{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# V0.1.6 - Example: F-16 Ground Vibration Test benchmark\n",
    "\n",
    "Example created by Wilson Rocha Lacerda Junior\n",
    "\n",
    "**Note**: The following examples do not try to replicate the results of the cited manuscripts. Even the model parameters such as ylag and xlag and size of identification and validation data are not the same of the cited papers. Moreover, sampling rate adjustment and other different data preparation are not handled here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reference\n",
    "\n",
    "**The following text was taken from the link http://www.nonlinearbenchmark.org/#F16**. \n",
    "\n",
    "**Note**: The reader is reffered to the mentioned website for a complete reference concerning the experiment. For now, this notebook is just a simple example of the performance of SysIdentPy on a real world dataset. A more detailed study of this system will be published in the future.  \n",
    "\n",
    "> The F-16 Ground Vibration Test benchmark features a high order system with clearance and friction nonlinearities at the mounting interface of the payloads.\n",
    "\n",
    "> The experimental data made available to the Workshop participants were acquired on a full-scale F-16 aircraft on the occasion of the Siemens LMS Ground Vibration Testing Master Class, held in September 2014 at the Saffraanberg military basis, Sint-Truiden, Belgium.\n",
    "\n",
    "> During the test campaign, two dummy payloads were mounted at the wing tips to simulate the mass and inertia properties of real devices typically equipping an F-16 in ﬂight. The aircraft structure was instrumented with accelerometers. One shaker was attached underneath the right wing to apply input signals. The dominant source of nonlinearity in the structural dynamics was expected to originate from the mounting interfaces of the two payloads. These interfaces consist of T-shaped connecting elements on the payload side, slid through a rail attached to the wing side. A preliminary investigation showed that the back connection of the right-wing-to-payload interface was the predominant source of nonlinear distortions in the aircraft dynamics, and is therefore the focus of this benchmark study.\n",
    "\n",
    "> A detailed formulation of the identification problem can be found here. All the provided files and information on the F-16 aircraft benchmark system are available for download here. This zip-file contains a detailed system description, the estimation and test data sets, and some pictures of the setup. The data is available in the .csv and .mat file format.\n",
    "\n",
    "> Please refer to the F16 benchmark as:\n",
    "\n",
    "> J.P. Noël and M. Schoukens, F-16 aircraft benchmark based on ground vibration test data, 2017 Workshop on Nonlinear System Identification Benchmarks, pp. 19-23, Brussels, Belgium, April 24-26, 2017."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install sysidentpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from sysidentpy.polynomial_basis import PolynomialNarmax\n",
    "from sysidentpy.metrics import root_relative_squared_error\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "f_16 = pd.read_csv(r'../../../examples/datasets/f-16.txt', header=None, names=['x1', 'x2', 'y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(32768, 3)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f_16.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizating the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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    "f_16[['x1', 'x2']][0:500].plot(figsize=(12, 8))"
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   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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422lM9G6fBB0c5o27jq/j1ofXAAAtqDnmWGyFZ6LT8HKHcQa1Ecy7AQ6TYZxb3BHsW+wAAM5sjebZJAcHhwxsOzOXc3g7T86x2ydBB4d548Vv+FT+uI0163huFnfF39nmG+KE5uPfboRjonc4eE30vqUQAHBm0wXRDg7bAXz/BHZmsRXq6qA6OMwMbdjCDcezl3SqmejdPX64IHqHg9dEMyb69KarWujgsB3AtImsYmHoe3NhiSbBLp8DHRy2FdpwtJhHXlSl2EoWXe60HJC6cEH0DgfPdIW+h5Ve4OQcDg7bBHxFUSBd7I53WDGkeTJJL/hvn8D3v+lz6LtkaYfzBG3EnPMIomXFVoDd79DhgugdDpHp2r/UwWkn53Bw2BbIE39ZYqG388p+z5OJfuD0Fr5432k8/tf/YX6NcHCYIdqQc8xj0ZmIxVayhy6IdtjWiLhiKwCwb7HjmGgHh22CPPHXL9w5dpommmeir3zNB3ByYziT884iAfO9Nz2Ev7nhyNTP4+Bgi1bkHOPZO3RViq34jol22AEYc5powDHRDg7bCZGQWJhqoncYEy38feMDZ2dy3nP96eZ2UErxs++8Cb/4rpuneh4HhzrYyUx0SROdPXZBtMO2hpj9v2+x49w5HBy2CSoWdz7BONpZk4roE/3Qma2ZnLeNYEKHtb7z03fYfmgj6NwczkcTzRvZ5RZ3uzwz2QXROxxVTXSIM1vOncPBYTuAOXGwnSLf23kVC8U5cDQjn+tpX6az/YJscAVlHLYL2rjv++MYGzMuukZFTTRLLNxh8rW6cEH0DkfORDNN9FIH/XHsstkdHLYBxJyF0CeId5icQ5zUCWZTOEF0BWk70D3LkQ1rA8dKO2wPtOWG88i5QSvHsUVCKTwuonRMtMOOQBSnYn4v2y7e76oWOjhsG4g7Rb5HdiATPZ/2isFE25ftLKe5njVr5+CgQlsa4uNr9YLokxtDrA2a72InlAo+0S6x0GEHYJwkCPziZ1zupZXc3aTg4DB/iD7RgUd23KQiNndWiwCRsG/7uq1zAUN/5MZLh+2BSZlbFscOonq70df9l4/iua/9eOPzVuQcLrHQYSdgHFF0uCCaTdazsIdycHDQI/eJ3kaa6ME4rul8UW5vNDNNtMhEt3vd+DFyHsUpHBxkmDShlsUDowYJzJOQbxWLO88F0Q47AFGS5BM0UCQw7TQvWgeH3YjcgpJjomcVhMqQJBRP+f8+gle8+fP2n5kXEy0EzW2fd8yNkfNwM3BwkKHJYpGXXLEguimR9j1/9M+N7CUrxVZcEO2wEzCOac4+A8ilHTutKpqDw25EXGGiCRI6ffs2FdaHEYZRgtuPrln7yYuT+qwmRfE0bZ+XJxr6cyhO4eAgQ5PYl++iYTBZEP3lB87iw199pPbnUk108Ter0uoSCx22NaI4ydlnAAizG3fsmGgHh7kjr1jI+UQD85tYeB3w8XW7xCOxqbMqFlORc7QdRHPfY1ZM9NFzfTxwajY+2w47E02YaP4zQR4DNO+nzdjwsnOPlzPRu5vQC+bdAIfJECW0JOfImWgXRDs4zB25xV3WL/mM9dCffXvWOSu3UxsNmegZjS2V87a88BhFvCZ6Nkz0N2SJW/e97qUzOZ/DzkOTHRf+EyyIHk3QT5usV6moic4TCxs3Y0fAMdE7HKM4yasVAsW28U4rLezgsBshWtyxCW5eyYV8EH1yY2h8f5LQSrLRbnHn4L/HKVfl1WGbYFIm2s/GGn6RWBcUTdog10TvdmmpY6J3OKI4yZOWgCKByTHRDg7zRx5Ee4UmGphfFS9ezrFmkTz02g/djj/59L2l52Y1KU5bi812CTq+h5PrLoh22B5oKqVgCFtw6GrS1arFVtKxbpfH0I6J3umIYlHOwdw5dvmd6+CwAyBWLJz3ThHPRNvYur37yw9VnptdYuF0g2imV79wTw8nLFh5B4dZoMl9XmKimSZ6Aia6kghh1QYIxVZcYqHDDsA4oaViK2E+Se/uG9fBYScgt7jzBSZ6Tv2Tr0i2aRFEy9o5q6Rl8dRt+0RHSQLfIzi00sXJdRdEO2wPTOrOwSQVkzDRTXpaRRN9niQWuiB6hyOVc3BMdC7n2N03roPDTkCcUPgeyRmaXG41Z0104BGrKn2yIHq3MNFRTBF4BIeWu1b6cAeHWWBSTTQFRSfwJkssbMiG85ro3OJul4ciLoje4RgLiYW5mN9poh0c5o5xxnYyzFsTvTYYo+N72LvYsWKiZfrnWS0A6AzkHKHv4eBKxwXRDtsGzYLo8uOO782ciU4oOIO7ghF3TLTDtsZY0ESzgNq5czg4zB9RTMs7Rf58M9bXBxFWegGWuj62LEr8ygLXWe1yiadpW1vJqr0eWu7hzNZ4IjcDB4e20GixWAqiKUKfTHQ/N7W44zXRbKxzTLTDtkaUyC3uHBPdHM973cfxpk/ePe9mOOwCMDkHw7w10ZvDCEvdAAuhb5VYKGOd51X2expMdOB5OLTSBWBn+dcWRJbdwYFhUjkHaEqmTcREN3QI4eUc7PFut7hzQfQOB9P1MbRhb3O+46GzfbzuQ3fMuxkOuwBiEB3MuaLoYBxjIfTRDX0MLZgq2Vw6L01023Mxq/Z6OAuiT8wwuXBemniH7Y9J3TlSJtrDaKIguv5nEiGxkI11bScEbze4IHqHQ9REF9vF87lxT24M8YZ//FrrJXpnBZeQ6dAmooTmVQqBcsXCeWAwTtALPXQnYKpmtUAX5962GS1W7fXgHJhoR3I4qDChmgMJBbqBN9FCvaku25Psuu32XXEXRO9wVMt+z9cn+hf++ma88WNfx01Hzs7l/ADwwa8cxSfuON7oswOni3RoEUlCwa1x566JHoxjdEMfYdBcMzmrBYB4nrYZrVFWqGqxk9Zf74/N8pa2MI52d2Dh0BxNnTEYKFImehKf6GaJhRScmiMPqHc7E+0qFu5wjKMyE13IOeZz4z5ybgAgXQnPCz/59i8DAO573Utrfe7UxhAfu71Z8O3gIENMKXyp7dOcmOgowZ6FED4pF16pg/lpots9fpTt4vWCNIgejGe3sBnGMYBwZudz2L4Qg+YmCbT8R5IECAMyYcXCyTXRgTffXfFZoZVIhxDyEkLInYSQuwghr5G8/iJCyDlCyE3Zv1+3/ayDHuOE5oUcgHT155H5F3PYibkEv/X+2/DL775l3s1oBd/8e/+EN3zkznk347xHklD5Fue8guhRjF7gpZrJhkzVrHa5xHm89WIrmbNRL0ynwcEMmehdTs451IAYNDdhotkhOoGHt/7oM7eFJpoF1DtV2mmLiYNoQogP4A8BfAeAawH8ICHkWslbP00pfWr277dqftZBgShO8gIrDIHvzc3ibiNjt4bR7CaktjDLSXTauOfEJt748bvm3YzzHjEtJ/4G89ZERzF6oZ8VYzi/5Rys2ms3ZEz07Pr/bt/idrBHZcdlAneO337ZE/DYC1cmWiQDzdw5EkpBsH123WaFNpjoZwG4i1J6D6V0BOCdAF42g886oGBTeIQemZuYn+3m7ETP1U62rbvTsdtX/jsJkYKJnldi2WAcoxd6ExVjmF3Z7/J52o47WbVXxkTbuJW0BddFHRhEvqsJ/8X6CgtiJy620jC50ZNoop2cw4xLADzI/X0ke07ENxBCbiaEfIgQ8oSan3VQYCz4RAMpEz2PxMJHzg3yxLzhnIKESfxXecZwJ2OWCVIOeiRJWRMd+nPWRI8TLDAmepsnFoqnaT+ITgmIju/BI0Dfwje7LbiFrgNDxcpxAk00G2o6E7tz1D0/BaUoF1s5TxIL2wiiZZGHeNW+DOAKSulTAPw+gL+r8dn0jYS8khByPSHk+hMnTjRt665DWrpWYKJ9gvEcBunnvPZj+cQ8Lyaa36KuO1HxSRE7GZujImHspW/89K6Sqew0qIqtzE0TPU7lHGkxhmZtmJWziLggbl/OkRIQhBD0Qt/1E4e5QJRvNFmkskOwOSz0J0ss/OBXjk50fmD+Y92s0EYQfQTAZdzflwJ4mH8DpXSNUrqRPf4ggJAQctDms9wx3kwpvY5Set2hQ4daaPbOB6UUcUKrmmhvPkw0j3kF0TybVFfzuUti6NI1uPXhNRxfm53/rUMZCRWLrcxPE50kFMMoQXdCJnpWk2Il4WoaiYXZb9MLfQxmmMex29k5B3vQFsrb53KObKiZNLHwzmPr+Pqx9drn5zdz2bi323dd2giivwTgGkLIVYSQDoBXAHgf/wZCyIUk4/kJIc/KznvK5rMOajAmSWSiA39+mmiGWeoLefCljOu2YbcUQNgcloOBrXEzKzOHyRFtIyaa9Yde6E00yc5qbJm2nGMcJwgyKVxnwkSsutjlcYVDDYhBc1M9MlAwwW3cz1s15E3sfi7lf5Dzg4me2CeaUhoRQn4KwIcB+ADeSim9lRDyquz1NwH4PgD/nhASAegDeAVN9+qkn520TecL2LZqIGiiQ9+bi5yDx7yY6HIQXc+LdScmQ8rQF4LmOoOhQ7uIEyr3Tp3Dgo3JFXqBj0GQYBQloJSWdIw2mBWLPm05R8TZg06beLj14XN46Rs/k//tmOjp4lx/jD0LO8OHW+xPTfrXHUfXAJSZ6FmSQiITDnDFVlwQbUYm0fig8NybuMd/AOAPbD/rYAfGRIsJcYFHtoGcYz6B2xanBx7WLJ6wW4JoxkT/0rc/Fq//8J0zTZhyKEOUc8yTiWZyhV7oo5P1Ez6QtMWsNNHVhKt2j8/bg06bePjsXadKf0+SAO2gxz0nNvDNv/dJ/Mp3PA4/8cJHz7s5Roj3Qt0g+gv3nMK/zwqMsQVxWmxlsnuszqfzxEZIYpFdHkS7st87GGyl2QkkPtEzlnOIA8EkeqxJsDWBJnpebW4b7BocXO6U/naYPcTEQuakMw9NNKvI1wu9fMxosnCcmSZaaFrbgWealJ1eB98jiKe4OBDHaBdDTw9fuPc0AOCvrn/Q8M7tgUm1//ef2sofe3NioimqmmggZaObaLx3ElwQvYMR5Uy0KOcgM2OLGMSgfTskFtZlonkN9U52u2NyjoPLXQBldt5htogFi7u5MtGZnGMhc+cAGgbRc/KJbvuSjeOkkHN4kzN3Oog2pLucnJsrHjrTB7BzFirivVB3gV2SUHCa6DpB9MZwsjki10STKhO92+UcLojewWCdRCy2Esyh2IoYtM8rsZC3d6vLLPODzk7u9kzOcSAPoh0TPS+ITHRexWuemujMnQOon0y71PHnZnHXNhMdJUWhqnDK3vqiZMZpoqcHFhA+eHpr7rJGG4hBZt2Ykw9c2aM6FpYbwwhP/I0P1zupAJkmGkiTC52cw8EaH7jlKL6YbSXNAuzmrLpzzHYrBwDG0fZgokuJhTV9X3kGgNKdW66UsfEHllI5R93r4NAeYipkrPvzZKLTPtnN3DmA+ovday5YmVm/EK/RNJhotosX+NOd7EU5hwuip4f1QaH3f/jsYM6tMWPS8vZ84Jpron0PcUKt+urpjVGt88nAbPpEJtr3HRPtUAOv/ssv4/v/9+dmdj62ypbLOWZ74463CRM9iU90FFM8/5qD+NHnXglg51reMTZ+NctO3y1a752IJKGlxN9gG8g5eqGPbgMm+j0/+Vy84JqDGMd0JolxVYaufZ9oRkCE3nSJB1HO4WLo6WGTkyYcObuleef2gHhfTybnSP8Pg/SBzT09iuUkS50+LvOJBhwT7bDNwYKjStnvORRbETvrdkgsrKuJjhOKpU6Ai/b08r93IvqjGN3Aw0LoA9g9riM7EZFgccekHfNJLCws7nJNdI1++rTL98HPFuyzaH6ViW5bzlH4RKeJhdP7UmJw4YLo6WFjGGGxk45957bGc26NGRXt/wSVdnlNNGAXRKsIrzrNyINo4Ub3PbLrd11cEL2DESmKraQlP2esid42iYWcxV3NNkRJAt8n+cQ674I1TbE5SieR0CcgZH67Ag7phMivcUNvfvdWYXHnFZNsVK8dQS5Hmf49Nc2gllKaunN4hU/0NMfMaS8IHApsDCNcum8BAHBmRwTR5b/rulnwPu+8TzRQTfiXQTVX17lH2XcQPef9OeRnzRouiN7BYAOz74lB9Ow10SKjtR0qFqq2qVRIaLrdzhYlokRlp2BrFGOxE4AQMvNKbA5lxIJPtOelC5tp2qmpwDTRCx0fIbO4q9lHimIx058Y2fj2X/7FEwG0G3iyAJ0tmEPfm+rCYFLdq4M90iB6EQBwZmtyve+0Mem94ZXkHIUmGrBjolWBdp1FLJN+iKZWHnEWdw6WmId4nnU2URMd+N7MdUhVJnpOxVbGzeUcUZLA90h+PXfqCnprGOfbmZ3Ac0z0HJEIcg5gfgUIeDlHJ7e4q8tEZ31jBu1nk/hzHrUfANBmjBvlQXRhcTfN/t6GXd8Dp3aG28S8sTGIcGCpg17o4Vx/+zPRlSC65k/MFzgpmOj0gQ2BomSi6wTR2f+Vsc6frkxqO8AF0S2BD1RmVY2KDfoVJtojs3fnEDXRc0wsXMoCyLq67DhOk8DYxLpTEwu3xjEWu2kx0m7gucTCOSISEguB6etvVSiKrfjoZIlHde+NYIaabnYOxqq1yd6yvh3OyJ2jGqDXO9extQFe8PpP4HUfuqO9Ru1SbA4jLPcC7Fvs4Mzm9meixdu6vpyDf5xpomskDqt2o+q0Q5dY6IJoBysMOAZ0Vr68sULOEfiz1yGJE9y8Arf+KMbeRWbtVpeJphkTPb/krzbQH0VYzJIKO75X+zo4tIc4oZVkm8CbfUVRoBijuoGHjt8s6TQvFjOD/i3K1drkJsZCPsm0k7HF8fF7//hz+OxdJ60/fzoLBj/19ROttmu3gVKKjVGElW6APQvhjtBEi8Fq3XmnLOdI/6+jiR4o5oc6i0pVsRWXWOhgjT4XRH96RgMd63zbQRMtdvx5BAlAysLuXWxm7cYKYzRxLthOWB8U2end0N+x32M3IKHlioXA9EtMqzAYx+gEHjyPcC4h9doRztDnOs7kVWxibnMyzu1B/YKJnuaYJeuCb/3ne2sfZ5fHIxNjaxSDUmCpmzLR5/rbn4mW3dd1drOJxJ2jjia6DTkHe2+l2MqUK4FuB7gguiXwTPSr/uLLMzknmwDF7eJ5BNFif5uXdq8/irDaC1NXirrFVihF4HlY6qYB6E6s9HdifYg7HlnHZfvTxJo0sXDnfY/dArFiITAfH3cgHaN6AUukY5Kleu3wZ5gvECcoBdFtnnEsFKoKvSknFkqCojosKZML7u5wZHKwaoXLvQB7F+fPRP/NDUdw94kN7XtkwWodNppIHueaaIt5WLU4rZdYmP7vNNEOjdGfQ1U4lSZ6HolLkxrGt4XUmSJNnKqbUBfHacCz2En1xFucaf9OwbG1tELXNzz6AIBUG+fcOeaHhFaD6HlqonuZzKdIEGymiZ6NxV2CwCP5FvVUmGheEz1NJloSzJyt4RzBikjt9q3xScGqFS53Ayx3g1LhlVnj5MYQv/ium/Gd/+vT2vfJxoJ6euTiMRF9oi3GftVQVM/ijvlEl58PplzEaDvABdEtQaUrmiYShZwj8L3Za6K3iZyjP4qx0EkrstX3iU6TwJayIPqH3vKFnNnYKVgbpMzLSi/9Ds6dwx6Dcdx6UnAkYaIDb/buOUDqE72QyXyaWtWxpNtZLAKiJJXCkFzO0d6x2fhUcueY4neSXeY6Z8t3Ol0MrQULmpe7AZbmHESzc5vGX9ltV2eNyo9ZRcVCe020asyrE/uyWISguuvmmGgHK7BB7smX7sndIaYNlU90xycYJ8nMXEKShFb8OGfBVMmwNYqxEProBH59JjpLAlvsFr/f6Y3tr6njsZExMau9VBfedUy0FcZxgpe+8dP4sbd9qdXjxhKLu/kx0TF6AWOim2mbWfA9i0VynFD4fsFEtzmesfEpzDXRU04slFxn8b5Q4fjaADc+cCY9jmOitdgoBdE+NkftL4xtsTm0252W/aaTMtF1NNGqU9WZw9khZJronWoVa4tg3g3YLWDbSHsWwpkxf2p3Dg+Upq8Hvt1APQn+58e+jjd+7Oul5+bBtAHAVlatr0nwGGXbx8vdolsMd5iemN2HPBO909j0eeCWI2dx94lN3H1iMw02w3YWwomUiZ69BSXA5BxZ0Og183tmmuhZWdwFfGJhi+dkEztbFAQ+yXXS04DsOot2YCo8/799wu0mWYKNdUvdAIudAHFCMYyS1vpzHfTHduOuLIhuIqUAeHcOe000VWxv1GkDW6iIC8PQ97AR7e75xzHRLeBvv3wEr/qLGwAAqwshooTOJLEur7olsbgDZhfIfugrRyvPzWv1ORgnWOgEmZzDPgCmlCKhyDTRxYC70wLQ9VzOkTLRrmKhHe4+vpk/vufEpuad9ZAmq24PJro/jtENRTlHTU30jMt++1mFR6BtOUeZiQ5nbHEH2DPRfAAtLsgcytjgSAS2IzyvBHFbJlo2FtRyxuDuLXZLdWow0apT1ZNzpP/LCks5OYeDEe+/pQgi9y40s1drAhYkV1Z/nn0HagPS7ag5dJxxnGAUJ2liYU0tML8g4Zlo24Fwu4BVbGQOIy6x0A4PnN7KH7PkzDYg9YmeQ0VRIHWrKRILG2qivdkt0EVNdJtnrFQs9AkSOr3Ks7Lx0DaI5kEafOZ8woagiQYwN1301qg5E33jA2etz1NmotuTczQJ5CvFVubkiT9LuCC6BbBVH5DKOYD6hT6aIBEmAoamE2RTyDrhPLarN7mtvG7o1woeC325B0II/uz/fVZ6TMuBcLugP4rhkeKe7DbQhp+POMVVNju5MWztuHFS9YmeFzszGCecxV0zOUcwU4u76WmiRSZ62osDqZyjwezrQmg9eDkHS6Kdh3MWYM+AyzZ16uRm8J9n/TNPLIzM97NKtlGr2ErWBnGRF/pk15eqd0F0C+CD2H2sWt4MAhdVYmGdVWgbkHXCeTBtbABd6Qbo+vXkHIW+PP37isxneZ7Z3U3QzxIr+fKvD53t488+e998G7bNcWpjiMv2L6SPWyoVzCRCIhPtz8GCEii7czStPDhLd45UE+1NqdhK2Se6qeWfLSZJLOTRJhF95yPr+ON/untq7Ps8sDGMEPoE3cBDN0uinVfF1k3LILpumW8RJSY6m7/qaaLlqNMXVEx04HtOzuGgx/X3nS7JOfYvsSB6+qvfPPCTrP4ATDVRhod4mn2L4VxWn0x6kTLR9WQMPBMNpMEnMJvFUJvoj4tACUjdOQDgN95367yatCNwenOES/cuoht4eYnlScH6RSVnYY4VC3N3Dq/ZGOHnn5udJtqbisWd4BM9ZdeRSQMlhjaNJv7lmz6L//oPd+Brx9fbO+icsTmMsNwNQAjJk2gHc0oO5+sM6HZRJt1h4T/O7uc6mmjV+Qc1GHxlsRWPzGSsmCdcED0hbjlyrvQ30xzOIvgqdLzln7HYcp09E/3z3/oYfO/TL50TE50m1S116xdbEZM0C0nMzhoA+oKzhBjAOchxtj/GvqUQK72gtWRSxuTIiq3MQyfIu3MQQhqVH2f5FvEM2h8lSaaJTv9uk4kWfaJzecuU+vukVenyz7R4DdayJLz7Tm4Z3rlzsDGIci30PJnoX3rXzXjth+7I/9YxwpPecny/8HMmurkm+t885woAQH9Un4kWd0qC88DizgXRE+LivQv543/6xRflzN8sOm7ORCs00bOaqPlO+JInXji3xKmNjIlebsBEi3aBxUq++fc4vjaYuUXeYJzKOfK/d5hF37yw1h9jtRdiuRvkGf6TgsWnMtunuflECwuspsVWZiEVG8epRSe7fG2ysKJPNOv30/pdZONhk+CirYCEXyw8fLbfyjFNOL4+wAOnphuwr2dMNICCiZ6DJvpdNxwp/a0jdEZx0b4mpEesSSy0mQPFxWnoe+gEXi0tOTtCtez3fGKBWcIF0S3h3f/+G3DlwSVOBjD9jhsp5Bx1tnJMeODUFp70mx/GvSfVtl9idnA6Oc83sbApE+177Wkkn/W7H8Or/vyGxp9vgn5W9pxBrCBl+ux7b3pox7HvbWBtMMbqQojlFploNrn5wig7D010kvnldrkgOmwwwbHxbRbuQ+f6Y+xZCPOJudViK4JP9LQlcLLgvMk2d1t9c4sLkGZl4/n8//oJvOD1n5jqOTa5IDpnoreBJE8XyLPkv3e+8jn4mW+5pvax+VsrTyysQaSJ3erQShe9wKu1+NAz0fO//tOEC6InBBscV7gKcYDdCnBS6Mp+A+2wFn9300NYH0T4mxseVL6H74Qemb5dlAq8vVHqSmE/CIhb75NqJNl3/8SdJxp9vim2RmW28edenA7KTKuvw3//yJ342XfehL+/5eGptW87YhjFGIwT7FkIsdRpMYgWdPYM89BEs0CCsXNpu8wTnEiMsQX6LAKTs1sj7FvsTFUTXbhzTFnOIUu+bjC2jFpiovuj2QfR7J6ZZlC1MYyw3Js/E73aK9ex0+1MD7Pr8ahDS40kS1SSWEgIQejbFXXiz/nsq/bj3z3/Kix0/JqaaLndbuA7OYeDASz4YjdPd4aaaHZzVoPo9pJ/im1O9XvKmiwyUy9ZHjwTnVCKY2tDHDljt30oaqLDCRci80qmGAiJhQeWu/i2ay/AoeWu8bPMK/n6+85MrX3bEWt9Vio9SDXRLck5isTf8vPzKIXLJkSWWAikbJWJeRUnxVmSBGe3xtizGOaBfKvuHBKfaGB6EjjZWNgk6ast9xDefm29pfvdFkfPtefDLmJjmzDRix0hiNa0YZy91vX9RnIinqzi86NC36u9G/19z7gUge9hIfRryTlUxVaa7HYBwFeOnMM9JzZqf24ecEH0hBCDr+4M5RxxHsCXnw9b9HIt9IjqY/F9xCMkZ8Jn7RVdBNE+nnDxKgBYa/BEu0BWKa3ppMVf+/fdPDtmty9oooE02dVGG/1gFkTfdXxnDF5tYS2r8ri6EGKpG7TmDS5KhBgCf/Y+0ez35xdYgecZEwTF7dnOjIJoSmma7LkY5naNbV6ySHDnYIvmaf0usl05m4BdlM20tfjiC4GwKqezwtmt6Z1vY1DVRM86LwVASVIH6Nlw9huHQTOZV2n+5SK6NIg2H69c8TDta73QL+1WGI+RF34rP59K1+qNFaMowXf/wWfwzb/3SXzk1kdqfXYecEH0hBAnyu4MrdFYSWGZwTlgF8R+4JajeP5/+7hy8sj1iJpjlLeTSF5uddaFSjaGMTp+6g/6lMv2ArD/HfLCNfxKfoJqS/xk9zPvuLHVAh46yINoO30bY6Tun3Lyz3bDWj8LottOLGRbnBV3jtkn2wzGcjmHacdEbOasNNHrwwhxQrF3IZUheaTtYivpsdhYmVv3Tel7sfH1dd/zpPw5m+BiIDgktHXdZy3n4BcR5/pTDKIlTPRgDu4crM8/66r9AAyJhdlrHd9rJIEs7QRzsUDoe3Y+0dwp2ae7NSv+smZXYpHMiahO3+Urxr5yxjlFTeCC6AkRC9uCuZxjBh03kpQUTttizwT/x3ffggdP95UBLzu6jqEpJxYW+vBZbxNuDqNSuWvAPogumOjiuWCCakvi4DWzIHqUlNhGIGOiLe5Hxk6tzZiZmjfYpL66kAbR621roiUTy7SKeqjAftuFsNhmDi30iqKEolMj638SnMvYyr2L6VhCCGlZzlHWRLNgelqLmzihuHTfAp776INFGywW6OIOUmuJhVkQ3Q281haNOvDj8Nl+Oz7sIuKEYmsU55roWe4KixiMY3zP0y/Bz3/rY4xtGMdJlkvUjLTh+wVPAnV8kktF9J8vHrOPe169/kZViYVZ/6rTrdrs57OAC6InhOiQMcuOmyRUaomTTwgWHZJN9L/z/tvxya9Vk+DY99Pd2Pzq0ycEqwvpIDbrIHpjyHuE1mPMZElgwQQuCmKQdGxtNkG0aHEHZNv2Ft+DVdjaGsW7vsoUD+aXu2chwHI3wChKWgkSVXIO3yMz8VnmwZhHfpvZtyg/Lnb7wPfgEfsgumnhmjNb6ef2LvJMdKNDSSH6RE87sTCmNJeIMdiMTeKWelsJ2yyIPrzanQkTzetrp8VEn83uGVY12PMIOr43FyaajcM2lrejKMkXcwdXzAngIpRyjsBOE025fWbm5uTVXLSyd4qa6CY7PDvNEs8F0RNinnKOKKvoJSKfECzYLtb+v7r+QfzIW79YeZ3JAHT9iW8BIYRjomfLaPJbeR0/DRZsJ/s80cgrb4c13d4VFzCflixQ2galFFujqMJE22Rpj+M0cGTM3yzYqe0CXs7BFmFtlHvXaaJnnnQ7YtU8yxZ3uvtCtQXbCey2iT939yk8/bf/ER+97VjN1ha62X0lJrr2YZTIy36zioVTTiyMEwqfkNLOoU3ALstlaCNpuT9O7+/DK72ZkB28nGxammi28NrHORGlsoTZM9FbmdVokdyobsMwSvKd01c+/1HYv9TJ5zEbqJhoW010Sc6R3Z4+qZe3oSr73WSHZ6eVoXdB9IQQqwbOMiM4VgTRncB+QjAF2oyx0HWoEhPtEaz05sNEb3JMdN0EqFhSXW4Sex4xyPjaDJL1RnGChKJkcQfYBW3sd75wtQcAWB/OdgH02btP4pX/9/q5eIryiYVsK7gNdq7wiZYw0TOeKFgJYl7OYUpwVL3U8e0KGX3pvtMAgBsfrO/2UjDRaRDdviY63UJnQS0bv6eWWEhZCXP+OfP5ZMldbQT6rL9fsNqdCdnBB9FrU2KiT2+mx92/yAXRllK2NkEpzXNTiuRGjTtHnOQyqcD38P3XXVZrJ6xkMSskFtppoquJhZ5XFIuygUoTHTSocCpW5Wyz308DLoieEGLVwDCrsDWcgTdlrJBzsBvXziNS/zrbhtOVm+WbwGuipzVYqlA22q8nq2GXir+egec1Zn3E4Pv42vRsnRjYQM2+O4OfyTl0gxHTzF7AgugZL4B+/M+ux0duO4Yb7q8fcE2KtX6ETuChF/pYyqyp6tg7qVBkrFcnllk712xJmGjf87QWd2om2rciCdg1FOVFNmBb/oWco11N9DhJcr0m0K4tqAxRnMk5hOJHpvtAFgC2sdBkwfnhlR42htHUA5X+DJhoJh3atxTmz82DiR5GCSgFeh0/z5HSunNwTDSQJv+O4sR6Qce/r6KJbphY6NfURKuY6Cb9Svze211a6ILoCSFqogkhtTNbmyJOaGWCBtotzTtgTLRmJck3wfNIbjQ/D030ckMmOvf7Lsk5mjPR4rU/NoMgmiWRdIQgOrTw7WbyhQPZVuisvVXZdb7/9PScQY6vD/D9//tzuPOR9dLz57KS3wCw0EmvXR17JxXYwlNc6M6FiWaJhZzUJzQUW1E1sRvYMdHsGoo7IzY4k7GKexYYE92+nCPk+3qLtqAyJDQdq4W6O8YdIlnw1SYTfWili4S2s2jUgV8MTCuxkO1eHFgqPPF7oTeTJH8eA27xaCPvHMdiEG2WgPAQE/sZAks5omhRy/7XEWcilMVWGvQrcWzc7hppF0RPCFnVwLolp5siUjDRRdnv9gZbPRNNSo+XOgEImb0menMYV9w57OUc1YDHdhCSQfzcLJJ3CtsuoUKeReGYzWH6OzPmbxbFNBgopfm24zR3L/7qiw/ii/eexus/fGfp+bTkN/OWTe+fNoIKdr1FB515aKJzJrpTlnPo2qFiomw10Xkw0akfRJ/tj7DSDfJ7mWja0wRRLGeip5ZYmFAEPikxhTbn44Poqw4upZ9pgS3fGqV2oIzw2Gph0ajDcAaJhYyJZhIgALUr1zbByY0h3nvTQzlRssUl8fZsmOg4KY3ZNsmIPPguzMsp0lwYC000n1iYfdwjpJY2md2SVXcORuA0Z6Knbac5KVwQPSHYRMkHX93QbrtzUiQJzWUkPMIaFncm5HIOTYfyBHcOzyOgFHjjx++aCQMLpN/15MYQh1ZSFiLIMuFtO6BYbIUdo7FPtHC9xjGdOvvIfm9xYVVUkFRfC2ZxyCagWcoNeEu5aQbR12dSkbuFSlhr/XEuQVpoMYjOF9gVdmb2TDRLLOSlFYHnNQoaU020+fr0JVUSbcHnNwDp5NyqO0dC86QngPPWn9LvEmW7hoEwXpvGF3YNP/GLL8Krv+nq9DPR5G3sZwnIrLLe1nC6gSb7HodXulOVcyxxgSuQMdFTnot/83234mffeROe/bsfQ5zQ4r6v4c7R8atMtE2BLEAtu7JNjC8z0en/vlePiVblf+RzT415lI2bVx5YrP3ZecAF0RMiThIQUmabZqXDirKMbxFh0H4QrWOs+CaIzXnHFx+YuA02eOD0FqKE4lEHl7N2EOsEKKCQq5Q0ZYHXmPWRXXubgieTgP1GopwjsLA8ZJMoc0OYJRPNB87TLMRw36lNAMC9JzdxYr2wHFwbRLlsgLGmgzbkHEqLu7TYyiwTZvqjCAuhXxqnJmKiLe4Pdr+LEgYbRBlzy5AuzFtmormG+Xli4XTue5ZYKC5wbTXRC6HPBfrtMNGLHT/fuZt2YSzGzl60d2FqC+VjawMcXOmWnusG/lTH3a8dW8f7bzma/33nI+slGVOQJZNqi63ENJ+z08+lj20TIlUL8o7tTmqpXzE5R73EQtFggSHfBa3FRKf/P+HiPelnHRO9uyELZGepiZa5c4Qt2jWxAUi3tcN/fbE9jOGbNlhC2hMv2ZM/V+d3kK2kA28STXT6uR997pX4Dy9ODfenHUQXTLRqINPIObJJdA+Tc8ySiea082tT0tFTSnFsbZCXg//asUIXvd4f59vaU2GiFezMLMnozVFcSipk7dDd33z7HnfhSv7YRs5BKcWHb02t7Zr0ITFpehqaaD5IZ+eatsWdeC+Yrs0gZzW9fIexDWZuaxyXmegpB9EssLx4Tw9npxREf/3YBq4+tFx6Lgw8jKbIZH4qsy79/usuBQB8+YEzhdtPLy1Znxa70iUWxuiW5Bx1NdHy50Pfs9q1KMtB0v/rJvLKdnIBu3yc6rHKCfJOzrHLwUz0eXQDfybJDOlEU/0JWZJMG2wiYxB0K0lRE82DBSfTxp2PrGMh9PGYC4pB1NZFAJCzhpNootnq+eVPuwQX7knZkcGUF1asraEvD9p0vyH7nffNQc7B68WnxUSvDyMMxgmefGm6yCoz0WOsLrQv52DBjsziDpjtNd4aVv3DA0+/08KY31/69sfi/T/9jfnzNjs8X7z3dP64iZZZ9MD3SLua6HFCS1vobQaoMjDCQxyvTawyLw0IWrxv+iITPWU5B1ukX7inh61R3PpO1zhOcM/JDVx9QTmI7vieVdW+pjixMUTH9/Bfv/fJ2LMQ4qYHz+KH/uQLAAppnInMGce04s4B2DPRSjlHg2IrbP6um/zMdnBkSdRATTlH1mTmbOLkHLsccVxN7uuGs5NzyMp+e9m2YVuDLVBsschQDqLLrzVJKmqCs1tj7F/qlBIrbF0EAPlKOpwgAYyviGaTXNIGlImFFgMZC6KZrGGWcg5W2GWx409tq5dZDLItwuPrhVZ/bRDl7hy97H5t052jmrGe/j1LXfTWKC4lFQI2co70/27glZLwbOQc/CKkSR9Kx9XinO0XW0nKTHSDBKg6YEG0OD6axujhOAYh6W/QZq7L1ijCYhjMjIneypnoBQDtL5bvP7WFcUzxmMMrpec7AZkqk3lyfYSDy+m8c+m+hdLikQXRvVCf3JhWLOTnrYyJtpwvVIvL0Lf77iUmOvu/btlvFWHQ5J5l4yZjoqfVJ9uCC6InwJs+eTf+z2fvkzDRHu46vjH1yjsJlbtzAJNV2+MxyBML1cfiW8CC2Lf92DOzz80mUDjXH+UBIIOtiwAgX0k3TbwCikGj43v5oDh1TTSTc/jygUwXzLBBnslv5pFYeOm+hakx0cezsuuPOrSEXujlTPRgnLJiK4Kco43finWZasVC8+/RNrZGsYSJNsg5FFu0HQuZFH/9mowBIhNN0HaxlXKQ3iQBqg5imgYmYjGKd11/RPu5QZSgG3gghFj1Y1v0s/uBLaymzUT3RzE8kpYZB9oPoh/MrDGvPLhYet5aF9wQZ7ZGeYXEi/cu4AHOonPvQvp8N9CXHpf5RAP2O5fsdvirVz6n9Lztd5cVa6krn8o10eIuqF+fMGDjDiOfpiWxagsuiJ4Ar/vQHVJd8lo/wtFzA7z2Q7dP9fyqst+Avb2NCYWcw04TzcAS/GbVAc5ujUsm+4C9iwAgX0lPcg3Z6jnwvdrbc00xyuUcYrEVs30Xkx+x7d1ZMtHMCvGSvQu5nrBtHMuY5wtXezi00sXxLIjmqxUC6bULPNKKnMOUsT5bJjqSMNH6RaKq/TaL0zOcA0OT7xknZabYI6Rdd464zP41SYCqg0RhR/qnn7lX+zneuaFN/3+WWLiY9fdZMNGLnSC30DzXslf00XNp/74oY7oZwhrJ5U2wMYjyBfi+xfL8w8Z9k83euGJxV28hHycUq70Az37UgdLz9mW/OYu7jBLzSb1+q9JEF9K1+sdi12/WhanqwgXRLcAXdG6sw7zzSw9O9bxxkiiD6I6lHkoHVr4UqK9HnLbvKg9KKR44vYWDy0Jmdg17I9lK2qQZ1SGXc3iFnGPaVSyjXM4hMtHmgWyYsSFdPwuiZ7j6Z3KONHN/OpM5s9Xat9jB4ZVezkSz8/Ha/YXQR380+X0rKyXP/z3LbUoWNPEwyZUShRylaxGY8B7xbTDRbWuiI7Fi4ZQTC5nFnYgXPfaQ9nNpv0x/t9DCZccWbGeCFafanLJP9FZmqcd2C9tmoh851wchyC1OGWx1wU3BF/jiLRn/5lXfkO86mGz2hgom2nbuolQu6wwt9eClu4klFtbWRMvdOcIGi1N2LLYrOEtCpwlcEN0CVGJ6eXjbHlTuHEA7cg6+E9tm8TMEU/Zd5XHkTB/H14d45pX7S8/XsriTePoGLVQsZOWkAXvfz6YYK5joILfv0ss5uoGXD+azTiwkBNi/2MEgiqdi/VaUvQ5waFnNRAOpLroVJprJObaJJloMon3PEERn7ReDPxtNNJ9Y3YyJLjO3bWuix0Iuy7QTC5OEQuiWWOkFuPLAkvZzo0zOART9uDVNdCf1MfZImng6TbD7b2/Wz9r2ij6zNcaehbAy9k278NkG52e+wgXRvFe1yWZvFBe/MXs/YM9EJ7TaRwEgtNSD87LTPLGQ1LOUZPek0ie6jpwjO+9idj2nvYM7KVoJogkhLyGE3EkIuYsQ8hrJ6/+KEHJL9u+zhJCncK/dRwj5CiHkJkLI9W20Z9YQ79+nXrYXwPTt3Zhtkgy2Wzk68MlVOhZI9lpRRnf6HaBwluiUnrf1swXk7hyh7zX2ZI1KTPRs5BwF+y3IOSz8ZdPJuvCina2cI2VzFjo+KJ2OpdHmMELoE3QCD4dXuxwTXdhRMSwYLKlswe4p0UCnScb6pNgaRfmkxBB4+oV2IecoP28j5+Bfb6LhrTDRXrua6EjYQvez4kxTSyyUuDj5FslbwyjOF7btJham8gqSVZidJhP9P/7xa3jfzQ9jISyY6LaD6LXBuJITA7SzI6vDpoKJ5hesph1RUc5Rd+eSlZQXYa2J5h7niYU1y37LKv6mfzcv+73cnU0u0aSYOIgmhPgA/hDAdwC4FsAPEkKuFd52L4AXUkqfDOC3AbxZeP2bKKVPpZReN2l75gHxXvutlz0RgUdw0Z5e/lx/1D7DJhYk4GGbmavDlmWGvWwisCnw0RZ4L1UedRILI0kAOplPNKeJnlFiYcF+i16d5oFsmDFeLJiYaWLhIMJKN+BcTNo/NwsagLRq2rn+GINxnHtU71kQ5RxT9In267Mzk2JzGGMxrCYW6lhixlBVmGiLHZ5RlEzEuIv2nXV9a02QjZ2BgZmfBDI7Up+Yt8x5JvrgSkoS3HzknPL9W6MIV77mA3j3DeqExTihGEZJvl2+2PWnqon+Xx/7OoB0N2F1SnKOc/1xaSHM0GmBTNJBJedY5PIPTJa3kZDkyjTwtpK6lImuPh/6HhJq7n98v2J9PZVzWJ0egFoT3UTWydrLruEHvnJU9/a5ow0m+lkA7qKU3kMpHQF4J4CX8W+glH6WUnom+/PzAC5t4bzbFr3QxzdeczAPRB48vYXH//o/4C9brt6XmOQcE7KJfCChn2zl5wfaqa5lAlvld4XywrXkHGwQEJKNmg7A7HMd35tqcMgjT2YUJ2sLDe6QcwGoc93awOYwwnIvKLSAU1hsbA6jnB1iuskT68NczsHvGrUl54gM7My0quOJSLJSxBUm2vcMMi1FEG0j54iS3A2kLXeO9uUcVdnTtHbOxnFSuQ9sbMRGcaGXPbiU3rd//E93K99/4wNnAQB//vn7le9h9zbrD0udYOruHEAaSPkewUovaD2IXuvLmejQ9xAndCrSqYQtRrLruNwtL8QZuqGnlfKJSa7strR190oUenvbnQv+FmSH8b16OQjs+opymrABYcCOxRKh33PjQ9afnQfaCKIvAcBn0B3JnlPh3wL4EPc3BfARQsgNhJBXqj5ECHklIeR6Qsj1J06cmKjBs0DoF5WSmO3N+29ud0WlKvsNtLONZWtTJetsbAKM58hEd0P7YiuygCdNvGoq5yjs5go5x5SZ6Kw6FV9CFrBLSBpx28Yd357BbwODKEYv9HPGvo0AVgSvCb5gNd0hOrY24BILuSA68NphohVMbhOd4CQQgyYG0/2tKlveCdKy5bpJnuk8vZpZ/sW5y0GnRwjavFqRELgAaV+dWmJhXGW+bZloxkzyyWMqt4f7T2VWbwcWpa8DhRMHux+mzUQzsPlo72LYfhA9iLC6UC3sNc0cj1G+85eeg2eieTvJbuBpmWgxtymfOy2D2FTOUX0+tHRzKbtzZG1oWLFQbAczXaiVWJhromdTY2JStBFEy6I46dUnhHwT0iD6P3JPP49S+nSkcpBXE0JeIPsspfTNlNLrKKXXHTqkz2ieNajk6/J6JJuKcU0QK4qtAC1porPJd6nj1w6i82z3GQQKLFDuhc2ZaBnrFnjN2fwxF5TPLLEwu7/CypaaeSAbRkleIWraOsLKucdpwGXL2P/Ge7+K33zfrbXOsTkqEoCYDdYjawOsDcYIuYUOkC2+Wvj+qiB01ppoVi1uSZJYmFA148WeFscYFjToFlos+As8r5a2kiGKBSa6dXcOKmHNmrvx2JxPdHHyLbbMRQ/h3335kwAApzflFnGnNlKtv7jrwIMtEBcypm9xRkw0m4/2LIQ4u9Wuxd3GICoxwQwskJxGciE7JlvkLHFBH79A0xVboZRm0qKydAmwX3wmFBX/cYBfQOiPU9JEZ8chFgs8HmzRK7ajiesNG49kv+d2RBtB9BEAl3F/XwrgYfFNhJAnA3gLgJdRSk+x5ymlD2f/HwfwHqTykB0F2dieegyXi1+0zXIMxnElcOTPP7EmOhtsl3uBIYiuPkcIyTTF0w/GGMPbFRhYm6IQDHwiIEPok8aLALZFRwjJ2zX1xMJI5c5hDtqG4wRdv0hgmqWcI3UG8bHQMTP2SULxZ5+7H2/77H04VyM5aWtYMNEXZrkKj5wbYC3TUvKDf1tyFmXFwgYFCCYBsxBc7pUnJZPkqlhYlp9nQYONbVfd8sEMsaBZ9mq6BZgwFioWAmaN+CSIkirz7VlsmfNyDgA4uJzqok+uy4PQk1kQrdsBZON6IeeYDRP9/GsOAkiLkLTNRG9yLhk8pspER2UmeqVb7GaJlXNVTDS73QIJE20r56CSpNX0mHbfnb8HCzkHqVUsTlWzgo0xTTynxZ2z7Yo2gugvAbiGEHIVIaQD4BUA3se/gRByOYC/BfBvKKVf455fIoSssMcAvg3AV1to09zBa5LZPdw2y5GW8lUF0ZOziX3OFswmAUmEqaxwW1Ax0WnZb1vD+gSElFm30FCMQocoTvJBjAXSU/eJNlSNMlUs7GZsbBhMb1tbBrb1b5OAeXStKNd957F163NsjYtiI6u9AIsdH0fPDXBma4Q9QpGENJu+PXeOyjZ+gy3OScBYxuVu+XuaEv9yJl30iWZMtCaIZvIgv2Fybiwwtx4h0twLFR48vYW3f0GtC45imifcMgTe9O57sYw5YLdlPhwXcg6g0O5vSoLej952DH/2ufQ76yRRWzkTzeQc03XnWOr4eOple/E7GYu+ZzHEg2f6OHqu38rxKaXYGEUlizmGPElvCqRALueQMNE8ehpZYSTxkmf9rS05h+m7lyoWMos7r6Y7RywvJmRT6EsE6xMqgnC7YeIgmlIaAfgpAB8GcDuAv6aU3koIeRUh5FXZ234dwAEAfyRY2V0A4DOEkJsBfBHAByil/zBpm2YN2a0WBoUmmt3ETLPaFvqSUr4MbZQ7ZcHMSjeo7c4BpK4Qs5AF6Jhoa3cOSUWxwNdvd+swFjSQS90AG1P2YlVVLLRhJHiv0lknFg7HCbqhl8tJdOVuHzlXBNEPciV2TdgaFol1hBBcuKeHR84NcHJ9hENikZ62mGhFEGraGfibG47g/bdUNvMaY32Ysn7i9qipmljORDeVc2RBdBMZhtgf68o5nv/fPoFffc9Xldr2KJEw0RMsmk0YS85nU9BiFBcyK0Cvc33jx7+eP9YF0eyaMLeWpY4/VZ/ocUzxnEcdyO+3PQshTqwP8Q2v/Xgrx98axaAUUia6TVtAESITrZIfdLN5SPZby6zhPMPitnIMKveJtmXh+dOww6T9zer0AHRMdP1deP6aPO/qA4Z3zx+tiE4opR8E8EHhuTdxj38cwI9LPncPgKe00YZ5Qja280Fs/n+LzBOlFFvjagEFhpQJnyxoZ4zFSi/EyQ21hk3V2SYpVlIHKneObibnoJRKNWM8ZIVr+O3urldvVTyMygzSnoX2k2lEFBUL5XIObbGVcVLyo51lYiG7VkyXrEvqO7FeBNGPcKy0CZujqLRrc+FqD0fP9XF2a4zHX7xaem8df3EdVEGo6ff4xXfdDAD4ridfPHEbAJ6Jlss5VIGjrtgKYGCi4/Q3TQu61L+WYn9sWmylP5YTDaMoqfaTCeRbJkQcU/eR//ACdHwP/+7/Xm+WcwjjiC4oPJb1h8Aj2j5UJBZymugpMdGU0ookZS/noiF6JDcBIydEuRIwXTkHX1BLdX6gmJdGnJMHg9Iaroa0KKG0UqsC4O8V03EUiYU1HTUCye8YNJBzFP76BM+4Yj/++a5TVnP4vOAqFk4JvCaaBXlNGE0V2MqW96MsnX/C5LDBOMZ/es9XAKTbVM3kHNNL1JGdXyxq0fE9UGrngiArXGOjJVbh/lObuHTfQv736gyC6HGcSlLUXp06OUeSD/bdCe+dOKG1gtBcE82KDGikFKxIClBmpU1INdFFX2FM9In1YZWJrqGl10HJRGvkNdNgQjcYE92TM9FKOYeq2IpfBAUqrPUjrPRCq+Q5GaKKOwegyFfXQiUNku08hVOyuBOTxx5zwQquPLiUFrQwjE1iSegwlyeUP3d8bYBja0P8+nddi2ddtV/PRI/Lco6lKbpzFFafxbXmrejq9GEV8iBaw0RPI7EwZ6Kzc6jm4qKMd/U3iSW5OEC2S2G580IVxVZsWXh+iiYN5RwqJrowGKjvE+1z+USzlBfWhQuipwRek8xYPZWncxNsZezSwpQSC1mCCpAmgug6FGNT9gra0nCKGkPZ+WVWXADwyTvNloiyQSB3taj5He45sYHP3n0Kj71wJX9u70KYV8ebFsZx1XEAsPPs5os6TJpY+L8/dTce858/hIfO2mkeU2cQ3p1DHQCsZUlyl+xdwBnLDH9KaebOUfSVi/b08PC5AdaHUe4bzdAWEy3zHgcKTbQsgDraQlAhYmPIchuqFneA2kFH5xMN6IPoo+cGuGhPL2PUJmeivYZMtDKIjqvMWdMkSBNU1dxsClqMorgkU2OFlMTA6K7jGwCAx164YnTX2RqV74fFToBxTFvJAxAhsrVA2ZO9jcqFm5ogeppB2DCqfreP/vwL8OGfKxuMFWW8q78JG5N98V6swQQniTy2yDXRJos7nonODpMm8tpXCR3HScUVCmhGRMXcfF4UnpndzmhduCC6FVRvEGYx93c3PpTbcYmJJZOAVRNUJTNMqolmrOmb/vUzEAaGymYU+KFnX47PveZbSs/7/vSy3cXzA+rJ/sf/r7mavGw7qggy6l3Hf/2WLwAoa/T2LoY43bKtkwjVQGZiHAHGBhdB9CT3zts/nxYVuvGBM1bvZwG8jcXd+iBCx/dwKKs6aINhlCChZabokr2Fjy5zPGDoBn4rg7ZREy35Pe47tZk/bmvnirlzrFQSC7NgXqWJVvhcF5poedA1jhOc2hzigtUePNIsuVhkir2GFneqe2ksccsIp+QTrUr4tSloIUohVOzifcwf+uCSMachd+cIs0p7GSO9NQWbO9YOfnHPB+tteMKz+1uniZ5KYqEkiL768EqJPAGKQF7KRCsWWHV2cBKF1IEFoCabVr575hULs/9tu67KKczXjHXK9nDjTneKBbjagguiW4BUE511nF9+9y25p6fK07n++She96E7ABRenyIm9YlmAcrqQmCs5BVTipVeUNF7zSqxkE1E4jjCD24mSJloi3LZMlx1aAkA8EPPujx/7pK9Czh6djBVy78oTiqFVoCi7LfufuC3jSdlYhl78YBl4h+TktgUpdkYjrHcC7CnBrPPmCp+wXnVwaX88cHlKhMdJ3Ti3ypW7JDoMtZZMAQgr6Y4KTaGY3ikWowoMCwSVT7XbKGmup82BhEoBfYthmlybhOLu7jsztFUEy3zZo8TCkqrpMa05GcsgBDdQEzFViileSVRBlUQzfIDLlztGftvP5Nu8O4cgNzxY1LImGh+56eVIFor51AnYk4KttAWE9pF9HKZWrUNMmtVoN6iUenOYesTzScWZv+zNY8tCSbKjvLjNbC6ZW8NHBN9fkNmLyOzgGmCzVGMv785zd5fVMo5Jiv7zQKUPQthXpRBBUrllRNnlVhIFdvOuipRIuIkUWpX6w7Ai50Aj7twBddcUDASVxxYRJTQqWzXM4wkNloA70us9/Vl246hP5kmmLlr2LhnRJm2v8NZ3Okm1o1BhJUsiLZlogtf3GKSveaC5fzxlVxADdi5T9hAxeTqSuHef7Jgos+0sNUNpImFy91AUghBv0hU7fCYZE5bnObWn4SJLvlE228t85AtyET/foZpWdyxAEJcjJjKfkdZsC9LLBwJ7Vzrj7HSC/ItcN292x/H6ftYpb2sX2xNIblwKGGiX/qki/Ca73hc2pYWzqkLom2kR01RaKL1SedFnQANE13ZpaiTWCh357Au+y2TczCvass+N4wSpSVdXatbNk95Him+Q8vOZm3CBdEtQPbzyrSpbWmi+clE6c4RNNNEP/t3P4rBOM61p6tZcpCOoVF14sCbUWKhYrJ/6uV7rY8hY6J1wY4OZ7dGFX04Yzttdbx1MYoSnN0alRJ4GExWZiyQZYP9JImFlNJ8AWbDRBfOKh68bGI3yTmWu/WCaFnFvoPLXRxc7qIXerhif7lEcr79OmFxHJ5R4aHTRD94prhmqqp0dbE+iEo6VIYiwVHhzqEotmJi91hg1Av9iYqtVN056h9H9huy/typyLe8qcjPxrlrjnAfGJhomVxAtUW/NhjnpetNTLTo+MHKK29OweZuLGFrCSH49idcCEC/62SLYqdJI+eYosVdGOjn9VySIGOi890eiT6/DhOttZczBNESOYdP6gXRg3GsZOTThF39cQbjGPdmBELMFY8JWyI0pomdUVdxB0K2tdEWE82Puyqf6KZSimNrQzx4eisf3BY6fla9SNcetdn7LBMLxTY8/fJ9+M4nXYivHdswH0NgvgCeqat3HdcHES4TAjM2wDP9Xtv40f/zRXz27lO4XDgvwFuZyX+LkbDlWsdfW8TWKM4nhgdPmxML+SAaAHqBp51Y+5mt456FEGuDyMr6iFm8iaWQP/bzL8TaYFzRwrfFRPOMCg+dJnprFOeB55nWguixlKUzJf0o5RwGhov9foudoHEQLXPnaFKwUHYvRQom2p9ShdWCbSzfZyafaFkQzQI2ceGz1o+wusAF0RYe3gyMiZ5G6e9iAVH+7iwhvg32mxE+KxKLuSKxcBpyjrTt4mKs2oZMziFZ0CmTTuskFtLq3Me3yyznqL5et/T4MEpKris8fN9sc/kf/uomfOirj+CO334J4qQI4juGhf52gGOiW4DsJpQx0W1povnOJVt9A5MVCgGKyacXsi1Z+U1MabrlKAtkZm1xJ22DZ8cu6ZjougsBMRkIKLYap1Vw5bN3nwJQZbuANDggRC3nYN+PTfKTFFthOt6ljl9yeFGBnYcVlOiG+qQ+tm24upBW0bS5nlsSJhpIK6eJix2gvSpnPKPCo0j0rB6/P4pxUVaW/GxLbi7H14c4vNqtPJ/LMkxMtMoyUdGvcgu1hkx0klAkFI2ZaP58Mk20eL8zTGvRP1bIOUwVC8XFbdpGeWCUlq9PxxhT/xXHJxZ8rrekwS+dSyLnAIogug1N9Fp/XEpM5jHrxEIZdAnqsoqF7G/bfjOxxZ0ssZDJOSwv23Aco6e4DoFnzs/6+B3HAaRjSsKNm3mhMCfnOP8gXZ22dB/wA6/K4k7HdplAAfRHae/p5VXH5IsFdniVR+RsmGi1VCZtg3kkiCW+sUHD8szjOEHXn20QzaAqXBB46kISjH1jg/0kiYVMYvHow8vYGsVG/1mWsc5XS9TJKNi2IWM9bCQdjGFT7dqI6Fr4VduAZ1R45N6pkr4xiGJcuJoF0S1Jf46tDXB4pVd5Pi8vrLjcKos70+RclJX2Uou7mhQye3/VncPu8/y9K5MGsf4sOtlMS36WJxbW1L2KPsRpG6u5NkBW1j4bY0JD/xULQTEGu61EVh6yhQAA9DrmJGJbnOuP8+8gYprFVpgu3RxEq10y1ImF9v0mTvSJhWaLuwKsq7Nb1bYNdzyyrrwOoW+2uWT9II4ponhnyTlcEN0Cnvvog5XnZMFM3clEBX7cVemQbCoFqRJ1KE0n88AjCHxPW2FNJaUA0mswTTcKvg0qkj+wtNmLkupqvmli4Tiq+jWzCW4aukMe4hY1g46dyi24vMl9otf66fd7VJasd3JdHwiKXqvd0NMGrywBsk4QzY6nWnCKYAHGpAUaEiMTXb0v+6MYh1a68Eg7HrqDcYzj60NcvFcSROcLbZU7R/Y+MYg2uL3wmmib0tbV81Z1oqlvrd1x+HtXlrjGWC2RiZ5WInScs40SOYfmdDJnC0KI1L6U1zl3fC9l9BTXfRxTBRPd/thUMNHleyjvYy0F0SopwSyY6K4hsbAI5Ku/h6piYSqhtNdEy3ZhbTXRPCnXJLHwpgfPAgDef8tR6eupTEp/HHYdxklSms/ZQncWcURTuCC6IdiA/rKnXoz/+YqnVl6Xbas3SYzRnft5Vx/A4dXq5AjwTLT65lNNblGSYDCO86DDy49VfT87hqwTT6t4gYhEISdJ22Bn9Rcn1cDXvmxqGaM4qSSbMCZ6fcpBtGxbD0hZWBXrI7oVpMUamv1uORN9KHW/OGGQdDDWuaiW6BtYtJSJZolyNhrzoSAZMUGXCFQHPKPCo5BRSJjocVoaeM9CiLP9yZnoWx8+hziheOIleyTt0G/ZFnIO+edUExsvBQssJlARxaKOZ6LtLe54qzapnCORB3ah79X2hLdBrguuyDn0cjtVgMVXw2Xgdc4mTf8oiktM9HInACGFtrhNyBILgXS8bqsyqC6ILizS2p+H7OUcajY8zncpZImFdu1IqHzHy9Ynml+cVnyiLTodI4Yu3iOPRdJ+Zc+q80nFtjZ984QLohuC3fyPPrQsrxIn6VhtFU9gjPZ3Pfli5XsKL1r1OVXNiWKKwTjJg45AsyplT6kqJs3i5qcaJtpmKwlQaaL1CXkqjKOkck+05fjQFL3QV+oP2fcryTnipJGlGHPmeBQLotcNQbQo5zBMrOy+ZK40Nt62jO0y+bkydFtir1Q7JMXOTvX4bPGauo9MHtR8+f6zANIkWxEmJlpt0ZdNbMpFeLbN7Xu1ywcDRfGXsibanoTgGVWpnCPfQheY6AYBvw3y89WskKhqZyhZ5PJBdNcYRJc10Z5HsNwNplJRVaWJZu1sI4g+sT6sFEximInFnaUmWvZ7qDTRnmGBxYNSWlnopue1C0BLZb+z//PdMos+xxYH/+sHnyZ9vU7V0iihWS6Jl38WqF/wbJZwQXRD6LTAgFwT3bacQ7b6ZNCxXcVxVNt9SZookDFyuqpDOjnH7Czu5IkVQLaVZDEYxYIbAGAuRqHCKE4qv7+X+be2MWk0wUKoZqLZb8Qma9MkrEOhic7kHCYmWnDnSCdWjZwj00Qvd+0dBcRzmNDWxCvatDHo+lM/C6IXOkErHrp3PLKOC1a7ldLmAK+JlvcPVbGYfJtYcX1iLjBoshuV348+H0QTa3cOPkFOJhdQ+kRPWKBKhaJ/SRwYNF9K5dwQeFX3DT5Z0HT/yhKfV3vhVOQcMkkKQzf0WxkPj60N8jwCEdMtthLn97gONky0vGKhrZxDYTFrWfa7LOdIP1NY3JnPzxaqKrtdv0ZuVBQnWaGl9G+dnny7wAXRDaGqkscg1US3dB8UbhTq9+h0zPlxFAP4KE4wiIoynvmqVNIR4jyIlnfiWRRbUQ0igD27JNt6b+rSMJZMUsDklQBtoJqTFzq+MijL3Qqy7z+JO8XZrREIAa48YBdEV9w5LJKiuqGX29WZEhfZZ9JjW8o5AnWFsTpQuXMEiv5EKc3L5y52fPTHzYMaSin+9DP34jN3ncAlexek7zGVg48VTLTJ1YOXIfiW7jiy8/LXLrW4a8JESyzuFIl+HYlMog2oy37rg2i2ePdl7RTuTT5Z0JT4meZslI+50gum486RJy2rmOjJFor9UVrTQClr9D14ZEpBdFQlS2TQJhYqJDt1EwulmmhPfx8w8N2THYb9b8OGF7uJ6sJvtprmnIlmFndOzrF7ocpcZ5Bpoptsjzc5N8AX2GigiY4p+qOCic4nfZmcIzu8ymJnFtsw6SAify2wLKAgVkgDCjeHOhnkcWbPNa1Joyls5By5xd0ETOyJjREOLHXQC33sXQwtmOiy1EK3xVuUQfZzu7oNGyZ6HIMQeZ+UoTUmWqGJzvumcF+O4gQJTe+7hdCfyEP3npOb+O3334Zja0NcqNAqFpUs5f2DdXfxK5isHxMuMAgaMdGTaaJ5lwm5nEMe2AVTSoRWyTJMSZe5XlYq56hqonmHG/acDMM4QUcIeKbFRMscRhjakHMc48qdqzBJorQOoixGfX51f4kV90adxMK0YnD1eS/rf7USC7nzA3Y+0aadvjoVC6M4TYhleVg2uV3zhguiG8IkqZAz0S3LOTTbSKFhguSPI2IcJ2mCk5BYWNedI/CIlL1uGyqfTNYGm0A+SqolsxkTXyeI1mkAZ8JEK3wUF0IffYUeW9w+n6TYyMmNYV6d8eByt747R6De4mXP90IvL+G9ZZGoOcwCDFNRFobi+09occcxKjwIYTKH8vccjIvJSLdzYINHuPLyl+9fkr7HZIOpLLZiYLj4INhrUPY7yjXRvDuHvSb6aPbdL1jt4rP3nKyQF2OVJtpX20BOApk8BWA+0ZrPSbThQEZOcOMqpbSenEPCoK70gqlY3LF2ynfm/IlzRFgQfYEmiJ6keJQOo7ia+yKDrmqizp3DvmKhOrFevFfkny9ezysW1tBEF+Oy2m7Xdkc6SpJyxcIpuqu0BRdEN0ThSiF/XWVx95ZP34O7jpsr6OlgkpIAxQSk1UQrLZDKcg6dNCSXc0hdCOpPoE2g94n2QKl5W0qmic4LAtQIZorty2p72kqkaYKF0MdA8T0igfGaZOA6vjbgguiOmYkel1kMHVvPyzI6gYfQJ9i0+G0Ye22LtpJAeUZFRCDR6vNVQhc7kzHRR7kgmtkNijBVJVN5/HoegUfMlQ4ZE8b63p9/7j58/p5TxrbLNMSkBhN95yPruGhPD9ddsR8Pnu7nFlzi8SvuHN60meh6uldV8B365aAwStKCVx1hJ0k11oyiaonm5V4wFQ/7UaSu6tfGztwjjIneU9X8M0xSPEqH4TjJd2t10MlrVL+xZygJz2MsycEpzk2M310m52Bjg83ueZ64rbgWdXKjopiWkvzz5P4ZxBFN4YLohmA3lzJ4kwRRx84N8F8+cDte/fYvT3RuVdZ86fwW2yDKQZa5c2SBh26yLQJ6+bb1bIJovU80YE4OlGmi2QA5qDEA6xJpZsFEq7DQUcs5ZBZ3/PO2oJTi3pObuOJAWgXwwFIXpw0FQ0Q9ne4aidKPnsEOj/+czWTHYGLib3zgDO4+YV4IqzTRgHyXhi3WFnJNdPMA41S2eHnd9zwJ/+JplyjakH5PZRCt2YoPNFItnolOx4AER8/18WvvvdVq7JMx4FGc4Paja3jPjUeMnz++PsDFexfwr59zBQDgjHAPqtwybKq8fvWhc7jyNR/Alx84Y2xHfj6FjZkpUJLJWoCqdlt0iehogrb0+aomeiGcbOdDhdzeT5ZY2AKpcHwtvc9VmmiAsbFTCKI5CY0OLPlQtuhUJ4/aB9FDjaykE5gDWJ3Fnc1la1XOkaRyDraDN83E0LbgguiGYPeEKpDlJ56f+qar8e1PuCBnzVQrtrrn1sk58iBas42iSsqKBHcOXZnf3OJOUXJ7NsVWdD7RdtquWKKJ7gX1meg8iFbIObazJjq3uGtYbOTkxghrgyi3t9u3FOLMpp2cg/UJ3cTKmGG2Q2IqzMJ/rk0m+uV/9Fl8y+990ngcmW0ig2yByTyNe6GPhXAyd45z/TECj+AHnnmZcoL1DZIvnYVXx/eUpXj5IJhVOz21kd4HNuy6LHhkzPp///DXjJ9nvsH7lzrSc+aLRoWlpW7B/cmvnQAA/ONtx4ztYGBjYHXLXi9RUellxaBQlERZyTnECoIa955JMNKMh224cxxbG2Ah9LGSJRrLMC3ygiUB20Dm7Q0018vz0GmzQ00/ZZCdh/1cVprosXq3Aagp54gTqU+0k3PsQhSZ6/LX+YBs72KYV6wDgKWOusPbQKdDFs+v6wSqCW0cJ7nVFlBIQxppomfAROt8onUllnmkAY/Eli7wpAUbVGADljyx0J96+VLV/K+Xc7CgQrC4qzlw3XLkLADgSVlhj/2LHZztj7X3QMXiLlTrJKtJiHaT8ECyfa2Djok+vlbIJEwBPM+oiJAlvPJM9ELHw9YoapyMfLY/xt7FUKsDZ21TsUQqOUfafqKpdFgEBkHGRNtI0MTP80Hn6WwxtndRXlSDx9mtNIhmllviYkTFDNsQD7lrQY3fZZyfr5mcQ6qJ5gKjChNt8omWuAf1Qr/WjpstVBULgWzBPGHgfmx9iAtWu9r7PPTJVMbdYZTUCKLluuz8Xpfq5e2ZaNX4ZsPCSysW5hZ35jaMYoqOr845CWrsBKSJ+UWOU2ghS503XBDdEFSjBQbKK8vQ90qT6aSVC3VVAhkKTbT65lUxk6mcg7O408g5VDZYQDowzE7OoWeiTZroSKKJBvTBpwwsGU22fclr84ZRXEr+agsqDfJCx9PIOcpBS1N3intObAIAHnvBCgBg31IHlOpLcw8FyUBHMdkA5cQ79r9NED0cJ7V2f3RMPK81fvis/vdT+UQDyGUOPAYc077YCZDQ5jZ757bUVdz4NqTt1CdySuUcmkqgEUcweJlshY0TCaW47eE1bbtklnDHs6I9NkE0Y6LZ+CXe9zqfaP51GfJxpsawFguLVP5YurlAZcUXBmUpjSi7MblzjKMEHaFU9UKYSqPaJj2YZ75sruq2kPB3dmuU7zio0An8qVikDcb2i3NZqXZALdmp4xM9jGINE21eQPCnqVQstIhVEkWxF4Y6ZNo4oaVdYZMn/XaAC6Iboo6cI8wqdzFM6nRHDecG+JrzDZjoKHXnEIutyDpC3haFH26dQflvv3wED5/tW7+fIaHqa2GbZRzHVBpEL3eDWqW6RxlD1JExL2ER9L367TfiOa/9WK5dnRQXrKaJNapFy0LoI0qodkuRMXNN3TkeOtvHcjfA6kK608Imt9MaSQebANgk2w1ShlYmAxLLd3csmay6iYWEEKX0hv8upntVt7iTbXEW5bK9fBeo6Rb72f4Iexf1wYXJS565OMgCIJ2ncpItHggh8DO/WzYZD8YJvvONn8Zdx9eV7SqKtVSnp4v3yD2vi89SrA8iLRNdlOEuH7+T6y/l1+PWh8/ha4+k7a7FRCtcNkyBksodpaKJzhbutnKOYZwgDOT5H23LzdLqrfI+0G3BnePMlvk+V0kpJgWffG+CSlYRK3YbPM++7LdRzmH47lTCRNexuIs1O25AZh1pGQfESYIooRWXEKeJ3oWIDZIKnuUIfVIKMietXMgGcJ27jk0n6Cs00aI7h+5YOjmH73lZ5rj5+64Pxvj5v74Zz33dx/HBrxw1vr/UhkTtE52vqI1MdFUTDaS63rNb9tZPrLNLLe44Jvqjt6eayrWWvFnZ+d7+48+Wvq5i5YBqhnhTd45Hzg1w0Z5eHnSxIFpM7OKR6pWLa9UN1SwwC5h7vPTDMrGwjpwDSEt/y77/KS6I1jHsgFxnzxD41QBKdOcA7DTEMpzdGmOviYnW5DoA+slZ56nMa8G9TBMtvlXHDMrcLN776udln9P/3qxgCM9Ei9cwMjDRqt27l77xM/jbGx8CYFfJrThfs8RClRWfGJCJkiidpRqlNPWUFtrSa+BEZINRnEh35QCWIzIpE22+z6eWWDi2SywEgDBQaKJVTDSxK3TCe+dLz2thccffgzkTzXZwLebuWONCBKSEnu31f827v4JPf/1kvvAiJK30Ow3rybbgguiGMDlk8ANmJ2hXzqFzxGAoXCnqM9GboxiUomJxJ5tcdHIOm6qJDPxg+pM13UsSjQuCNROt2Hrft9jRMqki6pa5VW2l10WcUPzLZ1yKx1+0Kn09Lxwj+c0jgZkzZfercFrYWt23aGaiR3F5AmCPZQGsyETbWmTZZtHz6IbyIPr0ZrFzYKrwxjMqIgKvys7080WCn/9ekwTRewzSB1PZb902sc5TOU6S/NheFgyI55Dt+hSfrzKwT7lsLx57wYrRsYQtbPYshPA9gm5QlTGxdleCaIvdO4Y6Y7iSbTTY9sUaizudO4cup0Hl25zvfLS8ba6zX2vD4s7mPg99Ykyua4K6TLTUJ7rhLgUD+z1V45uNQ5bs5Tplv3XzL2uD7Y40k23x1zWQVOjcTnBBdAOsD8b4/Y9/HYBdxcIwKz3KYFuJSAWbioWFfZX65lMFNyw4EJlo2cSRy1oUPtGAXVLAJEyBVs5hCBT484uMD5AGgjomVYSuzK3Mr7QtzbhOfwtwntcWTLTJZ1aFc1vjkmY1Z6J1cg6BzdGdu051w+o57OUcQPpbyY7NM9GmCm+mxV0lsZBjopt4lPNY64+xd0G/zW1aYOrKGqfuHGommgWkrLS1+F11i1oVO9frqAsGMbz3pocBINeDy8rIMyZa/G6mctk86vAgY8H9hsH39OOS6jqIAdkoZ6ILmRMgZ6JVi3y2A9S2Q8cwUhck4eVtTTCOE2wMI+N9rgpgJ0UdJtqsia6nl2fQuZ+kxzVXPuR3isUqpe3IOernRvHnDWvIQeYBF0Q3wP/86Nfx19enfqUqQT3PEoe+17KcI/1fd+P6FqzKI+cGUv9cFhyImmjZsahGzlGHiZ6EKUioRs6RJxbqj6EKQi9Y7eKRcwPrhY+uYqHMku0l//PTuPXhc1bH1iGh6iRXvj2ygTzfNvYLXTJQX85xtj8qTWg5E62TcwhSi9xeTsJQDUSLO0tN5TCKa9tKqmyxTm+McHgl1Z+bilPoJhfmWsFDTCwE1DaUOkRxgvVhZEwszPunYowYxeqETN3EmCQ0l4owyYI45un6o0oLvBB6xiTfN/xjaoHH2EnZVr7OJxqwW9jWYaKLRarExky3mFCwlJ1A1EQL7hwaOZZqfJp00abCOKbKQLOb+bw3daBhuw77lvT3ece3L/ZRB2PLioWAWlah2m2wZW9NhU48yTgjQnaaYt60TSxUzz0eIbV/Y14qN61FUFtwQXQD8PeDjg1mCH1SmkwnvR8KKYn6PTYTwrH1IS6UmNTnTHQgaKIlHSHWsOI2VRMB4INfOYpX/2U9CQcPqk0sLLdTBZUm+ooDSxhGCY6t2zlp5NulCiZaxry8/sN3Wh1bB13BGUBf4jnXiDI5R8PEwrMCE80YVS0TLehuGZtmxURb+kQPxkl+L9sitc+TJxYeXO5iqeObmehE7eUuK75QSixkco4GzCBrF0vwVMHX3BOAPkhI3TnMTHQ6gVYnYxtXCpGdW9B4nQNlRu2ClXRcC/zqdR7nbhminGPGTDTRs4Sq6yA6o4juHEyDLPseKttCtjCdTmKhWs6RnrPZhHg2W5ybFos2XslNEMXqnIdqG/SaaHGxbVpgMYwVensGm+R+uU+0nQySfV5H6NWpvsjA3xOhk3PsPvCd1iaI7gjuHJOC3dhaTbRFALs1jLDcq060BRNtkViY3ds6TbSp4Mp//ruv4isPNWdjdQGkqbQxQ5zI3TmuPJCWTL735KZVW/LEwqB6LNX2ZRtG8gk1Z0gD8t0E0VKsCRPdH8UYRkklU37/UgenN/UWd11O/6ZzFqh4StvKOVpkotcGmQdxNzCyxFGSaCsWysp+eyQdL5a6zZnBtWwRvNLTBxeEpOW71e4cVCvn0JX99jhNdCyRc2iLjCg0xLqqm0BZP37R3jSI1jHRYuDBgty2NdEqq0DfEChpNdHcvamqWKhjosW2FImF7QYrMk9qhm7DxToDS/g2unME00ksHCf2THSgSFRO+0p1F9G0wMrboCgclB/HIoiW3cteDU10rCELbNsggv+9nJxjF2IPx/BYMdFBWc4xqSY6rxKouXELKYV68BgpmCYWRC90BDlHTXcOU8GXs1sj/PX1DyotkGyhsxJjz+u2kyil0mIrAHDlwbSE9f2ntqzaoqtYyBwfxLa0McDHCbVLNNXIOcK82IqaDVaBSTb2C1urexbCnDGSYVRDzsGkG11ezmEVRNdPLOwoPGy3RjEWOz56oZfLL1SINRIbVbGVXuiDEILFkMk5JmCiJQvkSjs8TxnIjTXOCoGCWXvrZ+7FJ+48XtJES+UcmiFQ5Y9sqqq3NihvAbP/xQTIKE5AiLyICSDvI1UmXd1+ESqrQMbSq8YmlTVeGJS9f0V2mV03aRCtYKIntVRU4dTGUMkUs35cx4efB/u9Tff5tIqtRApbVBl0mmhZLo5pgcUQJ/IFYek4Rk009xjl+dxezqF+nd3ndcDfu8GUfr+24ILoBuCZM5uFaMf3ct9mQF8AxQY2FQsLf0X13avarhXlHGygkHUonWe1TkIAAK/88xvwy39zC46tTeaVHCcWZb+1jI88gQcALtqzgG7g4e7jG1Zt0WuiM+cJYUBooxAA8+ZVQadPFy2/8uQ+TZAosrBMsrFPYIVWeoFWOywGuLqS2wPR4m5KPtHFsatt6I9jLHR89AJzmeS0YqH8NWmxlaioErqQexzX10TbMtGsHapJdhwnpXGLR6Cwnfqt99+GY2vDQhPt1ZdzqDTRpiCaLR7+4Ieelj8n2woeJ7TiEZ1+J/WYKTLgdTSeKqvAImFb/jnVuCQGZCLTnfucy+QcSiY6SyxsUc4RJxRfO7aBx2TFl0Sw4LeODz8P9nuvGIJoVQA7CRjxIurcVUjlHDJNtDwA9Qgx5vEA6qqWDIFFMM73RZGg+/ubHza2wSznqJ8Hxv9euiTm7QAXRDdAuUymeSXaDb1SZ5t0a8KmYiEL4kw+pDLGlA1OLOhjAbKs3bkmWnIn6cqFA8CX7jutbFsdUEqVixkbOUekmLTZc4+7cAW3P7Jm1RZdqWTVNms7cg7TzgRj2TRyDo49DH2inFA/cusjuPbXP4wrX/OBfJBlTi9i9TBjEK1y51AUW/E9kvclm+z+KE6rsLXFRA9GaaBrCugAlqxqr1Xsj4oywswnerOJnKNvF1wAcm02g04T3fGJVqbli3KOSmKhOaFOqonWXA92ny11i++dWglW3TlkWlb2XWUkx6QuErLdNpOXv2pcCn0v896mpbbxkiWZExBQlX4wTMMn+taHz6E/jvGUy/ZIX2f355rBb12FzWHaVv73lsHGK7kucgbYkolWeVWnbLZsgWWXkK9ycGHwiLp/M/B9U9yxZL7ops/rEguZQ08dPPWyvfljJ+fYheAnAFtNND9o22judLCRc5iShgD14H42G9SWs8GJtV028ens9ljHVrEAk1Zu5NtgLvut/nyxJSY/xqX7F61LdI81TLTKvm1S33AgHch0t2Ku95RcCFbynF+U6Zwv+MXPe7JBltkA7hOC6KWuiYmOpT7RsnNXnTxSOYeOFZQFGDaQWaMBaaLfgq2cI1Ev7mT+rYNxnDOCjJFuJucovJJN0E1w45iq5RyaxEJ2XCANpuOE4uR6ebdJNyfmTLTQH1lioer3zq3e+GqxgYeRmFio2IbX+USLC4YjZ/q4zzJPQsVEm0orR3G1XwJV2QnbrWCOLkA61jRJLGzLJ/rz95zCq/78BgDAky/dK30P2ykxJeiqsClZNMkgasjbQKS4R5VtUPweqnweWzmHymmGQVbUSQSlwDdefRC//4NPw+EsIZf9b4PEwEQTS1ad4Qeuuwz/6xXFblLgk1aIpmnBBdENwE9+VnKOwCsN2nVF9iJs5Bw2SX3jWL4dxdrHkg59DRNNNUF0ndKhkyChOjlH+r+NL62KNVwxBII8VJn4gDphz2YhZgKdJLFQkmWuK4Rwrp+6cLz0SRfhjqMpQ6+Scyx3A2xoJsmKnENTfnggVje0yO4vkhFr+kQr9Nb9EQuifePWd6zxiVaV/WYyDs8jGfPaRM5hz0TLrPYY0kIZKjmHnuEKOWkBAPzm399Wet3OnaOaWJhQdSKajGUNvSpjrmLYtTaQwhj2mbtO4kX//Z+U36HULkVyXT42KcZHle1mrnnOg+j0/wU+QVfBRI8Vcg5dMaYmeMWbP4+HM+LhwLI88Y/dn02DaCYDWeoYguigfU1tnkCuEwNz6CjYcJWXvGeZWGhion1NzgPfhoPLHXz3Uy7On7ts/yJe8JhDeOIlq8Y2mGoU+F49ougpl+0tLYwWLHb95gkXRDcAP+hZyTkCv7RlM7kmOv1fW2zFkNQH6KtJAQUTrQuG2dgka0vBfk4viH73DUdw1/GNidw5dJpowBwI8tDKORRBn+U4rAXviCCDTp8+lmwp6pwvTm+OcdGeBTzlsj14+NwA/+GvbsLprTEIqbKfy71Aq3lM3TnK29CAyp2jXCHMJohmg29tOYckCImTtMRuIefQ9+NE85v4ioqFfCBkw3bLwJjoZQNDl7bDoIlWjA9pwp66bexeV02uTdw5crZU4SAhy0dQuXPI5Bw6W9BJmExV0Zp8bFIx0QnV7mixNm2No7QqLne9VO4yTCYl7jCwPINpBCsrivtwNWeim8o5Iix2fKPz1TQ00fmcMaHFnWrctk8s1GuifWLnTCVrw/7FsOTXrIJuJxjILO4Mif08xGu6EPqNK7fOAi6IbgBZrXkdOoFXYibb00Sr32NjcaeSczDkcg6NtjlnxRtook3ntcEvvOtmPHS2b5ZzaJkv/UC01A2wOYqRJBQ33H8a79MkW+gYClVJax2DbANKqbHYSh4gSDPEqxrRnqREOcOZrRH2L4V42VMvAZBu3Z7eHOallnmsdAOMokTJao+EpL+CiZbrUsustdnblh3Htjwv3w6xDSzAWOxYaqI1THTok4pzTirn4IPoZgzM+iDCUse3SnrSa6LlQRxgLqVc+ETLX9fxCCp2bSn3zpYvymTV+AJJQpfKmkznE60iPn7hr2/GiXV9YrTKBamQmqnlHHImupzfwHT6PFSaflViYZDZsLaZWMigIppyTfQEQbRJygFUNeRtYGyQUcjaoJRzKHJxVEWQ5O3QLNYNx6GKndzVhTDPr9DBxESbXGjE30W2A+WY6F2GkpzDiokWEgsn1kSrE+HydtnIOTRG+AthscJn8aA2iG7gzqGCmJxmA9WlsCn7XSQy6Qf7zVGE7/3jz+Fn3nGj8lijKNUxygZGpQfyxEF0+r9WzsECBEsmuqNxvjizOcK+xQ4uWO3hF771MTh6boCvH9vAJXsXKu9lCyKWBCRCpnNOn5cE0UL5bp2TB398/r22SAvjlNvM2JCF0Ecv8IwDexTry37z/eLuExv48gNnS3pzWx9sEWv9sZUzB2uHruy3anIODFXg2P2kWtg1cedYNNxLsl0gGQsZKRYHOp/okWLB8O4vH8F/NxRLGiksFm0SC2Vjkig72ZIE0aEhsVDWnvSebpex1VnALXUCENJczrExjJQsN4865dxtwe79OomFKp9o2bjtG9hb/vNANQmXIbBI6ksUifkpkWIOXnVWnoDZc1r8npV+33FM9K5DObHQ/P6OX9ZEz0TOYRHAjoTEoeddfQDfePXB9PPc5Jkz0ZLOqCu2YhPIi3jRYw81YgxUbIdN+dJia07eHVggaKOL1m2BKz2QJ0wsLKpGqt+j08hHkh2JroaJPr01yhc6l+xLA+cv3ncaVxxYrLx3KQ98qteOUiqpWKjRREdxqUy9lSY695aePLGQBc0LncCKJdYVwBHdOe44up6dozhnUyZ6axxjsWvHvOsqmunkXqEnt+zKkX1t1fdvUrEwZ6IVOnFZUROZdpsl0orQBVu6MZt566pgSixUBUtxIpedsPue2e71x3Hu5sLQUSzAZGw9g23QVAfabX6PYLkbTBRE2zHRZQ25CpRS60BbVZJdhTTRU0ZCqV2harlzKBa7niSBudoGuRyjl91DJjtHnZUnUGj/VX1e7Fpiv1/smAtbzRMuiG4A/qa00UR7HikFVpMy0TZBk+fpq5EB1Uny7T/+HHznky4CUE7EYve0rtiKbK61KT0uYrkbNFpkKJloC59oU3JG4dlrnmDSLXD5cVRMdF0PTRGFpMZCziHziZZM1qrEwihOcK4/zhMIWdl4SoGrDy1X3q9LHhrHFJSWWTGtJrrCRNvLOZr4RI/i8gRSYqKt3TnstlllyVfd0G/kljAcx9ZlznWTrEqTC6i3pxnYt1YFUY2Y6I6BiZYlFkraqUqozu29hOvx1YfO4a++9KCyvSaoEwvZAl/+OdkOEQAcWukCQC4j2RrFFblSV/H76HzsbXT+tmA/+yuedZn2fau9cEI5h/k+zxdHhr70l198ANf86odw84NnjcfMZXu1fKIlco5E7qrkWdrC5R7/mgRmU4Kiqs5CN/RBqbmOga4yK1AcW5lAa9BE90J9pdJ5wwXRDcDfDLYr0UDQRNcx6xehc8QondPT+2OO4yojw4IePrDJmWiFpguQd0KdlhooAqZf+vbH5s8td4PK+x8+28c/3Xm8em6L38EusVCvic49VC06cjphygd2FXM66aJKtxvAkHvgKnyiRQ13V7G1e64/BqXA3sVULnB4tbBCeuIleyrvX+6m75Ox+IXUgl+wkUxKobC445lojX66eo6aco7Aq0wgfVETHant1gC13hGoumKww7zqhY/On7MtJiNiME5KjL0OgUZ7qZN7BZqy30ARRCnlHDpNtEJexQImFSslqxYqS4CU7bwARR6DuFvzXb//Gbz9Cw+oG2yAKrHQNzLR8uDkcBZEH19P3S/Obo2wT6gUqkos1CU+dy0kSrbwCMGPPvdK/Pp3Xat930ovsNLdyrAxjPPxRQdRQ67Cu284AgC4PXMc0qF+YmGaSCwGtKq8CWYNaYKuxgF73kRiqeos6HYFeSSJnbRUtSgwaaIXOz7Gsf0uwazhgugG4Ac9XQz9o8+9Mn9dZBQmSXLQ6ZB5BJLkJR6RxAdWFkQXbG69tth4Vf/7Fz0ar/6mq/O/u0HVteCn33EjfvT/fAkPni6X3i7/DpMkFhqY6BolcceR2hasoxiUJrVfijW7AQzFbyGXc1SZaLmcgwXDTHN74Z4iiL7y4FLl/Szw2RhW2aZcnxlWA3h5xUL76oYMuZyjNhNdrS7Jgrde5s5Bqf63ixWaVqDq38oev/jxh/Pneg2Z6P64ykyqoLPAGsUJwkCdGDlOzFu9ysRCgzsHIdUAPGeiFTtCcia6mgCp0hoHGk20DgT6cVgl8TJJzWQ7RECxcGWVXs9ujSvWksbEQlkQ3RITzQocHVjqGBPvVnthY3eOjeEYy1ZMdLbDYBhnj2aWfKcyu04d8oQ+S2ulPJAXxl+VJjplos2VMdso+62Sc7Dx1bjjpkmgBorFoqoZ4v0v00QDdiTWPOCC6Aawtbj7zf/nCbjntS8FUPUNjhKKOx9Zx8v/6J+lelH9+dP/TUG0bhVKKU0nyYz5Y2CPn5dpo9lx0vPKtqNYW6rn0OlwkyQ9v8gQ+p5XYcZuuP8MgKIqXn4Mi8qRRWKh9OWsffrVfG6tZTHBpIGHShMtL6Ax6QrbZlFVsGzyxELRIzt1p6gOWiyIZpMX76QiSyxkgY8sMWSoSHJKAwDZ++PckSP9nFnOwdwG6mqii9LnxbF5dw6bCSbSWNwFQt9kixs+cGzORNsH0SZNtMoHN/RTpl71WRZYNrG4UwW5jF1XeWfLAkRZAuQ4TqTBnSrQmRTqst/p/6oxWrUIW+4GWOr4OJ4F0ae3RtUgWpVYKGHrGXqKPl8XA8XiWIaVXnNN9OYwttJE55aAmnF2YxgVQfSGOYjOEwstmeiOgg2niqQ8U+DJwL6Ttuy3MYiWzx024ytgtldlL1nLOcRKpTXklPOAC6IbgA9E7OUcVSb6tR+6HTc+cBZfuPdUrfPrbOVK59TYV7H7OfA9fPTnX4g3/5tnAACe86gD+L1/+RT85+96fOk4aZs1banJRLOqiHsFX+HArwb+7BKLkgB+rlP9DKYOzLdP51QClDuxij2ySSwUF006qzAbsLbY+IarKhZWEgsVbDDToy5KChzIJrRFzQA4VLBiqnNXLO7qJBY2kHMAIhPNEgt9bmGlHtgTgyaaXyyyfsQHTTqbQR34yocmqDTRcZLaJqrlHHb5DqrFre5jKi15EQypmXOgfA1lwaQqb0FXsXASiMmzDD1DkCJb3DJcsNrDsfUBNocRzvXHFU29Us6hsLhj7bHZbaOU5sWVZGALP5uF3OpCiHXJLpUNNoZRXhBMBxs5xwOnil3O05t6y0Kgfq5FrreXeM/LhghTIR7+84Cm7LdNEK3QZdvI5QB1wRgG9pqKVRf7m7j7stiRk0/bBfaGvA45Eks5Bw/RCieKaT6R2CQn8rDWRGtqzvPeyJcfWMTlmbOC5xF87zMuLb2346c+17IEEJ1TCBu8ZJ2YJcUczPR9DJ5ECxZ46dakyFgkNeQcum0xkyZ6oZN+j2PrRenvcZKg61UH0FGkTsZiUpnTm+XrOCkTrUrE4pEP4qqKhcJnVQHc5qhaavf9P/2NFXcA/jiAPNiUaaIBtTPIQEgs7FlpopsnFgLlBMc+l1hoI/HRViwUFouy3RAbGz0ZUk20PRMtWxDmiVMqOQfnqSw7F+uOTd05ZNvkBZsn/71ZAh8/noqMP5DJlyQLviZuQjaQ7bgBQM/AsMWSxS3DwZUuTqwPcf39Z0Ap8Mwr95de1wXRKgvOXujh1KaZFf7Tz9yL//KB2/HpX/4mXLa/6sij2mGSoSkTPYoSjKIEy4ZqhYCdxd2RM2kQ7RE7OQe/oLaBqg2xQkqRS30Mcg5j2W9PXZGUQeUiZCOXA9SSFAZTXpLYvopPdKjPhZg3HBPdAPyPbluyWZxMI05PWC+EtpdzpFs58g5gWsHy8DyCS/ctllbrDPpiKwVbNRjH+MNP3JUPIic30iD60HIaRP+3730yfvqbr4ZHqgMHO47IRNto063cOQw+0SxI+OK9p/PnVKyGrlTynoUQncDD//jo10rPT6qJ/vgdadKl3uJOJ+eobm+r3Dk2czlHMXk98ZI9eJTEmQPQswgqlli1Fa30lNYEmuw72DKzeRskLHd/LGOi1b+dLuHGFyY3md+rrOCLDcTKjjqI7WCQJenx0Hkql48vf74JE20KhkZRgq5wwjCQu3PIglNCSKb1rqmJNgyhqt2pBUPCcqTZyVjuprZfD53pAwAedaicj6DTRMtYcSDtTzaLtn+87RgA4MEz1fkAUO8wycCC6LqJ9mwcasvi7qGz6XV88qV7reQcdx3fAAAleSAidx0S2qDarWJzkYlgMeXzeMSsrU4UkpJacg7N5FMsCOSvi2OIeD0WsoXSdi240koQTQh5CSHkTkLIXYSQ10heJ4SQN2av30IIebrtZ7cj6lYsBNKkq8v2L+AbHnUAQH2bPB6FhEL/Pl01MlNWr4hL9y3gSDbQyNoiW4kWMpAEf/RPd+P1H74zt4r62XfeCAC4KktG+/5nXoZf+LbHwpdY+zAWdUNgwhOLa1in7LdJE/35ewrZjcouSZfURQjJFw08JmGi7zmxgV/6m1sA6C3ufI+AELmuPbUyE+UcCiY6n7zsJg+dswmbUKpMtDyAH0Zl1tNKztGQiZZZ7fFMtE3mepQkWp/osia6mhxqu70uYjBOrC3uVJpJtkjUuXOk75Nfe/a1lXIOrbzK5OOskHNIAkTmZ80HEZGiYiE7R90S3yZJi8qdgwXRP/QnX5D+zrIdIobFjo+tYZw7dBwUxhWVw81YYbcH2JeZz39SxdeuY/+20gsRJ7T2Vv2GZDGvQr6DofldHzrTRy/0cM3hZZyykHP89vtvA2AfRLMdHfHeVSX1sTabFqmmXdRiDtbMf1Qu5+hJZIwy6PzwgSJOUbHqYv+p+kRvbznHxEE0IcQH8IcAvgPAtQB+kBAi+tp8B4Brsn+vBPDHNT677VAKoi2v4AWrPXz6l78ZL39aWio5tblLX6vLROdyDkMAHGrkHLGBfRWx2gsrQSwArSTF94qBYysb9NiWzMlstc9bpLHjiE1WMdH8+1Sd2MadgzFPKrsiNtmxbHhAHTxsjfQFAGSMgMl6SQf+mpiqZ4aeJ2XZZNvnrNiI2N6NTBNtW5rd9wi6gSfXRCsKocgq9VFKK5XfWGCsCzTZOWxYsVIb8pLiEk106OfJo6rfzlSKPfDSxDwWTBZ+60U7WbGVuixdHU20KvnYFAjljgeK8WVPluuguidvOXJOKZtQM9EZo6gIhkYSSz6ZpCxS+EQDcvmHqlu99EkX4eByx7hboGJ/eSmArHR4uvMiD9JYFbcT60PsWwwr31tWLAhQlyAH7Iv7sKRR1V3J7h0b54rVzOWnrqSDycqsNNGGvgqkTPQlexewf6mDM1v2Gu3J5RzyMaJos/7eyhe7imvt++adWF0CK2AuMhYlND+PtA1EPwdX5BzCsQo5xy4NogE8C8BdlNJ7KKUjAO8E8DLhPS8D8H9pis8D2EsIucjys9sO/OrQlolm4HV3hcdyvfPrdMjiuXQlZQHAtzSLX+r60iIHRVJb9TP8BMYGihPrQzzpNz4MoOyJy5CvWiX2X+uinMNiMWPjzsFW86pBX8Ysq4KHrVGsHVhl9lxxQieyPGSwcmtRVCwUB1GZnAGot43KsNCRm+UzFldk6WTV1nJGWeITrdumHUYxAo9Y77jkbfCrTPNgnMpJPI/kOQ6qSY79nEomWkjMk0mKuoGHhNYrVjSOE0QJrSXnkLHCLABTlv1mmmhFAPmt114AQN0v3/rP9+L1H5GXy1YxsLncQnHNZSxrIGGvx0miLNcsFmdJOLJDxKGVLg4ud43JpVFC5UE09xvJdjR0Ywmr4rapSK5jcg5xATZUsOKAfRDNflOT76+Nc0VRjKlecuHGoI6cwxyQntoc4eByF6sLIUZRYr0DJEuwliHw5G1QVfsLFfIPEfkuquJa+4adWEppFkRX7wl2X20atMhxQrXlz42aaDGxUJKfA+xuOcclAPhyTkey52zeY/PZbQc+gKobRPOTZ8FE1ztGrAlcS+fy1BNOHU00kBbNkK1ICwZNzURHXPbvR28/ngfDMu2wbNXKOs+GwFbwE4S67HfWTt32scHizvdIZRJUBQ9bwzgvTyyDys7wt99/G259+Jzycyrw85hpZ0LmfAIwZk4Iotl2ovD+zWGETuBZV+oCgMXQ11vcVZhov8KiMUaZlynoqhvy56jrzMG3qSTn4Morm5giUzGGwjaSlv4vJRY2mDwGuTOC3XeWMa+AWRMdSBgu1h+/+XGH8fKnpcnJuvHxxvvPSp+PNcxWqNDLA/LKgAVjXnxGdr8ziGXCdUFM4BFlEqz4eVl/4e97GRMrK+fNsJAx0cNILt3pZBaE4m8r7uaU2hN4Vr7kbL5SDaljw3jKgwXRdasWilabOthoos9tjbF3McyLSJ3r27VnoUYCL1ANJJVONJYFYsY5AaQfZ3RVSVWfzz3+DbsEkcZFBuD90OWvi9dEvB6212JeaCOIlv164rdVvcfms+kBCHklIeR6Qsj1J06cqNnEdsEHUDUJrlKCF0V5K9cWNmWegWpBBx6RQUslYrnrY3MUVYJRHSueDxxxkg+8R7hkFBk7IyYhjOMk7zz6xEJDsGJRZlhXfaonBtGKAXlzFGnZif/0nY+XPv+2z96HX860zXXAfyvTTxkqqsyNk2piocqSaWMYWUs5GHoGJrqiiZYkNQ4lfs+elzKT2iBGk0ilgyxA3xrF+aSpqwAJ8AtdvVaR9UNZjgILhOsUwGDvtZ3cZW44fHuUmmhJNVLWxZ586Z78Od34ogpqVO4crD26xEIx6JeVfFaV/QayKq8J/171tfd9YnRQKXT/1fPx44QsiN4aqYPopY6PKKHYGEZSP+bcorFi76dJLAx9qYRLBLulVURCpFk4iGBFm9bqyjlyWZm5YqHJ1QVIg+a9C51chmQbRNetWCzTRMsIIBv2HDDLMoM8gNWzwLL+sJJXm9Uv4lU5DAxmTbTozlHdmQQmd7GaFtoIoo8AuIz7+1IAD1u+x+azAABK6ZsppddRSq87dOjQxI2eBE3cORj4ynHsnqq7lU81gWv5XBpNdF0muheAUmBLmDBY55Q1xedYd3YafhCRDbJE6HD8BCVONOUET3m7TdtZrH2A/lqI26qyAIDSNEFGl3T3/37jVZUkoPwcloGPeE4G04CusjuK4up2nKrwhOn7ybAQ+lJNdF6xUFJsRQyMB4rKg93A11cs1OhKdZAlLfbHxfa6id0yVZEsZF1UeD8v57DLjufB+kvXliFT7E6w30a1JS+2HygWdPy4xB5ftKeH73162TpTx+Kr7uXQ9zBSLFyGUbXQUSjZUYm0cg6BidYs0GyY6FjDyvI7VlImehRjIZQvWJljwenNkZyJVgTRMt04g41lJFDs+qneV2du2Zcxv2e3zI4YPOokONsEpGf7I+xZDPMg+qxBF73cDfBvv/Eq2+Zyi25BzqFIyjPp/xlsyn7z76t+Xt3Pe6EH3yPSarM84kS9s8O3QUVkmXyibStOzgttBNFfAnANIeQqQkgHwCsAvE94z/sA/HDm0vEcAOcopUctP7vtwA/idbWW7IaIE5pPOnVvDnYz2sg5VB6Rdd05ZAVHAL2cI+A6sM5HmocnyDl4Fk5kB0pSBqWcoyoPEVGw8uruIAa4sq2lUVbu1qSTUwVWgwbVwmy8shmCzKlARCSxuAsVzMnGMMKSpQ6QYbEjD6JVfrKypKiCtZa8V1LdkKEpE52X/RbcOVgQbWK37JnoLIiWFArpNmCiC0s/+7Lfep9oRcKSZHs6z/Hg3seC+qdfsQ+Pv2hFeg4ROmarK7Gs448nWtwFkmBEm1goVDhk9/9Pf/PV+OjPv6D0Xt/z0DNUlZQtjhh4BlJks9MFeaRkolk/ONcfS39rWbEg9rfSnSOwc2NgrVb1O1OiNo8DGaFgYyvHY72GO0exq6ZafMUYjBOs9gJrJrruuCL2dwZlEq3i9xPB+oqyYq9kx6j0ec0ijxCitBstt0HtIgMUY6Cy2ErFnUMIohULwu2CiYNoSmkE4KcAfBjA7QD+mlJ6KyHkVYSQV2Vv+yCAewDcBeBPAPyk7rOTtmna4FeTdZMCeccKFkXXZaJtyjwD+oqFMl9aHVTBqF7OUay+ZU2VlsIVyp3yk8uxtUHpveXy6/J2WzHRFk4lbKJik5psIrctMqBKNqs7kaTtqBFE+57czkxicadiTjaHevcRGXqhX9nBAHh3Dgm7rEgsFAOGjqK6IYMuaNBBFoT0RzEWM2bQZPGWGNg49nn2e8gWtc2YaKYdn1QTnck5FONDIGGX8h0y7jtcd8V+PO/qA3jNSx5XuT9VGkc9E63O85AFNjJtf+qLrl7cjLhgi03cVxxYwtWHV/DUy/bmrxGoCwMx2FQTBaos3TBKkFBgUcG0sjFmrT+WjjeqfAGV3R5QBKSmRDL2VVT9LsoXhDbuHAFCn+RuTbaok+Cs8mhmYJrflV5oFURTSrUuJzKoxguVOwdbDN5w3xntcXVe4oC58mGuqVZ8l9ScQNsEsybakNwvjj/noyYalNIPUkofQyl9NKX0d7Ln3kQpfVP2mFJKX529/iRK6fW6z2538B2hrpyDd6xgAWmd7HvAXs6h1UTXSP4A1CtpncNIwC0YZB1ANpiLcg6mpb18/yKOrw1LrBkf0KsCU0/CmImw0kRnwRuzZJLpAW1LTKu07Kc2RrXtzMol6PXvDRQBSOrOoXI1mDyIXuz4GEiZaLk7R1fC7umYaKMmusZkx5C7k3Dt2BrHeZW50MBu2W+zpm2XJxbWZ6L743pMtEoTXVjcGXINONZWNhZcfmARb//x5+Cy/YuVa6FilnTMliqx8N03HMEDp/uSxEImUSh+x3GcKBcHnaDMRI+E6/B3r34efuabr85fn4SJLr1P+A1YIu6i4ndkv+/aINIy0WLfGMVypxCgcGMwWZp5BjlHnV1OQggOLHVxasPszcxjcxiha5ngbJJz8J7TNkE0m8tURbVkUCUWUiov+83Y19/54O3a4+q8xAEzE20sG04sqiZqKmumbUj/V7u56DXRtvrweaGVIPp8w3gCOQdvcceOUoeJfvcNR/D6D6fWUKZT+wpfYP6ctproXGahCKJVpUtDn2AUJ9KJT1ZSON/6yd7OthYv37+IUZyUBrc6Zb9NZYb598rA5BxskJVdVzbhmphP1XlGcVI7wYbXLOvYAEC9MyFjMzoaOYdNRjyPhVCVWJjuUIgDsF4TLQbRVScP8RzN5BxV9mowivOgJmdHFHIpU/KvOKnKgi0WHOmCNBGDmkG0utiKnqHKF9W8Jjp7qHIbEq+FziJNXS69mudxamOIX3jXzTi5MazcS4tCae0kSf27dUy0TBPN33es73cCD91Q72iRL44U49PzrzlYeh8D89NXScPKfunV30hWtp79rQyimS+wYQwykT/s+tkytQeWO1altnms10hwNjnprOdMdJAnOuqDaLtxnocqsVBVMtv22qV6ZPV7VeQXg2kXVpQ3qdqgmzuJYTdYvCZi3/Q9Ao+4IHpXgf8xbSuDMeTlcpOiiladm+MX3nVz/tgUwIeeuux3rgO2XE3LNJBAEVSrJgmW+CXbku741WvHvlIsMNGHV1LtHM+S8JdtMp9os7SFaWFXF9KBW85Ey90mRFywkhaYedFjD+EZV+wrvbZmmRXOwLfDtCAKFImmkaQMssrXdHMY19ZEL3QCpcVdN/Aqer5ukDoP8PeaSuvbUZQn588xkZyDd+cYR1xiYdX1gYcpeBITfoos+2pwVKf0d113Dl+RWGhaZMvGA5bloboNxWOpFr4pu6YO3sUx6AyXlNYR+p5YMXOcJ1LJj58mLlbdOfj3F3IFgl7gaxc5bPhVLab+1yueBqA6rubVMVWaaL5yp+S3VvkMj6JYLedgns0GJpq1Ven4kEsE7OaWA8vNmGibQiuAOr+DgQXRy70Avkew0gu043CdioxFG5isSJBzJPKS2bbkltEZw7ATa3LhSXeq1OenNN1l1rLhhmIrJos71j6TPnxecEF0A0QxxTc99hD+7tXPw55Fs8UOD8YWRkkzJpqHqVy4rux3XSZalWGr00QDzPQ/lgYCsi0gkTlmk99BSRDNd0rVtRDlITKwQVG3KGFb67mcQ9KhdXZWPH7tu67FBatdvP77noJ/kVWwPLDUAVDfL5UPgIyLKl/hziGxuFNV+Woi51hQFHFIPWurAYDMo7lOdcPqOeoPc0HGfpTcOUZF2XEVs8SQJxYqmWimOS+zevzbZ+ET7RP5QlsmL+EhFosBzGOBeChVkKVjtjyJhvvEOhdEC/exyEQXLKlmvOJ+c9nuEl8SPS1Rr2GiTS4tRM4U5nIOQ2Kh+Jj/HoCEidbkCKzmhU/sgmiT24Lt3HJwqdNIE227mA8VhAADm1OYpdvexVDLRBfONQ0SCyUWd7KFNr9zZ6pxoBv3TWW/I8Pc53v687OX9D7R6f+qKVj8XWT3Tcf3lNK5ecMF0Q0wjhMs98JSkokt+M7EbsC6mmjAzp9aZV/Fn9NWjqJkopkOUnEnsexe2Za7bDAnwqqVaWkPZVncmyUmmpdz6NutGwhsFhQs6GFyDtmq2LbE9JMu3YMv/KcX49BKN2exDmWLhLrlb/kByDRpyRZVjEmolEvO9exJ6b2bo/o+0WmJ4khSPS3WJkWVqgWqPKVDffZ40yCaEFIJqPqcW4Kpopgtk8tron0hyz4PohtY3NWpWCgbI0zJy7IqZKYKrOKlUrH06aJOLbcQg/7TmzwTXf6tGZPLgpJIwvjzEJ1hxpKAiddJs10TXQlzQCM38+Xj05aBieZ/X6kmWpFYOI6oJrEw8wU2FddgTLTB91cnM+BxxYElPHyuj3NbY2wMI/zK334FN9x/RvuZOn71nke0hceYhRsr/LJnwRBEGwoRySCzWgTSIFR2Kz7j8n35QlgXH0RJdezmYaoWODYsKn1CtDUWbHYdiuI8EzDRBhemecIF0Q0wNgjpdSgxONlN1YSJtkloDDy5GwN/Tlt3DpXLRW5xp2OiI5Wco3ruwg4n/ZsFEAdXUqaW32q0sbjL222hibbZfmQDrYyBLNw57CU+j79oFUBRJrluEB3V0OcHkkIV+XaewlaIf/8oTh0DdGXNZVjo+EhoNeAcjuWsmJaJlmiiTRXjmsg5gPT+ZMemlKY+0UKxFaXFnSGhjLe6ZO8X35vLOeoUW1FUgVQh8ORlv9nXUjLRXnWCzzXRir4oBr8qll7HRMsWgvzYIiZ7sd+LBaWyoj08+GIun7jjOH7oLV9Ij8vdQ3wxEZO3ss4CFFAz0f3xZJrowl2mPO7q+kORWKjfDWP3i1rOUY+Jftrle0EpcPsja/j83afwji8+gN/5wG3az5zdGufSOhukv6tZzgGYg2ibRHQRfC4UjySR2796HsHPvfgx6Wc0mmSTHtnERBc7Tgo5h2J8YLDZdWBfT3UUsT/Li88Qx0TvJowjqszuNoEX+rNboolg3i6Ibs8nWqWtspNzJHI5h6xiIdNEZwfuj9LPHZQx0RaJhUXJURsm2vybri5o5BxR/YST5119EF/81W/ByzNZh2kCE8H/vqZBPZS4tagqVsm2HwfZb2HLcjKoPMZVJbkLa7ek9F7ZudNA1+AT3cCdAyjblzHLMbaA8D2ilUuZrM0qmmiJI0UTOcewLhOt0kRbFospVyzMmGjFucQgRs1EqzWWgUcqjBb/G4h9T5RzmGQSbLwCgN/lnBH4e4jvM+xeVf1Gttp4cYFRR86hc+cQr7mu2Mpi6IMQMxMd5+SP/PW6co6L9qQ5IsfWBrj/dFrR9qYHz+Lb/8en8M93nay8P0ko7j25iSsPLFkdH0jHPtWOVR5Ed4sgWlf8pe7cCXDyL6GvyRbP+WcMSYFAZteo0yPnpJ38u48NTLLKApPB5lqQnBhTsOGGxEXAaaJ3HaIkkTpL2ID3Tk4mYKKpcl1XQK+JLpJjbJCXDxU6Amu7KqbXyjlkTLRwnpNZwgkLos9sjvDuG46A0nLimW5R4XumLSkW8Cjfkn9ep4lW2bCZcHill2eF15dz8Ey0yZ2j6tZSJFoJTLRErsC2xOtWVhS31BlU1QQLe6649F5AwkQb5BzDKJ6IiWbHHki+u86z2MREi2Wzo7iqjWTfVef+IIIFi7YJz77C4s60CAj8ahBdLKjl5xInch0TrVt8iJM6PwmLvzXT7zPday6TUNzD/G/ON4E/7nOvTh01rr1oNWei3/6FB5TfBbBxaSk/3ze0kw+ca/tEK/qD5xEsdwJjYqFYZVOEydlFxOHVNIg+sT7EA6c2AaT30p3H1vGv3vIF3PnIeun9H7ntGIZRgidcsmp1fCD9/XSa6I7v5dc0ZaLV18CULyBDyM374rFUC6z83tD4IxurBVom9alIQc8wd+af10pK0v9Vh7EpotJT5NVsB7ggugGGmtW8CTwDxQYjXTj84Okt/P3N1UroNnbCMjsohro+0Z5iVUwNwQKzK5MnFprlHG/4x68BKDTDv/n3t+EX3nUz/unOE6WVre5r+IYM4yjWV30CisS/ay5YBgD8+ntvxdeOlQf3Jkw0w4plUo8I/hqY3TlIZRBXsUZFsRWOia6ZtMYgbqkzDKNEuq0uc6VQW9zZJBbWL/tdHFvNYIaemh0xTbSVst9JUnHKaSbniOERtcZRhIppsm4/F8Cye1EVMJoqk/Hv02ui5Qt5oOr40wt9HFzu4IFTKcOZLwQVMgleB88H8vxY9b1PvwQ3/tq34tqLV/N7i41TIow+vAom2iTLMTHRMrkRKxKiG5+We4GRiWbHVO3u1U1aX+0F6IUe7j+1hT/73P2V1//qSw+W/v7U109gpRvgu598sdXxgbJMR8TGoOz0sboQYq0/VjKndb8fwMk4KzkpavmTr9BR8xgbCp2oEhqLzxsSC4lJzmFOyi+qEMtfZ234yH94Ad72Y8+UvmepG2DTUElzXnBBdAMMOG1kXbDB7b6Tm3nn0AXEL/vDf8ZPv+PGyvM23LXKAxaor+vKV7Q15RzdPIiWaKI1co6EUhw918+f35vJKHINaSIw0VqbH707h0lXBgA/9+LH4K0/eh2efdWB/Lnf+vuybs+2YqEMvdBHx/dqu3Pw18CsiZbJOeSsUWEL1SITbS3nqAbRwyiG75FKO2We0jyalv1mx2YBVRF8cUG0ht0ybeMHwjZrTKsShsD3EHikVsXC4Th1EDE59zCwCVjs14x9MpUtlzHRqjOLjJqqzyaUassYiwEBvxsj2yF89KFl3HZ0DYCZ4VVtG/P3ECEE+7JFtWlBGRsWFoB8IWOS5XRNTLQkp4FdJ934tNwNKsVWRAaQHVPpzlFzbiGE4PBKD3/++ftL7ev4Hp50yR7cdWKj9P67jm/gcRetWDPdgEkTPS4lKe5ZCDGKE2WRI5OOWAZZDgE7luprBJKFarUtBjmHpSZa9Vv5mhgibZt5QcFeUc3B7He56uASXvTYw9L3LHX8kpRzO8EF0TURxQnGMa2tC2Vgg+4f/dPduOt4OjjopBks87ySkGBBRfuajOS6yR8mdw7VYVggYi3n4BIYf/LtX86fD3yvNPEt94LSylYXM6i2rBlMGc4AsH+pg29+3AWlSXNF8CnNCzM0vDdWekFtJpr/WkYmWsLGMHmHSs7Bv7+u8wPDgkLbm3o4a+Qc3CQ2HCfSUtamYiuTJBZ2OX2sLPgKfbOFpJnJLRaFsvf2DGWlRdT1xZZZ1QGc/7tl+4FiHFMFwKKUSBVjJYYtbtVCEJCPKS94zCF85aFzOL054oqYqLXGciZaRRLo+4LJRx+Qy83yHADF8W2ZaJldn26XYrlXDqI/e9dJPO7X/gGf/NoJXH/f6dJxlO4chpLxMlyw2s0fv+3HngUgvZ8u2buAh85sld57Yn2YS0BswYp+ySA6fZiqFhY6YPvzF0y0IOfQaKLF3SpVW7RyDjZvGxY8ujbYVftVXwwi7C6LYPeobv5a6gYuiN4tYNtsTZlomS2PjTRDHABsPiNLJGOou5pW+kQn+omTTUryxMLqZwpNNPC4C1cAAN/9lHTbTvQntqlYyI5pGghsZS3892T6aAZVGWtbNAuiOTmH4bwyxmucD2AiE11NTKpbUpqBBSwVOcdYbnFXJBaWLe5kixNeciEiSVL7vqa/Ryfw8kBeykRrkl1MFQtZgMHYWZkmGtB/PxnqJlKqLLBMmm55YmH5mCJEyYJqzEio5rwSr3P+npbdT4+5IB1HHjy9ZbyHWWIhpbSsiVZcU5arAcgTp2z0s75HKiz9YBxLq3ky8It+rSaaOy7r67r7Y7lbHoM+evtxAMCPvPWL+L43fQ5fP7aeuyToiq0QomffRbCg+BlX7MMTM63zEy/Zg4v3LuDouUHpvcfXBnnxLVuEvqcsjLQ+iEqEiCmIZvdxPSY629mTLFZV/UV08JFBV8I+baN8kcwQG5JAbfOJrNw5NBr6jl8tusVjuRtgc+SC6F2BPHGnps0XgyzQUd1cPGzE9yJ8RYU6oE0mWj9B5O4c4wSPyfTE+WtSJjr9n1KKlV6IhdDH7//g0wCUmd8oFhML9W3Xl/3Wb4mJ+M8vfTyAtFwtj6FBx2hCqkesJ+coBdFGTXR1K5wFJKJTiig3AApmuK4mWqwax6DycJaVLB6O5e9NE4aodEK3LcOuQjfwK0w0z2B2NFvELLY2+0RzTLQkYOoGnnJbWYa6zHtgWBzbuosAZp/ob7v2wvI5NJpT1TFkTDS/WyL77pfsXQAAHDnTx4n1NFF5r6JIVsf3QGn6vVSJhTwu3lsworLS9iZZDCAPVAbjGL3ATpYjY9Vlco6iP6jnrhWBiRYDyRvuP1PIORS35Tiu717FguIrDixipRfibT/2TLzlh6/D4dUutkZx3qbBOMbmKC4tXmyg00SLQfTehXRcVwfR6f915gxCiDQnJaG6JFqzJjqK7ZhopX7dwg9eu4tbQxOtOso4NlsGL3Z8bA6dJnpXQJalPyl0MTTrqE2CaFmnZShW03YDgYqxSgcB9edyd444wTOu2I/vyazcAJXFXTGpi3rWx2aMEpAGd7ZMtEnOUYeJBoAff/6j0slWeH5owfTosNINazPR/M/bpGJhbravSCwsFRuRsLE2EG3GGIaqioVSTXQiZQ/Z56XFbybQqANlTTRj0fk2BD5RslvsOtu6W6Sa6Go768o56mrA88VxZXGlX2QHEi11wUTLz/WUy/bivte9NP9b1SVVVdxYe8Wggl8YMhaRB1vsnu2PcNvRNRxe6SqDMN4fXZVYyGP/UrGQlk3yrLuZvHzF8Sm93+1+R1kF0TyngZdzWCQ+L3eLxML33vQQ3v3lIwCAizMbuo1hlB9HvQhKao2nQNGvWFGtFz32MA4sd/Pg+vjaID8/UJXSmZA66cjbW1/OUW/uZJDlpOjmHhtN9Dih2h1IIxNtoYnWE1ByOSAPPs9JhlGUSGMBHguhX5k/tgtcEF0TTR0KdNDx0KwT1JlIGQKfIKHyVWhTJrpicadJAgK4YivjGEsdH2/4gacWr2mY6CRJAyN+8nrSpXuK9sfUquw3kG4rPnB6S/n6OFb70qrQ5bb6GSYN2iaWcxi+g8zyUOUTzX4bfvA1JWWpoLa4U7lzyHyiVdIPtYPFaMLfg5dSyC3u1OyWKXgS3S0ixWSaSkqK60Ypxftuflhp9zSK68k5ZC4bgNmaTZycv/9Nn8NzX/dxAPq+yEPFjmnZOcmCmLe4279UDY75xNYT60Ncum9B2SY+YZJInhdBCMHrvudJ+fFFmPy209eqC4PBOLaWTS11q+9Lq1+WF5esP2k10d0wD1R/9p035c+zIGdrFOfH1FXBq1OIBACefEk6tn/bE8q7FYdXmId0uoOwIXg620InvdoYRrnFKGAj5zBLdGQIvOrOVUItdnt0mug4qRAg4jn5Nosw+phbEFBpW3Wa6PR/1WFGkoq5IgJfXThu3nBBdE00dSjg8RMveFQpkUK30suZ6AZG46qtWqD+QKCyyqFUnzTTyQIRWcCks7hLMiaaD4Au5JJJooSCn/d1bTixPsSnv34Sb/vne6Wvx4bVvAzd0KuUY2Z6VNsgQsRKL8R6TTkHLwUyM9GyxELmzlH+bCBhstj3ra2JDtMJr2pxpwiMJRULBxo5BzuWiEnlHDImmq8gF/pV320GU/Ak9qdYpYkWmOj33fwwfuYdN+Ktinu5bplzU8KwiSVjO1pfzJLOALU7hwg1k6nxVZYUh+HHJFlwtchZLK71x3nBJBlK14P7PXR9mgXpMsbQJIth5xQXFKr7XQYZE00IqQSOrO/r3Tl8bAyjSntYP/j7mx/O70d1slp9C9iXPPFC3Pwb34ZnXLGv9PzhbJ48vi4y0erfUAatT7RgcTe1IFqyE6hz57DRRJvlHMV5ZLBJgDZpsgGTJjqTcxg00TqEPrEqyjIPuCC6JthKWFWO1Qa/8p2Px1//xDfkf+vkHDkTXUMXWXw2YxMlK9nCH9juFuCDWx5pYoT6c93Ax2CcIEpoZete1nF5n2hRK3WISyaJkkSoWGj+Dn+hKIigq5CmQjfwJUy0PCi0RRMmmp8XTL+lLLFQlUkvS4TpSyQNNuh10mPL3Tl0FnflYiu20g+GSXy72bHZcWWL544mWSkxMDRi8KpionuBV7puX33oXPp+BTtVV86hWmjnZb9raKIZbKqppueQfwdK1YGFbFJnkrWnXb4Xjz5crWIX+B46vpcG0YOokhBcei/3vWyHBB3bZ5VYSCZlohWlwX2vVCrZpj8w/2yRIGDB69ePb2ClFyjLxQP15XFAGmjJpDgXrBSFWADkFqBNmGhZnxmMU2adP95KLwAhwDlF1cImPtHp+2VM9GSa6HGSGOQclkz0xO4cmiA6+18V54wt8jgCL81V0HlWzwsuiK6JE1kFvUMrHcM79bh8/2LecW3kHE2Y6FCSHMaQdx5bn+h80heOoxkEgHTAZgEI6yg/8cJHKd/PYg6mieYZjedfcxC//bIn5O0vFVuxGNBU72ii4ZO5JowU8gRbrPYCbIyqLJAO/KLG9FvKiu8UPtHlz6ZMVtkisSi9Xe87dnwPvkdyezEgK/yg0ER3JIGxUvoRVqUfDHnQ4DfbNVoI/fze7WdtL/tEmy0kVUFoKMhlEipnlBY7fikrnU3CKrunuomFqi3jwl1E/jldNTXbjRjVpKobUwKvuq07TigOLHXwnp98ntJyrhd66I+ijIlWB2B80GE7IugWFFaJhRKt7CBKrK0ylxSEThh4GMXFGJXvzGj6g8pJh//79d/3ZBxa6Wp9f3USgzpYXQjQCTwcz4JoRjI000RX+ypbHKxyx/M8gpVuYGFxV+87ppaYksRCkyZaM/dHhmvNxh+TJlr1XdKKhcrDW12LIrFQzUSbEguLsunbj412QXRNsBXxoeV6PpUiCCH46v/37SBE787BBvVm7hzq7aDG7hxCWynVB7D8Ng17/Cvf8fhSghEP1uE+/bUTlRUqIQQvfExqxj6OaSmgt5m4VR09iuszJ+I2O5Axqw2TCoF0i5JS1LLyqefOUR3Edd6xKXvDJRaO0mp4db8jISRLDKkG5LYli9PtbUnA7avlHLnlYEMmutcpkln647TYC3+dUmZJlbirD0KLvqnXRO9b7ODsVjqZJwnNt7VPbshZsroWd6oxwqiVbIOJ1rhz6HSilbZaaHAXOwH64xhrg7FWCsAz0bayLFnhGQaT33b6+erCYDiOpb7oPN7yw9fh+55xqfLYoU+kTLQuYFEVRuLb94SL92SuDfJjNJHHqZAWYunmiYXnsr6gcldRQaWJzjXWQlC+ZzFsXc4hvXcTfRItfz4ZotjARGe/tcmdQ12xUM/+2uxo57vYivtlFMmTqnmYKi/OE801CecpTmwM0fE9LZtRBwTTdecAIM1KruvOIU76DEZ3Dm4isCkQwzrc72VldJ962d7S64WrQYKYepXP6aCaaE2G9TLIyk0Pa7BHMixzpb9tNX+2DiVAOdHUEwYlmYYx8MoZ7f1si7mJ5rsX+uiPi8XBSKPPlFXqG0axgolWLzInTSxcyBZKSUKxNYqxKHz3dGKW39O2muLC4i6RTqZ7FsM8cPiJv7gB/3jbMQAaJrqpO0dFzqFvPyEEHpH3advbQzUeUKqvlFhxmEkS4yS82PGxPogwjmmukZaBdyuxjZF8v/xb8jAFKUAqRZMx0TJ5A48XX3sBXnztBcrXRR2wTY6AionmcdGenrYK7DiuZxlqwuGVbs5En84kFrwrig06iiTg9TxRsXyt9yyYg+i631HMoaCUpomFmkUQYJJzUO2iSBxnRJiLregT+mycSorEQp2G3ryLyrd3O8Ex0TVxYn2IQyvdxsljIggh2oqFfh4IN3HnUOuhTNvNlXbkFnfl53WsEVBmLdcs9L7iscQBn18YlOQcNky0op2pJrpmYqHgmgAAoyiekIkugmhbsN/jJ174KONAJEoI0scsMUSetCdWLGyaULvYKVsUMT25atHBFzph75ede5qaaBZQDKI41agK1n6dQGchqZ9oK5poxW7IvsUO1ocRxnGSB9AAsKVz5zBU0eOh0vMmWbER3TgXeOlC8s2furv0vO3YqJRzaJKt5JpofSABpAzrmSwA00mueH90Yino0G275zsShusoLgxsmGgTQt/DkA+iLfpDEURXx6DHXLCML/7qtyDwPa1rgynZrS4uWO3hkYyJPrM5Qifwao9DoaAPZ1gfyjXWNkF0nWIrQHUn0GQJadIzAxkTbcECq3Z9TBU1fU9//vfe9DAA/e5GXmxF8brNzoWNtGVecEx0TZxYH+JgzWpJOnhEz0SzQNGGxRWhsq8CWPBrX1WK9VNxaydNYlcfgw/YbJwnxOaIQSm/MOA7t82AplotxzWLrQDp7/Gl+87g1ofP4QkX7wGg1u3agrHPdRw6KKXohR5+5Tseb3wvfz90svVz7hMtGQRFuUK/RrKTCF5fDBRSi65i8BSZ/r4igNcF0UML5s3UZiBl5bZGcaWohc7izhQ8sYmPXf+EUmk7mVZzrT/GQuhjqRvg0Eo312iLaCrnELdJddvM/Gf/4vP3V1hL266kmpxNOtEmSXiLHR9nNtN+pXsvux63HDmnlOKoPiNloi1Yy3RhUH6uTmKhCmLiq83OzELmpCOz61vuBrnlXKqVVbObdQNMHS7fv4iP3X4ccUJxenOE/Yud2iSWKn9hQ6Gx3rvQwSPn1qTHqktAMQRCcaZ8l0Kz6wLoCTTTgqXIXTAt9tUJ0Krf+dzWGO+58aH8fSqwxajOncO0Ix5YsPLzgmOia+LkxgiHlidLKuRBQJT+iTwSalfZkIdOR1SXfc0Zq4omWs0aAcDLnnpx/vjqw8vqN2YQJ09xgOCZef66mZgo/rMimmii7zq+AQD46b+8MX+urr2YiGZMtH4ngIdM3pMz0ZIfMZ14ivcOx/YFIEQsdPxSsGWq7tgN/HKhl1EsPXdebEWbWNhQEx0W+tD+qBrEh9qKhQY5BydLAtSBB3MB2hhG6I9j/PA3XIGL9vSU2+0qxxMVlJpoTSCbfwePSNthuh8vygp3qIgBk2OBmKVvI6PqhQUT3dMw9ayP/Nxf3YTP33Na+b7yZyZ05/BIRSY3nHAsASRyjlwTbWaiNyRyIf6+8onancNme74Orjy4hFGc4OGzfZzZGmNfTSkHoNFEK4q3rC6EONeXj8O5FLLmdxSLXdl6sWst5gx2gp5mgVdug+Lzmt+5nI+jawN7v/x1m50k5h61HYNox0TXxMZwjNXeivmNtiDqrFWg2AJJKFVO2CrodER1bYhYRxCPpZvwAODivQu473Uvxe1H1/C4C83XTTyW2Dl570y+c9t8FzUTTWszyOw6VKvqTebOAQDrCr2rDIlGPyoil3OUvGPVTFk38Eu65P44rl2tkGEh9EtWbeyxyk2B+YsD6ULNzERLfKIn1UQzOcc4ln730CdK1xyTK4OYNZ8yv9X3sfvyTKaLXuz4WOj40hLTQCopqvN9lRZ3FgWIVEGE6W785//4zfjFv7kZn7/7lPR1HQvOM1KdrH2Dsfk7L1rKOZowqDomunA5MQTRwkfbYKLFRd64hiZaJmXg+6rO+ixqULxKh6sOpraF957cxJmtEfYv1UsqBGw00VU5x1p/DCopJtak7DdQvWamvAkbTbTpWrPXlJ7stDkTzT+rY8N521oZooRi0dDvih2z7SfncEx0TfRHSUUbOQk8Aq3HHbv5KaW1ddG6rPG6Ax2b1MRVaZzYBXGPv2jVagtObJLYRtaZvnTfGXwl88yVvU8G1UAxbrD9yNh9/mMqyzZbyOQc//DVoznrLYMpsZOHjNnQJRaKVRkH41jL4umwqGCiVYsOXs6Rv1fS73I7PImP+rAlTfSWlok2+UTLfxzPI6WEsnQ3pNpOds4zmxmLGvraErhNLe5EJjTWlN7OP6t43dTPPY+kPsOKcU+XbCW7hweKkvA8FjtBHlDq+miT4E8sPMPD5LfNPj8NJjr0SWmHprC408g5tEF02SlJySxaJHrWAQui7z6xgTObI+xdbMZEy0goxkRX3DkWQoziBAPJuFI3KT9vgyCPY9evqSaaUpolxesWhZMx0bIqtww8q64ttpL9r00stJRz1CUSZwEXRNfEJMlVMqRyDvONESf17V10SYlxktTajlJtLdEsAaktiAOT+Dfb1vno7cfw55+/n3uf+VZWtTO26MQi2ADCLyCGLSUW/up7voo//cy9AIBX/cWX8eI3fFL5GZ1+VARjNvgM8bzilORe6Ak2fpMw0T0hsdDERHfDolqgrty4rEQ4Q8FEN2wzk3OMU020LIhWTzBmLWyaUJa+Lw1+5b8BAJzOgujFjl9ZkPBoSxPNO7iYPivCKsnXk497RYU/+efY9Xz8r/8DXvehOwCkSXimgJO/b3W7RXUDI/4zsnsh35HQNM+TBCqp1nXyxMKRRM6hZ6ILDb6IkpxD4c7x3psewufvOd1qYuHhlS4u2buAz919Cqe3Uk10XYRZ2Whx/toYRuj4XmWM0FUtbK6JLv/O5rwJvSaatUPrE825zchg1EQTdXxSzknSBNG5T7QcNnLK0NcvKOYJF0TXhGpbuSlSn2j16+y1hNLaBVd0ZUPrVunTlQduMvGoIDKi4rFV45ZOU/W+n3oeAHUHbKKJZivichA9WWIhf1/99vtvs7I1TCwYQwY2UJblHGqdpFhQJtUlN2Siw3pMdMcvmGhWPU0n5xhJ5RyT+UQvcEH0QCrnkOssAfttfPZbnN0aYc9CNThg52RShIVQLeeIsjyBtjTRxmQfxes2O05EMTnnW9yKY/D97U2fTF1BhjZMNPd6XSb6xY8/rD12oBlnTe4H7JzitYgNuSY26Aqa6GENTbRMUlaScyjcOX72nTcBqF9RUAdCCJ5xxT585aFzONdvqIkO5AFpfyQnBlgQfbZf9WOvW6iMIRAs7ky7VSZNdO7RrGOiDe4ckWHRapLtMGh12dmxVTldUUKNZeIncSmbNlwQXQPjOEGc0Il0ryI8QrQVC3lNtMxlQ4eibGj1c1Fsn5CWHkveGetocuuch0Gc1Agh0kBaN+E/+dK9ePZV+7VbWnWZE9YG/lN1WcDqMcttUFks8YgTe0sxWYZzzmZIvn838ErbmTbBigope1pMzEMTE83psXMmWjLZsUWLlIme1J2DaaJHMTZHUcWdo5NVQZNNDqZiJUDhNEEpxdmtsVTryeQzjInudVI5xyhKKpNbk++rK/tt6teqIMKKiVbIAWLD4kPsp6c3R7j35CY2DI42/HZ9HSb66ZfvxVt+5JnaYweapCfbxELxszbuKCaEvldaiI8t5BzdwAMhhWtF6TXuunmKnQSGJm5SOlx9eBlHzw1AKbC/ZqEVoNjBlAbRkjEtZ6K3qvdVY59oQbZj8hA3OVKw6n06AkmUjYlIstwo1Ryi+51L1XItmGgdo21movXXYp5wQXQNMPZn0oQPHgT6AYdnouvKOUzuHKbVH4/cb1LCRLcp5xAHBFnnkk3upgkn8NVZxnEDTfR7fjJlt0cC0zMJE81DV3aWh8kdhUfBRPOaaLVPdCWxcBRjobE7RyBY3BncOXg5hybgLioWtu/OsZjZfW2NYmwO40pBhsBPnSJ0rgw6JjrIyj2vDyNECcU+yTb1QkdILAx9pZevjfuCCJVmMp1c9Z9VbQHbjAeqiZ3FGLqKhfwx3ntTarH1iTtPaM938d6F/LGOJVW5AemgrVhom1jIfZYtyiatRSBq9kdR6pqhawshBIuhL3fn4G4InU80YEcA1AH/+zVz55BralUSNSs5R4PEQn7sTQy/s871BeCrBZplV7piK2a9vp7FNrWhYKLlr4/jxEhiFdfCMdE7GgMNI9YYBjkH46KTBLXlHLrBPU7MNy4PNmCIgaiuulgTiMGsrI2y/mqacHxOfypi3MAn+qmX7cW/evbl6I9i3H9qE2/59D0YjmN0/MnujR997pUAUpbCjomuYXGXTyRVdw4pEx2WvZoH0QRyjo6PcVwkx7JEQNXx+MRCpp+W9bvA9+B7RCp9Kbavm92fvSyA3RpF2BhGWO5W5RyAPNmFTZB6f+D0nmRs16qkQh27Pqzs8VI3wEKmWxUlHU2Ky6g0k1aJhRPIOVQMV+FYIP9cUAqiCQ4sp579B5f13v2X7iuCMF01UHH8qeP6o2WiawQqTctKi0gt7orj2u6ULXYDrEmYfZGJ1gXRG0N1xcMmOMzVZpAtNk0IAwUTrXBB0QXRNr+ptA3CoobFg6ay30pNdJ7PYpZC6Gzq9NU01QE4//uvavoU84nWWtxZlv3ejomFzuLOEh+45She/ZdfBqD3Ga0LUzfkmWhVqV8VAkkiGUNU0+JOtORiqOMOYQMx6JAFiOkkTYXn9Mf1NVtacQNNNFA4TvzLN30uL0srbvnXxW/+P0/Aai/A73/iLpyT6PFE1LO4k8k5EuV2Xi/wS64Xqq1PG7Dr0h/HCH0v1zmrEsI6QZHU2B+l/6vOLWq3GZhvd1NGj53vVCalEDP4i0TNBAsot82GrQo8gjimxSJB8v1YeeOP3XEcQMrI3fHIOoBqQYyc3W/ARFdkWhaJhaoFgs396BEiJQ+M1oDCZMuu3Z//22dpz3fhai9/LHoC8xC/k43LhOj5zcOu7LcQRFt8xgadwCvZSo7iJA8mddi7EOL0psHizsBEPypz1GgLh1eLIPoSbkFkC7bgFRfbfUkRJQBY6qrLnzdlogO/HJDGlgtG1XVm87qJJPA1gbApH0gXgPOsun53I/1fp4k26cttPLPnBcdEW4JtqwL6QbguPI9YFVGhFLjt4bVax/Y1WyBxzcRCz0u1yJUEmBpMqA1E5lnWRikTbTiujolOpS31vwOTKLAAGtDrLW3R6/igFPibG44Y30sprVFZrXo/6KwOu2ER7CYJtSpqoQJjkVngZ8VEZwFAXxNkAsxTWs5EN9VD8+djv68o52DHHkvOXbhMmLWwA821YG4JDPsWw5L1Ho9mmmj5lrFNYqHqu9n0JJWcgxrkHPy9GlOKrYxYuIALkmU4wDHVuoWu+J1tnG+0PtEW94EYXJkkLbYQvdnHsR0TvW+pg1Mbw8rz/ILX8+TJar5H8JRL9+B13/ukhq2W4/L9i/njS/bWD6LZ9xZ/I5VRwFK3KHIkwqQjViHwym4+pnvDpInWSfF46JIDTUy0zifaNqBlfUjtE212x3JB9C7ApfuKTrxHsu3aFKkmWv06eymmFPef3qp1bJMmuq4OWMY+JHRy7V7pHEJnkrWxyeQi82JlqMvKM8gm4zb08myn44NfeQSAPlErNhS74cEGqtIWb6yueMVXGWRB6qRMNDteYXGn9olmQWEh59C8V5FYOInXbuB7WOr4ePhsH0DBTuWvC6W7eeT+wJofr5N9R7ZQMS3ADq10QQjJFyRiEG1TTEME++mbJLap5GBWTLRCzlEw0fLP8deTUmAzuwamHaBVjvjQjVdVJtpGE63WrtrcB77nldg+k6TFFgth6uLCSBrbReW+xbBEDDCUgmjZXJBZyH3T4w5rJTNNwC8mm4yxhfSqykTLjtcNPAQeke7+Np0v0kRi3ifaEEQbNNF5oSyTntj38LbP3ocn/Po/VF5jO5EqpBUL5a+xvvp/flSfeMuOrkwsVHjkl9rB5KQtJ6y2ASfnsAQrVQugkdm7CoQQfcXC7KZJKMXJ9SEOLndwcsO8zQ/oV7JRXL80q2xVWiexzQaiNkquiVZJPNTwffVqfBw3Kw4gm7jb0MuLx9AFrgm11+blFSyFKmaq+2ClG2AUJRhGMccGT2YXx5LhhlE6eKsC+A5X6MWU0NsNfGVi4SRuKUC6YH7oTBpEiztQMo05gykYBJj7SZwvElTf799+41V422fvw0d+7gUAisS4dUG32iSRUrVbZeM/PolPtKewuDOWSxee749i+B4xLpYIIXjiJatGPa3Jp173Ga1PtOYwPoF0m39iJrrjI6FsMZlKs2wWlYdW5Ppy/rMyn+/CLWI63NwHf+b5jXeB2RgnLrZl1pVAlmCp8GOPk6SRc4rKJ9rUj1RV+iLL683uo03pdzFLzlSuYLZFZ/KKhYrXxxZl4tkxXBC9g8FndO9tYLGjgkf0iYWs0ycUOLExxIV7evZBtGabsclq2s80nDxMZb/rQtRGyQPm6ueMcg6Nhi+KG8o5JEFPGx7iIiOpGzaSxN4dpdh25hxFxmrbOnbPbw7NgZ4JeTJczmzrC2TwgbHp3B2NJnoSOQcA7Fns4L6TmwCqcg6d7VKs0ZozdLNiNndnFSlVuRa/9l3X4te+69r8b5ZkdUJgC5skFha6y/LzNhVNla9b3I+sgpxYVpmRBqaKhQybowgLoW+1G/Z3P/k8C+9rIbHQ4rhad44kzRnRtc/3vHI5aAsJiA1YfxmM0yB6fRhZMcTPvuoA/uLzD1SeLxVbkYyntm4RTXHtxauNP6tLLFQRA8vdQCrniJNm37GSWGi41wkhuQ2mDLbXW/e6aUGQ7hih0k/rnJ99bBKLu9zvevuZczg5hy34G6jNIBpQl08FCp1jklCc2Rpj/5I+C52HzhamriYayAZOiU90m3KOChMt1UQ33UpTaaKTRtXBRL0q0I6cg2cWrjywqDWYr1PsJg/6BDmHKphlE+7GICqY6IZMe1XOofecZnKOOKHaioX5e6Wa6HiiMuxAmmTFvrtKziFjiuLEHID1Mib6N//+tvRvS5b/8Eq6KyZuuU/kziFjok3luy0KoqgQKhb4JhZW3Jka15DsBL45yVTckLIpqJG7KMj8+BNq3OWaljvHQh5Ep/fvxmBsxeSq2Hq+L8ncOXSFm+aNjsJJR1aJlGGpG0jlHHWr/TKIcxBrS0dzrMCwgwqYr7fuPjIx0X7OAMs+a3efFomF1dcopRhbVOdkXchponcJJp2YeaQ3mPrGYB0toTR3GwCAFz32kPHYhUVOO0y0J8nUbdudw2Y7tcn5VMkVrBPXLfsNKOQcLQfRS90gZ+xkqGVxJym+M8xYKhmYG8X6cGws021CIeewY6JZwNofxxZyDnliYRtMNL9gXlEw0SqLO5NCqBf6efIk+9sGCx0fy90AJ4Xkr2EjTbQimLUYHyYKooOqtAgoJmu17Vf5u42jen73JogBr50mOluINLwPPE/u2mCT1KgDW5SxRWhq02gOolUa267ARDNm8daHz2FzGGntMucNpSZ6HOe7ZCKWuoFUAmHyVlYh8L2KlI5vm/QzhoT49Lj1FoY8YoMm2tcEr7YuJbmcQyPfsvG6BpycY8fjV77jccpM1abwSDqRbI0iKbPJkNC0jHHH93Djr30rFrvmCVdXjjZOKDo1A75Aqolu1yfaJrHHVuJROo4vZ6LzTtxgIpaa9LewS8EHQSxLXFVVsYnFHR/0DaNYWfBkhWWoD6L83JMy0f1xyuwMDPpMNrFtjVIWvBN4ysGa10/zGMXtBtGixZ1sUcIQWzCQYkXIOkHTcjeoVJVrpomWjxExNbdH9fVsbkfWr0dx2R6QLdJVxxCDl9S2rUU5mbiIt/gyJp9oY4KmoC9mDyclJ/iy9QCwPrAMojX9jMHz0rFnMI7x0jd+Bt/02EP4gWdeln5+GzLRuSaaC6LjJCWm1Ey0r2Ci20kstAmi0wIt8p1I9nmjO4fm/oup2csekAevtlaM7FXZWsB2IVDIOVwQvaPxEy98dOvHJCB41w1H8K4bjuC+17209FrZmD1jTH1iXbFJV442ihMENZM0ZFt4bTPR4sQt2zaTbckaNVUSFh2w78Qy8IPvv3zGpbj7xAaecune2scRwQdBbNJLt7yq77VhuhikmmhN8l3ORA+iPNBu6oO9mAfFBROtY16XmPxjGGM4Vk90QMqOn5UURWgjsZAvgFKRc2iY6Dgx94teWK4IeViR0CXDUtfHpqJiYR1HEpWeN0koTF1CzUSbz9vJmehygGDaIhafT6vwtclEm3fCRBBClDtdsYXfthgoNS3mIaLXKQfRG4OoshBUtUeGkpyDENx1fANHzqSOUZ+480ReNXJamuhJkDPRfPEog+vPUifAqY2qI1YTKSSQVc2lhQf7KGLMvY6JNmuijT7RBk20vppmdi7ZvZ1rou0SG2VMNDuuqdiKc+dwUEI3TvIVyRJKMyeF+hOkbCUbNdVES4LoNjXRsnOKEJv9ky96NJ5/jV7eojKcz9mACd05fuKFj8LVh1dqH0MGUc4ByAt6AHZMFwMLCNf6RfA1jBKlFneZ80qNkvTcTeUqok+0iYnmNdSmIi+8pzSPwTjBweXJhri9C+mCtRd6FSkL+53kmmgzW9ULUyb68Ret4pK9C7X69nIvrFSFm0wTXV/Ooe73NhIIuUY1MbBb4mJ3axRNvFDiIS7abRfXqtLKNjkLYgBuUzLeBrwmmpWX11WWY9A55jCw7/TiN3zK+vPzRO7pzt1vJv/55W5QWagCwNpg3EgTnQfySYKu53OWlM000YwMsalYqIJpQeBpGGBbOUeRWCg5f2x3jO3MRG+/u/08g+7WGYz4IDozy68zQRrkHI3cOYR4IZUT1DpM7XOKEOfuX37J4ywmKk8+EFh6bcrASxtMZYfrgGcWWKnpKKY4sT6sbC/WSYrct9iBR1AqpKBLvis00VEuw2jORJeD6K1RlC8Q5O8vyzl0SXcdRWLhQFHStw4OLqdBNJH0VJ37jU2xkl7oYxDFiC0snkQsS7aamxRbUWqirRIL6z3Pg33f57z2Y6XnWRCtCtCr7hzxxJIdHjYVU1WfUyVw28g5eJlcvpBoodgKkPaDtWynxqbGgZqJLmuiVdiOQbRME83GItUYsdj1sSksVN91/YP48K3H8ODpfu02iHUbJtVEjy3dMXT3sCmnJtcia6WQdott2bcobBHt2HQXRDtUoJosvn5sHS//o8/mfyc0rRhXZ4AKdXIOC82mCF8yUSQ1EtuaoDV3Dl/udzm2XM3LwGvY2yzAE0rlHAme+TsfxSve/PnSe5nExwa+R7B/qYMTnEUin6wqYpVz59jKi1o09Wn1EPoEWxn7s9bXs2IlJtoQDKt8ogeG5EUbXHflfgDAM67YV3ktkEzMDDb9gvlEm0rvyrDUqToHtKmJTiwW2ZMkFqoCX1NioWgDuDmMWg3axO9su1unY6LN2vIy25hfg4kTC9nCNcG5LIi2cZZSjSdlTbSePd1u4DX4DIyJVo1pSxKLu4/efqx5G4SqiW1pok2LSCMTrfm92Ge/+vA5vOXT95ReY/Op7WJbKufImWgn53BoCP7+470Y3/rP9+Ghs8VqN9VE12SiNXKOxky0cA+37RMNAN/ztEvwtzc+lJ9TRJPzpZro6vO5rmxCd442JS1dSWLhqSzw/cpD50rvHceJVbIQw77FDs5uFUG0rooZq9q1PhjnE6tNQqsKvdDP2Z+1wRirC3ZMtKogQt7OUFH222CjZ4OrDi7hL//ds/HUy/ZWXpNZBjLYyKV6mU90WmygXiC43A2wrkosnFnZb/nzdomFRRv5cS+XMiiOIerSN4dR4wIcpnYB5sm9+JxaE23DRJfcOQzJlbbgEwvP1WKi5d/5AJeLo2eit18QXcg5qky0ShO93EmLTfEyyknmOlFeOco1zc000SbrTwZdP44smeh/86dfBJAWfmJ9lQW0Zp9odQBcSFLs5BzbkIh2TPS8UQ6i+cdV66dxTGuxTPpiK0ltxsAj1W2dxCKLvy7e8ANPxYWrqReuTGrQZBxTVV4q5Bz1uwILdp9++d76DdKgpInOgsm7T2xI35sWirFv+0LHL2ntB2O13piVmO6P44KJniAoTSuApYHfWn9sz0SPYmUhEiBlXmXFVtqQcwDAcx99UMpW6dw5WPKQDr3QB6XpZFg3P2FJotdsIudgpxXHCBsmXbVwtLK448Ye3qHEpAcWF1Mbw7hVJlo8re2hfcW2u8mHN/0sAaXF2GrShduilwWHdYNo1b3IS9a0THSD/JJpQ5ZYaLLOXMzIiS1O0jFREC0UZ7LZOdJpom0LYOnuo4TqF/viYoknKyJLPXPBRFdfsy3Ywl7ejnIOx0TPGXyn5G8PkWWKkrTwRJ0Jw/NIbqEnwqYimYhAoiumLbtzMDDGoNdCGW2AlRmuBje2miwZCCH41C99Ew6vtqeHBgoPXYBnogsdM/8d0pLl9m3vBX4++AJpAKcbhHth+v6tUWqvOIl91WInwNYoRhQn2BzFJeeLynszxnFzFGNjGOGy/YvK93ZDhSZaI1VpAzqfaBsml7VtfRDVvq6yQhAsubLOQrtwlihfPxsmfRImmh/H1ofjPDhmE62K6VwSFjObw6jV31hcGNRiohv6ROdJU5TCQxE0taaJHtUMohVjIT9u6m6N7SjnkPVVc2Jh+vzGKMqtSyf5SUKvzIazMV1n0ahanAHF4tNUpIm/j8T5L4r1i33xtS1uvrDWREPNIhfuWDtXzrH9loznGfjbj79BRJ0lWwHW9UQNfU9ZSct2gmAQiwIA9XyK64B9f9kA16Qf5VZewodtV9MqXH5gsRW2kwcf0DMNI6tqB6Bk5zaOk1LQbUI3LHsTmyoHLoQ+BuME/VHU2COaP1Z/FGMtWyCuarbhF/My4RE2R3p/W6aJ5ndvKCtO1PJvw6PQODZLKGNtG0b1FkIAsNJLi/DwDPwwq95XV1okSxi2sWZT9XtZEqYIfuLlk7eKQiPyz4njQX/cLhMtYlJNtM19ICaAt+3OUV/OUT7vCx5zCDf+2rdq38OjTbeUtsA7YzAUcg51xUIA2OIWq5PI9gJB/vXaD91Rapv0MxpNtIlJZygFzRJ3rTpMNDvn+295GK/526+k77F056CS1MJcznG+unMQQvYTQv6REPL17P99kvdcRgj5BCHkdkLIrYSQn+Ve+01CyEOEkJuyf985SXt2IvhOycd3YhA9aMAysfePI/ngXtvizquuBNv2iWZgnb2NCoCA2qnE1rB+luj6xXeWDfB8pbq61RYZswxkxQZivQdzasOWMtFNnTkYlrNEHeYUoGOiWZs2hzE2BlFFC8uDMZF80hBbdNqW0m6CIN8NaOZ+0+MWP3XZO+ajzQegw3Gz4jIyZ4mEmoM/ZWKhRRPOcQtBvmgMG1/Ux64+P80g2jaQTbfdJYspi8RC0au7KLYy2cAaZMm8fBCt63MMot3nYuhXahPo2tY2qdAGCjkHx0TnEjVFYmGnsPhkmOQXUTnhGBMLVZrocYzQJ+ay39xvJc5/psrF4rjUzyRkP/WXN0qPL0PhE119zVrOsYvdOV4D4GOU0msAfCz7W0QE4BcopY8H8BwAryaEXMu9/j8opU/N/n1wwvbsOPD3Hx+g8h2n4xcV2epOkmHgSd0Dolhf7lMGuU90u0l1xXGzIFqS9KEqga2DqqhEbva+jbYg+YIIMi3wmc0iMTCq6R2+wAXRpmIDQJYMOI6xZUjus8HqQoBz/THWBtmErtFE+x5BL/TQH8fYHMZaO7w8iJYUUtBpqSdF4RPdMIjmgo26geASV02SYRipS7jrIPNQt/OJlj9vE/ztXyyCMn7xw3TBdQLINi3uREzszmHBRLPvyj5fVIKr01I5WDLvWn+MbuBZBbg2Hsi6e+PSfQu12jgL+F4qWxpL3Dl6qmIrWR/bLGmim7chVOxc6eRIoUETbTO+8b+VuBNrcuER+2F/VI0lTARU7hOt8Zo2JhbuYjnHywD8Wfb4zwD8C/ENlNKjlNIvZ4/XAdwO4JIJz7trwN86Kiba81K7LqD+ZBv6RBpEp/rq+tu+4k08LU00286XDfpNupGvsPtjW2XbqVQtP6jJmFQ+oWwU01pt73FyDpvtQMZc91tgolcXQqz1x3mxFxMrttQJcHZrhFGcYFljrccmIT7phT1WlTRvA0WikCSx0MK1hp886+4KMXlL6V5oqAH3JRO1TcKwWs5hxnOvPojf/O6US+EXP6aKhQBw/X9+Md72Y8/M/57mboMt0RCqfOgtFiPst2dBRtxgIaECWzRvGnzZZe3RQRfLtGn32SbEuXBg0ESz3S+eiW7HnSO9eCvdAN/8uMPa8Te1uNME0RZjMi+jEHX7kWGRJ967W5LiM6ZFV85ES16LLHeCCzmH9m1zwaSjzwWU0qNAGiwDOKx7MyHkSgBPA/AF7umfIoTcQgh5q0wOwn32lYSQ6wkh1584cWLCZm8flOQc3G3GbxF7hOQdvm4QHXheienJj99AEy3r0NOwuAOKAUzGrDVZjLJ+XpVzNLe4mwX4AfYbHnUAAEqV6qIkQafGYogV+ADMxQbYa/1xgs1hpNz2tMWehbDMRGss7tLXQxw9NwAAbblido8MZ81EK6ruAWb/VaB83esu4sSSzgArnNNUziFhog23lSo4tN2ZetKlewAITLSFlOHgcre0AGvCvtvCNojWMtEW7hxAscBvy50DKNx4huOkJB/SwUbapmIE/+LfPnuqFWwnQeiX58Itw/iXL1T5BF7CjlX/O4oFX4ZRgmsuWNZ+Ji22Io8ch4aqrwz8x8VjmXacxH64Na66IBkt7lg7NGW/TWMluyV3JBNNCPkoIeSrkn8vq3MiQsgygHcD+DlK6Vr29B8DeDSApwI4CuD3VJ+nlL6ZUnodpfS6Q4f0JZ53EsqJhcVjPpnAIyQPEOpuXXYCTz3J1xykPUKq20FTSiy8JiuhLevgsgQFE3zFVppt6dRZ41GHlvC4C1dKA/wbfuApAIDTG8OcERhH9hULgbIm2sTEpK+lJbX743gij2ggLaG9OYpxKpOjmEoQ710M8eDpLQDQsmgdqZyDaaKnmVjImCV54q6pX/ALg7p9kVkN9kd8EN1MEy2WnQbsEgtVX892OJDZjhWaaP1n+dyQWejeje9TbLvbuLT4glc3Y6QndecAimTeQWTvmW7znVXBzHMetb9W+2aJju9V5Bw6TfGSZLeH9elnX3Wg9vkDLi9nFCXGHTZA3jcZxpZuXfycLV0s6xILhdf4Ksqq94jIEwu1mmhbJnr7BdFGaolS+mLVa4SQY4SQiyilRwkhFwE4rnhfiDSAfjul9G+5Yx/j3vMnAN5fp/G7AfxEywamP/6nu3HzkXPce1BoomuugEOflCYpIJVgNC22IlqJJQmduCiADP/jB56Kj99xDFcdXKq8Nok7h7iot10Jzxof/4UXAQCOnisK7rBB/Tf//jZ89u5TePMPX2c9kDKkW5rpdzZZPAGcnGMc44oD1d+iDvZkzPORM2lgbJJz7F/s4JasH+jdOZico8zK8q9NA6LvKw9T1jtQ1gXXvf8WOtUguqkbiUwTPVFioeWA0JEkhNqysPzvul2YaJVsznQ9ROcg9n8bjC5joinsCRibZErZGExIO+z5tBAKSfYme0825vByDsZAv+nfPKP2+dm1Gce0SGo0SGxCX51YGCd2eU28FlkkwUyLPHEM25IF0RZ+8oQoKhbaFlvZxYmF7wPwI9njHwHwXvENJB0J/hTA7ZTSNwivXcT9+XIAX52wPTsOsmIr//Uf7ii9x/PIBJro6nYQuxGbaKJlk+00mOg9CyFe/rRLpa8100TL9atFxcLtxUQz8HIE3iP3I7cdS/XCWUUtWzCvb0ppztbqEgZ7gY+NYYyHzvRx2YQJQ8xr9cjpPjxSOEyosHexk9+r2sTCjIkcjmfLRIu+rzxM/qtAWj1SPJYtePsyhmEUo9tgR8X3SSXpx2aRrXrZNo5ibLJME20KIMMZMdG2QaGqYmFiU/mRBQgxxT0nNvDWz9xb69w65Ex0S4WHGGRMdOjXt1ecJcKgqonW5Xmwiq28nGMUUVyyd6FWldj8/NxuaF4YySJ4VGmix5a1HkqGBXG9fi6OYWy84XeCbBZdBHKf6LGlOwcLxHeknMOA1wH4VkLI1wF8a/Y3CCEXE0KY08bzAPz/7Z17vCxXVed/q6q6+7zv+97cPG6SG5JIEiDBBBJCAuEVCEgAR8DxA1FhGMUXDIqMODOKfhxEcUbHUQefOKPI+BEGPiMqmFERH7xfQQhJMGAe3Dxv7uOc06e7as8fVbtqV3V1995V1VW9q9f387mf26dOd1X1Prv2Xnvt31rrVQCelZPK7h1E9EUi+gKAGwC8seT9WE3eSu2XXv6kSBMti4KYG9E7OcEEgH4hAUleYGEg6vc+FNNE569kk8DC+Rz85cSX5+X5iy99EwBw7MS29vnUogNJYOH4frDcdfHQqT6GgcCRCQVPdJABR//y6CY2ljtTJ9y9q4mnem2ClKQbpQTcyQkamqWBNamYkY5cSi1XXYUnuj8MCgVSejkFHQKN1Gxl8kQDyVhWxBPdnaEn+sNvvB5n7V7Wug9JmTzRnrLA/67f+jj+8ssPGF17EssdRRNd4bOQNwTPY35olawmemtCtVYgNNxWe14qA05YArzY30UNLPQ15+BJmmiduAsgbbwayzmivivvXY43puOMQ5Qrw9wxkKmGBdPmz4guFSkkhHgYwLNzjt8H4Kbo9ccwJmBbCPGqMtdvA6mKhZn+8bIrzsLLnnw2fu5DX463p4010a4zIueIJQyVpLibjZxjMgVS3I3Zeh/MYYo7laWOg1uuORcvuWI0oc1Dp0Jt8Y88+0Lt83lKcItOYKE6WFZmRD+yOVUPDYSeaMlab/z78z3RUs4x25y13phiRjpaWNVINdXk53mid4YBeqvmhoxD+akfdbxD+cf1rpuXmlA25dRCNd7sPNEXHVrHoY0e7j2+pa+JdpzU30ISBNPzZqvpu1Svp+n4nMdSJOfwHBrJ9VyGPIfPvI6hkqwmenOKnAOQue3TxYCKLm7UwEITGcNYTbQfGAeBZo3QaYs8eXq5SJR9/NDGEk5un5p6bUnoRR49vuPr178I7Q/tS9bGfC8dF4BxeaKB5KFziGIDwdgT7Y1q9fyCVfryHmgxo8DCSRTyRI/LEz2HxVZUiAg/ffNluOLIHgDAtz85kbjcezzUSx9cX9I+n+oN0QksVOUkk0pv6yCN6Ec3B1MzcwDAXmXSX5+YnSNPEz37YitAmNWlaJ5oIJG0GAcWyoqOg/KBhXneLh0t71g5h+Z3yQsITfTAkz+rSmFmsVDSyRKiMtYTrRVYmCzwVaOuCk/0SiznKJb+cBx5C6h51kMDocGqBtlva+S+X+25qYWN7xc3otXAQl/TkdXz0hVmVXSTA6h2RbaHDqakSJXzojzHL33kq/jCPcdxcL039boqRJQ7bxt5onOKvc0D82k5LBBpIzr9O/nQqSnuTLfMPGe02IruKjhLnhE9q4qFkyjyGI0ttiI1WXPuRZG88+VPwru/9ykAgHsfDY1ok6wZavnbpNjKhOwcyu/O2KVvrOehBhLqeKL3rCTv2b82ftDOz86hVxK3LJ7r5Gbn0J3gZIYOUyNaGkSbOxlNdJFiK86oh0cnNVuZPNHAaMovIPFwmnjxdRZkpshRQndcyKv6COgtRtQFvrrzU8WYJAMLt4fVaqJfdfW5lZ2rLjrZ7Bw7k+UcQBiLoWbn8EvEAMUVTgMRG/PT+vm+tR4eOb2TH5Tn68k51Gc7ex4/mCxPkeaGuvj4znf9o/HuszMmsNDEiPYcJxXkOS+wEd0wqn4wqxlKPNEonOIuTxOdrIINdU1OXoq72QQWVk02jZREbsXPsnRw1eyOjNH7jm+h6zlG956kZVM00RMMLzW3bNk22mVoRJ+xKwlknNTvc/NEy2IrM8zOAUTZTsZoYXWei/WoHUzb1nEoLskuKVpsJa9ktZYcZWxgYQlPdKB/DvmWs/eU2yHJJTbm9dpzXACYTmChusBXF0FVyDlSgYUVeuwff3gD733d1Zmj8z0PdFwn1de2pgQWAlLOoZSl19Qh5yHn26EfaM/BB9Z72PGDuECVyjDQlHMo41N2qBpO8aznPYddzxkb7DgOQr6eOS6K5U7vm1cf3YeP/NOxXKdFk1S/hGeMUPuvEGkjTw6ijqMWWzF7gLsejXS6MprobBT/rMp+T6JI2W9po4xWLCzWFk0ijdF7j29NzXCRRc0osaXhiZbeq2keGx16nhtXTNTxHp6rKR/JlXNITfSsPdHOBE+0xrMq5SZFJuaVrldJnmgnL8VdMN2QLauJ9pww4l4N9jIpef3iJ52JD3zuvpmUmZaebt1czWPzROuU/VbkHOoiyDTwO4+ljov+MIj0v9UuKOctt/40uq6Tqri3pZGxZLXrpQK3p1X4m4TqwNDdDT4QySaOndyOsxup96IXWKjIOTJddBAEExfweQb2Stcbm3ZvHKEnevR4nKVEY9x66wsfj67nzF2/YyO6aTJ5otXtpo6XaKJlpy2SnWNEE61RWjcPL8cTPauy35Mokioy8USn22IQZ+eYrwdzErujwXRzx0/phnVQAyxl4vxJ3ktpYE/TDuqya7mD7UFfM7CwgxsvPYSbLx8NqlTJ82jWpYn23PGaaB1vquyXRRZxyx03LecoqHv1crLuhJ7oyZ8bK+fQ/CpENJIxQS6QddruHf/qiXjjcy6K9eFVIg0l/ewc+WW/dYrWyL/9y37t73OPl0F6Wk9uDytfUGYdOkWcG3XSyWiideQca0vp7Bw6WWvGEXuiDTTRR6M6CV89dhIXHVpP/W6omeJOLeqUG1ho6Ile7bnGRjQR5ae4i/J26xjReTUj5gF7LIeWonZRIdKeUlmKWvbxnucYG02hEZ2RMBRM6+Y4FAclSmZVsXASRQZrNaBOJVmc2OOJXl/qxIbKqqEBIRcLw8gTvdxxJ+4knLER6qCrah1p8OzXCEwhIvyPV12Jm55weOL7Ek90WhNNNPu0Wx3XyZdzaBRbAZJy9EUCW5e7blrO4QeFNdG5+WOLBhYajAe9zBa7NC50ztHzXJw3o4lVXl8/O8eYst8aRWvG/b6qst8S3bLfumTvL+tgmTd6njsi55jmHMjKOXQN1zwS7XugpJmdfK7HHQzLgt/90OmR3+nKOX75FVfEr9U/kRChNrsz4R7ybISVrper/58EUX6l4R3fh+vQ3AelToKN6IZR+04gRCodnTR45Mr3iWfvmlh0Io+spwco7ol2c8p+hx43o9OUpshQHQ9gmfuf9+wcebgOxZ7cVcNS3HLAHPhhsZVpntqzI0lFVUFJcgKaFChoSp4muh/pg2ctNfKcUbkUoFdsBVCMtQKLuNATPYyuF+osqyj7LSVbU/NEj/m9yTfpevlGdNOTqpraS4dxqch0srSM+30VbaA+t0U90Veetyf3eHZXdB6ryan0Ok5K8qUXWOji9I4fO27KBBZ2lF1A3XLX4RiWHtskw0DA1Rg3juxbwbuiCovpdHfh/5N2YfMWeKs911gT7UzIzjHv+cWnwXKOhlEneSGQyjmrprgD0mmddAm3sMZpogsEFmaj+IWov0pVgbF6XHYO6aW3yRMNhFKHx7YGxouq2BMdBFOLDQDA4Y0lvObp56dS65XhzN3LuOOBU7HWrwrk3y7riZ51Zg4gyhNdsNgKkBiiRYI2ZSENQAnQKWhEq17UWJc8VROdf9zEyMjKzeRE23SssjRgdbfuQ090vjZ+mjHcGfM3q6rYiqTI8/DRH7sB5+zN15xn+3c2XmbeUNPFBYFAfxhopLjz4EfvXeq4CAouVIF0FhZdTXQsecozoqd4kbPnAdKeaPncmVQsBEJP9ANBHwCwf03PJlGrDR7f3IlrAOwUjOOYJ+y++xaQlXOoE3IcWBi9yVTKAUST1DDfE226LZWnnRSigYqFBT6jBu+oDIMArkNzXa42D9kXzOUciSd6a+Bjacok4jiE//CiS3DJmRvFbjTDz9x8Gd78/Itx9dG9lZwPCCeInpf2MlWdjWAcHXeM8SSEVmCYmzO56RKmLwuvvVPCiM4+176uJ3rMM2NiRI94ojVT3M0aU2/jWE+0RnaOcc9wVdk5JEX6xpF9K2PHxqwTxgY5hxwjtofTc+QDiMt7S0nHUDP/ex6ekiHKZA7uuU6uJzpcoOn9TeVlVEmFjpQx1xPddeEHAt/2pDPxqZ98rub1Q0/033z1QVz+to/gb+94EEAoQWMjmimFOlgHQuRuDcv37C7kiR7VbMYr0AJ5orP310ie6BKa6Kymu4zGrUmkHMJY3qOkWdrW2M6smiP7VvD6Zz6u8gIZPc/JVCwsVgLbFG9MarNwgtP4vCzAUKBPh+nLwsk9SYFZRBOdTlmlW3p77K8NHqeu5+SX/W54USvHXF3v6lhNtEaWk3GSrEqKrXTLeaInYUtufUm40A77mgzIneqJjhY4suCKTsrCcahFdXQ10cDoMyIxKUEe92eliyZF18yyc7iOo1XRVIUQtt1nvv4oAOCTd4f/91sg57D77tuA0g8FkLs1LCli8HQjOYdqeMpr9Exz0+ZE2DaRJ7pKTfTAF1bliJasR8azmntZB1WXtz2s34ieFV3PTU00/WE9nmgvJ/sNIOUcGlW4DI01lZWuKueYnmllHK6TljnppsAc74nWv3a4VT2qx256Z0gtxa33fmdkgQ7oLabWxiyEq4jTWEoZ0VWnuEv/jdY1Mu40iUz3ByBODTm17HeU2eJklKFDV6aVhyop1NVEA6O7NRLdqqgAYjtD7c9JjYQJnuic8/tBYHZtRBULkbSBfM6L5rafJ+y++xagdsNsirtsNGsRW6/jOiP5p+UDOU6LN47sZAs0kye6iNHujSm2MgwC6zwqAHDjZWdgtevixZefafQ5qYke+AG2durRDddBnid61untACnnKJPiLl+rr8NS18XWTlrOUUXZ7ziwsGCeaGM5h5onel4CC6PL6/5dvHH9QEfOMcaIrloTbSr9mkbWANxtuKCvm57nRAasUq1VU84hPdG6z3UeTpQXPUxxN12PLBlnRIeeaF05x6hsTKfgi3p/VxzZDUB60gOjxUSYJ1qMyCrboInmwMKGUZ/HP7/tm7hYyQUpO7z8v0h+SmkoD3wB6ZiThrqpBzYvF2oTeaKLTC7jiq0MfD2P4bxx46Vn4Etve77x5zpKwv+tQYC9qy0xojujmuiqJSN5hMVWRquJ6RZbkX8PXY+nykqOnKNoYGGQM7kWlXOY2Bhhirvk7ybvo2mFVbL9reuJztfGBxpG17hxuGpN9LTqfKZk+/errzm30vNXjZR39YdJoalpbSIXOLL0t6kHNossD2+SWrXrOnjk9A5uu/cxXHbWrvi4yb3EmujUjrTMTDUhsFDpuxceXMOp7WGs6TbzRIfSpuwOTxs00WxEN4zaSX/hL27PfY/0SBfRCcoHZMcPsAw3fg2YZ6T48v0nsOMH+PTXH8W3nrsHQDN5oosZ0fnFVoYGurI2kCT8D70xVRVRaZpsDtj+MMD60uyHt2wBB4mux+pnbr4M+9Z6eObFB42vvRzJOYQQiZyjwM5CNrOElDzVEVjY8SjOmAAgvo+mJVbJZK/3/nGaaB1PNAA89fy9+Pg/P5I6VrSoh4r6fJvGT0yjozgfvvqzL5h7Y0guqrcHfqKJnuqJDn9/qh++X/fvOQ6ZCcdkx6XrOfjYnQ/hRf/tY7jr526KPzMwKEFOGO3PsaREU84h8zlLTbeZJ5ogkHxGXrsNKe7svvsWMGm+yQ7JRYzVrpds30vka9POe8exkwCAz37j0fhYE4GFxeQc6YdXols6tS101OwcOz6Wa5A81EHXc5pJcZeRQkh0i60c3FjCz730CYUMkKWOi0CEC4Y4sLDAhJQtoiS/TtFiKyZ0M+m7YqlZwxPr0QNhEZfdK3oSBc8JZXNZbbvuYuq9//YavO3mS81vdApqZVATT/Rrn34+brz00MT3qAbWvBvQQLook/RET8tOtJoj5yjniQ6186aaaIlattxEn53nidYJbswa0Z5LCAIB39fPDALIwMJ0wRmA5RxMBdCEUPbsTmIhOUdcoW50G8e08/7qdz0ZL/u1v48HZiEERAOa6CLz67hAoYEfpDwqbUfNE709bJkmWpEF9GsKWMkr+y2E+XZnEaRRtLXjJ3KOAosiz0kXUUrSzE3+XBWaaHUHYWcY4GN3PgSg+bztb3jORbjyvL142gX7td7vKQG7XeXvHhj0g1n0VzUuwMQT/ZMvumTqe5r+G5miyjm2NT3RuUZ0ifku64nWmXrUhfHmjo/1pU48xuhKESmWJyXHdHZ91L7rOU6cmcPU+RSW/U6Mfl+Rc6zVsGM4SxbHephTJnuiw44m57ciY1bHzfFED0Xqd7qcvy/0zkh9WKJfrHcwLaJhjj3R2cBCf7E80bIdEk90e4zolJyjJk90mEKymoqgpqg5bGVQZVFNdG7Fwqme6PLZObrK4ucj/3QM//i1UNLQdHaOjuvgBgOJTZK+LNMXDLb/Z+GRU9uxak10038jU5LKpj5O72hqorvp7Bwmi6I8vOhZ000jCaT7hZqvWp5PB/mnSnmi/ennUBcMDlF8/6ZOAscBIBJHoBxvWM7BlGbSQBQHFkY/F3l4pbcglf6rYGDhSqQPk3oyORDULudQblu3aEf24ZWEUcaL8xjIv/lOJAFolydakXMM68nOkZcnuq6CITKl2IntQfx8V1KxsHRgoYknWs3dOxqgaQuxs2KY7gs6eaIlsw6ErTo7h23I8aA/CGLP8jTvvOsQVrpu/P4yxVbk+YaBMHJAqfP0ZqTNTvTMhtk5lGOxIT7BiaROjZ4rNdGBcXYOQuiJlkZ5yohmOQdThkndMFslroico5vriS6mn+y6DlyH4sku0AxAqhr5IH7oh6/DxWesT3l3yDhNdJgn2i6PShnkgCknhTYFFo5oomvLEz2qgwVmb0RvKDls+wOZJ7pIsZW0Jlp3EVCFJ7rXSXYQbPNsqiR6Wx9AokMOPdFm5zh//yp+8TueVNm9vePbn4iOR7WP0/NG4okOYo/uuBzdKqs9T9l9FaXaUWbnkM+YTpdXnzN5H3HZcENNdJDyRMtzjO+g6u8cIrhE2PGDlL5Z9/oCye710Bf4lVvvwH2PbeHyKHWerbAR3TDjHqLf+56r4oh9uQVTKDtHjockTnHnmZ2PKFyVS0+0MFhNV4kcxLoeaT/I4zTRYZ5ou1fCJkj9t9yebJOcQ8oChBC1BRbmlf02KelbBumJPrk9xHaFmmj9PNHjjptpouXip0iav3lB9jU100isjddsD+mR27vajbMfVcHLrzqnsnNlefPzL8ZTztPbDWwauUjZHvg41R/Cc0hr52at5yXZOUoUWwHCKsHDQBjN6er1Yo+4RmYNFYqN6OSYlida+ZUXBRae6psZ8OF5wjSacpz5+D8/gvd99l4As4kFqBM2ohtmXDc8f/9q/Fr2+2KBhaNyjqJ5ogFZarhZOUeyJaT/mSS1W16e6MXx0MgB8+T2AED1VcyaYqXnxludmzs+AoFaUtx5mZLZQGJEz3pxuR57ogfagVJ5yGAhSdmKhSaomugiVRvnhbQnOkR+Hd0sBtJTatNi4vXPfFzTt6CN6ok+3R9ibcnTWvCt9tJyjjL93otqLeguVIHQ8JbIudtcEx3JOXI10eP7JxHBoSSzhutQvHNkkp0DFPZrP77/ZPJmTTRTinHDZZ53tIgnOk/OsaMRUDAOz6F4kG8qsLBIlbdxnxkaVH1qA4kRHU4KbdFEr/U6OBlNdPFWbW15osd4omcsE1pX5ByyAluRv2e2EmmSOaCYJtqEnhfKYQJFJ2ojst1VSVEi69E7h+wvFtnQVpFk5/BxanuorRFf7XrxmFI2sDDOzmEwd6rztJSOxXKOEhULB/E59HdzPYdwe5Tq1mTadCjUc8jvrd6H7Zpou+++xaR0urFHo4An2stPcdd1nUIaRKKkullgoOuqEtNqYoASPb/oeaIj78GJlsk51pe8KFjSjxcIOnrHsuSVe67PEx0FFm4NsDXw4TlUaEEoK5FKL5WuHKUKja30DoY6S3utR1UqIDGNGZHvEha3wzwT7xYMQk207k7V+pKHU9GYYlLgJA8vij8Qcd+Y/hl13pfGs5zHdG0C+S71GfM1nWlqYgPV4M0rMjXp+oFIyp2rn2QjmpkJau7icnKOHE90iYhYx0m2XUV0yro90c+4+ACAUDuoi0PhYLGtbLcC9pb9LorjhNtzp/qhnKMtgYVrcT5XP5aqqIUmZoWXMUAB863WonQ9Bz3Pwcn+ENuD4plW5H3GQT+aXq4qAgG7imFjsxE90ROt2U6Jc6Dim2MAKLr1YaiJ1s2bvbHUwYloTBmWrCvgkMzOob/QVseRN7738/jFv7jdqGy4eh31EUuCE/W+j+dQSnqhphTVub4Qydio3oftO8F2332LyVvtFpmTx2mii2akcEmVczSjif7R512Mv33zDThz97L2Z4gIu1e6OL65kzq+aGW/gdA4ap+cI8qZvD2sXc4BpL0ydWXnAICN5Q5Oboee6KJ/y2yOY/ldOjXJOYBwi70NmmjVE22a6rDIDhujz7JSnOi0iRG93MFjW4NYclTGE+06FAWchj9raaIzRu6v/tWdsUdXV5csL/OnX7w/7qOmhrib2enKytimXT8QIvcZt90TzYGFDTNuvMxbnRXRROcWWymhA3Zy5By1p7hzCOfsXTH+3N7VDh49PUgdC+Ucdj/EpnQcal12Dmkwn+wP4q3XeuQcSQXIbuSTqNOIXl/ycGJ7iJ7rFA4SzcYL6OagrWIHKl6EKDrRn35x9eWvZ41aDU9iEjwGhKXGV7su3vS8i6q/QSbWQJ/qD3GyP8TZe/TmkI3lDk71h7Ejqozn1CHg1q88gFu/8kD4s5acY/SY7kJXIrvg+z97L5Y6Lv7zy56gLQmJi71l5BwmnmgpA0080YnhY3tgIRvRc4r6oIoSxmq+nEMUHgiIEg9LkuvSDk/unpUuHsl4osOy33bcf1WEnmiZnaMlRrTiiT5pkAO2LGoFSEldxVaAUBd9cnuIoOsWXhB5GSNaN+Coiq8Xe18VSczLnnxW+RPXjMxJnvJEGy6mVnsevvS251d/cwyA8O+w3AkzbYSeaL3nZddyB0IAj0ZzRxmZVnYO15NzjM7Vpn1Lvc49j24CMM/SNaqJNpFzAEDiiVY/a3uKO7vvvgXkPUNE6YcjFvYX8kRHk3wmT3TRLRS5HQWoeaILnap2di138NhmxhO9YGW/gTCt3aOb7Upxp5bAlp7oOjTRcgIa+nlZGWqQcyx5YYq7CuQcWU/0NA9RFYtnVcJQV0DmLMjzRPsN7dQx41nthZk2Tvd9A010+L6HT0VGdClPtLkRnTeOmBrA6nXkDrLpODXiiTYJLIzS5ElPtPqc2C7nsPvuW0CenGPcg1FkUo5T3AXVaKIdIshTyYexiHHfBGs9D5uDdGnhRSu2AqTL/67XYGjWgZRznOoPY6mKrqepDHIBllc2u4784+tLHk5sDbA9CAp7ohNNtDSidT3R5b+fasA3lTKzCvI80XKctGV8XATWei4e2xrgVH+IXct6Y59838OnQyO6TAxNti/oDBF544ipAaxeVvbLgWEqzmxgoZknmvB3dz4U59tmI5qZKVl5QezxLWJExwEv6ewcxeUcSXUz2yY9tSCHZOCLhZNzrETGpUPAeg2ShzpYVz3R/QGWO24tiyMZqT/I8UTX8Vys90I5x9bAL1StEBj1RMeT6xTBZiVyDqWSaBJjUf68dTPJE71ga/S5ZrXn4b7j2wCA3ZpG9IY0ok/1Aehns8gjOyTo7ObkGcpb0WJNN7uSegoR7W3Lwie62UYcShvRVxpU1Ty+OUB/GODd//D1kd91Xbslhfx4zyHZyV92+iIejZXI67i1k3hgd0oEFrpOotGW+iZLbOhU0nzJ0F88T/RKJ+wTu5Y7rdlqXlMKjxzfHGBjuZ7FQeyJzsnOUYdMaH3Ji4utVKaJHsqt4ho80UpaN9NAvHmil+uJtvf7tJXVnod7j28BAHatGHqiYzlHuewcpuR5ok2Dpykl5wj/lztPrq4n2qX4vS+94iy8wqCc/CSvNXuimcoZZ+AWWQB3PQcdl3B6Jxncy2ii1ewcwjZPdNdDfxik9Ktlk+fbiPRE625n2sByx4XnEB7bGuDBU30cXF+q5bpqdg7JsEbjac9qF1sDH49u7pTQRKeziujniS50uRTSPlDlHDbKH8L0XxR7oh84sY3r3vFX8e+Y+WCt5+HBk6FHefeyXp0B6Yl+6LT0RJcILCzQt/McHabB0+oZpBMsyfChZwt0XRdbkR1xZO+KUUxEtiCVyorltQrYiG6YvK41zgNUdHJZ6Xpx5wfCh6doWhkiiidb27ZfpUZ2U/EWlU2ebyNy0Dq8Sz/P9ryT5AEf4MGTfexf0y/EUwYpBcrLE11HEZ8zNsLFwrET/RKa6PB/OdHp54muILBQ8YIn2X5Kn7YRljwX/Ug299e3PxgfZyN6flCNTl1P9N6VcCyRxneZncsifTvPaD9taEQ7OZ7oJNe03k11PSfOUHLxGetan5H4E4zoOrIozRK7776lZD3Rcvu96GC82nXjhw4IPdEbBQtRuIScYit2TBJS2rLZ97Gx1Kkkeb6N7F/rAQBe+MTDDd9Jtexe6eD45g6OnejjsjN31XLN2BPdULGVM3YlHvfieaKlJ1qWFNbzRFcr5whT3DlkT8rMLL2OE1dEFYp7hI3o+UHNyKGriV6O0kceOxFqqcvE0BTpC3kFVf7kM/cAgHaGkbzsHDuasi1JxyX88LMuxOFdy7jx0jO0PiMZTpBz6H6HecXuu28pWaNObrub1KpXWel52FQ80TvD4jpgWb4TSFa0tkx6UsIiBw+ZscT2sqOm/NiNF+NlTz4bTzq7HkOzLvasdHDv8S08dKqPI/vMi/EUwYuLhTST4i5lRBfcFk000eHPupXMqvh6bhxYGE7utizI8+gpnmg165KN8pS2sqZk7DGRs+1b6+Lv7nwYQLUp7nTI80Tfdu8JAPp64lR2jqhv9ocBep6jPX93XQcHN5bwAzc8Tuv9KpOKka7XUFl2liyW9WAJWRG+DJI6sT3Ie/tUVrpuKqBu4AeF5RyOIueQSdttcbR0MgZPXJnNli9QEetLHVx+zm5rFj+6HFjv4Qv3PAYAOH//ai3XlFKgYUPFVqScA0i2nU2RE/tI2e8a8kTLU/hBWArZaiNa8USrtCV4tw2oXk8TI1ru3gHldi6L9O9xH3n9My8odA6piTbNLd8pEQA4KbDQdjkHG9FziMxzK5EGQdFHd9dyJ2WADwNRONclKXKO7/7dTwKwZ+LLVm/ULW/M2IFaxrc+OYfMzqF6os20hmVQjYKjB9YKnSObnSOWc0zVRBe6XIrEEx3JOSx+FFVNtOp4Y0/0/LAvZQzrdzY13qBMDE2RZybIKyYB4Oqj+wyuOyrn6A8DIwlYmR3bSZroorEc84LdS4CWkjWif/TGi3H+/jU85/GHCp1v90oX//LIZvzzoIScw3UIQ1+kNNa2OFo6Gf1qXN7Yli/ATOTI3sSIPmdvPUGTye6GqokO/6+7X1165kahz8m0VXKi2xz46Lg0dRFQpSY69ERbLufoOOhLTbQq5+DxZW44tN6b/qYczt6TjCdlijgV6QvjjEzdHNFAfrGV7YEfp2bUoUyRmXHZOf7gtU+1fqfG4nV/OxA5q8zsqq3nufjXTz1SuLPtXengkajaEhBO+EVXlU5UbOX+x7ZTx2xADgI7I55oO+6fmcx1F+4HADztgn21SVW8WM4x6omu67n4/e99Ct703Itw5u5iC4esJ/r45gC7lrtT27AKr3FcbCUK8rXZa9vznNgTrWK7kdAm5DNyxZHdRp97ywu+JZZAXlpil6vImKBKSVRMPLhVeKKLSkAnne/ax+2v9JxNwJ7oBWD3ShcntodxYZEyZb+lnEM19O0xoiM5hwwsNKzYxMw35+5bxYffeH0q2G7WxIGFfo4nuqbF2fUXHcD1Fx0o/Hk31kSH3+GxrR3s0Uj/VcVCRY4dMrDQkqEkl6WOGzsrUtk5bP5SLePSMzfwy6+83Nh427fWw+f/0/NwYntQqjhIkQXVBQfzZVomeua8Lmjuia52nmzLtNuSr9Euqi7FLIX7slTo0C/uiXadsNhKyoi2pBfFco64qAR7otvGRYfWsbFUXxGZTm6xlXo90WXJlv0+vjnAbg0juhI5RzR2+FHZb5u9tqonWt1gtGV8XASICDdfftZY7+4klrsuDm2UW6AX6d4XHVrH//mBa3PvRxdSIqrk4nd7YOiJrriyYFsWl+yJnjM++IPXFq48No5e9KD0hwHWEcoZihqODlG09ZrMErZkefAycg5fszIbw4xDSiFyy35bYhB6GU30o5sDnKUhDaliEow90dGYYvPEutRxlTzRCTZ/J6ZaivaFy8/ZPXLMTM6RvJYv+0NfK0ez51CUjKBiI9qS8XEabD3MGU88ezcuOmRWDWgaPS8xooFQv1k8xZ29co7uiJxDrzIbw4wjm/EFqDdPdBVky34/trmj6YkePWZa8EX1gvuBPQvyPNKeaC62woxSZf/uGXiG1Tla7oxsDwKtczwpMuCrdgq05blgT/QCIHVP/YEPX1bpK7jH6FAk5xCqEV3Jbc6cETkHp7hjShKnuAtGPdG2TBJZTfTxrUEhTfT/es1TcblhwFaiiQ5T3Nn8KC513Dg7h6qR5/GFkVTZFUzGF0p5osMf+kMfPQ1v9m/fciX+/q6HsWe1WB76cdgyPk6j1J+UiPYS0UeI6I7o/z1j3nc3EX2RiD5HRJ8y/XybGZMCslKWFDlHHEznlZNz2OiJToLA0hULWRPNFCU3O4ewS86heoP7Qx+bOz52axRuyX69Xcsd48IJqhFtfYo7z8H2IF06HbCnHzCzp8r+bdKv1AWvfLk9CLCkEVi4e6WLm55w2Pj+psFGdMhbANwqhLgQwK3Rz+O4QQhxuRDiyoKfbyXjEqlXifREbw/80hkpHGdUzmES4NAkUs6xM0ynuOPsHExROrnZOcLXtgTJqZrox7bCokwbGtXcst+viH2QGPBhhg6bjWjpiRZCpHYmqtaSMvZSpZzDxAhNaaJJeqKDOF5q1vzud181cqwtsQJlW/BmAO+OXr8bwEtq/rz11OGJVjXRseFYJrBQCATKJGFL2c5ROQd7oplyeDnZOWwLLFTLfm/vhN9DJ2gp+/WKGItqdg7bKxb2PAeBCBdUqkaexxdGUuV6ysQgV+WbcWDhwNfyRFfBDd9yEC/MeLNtcTJMo+yf9JAQ4n4AiP4/OOZ9AsCHiejTRPS6Ap9vLQI1eKJz5BxFdXp5mmidCN95YFTOUW5BwTDSULbaE63IOXb8UNOrE3CUncQvOLBqfG1pwAsh4Au75Rwyq1J/6EOtl1V1kQrGXprq3+riNJZzDP3aPNHqdSW2OBmmMdX6IaK/BHBGzq/eanCda4UQ9xHRQQAfIaKvCCE+avB5RMb36wDgyJEjJh+dayaUlK8MNbBQGo5VZudYtUTOkWRSyHiibXZ/MY2SLSUP2OeJVjXRUtOrkxNWGgSeQ/jwG68vtDCX55ABzzZv8cqFx/YgSGXnYE80I2nKiFbnOIcIfiAw8EVtnmhgdNFti5NhGlONaCHEc8b9joiOEdFhIcT9RHQYwANjznFf9P8DRPR+AE8B8FEAWp+PPvsuAO8CgCuvvLIG07MmapZzyPRuhfNEO5Gcw0JPdDeTjmzAZb+ZkrgOgShbbMWu7ByqJlrmUNfxRMuvd2hjCUcP5FdVm4ZqwAeB3RULY2fF0E+Nj7xIZyR1xEDlkc0TLbPImKakrOoeALsXzCplW/CDAG6JXt8C4APZNxDRKhGty9cAngfgNt3Pt5065BzJNmMQT/ZFg13C7Bxpz5stgTOxnEMGFpZsC4YBwsDUPDmHLZOEmuKuX8QTXWIRKr1RcmFuy8IjD7k1vj0IUjuMLBdjJE0Z0aoXWADxc26Sa7osWS+8zc+6StkWfDuA5xLRHQCeG/0MIjqTiD4UvecQgI8R0ecBfALAnwoh/nzS5xeJeuQccnD3sTMsG1iIlCf6rTc9vpqbrIFYv5rNE92Sh5lpBs+ldIo7yzzRrpPniZ6+zSvnxDLPjzTgA4EWpLgb44nmRToTUcd8Pw0hkue8W6ucI/2zLePjNErtwwshHgbw7Jzj9wG4KXr9NQBPMvn8IiFqTHFXhSfajeQc0ma4/qIDldxjHRARuq6jyDnYE82UR5bFlYTGoD3V9zylYmF/oB9YKCnz/Mh5VGqibWmzPJY6qiY6Oc6eaEZSZr7/o9ddjXd++HZ88u5HS92DL6AkGKivb7InmpkJtXii4+wcfunsHEQEP0iyc9hmf3ouKXIO1kQz5ekoCzMgfDZs0sG6BTXRSbrMEka0IuewvWKhGsCtpgDlPPSMRAmdwDl7l40+e/XRffj+Z15Q+h6EkhigzgXeiCaajWimCurY3ZEBdf1BEGs3y8g5hJIn2rbt147rjOaJ5kmOKUEo58h4oi3qUkU10cMKKn4mKe5gfYq7jlICXnWOtCULAVMeGQP1oicexvu+/1rjz7sVM7edYAAAGDdJREFUDCyBELEdUMX5dBnxRFv8rKtYNNS3lBrkHI5D6HpOuux3UTkHUSrFnW2ryY7rxN62sgsKhgHCRdggU2zFpoWZq3iDE63k9PtP4iuqk3PYbERLY9nPZC9iGIl8Vp56/l4cWO8Zf76K+B0/SOI2OjXO39lHuy2LS3tG+pZSV6BBz3PQH/qlt2CJCI9tDfDgqT4A+ya9jhIElnjS+DFgitPJ80Rb9FjIiXnoi/jZ0BkfkviKirJzWNZuWeIgyUDUEuvC2MdKVFNhK4o9MKUKI1qIpKJmnU6wbLxDWwL62XpomDpS3AGhXm97EMSepqIdWFYsfPuffSU8j2Ve3FC/Grb5gLNzMBXguU4mT3Rg1cIs9qAGQVJtUWNxfOHBdQDAK64qXvxKlXPYnuIulfOabWgmh+Uo3ezWTjDlnflUMd8GKU10g3miLX7WVeyoktFi6nJY9DwH/UHiidbZrs3D9oTpnkvxQsK2ynLMfOI5lMkTbd8EITOMyK+h81yfsWsJd7/9haWuK5tJps20OTuH/Jt/7M6HcOuXjwEAfvPVVzZ5S8ycsVTSE12Fhvmrx07h5v/+d9H5msvOYdsu9jjYiG6YWuUcfqKJLmo4Zh8623RNXddJ5BwNbGkx7aOj9Ckg9Ojatrh0HQq1vNITXZODylHyRAdBfdedBXIc+f1/+DoA4MB6D8+95FCTt8TMGSudJJd4Eap2+DSZ4q4tzis2ohumLu1c13OwU0FgYdZTZJuxkJJzBAIdl6z2fjHN47npPNFDX1gnc/Icgu8nAXF1LSwp44m2OR3cqKetoRth5pZXXHUEX7rvBH7oWRcW+nzV40qdAdBtDSxkI3pB6MVGdDktVLbf2/YgeC7FC4mhH1iVRYGZT8Ky36omWljnZXFiOUe9qSsTTbSwPsXdyC6dxd+FmQ3LXRe/8B25tee0sNkTTbDbATcOtiAaRk2FdPXRvTO7jvREl83tmp0obJNCdFIVC+3zGDLzRzZPtG2BhUDkiQ7qz/+eknNYnuIuaxTY/F2Y+aRqp0+di/2ReKqWzL3siW4YaUP/yfc/DU84a9fMrtP1nDA7x1A/D2wetss5uq4TB3X4FnoMmfnDcx2c3kk0jgPfvn7lOg58ISAd6nUtjlOBhZanuMvaN5YNjYwFVP1c1rkTm921ts12GIdd7pIWIv1XG0teYcNWh64beqL70oiuSM5hmyc6Jeew0GPIzB8dh1KBhUM/qDV1VBW4DuD7qpyjnutSyhPNcg6GmUTlmug65RyW2w7jsGukbyFSzjHr4DYp59gpaURnV4+2PQjZPNF1Vmxi2smonMM+mZDnOBhGRUKIZj8eqTgUFigJhH0xFiqjRnRDN8K0FrvlHHbbDuNgI7pporl31nNW13Ox44fFVjouFZ6ssp+z7TnoKprooc+eaKY8npsu+z20Us5BcRGGurdZ5bVtl3OwJpqZNbJL9Srata5VzmF5jYlxsCa6YaT/atbdSco5doZBYS80MGrs25YezkuV/bbP2GHmj1DOkQkstCzrS1JsRdTuDaaoCmpbKhZKLBsaGQvYs9LFSy4/E7c87bxKztdknmibd51U7BrpW0hQU0qpruegP/RDI7rEKtb21aMq57Axny8zf3iZYis2Zn1xHIIfBAga8EQ7lKS4s21RrjK6S2fvd2HmE9ch/NdXXoErjuwx/uz/e9MzcP1FB1LH6k1xl6YtDiw2ohtG1CTn6HkO+tITXcKItn1i6LhOXPbbRo8hM390XMJAKbbiB8K6wEIv8qaHaebqvbZDoZxDCLsX6SznYOaZowfWcMGB1dSx1W59YoSRzF5sRDNVICJBRzYRedXIYis7fjkj2vZ5oaPIOQZ+WLGQYcrgOVlPdGCdl0XVRNe9zepEcg7fdk00yzmYOSe7sFuOypA3ce22PB9sRDeMjEeafWBh6IEtq4m2ffWYknNwijumAtqRnSPURDehSyZKyn7b7L0dNRLs/S5MOxnJINNgsZVZOw7rgi2Ihvm+ZxwFAOxf6830Ol3XgRDA5s4QXa/46tPmSQ4IDZ5YzuHbHcjEzAedkewc9smEnKhiYRPZORwiCBFK22wONsruPlj8VZiW0uT0nX22LTclYjg7R8O86prz8Kprzpv5daSE41R/WFITXdUdNUNXCQIbBgJLHbuMHWb+8DLZOWwMLExpomuXcyCRktjVbCk4sJCZd5rskyOZvZq5jcphC2JBkIbzye0heiUkDDZ7ioDQayj1lzZ6DJn5w3OTQiVAFFhoWb9yHYLfUK5mhwgDX2B76LdqZ6hFX4VpCU0G7mav3ZY1pl0jPVMY1Yhe5OwcB9ZD2czdD5/mwEKmEmTVy2Ggau3t6leuQ+gPfJzsD2qfaIkI7/nEN3B8c9AqHXGbvgvTDuTCbvdKB7e+6Rm1Xns08LYdzwcb0QuCDCZcdDnHVef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233.761697 \r\nL 307.018272 314.973513 \r\nL 307.627303 326.203109 \r\nL 307.931819 330.341565 \r\nL 308.236335 332.766526 \r\nL 308.540851 333.789923 \r\nL 308.845367 333.749329 \r\nL 309.454399 330.877834 \r\nL 309.758915 328.739169 \r\nL 310.063431 325.453187 \r\nL 310.672462 314.507749 \r\nL 311.890526 278.620472 \r\nL 313.10859 235.189646 \r\nL 314.326653 196.868328 \r\nL 315.240201 177.29986 \r\nL 315.849233 171.215025 \r\nL 316.153749 169.911743 \r\nL 316.458264 169.172504 \r\nL 316.76278 169.847647 \r\nL 317.371812 172.458485 \r\nL 318.28536 181.993814 \r\nL 319.198907 190.375417 \r\nL 319.503423 192.460669 \r\nL 319.807939 193.674218 \r\nL 320.112455 193.804546 \r\nL 320.416971 192.009862 \r\nL 321.026003 185.322526 \r\nL 321.939551 170.550565 \r\nL 322.853098 156.139677 \r\nL 323.157614 152.528943 \r\nL 323.46213 150.578292 \r\nL 323.766646 149.894603 \r\nL 324.071162 150.262086 \r\nL 324.375678 152.135822 \r\nL 324.680194 155.607681 \r\nL 325.289225 167.132118 \r\nL 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272.326258 \r\nL 352.39114 290.209005 \r\nL 353.000172 298.327815 \r\nL 353.304688 308.260539 \r\nL 353.913719 275.657107 \r\nL 354.218235 278.389727 \r\nL 354.522751 269.691918 \r\nL 354.827267 265.62824 \r\nL 355.436299 223.958875 \r\nL 355.740815 226.300083 \r\nL 356.958878 193.817365 \r\nL 357.872426 187.318044 \r\nL 358.481458 195.321481 \r\nL 358.785974 199.571037 \r\nL 359.395006 214.024656 \r\nL 359.699521 220.957479 \r\nL 360.613069 248.071954 \r\nL 360.917585 257.420336 \r\nL 361.222101 261.64575 \r\nL 361.526617 269.843611 \r\nL 361.831133 273.390249 \r\nL 362.135649 271.394731 \r\nL 362.440164 273.187279 \r\nL 362.74468 272.25148 \r\nL 363.049196 272.257889 \r\nL 363.353712 269.638505 \r\nL 363.658228 262.128605 \r\nL 363.962744 259.915161 \r\nL 364.26726 260.733452 \r\nL 364.571776 260.991972 \r\nL 364.876292 260.440747 \r\nL 365.180808 256.526199 \r\nL 365.485323 255.559847 \r\nL 365.789839 259.026365 \r\nL 366.398871 273.601766 \r\nL 366.703387 276.650593 \r\nL 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388.628531 393.7687 \r\nL 388.933047 379.460366 \r\nL 389.237563 351.251774 \r\nL 389.542079 340.904564 \r\nL 390.151111 332.384087 \r\nL 390.455627 317.223278 \r\nL 391.369174 241.645489 \r\nL 391.978206 214.828632 \r\nL 392.282722 203.782136 \r\nL 392.587238 174.624925 \r\nL 392.891754 127.894764 \r\nL 393.19627 114.859801 \r\nL 393.500786 150.894498 \r\nL 393.805302 172.680684 \r\nL 394.109817 144.602421 \r\nL 394.414333 94.082057 \r\nL 394.718849 74.453765 \r\nL 395.327881 137.872354 \r\nL 395.632397 131.674284 \r\nL 396.241429 101.959439 \r\nL 396.545945 104.001961 \r\nL 397.459492 157.357498 \r\nL 398.37304 190.828361 \r\nL 399.286588 234.882563 \r\nL 399.895619 275.413542 \r\nL 400.504651 352.599924 \r\nL 400.809167 341.964283 \r\nL 401.113683 289.553091 \r\nL 401.418199 261.451326 \r\nL 401.722715 294.584617 \r\nL 402.027231 342.874444 \r\nL 402.331747 341.833955 \r\nL 402.940778 254.974865 \r\nL 403.245294 265.668834 \r\nL 403.54981 316.212699 \r\nL 403.854326 337.757457 \r\nL 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      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f_16['y'][0:2000].plot(figsize=(12, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spliting the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "x1_id, x1_val = f_16['x1'][0:16384].values.reshape(-1, 1), f_16['x1'][16384::].values.reshape(-1, 1)\n",
    "x2_id, x2_val = f_16['x2'][0:16384].values.reshape(-1, 1), f_16['x2'][16384::].values.reshape(-1, 1)\n",
    "x_id = np.concatenate([x1_id, x2_id], axis=1)\n",
    "x_val = np.concatenate([x1_val, x2_val], axis=1)\n",
    "\n",
    "y_id, y_val = f_16['y'][0:16384].values.reshape(-1, 1), f_16['y'][16384::].values.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setting the lags the inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3, 4, 5, 6, 7, 8, 9]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x1lag = list(range(1, 10))\n",
    "x2lag = list(range(1, 10))\n",
    "x2lag"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model training and evalutation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3090559299602927\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Regressors</th>\n",
       "      <th>Parameters</th>\n",
       "      <th>ERR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>y(k-1)</td>\n",
       "      <td>1.8387E+00</td>\n",
       "      <td>9.43378253E-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>y(k-2)</td>\n",
       "      <td>-1.8938E+00</td>\n",
       "      <td>1.95167599E-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>y(k-3)</td>\n",
       "      <td>1.3337E+00</td>\n",
       "      <td>1.02432261E-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>y(k-6)</td>\n",
       "      <td>-1.6038E+00</td>\n",
       "      <td>8.03485985E-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>y(k-9)</td>\n",
       "      <td>2.6776E-01</td>\n",
       "      <td>9.27874557E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>x2(k-7)</td>\n",
       "      <td>-2.2385E+01</td>\n",
       "      <td>3.76837313E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>x1(k-1)</td>\n",
       "      <td>8.2709E+00</td>\n",
       "      <td>6.81508210E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>x2(k-3)</td>\n",
       "      <td>1.0587E+02</td>\n",
       "      <td>1.57459800E-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>x1(k-8)</td>\n",
       "      <td>-3.7975E+00</td>\n",
       "      <td>7.35086279E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>x2(k-1)</td>\n",
       "      <td>8.5725E+01</td>\n",
       "      <td>4.85358786E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>y(k-7)</td>\n",
       "      <td>1.3955E+00</td>\n",
       "      <td>2.77245281E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>y(k-5)</td>\n",
       "      <td>1.3219E+00</td>\n",
       "      <td>8.64120037E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>y(k-10)</td>\n",
       "      <td>-2.9306E-01</td>\n",
       "      <td>8.51717688E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>y(k-4)</td>\n",
       "      <td>-9.5479E-01</td>\n",
       "      <td>7.23623116E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>y(k-8)</td>\n",
       "      <td>-7.1309E-01</td>\n",
       "      <td>4.44988077E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>y(k-12)</td>\n",
       "      <td>-3.0437E-01</td>\n",
       "      <td>1.49743148E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>y(k-11)</td>\n",
       "      <td>4.8602E-01</td>\n",
       "      <td>3.34613282E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>y(k-13)</td>\n",
       "      <td>-8.2442E-02</td>\n",
       "      <td>1.43738964E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>y(k-15)</td>\n",
       "      <td>-1.6762E-01</td>\n",
       "      <td>1.25546584E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>x1(k-2)</td>\n",
       "      <td>-8.9698E+00</td>\n",
       "      <td>9.76699739E-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>y(k-17)</td>\n",
       "      <td>2.2036E-02</td>\n",
       "      <td>4.55983807E-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>y(k-14)</td>\n",
       "      <td>2.4900E-01</td>\n",
       "      <td>1.10314107E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>y(k-19)</td>\n",
       "      <td>-6.8239E-03</td>\n",
       "      <td>1.99734771E-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>x2(k-9)</td>\n",
       "      <td>-9.6265E+01</td>\n",
       "      <td>2.98523208E-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>x2(k-8)</td>\n",
       "      <td>2.2620E+02</td>\n",
       "      <td>2.34402543E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>x2(k-2)</td>\n",
       "      <td>-2.3609E+02</td>\n",
       "      <td>1.04172323E-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>y(k-20)</td>\n",
       "      <td>-5.4663E-02</td>\n",
       "      <td>5.37895336E-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>x2(k-6)</td>\n",
       "      <td>-2.3651E+02</td>\n",
       "      <td>2.11392628E-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>x2(k-4)</td>\n",
       "      <td>1.7378E+02</td>\n",
       "      <td>2.18396315E-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>x1(k-7)</td>\n",
       "      <td>4.9862E+00</td>\n",
       "      <td>2.03811842E-05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Regressors   Parameters             ERR\n",
       "0      y(k-1)   1.8387E+00  9.43378253E-01\n",
       "1      y(k-2)  -1.8938E+00  1.95167599E-02\n",
       "2      y(k-3)   1.3337E+00  1.02432261E-02\n",
       "3      y(k-6)  -1.6038E+00  8.03485985E-03\n",
       "4      y(k-9)   2.6776E-01  9.27874557E-04\n",
       "5     x2(k-7)  -2.2385E+01  3.76837313E-04\n",
       "6     x1(k-1)   8.2709E+00  6.81508210E-04\n",
       "7     x2(k-3)   1.0587E+02  1.57459800E-03\n",
       "8     x1(k-8)  -3.7975E+00  7.35086279E-04\n",
       "9     x2(k-1)   8.5725E+01  4.85358786E-04\n",
       "10     y(k-7)   1.3955E+00  2.77245281E-04\n",
       "11     y(k-5)   1.3219E+00  8.64120037E-04\n",
       "12    y(k-10)  -2.9306E-01  8.51717688E-04\n",
       "13     y(k-4)  -9.5479E-01  7.23623116E-04\n",
       "14     y(k-8)  -7.1309E-01  4.44988077E-04\n",
       "15    y(k-12)  -3.0437E-01  1.49743148E-04\n",
       "16    y(k-11)   4.8602E-01  3.34613282E-04\n",
       "17    y(k-13)  -8.2442E-02  1.43738964E-04\n",
       "18    y(k-15)  -1.6762E-01  1.25546584E-04\n",
       "19    x1(k-2)  -8.9698E+00  9.76699739E-05\n",
       "20    y(k-17)   2.2036E-02  4.55983807E-05\n",
       "21    y(k-14)   2.4900E-01  1.10314107E-04\n",
       "22    y(k-19)  -6.8239E-03  1.99734771E-05\n",
       "23    x2(k-9)  -9.6265E+01  2.98523208E-05\n",
       "24    x2(k-8)   2.2620E+02  2.34402543E-04\n",
       "25    x2(k-2)  -2.3609E+02  1.04172323E-04\n",
       "26    y(k-20)  -5.4663E-02  5.37895336E-05\n",
       "27    x2(k-6)  -2.3651E+02  2.11392628E-05\n",
       "28    x2(k-4)   1.7378E+02  2.18396315E-05\n",
       "29    x1(k-7)   4.9862E+00  2.03811842E-05"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = PolynomialNarmax(# n_terms=8,\n",
    "                         non_degree=1,\n",
    "                         order_selection=True,\n",
    "                         ylag=20, xlag=[x1lag, x2lag],\n",
    "                         n_inputs = 2,\n",
    "                         n_info_values=39,\n",
    "                         info_criteria='bic',\n",
    "                         extended_least_squares=False,\n",
    "                         estimator='least_squares')\n",
    "model.fit(x_id, y_id)\n",
    "y_hat = model.predict(x_val, y_val)\n",
    "rrse = root_relative_squared_error(y_val, y_hat)\n",
    "print(rrse)\n",
    "results = pd.DataFrame(model.results(err_precision=8, dtype='sci'), columns=['Regressors', 'Parameters', 'ERR'])\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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414.131681 \r\nL 89.225681 421.030031 \r\nL 89.355376 416.945805 \r\nL 89.371588 417.894631 \r\nL 89.404011 421.351565 \r\nL 89.452647 417.715495 \r\nL 89.501283 420.249625 \r\nL 89.64719 415.102205 \r\nL 89.793097 411.329811 \r\nL 89.728249 415.789533 \r\nL 89.809309 412.081846 \r\nL 89.922792 414.628556 \r\nL 89.874156 410.744757 \r\nL 89.939004 414.31991 \r\nL 89.971427 411.92643 \r\nL 90.003851 415.651996 \r\nL 90.198394 425.842258 \r\nL 90.214606 425.055052 \r\nL 90.247029 423.231351 \r\nL 90.295665 426.495824 \r\nL 90.311877 426.06355 \r\nL 90.441572 423.078886 \r\nL 90.457784 423.484142 \r\nL 90.473996 423.982862 \r\nL 90.522632 422.287512 \r\nL 90.571267 420.812262 \r\nL 90.587479 420.013135 \r\nL 90.636115 421.564097 \r\nL 90.668539 420.55303 \r\nL 90.700962 421.007672 \r\nL 90.717174 420.461545 \r\nL 90.749598 419.170202 \r\nL 90.782022 421.240167 \r\nL 90.879293 423.566112 \r\nL 90.911717 422.987951 \r\nL 90.927929 422.754586 \r\nL 90.944141 423.644054 \r\nL 90.976564 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425.315479 \r\nL 98.49888 416.654385 \r\nL 98.644787 421.621551 \r\nL 98.660999 420.653346 \r\nL 98.693422 418.369124 \r\nL 98.774482 419.856938 \r\nL 98.855541 417.295702 \r\nL 98.887965 419.580216 \r\nL 98.904177 420.77373 \r\nL 98.952813 417.096355 \r\nL 99.01766 417.870253 \r\nL 99.066296 415.863663 \r\nL 99.09872 417.820775 \r\nL 99.114931 419.552302 \r\nL 99.163567 413.379261 \r\nL 99.179779 413.047338 \r\nL 99.27705 412.882895 \r\nL 99.325686 420.041495 \r\nL 99.374322 415.736438 \r\nL 99.487805 417.124607 \r\nL 99.633712 420.294174 \r\nL 99.666136 420.768299 \r\nL 99.682348 420.068958 \r\nL 99.714771 418.207888 \r\nL 99.763407 421.385087 \r\nL 99.795831 420.331298 \r\nL 99.828255 419.369265 \r\nL 99.87689 421.359343 \r\nL 99.893102 421.511544 \r\nL 99.909314 420.897574 \r\nL 99.925526 420.29216 \r\nL 99.95795 421.642099 \r\nL 100.039009 419.900003 \r\nL 100.087645 423.580726 \r\nL 100.152492 421.387419 \r\nL 100.184916 423.452786 \r\nL 100.201128 423.851458 \r\nL 100.21734 422.848849 \r\nL 100.314611 422.984634 \r\nL 100.347035 420.293032 \r\nL 100.411882 421.788747 \r\nL 100.460518 419.471942 \r\nL 100.492942 421.180587 \r\nL 100.525366 419.193774 \r\nL 100.557789 417.023734 \r\nL 100.606425 420.73466 \r\nL 100.622637 420.743969 \r\nL 100.719908 421.152935 \r\nL 100.768544 418.345978 \r\nL 100.914451 422.484692 \r\nL 100.930663 421.367716 \r\nL 101.044146 417.647304 \r\nL 101.060358 417.768373 \r\nL 101.141417 415.57841 \r\nL 101.190053 420.893623 \r\nL 101.238689 414.383375 \r\nL 101.33596 414.553467 \r\nL 101.433231 413.873389 \r\nL 101.481867 418.973094 \r\nL 101.530503 415.150964 \r\nL 101.579138 420.017119 \r\nL 101.59535 420.667118 \r\nL 101.627774 418.499104 \r\nL 101.643986 418.005304 \r\nL 101.660198 419.034268 \r\nL 101.692621 421.306483 \r\nL 101.741257 417.820744 \r\nL 101.789893 421.285585 \r\nL 101.838528 419.38293 \r\nL 101.887164 421.353669 \r\nL 101.919588 419.550941 \r\nL 101.968224 422.494944 \r\nL 102.000647 419.359593 \r\nL 102.016859 418.076669 \r\nL 102.065495 422.140917 \r\nL 102.19519 418.343003 \r\nL 102.146554 422.176544 \r\nL 102.227614 420.867986 \r\nL 102.308673 418.243215 \r\nL 102.357309 423.092104 \r\nL 102.503216 418.831567 \r\nL 102.519428 419.482405 \r\nL 102.551851 421.573841 \r\nL 102.600487 418.114244 \r\nL 102.649123 421.543057 \r\nL 102.665335 421.534197 \r\nL 102.79503 416.853222 \r\nL 102.827454 417.643115 \r\nL 102.876089 418.420414 \r\nL 102.908513 417.295476 \r\nL 102.940937 416.312655 \r\nL 103.005784 417.79695 \r\nL 103.05442 414.12297 \r\nL 103.086844 416.176934 \r\nL 103.200327 420.112725 \r\nL 103.248963 415.443468 \r\nL 103.31381 419.948584 \r\nL 103.362446 418.895474 \r\nL 103.39487 419.45217 \r\nL 103.427293 421.20571 \r\nL 103.475929 418.394362 \r\nL 103.524565 420.677945 \r\nL 103.556988 419.990873 \r\nL 103.5732 421.115549 \r\nL 103.621836 424.544413 \r\nL 103.670472 420.999622 \r\nL 103.767743 418.935856 \r\nL 103.719107 421.522441 \r\nL 103.783955 420.122914 \r\nL 103.897438 424.311263 \r\nL 103.91365 423.412431 \r\nL 104.027133 418.725821 \r\nL 104.043345 419.642524 \r\nL 104.17304 421.271663 \r\nL 104.221676 418.238914 \r\nL 104.302735 420.822883 \r\nL 104.318947 420.821367 \r\nL 104.416218 423.156657 \r\nL 104.43243 422.096437 \r\nL 104.464854 418.498653 \r\nL 104.562125 419.583529 \r\nL 104.594549 421.42263 \r\nL 104.643185 417.971119 \r\nL 104.77288 414.932632 \r\nL 104.708032 418.53113 \r\nL 104.789092 415.678459 \r\nL 104.821516 419.100431 \r\nL 104.886363 415.682828 \r\nL 104.951211 414.541039 \r\nL 104.967423 413.927152 \r\nL 105.016058 416.059553 \r\nL 105.129541 418.941538 \r\nL 105.178177 418.179504 \r\nL 105.194389 418.10923 \r\nL 105.226813 416.15303 \r\nL 105.259237 418.660117 \r\nL 105.324084 417.541416 \r\nL 105.37272 422.465125 \r\nL 105.421355 416.6598 \r\nL 105.469991 423.279049 \r\nL 105.502415 420.260182 \r\nL 105.518627 418.30897 \r\nL 105.567262 423.155176 \r\nL 105.615898 419.076668 \r\nL 105.63211 418.77679 \r\nL 105.648322 419.869207 \r\nL 105.664534 420.576119 \r\nL 105.696957 418.028398 \r\nL 105.713169 416.996019 \r\nL 105.745593 420.276945 \r\nL 105.778017 423.474055 \r\nL 105.826653 418.254978 \r\nL 105.875288 423.264508 \r\nL 105.923924 417.022271 \r\nL 106.004983 419.247743 \r\nL 106.021195 419.143982 \r\nL 106.069831 426.255984 \r\nL 106.118467 418.178375 \r\nL 106.264374 423.729407 \r\nL 106.296797 421.881474 \r\nL 106.442704 416.86051 \r\nL 106.458916 417.649232 \r\nL 106.507552 420.118567 \r\nL 106.572399 418.963126 \r\nL 106.588611 419.218555 \r\nL 106.604823 418.693788 \r\nL 106.653459 415.11548 \r\nL 106.718306 417.280991 \r\nL 106.75073 418.669052 \r\nL 106.83179 418.387668 \r\nL 106.880425 416.15993 \r\nL 106.945273 417.553745 \r\nL 106.993908 419.933771 \r\nL 107.026332 422.2017 \r\nL 107.09118 420.048613 \r\nL 107.139815 418.284691 \r\nL 107.172239 420.557719 \r\nL 107.285722 424.717618 \r\nL 107.237087 419.981563 \r\nL 107.301934 422.967019 \r\nL 107.382994 423.058877 \r\nL 107.431629 415.83455 \r\nL 107.480265 424.19853 \r\nL 107.577536 423.962219 \r\nL 107.626172 413.478964 \r\nL 107.723443 416.656822 \r\nL 107.739655 416.696308 \r\nL 107.788291 421.318685 \r\nL 107.885562 420.88835 \r\nL 107.934198 418.606642 \r\nL 107.95041 419.802142 \r\nL 107.982834 423.879169 \r\nL 108.031469 419.434318 \r\nL 108.063893 421.466667 \r\nL 108.080105 421.941927 \r\nL 108.096317 420.944603 \r\nL 108.12874 418.295011 \r\nL 108.177376 422.011588 \r\nL 108.193588 421.987456 \r\nL 108.307071 417.880205 \r\nL 108.339495 419.227211 \r\nL 108.355707 419.180721 \r\nL 108.404343 414.39801 \r\nL 108.485402 416.476323 \r\nL 108.501614 416.255314 \r\nL 108.517826 416.929477 \r\nL 108.534038 417.407146 \r\nL 108.566461 416.245442 \r\nL 108.647521 416.961731 \r\nL 108.679945 415.393955 \r\nL 108.696157 415.58058 \r\nL 108.744792 421.832506 \r\nL 108.842063 420.703122 \r\nL 108.890699 417.357267 \r\nL 108.923123 421.214096 \r\nL 108.98797 417.841749 \r\nL 109.036606 423.514287 \r\nL 109.182513 416.560504 \r\nL 109.231149 422.205814 \r\nL 109.312208 419.355169 \r\nL 109.360844 416.872139 \r\nL 109.425691 418.831978 \r\nL 109.441903 418.468518 \r\nL 109.474327 419.652014 \r\nL 109.506751 421.637474 \r\nL 109.58781 420.152584 \r\nL 109.652658 420.052082 \r\nL 109.66887 420.146724 \r\nL 109.830989 426.03822 \r\nL 109.8472 424.07983 \r\nL 109.879624 418.245055 \r\nL 109.976896 418.874407 \r\nL 110.025531 424.832292 \r\nL 110.074167 416.785249 \r\nL 110.122803 421.086937 \r\nL 110.155226 416.769159 \r\nL 110.171438 415.644753 \r\nL 110.220074 419.97697 \r\nL 110.236286 420.197585 \r\nL 110.252498 419.322069 \r\nL 110.382193 414.06233 \r\nL 110.333557 419.734912 \r\nL 110.398405 414.265444 \r\nL 110.5281 421.782992 \r\nL 110.544312 421.255846 \r\nL 110.592947 415.725893 \r\nL 110.674007 417.546211 \r\nL 110.722642 421.45872 \r\nL 110.819914 420.108058 \r\nL 110.917185 418.335729 \r\nL 110.933397 418.899948 \r\nL 110.965821 422.093295 \r\nL 111.04688 420.075044 \r\nL 111.063092 420.135623 \r\nL 111.12794 414.856481 \r\nL 111.176575 419.560569 \r\nL 111.225211 417.862603 \r\nL 111.257635 420.236313 \r\nL 111.273846 420.071039 \r\nL 111.403542 415.848538 \r\nL 111.484601 421.424896 \r\nL 111.614296 418.980496 \r\nL 111.64672 420.523375 \r\nL 111.743991 423.605745 \r\nL 111.776415 422.446539 \r\nL 111.90611 415.629663 \r\nL 111.857474 422.606361 \r\nL 111.922322 417.723963 \r\nL 111.954746 424.036023 \r\nL 112.003381 416.764819 \r\nL 112.035805 419.766061 \r\nL 112.052017 420.161252 \r\nL 112.068229 418.189124 \r\nL 112.100653 414.999454 \r\nL 112.149288 419.471414 \r\nL 112.181712 416.521267 \r\nL 112.230348 420.777274 \r\nL 112.278983 417.068652 \r\nL 112.295195 416.549931 \r\nL 112.327619 418.070552 \r\nL 112.457314 423.605046 \r\nL 112.392467 417.876729 \r\nL 112.489738 421.473895 \r\nL 112.603221 415.946156 \r\nL 112.554586 422.215464 \r\nL 112.619433 416.589907 \r\nL 112.749128 423.042092 \r\nL 112.895035 415.307077 \r\nL 112.911247 416.115156 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122.135811 416.015782 \r\nL 122.168234 417.060734 \r\nL 122.265506 417.023861 \r\nL 122.330353 422.071881 \r\nL 122.378989 418.060874 \r\nL 122.427625 422.148821 \r\nL 122.443836 421.543211 \r\nL 122.460048 420.628029 \r\nL 122.508684 424.037491 \r\nL 122.524896 424.387922 \r\nL 122.670803 417.088328 \r\nL 122.622167 424.756431 \r\nL 122.687015 417.33883 \r\nL 122.73565 421.887323 \r\nL 122.784286 416.599423 \r\nL 122.81671 420.291638 \r\nL 122.832922 420.226181 \r\nL 122.881557 413.872739 \r\nL 122.930193 420.823945 \r\nL 122.962617 416.231595 \r\nL 122.978829 415.133836 \r\nL 123.011252 419.136386 \r\nL 123.027464 419.520858 \r\nL 123.043676 417.905036 \r\nL 123.059888 416.727988 \r\nL 123.108524 420.184882 \r\nL 123.140948 418.634373 \r\nL 123.157159 418.025627 \r\nL 123.189583 420.409323 \r\nL 123.222007 422.653718 \r\nL 123.303066 421.684332 \r\nL 123.351702 418.578672 \r\nL 123.384126 423.058996 \r\nL 123.400338 424.535863 \r\nL 123.432762 419.750421 \r\nL 123.448973 418.105659 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416.525255 \r\nL 126.77241 420.638199 \r\nL 126.788622 423.139925 \r\nL 126.837258 419.023368 \r\nL 126.885893 421.371859 \r\nL 126.934529 418.798248 \r\nL 126.966953 421.054099 \r\nL 126.999377 423.009994 \r\nL 127.048012 420.666801 \r\nL 127.064224 420.674962 \r\nL 127.096648 420.876982 \r\nL 127.11286 420.573017 \r\nL 127.161495 419.314414 \r\nL 127.242555 419.55994 \r\nL 127.307402 421.238346 \r\nL 127.323614 420.843822 \r\nL 127.437098 417.340923 \r\nL 127.453309 418.27178 \r\nL 127.566793 420.011193 \r\nL 127.583004 419.582345 \r\nL 127.680276 417.802026 \r\nL 127.696488 418.195305 \r\nL 127.745123 421.101368 \r\nL 127.809971 418.977822 \r\nL 127.826183 418.913806 \r\nL 127.842395 419.204173 \r\nL 128.020725 422.683945 \r\nL 127.89103 418.845631 \r\nL 128.069361 420.637288 \r\nL 128.134209 417.068979 \r\nL 128.199056 419.430531 \r\nL 128.280116 419.786662 \r\nL 128.296328 419.766164 \r\nL 128.442234 415.264141 \r\nL 128.458446 416.383008 \r\nL 128.49087 420.478855 \r\nL 128.588141 419.023306 \r\nL 128.604353 419.036938 \r\nL 128.636777 418.151194 \r\nL 128.669201 419.525294 \r\nL 128.798896 423.57351 \r\nL 128.879955 420.646564 \r\nL 128.928591 423.023248 \r\nL 128.944803 423.290044 \r\nL 128.977227 422.257265 \r\nL 129.009651 422.567286 \r\nL 129.252829 414.979856 \r\nL 129.285253 417.173768 \r\nL 129.301464 417.867306 \r\nL 129.317676 416.422346 \r\nL 129.3501 413.180702 \r\nL 129.398736 417.798789 \r\nL 129.414948 417.546813 \r\nL 129.43116 416.727849 \r\nL 129.463583 418.490545 \r\nL 129.496007 421.068701 \r\nL 129.544643 418.297129 \r\nL 129.577067 420.923088 \r\nL 129.60949 419.936586 \r\nL 129.641914 421.512949 \r\nL 129.755397 424.287039 \r\nL 129.706762 421.26442 \r\nL 129.771609 422.829041 \r\nL 129.885092 420.00102 \r\nL 129.901304 420.027951 \r\nL 129.94994 421.998936 \r\nL 129.982364 419.407374 \r\nL 130.112059 416.513954 \r\nL 130.176906 419.190021 \r\nL 130.20933 416.883411 \r\nL 130.225542 416.192302 \r\nL 130.257966 419.205835 \r\nL 130.274178 419.916114 \r\nL 130.29039 418.230569 \r\nL 130.322813 414.064349 \r\nL 130.371449 422.943723 \r\nL 130.420085 416.648617 \r\nL 130.452508 421.75197 \r\nL 130.46872 424.406678 \r\nL 130.517356 418.494122 \r\nL 130.565992 422.967358 \r\nL 130.598415 420.486813 \r\nL 130.614627 419.008762 \r\nL 130.663263 423.238556 \r\nL 130.679475 423.214094 \r\nL 130.80917 418.909562 \r\nL 130.841594 419.213344 \r\nL 130.857806 419.163764 \r\nL 130.874017 419.246102 \r\nL 130.906441 420.040284 \r\nL 130.922653 419.012674 \r\nL 130.955077 416.56567 \r\nL 131.052348 416.773487 \r\nL 131.06856 416.431234 \r\nL 131.084772 416.958165 \r\nL 131.117196 419.022264 \r\nL 131.214467 418.536016 \r\nL 131.246891 418.038726 \r\nL 131.279315 417.127068 \r\nL 131.311738 418.880426 \r\nL 131.425222 422.647719 \r\nL 131.441434 422.400983 \r\nL 131.490069 419.081507 \r\nL 131.571129 419.734127 \r\nL 131.635976 422.469686 \r\nL 131.6684 420.177617 \r\nL 131.765671 418.207615 \r\nL 131.717036 420.831082 \r\nL 131.798095 419.096135 \r\nL 131.814307 419.6904 \r\nL 131.895366 418.91534 \r\nL 132.041273 416.883923 \r\nL 132.073697 417.711195 \r\nL 132.18718 420.125557 \r\nL 132.203392 419.272069 \r\nL 132.235816 417.941203 \r\nL 132.26824 420.819971 \r\nL 132.333087 420.526051 \r\nL 132.381723 422.291275 \r\nL 132.52763 420.274242 \r\nL 132.576266 421.212625 \r\nL 132.592477 421.355112 \r\nL 132.608689 420.734963 \r\nL 132.738384 416.455703 \r\nL 132.754596 417.09703 \r\nL 132.78702 418.117657 \r\nL 132.835656 416.021487 \r\nL 132.851868 416.593705 \r\nL 132.997775 418.428189 \r\nL 132.900503 416.464981 \r\nL 133.013987 418.172999 \r\nL 133.030198 417.926632 \r\nL 133.062622 418.583999 \r\nL 133.224741 422.266576 \r\nL 133.257165 421.017043 \r\nL 133.3058 422.913327 \r\nL 133.338224 421.513541 \r\nL 133.370648 421.559614 \r\nL 133.38686 421.112062 \r\nL 133.467919 421.491864 \r\nL 133.516555 418.469893 \r\nL 133.548979 420.210594 \r\nL 133.597614 417.2726 \r\nL 133.64625 419.922373 \r\nL 133.694886 418.065986 \r\nL 133.759733 419.656757 \r\nL 133.808369 418.515744 \r\nL 133.824581 417.835458 \r\nL 133.857005 419.080586 \r\nL 133.938064 418.061433 \r\nL 133.9867 423.924658 \r\nL 134.035335 417.285586 \r\nL 134.083971 424.262767 \r\nL 134.132607 417.498575 \r\nL 134.181242 423.442206 \r\nL 134.229878 417.480912 \r\nL 134.262302 422.414035 \r\nL 134.278514 423.062149 \r\nL 134.294726 420.748902 \r\nL 134.327149 415.699435 \r\nL 134.375785 420.900362 \r\nL 134.408209 418.182086 \r\nL 134.424421 417.077839 \r\nL 134.473056 419.374043 \r\nL 134.521692 417.099646 \r\nL 134.58654 417.649468 \r\nL 134.602751 417.496555 \r\nL 134.635175 416.343722 \r\nL 134.667599 418.990736 \r\nL 134.683811 419.369571 \r\nL 134.700023 418.054415 \r\nL 134.76487 418.816686 \r\nL 134.813506 415.857319 \r\nL 134.959413 422.451945 \r\nL 134.975625 422.082689 \r\nL 135.056684 423.570402 \r\nL 135.10532 415.840928 \r\nL 135.153956 425.754352 \r\nL 135.235015 422.028095 \r\nL 135.251227 421.842288 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419.705673 \r\nL 140.2607 421.020217 \r\nL 140.309336 419.383907 \r\nL 140.341759 420.885013 \r\nL 140.390395 416.36194 \r\nL 140.422819 420.482012 \r\nL 140.487666 418.794465 \r\nL 140.552514 423.882592 \r\nL 140.698421 418.258842 \r\nL 140.730845 420.588969 \r\nL 140.763268 422.288537 \r\nL 140.811904 417.853034 \r\nL 140.828116 417.721651 \r\nL 140.86054 419.647507 \r\nL 140.909175 416.836494 \r\nL 140.925387 416.685034 \r\nL 140.941599 417.311085 \r\nL 141.071294 420.003195 \r\nL 141.103718 419.259952 \r\nL 141.152354 417.598304 \r\nL 141.200989 419.45544 \r\nL 141.217201 419.439518 \r\nL 141.233413 419.521966 \r\nL 141.395532 422.576797 \r\nL 141.411744 422.376071 \r\nL 141.460379 419.105256 \r\nL 141.509015 423.116671 \r\nL 141.63871 418.012109 \r\nL 141.703558 418.918427 \r\nL 141.768405 415.968926 \r\nL 141.800829 418.713421 \r\nL 141.849465 414.602008 \r\nL 141.865677 414.268494 \r\nL 141.881889 415.399485 \r\nL 142.027796 420.892852 \r\nL 142.044007 419.368963 \r\nL 142.108855 421.257775 \r\nL 142.157491 418.319807 \r\nL 142.287186 423.899119 \r\nL 142.303398 423.77258 \r\nL 142.384457 419.52314 \r\nL 142.465516 419.563488 \r\nL 142.481728 419.559308 \r\nL 142.49794 419.726086 \r\nL 142.514152 419.523059 \r\nL 142.676271 414.178249 \r\nL 142.692483 414.841279 \r\nL 142.805966 419.632672 \r\nL 142.822178 419.619841 \r\nL 142.870814 416.111054 \r\nL 142.919449 420.411545 \r\nL 143.09778 423.388484 \r\nL 143.146416 421.350452 \r\nL 143.243687 422.690244 \r\nL 143.259899 422.955842 \r\nL 143.292323 422.506657 \r\nL 143.389594 418.640869 \r\nL 143.470653 419.062254 \r\nL 143.503077 419.823936 \r\nL 143.535501 418.378273 \r\nL 143.648984 416.149535 \r\nL 143.600349 418.456231 \r\nL 143.665196 416.204252 \r\nL 143.843527 420.069059 \r\nL 143.875951 419.600991 \r\nL 143.892162 419.343981 \r\nL 143.924586 419.972269 \r\nL 144.038069 421.788064 \r\nL 144.054281 421.472514 \r\nL 144.102917 418.932245 \r\nL 144.151553 422.368183 \r\nL 144.410943 414.503216 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414.83592 \r\nL 146.145615 416.290185 \r\nL 146.178039 419.263877 \r\nL 146.226674 415.718645 \r\nL 146.259098 418.380417 \r\nL 146.307734 416.964339 \r\nL 146.388793 418.194822 \r\nL 146.405005 418.369527 \r\nL 146.437429 417.734483 \r\nL 146.453641 417.634175 \r\nL 146.599548 422.794275 \r\nL 146.615759 421.928753 \r\nL 146.648183 418.810954 \r\nL 146.696819 424.073689 \r\nL 146.713031 424.104249 \r\nL 146.761666 420.005906 \r\nL 146.842726 421.32633 \r\nL 146.87515 419.630553 \r\nL 146.956209 420.412164 \r\nL 147.05348 420.467496 \r\nL 147.069692 419.7998 \r\nL 147.150752 420.245363 \r\nL 147.199387 417.167256 \r\nL 147.231811 419.054747 \r\nL 147.248023 420.347173 \r\nL 147.312871 417.284194 \r\nL 147.474989 421.75503 \r\nL 147.507413 419.917767 \r\nL 147.523625 419.025971 \r\nL 147.572261 421.604891 \r\nL 147.588473 422.264934 \r\nL 147.604685 421.074478 \r\nL 147.637108 418.184183 \r\nL 147.685744 423.537012 \r\nL 147.718168 420.057797 \r\nL 147.831651 418.593226 \r\nL 147.783015 421.731998 \r\nL 147.847863 418.689643 \r\nL 147.880287 419.220973 \r\nL 147.91271 418.1268 \r\nL 148.074829 414.291819 \r\nL 148.091041 414.535061 \r\nL 148.220736 417.59067 \r\nL 148.25316 415.833295 \r\nL 148.285584 417.772816 \r\nL 148.399067 421.230668 \r\nL 148.431491 421.107989 \r\nL 148.577398 422.256918 \r\nL 148.609822 421.968791 \r\nL 148.885424 416.534087 \r\nL 148.674669 422.135328 \r\nL 148.966483 417.223566 \r\nL 149.11239 418.694838 \r\nL 149.161026 419.903339 \r\nL 149.306933 423.393138 \r\nL 149.339356 421.86577 \r\nL 149.387992 423.820951 \r\nL 149.404204 424.13989 \r\nL 149.420416 423.380554 \r\nL 149.550111 418.884982 \r\nL 149.566323 419.5176 \r\nL 149.598747 422.020254 \r\nL 149.663594 418.559811 \r\nL 149.696018 419.709927 \r\nL 149.728442 417.612645 \r\nL 149.793289 418.670601 \r\nL 149.841925 416.445863 \r\nL 149.890561 418.756299 \r\nL 149.955408 417.801494 \r\nL 149.987832 416.384916 \r\nL 150.068891 417.650779 \r\nL 150.214798 421.367 \r\nL 150.263434 418.313081 \r\nL 150.344493 420.246303 \r\nL 150.376917 421.507379 \r\nL 150.393129 422.602849 \r\nL 150.441765 418.668474 \r\nL 150.457977 418.539393 \r\nL 150.57146 421.705842 \r\nL 150.587672 421.152267 \r\nL 150.749791 417.202073 \r\nL 150.863274 420.141652 \r\nL 150.895698 418.690026 \r\nL 150.911909 417.374814 \r\nL 151.009181 417.471504 \r\nL 151.155088 422.225457 \r\nL 151.187512 421.022068 \r\nL 151.203723 419.899155 \r\nL 151.252359 423.092807 \r\nL 151.268571 423.867563 \r\nL 151.317207 420.936227 \r\nL 151.365842 423.620617 \r\nL 151.398266 422.014177 \r\nL 151.511749 418.134697 \r\nL 151.527961 418.534623 \r\nL 151.560385 420.026469 \r\nL 151.592809 417.278564 \r\nL 151.754928 413.68732 \r\nL 151.771139 413.702311 \r\nL 151.900835 418.470888 \r\nL 151.917046 418.392121 \r\nL 151.94947 415.034682 \r\nL 151.998106 420.378331 \r\nL 152.046741 420.34475 \r\nL 152.144013 422.208646 \r\nL 152.241284 423.091099 \r\nL 152.257496 422.363207 \r\nL 152.387191 419.111354 \r\nL 152.338555 422.495742 \r\nL 152.403403 419.467952 \r\nL 152.419615 419.994249 \r\nL 152.452039 418.597188 \r\nL 152.468251 417.888002 \r\nL 152.516886 418.739674 \r\nL 152.565522 418.414202 \r\nL 152.581734 418.374484 \r\nL 152.614158 417.508059 \r\nL 152.662793 419.03899 \r\nL 152.679005 419.113969 \r\nL 152.711429 418.04942 \r\nL 152.743853 419.765123 \r\nL 152.857336 422.128251 \r\nL 152.873548 421.867536 \r\nL 152.905971 420.852363 \r\nL 152.938395 422.66759 \r\nL 152.954607 423.548662 \r\nL 153.019455 421.6383 \r\nL 153.051878 422.927924 \r\nL 153.06809 423.106005 \r\nL 153.084302 422.626808 \r\nL 153.213997 417.654959 \r\nL 153.230209 418.934386 \r\nL 153.262633 422.022494 \r\nL 153.311269 416.559764 \r\nL 153.327481 417.461054 \r\nL 153.359904 419.58634 \r\nL 153.440964 419.139634 \r\nL 153.489599 415.845151 \r\nL 153.554447 418.713247 \r\nL 153.651718 417.435902 \r\nL 153.66793 417.759966 \r\nL 153.716566 419.797764 \r\nL 153.765201 417.19234 \r\nL 153.894897 420.16691 \r\nL 153.92732 418.92945 \r\nL 153.943532 418.701687 \r\nL 153.975956 419.778881 \r\nL 154.024592 420.650236 \r\nL 154.057015 419.485985 \r\nL 154.073227 419.404349 \r\nL 154.121863 421.305809 \r\nL 154.202922 420.322133 \r\nL 154.397465 417.899358 \r\nL 154.413677 417.996937 \r\nL 154.429889 417.835762 \r\nL 154.462313 417.086723 \r\nL 154.494736 417.839299 \r\nL 154.543372 417.388361 \r\nL 154.592008 417.024968 \r\nL 154.883822 423.195044 \r\nL 154.964881 423.283942 \r\nL 155.013517 420.364657 \r\nL 155.062152 424.468075 \r\nL 155.094576 421.084804 \r\nL 155.224271 415.017389 \r\nL 155.272907 418.455804 \r\nL 155.353966 417.24786 \r\nL 155.418814 416.014544 \r\nL 155.46745 416.656612 \r\nL 155.597145 421.350806 \r\nL 155.629568 420.223811 \r\nL 155.64578 419.526632 \r\nL 155.694416 421.719765 \r\nL 155.791687 423.944467 \r\nL 155.743052 421.215316 \r\nL 155.807899 423.866416 \r\nL 155.937594 419.487449 \r\nL 155.953806 420.088671 \r\nL 155.970018 420.394328 \r\nL 155.98623 419.610956 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419.558573 \r\nL 159.731176 420.467296 \r\nL 159.7636 417.595276 \r\nL 159.779811 416.743628 \r\nL 159.812235 420.39599 \r\nL 159.828447 421.32006 \r\nL 159.860871 417.883 \r\nL 159.877083 417.046471 \r\nL 159.909507 420.182649 \r\nL 159.925718 421.360743 \r\nL 159.974354 419.072445 \r\nL 160.02299 420.87906 \r\nL 160.185109 418.443574 \r\nL 160.233744 419.288789 \r\nL 160.266168 419.49715 \r\nL 160.28238 419.399692 \r\nL 160.331016 418.226839 \r\nL 160.395863 418.73531 \r\nL 160.428287 420.180284 \r\nL 160.476923 418.01888 \r\nL 160.525558 420.128769 \r\nL 160.54177 420.112003 \r\nL 160.557982 419.831307 \r\nL 160.590406 420.555329 \r\nL 160.62283 421.207493 \r\nL 160.655253 419.282715 \r\nL 160.671465 419.219649 \r\nL 160.720101 422.698053 \r\nL 160.768737 419.207559 \r\nL 160.784948 419.842638 \r\nL 160.88222 420.928411 \r\nL 160.849796 419.626561 \r\nL 160.898432 420.815571 \r\nL 160.947067 416.806599 \r\nL 161.028127 417.826157 \r\nL 161.06055 418.118249 \r\nL 161.092974 417.762641 \r\nL 161.109186 417.546483 \r\nL 161.14161 418.559561 \r\nL 161.174034 419.83251 \r\nL 161.206457 418.067579 \r\nL 161.255093 419.733418 \r\nL 161.303729 418.91887 \r\nL 161.319941 419.556792 \r\nL 161.401 419.172117 \r\nL 161.449636 421.824472 \r\nL 161.546907 422.376713 \r\nL 161.595543 417.582032 \r\nL 161.644178 421.256572 \r\nL 161.676602 416.267726 \r\nL 161.74145 419.938507 \r\nL 161.790085 413.950581 \r\nL 161.838721 419.796527 \r\nL 161.952204 418.892535 \r\nL 161.984628 416.833175 \r\nL 162.033264 420.581446 \r\nL 162.146747 424.072748 \r\nL 162.098111 417.67058 \r\nL 162.162959 424.018958 \r\nL 162.211594 419.471186 \r\nL 162.276442 422.31621 \r\nL 162.406137 420.406418 \r\nL 162.438561 421.492598 \r\nL 162.487197 419.738999 \r\nL 162.51962 420.616063 \r\nL 162.535832 420.332956 \r\nL 162.616892 421.888945 \r\nL 162.665527 417.306803 \r\nL 162.811434 422.081569 \r\nL 162.827646 420.577572 \r\nL 162.86007 417.216215 \r\nL 162.908706 422.419347 \r\nL 162.924917 422.562635 \r\nL 162.973553 417.316528 \r\nL 163.054613 419.44708 \r\nL 163.184308 417.707612 \r\nL 163.20052 418.441108 \r\nL 163.232943 419.499032 \r\nL 163.281579 417.393211 \r\nL 163.297791 417.228082 \r\nL 163.314003 417.901561 \r\nL 163.346427 419.956496 \r\nL 163.395062 417.716146 \r\nL 163.443698 419.468565 \r\nL 163.540969 421.011275 \r\nL 163.492333 419.002393 \r\nL 163.557181 420.815819 \r\nL 163.605817 417.256424 \r\nL 163.654452 420.851289 \r\nL 163.686876 418.261876 \r\nL 163.784147 417.654278 \r\nL 163.735512 419.712851 \r\nL 163.800359 417.825757 \r\nL 163.848995 420.197907 \r\nL 163.897631 417.339649 \r\nL 163.930054 418.893427 \r\nL 163.994902 418.890945 \r\nL 164.043538 420.660245 \r\nL 164.140809 419.163744 \r\nL 164.157021 420.209067 \r\nL 164.189445 422.749627 \r\nL 164.23808 420.108555 \r\nL 164.286716 422.518236 \r\nL 164.448835 418.294132 \r\nL 164.465047 418.701366 \r\nL 164.481259 419.304825 \r\nL 164.529894 417.268209 \r\nL 164.562318 417.811303 \r\nL 164.610954 416.935511 \r\nL 164.659589 414.934574 \r\nL 164.692013 417.36092 \r\nL 164.805496 419.393979 \r\nL 164.821708 419.105675 \r\nL 164.854132 418.25118 \r\nL 164.886556 419.656896 \r\nL 165.032463 423.269786 \r\nL 165.048675 422.228082 \r\nL 165.17837 419.498644 \r\nL 165.227005 420.731889 \r\nL 165.243217 419.384302 \r\nL 165.3567 415.674106 \r\nL 165.372912 416.320057 \r\nL 165.502607 419.449218 \r\nL 165.551243 417.699916 \r\nL 165.616091 419.282362 \r\nL 165.745786 422.417668 \r\nL 165.761998 421.756085 \r\nL 165.875481 419.535282 \r\nL 165.826845 422.317325 \r\nL 165.891693 420.512611 \r\nL 165.924116 424.065344 \r\nL 165.972752 419.11866 \r\nL 166.021388 423.725891 \r\nL 166.151083 418.264479 \r\nL 166.167295 418.546243 \r\nL 166.199719 422.035259 \r\nL 166.264566 418.135137 \r\nL 166.280778 419.128092 \r\nL 166.394261 421.629245 \r\nL 166.345626 418.034957 \r\nL 166.410473 421.094009 \r\nL 166.55638 415.977082 \r\nL 166.702287 421.925272 \r\nL 166.718499 420.473853 \r\nL 166.799558 421.191011 \r\nL 166.848194 415.613527 \r\nL 166.994101 422.270625 \r\nL 167.026525 418.999826 \r\nL 167.042737 417.872536 \r\nL 167.107584 419.658595 \r\nL 167.123796 419.432055 \r\nL 167.15622 418.975425 \r\nL 167.221067 419.378617 \r\nL 167.253491 419.726833 \r\nL 167.269703 418.933034 \r\nL 167.399398 415.696475 \r\nL 167.350763 419.200951 \r\nL 167.41561 416.006985 \r\nL 167.464246 419.730218 \r\nL 167.545305 418.320172 \r\nL 167.561517 418.19845 \r\nL 167.593941 418.616942 \r\nL 167.691212 421.129575 \r\nL 167.739848 420.261069 \r\nL 167.788483 421.20416 \r\nL 167.820907 420.086661 \r\nL 167.837119 419.713867 \r\nL 167.869543 420.29012 \r\nL 167.918179 422.096743 \r\nL 167.966814 420.030015 \r\nL 167.999238 420.144092 \r\nL 168.047874 417.585523 \r\nL 168.064086 416.647708 \r\nL 168.112721 418.45215 \r\nL 168.161357 417.284436 \r\nL 168.177569 417.232086 \r\nL 168.193781 417.388225 \r\nL 168.242416 418.568819 \r\nL 168.307264 417.793349 \r\nL 168.339688 417.091943 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421.644441 \r\nL 172.279176 423.095429 \r\nL 172.344024 421.659621 \r\nL 172.392659 420.842571 \r\nL 172.489931 417.406182 \r\nL 172.538566 418.233822 \r\nL 172.587202 419.739237 \r\nL 172.603414 419.252319 \r\nL 172.652049 415.254316 \r\nL 172.733109 415.998625 \r\nL 172.797956 421.738981 \r\nL 172.895228 419.711148 \r\nL 172.927652 416.338098 \r\nL 172.992499 421.116648 \r\nL 173.024923 419.650142 \r\nL 173.057347 423.365077 \r\nL 173.073559 424.120649 \r\nL 173.105982 420.562716 \r\nL 173.219466 417.010575 \r\nL 173.235677 418.140903 \r\nL 173.268101 420.332226 \r\nL 173.349161 419.852805 \r\nL 173.43022 416.579845 \r\nL 173.478856 418.733304 \r\nL 173.543703 417.645097 \r\nL 173.592339 421.318369 \r\nL 173.640975 415.130986 \r\nL 173.722034 418.515101 \r\nL 173.738246 418.366241 \r\nL 173.786882 421.845823 \r\nL 173.867941 419.81421 \r\nL 173.900365 419.067039 \r\nL 173.916577 418.633109 \r\nL 173.949 419.656173 \r\nL 174.046272 422.152201 \r\nL 174.078695 420.921992 \r\nL 174.159755 418.301511 \r\nL 174.208391 419.770474 \r\nL 174.273238 421.276629 \r\nL 174.305662 419.956261 \r\nL 174.370509 418.728743 \r\nL 174.419145 416.121943 \r\nL 174.467781 418.616405 \r\nL 174.483993 418.613924 \r\nL 174.500205 418.276705 \r\nL 174.532628 419.206027 \r\nL 174.54884 419.825036 \r\nL 174.581264 418.4675 \r\nL 174.613688 416.087312 \r\nL 174.694747 417.908929 \r\nL 174.743383 420.872151 \r\nL 174.840654 420.617977 \r\nL 174.873078 418.513534 \r\nL 174.921714 421.11338 \r\nL 174.954137 419.557393 \r\nL 174.970349 419.612674 \r\nL 175.018985 423.928241 \r\nL 175.067621 418.908013 \r\nL 175.116256 420.47474 \r\nL 175.132468 419.019611 \r\nL 175.164892 417.429848 \r\nL 175.197316 420.951711 \r\nL 175.213528 421.971749 \r\nL 175.262163 419.378444 \r\nL 175.375646 416.000832 \r\nL 175.391858 416.886181 \r\nL 175.521553 423.562252 \r\nL 175.537765 422.573013 \r\nL 175.570189 418.046716 \r\nL 175.66746 418.658533 \r\nL 175.716096 425.892619 \r\nL 175.797155 423.405735 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421.151668 \r\nL 177.791218 420.088669 \r\nL 177.807429 419.602792 \r\nL 177.856065 421.419847 \r\nL 177.888489 420.016371 \r\nL 177.920913 416.855453 \r\nL 177.969548 421.124477 \r\nL 178.018184 417.254252 \r\nL 178.06682 420.749989 \r\nL 178.099243 417.140366 \r\nL 178.115455 416.072233 \r\nL 178.164091 419.542286 \r\nL 178.212727 416.42808 \r\nL 178.342422 421.470208 \r\nL 178.358634 421.269516 \r\nL 178.391057 418.814414 \r\nL 178.472117 420.152736 \r\nL 178.520752 422.44697 \r\nL 178.5856 420.32816 \r\nL 178.618024 420.538471 \r\nL 178.634236 420.139441 \r\nL 178.666659 418.802107 \r\nL 178.763931 419.311085 \r\nL 178.796355 419.818885 \r\nL 178.828778 418.213491 \r\nL 178.909838 416.500365 \r\nL 178.942262 417.134346 \r\nL 179.055745 419.181804 \r\nL 179.088168 418.917476 \r\nL 179.120592 417.833468 \r\nL 179.153016 418.902835 \r\nL 179.282711 423.57591 \r\nL 179.298923 422.979118 \r\nL 179.428618 419.161944 \r\nL 179.493466 423.610344 \r\nL 179.574525 421.114449 \r\nL 179.623161 416.849961 \r\nL 179.736644 417.487086 \r\nL 179.769068 419.949156 \r\nL 179.833915 416.429539 \r\nL 179.979822 420.934305 \r\nL 180.012246 419.122954 \r\nL 180.028458 418.930061 \r\nL 180.04467 419.722916 \r\nL 180.077094 420.898933 \r\nL 180.125729 418.145027 \r\nL 180.271636 422.255476 \r\nL 180.287848 421.29259 \r\nL 180.320272 418.63294 \r\nL 180.401331 419.497931 \r\nL 180.433755 420.349831 \r\nL 180.482391 418.747615 \r\nL 180.56345 417.153828 \r\nL 180.676933 417.89375 \r\nL 180.725569 419.653808 \r\nL 180.774205 418.312472 \r\nL 180.82284 417.451647 \r\nL 180.9039 417.934117 \r\nL 180.952535 420.573833 \r\nL 181.049807 420.090969 \r\nL 181.082231 418.386339 \r\nL 181.147078 420.752173 \r\nL 181.16329 420.567765 \r\nL 181.195714 421.272619 \r\nL 181.211926 421.532962 \r\nL 181.276773 420.925887 \r\nL 181.325409 418.78933 \r\nL 181.357833 420.964114 \r\nL 181.374045 421.767636 \r\nL 181.42268 420.390522 \r\nL 181.471316 421.656668 \r\nL 181.601011 419.172062 \r\nL 181.617223 419.514306 \r\nL 181.649647 421.614481 \r\nL 181.730706 420.395301 \r\nL 181.779342 417.315648 \r\nL 181.860401 419.369654 \r\nL 181.909037 421.789701 \r\nL 181.925249 422.404013 \r\nL 181.973884 420.734401 \r\nL 182.071156 418.363493 \r\nL 182.103579 419.96151 \r\nL 182.119791 420.858206 \r\nL 182.217063 420.781457 \r\nL 182.233274 420.871418 \r\nL 182.298122 416.750846 \r\nL 182.395393 417.692323 \r\nL 182.427817 419.529128 \r\nL 182.460241 417.508827 \r\nL 182.492665 415.764378 \r\nL 182.573724 416.037722 \r\nL 182.687207 419.185135 \r\nL 182.752055 417.84414 \r\nL 182.768267 417.761048 \r\nL 182.897962 423.169904 \r\nL 182.930386 420.33885 \r\nL 182.995233 421.910425 \r\nL 183.043869 418.112596 \r\nL 183.189776 421.984777 \r\nL 183.205988 421.221716 \r\nL 183.254623 417.706178 \r\nL 183.335683 417.963272 \r\nL 183.351895 417.937455 \r\nL 183.40053 420.928765 \r\nL 183.48159 420.066111 \r\nL 183.530225 418.021499 \r\nL 183.562649 419.929717 \r\nL 183.627497 419.919376 \r\nL 183.676132 421.302814 \r\nL 183.805828 417.671596 \r\nL 183.822039 418.584658 \r\nL 183.854463 421.111323 \r\nL 183.951734 420.487975 \r\nL 184.016582 417.596454 \r\nL 184.065218 419.656173 \r\nL 184.08143 419.889486 \r\nL 184.097641 418.763401 \r\nL 184.162489 420.38231 \r\nL 184.227337 416.874119 \r\nL 184.357032 420.979651 \r\nL 184.373244 420.105129 \r\nL 184.405667 417.288412 \r\nL 184.502939 417.412226 \r\nL 184.632634 420.314349 \r\nL 184.665057 419.664843 \r\nL 184.762329 418.753485 \r\nL 184.778541 419.004978 \r\nL 184.827176 421.398518 \r\nL 184.924448 421.253104 \r\nL 184.94066 421.233462 \r\nL 184.989295 418.707105 \r\nL 185.037931 421.450836 \r\nL 185.086567 420.529609 \r\nL 185.102778 421.379265 \r\nL 185.11899 422.304966 \r\nL 185.167626 419.961027 \r\nL 185.183838 419.660268 \r\nL 185.20005 420.3612 \r\nL 185.216262 421.14937 \r\nL 185.264897 419.09264 \r\nL 185.281109 418.80765 \r\nL 185.297321 419.537359 \r\nL 185.329745 421.432581 \r\nL 185.394592 419.537996 \r\nL 185.427016 419.385831 \r\nL 185.443228 419.647542 \r\nL 185.45944 420.065443 \r\nL 185.491864 419.014413 \r\nL 185.508076 418.295054 \r\nL 185.556711 420.377337 \r\nL 185.572923 420.373288 \r\nL 185.71883 418.46658 \r\nL 185.864737 421.294599 \r\nL 185.880949 420.645115 \r\nL 185.994432 418.555164 \r\nL 186.010644 419.065536 \r\nL 186.075492 418.801831 \r\nL 186.124127 419.694036 \r\nL 186.156551 418.460249 \r\nL 186.270034 416.255272 \r\nL 186.221399 419.565521 \r\nL 186.286246 416.988529 \r\nL 186.31867 420.770989 \r\nL 186.367306 416.194239 \r\nL 186.415941 419.573334 \r\nL 186.432153 419.922904 \r\nL 186.448365 419.22177 \r\nL 186.497001 417.434486 \r\nL 186.561848 418.70929 \r\nL 186.57806 418.076935 \r\nL 186.626696 420.12865 \r\nL 186.642908 420.444271 \r\nL 186.65912 419.887053 \r\nL 186.707755 417.608296 \r\nL 186.756391 420.766988 \r\nL 186.772603 420.988986 \r\nL 186.805027 420.058201 \r\nL 186.83745 419.585524 \r\nL 186.886086 420.324075 \r\nL 186.902298 420.422297 \r\nL 186.950934 420.081626 \r\nL 186.999569 420.230643 \r\nL 187.048205 418.670418 \r\nL 187.064417 419.925818 \r\nL 187.096841 422.145794 \r\nL 187.145476 418.479021 \r\nL 187.1779 420.402474 \r\nL 187.194112 421.141673 \r\nL 187.242747 418.557113 \r\nL 187.258959 418.565147 \r\nL 187.340019 417.951641 \r\nL 187.404866 420.569095 \r\nL 187.453502 417.800596 \r\nL 187.534561 419.047408 \r\nL 187.550773 418.616522 \r\nL 187.583197 419.79913 \r\nL 187.599409 420.331276 \r\nL 187.631833 418.228609 \r\nL 187.648045 417.631222 \r\nL 187.664257 419.024362 \r\nL 187.69668 422.672805 \r\nL 187.745316 418.715973 \r\nL 187.77774 420.079231 \r\nL 187.842587 418.577476 \r\nL 187.891223 421.177849 \r\nL 188.069554 417.980841 \r\nL 188.118189 418.960034 \r\nL 188.150613 418.01143 \r\nL 188.166825 417.681163 \r\nL 188.199249 419.10565 \r\nL 188.215461 419.618465 \r\nL 188.247884 418.028278 \r\nL 188.264096 417.423589 \r\nL 188.312732 419.448547 \r\nL 188.328944 419.445851 \r\nL 188.410003 419.716293 \r\nL 188.442427 418.745615 \r\nL 188.588334 421.644656 \r\nL 188.604546 420.435321 \r\nL 188.685605 422.378461 \r\nL 188.734241 418.178501 \r\nL 188.782877 421.790003 \r\nL 188.863936 420.957334 \r\nL 188.912572 417.192955 \r\nL 189.009843 418.678609 \r\nL 189.090903 417.929091 \r\nL 189.139538 420.144116 \r\nL 189.188174 418.663944 \r\nL 189.23681 419.881853 \r\nL 189.317869 422.373918 \r\nL 189.398928 421.281907 \r\nL 189.431352 419.552549 \r\nL 189.479988 423.128777 \r\nL 189.739378 417.844498 \r\nL 189.788014 419.609698 \r\nL 189.836649 417.445763 \r\nL 189.933921 418.226587 \r\nL 189.950133 417.71624 \r\nL 189.982556 416.651731 \r\nL 190.031192 418.773989 \r\nL 190.063616 419.12532 \r\nL 190.09604 418.693206 \r\nL 190.209523 417.149501 \r\nL 190.225735 417.965298 \r\nL 190.339218 419.613541 \r\nL 190.290582 417.397299 \r\nL 190.35543 419.141804 \r\nL 190.485125 417.138309 \r\nL 190.53376 418.472687 \r\nL 190.582396 419.809312 \r\nL 190.631032 418.211137 \r\nL 190.793151 421.354615 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417.688154 \r\nL 192.689941 418.969106 \r\nL 192.803425 421.323822 \r\nL 192.754789 418.907115 \r\nL 192.819636 420.197504 \r\nL 192.85206 418.49042 \r\nL 192.900696 421.603713 \r\nL 192.93312 419.893994 \r\nL 192.949332 419.861703 \r\nL 193.014179 421.743665 \r\nL 193.079027 420.809765 \r\nL 193.095239 421.149494 \r\nL 193.160086 420.630496 \r\nL 193.176298 420.511391 \r\nL 193.19251 420.641652 \r\nL 193.224934 421.901432 \r\nL 193.273569 419.875 \r\nL 193.322205 421.381661 \r\nL 193.370841 418.275277 \r\nL 193.419476 422.235457 \r\nL 193.4519 419.34324 \r\nL 193.500536 422.62524 \r\nL 193.53296 419.439182 \r\nL 193.597807 421.516323 \r\nL 193.646443 417.688596 \r\nL 193.695078 420.667082 \r\nL 193.727502 416.90809 \r\nL 193.743714 416.329235 \r\nL 193.759926 417.727114 \r\nL 193.776138 419.379421 \r\nL 193.824773 414.717163 \r\nL 193.840985 413.800147 \r\nL 193.889621 416.210449 \r\nL 193.922045 415.162346 \r\nL 194.035528 414.285505 \r\nL 193.986892 415.26023 \r\nL 194.05174 414.698094 \r\nL 194.230071 419.530318 \r\nL 194.246283 419.326574 \r\nL 194.278706 418.918075 \r\nL 194.294918 419.635415 \r\nL 194.39219 423.086526 \r\nL 194.457037 422.753974 \r\nL 194.489461 423.497256 \r\nL 194.538096 422.205792 \r\nL 194.554308 422.577953 \r\nL 194.57052 422.831912 \r\nL 194.586732 422.227989 \r\nL 194.716427 419.975218 \r\nL 194.797487 418.433412 \r\nL 194.82991 419.153575 \r\nL 194.975817 420.961528 \r\nL 195.008241 420.893431 \r\nL 195.040665 421.582013 \r\nL 195.17036 423.771177 \r\nL 195.186572 423.612102 \r\nL 195.316267 420.367444 \r\nL 195.332479 421.281552 \r\nL 195.348691 422.31049 \r\nL 195.381115 420.128521 \r\nL 195.494598 415.927206 \r\nL 195.51081 416.329961 \r\nL 195.624293 417.602774 \r\nL 195.575657 415.511134 \r\nL 195.640505 417.458264 \r\nL 195.68914 415.355604 \r\nL 195.753988 416.890049 \r\nL 195.7702 416.538351 \r\nL 195.802624 418.067962 \r\nL 195.883683 417.999542 \r\nL 195.948531 420.042754 \r\nL 195.997166 418.350226 \r\nL 196.02959 419.701183 \r\nL 196.094438 418.00952 \r\nL 196.143073 420.649234 \r\nL 196.191709 416.199579 \r\nL 196.28898 417.366366 \r\nL 196.37004 416.308742 \r\nL 196.418675 420.426478 \r\nL 196.467311 416.606475 \r\nL 196.515947 420.559165 \r\nL 196.532159 421.148637 \r\nL 196.580794 418.879609 \r\nL 196.613218 420.68436 \r\nL 196.62943 420.609831 \r\nL 196.661854 418.763258 \r\nL 196.710489 420.967438 \r\nL 196.742913 420.44045 \r\nL 196.759125 420.47238 \r\nL 196.856396 422.149606 \r\nL 196.872608 421.599822 \r\nL 196.905032 420.208393 \r\nL 196.953668 422.230145 \r\nL 196.969879 422.162306 \r\nL 196.986091 422.129023 \r\nL 197.067151 423.465547 \r\nL 197.099575 422.612249 \r\nL 197.164422 423.376404 \r\nL 197.22927 420.278935 \r\nL 197.277905 422.495307 \r\nL 197.310329 420.714202 \r\nL 197.440024 415.336633 \r\nL 197.456236 416.381807 \r\nL 197.472448 417.053758 \r\nL 197.504872 414.877169 \r\nL 197.618355 412.860758 \r\nL 197.634567 413.456525 \r\nL 197.845321 417.763333 \r\nL 197.861533 417.52953 \r\nL 197.877745 417.488546 \r\nL 198.023652 422.923767 \r\nL 198.0885 422.093656 \r\nL 198.283042 418.897523 \r\nL 198.299254 419.2313 \r\nL 198.331678 419.890972 \r\nL 198.364102 418.203768 \r\nL 198.380314 417.284749 \r\nL 198.428949 419.714009 \r\nL 198.769399 426.655466 \r\nL 199.20712 413.309266 \r\nL 199.223332 414.093875 \r\nL 199.288179 416.014507 \r\nL 199.336815 414.656416 \r\nL 199.417874 417.257532 \r\nL 199.579993 420.494783 \r\nL 199.661053 420.680523 \r\nL 199.709688 419.489321 \r\nL 199.758324 420.37552 \r\nL 199.774536 419.471232 \r\nL 199.904231 415.185078 \r\nL 199.920443 416.467853 \r\nL 199.952867 419.508576 \r\nL 200.001502 415.875837 \r\nL 200.033926 417.178189 \r\nL 200.163621 419.580488 \r\nL 200.098774 416.131432 \r\nL 200.179833 418.859967 \r\nL 200.212257 417.650523 \r\nL 200.260892 420.16491 \r\nL 200.309528 418.037287 \r\nL 200.358164 420.049823 \r\nL 200.487859 422.473007 \r\nL 200.406799 419.912978 \r\nL 200.504071 421.750889 \r\nL 200.520283 420.934441 \r\nL 200.568918 422.967192 \r\nL 200.601342 422.013594 \r\nL 200.617554 421.707633 \r\nL 200.633766 422.38726 \r\nL 200.682402 424.330993 \r\nL 200.747249 423.390172 \r\nL 200.779673 423.400221 \r\nL 200.941792 420.600722 \r\nL 200.990427 420.893987 \r\nL 201.136334 415.305406 \r\nL 201.152546 415.761002 \r\nL 201.18497 417.297597 \r\nL 201.217394 414.626646 \r\nL 201.233606 413.676867 \r\nL 201.282241 416.092499 \r\nL 201.298453 415.941593 \r\nL 201.314665 415.628855 \r\nL 201.347089 416.998067 \r\nL 201.460572 420.932816 \r\nL 201.492996 419.835853 \r\nL 201.509208 419.454089 \r\nL 201.541632 420.546563 \r\nL 201.638903 423.384926 \r\nL 201.671327 422.186325 \r\nL 201.817234 416.253526 \r\nL 201.849657 416.481805 \r\nL 202.011776 414.237478 \r\nL 202.027988 414.243551 \r\nL 202.222531 423.074221 \r\nL 202.38465 430.309234 \r\nL 202.417073 428.380428 \r\nL 202.530557 422.908393 \r\nL 202.56298 423.489384 \r\nL 202.595404 422.081276 \r\nL 202.806159 411.829192 \r\nL 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209.971813 416.237834 \r\nL 210.004236 422.398995 \r\nL 210.085296 419.10915 \r\nL 210.101508 419.914387 \r\nL 210.133931 417.36211 \r\nL 210.150143 416.711855 \r\nL 210.166355 418.490597 \r\nL 210.312262 429.234975 \r\nL 210.37711 423.258767 \r\nL 210.458169 423.459777 \r\nL 210.506805 426.689525 \r\nL 210.539229 424.326977 \r\nL 210.668924 416.381048 \r\nL 210.701348 417.289346 \r\nL 210.733771 417.917142 \r\nL 210.782407 416.506004 \r\nL 210.863466 414.232403 \r\nL 210.944526 415.61133 \r\nL 210.993161 417.082195 \r\nL 211.058009 416.162271 \r\nL 211.106645 414.303989 \r\nL 211.15528 416.444852 \r\nL 211.268764 420.205207 \r\nL 211.301187 418.410305 \r\nL 211.317399 417.78413 \r\nL 211.366035 419.480347 \r\nL 211.414671 420.819348 \r\nL 211.479518 424.265877 \r\nL 211.544366 422.765729 \r\nL 211.576789 423.340937 \r\nL 211.593001 422.290309 \r\nL 211.625425 419.588064 \r\nL 211.674061 422.707135 \r\nL 211.722696 419.907419 \r\nL 211.738908 419.871158 \r\nL 211.771332 420.844918 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421.229003 \r\nL 217.040195 416.522232 \r\nL 217.121255 415.020173 \r\nL 217.153678 416.476753 \r\nL 217.267162 418.29311 \r\nL 217.202314 415.519712 \r\nL 217.283374 417.404798 \r\nL 217.315797 416.336925 \r\nL 217.348221 418.989067 \r\nL 217.461704 421.983003 \r\nL 217.396857 418.94575 \r\nL 217.51034 421.90011 \r\nL 217.591399 421.682369 \r\nL 217.672459 423.198017 \r\nL 217.818366 421.418635 \r\nL 217.834578 421.841809 \r\nL 217.867001 422.581671 \r\nL 217.915637 421.177662 \r\nL 217.964273 421.240484 \r\nL 218.093968 419.120231 \r\nL 218.158815 419.159339 \r\nL 218.191239 419.910254 \r\nL 218.223663 419.191292 \r\nL 218.337146 416.450886 \r\nL 218.353358 416.592055 \r\nL 218.401994 419.018674 \r\nL 218.499265 418.949814 \r\nL 218.531689 418.384257 \r\nL 218.580324 419.338751 \r\nL 218.612748 419.314797 \r\nL 218.645172 419.578055 \r\nL 218.693808 420.459092 \r\nL 218.758655 419.743572 \r\nL 219.018045 414.456008 \r\nL 219.034257 414.953082 \r\nL 219.050469 415.238677 \r\nL 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418.975331 \r\nL 227.091565 419.802765 \r\nL 227.123989 419.408496 \r\nL 227.156412 419.60928 \r\nL 227.302319 422.179216 \r\nL 227.383379 421.555917 \r\nL 227.464438 421.605361 \r\nL 227.432015 421.379495 \r\nL 227.48065 421.58843 \r\nL 227.513074 421.641553 \r\nL 227.545498 421.139652 \r\nL 227.707617 417.917499 \r\nL 227.756252 419.600355 \r\nL 227.837312 418.700485 \r\nL 227.885947 417.581462 \r\nL 227.934583 418.86571 \r\nL 227.967007 418.468523 \r\nL 228.048066 418.77929 \r\nL 228.08049 418.859215 \r\nL 228.096702 418.666222 \r\nL 228.145338 417.763468 \r\nL 228.226397 418.147001 \r\nL 228.275033 419.039417 \r\nL 228.307456 418.08865 \r\nL 228.372304 416.954824 \r\nL 228.42094 417.649092 \r\nL 228.469575 417.256421 \r\nL 228.485787 417.527576 \r\nL 228.566847 419.030213 \r\nL 228.59927 418.548691 \r\nL 228.631694 417.811788 \r\nL 228.68033 419.572163 \r\nL 228.777601 421.61741 \r\nL 228.810025 420.104055 \r\nL 228.874872 421.284864 \r\nL 228.923508 419.183319 \r\nL 228.93972 419.278318 \r\nL 228.988356 421.400473 \r\nL 229.069415 420.844466 \r\nL 229.150475 419.067665 \r\nL 229.182898 420.222194 \r\nL 229.263958 420.082821 \r\nL 229.312593 421.540447 \r\nL 229.361229 419.59748 \r\nL 229.442289 419.646006 \r\nL 229.490924 421.679432 \r\nL 229.523348 419.552084 \r\nL 229.53956 419.159311 \r\nL 229.555772 420.107399 \r\nL 229.571984 421.104669 \r\nL 229.620619 417.537412 \r\nL 229.669255 420.344904 \r\nL 229.782738 419.007692 \r\nL 229.815162 416.863462 \r\nL 229.863798 419.3718 \r\nL 229.896221 417.663025 \r\nL 229.912433 417.511417 \r\nL 229.928645 418.317532 \r\nL 230.025916 419.801242 \r\nL 230.042128 419.769485 \r\nL 230.090764 418.832259 \r\nL 230.1394 419.599794 \r\nL 230.188035 420.818891 \r\nL 230.269095 420.113999 \r\nL 230.415002 417.169965 \r\nL 230.431214 417.703007 \r\nL 230.463637 419.663461 \r\nL 230.512273 417.37177 \r\nL 230.544697 418.017055 \r\nL 230.560909 418.21665 \r\nL 230.577121 417.560504 \r\nL 230.609544 416.490134 \r\nL 230.641968 419.767125 \r\nL 230.65818 420.510488 \r\nL 230.690604 417.930644 \r\nL 230.706816 417.385242 \r\nL 230.739239 419.629851 \r\nL 230.852723 420.748495 \r\nL 230.804087 418.36805 \r\nL 230.868935 420.730393 \r\nL 230.901358 419.805406 \r\nL 230.933782 422.087447 \r\nL 230.949994 423.368251 \r\nL 231.014842 419.959087 \r\nL 231.063477 421.616853 \r\nL 231.095901 419.915657 \r\nL 231.112113 419.577137 \r\nL 231.128325 420.526519 \r\nL 231.209384 419.299964 \r\nL 231.25802 422.516327 \r\nL 231.306655 417.842061 \r\nL 231.387715 418.953599 \r\nL 231.436351 420.718459 \r\nL 231.484986 418.977945 \r\nL 231.501198 418.683446 \r\nL 231.549834 419.698879 \r\nL 231.598469 418.923955 \r\nL 231.614681 418.986681 \r\nL 231.647105 418.699648 \r\nL 231.663317 418.469905 \r\nL 231.695741 419.326265 \r\nL 231.711953 419.929704 \r\nL 231.760588 418.304078 \r\nL 231.825436 418.57099 \r\nL 231.890283 417.656523 \r\nL 231.922707 419.367046 \r\nL 231.971343 416.405041 \r\nL 231.987555 416.279151 \r\nL 232.084826 416.190473 \r\nL 232.133462 419.975022 \r\nL 232.149674 419.952847 \r\nL 232.198309 417.562905 \r\nL 232.279369 417.968967 \r\nL 232.311792 418.860766 \r\nL 232.37664 418.458003 \r\nL 232.457699 420.188585 \r\nL 232.506335 418.61909 \r\nL 232.554971 420.101388 \r\nL 232.571183 420.250992 \r\nL 232.619818 419.70995 \r\nL 232.668454 420.20553 \r\nL 232.798149 421.486257 \r\nL 232.733302 419.887746 \r\nL 232.814361 420.974426 \r\nL 232.846785 420.144314 \r\nL 232.89542 421.843862 \r\nL 232.911632 421.947938 \r\nL 232.927844 421.601243 \r\nL 233.008904 421.792597 \r\nL 233.057539 419.999412 \r\nL 233.106175 421.417223 \r\nL 233.154811 419.709311 \r\nL 233.252082 419.086825 \r\nL 233.203446 420.227198 \r\nL 233.268294 419.092501 \r\nL 233.300718 419.981722 \r\nL 233.333141 418.942376 \r\nL 233.365565 418.066132 \r\nL 233.414201 419.749932 \r\nL 233.430413 419.812181 \r\nL 233.446625 419.570255 \r\nL 233.479048 418.806347 \r\nL 233.527684 419.92974 \r\nL 233.57632 419.010058 \r\nL 233.722227 421.28165 \r\nL 233.738438 420.711662 \r\nL 233.851922 418.920401 \r\nL 233.868134 418.999784 \r\nL 233.900557 420.253432 \r\nL 233.932981 418.374801 \r\nL 234.046464 416.676641 \r\nL 233.997829 419.986364 \r\nL 234.062676 417.150959 \r\nL 234.143736 416.749955 \r\nL 234.192371 418.795918 \r\nL 234.241007 416.275376 \r\nL 234.289643 419.066043 \r\nL 234.322066 417.490074 \r\nL 234.338278 417.157906 \r\nL 234.370702 418.76033 \r\nL 234.451761 418.402612 \r\nL 234.500397 420.196172 \r\nL 234.549033 418.923621 \r\nL 234.597668 420.381596 \r\nL 234.630092 419.654114 \r\nL 234.646304 419.570646 \r\nL 234.662516 419.804508 \r\nL 234.775999 421.007161 \r\nL 234.727364 419.479871 \r\nL 234.792211 420.524087 \r\nL 234.824635 419.065949 \r\nL 234.873271 421.16986 \r\nL 234.905694 420.160554 \r\nL 235.002966 419.306032 \r\nL 234.95433 420.837159 \r\nL 235.019178 419.496852 \r\nL 235.067813 421.610734 \r\nL 235.116449 419.122201 \r\nL 235.165085 421.079399 \r\nL 235.262356 420.633384 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421.856496 \r\nL 241.893017 418.749628 \r\nL 241.925441 420.969012 \r\nL 241.941653 420.900051 \r\nL 241.974077 418.544507 \r\nL 242.038924 421.496121 \r\nL 242.071348 419.087358 \r\nL 242.08756 419.169281 \r\nL 242.119984 420.305464 \r\nL 242.16862 418.590442 \r\nL 242.201043 419.401032 \r\nL 242.314527 420.697324 \r\nL 242.330738 420.386076 \r\nL 242.476645 419.268768 \r\nL 242.638764 421.826008 \r\nL 242.6874 418.838482 \r\nL 242.784671 419.475379 \r\nL 242.817095 421.765967 \r\nL 242.865731 418.72414 \r\nL 242.881943 418.188758 \r\nL 242.914366 420.086346 \r\nL 242.930578 420.398111 \r\nL 242.94679 419.613341 \r\nL 242.979214 418.02981 \r\nL 243.044061 420.159411 \r\nL 243.20618 416.655053 \r\nL 243.335875 419.516523 \r\nL 243.352087 419.488502 \r\nL 243.400723 416.907568 \r\nL 243.449359 419.660994 \r\nL 243.46557 419.158007 \r\nL 243.481782 418.54755 \r\nL 243.530418 420.355852 \r\nL 243.54663 420.523765 \r\nL 243.579054 419.91914 \r\nL 243.643901 419.395399 \r\nL 243.676325 420.080894 \r\nL 243.692537 420.193427 \r\nL 243.708749 419.846484 \r\nL 243.724961 419.594888 \r\nL 243.741173 420.08293 \r\nL 243.773596 421.609077 \r\nL 243.822232 419.592032 \r\nL 243.838444 419.748085 \r\nL 243.870868 420.202193 \r\nL 243.88708 419.524216 \r\nL 243.919503 417.304385 \r\nL 243.984351 419.76537 \r\nL 244.000563 419.065379 \r\nL 244.114046 416.969321 \r\nL 244.06541 419.598822 \r\nL 244.130258 417.007422 \r\nL 244.276165 420.089406 \r\nL 244.292377 420.074164 \r\nL 244.3248 419.068922 \r\nL 244.422072 419.189332 \r\nL 244.551767 421.562241 \r\nL 244.600403 420.767775 \r\nL 244.616614 420.730591 \r\nL 244.649038 421.459931 \r\nL 244.681462 420.562115 \r\nL 244.762521 422.039707 \r\nL 244.811157 418.273637 \r\nL 244.859793 420.060689 \r\nL 244.892217 417.69024 \r\nL 244.908428 417.434727 \r\nL 244.92464 418.59638 \r\nL 245.038123 420.423322 \r\nL 244.989488 417.760191 \r\nL 245.054335 420.276999 \r\nL 245.102971 417.39368 \r\nL 245.18403 418.323089 \r\nL 245.200242 418.15394 \r\nL 245.248878 421.35449 \r\nL 245.346149 420.50806 \r\nL 245.362361 420.768562 \r\nL 245.378573 419.996363 \r\nL 245.410997 418.029157 \r\nL 245.459633 420.297014 \r\nL 245.492056 419.106953 \r\nL 245.508268 418.706122 \r\nL 245.52448 419.460565 \r\nL 245.556904 421.063783 \r\nL 245.60554 417.630908 \r\nL 245.751447 420.328483 \r\nL 245.767658 420.283032 \r\nL 245.800082 418.911075 \r\nL 245.881142 419.182926 \r\nL 245.929777 420.091625 \r\nL 246.010837 419.804961 \r\nL 246.059472 419.906986 \r\nL 246.091896 420.331732 \r\nL 246.12432 419.156696 \r\nL 246.140532 418.921452 \r\nL 246.172956 419.760589 \r\nL 246.205379 420.594367 \r\nL 246.286439 420.042229 \r\nL 246.335074 419.210186 \r\nL 246.399922 419.700399 \r\nL 246.529617 420.932636 \r\nL 246.562041 420.38166 \r\nL 246.659312 418.954049 \r\nL 246.691736 419.599361 \r\nL 246.707948 419.971564 \r\nL 246.740372 418.933645 \r\nL 246.870067 417.283411 \r\nL 246.886279 417.623313 \r\nL 246.918702 418.449267 \r\nL 246.98355 417.154489 \r\nL 246.999762 416.851213 \r\nL 247.032186 418.182351 \r\nL 247.145669 419.513647 \r\nL 247.097033 417.645409 \r\nL 247.161881 419.378526 \r\nL 247.178093 419.138414 \r\nL 247.194304 419.438204 \r\nL 247.226728 421.109682 \r\nL 247.291576 419.309997 \r\nL 247.307788 419.634451 \r\nL 247.372635 421.039781 \r\nL 247.453695 420.390017 \r\nL 247.615813 417.585982 \r\nL 247.632025 417.872232 \r\nL 247.745509 418.822834 \r\nL 247.794144 416.549374 \r\nL 247.826568 418.696158 \r\nL 247.891416 417.919467 \r\nL 247.956263 420.828189 \r\nL 247.988687 420.405255 \r\nL 248.004899 420.480408 \r\nL 248.150806 422.792325 \r\nL 248.329136 420.156904 \r\nL 248.345348 420.592817 \r\nL 248.377772 421.187306 \r\nL 248.410196 419.467759 \r\nL 248.475043 419.924537 \r\nL 248.556103 418.74959 \r\nL 248.62095 418.44165 \r\nL 248.637162 418.176797 \r\nL 248.685798 419.196754 \r\nL 248.734434 418.719561 \r\nL 248.766857 419.212008 \r\nL 248.783069 419.325408 \r\nL 248.815493 418.997679 \r\nL 248.847917 418.771879 \r\nL 248.896553 419.237544 \r\nL 248.928976 419.450677 \r\nL 248.993824 419.15095 \r\nL 249.010036 419.094123 \r\nL 249.026248 419.389625 \r\nL 249.058671 420.045703 \r\nL 249.091095 418.810355 \r\nL 249.107307 418.429064 \r\nL 249.155943 419.753175 \r\nL 249.188366 418.979533 \r\nL 249.204578 418.802321 \r\nL 249.22079 419.229182 \r\nL 249.253214 419.976618 \r\nL 249.285638 418.240258 \r\nL 249.30185 417.765832 \r\nL 249.334273 419.431135 \r\nL 249.350485 420.087649 \r\nL 249.382909 418.249372 \r\nL 249.399121 417.338001 \r\nL 249.447757 419.575282 \r\nL 249.496392 417.846006 \r\nL 249.545028 418.636516 \r\nL 249.577452 417.939802 \r\nL 249.609876 417.372977 \r\nL 249.642299 418.446892 \r\nL 249.723359 417.383461 \r\nL 249.771994 419.924644 \r\nL 249.82063 418.17467 \r\nL 249.885478 419.794412 \r\nL 249.90169 419.832364 \r\nL 249.950325 421.760746 \r\nL 250.063808 421.651757 \r\nL 250.096232 421.267791 \r\nL 250.144868 421.964931 \r\nL 250.193503 421.307034 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417.032905 \r\nL 252.317261 419.369218 \r\nL 252.382108 418.601382 \r\nL 252.430744 420.338377 \r\nL 252.479379 418.643111 \r\nL 252.576651 418.980291 \r\nL 252.592863 418.987086 \r\nL 252.641498 421.718865 \r\nL 252.706346 419.243702 \r\nL 252.722558 419.361759 \r\nL 252.771193 418.923635 \r\nL 252.803617 419.153681 \r\nL 252.852253 420.150014 \r\nL 252.900889 419.076957 \r\nL 252.9171 419.036487 \r\nL 252.933312 419.288608 \r\nL 252.965736 419.749527 \r\nL 252.981948 419.246514 \r\nL 253.030584 416.995951 \r\nL 253.079219 419.11394 \r\nL 253.160279 419.494258 \r\nL 253.127855 419.01432 \r\nL 253.176491 419.403494 \r\nL 253.225126 417.583403 \r\nL 253.289974 419.279063 \r\nL 253.419669 420.954057 \r\nL 253.371033 419.105595 \r\nL 253.452093 420.482777 \r\nL 253.484516 419.43557 \r\nL 253.549364 419.986187 \r\nL 253.598 422.149449 \r\nL 253.662847 420.798499 \r\nL 253.760119 420.206028 \r\nL 253.77633 420.372295 \r\nL 253.792542 420.540833 \r\nL 253.824966 419.889706 \r\nL 254.003297 417.859005 \r\nL 253.873602 420.184962 \r\nL 254.035721 418.095403 \r\nL 254.132992 417.929039 \r\nL 254.181628 419.510053 \r\nL 254.230263 418.071689 \r\nL 254.278899 419.603384 \r\nL 254.295111 419.476309 \r\nL 254.327535 419.968898 \r\nL 254.37617 420.838796 \r\nL 254.424806 420.127549 \r\nL 254.441018 419.995491 \r\nL 254.473442 420.615741 \r\nL 254.522077 420.93466 \r\nL 254.554501 420.394222 \r\nL 254.765256 417.851118 \r\nL 254.781467 418.035927 \r\nL 254.813891 418.507548 \r\nL 254.862527 417.999743 \r\nL 254.911162 417.394926 \r\nL 254.959798 418.049726 \r\nL 255.138129 421.239266 \r\nL 255.170553 419.340974 \r\nL 255.186765 419.051076 \r\nL 255.202976 419.790456 \r\nL 255.332672 422.323792 \r\nL 255.478579 418.17466 \r\nL 255.49479 418.653938 \r\nL 255.527214 420.698175 \r\nL 255.592062 417.685434 \r\nL 255.624485 419.530516 \r\nL 255.673121 416.476161 \r\nL 255.689333 416.318693 \r\nL 255.737969 419.580191 \r\nL 255.83524 419.018934 \r\nL 255.867664 417.453204 \r\nL 255.916299 419.239097 \r\nL 255.948723 418.478675 \r\nL 255.964935 418.062983 \r\nL 255.997359 419.335367 \r\nL 256.029783 420.772411 \r\nL 256.110842 419.980513 \r\nL 256.127054 419.910921 \r\nL 256.159478 418.805964 \r\nL 256.191902 420.383329 \r\nL 256.256749 419.211978 \r\nL 256.305385 421.6177 \r\nL 256.370232 419.52206 \r\nL 256.467504 419.75374 \r\nL 256.516139 422.148109 \r\nL 256.564775 418.976532 \r\nL 256.597199 421.479595 \r\nL 256.613411 421.413651 \r\nL 256.662046 418.230852 \r\nL 256.743106 419.009087 \r\nL 256.759318 418.725649 \r\nL 256.775529 419.479317 \r\nL 256.807953 420.504153 \r\nL 256.840377 418.134207 \r\nL 256.856589 417.642334 \r\nL 256.889013 419.294746 \r\nL 256.905225 419.669281 \r\nL 256.937648 418.091728 \r\nL 256.95386 418.002148 \r\nL 256.986284 419.965207 \r\nL 257.067343 418.592691 \r\nL 257.197039 421.015669 \r\nL 257.21325 420.640207 \r\nL 257.342945 419.392319 \r\nL 257.375369 419.882532 \r\nL 257.407793 418.728267 \r\nL 257.424005 418.707298 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419.483891 \r\nL 259.450491 418.032023 \r\nL 259.596398 420.197015 \r\nL 259.61261 419.794979 \r\nL 259.726093 418.62365 \r\nL 259.677457 419.875157 \r\nL 259.742305 418.717435 \r\nL 259.807152 420.4772 \r\nL 259.888212 419.970114 \r\nL 259.920635 419.474399 \r\nL 259.969271 420.227208 \r\nL 260.001695 419.929682 \r\nL 260.017907 419.818958 \r\nL 260.034119 420.016637 \r\nL 260.115178 420.734966 \r\nL 260.147602 420.295313 \r\nL 260.228661 419.080748 \r\nL 260.261085 419.558878 \r\nL 260.293509 420.012997 \r\nL 260.342145 419.233433 \r\nL 260.358356 419.3407 \r\nL 260.39078 419.512121 \r\nL 260.423204 419.133055 \r\nL 260.47184 418.477706 \r\nL 260.520475 419.077338 \r\nL 260.569111 419.909567 \r\nL 260.601535 419.148089 \r\nL 260.633958 418.608367 \r\nL 260.682594 419.568605 \r\nL 260.698806 419.368997 \r\nL 260.715018 419.231228 \r\nL 260.73123 419.520802 \r\nL 260.844713 421.088029 \r\nL 260.860925 420.804848 \r\nL 260.925772 418.604363 \r\nL 261.006832 419.278672 \r\nL 261.055468 419.7082 \r\nL 261.087891 419.509392 \r\nL 261.25001 417.254561 \r\nL 261.266222 417.80279 \r\nL 261.314858 419.750367 \r\nL 261.395917 419.387617 \r\nL 261.444553 418.824241 \r\nL 261.460765 419.288067 \r\nL 261.59046 422.015953 \r\nL 261.606672 422.015636 \r\nL 261.655307 420.539879 \r\nL 261.736367 421.028559 \r\nL 261.752579 421.164911 \r\nL 261.801214 420.827517 \r\nL 261.963333 417.149885 \r\nL 261.995757 418.905097 \r\nL 262.011969 419.313396 \r\nL 262.044393 417.388691 \r\nL 262.10924 418.178258 \r\nL 262.157876 416.197771 \r\nL 262.303783 420.055315 \r\nL 262.319995 419.505085 \r\nL 262.336207 418.884636 \r\nL 262.401054 420.103504 \r\nL 262.417266 419.820127 \r\nL 262.433478 419.867414 \r\nL 262.546961 421.243104 \r\nL 262.563173 421.24191 \r\nL 262.692868 419.791589 \r\nL 262.70908 419.818564 \r\nL 262.757716 420.606412 \r\nL 262.790139 419.431365 \r\nL 262.822563 418.533751 \r\nL 262.871199 419.561261 \r\nL 262.919835 418.594479 \r\nL 262.984682 420.053733 \r\nL 263.017106 418.681968 \r\nL 263.033318 418.43045 \r\nL 263.04953 418.995223 \r\nL 263.081953 420.00056 \r\nL 263.114377 417.890088 \r\nL 263.130589 417.345509 \r\nL 263.146801 418.245877 \r\nL 263.22786 418.213502 \r\nL 263.276496 421.316466 \r\nL 263.325132 418.312559 \r\nL 263.438615 419.194683 \r\nL 263.487251 420.746174 \r\nL 263.552098 419.402882 \r\nL 263.584522 419.310969 \r\nL 263.600734 419.159039 \r\nL 263.633158 419.511334 \r\nL 263.714217 419.947679 \r\nL 263.730429 419.746567 \r\nL 263.876336 418.036967 \r\nL 263.924971 419.705751 \r\nL 264.006031 418.60305 \r\nL 264.038455 418.941229 \r\nL 264.070878 418.24916 \r\nL 264.08709 417.997193 \r\nL 264.119514 419.018777 \r\nL 264.249209 420.850618 \r\nL 264.297845 419.198473 \r\nL 264.378904 419.631995 \r\nL 264.42754 421.562426 \r\nL 264.508599 420.263662 \r\nL 264.524811 420.435713 \r\nL 264.541023 420.065545 \r\nL 264.654506 419.253695 \r\nL 264.68693 419.870703 \r\nL 264.735566 418.951199 \r\nL 264.784201 418.397552 \r\nL 264.849049 418.651629 \r\nL 264.978744 420.040075 \r\nL 264.994956 419.693962 \r\nL 265.02738 419.251809 \r\nL 265.076015 420.048092 \r\nL 265.157075 420.968707 \r\nL 265.205711 420.405316 \r\nL 265.367829 419.242131 \r\nL 265.384041 419.288825 \r\nL 265.400253 419.384009 \r\nL 265.416465 419.301538 \r\nL 265.54616 417.084925 \r\nL 265.578584 417.742969 \r\nL 265.594796 417.981025 \r\nL 265.643431 417.514313 \r\nL 265.692067 417.807232 \r\nL 265.724491 418.117993 \r\nL 265.919034 420.832702 \r\nL 265.951457 420.049535 \r\nL 265.967669 419.657244 \r\nL 266.016305 420.345741 \r\nL 266.048729 420.067865 \r\nL 266.064941 420.09342 \r\nL 266.097364 420.730364 \r\nL 266.146 419.808168 \r\nL 266.162212 419.933196 \r\nL 266.178424 420.033051 \r\nL 266.194636 419.643205 \r\nL 266.275695 420.146208 \r\nL 266.324331 418.454568 \r\nL 266.470238 420.091955 \r\nL 266.518873 419.890441 \r\nL 266.535085 420.060166 \r\nL 266.583721 421.423007 \r\nL 266.632357 419.974793 \r\nL 266.648568 419.909178 \r\nL 266.74584 419.427242 \r\nL 266.794475 422.290969 \r\nL 266.940382 417.726981 \r\nL 266.989018 420.790077 \r\nL 267.037654 417.622951 \r\nL 267.070077 420.156793 \r\nL 267.086289 420.411431 \r\nL 267.102501 419.159192 \r\nL 267.134925 416.79989 \r\nL 267.183561 419.59608 \r\nL 267.215984 417.943713 \r\nL 267.232196 417.563482 \r\nL 267.280832 419.009027 \r\nL 267.313256 418.21963 \r\nL 267.361891 418.627796 \r\nL 267.426739 418.35177 \r\nL 267.442951 418.110723 \r\nL 267.475375 418.932545 \r\nL 267.491587 419.141134 \r\nL 267.507798 418.651489 \r\nL 267.572646 419.454121 \r\nL 267.621282 417.633568 \r\nL 267.767189 420.979085 \r\nL 267.783401 420.616269 \r\nL 267.86446 421.963106 \r\nL 267.913096 417.273618 \r\nL 267.961731 422.663272 \r\nL 268.042791 420.804534 \r\nL 268.059003 421.024951 \r\nL 268.075214 420.076838 \r\nL 268.107638 418.953797 \r\nL 268.140062 420.644189 \r\nL 268.188698 419.307964 \r\nL 268.269757 419.874509 \r\nL 268.318393 418.747887 \r\nL 268.350817 418.917084 \r\nL 268.480512 420.457969 \r\nL 268.415664 418.782907 \r\nL 268.496724 419.853301 \r\nL 268.529147 419.079924 \r\nL 268.561571 420.232389 \r\nL 268.610207 419.561511 \r\nL 268.739902 420.982863 \r\nL 268.869597 418.50488 \r\nL 268.902021 419.45376 \r\nL 268.918233 419.704748 \r\nL 268.950656 419.078259 \r\nL 269.080351 417.378184 \r\nL 269.096563 417.908104 \r\nL 269.161411 417.18718 \r\nL 269.226258 419.249865 \r\nL 269.274894 418.089123 \r\nL 269.32353 419.30538 \r\nL 269.339742 419.344382 \r\nL 269.372165 418.650217 \r\nL 269.404589 420.290905 \r\nL 269.420801 420.927467 \r\nL 269.453225 419.00569 \r\nL 269.469437 418.276676 \r\nL 269.50186 420.502698 \r\nL 269.518072 421.439511 \r\nL 269.58292 418.938987 \r\nL 269.599132 419.735175 \r\nL 269.631556 420.857845 \r\nL 269.680191 419.352562 \r\nL 269.712615 420.266302 \r\nL 269.728827 420.256857 \r\nL 269.777463 417.805544 \r\nL 269.858522 418.940946 \r\nL 269.874734 418.898151 \r\nL 269.890946 419.152138 \r\nL 269.955793 420.440625 \r\nL 270.036853 420.045666 \r\nL 270.053065 420.057482 \r\nL 270.085488 419.565101 \r\nL 270.117912 420.441603 \r\nL 270.18276 420.3985 \r\nL 270.231395 421.136953 \r\nL 270.377302 419.6089 \r\nL 270.409726 420.906731 \r\nL 270.458362 419.589628 \r\nL 270.490786 420.004264 \r\nL 270.523209 419.617077 \r\nL 270.539421 419.343294 \r\nL 270.604269 420.029918 \r\nL 270.750176 418.930646 \r\nL 270.7826 419.322501 \r\nL 270.798811 419.461754 \r\nL 270.815023 419.126148 \r\nL 270.831235 418.683225 \r\nL 270.879871 419.922345 \r\nL 270.896083 420.081385 \r\nL 270.912295 419.573325 \r\nL 271.04199 417.085816 \r\nL 271.187897 420.012839 \r\nL 271.204109 419.51191 \r\nL 271.236532 417.825916 \r\nL 271.317592 418.689898 \r\nL 271.333804 418.675256 \r\nL 271.382439 420.601057 \r\nL 271.447287 418.868606 \r\nL 271.56077 420.575454 \r\nL 271.576982 420.558996 \r\nL 271.722889 417.728009 \r\nL 271.803948 417.596538 \r\nL 271.868796 420.041032 \r\nL 271.917432 417.532041 \r\nL 271.998491 418.487572 \r\nL 272.176822 420.859318 \r\nL 272.209246 420.114877 \r\nL 272.225457 419.841012 \r\nL 272.257881 420.786451 \r\nL 272.355153 421.962996 \r\nL 272.387576 421.307848 \r\nL 272.517271 418.621555 \r\nL 272.533483 419.219958 \r\nL 272.630755 419.921403 \r\nL 272.646967 419.777388 \r\nL 272.695602 417.928121 \r\nL 272.76045 418.705434 \r\nL 272.857721 419.075662 \r\nL 272.873933 419.03925 \r\nL 272.906357 418.717704 \r\nL 272.93878 419.123472 \r\nL 272.971204 419.44763 \r\nL 273.003628 418.583183 \r\nL 273.01984 418.440268 \r\nL 273.036052 419.073288 \r\nL 273.068476 421.092307 \r\nL 273.149535 420.309152 \r\nL 273.198171 417.815083 \r\nL 273.246806 420.545998 \r\nL 273.263018 420.643881 \r\nL 273.311654 418.443691 \r\nL 273.36029 420.754679 \r\nL 273.392713 419.396765 \r\nL 273.506197 418.333941 \r\nL 273.554832 420.450153 \r\nL 273.61968 418.797972 \r\nL 273.652103 419.282246 \r\nL 273.765587 419.86661 \r\nL 273.716951 418.411393 \r\nL 273.781799 419.720012 \r\nL 273.79801 419.374299 \r\nL 273.846646 420.623046 \r\nL 273.862858 420.697885 \r\nL 273.87907 420.262246 \r\nL 273.976341 419.600694 \r\nL 273.992553 419.736304 \r\nL 274.13846 420.660757 \r\nL 274.187096 420.287302 \r\nL 274.203308 420.602916 \r\nL 274.21952 420.833692 \r\nL 274.251943 419.798881 \r\nL 274.268155 419.37975 \r\nL 274.300579 420.689255 \r\nL 274.316791 421.190205 \r\nL 274.349215 420.003122 \r\nL 274.47891 417.644142 \r\nL 274.527545 419.051081 \r\nL 274.576181 417.446602 \r\nL 274.608605 418.808572 \r\nL 274.641029 417.675655 \r\nL 274.65724 416.807803 \r\nL 274.722088 418.629959 \r\nL 274.754512 417.531321 \r\nL 274.786936 418.626386 \r\nL 274.819359 420.683704 \r\nL 274.916631 420.61315 \r\nL 274.949054 419.055968 \r\nL 275.013902 421.19141 \r\nL 275.046326 419.545863 \r\nL 275.062538 419.606482 \r\nL 275.094961 421.288022 \r\nL 275.143597 419.211273 \r\nL 275.273292 418.367982 \r\nL 275.289504 418.385677 \r\nL 275.305716 418.360072 \r\nL 275.386775 417.037835 \r\nL 275.484047 417.101573 \r\nL 275.889344 422.02341 \r\nL 275.905556 421.94262 \r\nL 276.051463 420.006965 \r\nL 276.067675 420.282329 \r\nL 276.100098 421.2276 \r\nL 276.132522 419.802588 \r\nL 276.164946 418.762023 \r\nL 276.262217 418.826198 \r\nL 276.294641 419.872526 \r\nL 276.343277 418.189502 \r\nL 276.359489 418.082326 \r\nL 276.408124 420.112025 \r\nL 276.505396 419.718156 \r\nL 276.570243 419.987042 \r\nL 276.602667 419.716715 \r\nL 276.618879 419.633611 \r\nL 276.635091 419.770968 \r\nL 276.780998 420.589234 \r\nL 276.910693 418.939895 \r\nL 276.926905 419.179483 \r\nL 276.959328 420.426246 \r\nL 277.007964 418.588919 \r\nL 277.024176 418.339899 \r\nL 277.040388 418.9129 \r\nL 277.072812 419.746506 \r\nL 277.105235 417.767483 \r\nL 277.170083 418.699019 \r\nL 277.218719 416.692186 \r\nL 277.267354 418.792546 \r\nL 277.364626 418.23126 \r\nL 277.413261 417.515962 \r\nL 277.445685 418.335048 \r\nL 277.591592 420.684416 \r\nL 277.624016 420.016467 \r\nL 277.656439 420.891823 \r\nL 277.769923 422.022119 \r\nL 277.721287 420.623972 \r\nL 277.786135 421.78096 \r\nL 277.883406 419.893667 \r\nL 277.91583 420.553399 \r\nL 277.932042 420.881242 \r\nL 277.964465 419.477085 \r\nL 278.077949 417.489274 \r\nL 278.09416 417.650066 \r\nL 278.223856 418.918682 \r\nL 278.159008 416.947504 \r\nL 278.240067 418.768989 \r\nL 278.288703 417.772659 \r\nL 278.321127 418.574111 \r\nL 278.450822 421.450678 \r\nL 278.467034 421.404595 \r\nL 278.548093 422.592394 \r\nL 278.596729 419.812163 \r\nL 278.612941 419.898384 \r\nL 278.661576 421.534638 \r\nL 278.710212 420.036831 \r\nL 278.937179 416.874789 \r\nL 278.969602 418.345 \r\nL 278.985814 418.61688 \r\nL 279.002026 417.97502 \r\nL 279.03445 417.009543 \r\nL 279.083086 418.491447 \r\nL 279.099297 418.300515 \r\nL 279.115509 418.187117 \r\nL 279.147933 418.613 \r\nL 279.391111 420.895405 \r\nL 279.407323 421.450167 \r\nL 279.455959 419.649204 \r\nL 279.472171 419.610476 \r\nL 279.520806 421.912616 \r\nL 279.569442 419.636394 \r\nL 279.601866 420.257393 \r\nL 279.63429 420.761081 \r\nL 279.666713 419.637103 \r\nL 279.682925 419.314786 \r\nL 279.715349 420.361574 \r\nL 279.731561 420.610647 \r\nL 279.763985 419.488803 \r\nL 279.780197 419.327232 \r\nL 279.796409 419.661171 \r\nL 279.828832 420.485932 \r\nL 279.877468 419.542325 \r\nL 279.909892 419.069506 \r\nL 279.958527 419.688506 \r\nL 279.990951 419.177666 \r\nL 280.007163 419.214789 \r\nL 280.039587 419.844885 \r\nL 280.136858 419.616333 \r\nL 280.169282 419.726388 \r\nL 280.185494 419.677051 \r\nL 280.234129 418.880373 \r\nL 280.266553 420.187117 \r\nL 280.282765 420.494321 \r\nL 280.331401 419.592266 \r\nL 280.347613 419.433214 \r\nL 280.363825 419.729101 \r\nL 280.444884 419.285679 \r\nL 280.49352 421.407474 \r\nL 280.655639 418.857633 \r\nL 280.688062 418.885653 \r\nL 280.720486 418.55476 \r\nL 280.882605 416.317041 \r\nL 280.898817 416.340906 \r\nL 281.028512 417.998667 \r\nL 280.979876 416.338206 \r\nL 281.044724 417.930062 \r\nL 281.077148 417.508228 \r\nL 281.109571 418.930864 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419.127897 \r\nL 285.421933 419.02404 \r\nL 285.438145 419.238088 \r\nL 285.584052 421.399485 \r\nL 285.600264 421.306161 \r\nL 285.713747 420.723431 \r\nL 285.665112 421.551593 \r\nL 285.729959 420.848583 \r\nL 285.762383 421.523148 \r\nL 285.811018 420.718569 \r\nL 285.843442 421.063031 \r\nL 285.859654 421.226424 \r\nL 285.892078 420.604689 \r\nL 286.021773 418.069172 \r\nL 286.037985 418.861932 \r\nL 286.070409 420.281751 \r\nL 286.119044 418.129977 \r\nL 286.151468 419.169154 \r\nL 286.16768 419.212274 \r\nL 286.297375 417.758756 \r\nL 286.248739 419.380523 \r\nL 286.313587 418.196437 \r\nL 286.362223 419.676996 \r\nL 286.42707 418.761542 \r\nL 286.459494 418.35776 \r\nL 286.491918 419.019448 \r\nL 286.524342 419.490665 \r\nL 286.572977 418.492963 \r\nL 286.605401 419.163771 \r\nL 286.621613 419.27445 \r\nL 286.637825 418.943696 \r\nL 286.735096 418.242596 \r\nL 286.702672 419.25391 \r\nL 286.751308 418.331789 \r\nL 286.799944 419.758582 \r\nL 286.881003 419.559625 \r\nL 286.962062 419.473909 \r\nL 286.978274 419.576082 \r\nL 287.091758 419.928604 \r\nL 287.043122 419.366023 \r\nL 287.107969 419.860655 \r\nL 287.253876 418.439009 \r\nL 287.270088 418.579073 \r\nL 287.302512 419.230514 \r\nL 287.351148 418.430426 \r\nL 287.383572 418.829977 \r\nL 287.415995 418.728056 \r\nL 287.432207 418.909059 \r\nL 287.610538 420.625928 \r\nL 287.62675 420.453057 \r\nL 287.642962 420.374849 \r\nL 287.675385 420.658933 \r\nL 287.724021 420.506168 \r\nL 287.853716 421.362861 \r\nL 287.805081 420.274743 \r\nL 287.869928 421.359452 \r\nL 288.015835 418.249994 \r\nL 288.032047 418.293247 \r\nL 288.064471 418.831266 \r\nL 288.113106 417.914114 \r\nL 288.14553 418.544529 \r\nL 288.194166 417.525954 \r\nL 288.275225 418.15769 \r\nL 288.40492 419.962631 \r\nL 288.437344 419.537405 \r\nL 288.453556 419.306359 \r\nL 288.48598 419.768199 \r\nL 288.599463 420.922364 \r\nL 288.615675 420.859937 \r\nL 288.74537 419.39241 \r\nL 288.761582 419.533071 \r\nL 288.777794 419.579109 \r\nL 288.794006 419.404378 \r\nL 288.810218 419.303548 \r\nL 288.842641 419.742092 \r\nL 288.858853 419.779618 \r\nL 288.875065 419.569583 \r\nL 288.956125 418.996915 \r\nL 288.988548 419.330152 \r\nL 289.134455 420.350367 \r\nL 289.183091 419.644917 \r\nL 289.215515 420.589413 \r\nL 289.231727 420.793962 \r\nL 289.26415 419.924962 \r\nL 289.280362 419.792946 \r\nL 289.296574 420.149514 \r\nL 289.328998 420.963307 \r\nL 289.377634 419.343249 \r\nL 289.393845 419.327926 \r\nL 289.426269 419.749938 \r\nL 289.458693 418.749909 \r\nL 289.523541 419.327372 \r\nL 289.572176 418.272107 \r\nL 289.620812 419.521596 \r\nL 289.653236 418.210903 \r\nL 289.669448 417.672674 \r\nL 289.718083 419.351996 \r\nL 289.766719 419.093848 \r\nL 289.86399 419.785689 \r\nL 289.977473 419.541116 \r\nL 289.993685 419.54421 \r\nL 290.042321 420.158528 \r\nL 290.090957 419.578945 \r\nL 290.20444 418.265866 \r\nL 290.155804 419.624543 \r\nL 290.236864 418.966167 \r\nL 290.269287 419.453163 \r\nL 290.301711 418.950744 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419.919287 \r\nL 296.446016 420.280443 \r\nL 296.510864 418.980782 \r\nL 296.543287 419.177776 \r\nL 296.575711 418.637907 \r\nL 296.591923 418.455574 \r\nL 296.640559 419.022864 \r\nL 296.656771 419.09588 \r\nL 296.672983 418.803187 \r\nL 296.705406 418.126206 \r\nL 296.754042 419.103712 \r\nL 296.786466 418.621813 \r\nL 296.81889 419.250302 \r\nL 296.916161 420.437615 \r\nL 296.932373 420.371942 \r\nL 296.964797 419.881122 \r\nL 296.99722 421.238615 \r\nL 297.013432 421.417781 \r\nL 297.029644 421.007688 \r\nL 297.110704 421.275067 \r\nL 297.159339 420.178019 \r\nL 297.191763 420.503678 \r\nL 297.207975 420.442603 \r\nL 297.353882 417.99352 \r\nL 297.370094 418.093291 \r\nL 297.402517 417.908595 \r\nL 297.467365 416.867709 \r\nL 297.499789 417.689787 \r\nL 297.629484 419.359167 \r\nL 297.564636 417.171246 \r\nL 297.645696 418.977722 \r\nL 297.661908 418.789335 \r\nL 297.710543 419.397511 \r\nL 297.807815 420.467762 \r\nL 297.888874 419.947111 \r\nL 297.93751 421.485012 \r\nL 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304.114239 420.63193 \r\nL 304.146662 422.477989 \r\nL 304.21151 420.603813 \r\nL 304.260146 421.000483 \r\nL 304.292569 420.601905 \r\nL 304.324993 420.263745 \r\nL 304.357417 420.857399 \r\nL 304.373629 421.051835 \r\nL 304.389841 420.669467 \r\nL 304.535748 417.180814 \r\nL 304.55196 417.233379 \r\nL 304.697866 419.693106 \r\nL 304.746502 418.199841 \r\nL 304.795138 420.016161 \r\nL 304.892409 422.099487 \r\nL 304.843773 419.405684 \r\nL 304.924833 420.842236 \r\nL 304.957257 419.950565 \r\nL 305.038316 420.141007 \r\nL 305.103164 421.07975 \r\nL 305.151799 420.304603 \r\nL 305.200435 420.035808 \r\nL 305.249071 418.202238 \r\nL 305.33013 418.766127 \r\nL 305.394978 419.126866 \r\nL 305.411189 419.004515 \r\nL 305.459825 417.790766 \r\nL 305.540885 418.259238 \r\nL 305.605732 419.8005 \r\nL 305.686792 419.632806 \r\nL 305.735427 418.264432 \r\nL 305.784063 419.919016 \r\nL 305.816487 419.280174 \r\nL 305.84891 420.361139 \r\nL 305.881334 421.338921 \r\nL 305.92997 419.011347 \r\nL 305.946182 419.716282 \r\nL 305.962394 420.330532 \r\nL 306.011029 418.341235 \r\nL 306.027241 418.431141 \r\nL 306.075877 420.824438 \r\nL 306.156936 420.465862 \r\nL 306.18936 419.18071 \r\nL 306.221784 417.899323 \r\nL 306.270419 419.539967 \r\nL 306.286631 419.537594 \r\nL 306.44875 417.865568 \r\nL 306.383903 419.62762 \r\nL 306.464962 418.280467 \r\nL 306.594657 419.649187 \r\nL 306.52981 418.217231 \r\nL 306.610869 419.341374 \r\nL 306.643293 418.517664 \r\nL 306.724352 418.951672 \r\nL 306.837836 420.922593 \r\nL 306.886471 419.831932 \r\nL 306.983743 419.400221 \r\nL 306.935107 420.34443 \r\nL 306.999954 419.541588 \r\nL 307.04859 421.403253 \r\nL 307.113438 419.868811 \r\nL 307.129649 420.114854 \r\nL 307.162073 419.627347 \r\nL 307.210709 418.457161 \r\nL 307.291768 418.720636 \r\nL 307.421463 417.313761 \r\nL 307.356616 419.081214 \r\nL 307.437675 417.579635 \r\nL 307.551159 419.940945 \r\nL 307.599794 419.084559 \r\nL 307.616006 419.066325 \r\nL 307.826761 421.719791 \r\nL 307.956456 419.89713 \r\nL 307.972668 420.009612 \r\nL 308.021303 421.073205 \r\nL 308.069939 419.947859 \r\nL 308.183422 418.395606 \r\nL 308.199634 418.651957 \r\nL 308.329329 420.350639 \r\nL 308.345541 419.840707 \r\nL 308.377965 418.690721 \r\nL 308.4266 419.850539 \r\nL 308.459024 418.860464 \r\nL 308.50766 421.628824 \r\nL 308.621143 420.371485 \r\nL 308.653567 419.611657 \r\nL 308.702202 420.629334 \r\nL 308.750838 419.66164 \r\nL 308.783262 419.930298 \r\nL 308.815686 419.710808 \r\nL 308.896745 417.685688 \r\nL 308.961593 418.807992 \r\nL 309.075076 417.45096 \r\nL 309.156135 417.709417 \r\nL 309.28583 419.58114 \r\nL 309.318254 418.693232 \r\nL 309.334466 418.131296 \r\nL 309.383102 419.811974 \r\nL 309.496585 420.990527 \r\nL 309.431737 419.496841 \r\nL 309.512797 420.27673 \r\nL 309.593856 420.832689 \r\nL 309.642492 419.153776 \r\nL 309.707339 420.999385 \r\nL 309.804611 419.860633 \r\nL 309.837035 418.323119 \r\nL 309.918094 419.448502 \r\nL 310.047789 418.571132 \r\nL 309.982942 419.457406 \r\nL 310.064001 418.630467 \r\nL 310.258544 420.043126 \r\nL 310.274755 419.696728 \r\nL 310.290967 419.280136 \r\nL 310.355815 420.279961 \r\nL 310.388239 420.14871 \r\nL 310.420662 420.448344 \r\nL 310.453086 420.89736 \r\nL 310.501722 420.254022 \r\nL 310.550358 420.02764 \r\nL 310.598993 420.207584 \r\nL 310.631417 420.533785 \r\nL 310.680053 420.002774 \r\nL 310.696265 420.073538 \r\nL 310.712476 420.051064 \r\nL 310.842172 418.350411 \r\nL 310.858383 418.629624 \r\nL 310.874595 418.726164 \r\nL 310.890807 418.474496 \r\nL 311.00429 417.789802 \r\nL 310.955655 418.52431 \r\nL 311.020502 417.824927 \r\nL 311.247469 420.22303 \r\nL 311.296104 419.655583 \r\nL 311.328528 420.463144 \r\nL 311.409588 420.767057 \r\nL 311.425799 420.67855 \r\nL 311.555495 419.878837 \r\nL 311.571706 419.96021 \r\nL 311.587918 420.053991 \r\nL 311.620342 419.616613 \r\nL 311.750037 418.060455 \r\nL 311.766249 418.427035 \r\nL 311.895944 419.637091 \r\nL 311.94458 418.702263 \r\nL 311.977004 419.731245 \r\nL 312.090487 420.69516 \r\nL 312.041851 419.347863 \r\nL 312.106699 420.591775 \r\nL 312.220182 419.711965 \r\nL 312.268818 419.807066 \r\nL 312.317453 420.189231 \r\nL 312.366089 419.792503 \r\nL 312.54442 418.197178 \r\nL 312.593055 418.635405 \r\nL 312.641691 418.152726 \r\nL 312.657903 418.26162 \r\nL 312.674115 418.231805 \r\nL 312.706539 417.545694 \r\nL 312.755174 418.7422 \r\nL 312.80381 419.331093 \r\nL 312.884869 419.244856 \r\nL 313.079412 420.883099 \r\nL 313.111836 420.508246 \r\nL 313.176683 419.597235 \r\nL 313.225319 420.152908 \r\nL 313.257743 420.525084 \r\nL 313.306378 419.83755 \r\nL 313.338802 419.851548 \r\nL 313.355014 419.770425 \r\nL 313.484709 419.226493 \r\nL 313.500921 419.351087 \r\nL 313.565768 420.184302 \r\nL 313.598192 419.443833 \r\nL 313.630616 418.568456 \r\nL 313.711675 418.922751 \r\nL 313.808947 418.830618 \r\nL 313.857582 419.526436 \r\nL 313.906218 418.892415 \r\nL 313.954854 419.321149 \r\nL 314.019701 420.403097 \r\nL 314.100761 419.936793 \r\nL 314.133185 419.51308 \r\nL 314.165608 419.993177 \r\nL 314.246668 419.858724 \r\nL 314.279092 420.430213 \r\nL 314.295303 420.402515 \r\nL 314.424998 418.791575 \r\nL 314.457422 419.326231 \r\nL 314.489846 419.616301 \r\nL 314.538482 419.259427 \r\nL 314.587117 418.228685 \r\nL 314.668177 418.921096 \r\nL 314.797872 420.015878 \r\nL 314.846508 419.428091 \r\nL 314.878931 419.033172 \r\nL 314.927567 419.756616 \r\nL 315.008626 420.242146 \r\nL 315.04105 420.066724 \r\nL 315.105898 418.995258 \r\nL 315.186957 419.188177 \r\nL 315.203169 419.097366 \r\nL 315.235593 419.541242 \r\nL 315.251805 419.590287 \r\nL 315.365288 418.112161 \r\nL 315.397712 418.464406 \r\nL 315.511195 419.795735 \r\nL 315.543619 419.501893 \r\nL 315.576042 419.194994 \r\nL 315.624678 419.562983 \r\nL 315.657102 419.344693 \r\nL 315.705738 421.069218 \r\nL 315.803009 420.261915 \r\nL 315.851645 418.728251 \r\nL 315.932704 419.501863 \r\nL 315.98134 420.065114 \r\nL 316.013763 419.741361 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421.207341 \r\nL 570.514617 420.960904 \r\nL 570.936152 418.669998 \r\nL 571.033429 418.873259 \r\nL 571.519816 421.197058 \r\nL 571.584667 421.114282 \r\nL 571.908925 420.671242 \r\nL 572.135905 420.767754 \r\nL 572.265608 420.302884 \r\nL 572.525014 417.812766 \r\nL 572.751994 416.37081 \r\nL 572.816846 416.438746 \r\nL 572.946549 417.200951 \r\nL 573.432935 420.543824 \r\nL 573.595064 420.641599 \r\nL 573.757193 420.448777 \r\nL 573.951747 419.680246 \r\nL 574.502985 416.115476 \r\nL 574.567836 416.246518 \r\nL 574.729965 417.332907 \r\nL 575.346054 422.248163 \r\nL 575.540609 422.555835 \r\nL 575.637886 422.386116 \r\nL 575.800015 421.474128 \r\nL 576.44853 416.641285 \r\nL 576.480956 416.656184 \r\nL 576.610659 417.056525 \r\nL 576.870065 418.888934 \r\nL 577.2916 421.625755 \r\nL 577.388877 421.555784 \r\nL 577.551006 420.780048 \r\nL 577.940115 418.73845 \r\nL 578.037392 418.818066 \r\nL 578.296798 419.652744 \r\nL 579.139867 422.273388 \r\nL 579.172293 422.229766 \r\nL 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      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a, b,c,d = model.residuals(x_val, y_val, y_hat)\n",
    "model.plot_result(y_val, y_hat, a, b, n=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Information Criteria plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Information Criteria')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xaxis = np.arange(1, model.n_info_values + 1)\n",
    "plt.plot(xaxis, model.info_values)\n",
    "plt.xlabel('n_terms')\n",
    "plt.ylabel('Information Criteria')\n",
    "\n",
    "# You can use the plot below to choose the \"n_terms\" and run the model again with the most adequate value of terms."
   ]
  }
 ],
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