiyAI/vf3ZKKhT15w7QeSKteLTTz8bFN/wid5u65H3bCJBBkpu8lMsUFVt9EsG0GAdEzm8FCyVdbzs0eBZldwfu3NCK9Nlzg3VwnV79uvMfidp1XNxLA9RjJRHjs5Qrlp8ic/vITt+fYnb85XONCfYLbUZDgVY66kU9NtXNcFBAT87JoqC9w/keVHl1awb1PfGFGAf3psGPC7XX/7E3fzxLkFvv3KLJbr0jBsfnKlwCdP7EGRRA4N+pnDYyMZarrF988tkIoqyKLARw8P8Ov37wXocE1oj/XmiuC5qmomkijQMKxNdxBvFN2dvMFiditz8G726vaPXSC1xXg3NZ3WAjLbmSXa6HxuJcl9q2O5HrBbT2fKlzDwONRFpu4GbqPZGB+/Z3hNcLNR7M3FMG2Xpy8s4Tguk8tXOTGWJh1TQ45TN2G1m4DePen2yny1lxjbgV9QgriUr/LmXIWFsk6hYQCEYpjdpbivPX+Nmm5zZqrIv7hvFMP2GM1GGUhFeOzkCMdH0zz+5EUWKxoxRWK8L87BwSTlpsW1QhPP8zg3V+Hn7x5ClkSuLtexXc+XWZBE0jGFBw8OhNyl9msfjyiM52LolkMqqiCKApblElFE+hIRPvuhCR45OkS+qvPd1+c5P19hb1+CmCrz83cPce/eDF97/hrLNYOZYpPxvhjplvhpMI7gSxVEkKhqJpbjrbrG7dk513X5yjNX+OIjhzk4mPQ5XaaNJAgkVJlPtnSoXpsu8fZCFc8D0/E79UTBF6JUJYnrRY24IlE37dvKg0/E18kSgK//7DrPXVkhFZUxbI9PtK7xXKmJIEGxYfCTqwX6Empoqh0ApsWKTlW3ODyUDP8WlOcM2+OLjxwOlfNh/bmie9GxnYTw9nnFtF1W6kaY2dzMHLFTxJR349bGLpDaYrzbmk69CMvbmSV6LzWqbmbfawG77nGBG/IDqaiMAFxdbgD0VCbu5vdsNL5rWVcEekqJiMSbc5VQyXyt7r52Anq+qnfIELRnzrrPu5sLdXamRDqq8FuPHOC5yyucm61g2C6eB3tz8Y6XUhBnZ8oh3+jKkq/9lInJVDQvBFELFR3LdmmYDk3TQRDg8x89wIXFWvhyUESBvoQaZoAC2Qjdssgl1A7vw/Zrn4rKIAhEVZl9/Qk0y6HUaKLKEoOpCEeGUx3n/aOLS8xXdCRR8LN581XOTBWRRYGyZnEqkUWVxY5sZL6q8/ZCFQGIqTKVpq8q/9kHxnlrvkqxYZKv+vpYxYbBSt0MwdTnHhhnvC/OTFFDknxAdm25zqvTZa4u1yhrFjFFwsWXoliumViuS19SpapbiC3UIbSI1u/nEFvSDp7/L2wPlio6hZrO3r44huXw9kKV/f1xP8MoCCSjCpmYzGMnR1YZcf/OY8c6np+XrhXD5oeabvGVZ67w+796omepey3B3VsBUNozm0+0yaxstoNvp4gp78atjV0gtcW41eWuzR7Ddu33Vp7PRintXuBnrdT+ZqJ7XLq3HZR5KprVMRn3WjWu152z3ioz0FMKywymtW53X/u2Sk3fgiWmSrwxU2a5pvOtiNKxOg88/QIDZtN20SwHEPDwM1eHh5JIraycByFg6JWFA7AcF810aJo2R/ekOL+wxHdfn+Nrz08ylIowXWrSn1CxHY/+RIRMXOW3P3E3jz95Ecd1GUpFUUSBr//kGp7ng5SXrxf5wVt5PM/rSUwfzcb40mPHOgRP35qr8LvfeQvTdpgqNEJy73xZ443ZCvv64gwkozRMXzn+e+cWqGqWf+6eS6FhsD+WpNgwWaxoDKejXFisUTccJBEs18969CdVHMcLSex//fIMe9IRLizWsBzfK1Azbb7+0ylczyMVlVAkkelCk//7H69iO75mlOeB7XrkEiqff+gg5abJP7y5iOt5LXNjhbphIwDW+xxI+ZY9vvJ8oDXm4pc858s66aiMKEJUkRAFAceDpmEji2JPXbDuZ1WRfAufUsMgl4gQkYU1s07v9rw7mvUpFZE2mZXNdvDtFDHl3bi1sQukbiJuZbnrvYhbcT6bTWkH+97uFPhaGaPAULi9w2+rq8bZ0tpGzb3KDL04Tu3bCvZdqJe4mK/juh5Vw0IQBEy7yeNPXuSPPn0f+arOV565QsOwWazqLRJ3HRBa53XD+++uoSSW45FNqGRics9zOzWe5a7BJOfmKyiySKFu8up0CcNyW557Ov2JCJPLDZYbPjBUZd9PMZBqCFrOf/c7b7JUMwGPb786i9OyWSk1TaKK1HNMu++72ZLGqfEMCVWhYfrq78F9sVTVuZj3NaOGM/5v1JaZsGG5JCMyv3LfGMdH03zt+WtMFZpcXPQFOSUBDNvvELy8VEO34uSrOo7nsb8/QaFuUmxaDKcirNRNVEmkptus1A00y0G3XWRBwGgRyl0PIhJIIkRlgYMDiXC/Lh4zxSaG7VBqgn2btO7JIkiiyEg6ylSx2fGZ7brUdP9+fX2mjG67DKciDKWjm+rEmy9r/NUZv5FhoQKDSbUnx2kz89St4iNtRnOq1353wsJ7N2597AKp3bglcTPgZLtS4BsR6IFVMgRbWTVuZNTca8JfS4yzfYIWRZG7h5PEVZkXJgss1Q1UUeByvsbfvjrLK9NlrizViMgStuNydblOOqrgAYEa+/fPLWC7Lk3T4ZdPjnDPaHpNEDeajfGp+/dSM2z6kyqLFY1SwwI8LudrCIJA0/TJ3YmITEKVODyUCruhgvP8P//+POWmhYhPLq9oFqLg6wgZtktFsza1Et+biyGJIst1IySNB6B1qWbgui7zZZ3f/PA+jo9l+MsXrvsdhpKfjZtaadCXUEMrj7fmqzQNm0tLNTzPBz6eB2XNomH6+mAXFmukowoTcYWlukk2rjDRn+Cjh/r5yxeugweyIGC7Ho7rk+LxPGRJIhuV2ZuN8ZFD/TzxxgIvTxWpalaoxxXIS0kiIQADiEgCgiCgv09QliIKJCIyEVmk1CqNBiEAmaiC53m4rp+xysT97rlERN6UAnjw7N83niOmSj05dZuJzS7GtsOiqrvMvt5+b7eF93bH7UDG3wVSu3FLYqspbUUSNi2kt1FsBMp6Ce1tZdVoOd6WjJrXmiiCvwd8i3arlgODCa4tN/wOKNPh+28uMpBUSUUVarrFRH+CzzwwEb6oAkXx774+x5WlBlXN4u/PLfALR4fW1dkayURZqunMFBuUmhbpqEwmrpKLK6EMQFmzaBgOhu1gtAi382V/Oz+6sMTfvT6HYbm4+GRkWRKQJQHbcYkrCv/m4UMdRPr1CMHtRs9wwzqn1DAwbI+6YfGNMzP8/liGXz45wpV8jablUDNs/u7sPFMrDaKqREWz2D+Q4ORYhm+9MkO+olNsmnge1A0bVRLZk4kwX9bJxhUUWeLT9+/l4OANOYez02Veny1jGTYxxS+jigIoishvPjjBRF+CH11Y4q9fmaWmW1Q1G9e7YQ/jayoRnm8ApGzXQ5bWvWV2VKSiMveNZ3n02DDfOzfPy9eKiKIvaupBh8xD1bBJmhK5uMJQSiVf9XXYuhsq2ku67XNFoDZ/My/UzSzGttOiaiv73Y3ecbuQ8XeB1G7ckthKSjtI7XcrTt9sdIM4RRI6uFe9QN5WVo17c7FNGzW3TxSG7YaK3SOZaE8xziBzpUgCjz95katLdTIxhcFUBEEQmOiLYdjRVV1NwQvqv7xwnbmy//vpQoOzM2Uea3Wa9ZqwAlDYNF0uLFSIqTK65ZCIxMNyValpYTsuezJR4qrE02/neeLcAgIwXWrSMBwODfnt7UeGUzQNh+vFJookcWIszfGxzCrRxKN7UqRjasfEOVvSOoyeZ0saHzrQxxcfOczv/f15FitaB3/m+Gia4XSUmWKTuCKSiclYrsunTu4Nyc0A5+YqmLbrNwGoEobtoJkOFc1GFgUEwc/ovTot8ak2iYb/+ZHDfOOlad6aq5CMKlxdqrM3FyMbV/jFY3sAeOr8IoooYNkueD5YavGygVYmygWh/e+eb97b/r2dHI7nIQgCw6kIhuUiSgK24x9/VBHDDFzQ0dcwHRqmw3fOzvPjSyscG0mTbROT/drz1zg350tQBB6W680Vm81YbGbxditAzy4P6ubjdgGhu0BqN25ZbBacBA9ToOsTZHhuNuXbzVPqBVjeCW9hK78Pzi0TU/jBW4uhYvdYNkZEFulPRjp4Vu1j9tufuLtDMLM9cxXwh4J9BMfx2MkRLuVrRFpk82LD5KVrRVbqRs8JKwCFYBKPyOzriyOKIl985DCW43U43t+/L8f1QqNDUuLocIorS3WKDZNUVOHESIa/enkGy/FFPW3HvSFD4LgICDQNB0Ho/Cy4Vr1eSKcncvyv/+yecCwkUeRSvsYLkwUGUxGWagaiAJbrkY4qq8jNHxjP8uSbi1iOy0rDIa5KpGMKqahCMhejolmkokoHwXm+rPEXz19jptjkWqFBXJFpmDaiKGA6HpfyNY6PpklHFS4aNSzXoy/hSyVYrteyvfHDdT1s7wZocgCnq6qntMjwOzE815c2+PpPp5graWSjatigYLWVJ4P/kkUBz/N8VXzLYaVucGIsQyBCW9PtVR6WHzrQt2YZbrMZi808l7cC9OzyoG4+bhcQugukduM9j14P0ztN+QaAJBDJXEsNPXiRt/u59ZIKWGv77dEL+AXndnW5ge0S6is1TZtrKwaKVO/JswIfQPz+r57o2OZr06UQUFiOR9N0yMTkMLtzfDRNTJEwbRdJFPjRhSVemy6FoqTddhft7d0fPezzX/oSaqjg3O54/7G7Bpgra7RLStiuxz17UixWdWKKxLdencVyPATBz2QUGzf4Uabt8vpsmbpp88ZMmVMTORRJ4A+feJuqbiGLIr9wdCj02Gsf3+F0lF+/fy+llgfhU+cXmSo0efToEFFF5NhIhr6ESl9CXXVNvvnyDKbjA6i6YeN50JeMcGgwwUcPD/LMhaUQrLZ3eL7RUjK3HQ9X9kioEpPLDaKKyJ8/N8m9Yxn++X2jJKMyP3hrEVkSyMRUJBHmynpYyuvu2Av0ptpjp4IoVRI4NJQkXzOYLjSoGzZN00EWW3pSooDQ0tASAKllYlw3HSzHJRtRGUhGwmf73r0ZzkwVe3pY9oqtZCw2a7B+K0DPdvOgbgfe0GbidgGhu0BqN9612Epny1oAaKux1oqnHahVNIuLi1UEwe8C++PfOMXpidyGk1n759BbULAdqAT6SpbrkEuo3D2sMJCMslLXQ9+39Trb5ssaX3nmSkg4LzVNRAEGU1Em+m6AwhNjaRIRhZliE9u9MYanJ3IhaOiWJAgkG4KyWyCV0C0h8fCRQYDQTPi5yytcWqxRbFi4noVh+X5rnue/hL/w0IFwH4HGVjoqMV3UePBgPwsVnTfmKiiiwEJVp25Y7B9IdpCUuyUiXNeXKHAcl6vLjRDkBZnHdpmH2ZJGOiqjShK6bSMJIookUmqYWLk4jxwd4pGjQz2vs+O4VDUL2/Wo6haDyQjgEpEl4orEUk3nG2dmcFyXmCJx73gWz/N46PAg33xpuqWl5bZ0lVoZG8HXWErIIjXD2fL9fKsjKM8FOM92PeKqTF9CRZJEYopEw/Qzio7rkVIlNPz/lyWB0+NZfunECJWmiePBx+4aWNVo8YWH4LnLK/QlVB45OrTugmSjMn37b7aSudrJL+zbhTe02djp12MzsQukduOmYqsrpq12tmxXynetFU/7SvfK8hJN02EoHaXSNENQs97xdp/Pw0cG1xQUDP45NZ4NSbYBR6qqmVwvNnlhcmVNb78gfC0bgVRUYaVmIADZuEpNtzDsaDhGAX9rMBVBwOf/VDSLN2Z9w90jw5lQKiEgqduOSyLS6rZSlbDsFpRcus83OP7Fis5CVUcUBFzP11fqiylYrsvnPjTBZz40ER7/qfEs335llpemSsiiwIuTBR482A/4BH7Pg/5EJNx3r2sVSEQIeNguHNuT4t7xLAsVvcN0+qnzeT5+z3BL+FNhNBOl1DTpT0YwbB8gFZsmZ2fKnBrPdmgCBSXTXEKlpvvEdNt1qeoWyYiC47rUdD/jF1MkDg365sgNw2FPJso9o2k+dLCfhZpOOiawVDMQRIhIIvtycRJRGUUUePl66ZbJI6it8u9WOVjthyMKoMgiMVViaqVBOirjOj74M1scKUkUOLE3w5GhJKmowmMnR3pmdNsXAwHgnStrPHJ0qON7veaJjcr0sH7m6v2W3bldeEN3UuwCqd3YctzMimmrk8N2pXw3Y8icisg0TIfJ5QaSKDCaiXJ2psxiRePQYJLJ5Tr/z3OT/JOD/WTiatiW334+AIbtUdM7+TbBuQcgp13heTgd7entB3R0NQXHrUg+GX8oFSETU4grUusFb/O5FkF/vqx1ZI3A76z76rNXcFyPqm6jW34G4duvzJKNK5i2nzVxXDcUEe0m0Xefb2C4fGgwwZWlGq7rIYoSCVXm0FCCoVSU//EjB1ZdD81ywIO4KmO7LrmEysmxDMs1o9Xx5q0Czt0SEfv74yxUdBzT4e9en+N6sYEsinjQYUh8ZqrIgwf7KTXNsLNsqWYgi5COKeSrOt88M9ORwWonxc+XNZqWjeX4Ega2A4PpCJ88voefXC0QkUWmCg1iqsS9Yxk+eXIkBJhTK3WapsNIOorr+fZE9+3Ncm/LjmahorNUM5hcuaHJFJEFJEFAa2WxNhsinQAIfKADfrltMKmyXDe3Dqo8MCyXp99eQpF83pOHgCz6HK/AS/Ez94/z6kyZYsPsKb7aHmvNA8Fz2ovLF9wL7WB5PZPvjcR2dzoouV14Q3dS7AKp3dhy3MyKabvsYDbTQt/+3c0YMl/K17iyVMdr2Xks1Qx+NllgqtDkwmKNmm7z9mKN/+/lGU6MpolHFD7XpT3V7tcW8G0USejo2AuMk9uPpdv3TZEE/uCJt1d1NQFtnY0+ER3gK89cYTgd4YcXlhhIRTpW7AEIs12/62q8L87USp1C3SQekbi6XOfhI4OossjpiRyO6/Gp03uxXI9iwwzBXK9Ox8BwuaJZHBtJU2qaLfFLgV+5byzMNDxxboFiwwy5S5mYzEAq0sqieZwaz4aZuuB7axlKB9/521dnqbcEIHEhoSp4eDx6bJjlmoFuuQiCwNnpEjPFJotVPeSmRRQRUfA5aWYLCFY0a1V2Tjddyk0r5DK5LsiqQEKVQuuTREQB6NA9CkrSx0cz/n0qi0iigGY5fO/cAteLDdIxlYePDJKOKUgCOK37bn9/AlkSmVyuoW1BCr0bRAn425PFlv6V1zsztVHXYMDa87iRgQK/AcF1XaKqxHhfjHzNoKqZCIJAoZXpXOuZ3IgPGTwn7c9D8FkA+Dcy+V4r83yrsjvbnfG6XXhDd1LsAqnd2HLcLCh6p5PDZlro26O9Y+7qcmPVBB8AtZW6QUTxeS9Ny6HQMHFcl+Mjad6ar+AoEn0JlapmMVVoosoi3zgzE3a2tcsnBORwRRJ4Y7ZCVTM5MpwOu9zaW/uD37SPy2xJC7uaLMdluui/mAaSkZ6dje3O9EGWqPulce/eDJIosFDREEWRvoRCoWFR021+fGmF46NpXpwsoMoiL0/5Yp5Xln0V8ZNjGb702LGe1y/gvgT6VRfLEm4AACAASURBVNNFjaJu8syFpVA64ex0iZJmkY0pHOhP4OBnSDIxpaOsE3jjBQCw+7oHXmeO64ZjFMCD8/MVDg0lQ97Wf/rpNZqGQ920OTXh/63QMInIImO5GPfvy1HTbWzXY6GiIYtiuO2yZpNQJGbKjQ4pAz9j55GK+GXCC4s1DMvBA37p+B7OzpQ5O1NmJBPFsH3u1tE9aQZTKk++lWe22KRu3uhWhJa4Jz5/ShQETk9kOT2e43//7nn83r6th4BfknO8G1mpwKamGzSJQDwiUTOcMKsVVQQ8D6KyRFW3w20GRsUI/jgg+M0DyzWDl64VuLpcp6rZIMDfvDrb0xYGNseHfPTYcPj97izUo8eGV/n2tW+7+2+3OrtzqzJetwNv6E6KXSB1B8ROWTG908khAEa9uDxrtTobtsvTF5YA+P65hZ4T/KnxLPeOZajqFumowrE9Kf765RlM28V2/ddoseF3tHmeF5buevltBdtuB3xA2OXWvRIPxrB9O6mozJUli7JmkYspPHFugS88dKDnC6HdmV4SBQzbXfWd0xM5/vg3TvHGbIWoLPLNl2doGBZ7szFyCZX7xrNtsgYlyk0rbE+v6faa4xtcz/myxrdaopTB2ARt7gHx3HY8Li/XGclEqTke2ZjCa9Mlzs1VePjI4Lr8li8/fZnFisaVpTpDqQi65ZCKKTQNG8vxmCk3SUSkMIN2dE8KAYHXZ8ss10wUSaAvESVf1ZkuNjm/UMXzIN7qbnzwYD+X8zWW6yYrdQNJEPC4ITMhAgNJldGcrwSfiavs64szVWiimQ7/11OXfLsaSeSuoWQoFiUg8Op0mYpmIbTSO/Nljbv3pDk1nuXXTu/lWstIW7Mcrq00mC5qqLKAbrNKk2ozEQCeiCzguX6qy3Vbpcmu1JUDGLaDKPjgSxYERjIxDMsFPERRIBtXSKgSsyWd0WwUSRCwPY9ca3Fy394sDdMhG1dQJSkcs+6SXbdV03p8yHaNte4s1FoAba241dmdXT7TbsAukLrt43ZaMQUTbrsh8HqCmKNZX1epplscGkxS0ayeE91oNtbhRn92xidly5JATbfY358gqkp8/iP7eXGqtKpVvjvadbHgRukn+Ky9y6/7uoxmfTPfb70yyzMX8oxmYziuG6qvB2AhX9WxHF+8dKGi88S5BV6bLiEAjx4bZiQTDflWo9lYSAD+yjNXUCUBD4H+pEpMlTm2JxXKGqSjCrIohhmpwKqlu/zy2MmR8KU2mo3xxUcOd5Q1792b4anzi6zUTWzHxXFd0lGFhuFQ1SyW6wZH9qSoaD53SZbEVdIM7WMpiwJLVYOlqs+lkkygBXgc1+PcfJX//NNrDKWiSKKI47rs609wz0iavoSCgMBCWfezKl7LqBm4vFRHEgTyNR3b8Sg1TVwXEGBPOooqC0RkiYODCdIxNcyWGY5vTCwIfmdbTPE5a8t1g2xM4dBgkp9NrjBX0hAE8FyIqxLH9qT5WIvDdnw0TSIiUdcdXDxEQWC6UKdhOCiigNHGc2od9oYhiaDKEq7rIkgicUWiYdpEZZlqC9h2R0KViUckZEEgqogMpaKM98Up1A1OT+Q4PJRkJBPtUN+van552MMjFZWxnQilRgPH7X3PbOS32Z2V3WwWaqO41UTzXT7TbsAukLrt43ZaMbVPuJvhSIGfbXr20jIVzVp3omsHhmdnykiSL5QjCAL7BxPEFInT+/r4lVNjG07M3ZYX9+7NdHTrrUWqbd9eX0L1zXRbZsEBuHj20jL5isbFfI27h1MMZ2I8fGSww5keWNXdBPD4kxd5e6GKLAoMpSLUdN/S5Duvz/P5hw6EL8qFir6Kr/TStaLPg2llemq61UHSbte8CrZR0Swisq+tlIkq2J5Hw7BIxxSaps3V5Tp7Mn43oyIK/Mdnr5KJKR2E5b25GJWmxU+uFnBcX59qMBUhGZUxLJdC3UBAQMCjPxEJ+V7PXFgiE5NZrOpYtseb82WaloMAuJ7r8+GCa5+LEVV8rS8BAVnyRTQ1y+HoSC4s4QYWO4okIAENM8i4+fwhw3YYy8ZwHI+nLyxR1SyaLU8/3y5G4NlLy7y9WCWuyjx2coQTYxl00+Wnkyu8PFVq8dlugCZFBNO9cazrhQiMZnzgnUtE+OSJPZSbFj+bXKHYMGkYNnYXkhIE/36dLjV9xXU8xrJxGobFVMHXzJorax0gqF19PxiXP33mCsmIhCgI/Iv7RnuW7Nabe7oXZt38w3dCBbiVRPNdPtNuwC6Q2pGxnauonbRi2o7z2mom7GYmuqDUN1Nsolm+nUiqJRy4mf13k6P/9JkrXF6u4zg+CfrEWDrsMgvKcpfzNVbqRoesgOW47B9IEJXFsFxS1UymCr6cwVShSUyVKDbMDp9CYNULbKVucHmpRrlp4QHlpkU2rjCQjLBYrbBQ0Tk1nl3zxaNIAm/OVakbNoblMJyOUtXMUGagfVy+/PRlplYaXF2qI4kiVc3GtD0ODMRZtBzGslGSUSW0y8lXfT2mlbpBTfcFH390YYm7hlPszcW4t0VGt2W/Q7Fu2JwYzfCZB8b5+k+naJo2hbpB07TRbdfXMHI9RjJxKprFSDrKufkKe9IRmpbDgwf7mS9rOI5HoWGgmQ75msHeXIyq7mfIVFnk0EAi1APr1rKyXJexbIya7oOldFSmaTqkojJ13SauSgwkFM7OVBBbpscRRaTQulau67JQ0Tg0kKRp+SKhcMObz8PPdJlt5ThVglbT4ypRT1GgRYSXycXVsBnh8ScvslQ1qOr2KhFQAVAkCcfzODKUZCQbw/M8fuW+MZZrBtDZTbpWae6Jcwu8vejfG5bj8dVnr2K5Hop4c/6Z2wVObkYSYStz1Fql+fcq3m8yD7dT7AKpHRbbvYraKSumd3Je7/YEMZqN8fmHDvCVZ66QjSsIgnBT/n/PXlpmsaJzcbFKMiKDJ/o+dm1dZuCTc//suUkA+pMqiij6GSPDZnK5TiIio0gCw+kohu1nSkRBCP3iXpgshD6Fv3h0qGVR0smVWqkbmLaL0BKEVGWhxf+6Ee2SD0EZFPwX0uV8Dc/zu/Isx+O16VL4+3b9q+Dl1Z9UQRCIqyKlpoMg+B5sw6koI9kYCVXm++cWkANDX9fFdX1gWW6afPXZKxweSmHYLifH0sRUEdMGVRLZ1x8nqkocH8vwR5++j9mSRqVp8o0zM3iex1+dmcH1PKYKDU6OZdg3kCDaaiZAEPjkCb8s2d4U8MLkCkeG02RiCkPpKPv64hwYTIYK7+0v5aZZRbf8a1nRbUTA9nyz5rgq+0T0FiFJkUUikkhFtyk0zJD3BDBX0lrCrCkfKLq+V19CFulPRJgrNzGdG114dhuIUmXfRNlrWc+I+Fpcdd3CdT0uLdZ48nye2VKTZET2Tad73KMCUNEsBpIRYorUQfY/v1DtWW7tFbbrH4gk+P6L//mn11iqGezri2PY4pafn+2gDmxVEmErc9ROk1XYacdzp8UukNphcStKcTuhA+Rmz+udThA3+3vL8To64oIuuc1GcL6HBhNcXapRM2wUUUCVxZDbFbzMLcfzOwZNh6tLdVTJ1ydKRWQ+MJHDwwv3f/9EljfnKiRUGVEU+OihfiZXGuzNJbmUr/KNMzPk4goePlcqKIvkqzoRWaQGuJ5HTJHZ0wI0h1ocmK89f42pQpOrS3Um+hNUmibffnUW23GZatmDNAwH1/NYqOicGE2vylgokp+F8DyP/oRKMiojiCKKCNOFJhFZ5EK+hiz6nnuD6Yhv4CsIuK7fh3d4KMn1QoMLC1WKmsXlfI39/XGSUQXdcvjQgX4u5at865VZDg/dUEHPtUDvxcUqw6kouuMTyR85OsSLk4WwmaCd2wV+qSqQoBjOxPjsA+P81ZkZJlcaYfkyOK8gu/JbP3eI5y6v8MyFPA3DoWFYeAhMFRpUNItMTEEzHUYzUZZrpt9Nh98ZFxDCXdfDdTwfZLexypMRGUUWcT3/jwFhX8TPViUjMv0JFUkUKDctNNNhvC/GleUG8xUdgD/8/gWO7vFFMksNA1G8oVouChCR/YxoOiqDIPDYyRGOtDKAAai4dyzD984tkInJ6+pDnRrPcmI0w1vzVRzPJSL5HpILFZ2BZLTj/t3O2GiBtdYicq25aCtz1E6jTOy047nTYhdI7bDYSaW47YzgvDa7wg3inU4Q3b8P9II2ym690+sQ/L6iWZyayIVlrIC0277/VFTm6pLFct0EzyOdlulPRIhHZGKq1KGns1jRUSWBe/dm8fDIxFVKzTJN0x/XiCyE5zqQjIT7sByP+/flKDctpotN+hJqq6vR4wstflREFnnwQB//eGmZpmHzH5+9Sjoqc3Aw2So1+ppEqYhMVJUwHW9VF+LXnr9Gw/DNff+XXzhMvmbw4mSBS/kanuDziUzbxZNEXKDcMBFEgYlcjL5khKmVBq7nq5ZXND+70jQdpgpNxnIx8lWjdV2bnJv1tbYm+hP8q4/sx7Bd5kpNSk2LYtNCEgX+4dwCAvDh1vi3823aX8S9yM6+bEadZy4scW6uEmb9PvvAOKcncgyno8yVtdAW6BP3DPPVH1/FcnxZgEAzbKIvxrVCA91ykYUbQEoUBURJYH9/gnREoSE4CPjnq5kusuTbsMANnGU5HpWmhefB4aEE2bjCfFlvAS9fHV4W/W+bjsdEXwyh9TvH89BMF8cD3XbBA81ySURkjo+mw4aEG52SOnNljaN7hjq0tnpZPP3er57g7Ew59EK01xF33Y5ol0Jpt2Tqjq1IImzlmd9p8/ROO547LXaB1A6LnVKK2+4Yzfor/aCzayMF5CC2C9AEXKQnzi0Q6RLFXOt427vk1ovXpkurDI83ex2DLr2/eP4af9My/C02LMb7Evz2J+4OybyBJtWhwQRThQYN0yYdVTrKep97YJwfXlgKx6rdl2xvLoYsisxXdEzHZbGis68/juO6IT9KlkQWKzqKKFDRLaqahSSKLNUMmqbDPSNJ3pyvoUgicVXi3zx8KFR6H83GeOLcAufmKsQViZpu8XevzzOSieIBY7kYSc1irtTE9XwNIvAVzmVJoKz5/CZR8EHiqfEsf/PqHLrlYjkuTgtQCXgU6ib9iQh1wyZf1Xl7ocpXn71KNq7y/7P35kFyned57++svS+zL5gZ7ARAEhRBChQtUZJJSZFJRXGsOLYY30rKUso3KcdxlaucutYfqluJykk5Fd8ryyk7rkhOHMVarqxYsk1GpkiZJiVBhLkBxDoAZgaz9PQsvXef/Zz7x9fnsLtnBhiAIAVS81axCgRmus/yLc/3vs/7PH4gyn+aIhNTZS4U60yvNohrQn18rK1aH274nQKpD+ztZ6ki+GTFmsn3zq/gBVBq2kz0JTZoePW+42fOr1CsmgSB0HFKt61pZFkmpimcWRTyE3XbQ5YlJAmSqsKd41numchzaqGC7floqkxaVzFrHqos+FJBuyaoSBIyAZbrcWG5zk8fEibPu/JJFkoGpZYtugh1hV989ySm63P3uMPXX1xAV2WWHRNFhpiqYDo+2YRGPqlRqJoca4/Jzmzq6YUK33pliV15oY+12dwJAWkIUh9uexdutyFkO9GbfQr5gptZMl0vtpqbN7L23m7r9O12PT9psQOkbsP4cZfi3ixOUm+5bDvZpZtZIEIBRxBlh/D31xoWT58r3tD3h0KRnR1qnfHy1TL/+isvRZvM7z1+X5dJ63ZIqOP5BPft7uOpc8UIxNw5lo34Ob2aVEd35Xjs6BhA+37SLJRb5JJ6dK/Vlt0lR/DrHzrIo0fHWKlbrNRNilWT755bIZ/Q+PKJOcZy8Qg4fvH5K5wv1FEVUYxaKBm4vs/Z5QZ3jWf5wB3DvP/gYFcG44WZUqS1BUKzyPNDTpFLXFOIqTKVloPieLieAAa7B5MkdZVY29Pt1HyFi8U62bjGPRN5GpaD44uuuNW6RV8qxlBap2a5FOsmTdsjocHMWpORrMeB4RTTxTqm69Owhb9dOia87VbqJp/989dYqBhICDmC9x4YZLlqRuMlfNanF6rUTBdZgukVD12VSeqbK2qHY6LUtEESpbea6aIrwhfxUw/t5dRClWxcJUDilbkyctumRmmDjX/1yAH+43cutInzNnsGU/SndWzXx3I9Zlaa+Agukgw4vgCiT50r8u7dfWQTGnfvymK3Pezev3+I75wtElMlVFnoW601LKqGg2l7WK6HH0ChZrLasPjmi6+LaIaHj5evlim3rXVKLRvT8TgwnGG9+bp6+VLF4LefOEfddMnE1Ui89VauG5uV58Nsaq8l03a/d6trvNa1966Lb/Q+3wx9vx0A9eOJHSD1No03C+y8maTFm80u3cgCsVQx+PdPnOPUolD5nhpI8W8+eijKNjx7cXXb37+dsuJz02uUmg4JTaHUdHjidIGa6W76/K71zu6dzEeec5brs1hp8fmnpyOxyl5NqnAT672f8HP/8NnLXFqpk4lrTPUTZQy+EVPxqgH96RhN04neR3iif+zoGOWmze+Vp8nEVFYbNpIUsGcwxXrD5gN3DPOv23IK4T2F4KNquEzmEyiKxHg+QVJXIgmITx6f5MxSjT/54SwrNZOBtMZkX4Kf2j/IQErnxJV1aqaLosgR2f3Ro2ORflCxZkbA0HYDHMfHbxOc/UAQ8NcaFuWWkFc4MpqlWDdFhqlpIzUDbNdjuWYSBG39qUAA5bim8OTpAgA1Q3TVNS2h6h0E4HkBd4xk+LljE9ecb0dGM6RjKo7rEddkhjIxAgQH6yN3Ch5WsWrgBAGeE9C0TYYzsaicOJaLE5ouP7hvkKFMjKfPFVksG1yWmuiKjOX4ItPjB6R0BUWWWK1bfP/SGvOlFn4gSnhPnhGZ13RMIxlTODKWpVgzBRCTJWQJ+jIaqiQArOO/LmwbHl5+42uvIEmirOgFcGmlyXzZQJaFT2No7RNmIWfXvWvaw/TO0+2uX5vNwwf29m/QLnszy1m3el3cIYe/s2IHSP2Y42YA0Zs5Cd9M0uJ2s0tvBCQulA1qpoMmS1RaLldWGl1p/xvJbm0H+A2kdGGX4fkEQUChYuIF/gYS9vXeWVji+8aLC3z/0hpjucQGscqq4bb5L93Ps7f8uFA2iKkiGyI87eLR/Yabj+/7XCg2cFwPTVEoNa1oE7xzPMv+oTSG7VIzXeqW4CgNpHTef3Bw4/PuKLHs6kvyM3eObuCDAXzx+RlqpoPp+miuj+35nFqokEsIcvxH7hzhR1fWI82vkEQevq/PtXk4Xz4xx0rdQpYlYrogHSU0hYcPDzO33kKRJfrTOpbnU2o5xDTBK7I8H7dttusHgmg9no9z13iOquFQaoqsX91wIh0nH1AJWK1Z1xwzL18t85WT8+wbTFJqOgykdY6MZSNroseOjvHrHzrIU2eL1EyX84UaXiAxt96iWDM3aI+FAq7PXlzFcr2oc0+SJXblEyxVTRRZQpElqoaDLEmYjocXCPJ6ybTRVZmr5RaBH3ChWCfwAxRZIhFTaVlCZsLxXHKBRrYt79E5tn7u2C5emC0R8sSFxIJKPqnhtoHXdqNzTsPmYrTbMRjvVewPtcveyIFyO+vNrV4Xb1dy+I6Ews3FDpD6McbNAqI3cxJeDzy80Yl2vezSjT6T3uuZ6EuQjWuct+o4XsBwpjvtfyPZre0Ar4cPD/O9CyssVQwqLYeG5TBXEqKYnafk7ZLep4t1lmsmyzWTo7tykRnyf/zOBa6uN/mj567wwyvrEUFcUySeOF2gbro8cbrAZx47Ip5BQmeqHyw3zq89ciD6js7NZ2a1wX966iLrTYuyYfPNFxcYy8X50vMztGyXasth32CSqYEUF5br/ON3T24g9G4osSgSz5xfoS+pdb2/F2ZK1E2XvoROTFGomQ4t22WtYfOhw4LM3J/SebRdsgxBVOdY+OTxSVbrFjFVJpfQqJoOQSCMhONtXtaewRQfPjzMUtVk36DD1fUmTiBAwL6hNHWjEvGn/tXDB3hpvhIBt/6Uzp6BFIbjcXm1QUyRqVsu7z84SExVtpxnSxWDLzxzKcoAjufj2F7AX59ZxvWDrrLZR+4c4VuvLIIE2YTghz03vcaD+wb48OFhzi3XI4PnYs1kVz7BVF+CVEylbrlkYiqP3j3Gk68VqFsufluNPYoAVFmOugIJRMdc4AVtkvvrHXTpmIpp+yQ1hX/QFtHsLIu//44hHj8+yTdfXmxLKLhIMjh+EAGvib5El71Sr09i+Hw63+NmlkC973org/FwPoXcv1tRXtvOenMz2fRrrZW3Izl8J0t287EDpH6McbOA6M2chNcCD2/FROt8JheLtS7Bx97Y6np+67EjPHN+hSfardtvJO2/1ULduUj+25+9u51JWmXfUBqAsVyCj7c3J9ge6X2hbKCrMh86PMzl1QaPHR2L/t7zfRRZRmuXcr7wzCX6khpLVZP59SaKLFEzXf7XSwv86iMHt5V5yyQ09g6mWK4aaIpM3XL4ygtXeWG2hOl42K5P0/boS+lM9SfpT+ksVbrH6Hg+wePHJ6MOP1mWhT2JJFEz7GhMT/QJaYRSy8b3A5K6wnguwctXqzw3vUpMVShWTUZy8Sgb1TsWwjLO7HqT0Wwcx/NJxBQe3DtAoWrw4L5B7pnIRaru1ZaDH4DnCWnwmCLz3v2D3DOZjzhe779jKHpOZxarnF+u4wfCJ++Ddwwxs97Ca+tyrTWs6P47AQfQlQEcycZ5754808U6uiJzfrkWZfvG8wn+5Qf389lvvxZ14j17cYUfXFrlympTZNnapcarpZbQ/ZIlPvPoEZwO3a9MXGU0m2CtYaJrMi3bRZYkUKBq2KiyjOF4QqMLUZ5TZOhP6sRVmabtUW456IpM3XT4ne9coNS0ef7SGqcWRTfk0V05Pv3QXqqmS90U2dBHDg/T19P92GmvtNlY613ngA3r1/XWwvDZvXy1zBeeuSTU5CVpy2697cZ21+AbzWZvJwN9u5HDb9cs2dshdoDUjzHeCGfozZiE11PqfSsmWqdMQkiu7hR83M71jOcT/B8P7uaRju6h8NR7K663d5H85PFJLhbrLNcsFsrLBO228pW6xWcei3fxTq5Feu+UTAitU0BoB4luMiHo6AcBST3FRF+Sy6sNyoaNaQtz1y99f4ZcUueRw8ObvsNeTpOmSNAuCy1VDGzXp2qI0qgqS+QSKrvySZZrJk+fK/LsxVU+eXyyq2T33fMrjGRjkQTA739vmrOFGjFV7pK5SGgKewaSEWH6xEwJ1wuorNqkdIXLfsCHjgzTsl2eOltkPBcXUgZNkTXKxlXuGOnDsD1qpsvugSRzpRaFqoEqC05SoWpGY2KtUWayP8lkX5K1hsnDh0e2BOWhurrv+zQtj7iu8MyFFQ6NZKgaLhLwtZNXefJ0gU89tJcvPT/DqcUqnuczko2TT+pM9SeiDOAPLq1Rt9yo667cQcT/yF2jDGZiPDe9xt+2s5k108V2fbQ2OX65ZmK7Qtm+UDU4t1xnsWJEAPFCsY4kCc/AgXQM1w1o2S59SY3VhoOmSNhtPpXvBkLEU5GZGkgynImRiWt892wRx/OpGC512+N3vnOByb4EmiwI8Kt1C8cL+Mx1gFLv+Or92d517t7JfASUO39uq7Uw/ExNkfjCM5c4X6jSsj2SurKhW+9GM+Y3sgZvN/v18tUyf/HqEsWqwbsm+7ZcK283cvjtmCV7u8QOkPoxxhsBRLd6Em4GDnpbl9+KiRY+k6fOFjFsoQLemdnojN7r6Wz373w+t1JRfaliCJ6LYUc8qFMLVWLtTNIPr6xTrJosVw0Wy60uq5PwmrYivW81Hhwv4MBwBserRXYwjidMhVdqFpYjtIEUCeqmy/88McfpxeqW4LOT0zSUifH3joyAJMqKSV1loWxgez6O62PYHmcLNXIJlVwixpmlGv/xOxcYa2eOOsnwC+UWxbpFEEBCU7FcjydOFyLvvprpcNd4jkLVwHR8EqpCLCEL8OMHWK7PsxdWySd1yk2buZLgZRWqFmO5GBeKAgzLssxINsYdI1kSusKRsRwXi3WePlfEcn1M22OhvIbrBeSTOgEBI7nEBhDVCSqLNasN/GQc3yGBigQMpuPMl1vMrTfpS+pcWmkQPAfnizVMx6PVtkWJaQr/6P7dEfj9/uV1IYAZiOxRX7tcF8axqT4cL+Bcocpa08bzhe6V6wdUDIc9A0nqpst8qUlMU+hP6ZwrVEnpGnXLYTyfYCCtc3KmxGrNQlNlQHRLCnkDGdP10CSZmCoxkNYYySX4Fx/Yz7dfXYp4WReLDTwfZEl4/LXagNpHgDSt3ThwLT5jOL9sV4D53kzrVuN6OxmaXmse3/fRVYWK4ZBX9a6y/c1kzG/1ofTlq2V+4+uvYDkC7AOM5BJvC1ByO2bJ3i6xA6R+zHG7nEo2K6P08lzejIm2GVgZzye4ZyLHf/vBDFfWml2mvZ3ReT2hK33vIrpZqfCeidx19W02W5RhoxRBaEp8tlCjajgkdUWQfv0A2/P57z+cZf9QKpIgCJ91b1YnBICbxURfAkmS2hubTDauMppLsHcwRct2kQgo1Cz8QOgNma63JfjUFIlizaLctEjHNYpVk1Oy6HBcapf44prCh+8c4dxSjfF8QvClDJezhRUsx0eR4fBohkLV4NJKg6rhsNaokImr9Kd0FCUsQTr8+cuLPHG6IJS5Jbi00kCWJCb6EpiuF12X5fjIsgRIxDWZ2XWDcsuh3HTwfB/DcUnpKosVk3/+0F5emq9ExOxQCT18x6WWzVLFRJWhL6V3Kbx3RieoLDctLDfA8Tx8XxgbK7LCWsOk0e7gczyfctPm2Yur4u8koRY+mImRS6iRAOoLMyXB40pqtCxhZDyWi3eB/PC9ZhM6ewaStGxPaJgHMJoTGa5QRuFffnA/g5kYX3z+Cp4fEAQBh0azNC0PRRYZxZblktAVxvJx9IbUzlY2ycZVDMfjo3eNYIc1SQAAIABJREFUUjWElEQAmI6QSfB9PxL6DIKAw6MZVutW206HLn2pzeZq5/x6Zb4MSOyfzG9otNiuNtNW7yila/i+jyzL7BlIYrkeewaSZBN6dIC6nhH4dr/3jfBATy1U8fyAyf4U86Um+4bS/PP377st1vjtxO2yH73dYgdI7QTQnd0JFbKFsnOzq6X5Vk60a50gHU8s6qmYRtNytrSYCK9nK6f53lJhpeXwh89e4tBIhpFcYkt5gs3KhkC0qO/uT0acHMcTateFqslLc2UWygaqJLHWtFhvWGiKzFS/8LILieGh5g6wrRP948cneW2xih94rDVtDo5k+Pi7xlmtWyzXLHIJDdvzSekKLcujWLM2gM+lisFXT86TS2gslA2hIB4ElJu2UBEPAo5N5QiCgIl8gr+5sMpK3RTZlvsmODlbIhtXOTFT4m/b3WSm43Nppc54XpSEJODAUJq1prhv1wtwPRdFlnhg3wCLZYO4pvDA3gHimsLewRSW4/HEa8skNRnD8SlWLRzfx/WEl5wkiY3fD8Q1fuvVpUisNASfYYYvVM3vS2rROOpUeO+MTqJ8KqbRtE0Mx0dXZWRZ4mNHx7m40mA4E6NmOGiqAJmm46G0LVd0TWE4E+vi4WmKJABmy8FHAMgvPT/TJf7ZezC5WKzz1Nll9g+lubzawPEC7m2XhXJJvWs+rDcs7pnIo0hwrlCl2i4b3jOR45cf2hd1S2qKRKFq8sTpQkSoB6HvFdcUggA0VUFr09DH8kI53vZ8BlJ6Fydrq7na1W0Y1yIj7k61+5vJCIdzsdoShxav3XH4mUePkEvqkdhn5wHKcn2knu+/0XijPNB7JnIoskShahDTlC6e5E68c2MHSO0EsDG788XnZ3j6/AoAT54ubHqiD6P3BLfdE921OFfhad31/G2RxbuBYDcxuLNUOLveomo4zK63SOhK1D3Xm9H65PHJDWXMYs3sWtTHc3G+enI+4hsldQVNkdAVmXRcxQsCsonXJQjKTXuD5s5gOtZ1ojcdn8m+5IaMUi6pc//uPJIksd6w+MR9Exyb6uO3HhNK3VdWG3zt5Dy251MzHPYqyQ3q8eHz3jsoRCs1WcZvW7FoiozleixWDIbSMb5/eR2JAF1V2DOQYt9QmvPLdU7Olqi2HBqmQzquk9AVJEkiqam8tlSlbrkMZWI8ONzPhYIQxgSIqzKG7TGUjtFyPC4Wawxn43z8XeMUqiZzpRYXlut4AWiqRFbTqRoOhuORT+pUWzaeJwDVldUGhaoZiZICXWP3Pz9zibn1FqossX84venYCcni90/lowxipeXgawEyEookkYypkYBsXJM5Mpbjby+scLZQQ5IkZFni0GiGf/bevdH8WKoYnFqoMpDWRdccAU3bo2Y6ETDqfK8hoJroS3B6sdrmgm0EJCCynzXDZna9SVyTqRouliOI9KosIcsyg+lYF/n6GDCWi0fK+4AwVXY8TNcjFVNRJJldffGIO3VltYGmyBweS3dJUGzFR+ztqOuc+1sdcK4VveW83f1JBjNxmpZDLql3cf96P/9DR0Yi7bGbATBvlAd6bKqP3/2Fezc4HezEOzt2gNRbEG8XbY7ObNNjR03qphOJI/YuKJ0E0F4AslmJbbO4Fvi50TJi+POvzFd48nQhIkaH3/+RO0d49uIqtuuhKzK261ExXJ48XUBXZcoth5gqddmA9H7/QtmIsgJrdbPNhzJYbdis1k0kSeJj7c39yFiO6WId1/cjL7BC21AWRCfZy1fL7BlIUW05rDXKeF7AUsWgUDU2lDM1RWpnCmHP4OsbXGdG7sxSlZbtM12sMdGXwvX8DeBUVWQurzZRFJmf2j/A2aUq0ytNwKNpC1J1y/bQFYm+VKwNAgUYOjya4bnpVfwgwPdEV95SxSAIAl5bqtK0PUpNm/6UhuMFbZAltJgm+uIcGE5zZqmG3raEuWs8F2VqWrYHEuQTKqt1i3RcRVdl4rqCIslM9aeEIrkEdcvtIm93PoelikFcV9g9IMqeo9k4xZq5YeyGoq0AB4fT/PShYb53foXXlqrYrs9kX4L+lM7FYj0qIf78/RO8/+Agv/OdCxi2S1JX+eX37iGX1KPPDUu/SxWDastBkiUCJMZyiWtmSq4HSAA+eXySv3h1CcP2uGMky3fPLkclQdcH1/ej3335apnnptdQJHh5voLjBZycLfHY0TExhnWNtYbJfbv7OdA2rf79Zy7xtxfXUBSJvpTOpx/auyU/MpTdACFV0QluOp/1zfAqO8GM8JCUCYJg0wPVZkT2G11jO9fnW8EDPTbVtwOgfsJiB0i9yfF21eYYy8VRZJlC1diwgPWeGDsBSOgJl4ptTRIP43rg50bLiCHY0VV505NzKEZp2C6W6/O+/QPMrDU7FuxuE97OTA68niWrGYIILUkSF4oNJAKSutDZObNUY89gip+/fwIgapEfycYZyca5Z1eOlbpJxbAjNW0/gMn+JLIscWA4zUA6RtNyKFRNCqcLlNq+cDFVomq4vO/AUNd9L1VEaahquMRU4eu2mVls7/OuGg7JmMYdIwIsO17AeE5womqmy1BaJ5vQSGoKT58rChFISfCYJCAVUzm+p5+G6XByrkw6LgjmlhtwaCSD1RbdBJGx+uHldUpNi3RME515livKVJMiK+R6AWht8BiApsjcOZal1BJed03bJaYqeL4fkbc382DzfKGNdHqhwkrN4jtnCvyLDx7g4cPD0c/UTIekpgiD4YaFhNAEW6mbmI7HYsXk+5dWUWW5i2M1nk/wn/7xu6Ky01dOzkfK2kd35ViuGoxk4wQBxDWFTFzjwHCKf3T/BKWmTalpc2axugEkdfo1do75cOwBfPXkPMWqwYViHcsVxsiKIhG0/QUfOSTuL7QtKjUdXE9wz3blEzh+wE/tG4gyvSO5BD9//0QEQCstG8v1yCc0cgmVQtXE6eB1dWb9fv+ZS7y2VEWVJe6b6uO32tYwW83xm+2kC1Xxt+I0vlHe5mbr8w7heiduNN6xQOp2yQK9HbU5Qi5Np9t97+LeSQC13NdPcOO5eFf5azOSeGdcC/xc6/puRuju2FRfBKbySYnzy/WIU7HZgr3VIvvU2SIAd4xkMR2P5aqJ4Qg/NkWWoucVdue5ns+Tpws8enQs8l174vQSNUOoS5uWQ1xTkBDaOEEQoMoy33xpgemVBpYjSMUPHRjkbEFwacKuPIDPfus1Ti9WkRCik72aQ73PrbP9vNqy+bd/eZa1hoXdzlrENYUDw2mRYbtzmO9fWkVCIqZI7B1McbXcggDuGMkws9bkfKFG2XBIx1Qm+hI8cniYTELjgT19mK4oNZquz3pDtNPbro+qKEz1J5gu1nl+ehXbC8jEVCHsmdA4OpHjexdWeXFOlDvddgfZaC7GcCbOvZP5Td+Ppoj3WmkKJfNdCZWlisnXX5znVPuZTfQJ0dbLKw3KhkPGUvnDZy8xkIpxZa1JPq5RMZw2L8uLxmnnmAVhw3O+UEWWZbIJlelinfW2OroiSwxn41iuh9zW//ri81eibq537+6LOHrFmslvfP2VaM787i/cy0g2vkHEsmbYwrIHWGvY7BtKsVyzhNG0IvP9y+u898AgpxaqWK5PQlNoBgGe3xbhlAT5fjNxy++eW+b8cl10ajoe/Sk9ytb28rqeOF3g1EK1rV0FK3XzugemGz0Q3Wg2+mbX1FfmKyxXja7M+wN7+2/7NXonbq94RwKp2ykL9HbU5gjBX6/bfRjhZtVLAA1J2mHpoGlvTRLvjBt5Rm9U6K7XOPlDR0aif+vkE3U+h16Pr4/cOcLZQo2LxRrLNZNcUsOoerzvwCB10+HUQjUyLnY9n1xC4+nzK9RMl9FcnE8en+S5i6vMrbfwgoCW4zFdrBHTlOhZrjUsvnZynqSmoMkSdcvlfFF0CoaL/ivzFS6tNHh1oYLlCBFMz/dx/GCD2TJslIF4YG8/L8yUGM/H8X0f1w+IawqjuQT3TIjOK2DDu+4EaV87OU8mrhHXFDRVIqYqvHy1jO36pOMaCd+nYbqUmxa2K/zuBtPivVxebRIAuqLgeC4HhsV9KbLEfMkgpso0LQ/H95ldb3HHSJq7xnMRgXcz/g2IEqTp+PzoyjprdRskODySiUqdD+zt57ciO55VBlIxXluqEtMUQm8Y3xel13RM5YnThS67mxD8+75PzRRguFiT6E/pfPCOocimRlck1ho2903l+dFMiZblkYmrVAyHACm6nnOFGp4f0J/SKVTMSOm8s9tUdEe61E2HvlSM4UwMSZIYyULTdknrKqFn4uPHJ4mpMqWmgwT0JfUuABpGsWZGWa7vX16P5qrkB+zKJ9C2ONyUmjYNyxHZxkAYKffO2V5LmO2Aos1Mgd/MWKoYPHG6wOx6i9n1Fvfsyr0t1ueduP3iHQmkbqcs0BtNPXfGm51l6+Q9XQvYbOio69hYb5QkDjf2jDqzYZuVDq/3jHpB21ibMN4JOrbihYRdSKF8wXPTaxSqJklNwQsCLi7XqZrCH+9soRYR1i+vCs2n/UMpqoYo2cV1hdFcnGrLYTgdYzATRyKIyLRLFYM/e3GBUstGlSWOjueEHc35FS6vNvC8gC+fmKNluzRNF0WWI/XzUtPecMoGNlWMn+hLkIlplFsOHpBDIh1TuVgUpU4J2DOQirrnOsm+T51ZZr1hUW7ZxDSF4WScXEKN5t2xqT6eOb+CHwTUDAdZBmSJVEzFdDzWmxa+75OKKbRslwvtTI4kwWA6hu0I/0JNkXG8gLl1g1xC5wvPXOLXHjnQ7rrzeWVeSC90krLB5sh4loPDGdEW7wcRt+fLJ+YoNW2OjGZYrIjxFARguR7ZhMpQJobpevgB0Cb398qBTPQlsL0AxxOdYqoCnh9QrJmRTc0f/2CWSsvmqy9cxfYEoKwYNiBhOS6qIjwQtXZ57mKxgSTBqfkKR0YzkRjp7HoTw/YwHY+hTCzqEgw7Rb98Yo6FcktY9KgSuaTO7z1+H89NrzGQ0rlzPNvV4dhblg8QfoVh7lhVRDatbrmbrgFS+z9dkfEDopJi5xy8VidqOI+30ot6qw6/C2Uj0n+7vNrk0baTwE7sxI3GOxJI3W5ZoFtxunqzF5rtCHKG0QmWFFneUAK4GeC43WfUmw3rLB123oPl+jx2dGwD+bQXtG2W2u/sqOotg3R+fqVpc3G5juX56IpMNeaQS2iR4XBIWA9lD3pb0B1PqFEv18wIjHQpgeuiY06RJX71kQOMZOP88Mo69brLzFoTiQBNUUjFVAYzOn3JGL/83j1869WlTU/ZmynGf/L4JHsGU7x0tSzI4cB9U3levFohpko8ebrAxZVGZGfywsx61MH420+ew3I8HM/n4cPDPHJomO+eX4nmXX9KCCaKspKE5weM5+N4fsBrSzU0WcL1QVdl9g+lWa6ZyLJEuWnjeuLvHc8nE1MJCNg9kGClblE3nQhMiacVYNqiC/LeyTyfPD7JF565xHAmRgD86sMHolb533/mEidm1gkCYTj92b9/J44fUDNcSi2LwXSMI2MZKqbNcsWi5XgYtsvRXbm2HEgjMiF+7OgY08V62ywYpvqT/OLxKe6dzPPKfIWm7RLXFHH/ns/h0QzTqw1Gs3GSMS0qAY/nE/yfH9zP//d38xwazVA3nYh7VazZjGRirDZsyk2L/lSM9x0Y4pE23yvsygvtc8LDy3g+sSnhuTOLF/ICJQJURcILxIGoP6nzsXtE08Rz02uR918YfSld6IW1wfveti1SGNfSlnplvsKzF1epGXbUhDGSjUcit2O5xAbJld7YSij3RteccJ8QTgLxTX0Cd2InthPvSCB1K7NAt0vcyizb9YT1wnLeZhYj0E1avrTS4Fyhyr6+dFf568165pvpS4X3EwryhaW0uulsyDKF1x9ymK6X2u8EeJ2b0CvzFeqWS19SFzybuErddDFsj6fPr3C0/Vnh74/l4tGmNJaLR/pFCV0FBFkfgq6yYEyVeXDfAAvlFoWq2Rb785nsTzK71qRpefi4pGMav/SePZElzlan7N6ur4tFoVJebtqYbV6M4wd4AfQlNXIJjb+bXRJEcD/ADwL+x4k5LizXOTiSwfOFcvjl1SYnZ9eZXW/xvv0D7Bt6vavwyyfmqBo2wxkd0/UZycZoWoJ3JEsSmipzbKqPd03k+cIz01QNB9sLqBg2aV3hrrZx80/tG+ArJ+cjY+CYKsx+a21vux/NlPjayXmevbjKB+8YIqZKpGIaxaqQIxjPCRA6V2qitr/Xdn2WqiZDmRiXVxvUTRfPD5hba9Gw3MijLpnSqVluJAfyRFsO5K7xLAdHMhi2S0JX+c2PHuLYVB9LFYMnTxdYr1vtsaGJcmXZwPMBJAzb5SsvXOXJ1wqkYxpHRjMcHsu2QboQx0zFdHIJQSovVg1sLwAsnjm/wiOHh6MxOpKNR80N15MpWWtY2K6/gRf4S++x+dFMCUmCx46OMZKN89tPnON0u7PxR1fWI0L5vZN5jk31bWlUfC1tKaBLWf93vnOBwZSO6/u8tljj9EIVRZE3lVwJJStCn8rwsNSZVb6RQ+bbqVqwE7d3vCOBFLzzFFpvVZZtO8J62/388GTZqfL9ZmT/etuTO0uHmiJtKCNcXm0CbCndEMZmoAPYoEAdhqZIlFsOLbtGJq6iyaLsI0ng+wExVeZ9BwYp1l7XOHphphTpcoWb0j27cjx+fDLydpsrtYCAuVKLv7mwwrMXV3m8XRa8WKxRNVy++eICmiqycXsGUsiyRCqmkNBV9g6muGMkE13vZqfsp84s8/mnp/H9gLrlkNAVqobLldUGiiThISxCduUTUcnrpatlaoaDJIHtBWiyRFyVWambpOMqTcujWLVwfZ+lislC2WRmtcHd40KvSJMlbMcjQFil3DGc4T37BogpEp9/ZhrT9ZEl2N0v/N98P8D1AxQJNFVGaW+8H3/XeJRd+YNnL6MronvxhZl1ZteanF6ooatSVDottwnfIbG7ZrqcX64TUyQMxwcCLM8nG1MZz8VZqVtUDNHhBhDgI8vgCwoQxbpFKqaS0hWO7srh+kGUWcklxBIago/QQsj1ff7eXaOcWaryvgNDDKR0vv3qEqWmTaUltKBenCsLexlVYigT57N//05ybc2s337yHJdXGwQBjGZjeIEozaZi8cgWBYg6MMOM8FZZlc55H8Cmau8fuWs0+vMLMyXqpisUzhGE8k4D8WsZFV9LygHgGy8uiKaCuIbvB5HGVqnpYDoe9+/u2zBvw+tfrhrMrrd4cG8/f7dYpW46KLLc1Tl8I4fMt0O1YCdu/3jHAql3Wtyq09ONCOttBSg6P0dkUuDBfYPRInsrT2fXa0/uvZ+QPP5kRyltK3DXm9ofy8W3XBB7Oxl/7ZG9jGSFGGa5aRMgTu2eHzCaS3R9Vrnl0LRe35RqphAW/Nw/vDvqnPvhlXVqpijZ2a7HV04SgS3PD5hebfCevf0MZ4Tg4j95YKqr9b7zHj94h5BH6MwK/T9PXaBiOMiSRD6hcWQshyzBqwsV4Qnng2V7eL7Pt19d4h+8a5wzi1VhQQIEQYBPwErDwnR85tZb2K6HLENCUTAcD02RialyJMw5s9rADyCTUMklNEzX48W5Mg3TYc9AipgiU6iZvDBb5sWrFfYNpVgom6w1LRRZwvN89LZOGQhz5Gxc5UKxwWg2RqFmAQFB4OMHiih3SsIkeHd/UvC+fCFnYLkemqwiS3Bsqp+qIXwGv9vOHmbiGnXDwfcDAj/AF5gKGUHWXm/aKLLMiZkSR3cJoOh6Ppm4xsnZMuWWzd+cXyGuC3mG1xarlJo2w5nXs0WnFqskNJlizUQKiEppivx6duwjd43ywkwpatg4W6hSMhzum8pzaqGKqkgosky1ZfOHz16maYnS8IcOD3eBj045hWNTfRvmyVZq751zIxNXmV33cD2fhuVy4spal4F4ONc3Wyd6AUrnn8PO2Zgq7iXsnB3KxJBgw7zt9LfcP5Rmdr3V1XhRqBobpEveqtjMe/Pt0Jm9E7c2doDU2yhuxenpWpmnzsXxeiesXq2XThB1K09nW3XOdX7mZoJ8ne7ysDko7AWPm31XeA1rDSvSx4K25lLP+whLa72ftd4o07REx5WiyGTjWte1/NlLCxSronsLIKYq+L7YWPuSGnsGkiyWWzx7cZW4pnCxWOfn75/gc7tyXYA1FJoMSy6aLPGVk/MUqi0aloeMhB8ID8ADw4LXIiQHhJfccsNC1xSWaxYHRzJM9iewXaGzFNMUjk3mKdRMob1UFzYulhOEjW54ri+yGLqCIkHFdFAliZYjRFAblktCc1iqGKRiKrIsockik1SoGoDGgWEFY9HFdkX34XrToS9lc2pB+AEOpuNCoiCpc265ThAEJDSVXfk4VcNhJBvjf79WEMTttqp4zlMhAMsTz+DO8Sylph29ZxDK60FMwfVh31CSmKpwZrGGqkggQUyReW9HtvHeyTxPni5w4so65ZZQYF+qGOwdTHHfVB+nF6rUTBdZtinWTI5N9UXSGabjcbZQp2G5BAi+nK7KkfJ4mHW9uFxjuu1NWCgbpOMq2biKaXv88Q9mWSi3iKkKrudzebXBaNscNzTO7ZRTuJb47WYxnk/wmceOdJXve4HCVnM9LMHB5qXGY1N90SFis4xV75ju9be8Z1eOB/cNcOLKulCC30K6ZLuHuZs9+G12bW9WVn4nbu/YAVI/YbGdzNZ2+Fhbfc4b4XJ1dg2Gi+L1So5bXUcIcl6+Wu4i4m7Flwoj/C7b9Tk5s87/+911cgkVxw24UKwjSWxKcg+/v5NXFpbm5kotdvcnySY0Hjs6FhGFO5/XYCZONq4K6xEJZFnuMkMezcapmA5TfUk8//U2/s5rf2W+wqm2Bc3llQYza01KzbaZcRBEGZC4qjCWEwKh+4bSXF5pIMkSlZaNYbu4ATQskd1o2S7DmRgTfUnySY1UTGWxYrBUNnDc10EUCD7RkdEsiZjCqwsVPF/YvSR1hft29/HcxVUqLQfPDzgwnMYPxLPs3Ayfm16jWLdoWR4VQxCs50syd4872K6P6/soskTLFsKRXhBgOR4Vw2E4E0eVJU4vVvF90QF5dCjN3eM5KsYijhsQ12Ue2NO/gRR/964skiQxt97EdgNGshofODTEg/sGADjRkW0MwcGjR8e4tNqgabnCf0+SWGqXiwPA9QIW25IEn/uHdzOeT0TSGXFNYa1hc89EjtFcgvcfHIzKl+P5BB8+PMyTp5fw/ABJBkWRGUjrPLhvkFfmy3h+ILJopsPUQCoiuY/nEzx1tojnB4zlEhTaHLF/9t6+a4rfbhbdBytjwxzc6uDRqRp/dFeOz2wi1nmtjFXnn6+V+X644+CyVdfg9Q5znWAoJL9vV5X8Wte2Ez9ZsQOkfgLjepmta4GX62m93CyXq/d0d3g0EwGf6wG/re5nqWLwhWcuRQTlqX428C567yXcbL750gJ/cmKOmuEwkNIZzIhSyGRfsksfa6tFO/ysTvHOhXKri8sUPi/b9Vmpm1H3mizL0YIelg//9MQchWKdpYrJQEqPgFxnCaczHD/AD3xato/tecRVhf60xt6BNHFdjjJqv/nRQ3zhmUv4vs+FYl0QmiX46gvz1E0XSQJdlfjU+/aSSQgjYE2W+PdPnuPqeivq5gvjzl1Zjk31UTcd0jGLpuUy2Z9kIp8QPoCmAFIza02O7+nnUw/t7WrNny7WqRkOFcMhqSv4Pqw1LL7+4gIHh9N84r4JfuUDcQpVkz89McdLV8t4ARQqJg3T5dV5kc2SZQm3YTHVn+TY7j6mV+qROOi55XokHQCvq/i/crVMqWmjKaLU9psfPRTxhh7ZZNMey8VJ6gquHxD4oGgSE/0J3ndgiGcvrrBQMkjoCk3LibrQtluiX6qaJDQF2w1w2rIWu3LJiMCdiUN/SsNy4zx+fLLLpkaRhZxCaDUUjo3x/I2L34a/t1nZfzOZlIXy66rxAHXTfUOlrq0y3+F13exBsPNnO8nvnaD3jVzbTvxkxQ6Q2okNsdViv52T3s1yucLFT0KiablI0uuChZ2Zl+uVDTrBUSiaKEsSa3WTmCpHAORaAGihbOB4AXFVpuQFrLZVv4/uyhHQ7fnVuWh36jOFnxVmIDbTogo/IwDimsqh0SyfuG+i677C61EUibFsHMfzGc0lKFRNzpyY4788eznKkn3m0SMc3ZWjbrrs6kvQsj0qLYe8qjGWi5PQ1UgLKfzusMzyynyFl+bK/PDKGis1AYACREkrCODFq+XonViuT0pXURQZBR/LbesKqRIP7Onnrl05nh1M05/SWalbAPzt9CpBIFrnJaA/pfPo0bGu0/8LMyV0VeajbZL27oEUc+tN1hs2jhdQN93IlPcY8NJcmTOFGrmExkpddN/ZrnjfiiwygmFX1+XVJusNC8sLWG/O8aMr6wRALqGSTeg8uG+Ay6sNyi2blu1xtdzij38wy127ctG77M16fPH5GVq21x5ToqtxoWyiSJBQFfwgYKVm4nr+BlHPUCtsKx7iPRM5kjGxPLs+/JuPHuL9dwxtKIF1el3abVVyxwvYPZDkgb0DvP/gICPZePQ9N3vQCa8vPGSEchI/fWiY/pTeNWazcY3ZdVEy7dT3upm4mfXkRu5RaJEFlJsWuqoQBMG2gd+t4q3uxNs/doDUTmwam5FJO5W6e7VeesHBjUaYmTm1UKFpe5yar3Bsqm9DNuxaZYPeMt6HDw8zV2ph2KJ7a2970+lUHd/s1BoSbU3XR1UkckmNsWycRw4Pc3Ak08XDCNvJe/WZejNTnc/mt584R910ycRVHjs6RkyVI50deN1frfN6snGNWb8FkkQmrvLk6QJXSy3WGxbjfQlalstS1eTTD+2NZBZGMrEuQvpW2mDFmsk3XlygZTlcWW3S6S5jez5xTWZ3f5IrbV/CV+YrKIrEUDpG1bDxA59cXENVZRzQFMBQAAAgAElEQVQ/6Mrs/cHfXGKhbJBug4Jqm/CutcVQO+P1rkiXPYNpPnl8su3pViMIwA+CLiA8s9bE9nxWaqbgMbV9BnUtQJEk7h7PRZmk8bwYX4rtQiBkJmKqzEguzlS/AHb5pM6VdsenJgvdq6021WfOr3BytoQmi05ARQYFsFyfP39lkbrpcmAkzfRyneFsnIVyi3/3l2fJxDUycZVPP7SXLz4/Q910NwUkx6b6+N1fuLeLMN45JsI/d0pynLiyxux6i/6kTsvx+CfvSW+wmunN8MK1m0o6597nn55mdq3Ba0s1BlM6a02buulsMNH+VHsMDqT0yN/wjcSNckM7x992fvbx45N89ts1bNdjdr15XVurN3JtO/HOjB0gtRNbRi9/4PHjk1iuH+nphFovwDWVjLd7unv06JiwUcnGWK5ZG5SGO8sGjucz3xb4C0FNbxlvqWpyeDSDYQugM9GXirJcnadWu4d8GxJtv3d+hW++vECxalJqOZy4sh5tDL3t5EfGRPkk1GfqzEyBKE+tNSzKTZvTEY9J+NMVqiYt20WV5UgjpzdL9ltt4i8Ii46nzi4zlNZ5bSlgviQyE3FV5kvPz0RA8+BwmkcOD1Nt2XgBrNWtqAQUxstXy/y7vzzLctVAVxVSuoKqyARBQDKmctd4jp991zh37crx+aenxSlfllhvCAAlSZDUFfJJbYO/30tzZS4WG7i+KKntHkgylImRjWvENbnLPuipM8v8wbOXiakyoPLhw8M4XsDDh4dpWA4DqRgBQaQb9tTZIroq8bGjY1xYrvPgvn6mV5rkEhq2F/DY0TE0WeK/PneFQyMZMnEVp51Ns1xx3Z4fsFa3GMkKmYixXJzP/dVZrq63iKkyQ5nYpgeDUH+sbroEgZBriKsKpuPj2S6FqrDbObtYaxPLaxBAIAVM5pM4fsBfnSpwerGKJkssVgxOzpbIxFSOdRgAH5vquy5fp3McK21PP8fzsRyPUtO+ZrPGjXCJws8ZSMcgANMR2hBJTWW5anTNwy89PxM1PDzcoXf1Vkcoz/KNFxei8udmgDGX1Ll3MndDtlY7sROdsQOkdmLL6OUPfOXkPI8cHqZuOlvaj/QqGd8IP+LeyXzkEZeJi6HZ2VkUZmZCs9k+R4vAXGcZr9y0yCWECKIiyyR0iGkKTdvpUn7uVB3vJd+O5xP80oO76UvpfO3k1Q2aVL0b1IHhNIsVY1Pl8E4NqcG0juf5OLJEqWnz3XNFYqrM7oEUHzs6xktXy5tmyTozhL/9xDlm11tYjk9/UmP/UJq4JlOsW1wttdqK4QEnZ8tMr9RZrdtkYgpN2+P4nn6Gs/HIquNzf3WWyysNvCAgpQv9pkMjGWwv4H37B9g7lI7KW588Pila8GUJXZWQJImX5gTxuW65HGx3Ar58tcxXT87z4ty6MCiWhU7VvqE0l1cbNCxXkMxbNk+cLjCz2uBL35+hYYky2e6BJH/8g9m2cKnPcCaO3hbQnC7W+R8/nKVuOlwo1jk0kmEoExOdc7bLrnyStYbJmaUq33plCVE4lTgwlIqaBIJA/K3r+1iux+MdCuNfePy+SNKir0fRu3NexFRhVFxq2EiShNm2s1Hamay+pEbLFkbWfgCJmELddHE8HyRhgwNg2B6WK7QW6njMl1pdIPx6HWWd7+Vn7orz338wy5lCDV2VOXFlnbvGs1vaHHV2oq7UzA3gvzNCwBbYLv0pjYFUjGLdZHqljqLIkUhpZ8PD7HrrmgrlNxvb6bLrXLvKTYvPfrvGvZO5TRtOerXp3ilddzsioW9d3BIgJUnSzwCfR2S3/2sQBP/hVnzuTvx4I+QPhOJ5MVUYs462LVA6+QdbKRlfa1G6Ftl7s86iMDMTms3eNZ6LzHtLTZvLq00838f1QZbEhi4BH3/XLn7lA/FNy1qXVhqs1i3uGs9uKt4Zgrve+w03ltCTbiwX35Rcfmqh2iVsqMoSI7k4FcMhrinkExpa2wOuL6Vfl9vRKSJ6ZqmGIkuMtT37nr24wnLNpN62p/GCgJbl4LeVyv3AJWgLO74yX+HluTKvLVXxPVE225VP8Kn37aVYt3hhZp2vv7gAiHbzTz20t4uLo8gyddMlpim8Z28/F5frVFoOf/HqIpYrRCYn8ymurLaQZQlVltg7mEJThOL4esPij38wy9X1ZpuXJABXwxUGxfmEw+HRDFXDibTBnjhd4H/+aI659RbZhIoEFKomNVPoP603HaaTDUzHI7/SwHI9BtMxKi2HtYZNLqHRsl0s1xfgRpOFhUtHJi1892Gm5tmLqxtKopoiMbvexLIFANo7mGJ2XdxnEAj5ipGsIMRLkgCMghemMZqLM5yJ89jRMZarJpdW66w3JVRZxnY9lqpmpNf0yeOT11Xs7ixnq7KM0ZaayMa1yIYoBFoh6Ty8t6rhcGG5hu0K82XDdrvK0p3ROTcfOjBEX0qn3LT567PFSL7iGy8uUDMcLMeDIMDzN2Z23ujmvt0sWufapasKtuuR0rUoI91bIr2VXKdr8TjfKnCzIxL61sYbBlKSJCnAfwY+AiwAJyVJ+nYQBGff6GfvxI83xvOJLvG8bEJwODo1msLJuZWS8ZZdSdche4edRZsRuH/+/gkWK4awE3H9dpnFIQgC7p3qY71ho8hSl/hgb4kk5Fu9dLVMxXBYLLe4t4eTFT6DreQVQk+3mCq4V7/+oYMbyOX3TOQ4OVvi0oqD6wf0p3QyMQVVlmi12+YdP4isNsJT/VbPLORkVQ2HPYOpLuPa1bpFQlOQCCi3HAIPIX0AtCwPuZ0JqbQcvnxijqWKkDBI6cIP7r7dfbw0X2F2rcH55TpxVSETV6mZDs9Nr3V5EnYKn9ZNh2LdQkLIIQyldSxXJq7LjGRj5JM647kEjx0di4CBJEm0bJe6JexnRN4oQJbg8GiatYYTaSOF422tbjJdbOD4Qh9qMh9HkSVs1ycdV1EMl1RMgQCG24KdlZaDIkvsygvCueH4KJJ4LkldJdYGuJ0RZjNSurCY6TUsdryA3f1JHLeB6Xos1ywUCYbSMUzX558+uJtcUue/PHsZzxdegf/0vXt434HBLkD2W4+Jjsw/e3GBhuXQtIQpcScIv1b3WW85Ox0TZdnBTIy66WC5AdWWHfHk/m62xMGRDDXDFpy7tSYJTcERjj0s1yz6Uvo1s8hhuaxquLx3/wCaInFmqcZ8SVyvFwRUDYeUrpLQlS4e3K3Y3Lfbkde5dgVBwOx6sysjvdnP3wqgEWaMO10MwlLtWwlu3ogMzU7ceNyKjNQDwKUgCK4ASJL0VeBngR0g9Q6IXvG8TiDRGZstRL2k6d5/uxbZezOD3c0I3GsNi6fPFRluKx6Hm1GolnytzE7NdEhoQtBQUaRIMygk34Y/16sPFUZo75HSNWqGHfFPOomuI9k4n35oL5/7K4OW7WG6HtmEyoO7BulP1TgylqO/bQIbRlje7MzGdfLVqobbpUflzJSIqTK251NuOMRUGQkJRWAKJvIJ3r2nn/2DKSwv4G8urLBcNai1hThN12cwrXP3eI7nL622jYFd6rhUDZvRbJxTC5UuT8JO4dOnzhaptBwKVZNyU3COPnrnCBeKdX76jmH2DqWjsRMS/astm88/PY3teuiKgoS4Bj+A4UycsVySB/cNRM9loi9BqengExBr64zJisiQik3SxfVFu73l+qzULI5N5tg3lGb/YIq1ps1yzaJhuQiFByErcLDtC9iZKeg0xnY8n8Oj2S5QP56LUzNd/CBgsj+JKovOur6kzlAmxs/dN8FC2eDuXdko+5aJa4xk4xsyIeEz7OzA6wThvR2fvWM4pkqRnlQuobXH0uuyCKE/YUxVaNkuK3WL+VKLSsuOxEATurA7sl0Pyw02nS8gOvZm15qs1EyKdYuLxTqaIpFPatie6OR0XY+4JjwSk3o3D+5WbO430pHXuXZ1atO9mYBioWx0ZaBr5tZ0gFsNbnqttG6FpdjtHrdL+fJWAKldwHzH/y8A77kFn7sTt0nc6GntRpXRN1NY36xMthVnKCy93bMrx6Nt1Wm4dlZsoi+BJsssVg1sNyBmuvzv1wr86Mp6xMe5Hmm+c8PtFensBENHd+VYa9gkNYVi1SSmKm3StsxASudE+ztDw93NFttwEys3bUzX6zKu1RSJSysNSg0b1wtIxxUcH2KKgqpIjOUS1E2Hr/7dPMOZGMWaiSzL+EHAcDZOX0Lj2FSeVxcqLJQM6oaDLAnrErFR6niBH5UTR3PxCCiO5xPcM5Hjv/1gBtv1CJB4z54+/vBvL+P5Ad+7sMLv/sK9gCjNXVltUDUcZtaaDGVirNQtxvNxUrrKe/YNcGQ0Qy4pdLK+9PwM86UWrh/w6x86yKcf2sv//RdnAIgrEr9w/yR7h9J4foBhezRtl6Sucmg0Q7Fm8ovHpxjLxfmNr79C03JpmC75pEbVcOnP6Ez1p/hE276lc7x+8I6hyBh7rS7KcyGoN2yPy6tNMgkVyw3IywK8HRjOIEkSn35obzROsgmdmiF89cJy3YcPD7NUNTd04oW/EwLNznEbluU2m0PZhM5UPxFwCsuUITgLgdZa3QIJ7hrPUjNFZ+R4PiG6NH1IxTX2DKb4tUcORN/T24n7ZPv9VQwHXZGJKRKuD3sH05SbZYp1ExlAEkC1N/uz3c39WpvjjZbh3uquurDjd3ZdpPlCF4Pw394scHM9K613Yjbqdipf3gogtVmv6IbiuCRJvwL8CsDU1NQt+NqduJHYTDV8O2TWm4k3ooze+e8fuXOEk7MlXpmvbKlHc63P6f3M3nv9xP0TLFYNai0HVZFYrgr7k1A9+nqkeccLog23ab3e7dOrLXVqoYLn+aApKIrMx46OEQB/dbrAt19d6vJKAzYstksVgydPF5hbb1EzhQ1KKPII8Nz0GrIMkgSyLFEzXTIxlQf3D7DesFHbvCTPDxhIiY7IvqTg0BwaSeN6Af/r5cW27EHASCZOy/ZQFEFaX6i0qBoOpuOzVGmxWG7x12eLkfxE9BzaXU/FuoXXLmMWKiZPnC5QqJr83WyJ1YaNIgmu2MffNU58d54jYzmmi3Xm1pssVowoo3dytsR6w8YLAv6vb57mP3ziKL/68AGullp85MgIH7lrlJevllmumXh+QBDA7v5YZGQ7louLclNbkuHCch1dkckltHYnnxAYfeb8SlfZstS0qRgupabw4/v0Q3s5tSBKNRIS600b2/VoWi41Qxgr7x1MRSriYebp1z90kG+8uECpaTOWS3BltcFnv30GTZEi65beknM4xhbKBsWaGZVCzxZqjGTjFGtmlyRCOPY79aRCq6ROoJVLaCQ0harhsCufoGE6rDUsFEXipw8NUTNdfvH4ZHQ9vZvUB+8YwvV9UjGVmuHg+j5uALoqOjz3DaUFOMslKDUt9g2l+al9A11Z6U5i/GbAcLPv3YqvdbsCg/H869Y6wAZNuDcD3Gzl99frfPBOi9upfHkrgNQCMNnx/xPAUu8PBUHwR8AfAbz73e/e6S99C2Mr1fDtkFlvJgTR078mAILtLYhty9xN0fr1xDl7f7Z3gb53Ms94LsFa3aLccskmNCzX42KxtilpvheIbdXt01ua3N2fRJIksgmN/cNp7hzP8oVnLrFYbiFLQoD0zFI10uMJAUC42YRClR+4Y5Bnzq/QMF38AP70R3N88bkrLFYMyi0H1wuIazK6qrB3KEVCU6IyZ9MSHLL1psXBoTSfuH8iEoj8kx/MYns+uiJjewEHhzNM9CcpN21KLZvxXIJ8QmPvYIqW7VIzREkwVK3ufQ6HRjL85atLnK/XUeR2Z18QCNkBAnRFqIGfL9aZ6ksCooNuKBHj8mojeqdNS/DHJKD2/7P35kGSnOd55y+vuq++7wHmnsFggBlQAAmSIEiAFAOwKHEpWSa8jnBYdCiW6+Xa4QjtrrgrhkNUyBGiQiFZdkj2LqlwSCGQskxRBAkYJA6BAMEhhgBmMPfV03d1dXfdR96Z+0dW5mRVV8/0DGaIAdDvPwSBrqzMr/L7vud73+d9HtXgD39wjtGsd+I/0DYO9kGcIHiSDIe35Xh9rhLw1j65bxhJFFipaQgCDKaiDKaifHzfMEemi/zN0TlO5+u4uJxbrrNrKMU/nFthvtjEclwUUSDfziCdzteYWWvi4lJVLQzbQbcdopLIqaVqID7ql6EBjs97JdGFskpfIoKAy1g2wXypyVPHl9aV+8Lk8ZW6TsuwODiRw7IdXji7wtdfme7w0Du8rS94R3rJHGzEXSzUNF6+sMZbCxUishiYdndrxoX9CHXLEx3dNpAkGZV4ZN8I+0fTLFU1xrMxnju7Qk01KNR1YqsNXjy30uFQAKwDhr3oAOHvPTZf6ZhzGx38rmctuNVxtXXtZoPA97Pf3+1UvrwZQOoosFsQhO3AIvB54J/ehOtuxU0Kf3FKRrysRDLqda/4ZNZugc2bkaW6GgC6nvuOyCKHpvrWnTiuRurc6FrdG81kX5xERGIwFcUFPrZniLpmBp5Z/uf8CdrrpLwREb27NBmPSMF1/ZJLTJFYLKtEFZGmbvPJdqmue7PxxUprmslYNobtuOwcSnJ0poJu2Tiuy2BSoWE4jOdi7BxK8YUu65Vj8xVM29NhikWkjvLneF8MELBsj/J9+I4cn7tvkhfOrvCfX7rEyaUqkijwP3/wDlbrOss1b8x9kBweBz8zMt4Xxyy2+MiuARqaxel8HdW0sR0wHYf+ZIRf3D/CD04VeG2mhGE5JNoaVk+fyPMr944jhUqlruv95rbjYjpu8K5O9sWRRJETi1Vs2+GZk8sMpiLsGfHemWwiwpcf28/fvblIvqqycyhN0/BsamzH6xCsayYCnkTGYkUlm1CIKRKqYXOuUOdbR+cZzcYCYv+fvXiRcyt1DwRrFneMZfjIrqF1xr5rDZ2Lqw3SUZmGbvPhXQP88HSB+VKTmmYxvdrgT56/0MGD+4NnzzG90iAiC6w1DBxgrqTy4PYBSk0j8NDrBmJh8F5VLc4X6h3dsL06ZA9v6+vIVIcPVZ+/f2qdGbgiCvzZS5fIxGRG2v6AV95VMcg2ASQjCtNrzWCt6ZZJ2SiD0K3vFtZV2+jgd71rwXsp/HXt/ej3d6syfDcSbxtIua5rCYLwvwHP4skffMN13VNv+8624qaFvzjVVK+bral73St+R1lYYHMsG3vbWaqrAaAbue9eJ46rkTp7AcFe1/Lv88GdAzx/doVCTWM0G18HojY68fsbkv+dvv+YD2DCHXzdXlyZeIS+hEGpaQSdcU8enefXHLcn4HPxRBCLDQNBgNdmyggCpKIyqw2diCRy/519HRYzb86V+eHpAvdMZhlMRcnGleC6L5xd4YWzK0RlT2vrvqkspZbJWCbG5+6bZDwXZ89IOiBMr9U1lqoav/HR7YFHXXfZIjxO923rY7WuM19SSUZl7hpLk4jIzBSb3D2R5YkHtvHsyeVAPNQFkhEpKHGeWa5z50CCRVFFa7eV2Y5n1+OrpPuxZyTNQqlFy7QpNXWKTYN4RCIT97hWz51doWVYXFhpUKhpRBWJzx2eRLdcDMtGEARMywEcWpIVSAE4riejkYnJLFc18lWNsWyMOwYTLFbUQP3+s/dN8si+4Q5jX5+3ZtsOCUUhqrgcmurjsbvHeOr4EtOrDe7tmh/H5ivMFZtolk2p5XVZ7hxKUmwY3DOV46Hdg/zdmwsBELu81uwAYp+/f4qvPXuOuWKT//flaX46XeS3H98PrD8EhN/vB7b3r3u/Tdtdl8167uwKI5kouuUGkhCdJexqkLnrXmv8a1wrU92rkcS/J69zVGPnUHKdpttGa8F7PcLr2vvR7+92KfPeFB0p13WfBp6+Gde6VXG7sPvfiejOGIQ5Uo8f1DoENq/Vcr2ZuFkp16udODYidV7LRLj7WrIkUlVNDk5keTxEVO++hp8Veun8CpbttZX74UsprNQ15kottvUnGE7H+O3H9/e0qvDv5dh8hb88MstiuRXodPn35OtTKZKArx011Z8gX1W5ezxLsalj2S6FmkY6KrNtIMG/+sSuIMvwVz18+PzfRG+f9Bfa37utP86/+OgOBlPRdeDTJ0zPlloBYbobXPfqFspXVURBwHQcig2dTEzGRWDHUIp/88k9jOfi/IfnLgAgtbveLMclX1WpqhbLVY1yy+tAHMnESMdkig2Dqmpyx0CSsWyMp0/keeZEHstxKNQ1BCAVU0hGJPaPZfm1D0wGJ/bBVIxMTG5nB0WyiQhfemQXf/DsOcxCnartYNo2oigTEwVSsSg7BlKcWa7x2kwJWRT4sxcvstbUEQDNstmWSDDVnwi6J7uzcjXV6Cjp+sDTt23pNT9kSSQXV3AcF0kSaegWiajEQ7sHA9uYp44vcXmtyT2TuaD8dWy+4gE3xw24Xyt1T2RzKB1dVy7zmyH8TI8vqxG+p/Am5QMtP+Pme+2VWyalZoWZomet4+tf+f+9m4+5mUx1dyOJn53yyqRNZopNDk5kO0rpGxG83+txO2Vl3s/xvlA2v53Y/e9UbITcD03leOZEnkurDTIx5Zot15v9rps1uTe6741InRtljsIcCv+Zet3nRsTNyb445ZbHQxCB3/3eaQbTnj6Vr+Zs2Q4rdQMRgeWazrH5Sodae7e46Hguzlg2tk6nK/zvvnl0nvumcpxbruO4bluV2+XOwRQHJ7L88PRyAILzVY1XX7jAMyeX0SybYtNgz0iKUtNgqap1nPSfOr7Ial2iUPU2t7FsrCfx+fP3T/Hka3Nk4wqZmMJyVVvnseh7B8qiwK9+YDIo8VRaJmfytbYApsv+0QyZmEyhprFQVvnQjn5+dGEVxwVJgF89PMGZQoOWYZGvatx/Zx91zeJTd41yYrFKTJFIxWR+5d5xvnl0nuWqxkyxyaP7hlENm7WGQaVloFsO5wv14Lc2LIeVutZWuRc7MiQP7hhA1S1iishyTadQ04lIAqIosn3gCom6qprMFJsYlsv+8TQA993Rx2fuHe8gVAMd7w/QUSr2OUi95sehqRy7hlKcXKqSiStsH0jywI6BAESB19IfBmKVlsnXX5mmUNWw2nINoiiACxXV4Mj0GpIodsiBwJUS2/F5zyJoJBNFEkUe3T8SHCbCHnzdhyMfLEZlgULN4I7+RAfICsuF+NnatYbuceHSMZr6tbNGvbJTj+4b5tJqg8dD9lFXI3jfaLybDt63S1bm/RzvCyB1O7H7b3XcyALgMf8FXLz265sBgn4ek7vXd/TKhl3N7Dh8jasRN/3yQVQSUSSxbbBc5fC2Pk+SwLSD07blOFimy+VVTzW9G5SF73kkE+PX2i34/gbgc6gEBE7MV3ju9DItw8Zx4c6BBB/ZNRRIHxyZLnJptYksCvz1T2f52WwZ03aIyiKuC/mKRiIqBcR1Hyz6QpoNw2atofONVy7z24/HOsbixbMr/Pc3F1gse5II55frZOIKf3VkNgBef/fGAq9eXCMRkSirJqWmTjwi85GdA4GmkygIOK5LNhHBcpwOgcv/49N7OXK5xO6RFAcmc0wXmzR1m7rqiYDuGk5xYDzDSDoa8HOePV0gKntlr5liMxDuvP/Ofn5wpsC+kbTXbRgqi8YUmT0jaT5z7wSHpnIUalog1uhns3JxhZpqMdnvmUDvGErxmXvH+dqz5zhfaCAAluswX2qRiSs8uGOgw1fOV3/33x/VsBFFMVAU97OWkijyW5/eu06bbDwX5xP7hllr6OwdTWM7Lh/aMbAhwH35whozxRXmSy1UwwFcZFHEdhwG01FUw2as7ULw6P6RIOMInhTFkekil1cbyJKAbjls648zmIoCvUuBD+8ZCt7TTm6Olz0Ng6ywFlugpN7ybH38LOlmzIG7s1NV1QxEWq+1FlxvbMQXez8evLfi+uJ9AaRuJ3b/rYwbybz5ZaNwm//NbJv9eZ/semWZXrtcYqWugetpLvndZr06hnxF6zv6E+uIm4OpKBdXG5imTTYuI4sCb86VOTJdRBEFdNuhLx7Bdr32/m+2PfpmS17XU3c3TbhDKxOPMNbWZ5pud67V1LY3GxBXJFqGzUpN79CQEgDNtGjqNrplI4sCjtMuqeTi/E/3TbJ/NB2Y/fobzmMHx5grt0hFZRRJ7OCV/PDUMn/4g3PkKxq65RCRBY8PZDjBPPrTFy7yxP1T/NefzFDVzMBCJ1/TqLZMzraJ8o7rBrY9S5UWg+kYubgcNDjcM5FlOBOj2DB45kSeimpR00xcPB+6uWKL//TiRVqGzXJVpdSUGM1EAaWjJKuIAn/x6gzFus6RlhmUfsLv9/lCjdW6HoAoXxH8zoEkuuWBzxOLVVq6Z32zdyTNWwtVDk5kmF5tkopKNAybX7gjx4M7BinU9Q5fuZcvrAXgQjVsaprFSCbKN4/Oc3Aiy5tzZart3/T3vn+aP33ivg7gemy+wj+cW6Gimvz0col7QuWrcCxV1CAjV6hqbUkCDVeAbFzGcR32jKQ5tVTrUIf3v+vNuTKlpkFNMxBEgagieYbWcaVnx153KdCXVghzc8LlvDAICeuirTXKjOfiTPUlrtsc+FaXsMJrp1dSFjY8/GzFVnTH+wJIvV/qyL0yb/6/v5ow5c9TJO7nBabC36NIAksVlVLTBAHuHEz2lDPoFtgcz8Y6yjZf/ezdvHB2hdlik8trTd6YK/N8m7D9iwdGObVUZSgdY7WuMZCKcnKxymDKs8gYy8b5zL3jHRtneDMfStkBUbiuW1i2SyIiAZ72T8u0cYBcwuNS+fdV10wKNR3VsL1MmO1gOy6yJDCe6+ys8vkwpu219cui4Hn+ySK7hlMoksB/euEC//lHl6hrdtu2xeuYiyoSUUXEcRyyySiu62lPCUA2ptDQTSQBGpp374boUKhpbOtPUGmZ1DSLtYbBSNqTXHj+7AqW7fGnBlORgHj9kZ0DnF+uebpQQCIisdrQEYGWYVNRTVq6xUhFs/oAACAASURBVD//8J1sb6uSA/w/3znJQrmFIovEFJEP7Rjo4MGFVfJfOr+K4zikYwrlpk5UFvniwzvJJiJUW14ZNCaL/McXL2JYDqIIu4ZTSKLnZycg8MrFVeZLHhHeJzn3JyMsVjzCuSh69jj+ZlxqGui2ExDn50KGvj6gbuomyzWdD23vZ7mm81iofBUOf577GbnhdJT+ZATX9Yjxs6UWrut28P6637uZtQaiKGJaDiXDRpHF4Dl87lPLqJGJe8ry15JW6OZShWUTwj6c6ZhXmt5Mi363IOj1rt/Xc4gLr50tozPD9l49eG/FzYv3BZCC90cd2eeDHJsvk4kpKJKwKXG7WwUyr6UJc6uiewE1bZe7J7JtrSGdz923Xs3a91ALK1o/eXQ+KEGFFan3jKT51tG5jkU3X1VZqeskIjIrbc87SRRYa2jMllrEIxLfPDoftKuHVafrmkeqdto+ZarpYDkuqmkTkz0D2r2jaWqqyWA6GpDQAc4V6lTbStP7xzIMJD0tpoOTWeqayVPHl4LS4vH5Mr/znZPIksBKTcdxPdLvSDbGL987zjdeucwrF9cCEAVe2VeSRD533wQ7B1N862fzRGWRmWKTvoRCTbNIRiRyiQgDiShz5Sa26yIgEFEkorKEKHgcpIFkBEkSuGcyR10zKTXNji47WRRxXNg9nGKholFs6LRMmyFBwBU8UJUSvXb612ZKzJXVDgVvX04iFZN58ewK/UmPc9YtRXF8vkxNs4hIArrlAi5PHp3nS4/s4sBElmwiwg9OLVNsemr0dd1m/1iGw9v6uLjS4M25Mit1nXJTx3XcgEx+YDwTWNr43a8+ub8/GWE0Ewu+NyKLwbvqA+qo7NkVLdd0RrOxACT20i/bqEnCN/D2n71X1tVxHFqGg255/o+piERfIoIiC0H2KSp7Y/PJfcOYjqcB1g0sNlNa7/bm9O/hWmtA+BDm6Y954p+bPZBd7yFuowzbe/ngvRU3L943QOr9EmG+U76qbdrg81YsFlfThLlV2SmfD+XzVn778f1B95llO4Ho5Ua6Uv7fiaKn2CwIAnPFJl/57kkvOwP8m0f3rFt0ff2cPSOZdkZkkHsms7y1UOXI9Nq6MkFYddq39/iLV2cwHBdcDyhFJIG9I2kKdY+kG1G8Etxw2isXPbxniL0jaWaKLQzLJh6R+cJD63k6s6UWmulweqlGVTMR8DhLQ6koqbiMZbucWa6zUG717KaSRYETizXyFY2RTJRCTQ9AQTIiEVNkPr5nkJcvFelLRNCrGsmoyN1jGf5J+7nmis3AnPmh3YMcm6+Qr2r0JaMMp6NM5BKcyteoz5Yo1HV2DSUZyXh8naF0tO1rKGE7Lss1jZFMjOWqGhD6fTmJqmqyeyjFG3Nlik2dvaOZDjPp84Uas6UWo5kY5wt1BGB6tUUiovG1Z88xkPR4XJdWmziOS8u0wPX4U75h79nlOgIufckoQ6kIn9g3wj2T2WDcdcvlS4/sCjozv/36Ak8dX/Tej+EUiYjMUDq6zsalrpmMZmN84I4+Hto9GHCDwoDA3+B7bfQ+jyhcgus1J0VRJBHxMne2441rTTVZqetcXGkEwPt8oRYcJgTYkIjeDfS6O1W715fNzPvw/PSu5V6XnMr18mLfL1WLrbg1sQWk3kPRzXeC9XYjP6/wF1d/we/WhLlVvAO/g87nrRybr/D4wbENpQ+62739v6u2DH7/mTOcXqpR1ywUESKKRNOw+NbP5vmdX7pr3Ub20vlVTxU9pOcykomt64LsHhv/GoPpKF/5+5MesVkAx4W6bmE7LuWWSaXltdPfO5kjX1W5uNIgFVPYP5YONm+/q6tbDHQs66lZl1UTx3VwXE9vp6KZ5OIKL59f4cxyHdN21vk7RWQRx3FZqWtM9SXJxDz+T7mpY1guLhavzZbRLYemZnn8JtP1vN0msvzhP753XUfVlx7ZFZC9a6rJjy6s0tBM+pJRRjMxz2y4DYj8d8bPJH77dY/gbjou335jIcg6HZuv8Nc/neW1mRKW7XJxpUFfItJRivLHJRlVmC02cVxomSY52ROrXalrNHSbasvAdV0UUSIRlTyi/FpzHf/J/60XyiorNY3La01Uw+Kr3zvN7/zSXQCcXKpSb5sc3zWe4Z9/+M6ObJEPqKuqQiIiBVY5vu9eWKvJJ+oblsNjB8cCeYxe3KZec6x77C+uNDBtr6tyqaLyxmwp4PTplmfK7V+vFxG9l0imPxdqqsHfvr7AE/dPBf6Jm83yhMuL6Zh8TRPy7tiIsnAtH78tALUVNxJbQOo9FNdKq/daJG4FGbxXWn2yLx5owmx2YbuZ0etUvJEquU9QH0lHOVmrYTk2mgmK5aDIIlFZDFq8lypqoGfkl0M+f/9Ux3eFu53gykbkb4b+WBze1scXP76L//rqDImIxJl8DVkScFxoaCa5RISaavKT6SINzUQ1bAzb5R8dHOOu8UwHobxbDPQz945zZtlT47bb1iepqEwyJnPftj7OLdeJyxIDSYViw8CwXGTJ03fqT0WwbYfFqkq+qiGJAv/Lx3byl0dmKbcaCI6X0cjEFVq6V6bMxWVM292weWEkE+ORfcN8+40F5kstmrqFLInYjkapKZBLKMwVPZHNlmEF0hDjuTjlpsGJpSrpqMyFlUYAln2+0dHLnu5Ty7CZKTa5vNrgTL7GPZPZwL9xvtRCEkW25WLMllS2DyZJRmXyVZXVukZElsglBPaPebpT/clIMLdGsnEeuzvHuUKdB9tcrEJN4+xynXJLx+sP8Ep2H9iWo6KaWLaDgIBm2Ky2rWS638Neh43wnPaBTTau8PzZFVbqOit1LbBh+eS+4Q5uUxhwhOfZ4W19/N5n72ahrHK+UOeHp5dJRmROLlUZTMcCFf7xbIwnj84Hh4NeYK2X7hx4lj5zJZVyU+cr362ydyTNbKnVYU+1EajyyfT+fPrSI9vXmTlfiz/ldzaGrZZudxmcd5PkwlZ0xhaQeg/F1cBBr9jMwnIjk7vXybgXOfXtLmy97u3QVI6DE1nqmkU6Jvcsb/ix0Ql0qeJtag3dxsElG49gmA6m45KMyCzXtIDA/ifPX+jQM6qqV7qRup8vXFL0N8OaZnXoSx2ayvHSYJLlqqfA/eCOQS6vNamqJpmYjGp4Mgum7bJU1dBMm++fyPPiuRVM2yUdkwNph+7x/o0P38mphSpOm4xu2A56w+DVi2v0JyOopk3LtLAcTzHdxmE0ESUdU5BEEUkQ2DmUomXYpOMKTzywjf/wwgXSURnTcXlk7zD/7fV5dNNita6zeyQdtMKHsxEvn1/l669c9rhadR2hnQKTRIFsPMJ4LsZYNs7zZ1cYzcTWgdO+ZISYIqFIIqZjd/x2dw4kkdtGupbjYlkO/+6pU2RiComoxJcf248AxBSRPSNpfjXkOVhtGfz5jy7huB65OiJf0Z0KH0r8bKXtuLx4boXBdulx70iKs8sez02RRZq6xXxZJaFIaIADrDaMDmFTf75M9nnNDvmqp7E1lL4ijtot9HlqqYpm2kgCtHQbAYGaavBkCHyEx6vXPPPjwHiGE4vVnq4H39zgemHB2PFsjNP5K+X7tYbOWNb7zeqaSUSWMCwbFyGwp6qpRocERve8D0sr+LpU4bkafh7D8jKo3ZQBH4yFrZZuZxmc2x3kbcXVYwtIvcfietLT11pYbnRyd56ivcU13Hq/2e+/WlxNwfzLj++/4ZNdWEsKAeKKjCIJyJLEnQNJJnJe6/bppRpPvjbH+UK9zVO6omcUPiX34mHJksil1QbAOrsL/yT98oU1ZFGgqpoMZ2L874/u5q2FKvHIGmPZON8/kafSMhhKx2jpFpdWG/QnIswU7aAbrHu8TcclEZWwHAfDcrFsi/FcnKZhoVkeuNMsG8dxiSoidc1rBW/oFvtGPW2m0/kaiijw9VemeWTvMHePZ7EcD8BN9ieIKxIxWcKwHQ5N5Tr4Wnf0Jyg2DM4XGliul6ERcGlb/BFVJD6+b4ilihaMz4HxTAc4BY/IPZGLYzsOu4ZTHWD5E/uGefHcCpeLTWqqiWY5aKaD65rYrsvfH19ivtRiqj9OXfPMl301+D9/6RKrdZ2+RIT+pJfF29MGgz6QATjT7uwcy8bJV9Ug6yGKIncOJJhea2E5DovlFnOlJoosIooC/ckI49lYABDCsgKG5aCaNtOrDQ/Q6gkKNa3n7/i1Z88hCEJQLj2+UOGOgSSO42A7MgJux3htJGfg87l6ld56gRm4kunxZTueO7vCJ/cN89pMiTdmyzx1fJFMPMIT90/x5NF5HMdhttRCwA2AWnfJsHveX6uT+Nh8heWqys6hVPs9ETrkW/xmDv/Acmqpyt++vsBDuwc7mnFup2682xnkbcW1YwtIvY/jWgvWjU7uMOH0mRN5nj9T6Mi6hL//Wt5bG8XV7u1qmaZrASxfS2qupFLXTO4YSPDxvcPsH03zXLtl37Rd/uOLFyi3vA1+uapx90S2w+duo/ENj83TJ/KB/lK41OmfpAXgjoFkoGw9konxs5kSl1Yb7B5O4bieblBVtVBEAdN2qKsmT59Y6qlUDh5xXBIFhPbGKIsCkiCSiEi4LlTLJpbt0jJsIrKI5Tg0DYfX5yrEIxLZuITjwNl8nYWyysGJLP/k/ikOTeU4Nl9Bkrw2+pZpB5mdZEShpVucXW5Q10xM20GRBAzbRZFEhlIemdlyXI7PV5BEkQ/vHCAdUzYcn2xcRrdcfuOj29eVbH/3V+7m2HyFvzoyy5mlmudTaDkYTYMfX1hDs2xOLtXoTyj8ZVtc1COzXyF9J6NyoNUVFmndN5rGtDyF+XxVDWQyvvHKZZq6iSSK/PMH7+C1mRLJqMzJxSp3j2dpGp5C+0+ni8FGDldkBY7Nl1mt69Q1D/ydK9T5ne+c5F8/uptsItLRgTqWjZFLKPxspsSBsSwOLntH0/z1T+dwXA+V/sLl4rouPz+LVGoaHe/4k0fn+b3P3r1uTmy0NuSrWhtIepZF33h1houFOnXdotSMsW8sTTYRCcqHfqbN7yb0OxrDNkjhuBrx2y+lzxRbzBRb7B5KEYtI6+7T72D+wallyqrJYlnlrflK201dWMcDfKfj/aJ1+F6NLSD1Po5rdaq8ncntnwojsnhVILaR99a1QE8vy4pwJ1F3bDa75oE7ryyRjimMZKJ8aMcAD2zv58BEloWyypHpIicWqqQiMrplk4zKfO6+SR4/OLZuDK7Gw+rFXwufpH86XWS1qXO+UOfLj8co1DSKTQPbcRlKR/lC20C43DR4+kSeM/kaFdXkuTMrHJ+v8h+eONwBpg5N5RjJxGgaNqOJCIbtkIzK3DGQJBGRPM5NTcN1bHTHM0lWJIF425rFtBxqqo1q2CiSSDoqU9esgPPTXVZ9aPcgixWVQlWl3DJwXTz7EsErTQqCZ1SsiAKa5eA4LoW2LMMbcxJfemTXOh5Nd6YkX9Uwu353f3zHsjH+z799i5bh8a8c18V0HEYyMZYqKgiw2BYX/dIjuzq6KL/0yK6AK2fZDsmoR0YXEDAdm39y/xTptqVSvqoFDQ4t05OOkESRlm4hiQIuLqPZOAfGM4HgpiKJjGVjV95hUUQzbVTDwbNPdpkvtfjKd09xaCpLJh4JuIayJOIaFsmoTKxdekxFFTIxmURUZqns2RzNl9WgjHfPRJbvn8iTjcscmS5SVb1mgYgs4TjOurm50bvrq+L7nncTuTiqYaGZNrbtslTTGGuDN/93CB8OdMvh8YNjfHLfcFCKDMuChL+/1/z0G2o8q5gmn/vAZM95NJ67Ijrrl4FXGzoxRWKqP7Epi5qfZ1xrLd6K2zu2gNT7PK5WCny7k3szGa+ILAZtzb7O1GYsGnpxR6729xtlsLoB23juSleTrzgeBmkPbO9HkQT+28/mWW14AGI0E7sqF2uj6DX2/pidWqpSVk1iisSJxSovnF3hhbMrgZCibtmcXqoFHn8uEFdEVFP0SmshCxtfNbvcNIgpkteF57ocHM/yuTZH6PRSjZNLVU4tVjFsF0mEmCzS1xbftBxPIPTwthw/mS61FdVtlioqR6bX+NlMiccOjvGFj25fB36+/so0AgK262LbLv0JBUkUODiRQ2mXeN6cLTO91mS5qjGWjRGVhXWebd3vlG45gWlxuGsRvA3ftF2+8NHt/PHzF3Acl5rmkb4LNQ0Ay3IRIwJN3fP26/Wu+9mUluEJjR5fqCBLIumYEnDR8ifywf1pps3/OLnMYCqCKIp8+bH9QUbp2HyFCysNEorEhZVG8J1+5jYmS4giSO2GAK9z0yUZ8bSz/Hd9Ihfnnoksv/mxncFYn1qs4iJQaZoIosDe0TSW7QRlvOWqxmJFZd+ox+P7yM4BLq81MSxPHqOXXUsYvPr/35+zvufdp+4a5ekTeWzX451FFanDBy8893xeYF3zMnc3oh4e1tDytbY2WsMOTeWY6ktwYrGK6dj0JyPMlVpBJnEzFjU/z7geWsZW3F6xBaS24qrxdib39WS8wjpT5ZaJ4zgMpmLUVGPDRda/t42Mijf6rrAMQa8sVbirKQzS/C67Q1M5vvJLd/GHPziH47rEI1LP579RMv/De4bIxGQWy2pAqC41DRzHoaHbNA2dtYbOt99cIB2VGUzFcBwHzXLQ26f+wZRHGA77DGqmjSIKPLxniEJND07zv//0mcAaxbA88rbtgGW7PH5wlG39SQTghbMr1DSbQ1M5Pr53mNm1Jm8tVknHFH56uURNsxjNxtYRfi+tNjBdF0nwrqtZNtl4hAvtEmU6ppCOK2TjCi3TpqFbSGLvDKjP0XlroYokCvz44mpQovrTFy7ye5+9O7CA8YHw7/7yAX4yXWR6tcFwJsaJhSqO61JqGazUNEzbA2SHpnLrzHa//splZotNLMfT3UpG5YC35QP/sWyMgxNZVuueuGipqeMC2/rjZBOR4JrH5ivYtkPLBdtxgudZKKueKr3rlTpFQcDCRRY9kLfW0BjJxnlztsR/eXkaWfJKsT5IK9Q0nju7wt6RFGsNg2xcaavbXzEo9lXQTy1VSUYVsokIh6ayJKMKTd0MOj6v1QxyRZbAYjQb55F9wxwYz/C1Z89hOw7pqEJ/MhJwIsNz79JqE4CdQynyVfWG1MOv53Dn8yXDmlZPHV8kGVGu26JmK7biarEFpLbilsZmM17h1u9io8y5QoPpteamTo6bKUGGN2C/HfpqAKwbpHV32d0zkUWznCC74BO8w5vRtThm3V57YU0ew3LYO5rBcpwOEUtJEFBEkYGEt1mezteBGrgenypSUWkZNlP9CUYynnffXKmFIgooUZm6bjFbbJKMKoG333zZ++8RScQVBCKy4BHOZYlzy3WqqsXn75/iyHSRmmYSVzww8dPpIss1r2NREYV1xHn/+Q9O5Li82sJ2XCKygCJKTPUl0CybcsvghbMFZta8rMhgKspgyuvc+/9enubBHQN86sBoMGbdZaKqagVl2GhbmftvX18IrHe29UM2EeFfPrQjAAVjuThRWWDcjHNsrsKe4TQRWVz3+xybrzBfahFvW6fYroPUbgCoqiZ/dWSWbFwmE4/whY9u562FKv9wzpMlqGsmuhXreBfHsjEEAVTTIip7pT2/Q7SqeuWxqf4EkghRWWLXUJq1hsYn9o0wno3xf337LSqqiSgINDSRrz17joOTWcotE9d1A+mCz9w70WFQ7Jv97h72Oi6jssBPp4tIbdFZP+vaDZo2Iql3d/KN5+KBVtjTPTiR3ZzJqmqu8+cLZ72uFddzuAv/bViwdDMWNVuxFZuNLSC1FbckNiubEOZR+DpToiiybzTNQCq64Wm5+xrhMl+vRblXO/RmANhGXXYzxSa66aCIQsd3dIsVhjNu4e7Fbq+9bf2s0+T54I4BbMflnsksh7f18cT9Uxyfr3jZFNUkFVOwHJe4LGK7LkZb52oy5amF+xvXWkP3ynoRib64QqVlkojIfP2Vy2iGTbGuU2qX/VIRCdV0EEUB03EQBa+1/q2FKg3dQkCgoVu8fGGNmmbxwe39zBabSKIYEMPDkgeyJFJTDe4YSLBYURHwhEDPFeqIAoiCJ8OgmTZNA7IuzKy1OJuvI4rwzaPz/K8f38nn7pvsAGf+GP2jg2M8f3YFx/FA1ZtzZVzXJSZ3GvHCFT2vsTY5/EKhiuE4XFipczjWt0536ekTeYoNb2xcAQYSESZyCQ5v6+PpE3kWyi2qqvfbmbYbaHfFFJGqqgRkdT98qyI/C3R6qRYA6UREYigdRRZFUlGZeETCxWUk62mC/e3rCziOC67XfWnaNrPlJoe25XAch3OFBgI1LNvlwHi2o+lhI52qw9v6gvcrX9WCTjgfDHfPD6BnJ58/13z+0tUOJt18pl5OBLeqvLXFQ9qKWxVbQGorbkp0C+Rd7+K4Eedpo9NyLzAF6/3zuknKmzFe7b6uL0egSCL5qkpVtViuakiipzx+d3vjCnNBLq02Aw7Mt99Y4JmTy/zN0bngpO5tOle6xHQrxj2T2UBE07AcjkwXicpiAPwKdR1R8HSUTMtBNWyahoVpC2RiCo/dPcrrc5UgwwWeKvlHdg3yw9MFzDbPRhIFXNfXYxL58K5BnjtdIB2XycQ8/lIiIvHmfKVdCpI5NJnj6Ewp6ApraCYrDYOZYpODE9mAG3V5tcFXv3eaqCwSj8h8+q4Rnj1dIK5I2K5LTBLbZGwv62U4DrggiyKyALIk0DItDNthIBah1DL4b6/P88ZchS89smtdObgv6bXa//mPLnF5rcnZfA1FEhEEEASPKF+oaXzz6DyFqkpNs/jiwzt57OCYV4rMRL3ur5F0x+/ug4JfPDDKkekiLvDgjgGqqontuO1uSe+3q6oKaw2dyb4r78rx+QpvzpU5sVgNCN9rDT3IApm2y5OvzVFq6oHVTFSWUCRv7H+j3UgAUKhpvLVQQbM9RXqAhCLiAOeW6wykotzRH2ehrFHXdf7qyBznluvr5p2n7+TxphTJy0pFZJGfzZQotwwurDQ4t1xnx5BnYN0NPICeorp+bDYz3J3163YiuJUAZ4uHtBW3IraA1Fa87ejOxBycyN7Q4hhe5MJKxmHdmHDpqDuuVkrz26HDGjKbyZqFM1m4UFEtHMczlv3IrkEKNY1f/cBk8Hndcnj+7AoAz5zIU1dN/uLHl2kZNotliUNcEWDs7hLzJQ56ZQ/8sklTtxAEAVnyMkMR0ZMRGM3G+PCuQbYPpYArKupPn8gz3/bQi0pS0HlWbRsgZ2KeVYpuO/SLIuWmwbaBJIokMpCIcM9kDheXQl0nE5PJJiKs1nQM2w0Ixx/aMRAIWv7x8xeotAwsxyOVr9Q0ZElAaBsVSqKIIAhEZREB6EtEWGnoCHiWOKIAA8kISxWNimqC64lOns1XAw5UWD7i+TMF8lWNy6vNQBcqpoiMZmPsHknjui4vX1jj3HKN6dUmluPwle+e4nd/+QCjWY+Dt1LXOJOv8ifPqwH4DnOBdgylUA2bS6tN0jE5ALxhW5enji/yjZencQVPUmK5pgcCrWG9KAG4b1sf3z+Rp9TUaRk2oBOVRUYy0Y5uRP8z5ZZJVBZ4cPsAR2dKWI5nv5OJyPzjX5jiwHiGP33hIqbdIiKLpKISNc0MMrNh81/NsAGXluF1ZO7oS3Fkeo3ZokpMlijUPWJ9uJMuPDeudvD4eWd8bkQs+P2sHv5+fvZbHVtAaiuCuNGJ1g1gSk3jbX9nuOQX1o25ZyK7IbfhWifisKGzn6W4lhxC+NnWGmUiksjO0TTLtRXPvDcb7+jY2zOSZrWucWA8S77qkZVbho3juuiW59HWrVjdq3U/XOr0yyqRdqlMtxwkQSAS9axLSk2DXFzhP714kWzcU4sey8bIVzUqTYOmZtE0TARBxLQdUhFPs+u3Pr2XkUyMv319ISC2a6bNXWMZcgml7bvncWge3DHAi+dWaOoW8YhEOipzabWBIoocmS7y5lyZc8t1NMNCFAVsy8G0vXGut/33wGU4E0EUIROXmcgm+FeP7AoyL4ooBC3xo5kYtutysdCgrpvIgohqWMF4rdZ1bMdhsi/FQlnFdl3aup4ArNZ1mm3Sel2zuLzapKFbpCISpuVwZrne4b0XFsn0S6KO41CoWXz6rhFeurCG7ThkYjIjmVhHueyp44tcXGkyV2rhOA65RARJFLi02mQ0GwPomB9WO6PVl4wC3jv0xYd38tzZlSDT5psHj2XjXFpt0DJsEhGJXLsDULccvvjwzoA/9qVHdvG1Z891mEN38/TC5r++htNC2bPKkb1XDFEQ6ItHAkPoXmDJfz97yY1cb8bnepwIwhE+vPmSCuFy5rU+c7PUw98t4GRLOf3WxhaQ2grg7U20bgDz0O5Bzhfq11wcN/Od3boxj7W1mjZaxDc6EfvX8RWQe3mE9Xre8LNlYgouUFVN7pnIBh184Q4nL8Oh09/uSupPKixXRTTLJqqIfPHhnetAU68IE3TLTYNS08CwXeKK17E1lo0higI11aRlWhybr6BZDr90cCyw4GjqFieXquRiCiAwmolSblmM52KM5eJBxuHXPjDJ8fkKS1UPkJxcrDBbanHnQDIgFR/e1sdgOspbC1XGszH+/vgSdc2iadooskA2HqVQ12gatpcxwe9M8wRAAWTJM0+WRBFJFGiZXodgWH/rwEQ2yDbVNYuIImHpYLsuM8UW1ZbBf39jIRDI1EyPAL5nOMVMqYVpOViOi+04aKZAOi5SahpEZZGaBnXdJuI4vDVf4aHdgwEvKSynUNMsLq3USURlGprJf3l5mmhbCqI/6XSUunw7lHLTaH8vFJsGfYkIv3jXCJ/YN+yZRbc98DxgZ1JVLdJRiagcDwBR+NnfmC1xOl/Htks0DI+blo7L7B1J808/eEfw3r05Vw4aKH7r03t5+YJn9/PIvuHg3fLf37D5bzfZ++uvXObyWoNyU+DkUpVEVObpdiejqn0wygAAIABJREFUV1r0fndfAX0zh5DNhN9Zt5nMcPhvekkq9BL9DcfNVg9/N4GTLeX0WxtbQGorgLc30XoBmC8/Hrvm4rgZbadu3ZixbOyqi9dG4KQb7IX5SL2yV+F76OaJbATUfCIuEJi+/sWrM8iSQBSR3cMpDkxkr+sU+/SJPCcWqwAMpyK4CEgCrDUMtvUnqGAiIDCSiXF5rcmRy0XSUYXBVISBZATXBb2txl5sGDjAwYkstuN26HbFI56+lOvCTLFFuWUiiSoHJzIBqXgkE2P/mMtaQw9A6flCjapqMVMs0tAtMnGFmmpycDKDLEqUWwaLZRVRENBNi9cul9AtB0GAmCzxO985yVc/e3eg/+RvkrbjkGzLSiQiIqmY12X4k+kiNdVgz0gG1bCpqiYjmSiyGOHje4f5++NLzBZbbQ82h7pm0qZ1IQhe6TAbU1hr6nzt2XOMZWO4wKP7RwB4/kyBnUNJzi7XqLQMEhEZ24GILAVctjBnz7Ac7tuWY7HUoqZ7v4UieaDVclxOLVZ58ug8rutSVW1E4JuvzdEybATB+y2eO7vCgYks4GXS1uoayzUdVbdomTaS6JU9I5Jnlu0LoL45V+bf/s0xbMfFtB0msnGGMlEy8UhAdA8DciBQcQ/bwYzn4vzKvTpf+e7JgPf3oR0D1DWT33/6DK/PltpNAha/cEcf4g1qQG0U18pibWSC3i2pcLWyP9x89fB3EzjZUk6/tbEFpLYCePsTrXsx3EyKf7PaTmEgc72L10aAaLydkdnIhiK8UT7WVTa4GlALm7l+9/gSK3VPjmAkE2OlYfDC2RVOtEU0r6UttdbQqWsWiXb7vWG7bB9MMtWfYL7UQpYEfmFbH9+raoHIZF210C2XqmqwcyhFNi4Hdi+pqByUNTMxpUO3KyoLfGBbH0+9tUS1ZeLikaPnS2qHQXPYKHah3MJsq8DXWh6fKRmRaOkWLd1h53CCf/nR7fzFqzOUWwbLVQ3NsjHawMywLC6s1Pnas+f4rU/vDTZ2RRI42/azUySBgVQMWRSCrOJsqRWMhyIJjGXjVNtdjImIFJT3/P+1ARwPSCmSSEOzmC22iCoiuYTiSQe05QJ8qYCDE1lv3CSB2VKrbZ7s8EQ7i9MtiTHVnyCiiOSrmtepqJm8eLbAuUIdx4F4RCKXUNAtm7puY9o2tguJiBwIZz7T5rOdWarhuJ4Yp+OCawOCS1O/IoB6Ol9r+w269CcjnM3XaWgWCxWV7YPJdfPC51v53aTdGaWlqoYiiYwMxrhQaHB2ucZiRcN1XXTLYTwbw3FdXIRA/uDntSl3NnF4UiOPHxxbJ6lwrXu52Ryu610z38ky4FbH4q2NLSC1FcA7M9F6fWcvbacHtvd33M9mF69eoCwsuBgGe+ESSa+N8lplg/FcnE/uG+bPXrpEJibzF6/OMFtsttvVHSzHu4dS07hqFq5bAFSRrpTAJnJxYhEJ1/UsYnx/ugd3DNCfjHCh4JW6wOMgfWLfCJ+6a5TvHl+i1DTQLZvJvgSfumuUUtPgTL7KZF+KluGBv3xVpT8Rwba9LNBa00Bu38/BiWxA+M9XVfaPZelPRvjOGwtcWm0iieC6LhFZJJtQyMS9MtJgOso/+9AdlJoGf/fmAqcWa4iA0x43SRBo6RZ/+sJF+hIev+vhPUPsG02TjCqs1TUM26WpWziuy46hFPGIxP6xLMfnK1xcVVmurXDPRJbxbIyVtsWMIIAsAIKADMiyJwY6komhmQ67hhL8bLbCjy+skYkrVFsery9c7jq1VGO22GQyF+fYQpXBVITnzq4Eshbdkhif+8AkABdXGpzJe8KXZ/I1moZNXTfbgDqKZTtIggiuQ7FpcGc8SalpeCr1loPZVjV3XQINtagsMpyJ0p9QSEYUaqrBwYkskuiBXNd1UE2Blql7OletKzzF7sNHr7L2PZPetTw/PIVt/Qnmyyq27YG5fE0jKksIbc6cP0691oqbDRj8RhG/icMvOW4kqXC1uBlde1c7nF3tM+90GfBqz/5u4XrdrrEFpG7TuNEX++1MiHeiNbj7O691yguDr2sJ+W02exUukbiuy+fv34ZhOes2yqtlv5YqKk8enWetoaO3AZDluKSjMtG2ke9QJsb+0TSLFTV4PkUSePpEnmdO5Im0s0NuWy292DD4zL3jfGLvMMWmwUO7BzuyaP4z+v/sK5QD7BpOBfpAw+ko/UkF3XJ54v4pnju7EnCMADLxSOB9NpaNUdc8j7h0VGY8G6dQVZkvtVisqFxaaXgdeIBuuW01bgFcSMcUDm/ro66Z7BnJcL5QCwCSYTk8sncYw3KYK7ao6xZ4skiIkpflmOxLcL5Q4+JKA9NymW82aeo2qajERC5OsaEHBO5dwylmi80O7pzpuIgCDKWjNHWbA+MZappJoaZh2S47h5J89vAkL55d4fhCBcNy2lkflz//0SXuHEgGGZtvvHKZN+bKlJsGdrub0LATxCMSpu32NJ7u5Mt55teiKJCMSMQjMncOeCD2228u0DJsUhGJj+wa5KHdgwHh3vedlEUR03WIyAJxReET+4ZYqWmcKzRYqmpIosBvfmwnf/Trh3j5whrfO77EfLlFRJaIyRJLwfU2V9Yez8X5o18/FBwmTi3V+PGlIuBJVYxmIvyje8aZyCUCXbNw/PDUMj+ZLrJ3JM0b85UbAgxXazzx5Sp6zcWf57p1rcPZRnE7lwFvB5D3bo8tIHUbxo2+2O+FCbGZzJj/7671rJtNvb+1UA1KJBcKDX5wpsBUO3NzZLoY2FlcTWG9Wxdqoi/B3eNZLMeTJnBcyMblIKPhZz2+eXSe5aqnDv7ovmGKDZ3T+bonfil4nWy5ZISoLLJYUXtm1fwI22GMZWNBZssFPnPvBIemch1SEuBxuT511wgLZZW+hGfTcnGlQUT2TF6PzZexHJeJXJwPbu9vAzWXsWycfFUlEZGJKxK65bB3JM0TD2zjm0fn2+Rtl6gsdGT27hhIcvd4lqOzJYbTUWzH5aHdQ7wxV+G1y0WPn9U0mCupmI4nFzC9ZpGLe/pWD9zZx/ahVGD4G+bOvXxhDYC4IlFRTSzHYSQdQ5FFFFFgOB3jE23u0NnlGkLbPNm0bS6vNdk1lGK5qvH9t/LMlVr4bYAiXjdbsaGTisqBxtJ4zjNGDqvld7/D1ZYRcKQEQWA4HWU8G2elrrFUUTmTr7JYUflkmxyuGhaa5QIumViMXEIhHpGxHdeTuchEGcvFAy2qB7b3c3hbH/tH03zlu6cQcAMyvy/+2mtO9SprH97WFwCkkUyM/3Eyz6mlGlFZZP9olqWKRrFhBLpm/ue+9doc/+6pU8F7eO9klg/uGLwuwHCttevQVC4ou76THJ8bBUS3M0fpdgZ575bYAlK3YWyGhP12MjC3e2zmhLmZZ91sudIvayxVVBxcBhIRbMdhz0g60OjZyKXej166UBtpQvklkR+eLlBTDUYzUc4u1wIftPFcjHLTQJFE6rqFJHnE7uPz5cA2xe+eCpdXwuMWLpGeL9RYresUato6KYlP3TXS0d11abWJJInsHknT1C2m+pPMFpvMl1Xmy6pnUSMJPH/WK6f9iw/fyTdencFxXHLJSIc0gA8Uw5m9fFVltuSNwVyxxUgmxptzFRzH4XyhHmgwGZZDMiph2Z7n3Eg2Bi78+FKR6bVmkDkKA9KaanjgUxbJxRUOjGe5tNogHVXa5R9P3uDIdBG9zfPywaptu7xwbgVcOJuvgeApsONJNpGMSnj/5PLV753miw/v5MBEdp1avv9uTvbFOwCvX/L15R2m+pPkq1pQpnvy6Dy5uAdKn7h/G8+eLgTg64n7pzAdl7/+6SxLVY18VQtEM/341IFRBtPRnmKg4XcjLFtwtUzKeC7OH/zavR0+deF3OLwmff2Vyxi2Q1QSsV0oNc2OjGuvDtvrnc83Sj24FWXGGwFEtzNH6XYGee+W2AJSt2FsloR9oxmY90Js9lk3A8oOb+vjj379EE+fyPP9t/JcXG0EHn/5qobtuIxlE1ct7220UPqbzUvnVwMiut/Cv1LTOLVUQ2xv5pIo8sT9U/z98SXKLROzbZQbi0gcny/zs9kyZ5br/M3P5rl7PEOhrnNHfwJRFDuAW7jb8XyhFpTwXjq/iuM4HBjLUGwaPHZwrOM+AwV3UcB1XaKKBLhIotfVV2oYWAI8sH2Qmmbz2MExsokIubgcGMH6nDbwNsfP3z9FvqoFJTDd8jSUJvv6gwzDQkXlrrEMUVkkIksYlo0oCrTaXXmuC2fzdVJRhYgssG80TVU1g4yMDxrHsnFKTYN7JnMsVzXyVRXTdklEOm1OIrLIJ/YN8+ypZVq6BQKYtiebkIpKXtfa9n5KLYPJvjj7RzPYLrx6cZWzyw0M2+b//s5Jfvne8aCDMOxFF56jhZrGn710ieWqim55Cua6JQImkijQNMwgc+dfZ/tQii89kg4A/HePL5GKSpwr1IlKImsNg9WaxtdfucyXH78C7A9v68O0XWaLzQ5itv/fr9VE4cdSRQ0AVLhc2UvVfKGs0p9UuLwmoFkOEUnkCx/dzvY20NusTMKNqKJfK25Fhv7tAKLw/d9OnKTbGeS9W2ILSN2GsVkS9o1mYN4LcbOf1d+EFsqtwAstX9V45kSemWIzsEK5Gjgt1DTO5GtB6Sd8r5+/fyrYGP1Sz0pdx3EcTBc+dteIZz2SiPDlx/fzwtkVSiFe1B8/d56YLHllq5ZJTbPQTZuZYgvDsvmd75xkJOOVgsLdjmHByePznhm0InnaTmNtsUjoVHCPRSQePzjGb37ME/X8yyOzzK41cHExLZfXZsrcf2d/oDHkd9j54LPXBuYTgsPlTFkUsF2XumZxcrFKTBG5c8ADhp++a4Sv//gyVdVEEMB2XHaNJFmqaFxabTCajQe/xWRfnErL5McXi8giDKVj/Mq94zx5dJ5sXEYWRR7dPxLomflg58B4lkrLoNQyPJDoeBR4F5dSy6CqmoxlY8y1AeE/nFvBsG1ibSmEVy+tobYbATLxCOWm15no83h8A+XlqhoomI9kvGxlWILAH5MwiAiXWn9wapm6ZtEwbBRRwLQdWqbNicXqOtHMqxGzu7WXupso3pwr8/KFNV6bLnK52MRyXO4ez/LVz9694Xyb7IszlPbeO9W02T+aZs9oGtN2yVe1TWXIfVBxNQJ7r79/u1muG423y8l6pykYvcbvneDHvpdiC0jdpnG9JOyNPnerY7M2K28H8FxL/fxmhV+e8z3+wMte+FYoj4cyON0RJqxLosAf/fqhDkJuOLOVr6oUagZ1zSQdV4J2/DsHk8HvemS6SF2zOF+o84WPbqfUMGgZFuWWgQssllUPiDguuuViWCprDYPHD44GmbMHtvcHRrobmUH7Ed50/FLgoakch7f1MZaN8dXvnfbUz2Mig+lIMBbH5isMp2MMpCIBb6fXBtYrS/VXR2ZZKLcYSUc9KYc7+nhozzCKKPCT6SIepPG6AR0XVMPm4ESWxw+OMZaNBY0GAJWW15UYjyvYjsNSVaMvoQT3MJiKBr9duPT4py9cbOtiSSjtrsMdg0ke3jvMmXy1w6D3iw/v5CvfPRVkzHYOpVip60zkEmwfTPL0iTyXVpucW66xfSjF9GqDpm6SjCoAjGbjgRVQd4xkYh1ltCs6SQ1MxyWXUHBcF9t1kVyP3G/bzrrrXI2YHb4mdDZRFGoa//ZvjtHSbSqqiSyBLIicWqoFYK3XfOv+vnxV7Wgw8GUywpn18Fy+Fqjozo7BtbmR3WN4u2Xo30kKxjsN4t6rsQWk3iVxO2abNjMp3+7EvZ7PbxawXQ2Yhcf4iiK1FVjB9Cp7gEdY102bbCJCtWXw1kI12DCXKuq6zNYXH94ZSCREZM+65WBblPHYfIUTgVehzcsX1sgmFD64Y4Cjl0vtzI/IWC6G60KpqZOKKrQMa122JvxM3WbQ4Y2lVynwdL7Gv350NyOZGI/uG+a/vjqD4zpUVRNF9LoNv/36Ass1jeWa1pGxC29gfmeir1vl/45j2Rhfe/Yc06sN6g2LH11YY76scmm1gWE5NDQLUfAU0RMRifvv7A+AXbhkNNUX5/JaE820yZs2yajM5w7HOJ3vvYmGAUHYWgVg20AysM7590/XO7wZH9jeH/CQXrtc5K3FKrbtsFRpMZCKcmGlQS4mU2x58gPfamceLcfTqfriwzsZycQ25Az5mbJnTuR57OBYADi//cYCF1YaZOIK/YkIhbqG6ThEZbEjq+jHoalcAOrSMXndu+B3G4abKPyGi7FcjIpqYloucoTAOuZqESaC+2VKHyQ8un8k0OiC9SCol0ZUuPz1758+w1vtTlQfRG8WhLzdNfNWld/eSYD3XuHR3m6xBaTeRXGtDMzPu+6+mUn5didu9+d9LzToBDKbBVzX+jt/jN+cK/N73z9NVTXJxhV+82M7AfjK35/kxGIVRRQ4vK2P3358v/eZbIyaZlFRTURBYDy0wS2U1XWZrU8dGMV0XL51dJ6RTJSfXi7xw9MFTixWA0DlR38ywmJF9TI+joNhexpDA8kIn7xrlBfOrhCVPY6V7zkGnTY6/jNuJELqbzq9vOdeOr/KclUjIovcM5VDNWyePDqP7bjMFJt8cHs/s8Ume0bSwfUe3jMEXOkenFlrcGm1yT0TWaKKGGSp/tmH7uA/v3SJlG6hSCLz5Rblpkkq6i1NmZjCRF+cgWSU5arG82cKgYCoL7Hw1FyZqmYC4DrgOG5Hd2QvwVV/DA5v61tnrQIemPXKcQJu6HOm7fJrH5hk13CKbx2dIxmROblUJaZIuK6n6yUKApm4QkO32D2c5sRSFdt1+NbReWLHlzrApH9fC2W1TZYXeGu+Qk2zGM3GgrJoOFv11PFFhHYXYb6qcbjHvPFo6C7dfab+uzCWjXU0UXxy33CgIzWQ9FTxE1GZoXT0mv53vcC6DxLCc7QXPeFapciaZgaCtL4p9fWAkBvJWvuHpW7gf7My7u/kofh2zdK922MLSL1H4ueRsu1eMDYzKd/uxA1/3rCc4HQOcM/E/8/emwdHcp5nnr+86kRVoXADDaDZJ8Gjm2xSpGhZZ0sej7mjtcwde+m19w/bERpveByOmAhvrDUxjg3bYW+sZiZWq12fIXkca4+kWVte2VZzZJqkKFJSky2ymwTZN9BoAI0CCijUXZV37h9ZmZ1VyMLRB0VS9f7DYAPI/DLzy+978n2f93kyPpDZCbAF1cJ3AnYrpSa/+83zvLFURgRfnDFXVpm9UaaumTgOLG3e/PtMIsIH9mdRDRvVtDBsZ8s1eOTnzbrOSqnpf8mvlt0SlVdqAVd8s6GZZJMRHphIc3JmhL9+bZnzuQo11UQzbSqaycmZEU7OjOy6XNJtY/E2D6lFeg+Ss03L5tBwkoVC3TcCjsoC45kEC4U61wt18lWNC7kyf3CqigP+BvSxo8OstTr1inWd784XGOmL+h1nD0/1Mz2Q4M0bZQzbIh1TWK9oqKaF6TgkohKJiMwnZkY4u1hkMpvwBUQ9iYV4RCKhSOiWgyM4jKZjrJab5Mpqm4+fd53BexNU+b5RavLARHqLJIXHd3rx8jqVpu7rcY1l4lSaukvGVyQXgPRFkCoaqmG52cKGTkO3MEyHt1bK7B9M8sTBQS6vVfjr15Y5PNLHw1P9vpp7XTOp65ZrMWPZPuAMfjA8M5vzszRB4OGFB9wfnsp2neOG5bSVPg3b4Vc+fNDn5QFbZB3C5kxw3u0E1sPWgp1KkemYwkLBVbL3fDuDApwQ7rvZbYw7hTc/VstNFgoN//lvx+96L5XK3o2VjfdD9IDU+yTudsq224KxG82n23lxg3+/UdP42pkl/wu1om7lf4QBtk6neM+4tRuwWy42aepWSz/IVeF2FZ8jCIBm2Ng4rJRVyg2dV69tokiuhtS1wtYNziOb/++tEtKfvTTPK/MFfuvJ+7YIO+qmzen5AlFZ5NqGxr0Jha+eWeI3PnmEwyN9RCRXI8jGQXBu3qPOjXS3c8EDUH91+rrrWya4mlEn7x0hk4i0FNFt3zbF4yd99cyS/29HR1M+n+jcUhHVsJkaSFBp6hTrOpfWahTrrjRBQhEZ7Iv4/KyJ/ji/FSDX3zeW4ms/WOLKWo18VUURXf2sUkOn2DAo1IqIre5GTwLiSy9fY6Oq+R5+V/JVJEnk1GwORRS4sFplMBnhEy3AebOUVOelKxuhqt8ecJxbr5GKudpaa+UmN0oqlabBnxsWv/She1gpqzx1YhLDdo2LHeCFi3lM22YoGWUoFfG5XLIoIIoCl9cqvHWjwuxyGQfYP5jkyWPjzIylUHWbt1bKLHRw5oLvwxMHB1ksNpgZTWHazpbnu9sPHN20ObdUxLIc/vL0dTJxmXQ8wkZV82UaOjWjwt6p3YD17QjlYRpR3u//8ocP+GKlnTZN3cYQ5hKwW5DjzY9Dw30sFBq+AGy3D8BbWXd/2OCrRyy/89EDUu+TuNsp224Lxm5eyu1+Z7svxuDPHj8wwEqp2dJBanVKtbgr3jm6AbbOsQd5G2HjmszGmcjEub5RxwIGEhG/e+7gcB+GVSGuSEwNJPjKmSXf2uSJg4OhX9YrpSZvLpexbYe4ImFYNvmq2pZt8L6yPc2pmBJFkWoM9cV8LzbwLE4sMopMKiaHLtxBvlOnkGjwnoLLWVnYqPPGcgkB0C2bpmaxtNkk0vq70UyMk/eOcGC4z9/MOhXWv/Ccq9auiCLzpTq5chNJFHhgIsNYOopl2xRqOg3D/a/X3bdcdEUrvfLkjVKTX/vEYV66ssHXziwC0NBNXriYJxWTubRWY2YsxTfeWOGJljXOr3z4ALmym3kq1nX+8bxrPHxto86//dtZ6roFAjzzVo5//uA4axWVl6+6Mg+KKBCLSP57M5GJ8eJllxd3bF+GJw4O8sp8gQu5MudXKtQ0E0UWuZKv8oXnrjCciqKZNnFFIiILrFU00jGZh6eyXF6rsLjZJCaL1FpK608/NsX35wusllWqqsl6TWMuX+PUbI6EIjFfqBOVXbD89GNTW57t2cUi35zNsVHVON0wQjtJd/vx4gCqYXNtvYYsCWSTUYb7LP7oxTk2ahqpmML0AG3z2DvmbgGEB9S//toyhm2Tjil+FjkYXil4L4TysDEE/zZYAt4tyPHenXLT4Pi+TFeJiM7f38u62+Mpvf+iB6TeJ3G3U7Z3A6ht92XW7WdB9e7OBa4bYOsc+3YLo3ec3/3Mg21ZEi+D8ps/ea/PLekk1maTEcYysS1f1l947gqVps7iZp1ywwBBwA74qAXHfnax6NvEeDpDsij6fI14REIUBGzH5vpmY4vaurdxTWXjfG+zQSYu+0KigD8WzXQ4OTOCadkM9rkdipppYzugGm5XmiC4Br81zWwrRQZFHr0IZg3//o0bJCMKGzWV780V2GyZIGfiCg9N9RNrmft6IprnlsoIOGSTUaYH8HlIr14rcH6lAsBqRWU07ZbA4hGJs4tFfrCwSVSROLYvw+dam/NKqcmbN8qu31zTwHJc8NowTN5YLlHXTG6UVCzbJhOPYto2R0f7OTzS52faorJAqWny44cGXW9E2+boaJpcWeV6oUEyIpGvauiG7c4pUQBBIJuItGQz3GdSUU3SMZl/9sAYc+t1Ts6M+PY8GzUd1bAwLIeBhIRlu4bUVc1s64DsfLZffP4qy8UGiYjMQFLZtpN0u1guugbQU9kES5t1Ii1Jh6gskokraKZNVTXQzFjbPPY0qGbGUuTKKoWahiiKoar/ZxeLfPH5q2zWNa7ka4ynYyzYja7aVt67uVugEXyvNdNmo6a1le6DJeDdrll7XUdvZd3t8ZTef9EDUu+juNMp285s0Z0GamFE8p2+eG/lGruNfbts2ER/nF98Yn8ooPu9zzzolw6+/PI1v7Ork78x0X9T/+voaJrNuk41YTKajtHQLd5eqbSVOVZKTb788jXqmoEkivzqRw+hmjayKPB6ix+0UdM5MJxkaiC5RcJgpdT0/fYamokDPHFwgNWyC66G+qItQNekqhrkqyo40BeVSMcUmpqBbjkkWmCt3DAwbBvHEYnKIsmI4vN2wu7h4wcGOLtYRDMdwKCqmTR0i2P70qxXNSRRZCAZQTdtruZrVJo6yYiCgONv5N7GDWA7+OreDd21cTEth4WNOrrplucUSaSqmm3zI2jP8jv/8DYbNd01gJZF1ms6Aq4vYE01uKSaCILAuaWSDyzHM3Fml1f5T2tV1/euBRKmsgn6ojJvr7TsZVrejH19UeqayUZVYzgdZTAZoaKaZOIKC4U68YjEWCZGNhnx5wLAZDbB69eLrLW6HmVRYGmzwcKG28nZCU5c8HPThkgSo/4z6OQD7la8t9LUiSqSL+zqeTHGFNFX6A/OY0/X6tWFTQRBwLYd7h9PbVH990Df1XwV2wbHdjAsG9+oscsa4L1XbrdsZUt3adh7fW6pxDOzOZ67sNZWut/JXLlb7HWNuZXf7/GU3l/RA1I/YrEXiYCwxfhOvvSdX5Seca9HAu5WnrqV6Bx72PUBW+5NN00kD/i4MOZmZ1fneYLXOJKKkYpZXMnXMC2bP3zhKlMDCYZTUT/T9mZL9qCqGnzjjRXGM7E2PZ5UTCYdk3EcZ8smc26pxFKxgWla1DUT03Z47kKegWSEU7M5fvqhCdYqGsW6q5s0n68Rj0hEZImffWQfXz+3gm07iKLATz80wSvXCqzXdAzTRhShrhtt5wxm24KGyFFZYK2qcWOzSVUzWdxs8MSBQf7Z/aO8tlik2NC5kCvz1o2KS84WRQ4MJREEoW3jtm2bmm5htYj7Q30RHJwWkV1wMzq209bi7z0DL377XzzAsxfWePtGmYZhUW0aiKJINqGwXnX1mfJV957kK6rvNVhVTQzLdqUmbJFUTOHnH58mV1b5i+9dI1/VKNV1HEQm+2O+N2BDMxnqizKajnJ0NE1MEX0/Q8B4RnuYAAAgAElEQVRXB0/HI/zSjx/gxHSWr51Z5NBwXwtY2yQiEqbtbOnI83TOpgeg3FSIKxLPXVhryxJ688DzU+xGlA5u5kFhUMNyQsFHp65VKipjWA5N2/TLz8HzBEFfsa7RF1MYy8S3dAF2Zmc8XpOX8Q0rb3Zeh0eu9zTQ7hvP+CT+dytI6fGU3l/RA1I/QrEXkuOdquPvlPUJloQ6/eiCauDb+dzdSoRlw4L2HkEfN4+UG+RkeceIyq4P3m7V5s8tlfiL711DN20urVZRJIHVisoLF/MU6jqmZYMiYdgOlh3O6/LOrUiCzwsB+PpryyxtNinVdRAgKonEFYmHJvuxbJuvnFkiHZPJlQVkUUAQBKYGEmzWdZqmzcNTGV/V/fhUP8WmwVgAJHnkbu+cy8Uma63uJt20+KMXdTJxhcG+KM1Wp9XR0T5yJZXhVIT/64Ur1FSLpmFyYjpL07Coqib7BxL87AemGM/EMCyHlVKrLb7lsxeRRLeDLyKjmTaHRlKMZWJbNsxuJOOff3yaL798jdcXiwiCQCoqsbjZRBZhbt01IjYsh6bRZKFQZ6Qv6oM0QQDJdLi8WuWrZ5Z4ZKqffFUjX9WISiIPTKR5/MAg2VyZ8UycufU6j9+T5btzBb5zOU88Ird1voVlIp6ZzbUAiqsNlYjINFqK6Z1z6enHpnhzuYwkCn4XY6f33anZHFfzNS6uVjk2sb0aP9BW9g3Of+85BzN955ZKfues1RpvJ8CGdtA3mo758yes0847LuCroQeFUL0IW0tWSu7aoZt2mwbajVYpuhe9eCeiB6R+hGIv4OhO1PF3A9y8RTrMy2u52Gxr0b6TpMzO6wPalL2D6syuDcjNrJMXeylBeONeq6jkqxrVpolmOYCAZdl8czZHJi77GkT7snHiyk0S9HZgQTNtxjMxLq5WiCsiVUkgFZVRJBFRFHBwAn5uWeIRiX39Cb71do7Nuo7juFpV1wsNNut1JNEVegzLWAQByqdmRri0VqPc1IlIri/fxdUqilTzszmbdZ1EVEIQBDbrBrLoZhpeXyxiWA4xWWSp1GSzrrcB2U/NjHDvaB/XCw1kSaCumcQVkYooUNfcjftfPjrp31ePjxPkrnmbca6scmQ0xXKxQV2zWK9pNHWLmfEUlJookoRlm66vH5CrqCSjMiBQVQ0EoGFYXN+o8U/nVynWDWyACH62TBJdgnIqJnN2scT8eo1S06A/rvDll6/xWy1PvLBMhJfVHEhEyMYjmK0sWycQCNr4dOs+XS42sWybRESm0jRCAZl3rOC7+bGjw23z//PfuoQiiaRiss8/Axjqi/Jrnzjsd9J54LcbQAoDPmGZYO/Zh6mhb/d33r85wH3jrv7aXsjlvejFnYgekPoRir2AoztRx98LcOt2vrtFyuw8H+AbC3udV5PZBOeWioDQ4j61f/nvpQThhWE57B9IoBo2l9eqyLLAYDxGJi4HTHcz3DOYpNjQsR34yJEh/5ydHUnpmMKL8wWikkixoTOcihKRRaYHEgz0Rf1MQLmh85UzS1xec0HfL3/4AB88MMA33rjB9Y0GP1jY5NJaFdNyS2euIe59TGbjXbugVsoqM2Mprm3U0U0XbN472sdQX4y6bvDgRIZCXefe0RRX8rWWyrdLk1FEEdOyKDYMsgmFV+c3eHu1yv1jKQo1jd/+u7dRJDdz5nX+jWXi3DeW8jMbYXycVEzxjYE97bFTszks22a1oiHglvNU02Kl1CQZlXn6A1P839+ew3bcsdmtTNRoOorluKW2Qk2j0pKnkEUwHVpZkKrrb9jy89us6/y/P1hCamXSorLUJtPRGZ1ZzUems5i2s0W/aaXU5Nnza20myWHdp5PZOJrpoJkWQ6komXh4Z2fnuwk337VS02SpUCcVU1goWH62aCcrl24/D2a2gue9vFbh2fNrDKei23bVhl27d8zg3x0e6eNGqdl1vXg3GQX34v0VPSD1IxS30pFyOwvOXrNaYecLtkXvxOna6yLZeT6vlOjyZKo0DYtUVGlrj/c6mDoX9s4Oq26hSALXNxtohoVqWqSiMgPxCLrp8NzFPKZls7TZxHYcqppJNq5wea3K556MtXFfCjWNpU2dG6VNKqpJTBZxgGRU5shoiqcemWzLYv3N68s+6PvUzIjfkv7WSoWKalBsGDR1i6gsEVMk1qvalk0u2AWlm3ZLvFNgNB1DEgV+6UP38HdvrLBeUzEth+/OFYhIAi9cyrN/IEEqpqBIAhFNJCK7mkoRSSQZlfnW22sYlsO19Tr7BxMIOAwko1xcrXJ6bgPbgf6EwgfuGWjLkMBWEnbQGPhmybiPpm5RUU1G01EODfdxYCjJPYNJX/R0dtkVBe2Lynz2Iwd58coGm3WdUsPAdqAv6spDmI6rLB9VRI6Opvw5APDKfIGNmkaxrgNgtVr+u839Tp7g6fkCEVnkfM7tVgxmAitN3S9dpeORtucbzAT9+snDfnauW6a0890cz8T8d22zrvNnL823/f5OH0VhP1+rqG3j+I1PHmmT5vCuRRLFtuxamGNBpanz1o0Km3WdkdTNhoTObtzOZg8v7pZ2Uw+c9QJ6QOpHLm4VHN0qULnVrFZYW3S38cDudGd2ugZP7TkTV7iyVkU1bYZTEr/y4QNt5QtvYQ9uaooktG1m3c5lWA4zYymausvpODycwsFh/2AS03ZIRiReu14EHGTBBSpV1fRFOxcKDS6tVrEdGEpFsB2HmCIiCQJxWeKfPzjul7y8DdZrCfcsVTx7l4urFWKyhCIJ1HWTpmH5be8N3eL0/AayKPqlFq8LyvN/+/s3VljcrDM9kGAw6XaQFequufJKSUUWISJL6KZFIiojSwKDfVHuGZSxgKgkIIoimmFxaa3mip+2rG8KdZ2lTRewgQtcyk2D9aq2ZRMP8nG8TrOgz6FXMu6LKXzq/jEGkhEUUeArLSsTSRQZ6ovy2IEByk2D/+ljh8gkIlzO1+iPK3x/vkAi4nY2DiZtSg2DRNQtj2aTkbbycEQW+ckHxtwuy/4ETxwa5IGJdFtWJhjdeILB8nKxYWDbNkN9MfYPJHzyemeW0pv7J6azfmfpdurfnTY+QX7U8X0ZKqrhd6PC9tnhMNJ4MEvo6VE9fmAg1IooLAvl3ZNKU0dAwLBsVMNua+wIW1+6Zf7utHbTD1tYsxfvnugBqV7sGLezYNwqcNtu4escz/F9GVbL6hYhzL1eQ7AzSZJEHp3OUm66EgOPHxgAaJMzaOoW45k4P3ZwcMtGFOSyPBkQ9fM2fXDbzj2dqIFkhFRMxrJt38TYdBw008awbDbrOpZtc2goyWuLRRRRwDRdjSSr1Wl3bF+mDUQFdX88MFRumli2wz2DCS6tuurw8YjEUDJKRBaISBKFusZAMuJvciems1itctOJ6Sy52Zxr0+M4lJsmg0lXj8kTchQFAYGbIMpBoFDTkSWRR/dnmV+vMZGOcXyyn5MzI/xvpy4ALlgSgCMjKf7VzAj/+ZVFXlvcpKFbWI7LRzItVy8o2PIf1oHm/XytorKvP44owKXVKmcXi+imTaGu43ZBKkwPxPn0Q/u2bOTu72nuPXYc1iouEToekUhGFdJxmSePjbc1AZyazfH2SoVCTWc8E+P0fIFXWlmmzrnQ+Y4EQV9Qo2yzXuLSWpX5jTqSKHB8MuPPxW6WR8Fjbsct6uRHednV33ryvi0ApbMU3unlGPx5Z5YwKGsx0R/nJ+4f5XyusmMWKl/VyJVULNuhppt8dCyFFVBz3+36cje0m3rCmr3wogekerFj/DAWjO0Wvk6exTdnc9wouR1XR0b6/I3W+93dKjEHO4g8y5bOcwdLE9c3G8Qjkm+n4QEPz2YkE1d47mKe9arKX0cVP1MS3PRzZZVTsznOLhYRgE8/tI/PfvQQubLKuaUi37vqlse+fSnP2ytlVMNGMywG+uOopsXB4T6ePDbOQDLSthk9fzHPm8tFxtJxYorIpx/aB7idfVfWa9woNhAFgf2DCRIRmZ9+aII//s4clu2Sz/uiil9ueiVQbvI6vAAUSUQQ3CxUMurKMmimzUZVw7RtxtKuNtGPHxokk4jwynyB+fUary4USSgS358rMJqK0jAsorKI1Wqrn8zG+bs3VohF3LKfLIr+88kmIqEt/95/gwDhkal+/sOzl1qEcIGpgTiPTGeZW6+552pt8qWm4j9bwLf8aRoWqmmzrz+GatgsFhtotgOGTbGuMZqObQEAArR89hy/i6/c1IkpEgsbdaqqsWXs3t8uF5tt3aKe+a8gCNw7mmIoFWsJfqo+UF+rqJQaBoWaxmgm3kbO9jI6YerfYfyooNRIEIh1ZrM83SZPqiQojRK8ps4sYSd49DoQO/lgy8Wmr3e2XlVxgGMTGS6vVVmrqIwFrnO3sZvs+F6z7rcCznqlwPdn9IBUL3aMO9XBt5cFZLuFr51X4pCJy8yMjfD2SpmGbvHchTVOzeZaWZF2XaqdrsHbDMYzsdBF3htXsDThbUDesY9PZjifqzC3Xm9tdhpVtca/+//e4nc/8yAnprP+MY1rm0RbGjjLxQZDfVFOTGcZLTX569eWqahuJ5njODR0i5gsoYoCmbjCQDLaVsby4uxikT984SprVZXLa3VGUhEfnBm2zQcPDHBpteprHC0XG6gttepkRKGuG36G5vJalWfPrzGWjrKwUeevX1vmI0eG/NLPPYNJnnp0EkUU+PL3FnAcV6Ty6GgKQRBIRCTmN+rIkuub9pVXF93UEy4Ae/bCGpm4wmcenmD2RpmYIvHqQtE3DAZ8mQOA51q/P7de4/mLeY6Opvz50Qmwv/j8FTZqOpIAloNPmD8y3EcqpTCQVCg3FUTgL753jS/ZDtlEhExcaamY10nHFFYbOgNJheG+KOs1DUUUGcvEfXAQBC0R2c26nZrN8Z3L6yQiMlfXq1i2e/4Dg0kqTX1LhvUPTl3wS2mehYpnwxPkSGmm6+lnWq5Q69mlEjFZpFDX+YUP7t+SherW3Rc0Agf41MyI/0HQqYTfmWntNHTejexHWIbYA4Odfn4eYb6qGvQnIjQ0E8uBh6ezoRm93cZ22atbybrvlbrQKwW+f6MHpHqxY9wO1wlufQHptvB1lnI8A91kVPHLIW6nkcPDU1m/XLHba+hc5IE2gcLO0kSYgvJo2iWHf+nlec6vVDAth4Ze4/PfusS//9mH2jaNMJ0qrzQSUyRWy00M08Gw3U0vE1M4OTPa1v4fjDeXy1i2QzqmoBoWEVnk7ZUKp+cLrhFrvsZIJkaqlXUKgj/Tsn0iM8D/8/0F5vJVXl0oIDhwvVDn+/MFfvlD97TpAv3+qQssFeo0dAtJEsgmIxRqGoZ1EyQalsPxyX6+OZvDsFyD4f6EwtV8nagsMJaJE5UFxjNx3zB4LBPnI0eG2jS9PFL+lTVX0DQVk/n4vSOuV6Bp+yXMmmbiOG6HHcD9+9JEJImnHp30ScmX16r88bevUtUsNMMiFZc5ee8IpYZr1gxuudGy3UxTKiozPZjkN3/yXk5MZ7eAlqZuMdeSPnA9FV3gNZCUWSmrXFyt0p9U2gRmg0KsC4WbFiqd898jbp+eL+AAV4sNcGBqIEG+ovL9+QIP7Mtsyb6GdfcFM6/PXVjzbYkEQWRho+Yr4e9k6Lxddig4/s4Pqe0yxJ2EeVkUd/S8u9241az7XqgLvVLg+zd6QKoXu4pb5TrB3VlAguPp/HL3FMA7v8R3uoawckiQ9NtZxgiWJjqzQt7vFOs619YvoYs2kihi2faW62/oFqWG4ZewoJV1E0XX6sWBWERkIBKhqVscGO7rCqIAjk9miMgiFdW1fNEMm789u4wsunyyVxc2fbPeT943GmpEPNHvqotHZJHjk/18b24DuWXHcmW1yp9/b4FffGK/XzatqiapmIIkuqrmry0UicgCY+k4376cZ7i1kU9m43z7Yp71mkYqKrNSUv1uQk8Zvdx0zXifPDa+hQj9wZYxtGFZvL5YwnIcqk2Dc63MzGg6xidmRsgmIsy3VLh1w6YvKhNt6WqNZ25qOm3UNN/qRRIFVN3iuYt5Yi2LFiFAgE/FZB6ZyvLk8XH/eXdmwTyRUaE1L+fXa65/oWUTlUQenna9Bnfq8uwEHl4jhPcOnZjOMrYRI19RyVdUKqrJ/HqNLzx3pS376mWcOj8ePDBj2TZNw2G13GStoqEarsHz119f5tc+cbgti+uBbe/5eKbRO13HCxfzvk5aZ/deZzesd81BwrzHe1urqHetLHY3OFQ/jHP04ocTPSDVi9uOncp2d3oB6TxfGKiazLpE47DyXLdjhpGzO42JgzpSX375GhXV4AcLm77gYucYR1JRDgwlWSw2kAQBqcPg9dxSiavrNRKKxNX1Wls24qeOjVNRTcbSUU5f22Q0HSXZ4lptdz2j6Rj/6mOHOD1XYLnU4N7RFC9f3cCyHRYKdZSWNlO5aQAthfKK2tUWxMEkHpHYrOkYtoPtOFzJV/namUVevLzO049NkYrJLBTcrr9MXOHR6SzFhs7ceg2AzZrGWkXlxHSW32ltkFfWqvzj+TW/SSCTiGzJGr56bZNKU0c1XD7QdDZOKiZzer6MYbkgyrIdJEGgqpmohTp/9cp17h1NoUgiR0b6fA7Yt86v4TgOX3z+ql8SfXiqn2P7MpxbKtHQTBRZQgA+dHiI9arGwka9pUGlYpg2l6M1KgGV/bAy82Q2y2pFJVdWkSSRDx8Y4EZZJRGRGEhGtghNAhwZ6cOwXCHO8UysLcvlAcqgTILHW3tgPMNAX4R8ReWhqSyX1yq8uVz2uyu9jFMYL0uRBN66UaFQ17EdVz+sP64Qj0gYlmtR0yk/4r1fni5ZVBZCj+1d2++fusCZhU1qqslIKspIK1P75LHxLeT1blnrYJfszFjKB2N3Ekzdbtb93XKOXvxwogekenFbsVv18ju1gOx0viBJ1uOVvHh5PZRLFIzOrJnXqTaRifFPF/NbQGC3ckxwjN7iv38gwfRAAoBMXN613c3DU/2+4rOXodmNnpZ3fwTBNcZdrWjIksiPHx7geqHuq3AHxSrDNqngc7uyVuWvXrnOwkbD7aBSXfNl07IxLMf3Ctys65yeLxCVRVYrLo9naiBJrtzkzeWyzw9bq6h8czbH9UKdhUKdY/syoVlDRRJ4Y6nMWsUlHRdqOv/jj+1nvapyo9ikohpEZAmjBTri8QgCDkOpGPGI5EsFuKXSPIubKlXV4IvPX+X3PvMgE/1xfuenH+SvX1vmu1c3uGcwwelrmz6wbBoWpg25kkpfTN7SGRpWZjYtmycODHJgKMm1jTqZhMJgKral/BucJw3d4slj45ycGfHJ1gICbyyXWK+qJKOKL64alEmABh+/d8QXk/UkOc7nKnzs6HAb/y6YCT27WOTv31ghFZMRW7je6440bLeMGiSUe6Ve7+//+MW5NmkDz3A8qIL/5nKZ9aqbeWxoFitllabhemp689g7ntcN2zlW771MRhUs2wk1zr5TcTtZ9zt9jh4p/b0VPSDVi9uK3Zbt7tQitdvzLRfbfeCCG2dYdAoj3uxUE/fsIN+5+A/1xXDQAGeLfYWXEXFLY64tSHAR3SsAPbdUYmGjxmAyioPjd+s9M5tzZQ+G+vzr8TJCyajUdZPynttkNs5zF/OUGjqiIGLadlsHVfD5emCg3ND5/WcukCs329r2PSXy5WKDRERmIKnw5LHx0OszLIdE1C15SgKUVINSw2AkFXPtY0SRqWwCC4fVsgq4JbqNqoooim3ZSI/AnIq5XLogGPqXj05yo+Q+tyMjfRyf7EcSXM+2vqhMWTWYHkiEdnJ2y4h6YCmYIb2Qq/hdcd6z2qwbaKbF8xfznJwZQZEELq5WaWgWFdXNuIkCfOUM/N5nHmQyG2+zU/KEKDu1mSBc++nsYpF/81/OoRkWpaZJOiYTbXkynpjux2pZBoV5+XnzOyhtUG4qPDObw2wB8nsGXQ7V/oGEKyNhuabXCUnio0eH2uQLwt6/4Fi9f680dSRR8H39OnXb3k/RI6W/96IHpHpxW/FO1v2DBqU7nU+RBC6tVd2NTxTZrGttWaPOCGYWwgyUPR0pL8IAkBdu15HNelXDcaCuG6GcLe+8nwto9gBtJcbdkmxXSk2ev5jnq2cWmc/XEASBgaTCx4+OoJo2/+1DE75VzJvLZSZaGkcLhTqWZSMIQqj5bPD+BAnAhuVwYCjJ/sFk6O964x1KRdt4ZJ4qfFM3EQXXN29qIOEDSM+OJKi7lYlHgAY27oLVn3DlCizHYSAZYbWqcs9ggk/OjHBxrcqPHRjkcr62xex6O8Vv7/l7rf0XcmXKTZOpbBxJFJmJyb4wqyIJnFsq8fzF/BbZic4PBu//n317ld/+u7cRcJBEkf/+sSkXSBUaVFWTyf44juP4avIzYyk0w+a7cwWKDZ24ImO3+HWeqGUnwA7TZgpT+vaaEaYGkrBZ58NHhvn4vSNtfLTLa9XQ+erN76C0wcmZEc4uFokioRkWxYaOZlgM9cUQBIH1qoYsuVpiVTV8jgXvf9i/d2a7vvTyNf/d61S6f69Hj5T+3osekOrFbcWdrvt3S2kHv9IcaCNJh0WurLZauAXKDZ3VstpWUuh2LV4WodNAOWx8nwsRLfRCAGItC5FPP7SPh6f6u3K2wkocngZVRTV9Dgq4GadiXSebbLcI+YNTF3h1YZNS00AWBPoTCumYwv/x3GUUSUQSBX71o4daWlEOhuVw72gfn5wZYW69xk/cP9YmJRAWJ6az/PrJw7x0ZYNX5gv8YysD8sLFPJ+YGdkCKry/CaqMf+G5K6yVm8zeKJOMyIiiwM8/NgW4nX/nFouYtsODExl+p5VB/NWPHuJ/+fospmURU2S+P1dgs65TV00yMQVFFDBsh9PXNgF480aZTFz2pSmePb/GT9w/ukXxO6wEvVxsYto2i5tNinWNgWSUn398mvsn0v4m/uWXr/H6YpFS0yAbV3h4Outv5mHzd6XU5I9enHP1pGQJ1TD427M3MG2Hx+/Jcnp+E8dxuJqvEVNEZFF0GxMcm2wygiyA7TiIYjsAD3tOYZZKnb93fDKDJArkyk2iisTPPz7NienslvJasNvPm5vedXXym2ZvlFkrN6moJpajUtdMNmpuVnBqIO4/i6Aqe1h4pewg76rzWv/q9HXOLGySisoYtrPtB9J7MXqk9Pde9IBUL2477lTZbifj0+AiP9QX7XrOlVKTZ2ZzFBtuC3oyKvPRo8OhJYWwjW+iP1wsMGx8wUxVp56QJ70A7SKGnbo5wQiqqwM+J8f7+7OLRYqtDfzEdNZXoK6ohstF0U0My8GyQWgpjI9n4uTKTf7rW6vUNZOJ/ji5UpOVkko8IjGWiXNyZmRXWS9XR6jJ1fUaqai7fLy5XObtlQpRReTYvkzXDIH3DIdSMdIxmSOjaRIREcN2MzHLxQZVzQQHZlfK/gaZSUR4/ECWZFThwkqZt1bKxGQJ23FQZJH7xtN88OAgz55f5dBwH7lyE8102jhDZxY2fY5ZZ3YxOAc8DaNiXaOhW4DGP8zmfA+8YsOgrhnIotCy8BF9X8Ljk5m2DkNv/i4Xm6RjMhFJoq5biALcN55i9kaFfFV3wZMsYhuuUn65afDJ+0YB/JKZZjrbNhnsZKkUjBPTWf7jzz28peO0cwMfz8T8brkwpX6vY9MrQXulxaG+GDdKDQ4O9/FjBwd9jmE6HtkWRO0mE7NSavLN2Rw11UQ1bFJRqet1vlejR0p/70UPSPVix3iniI8eyTYZUbaIFu7lK2252CQii3xyxhXpdGUHnC1t1kFycHDjCxMLBLo60HceKyiCqJkuubaimjuKGHrxsaPDPmnb4+SAa+ciia6vngMsbrokd2/DUw2LdExhNB3jqUcmGU1FfY6S4zjUNJO6bnFptYogwMHhPjTT4enHpvzr9gjjYdklb6M7NNzH1XyNmmbhuHKh9EVllJY8Qti1nV0s+tejSAJRRULAodQ0+fpry5i2zcKGa+asSO7z2mwZ/3qlpEpTZ7WiUlNN6oKFLMKHDw3x5PFxcmWVdExpkegdDg4lEVok6vGMy+8KUxUPA8e/fvIwv/sP51ktN8kmo9i2Q0U1eHgqS0OvoBoipu24Fj6WxUqpyen5DV68vO574gXn72Q2zmgmzsPAek0nG1eIyhLH92U4MpriQq7sj9HTZvLufWdprtu7uNdyUDBT6EVwAy83dL8M6nWuBu/jM7M5HCAaELwdTkXpi7mCrqsVlf6Ewj9dzO+aY7ibd3y52CQTl9mXjVNq6EwPJrcFje/VeCeI7724c9EDUr3YNt5J4qNHsrVslzAclAnYy1eatyCXm0YbubqTg1RsGG3WLp2dQt6mdG6pxIuX10ONirsdyyuLeHyrMBHDzk0x2MVVbpp86NAgB4f7/I3imVaHnW5abFQtTNvhb15bJhGRyMRdocj/5tg4nwhklzyOkiwKvL5Y5OBwkh8sFklHZe4bTzO3XnfLoK3yYLBkNTOe5qlHJtv4St59fWQ6ywcPDgJuae/qeg3DtlAkgY2axtnFon/P1yoq/+a/nMNq6TX96scO89SJSb5yZolmU+PqWpW+mExUFrFtCVkSiMkip+cLfqbMy3jkyiqqUcO0HRIRif1DSR/ANg2LvpjMhVyFK/kqjgNHR1PMrdcBODTctwXEhgGQyWycpx6Z5FRL+0gSRR8Yp+M3VeI36zqbdZ0LuTJHR9O8uVxqCbhWiLZ0qM4uFnlzucwjU/2o42kmMjHWqhqbdZ2PHBliNB3j909VmVuvM5WN8+j+AT5yZCiUc7Xdu7jbD42dPoq8fwt25Q33RdBMse0+uhlTgUNT/W1aawKuEj3cJL2HcQzDYjfvuAeqDw2DZiZ2lALpRS/eiegBqV5sG7dKfLyVLFaurDKSijHYF8FxnC2ihbv9SttuQQ7yQBp6u7VLZ6eQZ/2y2bLkODqaBmhrqe92rLHjiyUAACAASURBVCB/6cXL620ikx4wCtqC/PKHD/Dmcpl8S3TwRqnJ3HqNx+8Z8I/1W0/ex/MX83z55XkKNZ1ERKKmmZi27ZcRj4ymtnCUPJV13bRBFrl/LE3TcIUnwQVo4Ga8vJKVg8t7qapGqE9g8L6enBnxuVun5wv8/Rs3fDkFWRSJRyQamslAX5RyQ8e0HTKJCFFZoK5ZVDSTqmoyPZhgoj+GDcyMplitaG26Wj9x/yjfubzOJVwwG1VEn/82lo5yJV/jSr5Koe4aBuuWxUNT/Rwe6eOZHbwTvecWBMcDyUjb8wpe94nW37vgpulnH0VBICpLWLbNd69u8DevL6MZFhXV5OhoiuViE0GAmCJxea3Kr3z4QMufz2Rxs4Fh2VxZq27RJfPO3y1jGyxHT2Rifra0G89wu48irysvpkisV1UycYXf/NRhzq+4vpa5cpN0TOmqtXZ4pI8bpeYtcXy6veO308nai17c7egBqV5sG7dCfLyVLJbHa1qtqKxWVF9X6Faj24IcvJ4waxfvb59+bIrPf8s1vP32pTxxRQrleezmWJ3E3OWia03i6VDN5Wt8/ls6mbjMxdUqhmnTquZxdb3qdzKdWypxvWXDggBrFY2BZIR0LNr1+QSfRdOwODKa4iNHhsiVVb52ZtHP0gCkY4pfstItG0kQKDZck9ygfEQYSXui3xXPfH2xiGU41DUTVbeZL1RJRiQ26galhokkCUxkYj4XSTMtJjIxappJNqEwkorRNCyfOP7MbM4vXU5m4/x3j05S0wwGk1Eausl35wrcKDW5uFrBy1/qps3iZoOYIjGaigIwM5ai1HS9Ab37ErYxb8fF65bBCWpt/elL8yQUiYbhll41w0KRXSXzhY06dd1CFgVSUZmqarq2K7bbNVlqGEQktQ1ABsMV0HT9JCVR4ONHa/6cBnzdtG7Clbv9KJrM3lTV9/wS4SaJXzMdPnvyQKijwHbdgrcaO3ETe9GLH3b0gFQvto1bIT7eShYryGuaW6911RW63djt9eTKKjdKTRKKxGpF5bMfOciRjq623R4r2A3obQi5sopl2aBIGLZDQzeZyMQZS0fZqOpUVZ2GblNRDf7zK9f5+uvLXMnXaGgmNd1kpC+KZtr8zIlJX7cpbAzes8jEFX5wvYhh2dwoNXn6sSnGWsTm4Ob3/MU81wt1+uMK350rsFxsEJMl6pq5ZXMPghGAjZrGWlnl0lqVmm7y1kqZiCwylk4yt15HkQRXNdt2M42fnBlBNSy/fOZlf84tlXyQlys3/bKRbto8cXCQkVSMiCxSahpYLRPm64U6xYZBvqISU0SSUZmRVJRvvLHCYqFOoaEjtPSRXmgBY09ssnNj3uuHg/d8J7Nxvj9f8NvyH512zYtN28a0HEAiKovolk1Vc38nJoucWyqjGRb6DrYxubLa4sLZmLbNf3j2Mo/u7ycdj/Cxo8M7ClcqkguMG3qlq8yFdz1PHBxksdhgZjSFaTu+z16wXBcE1Z36Wd5x7kT05AB68W6P2wJSgiD8LPC/AvcBjzuO84M7MahevLtir8THW8liBfk3Htn2bsVO17NSanI1X8NsAR2AbDIS+hXceaww3lNYtqNQ0+hPREhGZQb7IlwvNMhX1qm0SlwVTSYmS6RibuaiqpkkFAmlJUPdn4gwPZDwOUTdrudmF2A7TyjMxHml5MoSmJZNRTX5pQ/dw59/b4HFQh3Nsvn6a8sA/rMJ2pgIgGnbXM7XcBwYS8fIxBXiEZnNVjkvIgk0dIv59Zrf5h4snwWvwSuHaqZDQzOoaybXC3UqLZByYjpL+VKeK/kmqxWNI8N92LabpQOXBJ1JRFp8OxERAUdwuXfrNY3+uOJzfbyMX7fS0W7L1BP97ZIYy8Umj90zgONARdXRTQdZFJAkgZ85MckDE2m++PxVBBwSERlJEuhPRBhuZdFWSlsBgwNIogCI2LYLnEzL9dMLE6703j2vgcIjj3sNBmHhkucLlBoGp69tcmxfxvfZ6/ZOd3K57kQ2KtgU0pMDeOeip6q+97jdjNRbwFPAn9yBsfTiPRTbvWy3ksXq9jd34qXeyzGChG9REEjHZQ6P9HUFdp1ZmWAJ4unHptq6Aj0z2ctrFa5vNrhnMIkgCDwy3U9dM9FMG8uBewaTVBoGhu1g2A5DfVEEAS7kKpi2w9HRFL/wxP5dCXV699Uzjs2Vm12zEZ1f/plEhF98Yj9/+p05BAfeWilj2A4vXl73MyCT2UQLiDgM98UQAFkS0AyLgaE+X3cqV1aJyW63m+3gZ8k8gBe8juBcuLZe43e/eR7DsrFsh8diMqZtM79eQ5GEVgazzoGhJP94YY3+uEyp6fDRI8P83GNTfOnla9woNrBxEBywbIfhvig4+Byxvzp9nb88fb3NVNcDzZ0NAJ1k/rD7HfzZSMtGJxWTaRqW76fnZRGjskA2GaWqGhwZTPHksXFemS+E+uN5IrCzN8oIgCKJ1DUXMAXLaZ5wZXC+e882mFHqFmHZYY9rt9N7tFNZf7fvYudxPO/AXtzd6Kmq31rcFpByHOcCuHo1vXh/xXYLXtgiF8YN2usLGJbdCW5inhfZXo6714UhuOEA2woIBsenmQ6fnBnxwcXltQp//8ZKm1yClwUKWnlcXqvwwqU8l/M1bNtBEKCpWzw8nWVmLIXtwEeODAH4nC1PjBNc8rwiCf4mEyS5BwFekN/ydEsA07sv5YbB8al+RlPRLaWfckPnar6GbtotoUyhLQOyXGz4qu0bNZW6bpKMyDiCK7Q5mo5xeKSPYxMZDNsmHVP4yJEhLq9V28junaDQmwun5wsookAyGqHUMkFuGhZN3eL6pqvRNZaJsX8oiWnZ1DRXR+v6ZoPRdKzNAxDwZR2ev5jnRqlJf1Lh0loVSRAYSkWZHmBLV1+lqTO3XudG0W0A+P58gc89eR9rFZWXrmwwmIz44KrzvfHUuq/ma5xdLDKcilLXDP93ggrhv37yMIbldLVmAXjqkUlOTLk2LveNpcgkIrsqpwWzxLpps1HT2jJeQVV5zyC5Mzu8m3c6WEqeW6+HelDu5l3sBPW5shoq1rnb6GVZdhe9MuqtRY8j1YstsdOCF3zZgq3P2y2Ot7KQ+ZtYvs5yq4vtdGsT28sx9rIwdJLRdxIQrDR1FjebVFUD1bAYSEZ4Y6nIpbUqpYbBcrHBZl1nJBXzrz1o5aGZDrIoMp52CdXZpMLH7x1pE3e8UWrysaPDjGdioZIMb92o4DgOkiRyfF+GX/7wAb788jW/I/CDBwdZLTfbynrefZFEge9fK3BuqYRqWhzbl0E1BB6cyPgAIBmVETAxdYvXFov8+OEhHp7qZzwT80UdR9OxNkHGuu5m1Lx5FItIPHXsppTCk8dc8+AwSYLgnHn1WoGqZuJoJookcHg4yVpV5+BwX5spMcCp2Rxz+RqjKYVMXGa56NqphB33hYt5FosNrhVcSYZsMkqxrjGajm3p6tNMp+UxKCCLruXJCxfz/PGLV9msGyDAC5fy/NonDm/JQOZaivpV1eAH14u+r53ntxe0RfH0ysLKWJ1G2DNjKW6UmrsGFMFznZrN+Rkvb4weBw/w51CY9tNO77F7v+xQkLyXd7GTHgDc8gZ/q80v3bJ77+foqarfWuwIpARB+CdgLORH/9ZxnG/s9kSCIHwW+CzA9PT0rgfYi3c+dlrwgi9bZ+tztw3xVtLF3ibmiTh6nU57WUT3ujDspSzpjc8zws3EZZ44OMjXX19GAAp13SUHm66tTdg5PN+w1YoKAkxlE1ukFcIMaMHdWJIRl4QdUyQSikRFNXjpyobfEXg1X3M9Cus6C4UGxwPdkLIkcjFXwXFc/7qVsolqWG4HWr5KIiIz1R/HcVxfu76ozP7BBE8eGwdoEy39jU8e8QGiadmk4xF/jJ0dcCsltzU/1RLQ1AIZErgpcPrmcrm1iSVo6hZDfRE26kZbZ+fxyYwPRH7pQ/fwlRYPqJMfFHyey0XXBmY8HaOqmZQaBqpuIokCH7wnS1A6YKLf9ej7vW+e58JKhWJdRzVsnr+Up6FbxBUJ1bS4Vqjz0pWNLR8Ylu2wUKjzwESaZERiOBUjm1DaSmunZnNUVZNTszk+9+R9ofPPmw/bkcm3C+8egMsfax+jazacaomqVlQjVPtpt2W7Jw4OtoHkc0ulPXOdOt9DoKtt006x14+pMNDa2QH5fo1boWX0YhdAynGcT92JEzmO86fAnwJ84AMf2L49pRc/1NgJfHQCgWDr8264N7td/L1N7PPfusT1Qh3Ddvkle9WluRW+1l7GFzTCHUhGGE1HW6bFKoIg8Oh0dkvWJXiOzz0Z22LWu1ZR28psnS3lgJ+Risgilm3TMFwJg8FkxB+j2VJ097hEPxXohvyNTx7h+Yt5/uTFORq6CQhcLzRoGBaKKJBQZKqayWdOTPCDBTebMtoq9ZxbKrFaVn0LGy/7s9Pm9+zbq/zRi3OkYzKpmMIj01lOtzhBp2ZzCEBVNbi0VuOewQQrJVeVPRaRyCQiZOIyM2Mud+eJg4N86eVrzN4oA24mxSuPdYqcBjf/yWycdEzhvFqlpppEJYG+qIxhOfyn71/n3HKpbeM8MZ3lVz58kD/9zhyrFZVyw+Ds9SJNw8J2HEwb6prJq9cK2A40dDOgBp5goVBnpdSkrlusV1UqquGLzZ5bKjHbAr0LBYtzS6XQjlXvnexGJt8ugvdAb4H65WKDctPEsm32DyaZy9eoaiYxRSIdU/b8HgfPoZm2rzKvmW6TglfW7Zbp6vZ+BY8f5iO4m0x3t/VsJ5X4ZKQFWqN7A63v9bgVWsaPevRKe73YErsBH8GXbScS6u2ki09MZ/n3P/vQFqCx1+vxNtWg8epeI2zh7TTCBRc8TA9AJq6QiEihQpCd4wP8jMHZxSJffP4qtm2jmWJbh1Vw3EEwG+RIrVVUJvrj2Lbboh5vjWEsE/P5Lt61nJwZ4YGJNG8uu+KbL11ZJ1/VWC2r5Ksqpm2zUlL5d//ift+099xSib95bZmFQp2FQr1N86tzEQ6Wrt6+Uea3/+5tyk2diCTx8FSGQl2nopocGnYlElTDZK2iUW7q5Moih4aTHBlJkYor3DeW4p8u5n3uzkAyQlV1uxmBLZmUlVJzi63PuaUSQ31RHpxI8+z5NSzbQTMdIrJELCKh6iYCwpaN8+GpfgaSUVZKTSKyxEAyQl9MJptwuVtHR1OcvrbJWDqKZjr8/GNT/liP7cswlo5R10wUSSQTV7Yle3ebI8HnvZdyky/kGVUwbZtPP7QPoFXOc7seZ8bSfGJmpM0MuzPC3uOgv2SY4fHltSp/1tLWWii4XCcvo7nb6OYjuNtMd1h269RsjlOzOd/iJkwl3get2u5B67s9elyxuxO3K3/wM8AXgWHgm4IgnHMc5yfvyMh68UONbl8l3Ux+t3spOzeBYOnkdsayXXSzX9lNeTHsGju/uIMt+2HgIbhob0faD2b1vIxBoa63SNwK0wPxtk3XsxzxzGZ9QBc45lfPLNHfIpb/65OHtwDdsHvxE/e7WbFLq1UGkhGSERlZEniklU3zNu4vPHeF1XKThUKDDx4YYK2i+hmUbou0RxK+tlF3W/YjMnXdZKOm88ZSyQdkR0b6MCwR3bSISBK66WorrVZUNhs6l9eqPHFw0CeMg7shLhQsgLZMykqpye+fusB69WbJUBZFf/OcXS4jCDCSjrJR01FkAdO2aZo2byyXeGQ627ZxBrOji63s6GQ2wU8/NMFXziyxUHDLrw9MZCg3DTKJSNuc//1vnme+1aEYkUVevVZgMutm947vy/h8tu1kP/byHgSfRaf10mc/6vLxMnHFz1Q+9ejkjgAnDJCEZbqCyv4bNW1X490uumXC9pLpDn5MBedwmPfl7YDWd3P0OvLuXtxu197fAn97h8bSi3d53M6L6P3eO/Eih41zt4tut2sMdiN1M8ANXmvw37Y7T6Wps1bRSMdkHprKcm6piGU7pGIKVdVAM2+Sn88uFn3POkkU+I8/9/AW49mwNvfO8XTeC4+4blruZvjph/Yxnonx1TNLbdk07+8ODfexUGiwVtH8rq7ODkbPUiZ4rs26Tq4sIAGZeISfenCM+Y2632b/1COTjGdifjZOtxwemHCvYzge9e970NTX68qD9mxlsGTmOA73jWc4PNLHcxfWmMy6JcOlYoNiQ0eRBE7eO8JbKxUe2x+nolp88ODgFsA/mo7xi0/s902dvXsUlQWahsCRFifIu1/efT81m+NqC0SByxt79vwaS0WXLP5bAe2pO/E+dM7hjx0dZmYsRTLiGgp7wOBmZ16sK4DrBMfBuRS0WwpmoYLX4Uk2eCKlt6IP5xHYzy2V2kr7t5Lp7pzDc+t1xjKxLX/7wy5v3Y3MUa8j7+5Fr7TXi13H7b6IYbyau/Eih42z22K8m7+d6I/7qtDe5rpdt9lux+h1/BXrGrkyxCMuPyUVg4Gk4rfEe8d/c7mMZTuMZ+Lkyk1eurLhl9u8zXE3m4tXClwuNn3xxyBJer2q8fBUf2h519t8j+/L8FOBrNyr1zbbOhg9S5ngeEbSMf6Hx6dZKat+p98XnrvS1mY/0R/n9z7zoN9dtlxscHG1ymbdaPFW5Dafud1seJIk+lpgHmdrejDJZx7ex6W1KveOpnj56galpkHphsHh4T5Ozxc4u1j0wTRs/QjoBK1hQMIfgyhgA47jimpODcT98mGws/BObKBhjQrpeMRvAghKM2x3rp1kTjrnWlhJ0AO7t3tNLqPMISi0cyv8xyCA7JzD75a4W5mjXkfe3YsekOrFruN2XkTPSy+MV/NOjdMzhzUs2+cR7eZvg6rQqiEw2R9nbr3uA7KdNr+wnwc7/rLJKMN9kbZW/rDjHZ/MIIkCuXITx4E3l0pcyJU5t1SiP6GwL5Pgdz7z4Laby0qpyZdevsb1Qr2lDWWjiIIvFHpx1TUE/s7ldR6a6vc1rDxuWbdjK5LAWkWjWNfIJqNEZcH/vTCSsBdhx/MygG53WV/rfrlZpLdWykii4JO1u93fsJJZt4331WubfPtyngcm0hRqGg9N9XO9UG8D07C1/X43QMIby5HRFNZKBVEEURCoqibJTDup+3ba9DvnVue4wrzvgiA07DjBD59rG3V+9x/OM5qOthHx92KRdKuxXHQFQj1j7m5NG7uJWwFftxK3A4jvVubonbr2H8XoAale7Dpu50X0FsO77aXXbZyvXtvEtG1qmkVVbTfh3dXftjIPl9cqlJsm3tfxWkXlSy9f80sXnRpX3TZHj3MT7PgLalaF3ZsT01n+4889zJvLLpg4u1hks6aTr+qUGgYLGw2+/voy//rkEf+ee+Fdz3KxSVU1iSsSNc1iabPBV84s8esnD/Pmstv9loopfHM2xxtLRf7y9HWOjPQx1hJp9FS/g8R9oAU0xVbHlqsQrkhCG4cmeI+DG02Y9U4QDKTjkVaZsEEyqlCoaf5Y316pcGo2RyYuI4tiW4YhrGQWtvF6ZsCaaROVRe5raTR5QMTL4GmmjSv54co1bAcsO+fU//yT9/rPOugruF3Jdbdt+mFzqxtA3e1xAP/DZy5fRbccZBE0024TLb3TJbDdAMPb/QC722W7280o3c3M0Q+7ZPl+jR6Q6sWe4lZfxHZOxp330tuOy+GdP6j55GVMOkFP2OYeXNi8lvGZMZdU/NKVjS3t62GbY5jSc2fH327u64npLCems74v3lKxgeM4mBbYOPzXt1b58cNDPnm91DBotoyB0/EITz825fr3aSamZTOajhOV3dKgpwN1MVfBsR1soNo0OJ+rcO9Yyi9lAls4OJWm233ngSmvDBTklVVU0xeB7BSuDFPGD5NSqDRdpfViQ+dPXpzDsBzqusloOopu2v45gqBip8iVVRwH4oqMZdsY9k0fwmAjgABtcg3eecL0lnbq7twpG6qFqI93xnbAay/vadhxAP/D57XrRQQB6prFRlUjHQ+XR+iMvWZl9goM361xuxml99r19qIHpHrxDsXdXBx28wUYlgHabVnFG/u5pVKgZTzP8X0ZBgKaTWHhcbO62aEEyyjnlkq75mtM9Md5+rEpruaryKKAaTvEFAlZEnxhyExc4eWrG+Dg258YlsPnnrzP997zAFaQN/P8xTz/53NXqGkGUVkkIottpNwwDo5mOhTrGhFZIh2T2wjNc+uuYvZYOspqWW0b39srFT7/rUu+Lcl2X+8fOzrM2etu12KxrlNo6PTHFBRJoNQwiMjiLfPvJEkkoUg0jJv3N5iN9K7VtB0iLUHLsE1yp3kUVmoNdocF1dDD/PaCcacyF92O4334TA8kKDZ0brQAVrIlN9EtPLuZZ2ZzRELkBbqFW0pshvIP30uZlDvxXN5L19uLHpDqxTsYt7I47OardrdfgNtlBXY6hsfbCbaMe2Wkb1/Ms17T2Ne/NdM20R/nyWPjXe1QVkpN/uDUBd5siUoe25fZtQWOYTncM5hkPBPjpSsbSIJLiH9zuYTjwNX1GgKQirsdgOWm4pekfuGJ/XyiZZzbmQn6xSf2M5qKtglndpJygxvFeCbGI9P9vLVcAlwPvE4LlK+/vszpa5sAKKKAalq8fHUD23aIyiIzgYzXRH/c19KKygKyKOLgKnIvtLhdckRucd4s4hGJff1xYorE3Hqtq6BkWHjSCK70grOls8xrMvCEUY9PZjifq3B5rYJmOm1cLWjnFeXKro5VsGQblK8A1z+xoZsUahoP7suQjkf42NHhbcFacG49/diUf7xuIG03Hy5hPLZgVu7z37rUMvFWUEKyucFzuvICKguFeqi8QLfn4EpZNLYo8L/XopdR+tGLHpB6n8T7UWhtt1yDvXwBdgNzuzlGt5bxWESiPxEhFgn/Uve6xcKEOZeLTfJV1W3nApY2G1vKg9696NS18cYDcP9EBtt25QJy5SblpklMdvk9+/pjaJaDCHztzCJff22Zpx51fe/C+EkAP/HAGA/sy4TOqeAGPtGSAFgtuxy441P9OI7ja18F7/fXzixyaLiPXLnJasXtwlMkEdN2/IyXIgmcms3xh9++yo1ik/6EwkgqSkyRGRlOslZWcYC6bpKJKYz3x4hHZH75Q/fwjTdWqKqmb8fTqbnVGcH5FVcknnpkvM0MutzQ+cqZpTZhVO84Hsj76pklRtMxn/cV5BV5Zu6ehY4nSGo7jm/Ls1xsguNg2Q6lfoOGbrFZ13c1n70mCM+mxxtH57Xt5IEZJnYZfHavXtskE5cZSrl+hGsVjXJDDxW3vSkvkHTvw3qNsUx8R1DkNReEKfC/m2K362wvo/SjFT0g9T6I96vQ2m4zTbf7BegtjmFcnZ3O8+q1TaKyyKGp/q5j3G58iiSwUlJZr2kYloNm2pyazTGeifljAbp6f3VyeVxbDodMXPbJ8U8cHEL6/9t79yA5riu987v1rn5UdQMNNNDoBgmSgMAHIEIEKa0teyxCkiWORp7VaHao8O46LMUqHGGPubEPeymF7djVWGOHNrw7QW/YHluzGxueJTWhmYlZSWCMIFLiiFpzAEIEAQkAARAA0Y1u9LOeXe/Ku39UZSIrO7MyKyurK6vr+0UoQmBXZd58VN4vzzn3OwGBf//TmwgHBJayJeTKNbwxNdr2mK0mA/0E/sa1KqIhofnybJbrpr48ejFZrjUiPwspiWK1irFoCJ9+bBqPzSTwyrl5XLuXxeXFLAAgU6wCEnhoT6PGLBgM4NlHpvDevRxi4SA+9tBuLKQKWMyUWq7D61dX8O03b7b13DKmkqbGoi3n+sJ8BgKNhsZ6Y9RqXWJyJLzlvlQXVHz00C6cv5PCeDSkWSO8fnUF//f/dxsbmw2DSikbbWUEgHJdQV0B3r6Twu7RCMZjYXyl2UqlnYFtu9+H09+O0ZJE3xdPL9gT8Qj2jivY2KwgGgrgm69eMe1Bp3/ZOHYgaVpUb4bVS4qf2KnPWdI9FFI7gJ1qtOZFpMkOs4fjcraEM5eXWyIZTgrRrcbY7i22Wpd44kACqUIVN5bz+MgDk6grCr715+8hHBRINNNqVg1r9R5EqoO5vv+huhpQNa2s1hVICewejSBbrOCl129gciTc0cSgv98KlazWWNrKl0c9/k8e3YvFTAkzyRhePjePkUgQE6EIHtw9gsPT41pxOkRDaAQCQF0BJCTikYZo+snVFSxnS9gzFkUsEtTOu5pyU/+9sVkx9dxSr4FVKun1qyu4upTFrpEIBBqtY4zGqFbXXK2Hu3Q3g3pdQaVax7XlrOaonilWUVcARUrEQgGMRIKo1CVqdYlgSAKykcasK0qLk7zVxK0fR8VQnO7kvnznTmNV5p2mJckje8Zw+tKS1sTYKNjPXF5GLBzAaDSMu+miaeNku5caq9/CIKTDdupzlnQPhZSH9Cu9tlON1rbj4Wp8OP746gr+gyGSoRpHtitEbzdx2JkaJuKNgvXxeAhSSmSKNdxZ38R4LNxoxfLQbkcNa/Vi0qz/4bEDSSykCihWFRQqNQQCAURDAnqHcyd+WOGgaLEmaBfV0jue6yfnLz09h5fPYUvhfygYACQgBBAQgAJgJhlHNBTArtFG+rRaajQx/oqhAa7+mJezJfzpOwtbPLdU1/WlTAm5UhUfPbQLH6wXcHh6HL+8m8G/e+N9rG9WACmRHAnj0NQohBAtxqj62i/j+X/u2H6s5krYPRZFsVLHxx6awp7xKL737l1MjUdRVxRU6goe25/AnvEYju4bx6u/uIfVXBnlmgJFKijXpGlRvxqZWkgVkSlUcOVeDnOTcUyMRLasJLS7L9+5k8I3vn8Z9zJFRJt9Bg9NjSJVqECIoCbYs8WKVuf1qcemce72BuY3Co2ImoP70Oq3UKkpW0S339Nhxno543HvxPIK4gwKKY/oZ9jXr29zXjxY2q108uJYjSJ03RDJuLiQwaP7pW0hupNC+GvLWdMIkLGv1/XlHH7/pze1bewajWz5sDFybQAAIABJREFUjP7YnfQ/nJmI4ysfP4SXXr+BiXgYgUBAa6yrLrc3W2Vl1g/QKAjV42x3/KORRjRNCIHba3lcuddYRWk8FlWg/J9v3sS15TwqAQV3NgrY1Uy76dN36nf1qS/98es9t352Y1VzXf/Wn7+HkUijie6NlTwCQuDKUgY/eW8FdUXBkekxLKVL+NVjM/j04/taoliqeNqfjGltdfTiZX8yhpVcGUuZEoIBgZlkDFVFIhgI4OCuhtj70tNzSI7cXyn5Vx6ZammLc+ro3pZ7Uy1szxQq+OOfL+CDtTwuzGcA0XBMP7pvHHvHo0jGo3h/dRM/vrqCw9PjW6KnKovpIl56/QbuZYrIl+tIFapIxiO4vbaJWCSIuqIgGBBYy5fwwUZjVeblpSyef3oOAkAsHMCR6XH82ocPdOQKrrcC0dthDEKKTG/KW67Jlkbi6t+Z9hteKKQ8ot9hX7+9zXXbJNgK/WouY32GG4wiVB/JCAaE1srEbcSv1RtItkSArEwNZyfj+E8311v6kzl5y7c7z8baHn1j3bV8WetDp49+qNtOFRq1UPoefqox5++evqI5iL9oWHGoHn+2WIGUEj+/k0auVMXdVBHXl3NbPm8sTp9OxLTGyGqdlVFYGPv7qeg9t15v9ukbj4WbqbP7HkmxcBBHphMoVlJYyghsbFYwEg3iV4/v175/+tIS/vj8Am6s5lGvK5gYiWBqLIIPG9y2q3Wp9bVby5fw8rl5TI6EIQBL4aGuJlXb4vz8TgoX72bwwqnDeP7pOe1+Vwvfb68XUKkrCAqBcECgUKkhUwzi8tIK6nUF/3Y1p60ANLsfGoXdApOjUVRqDcH3149Moa5Irc1NOChwcSGDt26uadf84kKmxWF8aixqmsK188lS7TB63SrKS9Tnu/7+1x9vv5//pL9QSHnETk2vucXpg8WJENBHRV56/QZurOQwHgu3OCxbYbbarV1RtT6SMdMs+AbMW5k4wRhxUmuX2t0jMxNb+5PpoyH6ybiTB7jZPaoe+2K6qPWhMzYp1tdCGcd+YT6Ni5oh6dYVh/rjv76cwx+dn8dYJIhwMIBsyXoS3Z+MIRgIYCVbQjDQsFiYmYibCovVfKWlv5/Z9dV7iKl2CqpHkgSwkCpgOhnH3/7oA1ovQFVENZbzF3H1Xg6xUBC5cg2lah3rm+VGf0RdmkdN1dbqypbUqVF4GMeorlwzillV/F5bzmI5W4OUEkEhoEiJmiJxIDmCv3F0L85cvofRaAi/uJsxrV/S3weJeAQHdwHJeBjxcCOVV266z+tTpfq6M30dmlqT9c6dlFYUr49YWnm5qRFHtWbM7bPSTVumbjD+dvSu/WqEls//4YVCyiP8ml7rF06FpZ0Q0AutVKEKKSXGY+EtBcBmWNXn2EWxphMx7Bkv4c/eXURUl+qysgqww652ye477bymOi3It7pHrf6WLlRxY2UFU2NR01RcJ8efKVRQr0vkyzVEw8EWvyf9xAcA337zFlKbZdxNl/DY/nHNZkAfVbu2nMX8RgWruRImRiItbvXGidToIQbcb5uznC1Z2iTcX84/hhsreWRLVVTrEnvHYzgwEdP6I5rVzFkJZ3VsmUKlpYHzWr6staExa02TiEfwhROzePncPArlKvLlOj7zxD584SOzAIBLdzOWdXTG82F0jVcNNO3qrKYTMU0Ife/du/jF3QxmJuIIBgLaSlG7FbYzE3HT3n9OsXv56kWazXgujM+tal3y+T/EUEh5iN/Sa/3EqbC0EwJboyLAwV1xlGuxlgJgM9TvCggUynUIISzf0lX0EYjb6wWcOrp3i7FiN2+77e4Rq+0upIrIlqoYaTpK50q1lsJjO9sGp/s3/m05W8K15RwqtcaydwBbxOSTcxM4diDZkoY04507KXzz1SsoV+tQJPCbT83iCx+Z1c6nfuI7fiCJS3czqNUVZEpVlOsK7mWKmvO7er8EAwFMjISxmi8jW6ohU6w17SSsW40YxWM7LyZAX2Bcw0cOTuLovnH87P11zRH++GyypUbLeB71whkATl9awulLS8iXqnj7gxQSsRCCgQA+ND2OZDMFeOrRaexv+nOprWlOPTqtRSKnxqMtws9o32GMvrY7H/p7TDUBvbacbbnfjedMjZwVqxIbm1UERAA1RcEDu0cdR2S6eVbavXz1Ks1mHLNVdJcMHxRSpGe0q+uxejs2S0M4XSFmRF2O/u5CGvlKDRfn03jy4GTbh7w+AnF7vYBfLmYbhpm4X3Brl8Jwgz56Zqz3mZ2MI9FcwQcA47GQllrQf95JirMT8XdxIQMhgAenRjG/sYmXz97BUqa0ZaWVMQ1pta26IjG3q+H4PR4LW6Yn1zcrqNcVZIs11GoKfv5BClNjUZxuttdR00M3VvK4spTB3ziyBz+5toq6ouDbb97CkelxZIuVluiIuh8zkWo16eoLjDPFGp47th+PzyRwaM8YALSIHX2zX/1+1G2pEZ9sqYrb6wXsT8SgSInkSAQb+QpW8+WmAWojBahaQRjTgkbhB8D2fnQiLNTf2bvzKby3nEOxUteMRK0+u54qAKIhNiEajZiPNIvceyko7F6+ZifjqNQUXJhPdeRy3wnMQBA9FFJkW3HydqynmwfWzMT99iz6ouV221Af0qov0uHpcVxZyrQU3LabeDsZp7FYNVusaCvL1HofoDERfvnjh7CUaQg6NS3SaOC7iWyxsRLtf/3ND1sKVzepjuOzSQQDAvMbm0gXa/iLa6v4y1sbOH4giRefe1Qbm9XqMLNt6Yv4VYzLyv/a4Sm8dXMdN1ZyGI1FUatJfHh2AtFQQNuf2sD46r0ckvEwBAT2jkdx8W4Gq7kSVnIN48tEPLKlnsVoIGmcdNXrspYvo1ZXsD8Zx+WlFXzv3bv49ps3tRTxrxzZ03IvqCkvNTr3teY50rdM+eihXbi9XkCpVkdACGQKFURCAewZi24RBmZiwSiK2t2P6rVfy5dR0aUMzYSFWn/2je9fhgBwN11CuljFd88v4ItPzZqmgdXWP2prnWeP7t0WQWH3TFjOlrTVt+Ox3o6DAooAFFLEAV4WbuqXQL+/mjdth2KkmweWutKrVleQiIUBQDMttNqXsX7k914rmhbcGuteOhErZv5S5ZrUVpZFQwIX5tPa2M22uZIr485GAZGgwM3VvOmkB2y1YDD2f7PixMFJ/Kv/4kl8791F/PxOCuVqoxg5W6rajs1qW2pKajoRw+lLS0htVvDWzfWWZeUnDk7if/ybH8JLr9+AlBK31zdRqNRQqima03e2WMFoNIx9iRhypRqCAeDs7RTCAYHHZ5LYlSlq9Uva55u+SEax0VhOICDRmIRfOTePbLGCTLGGeDiItXwjrbl7NIqlTAmj0UYhN9AqdjY2K7ikFd7XtcUB9zJFTCdiuL2+ieVsSTMuDQdES42U8TdmvA/P3tpo8fBqdz+q95i6ojIUCJiapeqp1iWmE9Fm6rgACWAtV8a15dyW/o/d1jp1+0xpF+1+6fUbWEgVMB4LY9do2LPUHiFWUEiRtjgp7OzkgahGAF67ugIAWrqmVw86/dvzaZNiWrNjMD6kzQpujcfcrnO9Srvl0tW6bFlZppp0tk3JNI0rFQlkSlX87MYa7qaLlg7Y15azuHovBwCWaRsjJw5OYjoRwzdPX8GlZrG7KkjtIiHGc6S3I1CL50vVOsIBgU8/vg+ZYlVbJakvDld73qm97T55dC+u3suhrkiUqgpmJmI4cXACV5dyCDSjXvr6pUyhon0+GBAtjYbVeh/Vm+riQqYlMjg7OYLnju3HX95cR63pr7RZbhRyPzk30SIkjAadG02RqLqnP7JnDL/R7HFodt6N/029D+1MXa0WMOhXVBaqddN96FFX8+0arWItX0YiFsJIJKTV5FmNud11N7sPeum5pFo7OF2QQogXUEiRttjVkHT6QJyZiOOzx/YjW6p56iPTTtDpC2SNx+HkGMwKbo2Txx+fX8DVezncWMnjIyZ1WGaToVmxqnFlmdGSQGUhVcTeRBS50ghW82UEAwKPzyRMz6cqJs9cXgYArQef08iUWgelt19Qx6b3dFKb2AJoe071xfPhgECuXMMvFzMYjYZbRI76nStL2RYPq8VMCUf3jUNA4Od3UlhIFXGtKRATIxFkijV84cSsVjuUKlTx4O5R7B6LYrN8X6wB9+voLsynMR4L4fhsEm9cW9Uig42VaON49uheWNlo6I/t+IGk5qm1azTS0oj3E02jTfU8Or3nzUS3PpXqVYqpJWV3fgHXV/MoVOsYj4VMxYjxN2f0eLOqJ+xVMTjQau3gZEFKL6HT+fBAIUXa0q6w0+0DUd/A1gvPFbs39nbH4cVD/cJ8GjdW8xiPhpAv1/HRh3bbFvyaLZc2e/Ba1YKoE8bDe4Gp8Sji4SCWMkWUa7JFjKjMTMTxqcemcXkpi2vLWfzibhYbm1Wcu72xJW1jhtlkrXo6KYrS0sTWWDtkPKfG4vnDe8egSEBKiZdev6EV2usL8NXx7hmPaumse5kSouEgHp0axYX5NEYiDUuFcLCRMjOu9pRSmrb2aJwtCYHGKjtjZNDpiqyZiThe1BXeA9Du80QshJ+8t4LrKw0zSrXOrN0237mT0vzM3HgU7U/GcGAijroi8fDeMUeNgPUpOzPfMhWz35zR482qfqsTy45O8UsROJ3OhwsKKdKWdg8mtw9Erx92xhogszYsVvv08qEeDgYQDUvsGo1s+ZuZoZ86UakFzlZ9yKzOz68c2QOgMdEtZ0va5K96LplF1l44dRjfPb+ASwsZZItV3MuWbOvUrN6sVU8nAYGba5uWtUPGc6oKDn0q7Hvv3m0ptP/tZx/R0mz7k3FcXGikAVWx8/zTc/jp9TWEAgKRkMBYtNGnsFCtIxELt9QOtVvtuZAqoqYo2DMWw2alEc175tCulshgJ/en/notpovaNQKA75yb1yws2pmRAg0R9d/90QXUFQkpgd96eg4P7RlznAZXV/cl4yGUaxJf+fgh18dhhlnRuzGlZlW/1Wux41WErht6GXUj/oNCithi9WDq5oHo5cNOL1Ks2rBY7dOLh7rRS2l/MqalufT71hs1/sGbt3Cx6ZV0cPcoPndsv+M+ZMa33SfnJra0f2lX0/LI3jEEgwEAQL2u4J07Ke04jHVj7Ryr1fOumUBa1A7Z1dYspov47vkFLZ2mKIoW6bq8lEMynocA8NQDk8gUWwvdRyJBfPbYfnz1rz/csqqxXe2QnnBQmNZPmd0rnaRqzCI247EQbq83apXsluWrdhG7RiO4tpzHmcvLOLq/6CiqBJi3NHGKk+M0vhiookmfUlPr68y25Qex00t6GXUj/oNCinSFHx6IRpHipA2L8fvdHINaQ2QnPNT9nL21gWypinBAIF2o4fq9HF4uVjV3a6B9HzKzt91OHtxPzk3g+IEkVnIlpIsVvHppCT+8vNxia2DVY88oTNs1U3Z6Tmcm7rdwURQF2VIN0VAAa/kKsqUqipUaIqEAbq7mMZ1sbNPosXTi4CROmGzXbgxab7xoeEv9lIranuf0paUWp3urdKwqDG+v5fH4TFIrojfWmbUbm2YXkS5BCOBD+8ZtzWT1uJ3InaakzF5AzESTH54P/cAvKUayPVBIkR2B/oHttA1LL/Z/9taGI/PDRCyMq+UcyjUFMghsbJaRiIfx3LH9eOvmOm6tbSJTrCJTqGzZl7FAWrUEcGpWOjMRx5c/fgjfe3cR5Zqi2Rqs5Eo4c3kZe8ajtj32jMdthdMozomDk5qYSsRCeG85j2rT7gCyESXKlmp44ZNzmE7ELIvwnexXH21by5cRDAQs66fMnO5VgQtsLaoHgN89fQXv3EkhVWw0Zz66L4G1fBnhoMDUWNTRfanaRfz0+houzqdRV6Rn6fN256aTlJTx2qv/Xz033fz2BqVQ226Ri5/HTryDQooMHHYPWa8mdzfYRQLUfX/544fw0Yd245Wzd7CxWcbkaFRbITY9HsXX//QS6lLif/n+LzE1Ht3SA65UqSNdaDiAf/vNW1siJe1QV1cpioL1fAVSNqIw+XIVb91c05r6unGTNx5rJwW3+vQkAKzlK7iXLaFYqWP3WAzTiagWMdLXh9mlPo1WF8b+i6FAQGvLYhQBqrBQne7fX93EvmTM1MJC/W62maKMhYMIhwIoVOv43rt3O+r3CLTaRdjdr2afsUpPtrsmnUSyzKwOzIRlp7+1QSnUHpRxkt5DITVkDMqbnhXdPrx6/fCziwQY9/34TKJlhVg4KHDmyjJy5RpGIyGs5St4+eydluLxC/NpXF/NYyQcxI1sHg8oo/jYQ7sdFbWqhoXq6qqH94ziIw80ltLrHdxPPTrtOHpihRNvLT36SXw6GccLnzyCy4tZ/ODSktbbzuhSroof/TjbRVXUv41Gw6grEqORMGTTkvMP3rylWRe8aGgKrTrdG00tjaJjOVtCtd4wVgWAWDiIaCig7U9A4F7GvsBfj5MXA6f3tF3EyWlKymyfxuvdqWmr0zH6hUEZJ+k9FFIDRjdCaCe8QXX78NqOh5/VxGdcXaj6OKkrxNT6ql/ezaBcUwDUUK0ruL6cw++9dt30eoUCAoGAcBxBOHN5GVJKbXXVdCKGLz41C6DVwd2tSao+bXb60pJmRnn8QNI2LWU2iZ84OIlP6Dyc1JV8qheW2QrNdlGVLQXylUaB/MZmRTOvvL1e0GqZ2qVMjeMFGmKsriiYGI0gGgw0C8w3AQBSAu8upBEKBvBqB0a0dr/5Tu5pvTlrO6sMu3EZ96nWkOmvN2BjKGvBoBRqD8o4Se+hkBoguhVCO+ENqtuHVz8ffvpJzOgw/syhXY0i9GIFVUUiEgxAANg1GsGJg5MtER39KsGH947hKx8/ZDrR6ydgAFpK6/b6Jh7cPap5Jqnf6bY4Vn9/qkXqqhnlZ216HKqYTeLqv/UpOQCWKzTbRVXMCuTDQYGfXl9Dva4ATXuC1GbFsaO/ao55+tKSJsZShSoe2B3Hh+cmEY8E8bGHpnDq0WmcuXzPcYRO3c83T19p6d9nVnNndU+bufZ/8uhe/Js33kciFrK0yrDDuE8ALeajauTOrpbNjF4VansdjWdBOVGhkBoguhVCO+ENqtuHV68ffnbFp0aHcaNRYbkmUarWcXD3CEbCQYxEQ1uMS2cm7q8StDoGo8u0apJ5ZDoBAFofOrW2xSgK3KDen8l4o79ZqSowEqliXzLmeNm+FY20UQkP7xnVxn98Nolvv3lLK7rX38/toir6v+lrpoQQSMTDeHjvGCZHI64c/et1BQUpAUgEAwGtzuxTj00DAC7dzXRkRHthPt3Sv+/HV1dweHpc+6563czuaauapZfPzWMtX0a5piAeCbp6oTKLxqnmo+r17ua35nWhdq+i8SwoJwCF1EDRrRDaKW9Q3T68vFxdpMdpuxnVYVxvzqn6ThldtY1pJSeix1gHdbD5MfXeUSd2qwJht+dDXU342tUV1OsKppMxfKSZmgOwxVvLauxmguDVS0u4sZLD1XtZPDGT1ISJAFCqNlKgy9lSx2PX+y0B9wUm0NqeR3+NrF5o9idjEEKgVFUQCQXwd//Kg0iORFqOxawRsdPfYr2u4AeXlrD/TgrlmgIBIKJbZGC8H6yK4b3qRWf8Hap1Uu0+0y92QjSe+BcKqQFBnWDcrqBS8erB5mR5uV/FmpfioV0j4nammM8/Pae1/zD6Thn77akToDHKZDXuhdTWxq1WJpleTjAzE3E8d2w/VnMlpApVrObKeO3qCh6bSWw5RnXfZhGUbLGCck1qpo4LqYbjuYBAvV5HsdmAdyHVcCXPl+vIlRrO7r/z6084Hv9iuqhFZswEproycL/hGun7JJZrCq4t5zT/rycOJDAaCWOzUkVyJLJF3Ki/P6f3oOr5lS1VMTkaQTIewuzkSFOwSDw5N2l53axevHrRi87otWVlJmu3jX6tpiWkGyikBgC/FYk7WV7ul7GaYfWmbmUsaYWTRsRW31Mn5jeubTW8fObQri2TbaWmYH2zgoVUQYsyGdNN6iQ0OxlHKBDAWDSIZDzcMll2Ul/jBOPk9+TcBL4bDWMpU8J4LIxoSGzpuWa1mmshVUS2WGlpFfM7v/4EwkGB95ZzyBSriAQDiIYC2j7LNak5okdDwrEQ1J9bAeDUo9NaOsp4XY29A9U+iWpz33//05sAGj0D4+EgJMw9qfR0IrpfNJi9Nu6BEASw5boZr4dZBNrrqHQ7r61ORG2/VtMS0i0UUgOA38LSTpaX+2WsZsxOxlGpKbgwn9Ka3Bq9hZx4/RiPVd+IWDXJVJfDW0WB2hle6j93YT6FuiJNUzJmgk4CiIVDGI+FMJ2IWR6DmwnG2D7GGEEypieNPdcA89VcRmGkKIpmEPqh6XHcXi+gUqtDCKGN1azBsBOM125qLGp5DwNbbQ5U4VdVFK1/Xq5Uw/HZCTyy174nXicCVh9F1pvNqmNt5+NkVbzf6W/SiYmn0WtLnw61218/V9MS0i0UUgOA38LSTpaX93OsTlIEDecgAQlgKVNqeAtFmt5Czea7dg9zs2NVP99OmOm/187wsuVzsTDGY8Cu0fCWlIxxEvrp9bXGir42bWb0dDLBGFfmKYqC1XwFqc0yvvH9y/gnn3sMJw5Obmn6axQAZqu59MJIURR8sFHQDELHYmE8uHsE2VINX3p6Thuv2b6c0Mk9vD8ZMzUAnZ1sONTfXi+gXleQL9dwZSmDu2n7nnhuIyTGa6X//70SI05NPPVeW8Z0qN1LiR+eG4S4hUJqAPBbWLrdePo9VicpgkYNUQAPz020RByMzXftHuZWx6pOaHrTR70wc3qOjJ9Tt91OcFVqCt6dT+P2+iZur2/imAP/JqvzaLYvYzRtOVtDarOMQqWOe5liS52S8b4wFiabbV8VRmcuL+Otm2tayvPEwUm8fnUF04kofnR1BY8fSG5JV3ayeMDpPWzsnagXSGra7cJ8GjdW8i2Gpk5EjNcRkl6JETuBZnYunbRK0tPv5wYh3UAhNSD4LSzdbjz9HKuTt3LjhKMvxO6kRgowP1Z19dpqrgwpoZk+Ol2e3277VnU06iS0li/jtSvLTT+fPJ5z6N+kohYNv3ppqWVFmD4Ko4+mfeHELP7NG+/jXqaIydGo4zolu/vHuLJx12hEax+j1lnpBaa+lszoPu70uI3Xf3YyjjOXlzUDUCsRcT+tVvRcxHRCr8SIE4FmvJ5uRJ3fnnGEOIVCiuwonD70zSYcNxOv1YQlAMTCAXxoehy/9uEDLRN7L1Yn6Sf0+34+cdsUk5lp571MCbfXN02Lhs3O3dR41FWdUruxmEXj1HRguaa0CD21GDwZD+O1qyvIlmotq8asLBX04ksCqCuKlooNBhqGqLXmfwPQ9tj8ElHphRhxc2xm3/H7al5C3EIhRQD0bunxdj88O0mb2Y3Haux26cOFVBGRUEBbmq4WMttFe7ygk0nPanXaw3tGcXt9E++v5rEvGd8iHoznzq5OyWnTXbtCaWPUzVgM/v5qHgBaasMAmG7XWMgPCIxGg9gs1yAgkCvVoNoLAK0Gpu3Ofa/v8X6JEatjMwpx/dj03xmE1byEuIVCivTsIdevh6cXE1q7sdulD82iYveXiFtHe9T9djtROj1+q9VpmWIVxw4k8VwHKTKrfXbifWWXkjVG3YypWdXHKFOsolxTsJYvYy1ftlwhqC/kL1TquDifxmaljosLaXxoXwIjkZCWwjRzgd/uFw6/iRGzqF7U4gWh20J4RrOIn6GQIj1b7TMIVghWtBu7k/ShcZWXWnzbLtqznROlakZZaZpRGmvF7CZ0Jykb1WH96lIGkVAQh6ZGLe8BJ+dUvx+r1KwqqF69tITXrixrDuBmKwT127gwn8Z3zs1jXyKKe9kyfuOp2S3nws4/ze1E7/S6++33ZBbV27tnFO+vbuLCfLrrmikVvwlIQoxQSJGerfYZ5CXN7cbeLn1mfOirNUr6JeLGaI86CVtFT6zoZPI2q4Wq1RtRBL0ZpXp8VttfTBfxu6evIFuqIhEL4/MfnsHL5+ZNI04LqSIURUGhoiDdjBKFg8J0fHYpSbPJ1KxFjpq2i4QC2nk89ei05T71+1FNQvW94pxEVbarmbjffk/GqF6xWsdrV1cAAK9eWtpyT7X7zbS7j/0mIAkxQiFFelYou10FuL0q3m43dqtUltVD32p7i+kivnn6CnKlGkIB0Wwiaz9RmplwWq02tHPq1ptRWn1HFQcX5tO42Gyi+/5KHu8t55AuVDAxEsHDe1rd1mcn4wgEAhiJBDARavhAVeuy7Tm3un52k+kWZ3eDD9R9J3nrInS7e9VKyHQ70avbvbbcMGd1Kza3G/Oo3h08vGfMNG1tdn2diFA7Acm0H+k3FFIEwOAuPe5l2N/NObGLZBm3d2E+jUtNYVKo1vHf/LWHcGR63HZS0E/e15azeOn1G5gcCbecA6tIF7DVqbvd9q3EQammoFApoy6Bu6kipsaiW47XrfN4J+fV7B7QT/BmxwKYF6HbFZObCZlwUCBVqKJQybo6xpmJRu9F9Ty9cm4e04mYpVC0albtBXaixPh3s6heplh1HDFzWhvnNALMtB/pBxRSpGdsx0POb2H/bqMGu0a3NrpVsYq6lGsS0ZDQRNWZy8s4PpvU2rdkijWMRIIAnNdCWQmXJ+cmcOxAErlSDSPRIJYzJcTCQeTKNfyqiWeVW+dxs+O2irqp90AyHtbqc4z+WcZjcXvfGIWD2jcxGhIo1ySe17mud0K1Llt8svTj2S6xYLcfu7+7ufdb7+PGAoHFtPVCAyN++/2T4YRCivSM7XjIbXfdiJM0QieRrCfnJnD8QFKrObLyfWoXdVHdt68tZzXPozeurUJKiZVcGblSFbOTI/jCR2ZNa6HMjstqUpyZiONruia6337zFnKlGsZjIXzi6N6uz4eT4zZL/ZRrSsf1OV7cN+q7YxSRAAAcA0lEQVQ9rhp2tktdtqPdfezmd+Qm3WW3n05WVjpFvTb6BQL69KsdfqsbI8MJhRTpGdvxkGtXe+R13UQvIgMzE402I3ZjNZvEnjm0S/v8dCKGM5eXAQBHphO4tpzFcraiNQBOxkOmtVDtjstqUtT/9689F/P8PNsdt9l+jkyPYzVXwuMzSUf1OWb3jZt7Rn+PV9pEVOxoF83p9HdktCVw6vRut59e/Z5nJrYuEOjkpcusDyIh2wmFFOkZ21Uca5Zu6UUqxMmkrppuAs4f7E7e4u0msZkJQ1uVQACnju7Fz95fRzIeMq3dUYXDteUc7mWKmE7EcHstj++eX8AXn5r1bOzd4KTQWG0QvZIrY1emqB2rnTBSx76YLuL0pSVXRqn6iMrpS0v43rt38d3zC/jtZx/BiYOTHR1rO+Haye9In+o0c3o3wy59ajUOr15Y3Ig0o0eZnYs/Ib2CQor0lH4UsfcqpehkUv/m6Su4dDcDADh+IIkXn3vUk307mUyNk/rNtU3sGo2YGmvqBcgv7mZRqSs4d2sDQKNw/PpyzrOxd4PdcetTa8B9B3LAvJjciFOjVLsxLqSKqCsK7mwUkStVW5o3e0EnvyP1PjVzeu8kImk3Di9fWDoVi6pH2Y2VHMZjYRzcBc9+54R0SqDfAyDEa3qZgnjh1GH81tMHTSeNhVSxUYQdDmIkHES2dL9NiVf716fzrD4zNRZFtJkmiYYCpik9VYCMRsMQAji0exTRcBCToxGMx8JYyZVw5vIyFtPejb8TFtNFnL21oaXJrI67xctI50CuF9O1umJ5HdTPPbxnFADw/mre1T0TDgosZ8tIbZYxHgtrzZu9QH8unKC/T48dSNquonN6rrz6XrtxG6+z1bEvpIqIhgSioSDWcmVkijXWR5G+wYgU2XH0MqXYLjIwOxnHeCyE2+t1AEAiFu7Lw92JkFQ/ky1WEAwIxMIBjEVDkFIiV6oiX67irZtruLyUbZvu6QWdRkjMrrXxHISDAmdvbVjWH7lpi6Mf7yvn5pGMhxtiQkpkijVLP6hOcBv1Ue9Tu9WZeod7Ox8rI07us145vs9OxhEKBFCo1AABxMPBjrZNiJdQSJEdST9SiuqKtk5qpPphJmr8TDgoUK03JtClTAk3VvK4spTRitbNPKp6yUKqiGyxgtFIGNlixTZlY3atjcenGnIaj8EL0a1GZg5NjeLKvRyWMiVkilX8wZu38OWPY4sI7eSaO01TW22z3e9AL1QKlTqK1TqS8ZCpj5UZdueul47vMxNxfPbYfmRLNdvUJSG9hkKKEA/pRMBtp5mo2URrNtYT2riKMHpUbZdPTzgocPVeDnVFIhgQjiIk7Y5P7XNodQzdim59TZKUErtGIwgHA1jJlbaIUACOHenVc2Fl9qkeczuh2A69UFnLpxAOBjQbB7e+Wlbb78bx3Sri9eTcRMcGoIT0AgopQjyi0+jSdpkJdirYzKI5xsmsl205qnWJo/vGMRoNY7NctfVmsjo+vdDopQ2Hvsj/T36+gOsreVSVOiZHI1tEKABbR3r9cVmZfeqPOVWoIhoSHYuglvqyWBgSW5s7d0O3tYp2Ea9epvAJ6QQKKUI8wE10qZc+W3qh04lgM2tFMp1o9YryMpJmJshmJ+NIxCOo1RUk4hHL+iYVs+MDOov8eMHUWBR//xOPYClTAgCtx5/x+po50rczwNSbfZq1/SlUGrVNnd5HRiGi7tOrc+SF0LGLFvYjhU+IEQopQjzATXSpV2/UZg2NnQg2p8acXkXS2u3PSX2TipkgNY6xWpc961HXTlgaRSgA22if1XGFg6LFaFONICXiEddC0XhtvRYlFDpkGKCQIsQD3EaXejHR6EXEteUsLi5kHE20RvFxYT5tKvK8Wq1lV0zspL5J/WyvWsA4QSuOj24tjrcqhG8ntKyOy3i+Tj06rTWKplghpH9QSBHiAV5HlzqpQTK6qatCR9977/JS1rQGR78PY7uT05eWEDVx+vZqtVYnNg12gsgssrJd9TOZQgUX5jMQkIiGgx3ZHnSautKfC7+2ROll/RwhfoRCihCP8Cq61EkNkpWb+gunDrf03jNGc6z2oYqPtXwZr11ZdrXSzWnqz4nY6UYQOb0eZhO/EzGgCtj/+NYHEJCIhIJ4YNeI68bFTrDqK+cX8WJ2XwHWtVfd+kz54ZgJ6UpICSG+BeDXAFQAvA/g70op014MjAwnfDh2VoOkd1MHoLmpP3NoV2vvPUM0x6pAWz33s5NxvHFt1VVqzEkrHf01dlJLZvYZ/ao8t4XkVhO/nZDVt5a5s76JsVgYpWodgUBv0ojGcer7yunb/ZRr0lWfP68wSw+/cW3VtOgfcNbGx4xeWocQ0indRqTOAHhRSlkTQvxLAC8C+MfdD4sMI3w4Nuik3qqdm3q7aE67Qmb13HcTCbL6rlfXWC8ert7L4ei+cVdF11aC0k7I6lvL3F7fxORIGKPREfz2s4/05J5tJ67VGq1e9fnrBON9BVjbPfzKkT2uFy1sl3UIIU7oSkhJKX+o++dbAL7Y3XBIL/F7tIcPxwadpLNmJtq7qVtFc+wKmdWoltvzb7Vfr66xup3RSBh1RWqF3p26sFuJVqe1W920lukEq3GqLV4yxRpypWpLn79+/HbMLBXUyKbR7gFwvyCgl9YhhHSKlzVSXwbwHQ+3RzxkEKI9Xj0c/S4YndBJvZXb2iz1e+pkXK4pPZ+YvLrGquO3oigIBgQ2y1VkijXUFYkHd484bhliJVp7Wbtlh5VLu3F/+t/0SCSI2ckRJOOhLQ7o243xfrSye3hybsK2F2C7fdCMk/gFIWX7wkghxI8A7DP509ellH/W/MzXAZwE8AVpsUEhxFcBfBUADh48+NQHH3zQzbhJh5y9tYHvnLujvQ3+1tMHe+ar0w3diqBBEIx+Qn++KjUFn+1xZEXdZzfFx8aaoC89PYeqIvEn5xdwfTUPADh2IImvPfcogK2Fzn4W2p3cv8bf9CDYIfj53BPSDiHEeSnlSbO/2UakpJSftNn43wHwOQCnrERUczu/D+D3AeDkyZO9W9ZCTBmUUHi3K98GOT3Yj0nGeL6mxqJatMOqxqnbMbYrHv/d01eQLVWRiIXx4nOPtk0PqqsRkyMRAEByJIxTR/fi/dU8nju2H8DWYmaz/+an+6OT+9f4m/arHYIer1a2EuInul219xk0ist/RUpZ8GZIpBcMSyh8UASjkX5F0szOV7vedb0c44X5NC7ezWAkHMSNlTy+e34BX3xqdss+2tU1ZYpV7EvGtZSRm0LyftLJ/TszEcfzT8/h4kIGx2eTvjoOQoaJbmuk/jWAKIAzQggAeEtK+fe6HhXpCcPwNug3weg0gmMXiXAbCbL7ntn5snITV8eYjIfx/uomLsyne3J+q3UF6WIVP7uxhrvp4hbB1kldk5tC8u3GeI2c3r9qU+NaXcHlpSymE7G+3++EDCPdrtp7xKuBEOIVfhGMnURw2kUi3EaCnH7PeL6sxjI7GUe5puC1qysAgFcvLWl+Rl4I1yfnJvDInjHcXt/EeDSEx2cSlkXjZtfY+N/cFpJ3Q6eCt12/QTsGOY1NyE6CzuZkoPFz8WonE127SITbCdNp7zynY5mZiOO5Y/uRK1Xx8J4xZIrVLYaL3ab74pEgpsaiqNQULGWKXa1As7o3eiW0zZpFd9rfsBMxNKhpbEJ2GhRSZGDx+wq9Tic6qwne7YSp/165puDVS0uImPTO62QsT85N4I1rq8gUq1sMF7uNiiykioiGAvjYQ7txbTmLjz00hU89Nj0wqzf1oshoPtlNv0ErOk1j+/mlg5BBhkKKDCxepDZ6Obl4Va/ldDtmrVec9s5zOxYArlvJGNGLikQ84lpEAY3C9XuZohY52460V6twbTWf7KbfYDucRtf81EaGkJ0GhRQZWLpNbWxH1MKrNJLddtrV2qgr7rwSPMaxeCEWVRHYaYsXq22dvrSE2+sF3F4v4PiBpOnxei2i9aLIaD5pt/puO6JlfmkjQ8hOg0KKDCzdvs0PYrGu1eRvdyxmkaSztzYcrQzTf6cX5pZeC1o1RdjwlNrEZ4/t37K9Xovo6UTMV6tHGwsFpC/ayBCy06CQIgNNN2/zg1as227yb9eLzZjucyoijK7nEkBUV2MFeGNu6bWg1ffB25eMaSsLu9lnJ47r+vPhl+4BMxNx/Pazj+Cl128gGhJ9byNDyE6CQooMLX7znLKj3eRvdixWgsmpiNB/7sJ8CoDAw3MTbc0t1e91cj69FrROrmsn+3QqPP0e4TxxcBK/8+tPDMz9TsigQCFFhhq/eE45wW7yNx6L1cTuVES0FH/HwpBAW3PLcFC4ilD1QtDaXddO9ulUIA1ChHM773euEiTDAoUUGQp2wkO9U8FhtD9Yy5exmC5abqfdqj+rGin939WCZgGB9c1CR87n/RC0xn1a3SNOBdKgRTg7YTFdxIX5NAA46unnd2sSQrxEtOkz3DNOnjwp33777W3fLxlOhvmhrk6Adh5SXpyjd+6k8A9ffgfrmxUIAXzs0G58Y0BWhtkd/04Q4m5Rm0lfvJsBABw7kMTXLBpKq5y9tYHvnLujRfF+6+mDvqkXI8QNQojzUsqTZn8LbPdgCNlu9KmZWl3BQqqIxXQRZ29tYDFd7PfwesrMRBxTY1FEQoGW4zdido46pVqXmJmIY89YFPsTMdQUd9vpB3bHPzMRxzOHdvlORPXiPjZucyFVRLZUxUg4iJFwELlSzfa6DkKakxCvYGqP7HiMD3W3tTyDipNJLRwUSBWqKFSyrld0zU7GsWc8invZEqqKRCIWxuxkvK/RHKf7HsSJvxeRVrNtzk7GkYiFcXu9AAAYj4UcufTv1DQnIUYopMiOx/hQ9/vqKq+xm9QW00W8cm4e0ZBAuSbx/NNzAJz5TBn387XnHm2ppQG8sUhwQydCYxAn/l7cx2bbfObQLrxouK5OFxEMwnkkpFsopMhQYHyoD1r0oVvaTWrq5HlkOoGFVAFLmRJeOTe/RYA4ie4Y93P21kbfRGunQmPQJv5eRNGstjlo54aQ7YRCigwdgxh96CXGyRMw94cyi+7Yiat+psz6na7rdUqzV7YR/G0Q0hkUUmQo8eoNeyes5jKzOTD25TOL7gD2abt+Tsz93Pd2rRTtRaSI0SdCOoNCihCX7CRbBXXcqugwEyDG6I7T1Fk/J+Z+7XvY6vAIGWYopAhxiVeTpZuolteRMLs+cVbRnWGrNXNKv9OKhJDtg0KKEJd4MVm6iWr1IhLmRBQaozvdpM7shKAfxGU3sNaIkOGBQooQl3gxWbqJavUibeRWFLpJnTlxEfeDuOwW1hoRMhxQSBHSBd1Olm4ETC/SRr2IoFhFiOyEoF/E5aDhp4gcIcMEhRQhfcSNgOlV2sjLCEq7CJGdEPSLuBwk/BiRI2RYoJAipM+4ETC9Sht5FdVoFyGyE4J+EpeDAiNyhPQPCilCCABvoxpm/Q31LWfshKCfxOUgMOwROUL6CYUUIQ7Z6TUoXkY19BGicFCYtpwh3jHsETlC+gmFFCEOGIYalHBQIFWoolDJIhGPdB3VUCNE/ey355SdIJKHOSJHSD+hkCLEATu9BmUxXcQr5+YRDQmUaxLPPz3n2fH5Pe3kZ5G8EwQeITsdCilCHOB3MdAtqlA8Mp3AQqqAal16tm2/p538KpL9LPAIIfehkCJDSydv+34XA93Sa6Ho57STX0WyXwUeIaQVCikylLh52/ejGPAq9bPThWI7/HrsfhV4hJBWKKTIULIT3va9Tv34UShuF06PfTtrlvwq8AghrVBIkaHET2/7bifnnSAGjfi5uLofNUvDLG4JGRQopMhQ4pe3/W4mZz+JQS/we3H1ThSuhJDuoZAiQ4sf3va7mZz9Iga9wu9CZacJV0KIN1BIEdJHup2c/SAGvcLvQmWnCVdCiDcIKb3zi3HKyZMn5dtvv73t+yXEj/i5Lmi74bkghPgRIcR5KeVJs78xIkVIn9lJUaVu4bkghAwagX4PgBBCBpXFdBFnb21gMV0ciO0SQryHESlCCHFBr1YZ+n31IiGkFUakyNDDt3/iBv0qw1pdwULKm/unV9slhPQGRqTIUMO3f+KWXq0y9PvqRUJIKxRSZKjxu3cR8S+9skOgzQIhgwWFFBlq+PZPuqFXqwy5epGQwYFCigw1fPvvDvo+EUKGHQopMvTw7d8dw1RfRsFICLGCQooQ4ophqS8bJsFICOkc2h8QQlwRDgqkClVcW87u6Poy2hEQQtpBIUXIkOClX9ZiuohXzs0jGhIo1ySef3pux0ZpuCCBENIOpvYIGQK8Tk+pUZoj0wkspAqo1re/+fl2wQUJhJB2UEgRMgR4Xc80bFEaLkgghFhBIUXIEOC18GGUhhBCGlBIETIE9EL4MEpDCCEUUoQMDRQ+zqBnFCGkEyikCCEDwXYIHHpGEUI6hUKKEOJ7tkvgDIvJKCHEO+gjRQjxPdtlijlsqxEJId3DiBQhxPdsl8DhakRCSKdQSBFCfM92ChwW5RNCOoFCihAyEFDgEEL8SFc1UkKIbwghLgohLgghfiiEmPFqYISQ4cHLPoD9YNDHTwhxT7cRqW9JKf8JAAgh/iGAfwrg73U9KkLI0DDolgODPn5CSHd0FZGSUmZ1/xwFsHM7lxJCesJ2rcjrFYM+fkJId3RdIyWE+OcA/msAGQCf6HpEhJChYtAtBwZ9/ISQ7hBStg8iCSF+BGCfyZ++LqX8M93nXgQQk1L+M4vtfBXAVwHg4MGDT33wwQeuB00I2VkMeluWQR8/IaQ9QojzUsqTpn+zE1Id7OQBAD+QUj5h99mTJ0/Kt99+25P9EkIIIYT0knZCqttVe4d1//w8gKvdbI8QQgghZJDotkbqXwghPgRAAfABuGKPEEIIIUNEV0JKSvkbXg2EEEIIIWTQYNNiQgghhBCXUEgRQgghhLiEQooQQgghxCUUUoQQQgghLqGQIoQQQghxCYUUIYQQQohLKKQIIYQQQlxCIUUIIYQQ4hIKKUIIIYQQl1BIEUIIIYS4hEKKEEIIIcQlFFKEEEIIIS6hkCKEEEIIcQmFFCGEEEKISyikCPERi+kizt7awGK62O+hEEIIcUCo3wMghDRYTBfxe69dR62uIBQM4IVThzEzEe/3sAghhLSBESlCfMJCqohaXcHs5AhqdQULKUalCCHE71BIEeITZifjCAUDWEgVEAoGMDvJaBQhhPgdpvYI8QkzE3G8cOowFlJFzE7GmdYjhJABgEKKEB8xM0EBRQghgwRTe4QQQgghLqGQIoQQQghxCYUUIYQQQohLKKQIIYQQQlxCIUUIIYQQ4hIKKUIIIYQQl1BIEUIIIYS4hEKKEEIIIcQlFFKEEEIIIS6hkCKEEEIIcQmFFCGEEEKISyikCCGEEEJcQiFFCCGEEOISCilCCCGEEJdQSBFCCCGEuIRCihBCCCHEJRRShBBCCCEuoZAihBBCCHEJhRQhhBBCiEsopAghhBBCXEIhRQjpmsV0EWdvbWAxXez3UAghZFsJ9XsAhJDBZjFdxO+9dh21uoJQMIAXTh3GzES838MihJBtgREpQkhXLKSKqNUVzE6OoFZXsJBiVIoQMjxQSBFCumJ2Mo5QMICFVAGhYACzk4xGEUKGB6b2CCFdMTMRxwunDmMhVcTsZJxpPULIUEEhRQjpmpkJCihCyHDC1B4hhBBCiEsopAghhBBCXEIhRQghhBDiEgopQgghhBCXUEgRQgghhLiEQooQQgghxCUUUoQQQgghLqGQIoQQQghxCYUUIYQQQohLKKQIIYQQQlxCIUUIIYQQ4hIKKUIIIYQQl3gipIQQ/4MQQgohprzYHiGEEELIINC1kBJCzAH4FIA73Q+HEEIIIWRw8CIi9b8B+EcApAfbIoQQQggZGLoSUkKIzwO4K6V816PxEEIIIYQMDCG7DwghfgRgn8mfvg7gawA+7WRHQoivAvgqABw8eLCDIRJCCCGE+BMhpbuMnBDiGIDXABSa/2kWwCKAZ6SU99p99+TJk/Ltt992tV9CCCGEkO1ECHFeSnnS7G+2ESkrpJSXAOzV7eQ2gJNSyjW32ySEEEIIGSToI0UIIYQQ4hLXESkjUsoHvdoWIYQQQsgg4LpGqqudCrEK4INt33F/mALAdKc5PDfW8NxYw3NjDc+NOTwv1vDcWKM/Nw9IKfeYfagvQmqYEEK8bVWgNuzw3FjDc2MNz401PDfm8LxYw3NjjdNzwxopQgghhBCXUEgRQgghhLiEQqr3/H6/B+BjeG6s4bmxhufGGp4bc3herOG5scbRuWGNFCGEEEKISxiRIoQQQghxCYXUNiCE+IYQ4qIQ4oIQ4odCiJl+j8kvCCG+JYS42jw/fyqEmOj3mPyCEOI3hRC/FEIoQoihX1UjhPiMEOI9IcQNIcT/1O/x+AUhxB8IIVaEEL/o91j8hhBiTgjxYyHEleZv6YV+j8kvCCFiQoizQoh3m+fmf+73mPyEECIohHhHCPF9u89SSG0P35JSHpdSPgng+wD+ab8H5CPOAHhCSnkcwDUAL/Z5PH7iFwC+AOAv+j2QfiOECAL4PwB8FsBjAL4khHisv6PyDf8XgM/0exA+pQbgv5dSPgrgYwD+Pu8bjTKAZ6WUHwbwJIDPCCE+1ucx+YkXAFxx8kEKqW1ASpnV/XMUAAvTmkgpfyilrDX/+RYaza8JACnlFSnle/0eh094BsANKeVNKWUFwCsA/lafx+QLpJR/AWCj3+PwI1LKJSnlz5v/P4fGxHigv6PyB7JBvvnPcPN/nJsACCFmAfwqgP/g5PMUUtuEEOKfCyHmAfxtMCJlxZcBvNrvQRBfcgDAvO7fC+CESDpACPEggBMA/rK/I/EPzfTVBQArAM5IKXluGvzvAP4RAMXJhymkPEII8SMhxC9M/ve3AEBK+XUp5RyAPwTwD/o72u3F7tw0P/N1NMLwf9i/kW4/Ts4NAQAIk//Gt2fiCCHEGIA/BvDfGjIEQ42Ust4sOZkF8IwQ4ol+j6nfCCE+B2BFSnne6Xc8a1o87EgpP+nwo/8PgB8A+Gc9HI6vsDs3Qoi/A+BzAE7JIfPj6OC+GXYWAMzp/j0LYLFPYyEDhBAijIaI+kMp5Z/0ezx+REqZFkL8BI1au2FftPBXAXxeCPEcgBiAhBDiP0op/0urLzAitQ0IIQ7r/vl5AFf7NRa/IYT4DIB/DODzUspCv8dDfMs5AIeFEIeEEBEAzwP4f/s8JuJzhBACwLcBXJFS/qt+j8dPCCH2qKukhRBxAJ8E5yZIKV+UUs5KKR9E4znzejsRBVBIbRf/opmuuQjg02isBiAN/jWAcQBnmvYQ/7bfA/ILQoj/XAixAOA/A/ADIcSf93tM/aK5IOEfAPhzNAqG/0hK+cv+jsofCCFeBvCfAHxICLEghPhKv8fkI/4qgP8KwLPN58uFZqSBAPsB/Lg5L51Do0bKdqk/2QqdzQkhhBBCXMKIFCGEEEKISyikCCGEEEJcQiFFCCGEEOISCilCCCGEEJdQSBFCCCGEuIRCihBCCCHEJRRShBBCCCEuoZAihBBCCHHJ/w9tNrU7JnBKnQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(sample[:,0],sample[:,1], alpha=0.5, marker='.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's much nicer! \n",
    "\n",
    "Still, the plot is static. No way to zoom nor to get some information on these points. That's where bokeh will really help. \n",
    "\n",
    "## First visualization with bokeh\n",
    "\n",
    "Let's import some tools from bokeh and initialize it: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1001\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n",
       "  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1001\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n    return false;\n  }\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.io import output_notebook, show\n",
    "from bokeh.plotting import figure\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we can do a simple plot with the following code. \n",
    "What is very nice is that we can now hover on the data to get some information, and do a box zoom to focus on part of the data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"c272138a-e61e-4f61-9704-499acb344f31\" data-root-id=\"1002\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"shape\":[10000]}},\"selected\":{\"id\":\"1042\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1043\",\"type\":\"UnionRenderers\"}},\"id\":\"1030\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"formatter\":{\"id\":\"1038\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1012\",\"type\":\"BasicTicker\"}},\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"1030\",\"type\":\"ColumnDataSource\"}},\"id\":\"1034\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null},\"id\":\"1003\",\"type\":\"DataRange1d\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1036\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1038\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"1de9c777-d747-48ab-a937-ed2f5bdce237\",\"roots\":{\"1002\":\"c272138a-e61e-4f61-9704-499acb344f31\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tools = \"hover, box_zoom, undo, crosshair\"\n",
    "p = figure(tools=tools)\n",
    "p.scatter(sample[:,0], sample[:,1], alpha=0.5)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bokeh and pandas\n",
    "\n",
    "The integration between bokeh and pandas works very well. In this section, we will use pandas to add another value to each data point, and we will see how to modify the bokeh tooltip to show this value while hovering. \n",
    "\n",
    "First we're going to import: \n",
    "\n",
    "* pandas: we will create a pandas dataframe from the numpy array holding our sample, so that we can add a new value to each point. \n",
    "* the bokeh ColumnDataSource: it will act as a convenient interface beteween bokeh and the dataframe. \n",
    "* the bokeh HoverTool: we'll need it to change the format of the tooltip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.models import ColumnDataSource, HoverTool\n",
    "import pandas as pd "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we create the dataframe from our sample, and we print the first rows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.849694</td>\n",
       "      <td>1.881592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.394075</td>\n",
       "      <td>0.958888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.749096</td>\n",
       "      <td>-0.054847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.859521</td>\n",
       "      <td>-0.815819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.772113</td>\n",
       "      <td>-0.605808</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x         y\n",
       "0  0.849694  1.881592\n",
       "1  0.394075  0.958888\n",
       "2 -1.749096 -0.054847\n",
       "3  0.859521 -0.815819\n",
       "4 -0.772113 -0.605808"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(sample, columns=('x','y'))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now add a new value to each point, and print again. As an example, I put here the distance of the point from origin, but this value could be anything; it does not have to be a function of x and y. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.849694</td>\n",
       "      <td>1.881592</td>\n",
       "      <td>2.064550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.394075</td>\n",
       "      <td>0.958888</td>\n",
       "      <td>1.036707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.749096</td>\n",
       "      <td>-0.054847</td>\n",
       "      <td>1.749955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.859521</td>\n",
       "      <td>-0.815819</td>\n",
       "      <td>1.185047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.772113</td>\n",
       "      <td>-0.605808</td>\n",
       "      <td>0.981408</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x         y     value\n",
       "0  0.849694  1.881592  2.064550\n",
       "1  0.394075  0.958888  1.036707\n",
       "2 -1.749096 -0.054847  1.749955\n",
       "3  0.859521 -0.815819  1.185047\n",
       "4 -0.772113 -0.605808  0.981408"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['value'] = np.sqrt(df['x']**2 + df['y']**2)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And finally, we do another plot, with a custom HoverTool: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"89ae6f9d-8587-441d-93bb-da328e4c7353\" data-root-id=\"1099\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"shape\":[10000]},\"x\":{\"__ndarray__\":\"0td3E7Iw6z/rxOPJhTjZPwxclMhL/Pu/1suA2TGB6z8FHE/IJrXov7fhyiaGV9K/NFSFKG4rrr8+SRCgClniP1V4VzAhxtO/eJGpcb3k4b/nqBsC5/viv91axbpJZfG/wJVN2rLO3b/5OA/h9SPvv6NpCDmXhgjArWjF2Jum/7/EV0olp1eav66lEMyEQrS/hlL1R3758j8YRg+YRPSyvybqMpvQd+m/3CRQRDFk1r+jXUBSmK+9v0ChGz8D+uA/p2/6GQgU9D+tNHdWv5+Zv0FRzWODZ/Y/h2hUjp+69T9MrWH1DfXpv2k6hR7Vxte/GNb7F/Q08z+d+1uhqu39v9OW7pcdJve/zwKqw/Vv+T9nWoQ9kj/rP5N0LBIlhOK/TY/8xbenwb/sTETvSCLQv1dTiAj7Gvw/pEqbAf/R+L+LgZ1Pfhn3v64+Wggz5ey/RHws7j3R2r9yJCsln/zyvzd6gdR9dOg/hsRF8gtp5T+SXLaWiwqtPziLJTslv7u/RRsS1OEv6r/cWcZmPTPov1HLJUMx9+a/BPX7rm+F6D/Duw9Kxdnpv65dvjDPYfc/LnUQu4BDwD876ml9Rjrmv/qPujHOdwFAvdlKyoVe3T9bBxIpb3anv5r42Xy1vNS/0q+6uqi65j9UVeDCkzXov4oGMIHSAPO/cukJGSY0/j9R12fTvMzyPwhOWbfI+Lq/70xeNrhh5T/NBzETP5fLP90uKvMzDtg/r/YvRBiP6z8ZOzfzhZTsPzkvpopUqeA/ckeDrRJh6z+D4arCXabrvxHyFW/AAu6//r8v9X/NzT/AX5Z7Y9Xhvw0eLm1SM+s/5poXfOyl979YUQ/8PE3nv4nOi++zQfC/onC9+JAp97++sCpoUffoPzhM9SqDJv+/sfu8rfvF4T/h4LQU78f9P4JowJl29wDAv/wjjnauzL8sWTQHopXov6HZDdy/EfE/BWRMB1USyz9aWQcMbD3rP2st4wrFI/s/i8MwZjTr6j+d7SfSGprJv7q0T70dPfS/2sr6EHyG8T8rP7LytzPSP8qqWQ0W4vK/wd5DmJEK8D/mUozHRqbuv00EWfbuLPm/HcEPSc2a0D9td418JdTrv6GzQbeq5vG/zaJ6rmihsT+jIYNIliPOv2vgaPTDT/I/jmZ649uE9j+Ml6b3XEelv/J+yywrdb2/M3SyBEO7AMBpNf3Ie+nvv2zWc2OzafO/7D7TcsGnvL/XmRvOrmyHPzNyAWnJEfI/2QVV2Nlcz7+tJE1Wxnffv10eozWtf+a/QVohkwKv3b/FUY6deZrqv50SdU4i1N8/Zgu7ikX8279ez2EA3r3XP+/61uHy+bq/vV59OC6r9b9YjRqXWLjpv3wbsSadYt6/XXn8Gd+h1b+jzQb6N/mKv0Z1V8wRT/Q/dYf0LpWz+r8GEtYjH8blP8T1u3yjR/k/I41f+sS+9L+JluJTA8/wv1SzeeLz4PQ/AuqPq4Xl+r90UBYgzzTzv29KKrJK7Ok/Rgi6hKQl779Np6qNCkSFv3gnTIYg1fM/UJlnV7nnuT/V8JhhTCzYv95rBlRhG/A/73dWBl0VkL+nNcnC57cCwCbqK0kCwOY/R4WpqQ2pv78uEBNH893hP2sH/kty4eU/n38NpYxX0T9v5ZIsBzRZP6wvB+cGAeI/AclNyUaWgj+h/Q7fhKT1P47IhiPNnq+/VA2m9OZj578eFVIUPwLZv8HmhRRVOr6/p/kNaPJV+D9Q6O3puj3hP8iUkuXXm/Y/04nenQ1D+D9q/5yaqhuVv5QDMVdlwOg/y8zCR0Za67+BZduX5AzgPwGKdYNfK8k/X6YBN2BRAUD0Hi5qlMfmP9Oe1+JlIPc/cBhqJLbL4L8oGVCIAHD6vxi4s7MlVew/ly7jEZaS/L9bSURxpH/XP00DEL0hoK8/vmtGYwdkA0CBAb1YdyqAv5kEHGGIqOK/HWtos+k30T/5+E+8XQnOP9G3mewwiPk/Skuz+1SK0L9j3wHIydf3v0GDd3+W8a+/CiwVVjZC7b+FwbOZNk/jP8AlwI6enuC/Qwq3wCqb+D9fcexgZOv1P4Bi2/wTWf0/Q9lUGVUy1j8WAV8xzYfgvz7ZCtSHQsI/PcRhsY8Q1r831e8Uy57lP2sie8OwQQPAh7yU8x+f8D/CP+KQMtLdv2RCrGrGHbw/H4RDNXxExz+UMqm1XYjTP5xyd46co9K/sFGGb8GM47/bSYybst7yPwVJ9oM1BNO/BfQD2eTE/L+RicwDUiDTv+Nzv2zDI3m/Y09833lW4L+ZCozINwntP1OOy/VQHfu/o5UxApy1zr9TLEiXsyfXP5cvaynGxeW/tmI0manm1j92YwiHPdW7P7mnEaTR0vM/HEuEwMU9lb/VR4jza/TTv/XlqzkGcgHAB9GHG0xM1D90m1CXX++/PznQKfTUq5w/ptYiNGjY7b8y/EBoPLXyP7DQ0giLZe4/IrHcjvUk8L910myDza/3P24UtQK8meg/xthbIWIJ37+O0SisSRPKP+AGVKh6MOK/EdjK7fWA2L9PN2WjBHPbv85lgXg1KPS/m0FMIMXyuz9liqdWv4PXvyrFdrkt4e0/D8tSen+5AECWt9BuZi7Kv6e54byBHN2/G5o7UyLL4L9wXDcoi2DDP45E9jhcJuS/RyTFWkvD8j8K/rodoXnaPzH6JPjMWOQ/EGcd226E8r/v3r1Ps4b1v3lHZsGgxuY/bFp3adJ7yT9V2c9l8ne9v+bI95/GLcU/TGogpx9g+D91220vWf7XvzJUEkM+ss6/EBUMokw2579sS9RfTsX+vyIMPOU8ZQBA/VbqOUBN3j+ukqHXVlnxv3xqOx9khuy/4JroZvW9sb/hCyaM86TSvxI04sJv+bI/vt1RmokT5L9swWU0fRHmPzNbXnJ3HMk/NkWMqNKq7j9/Um7iBJfnP8Be/NL+WOM/BvW8Cks34r/rGcxzyaLkP/cTZCSLid0/uaGvIdPX8D95riR7uUO2vz8viVvMQcs/6qZWB0ta679adxhEMVbiP+fedob/UvW/fL0DGVCI2r/AasTrJ43nv1SCR9GHsPA/9G8Hiquf9T9zrWTxbt7XP7ZVJPRIWte/sWqVWr6b4L9pwNAHHQPWv0fMguRpMOi/17cd1OEhxT8WRKK7ATH0P+sU1rNjEO+/Xx6pZ69p4j+5+tpyOM7Vv9XQv3dzzua/SOnKuwIi9j/W4SrbA+nrvznI9nbQ7fG/2oOQh2asAkCfBmaofqj0v1U41UcF8/W/J6xyYlCE/r+t9igwWT7tv5RkFhzClvo/0DGqiZah/781z7zsb1zVv/N5gHPWF+O/nY1Jygy2/79Q0IkxddrmP0Hu2+rIn/+/9RWuwMKEqL+/FJUKalLyv12SDYWbm94/Lz8bxsIq878HenXICMTLPwqD61XXSNW/GGy4Um5C4z+LHWV6SJXtvy8MQ1gD0Pg/E8I7E9iT5L/GrSIPRujmP0jUk9dWvdO/349fuInKkj8qJTMIrcv3v6zRRSTY5gDA1z0PIwBU6b9MVz07s8T9P8Vx5rXlR9w/9st38YPTk7/BlOKJk6jQPwWAVhh3w+C/xH7sR6mO2z/kUexOpI7pv5TXemJO8ek/UpQ/Fkd59b/yoDOWRxe+PzGKNL0OsvA/W6cBoQH+8r+9OncQzhPkv+vI04rFSMI/noXmW7TiAkDKdrVfgEECwGhMoihwDMW/F7h2SCCr2L9qWRtZJjXXP+QQWiGGnc0/n39yTF282D+472/oolrCPyYnakpiO/i/RpBIQX7x7D94+QCdq6vfPx1Z6lz76+U/sAMkP5Jk7L/DpSEr1QrsP2nyMEIDg+G/lfUjyg3z6j/0y4rWjCDsvyJS75nNae+/+A+11RAE9z8HXMgcm8zgv++kpMg4fPI/TyomPdHj1L8/OJb7FRzeP7z+VuxiBOK/9DUTTNqhAcD1vU1yMQviP+uIZkXZL7C/AMXGvezdob95aygNPnXTv7A8Bwz/YeO/6xZqfERD1j+9hjbAGhvxv/R9pkmYC9q/THB34grN+L/Y+Wm7z8TIP6NhwqSgUN6/Ae2ShjS/7b/L4lHgB5DYP+Eb9aew0gBARvnLjYnOh7/xKzFNhti/v0oGS4glysU/CMz+gQ1q2b/N2fkFDef3P96jejRs8dK/MnlVroJ+2L82iPK3AFUBQI7Cy5/mF/M/i353p1Mh0D8cpAK07OzNPzkd3KaPGeu/fiUP9qTH8z+t/ahLg1a8P6NkiGz6OqU/tQ+8S8qg2L95n3JmqrLoP9/ucvPKM92/EJFkKO5h/7/KrYLVW6Xtvw66i2irrr2/dQvMac72w78moalx7bXovz9qFX5kHbE/rRUvuv56xT9NyVlaiHL/Pzg93L9drbY/zjBv/iEw6L/r5/fNMw3dP8Ebk6vjC/A/kVa7R84U5L9cdHapR+fBPz0Pjodu3uW/TxZHBln/2L8HpEE6ExLbP9+ujndaOsS/OCqKAbXl1b/OgTHW5RPkv9y6FyInjsA/yfSyKA165r/0XEQ5y8DlPzEZK1LETeo/PiCBSSgV4b9zHYQ3kefBP+OnDxSUyOW/IDCjJOq65j+m51QH9P7/vwEmdo6ILdk/eklevliJ6z9lFWFvwsLQP+CT/ZNXfrk//k8cRzHF4j+zce/m2qL2Px3cJ+3A2eg/m6MnlVaK+7/2atYWDp7wP9NMRHX0YuA/Y84q5QOv7L+/JEaQuiy/v7CDRzMaivO/q+UvrSuW8L8EYEeY0Yn2v8cyIpbo1dk/7eQEMR+zxD++UeyvaezPv33yK6tPpsQ/Wv8zTsME8z8xko2+/m7oP2uBHloyAeG/SbS65Ntv8D8T+ZQDZ/7jv49SkDUDmPm/PTLVPBRN4j/fi015iLr5vyPXrVO4Wr8/NyyZ+CZh5z+gjxf8DobkP5MhVwcUucW/2j9IIYA+8L9/DYaUFRLav1uF4qNzI8C/YnQPxh+Vxb8MVl8F6eTmP3MlhO/dNPO/3JynReYG47/6gua0bDfaP8lP6xZK6se/y2yldKLl4b+xZA2dRIzTv4ARgriDa8o/ssH65TkF2D8D0SlyP1kAwB/NAMqzh82/Df2LW4HCyr+6B/aRo2cBwAcNpcUoIfK/yL6enPxWqT/tGKRiJ7esv9WBuCBsMsK/04ENYeVT6D94terZ613jP/Y/fD+wtQDA8jXxX7+B8b968k8ljFbVPzcyWx1P5La/EtSifZ+RrD/rleIGVYn7P7IBfqBI1dE/PMpN1Jh8179pr69zvWcCwMhTLP5EGfg/GH5LWSvl5b/k7H/u+1n2v9hy2XPWFtO/VcnBLEFH1r+zbZc+rtfVv4r5PYTcM9s/I7CDIzNU6L8a26KFTUviv7tHjVtvZPS/gdWuf480/L9BMlz6AeT0P513z+uGNaO/CsjPMSUA8L/9JL2IMKDyP9DMZaGi2pc/+ZFI/ZMEvj+SmvtXo+L6P6iP9mpn/ATAvUaG746d4T/FXvP6Gi70PwaFsWeWJu2/zN1vV3Im3T8n5E8aAJv2v0ecXsza3AHAD2vjQHtt9D9LjiB01PXeP+rJ3h00Ofc/oziVyJz5yL+iJDKSBxTzPx3PJ56GA7m/UlOtwSkx7T+SHScbvALKv9KyBF1qUMQ/ZMOoV7ZL478PKP6UAw7wP57jYwpiIL4/F+puZzTc4r9nEveaxqjvP/yzlfhzneu/TDO2mU858D/UL7NH7dzwv/0EzmquNcy/bVxkaNcE0D+IndwCDy3zPywijLEbUM0/swi6Ggla7z+MBsFssGfdP43uZAhN1OI/ojlcdKxw4b/JvpgJQ3/0v8wg2wdupeK/7e53A50Uzj8Us5UwAPoAwMtCve6zVti/IvQLtD59sD9fOJRkeuPwv8aqpEtEHai/JunV7dUW5j8pvra5ZaPxP9YQ3mggINy/ua9rCGip/D8KWJq4TOjfP9AfXIq0Z/0/SstDqSfE5z9tVt54Zffjv9N4eHSIF9s/Jp6UiWIJz7/QSxdj/Mp/P7TtYUyZKuQ/WRlM61352j8IWGkHDTf2v+S9B5OCyPw/Ayaw7eFz4j+hjhhtsHz3v51128JX9fm/Oh2VtLZZ2L8Ucb2lzojjv0Oal1LYWd4/SoFxypHS9z/L4Y3TDAMBwBtVPK2sD/C/qMbzdZ336D9lzB+vUYr2P/FcPs7ywOE/RbwVHaaH4b+BgllB7yMEwNDWcmMRtnU/XQA87kDd6b/4uh3R0GDKP8JrNanouPc/SxDFPdKq9L86CAEv7KW7vysi0SPJ1Pa/QuScmNZU4r9IvHOEkTfjP8VuqqiswOW/QlrTu4CO8T+f4UI+1mfzv/jAFylRLvU/2lgcpuPu8b/qgDHUcpnYv+2YZocm8Nk/aCd83EE16L9vUho0JMf4P8iiMQt7pui/Oqm1lJOu9D9+FiXOSdbxP3O8Um+cbu+/zXJb7Cc07L+gR9sdkXC2v+qQ74LBSdU/H3uBmdm6AcA9Y22VeoLyPyOpxCR7mO4/EEf/H1w82j/1o5V6Brj1vytahad10J0/zdZMfqv6zz/QDeoDFhgAQPAuJ+pgO/C/XFcdh9VX1z9QNrzVekj7P2sGq5O2ygHAamGfqWom3L/5lN4zNai1P52PZnEEEAHAtekHK6S2zb/+A71iQfmyP9VvSRSEevi/+w8juHSw2D8EDjADIkL9v8SdPHC2lum/UrD98j2GAsD1owRK1MTWv2Vgf+RIiOQ/3p0MO9qy679UWOAM00H8P3wR0g4qsfe/4Zoi58Go278Kct2Yw+7bP+/+4nbkGek/6DAQJvzRpb9QAwddov/4vxar+9Gbwd2/y20ZwPmJ+T9MOBA37XTwP53fv1dbN/s/38f4oTSh1D+0fRDY7/Tkv5Tnlm/Jsui/6eTGkVAN6D/u+d/1qVfdvwtCguU9o+u/kSRMwVAIwT8+F7FOCdb6vxBNYDra5Nq/NvaygUxJ57/zOWiwVg7IP5rFy2UDGsO/iAfrOrVVxD9YwwjQO1Xwv+vzuOyd7OU/JAEI36C+5T+SacnuGLbGP1t3PAtI18C/vnkzw80h9D9JfGravAPivzNDYcsShuQ/fnBeUec77j8dxXx+riHtv41ChJsUgvE/J5owBW0C7r+vUSRcxSLtP1LYGT4OpQXAuttDwioP6T+eru//cFasv4zDCsxvhfu/QvQgYxNJ8j9cTAywywDPv9FVMQwL2c2/ekkKBoDA7b/TVFebLZPgP6qhFYNUc/o/kB8EptEToj8Ry2rbB9PyP1VHeYXncMo/KHUcklne0T9T1r+1Rh3wP132f+oJwOM/X2GwDig08L9qVa788dHvvwnyTNLyl/I/Ug9S9f8Atj+GMKgu7Anov0bATCoJnvg/xRBhjsXm4L/xwJyhyejBP6GMDLg2pOe/Cu0p7idD8b/I1DE3E9ffv/CDGUQQLPC/S4fXeSpqxD/dqXuELtrevwIuats2COc/Gc4XqVS54r+cbA5HuJXiv7gJi1q/Stc/xYGM3Tlv/T9gyA1uY/HwP8noJU2k166/4Etvf+Dc7D/fUBwZ8NXFP4CFl4TMePg/DFdkEsZjy78UqXKUrETYP146DdF7+uO/HUluY/Xh0b+eMkXoF3T+v1cNaPvmlMk/XAlwe7qo9T9VSKZO98n5v0OPdjNfRsU/XmRB30QUyL/S1W3aiyjwP3DH0po3M9W/XQmT5KFx4r/SFFCrU5byvzTD9O3TuQJAJHIR9ev/4L8PMkw9uiH0v2ioy5q3n+C/Vr+BiZu377+ljJr3ZzbVP054mPNZNuC/1E64THNqxD+5/ECwOVXvPwLO/cbUS96/r8EgiyVs9L+4hd2NC1Tivy5gSbxKcwFAD7s07K+x57+VNsaOYtD6v9Kr38t4tuQ/tLWBbB7I5D+Wk2kz/JG5v2C+9p5Q8GW/JsIWmMmY5z93v0pgMsbYv/BoFHWQeNk/uSwwZRkx9j+nrVppSMDwP9wXYB5HofI/wOL/JJwx+r8DCXAoPq/Hv8+4lhq+2LG/z2Gv/hVP5L/bWSQFb5LlPxkFo5rj0wNAWuXy60OYtz/XEjUFaTDqPyYVm+0BlfU/nhnPWK/0AMAilrVeUrXev8oTHhDbS+U/iSA+FhFf6D8WjjREaZv8PxkOPSWSAOW/47TGgX877j+zTpxZRJvrPz3KKiONNQFAXzeaQJSiyT8IbQ36Szn0v/ntLSW0kpC/BWinhCCJ+r97sqPVJajsP755W1KbeOY/EcyRozuH2D/VjB1qQ3rqvyVC+INwj/M/4LSGJOM/4z9aEXpjA7LgP2DtPtPYTu8/U+nyCmH87j/9Jcxnnl75P+eQ+6e+W76/GSYc+cop9j+OY3pNlcfqv6ng625egsS/F+dRCUCs6T/ukg8aF3X3PzS7o4z+6dG/PrrWwTNN5T9yf4wemEnov5whi+DnJPA/JPF++u4I6L8DITcuq5Hlvxpu0K+iXMc/Lrg08LbM5D+LM9xb8jrjP0VZvwqMQvC/Nnf7bgE1xb8+ddfz8Rj3P4gHmp659+U/gJzg8pe79L+yoGCxGXblP6sOtrtkGeQ/1Q1nzAtB+r8yf/6uGzzcvyonuesGdMQ/YA7v/QxU5b+faTpbODXpv/OjNx+p49I/U4BbqKCU1z+roaDlWJSsP6/VkloXwOk/CIAdMkiN5T9VjGmeNE7+vxcvLOyRPLI/jDog2dDN3L8SeOMlQvfuv9NpR3WBVee/h6A7xpt+7D/kAdG27c7rP+Qu1cN0nPE/tR9Hnr9e5T9n7WqyAdvTPzMpoFVDteu/RoEe3Qcx9j8fPpVcny3mvzt8scLaSKY/1EZ0nu5LeL+WW9zYMz/ov7BqbOhS/tG/W5R6W0+F8788p/oZZX/gP/9426dhuOa/wv6A03uX1b+S488HsxPOP9Ta0odedfQ/i5ddeepl5T86RBQn9f65Py4MJ+YUS+y/emJ6Hmm847/gcFnMkOrkvxEH+VICbNw/XdDn2CptAcBsnA/VDGfsv4mJjgvd4OO/vBghlFfb1b9ODgiqVdPwv5IHA6mPf++/zb8QobUu0z/jzMZ/exb1v6w3oSsZ/9c/MRgsPiAA5j/uSkhqvP2pPyVH/+QEzN0/X/H/vN5m+j8/Xd30tCXav0qyxohvqOU/XZVhYnnU5r9vmYU79vbvP6A1NHAmlfw/w8YD1H0/6j+Hod5a75fyv4zNByqS6p+/3ZoYvzsB8L+VlBX1WNP2PxJ4yV6RhNO/QzMktyXU8j+Sjq2RJCLkv5Z+cUaY46g/leIhgfcn3b9VxAfO/IzLvyJ6MRl2Kuy/w69zd3RE0T9p9uPtvWzkP9W5G5/e2+y/mDIWX02s8L+y+nQ7U8Hqv6gGZezU7fa/7zc4wWB/1T/47Iv8fxDvv9YgvsPZcuu/v+2eVsEG+r/eBfXMPKrYPxY7fQEMmu0/uSqiiIoRsD92Qsv8oG/jv7uy3G6hsKG/G28GyC1387/gGhei2t3gP3eKsXUckfa//xVEaIJz9T9CPduwW0IAwDA0S36o6+g/klLVg+PgzT9r18gqpqHvP2dG119gAgVA3D6Wav0u4j9XhdzXTGjEv6SHIYwdX/e/Imet6jnS7D+9qQy/DW3pv0fOYXMxlf2/TDsG2g2C5L/i+lwkVmTgv8PrZ2vA9/m/zChKiwOz8z+6oZZctR3wP92Q9V2Ekvy/+w+N6raS6r8TMTBrDV7rP6dAmLD2lf0/65DBWSCb47/dZMI2LL3zP/EazfMiddc/SWYpKY3047/Bgvn4WQToP4VB/UgdYfG/y9Lmrvfp1r8kV/WiN1zaPxiXe9Yjkrk/0z0qN3LL3D92fG8j1fPTPxF5l4fF7/6/AxSSeTG11b+/dfLtCZDCP6b29m6gGgDAQNJd+XXI7D8Eonq9pOHoP+nT5B4019+/Zova+B8c7T9cE3mcJKTfv6peGzpkge0/umJjoVIa+j985OwlGYrqv7O38LmteQbAMZpdotgc0b8k2zZM5C7yv0Wmg6O8C6+/sYm8KHcKtr+LBOdjbdLzvzMPtacKxvI/mlH4dsDxwr/gapDFjl72P3c5pg3+eMq/WMBLUjGs2r/nej4pK/7gv+tButXKDPY/5NpD0GewpT9AlqLxSIbCv+njcE4ta96/iAyrLfys+7/syNC73j/XP9OHVi2cAOa/LdChcEvc8z/oJ90PNFfiP/B1IzWojO6/cSoGsaoYrb+HkxkFJFX2P23vYy1BQOQ/WvXxU4pg87+48Vl8eiLyvyxfoHwSywLA1aQivebQ+r9h2qHauRrav4Kb28XLvATAmD1zD0gFkz97opDTODXpP3FyzDYS0fA/paJyJVS49D/LZYMc/NLyP3PCAtEpweg/PSaN9t+S/b+IIMvptxa0P1bQqNFqkvA/x+vieFKI+b+b4xZklND4P5wwxqaRbfW/3omtWUVlxb/M9f12+jH4P2HAuCpJ8ue/+1gpGz/A8z+yKjVN7rz4P4m1hB2cEvk/NoJSu7I95D/fgvpWkDfPv32pXFpVXNC/Ipz0mKOg9b+E7uqQnMnWP3wBUjVAEcO/VbgxG+Q677+AzQqxqN/rP++sOSRElu+/ivEKyiQoA8CunfC8mNoAwFzp1zi61sG/+WBos0wM6r+LGkqvO3O4P2vL5YownPI/61fEuuU90795aZgbhdL8vymeRzs8xNM/wEbvT8Ay5r/HShyB3P7MvyyOjtr2Xee/1jf2057h5D+7C1xdkAX5P3Z4FPrTsPE/wtzT0vnF2z9jsALOCLQEwBLyTMRk3eY/blDLRg4N9z/aUZpyCXL1P3CC/dZCIPQ/8Tr8jwsR7T8bbWy0ZRu7v04aYWylX+I/QN/XUzkh0b8qbFyuooHoPynWUtGXwNe/g+RMpBONyb+4QNlyxxT0v1bzEgo6OOA/4UYvJi+a2r/ebgDeZzbwv+7SWtsAlva/MocDVDYM6L8StWbPAP3HP2/6CAI6SdY//KOZwEag3b/OoUFbw7DJvwJ3Bol3x/K/x3jQzUz4178To4RNPb7pP5HID/VZDuS/J9gtGqPd4j8B8DBKv0kEQNo3cqf8mgBA+nORe0/N1L9CktzkYlbhPyEOfqSSGvw/1jQKC03A4z8x659dJTH1P6Xl6JgETOw/E5EUnxVd+7+beJZJphD0v8wQKKLqePi/FgqdC8UB/r9NZCqGiSziPxlrMTsIz+y/svsJ0lHn4b/EtuNHnKr+P4TUsBAzO+M/H3JvaYFN9D+/PyRsbMnqvwi0CpFw7MI/TPdtFHjwyD+EnkNZOVDiP2ijSAQQYf8/u+5uLRFKxT+N6v2MFrXJPybMkoWY4PG/PQs+y2lC8D/8X/TPQgOjP8uklSXk/dO/GG4xECym97/398JyviTeP420pE/JkbO/zpTNdp+t7D+fFYBNxxz0v0bO6lgc+Ya/LiWC4ZLz7798w95xP9DfvyAIIZlbNABAulLEX/Wsjj+WGvSUlMLVP4TL28MeAeO/lnL/WSKbyT/CQEMdZw3Pv4mywGySyQDArTzbhtcKAEBFYPZ3MDwGQHYYkCJve+S/HTBLbSn97L/r+9UcfASjv9u0m1WBYOa/BIdK9qGG+z+09R2H1nHav5ZdizXDd+G/gSigZnCl0T8hSY7JHy7uvwo9SiVTV60/vxZxg8D78L89cbEjabnDP3P62gpd+eG/M5e8gZyM7j++Q8aBraTjP7AR2/Fk+eg/tXjfaOKguL8DXu/QJDDsv6jT9V4mkdG/V9kTx2dg779rEd/0lUnwv45dti9R7e4/P1CrgUJM2L8Pqbd+H2/2vwKn4BH83OE/S+xwmJVk1z/4lW9Hvy3Qv5wsIO6J4vo/gz362aLZpr/MGNF4MhjgP/FPhC6+uds/G98QJ03p7r91DHWyFbfgvwed1qYojfQ/ASQiIQxgAMDD9kdIa0DTv+4YDWGtWABAYJDFvwVb8r+GrrrRvCvrv/TllY7dd8u/QsMyfkP33b8UXAhVRQrfv9VZ31O4TsG/0Zl7MFYD4L/GPfcwOzbrP+3yzMLB6tE/rhubr25SwT+bnVhl9cXzP6YBgaRX5dm/Vg/RL2pg6z8vyiDIOVL5v3Yc36B87vu/NfVFU4sO8L9fml1I2yHwvzywqYirE/K/TkLFilPL978/5+cppNC3P9javp1Q+fA/WDxATbh44L/pncwzSPTsv56ny6PTPvY/hMP8J2fM3r+1D1H9iFXRP1dNAdGWC/S/wXJXdTFMAkBPKmunJBLUPyBMoVKNVca/4pCSkn0T8j/u0UdRlEzVv9aR74XfZtG/LNiVFVmgtz82r/B7wOP7v/mMR+RwDnS/twBE1cVJ9j/ii7z0MZPyP2w66k9x5M2/eHslhs944j9u6moGUjfwv6H9U7aeL+Q/mQobQEmw+j+MoAb5UI7Ev7Er5baxtfm/FApARQjI1D+3guLRCI/Rv/RhNYAwk8Y/lxUHwh502j8dxJsxyw31v7f3MCUew7+/1YKqNcXK8r9FbLyGPqjiPw+aTGDQzeo/MyDuGtgb2L/xTyyAIVrZPyDMR077gbs/l9/nAEL78D/9RiVAU+P0P+r6huFk0vK/MZ338IiH9L+Fqb5BLzDVv7flVfUyM+U/+yDKt3095D82ja8nEbz7P8fMG5mPBeS/DR4H1bfb5b/WiYrGc5q6P7nQj9ieuug/bAI6r1Sx5r+eNmTVCPvtPwUomeCcEsI/8i/r0qSO2z8KLQ3rpHvVv6IVopqxu7c/N+lxikwm6L8a7QhCRafrP99ofaTB88Q/mt/SjYY60b8uwQycpRnPP6zb3JADrMo/5kglncbw/T9Zi1N3tV/9P2/7Il/X2+A/LkmkjAVt0L/Ygwz+ta3pv0gsbJxFbei/TpzdAhxa7b+9SoWpPBPsP6OGe/mOnvE/5qxThDav4z/lvKVdFWuXv8qc+I4fEfW/VD3twOPN979d7Qk71pvnPyXL6y4I7PW/b0aLY4K1+D/gWGRvaHbJv9ULpdekDtg/olYNCis9AkAzTEwEspj4v4UXxcJzEvG/nRD7aq2A2b9mucIqkof/P1ry4dqU5e4/wHlTKxv6yb8TtyWH7yzwP+jNd5TY/dS/ueWB/IbN7L+rQSW83J74P8EQ01kRAPI/JBAoEf1OwL/zuY8q8GLov3af22zyC86/fPAECjzGxz/1nAX5p6frv8G+Pry/BOi/WV+Sck8HBMAFb0s9lx/vvx2i6InzXca/uQwD/cFA5j/3s3vdN4/jP35V65EiHOu/RncQbdC9wz98aOWWYk0AQEuCLFQtV/G/QHVWCGxP4L+VlV2msnLyP6JbxjJx0Mq/bKZpkyiRrb/fB4ednPSxP5/TuC0TB/e/rEy4A4E23D/rln4Ez6sAQHIeJCwC8PC/DMKatO3pBcD2s0YZK//+v0Dm6N/Lkvg/2hxlLMoe4z8AqnVWTnfsP4PpDw444N8/Qe1ArLoS3b97D93bVhPtP07mv1KQgMG/U+mI+MuR779sMf7yhQTtv/f4DFLOB/S/fgTLh/E1/z9Sjt1utHHpP2iSvmBUiPo/1yQXI6Es67+6Gau+oPbSP2PaDu4HJuY/88PDHArd7r9kd3cAY+/qv/WoN6hrNOI/Ecv+l8O69z8zVDHuoPC5PzFMyW5j3/a/vyo3eP3nxD/tGVDsr/zOv7981nC9NvI//QPWGheq8r/Qki5YFknWv5UA6/ZauNY/iUEPRJzcAcBBQFXhOpyuP2Vb4QxARdK/xGlWWfvrlD/xqa0nVBzyv24/6F4LjuK/FKGAw9sx7z8BWhpRfyvgP+9sWUFdkuk/RpOYxEsD2L/e4URNkHfxv9lRKtFfJuW/N9V4LT1B3z8Nji+D2f/Pvxhabcd3dMc/yw+/XOfc9z/ZEkJpz+zIv2WOTJs2xdO/DWOxXWFB0z8SgajZbx/5vz6XUBMKy9E/UrYBQZxi6L/hLNrEV/bpP6ihEUBJUNg/R1CGh8809j/PEnn3RUbVv1UD2dVbOfO/4uFie//y8D8k46ef7W3RP2F0DqVNYtC/0/p5/ojewr/WnqCEtk7Fv5mDBSBTgtQ/KD4kY+EY9L+mJj9I7ETiv1TM4Ci63fO/Ft1w5X4Awr9nG2Cd5SToP7lgCSveTf0/CIFjAcHi7L97tQ2R8RXGP4B5DiTeSvG/0p5QrQy88b/NZYmdlxHSv5A+qKlM5fO/AZ6Xjc9wWD917HtkAb7mv6O7uC8ojOs/Z+sPupE1ur/mcNfHOJzjPxsHV4cW2Ps/r5HI0pDj5r8UKolVaW/FvxR9ej4CgQFAMS/EEv658L8q1s34HFzXv1j65XNjU6O/bkvAL6Hs0b8qyvkOctjYv2AIM+71Kbg/MpF0r+nI2D+AtYxA7r2zP/sz1xdDzOw/HhckfMj+2r+CZE/pswPWP81an0ye/sE/edSTo0IG4b+t6yGO2WPcv5rdX89rKPi/ciLKsb1x0D/D/VSWZjHwv3svFNZrkOG/ETCkhnX3tr+2/tZbU9TzP3sSzs9SRP0/6ib+Uk+hub8dRuY9nl7VP4mTTTXue/K/feejbckrCcD37SQ1BSvLv5Ku3Jtyi3+/zcXjatur0j+qDFFJ7Vf8Py7c/Up3ees/qxXWbDcQu7+m2TODYWnVPyzuZCxfYPw/PBJU/uLt6j93OYG2ncXJv3vQ6ZGP3sa/WaVy3VS54L9r/8wZHobhv3LI0KMR4PQ/Uqncf33F6D9GJqvnmKjtv41sMakBDuy/bJM2yBs/8T8SG6/YFEHZv2mHHGP69/Q/8TnPpE46yb8+W70wMLLaP6klLtiSPNC/XkX3mKq0+z8CyTxuh/Xkv8qKQkSyOeU/Nok4iCqs07+nynanpOTwv6S4cqlocvO/JopjnIYgyL8LdynCs8DYP5ncFiRmHdY/MoEab9GD8r+av7j0lhbBP7luEGJlKPK/WQ7My2j9vL8A/eopK5XEv+cG0k/aHes/BSkBNOCB9L+F3ph0kEzmPy/fgQerr+0/hv10WWQx1L/N61MsMRKgv/PGCPnZYve/eAOIk9mX879rbS1YftDqv4/82quW2/a/fRcQSGnc+j8pckRf94fSv58A7GMUuPc/MjOIZjkr67/V2ESyTSzrv7MoYBOw9Oi/7NYnrt+1779eTyXqKBPyv3mkSCyk7cA/sm+e6B4d5D826x73YevhP37BuUY/dtg/dtBNEZWrvT8sOjHks+PXv777/THJIMs/1d1KRG7x4T/xnMbkK0ftv7m5Tg7xM/Y/8/iXyc9NAECEB85r61Dyv4enbJaMgtE/IKnGRdMh5z8zuQEyMFbpvzcEqh5cDeA/54b9VzL/wL8vL/4lk9jSP1RG72JxGfI/N1dohM1d8b9xV5aYeXnxvzXwOfMSMPA/Rpep1ZKP/L89zKMYHxHaPy+B/QseCgHAQVohdBna+z9CTjFs72XwvzRn2duCjeG/ZWvDlggz8j/2UWKCH+T4PxE0h4Inm+o/mx6HWE/w+b8g4nV+eODYPzwb5lDl2Mc/2pCijRLU+D/9gP1QPusAwM0F1vPjK/m/YHtSyJN2uD9m9Q2Dlk/8P+E8mFkfcvG/QjmZt+vd7D9AgGLqbSPnP/SvH/iQpPM/i5pXeyUR4T8lKd1IpxrpP06KmX7B/sW/f1VJD8Cd4b+OpD9CGCXtv/ZLnS4t+O+/9DTAAc8v1r8c98tdXdftv7Z+ElhH0vA/dA9HZ+QEt78H49+fZ2vdvwTHIDAphOe/ly7ZSil3ib/q+N79IHWlvzeS0XRTG/O/1D+M8h7+1b8WM8JHMlD0v7mGye7y+vy/hKv7vak067/nrbgvNvbzPypAlAy4wuK/nyRMi8Bk9D9Ihj40AGWcPzeJBqDEo/w/DXSmJ8qNyj/3WOrYOIDYP3IU8ZEh2+K/3r20jaAPwb/CSa1xoIfhPzxYzkJTT6e/RnbxsaCA6b+0T0kkea7svxIG+W4gTfI/E2U3+wOQ/78fBbU6WqrsPwDXHyuDZM8//eVBzT7L+L+GNtiMyRgDwJgPN7KVGqu/AtWdTrwS7b8Bt/6xsIYAwEIcy3ogSO+/AFZSfVnY9T8rM1eXCTPrPwf8O7zuOPO/BtQLq96r7D+VpWenBn3tP88grOzUQuk/iVjAH2KToz82d3ZpsCT0v0XeEx6i3fc/WWrTKQOHy7+nG7y7iNLVv6QJ0vh4VfK/5EqxfUsUzb8VgdZmYsjyvz4vzqIyI+Q/MJbTyx9x6T9xgWO6bHjrv81Y6LslZfY/0ZmBMQl25L8Zs5BZZYsCwIu4hrJqPuI/tR+qWLF76j+lpG/TEHnOv0bYuW+sOrO/JXYqXWw9AEBgB8LG1vHdP/nfWYt4qfO/ZmbYILlItz979QMADPHiv8KczmULAfY/xAL4y5wD5796jN9DaKyaP8/U428HAO2/sBFolkP28b80TuIHtiPwv03V9NVm6dm/WIjEnqqW/j+PXdfN9yviv50d4DKPEcq//5Zq3etL579l3NrRGnXyPx4w7CFH8rQ/HCi7yKPH+L+E8RVimrzhP07QyL7KVrW/HhsdhzT657/gKjKNn8LbP1v8tD+y2sS/Nv9ku0tf1D8+uTSW/oD0P5Eq/Brlc+4/mlBF5SDY9j8WXtPv5urrP7mgrcK6wfc/VRRZmqOr7D/JkfAIBLbUP5hK94IJz/C/jUsdr2VX77/AfIVZ3kXHv0K9WKfuivW/J3DUQgOU9T+u+vvrwObwP6C4zwQMBvg/TCe9FXQf6b9Vl7aolCm3vyGxnn3CIfC//XmpNLlS4j/Tzd4FHwXgv0DP+IPsbeQ/gG/coynF3T9VmCAXAfvMP2MqtAGwH+I/vBie0WYTrT+8R2XJ+LnIv8XAXUkWguO/qxLeV5vp6j+U0UaceJzxPyQCojy2j+g/Kl3BsFEVzj8nE9VbUzj7v2Wnx1YNZOS/etiHK7KW9b9VDQ70ubrcP2Sa8R6HRtA/+7uUT7AyvD+lbwtMqCzbv1uESra+EPI/WZGYJewu+D+vgqr3S5axv2EJJGKltP4/mpwjLNcs9r+yoXleySmaP9c3rsN3Zeg/ZQiAScor8L/IHpWJ4ITYP2aS3WESjqK/fZHhW1qI4T/9XnjKxUP8v021XUWpIfe/6DTN2g775z8PQYkifcfkP39CzXDRkPg/NBAH8pzE6j+88lqeTsTnvz/dUV5EF9o/n3gwqOez4L/DRIPie/bUP3TdE6tQgtO/JXNRvpI267+DGaOxmLzev2shU0tW4Ky/UN1Nem6B5j+HzAOj2oLfP3EPT/slAbs/qdZLGzQw8b8jYayuBxbgv0yGQa3J7ty/PDDtQ2vG5b+TYNiepvH/PwD2OYW2o/I/XFEDPhM44D8bBcJlBKLzv11j7kV0C/M/09b75/+vAUBM5H7QymniPzq6042vM+y/FqgnlcHu7r8OA6E6hVT5P/wG/hI0y/M/7FV6mUNVxr+RurUgL1vwP4/2U2vDsNu/d3VJu1/zBcBGFqDCliDYP5GR2fXQZ/O/8cdW4n/0wL+a0W5CwQ70P2pnOD2Iq7M//lYPMXaQ/b9SiKkRrRTovxzTvRHnnOG/ipAzYn7K9L/7fvwBObn0v5p/XfkPrPI/21xq4NZr2L9bB+NYu27yv+vlVX8im+O/fI+i4gv+4z9B4iQ5qU3zP9aWeUlGguU/5EeDTgj38r+iIXOrOWrlPyyWW+M3wfk/NZqlRksj8D/bPBR7gY3Kv/s/EX0g68U/SxkRwUqI8D/bIPTlyXzjP9WS70FyfvK/PEVnxPBZ9b/YUqO/EWDxv8V5E38gFeE/yIzadJV+6T+fq0hG9833vz6/2mz/0d0/eP5mQitC6r+exeYl2l3Gv9FFo2y8E9S/3WEYVSkT7b8L8QvJWtjNP6o/0bxbj/C/DSF52i+647/abWsKTenwv1qbGobRtd4/ThOvxWlc+T+q6WceXUDjv1x6nL/srsg/vWZhIrZ14r/mj20ugLKJvzCb5xYqKt+/pRo0XPtV8L8cPw1MXjIDQJ5XdgVujfi/k0ed6UE77T9y0Y7PoY36Pyt7YL/Ffvm/9KvW2Gdm2D/LCQVdXF30P7p5i3bkjNu/vNObZjPw4z/ZDSScVg26vyZhI0Dtk+a/VPv/XEXG4D8gZ18mN9fjPwl63GloQOS/usD3OwREzb/aTa1jNEDfP58pAAHf+QBA7ghvysI21z8cBPQnuEz7vz7TrmD0qvA/SR3f9lcH3T8adTpUU5fOP9VExY+M+Ou/HubivwXUwj+Zdkmru/7nP6mDCM6NNPm/LuyaruL5x78MqkZC++y4v+mKc99piuM/QoNyX5L67j+l13aIw8kEwHRWdeRJxPA/tNPjrwA37z9zm7cvZ3P+P2BPetaRr+s/XOfpZtLjrT8prPssASLuv9M9NmgWEOE/rLMsiTxu5T+5ozHZWBf3P/DeRVH6sfK/TJQ0+Fqc/D8u4XNlHRrTPyrVtBoKIvc//stblhrI07+R8pcoyC+ov9d0HNNnufC/aHMafjPhyz9j25nHO7wLQEm8Rn683wPAKm7XUbLnxz8bcfY4LKn0v3neBqrCLu2/C39hMZUYAcCJU9PFLl3rv0vZ5s0xMPG/ejTU1gbx8D+RIUdarYeYP58f4+sIOfO/UNcOu3zW8L9i0VNhy6HQP8hMJHyBge8/wE9nxvCy3z+hIjKQ09fjP4+tzBDubuY/sx/VO9mn9D+QHYnIYVL0v7KBM3i6CPA/jK9SIsLLuj+Pyy2Rs2fxv7nYOE0ohOG/SeWx6Suc7T/4PAMCBCLbP5nvEcjok+a/oFTdTg5b7z8dJmP4vdnwv4ZmonNMV/C/BXfDn1vL8j98s+0aRJLiv6gl9o9S4Nc/Ujh0Bkuu9b/yMSnyJ8fqP9Qz9q/3hey/gYfiwmgVnj+IpGgYQEjQP/69XCD+F+s/oAD946VduD/ocuEkIXn3PzF/VNzInfc/YXAkvJ1l+L+h+dHVHf3NvxXWQkJ0UeG/1zMrtPRj3r9+cI3Bmma9vzS3imtG4t4/G4co+aXb/D+7Zix8sLcAQJAvvQ4VFfe/2fwQi2JH1z/GarL3qTzsv0/DUprPzOW/KQzkAr128r8se2Ovp6q/P4wSpSIb6vC/RSXq3QZH1b/2w8W3NlQGwMeuUnJzcfy/hVxs8E71979kOUC3yzrmv0jZXH8JyuG/nY2azT//4L9Hx59rvsjhP/XDtnhJYOW/4cK9mUqY2b+9+bCJOOf6P4j2GvTNMdm/rTxx5qVy8z+3qUc9WLDMP1HPKXUU+uk/0DEpJeSF7L/LFUzcUiTpP2Hc85AVlu0//hkUr9ttuT+iDN1kSpLov5ptUslt/uy/5LpRPDzFAkDfYayisIOuP/8wnoJjy9E/ZcxmH24c1j9VS5SB7XbtP/PSr8DyiAhAzaLawCdBA0DZSMEe9ob2PxAltE9Ersk/rfg2US+15L9imSxrcKbzv+pprYf0GcW/icSrXhIj8j9gvXX3Efibv1VqtVlqAvq/2JiqkkHD5b82n0pE6KXcv2Q0MC26gOm/OYUphxAe4z+WRWChvIPsP+LXND9umOS/O/MjSwehxD92XSB08w7sv8KKPPMkius/z+H3is8J/j+vq+xpw2ToP+2ZwoNjceK/KUoJCiB757/rZTzah7b0PzxC7LZ6qO4/4KJ414tU5r8aZMQvDhj3P7BJwflu1Oa/Eq8v8Sli97+MnIz4vabmv3Nx2t1EHuS/BYTj37ePqb/SDrhFcrD6v3c7+5873Ou/YhUsx5KDwD/+E9341Sn9P+kE4btAwOS/j9qbgI1s3L/JhwfBrsz2PxRrcKAbE+A/cx+snRV9vj9nYYRElL3wP60svdjUY+m/0B/e4+Rj7j8hd4vMK8uTv6dxRboebPk/Tt5OhP555z8toACvFwPPv7V9iEcDXeI/8qbvbpd04D/tZ2Rqze71P5+r4W6Aieu/I7j0+JwC4b/aJqeW59rOP2aXF6w4094/6G/5FT3vw79hWFG4R3f7P4kh48oCLN0/HdqbOjOR9j+nAXmM3o7WP/guXakTxvM/yqMHO5mx+D8xHMuBLff0v9NoTq6Wo+M/YMc0lvrv1T95TG5brGasP4XCW4H14L6/kk9vEjpXzr8vO2ADJ0XqvxZSb12ljfM/lWct5lnV0j+T3STKfoDlv5sofA0IzvI/MSKN5E4Q4b+zdtH2aLLnP5srrkVQodu/km4FQwuk7b8xDLzEQOv3P2inPQvvrMY/Tx7dCQYqBEAFzKlmfrQAwG1LXI7DMuq/raylOyXp8T9H7XLn34zrPzkc1iBn5Po/fZaeE4Nr4z9FITCDX3bgP8ZQIbBc4fu/jb8PdLxZtj9NFGGFvnyWv/1paK/53L4/g1cG8JV977/q/A8zjdnCv9E6yUawWfK/4a5A2M7VtL98UDpXhcnmv0s0ami/ZsI/07PBpcx20z/l6eRUuTbBP9y5P9TBleu/ovUrwjCb4b9C8kdnkEPUP6BBYGjfoLG/JepYzxalBcDF1r4MhDLTPyWtuIFLcfS/2QC6NzMZ9T/ggC24LRDwvwnAqEy/be8/GVf5NJFL8j+oSNjjQhTxv4rvQHSfQ+u/4H3Fxb5E2r9YRxymTsXlPxbQeJqsQdQ/Hzc+Axq39T+qghkV1bjIP3LDMl87GNI/sp+0GlgTtz+ePaYo3yvtP7mW8uTlgsE/NZcbAEOVxz+NvRnP55L4vxCkBOahEcE/wxjsU3lJ/j8a3r7qucL1v7dpOOavfuE/CH46aU5vlr/zeiZ7xdHyP/m1s80Gx8I/rqmTrMnT8b/Z/7Mvz7GxvzOtku3eNNk/v5hm3iC38z8pMUEFP3vov6fiEs+fJPY/PLpg2QcCx79dF2S/bJTuP0Fv6bS9N9O/aj6aTaB9rL/cxvN2Nybbv72O9/gz/Oy/y4W7IGJZ6b+ZZgJeIXDJP58pjjSpPfu/8FFd6isZ4L/0DILvc/vyP4DbsD50Q+y/HL/Ramsgor8ou2B5l7AAwEGuYteXxuy/Amdi/sC74T8pDBHTnF3VvyJ9H25XKOw/Ia4pCEps2D+417v3Ojaqv7JqxWu1geK/SpSUvRzTvj9Uz45C6XKpv3luLhQmT+E/DzIN1ye7zz+gCbWu22jgv0AYY10BtuO/4FGGtQoP2T/Jgci0RkXnP4/uSHlGfum/X8q8CTkhy7/htoWvIHbwP7fKcz3Ybcu/O9L/rKNE9L9kZfy+lyvgP4F/fUiH7Ni/9FKJAu8Q1D8SD+XoP3zWv9O0Bn9IDvc/V8vb59B0sb8Gj2jI4//Nv/sbqgt5LeC/oWSbyVEi0r/7VzfWxOnivzwE3n9jbdk/tGNqUF1u9T9Zj7CpzGTnP82ECVd95+2/7M86bKU3/b80bL2+B4HqvwWOqHMF1e+/ay9G+gTq5r+NpLgLKRf1v0KMqYfY0/0/SWs0JRLF0b+Gb+eYkPfjPxEZ4cNkmei/JJ5/xaXE/r/e3OWnnUjxP5/hqjOgLuw/VclddCRf+z9b1nodkjbyPxPthOq7mbg/7ZeZmX6X87/nhrHRH9Lzvx7dOFGhyd4/e/q1jiUFgz88vwaoPbj2vxpUo+rfmvS/yt8R/rYS7T/SqkBK3WiNv2j7RACVh+e/4OPMMYCx9D9GKZZPe5TvP3tC5W1JJqq/IyZ9386Kx78e4VxWPBf5v6/Orh7you8/yKHnj6ur7T+U24T3QoL6P44aVSl8JwRAEkpMadBG779t4pJVw3TiP7Zqqfq3JvQ/mAN5YlZu7j+ejiNfEmEHQD4wk/Nq28A/gCHfsAoo9j/6uzsuJuLqvw7G0Vq+xfG/A2BkqvSEy7/o8z8rn+PwvwcCaFYWMgTAKrHJ36fj4j8lWeaiAJ3Ev4EEtMcHzus/Fm8GifzM8D9NKyPBDJbxP1E3/1SqKOS/uTbVtreH9j8QMGfG7yz1v4GKeJBEWeI/OfvNiQWj7L+EQ1HAUWbzP+kfSbG+NLK/awQlF3UH7b/sGfCeJV/XP9WajulrGt4/opYZi/TlAsChibl+tA3nP5mVVhC7nf8/76OYOD17/r9gRp39KDDRPzWWPFgrVfM/VCquXT595D8RUwhSfDHpP296b1r47eG/TBeRV/SJ2z+6MjChdrfZP9N90cSUzQTAY53CLIfCvz+nQuH5FdjaP0dpTli/pN4/YyLNSthE4D9C8mAkaajzP37dhZRapfU/BqlvuhYY/z8TxQ39cQXGPxR+yGcTTvM/1/ydoj/74b/iqk/jR+HgP2UGG2eDzta/1ZbUDcV49D+UCDCDuxrjv9zKvTGfDMc/qd81jvovx79I1BZvL2nfP7nMeXf+EuU/hKQvBCIN879FmOuUBGfvv9Bazlgb19M/IMa/rZOr4L95pF75Iffbv9NhrKhFRvw/gj4Opm0c+b8fSP6n/771vxOOOXJkw8c/0e+8Us+j0b8DGbQjE7nDv5egNuScm+e/ISNh39zVB8DpBifYbD7Yv5gq3dWGM+0/mkyvMNmN+789EY50Xv73v3vgV9B2KdG/KvjHZL28/D99H6IZ4cT0P7OR6SmDkOc/E1HyPaVA5j/v7z3f+8rbPy4Scjjb69U//EBujTCs+z+FhYZEBbLTPyufUg43iN0/z/u+kO2Q9z9a6/YGspO7v5VfJgNpvOg/8lSqaDGb+r8mxsfS8l7dv7iSMdvRLuI/t30Afl2iyL/8QAw+tWjeP+WoZuAWmuS/58Q4vaKJ3z+gQllE7dL5P3ZOWi7zOui/MvIXc4gF0r+SFh+aehquPylYdH33Qd2/goZ4oErM8b9ZsbVWRpnSP/wnHLo486C/KBjKZVK/77/WvAMH24oAQFVjx9U1c/i/ZxiJGSMF6b84ImkUvxfSP94qlVR6xdY/CyZ4994c2r+eYJ2wYyTpP5eojAsSafI/brCR13nV9799tkIXpHu2vw1AS4A0et2/UgVEKdQn7z933TXGP5H3vxVd22AIB9e/E5uo1poq5b8kTL0wCznovy8bxmFG6qq/6ksFMqnn27/cqyvdXRjpP4CL0CxFJOs/XWf20p+X8b/J733Fj6r0P3g3tR+SbuK/r53Vrpqa8j+mwF62wtLsv7LhwRKuvNQ/P93hC0/80z9NGzU6OyzrP86RuBEHd+w/q3rBpBj35L9HhrZrkWnGP7WzktT1wvo/uIuZ7RKo5z8huYIAgFbNvxSYV/yla/I/huBpA+Pc/D9W/uPPH+Plvzpi2/R8ZPE/Wk0E6Clv8b9SCemD7CHHv0MZPkxyT/M/JwIO37DwAcD2k6qCDmTnPz9q9XKYfPc/ibqhe0tB67/HdEEwAwLzP21eL1DKivA/dnpIfDhzAMD2bHpmhmX0v3jeoR9I1Ne/UReuzpNk8L+GA6bAgJX1P4tylChcA8g/3cXq80rW2z88c0sRh9rkv8BXhEJhHsM/XZcTuw0t/D8xh6+6bHnov5JY5QuWzPG/pWmf8gwMzL+jTNiosqjuP8Z5U8xXx/w/7EUm99oq+7/f8U1Y48XoPzADk4X6z4y/BxMOFs1u9L9MBPzdWCXWv9nO/bcWxLq/Fyn35IgY4r/9Db+B+hzlP84bKg7h+tc/q1XZSztj8b9ev/+/QnPRP5puymzxvsO/tB9x7J8W3r+jJai2+hDlv0FxVKjXq/U/BCwFDqrz6L/+i44pINnAP8X18iDyiKO/HSonm3FD3r9ffP5CR/bjP1iWAHyURv0/x1a5gC5Vtr+66wAuqvfav/PEVECQ1tI/Yitz/dO3+r8atRoUMCzhv127+1W2E+m/GVUkfdlT+T+fx7f8emvpv9wdtAIdA+K/fL9Aijmx0T/OBFC16gPcP30JKGs1a7y/Vv/u5y4C2r9huu00vRbhv+6LfhnyqL6/99sTH1f36T/Oe+19lYHpv2PYj+Itzu8/QI+bT3kQ4b+Mj5/89rH6P3GsXwKhMaq/gAtkkFMQ3L/3uEeXKFrhP4D2CwVcxNC/bbTwyMXm47+fy3qmAfTBP2sCZyO5cwHAQz+9yVHE1T+BTV+zS16gvyonabvlnv0/GGOClUnn67/50pJwsCzbv5JtGT6FpO+/vfNaQ2Uh0r/yuvjDpq7av5kJ3JgQjN4/xRQSKM+u/D/r8+TYylz8v+T53jgR3NS/nobck7Xo1b/+Mmq73kn3vyUwYG0SILQ/ZRDXd6Wm8r81Sue4CY7PP0mbNs476NQ/doUjfzjS5T99TP5LzMvsPwdpYwv8EvY/K8sU8Xp46D/cK7ndjGT0v4VUhNCetfK/zYdm4di1yj8EB6/BHBruvzMyCHEF4eO/avk5oOS64T+YCAZG0bz7v6klq3j7A/K/6UC08j0g/r/T49muShX3v3anbd+6c/I/9ejRdTlv/L+hAy2nyg8CwGVFlfNBvvg/kwDQv+BI7b9GMwpxy1Dgvw07EBsob/i/tIF6spp78r9xz7q8bY3gPzNjmsEyBfK/NTMMX+TW778Sk3ox2P/oP1G1V7yM0dg/C8qIt7iR3b/H3hvonjfwv4nTJCZsoNQ/Y1q/u2uF0L94NrTD3IDxvyB+3g1+Gdi/RZ2lyjJv579oPJSsdLzovzGyLUz7stu/DQgScmC3lr/lo6mCTJLnv/ahvg20mOg/IhPJ+vNl7b+VZKO6lWbXvzCy3KDhzPO/Qe5BoMlL5D/rIsJZxhb3v8cSYxkKLgDAmD6Ve//Mxb/dCsDFNgz4P1gEMcIfn+W/TPk5yR23tb/fuMtSpLz0P4Wvz8dDA/O/YHhkjin/7r9UFWwypp0CwMVezOnRl9c/ZdlWw/V68r+KG0UCVkK6v74GWiga7u0/L2vYIpsixz9qurNaIEn6vwc74wRKiuM/dEdraecAB8D2L7Pgncbovyn/DIz/8uK/EV3NInyZ8b8hqMTmklGsPyDTHwFkrPG/X0uyF0O48L96MztPZEPpv0wW2e7YD7q/7X3L245W8j/E7qs+RH/Nv7QVgcSJWdY/WjbRG5WH47/wF3Cbg9P6v3yusk83Y9k/b+HDSnUz0L/b/CTG5lfOv7bP5Jsqnfq/0m0S4q1izT9mgUO5+jrhPzWWe3oTSO2/VKf9GgWN+D/E7k6qN9X1v94yLqs70OQ/aUJRH/kyBsDyblvdLYLivwikztX+Eu0/0bk3yoAg0T+vREL9lhPqv9vSBBY8G+4/f4cvqZLp9L8hwKar7MLQv1qwnMUWru+/zsnFtLRD7L+VEtZTTJMCQMnzMFU/cLW/eLmIqrgU8z+yq4lw1wnKPxvul/YbXZc/2Tf9oxOZur8A13RRQpXtPyW3mksi0us/g+1+JISN6L9cQV6D96nEv6D8NXk5LfA/c31OCB1O6j8u/Z5H8wXsv261PxZrp8A/hCLrypOU2L/xB6wIUU3JPzKTH6+FuuO/ZJ/RaLgK87+1EAUzC1D2vzllA6TfutA/aZ8AfHKB+b8W50pVVWHCv0kvMtW+lvS/zdQFkyRf8b+KeCPJ1w/hvyji28+ONvM/6uVLJxla4r99HLK6khH0P7aUBHoRPsW/orrWMv7E8z9IPdnEGALfvyyhlKXamtC/JH80I75f67+QffUMihEEwBfTF/RogfY/4S0H+H5K2D9/FrT2KuzeP5IFZVYtEuq/wpO8iH+O4j8JaxCtvdL+v+zeEoli0ug/tXnjdWJW9L8ON99lLBLSv/UDawodW/0/pIm9mE0U5r9zmisFT6vovwDLl2Ajjtc/PXXCpPwy+78N8FPDISjiP+633i/Of9S/sKcrEYed5r/7KZxgYfzmP7OgJPkpXQDAAhQ4cwZ94b8a+IZVtufvP5zuGjTzdss/ipGgMhGc5z/A1g4HL9nqv0gOrmCmd/I/GqF4Whye4r8v+0HR8bD8v5xBi1RTa/g/F6pPvjMl4j/Zv1c3WCvfv/fI5npt5/q/PHyz71Hmpz83OidM9lFQP9X434AREee/NL6ahJ+z9r90abPuBifzv+m6APXFvPO/D1+r/bTx+j/lzq+273vlP4ulxor8aM+/erkv/8nh378EK5eP8g33v5SOVDY4fPE/WDkqjJop5L+36iqlC1H1v38lA+k7J/C/onUyJzCK4z8N9lF6na20v5okawLuS/I/irrmyVli1T81J743OXWzv0H+z+wxodC/DOFJZH0F5b9rb0WAYI3KPxkVrZ5eWtY/GtSCWxjL4T+FJcwqqRvHP2Xbqbfq792/yx7zi1KA1L8IwjhWwuLRv+zzqhet7Mm/pMQYrbEs7D/THBQ1arrwv5kMOp9KnOK/X1rXaeiv6j8W9/WMNZHcv3ZSqf96D/M/U1NyfaKMAcAlREt2cKfAP3p9VLA6qeQ/FA9Wu2eF579glpJ4l3nqv119h0YV+vs/lH5EySBWz785a7IrETcAQKPJXZnboe0/Rxi+Fo0i8L8P85/apY/XvyhzADsXlwJARlVQ4Rtdy7/5HUM9i8Hqv9Jz15KUDgPArUXy13A74D+7F7ohi1KfP2/h8w89j+o/8iSZe2nm5L/vt/ytg3XUv1xW30rzRoo/r7qhn8Q+5L/mS2hFmrn+v56LuNhq6e2/lV91ZyIC87/T/FMLps6+v9Q6zsUFA/K/En0XQWuC5j+rEEY42GjXP1AVf9cKvuW/JRra1LvB7D/VdgFIwCjlP6ASehjiIsw/nDxaF4RB6b/AYFwgIm+Zv85dkRCP6eq/VVkcX6t6yL/NHYgD85ThP1XVToT/xdW/zEa6jwM/47/FaBWJS5rnv7MaFvd+U9i/3gHIuC8j4L8P+rZa5wXkP1VhnTs+oNu/Rfktkog37T+EG1tU17Tiv948h2zdw/Y/fPmGy+Ammb9q9a7uitD0v5K5M6VfAZO/f2J8HbGE9r+NlyQC6Qv7P0le6+5wvda/r9gdUYnm4T+FLdBRUiLpvxqq5Pj1EvK/ps5Oz+Cv8r+rQrJePyTxv410ca7FSsi/8eMfLyYwyD+0inF/D9Hqvy3yBzyXKek/zbpY6fHl7b/2c7lh9ZP5v6eoAF6DPp0/tvWCJ9M+5z/qG/+i8XzRv9zMJWs7seI/kJ3SxmAi4b8xo81bLSjsP7KvKzwzXeG/W/tixBsu9L+yIHm8Ci37v/Z6+7p9rMu/tj6w9kTt1r/N/zBo2wn7P+zhDg6LePC/yj9f/bYJ6b+gSMOpcf+TP36QO8XHIuc/FeJJKZomqz+Yyb+xzyT8v8pYWoinoL4/0E83TG2C3L8P1/wBawzCP+5aADa4gfW/klW5BqPo8L9uLrgxbfbZvyAoJzEQVvE/KKBz2ZOY+L+bKuCWUpvyv232lny2cOE/77OWsEkm4D/zH/O4EEb4v3Reav15/+q/ulgZIN7d77+AUIrrfE7yvyBimIJXJde/saQrg5zW7T/DeUMsiuDov6tPbymZc/Y/foRm8G71679bcUdWmJPRv8EIhW5IJdE/sXw5zTej0D969Gsr8m3hPzJHhzI4KtA/sFWfRthX6b8jV+wX8CfCv393QCnvqOY/HWQJg/Lgsj+Dnpw/frjsvwxzXTTET/a/IGc33x18779LX8cco2fivwzUNNYciLW/bOYeTt9N3T/gJDn3zvPgvwYPia25d92/Gu/g9AvB5r8rYR9E8ljwvy++37d87f+/iAsBIzw66r8sZR5r/W3xv7EcYleDxPa/1oY664RC9T+YLOe3ngfBP+iEldpDlNC/ywOiLoZF4T/hszeDJ6fPP7nX6UFgtPq/K8gihR+tyb9wAPdhY0b/v6koLg3CO+m/dy+5Zwx71r94vOQ8x+rav4TZG91CXeY/0zAwTaNEt7+mgDG+qprLv/9vyYONmN2/W7/vZYXQ4r/ui5crB2fuPwap2HO9Q+u/aO8bzR9otT9/XmhfqlTXv78tEefOLaI/YHOAEcBb+L8LFF6P4v/YP2RDM0sHauk/SxupuoXgyr+/83+uakPjv047Re5VTPo/nP5+8bi0AEBdfJS4PCzfv+gN3FaIs/C/hP3sNnaQ5b9V+76pV/LaPyj+bK+/5/U/kJA2hakl9j/+y4hQRkPkP2htqFQCM8G/8q856LIMqr/hqNU/cODJv9gDRGRzu+U/wdlJjizlCEDcCUE97n0FwAgOGZ04tOI/JOK/fTC07b82n6DUULC+v6Vht6q8ROG/8w08Dash3z9SkV5ywZT9vxChfWATf/2/0HUV+ea61D+UVgS56gPZP2IyU96Wzvq/may4h2tD8D8C2fnd76X0v/Ub1/kIJtA/wHwBOO737b84UCteHIT3P1b9Jp+Bs/K/scnEskrx6L8LnEDG2tn2v//mCuwRae2/MW6BmOgs6T9VGdbhXjj2vz+Hnvr7TfA/rRxmv07O1r89VoyEymwBQE9y0kSIN8o/7EDTSASarz8CQnoRhvf1P6xxCmTeu8+/p5j1Is+r+L88MIicUQfWv1tPLqCxn/W/y/IsSGVQ8z/qNrd8CrOxP05eJkDuT+2/asncOnei2z+t65FifK/8P/7A9Ik4ouy/9yVBuxoh7b/kcfw4usDrP9NOESEYHui/laNfzVQ09T/j78xhUCHOP/ivIf+4ePo/LD8BY9T80b8/uNtPPP33v81+8EVD4sQ/kbSw0wpy5T/JpSmblMHvPxO0G7IUI9m/6aFkSQ+G9r+KMPfMpjLyv7BbUgD7CeY/+XUAQxC53z8oDiFx2IKLP4gpm/9DrOk/CZxP+/QJ2b/r12+8Bm/SP0hUDuGCyqg/svGmKm9F4j+p3QHDpvHTP8Njq36S/+I/BXJD2dbMwD85bhEtXf8AQPfHD+uWW+u/M3Jhi1E/7b8RO75zAzzyv24m43qjOOq/aqcZ25Bj1L/x8uCvZunOPz4YhRBi1Oo/PMfL+1Oi6j8gLJQz96DyP01Q8THvrKO/zu0zbsQW2T/V/T4pF9LOP2wB8l7fb9M/LxWKpRgftD/MNW65PX3Tv6+PH7FNn/Q/UwSZKbot2j85psWO2fr1PyshA5OHRtE/pEt9/B0dBsB2kw1weg7CPzHYDbbDkqa/Y/etrrs29j+hpfeBmE2AP0qvXAkQI+g/V0URnjWg4D/F61ctMpzwPy8FygG27GE/yU/YZYUo+j9WToZyJmTzPxI096TMeOI/V3EbsvRyAcBo1YotddD0P+Q/NZN2a/k/FNoqFJEh9r/DReR+IJDuv12AFydEads/R36G+bGSob+RNjHNARTdv6mIxxKaI98/56spq9p4fz9beo6y2XjeP4Sb7JsAgMm/89Zey4za879kTuPa0PPjP5WQV0+kve4/4wG0Qf2p/T8ZhNHq9m65v9PKF+mxC/i/z67Z/k5P3D/cCWVnKkPUP88G9ssx2ec/zPeM7gMTAsDDPxtXrmzHP/y61ZgQFei/bEYZ1t822T81b19Zj6X3P2BYV//7tfE/rB8aJ66uuD//+ul5AEngvwv/nO2e+N2/A6f4+Ll4178w1Cu0QgXTvysWtcmXUau/5V01YWZk5T+h1z6OdszZv1yJNG+MK9Y/hXFC7VxV6T92ass8bFLVP5ERxKjrJOO/HTNpxp60AUByTUvJaBjkP38VKTEzsd2/xDeX7neU9b8NGzdHIgPVv2LPGrvV46+/+Gga9GoO3D/4LROxFPXiP8Dx8UtrQ/A/L9zVbyzRAkD1NPfVxiS9v5rqH56DftG/xNvd2Lrn3b/Kg/tElIzjv8TEY+GaP+m/O6lVwydP779qtA5+k+/vv2kLaXDH+/U/VGJ+++N48T90XjlIeCHSP++B3KkPEcs/6JKSQEmg17813s4e+RLIvyBKKbOG294/J8cBdLGW5r9CoTFPoOmpP2sa4WK0b/G/cKtPSmXa4T/RUCu66OrlvweVlgKsBPe/9zU1k40zzz9Wi3gmQWTjP/theMfvxfW/Cs+mV0ov77+yDcOI7PjqP2NRuiJ0q8I/Uyvr9Kl88r+B1zFhZRPqvxwtIQz0zt6/TQ94CI6E0T+bQ0P9HGPVPygdmm4r3t4//n1iitOSxb/NQfAJc0TzvzWQjDSzC+M/6RqMNZJo4L/oY2BAobABQKXCXjzhpPW/KqNb02ij+7/rpVU5LxPwv3xcffz4B8U/Kr8+8iNn1T+St2uSCSPuvwl/3IaQ3OM/CYcuIue08r8pRlmGdWbrP+bidxZlL+I/ImrugR58xb9WZXmkzBPvPyIDXS2f6+G/YEwT4R3N9r/6WzwuSgcDwMlCJwPyNNg/cfqrTJe59D+g3NBYhHH4vwcPNMJmKOa/LfrPjIZT4b9EBvbP6fH4v0RFC/ilycG/AAQH/5GWuj+afiMMxfvBv15nk2Uj98u/+2+8NKOt+78v+c8b6qwAwIjm6dSWsdg/wRlczLWJ0L8dZ8GodO/dv+pP7d06B+G/oB6d0Jht4D8Kc3jpOoDnv3r7nPWCafC/6H6PtAZxwr+s8iOfUTAAwDMr3KLNZgNACHQHhjIH7b8+Lq7RII/uv4HJfAvme+8/loNfDefr9z8G6qR2WO/tv5uOl3ZZydu/a0cIaPSF8L9X3VCrbz35P15ItnFzUPW/ojyMFjDj+T8kObOqqN7zv8yz/MLjmANApCbO8JIhoL/0qW74IQLtPzTOrXGdId+/56HE64fZ779SS88JjC/uP7IjC2YACuA/B5cZ9AR21z8wtgvfR5L9v5llR71HjtG//2FDheI/wz8Zk3X195MCwHr7TiqRg9I/MXBuwE3ExL+/d8C3zR7qP/CzKeD04OQ/hsVXg9Qv2j/r1OQsJCfUPzTH+zlxF7o/yKbfeKhV67/lRcejK4rQv0NaJ1mT8uW/OBhg5+9S0z/zdfMjtoroP3nZELOrHAPAs/LF0zYesr+mFSchgb/kP0w9C/vPgu8/nO3KRulT4b9XJT2dlmzdvyql52ycfOe/CH0FSVZuyj/MhPBif0PzPwRbAhlyEPe/TN9SDI8usT9KTCu9rWXRP1KxORk8euc/OxvS5r9j97+m2dCOzeHgv8zq0iTGKQLAuFsDa2fDwb+sKxgfQSTwP/Gik9HtGs0/0q6wB4p65b+HKdEa1ITzP9S/Mxdh0Om/kJQGxPnh3b8xLLY312a7P7GN6GqokfS/Ksv9xA1m2j8orGTXIjGov1Fklqyjy/G/4QTN7bVS0b+LjE1BTT3pv8a/0vZPivC/xtp4PClA0T8E5VJEchvlP0t42KRSWsu/VMKm1XVp3r+Ya1sux1bxv97HxCWEy/c/pjIaVSLayL8q6J/RxVThP6tUH7etZsg/IWJx31G67z8ouZnu2HP5v0LPL5MZ8s6/F5WbQoQ/2r8w0RqyAZDlP9RkkreXS+U/xvmwBmJr+D97gcLSFPDAv2WK8fYON+k/fV4RmSH5z783Bmt048L9P3lmu5NEL9A/DoL5xLhygD/4DqUoYDnGv2Mkj38OKrk/i/yA3jjilr8pQdcneuXyv/mINvMNBPM/3xFTdcoF7b/VgUgWDrnqP07THPjRDeQ/x0aUx8uS179c9OjzPW3av3HREufc+PY/dDR5qqj+6b8RB6OgA4TlvzRQR4rKO++/U6rkOX4f6D+tmiV9xn+3P443anLm//C/JjPA/QpCiT8/TgESk0TmPw6vlQSUF+q/zWa4l7CE8z+XRNIviw/Ov6oH02vX4fa/GyeexbxC3r8CLPs7p+Prv/4OydImycy/KeEFZTVZpL/iLksj2Ob8PwdCCtstDPk/9rH9Wcwm+r984v1Mi772PxhORoRP0+w/Sog9lkKO0b/buga+DR3cP3ROQ6WoZOa/lH9HXRPQ9T/eScHpt83iP9sM6B7gIsI/u6dAKUdbx7+5dcw+ZjPIP225I5RXcPk/TunQX29v3r8tUtV2SD7qv9mqyfC1b/m/Td0oFvna3j/MwA1EAXewP2Qi7F6JV+0/i8wLh+/B7L83t0v8QPvxPx5HY7ExSeS/ncVtAhtS7z9ycCMRJ6nnP6w2Yd3sNL2/fBW8m8vot78Iv7A18JHuv3PRppzwwPu/7Er5nXSk4L82+5ixp+Hhv8vODT8yUvW/6uvBL86Z2T/cShucuGfgvwaUMIfUFPM/j00Fgqbl5z/dXP3KBOz5PzYNnfHuULI/Mes5hZmu2D/xFAxl0K37P5i7kfQ875i/Wb1Iwr7oor85XnZXR5/sv5jwZkzF8vq/RuNvv4lJ+r8l9vsRoRT/v6Ue7QmPmum/YGbPeRlcib/SXC6njVbov5F4IzI+ve4/sYEUMQB12z/9uLa9quHqv2iCe9V7kMm/cHmuAUiO2j/2DjpDa5y+P9oA9iqS4uS/IV3kdmah/b+AKI0genrhP4zo+1SHswdASceFMZtJ4D8mhtI+AoPBP2gvb9wga7Y/XPLzASOW4L+7/iECTsHuPytu9wNkyOq/SiactQ267z9j74ngIt3Wv8/SemkwWNm/ejU4CA5T+b+nkMeKx3qWP4+mxWPpD98/spc8VN4EyD8Vcb0TiETpP5O+MR9xLec/e8/kiM9tyz+aBQTeuMfLP3tWxQhUVP8/+3Zb0CQn8T+UZImJw6jzP6uxvEPRmfK/rXSQo0VV/r/lKJsXfr72v5Zm4TTzt7u/q6h6982N5L9Gkkuw0WCmv9fi71Htv+k/Jtzfpr2I5z+HZ0gU9X/ovyfzocfCCPe/eMQhjdoYrj9K3VFvWN7gPyWh9rmrQOa//zhwobSU7L+jtVidD33VP0eDSHFJL9o/P1/AUmkU+D+RFCiEx6/wv9ZnwqDU7fA/OTRKAKXzxb+n9DgwPdfjvzKOyJSwrs8/s38pef2DsT+iMbz5OPu6v2LalJTy9vS/9v/CM+LrsL+4txUddSH1v6/U5Q+lwOy/9hynJEqK3T9tpKMZJVD1Pzh0XPogyum/gwMB/ueT6T9GNRc/DXbjv9MJSupwZfy/OqUOoDgk6b+qzSIJnjL2v7HKRwCUB/S/KZ33/N3J+D+oJyHhVhzdPy1rD4Hx8eu/VmWK3c5cmT9VEWVbFZPxv0f+yj6AU9m/7f1TomwAzT8roqm841blv+fXjOHNksA/vsWd2QsOAUASu5IsuV7kv6ZifJfopKc/9t8gWKLq5r+SHYpTbOv5v1I7Q9AkZ+K/PkRMCc7j/D8WW1/EEPvxPwlyvduup/y/JLhikvWC9j8SRqXOsp/3v00EZoY1+r4/wpwvi7ntAMBdGiCwwOvqP/CCmawHU/S/d855wvG94b9Z2qO/pqvzv47qszOuKcU/zeCHEICX9z9PNB36xItwvxQaxWZGBKg/i3e51Cuv7z8Iw50oAXLoP67BxXAr4fW/pKYCmOhJvL84W49JGsEBQMGup+XTe8k/b/It2Gu+1L/m9eLv0+/lvxOBeMHLjfw/BspmXiek5j+9fXZYWff0P+KjErFQwf2/HEH76KTi9L8lLGrfiMXPv+AM+lRHnM6/L1HlTccR4L95LbGmYXXbP3Q/YKzk4+K/5DMpWzwl9L/pDx6qSWTGP3qy3Vn/8vY/cmhSnIWM+L8ndfsNmo/hv866tbWoFdU/KtLSPihI8L9iVoiXjUfwPzJSSeWBmN+/vLyPSj+R4L+Jf94hfy/mP93OajC4H/A/qOWZzw5R8j8A7pkIs8DDP/V1YXjmQ+u/Jw3a9T+j8j/F/yu6H1z9P6zO8wZJEtc/akY56+Dq1T/1iFr7n37Rvx+3oyA8vs6/S5H3s7F20L+Cr3qXGJWhv1YZO7gDJsK/XMrIT0VVrz/NqqyrZgjQv8q7sjRuBeO/W9J3PdUH4L8HNi5OwrT2P1lMFIm84ca/TD6F86Hi3T/eDufLu328v3tWxofn4/S/23ShVrB69T/+30mEOrHdv7xFiz95d7G/cPS3O8CW9L8ZXpiv8ea8vw88dl3AI/E/tDcr7rxY3j9q3CPCxGKovwYJQRDWT/y/ftUArpsc4D9JDh/mTtfYP+FhOxW9Odo/yQk+doQy1z8VwH2MRjOuv61410dnHrO/e1MPBrzj8D/j/BWmff7pPyAlbXEV2eo/J+b/CmPy8L9Ei+lcbYnBP9sU3xFO68i/k5c9D+CS8z9RHFqGLX7uP9OV5AmHqp8/rMnKCQeP0L8u61A02kjYv5TfmcwKHuG/jfT18KvA9D8DaNxkBfDfv5jW92Ah9tO/9Fbi1Q6t3r+yweq2qWvsv//zbWYydts/g6IFSjv04b8sv6RLw9j5vxhoiCW5LAhAEv+6LByOhj9ZtVuQtQiwv0qCwYpz2fE/Ixh5Ilbf9b9efXwqNdW9v2K2Gt7dttK/veIHVNxBzD8jWjd69fbtP73Tvwg/AO+/GFYAswxa3z9slBk8cBjlP+da1vg2rey/cqqiXEt+7D+q2ksHTp/ivxk5pylqVfu/9FOl1kPQyz/BKP4hFH3rvwAjIyiZRfO/ylg5Qjgl0L83uON3nCnGv1RKYepRo92/Z9S3wJOC+T8Y53XGp+zsvxLKePZ0ueO/8izde37x5b+KdMc0VEbtP0s4CZDYiAHAVvFfOQTX+j83oLmHgQT+P3xebFsABcC/71kKXdNq3j90aYcdRHbwv37Iq9RUm+G/ls3Tf9rksj+pZjNxSV3Uv40TPbwmXvE/ztnnkdPj67+KnYjYenwEQDrhLyhMdfw/HySDFgps4z/Y2RojxinIv/yB+/ZklPM/MWyDx26b+L9yVA2sD9C+v2CuO4zXTPq/4nns0bvz4b9kEmECOp/GP6vUQczURMy/NBBEONeu4r8HjtyfopT2P3PcEFREN8U/zB99LSk5AMAMx1EdqBzeP+7wARUzV/c/T6Zvx3uF1b8jyQzme3nxP/J4KkY+ctK/Wr3QzD8H/7/yxTPJvbT2P5m1MFGk48e/uemB0fgu1D/IOVtFjzv9v3CzfjPgz9m/7WNt/L+HBkCqiD5Leeblvx6OaefUovg/4IvWyXVy/j/NxDMRjB7UP0qNrkZeWPq/QwoqXFIC/79Y+9KnjewAwP1dpGePKeq/aoZZjru/97/2BdBdmFvSv/8FuEbL3dw/7AK+DNrRir80ixB+/Iekv297u7R/9PU/WLa/nZn95b/qFUyTeMLcvwPKMlNuYOk/3Za3A99M4z/F0XZGZlzpP5iHzvcfDts/pSkVTQhg6j+RxLfDsOn9P3rPlDzzwds/2KL88kZR8L/wQJRRAo/HP9LnNx7pcfU/l+i/qqjz7b9yZHrLoMsEwPolp0Ae4Py/1Ve8mzF62r9Jo0zQTC6/v1IS8Bp08Lu/TD7WCsth+T/eItTF60Hyv/6fh+cR8Pe/cef1Noww8j+g7/Jp//zQP+iCcn/Zs/M/7o8QY+rc9b9+i8fkv7HJv/s2Xf0aO9c/2Sd3kVkp4D+0UnvSF//vv4v+emJxhdU/1YGHJ9zhAcBwz0x/cqSzv915VJCx9qI/ZVoA7YVa5T8iDwpWBePuPxeMVx4H2+c/jrAeVEPv9j+v/W8cD+PkvxdkYoM61PC/IYVjgkJk8b834xWgxFLXP9JA03pXM+M/yyOb63XcAsBPGqty7nbvv6pOz9HbzvK/iwZbSS/R+b8bG/S8L8qcv1LwLNJKtPQ/rdkHDY9/3D/MRy6D8kTqPySuu1x0XOY/gh5ccpXv+b87VvO4nhP9P6HO+4LoLADAVakPXT/M0D+R/5bkZEG+v0YWFMBcQfo/DZhjKT2F9b/dgMtUabbwP0fUZhbrVfA/d5hO0AJTAsBOZ2ryLrvuvyuLoR62+9Q/UrQxh0hb97/JSuW79u3wPzEeLQGy6u8/7UcpGoBM0b+q3dKRwdHVPxQya6yDSOa/Mbqx/5iL3b8xQGpjBOjAPzcuLSuThPm/2yVh8pJF2j+mvrhDN9f9P4C9Lq3DztM/8AL7micJBUCriaz0glPov+6VVdpyFcC/Q9E2TUapA8DNpKLvsxXlvxB9DpY1HcK//UlRb/Gt2L+J2GZ809bqv03LfF/S1fU/AhncOtgcuj8YMbufOvT4P9HztEQxHue/eVxrANn+2L+3P92/+wACQOgwTmv6ae2/DR/zw9oC4L95VUeuI/jWv8YD7YP5h+u/OsnVNoyJ9D8pr2s0gZrSP8lHgkgUEgVA9WfLjtPeyT8x4F5cdH/yP7H68LfLTABAD/zrLBYm27/DQO4CIT/YP+XNRk4evtO/UHyYIckW8D9ePSOxd3rev4YbY8nvWN0/EX8L6at58L+VlVU3/DPqPwZqD+Ng5ew/cYEzzGhc5T98N5yEB6Lxv3g2wOkPOPe/zwRF9z/MxD/9GqCHV/vFv9nZa7tPjco/0jzYx6SVl7/15RG11gnxP3xdfETdLOW/dP91tOyv8r/LbLZMS6jXv1B4eWZqYvA/iDzn0A2N4j9p8DdIFezLv3gkLcBeeuA/CLXYfGMhxb/TKBaeGZH0v2athdvpydm/B4LqKWxP5b9siZCMoXPhv2xKzd/DldM/5LgX6Rm65z9c/Zzv4Az6P1zW72xBh+K/tekV1Vy36j+NAsKDMHjqP4TbFtlnCfM/zu50+fh01T87wI2MlRTiPyATpjMSqsS/t3VfekxTfL9yucsK53X3P+Dcpgw8Zuk/2w87njKO9j//T9H3CtcFwNtssdcj7tY/EA8N2j7K/j8uYXj/opbMv2E6rGo0wM2/ul87Vijj7L9E9qMGkkTTP6hZVGD69AFACA64voXB8L84gmoKgovOP4uopm/PLtC/W1C0ONtt2z9VHuqXxOjuv6EVL7S04ANAKff/riYM8T8G1F5iV2b6P3H1YZ8nzP2/Lb/0q+tQAMAewKPSSznYP5xPUcpWwey/gBnGtmc3wD9X41Y/a1bLP+KqbfZRqv+/wk5c6v3++r92Nqj8dDX1P7AdNMZ2i/c/n5Qz1DwCsb88az7r3Jf6vzwrNejuxdg/EQxFT0sDzb/gu2ARNPi0P4xUKlrwuu8/XVH2gSKn5r9hBAmXBA3zP90uNBiYUvG/c6h4Q1a16r89eyTkm3Hsv5giTtOvNuo/Wl8T9JAi5b8WNNbOLxHlP/ylVFjOqfu/4z2TsMmx8b+KqTdRifTnP0oGCCbdS/C/HDJ1fvgZ8j9HRdENe5kFwAwkjI+0Ge4/IwkNJYNM+D+rDp6oCGzbv116L28X1uO/LYZD3Nj54T/rknx3VkG3PxMku5YQIam/FsFnJRxb9D/XKFt1PEPJv/Uk3nt4cPo/fig6iRQ2x79UJYoCxlnYP0ifGGTyxQJA89AIV64/0D8S5at4xpzRP/0Gv6zrovo/FkzCFrYS3T9HgoJYG2PrP/Hr8JVaJN0/EFlRYTNI9b9REhXlTnPlP9PtLdgJdcu/xeoUxuuW/L8zbTDq2JbgPwZr0bQnffW/3XbZRqPOxr+/ZqF0XfyvPxwHhygM2OK/oKqpiFSE5D8J3N5EcVHaP8L+NCChBvO/Me870Apxuj9vh5uKNZDKPxc+CN/ICdk/epK+99lJxL+kleaPriPtv7fgWskdsNy/ACu8AiWM2z9JxnAMQdX5v+F4y+BSTPA/C58xtk4s6z/gT/EPEE6IPwW3KXRTT+O/ptqipXwj5L/wv8tqJJPTv+UldSqJuOU/MMxf0FoO778mYhrqPGbxvzM1P79wA7W/flXdkqw/8L9Y7ypC35Xfv6QfOeEgldQ/WIg88kfc6z9DHRPOCqjGPwCBDrbJrrO/FgCRko8w6L8zEXpAJ87+P7Pat9kh4vC/bZjbiDcA+7+Pef0GO7j0vwVjyRo1s9G/UnZvXpnt3L+piRQ8t5fQP5gt1J08NfK/zSa/Z2F35b/mCwuPNuDEv/WLhpv8Tvq/ytTSVX2I2D+vaZree1LzP13Qjjjx09Y/A0INBqZA678pJKQyXendP0ML5gAtsuW/gxXtmTp04b9lwkhp0rXzv/aNiDNjd9i/fBYdFLKn87+LOl7zaqC1v5Oyto0du/a/amCqehuHfL/3PoxdAhnHv7kjPj3YVdG/SClpPGQPpb+fx/7GVqapv1l5VNfh188/on7ka0u75T//Sd1cB9/zP1h4kvofQ+K/LhBmWd9N07/2R9DWxXS3P/S7Ag4Yyae/SbzFgtse4z9CScE6bBnmvxQ60Rk2ZOw/zr2QxTsg5T9EIBMaPPzyP/KMASBWw/Y/dUfaaycs5j9+AQwsUBftP6NHiRvqT+C/Xz/VUa2F8L+KPNv3VmTwP7PV+fkdktM/dJ6HZfXd379bpoFtQTvYP+lqjIDwAfc/pqhp8pD/tL8k7syITnDmPxwi26ZHUdQ/xZnA47qE9r+ICDAtDiHuP0+ISu+Q5+c/Flb1KSg0tr+DjRQn6fzxPwWvgmzNwIi/YjtHUNfw4r8IAC2OTfz3P6SCehSCwtI/Pdk3WT5X1b9UAJgI5ZLWv0pPP6Z5nQJALtk6GpwZ9L8i+TByz9wDwCAAbekVMeA/TCIuwk+44z/MxzeScMTuP8C8AFmAnPI/+gXduAgV6D+pPge1eL/lP09sfmlOvcK/yFjx8P3N4L+9ATbeMDPmv8mGXH52SNc/FjDDHrBOC8DCXW0JJF67Pz5VQf3gFvW/m1ZY3y5O2j/Nb+r+2m3xv1RCJeuGk/c/5XBrvfW87z/Y40txKW38P2GJYg3Kd+E/PriVzyKD8r8nPYxhZrvRv8N0cyn+G+q/CjPUjW+f4D+Mi0Vz8ufqP8srWR6f9ZW/vccIMC//6z+nym5iW5LlP8+Wr/FU8eC/hPM2Ncaf7L+V2wqZf/r4v8rJBM2ufdE/DAQLTDh+wb/peXDll+j8v7XGCXhtgeI/hTrQbsWb9j8V1rvxyRSpP6uptCIe6/e/5O4QV6Nq+7+L6nUdAqTyv7IPN4j7mvC/Jr1BFpg43T/qectRkba3P6PT8v+LMLW/p7jhW+HT8j8kgpibr1riP28GerzOtfq/Rage0bjg4L/e/SrlycrSv3Rxf1hPewHAbjk7hWkl5r82NjHGPtX2PxiKiNDYwvg/l40sC6oMwL+ewCn99CHUP1ESExVIf/6/VK9D1Oix/b83IwhAopbEPxelAFtEY9K/ogki7Ecv2j+BoKP6x5/iv5zyDiF5Sfc//aaE3mDn9L/LjvfOrVfWPzJR9hrJjNg/Ei1tDz62AsD0Ug+m0QnzP0heBF496/O/P07h5Uom9b/3ajDw35/uv6Nzjus+FOA/TrpF1sc3+D/aW1wgyEb3PxUpsnQ+JuU/Y7cxHZdtAkAmclOzeGuiPyOetsy1MdS/6s90JOTf4L+uMc0tHOiXPyRgyMt6tuq/MyHIb5jw/r/Ox82Bodvgv5wBWptSb/m/S6zWa5797T+GlssZeM7aP2mc4Lisd+y/M0MQI+R2mT82W2mgb63bvx928NRvBc+/1Cyk5ROQzr+SO6dMpnruv2qAbPo64ta/SdD3Ad097T9UHtuJf8fqvziNr3VvpvE/JYFUf58H5D/1cxaHzYXrP7Ov7kHq84W/rp1yFtX7/78EzMVb8cTVvwEWw9Cc7/S/xYk4D1Bc8L9igMCWhzzzP9xCYjv5+fU/vlQqtgDX4T9C3QtyQI70Pxx+CTJ2iu0/5L4HVQ+x7z+FS1wV9pEAwJlCEz+Fc/e/VW7EKgwe3b+nb/QDQCriv0WHIn85DeW/vgVzkYHE2L8MrAI033DpPyVkDkwfXt8/AWV+ojEYqj/v69RGVhzdv6t+XRhZvuA/IfMLoxiC5L9p+YPWImTgPz1cQsFX4Ow/TIlyaI51sz8m7YqFgazovzCFw1wT9M6/b6y09ZCg8z/Xr+lxRCWcP2IOv6vYT9M/nYMK0mun+L808TDQqfrtP9LZXF+VAPI/hMPh+ibWxL/MpGOULq72v6vcSka0292/gsm77dv2xj9WoiUreTDlv2FQAdxwieO/jWNoeqid8L839q9WzpPxP3zjoNDOP9M/IEIy54JYxD/74U/6Cfz1v4Ono9NuFwVAboIBBaki9b+TkZHLl4zyP9No0iW4+/e/QXTORSMC5z/mktm+jnjqP+a4BAtGPfG/a4OAa56lwj8JhW+eGoSgPzyNZwQLl8m/BQy3pnJG9D+G9FpBf+LXv14RCt1qPf4/TtCeKRtPvj8P7UnLjz38v7VZPaIEk92/XBq3YGsJ87/aQB64FEjxP1TY75BmpOq/e8zRSGWxyr9L0cVoW57gP1D3+VhC4+O/U2s6+y6y/7/PSVmUVNHWP2MB63yZlOQ/J/60UWMDzz9IR0Fdo/Hxv8rWpZH83LO/a3JFZDpA4b/tyqFA+ejnv+eDkKkOvOk/YUoiOYLfA8Bj9HLD287sP/4MgGfOpPW/lxd17r9n+b9UriWRgRLXvysn32kW1dy/pI39OLC9zr9pODmimQnvv9pzBDKw0sW/FVq58K4Q5T9T96VVPo71P5MWWJsXct0/uYMQ8PJbB8ChSIIdlCv2Py7GAu8I3sK/hu39p43b8L+29NVqCRvrv9oNJSBx7fE/HrxE2zn25b+F8Bk1NqjyP8N5QSUf//O/7+vkxnVcBMBc0NcSChjov9T4ZI0/SfC/Wv3FsICGtT9UbkwwXXfWP0ElEdkDX+k/DZVeWD9Hwj+XLw7dKVLnv/HqK9EXZOS/qWvkApi24L+XbgA4iLb1vxQpqJIzU+S/0Cokc5fo4j/4AaGC50fXvzYrW4SUdMo/Xh9PZAWg9T9iE/aIFHHJP9x302es522/m+MHosQP9z9AzMoLihECwIyIqbI6tb4/Gv6Mg9VV9D/UanxINVfaP/+3pEdd7fy/nTJdVt0d5L/kSSFERU7AP3oiSsoNh/C/bc7eKetZ4r8LYN/M2+Ddv2xtTZaoKfq/MJPKlzkb5z+le2kWWhzkP1wPxkx5vsm/O0UoB4e50z/O2aKF0sztvwE+YJdc48c/i3CyuGoS6b+7fITiHm7Rv15stYF1pfc/zyg0nAzX1r9A+lktYdbxP+mcqz9h0cC/TV2N7+UF2b+GnbjuOIbrv7Y9+hMXG/k/vAs7GqIA5D9UduQqR8/yP/tfahV4TOE/KmaU2oxd4D/sucDnBfPgv3QrCMufFfq/WZu7vf257T96NNY4PnTQv5JjluoK3tk/JpxpXFpxk79K1U+junL1v6AJTx9s1++/Y08G7S1E9r+WlGF8+3jSvw4R3PbJ8f0/XpE+/Nzn4D/tvO/ppGb5P7UyBxMTWcK/mKQUCriAvr/Fe9giSBzwv7gUvNUwUba/9IP2Vfrz/j+3DPJRjlT2vzaMEk8CaO2/nv+w8yXNxD+wtjvx0ujhv2RVOJOjkMw/T5GmwKP++b+L06dJP8vvv3B+0O1jvwLAM6ReRvIL3b9DYalnhjPiP2VYmJeQKuM/oViouhV/+r9IyMFQJpvBvwhOWVVQbeE/j2aZaStV8b/o7HQLY5PcP/KASPLG5PQ/8qtUvLAh9j8dcdAIesjTP0pqugsAnfA/apnEyQMuvD+rpZ+nHOHkP3OxjhOl7ua/Dw1LUOGG8r/aadXqR/jlvxGlFipaeNY/U01QHl2C97/DnqbqjkLSP94nQK1mxNO/8I+4NOEf8D/WKz2aR5nwP9N1C8XnKOG/Ix5Ib4Bw0r8EktMV2NfUv8kJ8Qye5fM/a1XLjvy2sD/O6gm0nyPSvyVS7CFqSKU/qAKHiOXFyL+ww4wI5x/3v2G2ZAbzywPAooFYcVSw478w/odfQkXQv2N+Fhj4SwZAVBN1NVHikL8lrh+8enj4vy3mj4LENda/T2RpasOO8T+0AAcviBfWP0HYkQa6jqq/J7t4Z4KIsL/kCwVGEfXgv7TirveSkvK/USMoxre67T82nx1rdhH1P2ecmDbnLfO/iDcCUXhA1z+AZd+bykryv6MVL34o8uu/vwZ+toWL4b+RkhFbFK3jP7xu8Ws0Z/A/y1DqgY8b4r+Nm/Z5qy3Tv3suVP5NcPI/ekVUi/v54j9wiYLZ528CwFA+J+qLB/k/CV/ini8d2L+Q7XSxEUXsP7EC1oZ3WKi/HnvlK99F3z8ip/K1TSLRv68ZO8Ueh9q/XjUkEruZrL+ZMRIkXRziP1kk7bhI/tW/v4j18rAZ6L/AiXYyN5vyPxuXp9RBNbO/vCAwkXzR8783j2E/PGLQP0yfKg/MM7o/CP31aeZ5/D+kLKZLrTvUvyb0vDf9w/m/aReb+Kwt9L8cWm9TcT13PyryjR3DIcG/Rfh+Zz9Mmb/48l3im+fev9lDjDouTOM/SnXHx30n4r/QK3QxNHeQPw/z7LhYXNg/EB1gsNbOyD+KUjVOtWneP6y/XGU3c+U/Pt3iw3aB7r853B8tlfz2P2W/vZrtyvy/wbYUQPtH6D+GvFj7Rsf1v8WK4Guwj8y/uYrfr1JlAkBAcQbXhxXdP6Y97Z2LiOm/lb4BMv536L+JYiKJcmrzv7egU6UyNva/l8cNDvaX4r9o20eTPqT1P3T+mQZ5lOw/1qeNENaH5r/0074LojnXP8IazaynJea/uwrDXkyjwj/K4s3MbcrOPyoujHGyYvc/SFu0gOYCiz+NW2zf+gT0P49s5km1Fse/DpgsIVs5+b+xHcsEXbTkPzjUsJ3Oos4/mrTC0v5D8T/08fkDC4fjP8uQCR47WKO/fhyNpdKS6L8rMXo29YTlv2qGQRtzYuI/yhKXPILx5L8+8x4DKsm7v9S63Ke8Pta/txWjZtlY5z+je+Vni6vqv5q8mftHRdg/wH7dF3eZ8z85WmWm3S6vv+AryVe627+/ygf2hQyA4r97Hd3ciznyP1sVQHQjY8w//j4jDvEjxj9Z/RW5rYXbP0ZzvaVNhbu/LSFNVluS0T9ILhVBlifyv/q8hzb+gcO/Y8MNROyH6b8A+yH/IV7gv57gk4k2/tO/rNmG6nVC9j8kVL1mz1HsPxRP0KnWsO+/jQTzXmk9sr8Dl6Kl3tPmP7LcJQKWa86/Ym6vqqZu1b+xiEKMbZ7pP8d+oua38O0/QH7OBPNw9j/dGuE/vt/2P7Jd3ZoTKtu/q0av5mxw37+OFT70HvjXv1E0eB0K79Y/UmA7RI93tL/V09N03RT0v7N/RFjXyLO/+2jLrVfa8j978GuJTXJyP4CbTst4dMW/zk8xlLOutT/luCBLzt3gvxtLi6WJj/E/1Cin5D8u8b8/LyLTINHoPyF0XaEqXdU/nN0PYafZ3z+uYWLBGBPnv4Ol1PJ0m+2/SjkeukVu5T8uSemaBwr1P5WNJ+ETrdk/6otwFK8jA0Bd5eS/xKz0v9UjCKrAH9k/ZsMgxU437T9TtiZWfvfuP9yAdZUppvQ/wktl68Z9wz/GKSe2DmzYv0I1g9V6af6/Uj6fy+Xu6r9ofyjhlOjVPzWcZlHvxe2/Xti7SlsNwT/i0cC6NfQBQHguI8qTs+M/y5077Pqd47+voSP3mxLnP/vXWN75fuO/TbZ3rg6EAkAVh32iYYTiP196WU/l+uA/oGCbzqzQxj9dDOqadNjPv16yzfKjlt+/kBlFaoCeyb+GWaIKhsvOv5epF/dd4Om/m7BO1w/XBcAc41177OLkv+HIYAA7ca0/8kaRtItj7D9bPAOwpqKVv+C9/Q8RDty/9XZyR/et8z9kSf44T3LzP5mlHHuBcOm/+D6LnuVGA8D1pAb8ARH3v5839ghrEdM/7f/o3j5U9z+EyD3KtNj3P060uBtNrOq/53qVpanD6z9dwm/i9P/kP0e7DKtMF/A/2PC6O7eY5z8xzTlIYJr3P5pOr9f7NtO/AZnpwkFp0T8iZiKFFmztv6Fu9Dyi8vw/SARyNXat2D8ARE9HrvjpP8U5G0EWv+U/S++W7Xyu57/t6VRAH/ncv2a2PK8x59A/zoRtFaVO9r9g0F5zQvfcP7XKDnaWGvk/3tZ8yRgT0L+xATgf8D7ev3CvTdBaDeG/Ssi5a9mF9r+N42Cuf0v2P59mSgxCzJG/KITEsRyV6r84smq/w7rUv4RZ2h7iB96/cOiIQm7f5z/rR9XVvkimv75/DhkLMdY/10FPS4kF9D/avYRjj/yqv/dStjyrAuY/ReUj2wu2BsDpL6gSpfHcv58mWBB3ZuU/zQBgmhdp879L7W20M7Dxv9Ok9feJ5sY/2iApHj6W5b+x8awEutipP3kSvBSv5P0/Dc2Yq7tL2r9SU5QCD7fjPxezNKdjDLm/ljLQq6zB878YquUxzH/3PxOq1UrgyPm/F2NHNRbD8b/xj22dk87+P9PeY8pfAem/Ri2NBPHX4D/ANlFaSXjQPzcBCcXqS9S/4Hqaoy+N2L+LL50LCz4FwCe62Dsq+eK//iSD3oyC7L9Ck9bO0jO+v7Wbf144S72/EYTq2x7h4j+L/MRkAk/Tv9yPr+C1jeI/0y1SdmbCyb/6ZS/UP9ziP/4MLDuWteO/eyK0zUaU6r+QY+moV5MGQF3mmhe4tNY/0jnF24uF57+fGG1wfG6kP3a8x/c/bO2/U6qu0YHLxz+ngNBRQL/lv4u5+SZaD+k/28aDfT/5rr+qq0uBvLDUvyzI7ccbPMc/+5pvlFJH4z/WYofH+7bkv0FNr4vWArI/5uTJ1N8Z9j8Ah8uDfWzjP/1772rF19S/d1227RJvwz8s3GX91r3uvwxexuRAj/I/2Q/VlkDGzr9YcLcW5OH3P3SLmukdhdy/jAu823x14D8r/9bsGyzpP9PAQvDkyrk/SCluzinv/D/ffO5bRljQP8CQiANRvPA/PMJjZjxoAkAXcH7YOEbfv2Q9xKpbHOM/efTL+DhO9D//G5pglEnov76l0HSY1sU/f1ElRdzX0j9RTOLjPJXhP5WlgZ85O+c/31y5PvaT4b+vnBv2HOG1P+f8M+gPAvA/XrK1XYVtxL+UCKAumrv0P9eJDlnI5Pa/YL7oDiyM97/8YlU8IrjTP+8X1mEJBQBAEGkQYowUx78YLNwA4XHLP+j4h1t5DtC/uXGBOnAr2T9cyhvVflfkP1FG6nOxpKG/Yy2JGB5U1r8Y8ESx7f7yP5iFAko5kfy/uacDQk/B/r9RmDIYCYjBP+nQ/UUXHaw/4uVcUqnf8L9iF88WiWv7v42o4GgRbwLAjTKyuFuD678WqScxWkLzP0pdXh0gLP0/25hD6aOy0j+STZhXxv3vv0A+Fq/Mr+O/X5y1t1B5/7+OHAx8nkDzP6DOnCtvWcc/wZfZsFdG8D/N44kCiYHvP9QKpiUR9uo/R9AAWRaWzT+Uiz+R8ZLxvzL4DSmzPPc/FljtJs4b9D/42j6IhvDfv9lSu8ktHcw/k3XSzZmK5D+FmWz4hyr2v6cn5xUKWuU/CR+eTEz56j8ZI6br+LH3P+WQSQUBr/8/z/zO6Zlngr+wuGbKZT/WP6LdmMQF1u0/GfA9hEsnAUBZE8jAvEkDwFpfCzE2+v4/nAiTnup6/T9boPwgtwjgv7pjlXjr9/C/Uoqkpa2y47+DlrIHyvj4v18dsjtRSfC/Woa0zA9O9z8DrWa7ovzkP36BMKBv2N8/GYDl+shM5D9OOe2gjjP/P2Aro/DYxQXA56JjcPx05r/7ENXhAu31P7zZIrrnLtK/Pufr6QHh4T8n9irHD5zwP5UGa7KTf9i/iD54KC6B8j+5U/HPb5W0v1EwdvXCHMm/KW5OI5e72b9OFYsKzsbVv6oS5j0U6PW/AwcNa/oy8D/tnCFhXiHCP9TQW0l257K/mriFCljv5T+1E4KqR9PqP6cEC0ywy/E/d6pyZ6W+/T/l+i80+brSv32oeU7cxf8/KP6wSYcE4b9METGTdZzdPxrbyxfFR+o/J8LHipt34L/IkD4796bLv+GxljeqF+E/XcrDkPF4vT+j3XoFpj/dP/BAuic1RM+/fjx3YQPi5b+rF+T34XjPP3iC/AAC99i/Fbycohv3AEB00cdtFqbRv7VeCeUk2+K/HrR6uXax4b/B25FMS6rUv+MeGvG9PfU/BJRZodfa1b+bbfKoosn5P9EodI+Kn+u/JwQs1EUN9D+/eSzwoHnwvw98HVTGuto/gezymmzT1L83Y0h+4QP3P+LJVW2QAuG/88S3aGrAsD/akfsYwTb2v9xGpjrGFPO/zIAyCmL2wL/qgDBC2IHiv4EOGHuP6vO/eAbC3yHj8r+4HC7wvNPgPy2vRqJP2+i/Lj2dfx3rA0C+r8rXsuLuv8S25zTzqrq/v8S9TjqW6L+paZuVuPn0vxmrHm3z3+8/YktN+UYVAcCjvQkso6PwP4/K8cSsxr0/KjTKWWiJ3j96t7hBLxH+v+BSzX/Vduo/ABcmsU8a0L/DebgqEKHQP77G1tyuprG/7QVN0n0Gjj/DYJN4fJP1vxox598GlPU/WlNqC1EmAUDOTXQkRWMDwB719WLiLNa/O2bEL/d3oz/8NmDWuGusP4oyPi89teq/Mjmt5n5f8z+nOyKC8PawP08dX+RzGNu/lpv7OGut7T8VCSBjgyACQIsNS+2k6e6/sXXunbXfwj9dnI7rYHPRPwSI0E+WI6S/vsaV7MOa57+nwS484872v3dD9YP47tQ/rP897wuw/b+0YvUGGkXxP09GFrDU/e+/sBniSux54T/QSXxcg7bfv9d8bmb5m+s/G58SCaxo6L8CVyV+WGPgPyRgsI4Cg9m/Q0Cs+Du2xT/F/y0brZTnv471ABcUW8K/6l7q3IRUmL+FuGK/nCT4P2FSMhtoHeS/waJg6oco4j+AJ10nmjbhv+Mb362MMdE/7JyezSa0zb/qMEQiXSrYv8lBf9vFWtw/aIF5a4wpt7+mcONB5EPUPzRSMx+qoua/cB5qCZPl0T9q/MNhEwv0PyrwrN8Oa+e/1TWK3jW/2j/rN52k24Hov6ibCTT49Mq/Kj/8PRN6+j+dnfLeVtvhP0PR3ZDAkPE/z/bOprTS47/wtTgzgBrXv+fVhsfgdvU/MhrRUyIhxD9HRjFHHU/EP1X6eQ3+p9G/RnigZpya9r9KhZeshqvsP3VenPXfceq/GPDuZKgH/r8t8nTbYA3jv1Chu1rPyvC/dnrvD9ny5D9+wsMuLjndv1Giee1tguy/qUAChsgT4L+X5BQS++zYv+NyEdOvu8O/XenHmmhu0T8/YQHTPlfQP6PFUCI/B9q/TsgE30Ys4r889Jjtm7bIP9x2x7klIuO/Gbp9KbS42T+oAWgWpArqP+Ih++Qj2QBAQa1FFoK4yr/IxmY8pRXkvwrc1Dxj1+O/0j6cUR/Y+T/ZhVo5nroAwFyGuP2M5rW/v+MWJzqp9j9/E6BP8FbiPx4gzMh0Gum/mn/uZlVqx7/i6ki7Uijgv/QCTwWFceC/3Aw76AUp5782tNF0+RTyPxKp0f9OzN6/yQ21h0ku7T9X1870AGjNvwPI2kiiJti/3jmcii86z79bEvpDKxvjv5Ci0TlspeC/SE815OkQ8j+AE/p7sr/fv8TEqle9T/I/rTmEnph78D/Vwmd/OW4AQEZ1Oo3Zmcm/ou4PnvYa2L8e8TnfVqjrP2fanN35EvW/xFCVdqhFu7+f/gKOWoPxv3Mlq7kXO60/QbyeBJNk+b8XcTF3S/nWv7YhVhcyNca/3Hf7me6s+T/iMYU5waj3vyMIf4uNN9k/nmhhlfg/3T+AzpHlwEbpPxLWn1j1EtQ/byCXhruo8j+dw/7thj/+v0iZ37UFC7E/h3EM67+B5r8w16vRUjb3vx2QOWM2Rqk/NlTbEjER+r9fxjvLddvXPz52/NQbr9M/DRZ75OlY1r/BkVQwd2Dfvz2DDsSjsOI/3eVX15B3pT+g8NFbXX/ZP3/0EhzKN+q/zcdFzp8D0D8tfl+aqRzlP+GR2yWzfOQ/Gmq+ffIY07+EC5IPyBqsvzEXIgngPfq//n5BHdan5r+CraCvMLPiv6DRaLqFpN6/nGvDvGcP/D/ep4O7kCTvv9Dfk91qZO+/pnTR8TaC+j9GdOR2hnT6v3plqJdiit4/nYZDG0kw8z+1TkMDg1vmv4JmZiggrrU/KQ/r2qvq9D8lWeFlMwMCwChpDhJsF/4/1bNfCmEw8z/TIv+MgDP1P/WUBWQtk/q/K02hSfHo6T+4SFqsIdPhvx/aK1SxCt0/3EioW8as878bJ0MEyLH1P8xrUBOMmOa/cvOUFqAw6z/JnpTYQg/rv7sU8Ft7X/C//rcg4MZl6D9imsixt43TPySu+03WW+y/hVZhodKG8b+y9CU1SDDaP6D2LKdNZrS/FRq8Kc06tz+QNSzKygfpv/ycWa0Lz+c/m5Amra6X2b98axQo+Ifyvxv6aJ12GfO/tLu8lIdJyb+MB2ImAS3MvyGtGdD5AcC/PKChdu9gzL8tB6cR5ejOv1AUdAO2m/K/qWscpPFaA0AIfaUtjenTP8gSW+HVpea/OFcGhPGY6T9N39bPSyb4v6a78iO+OvA/r7Rva1bwyr98MZ89SJalP96HG8F4QfU/JWASsChS/T/hGHeOCCzQP8Vu2gQ6OdQ/uV9RakgS+L8rp5MrQgLxvxAZOx2bv92/Kvc1b0x7nz+XxgHUW5PcvxYV/9SvINy/MfRraxjW9z9IX+ZZ3PUGQIoVoPFWdvs/uULFTGL2/D+HavSwoyTAP08cCAVJw8q/umzZqe7Thr8J0Pq8o3/uv2ZC1gBKivm/EL+1u6Hp8L+57L3cxTn+v+kQBLIxk+m/YmrC76OO9r/G2iWli/umvwjP4ybh384/v6O2F8Ge6b8TbJgRP0XlvzYb/BG0Cts/jnJ/fnsVyr8MXXwV/bftP4kXnHUx0cK/ziBZg2Hz9b8s9PIgfM30v1Zj0azlfNg/MMpbcIpm8z/SAZDzVfnVP4FM2V/e+ee/0UrKtGfT878m7H1jozjIv4BWmzGER9Y/FXlJD4QOlz84XYqGZnTivxzpRnkhOPA/E4olkjhQ8D/81NFh69jyPzmgO7q+xPU/ognZ/LGb2L8Gcrc37QsAwN3XPOyESsC/XN1g16i4xT+t3E14HkzxP2MocWf63fa/VC55d9NB0D+ZvotdNVL4v1PRTsfWrbi/5/3WPa5i2L/0zLClx/DVvyXakSjtNqw/9kwBXZZ1878bMCXZfWGzv1PF7t/509K/QlbZW4tb+D/ePnmglo/yP18oxzge1ds/sm/Jyj9S5z8CYyXYqqrkP+PBkOYoO+U/FDBY7Je84L/q1CSjZKbfv6RaUxZdru4/TKtaStYN3798znmyZYLtv33/vxZ1TfU//r4UTo6d0r+2PFK3/7H1v+pcw2/Pmc8/m4B2CR+d37+xFtkZ4APmv6oAN+mc/vO/o9UrHmxVxb+XE0sGphjxv+46Ne365QTArh29bRsb8D+mWpRwNlnyP+vd+bsofN0/XW64LCdM4T9oVvNlrYvoP164EiJPc+o/p46e7T6b3L8gYkHz0Iniv/sj90YWtvA/EdQC7orI57/5RfXSCxnjP/3irJR6zvM/8Mw5d35p4r9OPWF3fnzKP93VLfB9M8K/GOuzDoM3kb/8zQEQcmPzv0ir7gz/huq/pvdEqT362r/Wx5QYSzjoPzRl+We0wu4/hWlAJX5767+hQjDIDZnkv3AWLy1xBqO/kmvMg0+k87/XLIUf1n74v3SOQZYUruo/1yI+2s46pD9VbQR0XVnwP8DcPS5a8Mo/clKKxitk9z8dvh/jZdH6v4MEBHe+u+c/XcHJCBoi9b/ODDihmCv6v3+LmZATF+A/bBK9utWR6D9DGE3m4brov9UvGAvJV9y/5JEK9J4SnL8vd6k94F7ZP+007Kmnxck/Wb4W6ycJ1r99ka5JfrP3P3tI9ql219k/CawbuZVF5D/FE6/bFHfUv/ivS8n8o9m/Ll0EpVSj9D/wm5NxZ7/vP0zuIyScZ+a/Gec/IlqFuL/3ph5Jfuz1P51gEKT/R+U/ld1CPVF6BMA8Ud+LIxjZvyNuPcIYY/E/Vxo17JsytL/iyH7PDuLDv+lNTkiM9tM/5F+9G5t/AsACdwRCCVL5vwA6a7Jx8tS/Sh0P6DnGiL/Dk2qfOE3oP8Gis0eon9A//u4U30Cm5b96E8F3C0n8P1oKj3yMSce/Lqq3ihPh4L9smJappF/uP87AOJBKaeM/hL3pcIMf7L84oNyhXXm4v0BfAdtrFc6/HaJ8ftii8j87ngFDiQnxv/FMlEzs++u/XRGoLhmp8r/ypMZhzav3v2UJySTPMeu/Oqz921+o4r/woOnJUkDHP/loJ2GHS/S/BPW9Va9a+7+m/xRFaQr4v7uW7B/AAPo/wEFLdoZltr8J975hxsT8Py5naIOOqc2/YYZ3m+az3T/wHPvFnrPzP5j/FwHkzwHAOxORTNc45T/ZeaUCvDngPzRledLuudc/zLAwdfyD4T8pF1/XmiLUv8fybNPAWXo/99/bqjjOkL81/u54l7vwP9BA00jlGdk/TJ9ksKTp/T8do2eV2QuYP5hYf4A2Y8G/ZUmbgwxb4r+a7ChQFjbnP/qf3XxK2de/OSec7x4E8z8i3CmLLBvxv4Mc+3Oscms/Mds4fYAt7b8Q4HUkCJXmv6Og0B/nr5c/2mbHcM9Zwr/BRAWv6jq6P7GP3O7qOeY/p6KbJOsX7j9LgKvHFC7Qv25vPfCw3dQ/mXHIwEwM8z+5ePvFBVjxPxF1j+mGWve/sgfE72/o4z8b2VLEdCjtP+Khn0kMVPM/NSADCCBU9D9bcz3IfIzxv8VhbYoCsu4/qJthJSwjA0AvBw822CHZvxVRxD8UE+4/tUDO7Imu+r++DvznZA/YP3/cpe9ldKQ/ed2dhBT02r8wBUKD6IPBv1M7wxxDQPE/UBn9c4Li5b+yQl4B6dYLwFfQdY65Kro/RVbQeeuy6D9j2uy0az+xvxSWJNOStOS/stfkRzLc478yYX2kFUDEP6f8iGOOavO/TK5UXzJqA8B8jdoDoOr2v6k10hey7bK/Gy91bqwh1r97cy0U+of1v9BXS19o8fS/d/H36+Tp/r+yK7t0jaXTP6QfDe9Zr+m/uxjIY1Ov9T+8RhewEOTtv5fF0pQEz/A/8IcOeBOO9T+PXLZqGo7VPy7Qfv4VhOM/6js1UIjP3j9xzC5ouabRv5dJxs7JCu2/MPvSC7eF5b/KVTG4pITwP4qSE3vBvJg/PLbo6dfR+D/FK3wzMXHwPxuW197LlsO/4WKgQUpx5b8OZZYHkG3Xv+JO1kF2S/G/+Q1rDUId579YnFhLvKPbPxbkdpvLgPE/2b1FFK7r4b/ILFQBuvH7Pzx1sc/rDpa/+ohOkMzJ8j+xmbkj/dXCvzujoUYuNtK//8HC0xos4j+6H5JjfJjkP3kcTKe44fC/CwKZmvyv5D+K7ekuWTzhvyU1ennnuuQ/NZ4Aljh93z+27dk4yxH4v+ETu+4YQKq/afcCWi0K2L+WRTfKZ2/sPwnNdH9li+G/ZOR4Zjm09T9lOBTi/izuP5wtEviT8us/d/H0RnIVAkCGP04aagbvP0r7o7NL+8m/k0G4H6Dh4z8Up66GdyblPz8aGsmEuem/OtEVg5zCvj+YWT7mDj3+Pzj+umbvc9k/3AnPUvVQqD/TNmOpv7TpvwfpKIzo/+U/sRVpU35I7r9G60FDKYjSP83blSi7//a/+VjEviFb77/jHTx0yKriv3SzT9sKCtK/yJk3fQfs7r9d5EImgdMAQDzob9P3nOq/LTft8PNY2z9uKtf97CD0vyuebKLQpwRAxnVRu+771D+D8xNeSqfmP45+s5+RbMW/HhURwdofAsD3p3baibn8v/GeXj2lxMw/weqeO1mNzb/yJgIK6VDwv7EUp1xxKsg/Eed6Y/52DUCcYA9vjjbpP/D9EBIXkwJAbm/CkmIJ6L9eWPomEsHKv/cUt2sRpsE/4T+fPHog9b83PuEtKujPv7WWUbAApeI/LoTnJF6I3D/kD9S7UB7mPzhG+RoxlOW/lbu5Ebcd6z/nB6EQc0D3P5UUdW6/FvK/kQuxmPiA6r+5SmLH6AyiP5si62hKHuE/SDX3rhXS4L8vnI4IogHgP45cW6OhTPw/RRPMgpmf8r9jZbQ0bo71vxlW0l3hF/Y/W+yiYkFX+b9tagy7KYnrv7bV3fJyONu/qbti88ak0T+0h/0O9nTuv0+RdUJQH98/vfCQ52CyBECHd3VBYn0BQMOJmWSMVuQ/PgTcQGn+7z+4ijjUG97YP6eYQIMbveY/o2iMIK+lxz9VcLw7ZLvPP4D4PWSkPak/MwphqbUA5b+vOWPAD03hPxQqOt1TWPe/RgzdJnf10z8CGYS5gp/Vv2FV/TvBgQDAswfdk+y90z8NOgXbDb/xP6+oomjKzv8/1MIogvNL7b9eIR7HAxb3P8JReMX7p/c/LuIeJCCR5j/6Ou+eAxPuP5yVSsTFZrU/4xRvGSuR1T9H15PnVn7FP87doE0k5uc/fzBTbIuEAcBd7OLnAnzVv3k3uxwVm8K/gv7dJNqU4L+NMjA6zKLiv9rhlgr/Vuu/pBHj/c/T9z891jRxBKHTPwqACWH+/ds/yMAj+9Hcwz+uXeFvPJbxv2gbTEpc8wFAefmU0QYg4j/UFiyFOs2wP5JO9PNBdAhA1M/AQ6xG3r+DGR5gy7/zP/s5i5RDiOW/gn8Gl2xb0T9VzAimGroDwHj7YthI2OA/JpIRhSFy2b8cbAFraQ/9v+WA/jCUmtM/GJwGACFh9z9qORvQWrn9vyF5di+ekvg/YyaaAJVLxr9DqSCywt7uP0ry08Lqg9y/cH11vjq11b9WSBIxisX/P89KXIyYovS/SGyA5FYl6D+IMdEuar31P8BImNxnK9G/myleX9Tpyz/85qGoomPfP+5P8pdr2u8/wxuDK/x8/D///yLds33pv48wv0tM8vW/vA2aTUvEtD/rByHc4hffv6nMhQaUl8m/i8gxes8X0z84LCk8AOHovyK+IHlXtPk/1+gLtnUGwj9x5G1NxffzP0D0jJ08ldg/UZbCJACS3795cF215ifTv8C05uWatOE/Pt/XBwlgtD+MdwKge/y0P519Y4P4zLW/cxxkpn5Q/D+X8CjsFHf0P0hZXZxK6NW/B2xB+zeC4D8GpGgs3LXkv4DII+Wh9PM/ULR/+ijN7L/MbD8lwMTlP0W5L4HdlwHAZTeZFwh9yb9Tueo9nNbgP3CAmYGrzgBAjb0GKqDu5T+BMSXX1/fzP2nS0KC8u+0/xipWw94M7j+QeAccv2v2vz/t5irQRdw/k4kTlmMnxj8lUQLvwD/qP5hnMvHZi9K/dtE73Zcl0T/GSV1vuNa4v0tqhwbCSPc/BJ8AjX1r4j9wTP1Ez9jyv/2xyxMbLYY/ILwr8lDO5L/CdoGWoazSPyAE5xpssMK/kNq4RkQQqD9mX1tHfNvyP/x3XunSFPQ/RIuwIN15xL/I+MvyCnb9v3qVj8QN/OI/dUDJBIF1179EhbPtTzf9P5c+qKdUEuo/SakueOZr8r8TwBAIi0y9vw38EZ1OkPa/JSr+Z9Wo9z8aVDsEfNXLP8trXryJb/a/5ZkUYT/4+7/7a+KWLCHwv1H24CZeUd8/C2mzofbT5D/dz5SAPzS4P1e+9sLAxcY/lFxicDYvA0CnwuRKyVHwP42VOU8KfNm/OzQdp2tv879mWxCT+H/RP1wiQNV3NLA/uizM95UfpT8XyZPXaLvjv8B1Lq7/Laq/pbooVi/u8L9KRIle2ZMHQB9DuwCHxOa/c//DVMUA8T/GYXw3Q9yQv7T/1FprBsu/LeLftJ/B1D/hlcfNnGDtv3PhjpEhKNu/fniLruIx1L+M0gR08PC/v6zYM9obHvM/RO/jVI7m9D+K2TDm6Rb0P6DE9AZS8O8//2XEMDU+5z9F/XlqPHf1P4+lPUfHDus/i3uN2UMh8T+wgleCgQTrP7w3WC1j0u4//L4A/xA95z9I8hTbGQHvP6nE4Vxrh/E/OKhhhMz58D8rqn+4vU/uP9o7WxEUH/U/qDEGqfGH9T9HqwN7ZQ34P09Z4H7pOfQ/xoqDgXFX6T/g3kxmHjTkP6zizsjZffU/0fqUuJTX5D8J0DxG8OvyP9JwxRSdevE/WU/+Uvpg9T+4dI7h/a7lP6Dv8G30Jeo/RmzGZxv68D8Kar2ZNczvP/qTmKeRWuk/NAdEsMVh+T9ebJKNl+34P5jYefjBifU/gi4W672B6z9vvNwwQy/wP66v8UI8SPI/DhehjOOl8T/SsvUofVTuP0bpNt3HVfU/8ebDtcQZ8z/mycaBuaLwP9YSShnOQ+E/LsRQYncV4z/3C3y7rX3sP8bdQETw3uo/Rz/MUm0v8D+2YOe95bDpPxZowVFDkeM/Lg7dSYnh8j+IJaUzLpnlPxBimkl4jOM/xFK+pa//8D/mFkogD17uP6RkbOi4HvQ/7KbiCog77z+Y8MahybLsP8yG3GuYQOU/Acnd8o068z+OO8RaZifrPzLQtCTNMuY/YAcDirsj7j+pr7jT11DwP8qjMki2+PE/jKKwY5Sj7D835xMbs1fqPzYpuuLLMPM/YUjfd6vY7T8TrV8kzw72PzjBFytOLew/71/q+O268T/OfRuayj/tPzf0sMU27fQ/6pfvL4uN8D/nSZKr/LrhP7TVIB9CY+s/cNDPcFpe4T8IUiEKg93yP2OE5lOGZPE/v6YFOxOm8T9VD2mkibrwP9KxXsr/+ug/fWRY6wpM4D8IYEKNVJ/vP12Vbl76Oeo/sHXHqQ2K8D81MmVUIAXxP34fcE+sies/7NJxvsgf9D/+DiH7WMDyP/sBl2ulrfk/nOq4Hu876j/mtxyojVnoP43I0YlssOw/TcjsN4pP8D+yoUh9IX/oP1y6IP3ue9Y/OATI1XdW5j8/d09ok2fqP5nWCJMJYPI/3kK1NGG88T/VzPUGxNjtP9jAUv6ws/Y/zmt0fExA8T8Xmcu4re3nP/7TkrqRQfE/Mjm5Hc+r8z8KjYetFTPtP/KZhuLKyOs/tEdMJtFe8T82d8R/zlvzP9mG+NYOTOs/56se4dPV7T9b0F0+ZaDoP5HcqR5b5PE/0hKQJKnE7j+umznZ4Rr2PyIeK9Ee3uU/NzzmhJc09D/etC+au0jyPxvf5Mn8C/I/bB73DQ/P8j8bziRlR1TtP54kz9Bf4uU/rBYaaViu7j/ZUcl+3j7mPy0gXM67w+c/vtQF203D7D+adBEpvTvtP8Xw32zvCPI/WX7Ow40W9D+SMQQMulDnP5ZXGVMgs+0/OmFkTWJc5z9y/wmupaf1P86Zlfz4TOw/WSqowXTn8D/N5LhczIbtPzPchBnQD/A/clBfQnbI6z/JA07vfjH0P03dFcUc5/E/0/8jJHnK6T9sa9jAU7rzP3eCj7W7e/A/+qvfqkES8D+bxjvp7mHnPziMy00f+Oo/zm7fKsuT7j95u6U99FXzPwsEVCLRLvI/luG6hs2U7T+f+dFpfyTxP2FHjG3SSPU/rxdcTXR28T+uoRGk4sH0P57Ol11jDfA/+7Cxp7uD7j+xtlih3CryP6+Qxy9cLvQ/ifb7Ht0n8z8UHWXB8C3pP3DgnX9coNo//6ztVOGJ6T96tquwiLr1P47TORnkMOY/qioB/pN68j+gIQMPtMrjP9rzlMZEXOk/vE9V6D/T9T99w3Rs3jzzP0Z8cd9X5vQ/toCBzLq84j8y5jf8el3fP9ghRavaJfE/QICWnRng9T+JFKwYxjTwPwCKw9a+9O8/opLR8xHN8j9J66PbpUD0P3ALpLaQlOc/3Mcr+vpO8T8gPZ7fEm7aPyrvjbM5zuQ/y1KUh4Y18z8m1EoA92r0Py3eUAagf/Y/U4qjgPWO8D9uN9/U1onvP4P2YZqjRfI/+qujOJtz9D9EEMHcMT3xP3QiYm8ojfM/+Qus6K809j8BLxYvBX7zP1gSdO4BpPQ/+cLVqOQj7j+cZpPYAhr1P/xmykU7TvM/w5qftjk36z/POksYLPTrP3KzdzCgf/Y/BLaSRC9G8z96MZmqdajtP0GhPSHFn/E/4A/Y118R9T8uIXWuSi3oPzyzPiUOAfA/goDrCLiS8z+nc3MjgPzlP6KlBnkWRek/NjhB+hPy4j8Y9co/Hl3kPx2XIaFCn+s/7gj6IM/E8D/nnvXfjDLyPyPShcvIUfQ/tUGIGaBY8z+IfQLhq3zuP+ZpCCGz8OU/9G3weizE3j8SBeGN+zzwPwsYopYolfE/gT0OVcI/9T9GrR6kyEHxP1DvM6oLy+4/dXbCZMW79D94taN2X4b0P7PYja8WyvE/qZHbk/8S+D9joybAYnPhP0Dw24tlR+8/h0yoI+xY6D/6u1JwYXX0P9w705Yay+w/NCkRDWfX4j8Se8hyXajoP1C8FfDiD/I/nlAYOeu88D/kQsAG+Dn2P6GeHMs3svA/b63V9y4a8D+Hug+cSifsP55YgNJifOI/gsOAUy4N6D8MGwY+IwfuPwgstPebTvQ/4beghiGQ8j+IC5Z/eNrtP342u/x7UPQ/bg1ndAwp7z8ekHL7s/PqP+iQ93Avses/taHkjo/U7D9Of6bLamHyP76lP6ozDug/KFNyYRXE4z/SNjcmeHbyP3Qu8MuIpfI/8yOHIDLD9D8kX+dyexrwP2baW1oa2/M/xM7x1iey2T8vHtyUOfrsP6Smr4hQuuU/UkvC/vf16j8nJTItRyzzP96MMFccS+M/BYqTmrcA6T9U8oJ8AgXxPxM5ZTnLwus/uFYaGcw58z+jKrJeWY7tP1Wp7eoIcvQ/s5o33v6v6z+hbAf2Kl/zPzo76Wrr1ug/ibRLP7j37j9jq+BUn4HuP0D9hQHEAfQ/0Vn5NsOf7z8XO78FcszyPxVT/Mj5COs/qG2NmLLR8D9mdHwxKPX1P4SQ7LtOnfQ/aVUFjeiU8T8T/C5KHzrtP0xwOy95Sec/Mjzq88hH7T98CI6yXu/nP/7Q4WS9T/Q/BHPOj/KR5T8PCzbAMsn3PzC7Sk7Ele0/MFteisWL8D+KA1hDYbfxP5JeTqSqpeo/yuU8Fqxx7j+G3HMZ8FnxP+NzHWOiIvY/w+CTmu5u8D/DZoFT7ajhP4ljYIAlwO0/z0VR8S6/8D84flip7ijqPzTyYj7U4+0/ILnaVLQH8z8ikJNe5qDvP7pkWoq08ec/HwGN71fp8T+ClfbaQf3wPwnmAOGA0+4/pgSuvJOd7z+ouMnZqe3xP/GomaNz7PM/ogd/Fe4Y9T8SjBZG33XqP54VT7asfO0/iSn8zguL8j/lx0dAMSr3P/7d/aidcug/sCNqZI/z8z9tiEVrlxnxP/ZhZ13msPE/vBQ12MZU8j9aJBPT40XxPzdj9sEhJek/MfugD7IU9T8TBVJwEWbyP2AP+wwmE/I/rFdJHycl8j8EBz9YwfjmPyH9EMtGSOs/s4R5z3v84j9cnEXgmTbrP1TGda8IoO4/8J0D1wko9T9cMhZuvsnnP9c0lKEbqfA/nqmCvjCn7j/JMo3jK93hP38PBbnm2e8/rEzRluhp5T8SoZnZiSH3PybPAIYy/vA/ZjJu3If+8j8Q1YMlzxruPxm8glo2hPA/iPYf0haW6j++GZwww9jlPws+r0wvB/M/F2K7zsfx8D9K7h4jLg/vP3uxw9C/Heg/5nyyq4VF5z+kAnDe9C/qP0xcnHvPv/Q/6OZGaaGP8j/++K1cFu3vP8KBnKqpF+0/tGpx/6C+8D9aL0zldzHvP8BJyAQrVvM/X8NRLbRw8z8vHQi7uk30P5aYlw+S6O0/+cLP5LBb8D9NmdTBVu7xPxZNVslqh+s/t5btJq9D8j+s1W+1rQ3xP2Mpk4TYo+4/sUNlnzAi9D82dzhu+gjrP4msoRTFw/E/al6J9HLm9T8PNQ1z+w31PzZVwRh7O+k/1GZO7ibI2D+KzT2UKkXxP06d8wZYk+s/ZI2ojQ8C7T/MpprFUV3xPyU6UgzG+PM/JkT1PTyv6z+8OZJfJbv0P8h44RTlIuY/DM/qn0Dn8j8q5wO+I+z3P6SosD6M6fM/HSQ+XU4N8D8X0qOLDF/lP0cK/S5QvOY/rRuKh9ye8j8NkR45o4XsPyXJrq+VvOc/TBP7WrZg8D/t4m2slX7uP5bjxbNpN/Y/zhU+1aer8D9p6HCnSu3wPzuCG17m0PI//YE4lpGz8D/Zx/AU8mn2P/iM5C/6yPA/fSaRdHuM9T/CggSk/bXmP575zep9X+k/mSJdIlrW7D8OGmAOGXL1P+OpJTU0Gus/QujfA/9O8j+KNNrHCNbuP2yzGrXlP/E/4U0VJBD68z/iaeyyBtjwPwNGOJougfI/QNeUQDuC7D/vx0F+XuHrP/3MTm7CUO8/mgqHNSGC7T9TaeVBfTXwP8SluxfUCOs/LRXr8+m78D/dgfuZfV3xP/bqS0htHPc/x00mfmkm9D+Yxya/JfDoP3tiXhaCUPM/iOHJ0HCh7D+nYNTmYofnP3cWmmRRofE/y66g+nBK7j/zRyC8SrruP8h4XzW5fe0/zELtUq/05D8wc1+ON0PqP3s4DUL4Eu8/5CwR/vUT8j/UeYt3CHLwP5dnHZXLqOQ/ZeQbI34u8z8ElhUNLnz1P9rdp7AvXeo/G0NMU0fn7T+wzCKS58D2P9wOHGJMkuk/xLdQ0s6F5j/6jWAyoDnwP84boV++S/E/TnoQcJY/7D8d9RLonpzvPwAwrgHw8OQ/H09ktfzh5j+4h8ramdzzP/JRpiM/qvY/NiNxDfxg6j+PUBQJZEbvP9IuOP12PeM/IjJ3J/FJ7j+OaCS4W97hP2MD0fydd/A/vDODKke66z9nDcm6P5n0PzoZZPKtN/A/Et73sA1X8D9wFVeCMmjvPwmggYPGquo/TWMqJ72X8j9CkezBASbmP9TqZzaQIOc/Wjg5rgBw6j8mifZrTy74P16SX4KCAPA/6lrOZDGY5j9C95Zbog/pP0ryfCvDet4/2UAd0fdf8z8qpLsXcsvlP2hu4QcgNO0/9z9plJUA7T+RTeRNzu31P7szHuUebfQ/glrnJYyq8T8r3qrA42nwP0wZeS8kIfA/DymwVubr9D8MDzrwicbtP+SSL44AIew/0BdPP/aU7j/A6/w2k3nrP3qP4YrzA+4/vHO3aRSl7j+8yGYwVKD4Pxainnc59fA/dLRGaffW6z8aEUj/xWLvP48KTPGHV/Q/iqjfZwyN6D9U6ThCpw3zP/CQiBtOu/U/HrQg4Yml2j9ujpG1diTzP9MHtWxogPE/1h+CkBMp9D/voFKJLULsP5FSsUi8K/E/o3E8+3X69T+Qz3McbEXxP6MPwzCLIes/AOD2Texd8T/KCGWvK3ryP+19h6SAn+4/oyV4ULYW8T+n60FaS0TuP+xJGoh+4ek/KEYEqak/7T/Jch4Ht7zxPxGN4f6od+g/JwyGF3V38T+2rBGdv2XvPyd7+dU/b+c/bkfIhbsT+D/VkGhpw07zP3TK1UvqaPU/3dz61J2E8z8NedkUHNTwP+bHK603Z/I/CvcCuWHQ8T8gFGkYtcnpPxAKbhT2VfI/88Lb4nGq5z+faxjP0NHvP7Jt1KfecPI/6LGjX4n16z8Y1AdFxIDwP3BuReOo9fE/dq9Xc1qq7j+BNslaGg7iPxSknwBifOU/4i9XnPS08T96wAd+eYzxP5sYK8N81fA/PJDYzLL92j9b5BZ1X17tP9hu1hcOjPA/FAG0lHFB7T+syc5gITr4P1dPZmI0D+k/p8JNM0uk6T8JIpTQhAnxP8g4FQz9MvI/GXHlywIR8j8c4D9XpGXyP8/SGEh6Duk/L9dqexRb7j8CdtM602rxPxHLokRB7u8/FIvZEIL/8D9AYEz0WB/1P1+QfJ8gW/g/ntLFehRK8j9tkfWdgLPyP5+CFnh7CvM/uC/WDVni5z902EwZD0DqP1axGSI+rO0/Tbp5S6b47z/ZxRrrwlHwPwrpsN7F9vA/EP6SVUu18z9kOx2wNzDrP6v4tIK0dfI/hNhGEiAD8D8i4+8d0svuP7AkmE/iI+Y/6tbBvKWx8j/2Lvu6KPTqP2MU0H6jXe4/KMrxkEP84j8icRvm9FD3P0RegSeFwfI/5PLzymQY8j8kXxy2ySLlP76VWrdRePg/VYTwxBKL9z8peDdnEnzxP53srtoVE/I/EsD2cAkm9j+QOoWTfknlP02DbVU8vfE/YRKgOvHy7j9dZ6cuqVjsP4QP2Xcq3uc/O292gpS+8D9sksRFnkb0P0eCCRzYne0/11zydTbZ8D+fovqk4DzwPxxrTlYzuPE/wOhbdaUO8T+3Aq4xnGjwP2W4O7b+nO4/8CywZ9tR7D8anaVQnJbiP3afsghaq+Q/fE/DhPGR6z9It4n9FcvxPz7G62PGh/U/7J6+Hd+i6z+FUKaeQmHuP+By4w6IcvE/11fvxjsc7D+y7rRN/MjlP4pjI0SAofA/LsU8hano5D8343dWyOjsP5TSqL3Jl+M/KArHhVYS8T+2AqeR0FrqP5neA2eUePQ/Fv/7jGck4z9vTyOfnIvpP8431bUzq9M/CzqYb22S7D9AS9xnqSryP+adDWcEZOs/m025niD28T+F+UOeWiruPwMccLu+8+4/+BrOVvtc8D/pRqEgRszzP1eIRVZDpe0/uZeP2ezO7j9M/1n1z9HtPwB9hy+NufU/zsYD8BEG9D8E3cZ0aNH6P8iULaV4hfE/GiF7bTER7j+ojYjQOpfhPyqiAG54Ouc/QtXDTaJU7T8Dgt8rKgDuPy8F1ltFxPY/I/HBGpFq8T+fG80geLbsP3xLGxhw9eU/jQRUwVzC8D8RE82yQUHsPy8ndtkvpvA/bg8Ewv8F7T+splZWdavyPxFySWJGc+0/D20kTMDN8T8/BmTYvkLrP/oyi0LXBvY/Ec4YiBBN7z8SQLSUoiPwPyfYx8OJSfM/qQYYjyZG7D+TSV7kk3b4P36cq80mqPM/cVw9UPtA6D/BwShI6XbvP0NrqpA00Ow/GKE3hS8q8T/43pGmlPj0P9NiFWIqr+Q/iiN7cToq8z/kS31BxC/jPxa7/e/vIuI/lwt24mY48z97gntNDxHxP+vuWT1v/ew/nt+xO8hN7D+QKW7FkNjyP5tEmwBnwOs/6Dd2ngt75z+s3R8xADTqP5mTGZgMIfM/qiQ/xCto8z8OvnhGNmboP7YpK0eQvPE/tUccPqUc8z9xQGXLBdPrP5pA2Tka1/I/WM1IJ1A+9T8diziZEFTwP5BvjvJVYfA/vlyAgmnk7T9Fcwx+EzfxP9BX4vt72PQ/k3rSzFzT6z8HAlOf0M/yP0VVVLIREfI/XOXGWEJT7z8uStIyYVbkP8Suj/QBkes/rjNu28A86T+EqDqNzWLsPxNk3LzoxfI/cE/j9vT99T/rN67wIHDqP2wbNeeaOvA/+o6ohyqC7z+h4vubifbwPyVJKSlm6/M/YnLyjIpv8T8rKLVIg1T0PwjCGPJ6weg/YRhnTspw9D9AUXh8/aH2P9ztP05xnuo/RIdtsZZz7j9apjnCThTnP9x+OnUxZuc/VjP6GWxC8z8Hdx75/TfxPwc5paaky/A/JseHHJ/n3z99/m/OUIXsP9oF0Jgo6/Q/DKjlaU8B9T/rSoqqp8/xP0sViaCg4es/5iyMn1MO8T+imyDkNjToP34HPJC8dNo/7POu5qra8T9Pdt/QuDHuP0vrmxTPSfA/dd1/Xrra8D+EZFvYwsDpP984uH4eKO4/0JrWHv547D/PQQnExl71P4caD7ZthfE/s+Mqf/pP8T8OvakwMHPxP9zvOHX8Mug/cixbeJ208T/E/AqaKvThPxBRFXYec+w/zeO5EXqz6z+5JGT45c/kP2hhURru7PI//lCtBP737j/jSr03hkXxP2wfO9FGOuw/4htX1NQ/8T9KPIUw+OHrP+O0kehUePA/CNDiO2bx8T/xDVZ4U6TrP5t4lkEYD/M/BWY5OZbG6z/xr0vcYyj1Pzrgg4I2n/M/XRWKpehx9j9I/LhjcpXqP+BWkk8aF/I/RhCXrWea8D8FM2kysIH1P8XfMoPUG/E/eo9ZdZrZ7D/krqb3F8XqP/gBIsz4tvA/vPG4G+4P6D8rsnGqylfzP7QYsEyHx/I/I0iIhrg/7T86NzRD4L/tP88PqnakE+U/1CtwHjwX9D8kXgMQbvHlPwlL+DjdG+Q/CHs+cPSj8T9ZHe1ENBPxP/KXcBqbq/M/DBsCmMp66z8x0H1X8jj2PwXBaT1Egfg/qvk6K9O59T8Q57S/K8X4P/cD3iULjO4/5WX+kEnw7j/ZGJ0eADvxP8N9O6iqJ/E/d+91jc0a6D8geygoG5rqP9BAtZGtqPQ/kmYmsFg68j+yLEM/aoX0P4xehub9rvI/ibp8Bg+W9T/USaNfxCfwP7ZJJD0Jo+o/Gf5VysHG8D94yR1EwCTyP65bAgD2lfE//qHth1La8D+IrH0Y+KrlP70kMxP5jek/zWrg8g6O9D93MqWm2OTiPyd6V1xHku0/kMh84zZs5z8kyeqgY4jxP6AYuRLp3eU/xAkv7OIZ7D8lO1NNKFrzP8BNeldG1uA/7GbU2mN19T+mfGrz9C7uP68oQ7exKfM/0VCz9W/i8D9DF8s4MVbyP/CAH0Ytm+k/w7H5E/oT9D8M/HPd7iztPxGjN0UYH/M/741czIMA8z9kEcfON8bnP3up3Dl3cfM/+I/7jjQS8D/iktNzPgHrP6YHuJZZy/I/osxhfxlJ5D/IfH3wFjPrP/t/VkePx/A/XEvtsVcW5D8zfRas13LyP1h7oYEzfek/X/ULPRB+7j+/zinU9nLyP7mpn9X+ce8/o60dYQmV8T+q1HbDdF70PyOQf/hlUe0/jGriLAce4z/MG/8gsZHrP8ahZ5gl6uw/kFz2bzPl5z/9Wyx1J7joP6lSGK8b7/M/ltL4JPSe8D++gJVCSvbtP1iHHFbyluQ/DomjQuca5j9FXHLoMWfpP8bil1TdQOU/6if6giaN7D89xvfV09XvP6oEUMZEVuk/DgbN+u+u8D/ap9Gwk8nfP5Z7GYrMlvA/yQ+NvAIA7D/1Dbwqoa3wP5pdgGc/yvE/CceUt/mu6z/7P4PKssj0P6Kb+eKx2vM/V3spSB3Y7z9HWSCw1DrwP4ZHTLbabfE/hhhCou598D9cc4yHTXTjP5vbgXIiguk/NadKW3189T+1tSI2jzbyP3YvzmhOgu8/6K39FyEs5j/qaHH7LErsP8GqgNzrs+o/1iXCMuo+8D8/GEx3If/vP5kYKtAq0+s/n5hwQKw56z8aCnIQbErxP9x1duWkw/I/jJ21QXj19D/lN6R5SWHvP1oC7if72fA/iEXKepvu8D8ymK9KdTPpP5nJjuJp6/I/1EyvvzKp8T+qW1nLQkryP1jL2pFUHfA/rhmO7phe+D+xx6+auKnzP8p+KIqO8/I/1dK0Eqx37T8HZjiRvNrwP/l6UleaMe0/DhCHQ2Hv6D8Yi9CIYlziP4Adl1sOPuY/+TRJizxx6z/ildS4T4fjP8BnuMlbOfI/MSQv2e4Q5j8MlIvs1TzeP4Jg4kap4e4/FZdFJnYu8T8e0YW+z7DoP74Wdxg9HO0/xyZgMKIP6j+tMdh9l8bwPyWpbQ4Kpus/0uK0lxHq9j+pSYWvgeDxP/fvw/DC6vA/wv7k5SLu7D9cTV3iNlfmP9oJCTUih+k/GFBOhE9A5z/gmEmxLAvpP6pC+THNu/E/xAxHvuiH8j/CSw271dfuPxZpAPiZH/A/jN69t3558T8fpictAcTqP7j9JcR3R+0/4ZELQnb28z+GF6UINantPxENmmAan+w/2/mhK2kI8D8qP87J3An2PxI4eIcztfQ/Px0CZPWg8T/0bQ3NL+rwP54fP9zl3eg/kRt7Vzmy6z/DOZrT9VnqP7Behwqnrus/w72UFC7+6D/mmO+xbVzwP7hggEGhYPI/orP7qnQa9T94P95bHr/uP7b5q1S5s+k/IjqS65u/7j9Is5r0PC/nP61Hq1kSiO8/pElDGPt67T8p8wKEZ83tPwRc8FvJZuU/WX8MDfA88T/Yy4gigfj2P1s1wZINBuw/Nlh77Yyj5z9cznqD+dnuP6PsyRi8tu8/h0F0HkNr7T9nNQj3AvvvP4AqiUVVguU/KdvLJ3AI6D9QnbCAH2fsPyv8i3Ta+uI/QqKqqOwJ6T9TlQAj1kzxP53hSImGLfA/iOBtrLHH6z+vF2opYRPtP+uXg69Jke0/uI6dbMhi7T8POJDT3nzpPwCbLmGJO/M/vrAILg2P7z8CHZ7w0PfoP0FjcSFirOs/qEWyO7NY8D9BbPAW8An1P0F5x02sIfI/cl7nq0kp5D8fuVP3QP3sP67qUN+JvOc/Q/SLp/xL8j8SWuLDuxLyPzPXPSxzN+0/yvVSTev76z9Z1YUEn7juPwQYD9YEP+c/La7kfuQN8D/25MCSMmr9P/R7m/5Q+vQ/IokKIlZW6z/+ItlYhIj2P/SrjbDMofA/6rN6ht6S9T/ZuIrgTXbuP9b30xrNR/M/fKOeTWkU8D95JLqt27XuP0TurvVAkfo/z+JgRWZV8T/i7iLCsc3wP+52ANA1gPM/jT8to1Gy4D+NRwOZDeDnPwTNb0xWq9g/gvE2/MgT+z9KKV8bjRLyP/TcdvvFm+k/+jtVD3od8T/XFOl/nFDzP96/3ScgSuI/ZXIDMyP+9T8FJGMqOzH2P4QZpBz9mPA/fgEMubIa9z/wIpePP7PyPwQiz2HxTu4/bdoO1Xez7T8Azow0SLPxP2toce+gkfI/do/5OFIn3T+3cnJ/BibzPwWvwU3NtvI/DG+4DUsB8j/ITEmq2KLyPzSbpzDwOuw/RR3Vi7Ii7z8Kk1KQEVjyP26m874t6uM/JmVEP/u06j9l8uypO/DvPxSEaAIz0fU/9vbvEn/08T+XJoJRql/yP9r00c2ZI/M/nq5+w8GL5z/YQvuGHtHnP+qe3XXmxPM/A3tZPe5T8T9Ru/45w+PoP0ZPFQciD/Y/LuMzA9nG6T8eXKyLcbzwP9qZbNkqmeg/q6d5/PAP8j9YgktgzHvtP0/7ym1UyfM/gQr9iTcv5j+awLSjwmn0P5XmaSFExO4/sGhjRrLl6z+bklK2SmfxP208br9Q0+0/V03rZ5C28z+SV9FmnpXqP445n2Iq0+0/my9HOwzW5j8CxzLdtV7wPwKVomNhYfA/1qwdu1wF7T/vGizaW3H1P+9+rmHyeO4//1GTFhfe9D/YvZ+LNZzuP5MR8rkbZvA/0IDqbMAe8j8My9zzWh71P63IFMC2q+s/W8P21C1L9z9J6N9PKSDsPxQhJwFG3O4/fjsHQqsy7j8mX34kl8vtP9z+UQRBKe0/AcmwWGrj7j/yFZWvs7TwP6JmsPjabPE/jqxpWCBe8z/Y9bCUSNX0P9FDln7tVes/NJL2sqTy5z9jNUXPWr/wPyRASeU0iPM/N+Ry+jnF9D/KRnuqG0jzP56nGxzldO8/ANrL3sbI8D8bBIKoxvXxPz3RLSP16fE/X3x43yg59z//DZiCCefyP1J40TEnlOw/BUUrxKdA7D9ke49PF6rrP6toA8PgCu8/eq7iPpDl7j9PsFC1NZ7xP7JaczetsfE/bBI6Jllr5z8wpBM3+7LzP+/N/o3mJ/I/OCaoerIr7D95uvR2a57wP6G1BG3r0vA/ChJdijDJ8D/u4a7nOy3qPy4iZ63or+4/tkugjSgZ8D+YN0lVlDfoP6uSXNSKo+Q/ZUWvdLJw9D+QVxO5NcPuP37gUoOTh+U/6nw4NN446j9yUKrIu9PzPwCNHDY8YO0/Q4OSb3B87D/YdWaQ1uXsP86upVVfEe4/uCqpIQGe1j8sG3wti0rwP2FrJXiFjvE/GQhC6EoC8D9MPOh9/8LvP4JhOUP1hOw/3BqwsqUI7D91pc7UonXxPwZM2Oneh/U/0vLANKNp8D/wSyCtwjDrP/1c2a9dEfU/U0TxxcHX8T/DJlbOHDzoP8NwSnMYovM/Q3XdQpQt8z8WBBKCRvPwP6ujJHumtPA/OBNqsxeY8j/ifjaNG9vdP7377+mBZ+4/yQOV8CEo6T/BBwdJaXHwPz6N1jWWCuU/k2rK3sZC8j+BCuqpPTXtPwPgGarorvE/ZBSLDqmL8j9wSy9yZU7mPyDtx5bXEvI/u/tXkaPd8j9FOLHP+mv0Pw5/3at0p+4/zqmCR39K6D+WpjU5r7niP+mxNJLbLfQ/ZALNrVa88j/OH1NlyDf3P2X95G9eb/I/IRtiVQIj9j9Tk0QAGDj3P6CwqoSRx/U/9e5OwHjg6j8ONLCPWljrPxImpuIgFuA/gMBZCuSl8j+kzrRtLvjtPxyDXCWoieo/HiB8D+cz7j9IIZc3YEf0P5q+lpQQQ/E/IRSCZffy8D9GOmVTU2rsP5z0oF3DmvA/iIaibXcm7T/vmRxgFAzsP9qX74uDvuM/4dDLj6r/6T8stZVhSBzrPzW9ZJcQiOw/cHIu1Duz9T/pfdS7kiL3P782yKFyQvA/QpJ8vSzC5z+/Mgj9jQPyP5lRsc/1u/Q/wlSNjpXW8j+scCyD+VD5P6SxGkfV2Os/KW4aeIVf6D+RTBeUVcnpPzMolK18tes/08YFzsk+7z+f+gw9C73zP2Cng3VuW+4/WypW3N9c6z+SV6IjCLjpP4QxKy/+0u8/ChW/rrP27D/WZ1WxvFTiPw4LuBMcE+g/RnUy1G+m7z/Yl5nlXl3uPzkIFoCL//A/Ruhtt7E7+T9C0XxN2nzdP2JDKrKGOtw/xi++LADY8j9094sxmM7xP2k041Xh2+4/XFzF64Rd5z8XOZYC+TTyP0Z5ngE9W/E/y9rfpzfJ6j81NQRnEr3zP9QwJoIsJuk/6dvQyRNJ6T+ig7xCMKHnP6knUlCot/E/0BhIoeEl6j/mB3r8ywfpP7eQiZczvfE/sdfMl0WC8j8+G3u/JtfuP5pazqRqpuA/f0YWSwQY5j8VYNX4FibmP0m/bPnwtuI/nwgXThnN9T/e+FIuSBbzP+gQsmmWQ/U/MroK99vY9D/rDuY7c+PpPyqSQZRknO0/fvuihI2u9T/IBumcAqL5P4JlLlxKG/I/jGVj5Wta8T+rzZK6Dh3vP/iAKx1BrO0/JI3A36yO8D8ge8cpmMvqPxNK4QrTyeY/iw0CATNj7D+RwKEdHWvxPwNG24GJrvE/EiwoeLXa6j+egVGksbXzP2WgnLvxivE/lusv37Rb6T+ALtXQkMHzP4hyfDgnYPA/Opb0cxwJ8D+BYeX1xPnyPxOWK0NkqvE/O6jE3j7D9D+cQJ8n2ybvPyXf3oWqgOw/Ryq43Xwo8T8Cv6E9N+fwP5UISfoWmvA/LBFxzOpP7T9o+yayWSjbP7K8PQQ1Zuo/ZxqOgBpY8T+SY2XmTnPnPzay48xLn+U/lmqSUBOi7j/W95t3pfv0P+gWugDrIfE/hypF6UCf6j8wAzoe6nLrP3pRWwGI3+k/yRAwzFlp8j8mzJlVyLXyPyBw2+jv2uU/KAXNB2A58j/5Pcew5bvzPzUCfYzWO/c/9sRx49HI8j8mACwWStXzPxhkc9DD8OM/+jDmu2Zp7j+e3vAxzCPzPz9NY3s11es/pRdK7rOQ7z/eN07yikvzP/BstX8pX+k/ukV6//Md8T9rwLffGyrqP0ajnbKi9vA/IQmtWsqn7j+hFbprDGXtP1fSKs55O/g/PG5oAhM98T+1HwCvKArxP7IkIErkKu4/FjzVT6mh6D+ijiJaD5/xP9i+vChA2fA/i63aeAiL8z9Ps7IA56n3P1ZNJSywg+8/steUsIr26T8VUQnxkZ7xP9S2ZkjaGO4/9xrLHSS29D/gwfRClM3tP/Sg2et+nuo/nJ9+ln845T99krOSD2byP8e6v/JeDu0/iAHm7hTg8T9IRPemMsPvP8VUsXuQXOU/2w7h0Ur27z9rhDNhGn3vP2tMe2u/4PE/J04GSTdD8j/jwWn2nRnrP0bGcNAZG+Q/OLM9qrsI5j8SVQnJXTPkP7y+MbWgxPI/8AQ+uvHN8j8WF1W1Wf/oP0ohFNZAiuw/52hBCtTo5D/GCbrBlqzwP0RrhZf8ju0/HH58ce+p8T9L1lAu2kXzP3e4HdcwYeE/LDNiHsPl5z8n7J3C0sXsPwR/gisjtO0/AkTFHuKf8D9Mbcr3ezLwP4h9/AdxnOw/I/Av5dvZ8j+ab1L1lfzxPyINA4Caue4/suileAeQ8z/w03dHQxbvP6Y0JqMl2Os/sGTkivDg6T8PSrujwx3xP6fCHIJiQPQ/PSaNKiAK8j9XGsuuyNftP7gaIXQz6+g/0ggbRYY39T/ymjxW11z2P4S8ApIUxvA/Se0ZHTEc8j8+bicVDkHnP3uzC7t+M+8/uJAjOmow9D+bN4+KCtnrPy9iWoRuq/E/JwZQ4Vwx7z8S90N0TdLwPxjYTak/8/U/8nHcvp8c8z80ufWIrAzpP90/SEwedvI/mbAMnM6w6z/MvUV1u5nmP62SDChUlPE/jvytRHY/5z9MsiDwcjbrP8jQYC5xEuc/utHYEN5e7z9YRcRgyRPrP7ZJlRC2WOo/QLKFoL288T8HqxPS07fxPxtL1o6Y++g/sqK+2WFd8j/4g38namf1P7fjJPAGZO4/FwRpcerO7z9YKN/auLPwP07Ea4aXh/A/MfdkVK1F8z/YXvhuO9zvP2bKUWhnHPQ/IJX/Gc+e8j+H0JZeW1PyPyXMBsADn/M/Kz3b/GRE6T+hckg0/AboP5y/dD+b3fQ/oKvcWCLC3z/2qKVDNu3zPwIFwSBihvQ/1kyIoSbE7T+0BwlQqQbyP8Io8aw17/E/48rtpLtC7T/IcJQBH+72Pzoo+s5iV/A/Q0RAFKEJ8D/afVHHrMHsPzoDzbVLJ+s/jEY++HHh8D/SHFNO9Mn0P+Hb7WYv0+s/dDAe/zsL8T/9pljcYOfwP3Qeu6YAGPU/OA9loJWk6T8+BJ0ripTwP+QMF9TXPes/L/rpTJr19T8AIPhaZjjtP9PW2aumuPU/1vBphh+X5z97rR3RIcrxP/rqhyKTm/Q/FNS/YbXV6T8eaK9DH1TwP5HZVMXrhuw/ZwL39lBZ6T8rMUNAKXTrP65aQl9Gyec/VAQw8KYT8z/0cDNPadzvP4OdIA6S2O8/6AYH2RTW8D9K+5R1C4XjP8JILm5ym/M/YvWtgTbv9j/kSD0GFUPwP0g9GsWXFvY/ZDgSa4h38j8qKD3CkpLsP7RBhpcql+w/vq2lCYyD4z9Y/kbWAUvjP4+gBbUJnPM/IS2zvuNY6j9IWg3Eq+/jP7uv8GQhvfM/NtfkupZ28T/y9oKcAi/wP/uAgvciNvA/ASBj4KjZ8D/f6yXjh+/nP3jvprr2rPI/hSzpbdc98z9sNCyA+BjnP76uXd/b3vI/JdVXIo9t6T8APMGZ4hb0Pzas21WHU/Q/yCdMgQns6D8m+dKcs/v0P8k0M6ys7/U/yFGEzWiJ2z8V9xoF4DHuP2XvhBXpP+8/zEtSpGwa8j9TAL3LjeThP6Wl1iq/D/U//skgzo8+8z8xC4QMwAvtP2wT2bd/C+8/Pbh28XFy8D+ItTLASlr0P7GvHLy88+s/g2Ew2XVN4j8kPSky8WDoP9px2qFGSPA/KeFEXiyK8z/W3db11jjuPxwgYrMZtu8/OOCjkAdz5j8pywa5fjDuP//RNADulPA/M56/Z8MG8z+p5c1x0SzxP4ZeJZk9AuY/6sIqOBhI7j94M5rkCUPhPxKW+1DPgO4/VAI++lI+8T8w6/a76K/0PyTX8SkjRO8/hszFQ35O7j8g0AlTbWbwP2PhHkeqe+w/otQJbMaV5z/MBSHjs57oPztnQCWtN+g/dY+F0pt09j8ZTklYGCD1P4PoWOxK2fE/vJXzO0Sk8z8LxIBFN1rxPxqPt7ioXO8/NkPfKreI8D8rnPUSHDjyP1fMbmCh0ec/DBkxnK7c8T/jx6+fC2HzP9UHttbGoek/BRvPU5sH6T/Enl+1NNvfP385J9ctoPQ/ZjFz6Fuq7j99/v1ChersPwa/wpKRjPQ/Ldp1J1ka8D9Ja+XBlrnkPzQQzP90tO4/FIHHzKTK6T9yH9GMvILtP8RHW76scek/PWQr7d8K8D/QCnX4a6DrP2DBI/Z44fU/MlN7fOa07z/4SwvNgTnqP6SWVbhiuO0/8mU3LVMF8D8q77rGDVXoP40hSL161fA/yf0pUZMs6z+CK9J8f0HpP2l2hlDy8vM/g11iPgui6T/JEGkOfKHmPz8g8voXb/I/gICY7DeM9T9eX9BzlBb5P+p9nDRSc/o/rsc9hrTn6j9lUnfjn1zyP0p2s7nfz/A/uRDbUW9V7T/p+WdBDB/zP6D5jVGPBuM/Qs1y/ZmY5D8jzopnkZHrP4Pn8DBuU/A/7D+yJjXr8z+SIq0yJPzhPyp+8wuhl/U/oj0Jl4wp7T+FvCXOpqXpPzi9B35iXfc/Xs8+hBFM3j+TDMSqto31PzaLU3DPQuo/yAPBC4Ou5z9Mz24q0CHpP5/LDE1Y1e8/dUAM9pVQ8z/aWatmeiHlP4HWCC//6/A/RqrLn4sS7T8Os1mFqdf0P9WgwQE3qe4/MuxXLp9l6j96xXnDV6vlPwDvhDn3oOw/ryLWHhZT8T8Ee30+Drz1P4Kglu6ZieY/bvuxgr+u7D/M23uRYBfyP2wOTFAVV/A/x0CzDLjz8z+V9+Dq48vyP6t/1/h/6eo/BddICVPk8D82Tw8VT4HpP8dArFHHMPI/EHrjSa896D8S2nPj+7jyPz4mY7vYseo/VHNnem8B7D94fM1sKFDwP4S3Ztc+WPM/8rJMvZX65T9cSz1RKbPzP8MBfvl4GPI/HINYPUJi8j/0YjWB1yT0P+xIk6PHtPo/XKXKzQ/Y7T+0kHvqNG7vP4Y+PswFDOs/blyn7+pW7z96PAfjOF/oP+fUprr6t+8/6yPicon86z8x3rRePFjqP993SUs1fu4/eJLb3M5o8D+VrwIdMm3yPwDU0aNKvPY/uR3bbFjl8j9X4UYNrMHzP8hbuPR89+g/4sJXSUpq+T9GY1eAEQXmP12Uj58Omug/VMGAmjzG8z985ExrfjLwP5xEHV7sq+w/ui/RWYi29z++NGJt2JjqP4d/CLYV3/I/2shEsekh7D+ZOpDlzOrpPzJJXT+OQeU/iA6kl5Gv8j8OIkhomv/mP+E9tz0LZ/E/9/roKlNj7z9KMCnFhtDrPzO5ogG/Be4/hM52SZJr9D9BHj53SjbuP9JIFNDoae8/azazJ1RV8j/8M4+2ggjtPx4pXr4O2+o/6uAFgh1C7T8/skctc/DrP7pWwWKJRfA/ftYdb1227j/cmlnde4fkP9ShML+bVuI/yBgXKgnQ6T+cCLA7qcHvP3H3yzF05u4/3VZJHFrk6T9kuN7mMAzqPzBlHG8FuuU/XEyXK+I87j/1TDn+v1LrP/74CFr6S+4/mKQl1hwf9T9tmVsv1hHwP4bQ10Qsxek/eOw6jluV6T9poxvoZyPyP9AtCUvsAeY/OLfJ+Iuu6T8yQIsOIzLvP6HU4W8/MfM/AV4/MY5x6T8fxzEb2NTrPxBf+zi+WPQ/rqckh9G77D99w/7lVkDtP95o3tzoI/k/gulVyoL06T8VMryrVBDuP/1M9nWoTfA/2ME2iDSG8j89PjtCZLnxP3Ja3mldAO0/3r+NAdxA7j/MO/k0oez0P3MkGkqMu+Y/SxUInq6o7j9G36LtLqHrPzj7SrrEze4/+6KLeuWM9z9x5x/pK/3uP4+oOUQlye0/MPgLD8fM8j+swD8C+GXsP43wpVx6/fM/C19NMx578T83zUHu8gH1P6Oy1WXtPfM/koZtW+ok5j/sNM79wGfxP8OO1M0asOs/98B8Y5JN7j9MSqcIYKnuPybk/r0Nr+s/9GFEOSna8T/vRUp+CozsPz9sKVmqb/E/gibV0rqJ5D/loasR2WnsP8xPjWnwcPM/F3uil4EI5j9Da3UqyuztP2aMRtyIC/M/aZ7v5bo78D+65p/ARdLuP4J/GKOy/Og/WCeusMX77T/hi8iyVcj0P8IZK3a93PA/MPvRPFXH6j8iCk08w+PxP4nZ97bnou8/AizTRoIA6z+E/Hnds8/jP4xlrk4XIvE/T1+mEPUx8z+ohZ6jscXyPzkEQN7MZvI/klBp2+Fn7j/MayUv40/xP3IxyQRewuc/Kw8Jm1vh9j9n7BxbWirxP7evDCDBZu8/X+FI/lmS7D84TbOnTLvzP7OHQY1vEvc/rmaOKDQE9j88wKEWg+TtP3yw0M4NXOk/7SsJza2a8D+OKQsyyB/zP5xfIl9pmOo/FJIMGlVd8j8OwzCiKAnvPxVhfO7u7fE/uAynVGPf8z9y0aaC+wTcP/CUgaSzffE/f5s6Z0xV9z+FDaJKZu7zP8PdCFF7teE/SbBa9Afa+D/2Dh5mbYHtP9EWFw6+6/E/FtQep68G8T/o1qtTEprsP3AF8dl9TvM/wFiike0T9j9IzvP+ABjwP6Jk3ixDqO4/9rmR4cC++D9oFQokr+ztP1R5EYMqavM/JEULck309D//ZBr1OyX4P/4DoVfTzeg/VP7UHtF07j/wpAT1w+vmP+Sn9t3DtOc/xEXS4Oi75D/FFE9UVavvP7C1uRDSaPM/H6hyB+OH7T+n0X4ClSjoP6BXxYf7fu8/0mLPi9lO8D8yoaklwM3xPx9VnnrOCOo/LjJRkTcD9z82qvU3FXr0P+DHXuH4+eY/Y8kJOnnf8T+SBjJWX+3vP8iPjq1eJek/up6joiXe6T8AE0Qd4oD0PwMXVgeNKfI/IamNMgyX6T/MprSvX8blP5z48J7fTvE/0P0VeZsH8j8TP+35zBbuPwZv3Xn4euY/NXSTh8BB8D+SaRa7FkzwP+dqmst+X+g/9pEOLXzU7j+KPx+DfdLyP5Qap7qWauo/GN9BzP9i8D++78cp2A3xP9h9fsEgxPI/g6Kotl/v7z+27NbuJ6nuP/IvIo/oHfI/a3k9LlVJ9D8sgzecKSrqP1Ip2XZ2MfE/i5206yU27j9fObNvK9btP6+cyheS2ew/oSO7plvE6T/IXLVRAdf4P8vdEgwpPfM/lveZIXfW8j/R8NkfGnHrP7xgXi378Oo/ui6Xg4NI9D/NZj81g7/vP2I4R/UJ2/A/QuQ/SrP46T9ICSia6rznPxLF/FqN/Oc/kR32SSw46j8YGKI3pqjvP6d+4aFjL/A/iJl5R17f6j/mIxIxIdrvP4NbL2sgouU/izfcSQho7j/QWryHpwn5PwrJ8s1hsvU/6pUd8bCC6j8SOK679TX1P8Fw43mRu/I/1k1I/59J5z9EzoIpG5nzPzCwZlGEVPE/QuE1+CKy5z9n1AREd9fzP5AF+BlbafQ/f0scdhEC9T/WCL/gFcrwP24x3GvkVe0/QZKdDySF9T+EuEUhHyzyP+nMsc3LqeY/WiJ6kv106T+7fg1kfy7yP/UNX5RhHO4/qh7VqM+M6z8cbZnbGrbvP+pqowy9Xus/DcqA/1pC9D+Wepv+RxrtP23e4ShNaPQ/RdSYxhc18T9dR+zbzOr0Pw6R6WNCbfY/m+phfDws6D+O/VE6V2XqPwKKAtfO3eI/oUEAFM1N6T9aUG1qjcvrP1e97so44eg/AD8n4NbL9D9GegvwCn3xP6dDCQPqDug/yOIAi0Mc8j8PNkgSmVLvP8/FwZx8ffA/AZJHyhit7z++FuLq8TLwP+JStaz7K/Q/ptuY8Bj38z9WFonQL7PgP537O5svzOo/ZSqC3iLV8j/al1QAN/LtPxqtpsbWUeU/mnR7UfQM8T/JeFrQ3ufvPxhhqA8XXvY/RFyTCz2O7D9OCyvkj3/wP7sDS1WvBe4/rBsk8mS04z/lkTezmbnyP6O7KP4USOo/lwCI+wLS5z/3rVAf3CztP9UwZn4cw/M/0J9BlcG37T+0UEiZk7PxP0BsuJvXRvI/n5UTJ9AZ4z/UhFdsFZfuP8GtWqZbeeM/wLHd0orb4D9L5JOfGDnvP+//oA5/IOM/OrogR7AY6z86+pl+GW3oP1k24Gz97PM/G9PQqi5h6D/7wS2Z0cjvP+Cmoy1DVPE/1XG/+N7Q6j/q4X0UkcT0P0Jtf8fSVe4/LVyR+Jp16z9UvxsXnoLmP8YLy9aMHvM/UPK5M98E8z/v0A9HPmrvP1aSnZF8XuQ/66AnK7O18T8u5XvZsvbwP7uk7KxFE+4/P6Jh475C6z+BmztXdp3wP+78Jz2x/e4/Orxqu5Gw9D+7rh09oX3rP9ULwan/Xes/HbhrUCAE7D9ZCbDlgwbuP3RadVhDnPU/qnicIkco8T+0VmGyFxrpP0DYtlQcoOc/H4NsMR558T+EFrElO4/yP/KeqtnxAus/hPACDkeG2j8Ey7Ts+PrvP71PmRwG8+s/esoDbSaS8T9Ut01rLBPxPz+gTvHv0fI/S7LIt87P8j+GURsUuz3jP0wBWqPLMO0/2BZ6f/mo8z+gVF0aMJHyP+aZG2H8We0/OqqD8RPJ8j8zgDjeSA3qP9D8pd+aZ+4/83FrwJ+m7j88KG75dizqP58axQCzA/Q/qZInX+Lq5T/BYufL3TjwPx6ujL5ka/I/1tvRa2/w4j/tvq3lB87nP1BAxfKdEOY/g6CJgbAs7j9QXzc59KPyP/oC2Q6fp/M/pkoZN9cw4z/i36VcHh71PzCdwH4XU+g/O8M+5EGB8j8YP1ugu7XyP37ShXTEbO0/81NjNVkg7D8moSwCoB/5PwnD3I/F0e0/lS4qzd+D8z/vT7lweZ/uP2uhzpi3o/U/PeZdrRfH7T85Et4Ab/rxP/MjrFwW1vA/DnqxBVcm8j8ZmyxfIeHoP1q8k1nQzvA/xehWMADQ8j9uU6/8S53qPwB9R2fTVeA/6JnHCdtA3j8XiRdS6NfwPzYQuk18bPA/orFf1yuK7z/iXGvFPWDtP4xt6SrfTPA/euzF5OnW4j+GvtEF8JDjP3RPQ4Xcnvc/GtHMtJKz7D9WjRVKLvrwP0WW/2+fB/I/6M0je6Nj8z/JP7UsX7zvP+SGoSrnke8/FJVE5/PT8D/AbHshKCztP0zkR/xnBOg/XtSesAmu6z9tV+mAJx/wP/62OnlRGuw/L3oKNL4p8D8ywMvQIYL0P05yyB0MavE/LZnS7vjz8j83SRJN3zTzP1eDc/nuxek/szQPFw1M6z9uPk7mqjbxP6BJ+kq7yeY/2iU6yQvK1z+kIsDjQ8LvP1iw4FRhb/I/7amXHjBu6D+Uz1K8LkzqPzD9ObI5SPA/ehBPhMap5T94ez78Lf7lPyCFBlA9EO4/4H94APg36D8K2eoAKcXzP0DEMW5INvc/WWBQwEej9D+FqDNIkkPxP2XaexxsRPU/0Jb14oSX6j9OgDMNsTPjP9gpHtHydu8/SEXxDBF+8D+QK+hS40zyP259FjaD/Oo/sTUEcZT77D9E4hQQEhLvPw5kdSVoveE/KWlPE0rO8j/cltPfcjD0P1Zk+DKOuPU/ptrQG7RJ7z9BCwP8mQ/pP5na4VJRX+8/Tqhke37D6z84nXkvVzfrP5Nc9cjiKuk/d13Temr+6z8ya1OQpmzuP7+NjOpFKfA/RDVmrFFa5z/8ivnjMbHzP6NMLW54vO4/wZ7pFBep7j9RQE8bxdbzP9YpZdHCRvE/3yMOgKEg5j/QQRqaZn/yPwzQ7Cay9Oc/iky3MsQH6T8caRRDEBHxPwQPwj9iCPM/VrjNYChZ6z/Z/l/pPNfyP0qQCaLVhvI/Ve3KpRzd8j+W9f6cCUDnP5NIw7hT5fI/dxbJl4H/6j8O2VS5zm/yP4w80RJyLPI/d0GEt12E6T+AfVrA2QP0PxIkkAEKr+s/XDXzZhMD8z8PkM5osEDwP0/hrkFbr+w/Q33+OAki8D+KGhZRtLrxP+ZY2tfcbOQ/NmJG7kXr7j9AywCL9UjsP3yO/Fk5V/E/xyI85KXv6j8O7JUZYT/nPzrBppCqXPY/sunTFvZt8z8GaXFOvovmP0xdlRObIec/cia+F0WC6z+Yzh1lcBn7P998sPlJlvA/qg7bnSN28T/EFfO1Ki3yP54eZCYdpfA/imYHMb898z++ZiQtcVL1PxkS8OGmGO8/eBHOkxqW7D+yiS+qJe/uPwl6TC7pI/M/JtFTC6e75j9O+CctKM3jPya07B2/ivA/4rfzRCeF7z+GwktdWC7qP/ADu5KePOs/eXXfbr888D/ilcuDjgnyP0sKrRCedu8/mzRLtnzd6j9x7lzU2w/xP/UKkIOCs+c/NKFI+CZO6D+mD+Kl+Mj2P4W713lL5fI/QGV3ySLz8D+sOiDEIfHbPzUHEADfCvE/L3v6CURF7T/25jlXA53iP3/574JzJfI/dizb4iAI5z/zKo5iOMvyP55HYwXwqe8/nJaRG7h/7j9gv+eWl7TpP+sHgezKb+c/oUUKhVws8z/71MAnNYjtPwyd7L1YG/E/YbHA9McS7T+fwx4QIrTxP4gW/Q2wq/I/0KqyhA+C6j/rntZ5Xzf1P5VQcJj3TO0/G+3jxEKY8j8Q8YkzM+TwP5oBKOGy2OE/VrGChypv5j+ZB7VP25LtPwe2O5Uq4OQ/3X6UhE3k8D8bLgyh1PLiP2BcZI3Tidw/hs5LtX+l9z9CV7J3aqPtP9xvxpvimPc/S/KApCk38T/sI/n4A3byPzTVzBDaVfM/zvQGUNoM8j+MAg+uInH1P43oHfB4OuM/wh3xhaVd9T8MsWn56DDwPxFkL7xaGPE/7syqFFAw8D8xjr7nP33vP7bZWXB+neU/ZG7kcn9E8z9ZUkQmdoDuPxoFHHaeIPA/oeI0/gM18D9N3pp3ntjzPxldix+46u8/SAGIrG/d9j+K9yMck0bsP6wFbqxaZfI/gISNbR8c8D+CsSOhaFLrP8Lyt188reY/nKM8K1Pz3z/T5pJAvAjtP0yvXZY8QPI/gYm4VKn28D9HbH5knx/zP0gIMdYmFfU/udm/ULjd7z+ztjQwAxL0P5NJ+/ERjPE/pAHAIMEE8T/SLDJsZDn0P+LQVD/Smus/U5Dviy0g7z8pvNuGHOnpP9vay7wCVPQ/mAdC8IQV7T83WdK2H3zxPwjd8p/PpfA/AD5w5S4O8j93OmU8miHxP/y/+3TNouU/sMXk2Dz38j/CpR7TlcXuP/jfapWtCvc/kBI+f1W66z/QnOcGaPDxP4NmLiBR3vA/fVs394vG6T/OdO2aoXvzPzIXHi/HSu0/DAsXobr08j/3qvbWY8DhPxQaBe63pu8/ZmgLJpNm6z/BT+Zu0SzoP803PFnHgO0/kTznPDBv7T/jF4my52DyP9lmpe6pjes/cthL+RuO5T9Zu0gQfR7wP9L8Aumjg/I/OUWNI6GS6D8cZw7qMQTpP+9jV4Vso+4/HkMRX89+9z9lnxVeVNTxP9cdiOUB0vM/92J35bc59D/Tfq0F91T1Pz63nmgOt/Q/roPKkkbQ8j+eU4rZTrzwP7dGBLDJK+0/6mAkHLTB8z/oUqVVPKjyP6BcTBxlTfE/bnq+6d/88D+Bw00MDSvyPz4w7OAZFfQ/6ejG4KNi8T9XEllTgAD0PyMjCN3iXvA/IDS9oHFl6T8+5Hz7BQvlPxUX9xgyze0/g7cH92k47z+ARK3u3E/wP+EtV3LNq+4/oE0tm8iV7j9ReCRcgm7nP5662mZZDOs/IYQUUFYO5T9Q64uVG6PwP7+AfNehZO0/TKWZOQ2D5j9vCzHA8Vf3P3cIz7205/E/+/lpoW676T9Q6KiucCXtP0z7M8f2tOo/kcUxiLMh9z+0FyXp/ajpP9s11YXnVu8/b5hHXIQQ7D9XnFhsoiLvPwjO4Y4+3us/PulXDgnm7D/EnQIPXTDsP69SArnMjvU/mmTFeP9Z+D+QJLPN5Br0P84QfA6AZ/M/njn1meEX7j/CuhqAeDzqP/nmuALsdfQ/EGadZhsE8T/sGKp7Yx3tP4D3Na8haPU/1tV3UqZY6T+8V2QiQMLqP/WMR/pDbug/Gn4G7rQk7z9ect+EDmvyP0+T/Uqn2OY/OKXeAtT05D9Mgtk1t+rtPylPo7ombvA/hFkspPgJ6T8pvUEdTeLxP/fFmgmEou4/LVx9DVJ08T/VwU8h+H3kP4CNiItfmOo/JgMNsDel6j8inC3Le53xP4bOxlLDpuY/8I52zDAy6T8u97SpGqvpP9IrDfPYf/M/X+xFJUYO8D+6Bw12OrHwPzXezfkJiPE/DUO3L5tq9T/mlHpGybngP1NRg8J94PM/geZK4i3V8T9nve97hXv0P9ZpNUX4wvA/teJHMbB77j8cXaDLGvTqP0B/hqRizeo/nNsOnjr36D8Lk2Y52pDxP/Z9g+dfkeQ/nv+7uJCB8D/AWKUiMv/wP6DKfQyo5vY/6BlQcJH57T/FprMC4DfwP0z/JHShkPQ/MUDqVVse7z+MhnNSZELrP6OP1cULu/M/QKyO4EOZ6D/EDwgJiqHxP/pRD8NBVuw/22eGI1f47z/vYEcklf3vP7hvfbdbMPE/JLvx4q9t7D92m8KNNa/zP1k2swmrp+0/pnxEMorL8D9lPrPsWlXvP+I3xDJ/q+M/JXvMrUdO8T+QZS6At3/qP27tmOozRPE/8NGqJ9Y08j/x++PgGSX2P8BvPGgDNvM/au6YhKTG8T/NbRTNo7PvPyLN5DWeLvI/HorXUnmU2D8rprkm2X3yP5apC/9OjvE/Cs+bL9rw5j959kCzafvrP0UswFH/O/E/76cAeOkr6T+AszB6apbyP+RZKnAr4fA/NB2BWvqb6j/maFpYY1vxPz70Jp0lrdo/TVp/aTnl8z+bJG9MWqvyP+DOimyoBeI/rHs2K5hB9j9uZ1W9pQXsP+m7n47PwOw/+BA9FCIw5z8w/3Lzs/XgP44MGf/Wc+o/qvIKLs3P8D8GFY02DKXvPywv0s80EvI/fhHVetTL8T8o+h/ruvDtP/ihujQNkfA/+tmWc3PK5D9AVbkSYqrwPzahqTUmzvE/88wsKgl+8D9sjUNHfATvPywmfKN25/E/0SUPsiCC8D+WOptIC3jpP6M4/LSqh+8/3zXyZG8P7z9Wo5goWEvsPxpjqx20lu0/I0Flq2uc8z8nB2vseizyP7vgI6Xa0fI/rz0Brncs5z+ldWuQLavyP0ozqCtJtvA/Irh/+3vO7D8wk0tCcTXvP0rvRseDlu4/hCbAVeUS8T81uF8fbpzyP/ZBsymTvvg/RpgNEeyG8T84C9NV4Q3pPxhZj4W4h/A/KpLwbUnX5D8MRGIXv87rPwio7xfzhvI/hB7smMRZ7j/ObwWSV6LzP2zb8gL4JeY/fpPFrzRz5T+gsK92YuP0P8prUQyP7/M/xnNxLf+Y7j9a33bCAhnuP2bZ8AxU9uU/4HpiwzcJ8D9pzIhB5X7yP0ribRX/0es/A5g+mJ199z89yd2BoQbsP8b5NRDfLfI/EM6k6o0U3T85mrHuPzjwP5Jt937Ho/I/voSjp57G8z8fN0Zq5bbwP+dUTXplL+o/EzrhcEpZ7z9YUFpsUGrwP5htD+a0q/E/7FN36PF27j9jHQzjYuLqPwRk754qN+U/0HYIazri5D8h0Wh9jA7lP2kM8oKJXu4/Z0f0TwR78T/CaKetU0zvP4hrRl9p4vI//ui5j60x5z9LbsLAK2/wP3E48mk6xe8/F7voQ1QG7D92jU3gsVH0P+yMPAiW5+o/Nhq1WJW49T9WraSJEY7zP6QmLtWc7fA/M8XBqZO84z/UPHm9ItzoP6pc6lNpGO0/eChP3BFE8D/Xzy0KPF3wP2N1cfP2e+4/mmxFS08C7D8EjobXCDLsP1FsEZnSpu4/Mj2OhOJp9D+N4QzuYpPyP4xTScnhnvA/wqO766M97T8lnFMnYz/rP36yXU4Rpuc/YIi3oLJ54z+NZqRAKKXwP3zDNJomZus/9DDUYanX7j+m58U4nT/yP7foYyaWg/M/fKyRtxKM7j+0eIFHQ2HwP+uPSSW7HvM/Wkv0++iv9T9QSdwbx/jzPzWNxtvOi/U/jus39je67j86TucvO3n0P8iwjxiAbvE/MioosUOA8D+85SSgTETpP56MH7bcfPc/N1HY07mr8D/mhyyAfT30P+K4aDOaYfI/bQjoC5QE9j9WTtby2wD4P98BwZqtVvA/RGclid5p9j9HjNXJmUjzP0ooPTMPwvE/Qtz40P4w7z+baQhEq1DjPzpMOGC3Cu0/eFsk9fcq8T9UQT5qi7TxP77ocsBV/OY/DCOLElDd7j/0Fg3jDW3xP7fYfoJV4vY/jGiyZQTc+T80lAJnG4PeP9YebszrDus/WhJLDxcL7z9IRsGnp8vhP3O6Iuw4VPA/E4kPJ3Mp6z+AK4yv4gzvP5wnmstZ0uM/SXQy8NuQ7z9QN/Qa7SrxP0glf2ranO4/WMd8B8WE4T94w5Q+kZTwPzwPnoMkku4/9Tvi2ffc9D+KccjT0NrkP3BKOW4ZZe4/t9IwR7IQ6T/lNV6VoGX0P1DA8A3dZes/C2pOoguO7z8QhDo/d4ToP4Z+ubwvJeE/FnflhZdg5j8sSpy279ToP5LwCtECrOU/S3sob3kz8D8YWUqILCHlP1X6Sxg3OeU/Oxqet2k29z8pw/9euNfzPxkXtSwtAuM/mG1MmT4E8T+hRwmreJD2Pz7oYGZORPI//t4M+HBX8j9aSfAy0dv1P4MKHOPXuvA/f+aV30za6D+sG57h2vXrP0FZqh2jiO4/SmIy4v6C8z9eai7/w0PwPwD6OWXXUfQ/T12vY6Jl4z8cxVLuiOb1P53xBGMOnek/JDPOfMw08T+CdtNzEijsP8F7a0s9L+Y/kGjfOYo46j+XcymCwEbtP/oktGenSuo/oF2MUxlC8z866D2NVBv3P4GFceeyA+4/MsXEpvQN8D/mJa0nf4LuPxQQO0jl3u0/SvuEc0SJ8z9UkwM2Tuj1P5y45O63K+s/IIJPUMpb9D9+RLIltFnwPxIBlpP60PA/bITzvini7T8PSRJXqS3sPxbNd243lfI/ZW5y1u+86j9f0URBiwHsPzFuOoUKW/A/kqO1kXH98z/6ZAEZZbDqP4Nnv0YuVug/Dg2BMZ+n8j/F6qTtyPnxP0dZTe5Zw/E/gn4d0qeF7j/BucRrVVruP6CnGP938/I/UVmEnlMU8T9Ep55WNGf0P+dN5QGWf+o/w3bZ11Zy6D/Cq9HYHjLqP3qvlG3AO+s/l8BoIn0V6j9VkK9vgdTtPyacAfC0wes/Fn8IsPaQ8j+ansS/IT7xPywqrfxvMvU/JkBwmO1x8D8Q8o9thD7xP1+ZiQMK9us/4jyX7i8j6j9A0oKcQ4PxP65/v2Xve/U/lYmFX+ge8T+yL7wtJ1XqP5QC/T840uo/XBGz8xuH8j/j9UMznMzwP9EswIenb/M/rsZIhZz99T/rQDQ5A1PoP5PX/1ubHPI/l1X/ZI0T7j8LaD0jZvruP0xI353Uqu4/ZCxxihsR7T9I2oAWKYTtP+6rcaaa8+Q/3RjAsPaM7z/o8knif9DnP/YWZAzHfe4/PeqE/lqo9D/zAoKQAkTjP2Bo8EGmv+0/cGEulnr48T/UJez6gL/sPxYXCa54zu0/nUjiMItK8j9boN9NIOnxPwoAuCQmjOw/u6k4zFpU6T/FFu2fo+jzP6if5H06Ieo/XnqFSlWu8D8yqZppqHL4PzbP9ZyW2Oc/JMXl/jla6z88mgpbuYHwP7p2GZtwGPA/5OxIzJFb9D/GUVz3Tb30Pzx3GHCDIPA/Tvbt90WI8T+6WBmnWKryP/LVmpNnN/I/DjHmbDq47j+/Yv4QwvnpP7BzcbgWkOk/7Zoulr/A6T+5AyAng//3P2mXJ1jJ4vM/KqV3o2AG6z9sexPf7rftP9yYAyRI9PM/ejMLB7S79T94PkH/xr3oP1K7vljQbeo/S7k6otuo7z/9EKZFy7brP+ZhNEkvdvM/tFaaeS657T9Zfcbt09vyPzKFaXg7dPE/9WLoYpyI8z+iiZyAtKHjP9AI7I728O8/WzSGQXuQ4j+rPYoJMfDxPy7nA/qEtPM/S/nLVg3T8T/gNJN9IefvP4ekeB5XU/I/m1lCb1r25j8Djyimw87wP4PsMAtzBu8/hPivlnUH8j+gj9uwWXb1P+Cx4ad5GfI/iTVgD9u45D+HmOUxmgH0PzZLYOt2S/E/NQcDgxWV8T982YVEL4zvP+0qiybZ+fM/FRfXmV1n8D/Ro67tr2rqP/iz53g/VvA/lvjzbCPB8T+/XBGyRbXrPz1J5+w68fE/VU1rAJ+99T9IbqUg34/4P3dddNDqf/Q//4RpEDYx6j8FCT0kI2XyP+siKSfS2+w/GJ0A325y7T8tf9OX3lfuP9eCbj8mD+g/nKtbZfPh9T8p3JK6oz/xP24mUzL2Aew/GrgrRmHF6j8abLl/NhreP86xlrfxRe0/unmPq7fg8j+Y6Eb1rKnoP8BreHxQPeY/xa2Dy8kQ8D98dWW8E0rwPwE6pBMOKfM/uGJ3sFZu8D++uFLHwJXlP2D6EWAu3fQ/NvQT7ZaF6D8lRc6hw+ztP5pSwI9t+/A/Kb/3JM398D/MFWVoUNjtPy6VzPkUGes/5c99z9M27T+IqNw2TtLtPxxK65zMl+o/pkne1Y+o8D9TG7OI5S7vP8tjn3/Cr/Q/vaX7kGAn6j/+D0V9y0HjPwcJdzQBDe0/f+IhV09I7j+uiU0+kE3qP7zFzc5Ep+E/K66ZDYk48T801rwm5EfyP/DYyP/OdvU/qf71PIkB7z/jxaABGtPmP+3krwJG0+w/ZqvsCFsO8D9sZx61mVPvP+ua1WObje8/BNr0qkWa8T924VpGo2DkPz20+oOQTPU/7D/ITCa59T/Uw2TsVbzwP2BbknGU9PM/rvKidojC+D8MvPBmqsXoP2zAOHnMJtw/HBp1YukS7z/zQQ6Pg5nxP+Md0wW3e/k/xHwR4JEH8D8W2tepsxHlP2E8awDw3+o/h2lby3bA5z+fuRHph1rmP7PAg39nNOw/3EIrvSVh5T/g5FRuEYDsP/XvKlkL3PA/lM1CgtSy8D/cRdcIiNDoP3eqmyJ2nvA/9KvPs1T58D8cUR+xu3nYP9jZJBBZCuk/iPVSAZgB8j+YTqvAwrbyP6RGbS69X+c/nT4k2DJn8j/PxDFCBSDiPxZsiYXIVuo/2XFuFR8H5D+BSjaV10b1PxTZFqU+5/Y/kCU6yrRg8T9YXH+01bzwP7DQYehYUfE/Krle0/mf6D+EveG9TxXzPxpEKPHWMvI/sDPhLcYe8z8K/7bbzDvkPwcMU0Ehn+0/lSqz6O3U8j+kLr88ppfmP+ogJXryU+c/VP94xyjh8z8HsoqH28LlP+iqgFVNnfg/Iw79cjVv8j8au3CJej32P7D2vnHEaug/E4nv97v56T8y5hPBYtPlPywMqzPFmPA/JmTRqnff6z+wGDubaDHxPx0W+5xzuvI/lKn2NHA49D91j00hu1vvP6c4a7373u4/CmxgZHE19T8Jc5qjb6DuP6dOY4v3TOk/I+jC8sr27j92i5BojGTzP8wpS03/7eY/looVQJJb5j/zfW4svPHrP1HEmIJolPQ/fI7yAFTp8z846Be4mQLYP4zoP2KKu/E/puUO03iS6D88Y1DnWlDoP64JI8baqeY/j8OPk7j/8D8eOBaD24D1P+uxuuLX4O8/pf3is+sL7j/M66+5enzhP2L7ro9Qs+Y/fexdOq637D/2ZsP4lJnnP5mu5VWp9ew/Ek6wNwCz6j9EPKeTTEP2P0M5XP6hLe8/usF4lgLY8T8Kub5yF6TrP5n9fiqoK+8/JpdZBoHu7D/1/avJvV7pP9tGb39khPU/WnHX9U7b7D8Ik+5d9i31P/RFOPYrBOs/6IUhaNJL8T9Q8kGOz+rlP4j0/dyUne4/tAG9rXLE8D+s+K40fe74P9hHzOtmUvE/yVxlyuzA9D9ajPj7dU7uP3UvOoLtrPM/MKRtKiC58D87kUqlwwDrP+RYH8XYxe0/QJeSBtbp5j8KB0pFifHbPzetAktYIPA/dc45r3EH8z+e32AKib32P3ydJnV3lfM/YzjwSDGg9D+9ihNmXr/zP4cHdsPkD/I/cNOEtGhy7T+okWeqZ9HxP4V4mFE0gPI/LKOyG3gC7j8/SCrM9oz0P0KX1P5Lr/U/wWHCOwYl7T+ovWn1Bb/uP5Cbdwtiu/k/rvcJKyXf+D9xfo8aaTvvP5yUTeLG4fE/AIiJ2FiN7D8fiqFxH1TyP8cWQ2U0PuU/Hiiy9mmi6j9zw6N9nxXpP0My7AKUz+o/uIx2Y8zu7z+RJANtspfyP9nrh89wpvI/asQL4LXO5j/FYxa3Zrr0P9G9K5I7AOQ/Kxnjh8DA8D+qxANcQOrrP50qZXt3iu4//eTXukO/9T9D24SLnF7zP8ChXBp+Fek/uY4IxyGA6D/gOXdXLIn3PxTH5KSu8uI/UXgTputv6j8TtEjmxEnxP4bOi82J9e8/cKaGbpzt8D+83JC27kjrP7b4CChl0Ow/qMwa9FQV+T/5arWrSGPwP56Fwvmjm+s/ZnHX95+T7j/O6eZTqujpP8taL6aofPE/kqJSdSYk8j9pH8hyqUT0P5FBVklgcPE/4zuN0lGy6j8ZxvkFcrXqP9/EJfXPXfI/3+NVlEju7T9OD9R0D/L0P/Tznm4nu+s/2r7lOyku4z8iw2YtkDnrP0xCSzo00PI/c+8qco/D7D+EF71c447zP25Gn4zmE/E/2ACGxvCL7D82KJvapPrqP/rMd54x0vQ/a3b5n3of8T8dFKY6vDzjPx7+Z2zTmeQ/au6iWxEr9j/9S/VdAv/tP5VOg2TQhe4/UE1oxMbp7T8CIlH+FIvsP2NZiwqBo/I/pENYt5gb7T+qD2W6mDLxP8zRrtZiUvA/+DCKsmK08T9IdBKkZKXvP79FoOzpn+s/yJ73ounU6j/nK07nTubsPwAxYdoGoe0/H9FlXDZb9T/gljnTZvr2PwzgNiWT+/E/oJ7F6L3W7T8mrxU1W7LsPz5aqq8FNvI/YFSjspdw7T/X20Gotk/xP1chyHbjh/U/GjAMwdZP3T+sqlOTztT1P+7mMeo+oOs/4k9wDpAG7z9myFSlHAvyP5JOkGrjQu4/LwG7pJMY6j/DdUnM9hvoP/GtNoXs//E/k8DCYber8j95wGX4tYrrP502pGHil/E/a1fl1Nlk5T+oFJPgj0zzP0F1V0I9UfE/nLQwWZua6z85c3vu78TxP5NRzbexSOg/t9+3gvQW9D/qm5urmKDpP5mb3YMQXO0/okMDzy/3+j+vR7CGDvPvP+rzihHtauo/YobeNRGt9j9CJ3YmMffsPxeKX7KXx+w/rpq6amra5j99ic0hNlnoPyx36Q6qD9o/ij4aBn9r8j9dX2wD5QXyP5smUKBZqfQ/SUwq0n4i7z+20fvueSDxP8QljZ4qCfI/NNT8i31/8D9Q5ZajOnTjP3BKm2c4W98/TyLPwCoM6j/merGIUdjlP2qvv351Iew/ZxlvBOd88D+xim651NzwP+dEd/89guc/AjWLECL75T/0gjFs1XbxPzqSGQvuJvQ/Y8nP+u/66T8YvPr5myntP5iEJ3hF8es/OJZkJtxN9D8ohUvTKZfzP5uVCzMzBPE/3eQIfNRf8D/P9QybgxLyP6ZcqoNO1PM/ZH2UrKwd8z+mYdAIP+/0P/ukCwEuy+w/2FkCcpTu6D9YgxaTSHXwP974L9R6j/M/AGnLeRdJ8T9G9JM70ibrP6afm1b0bO8/gAcbQNFY8z9Q+GYSTibzP7RPtVUgh+c/NU8Cya168z+8ht4h1N7zP+lyHlSynOw/1bcAED1l6j+uNhaZ60PrP1o0pFVR2vI/GQKk+qA88j+o6PRGmKHrP3IWoVfPC+I/wQkRNVj88z/V3A5NdpX1P7JxIqanNO0/jrdak4xG9D80PTxugvXnP9nKI+JOHO4/df2vlgy18T8sxcmyvFvrPyKMe6XjkvY/uxtLiMkM7j96FhIlfGzuP5O2QDyoVPA/wNH8xgTd5D90dDx0wCnoP7MmOj+Cseo/ydNPz8KC6T+K0FM3283xP5JHkntIMPU/kJNTQjEv9j9uebP4fZ/wP6RDyUylMfs/dCzJWvaI6z8N5pK+S2/pP5W8U5oOCPI/DAvuNB/n7z9PpR7fUM/2P/V9DVvNxvA/4+GBiNkg8D+sddBiAk7lP4ivz79WOes/Mk9dCNYz2z++y0/cHz/bP6YxH+nhrfE/zUeTYrRJ8T/sflGFe/zwP0nwCn+zues/guCF6wjI8D8Japk1PNzwP1YZPtwV0OQ/fB36+ifA6T/7yRvUkmnsP6V78Ifsv/A/fP3aNcPG6T85/35tDyjuP/XEDemkzPY/PSjiEZF29j9ockXvgPrfP3ujIvs8suw/6qzHIGRE8z8rh6bN4nfzPyI1x6GuPu4/35dsL0m58z/bOTDXHoXuPzZdG6hK4ug/oSY6LWpo7D80scYYKfHyP4AeYUxVDfA/x9Hfysxo8z+c4fkyckXrPyi2YU4oYfI/tf4XsxiS7z/SGze0JebuP6KVsFtHXfM/54zKPN6b6T/mgi+/8Xf0P1dz9VL2zPA/6hsQBWtE9j/8cscW3kjwPxxmIP7XN+4/v5P6KNyt8j++I1Qdcvj3P6TDxc65C/c/0yz3wcUS8j9McJReZ+bpP1pSRjEpP+k/J17TamqA7z/52o3A7aLlPyjWdepc5O0/4ov7WoyO7j8RUD+6mfnwP/6+rmz2Mew/JFKk9/5B6T/SJbE28/ThP1onZRCug/Q/tEPWp2012T/fapU0/T3zP12B5P6TxvQ/TpJrUJzL6D8AVj8+cUXpP4jdz3k5HPI/ZvWqlZtq7T9EHvQrc2H0P0fX78ycDO4/Yg72R6+e9T+jnjQIQhDtP03Z+jsy7+0/ZfzMt4RQ9T+OowZ068LpP9cvtlySCfM/3/BV4oM57T81XeQBchXnP26oNFzHeec//sWvwicO9T/wVjfq5fDwP7UmYhdZ9fI/9DLWVias7T8xj5o4tHPwP18PC3KW8eQ/iynZ0HPX7T+U0Ewz4ZvwPyMiCBw6nO0/ycQ3TMNV7j/+9udMzRrzP64Q5VTFEu4/JVLzW9a66D8bvOYuy53wP4v2dr6OmPA/hPoC+bLa5j8YSY75oUnxPwiiluzZ4fU/gHfRvtNv5z9vEgJZPAnxP0hD+t5p1/Q/OukSSsz78j/ypkYWP6rwP8Q0hsHsVec/fr15/zu78T90XDFIvDvxP2v+M48cmO4/vCfA1/kG7T8a2R5tW5H1P4341loa5+o/m+Pi/IOL8D8QktNzWIbzPxKh9n2HXOg/aze9o2h27T9P4bkxHVP0Pw/SAmzS1fY/6KNaOeOt5T/dZC384wTrP6PHpHBw2fA/DDwTsj078D8DHAePILnwP+z4jflBp/E/yWhcvV648z+4z/lKVQ/zP7g09M3vGvA/w+46rwIq5z/iDhSZZMrzPzzWtyjaRfI/l0/ufuSn7T+rsDefsnztP7PnCGI+C/Y/nKpX2aDp4D+BZ7WuZs7yP9SPTs0pqu0/LSPa8e6L8D/YSQgqLD3oP1Hj8VcYP/A/3ivb73866z+LcfhV7EzpP1LimTjnR+s/SVX1ALfz8z8jTz6f7yjsP9X9X9RrLvE/xUD/Xa1Y7z/wPmP+m6PtP2iFLJYSt+Y/5sMCC4sS8j+3M8xAftrwP5mpxiO6I+8/69+HP/ub8j8Lg8UZY7v0P1txao/B9vE/IkCE2MCa8j8Ahl7DRKnpP5UQS5fXqPA/9hMTqK288D83u+xm3zbpP0kfoCjDWuk/JLlMRIFy7T9ZcAVz9M3uP3m0SvidGfA/PtyjQEPX9T++D6e7CGDlP0QzUKtgxOM/z3EBnkUJ7z/RAXrGNsH0PzjGCt7Geu0/GJmy4k1y8z/Zi1kjOBvxPwhJVxW9U/g/MmOBB2lJ8D+ktVZHJtbyPwwPOg35MNg/1PEA6dxv7D+QkutnCDLqP74CP8u/Bu8/YK6ueIKo9T/acBCy5CLxPyt770g+Wes/XJhppXHz9j8RThY9xo7xP0f3ahYUxe8/mV98lwvd8z8zwFqtZn/wP1/HAsEXXe8/NIfGFXEw8T+wo3yFFc7tP4jhAdBqvuM/3i42o9+v8j+93lJuISDxP17wvziJJfE/zvMDu+1M8z8KGG9FQojtP38WgmtSGPE/oCRSE/Ar8j/NJJv43hTnP/9ntKSn8eo/8oFSv1m+8T/YynFFX6n0P48Ua8wFxew/boyMW8Fc8j9LH1eZ6qPuP9hRHj4X+fY/Bp6V2jO39j/sluMw5lfqP044BW7Jg/M/xD+nvD9F8z+nbwvNFpDhPxeKjIPSmPQ/xL2b4vcb9T/vJLclwzf0P74q8rP7uPA/cP8MGDpv5D+TJSDZFi/1P/ovZYEbOuw//4+Rsy887D8gmVu4lF3vP/lga5BOiOw/lGBOsuNF8D/ngeFXAqX3P7WXGcENKPI/D56ijwqc5D9JIW8+GB/wP+JodRzau/I/f3HrQZAW8D9jtSxwlGv0PxJM4DbPYOc/yGjP3qbj7D+pqeGGYxrsPw5sCnifcvA/tD1eGmCL6z+mrv8Ne5L0P44InSeUdOo/v/gsbB256z/aBCR0CMrzP12D2J0QT/E/HxLEEl4P4j/egNY4IgHyP8jOoWWm7PE/m/5UBgB78z+6qnXTn3TsPw5O/tvPtvQ/+q2RVQqy6D8iaQ9Gix7zPzFNbUnZSug/oz7sm47e8j/W7HikicXwP00Arvu5afI/xpH55R638T8cbY9vzrnxP4hGXwoGduk/8IZmp2n35D8NSq8hhcjxP/CK+VMvKOg/o3bfJCr28D/sR8rxHa/iPzkWYqFeWOg//9VUxyjj8D/cgrkkvFzqP+inVCpDA/A/QPY9vz9/7D/OwUUzeIDxP0vZf4Nd9eU/FJ+FMA3A4j94ouDHGSjlP8Z7Jn8+lfQ/VE29QDnm8T990ZsAwanwPySh7PYqZe8/YwpSg9rI8T/uz4Tn+wnmP2w3zFwqKu8/fmnRabJ28z9NUZhR2n7uP/IgiNLSQOk/eZ/RzEzP7z/HR9d6YQrsPzi0QczI6vA/ogas+pJg9T+sUCbvrP30P/wrruw0wuo/I8gV2Ig77j9+EujRFNf1P9yWc4mMffI/yrSSAhm59z8puifJEdnmP51X8xD4kPE/fnuj32Cq8j8xeKmibOf3P3PU5Tik1O0/Hr8PcM1V7j/2gQlGL0PvP0AfNy3DPO8/Cm1ORd3s8T+s1IFsAUHqP5I+zgCHD/Q/Oufg69FY7T+hLPV185zwP5mNTHhaHfI/G1aiSNd/8j9w5sT/eFrzP4aIktGbiPM/o9obRdzU7j+Ky5ZOnAjxP3BfNj/zF/A/a6lWfmf87j/NhgP+agzwP5Sa8ES/Je0/bVCqDcfh9T9YcikngqDoP83sr1KgQOg/Cfz+3QAg8z8+EZBP3ofxP108Trn6ruk/Ni5kMAUX5j8I4g+9knLyP5NZ1c5TF/E/qE0YX7+86j+lUax5fjTuPzPEoBnoQ/E/TjjVD0ER8D9rVmISFOzuP7ox85TEhOo/APvqdl4N7D8YoPFDrIr0P/VV1fThnPA/wFuOfybP7j86svaygC7uP8yZ4cEz1Ok/VSyDgN0n5z+vCY3RY17tP91JFdY8HvA/Ji+48DGe5z9iM1qPrQPwP01VKSkcVOc/FVo2JwRa7D83y5qbN2DvP6IOppeqzO4/ySPqNhZD8j8CBHi8wnTwPyTkP148IvI/YkKfw1Fy8T//KcgHhR7wP1HAD0G9HvM/KiNohdzz8j+WKvpeBYzxP+5Zz5t3n/I/XfN/OFln6T+Lzf8qGCnqPy9LcUAeYeg/d2vE5RVH7D/MWz0YM8rxPwnSLdIDPPE/5ZHP2ooc8D/wCAzhhNfvP9xheKD0DOo/gJPzzzGY8T+t/p3yY9nxP5/7g+NrEfA///QiVeAq7D/bqCpCoRfvP8knVLl07O8/GlheTqf87j/yhVUC/BztPxn/qleJgfI/XK2VUlub8T8lDB9/yQTqP6nQSGEhiO4/3rSBRiWZ8D9Uf/oTqz3rPyBoF3+rKu0/PdT78x6n6T82SRqKhRP0P0z4aJcbafE/tRd/u8Ru7T8ghYxOLtLzP7QMhZF2ovA/grjQMOiL5z8f9Y4Qj/TyP14CLT3zHPE/hmVmjppY9j+SCreCHBvwP3S/QomKKvM/eBA1ACVZ7j9PPWckpQDjP4IgyVBLO/Y/RoBDwQHy8z+mI4vy5SvlP2y/aaaO6+8/aZ+n/SNu6D8wBKQ77TTtP+Yl1nN94PI/8FwF9/0T9T8yXvRrS/zvPz/HMJ78/ug/fcMDL++28D+3AftXQTnwPybxW9W0kOs/ajOIDoB88j9EFIcvmSzuP/9QD9Tu6vI/F0oHe3T95j93vkxQOgvxPzafbP+YPvA/7mPiI9zE6T8Xx2Keccr1P2Sr0JYfO+E/UdmlHwDP7z/1FGBotW7sPzyoFcLNXeg/chz7KOBK7D8C8rtRRE3sPzyK7fVR0vA/kjOdCr/z5j9rtx1904TpP01Z83h3LuE/JlYQ/SSG6D+WR7fAfEH1P71zsH/jn+o/dObxSVMi8z+rTy9eH6riPxjDp3H0nfI/lgrAPm+z8T/dvOl0ATXzP81gYXY8VfI/4JpmWy3S7j/O3WDgbqroP2oN3G+mG/g/+JOkgb8i5z8EjSnYyBvtP41ShmSCJPA/gV1M3sk29T+aB69zjRfuPy5SE7TenfQ/oE4L8fD93T/OQx7A0aDpP5yi56BefOA/c7+eD6op5D9UjPV0E+bzP91YDGcxGe4/cP92TOqr5z+zDRB0GKDgP4gQgNHVb+8/yE0Anu6Q6D/HGdy+GCTuP+4qTiG2DfY/l1e8LP2i7j97Mi0+u+vyPxZBhuPY8vM/Ly8+a43r8D/b2VZFUI/rP6KZ81Y7cuM/9lpXnau94z/OD1EQkhToP/YR8hyabfA/0MJ2nHtf7j9XXJGaXezyP0urX7wwYvY/wCsCzGAd1z/xGknfrhzrP0uE3BPxkO8/ll2ZYif29D/UbYYAnrPuP4N7sBAhi+8/zrijm+6N7D8rvbxb/X/uPx6THu7aT+Y/0iuHQfsV9T/uL+nKNEDrP532u9yrou0/hMREfDdX7z+jAHEdj8HvP5GEOqpowuk/fW/fLAAg9T/WHOYA857tP70yH/BjW+o/xaoiWaZ68j+S0FdJpMHjPxF+zA+64vA/CGd9XyUC9z8SMSxyf5LyPxAztQob3vk/BFcY92xF7z/DbtWZ+m3rP3hOxvq2feU/Ui6IEFUS8D9IjDVGMufkPxQH4H/t9PQ/A0jxtV6u9j/uJlFiVdzrP0Vl/Dpol/M/swp0k9wS7z9GoEpDXbDaPzIdNM/63u8/OHAcixGC9z8G4NCDjKDwP/4nHFfQte4/Wjms4bGA6j/kdWy84RnyP/o29mlNvO8/BFY8eMK27z/ljndxMRnyPzHJMW64qO4/oxFfuLIz4D/64aofoC/wPzpWYONq9Ow/OD+9F7f87T+BwjvsVKLxP6F98sp4ge4/YymsEbCl7T+0dKg3ISP0P8ScuGEM2PE/HQoytiiV9D9gPeG6laDsPxcWvU/79u8/wAtj4tc29j+ZTrqx3rjrPzRMkTjekPU/Tk/yjUQb8T9w23UwNhjiP3xpo4/vgPM/v5YpBQch8D/YBpkOXVbvP4GX35cyrvI//+CvocGn8T9fu5/F0/rvP5ihFqojovM/LbZ7TbAu7j+NVHULVY3lP5jqmNFZ/+o//CfeMeJV+D9cDNZlRBXpP76bGr7K8Ow/EmLgiCIH9z+d2loCpHfwP+Z5ePUe0PU/3TOWUPBa8j+EeFZ6yPXmP7uz/BKDwvA/Gqi14HJE8T8ROkdAKmbuP6266YA/x/g/wz0r5No38j+wHwHT57H1P6KcfR8edfE/BwZchK048T9AIGCjgfDmP2FmQiS0yOs/jZv8pBZj7D/A2CyqQLHvP8LMtO8J0+k/QHAJ41nN5j8zFV5N3tX0P7tBGR0ETPM/uvGbQdjU6j+mLzHq7vffP7BWSDrxFPI/u/YgHVl06j8VSAB75QDlP0J+p7BgqOE/3P+3065o7T9Cf30ome30PxBppiDK4eI/nXJ1XXdq5j+Q3k1x0Df0P4jsi+caBu8/4E8wsuW87j/YUds1DzzyP16PVpYme+8/4pMH0vX19D+bEUrlGPDpP1iGpaOBW+k/IhJaUXCW7z9+K0vjBdfxP7LKrI/V8+8/IOvXVmln6j/UeAaNhif2P9ePkKxQ+fE/u+xzI7qG6j/A+XgpksfuPwrybDkOvOM/lki6JONJ8D9gWBDmPMfsPz8GgfO7BfA/1sYdeaq55j+yRBjpe9XrP0yaTyNnaOY/yCATtv+E8D913/LaxKfyP543c1oLp+s/GAtQY2G18T/dUxBRmn3rP7z/U34KJ+k/MiJF3XJu7z+YHjujHm7zP91ly4DQuug/r0pLQXUP8j9yHl2n++rjP3MpxvV4B/c/BF/F7rey8D+eU9nIAJPpPwzcwqwXOOQ/nt2sD/Z89T9jUI7TO/juP/sNDjr2FPY/UJT3+iTX4j/ersm/TRruP2xAtqvgW/I/vJBNGsf47T+gx6EuXenkP1I0rFXZ0vg/ot/KebDA6j+I5qVsqbvkP9ZXm0uvtes/ho6XyRym4j++4e5y897qP31EZ+upvvA/uMGv60sf7D8kC5Uc5S7wP2jRNIcpae0/ffF13aZG8j/9XsB+ZFXvPxgvtSDYb+o/55beVGH17D+b5EWdVN3tPzz6hKXJWvY/gvGgV2GR4T8kKMNpj1XpPzIjnGlDgPU/Lk/hcrj76j9OdzXtIYPyP0i3B2uSV/I/4NhG7Xnx7T/iq4oMWxHxPwT94O4S/OQ/csiHHaaz7j+dUXHNNpz3P0iypCIXWuw/X4kVrhO78z/ehkRU8LzoP9CVAB9Nefk/7NMDHqn58j/GCccQV+LoP5vJ5mmLFvA/HXDWuVC77z+O9RjPFIjzP74T1Yqw9es/2BYCK/4h8D8tp2Yf9UztPxdCRSa1E/c/HZ14Att/7D9UMMhcIMbzP9VY1O/6ofg/2swcda9o6j+ATb8MFWvxP4kW9Qcu3PE/kMNw9cUQ7D/CF62hHpjqP02y84TTafQ/emqcyE6N+T+kJXbKynXtP8sUQ/AD2vM/I6B84bGp8D8F4Gf9ks7yP11oby5rU+g/GCoSiFUl3z/+PJBAHPbxP7gjnXD3eOw/4ZP0Mn4d7D89doUN6on5P8JSik3jJfM/l7rKiT5Q8T+8AxfCOAHkP1U7UiUmxPE/kLeQw2DK6T++Nnrs3E3xP8ZvtZ3Unuw/LLQbKkJv5z/6u8+MJLPpPxUNj70xjO4/J8ESjRlp7T/MOB28uirvP2w3SkZTrfM/p/03Vx4m7j8GIfvjg2b2P37uBTmzXPM/xrwko5S68D8fxjZg77ruP62WEIYDkO8/QWRspSZ56z/uvauXA1P1Py1yuOoDgfA/9UjWYfGz8D+GasREbhzuP4WonE7Tn+0/zq5TVb4+5D/L31AH4YTyPw+I1xyadug/KHAhsEHQ7D8QrIDuq9/yPwxll7AUB+Y/+6rJ9+ka7z8XNPI+GKHrP6IQ9Yun9P0/5h2EKwd09D+a8fy5+3PuP168I6w0Muw/2eTJmkWs8T8LM4KSytPvP1hrIhzdfOo/w2PP5syS7z9OidDWkrb0P+ByCKtTs/Q/UkBnHtsF8j96tPlrztrtPwoCExwUhOo/J+Wk2Msu7z9W5abSEEPwPwnfrlofy/A/JCuMlqyB8j8x6OqFaYztP4l7KxDukec/8NtUFBNo7T9DAsCe7dXzP3VksVnXROc/ne4sG9F/7D/gOhJkxTH2PwZNawhUMPI/wFqPEcsA8z+OLaUFB/jzP9YA3z2o8vE/UDwucvG05z+YddBfgYTxP8rAH0HXWvI/t8ynpHTQ8T8dkuh3c4bwP6fIaxh8Nug/GNdrfLVB8T9wAIYbBhHrP0693AiUsvA/zayjGDs78T/+pupiCJ7lP6Wkxg/vtOk/c0T0mi9/7D8AqUrcIeTuPxbjQeKxT/A/cqO60W978T9n+lCNXejuPybDTcMG5vE/TKgjsOQY3D+ym08n0T3xP6MFRRKSefI/jCEFTmpA7z/ZxsPSc3TwP29xUDVT8+0/cK3crRv86j+yAcQKmo/nPwnZhPYaAfE/dfVgYRIE7D/Am6DJF2LrP6ZojftGh/M/SBP/gxlH7T9XCaobeH7zP4g/pJOgv+w/wwFIGHOf8j9+vb9ffErcP6uvYrADkPM/0msD/tW79D/BU5lGJj3yP2gKdjIpgOs/18bUAAfo6z8DmJj+XrrzP9NE6vCrku4/Kr1kRRL29D9lfosLQhjqP/yfIQU3oO4/zHDpBqN18j+TxrX5+ozxPy5bInIJ2/E/r3qX13OY8D93XfPBHqvzP1Zkrq/a4fc/3ku78c5+5z++Rs1CEUjyPzp47ZcIQus/qBoFgEPE5T/wbF7y+qbsP8sDpVbW2Pg/oEysHPrK7z9angRNMGDlP8q1/6PmSfM/ugCwUDP/8j9a3bCKsGTqP3qW205mL+w/Z3UEK8os6T8l27sOfkDwP3CFW5gT0uA/Qxl7FzyS6z/usEKUCD3zP4QfCf9oFfM/W5Nn1Gh18j+yN2o+JLfvP7dxm4n8zOU/KZ9CI1+36z8gQYrtKbv1P6X3fDwcEfA/UVOlH0Rj7j+sNFSOtGfuP707v3ket/E/nUvtuRVb8z9on3Ze/dDuP5pSQoj4E+o/tlhV3o1y6z8H+yBqJkPlP1GlZgrrZPE/VucADCkq8T9V1cloSFX6P1ijEIRL/eY/WeP9/CWT6j9X/9I1BMryP6agDVeEBvA/b6v4Kqt79D8iXguLbwLsP8juR1gJo+w/DD70bfww8D/YIFVkjxrvP80xX3QUZPA/31nArDA75z+5sKEObaX1Px1RypPmKO8/VN6x2fsx7T9ixuBhisLkP86p+Mco4/E/HlSNYpdd4D+oWvu06pHuP3P6pkgm/es/v+LCHELv5z8tndl/muHwPzaYEM6zsuk/dsvLSK8X8T+VBhhPGsPyP5MXaSI1n+0//MuCRD1G8j+EuR8f4ifvPzcAkfswk+Q/jC3yKocp5j8KhctdBjrkP7ZnkyOtv+8/+5NgHKNK7z+dAF8Ip1npP0xGSYpS6/I/0SCb31iO8z9urp/XGUTwP+q/tS8DZ+s/36iHdrx17j8iniNs7XjoP86jex1bHvE/oSHgVWU06T+Bg9bFhNXnP3o2h7bD2/c/kiB5+nu28j+hY3btkBftP++rghn/XPM/2P01KFGH8T/zsvRakXvwPxFTsZgUK/I/Dkw4qcL97j92GqFu8GbiP64B14+87OY/3l+Nipfm8j+CjesPvQXzP9QSCcD29O4/sXr68VO67j8FEr8AIP3qP3hniX7yH/I/ShQL7E1M6D/CGY/mil3rP5+4JkL8N+8/TvyCjlIh4z/in5Krl8roP3ZBECPMW+4/BkAzdcO68D9GCAw8rGDzP0+oAFKdLes/uyoT57rT8z8xl6Zw3CD0PxQaIGgTTvI/V9AvGIah8z/AZZIqnyjuP3tX0B0MmfE/JWJv2k709D8fSHCDeaXvP8IOz7glD/Y/hL1GDaiT9D/gnmI5tNXsP2ZbLY7rL/E/6CPUXNVX5D/OQsv9sIrnP8ITLLPvL+w/tjt1iPJ98z/k5m6hZRLuP+cceYVfuvE/G36gm3Mj6D8CSO8sOLXwP7KbjLMZy/Y/cIeWyBjy7z91fgMA/Y3wP5aa60r7cfE/sM6rCQgf8T/2jESJlaDxPya3VTA+0O8/6SS8tjyF8D/taVa01P7tP//mWneUVe8/kMMN8s/s8T9MCsUyribhP6adY5x83+A/r92f3tX78D9iwUYnA9H3P1qMUYnh+eU/kqJ82dTD+D/UNgXp7vboPzXAwEu05e4/qpbp2UNA8T/AEUMBvPbnP63zHEbFyfA/nu5RzIv89j+ht+4fftr2PwYVIeoX4+o/yGJ2Z44K8T/M27qLpR72P6RPu9DhceY/Jlnsnfqj7D8+cv36OFnxP/bnRh278uw/yPlweEE87T/BK3skz7fnP2MhJYSslO4//uOIVcKn5T+K3J9CW4TzP9oXWSfILvE/yuj1tA+q8z8CJmth7K/jP5BN5yYzVOo/Go2BSbB19z9E2uuf/AX0P2HMcECe9OM/pHyBb1TJ6j+cK+J86lzoP6bH+oUruOs/i6Xto9yB9D/mEzhc8dfyP5CWsYluSPY/uRGmhU9+8z+gj1JwpeXtP3p2S+eIePI/UrMxw/UN5j9Y90r9SSvyP3IC2cl8POQ/KM8AP7IA6T/W6ZOWq9noP5NnEc35QPI/vaOfSBOK9D/GwvOFxzryPwmz4ACK8Oc/6EYj45vS8z9c9bm+4mjmP/z6yndy4vM/fsYle3CN6j+nAI+kwmLwP9lvknSwEOw/OBSRPDe88D+MxQfnelLyP8acLtECafc/kldCMNUa9z92d8sOcUDkPxbDz79CtPM/Gpwopp946z88l/yFuu3uPwS1mEa3ld8/aAD6M8Ds8T940HtwxQbzP56fWFSLsOE//LxO1uf47T9FBku9OoP1P9I9Xiaz4us/qxzthdRM7z+yU096qMHhP6QzvIgZxew/VNVcz2Hu7T8lxf0/s4ziP1x4qzesCvI/VBQqDPCp7z8SRB+BBAjzPy3Fv+8WVuo/pleB9OPd+D/+IfeHQCXwP+NZk4UzZOo/xMTVynY58j+qrsIs4t3wP4U+gx/ukOs/xiJc/bHI8z8yEn2MeIP5Pw1czn3QTu8/FJkxVuGG6j/orTz06avsP9Io3uDRfPM/DJAmIvY48T/+mQqLysrmPwSgvx4llPE/VfzFqXlO7T+qmmAfwv7gP300zx/Xwe4/G8gLcAfK9T/8U0uKSBr3P7ZXH38+Euk/w8Trhqh66z+heHcW1aDtPyyxL3Wb8vA/bHA8UkXw5j/xlnJje/r3PwzJQe7KwO4/2PKRDTIf7j/xOTRYFqfsP9Srj6b3neQ/Oq+LDPqe6j9hd5C5ojzwP5kxRUTASO0/gf3pFcrs9j/jRHBVRrftPxwUwamOg+g/9qJhd4bi7z/G10bSlQDoP8j5LQKtC+Y/sczdumpZ7z+Lh5EVO7PuP1DeMfo/Z+M/RNaVKia26j9G/ORy7+rxP/R4/KEfA+w/tYDfTfy58T8S/gCQMRL3PyTOkuzP6O8/WZ2NtyL84T8otI2m6QnuPwhfXncJ8+E/UnGmccXn8z8MkSydaULxPwqjTuN4/uY/BkNrzlAv9D8o0O4rEbzwPwlQ4ERtt+k/BjA+LuVo7z+GMqehXTnzP0HK35bxAfI/1j3Y39re8z9qfiHB1mXxPx8IM6bmg/Y/1RywDZEq7T+yc3+YvG7uP5mRFhaO7vA/X7XiS89Y7z/AVABuy0T1P9pO0PtYm+Q/CYDSBt0/8z8iwEP2l8rlPx97tL2DY+8/bCoku4DW7D+D8636dd/kP1AY8rbbCvY/pvE3rVW18T94EdKUmQj0P5quMCTSc/U/beUoy9u57T9SJURT7hfyP+R2WC+PoPU/Mhb1Jgpe7D+ifOpBpUXzP9yZ4/tHrfM/3RhsIY8E8D8w9JUApxvmP6hCQMSWF/M/qVgJ/9ff8T+R+RdNxcjtP2b8VZ+LMvE/gGivCTMi6j/QDAq8rZnvP2EfX7sE7/E/LVhk0st37j+bFm4MSyfoP2NndQf3mes/hr6TO7xu8D+9PhMorAHtP6TGqvp9Fuw/1eyi1TnH6D8k08PfLdH0P8JT/9FzCO8/iOmh0nEK6D9BYs6hUs/yP6iur0ED1/I/No57nw1k7D+UWQk9bTzyP05Xo/LpDPI/+00pYLG16D8aypBF4O3vP2APaY8Onuk/QJX/vZFK6T/UuWVWiOzmP8g/X/EkU/I/wi55Vciq8T+G7iXxhYL1P7di+/BqDus/42aFjpN28j+RUQG5yqHuP0tA31SgGvM/3DtGKKKM4z+RHeJUQpTqPyFSvO5G3+k/SPgrW1ZR7T/GP6VsXqX1P/wYJUy4LOU/ExlJEnNS7j+sMxN+ACvoP9wPswbvb+4/LM2NXF/m8z/4tolZtdD1PyKk4C9cDPU/VhpZS34V9D95kAxdfQ/oP+QbobncWus/4lhr2jR67z+Y9vmdYU7tP6yajVDiJfI/O0hURnYo8z8i2K98YtD0P+1d4H0DF+4/pOwT5Xj47D+4x1X1LmjxP9CUS1PxHPE/bPc2FuAS8j8pSI3WCW7sP0xzFoaawPA/his8R2gd6j+rCxloojnyP1iAFNIje/E/ZNGTk+SS9D+qaIo8iKfvPxERi4r5POs/ILCADo0n8j8Qjjg5C5D0P3qr5z4JH+4/gxNewH3s7T+KnNj4SaL1P2XaF+lBVPI/uwO8igib9D90NEXE0dDyP1kFTin8XvM/mJA6cgjW4j/yRJDp4hDwP5LJzWUl/+w/QnQqLsz86j9ayrOC9GDzPwqsSRK0Uu8/T+Sf7NzO9z8bRruHBwvsP6RsHAO71/A/dMdxW9tA9T+yg89tpiPpPzI9/dcuZ+8/D/MdJE3/8D++kpVE30rsP4QbQegMJfE/rkYSu+8/5j/Hisqs2CzwP8pyBvMBoOo/8mPyG7Dw8T/0HLVE0DfnP3dfy2j6cPA/EpDgIP9c8T82GgWI8U3pP6mI1ggq8fM/8q5hKebT8T/BKu78BcPsP7jec5VA0Ok/KOethG6X9T8GBsIpPinjP/2HFAkaSvE/fBBajfyd8z+k9wtBMs7oPwrRGzxm2eY/pVRZJyvn6D9ftYK1qADyP5DbujvgMOg/4nvZYrxd4T8uAHsDi5jlP6Evctrkfek/hmG7g0rc8T9T3URignXuPx1GIHztsvY/9m+p/AO94z9qY4tYfVLzP/A7qnRHpOs/JuwEtyXd7j/gRiK9hKzvP6ESiwaXrvA/Qu/J4dnK7D9q/JKU6iPxP5un/nf12Os/9JL8n2V55D+9y9grvDDvP57vBrMdXPA/ivB2QNld8j/WUKtKpiDqPygbMk4E/uk/YWo3Jds86D819LsEzv3sP2GymuFaB/I/LoSTiJ2U5j+mF8IvVXTyP7PATVPYaPA/yquVth737T89kDPg1rXqP0TNZr6HyPE/aF5pbyGW6T/hXqtBrZvuP6ITX+iCiOI/IH+GmnzD8D9qKMGYptbkP0Pg0hAI6uU/H1xg0fa/8j9xJxbnVOfjP/Xs1XnUWOw/YFb4QMCo8T8nu/UoyY/vPxYel47fAuc/NwsXhMjm9T+/2eF0H3vzP+BSuEFHXdk/VuaZUq8S7z+4ApBfscrzP8UZyKQcpus/fnGnBcdc+j8cywZMvS7tP6ptSS4zb+4/yCUbN6Tj6z9hu85nAs/3P7YbwuElcvc/+BpjQkNN8T+fkKzljEfzP/4piuIuLOg/DqArLxqa6T/9UBu90RboPxz2GQcEPug/kZfQKx+88D+vhDDnM+/xP7WgMirT1+8/DacfEw7R5D9AH7DNbDrnP1iXIweNP/Q/bFwQeiX18D+S73f29JDlP6q93gvAg/A/cpl8EHnG8D/M+h96Z+vpP/H5twjurPY/uid7GuUd5z8cNRLGIPn2P8id88Q6yew/N0KFThBw8z/uCOBD8rvwPw/zqo6mdPA/Bl+KVW0p7z+MpY9rK0jzP0p00AOIbew/1aXiwAGU5D+B5eKiHL/nP/AAd+2nn/g/d5b6gvfN5z9pZ+VZYDHuPwwPWdgu3OI/03rWk6qn9T+Ui1s0YBnpP7mh0TUQGfM/DmCWut947T+I9lxdEm7mP6eofVg0rvE/qya5u1l26T+qoeChBdXrP0wSXuGqz/E/hnbgaxi54j/Rfmd2sU7yP8d9cVh99/M/dludhpm56D9C7VZhUTjtP+ZdXV/urOg/1/xcPHDO7D9UAlfNICL2P7M1bQvA9+o/QaNAyiYW8D/0fHKmOvT1P0LTScxI1Oo/o+h1UrOE7D9iRRfvPSfyPyeQZv217PM/RsbgMDBd6T+yPLLYi9XcP7pzYvbv2fE/Yvtq7F5+5T8cJWBIfWvwPzynDb5IV+o/iySXj6ex7D+YUrURCp/jP7Y+3+6ohO0/rKdT+4mn7z+U0PCStHHtP2/HJdgFHvA/lBSHzHNq8z/E/xVXwjXzPxBcMtKp1vE/SLPXXrkQ8T9A68XjDMvpP2V1yDgJsPE/OWeg0jzw8T/4nEOo5gLkPx5VKZ3UqPU/x1bY21un8D8dnLTCub7wPzsc62sChes/43TxjPVY7j/jXuB6OUj6P6DZzhkAmPE/H+86XJbu9j/rzuAH1e3yP+mezYoPX/Y/Yey2U3QO7j828EUog2TyP0OjYQ0XPeo/tKfSySG16T9smBsKWUj1P4DKcogF6/U/bNyM0SXU6j+Yw+f8IIfzP7D0K8usUvI/7EA+J8Z+4z8TaKDKXfPzP93yGZugieI/wKQPRnQn8j/0gAv9jUvvP010XMyYr+k/VDQok+Pf4j8xCPxoLWjxP6cUS9+oufg/zbB29gPD8j8PO/bsRDD0P9xEI/z11/M/gTHynPgL6z/ZhtYCAgP2P6fJ4s/5+Ow/0ooNAOYu6T9RPI8umbPsP7ZdyRyjAOk/0U7qNA6c9T/vIgsPiWH0P9T1cgjp6uQ/9cn6XhcS9T9Xf5/xbR/xP9kbLzi7iOw/tJWa5TBz8j9+QN542uDxP3xAvPzh9fg/JQIlPadE8j/qwER7UlbnP1PeXIXDj/Q/fiOx4Oac9T9UbTj1UBzvP1S7wYC9evI/+k2hyA/+8T8aBZAoxDnwPzhtIgcp+fE/rat/PQOg+D8g43RCnHHiP+9kCb1zsPA/LrKu9Fpm8T+ZOKsHWZTrP6EkQrFtX+4/rNRgMuwe9D+8gqvs9+XtP/BObAlALfI/xrFtu4Xa6j+wY8qLR/7yPz5/a8aM2fA/Cqa4rbMV9D+Aof+DHK/wP9lTopN8U+4/8g5BSRrT7z+VderGWHXmPxST5mjLiPA/hNzIEJGT4j8Chh5F9W7sP9v8YklTb/E/6gJIvHct8z/C6+y4R97pPx4Xgki8O+w/tJ48FiOz9T+kZOI7n/jsP3BPX8eChfY/Tmmk4xtv7j/HuKfjrRXtP6jyjoa3T+o/LIDGxF5s9D9E4V19XVnwP4dkwjMVQec/5ahYO1Kf8D89AdZynyvuPypoAr54XvA/hjFu4BZs8z+tj/S8K+XxP7ucvelhFPU/wptnCLKd6T/wQe5CXQbXPw3SIlSD8/I/xiPRnbYO8j9UeSqlzKXpPwZ/nJkK+ek/uG+KMCZY8z+PUa1H1Y/0PxwFFy6shu4/i4SmSOZC5T82oqkxbUnxPzNe6cw6Y+0/QjaPGRfl9D+qUfDF3YnsP+pe14RirPI/oO21C7tf8j/dum+iq7nnP0tqs0ItO/A/qqY3Oa7U7D9fsGGb1b/xP3OyKGYloO8/uvTSSBeH6j9Sc/gwfDnqP7n6ZcBGhu8/Ae6Ggw9o8j8fD467BMLrP1R10CAdYO4/ZC3q6e768T8toSrlYjj1P/pcSDwrLvQ/KDgEZoVr9T8nP7Z24dTvP4J1hWxLZO0/aL3FdUYa8T/nfYpw2hbwP/mCUzAIduw/4yUu9NAh9T8bhFfqoeXtP+t1R+wIA+w/0lg0x27E5T97pi+nvTHyPzylCWB0WPY/K/N0wC/w8D+a6jckoQHzP295mgtWb/M/itn+Ucow9T/kFs3zv4HzP65QRgWa6O4/aqczSosi7z8KJK2E6u7wP+M8lYj7Gug/xoLDXlVN6D/4n5ymtmfvP5IeERM0L+I/ZoU1orcY6j9/H2I89i/qP6RlTa+9Hek/CFb2cZqr9T+MHasOWavqP5UAPSs8j/A/hA/hXi/U6z9azTP0E1TuP19oHud2lus/6h0yrJa08T/Gtz4od2DvP/bT58rdZvE/1qZrc5SP6z+BJTxy5y7gP4j3aL2nW/Q/n1a/AR9w8j9WEos7bJvpP/5OTHPAyOo/fSu22cqh8T9oAjhl27bsP9qohlRKDOs/8EKK2Yps7D/afJ7iqf3jP+z8lQQCwfA/fr89sGsM5j90IetJHRPsP4J/iocXUug/F/BOn1sq7z80YUF2ky7rP9OxW/RZjew/RD18bGts7T+58AVRzm7oP86/H2g9kOs/7Ro6PIBB8j8uuIr6YaXnP1oy0SzUMPE/HnoyNISA6T/t1s6NjqzxP3aw5mRV9PE/ds7w7f8T7z+abwMrumz2P7mdS24cevE/Fdkddonr8D/Siw4PqWzwP7uGTKrTMus/FYXJyZeP7D8Q0HbA253wPxjdUJ8WJ/g//wNnGyUs8j/Mi++ix7PzPzyOML98T/M/0VXevW9G8z/DxY1tHHnxP0pDPb7hIPE/zj8gCaUF9D8i33xhzjfxP+FEnM4U4Oo/f6r4AijJ8j+cHT/GuwrvPwVnJIEgfes/KryaNnCk5T8RoNi+o0jxPx6XdaM64uM/+oTNcMIu9j/x4i5hIrTwP0g6uoMzo/A/8iPB7ZfM9j/lGP7G+tLyP65xC1bk+fQ/Bgg39JPG8j/DdTsi1zzwP+85KT9xH+o/Ppmj+Wlu8j+Y4n8y4nf3P7P0HgEdK/A/zFpn8Qxn5z/f2dYIG7juP2B3LRcHV/A/huB+Ih868T9gXU0YrUD0P5ycgMnORPc/Ur5drbAQ8j9h7/l59b3wP2SCz+3yF/Q/SB7BprGr5z9n/j+MgrruPyoHeT9HSus/0q6EtVr65z8+9pFo5lj1P0MCHRUqlPA/cgLw8/pA4z8Tsr4HFyT0P75JdcLUlus/laMO8kD66z+GiyVwOLXnPwqc3joPFeM/tN3YgmdY8D/S0ZdJEFTmP2czvjOqFOw/s9H93p+d6z9ShGHiOiTwP50oXx34t/Y/yGt9nzdx9j+AsuehzhLzPxPAY7764O4/9+ttuq6A9T8I69jNfsntP1uoL/A6gPI/b1PXG1gD8j82n/lEH6/oP5T9Iw4pVfE/Pp6gja3c3j8ICmMqhrH3P1LbneJwbfM/DXLzZfSW5T8sp5F84evuP/UmY97U4+w/0Yvl9SBZ8j+sWFK4tRXpP1xtfa93XuY/hshUOLET4T9S64kzfGH3P+twXGHCJuk/sLjoT75N8T9KB+s/PIf0P/h8y+Rla+8/xj/vozIg7T9KjOCiPwryPyIh41SVLfA/PaVaVhhf6D+4gE+j2d/wP376soYpvu0/Fq8dzKxO9T/IYOkbS9L0PxjeaXhlPec/yryM3vCx8j8EUqojle3sPyIrOJteTvE/LQsxTTNB8T98BGyk6HXuP7iLCTFjLvI/uTkz/Xyj7D9dnP3WZTLyP1sFSFCe/PE/sFJgpLEM8D/spwkP0dTqPx4OIU5/rug/xP7vx5ob2T8/jlAOMp3xP6t4TF7NGu4/M+yUUr4p8j+o17tthAjwP+HT5PxM6vA/MVmDhptX7T8fwdBOIIjyP1mEii+A7u0/sG0P8CCv8z+4g4QML07uPzPM1PMqa/E/3Wnuz5YK7j9jq9Zots7oP+LNvtVwpOk/cGvtdBRc7z8IXrzKdNznP2b1uxI00/U/FzCcwg5O8j+RVJI7OKv1P4b7RiBkkeI/3C+MskUq7T9gExAE+4HoP2uQg8IPwfM/Ovkpw8Mn8T+/FcjR5fjtP/ZgL1FicPE/MBh+O0+L8z+JxDa5eG3nP7KhHis11O8/XFboDiLQ8T+It2juA8fwP2b1xmU4VvA/ZC8XAiPF7j98nyS6V6TxP66TBqzJq+E/dLRWR14J6j+bjym7w/ryP1rJq1BraeM/dR2VLR6o7j9FIx+0wkDnP8/C47MtW/I/IhQaF58O8D84QiidxhrxPzl60Xra9+g/p2B7ssN/8z9uGfi+jXXvP41tQxcGXek/ZhcN5oxX6z/lG4OKiKz0P+73t9SIh+k/mFfglPd/6T9hWIYMy+73P3Z2eABqB/I//qVSeTq56D9bd3pOFD3wP7U8HyK6uPE/zoAhcDh75D9uI1tMTWn0P3E8VxRhevU/0UlR7WcR9T/o64+HuTXyP2QaqFBh8OY/GOXKvQME8j9FXaX1P1bzP946emxQze4/KkmGiH+R6z/EP7a0AVbnPxe4je2Vieo/ZWWUHNBt8j/E6yw8fcvxP7KhpzYp5vA/G9QV9X2C7j/w0m6Qe2DzP5NZtsur9PA/iEI4rcJc5D9JlkwRtdD2P4mZKFVKL/I/7bFbs+8Q7D+ExDQH2OLqPzPKpvqE+fI/NPTOL0nS8D/T/2FSXdnwP+ZyZCViwe8/JJ7YwtUm4z+P8JOsthv1Pwy+vo65JPA/yLgruKWg6T/DN7vAJrr5PxeZ1lBGi+s/C/TzAY9X7j8jkyr6wdDuP92cYVz2YOs/uG90GiaM7T+VAQzASPTyP7Ay8KjSlfU/o8qggAqg8j916A81sNj2Py2Hm7phzOo//ljrMW078T+kLPxDgojxP2igoWS5Ueo/IEWUW9+T8z963YMBU+7xP24kH1W9m/A/sAoA+iY75D/mJ4mH4zHuP/lR+ia4qek/RjpgSWnx9D/bawbCrJLwP0905rLMz/A/sCLNLWEX4z/swTlcuVLqP5TqFZhM7us/mlLgtovr4z9ybVi3emrsP3s+80JD6e0/Yh1relUu5z9CPLTbbSzvP+LLJEBHNfQ/YuALFgd28j+6dIW6aSfiP6uUX4CegvE/fdz5Bw3J9D/AR+OpORHpPy+PxkbyN+0/zO2gN/UR7j946ry0VEL5P2LkDTJ9XfA/7pVa0lZ67T91+AtH4ADzP98pbIkMweM/Z5RO2pNz7T9a4JD7majvP1z37yn4XvA/8ZbQbJ8P6T8yh1cFGe3pPx44VntOEvE/66Ig+Yhh9j+VaiyDmO3vP+6r1HSe/us/Rmd2V5oN8j/4CrFi7UHpPzSsU3tTL+o/DGBONnFL8z9LRvoRWZTwP65NZ+fWmvQ/UHHRgw0X6z92cJE9Xz7qP/Gc7jOtQvI/e2wAlyHY7T9p1vvKZrHjP8ZDHpMWw/E/teGYCoaW8z+wvgyavrLuP32I3YD1ue4/yieY9woe8T8kydiUGG/2P9lkHXLHKfI/OH9GEYD58j96owIA9mnyP0zK/ig4CvQ/31H+vf6r8D8qWzpNKt3yP3zraXYZo+o/bPJ7hn2M6T/6vhDOyMXwP4U9Dy6Utuk/SrFIwMhw6z+KzojPRMTqP6SSmU0ekfI/BHBdclgb6T9/Es3QijTvP14005/PJug/rNBQnYQF8j/3kA/P02TzP5J8kdBFk/I/3B1jpZJH+D9YPseXwVTxP17QWU1fu+c/hvGkFcls5z9NPOngrvrsP+hXbhaxsOc/6z9HIt4B8j8dmm0IMbDwPwwGNidF1/E/4AqPzsa68T/fxoRBMBnvPxpxTnU2Rvc/RLnh7g2R8T8+F3XJOPntP6ZMpbWF7PU/DbujS7ux7D/QMjXOIJn3P22z9GWBMfM/EBJ9EbmE6j8UYGEIfErtPy/u1cz3ZOo/WJw3kYV87z9D/kMrlifuPzLEfzmx7/A/aA4Jvx549D/mqbu7zMzxP6wqpQlzNew/LqNwBPU19T8hNUi8z2nqP9FcO8TIFO0/bUOBOini8T9mZgoB3KHzP8fYY65SPOs/GCMmKcvK9z94TV05x93qP7qcL5js6+4/Dv7WfGwb9T8R/ku75ED0P2Y/BKOsI/Q/TmWGBY5H8D/wZLHnGMX2P0RQuS+3IvI/8zglAW7t8T+mFJibVjT1Pwiko6qLqeM/mCXR6Wtq8z9NugEjBhzyP210Pc64/+o/ob+/FbkJ7D8vSA1sjAj0P7spEP9AQOo/ny66qyQH7T/c35lR6VfxPzItF8wMPuQ/IxVAl+VO5z+GQoI4aiXnPzhokbyYffE/RLPln2Tn8T/rSXhYXPDwPxNZ6tXHHu0/y+WBEec57j/oqSV1kUbyP/75kTL+rek/sv1rzWmh4T/B5UTfD4TqPw0mI3iXYu4/TgPidRqw8D+qWNvqY03nP0rqdI+kZeg/3SpHNgE36T+Yt8SS6ALyP37yo5U2vPM/Chy8XYaw6D/f0KjAvKPwP+AwlMEAM+Y/5e4an6yk8z9kW6br5E3xP+jVHrUj4O8/zE/MG/j67j+EElkZa7z2P1IBNUwjdPA/W0fPSs/K6j92VAjzNjLnP+y9hOf5j/A/Uzdhlzjl6D/qAsu54e3rP7y61Y1h1vU/5/Vx+ZEt8j+qLclGeTPxPwJLnJ7Kauo/QOu/jBi/8T/SynXChmLyP4F60FDeVvA//M7fHjYL+j9qrg34AXToP5imwaERYvQ/HHWnxG4R9D9TJXurMufuP0Ge0NdRaOo/JUMEVNAv7z8cz8H144vjP9ArOADCIfQ/GN6cMGWM7z8VNx/rTd/rP1hfZ69Ma+U/u2/3Wwq18D80oudjiDL0Pzg/cOcnl/Y/cmxRpXuG8D8um3wAXp/nP9KDZLIMT/M/UGTwgGiR8z8w9kv2yk/sP7dLtgqgLfg/CAdGhgkI8D+9uK9R4I7oPxYaLxVnVus/jn+9PDRu7D+5z2dunwfwPwTLPlp5quk//M129nli5z+savxQrZP1P01hXu9WyPI/RSbIuNpQ6j+Mfew8cpXkP4qfReuLc+4/UfNcxwge8z9OWRZ/+O7nPxHTcaj+Mu8/vtOw4+7I8T/C/uczeuT1P9yetJj2ru8/smuUM6Z04z/DcQ8dsAHlP7SeOuPx6vA/hLUDyYhq1D+jBnL4p//lP+SvFn7+9/c/uG6QmOyh6j9ZwvVcxybwP0M7KN4PZuc/HZIgq+QA6D9YBFwl8kHuP4exPk5I3Oo/9rM2l5005j/ntvulOQTxP2xEQrT1JOQ/d16Xr0Gg8j8m8c8qDo7xP+/pphqIPPA/fodgm7Ua5j+Qqcux0GnsP03wJwuZ4vI/kEBG34Gl9j+WY2Y/L5TsP8RQLZjAZ+A/MMJgyA2E7z+jeBsUutntP72O8WnXFu8/pLZSzUYM8j8XhtktwYvsPy/paslsLPE/LpcN/w0D8D/GpWqYtpXwPxQnWH3/FOs/067cVgm95D/ACfTKHHHxP0aseOq/+uY/Q4MYje5/7D+U8j+jRUXnP6esB/qjWvM/PAwlhg084T+teMZ8NEHqP7siXuJ7M/M/5sthwwXK8T+VE1ZItXXrP4adX3MSbPA/KPQh8Fr38T/iDLhOLMTdP0ifkqEWMvQ/YdU08Ga36j+x9m9Th1DqP1EF8ZDHTuU/OnEpDbNY9D/FttR+r/jwP73a+IiEsvI/VI8ptcd28z8=\",\"dtype\":\"float64\",\"shape\":[10000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[10000]}},\"selected\":{\"id\":\"1148\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1149\",\"type\":\"UnionRenderers\"}},\"id\":\"1098\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1148\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1120\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"1146\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1126\",\"type\":\"Scatter\"},{\"attributes\":{\"callback\":null},\"id\":\"1100\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null},\"id\":\"1102\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1144\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1127\",\"type\":\"Scatter\"},{\"attributes\":{\"data_source\":{\"id\":\"1098\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1126\",\"type\":\"Scatter\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1127\",\"type\":\"Scatter\"},\"selection_glyph\":null,\"view\":{\"id\":\"1129\",\"type\":\"CDSView\"}},\"id\":\"1128\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"value\",\"@value{2.2f}\"],[\"index\",\"@index\"]]},\"id\":\"1130\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1104\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1106\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"1144\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1109\",\"type\":\"BasicTicker\"}},\"id\":\"1108\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1109\",\"type\":\"BasicTicker\"},{\"attributes\":{\"ticker\":{\"id\":\"1109\",\"type\":\"BasicTicker\"}},\"id\":\"1112\",\"type\":\"Grid\"}],\"root_ids\":[\"1099\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"0ec30c18-9bd8-4ba4-91aa-3a7c5cc4e3ca\",\"roots\":{\"1099\":\"89ae6f9d-8587-441d-93bb-da328e4c7353\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1099"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "source = ColumnDataSource(df)\n",
    "tools = \"box_zoom, undo, crosshair\"\n",
    "p = figure(tools=tools)\n",
    "p.scatter('x','y', source=source, alpha=0.5)\n",
    "p.add_tools(\n",
    "    HoverTool(\n",
    "        tooltips=[('value','@value{2.2f}'), \n",
    "                  ('index', '@index')]\n",
    "    )\n",
    ")\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the index given by the tooltip, we can locate the corresponding row in the dataframe: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "x        2.075677\n",
       "y        3.030386\n",
       "value    3.673101\n",
       "Name: 1034, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[1034]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bokeh Graphical User Interface\n",
    "\n",
    "Now that we master the basics, let's try something a bit more involved. We will do the exact same plot but this time, the user will be able to click a button to add a number of points to the sample. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.bokehjs_exec.v0+json": "",
      "text/html": [
       "\n",
       "<script src=\"http://localhost:62345/autoload.js?bokeh-autoload-element=1584&bokeh-absolute-url=http://localhost:62345&resources=none\" id=\"1584\"></script>"
      ]
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "server_id": "a6cc19cdaa1240e09f00db7bb7ea861b"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.layouts import grid\n",
    "from bokeh.models import Button, TextInput\n",
    "\n",
    "def modify_doc(doc):\n",
    "    # same as before\n",
    "    source = ColumnDataSource(df)\n",
    "    p = figure(tools=tools)\n",
    "    p.scatter('x','y', source=source, alpha=0.5)\n",
    "    p.add_tools(\n",
    "        HoverTool(\n",
    "            tooltips=[('value','@value{2.2f}'), \n",
    "                      ('index', '@index')]\n",
    "        )\n",
    "    )\n",
    "    \n",
    "    # this function is called when the button is clicked\n",
    "    def update():\n",
    "        # number of points to be added, taken from input text box\n",
    "        n = int(npoints.value)\n",
    "        # new sample of points to be added. \n",
    "        # we use the a narrow gaussian centred on (-1, 1), \n",
    "        # and draw the requested number of points\n",
    "        sample3 = np.random.multivariate_normal([-1,-1], [[0.05,0],[0,0.05]], n)\n",
    "        df_new = pd.DataFrame(sample3, columns=('x','y'))\n",
    "        df_new['value'] = np.sqrt(df['x']**2 + df['y']**2)\n",
    "        # only the new data is streamed to the bokeh server, \n",
    "        # which is an efficient way to proceed\n",
    "        source.stream(df_new)\n",
    "    \n",
    "    # GUI: \n",
    "    button = Button(label='add points:')\n",
    "    npoints = TextInput(value=\"50\")\n",
    "    button.on_click(update)\n",
    "    # arranging the GUI and the plot. \n",
    "    layout = grid([[button, npoints], p])\n",
    "    doc.add_root(layout)\n",
    "\n",
    "show(modify_doc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I obtained the plot above after editing the number of points to add 500 points everytime I click the \"add points: \" button, and clicking this button twice. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}