Mapping_SQL.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlite3 as LDBI\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "db1 = LDBI.connect('Map.db')\n",
    "\n",
    "Roads = pd.read_sql_query(\"SELECT * from Roads\", db1)\n",
    "Features = pd.read_sql_query(\"SELECT * from Features\", db1)\n",
    "InstalledFeatures = pd.read_sql_query(\"SELECT * from InstalledFeatures\", db1)\n",
    "Intersections = pd.read_sql_query(\"SELECT * from Intersections\", db1)\n",
    "sqlite_sequence = pd.read_sql_query(\"SELECT * from sqlite_sequence\", db1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f047dfd040>]"
      ]
     },
     "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": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# basic plot of intersections only\n",
    "\n",
    "x = Intersections.X.tolist()\n",
    "y = Intersections.Y.tolist()\n",
    "\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "\n",
    "plt.scatter(x, y, color='black', s=1.5)\n",
    "plt.plot(x, y, 'o', color='black', markersize=1.5)\n",
    "\n",
    "point1 = [Intersections.X.tolist()[0], Intersections.Y.tolist()[0]]\n",
    "point2 = [Intersections.X.tolist()[1], Intersections.Y.tolist()[1]]\n",
    "\n",
    "x_values = [point1[0], point2[0]]\n",
    "y_values = [point1[1], point2[1]]\n",
    "\n",
    "plt.plot(x_values, y_values, linewidth=.5)\n",
    "# plt.savefig('image.png', dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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YTQdExmwVOXlaqTAMYRjyj6WlUh9O7/FvlYssqPQea0VIZMQ6748b+GSRkJEpgBiZmXLTw0XyaZWkFe+zG0Q27vf+mp9Xi/xrs/fHDR8RG6s5oEhe2CTyWZrx+vIlIgJ8JEnGVb+28zBUyRzlES3hempDIYZMtLiiXZBjs6FHAs+FaI3TdGzTSV/tkKPaUZQeB/9ybttQA8PWJfdciFZZE1CUTvrq+VfEoqgHrzNZule1CRFRnV57tFWb9tHx1gtsCcEpucmfO5neKIfHNFBU4GKTnDgU1fF41TzwTSfeE6PidQ2QfBTlK135k8PhqAtjGfWI/ibBLhHPhSkVasA6JguuyodLWqk8/OlzbRZNs1jUz/vAsHCP/kDdribWBnTgxWqb1vVcmLzDidcxFLqkFbw+x2Z9icXCm7zFWhdWqbhfJ4pyVR5Sg+9ExwDpWCfe5+1iup5cwJy13rDZrlrIMVRmlFeVn5kYRf0gaiN9mxPvhB1qMt6zxOalHxQenPx8FOUrpZItKQ6n42jDSgNWKbRUVFQkZWXJkdLOkMjk7SKPrxG5f1yZGDl5kpGZKXl5eSkfF6/FTUBRAz2gqIqQyKTtIj8er2J1sdl789OPdUK5yPxmQlE7QiITy0XaR2GzFz4rlVB9eo//00aR9RooaqkminosDptdN7BIFu6WtOP1deQJHysdOXLTV4OnBxu96jsmG24+Xh0jXregNkQ4KrWzz8lBrmgLl7dOvZE6VhNFTa7whqKOzVbprh8tsw5WRNeGQjw52aJb+yCtMlWju8vaJG/4V7YHirt4j/XlrXCfx/TV47LVhvE97WCUc9vuOijaoNKFW2fBlU5Veny89QKba1SGl1e9romijukai6J+faPJthCMWA91ouLt3lY1FPQNkHz5k8NhJt301XgUVdTf5PwOyT0XWjiTxfS5Nh83AUXpDNS7z1ODWG0oUr0d7JLYcyHYRsWclwmvltis00BR9aJQlO6eQdt9sdjssYsUNttTp1qFj9ygGgu2yIQrnHifm2mzy7awr/MWa2UTUNTWJFlRNzsT+G4n3qedya1lJlzRFuZ9WsyVp6buheXrCFSyJcXhdBwtWKm8RuSZ9XqPTQdF7a0TKdkpMnydyKDVIg++pbKidFDUJ1Uio5uQFZUONttbJzJ7p8hTa5uGzSZqoqidIfVepauqWpGZFSI/eSsWm5XOSz/WPzcBRf3jK2+PqaoVmb5D5IzpEWz2+yWlsrfO++v7OjSFj5WODOlW7n5SBRe2hGAwNYqK9lwAGPa6RTiqynjwBIvfnhmke1to28hfzlhNx7YpFepKNh1s1iITCo9RxxCnOV80NuvVPpiW58L8phToefg8WmXBNcfC259ZUBfBZs9MsSjtECRgKGR2RRuFeOJVL/BVE1DUox5RVKss1TP/lyfDb6Nuf3YT7K9XqOxyJ95WUfH6GVFHhvzJ4TDRvAU20yZZXNnfpJ3HL9y47XoDdXy65OO3mmRmqRbYe+qU4U2054KrHSHVfVXHsU03fXVPHIoq6m9ySceGngvRBki2bfPGDIvWl5oYZ3h7T9301VM1BurKc01yA4GD9qPD+pkEOyu/7Q+q4MWvoLpeZZi58bb90Gbl2xZ39jDhdG+xuiiqhQaKsirh+D2x2GzQBQqbHaiH96vg+a9grxNvq+U2Q/r71qpHhJItKQ6n40jHSmVlZRLQxDvba0Se9piF46oxFBWqF1m4W2TUeoWhhqxRhWu9Jo+UsStKpXRNqYycPzLt11tSJfJyE7KiGkNRoXoRu1LF+8PxZZKVmydkZEqux/dURGVVzd3lPVYXRaWDzWrqVRHgKxPKpCY3T2ozMqU2N092z/UW6583iqzTQFHLqkX+6SErqqZe5GdDi8SIyoi6d1CR7Ax5f21fzSN8rHR4y7IsQg7eqQmFmDrbSvtq7OVtegVh6aCobAcrXO54RNSLcnNblVXAHa/3BmDIzaVsC6X2XHA1thyGdPIe69Q0UZTrudCtLTw9RjW7c99T1yMiXc+FeZV6K5zR2xSKOvW0xrFZIENtCF+xXMVqhOuR2hBLplnM6BAkw1AFhD3aqgK9RKoX2FQDp2mscF4rh0c8oKhABtx/rcl/igPUOW09epgm/9oClXWqEO8iJ97jfU+LQ17+5HAYqH1BpHI3KxCg5gKTwWvU785uqZqxJcq0qXO6r7bXKAjTQVGZhhqIBnaE//ehuq1jjhr0tzkeBvGeCwDYNntLLM48xySni3cEsUADRZmmSUa2crJ1Cwkv65Tac8HV59VwrgcjIFfunoFnFGWa1GYHyCaEEQhw1a0mVzkeEUuqYcw29TkbhjIocg2bbNvmr29bdNNAUbsdbOgVRQWDQb43uoRzv7To1St2z6EuDEv2wqvboKJONVtzDZvWfOzvUxxqatQm9HDQkW4T+tgauHaLzYI4PwNxPBfeq1SDMsCZLdTgsOUTmxemqS/og1d7+7LtCME/t8AjmtaaJ2wt5rIENqDhqHi3KC8crlhq0/eOQgiFIBAgw4NHBMBn1cpO1OvqqF7g/vE2565KPiC5ngvvVapUV4BVK4upzCvgN6fAp1u9pXVO2RGpWveiylqYONXmRyuslL7UYVEGSHMrlUfEa/cWUhcKkevRWhXg+U1qNeZ1xbF8r6p6/8nJjd/XjfflEpvn7yw8uLc1/t2SpK3kfX29SmUT+q3vF3wdx5G85+AlfTUcFlm+V2Tg5AhPz87Nk7FzyiTsoRnb7zeIbD7gPVav6avhsEj5sCKpz8wUAanLzJQPHy2S1fsk7XgHrRbZr5FaqZO+Gg6LvPBZJK3znrJS+e8WkbX70nv8gFXpn1e0dCqpi4qKJCNTsf8MpzHfoNVqT6ex/Ye6sMhDHpssuhqyRqTa4+cRHWtmZqbc9EiRDF4jMniNqszfoLFf4is94e85HL7ykr5qGHBWC8hfahF2eHq4NsQbMy2WdFRXYqk8F0At/beH9FCU1/RVw4AT+pjUPaPwTkYgQLtrTGZUpvZccLWzVmEPnTbZCzQK9AxDrXxc/egkOLVNas8FUHjnzZkWLS8xMTziHd30VRebGcR6RKzcDzN2woYD6v09PU+9v9GGTdMr4Ppjvb0eKBSVZajiuabE+ujNKntLBFbsg3d2qpWxCJzhxNspFxYu9FHUNyl/cjiE5Tq2tfM4UMd/2QbcpCqMIbHnQs98tRewcKFCUaZpembU2umrwSB/HV3C/3xpYfRSBjsPRP163X54bzeMduI9xYl31xKbEZMtfna9Cad5i/XzarWXoLNn8PnW2LTO3l16JfVcAKj93Oa5OwupqVF450aPeOedCrjxOG9xApzdNciPxpTQeUXs4HlWC3W48a5x4v2PMxkvX1HMtpwCnugExV94w2avaLQgATj2wiC/e7OEtktjYzUM+G5Ldbjxrt4PpZXKlOnVeyLYrGR2CVd49DT31YiSLSkOp+NIxUpvbhN5f7f3x5XXiPz8rcZTJUWUB8GYrarC2EVRXj0iRET+sEHkKw0U5TV9dcN+kcenxWKzV2aXefIw0EVRk7aLzNvl7TEDnywSIzPKI+KRIk+eC7/7Ug9F6VZSj1oSi83+sklVVzcWQ30TUNTQJqKoaGz2100iX6QRry8lfKx0eOrDKrhDw7Ht5a0w9IYg7fs3fiV1Si7clQvrv4ygKNcj4sr2wUY9F0ChqG2huAykNOU1ffXUXMj5NBabTSu1WNEliDieCz3bKm/mRPHurFV9iXRQ1Pzd3lHUrVebPFsUIOys4h681uSzvRHPhZMC6v09v2XEcwEUiho70yLvEr0CvU2aldSf7o38/8ft4DvHwdzdKoNLBNo58Z7XMtYj4qV3LAq6m55XnHvq1OfUVBRV5LSt3+ishMZsUyuh9gG10jw37v311bj8yeEQlG3bjJlhcUKB6fnLVquZvhr/ZRvRX3Hf7SE1OExyPAyiPRdcQyGv3VddVdSqQcErioqP9dc3qlgh4rkwIc5z4eJW8OH7NiMmWfzkOtMzilq6V6E3ryjqsm5Bbh9dwnlJsqJcz4W3tqvB7NgsyF9h86ubCzngoKibNFDUDRooancdbK2IxWa9OvfirqhJZkuN+nsY78Rb9anyiAjVhBiXE+BSj7G+sk0PRR13YZDfvllCfhyKOjVXdcl1tblGTRZvlqt4lywr5tyTCuhzLHy8xW8imFLJlhSH03EkYaWysjLJy1NN2bxWQ4uIjN2mqpa9anuaKMr1XBi6RuGZ66aNlItnlsqMVd6qoUVE/tgEFDV4anrYzPVc+NH4WGw214NHhIjKnNFBUZM9VlJvrxG5e1BslfEvhhZ58lzQzYp6TqOSetBTsdjs+oFF8sFuVbXemJobRYmIPPpRBJvdvaBU/rhB5MM04z0ShY+VDh+51dDiNJAbNtHisbODjXouuHp/D9yug6K2pYeiXM+FW5yVwp+rC/jNxN70LYN7+pTyzPrGPReg6Shq8HVBcm9s/Ar1uGy49QRYtjIWmw2bZBFsH0zpueBqVy3kZuihqHkeUdTxAfjVDSZj/xAg7Di2depmpu258MVe+K7mZvsGjUrqGwpNRo4IIM4q7n9vNNkcgredeNs68XZtrSrUXdm2zd/esejajCgK1Aa8qwfaw/knqc9oquOe2DZLrTQvjY7XtsGyUtaYHInyJ4dDTPGVuwNvMqkJp/ZcAPVle22GxbFdTfDIqJuSvvpBdeT/P24HXTuk9lxwY33xbYsePU3PA0OFZvpqPIoa7jDqVJ4L7mvoGAHBN4OiXM+FZ5x4WzmeC5e1hsUf2AyaYDHkFhPae3tfp1fADRrpq+cUBPnhmBK6xGVFuRcPlbVqr8Y1QGqVCW1X2PzuVoXNxmqiqHs1Po8v90FoT0Ns1u8E6HeCus8uJ94R66FW4KxPbO6+p5CMkKpOx2OR5mGtZEuKw+k4krBSqF7knrHJkYnruTBinUIdT64VefbdpqGocdtUQzqv2l4jcu3UkVK6JnmTveo6kVkVynNh0GrlZZDThFj/sEFkkwaK+ixNFOV6Ljy5VuSx1SKFk0fK+TNK5R0NbDZ4jcg+DfQxZbvIe7vSu29VrcgMxyMiGpt58YgQ0c+Kem5j+kWAIiJ7akV+ODgWmz04pCjt96m5UdT+4UVSlxEp0pzzUJFYu/QQ46EofKx0+GjSDvh/fYNcdnviq5N4z4UD9fC//7Y4UBNBUX97x+LcgmBKD4NoLdyj30TuX9cMPIiGenXu1eA+LTPh6mPVAfDk67HYbMhEiwFnBrmybWIPg2i5KKqDxgrnjTRRlOu5cI0T76BdBRRN6831tsJmT61TyOzKOA+DeLkoSsex7b3K9D+PVlmozdUVFvVR2OzpKRYlJweTei5Ea5kmigoLbKyBTnnpP6Z1Fvz0epNXfx9AHGx2/pUmf9wEB8KqtXi3NhBsmxgbzdgJfTVWOFVO4z+vKCq3t0loeICM2hCZgQCX3WQyP82V/OFeoOdPDoeYPqjytmeQmwk/us7kv6MijDrYwzzouZCVxHPB1SdVKk3V68Cgu2dwTW+Tp4ZHGPWQW0wyM+Evm5WHQZYBl7aKeC64agqKakol9Zf7I///cTsInqo+oxcSeS5kRWIdMdniwWtNz1lRX+xVzRS9fh5X9TTJzI68r0/0U9gskedCgRNvmyzAttk0weKeW0w42SOK2gnXaQzU5yZBUaBMhN7fA89tgn1h1fzvMsew6fMPbYreshjZ3wSPBW/aKOrCIJ+/WUK/pRaYJi2CQfqgJmSAffXq4so1QApkQOsVNoP6HQGeFsmWFIfTcaRgpUV7VEGaV6VCUck8F7bXqMyongOKxPKYuSMiMr5cpEwDRe0IifwsRVaU67lQ7MQ7dI3I0283DZs9u0EV+3nVZ1Uit7+TGpu5ngsjnXh/NF55b6AZqy6Kmrpd5MUZ6XlEzHfifWlcmYzomSWzumRI6VkBGTnml55eUzcr6oVN6aOoA/Uq2+vnb5VJpvO+BnLzZIYHT4v6sIpVR4+vUeguXe2vE/nJkCIhCpvdP7hIdnt4juYUKbDStz6wfx3HkTI5PLZafXm9ykv6al1Y5KM9Ir+eGGHUgdw8mfZe8zBqr3sGtfUiv4wzkLnrsSLZVpPe4+vCyghIRzqV1MNHxMbae0DRwcm4Me0Kqb0ZHWkN1EVFMrtLxsHUztLhD6T90GUantQi+nsGRUWR9zUjM1OuHVh08OJhYrlKsU6m6TvUvpdX7akVGbbW++PKytR3K9Mx5/rbzLKDFw+Pr1HpzYeKAVKqycHHSoeItofUMj9RemJj8oKiMg2VpjdzWYRR19eGeOkdC/uUYHLPhSgtqYYLNFFUucc9g6wMuOdak78XRxj1Nb3MGM+FaA+DeE3doVpPe9UuzUrq3r1MhgUisT7Rz6RFrsIaFY7nwvktleFNdLy2bVM02eLH15rQyTuK0kpf7WlS/98swOlHftFFaT3OtqOyojyiqHd3wrUaKKqgu0lm1Ps69FaFzerCsLha9bLaWUtCA6SSSu+V7aCPok64MMj/vVnCMUsbYrPasGox/68tsMtJyXUNkL48xDwt/MnhEJBt2zw1yeKX15vQ0dsfxWLHsc2ruveIZdSP3aK+bGFRg83EHaoaFlSjtp75kXYMXruvuppSoTdQn9k1yANjSjgtAaN2PRfe2hHxXPiu42lxymKbwFsWV2gwat301TYXBBk4toRWn8fGeknrSLyf7VVmStuceLOX2Txzu2rOV/Kcd0b9ejk85sGxzdX0M4PMeuRBSjfXwEUX8WH+PhqmFMTKtm16F6pYF77oPdY5lXoD9YouQd6YXsJKO/Z9zcpQNSoFUW6En1YrF7sdtTBxUTFt8wuYUA+rt6dfER12mih28bDZ7urVbTD0+iCtbm74viRyT/ykGp56x+aFOwsP7htOmFHCDT2+5Qki2ZLicDoOZ6zkVkTrMupHVysu61Xjy0X+PrNxRh0OK4Tw0ldqWdz1rZFy9rul8uqyUnlmnrfUzuZAUeGwarw2YXKZHIjyXd48J/33takoysueQX1Y5NfDYhn19x4tSrtSublRVDTeMZyGd6O3pNfkb/lekb83I4oSEbl7fmwjwcFrRF7d2vge1LsV+ijq8TXeHxf9vmZmZsqNDytsNmi12ofUSd9OR/hY6dCVZVkccPyhD4RCPDbB4genBVN6LrjaHoI2Om2yURkWxVcHMa5JfXUS3zZ5R3kBf5vRm3sWwl3XlPLYGuicC2a+6rWfLN5Pm4CitnpAUYahsn3OXmpRHwqR6fgub5ph8WLHIIK6Goz3XIjWNM022S6K8pK+mmHA9/uYvPhMBJncdo3ZqOcCNA1FLdsLZzXy95VIPXrG4p0R/UyOaa36OW2sUdaf0Z4L0Z4WgydYDNJAUbrpq3vqIv2/QGWbmZ1g+T5VEf2VszL+jrPSdFNybdtmxFsWz2isOF/dBvdorDjPCJpkBSIZh9Er+WX7YPKOSLzuSl7HF9yL/MnhW5ZpxuKdov4mJx8b8VwQ1MDoei4c/DLbNssnWTyo4WfwiYOidAbq3fWRnx9sr75srofBy3GeCy4Ht22bxyZYDLvVhHbeYp1aEam29aI93U3yAgEya1Vla8HNJgVdVGfRtXGeC/EGSPMq9es+dFBU2wuCPDS2hNafN8Rm4nguWJWxBkhtVtj8+AZVZayDol4rh0c1UFTlWUGenVRC1aLYWM+O8lxYtR9Kdqm/CwHCn9s8e6dqzmdroKjSSv09g5NqGlZEn90yNt4v98OsXbB+C2xaZDPm3kLqQyGu/ou3WMPO39YZLbzH+kWnIO/MLOHD+bHva4ahOsqeGxXvin1q72bDAZixpJj//W4Bp+bGWvJ+LUq2pDicjsMZK328R/kTpMI7G/erpfCg1Sqj6c1JZVKXl6cqN/PyRDyiqMeagKJ+NTt1aqeI8lx4ZYuKN9onQgeb6aKoZzeIbJtTJlJU1Oj7s36/sjcdvEbk7HEj5dKZpfLvL7xhs6ZYa3pNX127T+R7j0ZQVEZmpvxmWFHa71NlraoA15FXFBUOiwx4Ihab3fJIUdqeCyv2ivxNE0XppK+OGBEba68BRfK3rxQSayzeGRWqut6rqjRRlIjIHfMi2Kx0Tannx+NjpUNX47fDsOuCBG5IfnVySi7cHbWE3DPGghqFTOpDIRZOssg7L5jSc8HVjhC0bgKKer73wIMrjkQV0RDbNvnpNxXeicZmt54apEdbhZlSxftptfJl0GkityUEJ5pBMBu/6uuYC/c68a7dUsCYWb35MXBvn1KGrIUTsxN7LkTr7Qq4SQNFVdaqqmAvKKpTHvz2JpNJzyq8kx0I0LarydB1EY+InvmxngvRGr0V7mvX8PbGtFwDRRmG8rT409MRFPXDviYfVynPBVAeEYk8F5qCombuhL7HeHoIAJddpfDOQWzW36SDs5J/dZt6f09OsJK3bZvhzYyi1uzX64eWrhqdHAzDyAXmAjnO/ceLyOOGYRwLvAl0AtYBd4jILsMwrgGeAVT3OHhIREoNw2gBjANOB+qBqSLySILXywb+CVzivN5oEXm6qSd6KGp7SFXVek1fbXO1SahIIZPMQIBzbjApPZDacwEiWVG/0EBRS6rhAg0U1b1HLKMu6m9y+onKw2BilOdCj7Yqpc+N10VRj99iekdRmumrO2tjJ80ftYNenRN7LvTIV/FmOtjs95oDw8vb9AbqVCjK9VwY5xgKHZ8dMWwCve6roLKiHtZAUbvPCvLHSSVUL0qcprm5Rr2/45z394RsaLvc5heOp4UOipq9Sw8NruwS5LXpJayKy4q6N+oz+srxiHjDMUDa95nNi3cWUlvrHUWJwOoD8HMNFPXKNjjuQENs9rUp2ZLCPVB7TK2c/2cD7wPdgGLgEef2R4CRzv8vBk52/n8e8JXz/xZAL+f/AWAecF2C17sLeCPqMeuATqliPFyx0qj1Ils0shAW7RF5d1pyZOJ6Ljy+RiGkketF/jazaVXGuijqrXL12qmwmeu54HpE/GqCqjLWjVW3cvfZDSKPWo1js+016ryGrlHYLFMz1qaiqL1poqhtNQoJDl4j0vGNkWKWlspfPi+Vpz1gs+ZEUdtqRO56LBbv/HJoUdqeCyv2quw6r9LNinr0ydhYrx9YJB/tUZ9vY5pZoXCUV1XVqr+/poqmYCXnCdzGzNnOIcAtgOnc/jJgAQ+LyOKohy8Fcg3DyBGRfcAc5zlDhmEsAk5J9JJAS8MwsoA81OpjT2NxHm6qDUNFXeLCrcY0zkFRJEFR8Z4LlbXw679b7K+J4J3/Tre45PJgWnipolYfRZXthlGNZEW5ngu3Om2Th76mmvO5sT4xyWLw2cGUnguuPq+GczX9DLaEYGTPyIZesquw4wPQ/wR1PP2GRTiqkeBjEyyu6xA86GGQalX4tmZWlIuiWqSJok4MwG0nqGPl5gLGzu6NBdzXp5TBa5J7LkTrla16BWEr9jWedZco3l/eYDL2jxFsdurlJk+tT+G5EKUx2+ChU73HOmsX9NFAUb1Nk1FRq+Nf3WCy/gBM2QFhID8r8Uoe26b2LYtrmxFFeVFaew6GYWQCHwNnAC+KyPuGYZwkIlsARGSLYRiJanRvAxaLSE3c8+UDNwF/TvCY8aiJZwtq5fB/IrIzQUw/BX4K0LGjxlr3W9akHdBPA3246ateUFR+Nvz8BpPX/hD5A/7ulWaMh0G850K0XtZk1Lrpq9f0Mnl6RCTWATeaVNWn9lyAOBTl0c9AN331ku4Nsdk5J0c8F2oFWmZEPBfceG3bZpRmE7nR22IxR7pathdOjboY+aGDzRJ5LkQbNi0osxk3weLS20w6eazcHbNND0XtSYGioj0X4g2QasJq3yJVx9xkmr1LLyvqyy5BXnunhFULY2Pt71zs7HTiHe7E2yYLrl1hc94thVwbCpHxF28+EU1BUZ6UbEmR6ADyUVf/5wGVcb/bFffzucBq4PS427OA6cBvkrzGlcAY1ArlRGAF0CVVXIcbViorK5Orfte4xWUi/X6DyGYNFLV4j8jQJH4G8Z4LT65Vy93qOtXb6OEmFITpoKgJjaAo13PBjfeptSLPvVsmuU3AZrpZUX/aKDJhTmps5nouPOnE+9O3yiQ7N0+MzOZHUU/NbRyb7alV/YieWKuwWUaO3vtaWaueQ0cPeUBRu2tF3nHiPen1kdJvbqk8+2mpDJ+bPjZbuVfkr5u8x6mDoiprRZYNjvWJWDOkKO3vyqwK9fl8HeLrbLwHPA4McAbt9s5t7YEVUfc5BVgJXJng8f8Gnkvx/C8C98bd/45UMR1Ok0NZmTMwaHzZQk0YqL3sGeyrE5njGAp1fGOk9CgplWc+KZUnPXzZdoREitbpxeqVUe+rE3kwrhPmDwcXyZ40O2F+ViXy783e49StpB42PDbWqx8qkhkV6XX/nLJdxNrl/TV19wziK6J7DSiSp9aqAaox45znPRoBuWpK+uodURXRPywrlUGrRYavE5m9M/Uejdfuq65maO4ZSFmZSkPPzJRwXp7Y75YdvHgYvk4ZeiVLbx6wSp3r16FUk0M62UonALUiUmkYRh5wNTASmALcj8pMuh+Y7Nw/H3gbeFREFsQ913CgLfBgipfcAPQ2DONVFFbqBvypsTgPF1mWRV0co+7ZLpjSc8HVpB0RO0Mv8pq+mpcJ5jHq+GRjAeNKejMX+Mm1ilFnGREPg/wk8eqmS35WrVJGvaCovEy4/1rlaeHinYKrTF5M4bkQrTfKYdBp3mPV3TMI9ohNlxx0s4mREfFcCDieC1e6nguObNumWBdFaX4enS6Prdwd0d/kolNVWvOfNyk/g0BGxHPBNWwKl9mcPsGi022mZ1vNMdtgoAaKmrlTxTHW+fk+B5vFey7kZMQaNs2eZzN/qkXfft4b3s3SRFEEgwolWRaGadItGKSb86t99WDvIcYA6fI2Ck1uDamOBMlSqr9OpUPm2gMvO/sOGcBYEZlmGIYNjDUM4wHUgH67c///Qe1NDDEMY4hzWx9UhtIgYDmwyFDf/hdE5J+GYdwMdBWRoaiVw3+Az1GZUv8RkU+/hnM9JHThlbFftqL+Jl1Pi3RqrIzu1JivNmtBDQzPvWVRrPFle3kb3K8xMCypVq0bXP3gRPVlqw3DR1Xwjy3K0zjTgItbwVVOvPMW2EyaaNHtNpMOHmN9sxwGawzUO74T5IUpJez8qCGjDjnx/m1zxJzenYwN9B3b5u3WGxiWdw4ydnoJy+PSJXvmR+L9sApe2gxV9ZAJtFxuM+Q2ZSDjNV2yXvTTV5d1DvLurBLenxcba69j1AGK83+wh4OTcafFNvfdU0jf2hB45Onu5+PVsQ1U99XjE3hEJ3JPdA2bln9oM/qeQqgLUfaCt/d11T44Pdf7ntpBBYMJ35cWmVB4jDrceN+vUgZILyws5qVLCpiz9huoiI5XsiXF4XQcTlhp1HqRqVZqRu16Ljy7QXHiH41XVcY6KKopewaPrRYZMa9xRl1bL/LBbtUg7/5xZWI4jDrXY6zNhaJq60Xe3632b058baTcaJXKsMWlMvS99LHZ0urmQ1GhepFfDI1FUXcPKpIdaXoCTN2uMKFX6e4Z1I6I5emzBhTJpO2pPRdcvbBJZI0mitJJXx0xomEjwXQ9F3RRlK6qakXuK2taRXS88CukDw3VhlUb4Rt7BrmxZ/KrE9dz4VKnzfOI1xWKclM7B02w+EmXYErPBVeTdsCtGllRO0Iqa+XR7o2ndka3TX76VQtqFTYLOdise7sg5zrNwlJVdOqiD6/pq1kOVri0NXzYsYA3Z/dmGvCL6xQ2cz0XeuarauNE0m2T/U4F3OARRWVnqCrjf0R5WhSaJqO3RjwiLnDiPTFBvFalXkHYK5pty78KmnQIBMAp0jRvNVkcUL2sdtWp1Vq85wKorKg3J1hccptJ52ZCUXmXmgRyAtSFkq/kM6I8F4534m0KitLVq9vg6mNgdLO8mt94r1k1cUckvc2LLulukh2Fop7qZ9K2ZWrPBVAo6s9NSJfUQVGnXKZirY/CZpd3cjwXtqtaAoCznXhPdeJtCop6QxNFTatQKbFvOj/ffoLCZq7nwtjyiOfCOc7g2yEH9syz6T3VIq+f6RnxzdVEUSuSoChQ2OizavU+lDsGSO5k/IeyYmhdgLXOG4YIOyiqU17j943XvzoFeXRWCVnzLDBNsoJBCmjouTBmm7pYMgwIfGHz1PcKqa8NUegRm+1xBnAdFLX5jCCls0t4773Y9zWR54Jr2PTVYpvRdysUVegRRelKnPTVEyq+wYrohi/67WOhph6HC1bS9bH9/QaRKSlQVLznwqDVIoOmOFXGGumSTUVRc+alxmbhsMIyf9mk7n/fuDLJyM2TDI1YK0Iqq0pHA1aJPJMGNguHRT6vFnlxk/Jd3peTJ/WZmVLvsenh0mqRfzUDiqoPqwysFzaJtJ8WwRBvLE8fQ0zbIVLaTCiqPizyv4/HYrM7HitK2/f7xU0iqzVQlG766lMJmvO9tlXkq2/Ic0FEZYe9q5MV1YjwsdK3r0VVamnqVXUOivpdzyA3JUFR8Z4LIvDQK7FVxqOmWIy8MJjSc8HVZM022RW16urN7B7E7J78Ssow1JX4OU68RU6VcXRzvns6BTHzG3oYxGu0JvpwUdQP08BmRlTb5PBKC6kNkRGuJxwKMXOCxdyTggc9FzqniFfbsa0CrveAojIMOK+VWpV9dCz817l94R74bI36fyLPhWhZlZptsjUqqTMMuKKnyV9HRlbHtxSaMZ4LZybxMGiKY9uYbTBAo5K61aUmOVEoystKXtcGdMYuGKmTFdUE+ZNDM2n8dhjWyfvjdPYMDAMKe5k890zky3ZPX5OyPQoXiTT0XDgo2ybvLYtumtaaOiiq4+UmgSgUNaKfSbt8x3PhgLrPqTk0MECaX2YzcYLF5beZnOI1K2o7DNIYqBdcbHJFTgBCITICAfr0N7mmM6zerywwoz0XeubDd5x4Z86zWTjV4pN+3geG9zRR1Oit0C4UiyEGdumFJPBc6OzEe0YevDHHZvUsi4U3e4s1LLC+BjprDNRfdEqcFQURz4WZOxXqEnEMm/JhxPxizjnJe/ZOVZ36XHQqqb9KgqLOaxWJd8U+mL4TNjrvL0tt/vD9woMTihcUtXp/86WvxijZkuJwOg51rPT2e2XSd6BeRfQ3haKiPRcGrVYIYtXsMnmmZ5bM7pIhpWcFZOSYX6b9erX1TbPWbAxFRXsuDFot8rvJKoNLB0XtDKlCIx0NWCUSXtC4T8TafSL/jfK0yMjRi/WLapF/aqKodCt3w2GVIfSfzVHZZpkq22zBgvRjfXuHKt7yqt0eUVQ4rDDSvzfHYrP/LitNO2PtxU0iqzRQ1JcaKCocFvltnBVsv0eKZGUaHhEiIsPWStoFnV6Fj5W+Pdm2zU19C5FQCOv5ALNnl9A9zSvyxU1AUdtDqVFUtOcCqLbJ20stLt0Y5ur7wkCIsStrqJfGPSIApjQBRbVIA0VFey4APDomNoOraLLF8PODKT0XXI3eBvdroKile50e/lcEG11VdcqLbOaOeMMiXBuLzfqfGkzpueDq9XJ4RBdFpWmtaRjqar9zHqxdYcVkmw2aaHFFu6DyMGirUGCyeEs122S/ss0bijIMtXKoE7jzJHjWuX35Xg56WiTyXHDloqjTNVY4r2qgKMOAjt1iUVS6K/nqOhVv629hpPYnh29YJXMsxKmIrg2FeHyixRXtgxzjdGq8OL5TY5TGNSOKOjkHWl5rUj4+C9UIFzacdRFPrFN/nMc5HhEXJYm3bLfewKCLos69IhZF/ew6kxX7VEaUG2/PfBoYINWL4sKnaBSEvaG5ZxC4OHZgKOpv0ukElbk0tjziYdAzP9YAaeY8G3uqxZJ+zYeiqs9TsdZGxRrsoi4e3qtUOE5Epcy6hk0ZhkJRa2ZqoqgDeihqzDY4Zn8cNnP2jeI9F9oFVFHpeS3hzzNtKuZb2Nd7i7WqTv37daIoVxsd69p4A6Shc4vp36WZit7i5E8O37QujM2jHt7fJNhZdWqctxveXq+cj9pkxrZNfmeuzaJpFh/38z4wLNyjN1D/q1OQysEPUrqhBi66iA/z9/FkZ/W7HSEV79QKNcDmO50wL20Nr8+xWV9isfAmb7HWhVWqaAeNtuXLOgeZMasEe17sl+0O5/fbnXgnx7VNft4upuBk71+2XbX6ldTlZyYeGL5/ojpApaDOrYQJjgHSnk9t/vqDQqQ2xAKP6ZLL9ibYS0pDYYHM84KUlpQ02Dg9OQd+EHV1vy0q3g0fqypjoy7Eu3/2FuuMndA3zRVOtNz01SFXJU4o6JADd0XFu7VGTcZ/mmHzXycNdcwfvK3kddtku3sGV1wR5Iokr5VoJf/eLlieWcB9b/YGODgJNpuS8abD6TiU9xwGrFLN9lLxdBGVAjjN6Sz5w/GK++ow6sV7FJv3Kq/pqztDqgncj8dHKqJz8vLEmp9+rBPKReZXeo+1QmPPoCKkql6/M12vwvRPG9U+jVfppq8+9lQso752YJGUVapq6cY0xIMRULTe1kxfHTq8YZVx8XoRO414dbvhvqCZvvrbYUViZEa8t3sPKJLBa9Qe3fu7JamhkK4ntYj+nsHMCpGRS77eiuh44e85fDty01eDpwcbvZJqm6UqZ284Dka8ZkFtiHAUo77m5CBXOIU5qa5ex26Hxzt5j9Vr+uox2XDT8fDBMusgo64NhXhqssWs9sGkngvRWtAUFOXxCu7YbJUWe+sJMMrj69WLupI7VQNF6aavHhOXLvl/N5pU1Cb3XHC1uw4CHoyAojWnUhNFnd8QRX23vVq5RXsYuJ4LgQy1FzdupkX2xSbGGd5Wxk1JX608zyQ3ECCUZCUfH2/X1vDx+zZ/f8fiwu4mnO4t1uo6hbV09gxm7krcK6q55E8O36B001fjUVRRf5MLTgF7d2ynxm5tINg2Uhk6fa7Nx9MsFvXTQ1E6A8OeOEb9VD/FqKvrVGfJ32+EGlFIplsbZSrUIhNeKdFHUVtC+nsGbfd5/7L94V2bStvCvs5brK5jmw6K2pYERd3oTOBVdWpyHblBNb5rkam6jI5aUMw93/GOzZbvhbPSqIGJV1gg89zEKOrm4yNe3rudeJ/eAGs/snnt3kJqQyFycwLc6rHCeOZO6HuMtzhBvWenXhKkJEGs8e6Ju+uUQc8vJ9m8fLdKQc3JCXDxrBJ6Xpl+rE1FUb9Mow7nG1OyJcXhdByKWKm8RuSZ9XqPTQdF7atTCGDEOlVl/MBb+umSn1Q1DUWlg82i43XTJXVinVAuMm+X91h101fLyiJmNzl5eTJ7bvqx/mmjSsH1Kp301eo6ZQBzclRq56glpY16LrhqThRVVFQkmZmxGCodzwVXuihKJ321qKhIMqIw1NUPKQw1Yp0672SeCyIqxuZGUV6Fj5WaXzroAyLpq42hqLzM2LbJT7wemy45eILF/30nmNJzwdW4chjSyXusUyrUlWE62Cw63iGvWA2wmdk+mNJzwVVzoiiAN2daSF0EmxVPtbBOCZJtJPZccFUvKmOmoyaK8pq+2jJT4ZABp8JvP1K3ZZDacwEU3nm31GLL2SYtOnvvD2RVeq/cNU2TjOwAEFkZX3hKrOdCwFlpXtEmKjvIttk+06L7xfooymv6qhur4cT6ZD+FoVJ5LrTMVO/rP96xOF8TRX1b6avR8ieHb0DzFthMm2RxZX+Tdh7xjm76atZFsYx62K0mWdkNPRd65KsltKuKWsWv0zUCipZu+mpVgnTJSzvGei5kRXkuHJOtvmxvzLBofan3gaFe9FFU5bmxjHpYPzU4RHsuuPFe6sS77CObv75t0a2H6XlgqKzV3zN4b3dDRv3YBQpFRHsuVNVDtgGtltsMva2QA6EQOYEAP/aId1bsi1SAe9Hl3YLcPrqE81bFop1kngt7w9B5sU35cz3oujFMm9ezKK5+kIF3vZj2a87aBX00UNR5BUHuH1PC6StiY433XNhfD+87BkgrP7QZc69CUXk5Abp5fF91UdTXrmRLisPpOJSwUlmZaning0zKa0Se1kAfImqpvWBBcrwT7bkwaLWqNB63TcScPFLGrkjdeC6RllSJvKyJogamgaKiPRd+6PhZoOERISIyabs+inpqbXrYLFSvsnN+NSESayA3T6Z7wFAiIn/eKLJOE0X9w4OfQU29yM+GxmYZ3TOoKC3PBVdD1zRuFZpI7+xQCMmLakcUyewuGRFk9vADaXkuuPJqPevqL01EUdEeEVO2i+xqJN6moCgd4WOl5pNlRRre1YRCTJltpX3VoNsm+xMHRV1xRvI86mjPBVBX04uqYHV2AXe8rvKoh9xcytYaaJdG3cFYTRQ11cmKagxFuZ4LlzkeEVIbeU9dj4jGPBdczdftTbRN+Ut07NQ4NsvOgG5tYc7yCN6rrw3x/DSL+R2CZDieCz3yE3sugPpMNtXoOba9Vg6PekBRgQxlrfqf4gB1tWrlYJom/9mqajoyjMSeC67c1ahOm+zSSu+fR1Yvk/DLkQLNi668iNaB1J4LoFac42daZF5sYnhcxYUF1nwNKMr1iPi4Cv4Z5fYY7Z7oqmQXFOZ7e71vSv7k8DWrfUGkcjc7ECB0oclgpxPmd+M8DKJV67S8SGWGk0w66auZhmpiNvBU+H8fqNs65qgMq62u50JL1TIhGsfYts07JRYV55jkdPHOqMs0sqISMerLO6X2XHDl1QjIle6eQfzAMPhWlb0V7bmwvVbdN8YAybZZ+bbFDzRQlG76ajAY5HujSzj3S4tevRp6RCyJ81w4z/l7WLvI5unJFj+81oRO3mJdqYmiwt2CvPibByndGSnQHJjCc8EwIOcLmxG3F1JTo7Ki+nnEO7M1UdT5BUHue7WEM1bGoqhubdUBKuvuk2rVHHGnY4C0dmUxu3IL+L9ToXh581ZDJ1SyJcXhdBxKWOnR1SLvzW+IIaI9F9zmcf/ZrBqeLVhQJj94rEj+Mct7Y77tNfrWmr/7MrmfQbTnwqDVKiNq8NQyyc2LNGXzinc+rVLN6LyqLixy99jGPSJczwW3meAd00dKnzml8u4qb8hMRKGoubu8x7orJPKTtxrHUNGeCy+NK5Oa3DypzfDuESEi8pwmilpWLfL3NFFUfVihxN9OisVmk+Z4i1UXRU33iKLqwyL/7/FIwZvrEbHJg+eCLop66SvVoM+L6sIiTy3+ZgveEgkfKzWPtodUpk2PK4P0iMuFTuS5sHo//GO2zag71ObV+D8GaPNOCbebwbSvrF7WRFFLqhU2uDdJHnW854IIDHjFoiYUQuoV3vn9VIvii4KNei64elPTsW3qDvhFnyBX3p78qi/ac8GN96/7C/jV+N7MBO66ppR/bwEzP7Xngqt5lXqb7aO3weDrg3Tsn/oK1fVcOK8V8KXCZobjETFrgsV7JwUb9VwAdcW8sQko6uE0UVSGofooHf9FLDb79wyLDzsGERzPhbbJ3eOa4thWUultxZlhwA/6mrw0MkDYWcXd1Ntk0g5V0AiRlXyi1eGqfXB6mn/X0RKnHfrPTvb2uExDPe5Qkj85fI3yki5pGHBGC2j9eeTLFq4NMW6WxaenqYElqeeCo7qw6snTmI90Io0th6Gd0r+/YcD3+pi88EyAOhSj/kEfk7mVynNBROGynm2V0Ul8vG731WTV0qk0XyMryjBUF1VXD7SDjm1Tey6AwmZvzrRocYleVpRW+qppUpsdIBvlEXFNf5OrO6uLh3jPBTNfMXA3Xi/dV6O128mw8jpQx2OzR25W2Ewcz4VZu2DdFnVf1wCpSy4sXGjz9BSL+/uanlHUl/tIy6QqXsmyoqCh50J0vFsX2wyZaPHYzSZ08Bbr7F1wjQaKqq6Dr3Z8e9XQiWSolcXhra5du8pHH330rcZQG1btgp/2yNNt26ZH78KDxvHRTcvcTo0r9qs/5vZRbZPfX2jzwjT1R/+Ta7z9AVfUwt83w6MaV/F3jbM5LwGjBtVd871K9aUDIm2eP7Upm2xx1vUmJyRpIZ5Mn1WrjbwftvcWZ71A4dRiHj+/AEhcLbxuv0r//NKJt+ZzmxfujDBqr97AU3c4K8d8b7FW1sKEqTY/XmGBaSb0pRYnT/+9SuUlDLB0eTHbcgp4shN8vMUbo35+E9x0nHeP6BX74D+zbdouTe1oJs5m7nuV8N4CVRFd51REl8wuSZo4kUiPr4WBHb1PZDN2QiZwdRqTp7uS/3dJZCWfHQjwqseV/MDV8EwX78Y8f9usNqLPaOHtcU2VYRgfi0jXhL9MxpsOp+NQ2HN4c5tKvfSq7TUiP0+DUYsoj9rXt4r8KCq1MycvT+Z7MGQRUemsOn63XtNXNx0QmTEtwtNDuXmycnaZ1HvguINWi+zXYNQ66asPPxnLqG98uEiWVEna8eoyat301d9HNWW7p6xUXtik9jEai7fegxFQvIZo7BnEVxmbA4pk0Gq1P/R5der3bI+GJ7Urnc+jqCjyN5CZmSnfe1RVRA9eo0x+vkgR76p9ao/Oq5o7fTVa+HsO37w+rII7TvT+uJe3wdAbgrRvhFGDuhK/8yRYuzKCompDIYY6HhHHZqX2XICmoygv6asdcqDDpyrWjHA9Uhtif6nFsC7Bg54LPfJVvIkMhXbWqspqXRTlNSvqlqtN/lgUYdQ/vc5k2T5VmCgCxzvxxntE2LbN2JkWeZd4T5dsSvrqkihs9uN2cNbxqo12Ms8FN9aX3rEo0Kjc/bpQlOsREe+5cJLjuRBt2OTVCMjVl5p7Bj16mmRmBxAn1t/epIoeQa3k5+5WezUAJzkeHOc6K/khEy0eucn0jKJKdsHVGijqm5Y/OTRVts1XMyyuKTA9f9l001fjv2xuZ8l4z4W2zmRxqeMRAd67r7qqqFWDgudKatOkzuHpRiDABTeaXOB82VzPhSk7Ih4RV+XDJa3go/dtRkyy+Ml1Jpzm7X3VTV+9LAmj/r7z+/I4j4hjsqDtCpv/d3MhBxwUdZNHFPVOherE61W762BrRUNGfWcSzwXXI+LvdxUSqgkxLifApR5jfWUr3KcxUB97YZDfvllCfhyKSua5MN4xbFr8RTHbcws4swuM84jNxmzz7tgGsPe7QX4/qYR9ixpis1Nz4e6oSXyLE++zM2xeuUehqPkvKGx2pQdsNnOXQlGHnJItKQ6n41vDSmVlInl5UpeRKWGNFMSx20QWfoMoyvVceNxJnb1u2ki5aKZeaucfNoinNEBXn1aJvD21cc9lEeW5MGl7Q2z2ngePCBGFAHRQ1GSP6asVIZF7BsVWGf98aFFanguudJvI6aSvDnoqFptdN7BIFu5OzyOiKShKN331kY8i2OzuBaWNei642lOrGtfp6KEmoqhoj4g/bhD5sJF4V2uiqK9L+FjpG5KlLEAzw/XUh0LMnWjBd4N0a8RzwdUHVXD7N4iiXM+Fm5yVwnPVBfx6Ym+uLYO7rynl6fWqUdjlrVOjm6Y4tr1ZDoOvC8KNjV9JuW2Tv4jDZk9OtujWPkirTBXvZSnidR3bdFDU3EpvWVHHZsMvbzB58w8Bwk5CwendTIo2qCZ4rZw22gVtEq+4vmiCY5tO+uoNhSYjR0SQya9vNCkPcTDe1o5HhOu54Mq2bf72jsWlGiiqKemrq6NSOx9oDxe2i/VcaJsV657oxvrMFIt7NbKiVu0j7bTsaMWjqGQr+Wj3RDfeV7bBb0/x9nrNJX9yaIocZJJFiMxAgG43mywQ+MNGp1Oj21mybeyXw7ZtXpthcWxX0/OXra4JldTvV0f+/0B7KOiQ2nPBjfXFty169PQeq276ajw2cz0iqupUhfWojaqRXF6mirVbVLyjt+l1X126V2WB6aCo748u4ZwE6ZKu50LxBggJtMhQ8V7eBj75wGbQBIsht5hwsrf3dfpOvfTVcwqC/HBMCV3imsi5Fw97nHif2aAaC7bMVNhswK0Km43NCdDVI4oarYmiVu6DuqqG2CyR58LTTrwVn9j85+5CQqEQs/4coINGwztdFDVqUgn741DU8QHod4I6QF24zN8NI5zJrWxpMbltCvhImt8fOi0lW1IcTse3hZVC9SJ/GZccmeyrE5mzU1UwD1qtsi7+OL1M8vKUP4DXxnwiqlmeDoraERK5dmriamhXe+tESnYq34NBq0UefKtMcpoQ6x+bgKIGTWkcm+2tU1Wzbry9J4+U82aUytsa2GzQ6tS9+ZNpynaR93ald9/qOpFZFSI/fSsWm5XM8/a+6mZFPb9RZK2HJnJVtSI/GhyLzX48pCht34emWGvqoKjH4+xK+zxU1KjngqvmRlEiIj9b2PwV0fHCx0rfjCbugEv7BOF7ia9O8jLBPEYdoK52//ffFgdqlD/AgVCIl962OLtrsFHPBVfvV8H3dFDUVvjXNQMPZiklKrBpkRnbNvmp11UTQTfWIRMt/u/MYKOeC6BWOFubgqKuD5J7U+qrvvi2yYN3FTBiWm9usOGePqU8uS6154KrXU5WlI5j21wPWVEtM1XO/YcrLOqjsNnIKRalJweTei5Ea3kTUNSGGm91Da2y4CfXm7zy+8DBOpyLrjR51vGIyM1wPAyiPReiNGMnXKuxwtFFUX17m4wYHon1kZtNwkRW8gfjjVvJY9ssnWLxgCaKSqfiPl4isKvO22OaW/7k0AR5TV/NyYAfXmfyn1ERRn1lT7OB50J8p0ZXn1TBhS29x6mbvnp1b5Mnh0dY6tBbTLKyknsuuHJR1FUaKGpnEyqpV0Yx6h+3gys6wod74K+bFeKJ9lxwJ2Pbthkx2eLBa03PWVFf7IWzNQbqq+IY9bB+CptFey5U16t4XQMkN97XPbS8iNb0nXCdxkB9bhIUBcpz4f0qeP4r2FuvOHqBE+/SD22K3rIY2d8ED5k7oPCOTvrq8RcG+b83SzgmLisq3nPhuU0q3kAG9Fluc3n/QgpqQmT+OQAlJQmLEFPF+jsNFDV7F7TWsKxtViVbUhxOx7eBlT7eIzJmq/fHhepF7h2XGJnEey4McTwXttUoTwFzQJFYHjN3RETGl4uUVXqPdUcodVZUtOfC4DUKBRS97TTnawKK2qhREPZZlcjt76TGZq7nwqj16v390XjlvYFmrIPX6KOoF2c0js1q6tXnVuzEe/lElW02aaV3bKaLol7YlD6KqqkXmV8p8ssJZZIZ1ZzvXQ+eFk3NiqryYK15oF5k7ZAiqcvIFAGpy8yULwYVNeq54KqqVmUC6uihVekXV36TIgVWanTgBXKBD4AlwFLgCef2Y4FZwJfOv8c4t18DfAx85vzb27m9BfA2sNx5nmdSvOYFgO3c7zMgN1WM38bk8Ohq9WXwKi/pq3VhkUV7RH4d1wlzqtU8jPqPHiup68Iiv3o8lvve+ViRbK1J//EDNQcGnUrq4SNiY+01oOjgZNyYdjlGQDrS/Tx+Zsemdg5Zoyb+8kbiXebRCMiV7kBdVBR5XzOdlFn3YuetcpWKnUxeu6+62qM7UJepCv5wpkpH/2xmmYxaH7nYmVguSQ2Q/rrJe/dVEVVJ/eK3mL4arVSTQzpYqcYZ4KsNw8gG5huGMR3oD5SIyDOGYTwCPAI8DOwAbhKRzYZhnAfMADo4z/V7EZljGEYAKDEM4zoRmR79YoZhZAGvAveKyBLDMI4DatOIs9nkdl+NTvdLV+/vST99NdOAi1vDu19EGHV9bYi/T7dYeKpa+ibyXIjWkmplMuMVfbjpq15QVKYBd/c1+dvICPe9rrcZ47lwruO5kOh5p+5QntRetUuzkrp3L5NhgUisT/YzaZWXwnPBkW3bFE22+LGGn4Fu+mq9QGV95OcH2kOPTsk9Fw4aNtk2GydY3KORFfWu5p5BQXeTzKj3dUiUp0W050KGoaqhe+RHDJu8dl919co2uFejO/GqC4N89mYJ/ZZaYJqcFwxynvM713Phv1sV7ow2bFr1kc1rEywuvM3kDI9WwK8ewumr0Wp0cnBmFzcJMts5BLgFMJ3bXwYs4GERWRz18KVArmEYOSKyD5jjPGfIMIxFQKK3qA/wqYgsce5b4fGcvlHZts1Tkyx+eb0JHb39USyuUoO9V3XvEcuoH70l0glz2T6VR/2V04b4O3Ftk8dpOrZN0aykPqtrkAfHlNAxAaMOO/FO2qE8nQHOdDphfrXY5o9vWTyjwai9dMONVpsLggwcW0Krz2Njvah1JN6le+GtKAOkzC9siu9QzflKnvPenO91j45trqZXQNv9DRn1Ja3Vvo8b7+d7VbuPrSE4dZHNA/cW0jsUIvNF7zx9TqXeQL2iS5A3ppew0o59XzOdPZ9Lo+J1DZvKa2HiomJa5xcwvh7Wbk8/tTMssFbDsQ2c9NXrg3Bzw/clKwO6tlEHqMnt02oomq4aNNaHQpgvBhj/bgk3pdlQsrpOfW+TJRwcUkq2pJBYzJMJfIKaJEY6t1XG3WdXgsd9D5id4PZ8YA3QJcHvfgO8glpxLAIGJonpp8BHwEcdO3b8uldbCVVWptJQdRm1Looat03kH7MaZ9ThsMiKvcrAxWXUhXO8+0OL6KOPZz2kr4bDIsv3igycHGHU2bl5Mm5OWdqv3RQU5XXPIBwW+c2wIiEKRd32aFHaTH5XSOTJtVqhan0e4RGxPH3GgCJ5eUt6ldXL96ZvBBStpuwZ3D0/FpsNWi0yeovI+kbinb5DpQh7lW76alFRkWRGNee76eGigwZTr25NvWemYwT0TYqmprKKSD1wkWEY+cBEBxellGEY5wIjUSuB6NuzgNeB50RkTYKHZgHdgQJgHwo/fSwiJXEx/R34O6iW3emcR1NlWRYHHH/oA46X8Z2nBZN6GERrewjaZGqiqCoYdXUQrk59dWIYynDlTKft747yAv42ozclcPCKMx19Wq2W+zooaouH9FXDUO9b/lKLcCjiafH6TItPHAOZRJ4L0ZpWoVpPe5VbSe0lfdUw4A7H08JFJndcYzJ7F6zfqq4IO+epldvpcfG6KOpHGihqmSaKEtOkPhAgs1YVaV7Tz2RlG5ViusHxiIj2XIj2tBg0wWKwBoqasRP6aqavRjeLfKA9mJ1iPRcEDhoguemjtq2yonRWnK9ug3s0VpymqayAQ6GGK/nl+9Tf5Fch9XP0Sl5Ezwjo25KnxY2IVBqGYQHXAtsMw2gvIlsMw2gPlLv3MwzjFGAicJ+IrI57mr8DX4rIn5K8zCbgPRHZ4TzXO8AlQEmS+zebTDMW7xT1NznlWNVZcoxz9u0CEc+F6E6YT02y+MX1pud0yaakr+6ub/x+8bJtm8cmWAy71YR23mKdqomiLulukhWIpPcOuEl92SDiuTB6q/q5g2OAdHYLMBbaZL9lcaXGwDB6m17lbtsLgjw0toTWnzfEZhLlufDytogBUpvlNg/cqKqMdVHUIzoo6qwg7SeVcMkiC0wTIxjkLNSE7Mbrei78x0kDrv3c5s93quZ8C1/0HmtppR6KenUbnFTTEJslck90DZs2LlI+EfWhEFf/xVusYefcdVBUMBikpKQEy4r9GzAMtQd4dlS8q/artNV1W2D8omJu6lTAnLWHaEV0vJItKSSCb04A8p3/5wHzgBuBUcAjzu2PAMUSQUZLgNsSPNdw4C0gI8XrHYPCSS1Qk9ds4IZUMTZXttLHe0SGTUuNd1zPBdcn+jeTmlZl/NhqlXLnVePLRX45O3VqZ7zKypoWa1NQ1KQ56XlabNivlu5/G18mI3pkyawuGTL7rIA8M+aXab9ec6Ko9ftFbn80gqIyMjPl148XpZ3GWFnbvCjqoSdjsdnNjxTJ0kY8F1yt2Cvyt2bOioqO1RxQ1KjngqsZFSIzNVBUU/S9ed9+RXS8aCJWag+8bBhGJpABjBWRaYZh2MBYwzAeADYAtzv3/x/gDGCIYRhDnNv6AAFgECqVdZGh1rAviMg/DcO4GegqIkNFZJdhGH8EPkStJN8RkbfTmum+YY3fDsOuCxK4IfnVieu54GrQaxY1NREUNXySxRPnBlN6LrjaEVLN0Dy3yQbs3fBC74EHUUE6BTaWZRGKqt4eNMHi5lOCCT0M4vVZtcqU0cnC2RKC35hBbjEbv+o72DZ5pcXsTWGuuS8MhCj+tIbB3eCEKA+DZPFOq4AbNVBUZS3kGN5QVMdc+L+bTCY+q1BUdiDAMQUmj69L7rkQrdFb4T6NLJzle+GsJCgulW4pNHm2KILNftzX5JNqtXoRUSvjHvnqs86Iw2aDJ1gM0kBRMzVRVIGz4nRjLepvcspxzkp+m7pPu0DEcyF6JT9cE0XpavV+vW4B36bSyVb6FLg4we0VQGGC24ejVgiJlPBPVUSmAFOifn4Vlc56yEg3ffXGQpPiEZE/4P+5wWRjTWynRtfDIDv6uW2bZZMsHtRAUUuq1WDudWDo3iM2BXFEf5MzTlItIiY5ngDHZKsK40uiJjcXRT1+i+kdRWmmr+7pbiL/zQJUGlHXqy6iVxdVCT63UrU2CYvqnHpVW1V5npWhYv29ZuXuy9v0BupUKCrac0GAY7MiBkgGet1XQRnS6KCo3WcF+eOkEqoT+BlAxMMg2gApf4XNLx1PC1sDRemmr67sEuS16SWsisuKuifqM9pco97fsU681Z/Z/PXOQmprvaOopujVbXDcgUO8IjpeyZYUh9PRHFhp1HqRLRpN5BbtEXk8BYpyPReGrVXIYuR6kSUzyyTs+ESIhk+ELop6q1zkbzNT4x3Xc2Gog81+OUFVGX8bKGrwy7+U0uEPSOm055Nisx0hVcg0dI3I/eNUVpROrHVNyMLxgqK214hMcOI97Y2RYpaUyoufl0rRvPSzzZoTRZXXiNw1KBbv/GJoUaOeC65W7lUZPF6li6Ieeyo21usHFjXqudBUNaWS+psWfuO9pqk2rIqM2mksC8c1gqLiPRf21MGWf1iEayI+EeunW5x8WTCtIq8dIeUjoIWi9kDx1UGMa5JfSbmeC+7G8+NOcz4Xmw2baDHo7CCXJ/EwiFZTUdTI+148eFuya7DjsuHWE9Tx9BsqK0qiss36nhzkyrZwWSPxvt0EFBXwgKKi2zwv31zA2Nm9sYD7+5QyeI3Kj++ewHMhWqO36vUmWrFP1Z14+TxOCMAvrzcZ+4fIivO0buZBz4U2UZ4LieJ9dRsM1FjhzNoFfTSsNXv3NCmOWh3/vxtNNtWk9lwAteKM34BOV2PK9bKivm35k0MamrgD+p/g/XE66attsqDN9Sah3wfIqA2REQiw40qTMVEeBvGeC9F6eRvcr4E+dNNXrzZNiqK+bA/dZLI/rDwMasIqRtdzIXqAbAqK0k1fjc+KKupvcm6Hhh4GVzieC268tm0zShNFjdb8PJbthVOjLkbubwe9OqsGjQscD4NaN962EcOmBWU24yZYdL3NpJPXQWybXlO/PSlQVLznQivHUOjyNurnTE0joNm79FDUl0lQ1K1JPBdaZ0Hb5Ta/vbXwYOqqFxR1uKWvxijZkuJwOr5JrFRWVibdf9d4Fk0ijVovslkDRS3eIzI9ibVmvOfCE2tV5kVVrVoaP9yE3kS6KOqlFCjK9Vx4aq16jafWivzp3aY159NFUX/aKDKxkayo6jqVxeLG+5O3yiQ7N0+MTD0UpZsVNWSNyFNzG882q6pVn/9Ta0V+OL5MMnL03tfdtepvSUderE731KqitSfWipz4+ki5dW6p/GFJqQyfmz42W7lX9TXyKh0UtbtW5P7BsSjqwSFFaffxmlUh8m4zZ0V5EU1pvHc4HN/U5FBW5gwMGl+2UBMG6kc9DNT765TZzNPrRDq+MVKuKimVok9K5QkPX7YdIWVIpCOvHsj76kQeHBL7Zbt/cJHsTrOb5mdVIv/Z7D1O3YH6ieGxsRY+VCTTd6hBrjFN3S5i7fL+mrp7BtEN79xGgk+ujVw8pJKX7qvRWt6E9NU7oiqif1RWevDiYWZFaqOfxz12X3Wlm746e65qfJnpXCD86d2ymIudWSniPVS6ryZTqsnBx0opZFkWdXGMuke7IBe3Uhklx6Yw6Jm0I2IP6EVe01dzM1UsPfJh0cYCxpX0Zh7w02tLGbJW9T1J5LkQrZc10yU/rYbzPWZF5WXC/dea/HdUBEV1u8pM6bkQrTfKYfBp3mPV3TO4vEdsuuSQW0wyMmM9Fwra0MAAybZtijXTJXXTVztdHovNRvQ3ufhU5VX+ghNvtOeCa4C0oMzmzQkWl2igqNc09wxm7lRxjHV+vtfBZq7nwp8dQ6FARqxh0+x5NvOnWvTt5539z94FI3VR1DslrFrYEJvtr4eFUfHmZKj9qyvbwO75Nv1nWGTcbHrqaXWoyJ8cUujCKxsy6oLTYLHTqXFXnUo3vLCVylU/weksads2z71lUXyb6fmP4uVt8EONgWFJdWy1550nqi9bXRgWVcO/tyqemmGoNMkebdXm57wFNpMnWgRvM+ngMdY3y2GIxkC94ztBXphSws6PGn7ZasPwcRX8c4t6f10DpB756r3W6b4Kyuhdq4lc5yBjp5ewPI5RX5Wvfh9y4v37ZthTrybjvOU2j9+mGLVO5a5u+uryzkFmzCph4bzYWN2LBzfeD6vgJcewactim5fvKURqQxR6jHVPnf6eQUklHL+nYWpnIvfED/fAX76CZR/avHJPIdSFKHvBW6yr9sW2CElXIrD6APy8VxB6NXytvEzodYw63Hg/2AMTp9ps+FMPgpvCzJmYxYdDH2TgXS82ePwhrWRLisPp+Kaw0qj1IlOt1Iza9Vz400a1zPzheLUE1UFRTdkzeGy1yIh5jTPqurDIR3uUV8P948rEcBh1rsdYd4RERjQDioo2QDrxtZFyk1Uqjy8qlSHvpY/NPq8W+bcmivLKqGvrRX45NBZF3TWoqFHPBVfTdijfca/SRVFPjYiNtfeAIplQrj7fxvTCJpE1GihKN311RJz/hjmg6KDnQmPx6qKomRUKR3nVgeFFMrtLRqQievgD3p+kGYSPlbyrNgwVdXBjzyA3pmjH63ouuK24i95QKCq6Od+DXYIpPRdcNQVFtcqER7tHerUkK7CJbpv89KsW1CpsFnIqoq9sF+ScFsk9F1y9vFUvC8dr+mpWhsI2l7SGDzoW8Obs3kwFfnWdSu00jMSeC9F6fRsMaiYUlZUBt1xt8vfiCIq6xjRTey5EyarU9DPQTF89I2iSHbU6fqKfSV6uer4KZ2Uc77kAEC6z6TLBorPG6lg3fTXvUpNAToC6UMOV/MsJPBdOdOJtCoqapYmipp9v0jo7UqTJRRd5f5JvWf7kkESTdkA/jcrdi7rHftlG9DPJbxXxXBBU19RozwWIoKiRGl823XTJUy5TsdZHMerLOyX3XOjoTG7zFthMagKK0tkzmFahUmLfdH6+7QSFzRJ5LnzXmSxOzYUZ82w+mGrxST/vA4MuilqeBEVBxHNhfFS8rmHTn+xijDYFWOu8NWYLC2yoif17SlfLOgV5d1YJ78+LjTWZ5wLAVV/Y9P5eIX1rQ/AXbz4Re+rUAK6DojafEaR0dgnvvRcba0EbdUDEc+H1cpVK/tVim9F3KxRV6BFFrd6vj6IWnBvkhKEPUrq2Bi66iA/z9yWtxTlklWxJcTgd3wRWGqCJd0atF5mSAkXFey4MWi3y6BRVZZyhkS7Z1PRVa35qbOZ6LvzNiff+cWWSoRlrRRNR1DNpYLNwWDVe++smkfuagM2WVov8qxmyosJh9Vp/2SRy8rRI9s5ry9NvzDZth0ipJorymr5aHxbZ8niR1Eb5RCx6tKhRzwVXL24SWd2MKGp4HDbrNaCoUc8FV8PW6qGoQz19NVr4WMmbFlWpTVCvclHUTT2DSZ2h4j0XRGDgq7FVxsVTLJ65MJhWtepkzTbZFbXq6q3nlUF6Xpn8Ssr1XHDbPBe9EfFecLHZXacFU3ouuBq9Va9N9ufVqnHaj9LAZtFtkytWWg2w2RUnBZN6LkTr9XJ4TAN9vFMB13tAUYah2rt3yIEPjoX/Ord/VAVL1yT3XIhWU1CU188jw4BQTxNGBsAp0jzmarOB54KZr7w4ouMNOy3Nu2iscMZsgwGnen9cy0tNcqJQ1PB+Jse0UivRTTXqPvHuiQAl82zmTbXo08/7inPmLnhG4/M41ORPDgk0fjsM6+T9cTooyjCgt2ny56cjKOrevibv71FfXlDsv2c+nJPA8MXeDaNO9x6rbrrkqZcro5P6qAyu9sfEei6c4sQbbVAzv8xm4gSLy28zOcXjl003fTX74lhGPaK/SbfOaoCyKlXGGSj8FG3YVDXPptdUi7x+pmfEN1cTRY3eCu1Csdk7A7v0QhJ4LnR0DJDOzIM35tisnmWx8GZvg1hTUNS/OgV5ZFYJWfMsDFOlv/7M+Z04ngullep9FokYNj29oJhzT/LuZ1BVpz6XVhqj1VdJUFS058KX+9Xewvot6rbwUptRdxQSrvWOotbsV0ZEiTrsHnZKtqQ4nI6vEyu9/V6Z9B2oVxGti6J+vyE1itp0QGRMlEfEcxtFPqkS+d+SkfLIR95tQJuKoubMS42iNjqeC4PXqOO3k1QGly6KGq6JogasElmwoHGfiPX7lR3loNUiL40rk/05eVKfmSlhj00Pl1aL/LMZsqLW7Rd5eUtUtlmmwmYLFqQf69s7VKW9V+lUUq/dpwoX20Vhs/98UZp2xpouivpSo5I6HBb5XZwV7K2PFMnyvell2A1bm16B5KEifKyUnmzb5qa+hUgohPV8gNmzS+ieZgHT4ipVP+BVdWG1cfa7FCiqQw7cFbX83+q2Td5fwJZ5vXkGeOl7pdRLas8FV1Mq9NpkV9SqXklm9yBm9+Tvyymu54Kjx16NzeAaMdniqfOCKT0XXOmiqKV71UrriiuCXNHIZ9gxVxVhAYTfsJDaEBlO08OSCRYrTlWeFue3TH1F+EY5PKrj2FYB13vwMzgtV636Vq+wYrDZ4IkWV7QLJvVciNacSk0Utc17VlSnPLhS4AcnwbPObSv3wZC16v+JPBdchQXWaqKoVzVQlGHAKd1iUdR9fU0+2KOeTyT5Sr66Tv2+9REyqh4hp/H1qGSOhTgV0bWhEI9PtLiifZC2mUk8F6I0fjs83sn7a07aAbd6HKjb5UDhMXDDcfBP57attfDkOtUs7BjHEyDacyFaZU1AUTpZUedcEYuifnG9yZoDyT0XXNULbA4p7ONVuumrCy42uSInACHlu9ynv8mFJypPgLe2N/RccCe3mfNs7Kl6WVHvaaKo6vPUIFYbhc2CXRJ7LkQbNr0xx2b1TD0Utf6A8sn2qle3wbH7G2IzaOi5EG3Y9NwMm50LLOzrvcVaVaf+1UFRybKiXH1VozDfG44B0knOZDxsbjG3dTmMbEAbkaFWFoe3unbtKh999FGTn2fE2zZP3V548IrBZY1up8ZF1WrTOb5t8jtzbZ572+LxW70PDA+tVgOD13S5P26EnWuKKexYAMT+Me6sVWmYi6rUABvdNnnDHJs9JRaX3GR64ul1YRi0FkZqTCqD18DVm23seYm/bBW1MK9S5avXi2pDcVVbeMEu5rIOBZzfytuXbVct/GWz3uQwYBWMKrcx3rPANBO+RztCavBd4sRbucTmpbtUlXGOx66dy/ZC2R54oL23OMMCj6yBfuWNt5LeHhXvho9tRt9TiFHnPdbpFao9RG+PrbL31MGzm9K/eHINm96ZZ/NfJw01EAgwa1YJV6VInojWX7+Ca46BM1p4i3XVPrX/8IsO6T9mqzNZDPtkDssX9gag9L7SQ9/MBzAM42MR6Zrwl8l40+F0fF17DgNWqWZ7jTHqylrFbIetjXBfHZ6+eI/IK1u8x+l1z6CyVqU7/vOtMtmXkyf1GZlSl5cnNfPTj3VCucj8Su+x6qSv7gqppnXRjPrPn5am3YzwTxuV17RX6aavDoozkOk7sEjmV4rUpBHv4DWqc61X6VZSDx3esMq4eL1IWaVqFplKD2l2w9XdM/jtsCIxMiPe270HFMmg1SLF60XsFPHWh/X3/x5fo7dnMLNCZOSSQ88jujHh7zk0rkXOnkHw9GCjV1Jts1S64vXHwfDXLKgNEY5K7bz65GBKzwVX47bD0E7eY51c4Q1Ftc1SCGrvFxY5Dk8Ph0LMn2wx5+QgeRmJPReitaApWVEeGXV+tspwua8dFDu37QvDSMcToIXjudCtTcM+S/PLbN6aYHHZbSanajSR01lttI1Ll/zdjSa76yIeEa0cz4XLWsfG6xoBpfobSSbd9NV4FFXU3+Ts9mplXOR4RLieC64Bkm3bjJ9pkX2xiXG6t/e0KemrleeZ5AYCB30UhjvYLJHnwpVOIdyi923+8Y7FBd1N8BhrtYOidPYMZu5K3CvqcJY/OTjSTV81LmxY0n/hKapT4582wf6wGgAub6MGNJeBTp9r8/HbFos0UNTCPXoDw9TzTO5weHpGIEDvfia9O6tukvYe+OMmOBCGHDfetqoW4tUSm/UlFgtv8har69jWWNuQRHpzO7TZF/tlG3qh+rLtrVf7Jr/fqOLNzVATRcYXNtddU0idRhO5XbXqedJ1bIvWtu8kZtRuvUN1nUJHo6IMm4Jt4A8LirnnO94Z9fK9cJZHxzZQA3XmeUFKS0oaoKgbj1cHKF6/YLeajNd8ZPPavYXUhkLk5gS4xaPn8syd0NfDZrurqjroeGmQkgSxJnJPXLAb/meSwlB1oRA5OQEumlmSMnEiXq9u03NsW+2kr/4yjTqcw0rJlhSH09FUrFReI/LMer3H/u7LxlHU/jrV179onUqXfOAtZcqig6I+qVJpl151EEWVJTYRShbvD8frY7OJmihqp8f01X11qkK4z0MRvJORmSmPDy9K+zn+tFHSrvKNlk766t461cwtuiJ65JLStKtxh2iiKJ301aKiIsnMjK0wbszDIFq6xkw6KKqoqEgyojDU1Q8VyWOO58Lsnanfs3ATUNThlr4aLXyslFovb4X7Na4YFlephnvBM1KjqNxMlfrWM1/9/MTrFuHaSGrn4AkWv/5OMKXngqux5XooaopbSX16sNGN6Oh4h7xiNcBmPdsF6ep4AiTyXHC1QHOF4/XzcNsmb7nWZM7zqpgwKxBg29kmg9eoDDM33rYJ/uLrRWWgdNTJitJIX22RqXDTgFPht04eRcCA579Sq6JEngug8M67pRZbzjZp0dm7P0DpLu9o0DRNMrIDQCQj6qJTG3ouXOZ4LkQjmZX7VLW0zgpHB0W5sRpOrE/2Uxhqn+O58Owm5b8Q7bnQKku9r01BUUdS+mq0jsBT8qZ5C2ymTrS48jaTdh7xjm76atZFsYx62K0mgQD8awtU1jX0XHDl1QgoWrbmQL0nAaPueppq7/CPLcoj2PVcuCofjstWX7Y3Z1i07uqdUTcFRS3rHGTmrJIGWVGhsIr3b5sjHgSuAdKKj2z++rZFtx6m54GhKXsG7+1uyKgfPb/XwXijPReyM6DFMuURcSCksox+7BHvrNgXqQD3osu7Bbl9dAnnrYp9T+M9Fz7YE2uAtP7LYna3KODB9lC8wFta56xd0MdjRhTAeQVB7h9TwukrYmNtkakyrNwsqwP1EQOk5R/ajLlXoai8nACXe3xfX90Gd2tcWB4WSrakOJwOXaxUVqbf8K68Rllz6uh3X6au3HU9F57doLJZhqwRGbtNpOfkkTJ2hfeK6CVVqqLWq2rrVRO5xrBZtOfC/eNUNTQaze5ERCZtF5m3y3usXlBUbb3I+7tF/mdiJNZAbp68/Z63WP+siaK+qBb5h4cmcqF6kV8MjWTuGJmZcvegorQ8F1wNWZMeBorXOxooqqZeZFRU5s69ZaUysVxlrqUjXRT1l00iq5qAoqI9IiZtbzzepqCoQ0X4WCmxLMui1il6qwmFmDzbSvuqQdfP4BMnK+qKM5JX7kZ7LoBaZi+uhrXZBdzxusqjHnRTKZtrUnsuuBpbDkM6eY91qoOiGsvgcj0XCtoojwhxkFnIwVDd2wUb9VxwNV+3N9G29LOishysULIsgvfqa0P85W2LBacElYdBq+SeC9A0FPWaRxSVnQH3Xmvyr+IAdaiVQ6FpNvBc6Jkf8TCI1m7HflWnTXZppffPI5ARaWoH6nNpm6N6WSXzXADAttkx0+KKi/WyotYciHVDTEfxKMr1iFhUDf+Jck+Md3sEKNkFV2uscA4XHdWTg2ma5OaoVLnsQID6CxWjFtQSvGd+YrtGt/tqYwNdIo3VQFEZhmKwA0+F//lA3XZ6nqqu3ux8Cd14owcr27Z5p8Si4hyTnC7eGXWZBoqKZ9RFjkdEKs8FV59XK+Mer+ijXtT74LWSOn5gGHSrYtSuh8E4J14D1Tm1Z75qZWLbzY+igsEg3xtdwrlfWvTqFZs1Vi/KROmNclVAFm2AtG6RzdOTLe6/1oRO3mJdua/xTruJFBZYvKVhNXQiz4Vy5/3tucym8PZCjq0JcWuON48IUP7QOijq/IIg971awhkrY1HUZW3U4ca7pJoYw6Y1K4upzC3gt6dC8bLDvxo6oZItKQ6noynZSomQSbTngtvs7l+b1ZJ1wYIy+cFjRfLPWd4b822vURlAOkrlZxAOiyyrVv3uB61WlqGPTSmT3LxIUzaveGdJlch/NVBUXVjk7rGNe0S4HgaPOfHe/s5IuWZOqby7yhsyExGZvF1k7i7vse4MifzkrcaLHsNhZTX6l00RG1hdbPbcRtU4z6uWeUBR9WGRz6pEfjs5FptNmOMt1qGaKGr6DpXNlK7qwyKbHy+S+syIR8Tix4rS8lxwpYui/rpJNejzovqwyIjFh1/BWyLhY6XkCgYbIpNEngtrD8C/ZtsU36E2r8b/MUDLd0r4vhlM+8rqv1vhhxooakm1WtbemySP2jDguy3V4cb70CsWNaEQUq+Q2agpFiMvDKadPTJWs0321B3wiz5Brrw9tUfEOS3V4cb70v4Cfjm+N7OAu64p5V9bGvdccKXr2PbKNhh8fZCO/VNfoRqGagp3bkuoXBlBUS42u+KkYKOeC6CuQDfWJF6NNqbXyuGRNFFUhgHntYLjl8Zis9EzLD7uqM71DCfeeM8FV+7GvQ6Kmu0xKyrDgPZ9TWpHqlVcRiBA20LzoHsiJPZccLVqH5yu6di2+gD83GOLjQwDVu739pjDUUf95JCODEOl1bX6PMLTw7Uh3ppl8flp6suWynMBFIraUauJojymrxoG3NbH5PlnIoz6nr4mZXsUmwfoEGjoueDKNQKKrz5OR/M1KqkNQ1lnunqgHXTKV/1qknkugJMVNdOi5SV6WVE6ewaJGHW3zqk9FwwDsG1Wvm1x51WmZxTl7hl4RVHxsQ68WWEzSeG5cEYeLFxo8/QUi/v7mnooSgMNhrsF+dvoEv5nlQWmSedgkF84v5M4zwVBfR97toXyT2yGTLR47GYTOniLdfYu1X/Jq6rr4KsdR1Y1dCL5jfc8yLZtCgsLD5bzR1fgbjqgmpst2xfp1NgzX7VNfn+hzfPTLHqZJj+5xtsf8I6QShl9VOMq/q5xNuclYNSgXLvm7oblTrxu2+Q9n9oUTbb42fUmNydpIZ5Mn1XDx1XwQ49N5OoFCqcW8/j5DZsIutrgDL4r9qmf939u85c7C6mpUZW7XqqhAabsgHynu6oXVdbCwKk2nePSJeO13ol35T44dZHNzhd6ULAxTEZ2Fh8NfZCBd72Y9mu+sAluPM67Mc+KffCf2TZtl6aOFWDdftWSw1oQSe3MzQlQMruk0Zbn0Xp8LTx0qvduqDN2QiZwdRrV1IlW8tmBAKM9ruQHroaRGk0vX/pKdUX+jscVx6Eov/He16h0GvOJiGw5IPLmNpEfRTHqnLw8mefBkEVEGQF9dcB7nJ94TF/dfEDkiWmRWLNz8+Q/s8qkzgPHHbRaVVd7lU766iNPxqZ23vhwkXxSpXhwOtJl1Frpq0VFMrtLRqQa+uEH5LmNal+nsXjrPRoBRUsnfTW+yth0mt09v1Hk00bi3V2rqoV1pPN5FBVF/gYyMzPl9keLDu4RvrhJ7RMle85V+7wbAYk4ZkBfen/coSr8PYevT4n2KBKpXQ7ccSKsXhlBUbWhEEMdQ5ZjHA+DZJ4LEDECSiddNV5eUVT7HMj+NMKow7UhZs2xWHN68KDnQo+2Kg03Ubw7HSMgXRTldc/g5qtN/lAUIOwgk59fb7JynypMFFHFePGeC6BWf2NnWuQ1I4rCNKn/bxagUrUKrrqI756Q2nPBjfWldywKNCp3ddNXE2GzYJeI58I4x9PihOyI54Jr0KNjBATwpeaeQY+eJpnZAcSJ9f9uMgl2Vr9L5rlwvrOSHzLR4tGbTD0UpdEr6nBUo5ODYRi5wFwgx7n/eBF53DCMY4E3gU7AOuAOEdllGMY1wDOAymeEh0Sk1DCMFsA44HSgHpgqIo+keN2OwBfAMBH5vf4pfrsyTWV0E4ozZHE9F55a39BzIeAMvpPdlhceVVGrOmt6raSOHxj+58bIl831XJhWoTph5jvxXtoast+3WTbJ4sHrTDjN25dNN331sm5B7hhdwrlxlbu3O793PRcmO4ZC+VmQv9Lmf28u5ICDom7yiKKmV0Sa6XnR7oIg//ztg5TuqIGLLuLD/H30yoHvnwjfd+7jei5McuLd/anNP+4qJFQTYlxOgEs9xvqKpoPecRcG+e2bJeTHoaiTc+DOqOdzPRcmOPEu+qKY8twCzuoC47d4S+0cs827YxtA9XeDjJpUwv5FDbFZMvfEP82wefUehaLmv+DN7RHUvsczGskPh6WSLSncA5WG3Mr5fzbwPtAN1U35Eef2R4CRzv8vBk52/n8e8JXz/xZAL+f/AWAecF2K130LNZkMaCzG5sRKOkrXI2Ka4xExaLXItVNHyuWz9VI7/7BB+U571ZIqkcFT08NmO0MiU7aL/GN8mdTk5kmthkeEiD6K8pq+ujMkcu+gWC+Dnw0tSstzwZUuitJJXx38VCw2u3ZgUVqeCyJNQ1G66auPfBRJ7bx7QamMasRzwdWebwFFZSbwiBi1XmTh7tTxrtqn0pmPJNEUrOQ8QbXzY7ZzCHALYDq3vwxYwMMisjjq4UuBXMMwckRkHzDHec6QYRiLgFMSvaZhGLcCa4C9iX5/uCkdFOV6LtzgXJlOqy/gptd6c+18uPuaUorWN+65AApFlYfUlZNXjS2HwdcFyb2x8Sspt20yTmqn6xExb7LFnPbBlJ4LrnbVqnPRQVFzK71lRR2TDb+4weSNP6jGfIFAgO8ETZ6O81y4vHXieJbthbM1C/R00levLzR5ZkQUMrnRpKI2ueeCK9u2+ds7FpdqoKimpK+uPRD5/wPt4aL2yT0X3Hht2+aZKRb3aGRFfbkvddpwMsWv5IfHreSHO/G6K/mCqJX8K1vhdxornMNVae05GIaRCXwMnAG8KCLvG4ZxkohsARCRLYZhnJjgobcBi0WkJvpGwzDygZuAPyd4rZbAw8A1wIAUMf0U+ClAx44aru6HuFpGfTIPtIfLTgF7N/whysMg2nMB1JftxbctevQ0PQ8M2umrpklddoBsJz+9sJ9JYZfEngvBtrEGSLrdcJfuVTUSOigqURM5UP4BZXug2PFcaJEZmYyXfGAzaILF0FtMaO/tfZ1eEZnwveicgiA/HFNCl7isqESeC64BUpvlNgP7KWw2NidAV68oqgl7BrUJjG4SeS648VZ8YvOfu1Xm36w/BzjFY6y6KCoYTOwRcWy2Qrguxt1dpyY39+Kh7PNictoW8BFHhj90Wkq2pEh0APmoq//zgMq43+2K+/lcYDVwetztWcB04DdJXuP3qP0LgGEcAVhJRyPnJ66GdrWvTtlEjlin0MyDb6kmgkaG9yaCIiJ/1ERRn1aJTJvSuEeE67kwYp2qOu89eaScO6NU3v7SOzYbtFo9n1dN3i7y3q707ru3TnkA/PSt2Gyz2XO9va+6KOr5jSJrPTSRq64T+fHgWGz248FFaSOi5kZRj8fZlV7zUFGjnguu9tQqO8/m1M8WHhkV0fHi68pWEpFKwzAs4Fpgm2EY7UWtGtoD5e79DMM4BZgI3Cciq+Oe5u/AlyLypyQvcznwPcMwip3JKGwYxgERecFLrIe7oq9MEhXY5GXGtk1+6g2LulrVRND1iPiN4xGRynMBFIraqomi3ixXVcbclPqqz/Vc6OXEO2RXAcOn9uYGG+7pU8oT61J7LrhqimObl0rqFpkql/2DFRb1UdlmxVMt5nQIJvVciNayvYmLDBtTWGBDjbe6hpaZ8OD1JqN/H0AcbHZJd7NRzwVXM3bCtRpZOLooqm9vkxHDI7E+drOJEOueGO254OogiupjgoanhY5EFHY62pROttIJQK0zMeQBVwMjgSnA/ajMpPuByc7984G3gUdFZEHccw0H2gIPJns9Ebkq6v7DgOqjbWLQ0dW9TJ6OYqnDbjXJzoZ/Oh4R8Z4LrpqCopqSvhrdfuDH7eDKjqqA7u+bIx4RrufCsdmRWEdMtnhAo4ncF5p7BlfFpUsO66cYdbTngps2eqkTr2vY9LqHlhfRmr4TrtMYqJOhKEjsueBOxss+snn6LYtn+pvgIXMH9K01j0+SFeVePER7LlQ7BkitltsM6a+wmQ6K0tXsXdBm/5FfEd1AyZYUEsE8FwCLgU+Bz4Ghzu3HASXAl86/xzq3D0ZtJH8SdZyI2nwWYFnU7Q86j7kZeDLBaw/jKMVKOkqVFVVbL/LhboWPXI+I4dOc5nxNQFFemqO5+rxaNdpLhc1cz4Xfb1AY6UfjFTZDM9bBa/RQ1JTtIi/OaDyDK1SvsnOK16tGgpdPHCkXzCyViSu9Y7PmQFGhepGySpFfTSiTzKjmfO96wGZNQVGPr5G0bVFFlEfEz4ZGbGCNzEy5Z1BR2h4RTdGAVekXVx5uoonZSp+i0lPjb68AChPcPhwYnuTpEl63icgU1Eok/vZhjcXnK6JUWVFZGdC1jTpAZdH85mWLmpoIivrzNItOlwTT6v9ULwpF6Ti2vVEOo/sMPLjiSHQV5nouuG2TR7yhvDdca9VBEyx+fnqQnvmqwCmVKmshx9BDUe9Vwqhrghh9Ul+hZmdAt7bqANhZXsBLM3rTr0xlmw1ZqzwMknkuuFq+F87SbJPtBUVlOwkC1nKLcCjSnO+5aRbzTwmSgSpwi/cwiNbMndBXY4VTVafOz0uLjUAG3O94Wrgoqqdp8u9G3BObqtX7oXNupNDvaJJfIX2UKtOAu/qqL5uLom7sbTbqueBq6g64WaNAz90z8IqievcyGRaIDAxP9TNp3QLGlcM2hwef3SLiueDKtlWvqB/roiiNrKh6gV31kZ8faA89OsV6LoDquxVtgGTbKitqyC0mnOwt1nc1UVRBd5PMqPd18K2q8NH1XHit3PEwQHWljTZAKqnU74arkxV1/IVB/u/NEo5J0CuqXuCTavXcFY7ngmuAdNLHNlgWmKYnjwg4+tJXo+U33jvKZdt2g7Q+UJtwy/epK+dNNYoHnum0Td7yic3DDqP20pQN4E8b4XsneF9xLN0Lr5XatPo8cRM5EdX08L3KSJvnjC9sRt2h35xvyFrl2Oa1G+q0HTD1k2LuPD15I8GwqMnnvd1qMt60yGbMPVEN7zzGqttE7sWvoN2XNivt1M35wqI+g7lOvBMXFdMqv4DfngLrdqSf2hkWeGQNFHvs3AswbK1KX01nxeEaNq0ssbn5zkKyQiEkEGDXuyWckGZDyeo6GLURnujsPdbDRX7jPV9NVjgssnKvyCOTI4w6OzdPxpaWpc3H68LKk1pHXtNXw2GR/xsWy6j7P1okq/alx/N3hUSeXKsXq86ewYgRsamd5oAi+c9mkTVpxLvcMabyqqbsGdw7P7Yi+rHVyhyqsT2Pdyu8GQG50q6kLiqSugxlIhTOzJSyR4oOGky9vCV15fpfN6m/+SNZ+I33fDVVhqFaFLdZakFUc743Z1kscfopJfJciNa0CrhJoyDMraT2smdgGHC742nhIpM7rzGxKuHf+9VKqLPjYRBvhdmUrCjd9NWeZizeGdHP5MS2yqd43YFIvGZ+nAGSbbNxgsU9GiiqSemrUVXZD7QHs1NyzwU3Xtu2GdHMWVGbgiYnBQJk1oYwAgGCN0c8LVbsUzhuwwGFzVzDps7OqnbVfvh5B++veaTIx0q+PCmVp0W850L7HDU4nNNSbeg9tFoxaq8D5583Qf/jvXtEf7EXXi21aZ0ERa3br7DOl068HXKg7QqbB2+MNOdrLhT1dgWs/cimKkETOVCD2Trn/V3ttKq49DObm+4sxKgJkaHhu6z7efzlK9jwZTF9T0uOzcTxXLAq1abupkU2r91bSL0GNgsLPLzGu4kUwBPrYMBGm5bzrZR7DiIqzvd2w9r9MH5RMTd2KuCG447siuhUWMlfOfjypGTtB0C1sr43ygb1K6fN85vb4Z3FxeTmF/CvGqjY+SEPd0/vy+a2yfY6MYCqMxhyfZC8JAV6nfJis3s2HYDflVjsr1Ero5pQiDdmWFzeLZhWtkplrSre8joxAMzZBaP6BDH6Jo7VMKBznjoOvt6rFtSovlb1oRAfTLFofX7w4GScSiv3NVwxpaOwM0kVm6mLNF33xC5OvE+/aVEXlW322ASL2zsGU7onupq9C/oc4y1OUHsGItDyqiBclXoiMgw4o4U6AL7cXMAf3u7NH+BgfcPRJn9y8OVZ6XpadMiBHzgooDcF9B7dmzLg3j6lDF6T3HMhWm9roiid9NVTcuE3N5pM+KPCO9mBAMcXmDy+LrnnQrRe2Qb3aXiEL9dEUW0KTeqKFDLJDAQ441qTkr1qMhZRKbPxngugVn+DJ1gM0kBRuumrBd1NsqKwWVF/k47HJ/dccOO1bZvhzYyiVu/Xs/M90uRPDr6aXT9qB706Kw+DebuVZWe947lwVb4yQMrOAGybrLcsumsMDKM1B+q2FwR5aGxJQhRV7sTrei4c4xjeXNxKDew63VdBpYvqVFK/e1aQEyeV0HWRBabJCcEgd0b9fluc58Jx2ZC/wuZXjqeF/aJ3bKabvrqyS5DXp5fwZVxWVCLPhbe2q3irPrV56QeF1NaGuPov3mIVUb7e7krAi17dBscdOAorouOVbKf6cDr8bKVDX401EhQRqQip5niPrxH56zjlE1GXkSnhvLyUTf3i1ZSsqMFr0mv+5sY7yYn3tDdHillSKs9/VipF89KviK6sFXlirV6sv/vSW1bU9hqRuwfFZnD9fGhRWh4RIiIr9oq8pJkVNUDj8xj0VGys1w0skvd3q+r5xjSzQmSGRlZU1bfQ1O/bFH62kq9vW401EgTVQ+nm453iujeUvarh8PSSCRaLTg5yRVvVQC5VEd07mm2yve4ZRLd5Xra5gLGze2MB9zvYLJnnQrRGazq2rdiXPCssmY4PwC+uN3nzDxG806WbGeO5EO9hEK0x22Cgxgpn5k7oq7FnYPY0GRmFon59o8mWUGr3RFAo6ilNFDWmXA9FHYnyJwdfh6ZMEyMQgJDi6X36mwQ7KM+FUY7nQl6U54I7oNu2zSjNgWH0NrhfA0Ut2xvrK32/g80SeS5EGzYtKLMZN8Gi620mnTxW7r6mOVDvOSvIHyeVUJ0gK8r1XHjGibdllAFSSNQ+gI4RkC6K+rJLkNfeKWHVwthYE3ku1Drxtl1h87tbC6kJ6aGoVfvhZyd7j/VIlD85+Do0FQyq1MyotgetUZuh7obovnqw98Czm2B/PWz7xObluwup02DU9aIqwTtqZkW13deQUbfOgmuPUwcoAyR7N/xxE6z6yGb03YVIbYhCj7Hu1myTDapuIllWVJssuO44dYDK9nEn4xcXFtOtQwF/2AP7d3/I4KvSyzb7ch+cruHYFnb2DH7RKwi9Er8v8e6JVXXwv/+0OFATyYr693SLiy4LppWYMHsXXK2xwjlS5U8Ovg5dBYMp8/Zdz4VC19PidcfTol4NDEMmWvzuzCBXpvBccKWLonbXKRQVPVgmw2YtM+HqY9Xx9GsKm0lUamev9sGUnguuXmkCijrTA4pqlQV9jlUD5tKvCnhzdm8mAz/uq7BZjutG2CZ5S4tXt8FDGr2JdNJXW2fBPX1MXo3ytLjgSpM/OhcPidwTozVrFzyjscI5UuVPDr6OGF3d2+TpEZFGgkNuMcnMhL9uVleV0Z4L+XGeFsVvWYzUQVFbY2s70lWny1VqZzgqtfOSjsk9F9x4F5TZjJ1gcWkzoqiZO9U+xJvOz/ecpLBZtOfC3jBkR8XbJgtmz7NZMNXi2n7JezYl0+xdqleUVyVDUaAmiPf3EGOAVOBMxttrj97uq8nkV0j7OqKUrJEgKC79cZXi1G6b5xbLbIZ9T1V85wa8o6hHNZvIDV0Lvb6yWTgvecO7UFS8u+tg82Kb0fcoFJXjMdY9dcplbWgn77E+tBqO31LMZR2SV0S78X5UpfYtln6gYqXO+/u6ap+aHLy2rvBaSV0Thg/3wII98JxdzEuXFNAq68iuiI6XXyHt66hRqgK9eM+FujD8+r/K08Jl1M9Pszj90mBKzwVX0yvgeo2CsN116iq7V/cgvbonHzADjudC0Il3xBsW9XGeFr88PUiP/NQeEeCscDRQ1Mp9cEYe/Kx749gskKGQzRVtoehVC6Kw2aAJFle1C3JhGp4Lr25T3Ve9avYuuMYDisrJgO75qgjzi44F3Pxab+DorYiOlz85+DpqlZUB91xr8p9RERTVt5cZ47lwruMJcHKCitn3PHhSR0t3oD49aJIdhaKe7GfSIk/hou2O58L5rWI9FyAWRXX2iHd001fzLjUJ5ASoc97XEf1NLusES+I8Fy5oqaqiXcOm2fNs5k+16NvPO4qapYmixpSrSWW094ce0fInB19HtVL1inI9FybugM2OR4RrgPScXYzRpgBrnTcMERZVSZ2uY1u0lnUK8u6sEt6fFxvrJa0jz/35XhgfZdiUtcym6HuF1GtkRe1pQlbU5jOClM4u4b33GsYaHe9ne2FsOZTXquZ8o+9WKKrwBe8oqovGnoGbvnpChV8R3UDJquMOp8OvkPbVHAqHRb6oVn3+z58R8TMYs6w07UrlaTtESnd6f+3dGpXU4bDIb+I8Lb73aFHaPtMvbhJZneZ9o7Vyr3qPvGr4iNhYzQFFMnqLyPo0fMofX6M8H7xqZoXymDhahV8h7ctX02UYyjb07JZwVgh62+r2RdXwxdpYj4gzknQ8tSr1rTW9pq8aBnTrEYuivneNmdJzwVW4zKbzBIsut5merTXHaO4ZtLzUJCcaRfUzOa5NxHMBYj0X3Hhnz7OZN8Wib389FOWnryaWPzn48qWhDzfHYoiBXXrFeC68vFXd75QcNZh9twW8Mcdm9SyLhTd7G8TCAusP6KGoL5KgKIh4LrxXCf914u2YC31X2Lz+RA8KNoaZMy2LD4c+yMC7Xkzr9arq1KCdjpVnvJKhqLNaROJdvR/mVEYMm+o/t/nD9wsJ14Yo9NhIcPV+6OSnryaVPzn48qWhRL2iEnkubHQG35HTI6md0/8cYPbsEq5Ms6bi3Z1wna5jmwG9uwfpnSArKt5zAdQVesUsi64bw1x9XxgIMf7LGkTSK557RbNNtrtncMUVwaS+5PGeCwAPvRLrE/HMFIunLwhydhrFfq9shd9prHCOFvmTgy9f36BOzYV72sHGLy0y6kLU19cTcqq3r2gXTOq5EC2rUi8L55Vt3rOiOuaCcY1JxVtZgNrVXn3mRQxdp35/kuNpcV4CQyHXCOh0jRWObvrqKd1iUdSP+5osrlYtTUSgXUCt3M6Ni7e6Tq08UlWiH+3y3xpfvppBpmkSCERSZkf0V17GiTwXrmqrcu+zMhSKWjVTH0V11hio/9kpSGDog5Suq4GLLuLD/H081Vn9zvVcGL9dDa7HZUUMkJ6babNjvoV9vbdYm4KiNp0RpGR2CXPfS1xMuMWJd6xjgHSCMxk/Ma+Y27oUMGft0VX05kV+hbQvX82kVNXbrnY4hkKfVMP6j21ecVCU14ro6RWqyKu3x/5EXiupXcOmaXNt/uukoQYCAWbNKuGqK9OL9a9fqR5OXlccq/apDeVfeKikLg/Be7tg6CdzWL4wUvR2tKau+hXSvnwdAkrHXvX4APQ7QR1Pv2FBXYhwfaQ537Udgik9F1yVVuplRXm11jwhAP1PgAWfq1ilvp7aUIhhkyyC7YNJPRdchZ1NcV0U5XXP4MSAcvD7UXt42PtLHlXyJwdfvg5RmaZJThSKKupvcs7JqndRtIeB67mQm6lWJ+NmWmRfbGKc7i2t090z6KIxUO86zyQ3KtbhDjaL91xo5cbbBha9b/OPdywu7G6Cx1ir69S/OnsGM3fBcXv8orfG5GMlX74OYTWGolzPhff3wOqPbF67t5DaUIjcnAClHv2h361Q/acKPaKoqjrlUdFnS+PYrMqJd7ylMFRdKEROToB3Z5ZgpugzFa+XvlKtxL16RK/ZDzN2ekNRR7J8rOTL12GqxlCU67nQ51h4+nWLcK1K66xxMFTv9sFGPRdc6Tq2uVlRXTo1js1aZymzpkUrIrHWhkKMmGIx++Rgo54LoFY4qw/Azz1ODG6svz3F++OORvmTgy9fR4jiM6KK+ptcfGpqzwVXbvdVHcc2HRRlmiYZ2QEMIk0Eg11Sey60yVIrqX+8Y3GBJooS8dNX05WPlXz5OoLUGIYKheFDx3Nhj2OAtO7LYva2KOBH7eHzrd7SOmfshEyUu50XVdXB/02xOX1FagwV7bnwxQcKm9WFQuTleMveAvjbZijM946ijmT5WMmXr6NEjWGoQIa6Cr/S8YioDcM/9hXwq/G9GQ/c26eUCdsb91xwNXuXflbUo9cFOb1/6sHd9Vzong9Pj1HWqsR5RFzcCq7KVzUiyeR2X/3Zyd5jPVrV6ORgGEYuMBfIce4/XkQeNwzjWJRzYCdgHXCHiOwyDOMa4BkggCqxfEhESg3DaAGMA04H6oGpIvJIgtdL+PimnqgvX74aKjsDzo66kr7vJDgmVw3eFXWOR0Sc5wKoFcr4mRZZF+tlRa3RSF9NVEhYcJqqCXl5K+ysVVXQrkdEtAHS7F1qA9tX+moUKxmGYQAtRaTaMIxsYD7wa6A/sFNEnjEM4xHgGBF52DCMi4FtIrLZMIzzgBki0sGZHC4XkTmGYQSAEqBIRKbHvV7Cx6eK0cdKvnzpq3hBMQUnJ7YAdT0X5lYqzwWArC9snrm9kJoalRXlFe/M3KkmnWs0+kU1hs3qBT6tVlXR20NqD2X1imIq8wr43anw8Ra/GjpaTcJKTs/vaufHbOcQ4BbAdG5/GbCAh0VkcdTDlwK5hmHkiMg+YI7znCHDMBYBDfIGUjy+prFYffny5V2Jmgi6yjBUa4wLW6mfwwK/HW1RE4pYgD471aLDxUE65qb3erM1HdugcWyWacDFrdXhxjtydwGPTe7NdHwLUC9KUWMZkWEYmYZhfAKUA7NE5H3gJBHZAuD8e2KCh94GLI4f2A3DyAduQq0eUinh43358vXtKMOA7/dRBW+ZmZnkBgL0u9pk+k4YvAYGrYH/bIG1+xXnj5fbfdVrVlRT4l2xv3le60hTWhvSIlIPXOQM6hMd3JNShmGcC4wE+sTdngW8DjwnImu8Pj7q9z8FfgrQsaOGya0vX760lMpa1fVcKK1UKa4iyjOhZz6c8YnNuokW991sQgdv+xS6qq6Dr3b41dA68pzKahjG48Be4CeAKSJbDMNoD1gicpZzn1OAUuBHIrIg7vH/BqpF5H9TvEbSxyeSv+fgy9ehq3X74YsSm6tvLyQjFEICAb56u4TTegW/8RXES1+piu/v+OmrCZVqz6FRrGQYxgnOigHDMPKAq4HlwBTgfudu9wOTnfvkA28DjyaYGIYDbYHfpHi9pI/35cvX4adOeXD9ZxaB2hBZ4XqyakNUllgMXadQ1Aub4LNqtT/wdcpNX/UnBj2lg5XaAy8bhpGJmkzGisg0wzBsYKxhGA8AG4Dbnfv/D3AGMMQwjCHObX1QqamDUBPLIpUExQsi8k/DMG4GuorI0GSPF5Hypp6sL1++viWZJgQCEAphBAJcdKPJRY5HxJYa5ZYX77lwQSv4YGHj/ZqSafYuvYwoX0p+hbQvX76aR7YNlqUmihQDfbljgPTOPOVnUR8KEcjx5hEB8NBqlRXle0Qnl18h7cuXr29fwWDKScHViQH43onw5UpVES3hWI+ItlnKLe/S1qqIL5FW74fOuf7E0BT5k4MvX74OScVXRLseEZW1yiOiyPGIaJ0FV7aBgjaq3QbAK1u9GwH5ipU/Ofjy5euQVLKU2fxsuPF4dYBqILhgN4zcoBoLLlxaTJtjCvgI3x+6KfInB1++fB2ySsdatU0WXHecOgCm1hdw82u9mYhfEd0UpVUh7cuXL1+HixozNfKVnvy30ZcvX0eUPtzsV0R/HfJTWX358uXrKFWTKqR9+fLly9fRJ39y8OXLly9fDeRPDr58+fLlq4H8ycGXL1++fDWQPzn48uXLl68G8icHX758+fLVQEdEKqthGNuB9c34kscDO5rx9ZpL/nkdfjpSz+1IPS84tM7tNBE5IdEvjojJobllGMZHyXKDD2f553X46Ug9tyP1vODwOTcfK/ny5cuXrwbyJwdfvnz58tVA/uSgp79/2wF8Q/LP6/DTkXpuR+p5wWFybv6egy9fvnz5aiB/5eDLly9fvhrInxx8+fLly1cDHXWTg2EYpxqGMccwjGWGYSw1DOPXzu2jDMNYbhjGp4ZhTDQMI9+5PdswjJcNw/jMecyjUc91qXP7KsMwnjMMo4GduWEY1xiG8bFzv48Nw+h9JJxX1H07GoZRbRjGgG/ivL6tczMM4wLDMGzn9T4zDCP3cD+vVI8/hM9rhGEYGw3DqG7kNR91zn2FYRh9v4nz+jbOrbnGj4QSkaPqANoDlzj/bw2sBM4B+gBZzu0jgZHO/+8C3nD+3wJYB3Ryfv4ACAIGMB24LsHrXQyc7Pz/POCrI+G8ol73LWAcMOAI+syygE+BC52fjwMyj4DzSvr4Q/i8ujnPV53i9c4BlgA5QGdg9TfxeX1L59Ys40ei46hbOYjIFhFZ5Py/ClgGdBCRmSJS59xtIXCK+xCgpWEYWUAeEAL2GIbRHmgjIraoT240cGuC11ssIpudH5cCuYZh5Bzu5wVgGMatwBrnvL4xfQvn1gf4VESWOK9ZISL1R8B5JXz8oXpezuMXisiWRl7yFtQAXCMia4FVwGVf60m5gTbzuTXX+JFIR93kEC3DMDqhZub34371Y9TVF8B4YC+wBdgA/F5EdgIdgE1Rj9nk3JZKtwGLRaSmaZGnVnOcl2EYLYGHgSe+ztgbUzN9ZmcCYhjGDMMwFhmGMfDrO4PEaqbzSvb4b0xNPK901QHYGPVzOt/FJquZzi1azTJ+uDpqPaQNw2iFQiK/EZE9UbcPAuqAMc5NlwH1wMnAMcA8wzBmo5bv8UqaF2wYxrmo5Wafr+UEkr9Oc53XE8CzIlKdBNt/7WrGc8sCugMFwD6gxFB2iiVf17lEqxnPK+HjRWTN13Uu0WrqeXmIy9N38etQM56b+7zNMn5E66icHAzDyEZ9sGNEZELU7fcDNwKFzvIcFDN8V0RqgXLDMBYAXYF5RJaOOP/fTAIZhnEKMBG4T0RWf93nE/U6zXlelwPfMwyjGMgHwoZhHBCRF77m03LPoTnPbRPwnojscF7jHeAS4GufHJr5vJI9/mufHL6m80o3rk3AqVE/J/0ufh1q5nNrtvGjgb7ODYzD4UBdZYwG/hR3+7XAF8AJcbc/DPzHeVxL5z4XOL/7ELWp5G4CXp/g9fJRm2W3HUnnFfdcw/hmN6Sb+zM7BliE2kDMAmYDNxwB55X08YfqeUXdJ9Wm7bnEbkiv4ZvbkG7uc2uW8SPhazf3C37bBwoXCCob5RPnuB61ibUx6raXnPu3QmXjLHU+2Ieinqsr8DkqO+IFIhXnNwNPOv8fjGKOn0QdJx7u5xX32sP4ZieHZj834B7n8Z8DxUfCeaV6/CF8XsWolUHY+XdYks9rkHPuK0iRXXe4nRvNNH4kOvz2Gb58+fLlq4GO6mwlX758+fKVWP7k4MuXL1++GsifHHz58uXLVwP5k4MvX758+Wogf3Lw5cuXL18N5E8Ovnz58uWrgfzJwZcvX758NdD/B5VmapC4W3ovAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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W5IG0md/jgw5lejsYgFNMNLYp05s7Jw9vy+JnBkJAnVPeKM5H0+DEGFz1BpzvhmOjsDIFznLBePMRgsH5qSjliH5gyDInfXUhKGrH4/Hgi0jp6FJUlEXAmjRYU60KheAjjfKM4tpmeXVRmSI7LbK1+Tstjh49is1mk1SUwQgS/VgPh6Au1djCaRFwblUR5yIpvq80weYMeMgHnRNyvKkdR9iUprG6IOHeTuDdx5KLgxAiF4jEFoYU4DzkjuB+4HNIZdLngF2x+7uAh4Cvapr2nO5x0oD02GKSBFyCVCzNxv3AH4UQP0UeSFcBLy37N/yQQW96u7Fl6fRVPZTp7T6visEwDiEgKwk+lS+pKE2DlnHYOwxvJlURtgVwdfqo1VqwevcRCkkqSjmib2k3TkUpagcwRUXp8UYIrs6Lm/s0DZrG4MnCOp4aDBFuDpIZasXZsovTdZ0WmrBwRxeUGLx614/1jn74msFNrJ6Keihm0Kt1ypsa79Fs2WnxQIuPyGgvyQP7yR5s54uJTosE3gUY2TkUAjfFzh0swJ2apj0ohHgBuFMI8VdAO1J5BPAPyLOJrwshvh773gVIuuh+IYQDsAJ7gF8DCCE+AmzUNO0bmqYdFkLcCRwBJllA7vqXClUD6o0IMpOMR17oa0BfMuGkVm7o7OzsGU5qIeTOYWUKUGgDsmgbz5KLRfEmgt4++kaTuXgqmXDEeBGQMrytWbOGySj0h42fGegn3D/NOjMQAipToVLXadE6VsrTaxt40Btkd5eD0mTBYESeGRhBIBBgaGiItWvXMhSBZMvyqKhnhucunEJAXaaNukwbVKXFCptmdlr0R+BfSqDG4G4lgQTMwIha6XXglHm+7wPOnef73wO+t8DDbVrgOe5H7hjU1/8G/NtSY/tLQ1NTE3l5eaxevZqrjshqzUMBeVZgWWJyUKa3VwMyndQolBt6Mrp0+mp5su4qf2U+XRNyZ/GNFrgyB37RKWmoNc6Fx6sMb0II7vfOTV9dDGrCzSj2kGpdeqL2pMDnU4DYOUDHOFzaCKNT8Oig7N8+ywWRE/N3WnR2dmKz2RBCzCsnXghzqCgDseWqsOl/nSKDBKc0+Ktj8HJAKrhA/m1Keo6wMtFpkcDbgIRD+gOEjo4ONm/eTFRYWZUKf1MsOxfu8Ur1js3fT/lQC5sKXRTk5ZCdHb8EVjWg32g33tim74e+u9+ckxrkFf+FWdA2Dl8tl50Lz/jh7gHoP3GElPEA567MZ1N+Gvm58sGVIgrgeb9xKko/4V7XYS4rSsE/Cf9SGv/Z7gn5+r6eWscEIdI7ZafF2IldVFVWsH79elJSUpjSoCe8fCrq/y2DinrYB/+jUPooFLomYI9Wxa3DE4w2+0if7KVocD/WRKdFAstAYnH4gEBVgKampnJnv5SvTncuxO7TN5bNw80aN3b7GT3eTOrUMdY6o3z8zA1kpqXiDct0UqORF6ofGmD/iPGJWj+J3aRLXy1wSGXVNUCkpIoWX4DH2nzc91wL/t592CaCfOzcreyoK+f1oNwRGaVL1IQ7GYXeZVJRd8yioooc8PF8+Hi+7LToD7t5ZriUYyUNHA8GeXnYyTYEHePmqKhAIEBdXR1DEXAI48F+M6ioeVRRxQ74TIkNSmSnhSxsquX5ZklF5UVkptUVOVJqm0ACiyGxOHxAoNzQIKmE+eSr+SlWvrA6ny+slvzGUAR2d45w3UAqk/1wvw++44GJ6NILhL4f+lDAnHxVTWIlZZ4F01dtNhvVBVlUFyi10CaOdfZxMJzM99okVfI/CuXuYWP64mcrSoK6evVq7nsHqag8uzzklq7oNHwReHYY/rUZPpEnF9AzM6Unw7bAeA8dOkRKSgpCCG7uM37Yrt8ZHQlBrYFzhnhhk6Si+ibgU0ehMSRpKXcSbHVBcnui0yKBuUgsDh8AKDd0fn6+Kfmq2wYfXyFdWJNR8EXkJPuDdohEpUS0NtxP1kAL+dkucnLiVJRyQ1utVu4cME5F6fuh/zxgjopaVZLPKuLj/Pti2bnw77HxhpqPsIoA21fmk50Rl8wqN7QQgudHjHVSw1wq6rMmGvRAxmJUpcrdxhcKYThWgPT9WKeFY3Kc82vK2JKbTGGOXAQ3bNiAxWJhSpO0VdkyqKjbTVBRAJqmIYTg5YD0i5zlij1mBJ71w8v2KiYmJrC0+ahP6iV9INFpkUBicfhAQLmhQfL1RuWryg0NcJ8XPl8IWzJk5wJAcBKeHcrmoWGNkU4/HG9mle0YdSlRNq5bQ1paGt4wpJugopQbGuSVtNGJej4qKt65IO8zWFjFnu4Av2rzEfC3MNG/jzItyMe2bmJVhYfGoDzsNktFTWmSijJ6ZjCbilLyVZcNLs2Rt3BRHT3+EHt7gnx7fytdR3ZR4Kngo1s3sy0vmYd88d9rKeh3RsMmqai2tjbeeOMNduzYwdPDM6lBt03usj6SI1Nx/JNpPOeHl/NqGczqpn/EzbZk2OgEZyIf6i8OicXhfQ69G3ogjCn5qnJD5+Xl8WJAUiJ6pCXBxblWLs7NB/IZnZIT+lNdI+wdysDhh1cC8BODZw36fujXgkwXARmBnopaSL6alWLj6oosrq6QV+GjUzJI8K6JZOhycGc/XFcJoamlOxf0E+6uZVJRmcWeBeWrdrud8lw7n81189m1stOidzjI61MOftwBf+iFz+dDRJMhfamLjPfIkSPTOyMzVBTIXWd9fT1HQrBqCSpKX9iEp4hgrC1v6yG4OBtSLDJMcKnxJvDhQGJxeJ9DuaEBU3JJ5YbOy8vjkEH5aqpVxjec45ZUVHASrnhD9i4Hp8AmZFZQzUQ/vo4WXK6ZVJRyQ1ssFu400dimp3fuGTA+Uada4eqafK5GUlECuShc3ynlqHYL5HcfoUoLsHJWp4VyQwsh2LdMVdTPTFJRBa40CoDiZHkOo84pftYJY1HwHT1EtXWcS2rLyNF1Wqxdu3aaiuoyQUWNj4+TkpJCWVkZX2+Br5pMmUlLkpn5P62E7W6mC5Cu64T2Y0ewC43TilxszU+lNNFp8aFDYnF4H0Pvho5EZRrpUumrCsoNDXJyN1OtqbB7CL63UlJRIDsiXg7AXSPZ9AqNaKcfT3szdfZjpFmirF69epqKSjNBRen5dDPyVT29c3Mv/G2x3HFsj81TE1F4wVnFUz0B7m7yEQm0kDeyj7JokO2nbcLjeWtUVE/YeA6Sfqy398HXyiU1dLZb3gBGCup4ti/E77uCDAy04ju+i9NinRb5KQ4e8BqnoiCucFNUlNGr/c7OTrq6utiyZQtPD8epwVQrnOuWt0hRFf7RCZ5s8/HT13vpadtPqLedj8U6LTISM8sHHok/4fsYyg0thOC+ASlBNAK9G9rsmYHeET1bvmq3wBmZcEamFVbkE4nmczAoFTt9QyM87s9g/RS8MgL/UGLs+fSOaLPyVT0VNZ981WGB7bk2tufKTotIFA4ENvHIyT5+N55MareDPUNwx2rjY1WO6Pt9cKmJiVpPRaVY5z8zyEixs8NjZ4dHdlqEow080xPkv30OAv1yUflJpYwAz1riDGBsbIzW1lbOP/98ftE1t1xpMRw7dgyPx8OxRagom81GTqaNj61N42MA1NLa2U2L3c2NXXCvFy7KksqtrZnyfCOBDxYSi8P7GA6HgzVrZADudR2yYrNlHM7KXHwHodzQwIzICyNQjmgjVJTNIncVWzKAsgymNHlG8f+80gEthOxfPssFYriflpa5VJTeET1f+upC0NM79xqkomwWODUTTt0guaD+CTgagjv7YTDWEbHWCfk9R7CPzw0S1Duinx1eHhV1fadxKspugfOK0zgPOBKCUruko/7QK5VGFgEZsU6LdbM6LZqamnC5XEQRdE5I97oRhMNhysvLqays5Bst8BUTVJSnpAgPMOqT74kzM+FgEP6rR1bD+k4eoSZF49wSFyWJTov3PRKLw/sYPT09lJaWcjAAf18iOeo3QlKx1BsG78mjlDDKhRUFVLhTpicG5YaejII3YryxTe+I/nmzeSrKKmSi6B9WyYPLqCY19Xf2Q89YNmNCo9TnZ5W3mUyOEY3GqSij6asKeirqORNUlB5/7Jd8ulIpTWmyO+KpjCq6pmSnRVG4hcLAPuwTQbZs2YLH4+GNIKxeJhXVNbFMKiomX02xyvRWNd5XMmSnxSPNQUaHWrE17+KC1RWcu1m6tx82oYoCefjt8XjwT8ozJjMHz319feTm5vL0sIUfrZSvz/TFAzBWXMUrgxPc1epj4GQv/s79pPlkp0V9WUIy+35DYnF4n0LviL67WcpX450L8j7hkkoODoR4rGuE5sOt9B3bxdqqCj63fTM17mTTkRfKEW2WitJPYi/oJmqLkIF769IArES1fI6O5rN3WPL1E4ERWsMZnBWFPw8Y3+HolUaNQag3QUWpsc4XeWEVcEo6nJIuOy2iWhaHQ7LT4vXuPg6NJrPeZ+PJIbix2vhYlSP6AZ9xJzXEqShXsWde+apVwJZsO1uy450WjaEGHu8K8vKApCMf8cH99caeb2JiguPHj1NfX8+NPeZUUb29vXR0dDCUlk91yvx/jxSHja2FNrbqOi2ePNnN4xE3f2qG50fgS4Vyp2mmgjaBdwaJxeF9CuWIXky+arfbOLXYxanFLqAM7bIGXh0I8vSog5uH5NXmteWQY4OVyYtPoHpH9M+6zVFRahLz53gWTV+1CHnFvXo6ljqDN8dkZPUNXXKXUxnriFixyHj1prfZ6atGx3rI6VmSirIIufDUpwElstPixZi66N/aYkmvKVDUfYSMyPx9FnpH9LMLFAHNhzlUlIG/x/RiXCMn38NBqYJ6wCd3LADVqZDTdogsbW6QYGtrK+vWrQOLlQ4TVBTA4OAgxcXF/LofvmyQirIIOL+qiPORWVHbXTLs8B6v3BkPnDiCxyFpqMqsBA31biOxOLwPoXdE/7jduHxVCGjIS6MBeDUgDxNPz5TJqH8Yk/exdRxlTdIoW8oLSE2NU1HKEa0J65Lpq3roHdFfM0lFCSHjpg+H4JZaqZ9vGoOnhuH3YxD09pPS38JZJS42luSQkyMvu9etW4fFYmEwgqH0VQX9hPvLJuMTtX68LwbgvjVyx6FpcHIMnpyo4uRggNEmH1nhFopH9pEWDrJt29ZpR7SZIiCYS0UZla9C3BF9x4DsslY7Dk2DN8fgyfw6nhySnRZZoVZSW3dx6qoKTjlFUlGP+OCSrMWfQ49AIIDT6cSZV0RS59Iek/nG+tQw01TUGrUzLq6icWiC3W0+ft/cy1DHfhzedv7+ozvZ5ClIxJS/w0gsDu9DKEd0JHZmYFS+qndE3xWLvHBYoCIlfp+TuZU83h3ih60jjA62Ej65i/NWV7BzyzqczlTu85qjopQj2qx8VU9FKfnqdOdCqrzPVHk2Bzs09nT5uXNfM1PhY+QkRfnU1g2ckuPgxk5zOxw14b4RhNUmJmo9FdU9EaeihJDxGVXlNiiX1aqt45KGOtDRx2vDyVTZUjkrMy5fNQI9bfagSVWUckSfccGOOVSUWoxrPHbw2NE0N83jpexd28BD3iC7B5x4UiQV9WeDCi6Al156CbfbzQPWclO+DzXWyrN3zEtF2e02NuTb2JCv2v1kiOBB4eaBVpiags4IfL1c7uASi8Xbi8Ti8D6D3hGt0leNQjmihStvwfTVynQblTUuqHEBZXSOy97l//A5YVBwzwDcUScPk5fqiNA7on/WtTwqaiTHs6B81Wq1ssmTzyZPfMY50j/Cq9FU/twCd/TJQ9OzXJKqWmy8+gn3hpblUVGvpXkWPTNQnQsrUoBCOeb2cUmZ/ClWolvokGqzukXGq3dE7x02d9iuHNFGnNRCyAuHCl2nxROD0vD4zTZ5nyI75LUfooj5q1UnJiaYmppi7br13NEqOzKMYnBwkPr6ev6rD/6vASpKCDijoogzYl8/7JWFR8/5pUEUwNp2hA1pGg2FLpzOBBX1VpBYHN5n0DuiF0pfnQ96R/SP241P1CXJ8D9WyonhUEAmdR4fgz97ZY9xdhKU9h2llFGKCwtISYlTUcoRHcWyYPrqfNDTO9c2G5evAtTlZVAH3DsgYx5WJMvOhTsHJG2SPNJP+WALG4pc5OfODBK02WwMTQpS3kUqqiwZJjTYs16qlLpjBUg3PH+EiWCA8sJ8themsa08Z3qxUI7oIyFZG2r0ilg5ootLy+hsNkdFKTzjh131cZVS5zjsidbxZ5+koVICrThbd7GtroJTt2ymqamJ3Nxcdg9buNgEFTUyMoLFYsFVVIZ1mVTU03744cqZr09zrqxW/WGLj/BYL5a+/eQOtfO3H91JUaJa1RQSi8P7CHpHtJn0VYg7oiMm5at6KCe1wyI7F0C2v+2xVnL3QIixlhGSRlpJa93FOXUVnLJ+LampqezymaOiFL1jVr6qp6Ke01FRH9dRGT1j2TzUpPHLLj9jx5pxRo9Rnxpl54Y6XBlp/MpEBIl+rGbPDPRUlF6+WuSAT+TD1WdXEQgEON7j4+njLdy4ex/h0SD1p27l8jXlrE+D27vNpa8qhZtZ+apyRK/asGWOfLUkGT5bapcmC9z0TJTyjL+BR/uDPNHtwJ1SxdZCwRM+KQs2CmXwvKXPXASJoqKqzt4xL5W0Mt3GynQbVMgPT/eErFb9+bAb65jsQc9Ogs8WLr0z/ktHYnF4H0HviP5TP3x3hbGf0zui7+qHK0xQUcoRraVnzytfzbXDx4psfKzIBbgYjJTxrL+Bx3qDPOFzkjkieGwQHjYol9Q7on9m8sxAT0UtJF8tTLHyxTX5sEbOOL4I7O4Y4cZgBhPDcM8gnJohuw4W6lzQj1U5on/ZGk9fNTPW1xegomw2G1lZWZyWlcVpqwE20dfXR8iSzKFxuKMXdg1CplV2LjSkLT5evSP6mWZzOxzliL65d2kqqtABH8uDj+XJyXcgbOemXnhiCL7RGuuIyJQXNgsVCk1MTDA8PMzadev5r1ZzVJSizYxSUUUO+J/riqa/vrVXGjWbWyV1mm2D4h5pzsvJSvRZ6JFYHN5HUI7ogbCkHr7TKq+sT8+ELekLUyF6R/SLI7LgxSiUI/pWg07qLBvszIGdOXJyeHYIDgbgBx0yYdRpgeLeo1RaRikrmklDQdwRPaWJt0RFGT0zyLbBJ1dKF9Z9A3CmCwYiUoo6qUF6EtRN9OPytpCXNdO9rRzRw5NiwfTVpcZqhorKz5cL2kqgYwKeWCcP+ff55Xh73jxC0niAs1fkc3pBGkV58e2ackQfHRVLpq/qoRzRKyoqaW82J19VpreRKQv7N8j36mCsI+K/HjnExPg4xWVlbM1N5pyyrOnF7cSJE2RkZPC4SSpK0WZvhYp6PSSTe9Xr4w3DU9Yq7hicINjswxHupXhoP46Bdq684i+7zyKxOLyPoBzRN/ZKuWSBQyajPj8C/9Ehg+S6X9zD5kIXF9WU4CmUq4ByRL8aa2wzCuWIzs7NZ6BleVTUo0NwU218xxGYhGeSK3mgL0SwZYQpfyvOll2cv7qCradtnu6Ivt8nFxmj0FNRZuSrM6iokbhc8rLYc49MwjOD2TwwrBHo9COON1NrO0ZtSpSN6+txOp38stcc9fF2UVHqzEB2Lshq1a6hAI+3+vj2Cy0M9uzDMh7kqnO2clFVNSlJgu90mktfVY7oR3yww8RErUxvydn5JIn4RK0uHi4+v45QKETXUJAnmlr51V27yCitoOqUzZyRV83mTMGdnfLMwCgUbXZLH3xmGVRU9dk7qJhFReXY4aNFNj5aJKtVhyKwz1/L0ye7uW7IjXsCTk2X8tocu/Hn/DAgsTi8T6De+Lbk1Bny1bQkuCBL3gAaI2W8MhThW48dZMg3QJ6nkp2nNbA91zEtXzUK5Yg2K19Vk9h88tX0JNiRb2NHvgtwEZoq4wV/A3t7gjzd5SDFKjg1Ax4bhF+ZcBkrpdF1y6SigjmeedNXM5Lg0jwrl+bJTovgpIylfqprhKcGM7D64Gk/fKlo3oefd6zKEf3LVnNnBmqsjWmeeeWrNpsNT14Wf52XxV8DsInmrj5eiyTz8z47fRGpNtruMta5oHdEP91iThWlTG83L7Bw2u127HY7brebNStL+f/ObSAYDBJ1OHh+RPDPzfBKEFxJcqynZixeYDQ+Pk5nZycVlVW0tcQUYQZhhopy2+SFw2U58g/un4T/aIefdsncLbWTz+g4gt3y4a5WTSwO7xMoR/R93sXlq/U1ldQDXzi1FgDfSIjDUQf/3gp/9smJelO6DD1bLDZZ74jeP2BuYlCT2D1Wz5ITtdMK52XBeVlySzM2BTf3wIEAfL1FOr83p0NO91FEeJSCgrlUlHJEKypqviKg+bAcKiotCc7PgvOzJBV1W6/sNFCdC3YB1RP95HlbKMqZSUNB3BGtqCijjW36sd5w0vjfY2VxPiuBK4BfdMLfr4auiOxcGJsCf5Psszh3ZT75rpnubeWIfnPcaoqKUqa3gsIiOpqNnxmkpaWhaRoXZcvd8M9jFwcv+OGnndD6xiEs4XHOri7jjLxkSnPj74GmpibcbjePDQkuXAYV5S4qw7IMKiozSTChwa418vVRO/ldyVWMjk8QbfVRZ+3F7d1Pf9eHq1o1sTi8D6B3RL/UZO7MIDvDyTbgpRF4er3k2F8OwK+7JWWSJCDp0B7OLHZR5ykhL08+uHJEN45aF428mA3liC4p89DXYvzMQCHFCu1h2NcgF7KJKLw8Ao+lVjIUDTHZOkL5eCu2ll3UV1ewefPmaUf0A8ukosw6qfV4NRhXRQGMT8ELw9k8EdAY7PQzdayZKtsx1qRGOWvzhmlH9G9MqnDUWM3KV0FOYip9dVUarEJ2LgAEiqp4uifA79t8DL3Rwmj/Pkqmgnz+gq1Ur1iBEOapKGV6eyOt3NSZgaJ3tl64YwYVJS8eIFxYh3ckxL6eID98qZW2w7vILa/g8jM3c8aKKjJsgtvazF3IdHR0vHUqShflEt/Jy2rV0ak09o/AC4W19Gd30+V3c4YdzsiQ9/0g4wM+/A8HlCP6VZPyVeWIni1flZ0L8v8jUdg1XMZDgxF+89BBxoYG2LKqko9tXk1pZgrf7DBHRSlHtFn5qqKiZstXHRZ5SHymywa4iERdHAiU8WxVAw/6pVyyIV2wzWUufVVPRZmJydaPdb701WQrnJ1t5exsSUOFo1L98kTnCM/1pmIV8pzhUAD+2USnhRqrWSpKTWLalh3T3eB6pCfbuGxFFpetkLN4OLqJ3U19/HksmUinndCUjCs3mr6qTG/r16/n9hZzqihleltIvmq32ynKsXNNjptr6kthRwO+kSCHpxz854Dg1SA0j8ssrjMzZWf3YhgbG6OpqYnzL7iQlhZYuQwq6vd98H9KF75fvD0RKC9ifApeCsBfH5flWGvTje3k34/4gA33wwe9I/q6ZnMTtXJE7yVvQfmqzQJXn1LJ1QDUMqXBC30h7h9zcmIQnhySh9hnuaS8czHoHdEvNL8zVNR050ImQBqTUXn1fm2zPAv4Zqvkfre5IG+R8SrTWxQxJ33V6FjviHqWpKLsFslBn54paajJKHyvVUpor22Wyanr0qB2op+Rrrl9FhB3RPsnxbzpq4tBTWK/MBjqZ7fAZVX5XBb7+qft8GkTC+fJkyfJzc3lzTELNSYiK5TpraS0jDYTVFR2RhrbgG1u+GYL/KYajo3Cf/bI84CBo4dYaRnn0royCtOT5yjjXC4Xjw8JLjRxJKCnokSn8R2ApmkkW+WFzAM++feIxDpOft0NTUePYEVjU5GL7fmprMh7f59TJBaH9xjKET0QllcW86Wvzge9I9oMFWUVcGaBkzOBn3RIOsEbkfEO/WH5Ya9LBeure6jMc1FSEqeilCO6cdRiqrFN8eklZR76W4yfGYDUym/KgPu88EKDXDxeD8rE2aNHjjI5PsqG8gK256VQWxifGOrr6yUV5TXeSa0fa2axh5Ru81RUkgVCmnQZCyE7F14LwsOhbDqERrjTT0lrM2vsx3AnRdmwYcO0I/o3BiIv9FCTWDC7jFUj5rOFpjTojcCGDOM/U1VVhRCC73aaKwJSHp5HB2VDnBlomkZgSmAVcrcQv3iA0aI6XugLcUdvkO7XWhk4totNqyr4/PbNrFq1CoD/125uh7McKkrt4Hbs2MHJUaapKLtQFw8QKawiODbB3nYfNzb20tG2n0BPO1fu3MnO6oL3nRoqsTi8h9A7on/aac65qxzRrxpobNNDmd4y3dl4I/KKuiQZ1qfLf49qsnXs7rQy9ngj+F87SGZwgAvrKznnlDpSUlL4dqe59FXFp9/vMzdRz6ai1EQtOxcgkl9JIBjild4RbnqtlcO37MJdXsHZp27m/PwUShzSI2Bmh6PGepNJ+aoa62z5qlVAQzo0pFvBk09Uy6cxJCM/nvWNsLs3lTonnJ4OHePmIi+Uwu0X/eaoKOWIHqjYYip9FST1cyIkm93MUFHDw8OsX7+e35mkotSk27p+x7wTdWqynXPL7ZxbLqtVpy5rYH9vkD/7Hfh8gsNBuQj2hY0FWI6NjdHS0sK5551PqwkqSu3gAG5dgIqy2Wy4bTYuX5PG5WsAauno6qbT4eaWPnhmCDJs0t1uZCf/TiOxOLyHUFdT/ojg9SD8i0GOWu+Ivt4kFaVMb7t8sHMejtoSi0xec6bMQtC0Wo6PwmM9If7D56R7HI6OwV8VLt65oKB3RD/f9PZSUTabjSy3iwvcLi6oLYOLGggEgnQIBw/6YM+QrFW9uU+G3S1FZShH9Or6tfS0GG9s04/19qhn0fTVGQVIJRlENTg6Cv/aHKeiqlPl5LCYIU05ojdtPx/HqDkqSjmi7zbRL6HHbf2QbIGvNcuvV6VCYc8R0sPzd1oo09uJccuCRUALwev1snpNPXvHjclXrQLOKEybDue7tkmqz/4c64gASGk+xJqkcTZWzQ0SVGbCJ4YFFxhkfdQOrqysjMCk/J5RKqq0uIhS4DRk+dS/r4A3RmV7Yl+s06IiWeOcUhcV7ndXMptYHN5DKEf0PV4Zk/D1Fvn9smQ5ORRNBXnjjUbcbjdut3vaQasc0QNhFkxfnQ/6GtD9Bp27QsAqJ6yqlNuTH7fBJwviE6+GXCQch/awOt9FaWmchoK4I7oxJJZNRfWaoKLS09OoA+rSZGXpTbXyv08MQWsPDJw8Sp4mq1Vr3SlkZ8cnBuWIfmhQmIrJnk1FmZmoVQFSeTLcGYvJfnMMdg/C0c5+hjpbqM51ccGKHDYUZ0+/fmoSu6VfmKKilCM6UlhJjd/430O5oREWRqPwo9gir2nyDGDPeBVNgwHGm3zkxDotUmOdFtXV1Qgh+F6nscgLBTXpHk0r40KD73E5JumGHpkEmxXOcsubGu/rrjqe6A7xRHOQ0GArolmaNHdu3Tw9VjNUVGtr6/RieGufuTMcNdamMfk5slr07YkwUVLF60MTPNLqozNWrZribed/XiM7Ld5JJBaH9xDKEX20J675Bmgbl/EZx0NOApSTNRAi/8gBnEEfVVWV1NfXk5yczPU95gxhyvR2KEZFmXXuTkbBOyllhwqaBq3jcKerjOd9EfyvHyR5ZIAL6iu54vSGaUf0dzrNpa8qesesfFWNVclXU6yxzoVYR0S4pJIjvhBPdI7whyOt9B/bRU1lBZ/dvpmalRVYLILfm5RLqrHebFK+qsY6W75akypvU/nZDJRpvNHv577GZn7+/DE0LcqWjRs4q6Sa+hTB3Z3mqCjliP5Jv3H5qnJD5+fn85CPGfJVIeTYa5028MhOi5NjsU6Lzj4ODSdTa7NLA6JmzmegaLM/DBufqPXc/3xnBkLAOreddW4ZJKhppZwYa2B3V5DvdjkQQhCcXDp3S2FiYgKfz0dNTQ1RTV4wqT4SM2O9tW9+5sBht7Ep38YmXafFs03dvKi5ua8ZusPw1VKoNkEtG0VicXiPoN74x6ZS50RelCerg0kBFUV0jsNefxVHQ9A4GuLlYSeb0qF3wnjkhd70dlebuTMDRZkccHrmyFdVh8GXT1eRnLV0jMPu7hDf65aDi0Tlm9hmYtegpJ3PLZOKus/qWUAuaWN9oYv1hS6gDD7SwFFvkJcnHNzlF7wekGa3I6PGoi+UI7qmto6u5VJRmmfeMwOr1UpBQT4FBfmct1Z+b2RkhEFbKnv98I8tkt75VZfcadYuMV7liC6rrcc+bPzMQLmhAZ4eXnyini5ASgWK8qcvHr50XIbyXdsMJQ453mjrEYLB+ako5YjWiquomjR+IaO4/2jseZc6MxBC0njVVWryhc8dlbu5b7TK+5Q6IK/tEPnzdFq0tLSQlZWFEILHB+F8E6yPGmtwUj5vuoHZWAjYVlnEttjX/3pyZpnX24nE4vAeQTmirx+Ab3kWv29JMnxqetJx0jMBX26Cngn5YcuxSWnnujTJuc4HZXobmrLOm766EPQ1oEZD5EqT4Ysr45cy/+ckVCZLGaqmyaTXbZngfWkP2e6ZiiiIO6IbQ2LB9NX5oOid0nIPPc3G5au1OWnUxv7/2mYpDHglKBVcGhBtldWqZ64owJk6072tHNEPD4pFi4AWGqur2IOjyzgVlZGRQQby/OSNkPx7dE3AXr9UcAUH+rH0tXBWsYvTynLIzYkPSjmibxuwGqailBu6qKiIYyFMyVcVZVKeLAUEiorqiO2MDydVEbYFcHb4qI224Bjcx2goyNatWwkGg7jdbv7YLwxTUXru/1EfpuSraqzBKahIhS/rzo3ax+HJyTr2DcpOi9SgjK3fWhuvVgVJXRrNitKP9dddy6OimsfkhZnVBOVmBksuDkKIZOAZwBG7/92apn1TCJEF/AnwAK3ANZqmDQkhzgd+ANiBMPCvmqbtEUKkAncBFchEggc0TfvKPM9nA34HNMSe72ZN0/79rf6i7ycoR7TFnU/mhHH5qkKhA/IdcHOd/HogLEta7vPCeDDIWFMjW0vcnFHspjjWSKbonZ/3mqOilOnttaD0F5iVS05GpUv7m7oPTX9YqnWetpQx6Y0QPXyQkrEBzl5dyeaNDdOO6O90yQpIo5imokzKV/VUVIoVqpzyptCZV8kT3SF+3DpCaKiV0Ju7OGd1BZ88a/O0I/pPXeYOd6dVUSblq2piOBJiOvJCf/EwVZbN4S6NJ7v87NrXzGT4GBmWKB/fuoEGj3REt3cYT19Vbujy8nJu74cvG5yo9ZTJbPlqaTJ8ugAosAFZdE9k8cwwHBrdRGCgj65QMucUFOJJEVj6jVNRSoIKcqI2uuOcTUXNnqjLkuELZXYok1RU10Qpe4cbeHggyGMDTgocgiwblDuMfz46OzvJyclB06BpHP52GVTULQtQUW8XjOwcJoBzNE0LxibufUKIR4ArgSc1TfuBEOIrwFeALwNe4DJN07qFEGuA3UBx7LF+rGnaU0IIO/CkEOJiTdMemfV8HwUcmqbVxxaUI0KI2zVNa33Lv+37BMoR/d8mi2eUI3p2+mquHa7KlTdNc3Iko5xnekP830cOEBjyUbqyko+e0cDmbBsDYeNUlN70dkOrOSpKTbjzyVfz7HB1HlydJ6koX6SWZ4fh4f4Qu7scuJLA45BvTjMx2dNUlMk+g6WoqBKnjc9Xufh8lQsowxuWHPUPexxEEbSMycC2Sc0YdabGuqpuNV0txs8M9BPD7QucGVitVtaW5bO2LP6LNHlHOKSl8v1ueHJQPt/LI4t3LsBMN7Q/FsVihopS0s6nhhf/exQ5dIVNK/KnLx6+dFjSO9d1yI6I9YuMV7mhL7zwQt4clbTWcqmopWiaYgd8Mh8+GTsH6J2AK9+Qr+e1zTLCZpsLOHmIyMQ4ZWUzqajR0VGOHTvGjh07eGJo+VRU1CAVtVws+dCapmlAMPalLXbTgJ3A9tj3bwKeBr6sadqruh8/DCQLIRyapo0CT8UeMyyEOAjMt+5pgFMIkQSkIHcfI+Z+rfcvlCO6unY1vhFj2msF5Yi+K5i3IBUlhGB1eRGry+HvtlQB0DUc4tVJB5e8Bs4k+EGbjNfYnLE4vaRMb0NTFlNUFMQn3OcnPUtewWXb4PJcuDxXXq4PR+CzRyEzScolM5JkVs2mDHju6T24XHOpKOWIPhwSrDYZIqenooycGeTY4VMr4qvz3x6DjWnxjoiMJCjpPcpKMUrpPJ0WyhH9sElVlJoYhiPgMDFRV+RkUIG8eBiPwldKYd8IPBQbr3W4n9KhFk4tclGYF3dvKze0xWLhlm7jhjDlhi4rK+P4KKbkq5qmkWcXXJkrYyh+VCE7F571S9dx75tHsI8HOGdFPqcWpFEY67RQbmghBLf1wb8uEnmhh57e2T2IYfmqGqsQAqdV5i19K1bONRAb78HUOsZFiJSOIFUTrYRP7KK6qoLk5GQyMzMRQvDYu0RFLQeG1h0hhBU4AFQCv9Q07UUhRL6maT0Amqb1CCHm8+heBbyqadrErMdzAZcB18/zM3cjF54eIBX4X5qmDc4zpi8BXwIoKzOhj3uPoRzR93nhChPUh3JEC1ceGWPmqKhil5NiJC/9o5WyQP75EfhhOwQDQUZONHJasZuzSt14iuLvuLq6OiwWCzcYaAjTQ024Izke1gbNU1FpVqhzwg9ii8rIpMxV+mE79FKGfShCUdNBckYHqK2upKGhYdoR/d0u40VAEKd3HvRhaqJWO6OhmJHw87pIb/8k7LVXsqs/RKhlBM0ve5fPq6vgzNM2Tzuib+swTn3oJ4afd8JnlqFiPBo7M8i2q8Im+X3feDYPN2v8psdP6Hgz9qljrEmJ8tFT68lKdxLVZPmQ0cgL5d8BuK1veVTUbh0VlWOX7YZX5MpOi45B2WnxjedbGO7dh3U8yBXbTuXSU1YRmJTyYKM+g9lU1HJUUbPlq7l2max8Za4dsDMYcbPPX8rB0gbeDAZxpdg50yWpwZXJxutK1VjNUlHLhaGXUNO0KWB9bFK/N0YXLQohxGrgh8AFs76fBNwO/FzTtOZ5fnQz8kyiCHADzwohnph9X03Tfgv8FmDjxo2akd/jvYbeEf1Ss7n0VeWIvtlgY5uCckR32LOn5avpSXBhlrxpmpMmVzn7ekN8Y/cB/IM+8lZUcvlpDWzPSyZJyDMCM+mrasK9od+cfFVNuA/MoqIykuDibHnDUxnrXKjlxRE4FgzxZI+D0zLlxJdiIn1VXwP67DJVUbuSPHMWzswk+EiBjY8UuAAXwckynh9p4OmeIE91OUhNEtiEVMEYXTiVum1Kk74No2cGyg29ZcsW/rgAFZWdbOUzdfl8pk7OcIFJeKxzhN+MZBAeli7z89wyAnypg3O9G1pRUUbPDPQu46eG57+ittlsrMzP4m/ys/gbADZxsquPQ+FkftJj485+OMclD7wXa0+EuBv6/PPP54Qu8sLMWI3IV7Ns8cImSMM/KV/T75+UirgftMXaHhfZyY+NjdHc3MwFF1zAk0NwrsvYON8KTDFWmqYNCyGeBi4C+oQQhbFdQyHQr+4nhCgB7gU+q2la06yH+S1wQtO0ny3wNJ8EHtU0LQL0CyGeAzYC8y0kHyg89dRTTE5O8ptuweiUvCI2ktSoHNHrN2wy3dimHNF3+ec/MxBCUFlaRGUpfH6TpKG8IyHemHJwfSc84JXSw0d9kopaiuNUjujCmjU4J5ZJRU15Fr2Ci3cuADgZm4L9I3BZI9SnyXrVLRlwesbi41Wmt8MhMSd9danfUVFR3c1LnxnEY54lFTU6BR9phAan5KgdFjnerK75Oy30/dAP+mS8glEoN7R/Uub8GKGi0pPgKk8GV8W+/lKMNvtpp6SlHAJqJvrJ9bVQmD0zSFC5oRUVZdT3od8ZvTkKlSaoqMrifCqRHHxgCr5ZPrM9MdAc77TIzYxLZpWRUFFRi6WvLjTWxwblwmkGmUnyb6j+joFYR8SP2qHtjUMkRcY5p6aMM3KTKY51Wuhps90mqKi3AiNqpVwgElsYUoDzkDuC+4HPIZVJnwN2xe7vAh4Cvqpp2nOzHut7QCbwxUWesh04RwhxK5JWOhX4manf6n2K5ORktm3bxrf74MqcmZ0LOV2H2ZAuKM91yURInU1eOaLv87Jg+up8UI5oqzuf9HHjE3VOhpPtwHa37AT+3gqZLHljt3wjR0eDZHU0sq3ETXle3LkNcUf0LX3mnLtqwg3keKg3SUWlWOUB4AVZ8MMKpmOTf9klKbSO/XtoKHCxY1UJlUXx7VpFRQVCCL7dwaKRF7OhdkYPmaSiFMJR2dZ2rUd+PT4FLwbg0ZRKhqdCRFtHWDHRirV5F2uqK3A6ndMTw95h4zsc5YaurKzkF53mqEHliH5zzMKmDLgoR95A7iCeG8rmsYDGUKef6LFmqmOdFlti1apRDdpNUFFqZwSSijLjpFbc/2MxKmp2e6K/qIqnugP8tt2Hv7GF8f59lESDfPKsLZxySg2BmI/CKBWld0Q/boKKWgj6nXy4qI6BkRDP9AT5/kuttB/eRX55BZduWc/2qpRpJ7VRKuqtwMjLUQjcFDt3sAB3apr2oBDiBeBOIcRfISf0j8bu/w/Is4mvCyG+HvveBUhp69eAY8BBIT/9N2ia9jshxEeAjZqmfQP4JfAH4A1AAH/QNO31t+F3fU/R3t5Ofn4+4450cu1wbpa8gTSJvZRRzVMDYXqavEyN+8n27cc12M6nrtw53RH9lVZzVJRyRP/OJBWl6J3XgtI7kWxVnQvy38NTTh5NKufuvhDtLx1gwu9jy6pKPrtNOqKjWPhjl7n0VT0VZebMYJqK0slXk2OLxbbYeI9MlnFoOMK/P3EQ78AA2Z5KLjm1gXPyHAgw3dimakCfNamKUmO9eZZ8NdkqTWFnxTotwlEXLwfKeK6ygYdGgtiSbGzItPD8EKYa25Qbeio2URulovSO6D/OI19NscJ5OVbOy5GdFhNRWTb1ZOcIzw5mkDQE3RNwkcGFUxneqqqqGJmUXh2jVJSe+39yeP6/R2ayjctXZnH5SvmBG5/axKNNfdw3kczdHTZ2eeGfio3t5PWO6JMmqSgjsNvtFOfY+USOm0/EOi28/iBvRJ38qk9w9wDsWfv2Pd9iMKJWeh04ZZ7v+4Bz5/n+94DvLfBw876Mmqbdj9yJoGlakPhC86GBMr3dNI981WaBM7JtnJFtg1VOpjQ4FKzlwWPdXD/sxjZmIzgJhSZSGpUjuqKqhgGvOSpK0Tt3Rj3zUlF2q+Ajq4r4yCrgrComo/B8X4g7hhwMRpjeaveHF+9cUFDSzoLq1TgnzMVkq7E+twgVVVddSR3wyc3S6uYPhDiuOfhDL/xXtzTk3TMg/7tUbLIyvR0dFYYc1LPHurp+LV1Rz6JUlN2iL2xKIxKFg0H4/FEZXfHNFinr3OaSSq/5oO+HfsQHO0ykrypHtNEzA4cFtrpgq0tmf4ejcNFr8GYIrg3Ek2lXTfQz3Dm300JVgAohTDe2Ke7fDBWVbIXLq/O5HElFjUzKLK4ZO/nuI9QQoKp4pntb74heKH317UZOZhrbgY3pkibLfJfSWhMO6XcByvSWlZuPt2Vp+apVwIZ02LBJSmCmNLiiUaogVDhfXSoUdB8m3yFwueZSUcoR/cCQ1VRjm3JEpxV5SOsxRkUlWWBboXPa0h+YgiuzpWN3INYRUaEFye5opCp/ZoggxB3Ry6WigjkeVgeMT9SZ6U42I1/j/jB8fyUcCsItfTIZVQgQB/ewtcTFuhUzJbPK9PZvPeZistVYj6R72GHiU6dpGjaLoCYFPpUvqSh58QA398Lxo7LTYlN5AdvzU6gpkKuAckNbrVaeHjbXoKcc0TeYbNBT9E7LuPQtfCmm4FKFTQ8Es+mKdVqUtTWz2n6MTGuU+vo4FdVmMH0VZnL/32xZHhX1+JDccc5uT3wpo4onuwLc2+QjHGgh278PjxbkvDO24PF4TFNRbwVqrLf2yffAu4XE4vAuQJne7vVKiZtRKNPbUATOcMW396pzYY+7mkeCYcaavBRrfgqH9jPeK0vOlSP6dpMhcsoRbUYVpegSkEU8Demw0SVvarxvBJ08MFjOw10hBp87gHvUx0X1lVx8mnRER7Hwp+53norSj/VBH1yWrVuMdZ0WD42U8fRghN8/dJDRwQEaVlXyma0NrMxIZShijorSj/UnJmKyZ7th1cKpH2+koJKRYIiXekb43autHGuUnRbbG9ZzXmEKR0PmqCjliC4tKzd1ZqAf62z5qips2pQhOy2mtHxeD0pFUdfgCI8NZbAmDKGI5N2NQkk7R2Ly1eVQUfPJV+M7+SwgK7YYb+KhE338ZjSZlE4br4zEfQ3vJNRYL7lkx7siX9UjsTi8w9DXgL7cBNeYODNQprdbJvJmXMFNdy6kSU+ipjk5Pgp7/bUcaeumZcjNKs2B0wL1JlQ4yhFdvaqO/jbj8lVF7Xg8Hv7UPzfywiJgbbpg7UZ5KalpVRwdhce6Q3ynSz7J4RB83MRro6iowurVpJqgovRj3bfARG0RcNm6yliVZi2aBq8MhHg04KDbC3cPwF8XyswdI+5mNVbhWU2tZl4uqeSr8z2XzWYj2+3iYreLi+vK4OIGRgJB2nDygF/w0w64Ihtu7ZXnGouZ/PSO6EcGZ6avLgXliDZCRVlFvLCJUtlp8UYIrjksd5xPDcmk17MywT7ST0vLXCpK74j+lQmDHsRfV6Py1enFuEE+SSQKV7whz1ke9Mn71MU6LVIm5g8SXC7UWJ8cMq+KeqtILA7vMJTp7eCsyIuloExvWTl5eFsXPzOY7lxwAkVF0iQzBlceltb8a5vBE+uImGg+jMUyPxWlHNEPDFkMx2QrusTj8cxpbFtsvHVOqIsFGGkx2mw4VnajIdM0NyUFCZ5oJCtrLhWlHNG39AnD1Id+rG8EMeykFgI25TnZhKR0xqfg0hx4dFAuECAjF2yH9lCbN7fTQjmi7xkQhqkoPWXyoBcuMaGKykhPox4oS5Fqs2vLZefCQz65yHhPHqUg1mlRreu00Duil0pf1UPviL6h09xErWkaFiFItsC/lEoqSosVID3gg47RbEaFRpHXz6qBZrLFMaLRKA6HA5fLhYYwlL6qoH9dv9Vi7sxA0TtPDcM/lcTVUNM7eVcVbYMBxpp85EdaKBrZR0pYBgmWl5tQWcwz1l80vTvyVT0Si8M7CL3p7caWpdNX9VCmt/u8mDozADmZuZLgE3nw1dh7snVMOqSP26uZDIfJ7PCyLsmPpW8/HR2SilKO6FvajVNRii4B5GH7Mpy7b4Tgirz4z2oxY9HTQ05et5QT6Q5hefkApRM+zqyrZMMG6YjWhIU7uoynr+rH+qcB+JrBiVpPRT3kg5258c4FNd6mMbgzs4x9vgjDrx8kNSCrVXee1sDatWsZmbLg8BqnovTSzr0mqCi96e3mmLM93rkg7xMuqaTRG+KJrhF+d6SVvmO7qKus4BOnr2d1Vorp9FXliI5q0DZh/MxgNhWlzgymLx6cAFY0LZ8TY/nsHYaXJ2B8ZIQqdwrbXJiOvFBUlNkzA/1YZ8tXZ+zkY50Wcie/iVc6+3h1OJk1drm72Jxh/HVVY3035at6JBaHdxDqQ+ONCDKTjEde6GtAX2ySIXVGoNzQ2dnZ3NQHn9dN1J6UGH9cIKmojnEne4fhmLuWgLubsVE356U5iGhSvmrkDayvAJ2MylpDo2cG+gn3T7PODISQV4IrUwQUSSqqfbyKvcOwyxfi4S4HRQ6ZuWM0JlvvhlZnBsuhop6dZ6IWQjpk/5+u06J1TFarqk6LJ4fhux65kCz12upNb2bPDJTpbSoWeTGffNVut7GhyMWGIhdQhnZZA4e9QV6OOPlzp+COfintNPLcekf0oyapKEWZLCVfne5cmF6MM2iJxX5/rxU+kQ/N43JnvFiOk94R/atuc9lEaqxG5Kszd/Ky0+LkKHzuOJzrlu8BtZMPt8zfaaF3RP+q7Z1NX10IicXhHUJTUxN5eXmsXr2aK4/AKU44GFi8c0H/s6FQaE766lJQbujJKEumr07HJgOsLKJ7QiZhfq1FGvSu75TSzrWLjFcZ3oQQ3O8119imJtz0Yg+pBqiosuRYnlCBvPztmoBLX5eyyd1DkBdLwlyhBTk8T7WqckMLIeRh+zKoqMMhYwVAIBfiL8U6LaY0aDkKfRFZIKNpsjz+LBf0v7iHrFmdFnrn7u398BWDOxy96e1BL1xicKIWAtbkprEGmQvlsMggxL3D0pCmAZb2o6yxjnL6rE4LvSN6j4mYbD1l8ssuc1QUaKxMEUxq8H/L4W+KJL23d1jWdAYH+knqa+GsEhenluaQkxOXzOqpKKMlOW8HFdU6IZkDRUVN7+RtVUzYAmR2+FiltWDz7SMUCpKbm4vL5SI0Jd7x9NWFkFgc3iF0dHSwefNmosJKbSr8fYnsXNjlhSgwfrKRhjQ4ozSbdOdM7l+Z3r7RbpyK0vdD391vnooqcsg4ipZxSUX1xWKT7/VC3/HDuGyC7SUuNuakkJstx6oUUQDP+83JJdWE+9OO5VFRgxH45xL4fKH8undCvr53B52MUI6zP0TBGwfIHPVRXVXJmjVrSE5OZkqTJUnLoaLu6DcuX9XvjB72yQlMmfJAjuEZP+wVZUx5I6A6LdZUsq5ejnU4YjzyAuKmNzBHRUHcEX1Lr4XP5OsW4xja8ip5vDvEf7SOEBpsZezELs5dXcFVp63HmZrC8VFJs5nNijIrX51NRan0Vf14p8qyaezSeLLTz72xTgu3NcrVW+rZVO3k8SFzVJRyRAcm5dfLpaL0ZwYzd/JZdIxnsXcYXh/dRNDbR77dwoXlLm422Un9diKxOLwDUG/81NRU7uyX8lV95wJAb14NTw+E+Wmrj4kxP+Hu/eQMtfMP1+yktKiAgTBkWI1TUcoNDTJnyOhErZ/E9GcG+Xbpxv4oECmppjsY5tEWLw+0+xns2E+kr53/cdVOLqgskEVAJhrb1IT7VqioO2apogocUgl2TZ6AlUWx2OQqXgvCkdEQzw872ZopW8iMRl7o3dBm5at6KuqZeSbqQgd8LA8+do78m/WHa3lmGB4YCPHIgJMsGzQGjZcd6U1vZqko5YjOzctfUL5anmbji9UuqHYBZfSFG3isK8hPfE40n+A+L/yqKlbutMR7Vu+IfnTQnHxVT0UtlL5qtVpZX5bPel2nxYmBEV7VMvi3Lrkb+ociGYi31E5e74j+9TKpKHVmsNjfY+ZOPp/uCdg7JL0s/7N44Z97J5FYHN4BKDc0wMuB+eWrBU47H3fa+bhH8kb+yVp2HevmPwNutBa5w/i2RzoilzKi6fuhDwWMnxlAfBIrKfMsmL5qs9kod9v4G7eqR5OS2WNJbv6tTZrHvlAA+4alnn2x8epLee4z2dimxpphgIqKxyYDOBmMxJIw2+CVjcaeT7mhFRW1HFXUkdDS3c6gL0CSr3F/GD7SDzf3SVoqMwnOzJQu2Wfn6bTQm97MUFEQd0SbOTPIt8NnYp0WI5MwMgXeSfhum+yIcCVBae9RVohRSmZ1Wugd0U++S1RUVW4GVcApo1AUu1B7VreTtw73UzbUwpZCFwW6TgvliNYQNC+RvrrQWL/dau7MQNM0ihyCHDt8+13wUiyExOLwNkO5ofPz803JVzOT4LNr5OHrZBQGw5BikR0G4aikFgo6G6l3QnFe9gwZqnJDW61W7hyAb3qMPae+H/rPA+bODOrKi6gDzorI3c3fF8vOhR+0Sx14oOkwp6QJtpW4cKfFx6rc0EIInlsmFXVdh7kGPZBXiSuT4R9KjC+cyg09pcmsICNFQDCTirrdBBUFcY76pREZIniWS35/WC1u7dBHGclDEYqaD5IVkp0WijYzk74KMx3R1xnsCJ89VlVX6UmJB0MOReApWyX3xDotLH7Zu3zu6go2Ncje5eOj8pDZrHpHNbYZla/qx6rSV9OS9BcPMBDrtPh1t+y0SJ6SQYJXb6nHnS6pKDONbaoGNDgpz5iMnhnoqSgzRUDvBBKLw9sM5YYGaZYyemag3NAgu6A/WyhjnFV4WWgKnnHU8MBgmKFmH2LcT8HgftJ87ey85CKKiorwhjHV2Kbc0CCpKKMTg57euTlGRWUmSS2+0uMPFVbzrDfMjW1eQmN+Rrv2kzXUzl9fdgEVpUW8HpTx2suhonrCxs8MZlNRZkL9UlPlZeL9XnNUlNoZqcY2o1SUfmKYfWbgsklvxaU5gKeSwCQ856/lpQAcDYbYM+jkjAxZ/2mmCEg5osdyyk3JV9VYL75kB23jc6kotw2uLLRxZaELcOGfLOM5fwNP9gbZM+AkLUnw7DDcUmvs+fSmt92DcKGJiVqNdduFO4D5qajcZCufq8vnc7FOC3+s0+JXIxlEhqWi7nc1xnby+hrQ37xFKurdlq/qkVgc3kbo3dADYUzJV5UbOi8vjxcDc+WrTitcXGDn4gI7kBbrMKhl94lubhzNJrVLWvp/Wjnvw8+Bvh/6tSCsNeGk1lNRC50ZuFNsfKTUxkdKJU0yNlXLg8e7uTuaTbjLwZ/65ViDk0sf8M2hokwYwtRYM4s9poqA9Phhu5yMxqKyI2Kx8SrDmxCCm/rMxWSricHImUF6krxwkBcPTkJT8Oww/KYH/FPyfOTUDDgtc2GJqN4R/a0281RUfX29YSoqfvEgt9Ld4/D0sIyBn4jKBfTUDHB3HUWbmNtpoe8zeMIEFQXx1/WWPuMLZ2YSfNQjgwRPjkKmFcY12bkQ1uSuftVEP9neFgrm6bTIzMwEhKnIi7dCRb0TSCwObyOUGxqYN311ISg3dF5enmH5aooVznbD2ZslFRWagssb4R6v7FxIEpKfdrc3kmGD7OyZVJRyQ1ssFu4y0dimp3fuGTB+ZpBihY/WybEORuQhYGYS3BDrXLBZIDfWaVGa45pDmykZ6nKpqJ8tg4oCGevxV4XwyTzZufCLLhiNyk6L7FinRWluXDKrKkCnNCm3NRKvATMnhm+0mJuoQS4Ak5q8ut3uZroA6fpOWS7UuX8PGwtcXLKqhJWxTgvliA5ELdhMUFEzHNEmnbuK3rnXB7+ujquURmPjfTC5kpFJ2WlREW7F0rSL1dUVnHLKKSQnJ/PmKFSZoKLU61pSWkZrs3H5qn6st+qoKHV4PjoF+4ayeXREwx/rtFhlP0ZdSpQtp6wlNTWVJ0xGXijaLDjJeyZf1SOxOLxN0LuhI1HwTS6dvqqg3NAAd5mgovR4xAffXQGn6pIlXwnA0xk1DI2FmWj2USn85A/uZ6i7nQsvvJCioiJ8EdnZbJSK0vPpZuSrs6moLxXJHYeSd4ajsD+tmse9YfqavETH/eTEOi0uv/gCioqKaAzCGhM7HDXWKW35VNTtfbIIKN65IO8zMeXkUWs5d/aFaH9RdlqcXlvJZ7c2kJ/iMEVFQVzhZla+qndE66mo6YuH2OR0ZLKMA0MRvvv4QXzeAXI9lVzYsIazVyRzS6+5w11l7jw+ClVvgYrSy1dTrXCOG85xy06L8SkXLwXKeH5lAw8FgjzldbIpQ/D4oHyfG4WacM3KV/VU1HxO6lQrXJBj5YJYp8XYFLw4Anu6RnjGl4F9SEbXP1hv7Pn0pjezVNQ7hcTi8DZBfWCEENw7AFcYvKLWu6HNylf1jujZ8lWbRVIKp2XKkvPJaBqvBuFZfy1tOd20jmezYdjOgQD8o8Htq94R/bpJ+aqeiuqZh4qyW2Bbjo1tObLTYjIKB4OSivrtRDb2bgdPDMEddcbHqhzR9/uMO6n1Y80s9iwoX3VYBTtXFbEz1mkRicK+3hC3DDoY7oc/9sGPK2QE+EKdCwp6R/QvusydGShH9NElIi9Up8VntkiSfygQ4mjUyX8NwH/2gDcig/C2ZsrD+4Wgd0R/u81cTLaid3YbkK/OLGxKIxyVJrfdg3JitgmZ/rs1E3pPHmV0dP56VeWIfsJkMZMa660GfQYpVrlj2+6WVNSREJwYlTSf2slviHVaDM7TaaFoM7NU1DuJxOLwNsHhcLBmzRoAftYhW96axuSV5mLppsoNDZiKyYa4I/pQjIpabKKOxyYDpUVMadKx/fXWuC59TSwJc+DNRmAuFaV3RN+5TCrqXoOqqCSLzKHZHOu0GAjDsZA85FedC/VOyO8+TK59bpCg3hG9UPrqUmO93kS1ps0CZxc5ORs5MZQ5JKV0c68cr0VAFbJetSJvpntbOXejCDpNNLbpHdFfb4Gvmpio3elOTgeGJiUVtTVTdi78oVcqjSwCLK/uYWuxi3pdp4VyRAeiFlONbbND5MyqouwWwYkxeHCtVCmpAqT/6gGfpZKppBAV/SNUhltpP7KLiop4verJMWGqsU1PRTUvk4q6awBurI5TQ5EoHAjAvYFsuoXGZKef8rZmVjuOkW6Jd1o8OQTnuow/3zuJxOLwNqGnp4fS0lIOBqRc8uN5cpK41yvdsP6uNvJGvWwvdbGmMGt6ElNu6IiByAs99I7o65uNy1cVrEJWR/6+Ru4wVGzy3QPQZathKhKmuNvH2iQ/4/v3094+k4pyLpeKMqGK0uPWPvhJZZwaimrQGIKnMqvpDslOizL8FAztZ7SnnYsvvpjCwkJT6av6sZo9M5hBRcXkqylW2CgvJJnS4PWAkwd95TzcHWLw+QNkxTottjdIGerDvnjpvBEoR7RZ+SrEHdFPD1v40cpY8qy6eIiN90F/GU8MRvjdQwcZHRpgY00lH9+yhprMZH7Ta64ISNFmb74FKkovX7VZpJpvSwaAjSnNxaGgi2eGy/DlNnBsNMjaTBtnZVn4ncnGNuWIfmKZVNRZF+6YI1+1WSTle2qmFVbkMxnN51BQei16hkZ4fCiDtWFJRf26xvhzvpNILA5vA/SO6Lub5ZlBPKlR3idSWswrPWk83j7IH7v7mAx3UMg4nzi1nlXuFO4eiGvEjUA5os3KV/WT2Au6MwOLkDTR2jQAO5pm5+homixkyahlxNWNVWRz3pSde7zGr6j1SiOzZwZqrFMa9M46M7AIafZbp+u0ODIKe4drOd7eTUsomzqfjT0mPmx6R/RyqShXsWde+apVwCkZglNinRZRrYojIRnO9+KAVHQ96IP71xh7Pr0j+sYec6oo5YgeSstfMKjOKmDn+kp2AlBLVIOX+kPsHnfS45cLoNsm6ZKlznL0juhfti6PinpsCSpqbmFTGo0huN0nHdGTmkx5Pcu1uCNf74h+fJlU1G39S1NRSRZ54bAxAyjNYEqDh7wwob238lU9EovD2wDliF5MvmqzJXFaWTanlckZR9Pgtf4Az0+kcFsL/DF2tZmVtHQXrt4R/bNuc1SUmsT8OZ5FndQzY5NBW1HEiTHZYfDLLkmVrEyB7S5pLlvocfSmt9npq0bHesjpWVIVJQSsdsobxbLT4uUA/LxTunZB0gPbXTDaNH+nhd4R/ezw8lRRPzdIRU1fPMQ6LQ4HYTwKjwxBZ698f1SmwMakICPzdFooRzQW64LpqwtBOaJ/3T+zsW2p8Z6a7+RUZFbUOW65y33AJ3dYGtLQZnt1D6vy5wYJut1uAlPCVGPbW6GiBBrr0qS67dF10jNwJCQ9RK8fPkpkbJR1ZQWcnZ/C2qL4qqMc0U3LpKJKS8s42SyztIxC0zSsQvBqCG6oMv5z7zQSi8NbhN4R/eN243JJIWB9fjrrgVcDMmv/jAwZmHZTr7xPykAbNREv6wtcZGdnzXFEa8K6YOTFfNA7or/WDN/wGP89VWzyGyG4tVZq0lVs8n+PQ9+xRgrscF55NmuyUsjKkmNdt24dFosFXwRD6asK+gn3hpPmdO1qvM/74b418spWdS48NQwnbdVMRsJkd8pOC+0F2Wlx/vnnU1RUJNNXl6mKMkNFQZyjvmMAvrMiTg1Nj3fIyRuinHBXCHus0+L0ukrqY+F8j/iMp69C3BHtzCsiqdP4RK0f61PDTFNR0xcPGpwYg7syytjrjeB/7SBpQdlpcWHDGlJSkvmtiQgSiCuNTowufcGkx2wqSp0ZqJ18JK+SYDDEq30j/Kmxla/dugt3WQVnbtnMtsKVVKQIvt9ljopSjugnTDqpF6Oi3mu8j4bywYRyRJuVr+od0XfHIi/slplO05a8Yh5tT+O69kGmWvrIooN62zgXrqsmPc3JfV7jqiiIO6LNylf1VJSSr8Y7F2K/T3ENJ0fCPNri47ZmP/7O/YiBdv7m6p1sW1nAzZ3mdjhqwn0rVJRevqo6FypTgUJJRbWOOdnrhxMu2WkxQTbnTTn4Yy9c6zH2fHra7EGTZwZqYjjjgh1zzgzi4xXTO6FW1WkxGOIRr5MSh5Qw37Pa+HMqR/T91nJTE7Uaa+XZO+alotTFw9fOkGdLmlZL87isgv2h18nUFDwQ0/0b7bRQjujlUlELyVdtNhtut4tz3C7OWVUGFzYQCATptTh4ZkTwn31w/yCUOCQNtdTCpHdEP94MP3iHqKh3G4nF4S1A74i+s9/cRK0c0RZXHukLyFdXpCXxd3XZUCdnnO4J2N0Z4GfD6WjDcFc/3F4rD2eX4in1juifdS2PihrJ8SwoX7Xb7dTl2KnLUQ6+Wg60dPOG1c21zbJ5LUlIaWK9c/Hx6ifcG1qWR0W9luZZ8sxgOjYZYGURnePw8CDcOSB/R9W5sGaR8eod0fOlry4GNTHcbMBJLYT0BaxIAQrl5fqTg9KM9c0YbVZgl2qzsgU6LZQjeu269dzROn/66kJQjujf9RmjooSQV+x/VyHH+ogPKlKlF+CW2M64KDb59u7fg3tWp4WSdganxLuiikpPTyMdqHLCr6LwaClYkTv5m/tktaprcpQLKwuoz4pXq0LcEd08LkxFXrwVKurdQGJxeAvQO6IXSl+dD3pH9E9M9BkUOeALFfLE7VAA3FZoGof7fDJZMisJKv1t5I15yclykZWVNccRHcViiorS0zvXNhuXrwJsWFHEBuDeAZkJtDJZdhj8eQB6jzWSmQTnlmezMSeFnKz4JZ5yRA9NClORF/qx/tIkRw1ylzEWhSfXS2pIdS7c+NxhNARFWS7Oyk9ha6l7OuZZOaKNpq8qqImhuLSMzmZzZwYKe/1wX318x6EKm+4IOQlQTvpAiPw3DpAR67RITk4mNzeX3cMWU41tyhGdWVS2bCpKpa/qX5+uCUlLPmeRnRbi8EFKxgfYvrqSdWvrcTgc/GefOYOenooyc2agxqohaNFRUWoBjZRUctwX4smuEW491krf0V1UrKzg09s3U19bh0XA97vMRV6osT5p0kn9biGxOCwTekf0wQCcYqKxTTmizcpX9VDpqw4LXB37njcMTycVc3dPGqHWQZxtfaxzdLDSOk5tTRVOp5NdPnPpq4reMStfnUFFjcQ56mvy4BokDdUVDLO71cf9bfGOiL+6eidnrq7HkWThVyYiSPRjNStf1VNR+jMD1blw5TnVhMNhjnV72dfh57dP7me4u53NF+1kR1UBp6TB7d3m0leVws2sfFU5oldt2DIn8qLIAR/PBxCwsihW2FRFYwgOh0LkpNg4yy143AfXGczggrjB8xaT8tUZVNQ8f49iB3wyHz6ZLwfTO1HLM364fyDEw/1OMizwlN/4FbXe9HZjq7kzAzVW22k75j0zsNlsrClwsabABRvK4LIGTvqCvDLp4P4ugX8S9gzBzmyp+Ftq96B3RD9mkop6t5BYHJYJvSP6jn74nkFLv94RfVe/OfmqckRr6dnzyldz7HB1YRJXF2YD2QzFYp4f6Anw8FA66QHpMH3YoKVf74i+zoQhDOL0TiDHM++Zgd1uZ0WWnb/NitNQh9u6OZrk5if9DsYn4Z5BaYTLsy/tGtc7on/ZCl8zMVGrsb6+ABVls9mw2WxsqHKyoQo4o5bu7m5EhpuXxuGuJrh3UIaznZkp5ZS2Rcard0TvbTJ32K4c0Tf3Lv330Bc2gRNvWJry9gzB11tk58JWFzSkLTxe5Yheu249/9VqjopStNl/9Rk7M4gXNkkq6pYeyft/u1VSp26bNOs1pMEz83RaKDNhcErMG3lhZKw3mIjJrsxOQ62xv+6Ca3Lg5Jj0NkWBSMtRVltH2baygHRn3LkNcdqsxSQV9W4isTgsE8oRPRCr0/xOq7yKOy0D0toaITJOUVHRDDs/zHREvxSQH16jUI7oW/vg8wYmarcNLsuBy3IkFbVvCF4Lwo86ZJaR0wqnZ0LBYBvBIS8u10wqSjmipzRhqrFtNhVl9MxgdXkRq5E7oXsH4Cy3dPD+e6wjIniikXVpcFZZ9oyOCIg7oocnBcmWd14VVVQkL2d3psmayyfXyegT1bnQc/wwqVbBtmIXp+alUJAdH6uaxI6OClONbcoRvbKikg6TVJQyvQ1PWXhhg/zbq4uH77fDaDBI8EQjZ5S42VriprRQbhGUI/qxYQsXmaCiFG3mKirDskwq6rUQ/GdN/PUZjEjT2PfaoJ8yUociFLccxBUcYJWu0+J3JqkoNdZwThkrh5ZHRTWNw9/GGtvUTr4nr5Ine0Jc1zZCYLCV4Ju72F4nqaiamhqEEKapqHcTicVhmVCO6Bt7pVyywCGTUV/ww0OpNQRHR6EtwMqJVizNu6irqmDz5s3TjuhXA7DOufTzKChHdHZuPgMty6OiHhmCP6yK7ziCk/DCCNwRLWZEpBHtGGStt486ewciMk5VlaSi7n8LVJQZ+aqeilLpq0LEaRdfQQ3PesP8ss1HaNTPWLfsiPjHa3ZSUVGBEIIb+5ZHRZmVr+qpqG4dFaU6FyLF1fhGw+xu8fL9V/0MdOxnrKedz165k3MrqklNEnyn01zkhXJEPzJoTr6qTG/J2fnYdIe78YsH0DQnb2aU82xviK8+eoDAoI+iFZVctmkNWyuTuaPT3A5H0WY3L5OKqjp7x5z01SybfB/uzAFWVOKfhH3+Wg7EOi32DjrZlCaTdP/ORLWmckTfaNJJvRQVVei08elKF5+udAFlDEUaeLwryI97HUwh0JDmzveTfFWP9+mw3t9Qb3xbcuoM+arTCudlwXlZMuxubMrFiyOlvLCygQdHgjzV42BLhuCMTJm+aibyQjmi7/Oao6LUJDaffDUtCc7PgvOzkoBsRqdkgN8TIzDsD5DhT2ezJpUmvzXhMlZKo5+ZlK8uRUVlp9q5vMzO5WWSihqdquWB493cEnITmbAjNHjaD18sND5W5Yi+oUWmr5oda2OaZ7rgSA+bzUZBpo3PrXfyOQBqOdnRzZtJbm7ot9MbhicGpbposc4FBb0j+ulWc4ftyvS2WPqqEIKasiJqyuCLm6UTq88f4rUpJ//SAi8F4d/aYmGOGYtHdShHdEVlFW0tM9NXl4IZKiozSV447Ih1WgQm4XutcnH4eovsXDgtQ3pyFipcUo7ooooaxOg7S0W5bXCNJ344+eN2OM9l/PnebSQWh2VAOaLvXcJnEE9qBEhjIiqbun7QBnd7ZR7OxnTJU7uWSMJUjugXvXOLgBaDmsTusXqWnKjjsckA6YxPSY76taD8sNkscrxlw22Eh+fSUBB3RE9pgt53mIpKtcLH6uKnlbf3AkK6okejMrkzp6ORU9KgPH9miCDEHdHDMVWU0ca25aqiKkuLqAQuQY7xH9dAVzjeuTB88jD1aYKzS1zkps8cq3JEnxi3mqKilOmtoLCI9mZzZwZ5GalcIOQu7vlqEMjOheti4xVjQXI6G9la7KYkd2aQoNvt5rEh8a5SUelJgqiAPevl6zM6JXfGP+mAY/v2kOFysb2qhB2VedOPrRzRt/ULUz4DPRW1YhlUFAj6InC2idfn3UZicTAJvSP65Sbj8lWQV+1nuuQHbO96GeV8ICAjk08cbiQ6Mc5pK4s4Kz+Fyvz4u0Y5ohtHraaoKOWILinz0N9iXL6qkGyV4XzPNsixh2MdEQ+KYgZII9I2SG1/H2vtHdinxqmvr592RD/gM14EBHF6Z/AtUFEHgjPlkhNReD61hsd9YQaafETH/eT69pM52M4nrtw53RH9G5POXTVWs/JVkBODSl+tdsqb6lwIFlfzvDfMf7V68Yf8BLpkn8U/XbOTFStWIITge53GIy8gbnp7I63clHxVUSZbL9xBko6Kil88wNikk4ct5fyxL0TXiwcI+32cUSfD+fLSkrmtzRwVpaSdt5o8M1BjrT57xwz5aqoVznXL28nJMgLjER5//SBfeHiA1NJKyuob2JS5ktMyBc095tJXlSP6xj7438ugouyn7Xhfylf1SCwOJqEc0Wblq8oRrZzU6szgtBitEC6oYSQ4yv7eADceaOXEG7vIKq/gwtM2s7WiloJkC9/qMBd5oRzRZuWreipKL1+1W+QB9umZkoaajGZzMJYs2Tcc4KHeFNalwbZMTDe26akoMxO12hkFczysnkVFOSxwdp6ds/NktaqMTa7loTe7+dmQG8eYg9oU6Rn5ZxOdFmqsv2w1J19VE0N0y4555atpDhsXFNu4oFheAYSjtTz6Zjf3jLsJddrxReD4qByrkQRWfQ3o7S3mqajpas0F/h4pSYKraou4qhbYXkU4Cs/0hrgt4ORgt4z/eMAnFUZuA50WTU1NnH/BhbS2xJ33RqCnov51gYlapQKfskb2WYRCIZJSHLw8Al88CcOTUhW1IW3pnbxyRJ914Q4ImTsz0FNR70f5qh5L/lpCiGTgGcARu//dmqZ9UwiRBfwJ8ACtwDWapg0JIc4HfgDYgTDwr5qm7RFCpAJ3ARXAFPCApmlfWeA51wK/ATKQqrBNmqaNv5Vf9O2A3hH902ZzjW3KEb2XPC6fZ6K22+3kZNm5NMvFpXWlcEkD/kCQJs3BPX7Bmz1Sgrg2TfLUS8V06B3R+01ODGrCvXcJKmq6cyEDKE1nSpMU1DdbpLfhG63SDX2WS8oqF4IyvUURc9JXF4NZKmo6NjnWETEZhX9rlaqdr7dI2mStE3I6G8mep1oV4o5o/6SYN311MaiJ4RcGndR2C3xkVREfiX394za5OOs7F7I6D7MxQ7Ay1zVnrKoG9M0xy6JFQLOhTG8lpWW0maCi7BY4r8jJecj3wK+r4fiY7FwYnpTjrYl1WqyY1WmhpJ2PD4kli4D0UPSOu6gM0WH8zMDpdKJpGme6BPf75JnBpCZ38r+L9XC3Pb+HdQUuLl1VQk1xnCJQjujlUlGR3DI8g+9P+aoeRl7KCeAcTdOCQggbsE8I8QhwJfCkpmk/EEJ8BfgK8GXAC1ymaVq3EGINsBtQ2oEfa5r2lBDCDjwphLhY07RH9E8mhEgCbgU+o2naa0KIbCDydvyybxXKEb1Y+up80DuiXzxpXL6amZ5GA9CQIXnT/1cmdx13D0iVQ//xRkrEOBdXFVHhnimZVY7oxlELa02ocNSEW1Lmoc8kFWUVsp3rHhu80CBfn8YQ3NkPb7a0MTropb7AxQXlWdQVxCex+vp6SUV5l0dFDUUw5aRWSLJAUIN76+XrM6VBYxD2uGroGw0z2uzDo8mOiGBPOzt37px2RP/GQOSFHmpiCGaXsWrEHBUFcmz9k/B/ymd+75XMap4eCPOnJi+T434yvfvJ8rXz2at3UlVVhRCC73aa66RWHp5HBzF1ZgCSNgvEIi9cNthiU50LcryvBpw86C3nga4QQ88fIGdMdlqc1SAd0f+v3dyFjKKibukz16CndnE1Z++YThW2CdW5IO9zLFJGoz/CT/YcpK9/gGxPJedvbmBbZR21Nri/w1xjmxrrr/rev/JVPZZcHDR5ehKMfWmL3TRgJ7A99v2bgKeBL2ua9qruxw8DyUIIh6Zpo8BTsccMCyEOAvO9RBcAr2ua9lrsvj6Tv9M7Ar0j+icd5uSSyhH9akBWMRqFMr1lurMZCENxslxl18borIniGl71jvJYd4Dmw630H9tFfVUFn9u+mbq6OiwWC9/pNBd5oSZcs/JVRUUNxqgoNVHLzgWYLChmaDiNl7sGueN4H70HO5gMj3PGunrOL0yhzAHPmSgC0pveru809/dQYz0cgjrdmYFVwPp0WJ8u1WZRLY3DIdkRcaKjm5YhN2twcHo6dIybS19VCrdf9JuTrypH9EDFljnyVauALVk2tmTZoMYZK2yq5f5j3Vw35CZp1I47ScaAGC0C0teA/s7kjlNNuK3rd8xLRVkFbMwQbNwU77RoDMHj3SH2Dzg5HIRILDDRyEWJckSfe975tLSYOzNQu7jfLyJfXVVdySrgo5skFTUSDNGkObh7CF70y6iVO/rkzngpablyRJ9+zgVoJqmo9wqGhiiEsAIHgErgl5qmvSiEyNc0rQdA07QeIcR818NXAa9qmjYx6/FcwGXA9fP8TDWgCSF2A7nAHZqm/WieMX0J+BJAWZmJT9syoa6m/BHBa0Hjh1B6R/T1JqkoZXpbSL7qcNg5tdjOqcUuoBTtsgYODQTZO+qgfUjgi0Bgynjkhd4R/YLJohNFRd1n9cx7RZ2UlERuTjaX5GRzSex7IyMBepJSeHQQnhiCllH471T5YVuxRC6OMr1FETPSV82M9Q7Ns+iZgUVAfZq8USKTUY+NwldaZOfytc0ysXO7a3HqRTmiN20/H/uoucY25Yi+2wAVNV3YFCsU0jT4hxNS0nlts7xPdSoUdh+mOHlunwXETW8nxi0LFgEtBK/Xy+o19ewdNyZfnS5sqpZnLNc2yUIf1Z4IUK4FyelopLZgJg0FcTPh40OCC00c7s6gojqNU1EZaU5OIXaBVyJd24dDsaywsLxP9NU9bC1ysaEi7tyGOG32xwFzVNR7CUMvi6ZpU8D62KR+b4wuWhRCiNXAD5E7Af33k4DbgZ9rmta8wJjOBDYBo0j66YCmaU/OGtNvgd8CbNy4UTPye7wVKEf0PV7ITpIcNUBpMuQ0H2Cl00pBQT7JyckzPmzKET0Qlg5ao1SUvgb0xSZj8lUh4JS8NE6Jff3jNnNJscoR3RgS1C+TiuppMS5fzchIJwOoSYX2cbhplcw2emoYfj8Gw11tuEJetpe4aCjKmu6IAKZNbw+abGxTY80s9pDcbe7MQAjZu1GeAn+KxWSfHJML28tPN6IBNQXZbM9LoaHIPf36qUnsln5hiopSjuhIYaUpKkq5oREWnFb4UUwYoGnw5hjsmajm8UCY0SYvBZqfosH9hHvbufzynVRXV09TUWZUUWrCPZpWxoUG3+NyTNINPTIJNitsdcubGu+xkJP7/eU83hXC95wMEbywvpJLT22YHqtZKkqZ3m7te2sx2TMuHmLj3R0s44XBCLc8fJCQb4C1NZV8+swGampqAMHdHe+/9NWFYGpzo2nasBDiaeAioE8IURjbNRQC/ep+QogS4F7gs5qmNc16mN8CJzRN+9kCT9MJ7NU0zRt7rIeBBuDJBe7/rkA5oo/2wM+q49/vGIcnJ+u5YyTMaJMP1+QwRYP7ob+dKy7fOe2Ivr7HnCFMmd4OmXRSK8pkMgreSagw8bO1tbVviYp64C1QUakxn8F05wIwWVZMY28aj7UPcndPH1ORDrKi43zs1HpOyU5BCBn/YGZiUGO92aR8VY11tny1KlXePptTw8REmNe6fexu8vPjx/bj72pn+6U7uai8mvpUwd2d5iIvlCP6p/3GzwyUGzo/P5+HZhUBCSEX4pryeLVq87ikzY62dtM65GZl1M5qJ1g0cz4DRZv9Ydj430PRUDt27JhXvioE1KYJahvUTqiKpjFZrfq9bgcaMBIBu4lxKtNbVXUNzSapqKUgBFy0tpKLAKhF0+B1b4hnRx3cMggHA3CVCQPrew0jaqVcIBJbGFKA85A7gvuBzyGVSZ8DdsXu7wIeAr6qadpzsx7re0Am8MVFnnI38H9j6qYwcBZwnblf6+2FeuMfm0qdI18tTYbPl0mOGtJiscm17G+RcsmiSRsb06B3wnjkhd70dlebOfmqokwOOD2mJmqA5ORkDo1AX1gezhmBXtr5/FuhouaZqJOSkjilJJtTSuJbg6MDAQ5OpXBvK7wekGa3xtDinQv6sQYCAWpq6+hukX87s2O9fQEqym63Y7fbObMmjTNrgG0ynC/kdLN/zM4/t8pd4y+7pNqsbonxKkd0WW09tmHjVJRyQwM8Pbz430N1LlSkAIVyAm4bh78+JkP5vt4CRbFOi2jL/NWqEHdEa8VVVE0a3+Eo3j+qQev40vLV6QIk3RXP547AmhS4Vu3kHbJaNdw0t1oV4qa3J4fFvEVAbyeEgHW5TtbFvv7fJ8ydjb3XMLJzKARuip07WIA7NU17UAjxAnCnEOKvgHZU+CP8A/Js4utCiK/HvncBcvb8GnAMOCjkO+gGTdN+J4T4CLBR07RvxOSwPwVeRh58P6xp2kNvy2+7TChH9PUDS58ZqNjkj+fLD1tfGL58ErrDkvfNjiVLTh0/gMNmJT9/LhWlTG9DU9Z501cXgr4GdDnVmgC7fPLK+Fut8sXPToLCrkbKLeOUFs8NElSO6DdCwlRjm6J3Sss99DQbPzOozU2nNvb/X2+Bz+XBK0EZR6JpYO1vozrsZVORi9zsrHkd0Q8NCi5dBhXlKvbg6DJORalwvqpMKfH9jwp52Lp3WJYf9R1rJCsJzinPZkNOCtk62kw5om8bsBqmopQbuqioiGMhTMlXFb1T6pCH8oqK6hyXnRZv2KuZDIdJa/eyNsmPrX8/nR1SweXz+XC73fyxXxhubNOX8jzqw5R8VY01MCnPNv5V95wd4/D0kJNXRDmRrhDaS7Ja9azVlWzc0MDKlSsRQvB7k1TUcqHG2jQmy46STCrq3ksYUSu9DtM0tv77PuDceb7/PeB7CzzcvG9VTdPuR+5E1Ne3IuWs7zmUI9rizidzwviZgUK+XUZp/3dd7PHC0jR2IKOecDiMrcVHvW0YZ/9+ujvlh03ROz/vNUdFKdPba0F50GdWLjkZlQqMb66If28gDE9aarjHO8p4SwDrSCtprbs4p66C007dPO2I/m6Xuca2aSrKpHxV0TtDEUi2QKVT3hS6C4rZ3Z7G9bFq1TStgzW2ca7aXD/tiDYbIqfGepNJ+aqaGI6E5FmFEPLi4ROxq8dwcQ2dQVmtem+bn+HO/Uz2tvPFj+5km2cFFiHo6DBORSk3dHl5OX80QUXp6Z3Z8tWSZPhkMpAvqaieCSfP+OFAdi0j7m4CQTdbC7JYkSKw9BunopSsE+DJ4eVRUfPJV0uT4TOFgs/EdkLdE1U8Mwz3e0M80uUg1w7uJCizm/98mMVs2uyDIF/V4wMgqHpvoRzR/22yeEY5omfLV3PsUnl0Ra6kooYiaezzw8HcWoayu/EF3JyV4uCUNHNFQHrT2w2t5qgoNeHOJ1/NtcPHi+18vNgOuBiMlPKsv4HHeoM80eUg0ybwOOSW0kxMtqKinnubqaii1CS+sCqbL6ySWwNfBB7rDPDjfpmg2jwm3bqTmjHqTI11Vd1qulqMy1f1E8Pt/fM7qe12Oyuz7PxPXafFG63dHEly84NuO0/EeoxfHFm8cwFmuqH9k8wpAloMyg0NUgyw2N9DFSB9DGBFkYys98PfHJbU3k864p0LSQuMV98PfWJ06Y5mPWZTUUudGcR38vIKoj8MV7wBpzjlTj7LJh39lQQ5enhutepbgRprcFLuaj8I8lU9PmDDfXehHNHVtavx+pd2JeuhHNF3BfMWpaL0scl4ihiZlNETO16XH+5/j7lit6QvPvkq09vgpGVO+upSUBPuC1OeJSfqeGyynND8k/CZI5KjvrZZXjmekQnOtkai4fk7LZQj+q1SUUbODLJt8IkV8dX5747DljSZMBrRIN0KFf42Sia85GXNDRJUjuiHTVJRamIYjsiARaNU1BpPEUoKOBqFr5ZK/8f3Y50WoZMySHBbWTaZzpQZ3Ru5ublYLBZu7jaeTaTc0GVlZRwfxZR8VdM0cu2CK3JkXth/VMzsXOg5fpi0JMG2Ehen5qaQnx0fq8vlQgjBrQaLgGAmFbV7EFNnBmoXl2qBC7Liici+CDw7DPcHnPgpJ7kvRH7jAdyjPlZVV9LQ0IDDYT4fXz/W33S/NVXUe4XE4rAIlCP6Xi9caUJloBzRwpVHxpg5KiojCS7OZrpzNxRLlvyPDmh97QApNivbVuRzRm4yxTnxT4cyvf2izxwVpSbckRwP9UHzW22nRVImP4zRNIFJGZ3xZEoNIW0US3uAiolWaNpFra7T4q1QUWblq3oqqiQZPquTEo5MwjPJxdzXncZI6yDJrX2scXRQZR1n0/r6aUf0bR3GqSj9xPBzk7HlCkdjZwZZdt3FAzBQUMMzA2Gub/UxNupnvHs/2UPt/M3lF1NdXUhUg44J45EXyr8DcFufcfmqfme0W0dF6TsXIiXVDMQ6Lb77qh9v+37Ge9v51Ecu4eJTVhGYlMa45VBRTwwtXxWln6izbXB5LlyeK2BlUawAqUp2RIRCPNPn4IwM2JRh7oJLjVXTpNz5gyJf1SOxOCwAvSP6JZPpq8oRfZPJMwPliO6wZ7M+dmYQ71yAcFE9w2Nhnmzz8aPXhulr20+ot51PXbGTS6sKSLZIKspM5IWacG/oNydf1VNR+jOD9CR5uHhhrNNidMrFCyOlvOBpoCkQZG+Pg1MzZQOamfRVvSN63zKpqF1Jc6mojCS4ND+JS/NltWpoCp73w+PdAR7rSSHZIj8kJSY4aqVum91JvRSUG3rLli3cvsCZQW6qnavK7VxVLnduwUnZafHHcDZTnTaeGYZzXDKueilaSe+GHplkRvrqUlA7I4hfyMyGzWajKNPGF9Y7+QIAtbzZ3s2xpGx+2mPjT/1yrE8NLd65ADP7oU+MMiN91ehYoxo0L0FFzdjJ45zeyZ9xUI7VZYPTYx0RC7139f3QTw7xvk9fXQiJxWEBPPXUU0xOTvKbbiGz9iOLJzUqKEf0+g2b8JpsbFOO6Dv98xcB2e128ux2PrE2jU8AUEtzRzfNdjc3dMH9Xvl8D/tksmTGEn9d5YgurFmDc2J5VNTzk55Fr6j1scmQxtiU5NA/0ijdvN9phU3pkopabLzKEX04JFhtss9AUVHdBqgop1UtxpKKGpuCyxphQ4yjtltgczqUDrcxPk+nhb4f+iEf8xYBLQTlhjZzZpCWBJ9YHb8s/ZtjcFo6/KxTigvsAvI6G1nvhNJZnRbKDW2xWLilx7jvQ78zOj4qXddG/x7VZUVUA5dq0r3/LY9sT/xJB4xHwX/yMOvSBNtLXWTrqmCVkVAIwW0mGtv0Y31skHkb2xaCpmlkJAm2ZsKl2fCtFfH2xB93wEggyPCJRk4tcrO9zM3KopkhgkIIHvsApK8uhMTisACSk5PZtm0b3+mDq3Nl54I/tg0u9Daz2hJkRX4Wqamp83ZEm21sU45oqzuf9HHjE/XK0iJWIs0n3gj82wrZa/CbbhiZgr7GA9SlW7mwIp+C9OQ5qZ1Wq5Wb+8w5d98KFZVilaX2F2RJKkoVIP2qG5oON6JNjHNGRRFn5aWwQtdpoRzR3+5YHhX1kA9TZwYK41EZj3GtR349EYWXRuA+ivHFOi1WD/RRb+/ANjmOxWKZnhj2mjDoKTd0ZWUlv+g0p4pSjug3xyxsyoALcuQNYHwKnkut4VFvGG+TD23CT55vPxm+dq689GJqamqIatLfYJSKUjsjgD+aODOAOPf/2CBc6Na3J8p/Hymq5jlvmN+0eQmE/IS69+PytfO3V1zMKTU1BCbjO2ojUG5okFSUkcY2WJiK0u/kNc1Js6uc5/tCfPuxAwz7fOStqOTiDWs4uzKZ5jEZA/N+T19dCInFYR60t7eTn5/PuCOdHDuckyVvIOWeL2eWsacnxF2tfsaGWrG37OLC1RVccEa8I/orrcbTVyHuiP5dH3zexMSg6J3XgvJK3GFVnQvy30cL63lpMMytbT58gWFGuuTE8I/XSMlsFAu3dRmPvID4hPuLfvi6iYlajVUvX1UFSGe6ZKeFPzjK8z0Brn+llZOHd5FdXsElp2/mvIJkBObSV/U1oM+apKLUWG+ZJV91WOTittUlOy3C0WwOBKRTe8AfwGF3sD5DEBkyVwSk3NDqzMCofFXviL69f+6ZQbIVzs2zc26s0yIchZcDtTzyZjc3hrJJ7rTROYHhIiBleKuqqmLE5JmBfsJdSL6akWzj4hIbF5fIc5CJaC2PHO/m3slsxjps7PLCPxYb28krN3RNTQ0nR5lOXzUCRUVpGjSNz5++KoSgorSIilL4zEZZrToYCHF4yslvB2Qa8Z61xp7v/YjE4jAPlOntpnnkq0kWOC0ridOyMoFMprQyXg828Hh3kBe7HFgsMiemeJH+gtlQjuiKqhoGvOaoKEXv3Bn1zCtfTU22s73IzvYiyVFPabU8fqKbh8Nu/N0Odg9KyqcvvHjngoKSdhZUr8Y5YS4mW4113wJUlN1uJzfLzs4sFztXl8KOBoZHgrypObipF37XLd3Fd/fDNhfkLTFeZXo7MipmpK8aHevq+rV0Rj2LnhnYLfHCJkhnMgqvBuEzR+WE+40WpguQchcYr74f+pFB5qSvLgbliPbHzgyWoqLsFknhnRFLRo1E4aLX4OSopM2sAtanyXpV1zydFqoCVAixaBHQfFATrhn5qsMCl9cWcTky6C40KV9P/U4+O9Zp4ZnVaaHc0EoVtRwq6nGTVFRWupOtyCKwsSnINDEPvN+QWBxmQZnesnLz8bUuLV+1CuljOKVGTr5RDa58Awrt8STMWid4BptJjwTJyppLRSlH9ANDVlNUlHJEpxV5SOsxRkVZBVxUXRTLf5FqqGty5FVOf6w1I/nEATa5rNSXznVvK0f0zX1iWaqoQI6HNQHjE7UrI43NwIYMuYB9fyW8HoTb++Xh+8DxRsrEOBdXF+FxzZTMKtPb97rhayZ2OGqsh9M9XGriE6JpGkkWQVUKfCpfHvCrAqTb+qCptY2xIdlpcWFZFqtinRbKDW21WpeMvJg9TuWIvqHT3ESt6J3mcekD+OvYscWUBoeC8FRmDQNjYcaafazAT/7gfgI97Vx88cUUFhZOU1FG0ldh5oT7zZblUVGPD8GlOTM7Fyaj8HJGNU97w9we67TI8u7HPdjONZfJsZqlolQFKMDjJqgo/Vhv6/9gylf1SCwOs6BMb/d5zSWaKtObLyKVDF+JTUaaBkdHYc94Ga3DIcZb/eSOtpLasosttVLaqRzRd7QbS19VUI7om03IV/Wdy68H5cLWkClvIBe311317BkI80CTj8kx6d7OHmrnC1fvZN26dUSxcEf38qioG/qNnxnox/pg7MxgejGOWRfGi2s4MDDKQ90BWt+QnRbrqir43NmbqXKlThcBmUlfVWP9iYkzAz1lov97qAKkhnSYLJSdFvs7B7n1WB99BzuYnBjn9NU1nFeUyrEQrDKxw1GO6NKyctpNyFf1Y519ZmAVsCEdNug6LRpDMi+sqbOb1tFs1g7aCE6aKwJS0s6RWCPccqio+eSrSRY4LdvGadmy02JKg9eDUsF1YygbW6eNl0bg2x5jz6cqQHfs2EHTmDkqSo31kkt2fGDlq3okFgcd9DWgLzWZOzNQprebx/NmTNRCyJC1OmcSlGeiaZmcGCtj75oGHvQF2d3loCJV4LRAvYlWKeWIrl5VR3+bcfmqonY8Hg93ziNftQhY77az3m2H6rRYzHMtu47JIMGkUQeNIfhYrlz4jHxwFBVVWL2aVBNUlH6szw7PL5dMdtg5o8TOGSUuVKfFgf4gTwQd/PegzNr/qwJoHTM2eaqxCs9qag3+fhCnTBaTr6pOi8tysrks9r2RkQCd1nQeHZaKnSuy4eZeGXa32LmD3hH9yKDxMwOIO6L9Bs4MpjsXYp0WUQ2OhODqw3BltqyurYl1cPhPNAJzqSi9I/pXJgx6YJ6Kmr542Bivgr3iDSnSeGhQ3mdVKhR0HaZwnk4LVQGqqKj/bSLyQo31gyxf1SOxOOigTG8HA8xJX10MyvTmzsnD17r4mYEQUvpXnQoUycm3ZRwufwPOdcHxZjkpnOWCpJ5mQqH5qSjliH5gyGI4fVXfueyLNbYtRUWpmOf/Ox2bLD9soUkZfKcBnmTIbjnAitT5Oy2UI/qWPmFYLqkf6xtBWG3QSS0EbMxPYyOSIglPSZPTE0PQ1ivHb2ttpN42zuYVRaSmzqSilCP6ngGxaBGQHnrK5AGvOflqRkY6dchdmDcid1VvjsHuQdlxMdzVRtao7LRYXxjvtNA7os1QUXpH9A2d5mLLNU3DIgR2C/xLKXypSL6ex0fhkUFotdUwGQmT1+VjfZKfyAv76ehop7q6GpfLhYYwlL6qoH9dv9Vi/MxAjVUIwZ5h+KcSqS6S35eFTXuyqtkdDDPW5KVI81M4uJ+JvnYuueQS6urqCE7K+xulovRjvaHpgytf1SOxOMSgN73d2GKusU2Z3sxSUSAnswwrfCIPvhqjW9rGZXLnsakywloIV7efmkgrgeO7qKyUVJRyRN/Sbty5q+gSkFenZuSSCo0hKdHV745ax2SnxX5/mLGTPrKmhika2o/WJwtk6uvr0YSFO7qMp6/qx3rHMqmoh3zwkdx45wLECm+ya3iiZ5QftQYIDbYy2bSL8+oquHrbZtauXcvIlAWH1zgVpZd2PmOCitKb3tTfY7pzITbeSGkxr/Wl8XjbIHd2y06LHG2cqxpqWJudajp9VTmioxrLpqJu01FRQsAqp7xRZEfT7DSNpbHXD60uGc4Xyc7gnHwpfjCTvqqoKLNnBvqxPj6LilKFTbXOeKfFiTHZaXGkrZuWYDbVXhtHQ3LxMzvWD7p8VY/E4hCD+tB4I4LMJOORF/oaUDNUlHJDZ2dnc9Ms+Wp5cmziLkgCMumayGTvcBktRQ0cCwY5NODgLLcgqhlPX9VXgE5G5eGu0TMD/YR75zwTtScF/krXadE5Dnv9tbzc0s31w26KJx14w7DD4MSgd0MPRszJV2dQUfNM1EJATaadmkwZJAiltI83sLsryPe6HQgheGIIvuuR5y9Lfcj1prcjJs8MlOltahH5qs2WxMaSbDbqOi0ODwQ4MJXOfZ1y4fzHYuaUEM0HvSN6dvrqUlCUyVLy1enOBUWRriiidUx2S3ynVV4EnRiVO+PFXiu9I3q5VNRJA07qmTt5WQXbNCZNhGpXXRbbyUea5++00Duif9X2wUtfXQiJxQEpz8vLy2P16tVcdUQ2rx0ISEmfdYkPujK9vRq7v1EoN/RkdOn01WIHfHL6w5FG74S8Qv1qM1yVA9d1SGnnYuNVhjchBPebjMlWE256scdQ5EVJMnwqGT4V67TomYBLGmUS6uPDkBNLwowcP4A9aW6nhXJDCyHkFfUyqKjDIQzLV8uS4a8rlNQXWsZki943W+VOI98uOy1KxTglszot9M7dO/rhqwapKL3p7UGvOfnq6tx0ViOlnMkW2S621y8VXJoG9v42qiNeNhS6yNF1Wugd0Uulr+qhp0x+2WVeFeVJEZyhwZfL5SFtR2xnfFsf9B9vJCcJzvVksz473mmhXlcNQcu7TEU1j8OPK6RREyS9t3cYjsY6LdI7vKxL8pPUN5M2C02JD2T66kL4kPwabw0dHR1s3ryZqLBS64R/LJHJkvd7IQr4X3+R1ckRLlq9kvTU5BkctTK9fbN9/siL+aDvh767Hy43SUUVOKQ34a8LpSpqIBwf70BbM8kTQc4uy2JLbip5OXKsShEFMjvIKBWln3Cv61heiJw3Av9cDJ8vlF/3x8Z7ML2eSDiMvdXH2qRhUvv309UZl0tOabIkyWhjm56Kur3PuHx1NhX1N8VysVXoC8Meavizb5Tx1gA2fytpbbvYXlfBhlPWk5KSYjp9VZneAFNOaog7om/ptfCZgvhirNCRX8zujjR+Fuu0yIh1Wlx6Sg3pzlTT6auKNjMrX53tMlZUVGkyfDr2PgqX1NAWkJ0Wd7f6GerYT7S/nc9/5GLOWV8z7aQ2CuWIDpg8M5ititLLV8uSY70RBZKK6ppwysUiS9Jmflc65xQkc0vvB1++qsdf/OKg3vipqanc1S/PDOKdC/I+vbnreap3lOvbg/gHWhg5ISeGz2zfTEZqMgNhmQtklIpSbmiAF030yuonMX2oX65dpsZemQuTpWV0Dod4otPPtS+00nN0F8UrKvjYts2ckWvn9ZiT2ujEoCbcySj0LpOK+tMsKirPLn/nq2KdFr5IGs8Ow8s5tQxndTM4kc3ZozY6xuEjBg939W5os/JVPRX1zPDchTPfDp8osfOJEklFecOlPONv4LG+IE8MOHHbBK8HjV8c6E1vR01SUcoRnZuXT/sCVFSpM4kvrsqGWKfFQBh2dwX42VA60UG41wu/qpJKnoU6FxT0jui3QkUtJF+12+1UZdupyo53Wrze2s1hazb/3mXj1j74n0UyEn79Ih0RMNMR/WuTMdl6KmrFElTUjJ38iiJ6J+TO4r/74O8+JJQSJBaHaTc0wEuB+c8MCtIcfKLSwScq3UAp/skNPNEV5Kd9DiY12OWFb6+QOTZLUS76fuhDAUlhGZ0Y1CRWUuahfwEqKikpCU9OJl/MyeSL68vgsga6hoO8Oung39vhll55vvHsMGxeIoZYX8pz3zKpqAwDVFQ8NhlYUcRwRMZRfLkZPp4n///MzMVjk5UbWgjBzX3Lo6KOhKTseKm/R870YiwnNG8YLnsDbumT1Fl6khxvSmsjU/N0WuhNb380QUVB3BFtxkmda4dPxzot/JMQnIKhKdm5MKlBZpLstCge95Izq9NC74h+ati4IUxP79xokopa6yliLfJsosghqdNn/fCAT9J+oycbaUiDrWXZZDjnOqI1JDU0fe5hYqzfaoH/bZKKKnAIsmzwnRXGf+6DgL/oxUG5ofPz8zlo4swgMwmuKk/jKmT8wNAkpFll58JEVF6xZr75IqvsEeqqVpKcHKeilBvaarVy14DxxjZ9P/SfB8xRUcWuNIqREQ92Af9QLDsXftQOYQ3GOptZJYKcVZpFdnpcMqvc0EIInlsmFfWzDnNySZCZOZ5k+dp8vpDp2OQftkNbrNPi7BX5nJ6bTGGs00K5oZXPYDlU1B9NUFEQ56hfGJHSxbNc8vv+2Hh3p9Qwqo2S1B6gMtxK9OQuVlVVsH79TCrKaGOb3hF9XZM5KkqN9ZZe+P9KpIhASaCHI7DXXsw9PWkEYp0Wax0dVCaNU19bQ2pqKm+OQpUJKkqpd1Rjm9EzA/1YVfpqWtLMnXxffg17B8Jc1+pjfNRPuGc/2YPtfOmKi/EUF/LEkLnIC+WIVvJVo2cGeirqMZNO6g8C/qIXB+WGBrh7wLh8VbmhAe7zSmXRloz4AdboFDzjWM/e/lHubwkSGWwhtXUX56+p4LSGdaSmpuKNUVFG01eVGxpk65bRiUFP79wco6LinQvyPiNFZTzVG+K3XX6GfK0MHtvFGbUVfOzUenLTU2kMQv0yqKgpDXrCxuWrM6ioAfha7IpaFSBdnC07LYbGwjze6uPfDw3T376fsVinxY7qAnabKALS74xUJ7VRKko/MewdnrlwZiZJr8Ml2ZI2C066eH6klBfLGzgZCPLMoJPTMwUHRszJiZUjeiyn3JR8VY314kt2zCtfddlgZ0ESOwtkp0Ugtrg90hPgUV86qcNyp3lLrbHn05vezMpX1Vi3XbhjQflqvtPONU4713jk1dzIZC33H+vmlolsoh2yJ+K31cZ28npHtNnGNkVFNX2I5Kt6/MUuDno39EAYU/JV5YbOy8vjxZG5VFSqFS4qcHBRgQNwMz5VyouBDTzVHeRZrxO7VfCSH66rMvZ8+n7o14KwdplUVN8CRUAZjiR2lmeyszwTKGP8kgae6glyc9DJWEBwRx/8pEK2vC11VaWfcHctk4rKLPaQbJn/g22328m32/n0ujQ+DUAtTR3dnLS5ub4T/qtbTrijUVnKsth4leFtmooyMVGrieFISOrmF/t7pCXJCwd58ZDG6JSkyn7TAyOxzoUtGXK8Cx2g6h3R32qbvwhoIShHtNEzg/QkuCgbLsqWVFTPBDwzLMc7HgWHkBExxcNtjA7N7bTQ9xkslL66ENTraibULyMJPr1GKuNOjII7CSLInfx4FFIskN/VyDonlOTN7bTIzMwExILpq/NBT0V9u/XDI1/V4y92cVBuaGDe9NWFoNzQeXl5vBqIZ/wshmSrpBzOcskrndEpuMIvzypUmmZDOqQcf5EULcLKlTOpKOWGtlgs3NlvnIrS0zv3DGDYSZ1shYtL0rgY2bFrRdY/3tgtF4gkASU+SUV5ZnVaKDe0EILnTOxwZlNRRv8egIxNBkpDMvDwE3ny/OiXXZJfHzh8gDXpVi6oyCcvLS6ZVRWgZhvb9BPD11vMnRmAvHgIR+F3Nf9/e2ce3lZ15/3PkWTJluQ9thM7VpwotpM4dhwnOKwJSxJaUgpDgS7TGd53ptPpvO8zb993Oh2GttPSlnYK0xkoS0vpdIOylhYMlCUbJEAhkASyACGLLTveN1m2LG+yzvvH0Y1ubNnWdRJDnPt5Hj2xbnR1z5EenXPP9/x+vy9cmqnucHf1wT1NUPf+ARge5GJvPmtzUyjKVZ+rlhHdF7EkbAQEJ2dE3300cWkQYvLOHzvhZyWxKCXNsOlJWYAfN6MN3SzvaGO5/TjW8CBLliwhJSWFwwaqr0Lsc51f6MFXe+pSlH4l/2pKKc91DeM/1oUYCpDb/SZpnQ38xdUqI9qoFKXJZsEwsyp8Vc8s7NLU6LOhRyIq1HKq6qsaWjY0KCkq0QgVPc93qUJgWmXJkQjsDcLLuZV0BEOE64LMH6jDUVdDZamXioqKE1JUagIlLzT0evobpyBF/V2+itC4OCPW3jfTlKdFhy/AkN+Ho66Gjcu9XLyyHKfTycEgLDewwjkdUtSj7fANj5rc1mbEwlGD+eW82TXMb+q78AeVp0VGd9TTonAuz3QaMwLSItyM7hnoM6L14auxmwcYnldKTzDEay193Pm2j9r3apizwMuV51VyxcIUHmw1trmrJXd+GFJZ19ORosaGr6ZY1aR2aabytBiKZPNWrwrJ7Qr04epKZXWqqmj6QwOrBm3A3eKHjQYG6qmkKKcVrsyzc2WeStIcHIW3+pby4uFm7gtmk9KUxOZu+FN5YtfTJ739vFlV4J2NnJOTg/aDEULwVIeKPEkEfTZ0R3SgTlSK0mdEv9l78h1ckkXJCmvSHICDUZnJu8FCXi1dxZ8CQbZ0u6gYFuzug68muHzVZ0TvD0L5NKWoeOGrSRa4JNvGJdnK0yIc8fBOsIqtzUHe7HZh7RFs88OjyxJvq5YR/YyBPQN9WzUpKt6egTvZzvoCO+sL1MotHFnKS0eaeWYok4dr4ZF2NVB3DE/suaChz4i+p8lY3oeWEf3BJCUv7HY7uVl2rsvK4Lqop4W/N8iH0sVvOgX3N6ubmUq3mvyyJzG80WdE31o/3ghoMjR556UEpKiYARJAKsMRJUNt7Va/EatQtcrWZkBfcz2dnfHtVbWM6K0GjZm0tuod2ybjxM1DtZKi3u+H2hA80MKJDPCs4wdY5YZFc0+WoSAmmxmVos42zsnJYdmyZYjoL3O7X2XsHhlQRjKT3bFq2dBwcp5BImgZ0e9Go6ImG6hjZZOBQjcRqQxkvuOLTUbLopUwj7+7i5GR8VKUPiM6XvXVidDLO08lKEXZLCrM9Lw0Nfh2DCvt96lO9bcQUOZUnhbOOJ4W+ozo1wwkhOnb+hMDReRsFthUms8m1MCwwKEkjIfboGMEBOA6tofz0q2UjfG00DJ3IwhDUpQ+I9qoFJWZ5uZ8oCuspKi1Gcpz4aFWdaz90AGKLINcVZJPYXosZFbLiO6LWLAZKJOtl83umUZUlN0iODwAz1aoz1UzQPpNK3QOFTAs3Czo6Kaqv43U48cZHIzZqx4dEFOWvIjX1vmFHmprwTsNKeqJdri3JCYNhSOwK7WUHZ3DPH6sS3lEdL1JZlcDX/zMNZSWlqr9lFlSfXUizsnJwWaLdfv+0pjnwrNdSnvu62glfyTA2jwnpdmuEz82LRt6JKJ+lIk6tukzon9Sa1yKsggVDvirUiVFRaLtfboTGtIqGRkMUdgSpHiojvYPa/B6Y1JUotVXNfRS1J8NSFF6ftemVkbaRBuR8F4/bB/wcHy4nyFfgLyQjxRfDectiYV2HgyqSWQ6UlSzgfDVeFJUilXt+2jt3ZtRzisdwzx9VHlapHWqcMnPf1r5Lj/fZaz6qpYRbVSKglhG9Cs9Fu5YpD6fEzcPwEB+KbvbQzzd0kfDAeVpUVXi5QsXVVKakcLPDUpRmmxmNHxVL0XpS17Ebh4AbIzKbPYHs9kZUNnyw/SxItPB2kzBrww4tkEsI3rrNKWodVduAk7eM7BZ4KI5di6aY4cl7qhh01KejZatTxqwU+6CLd3w89LEr3m2cU5ODmOJeS6o52FPDvs7nWxu8PPLQz7aPqhhWbGXmy6tZmlGMk92GKu+qmVEG90z0A9ib+jyDCxClbAucwEFDqR08GEokx2BQo7PXcX7/UGOhlxc5hD8sSPxKBx9pNF+g3sGWltHpcqk1q/ALEKFwpa7VSFBKdP5IORhR1kVz3YHebHDRYlTsN0PDyT4Y9NnRD/bZWzPQC9FOeKUvLAIWJ1lZ3WWHUpVWfX3Qypc8mehbKzHk3iuC55entj19BnRP20xFhWlZUT73XkTSlEpDjuXFNq5pDADKCRydRW724JsGXLRelzwSLuKxrOKqVc6+ozo+3zGHNs0eWeqkhdjDZsiMpWD/fB4t1q9jaKyxqdayeszorecQSnqhGFT1Fo1IuH5ThhJoDDj2Yw5OcTBZrNSNTeNqrlpwALkp6o42BnkzQEHj/bAi11qkzbdNnWNGn1G9J1NJ1dfnQptEAvMKZq0+upJZZMBKd0cG1Abgvc1qyS9omhlycmiR/RJb/GqrybS1nddRVOGr540GReowXd3NLrotnrlEbEoRQ0OYgJPC31GdLzqqxOhl6LubkxsoBbaZLxKDQ7vBVXy4GY/NLSo9lqPKBlqlSePlJST/Sy0jGgs1gmrr06ElhF9f3vi4asWAdVzlb3q811wWYbaN3qhWxW9A3BEPS1Wj/G00DKi+0bFlEZAevRSlNGoKIGkwq0kxZdWqJwB/Uo+0FTPnKinRUV+1riM6GPTlKIKCz0cqzW2Z6B5Wuzph3sSDEU/WzEnhwQQAspz3GjBDN9fGPNceKhVHXMFWiknQEW2E7fbNS4jOiKsdI4kLkXpM6K/WZt4+KrW3sVO2NcPDy9VmdG+ARVN8mAbNL27iyxGuLp8Ecszk8nOVm1dsWIFFovlhBSVaJls/YB7r8GBQWvv6wF4arm6U9QMkHb0wJGop0V2S4CSYR+BqKfF8uXLcTqdhqqvwslSlJE9A4hp1I9FEyY1aUhKOJRdzssdw2w+1sXIQA/2qLXql6+/hoULFyKE4IUuY9VXtYxoV24+tkZjUtQJsxu/+j60GwitvR9klbKtNcT2+j76u3xEjtWwoczLpjWVOJ0pPGAgzwBikUaHQ8o7YzpSlD6TWr+SHyksYG+r8rR4NOppkcsg168spSzbyQ+bjElRWka00fBVvRQ1W8NX9czy7p05TnguRKnvz2FLi5OXGvyEun0MHqlhfZmXa89fgdvl5OlOYyUvtIzozmFVmuNUpaiilFhm7FB+JYe7Q7zcEuSh9+toO1SDd5GXL15aTVW2gwcTvKPW0AbcA6cgRenDV4VQg8SiFGCekqIaBpWnRe28Kg71B9kfcnGpXfBIm7HNdk02e7YLNhmQorSB4aKNm3CM2TMQApam21mabofFalO+fnApTx9Sfha2Abu6czcgRUEsI/pZ6wJDJUi0ti6+bFPc8FUhYFmGnWUZMU8L30AVLzYFuaPTRSQiqOmGyzMSs4LVZ0Tf54OvGxioNXlnsvDVpCQbawqzWVOovjAp4UDU0+J3PqjpVsmd6zKmXsnrM6K31BoreaGXomZr+Koec3I4TSxwWfnS4jRYrKSo1qEqNjcH+a9uF/jVXeP9Japw2FQeEfqM6DsNhkvqpaiJqq86HA7K5zkon5cJVYXw6VUc7Qry9oiDp+qUgYxFKM+Fiik8LfQD7r1105Oi9rmLpgxfPVE2GQA3TUNKMvl9B1gtkJukonjKXRPrwPqMaCNSFMQGhkQzqRckw1crY1Zi27vhmQh826dkqLl2yKnbQ4nbyrw41qpaRnTFikoe8yXu2AaxjOj/bks8fLUoBb4Sndhe6FIrzz19ag8AIHLsAOV2lZznGmOtqoV29o0KLBOUvIjHdKOihICK3FQqgJ9F4MX5KopvR48KhuhprMcV7GTd/AzWFMSsVSGWEV07KFg0TSnq6DH4SkFi553NmJPDGWKuA/56YayS39/mwZ5+eKZLbWhlJsGywVY84QBpbicul2tcRnQECx0TlLyIh17eMSpFLc52sxj4Y4e6o16comLVn+pU7e07uItyxwgbyxbhdiaPy4j2h0VCRkDx2nqfwXBJUBp6KALbK1WUUtuwau8v9tQy1B8kf04W6/KcrPNknZjctIzoRFzT9GgDQ0Ghh6ZaY1KUxisB+EN5bMXRMgTbKefxnmFCR7twjyhrVVtHA39x7TV0dXWRk5PDSz0WPmlAitIyotPzPdgaE98zgJN9l7WoKA1fTinbWkL8uF5Zq4YO13BFmZfPr6tmyZIlANOWoo4k4NgWr61jq69qNw/hwgIOtbvZXN/NM3vbCA8fJ310kBvOL6dy6TIsAn7YBF8zUPJCa+tWf8yPerYjpJSTv0CIZGAn4EBNJk9KKb8jhMgCHgeKAB9wo5TSL4TYAPwI5Rk5DHxdSrldCOEEfg94UQEJz0op/3WS63qA94FbpZQ/nqyNq1evlrt3706gux8fukfgle5R3mrrpz/gx9Lbhdu3j8vLvKyqVGGozwbs5NvVnkEiNDQ0YLfbScqeywPNMU/qqdBLUf98NKZR62kODrG9JcSe9iC9ne0Ej+zn0mVePrOmnHS3k5+1O7g+J/HMZq2tne657O6LGQEl2tZRCd+ohdvH7G+Ew2H6+/up6wiwtb6TnXv2keHxsrSqmsvnJlPlhu/Vx8JXE+Hw4cNkZGTwliWXVFus+upUaBnRS1at4Z5G+FbRxK/tGFbufq8da8aRnk2mXXBJhuCJ7iTuXJz4wLl3715cLhdbXKV8Ktu4R3TxZZt4pWdq/+T2YXipKchh6UIiSLXAtgA8Xz61RwSo7/HVV19lw4YNfNcnTpS8MNJW2wWbEMTKZEzG0c4+9kZSOdCvyn+8HlC5DYm4PQ4MDLBz5042btzIzbWCHy2aPVFKQog9UsrVcf8vgclBAC4pZVAIkQS8BnwVuA7ollL+SAjxr0CmlPJmIcRKoE1K2SyEWA68JKUsiE4Oa6SULwsh7MA24IdSyhcmuO4fUEZsu2bj5DCWQFgVY3u9NYhIduG2qTLZT5Yldjfe19eHz+dj+fLl3Nko+Gxu4sY8zzzzDBUVFfTOKeKdYGIyln8EtjQFeS/iYmhU8Icu+PWSyT0X9G2tra2loqKCf6sTfGtB4isOra373UVk2rSs3MkJBoMM21281it4zQ9Pd8Hf5kc9IlInz3LXD2L/UivG3VFPxtatWykqKuKF5MV8eo7BKKURVbrkVy1w9RwVGXdJOlgO78GRNN5aFZQU9frrr7N23aV8w2fhDgOBAXv27CEnJ4dfjnr4F4+xFQfAQy3wWq+qbRWWypxnbuMBvNZBPPNP9rMAOHjwIKFQiKVV1fxXo7HcH62t94x4DH0feloG4Y0+2BdUUq9sVdaqa/IzyJuTddLneuDAAUKhEHMq1rC5G/5hFklKk00OU87VUs0ewejTpOhDAtcAl0aP/xZ4BbhZSvmO7vT3gGQhhENKGQJejr7nsBBiLxB3YSeEuBaoBfqnat9sId2m5JxNUUes3hFVTfKO46pIm9MKpQOtLI4EyEo9WYaCWEb0qBS0G3Bs08s736pNfM8gM4kTJZOf7oB1marI3e0Nqr1d+3exzDHCpuWLyHCdbK2qZUT3hAUpMxAV5Xardn56joqC2lqpPu/XA/DvDdDmq8U2GOSSwiwuynWSnxNrq5YRfSgkDElRWkb0Qu9ijtcamxi0pDd/2MKbq9R3rxkg7UovZ2hoGFHbxXJbD+mdb9LS2MA111xDZ2cnaWlpbO6xGHJs02SzjHwP1mlKUQdCak9N+3z8I/CyrZSajhChuj4I+HD5lBR18fnVlJSUIITgFwmWvBjb1qE5Hhb5pzcxAMxLhuuSY6Vz2ucpa9V7j3cz4msjJXKcsqRBblxTfiIj+geNxoyAznamXDkACCGswB5gMXBfdIXQI6XM0L3GL6XMHHPe9cBXpJTrxxzPAPYC66WUtWP+zwVsBTYA/wwE460chBBfBr4M4PF4VtXX10/d27OY/lF4rXuUV1v7CfT4GQ104azbx4blXtZdUA2AxWLhuYCduXa48COWorpDQ7zSGuKN1iDdHe34D+/nkmUqkdCdZEEIwX2tSdOSorpS57KrF/5mGlLULbWMu6MOh8O0Bvp5uSnA6w2dNL6/j7lFXq6/pJrzMyy4bILvNyZxiwEp6t1336WoqIjXwhmGpCgt6a1k5Xnc3ThxJJbmufBWH3S1NJOdnc356YLz0wXfb0oydEetyWa/H8nlqizjHtEll23i5Z7JpSjNsOm11iBEV8ar3CrL/6cGsowPHTpEVlYWP+3PNSRFGSUQhs2NfbwfrRUViSZ3/jpBT4uzhVNaOQBIKUeByuig/lRULprqomXA7cDGMcdtwKPA3WMnhijfBe6MyliTtekB4AFQslIi/TibcVnhyhwrV+akAWkMjC5gV6/yXdjZ5MBhFZyXCpu7VXnlRNBHGt1lMHxVizTqm1MUN3w1y+ngukUOrluUCRQyMKr8LH7W4WBQCojA9gB8KcEBXp8RfW+dMcc2ra373UVxM6ltNhvzs9P5q+x0/qrCA5+qoj0QZP+og/vaBS1DsM2vZKjJPBc09BnRO3zGNtu1pLeHpih5EfNcAIry6R9Voctf88FbvZBuVZ4LF6RPvhLQMqK9i4upr0t8YoBYBNcv26bOpI4ZNqlVXDAMP6yHQyH4tzpltHR+GqTWH0CMjLdWhVhGdL63FPrP3MQAamV5Q1GsHv+PGybP+p6NGPp4pZQ9QohXgE8AbUKIeVLKFiHEPKBde50QYj7wFPDXUspjY97mAeCIlPKuCS6zBrheCHEHKgg7IoQYlFLea6Sts51Y2WT1YxuKwJ97oDusfmy2aP2dkoFWCAVwOsdLUVpG9KgUcauvTsR0pKgUK1xV6Oaq6PPH2tSm3n3NSo6yCUg9vItl9hEqSk4uIgixjOiesDDk2DbdqKjcdDfrgfVZcHcj/GMBtI4oz4X+UehrrKWEIJd7sshLc57UVi0j+vCglSUGpCgt6W3uvHwaao2FrzotkvVZKkT3z6vAgvJc+EkjHHt3D/YkK5csyOPi3GQ8ObFRTsuI3uwXMypFuW2CMLCtUn0+A6PK4fBFVyl9oRCyvo+iIR/WYzWUlXiprq7G5/ORlZXFw+3CkBR1KihlRf0+Lj1HopQ0ppwchBA5wEh0YkgB1qNWBM8AN6Eik24CaqKvzwD+BNwipXx9zHvdBqQDX5roelLKS3SvvxUlK5kTwxQ4LHBZlnqA8lzY0wc1fTl0DDoZ7vDjGfJhr6thRfTHpmVEP9uVuBEQxJLeukcwFL6ql6L2BE8OlxyOwBvOSl5pC/F8bZCB7jpSfMojYv2F1Sc8on9u0LFNa6vR8FVQA0MEQeMQlLqglJg8FJrv4dXWfh5sCtC+30fnoRrOX+Llf1xWfSIj+vuNxhzbtKS3g+4FhsJXNXnn4is3nVR9Vd08wPC8cvoGh9nu6+Ku/T00179JsKWBz157DVcWFZNpFzzaYCwhTAvtTLRM9ti2lly2Ca8uYS3FCpdlwmWZylp1cDSDt/oK+fOiKp7rDbK9xcHK9EVcmC6obYmFr55JtLbaL9h0zoSv6kkkWqkCteFsRd2QPCGl/J4QIht4AvAADcANUspuIcS3gFuAI7q32YgKbT0OHAKGosfvlVL+txDi08BqKeW3x1z7VibYc9AzG6KVzjThiCrz/GoAWgNB7E4XK9yCtRnKTjFRjbqvr4/6+vqoFCW4wcCegRZp1J9TxNu9k4evhqMGSFubg/QnubBZBEtSVH2gBw34RGht/bZPGApf1QaGyJpNpCWwZzASgVdbguwOuwiMCrpGlGTyh+WTey5oDA0NsWPHDtavX8/NdRZDewbvvPMO2dnZPGPxJBy+Wt/YjM+ezVuDDvb0wdEBtQJcm6Fc/yZjYGCAHTt2sGHjldxSJ6YVFfWrUY+hPYPhiKq/9R8NKpLr0kxVDO+S9KnbO130UVG3z6LwVT2nGq20H1gZ53gXcEWc47cBt03Ulgmu8QxqJTL2+K1Ttc8kMWwWWJ2mHhSqMsQHgvCLZtjXpzJ3y6IeEZPVf9KS3iLRpXaiE4Ne3vm3OvjmFHfUNgtUp0F11CNiVMIPfGpj81u10XpXLiVFpTLezwJiGdGBsIhbfXUyND397p7EoqKSLHB5gZvLo8//s15lmD/YqqxWhYC8jlrKrEGKx1irQswG9PCAZcLqq/HQkt7mF3oMSVEL5uezAFgHfKcOfl4ChweU54I/DK0H9lDqtvIJbx4FaclxzW62+AVXTkOKysz3IBqN7RkkCcmF6YJip1rhhKW6efhVCxx+7wCRoUHWLMrn0twUiuee+m2+1taRHA8Lu2fnxDAVZob0OYpVQGWqenyTmOfCHzrgaFMrQ30BlmQ6uXyei/L82I+tvLxcSVGdTFl9VY8m7/hH1OZjolKUvr19EXiqXA2cEQkH+2HbvEqa+kIM1wXJ61dS1OolSjbTMqKNSlHawBDM9rC013i45KiEtjB8bcHJx97J8LCtpZ8/+gKEun0k1dZw5XIvn7y4muLi4mlJUZqr4YvdGJKiQMlmWvXV9CQ4L0nzXICB/HL2dg/z+/ou2g/3EGh8E1dXA/94wzUsjWZEf6PB2Ga7JkU9ZDCTWi9FaSUvkoTmngjDc0vp6w/xZmsf9+/1cfhgDZkLvGy8oJoNc5PJm8Ldb7K2/rT13Apf1WNODiaA3nMBRuflEAw6ebvZz6P7fXzjdzVkeLysPb+aDXkpFDngdQNGQHob0J80wk0GBgZtn2Js9VWLUHWfKtzKWlXKTD4IFbKjbBXPdQd5qclBqUtwYSo0Gqy+qpnd3NNuzLFNy4ju8K4ZV33VKmB1po3VmcpaNSI9vN+v6m/d1uxACEGaRZkWJVp9VW8D+ss6Y3sG2oDrq9wUd6BOcdi5aJ6di+aplVtELuXlo81sH83k941JJ8qWNw0ltnrUbECvWL8BX12s+moiaKu4iYyA7HY72XY7mzIz2LS0EK6qorcvSC0OnmhXkWZpNmV3ui5j6sALzSP6wss3Ivtnf/XViThHu20yGVarlfT0NNanp7F+6QL4RBV9fUFaLA62+mFPAxwOwa9aleeCdwoZREt6iyBOqr6aCFoY6qORoknDV+N5RBwegG/WQvuI+tebogaHyQquaR7R5126AXvIWJlszSP6yQSK+lkELHfD8hI1+EoJ/3gEXBYVbSalqm+10F9LxkiQ7OzxUpRmA3pk0GLIsQ3UgFu2vJwdg4mFr1oEXFGcf0JH/vYxVbZC81yQgD3qabFywfjsbS2ZcGuPMOTYNl0pKi3VTSVqZdwwBP++UO0BPd2pJuD2Dw9QIAb5ZHE+xZnxCwnOZFTUxxFzcjBJiNRUN6lAiUuFmuk9F37TCsGOVjKHlLVqxRzXCY8IAK/XixCC57qYsvqqHm2fIr2giJRmY3sGQkCpEzwp8FiZOnZsAF7pge+/sYvR8AgVixexLjeZ8wqyTgys2iD2YLswVA1Xy4gembeYJQakKC0bGmHBaY0l6Emp2rttxMMRfz+DvgCZ/T5cdTVcsNTLmjWxLOPbGo05tmkD7gduD59IsBS8apPKhu4Ng80KF2eqh9be97KUp8ULR7sYHughpUNZq37p+mtOtNWoFKXZgBqNitLaemxA3QzYLNHJOFoLc6iglH2dIbY19/HAe8patSzq9lhSojKif99wblRfnQhzcjCZFid5LgCjC3I41OVkc72f332ofmyLvV6+uK6aldnJWIQq/2BkYND2KR5sw5CfgSZFjQ1fXexUjy9uqiQUCvFBZ5AX3qvj+4/UkOnxsvq8atYWlFDuFDzZaEyK0jyi/9OAFKVlQ+fl5fGnrpP3DDTDpsUeG3iUtapv0MOOiiqe7wqypdlBYbJgWYoKITSSZ6DJZr/uSfz70GSoTZs28bs4ewZCwPIMO8sz7FDsjt48LOWpQ83cFfW06BlJ3JcEYklvxSWl1Napld902vpPcYr0OBx2qgvsVBdkAIXIq6vY3xHk9QEHD/sFe/tipTXOVczJweS0YLVaKctNoyxX+Vnw6SoOdwXZPeLgaR/UD0BgFPb3T+65oKFlRJcuXUZTnSrLnSgnpChZxDfiDNQOhwOHw8GFmZlcWFwIV64iGAzitzrY2Sv4fz5VjO+eRiVDLZ+ivVpGdOGScuwicSlKy4YGeNk/eVSUEEr+WZgCRPcBjg/Clw6pbN5v1aoos3XpkNxWSyiOtSrEMqJlQTHF4cRXOJruH5HgS0CK0m4evrYyVlPjpg/UAP9vdep5vgPm1O2h2GVlbhxPC80GdJtBKUprazBMwo5tQsCKXDcros+/fhT+xzksKYE5OZicQUqy3egreTQPqsqdf+hQ0UZJ/laWiwCr5jhJc7viZkQ/3y2mJUVlFBThaEpcinK5XLiF4C9TVD7IHYtULZ2dAWUo1PjOLlLlCJvKF1GVnUyOTjbTMqIf6bQmHBWlZUPn5+dzqB9DmdSaZFLggBWpMSmqeUh5WhyIeBiS/bibApQO+wgdqaF4sYrg0jKiH2kXCUtRelOeF7swFL6qtbUvrCaLf9Jds2kItkXKeSygPC3SwsrTwtKuPC0WLVqEEIJfG0jQ07f1/qZTkKJSlHR2LmNODiYzRn4y3JgMN0aftw7ksLXFyZ0NfoLdPoKHa7iszMtfrotlRD/WaMyT+iQpKsGBWi9DvK8bqOc54LO58FmUtWp9j7JWffJQHa2Haihc5OULa6upWrAQi0Vw/Hji1Ve1bOgFCxbwSHvi4av6tr7YzUklL/Id8Lk8+FyeslZtG05nZ4+H+vlVfBgMsrvdwYVzi1mUIrC2Jy5FaWGdANt6pidFxQtfLXDAXxfaodAOuGkdgp2BpbxR28xd/kzyRuxkJ4HHkfjEqflDS8lJRkBG2jqRFHWuYU4OJh8Zc1OsfHFRGl9cpKSo7pEqtjQF+XGrgzCCtmFItcKIBHuC2du9vb0sWVZGU13iewaaDAHw6AR7Bg6Hg5I8ByV5mfx9pbJWbfAH2Rt2cEeLYKsfCuyq+N3qVJUUNxGaBWhlZSWBsKorZUSK0tq6fQopKs8ON+TCDQC46RyGVwN2/uE9JZX9uEEVE1w1SXv1/tCHQyqCajpSVN3g1OGrcx1wYy7cmKukqI5huO4gVLqUbJaZpDKi5YfxPS30/tBb/bD+DEtRsx3zIzD52JCVBJ8tilmrHg3BO33wo6hHhNsKpYOteEcDZMbxtNAyol/oFmxKUIrSyxA9IxjaM/BkuvEA1+ZAfwS+UajyP37YoMppdO/fRZljhKvKF5Gus1bVsqEtFgsPNie+2a5lQ3s8Hj4MqWgsI1LUHLvgmjnw5141qfijHhE/qIeO+lqShoKsK8ziglwnc+fE2pqRkYEQgocTqL6qMU6KMjBQa/JOsgWuyIRbF6rj3SOq/MvbaeUMDw9jreui3NaDu0N5WixevJj09HSEEGzxT0+K+nmzMSlqNmNODiYfW7ToIo2+MLzqz+HxVie9Pj+RXhXaub7My9oLYhnRjzQmLn1okTsAD7Yl5oI3lg+iUlSmHT41Rz0AOvMqebk1xL0NQXo66ug5XMMly7x8/sJKstwpRCQcH0q85IWWDQ3wiIGBWi+ZvKSTojKTlMvc1XMgXOihJdDP9sYAt77po+n9GuYVebn2gpVcUpxMb1htys+kFDU2fDUrSRWIvGaOKs4XCLt5LQC7c5fSndVMS1oaa3MdvB+cPJdlorZKqWpM/f0UFqnnCubkYHLWkGqDq3KsXBX1tAiNLuCN3ip2tATZ0eQg2SpItSauUWsJbxs2bGBUGsuk1rKh16xZw6MT7BnMcTm4wevgBq/ytOgfXcX2piC/CLgY6hHs8MPlmaoE+FSDrj4bOhBWGdeJDtR62WzbBFKUzWajMDudm7LTuWmF8rRo7Qmyb9TFXa2Cx9tV5NY2P1yQNvnqSsuG3rBhA0dC4DUwUOulqKn2DGLuiUBRPn1htSr6i4MqLPgH9cp/4/y0iQMTtGzojRs3GpaiZjvm5GBy1uK0KtnhiqinxeAo3N8MbcMqXDJJKI/oxQOtRPrHe1poCW9CCJ7vJGEpCmLZ0IFw4lKUywpXe9xcHX3+lWG4KFV5LvSPqhyAtKinxfIxnhZaNrTFYuEhA1KUXjL5MAQlBqSouRlu5gIbsqBvFG4tUp4LdzYq/4X+xlpKRZDLCrPI0Xla6D/X37XB1xOsTaRv6+ZuDIWvSilJtQkuSoPP5ykpKjQKb/TCfzVC7bt7SE6yckmR8rSYP0e9uV422+KHHxnIw5ntmJODyawh2Qr/VzcQDUXg7V54ciSH7kEnIx1+ioZ8JNXVUF7ipbKy8oS/xI6exKOitGzoxYsXc08j/JUBKUrLiD48YGF1KmyYox5ae19LqWRnW4jnaoMMdtfh9NWwYbmXS1artkakKgeRqBSll82MSFEQ0/43d6vwVadVrXQujw7awQIPO1v7+XVTgM4DProO1XDBEi9fuKiS0tQU+qJSVKIlL7RsaICtBvYMJpKiYjcPytMiMDDMtvoufryvh9b6N+lvbeD6qz7JpyqWcGwAFiafm9VXJ8KcHExmLQ4LXJwBF2dYgTRGImns6VvAa8VVPBcIsqXTRVWqIDcJlsaxOp0ILRt6NLpnkGj4qj4jOl74qsMCV+Q5uCLPAWQyHClkT98qtjUH+XOH8rQ4PghXGdhsb2xspLi4mF6DUpR+wJ1oz8DtsHHVgnSuWpAOeBjeVMXOliCP9Lno7RE83Qn/O19tfGdO4bmgZUOXlpZyNGRsz0AvRR0bhK/EkaLsdjs5djufq3DzOQCWUtfYTF1SNv/dkcTj7fByRWLXO1cwJweTc4YkC5yfrh7gPmGA9KN6KEpWUlSFS2nruROUedb7Q7/Qxbjqq5OhZUQHwkrymkqKsluUB/QF6Uo2C0fgk/uhNqQKCVoErHCBawJPCy3hTQjBg1N4Uo9FG3CNhK/aLbC+QNmrRqSyf12Vpgo09oRVmY+8zlrKLEG8YzwttGxoTYqKV301HmOlqA0GpKiF8/NZCFSHlUyWPo3S3rMZc3IwOWfRDJCeVHu1JwyQHmuH2qinRVmWk8vmuSibpwYxLRvaarWyw0CtKH1G9D2NxgbqE5m7gyoP4O/yY+3dF4Ttcytp7gsRrg0yb6COlLoaqpbEZLOIhPqhxKqvwskD7nfqpidFbfHDp7I1w6ZYe/dkeNja3M+TvgADfh/2WmUFe/l5qq190ZIeiUpRWtIbYCh8Vd/Wh9vN8NV4mJODiUkUvQHS6Lwc+oJO3mry89A+HwcfUsX5Lq6qZH1+yonw1USlDy0jutCzwFD4ql7eGbtnYBXKKrMqVXlaRGQmB/sL2bl0Fc/5g7zU4WKZWxAMGzMC0kI7T0WK2uofP3FaBVRn2qjWeVoc6FeJj7s7XQgheCsA316Y2PX0SW+aFJXonoHW1quu2mSGr06AOTmYmMTBarWSkZ7GxvQ0Ni6LeVocFy62BASPtKkQyd+0KBmqaBKNXJ8R/YJBxzYtIzqRgTpmgATMV5VRPwjBZw7CX2SrMNQSpyrO17Z/FyMj46UofUb0zwwmhGlSVKLhqxYBK9ywojQmm113UK2GXuhSryl1Kk+LtJHxhQSPHDlyIuntd23GHNu0tprhqxNjTg4mJgmSmupmGbDMrer8a0lT2/yqUmlfRys5QwHWznVSlh3ztNBnRL/Sk7gUpc+Ivq/JWNlyTTKxCfh/hfDlfNXeIwNKfjmWVsnwYIh5zUGKh+ro/rCGxYu9OJ1OMjIykAh8CZS80NBLUbfWJb5noG/r9h74x/kqdFYdV4ZN24c9HPP3M+QLkN3vw+mrYc0SL1VVK0lOTqYvrF6faMkLfVvvPWaGr06EOTmYmEwTIaDYqR4AYU8O73c52dzg57eHlKdFidfL5y6sZEV2Cof6odRAbSItIzoioX5welKUvuSFEGrlUOIE8h1I6aBuMJMdPYXUzlvFof4gRal21mYKXuo2Vn1Vk6KM7hmMlaL0ewaaYVOpztPi2IDytPhTZ5CX2l0sTBF80A//YMCUR2vrsQG14jPDV+NjTg4mJqcJm81KRV4aFXkxT4tDnUHeHnFR0yjY7IfP58LBoLIzncojQsuIftGgFKVJJlNJUWMNm8BNQ9Td71YffC5H2cGuyzjZNGks+ozo6UpRiYSvnjBAcnLC06IuBPc2xSK/ChyqvY7WWvrjeFroM6J/6jMmRZ1rmJODickZZMkcN0uif9+G8lzY0QOPdyjZJLmnleUEWDnHSarO00KfEf1Kz/SKyN3XZDwqypMsOD8NbvYoKaop2t5H26Hp3V2kRz0tKrOSmZN9cka0JkUl6th2OqSoo4MqeXFjdPJsHIQdAXg/6mmR1hSgdESVgy/WyWb9owKJWX11MsyPxsRkBsl3qPIOGs0DOWxpdvKfDX76u5Uxz2XLvFx/QSWprhQ+DEGxASlKy4jWpKhEw1fHZhlrUlSBA74Qbe9QfiV1/hDbW4I8/oHytCha5OWGCyqpLklhi99YnoGWEX0qUtTmMVLU/GT4y2Qg6mnRMpTOzoAHX4HytMh1JrE208JvW83w1akwJwcTk4+Q/BQrN3nTuMmrpKjO4So2NwW5q9tFpFuwpRtu96oS4JN5RMDJGdFjjYCmIhEpyuFwsGSugyVzM2Gl8rSo6w6yN+zi35tUxNA/5KuCeFVulUcyEfqM6PtPUYqaTJ7TGzaBm/Zh2OGHh9rgf5uGPpNiTg4mJh8j5tjhCwtjnhZ/OxcOhmIeEak2WDrYysLRABnu8YUEtYzo7T2JR0Xp5Z2fGrTWXJjlZiFQEVKrohtylOfCbfUQltBzQHlafHL5ItJ0nhZaRrREUHcKUpSRPQMpJbl2QWYSfDfBXIpzGXNyMDH5GLPQqR5XR4vzBcKwszuHR9qcBH1+ZK8Pt6+G9cu8VK9SWcZGpSgteiciMRS+CjHtX6u+6rZpngvq/9ujnhZ3NwQJdNQROFzDumVePndRJRmuFLYalKK0jOigwfDVsVKUGb46NebkYGJyFpFug6tzrVydqzwtguEF/Lm3ildagrzc4cJlE+zuhZ+XJvZ++qQ3o+Gr2oC79spNE1ZfzXU5+KzXwWejnhZ9YVVI8Gd+F8Pdgsfa4YESVdtoIs8FDX1GtFHHNk2KqjWrryaMOTmYmJzFuG0qUmdjlpKiQqPwiyZ4oEUNuA4LrEkDb6iVcBxPC72fgRHHNogNuA+1JR4VlWqDaz1urgWOhCDLBhHgP4/DYASSo54WSx0jlBWP97RIT09HIiasvhoPvRT1XR/8k7nXkBDm5GBiMotwWuGruvpLg6PwVh88PpxDz5CTcIefomEfttoalpd4WblSZRkbqb4KsQF3fqEHX+30pKiHo9VX3TZYH12xDIzCq8mV7GwP8WxtkGF/HSk+VZzv4tWqrUalKE02C4ZV+LAZvpoY5sdkYjKLSbbC2gxYG/W0GI6k8XbfAl5frDwttnW4WJUmeMUP3zewatAG3C1+Y45teikqXvhqihU2znWwca7ytBiKFPJ27yq2twR5td1FkkXw5154Ymli19MnvT3QYoavGsGcHExMziHsFrgoXT3AzUgE9gaVf/a/1ystvtINa9Mh3N1KIDBeitJnRG+tnZ4UpXdsm4yYYZOSzUYiqqT6L1shMKo8Ila6wXl4F045vpCgJpuBMKuvGmTKyUEIkQzsBBzR1z8ppfyOECILeBwoAnzAjVJKvxBiA/AjwA4MA1+XUm4XQjiB3wNeYBR4Vkr5r3GuF/f8U+2oiYnJeJKiexJPLFfPR6UyQPpdG3QM5RAecrIg6Kc47KPx/Rq8Xi8ul4uMjAyODohpS1G1tYmHr45tr96WVTNs2p5XSVtfiHBdkPxQHcm+GlaWxjwtzOqrxhFSyslfIIQAXFLKoBAiCXgN+CpwHdAtpfyREOJfgUwp5c1CiJVAm5SyWQixHHhJSlkQnRzWSClfFkLYgW3AD6WUL4y5XtzzJ2vj6tWr5e7du6f3CZiYmExIRMKBftjZA+0jMNwfpCwtiXVZFn7dkcTXPYn7PRw6dIisrCzeteUiiFVfPZ2MStgfhJ0BaPIHsbtcLHcJtvrhgVIzSmksQog9UsrV8f5vypWDVLNHMPo0KfqQwDXApdHjvwVeAW6WUr6jO/09IFkI4ZBShoCXo+85LITYC4yLG5jk/KGp2mpiYnJ6OeG5EM3Li0g3H4TgTz2q5lJYqsqp6zLAM4mXtj4jemutMcc2I1gFrExVD+a7iUh4sUu105wYjJHQnoMQwgrsARYD90kpdwkh8qSULQBSyhYhRG6cUz8DvDN2YBdCZABXAz+Z4tJxzzcxMflosAgoc6nH/4p6WnwYghe64YPjrQz2BSjOcHL5PBeV+VknJCctI/rYgJiy+urpQkqJRQjeDsI9xWf+erONhCYHKeUoUBkd1J+Kyj2TIoQoA24HNo45bgMeBe6WUtYaPV/3/18Gvgzg8RgwuTUxMTltCAFLXOoxmpdDMOjk3RY/Tx308e2HlbXqBdXVrJ27iGKn4IdNxqqvThctKmrdlZvM8NVpMuWew7gThPgO0A/8HXBpdNUwD3hFSlkafc18YDvwP6WUr485/1dAUEr5fya5xoTnx8PcczAx+XgSDAbpsLjY2Ss43A9be+B/zlUylBEPbqPs2bOHnJwcnrd6uCIzZshkcjKntOcghMgBRqSUPUKIFGA96o7+GeAmVGTRTUBN9PUZwJ+AW+JMDLcB6cCXJrnehOebmJicXbjdbtyo+lAAPwCOD6oN40faoa+9ldTBAGvznKzMcZ3wiDgVtKiowkIPR48pS1cT4yQSrVSB2nC2osKKn5BSfk8IkQ08AXiABuAGKWW3EOJbwC3AEd3bbESFph4HDgHaHsK9Usr/FkJ8Glgtpfz2ROdLKdsnaqO5cjAxOTsZHR3lWHc/L9X72dfSRdsH+1i4yMsX1lVz3pxkrNNYWWhlNvbZcolgrF7UucZkKwfDstLHEXNyMDGZPdR1B9k94uJgSDAUgVBE1W5aOYVHBKgEvZ07d7Jx40b+pVZw+yIzSmkyTklWMjExMZlJNI+IG6LPO4fhtQA816XyGCzdrZQR4LwcJxmpscxtiGVE1w4Ks/rqKWKuHExMTM4qugZH2dbSzxtNfnq7u+g9vI91S7381WXVpNgsCCH4QWMSXys0o5Smwlw5mJiYzBqyk63cuDCNGxcqa9XecBVbm4Lc1eZgRAqsAnrC5sRwqpgfn4mJyVlNmg2uW+DmuujznhHlmGdyapiTg4mJyawiI0k9TE6NKfb+TUxMTEzORczJwcTExMRkHObkYGJiYmIyDnNyMDExMTEZhzk5mJiYmJiMw5wcTExMTEzGYU4OJiYmJibjMCcHExMTE5NxzIraSkKIDqB+Bi85B+icwevNFGa/zj5ma99ma7/g49W3BVLKnHj/MSsmh5lGCLF7omJVZzNmv84+ZmvfZmu/4OzpmykrmZiYmJiMw5wcTExMTEzGYU4O0+OBj7oBZwizX2cfs7Vvs7VfcJb0zdxzMDExMTEZh7lyMDExMTEZhzk5mJiYmJiM45ybHIQQhUKIl4UQHwgh3hNCfDV6/D+EEIeEEPuFEE8JITKix5OEEL8VQhyInnOL7r1WRY8fFULcLYQYZ2cuhNgghNgTfd0eIcTls6Ffutd6hBBBIcQ/n4l+fVR9E0JUCCHeiF7vgBAi+Wzv12Tnf4z79QMhxHEhRHCKa94S7fuHQogrz0S/Poq+zdT4ERcp5Tn1AOYBVdG/U4HDwDJgI2CLHr8duD369xeAx6J/OwEfUBR9/hZwASCAF4BPxrneSiA/+vdyoGk29Et33T8Avwf+eRZ9ZzZgP7Ai+jwbsM6Cfk14/se4X+dH3y84yfWWAfsAB7AQOHYmvq+PqG8zMn7Ee5xzKwcpZYuUcm/07z7gA6BASrlZSqk5z74JzNdOAVxCCBuQAgwDvUKIeUCalPINqb65B4Fr41zvHSllc/Tpe0CyEMJxtvcLQAhxLVAb7dcZ4yPo20Zgv5RyX/SaXVLK0VnQr7jnf1z7FT3/TSllyxSXvAY1AA9JKeuAo0D1ae2U1tAZ7ttMjR/xOOcmBz1CiCLUzLxrzH/9DeruC+BJoB9oARqAH0spu4ECoFF3TmP02GR8BnhHSjl0ai2fnJnolxDCBdwMfPd0tn0qZug7KwGkEOIlIcReIcS/nL4exGeG+jXR+WeMU+xXohQAx3XPE/ktnjIz1Dc9MzJ+aNhm4iIfR4QQbpQk8n+llL26498EwsDD0UPVwCiQD2QCrwohtqKW72OZMC5YCFGGWm5uPC0dmPg6M9Wv7wJ3SimDE8j2p50Z7JsNuBg4DwgB24QQe6SU205XX/TMYL/ini+lrD1dfdFzqv0y0C5Dv8XTwQz2TXvfGRk/9JyTk4MQIgn1xT4spfyj7vhNwKeAK6LLc1Ca4YtSyhGgXQjxOrAaeJXY0pHo383EQQgxH3gK+Gsp5bHT3R/ddWayX2uA64UQdwAZQEQIMSilvPc0d0vrw0z2rRHYIaXsjF7jeaAKOO2Twwz3a6LzT/vkcJr6lWi7GoFC3fMJf4ungxnu24yNH+M4nRsYZ8MDdZfxIHDXmOOfAN4HcsYcvxn4dfQ8V/Q1FdH/exu1qaRtAl4V53oZqM2yz8ymfo15r1s5sxvSM/2dZQJ7URuINmArsGkW9GvC8z+u/dK9ZrJN2zJO3pCu5cxtSM9032Zk/Ih77Zm+4Ef9QMkFEhWN8m70cRVqE+u47tj90de7UdE470W/2K/r3ms1cBAVHXEvsYzzTwPfi/79LZTm+K7ukXu292vMtW/lzE4OM9434IvR8w8Cd8yGfk12/se4X3egVgaR6L+3TvB9fTPa9w+ZJLrubOsbMzR+xHuY5TNMTExMTMZxTkcrmZiYmJjEx5wcTExMTEzGYU4OJiYmJibjMCcHExMTE5NxmJODiYmJick4zMnBxMTExGQc5uRgYmJiYjKO/w9vIvtOocgs9gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "figures = ['fig_s', 'fig_i', 'fig_n', 'fig_si', 'fig_sn', 'fig_in', 'fig_sin']\n",
    "axes = ['ax_s', 'ax_i', 'ax_n', 'ax_si', 'ax_sn', 'ax_in', 'ax_sin']\n",
    "\n",
    "for fig, ax in zip(figures,axes):\n",
    "    vars()[fig], vars()[ax] = plt.subplots()\n",
    "#     vars()[ax].set_xticks([])\n",
    "#     vars()[ax].set_yticks([])\n",
    "\n",
    "sd = 3  # size of the dots\n",
    "sx = 3 # size of the crosses\n",
    "f = 1.5 # fontsize\n",
    "\n",
    "x = Intersections.X.tolist()\n",
    "y = Intersections.Y.tolist()\n",
    "\n",
    "# create a new slope function:  \n",
    "def slope(x1, y1, x2, y2):\n",
    "    m = (y2-y1)/(x2-x1)\n",
    "    return abs(m)\n",
    "\n",
    "# plot the roads\n",
    "for i in range(len(Roads)):\n",
    "    index_0 = Roads.iloc[i].startNodeID\n",
    "    index_1 = Roads.iloc[i].endNodeID\n",
    "\n",
    "    x_values = [Intersections.iloc[index_0-1].X, Intersections.iloc[index_1-1].X]\n",
    "    y_values = [Intersections.iloc[index_0-1].Y, Intersections.iloc[index_1-1].Y]\n",
    "    ax_s.plot(x_values, y_values, linewidth=.5, color = 'deepskyblue')\n",
    "    ax_si.plot(x_values, y_values, linewidth=.5, color = 'deepskyblue')\n",
    "    ax_sn.plot(x_values, y_values, linewidth=.5, color = 'deepskyblue')\n",
    "    ax_sin.plot(x_values, y_values, linewidth=.5, color = 'deepskyblue')\n",
    "    \n",
    "# plot the labels\n",
    "for i in range(len(Roads)):\n",
    "    index_0 = Roads.iloc[i].startNodeID\n",
    "    index_1 = Roads.iloc[i].endNodeID\n",
    "    x_value = (Intersections.iloc[index_0-1].X + Intersections.iloc[index_1-1].X)/2\n",
    "    y_value = (Intersections.iloc[index_0-1].Y + Intersections.iloc[index_1-1].Y)/2\n",
    "\n",
    "    m = slope(Intersections.iloc[index_0-1].X, Intersections.iloc[index_0-1].Y, \n",
    "                Intersections.iloc[index_1-1].X, Intersections.iloc[index_1-1].Y)\n",
    "\n",
    "    if np.isclose(m, 0.3249197):\n",
    "        rot = -13\n",
    "        x_div = 8\n",
    "        y_div = 1.5\n",
    "    elif np.isclose(m, 3.0776835):\n",
    "        rot = 66\n",
    "        x_div = -4\n",
    "        y_div = 1.5\n",
    "    \n",
    "    ax_n.plot(x_values, y_values, linewidth=1, color = 'deepskyblue')\n",
    "    ax_n.text(x_value + 0.024/x_div, y_value + 0.008/y_div, Roads.iloc[i]['name'], fontsize=f, rotation=rot, \n",
    "             rotation_mode='anchor', ha = 'center', va = 'center')\n",
    "    ax_in.text(x_value + 0.024/x_div, y_value + 0.008/y_div, Roads.iloc[i]['name'], fontsize=f, rotation=rot, \n",
    "             rotation_mode='anchor', ha = 'center', va = 'center')\n",
    "    ax_sn.text(x_value + 0.024/x_div, y_value + 0.008/y_div, Roads.iloc[i]['name'], fontsize=f, rotation=rot, \n",
    "             rotation_mode='anchor', ha = 'center', va = 'center')\n",
    "    ax_sin.text(x_value + 0.024/x_div, y_value + 0.008/y_div, Roads.iloc[i]['name'], fontsize=f, rotation=rot, \n",
    "             rotation_mode='anchor', ha = 'center', va = 'center')\n",
    "    \n",
    "\n",
    "# plot red and green intersections\n",
    "l = []\n",
    "for index, row in InstalledFeatures.iterrows():\n",
    "    if row.FeatureID == 1:\n",
    "        marker = 'o'\n",
    "        clr = 'red'\n",
    "        msize=sd\n",
    "    elif row.FeatureID == 2:\n",
    "        marker = 'x'\n",
    "        clr = 'green'\n",
    "        msize=sx\n",
    "    ax_i.plot(x[row.intersectionID-1], y[row.intersectionID-1], marker, color=clr, markersize=msize)\n",
    "    l.append(row.intersectionID)\n",
    "    ax_in.plot(x[row.intersectionID-1], y[row.intersectionID-1], marker, color=clr, markersize=msize)\n",
    "    l.append(row.intersectionID)\n",
    "    ax_si.plot(x[row.intersectionID-1], y[row.intersectionID-1], marker, color=clr, markersize=msize)\n",
    "    l.append(row.intersectionID)\n",
    "    ax_sin.plot(x[row.intersectionID-1], y[row.intersectionID-1], marker, color=clr, markersize=msize)\n",
    "    l.append(row.intersectionID)\n",
    "    \n",
    "# plot all other intersections\n",
    "not_ints = list(set(l))\n",
    "all_ints = Intersections.ID.tolist()\n",
    "ints = [x for x in all_ints if x not in not_ints]   # select the intersections thathave not been plotted yet\n",
    "for i in ints:\n",
    "    ax_i.plot(x[i-1], y[i-1], 'o', color='black', markersize=sd)\n",
    "    ax_in.plot(x[i-1], y[i-1], 'o', color='black', markersize=sd)\n",
    "    ax_si.plot(x[i-1], y[i-1], 'o', color='black', markersize=sd)\n",
    "    ax_sin.plot(x[i-1], y[i-1], 'o', color='black', markersize=sd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig_s.savefig('./Figs/fig_s.png', dpi=500)\n",
    "fig_i.savefig('./Figs/fig_i.png', dpi=500)\n",
    "fig_si.savefig('./Figs/fig_si.png', dpi=500)\n",
    "fig_sn.savefig('./Figs/fig_sn.png', dpi=500)\n",
    "fig_in.savefig('./Figs/fig_in.png', dpi=500)\n",
    "fig_sin.savefig('./Figs/fig_sin.png', dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# some commands I used for testing\n",
    "\n",
    "# plt = 'self.fig_s'\n",
    "# filename = 'fig_s' + '.png'\n",
    "# string = f\"{plt}.savefig('{filename}', dpi=500')\"\n",
    "# print(string)\n",
    "# exec(plt+'.savefig('+filename+', dpi=500')\n",
    "\n",
    "# x = \"borna/dfjdsklf/sdfdsf/fdt/ea/map.db\"\n",
    "# x.split(\"/\")[-1]\n",
    "\n",
    "# ax_i.bbox.get_points()\n",
    "# ax_s.get_tightbbox(fig_s.canvas.get_renderer()).get_points()\n",
    "# ax_n.get_tightbbox(fig_n.canvas.get_renderer()).get_points()\n",
    "\n",
    "# del fig_s, fig_i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# demo for using plt.subplots()\n",
    "\n",
    "# import numpy as np\n",
    "# import matplotlib.pyplot as plt\n",
    "\n",
    "# x = np.arange(0,10,0.1)\n",
    "# y1 = x\n",
    "# y2 = np.sin(x)\n",
    "\n",
    "# plt.xticks([])\n",
    "# plt.yticks([])\n",
    "\n",
    "# fig1, ax1 = plt.subplots()\n",
    "# fig2, ax2 = plt.subplots()\n",
    "# fig3, ax3 = plt.subplots()\n",
    "\n",
    "# ax1.plot(x, y1, linewidth=1, color = 'deepskyblue')\n",
    "# ax2.plot(x, y2, linewidth=1, color = 'red')\n",
    "\n",
    "# ax3.plot(x, y1, linewidth=1, color = 'deepskyblue')\n",
    "# ax3.plot(x, y2, linewidth=1, color = 'red')"
   ]
  }
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