{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 9 - CW LIFUS neuromodulatory effects on STN neuron at low acoustic intensities\n",
    "\n",
    "Compute the temporal firing rate profiles of an STN neuron over a narrow range of low acoustic intensities, from SONIC model predictions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import logging\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PySONIC.utils import logger, Intensity2Pressure\n",
    "from PySONIC.plt import CompTimeSeries, GroupedTimeSeries\n",
    "from PySONIC.core import NeuronalBilayerSonophore, PulsedProtocol, AcousticDrive, Batch\n",
    "from PySONIC.neurons import getPointNeuron\n",
    "from PySONIC.plt import cm2inch\n",
    "from utils import saveFigsAsPDF, subdirectory\n",
    "\n",
    "logger.setLevel(logging.INFO)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data sub-directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "subdir = subdirectory('STN')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "figindex = 9\n",
    "FR_figsize = cm2inch(20, 8)\n",
    "trace_figsize = cm2inch(14, 6)\n",
    "fs = 12\n",
    "figs = {}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulation parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = 32e-9       # m\n",
    "Fdrive = 500e3  # Hz\n",
    "pp = PulsedProtocol(1.0, 1.0, 100., 1.0)\n",
    "cov = 1.0\n",
    "pneuron = getPointNeuron('STN')\n",
    "nbls = NeuronalBilayerSonophore(a, pneuron)\n",
    "\n",
    "def getOutputs(amps):\n",
    "    queue = [([AcousticDrive(Fdrive, A), pp, cov, 'sonic', None], {'outputdir': subdir}) for A in amps]\n",
    "    batch = Batch(nbls.getOutput, queue)\n",
    "    return batch.run(mpi=True, loglevel=logger.level)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Panel A: firing rate profiles as a function of acoustic amplitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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A248V9vOF6DpxT3sCWjPyE3prYiueNUblgXv7NOakBtUdJcoL3PpAIcoxXsuDfZws0xagt9EHn0UvRDeKyCNAbUpZlZ8hAoH33BYlTwIzlVIOtEavcJxWR2uR56JlemU5earzHrRJQaHWZ5NSaha6XT8oTyZEnzD9H7BBKfVaWeHdUJ7xWaz9LiQMwv05ervtKfR4alXGa3bAasw3FZ5fRKSKiMQDx5VSk4Bn0fZe6eh+/JgRLhS9QCw8cXfO6u5sjvHTOeo6HG1oWoiX0Ht/69F71IK2mQCtih8h+ojfHWjjqWJQSm0DHgZmiz4KOQGtDi1NvbUJPah2iMh2tODZRnE1LsBA0cc31xthO6KFTkl4C3hQRDahV1HrisT7BZqkfeTmNhytut9s5K3Q6LNoWe1oNXgHYL9R3tXo/c5pSqlk4Ga0cNmMXlnerZTaVUp+QROKq4x3/kGr+qcbfrnAHSKyERgL3GAIKo8wVsQ3oNtuE3rieVEpVUxdarTdA8B3RvwvAf2UUpnGew3dVnSvo/vORuPPDjxjCMnH0BrGwmPyG0SkcLKb57bifBjoZNTbN2gV6mmpQctCkXSL4na0keASo863ow3nO7rl5xfgNREZgt7CeVFE1qMFzgtKqTi0HUWUiOxEC7diR1mNPvEw2u4snhL6vdFHbkCry/eJyDb05HC3UmpnRcuvlPoKbSTrXicR6C3TFcbvDeL5GH9J5R1uvL/Z+NuJtkEqLx4FGhn9cgXa3qWoXJkEtDD6yBr09t13FUjDHS+jSf4W4EW0gXpRlCYv/kIv8N4r8k5p47VMKL2FvcMYIw+hZe4etHZoO3pyugytVYksb7wVgVJqPnqbdoXRf+twcuH3HBAoIlvRcuBJpdReQ7bcCEwy/G7DILVFMBLoIiK3lCMrt6AXtpcbMr5QfkSLyEMi8mkJ75VnfP4N1BaR2SXEcb7xJZpgbxO97RmCsVVeirxKQPexrWgtUIXmF0P+vIw2eViLnp/vN7xvBdobca0GZiilvjH8ZgNfG4u3s42zNsYLjZlNVAAiMggYopS69kLnpSyISCzasC7wAqU/BrArpYoRwv86ROR+tN3Fb2UGvkQg2u4jSSlVrlW6iXMHEQlHE+Kl6MMo+9z8fNAa5/HoE48V3iL6/wDR98G9p5S660Ln5VzDlFenh3IZRps4CdEGaVU5qfIzUTreAn4RkS+VUkcvdGYqCDtaLW8CfVkiWvVezD7ExPmHUipRRDqht5Q+FpFItD2OoLe8l6NPPO0rJZr/72jBSaP7/+8w5dVpwNQEmTBhwoQJEyYuSVzS3w4zjDO/EA9Xr4v+PMD7br/richS0Z9J+EcMQ2ATJkyYMGHCxMWJS5YEiUgjtOrwJg9+o9G3ZLrjG/TlTI3RRn8zDWt7EyZMmDBhwsRFiEvZJugR9DH3g+6Ooo/y90Lf+lp4/Lka+uK/78B14eAUoCX6JIhH9OrVS/32m2mjZsKECRMmyoXzurCuG2BR2Y4zM4lJyON3pVSvs5Sl845LlgSpkzdIu47vib6nZTKaBD3oFrwGcMTtAjPQF39VpwgJEpEHMO7HiImJOSd5N2HChAkTJs4U2Q7FA7FnRgNe2GmvUnao/y4u2e2wohB9c+kM9NfdT/tzDUqpj5VSrZVSratWrXpuMmvChAkTJkycIUTAcoZ/FzsuWU2QB7RG3676tmHqE4m+ZdMX/Q2lKBERt+v8S/tcgwkTJkyYMPGfx6WuCTFJkAGl1Cr0thfguhSuitu22R5gIPpm5GvQ38ip0KcITJgwYcKEif8S/j9oc84EJgkqPwYDnxjf5slFfyzVWcY7JkyYMGHCxH8Sgt4Su5RxyZOgkq5TV0o9X+T3bvTHKk2YMGHChIn/FzC3w0yYMGHiPwin3c7xbf8QWrspXoHBFzo7Jkz8v8TFth1mfMS5J/oDwaFAKvqD3H+ezqeZTBJkwoSJYijIzsTmF4D7faD5WRkc/Gs2Vl8/xGLFYrGCxYLTXkBusj5QqRCcednY/ANx5OcjFgtWL2+UUth8/bB4eYNSgMKRl0ta/B7sWel4+Qdi9Q3AYrUiQMqujRz9ZwF5Gen4Vq7KZQ+9TFjDlngHhlCQnUnu8aPknUjEnpuNeHnjHRiMcjoIiIzBJ6QKNv8grN4+WH38yMtIwZmfh1/lSKzePq7y2HOyKMjJwje0CmKxoJSiICMVr6BQzHtQTVwKuJi2w4wLjl8CugNrge3AUSAIuAOYJCKLgPFKqW3ljdckQSZMXOJw5OfhdNjJTztB3MKZ7J//Dcd3biAouhbRHXvhExLG7p8+I+f42fn+bUVlbvbxJFa9cvLaLkGvXjWVOulWNN6iwl2AoBp1iGzXg8S1S0jbvwNQ2Hz9CYltQEFmGtmH9xFatxmx/e4hpudgvEMqFyNEymHcjGGxmGTJxMUNAevF04WnA28Ctyml8op6iog3+sPmnwEdyhup+QHVc4jWrVurNWvWXOhsmDDhwvGd61n5wr048vMIrFaLzIQDpO3ffqGzdcY4XTnuzmEKiVShW6FodCdbFhFQChEdVqFtKoJr1KXpQy8SfUU/EpbPZdf3k0nduQGrtw+N7xtPvVuGmYTJRHlwXjtJDX9Rj9c9M13IqM32tUqp1mcpS+cdJgk6hzBJkIkLhYxD+9g7/2sOLvqJvLTjOO127NkZ2HOzy3zXffKHk1K58MZQJRS7OrSoRqbQzsCpTg3qiQeUlN6F5AxlJW2Rk2GUOpUoeQoDHrRWRfy9fHwRmxf2nGxQTmzePtTo2o+ITn1IWv0HeenHqdZ9ANW6D8ArIOh0i2biv43z2utj/EU9Xu/MSNDITSYJMlECTBJk4nwiLz2FAwtmsnfeVyRuXOmanM8lRISiMkQsFsRixWkvKBbeKidJD4BYrSjA6Sh2+ToCeAl4WQXl409udhZKBIvFitjtLuJRtIynkA05lWSda4LlgR+63IvmryR/KRLOAlgs4HSeLK+LmMpJUlXoXliTFovgHxxC5OXdEIuNjIQDZB49CA47fuHVCKrZAF8fHwKqRhPdYzBBdZpVvMAmzjbOOwkaXd96RnEM2+i4ICTIMJBuC1TBrd6UUtMqEo9pE2TCxEWIgqwMtn49kfT4vRRkZ5BxeD+p+7ejnGd+dZVYrPgGh1KQdlxPxN6+OPJytTG0cmCz2bDb7TgUKKUQwCZg9bKBbyC56akopxOb1YJVOVGAHcHpVBT7VqNBfgTwsoC3rx8Oqxe5mZko5SRfQb5dYbFn4QRQCofTXizPVi9vnAX5pxAMZfxTzK2Iu0XAitJkTGnjbihOoFz1U/h/kW0zHU553PYqi4x6zKMBB+Ao0qyFYZyqZOLlcCjSUlJJX/BTsXjTThzn2I5Nrjzz2esUlswTIRMjESWAWChMVZTCy9cXq80LlBO8vHE4nDjycvEODiWyzdVUadKa0LrNiZv3FdlH47EFBJB2cC9+VaKpfd3tpO/ZTPbRA1Rq2IrYXrfhUymcQ8vmsPeXz/GtVIUaV95E2r5t2PwD8Q2tTPr+bVRu0pbINldhsXmdUub8zDTil/xCdtJhqnW8lkr1mpvbkGXgfNSOiNwOPInuhtnAcGA9MBH9rU4b8JZSamo547sB+BrYDTQBtgJNgeVAhUiQqQk6hzA1QSbONtIO7GLbd++yb/4M8jPTSg0rYgGciAL/iGrU638fym4nacMyjq1digiENWxF3f73Y8/N5vimVSRtXE5u8lFEwOYfSKuRb2Ox2djz48cc3/y3S2D6h0cT2akPjtxs0natJ33fViNNPTGDJhd+VasRFFMf3ypRHFuzmJykI678BcXUI6JDL0SErH1bSNm0Akd+niuOfKf+sxvxefkHUqlGbSQ3k6zD+wDtl+/Q17cDePn6EX15VxxOJwlrl+DI1/aTNlH4WHT4PCeUJfpt3j5YLUJebk6JYb38A3EW5OEo8KTx0lTKoeQUzY2rbSwWvPwDcOTl4CgoTuoqCk+E7Ezc3VGeMKcTtjwoqhUr5i+i+3lheZyOUwiuWCxYrDZQSp88tNoQqxWrty9i9SKoWi0iW3dHcJKbmkzSpr/JTDwETqcmT2LB5h+IxWYjPzMdm7cPfpUi8AoOoUrTdmQeOUB2UgJWHx/y01MJql6LWtfdScr2NTgdDrKPHSJ5279YvH0Jiq6FxWolKKYueaknOLJyPn1mbMDq5e2pyOcFNf1FPd3gzDRBD28oXRMkIg2AxUArpVSCiPQGpgITgD5AP/QJr1XAnUqpf8pKU0S2AC8opX4QkRSlVCURuRtoopR6oiL5N0nQOYRJgkycDWQmHGD/H/9jz69fkbqv5JOfAgRG1gAUWccOubaD6g94iJCYesT99i0ndqzVYa02mt4zFv+IGsTN+4rEdUtc8fhHxhBxeVec+bkcXTkfe3YmABZvH6p1vYHQus1I3rCMxH8XuE5KWX39ib6iH+FtrsKRn8P+WVNJ37+tmET3C69O9R6DCK5Zn5St/3Bk0SwKMlJc/mHNOxLd7UZ8q0Rj9fXDK7gySZtWcWTxbDJ3rgGnw8iLL5Gd+1C1TQ8cedkcW7sU7+BKBEVUI+vgDo4tn4MjN4cCBVarhch2PQnv2AebfyD2gnyO792OPTeb3KTD5ByLJyt+F468HJwKch3gdMt5UNVIoi7vgtXHD4fdTvqBXSRuX4/TYTfqXeHrbcPiF0RWWgrneR5zofjWpCf6VeiOBz9luMopoTymVUKM5Ql7NlESmTsb77oTuIqGKcu90M0nuBKth0+g3g33uoKUle+ziZr+op45QxI0tGwSFIsmJ78av8PR391cAXyolPrBcH8eCFNKDS8rTRFJV0oFG8+FJMgCHFVKhVck/+Z2mAkT/0E47XZ2/fQZe+Z9RdKmv4v5W2w2lF1PwsHVa1On9+1kJx1h75xpeivKx4eoNleh7Pnsn/s5TkMj4hUUSnSHXjjzc9nxzUQXwbH6+FGtS19s3n4kbVjKwXlfudKq3LQdsdcNIbJjb3Z8/jJbpz4LaCIV2bE3MT0HE31FX5wOOwfnf8W2j8Zjz87ANyyC2gOG4uUfhMXHD5/QqpzYvIIjf85gX9JhV/zBdZtTvccgwpp3IufYQRy52eSlHCNly98cXfYLjrwcIz0rVdtfQ7WrBxHZ5XpsfoHEzXyfXR+NwWmEOeZWR2HNOxHdYzCR3W/CmZdN6ta/sedmQX4uPiqPlJU/kp+SCIAfENigKeEd++AVXImMpKM4FNQfOBz/KtGkbFhMwoLvObbqVywZKUR4QZ4V/KrVxc/Hi+wD2yE/heAAK8Edb8AvtgkAOUcPkrlvMxZfPyw2H3KO7CPnaJxrFhSrDd+IGPJTEnHkZLrIhNUvEP/q9fCPaYB3aBWt3VBO8k4cI+fwXhw5meQmxpOXl0e+odkqJEDeVsE7uBKZKSfcakPh42XFFliJrJTjJ51FCAyphL0gn9ysTCNkcVhRODm5VVg651BoHaSRr1LDnhnOZA1f1rvlibukMOV1z01PYcd377qToPMK4awcka8iIu6r/Y+VUh8X/lBKxQFxAKL3Jt8GfkFvX8W7vXcIaF7ONBNFJEIpdQyIE5EOQDJQYUZnkiATJv5jOLFnM8tfuI/j29ee4m6x2fALiyAn6TDisBPd/mpaDn2ZvLRk1k4eTdr+bYjFQqPBI3EW5LL3x4+1jZAIkW2vptZ1d5J5aC/bpr+GsyAfgCrNO1DruiH4VY5gw9ujyEqIA/Q2Vs3etxPb+04Cq9UmYcU8lgztRnZCHBYvbxreNYY6Nz6EV2Aoif/8wbrXHuDI0p9dZCu6+420HP0hPqFVUEoRP+9LNk64n4KMVAD8o2tRvccgqvUYRGBMA/Z+9zarRvZ0ve+OsOYdqXb1IMLb9yL78B4cOVkkrpjDwZ8/IWXjMgAiruiHf/V6WH388A6pQnjnvtj8Ajn4y8eseaI36bvWeaxr/+p1ibpqIFFXDSSoVhNyjh4gc98W/KNq4czLIX7GWxxd9IOLLAEE1m5G1FUDibzqFvyr1QEgc/82TmxYQmizjli9fUlcPItjS2aRvXuD67METsAH8PXzonLbnkRcOZCqnfth8w9COZ2kbV1F6qYVBDdqQ6XLupCTsJ/sQ7tw5uXobcctK41FklUAACAASURBVEnavgSftGSddwsENG5CYOP2pCYexelwUL1jL2pcdzc2/0Cyk4+ye+aHZMVto0aXPoQ1bENu4gEyEw5ydNMqCpKPwKFtOFKOgkC+P2TZwaFOnvDztoCfFUKatCewXksyU09w4lAcTocDsdqw2Gx4V44koHoDbH7+VG3WHj+bkL5tNb4xDTm+ZytH1y8nOzGevKQj2HMycNrtKHXS5kpx8n9XXzf8nIZf4Wm6QjjVqdo6AIuLommIyCkG4wqFUwnFreZ0CPe7pjxZ1lkNI/TCE48lGbhX1N2/coUUF2cXclYOCSSXxzBaRALQd/3UQNsB/UNxc7viJyQ84xOgMzALeAdYhG62ieXOtQGTBJkw8R9Bbupxtn//Pps+n4DTXoAYR4Is3t7Edu9PwuoF5CYdxjsgmMseeI6CrDSWjhlIVsIBAIJrNqDRoOHs+PZtMg/tRSwWGgwaToOBw8k+Fs/6SU+4tsNq9bmLxnc+ic3Xn23TX2Pdj3rhFlq/Bc0ffoXw1leRunMd+2ZNIX7B9+SlJBn+LWkz/nOs3r7s/HIC8b/PIO+EoX8Roerl3Ym9/j78I6qTtms9jtwc4n7+mMRVvwEQ0bE39e8aQ6Um7RAR0vduZtkDnUjbqfMV3r4XvlWisHj74R8ZQ/SVN+EfFcux5b/w9yNdyUs+4l5leIdF0Gz0VCI693O5KaVIWPgd2yaNpMAgDFa/AMJadsM7pApWHz+8QqoQcUU/guu3QkRw5uexZ9oL7PvqNZSHU23+1esRedVAoq66hcBaTU7xU8YN2PbUJLa+dCdZ+7e4/KwBwYS16o5XUBhWvwAC6zQjvMuNeAWHucLkHU8g+9BunHk5BMTUJ2XtQnZPHk5WnOetT/+YBoR3v4Xw7jcXy4s7/CpHULv79SQvUxz930T2lRCfT3gNgpu0R2zeWGxeiM3LsJ3xwq9aXap0vh6f8OolpqMcDrL2bcKemYojN4vc5CQyd60l/utXcORkYkUbfAQBeAO+VkKadca7ciRisYLFilisSKHNjuFm9fUntNWVhFzWFbHaSNv+L4krf8UWEExw3cuI+3EKx7asIaBGPWr2HETmxiUkrVtEQfoJHAX5OJ0Kp9LkxYY26nYqbZyfr8Du1H4+VhClDGJ10qDeARQ4tdG/zXLq5yUEfVovX2k7M5voP4vo33alyaRNwFv0ST2HYePmBLxEYRV96i/Y34cLifNkGB0DzEHf8txdKZUjIgeBaLdg0WhtUJlQSr3u9vyliCwGApRSFb70zCRBJkxcYBz5ZyE7f/yUg4t/dmloAHA6CW/eHt+wCOL++B6AyNbdqdapF5unvUx+uralCYiKpc51d5Cfdpw1bz4KShFatxktHp1A6q4NLB7Rm4yDuwBt79Nm9AfYszNY//ZIjv2zQBuN2rxodM9YYnvdzsHfv2HDO6PINN4BCIptRK1+91Cr333s/nYiu756w5XXwJj6xFx7BzG9bkOsVlaO6EVm3KmyyCuoEs1GTaL6Nbdq0lGQz66vXmfXF6+i7AX4RcRw2VNTCW/X85T3sg7vZf34QST89YNOq1YTAqrXxeLjh19EDLVvfQLvkMqu8JkHdrDjw9EkrfwVgLBW3Ym9ZQRVWl+N1cevWN0rp5Pja/9ix7ujyNy/1fWOLSgUq7cfvhExRHa/iaB6LU45ZaSUInPPRo4tnkXikllkH9zp8rMFhlL1iuuJ6DaAsMuvxuLteZJz5ucR980EDnztmXjZAkMIbtQWq1+gLm9ULap2HUBgnZJPPCmlyNy1jqTFM0la/AO5CftPyVdQozY6Pm8/fCNjqXLFDQQaRLAsKKeT7APbcWSn48jLoSA1iZR/fuPE3/NcZLMoAmo3xycyBqu3Hxa/QEKad6Zyh754ubVZeRHauC2hjduejDuqJpHLfuTE8p9ImKxvFPc1/jAOjdlCqxJQ5zIXuRKrQboKyRZCbloyOakpOJxO7LlZeAeFEt3jVqKvuQNbYAjpuzey5+NnSNm0CnteNkoprF7e2PwDUU4nBZnpKOVEIVq75XSAU7lUHFrLpbBYwdt68uoG0KQpfe1fKKdTL3rOM87SdljpaYgEoQ2jv1BKveDm9TNwj4jMAQKBQcBDZcTlDzyL3kpbB7ymlMpTSh083fyZJMiEiQuEzKMH+fuNEcQvnaMdRLB6+eAsyMPm60fdvncRv3QOyZv/xurjS5M7nuTY+qWse/cpACLbXkXTO5/E6uPH6pfvJ+PgLsRqpfGdTxHeojMrxg6mwDhB5lclilp9hlB/4DDWvHwfCSvnA4axc5fraXz3GOzZGSy4q7Vry8qnUjg1eg6iZq/bCG3QiuMblrHo7rZkxu8GoEav26gzYKhLq5OdEMfyoVeTfWQfvuHVCYypj9XHD//ImtQf8gy+VaJQSnF8wzI2vzOC9D36iHZs/4doPPQ1bMYFgE67nYQFM4ifO40TG5YC2vC6wYOvUvPGh/VE5oacxEMkLPyehAXfuba9bAHBNHzkTar3ubf4Zy+UImPvJhL+nMHRBd+Rm6jNEvyr16PJ6I8Ia9m15Dbbt4WEP74hcckscg7vdbl7hVSm6hU3ENFtAJVadtffSCsByukkZe1Cdr07kuyDOwAIbtweq38gVm9ffCNqUqVzP0JbdC12BNxjfEqRuXv9SeJzZJ/Lzzsskipd+lOl8w2ElDM+j+Xes4HdE4eSscPzwR2fyFh8I2pi8fHF6hdISLMrqNypH76RNU8rPXcUpCaRfzwBZ34OjpxM0jcu5cTyn8h207hZfPwIqNsSi6+/JozV6hHW+XqCGnco1l8qiuB6l9HqzXnlDu8syCd9wyKOL/uRY3/9QHZ6qusqAy8LWBU4LWAXG8phJ/LqWy4IASrEebhB4FGgJtBfRPq7uV8D1EF//NQb+EgptcTD++54H2gDzAduAioDw84kcyYJMmHiPEMpxbYZ77JuynjsOVnY/AMJqVGXEzs3oOx5VG3WjuCYuuyaOQWAKk3a0OCWR1gzcST5Gan4hFah9WNvE9OtP5s/eZ4d376DcjoJqdWY9s9NIy81mWWjb8SRl0tE26toOGgEke16Ys/NYvkT15O8YTk+oVVofN94avYcjHdwJY79s4CVT92IIzeb8NZXUu/WUUS06YHFZqMgK50Nbw1j/2x9hUdQrca0fPJ9qrTs4ipT+t7NrHq8L7mJhwhpeDkd35l3ioYmP/0Eu7+cwMF5X5IVb2ilomvT4pmPqdKqmytc6tbVbJn4COm71gOa/ER2v4l69zyHf1SsK5w9O4MjC2aQ8Od3nNi41GVxagsIJrLbAOrd+wK+VaudUu95KYkcmvMpCX/OOGWryTe8BtWuu5tat432qC0CKMhIZe8nYzn080eutLwrhVO1S38iug0g9LKuWGwli1OlFBk71nDsr+9JXPQ/8gzDcP+YBjR4YiqVLutS4rslxZe5Z4MmPot+IPeIGyGrFEHVrgOo2v1mQpp2qjAJUEqRezQOR1Y6zvwckpfO5tAPk8DpwCukCr7RdbD4+GH1CyC4aScqd+yLf81GZ/U+nqy9mzi+bDYpf88ja9daj2GsASGEdehD2BX9CW1zDVZf/7OWfnngtBeQd2QfzvwcnHk55B07wImVc0hdPQ9HVjqgiU9oRDQ+4TV0nfkHEXJ5Dyp3HYB3WCROu/2CEiA491+RV0q9BrxWgvfICkZ3LSeP2r8HLMUkQSZMXDxw2u2sfHUou3/5HIDIVl1IP7iblF0bsPr40OzO0cQvncP+ed8gVhuX3T+OSg1asOyZgTjycqnepS8dnv2E7GPx/DakLelx2xGLhcZ3jqbZfeNJ+Pt3VowZhNNeQJ3r76PN0x8iFgs5yQksf/x6Unauw69qNbq++xvBtRoBcGjhTP554U6cBfnE9Lqd1mM/dU3oR1fOY/3rD5OTeAixedFgyNM0HPIMFi9vCrLSOfTHDA799jUnNq8CIOyyTrR/8xe8AkMArfU4OHca26eOJT9Nn0ryqRxJTJ+7qXfH09j8AgBNknZOHUP8nE9BKXwjYqg7ZAxRVw3EKyDYVX9KKRIWzGDHB6PJO66/XG/x9iG8Yx+irh5E1fa9sfr4Fqvz+J+msuez8dgNzZhXcBiR3W8mqsdgQpt1KnEicuTlcuyv79gz9RnyUxIRq43o3ncT2WMwoc06l0kwsg7u5OjvX3Hsr+9P0dD4RMQQ3ec+ag56osTtMo/xHdhO4p/fkLToB3IO73G5e1UK18Sn282ElCNfJSFz7yb2vDuc9E3LTvUQIfrGYcTe8yI2t/Y42yhITeLAx0+T+Nt0l5vF2xffanWx+BhanpgGVO7cn+AW3UrVuJ1LnFg5h7j3R5J3NM6jv3/tZlTqdD1hna4noF7LEgliacT5fECAC0vBKowApVQCgFIqXkRCzjRCkwSZMHGeYM/NZtHTgzi0fB5WHz/q9R3C7p8+QTkcVGnShpZDX2L1hEfIOLSXoBp16fLqt2QeiWPp6Jtw2guoe/29tHv6QxJWzWf52Ftx5GYTXLMB7cdPo0rTdhz443tWPX8nyuGg/sDhtBqlD0oc+O1b1r89gvz0FAKr16Hru78TEB1LfkYqGyc/zoFfvwCgzk2P0GLUO4jFQl5qMpsmPUb8798CUKlRa1qN+YSQuvrTChlxO/j78T5kJ8QBWmNTvcdgmo5820VsUrb/y+aJw0jdrk/PVmnVjTqDH6Nq254u4a+U4vD8L9jx4VPkpyYjVhu1Bj9O3SFjXfEUIit+N1veeJATG7TGPKRRG2L6DyWiS/9TiJI7UjYuY9s7w8ncq7feKrfpQc2bhlG5TY9SJ9CUjctI+O1LEpfMchGn0OZX0PCx9wms3bTMti7ISGH/Z89x6Ocp2oIWvTUV3v1mIq4cSHDjdhXSABSkHSdu2niOzPnYFZ9XpXCqdrlRE5/mV5zRto89M40D05/n8I8fgNOBNSAE34gYLN5+eIdFEHPHWIIatjnt+D1BKUVewn7smak483PI2rWeg9Ofw5GZiti8CO91F2Ed+xHcsnuJGrrzAUdOFnlH43DmZePIziBh1mRSVs0FwKtyFF6h4Vi8fbEGhhDauidhHfvha5wavBhwkV2obROR7py05y76G6XUXxWK8Cxm7qKDcWfBdGCzUuotEfEDPkB/j0SA1cAjhiV7PeAz9HdKMtE3W+64MDk3cbGhICuDP4b1JnHTKnxCwqjZ7Xp2zdLbS02HjCa2xy38NaofOUlHCGvYiqvf/ZXDK+az6uX7UE4njQaP4PKRb7H3p0/5941HUE4nta67kzajP8Dm68e+OdNZ/cr9oBSNhzxF86Evk5eazNoJQzm8RH82IbJ9T9qMm4Zf5UgS1/zFvy/dQ07iISzePjR96BXqDRqBiHB48Y9seONh8lKSsPr40fiBF6g7cIRrkj2+cTmrR/enICOFkHotqDN4FFFdrsfmHwhAXmoyOz56lgNzPtNanarVaPLom0RfdfMpK+Ks+N1seu0+UjYtByCsZTeaPPYeQbUaF6u/ExuXse4ZnaZXSBUaDH2N6tfeVSKRyEtOYOeHo0n4U5M4v6hYGg57m6qd+5W6bZO5dzO7PnySE//+6XILqt+KGjcNI+qaO8rc8rFnpXP0z2/YP+15bSxssRB17V1E9ryd0Mu6VJio2LPSOfb7V8RNfx57+gmwWInsfQ/hPW4ltHnF4ysKpRSJf3zFvo+epiDlGFgsRPd/lNh7XsAWGHpGcZeGrL0b2f/BY6RvWFzML+Tyq6k9/D38atQ/Z+mXhdwj+zi+dBap//5BxpblKPcDC4DVP4gad79I5A0PI9aLdxoVOfeG0WcZiZz6WYzjRX4roHZFIrx4W+8MISKN0ISnHbDZcB6LrpPmaBL0NfAMMB74BpiklPpWRK4FZopIM2VeuW2iDDgK8vnryZtI3LSKgMgYIpp3YM8vnyMWC+1Gv0dY/cv48+Ee5KenENGqC90n/sS+eV/x71sjAGh+/3ia3zeObV9MYOOUcQA0vWcszR54HpRix7fvsH7ykzrsQy/S5O4x5GemseTRHqTt3YLNP4gWIydSq+/diAh7Z09lw9sjUA4HlRq3oc24zwmObYhSiu2fvcj2T18EoEqrrrR6+iMCa9QF9IR56I8ZbHjtfpz5eUR27sPlL36Lzc0W4+Cv09n6/mgK0k8gVht1Bo2k/l3PughSIY6vW8y6sTdRkJGCd6VwGj36JtE9b/NIMhIWfs/GV+5CFeQT3qkPzcZ8jrfbEXN3OO0FHJz5Hns+fxFHdgYWbx9q3fZUqfY+AAXpJ9j76XgO/fIROJ3YAkOo3v9honrcRkBso1LbVzkcJC37kWMLv+P43/Ncdx2FtuhK/eGTCazgh0mVUpxYPZ+j8z7n+KpfUQVGfK2uou7wSQTEFieJ5UX+iaPkHN6j7x7KzuDQzMmkb9YkNLhpJ+qOeJfAui1OO/6ykH1wBwkzJ3Fs3mfgdGqNU1QtxNsXW0Aw4b3vpXKXARfse1/2jBQOffUyR3/64OSJPRF8q9fH6h+Exccf/9jGVL9zHN6Voy5IHs82LiYOpJSKPdtxXrIkCHgE+BRwP1q3FIhTSuk7WEXWA01EpBrQEPgOQCk1X0SmAC3Rx/RMmPAI5XSy7Lm7OfLPQnzDwom5ojc7Z07F6uNLl1dmYPP15c9HrsGek0X1Ln3p+uoMds6cwlqD1Fw+4k0a3zaKnT98wMYp4xCLhTajP6Bu//tJj9vBPxOGkrRe22+0HPkWDQePxFGQz8qnBpC2dwtBNRvSZfI8AiJjUA4HG957kj3fvwtAgztG0+SBF7HYbDjycln32gN6+8tiodmjr1N30EjXZJRzLJ5NE4dxdLneBojt/yDNRk12bWs57Xa2TB5F3GzDmLv1VTR7bDJBNRsWq5ND879g8+sPouwFRFzRj+ZjPscrqLjWoSAzjQOz3mf3p+MBiLnxYRoPn1Si9uP4mgVsnzSSrAP6eH7Vzn1pOOxt/KNLXhgqh4Mj86ax5+OxFKQdR6xWqg94lFpDxumbmsuAPSudrS8M5vhqfQ8SIoRe1oVqNwwlvPvNFZ7MM3asYe+U0aRtXOKKL+SyLlQbMIwqV/Q/I3Jw7Pcv2TXxwWJaDa9K4dR+8HXCe5at6Tod5J84RuL8aSQv+h/Z+/S2JBYrUTcOp8aQ8diCKp31NCuK/BPHSF44g8PfvIo9/TiIULn7QMI6X09Iq6tP60j/xQBB32V0sUFEblFK/c+D+wtKqecqEtclS4KUUo8CiEhPN7c/Cp9FpCbacv0B9A2XRwrJkYFDQHWKkCARecB4h5iYmHOVfRMXCda8P4b9f3yPV0AQ9fvdxZYv3kCsVrq+OgOlFH+N7KeNmK+7kw7Pfsy++V+7CFD7MVOpd8N9xP0+g7WGVqjtM1Op3ecutn7+Kls+exlnQT4+lcJp/eR7xFw1AOV08u/L95G4djG+lSPp8s5cAiJjcNoLWD3+Ng4vmo3YvLj86anEXjcEAEduDise70PyuiVY/QJo++I3RHXu4ypD3E8fs+X90TiyM7EFBNPkkQnUvP5+14SZn57CmnGDSF6zEIuXN82fnEKN3ncWm1Adebns/uw59n37FgC1Bo6i4cOvn0JqlNNJwsLvOPLnDJLXLHBN2A0efoNagx7zOEnnHD3Azvef4NiS2YA+6t5wxDtUbX9tqW2Ttm01OycNJ32Htlmq1LI7DUZOLvUCwlPSTdjPpqf7kRW3Da+QytS8fQwR3W/Gp8iptPIg99hB9n8ylsQFevvOFhxGjYFPENHjtlIvKiwPlNNJ3LTxxH+jD+gE1r8cW2AoFm8fAmo3p8bgJ8/J1pc9M43D379JwqzJOHOzAbAGhlK58w1E3/I4/meg0TobcObnkfTHlyT/9R3pm5a6bK2CL+tK7MMTCajX8oLm73zhIrMJKsQEEclQSs0vdBCR19A3UZsk6EwhIpcDPwLvK6XmikhHit967vGKb+ObKR+D/oDquc6rif8udsycypYv30KsNpoMHsGmaa8A0OGZKQRVq828uzrgtBfQaPBwWo98i0PL5vL3Kw8A0ObxSdS74T6O/ruQv1+8B4AWj06gTr972PLZy2z++HkAave9mxbDXscnJAzldLJh8hMc/P1bbP6BXPH2HAKiY1EOB/++eBeHF83GKzCEDq/PItw4lu60F7B67ECS1y3Bt0oUHSfOIbT+ye2QndNeYsen+n6zqG79aTZqEn5uk3xeShIrH72KjLhteFcKp+2EWYQ17VCsLpL++YOtbw8j+9AefZfRyMnU7D/0lDBKKbZPHsmB2R9oB4uFsJbdiB04kohOfYvF6cjLJe67iez76jWceTlYff2pPeRZYm8ZWeqJq/yURPZ8NIYj8/QJPZ+q1aj/yFsV0twkr5zL9gn3UpCWTEBsY5q/9jN+pWicSoI9K52D30zg0A+TUAV5iJc31QYMp+Ztz2DzoB2rKArSjrP77YdIXjobLFbqDptM9A1Dy37xDKAcdo7O/YT46c9jNy5RrNT+OiL6PkBo654X7ESXe/4S50/j0FevkJ+kLygWmxchbXsRcd19VOpYut3Y/zdcZKfDCtEb+F1E7lBKLRWRt4EuwJUVjcgkQUUgIoOAD4FHlVLfGs4HgSgRETcboHJf8W3i0kP8srn8/Yb+GHKL+8ex9YvXQSlaDn2R2Ktv5tch7bHnZlP72ttoPWoiSRtXsHTsYJTTSbN7x9Jw4KOk7NroOhnW8NaRNL7jCRJW/8nmT14AETpP+IEa3W4AwJGfxz8v3UP8n98jVhsdX/2eSg1aopRi7etDif/ze2z+QXSeNI/KTdoBWkOw9qV7OLpyHt7BYXR+93eC3YySd3/zliZAFgstx3xKTO87TyljQUYqfz/Wm4y4bQTFNqbdxDn4F7kcz56dyZaJD3Pk928ACIxtTNMnpxB2Wedidbb7s+c5MPsDxMubhg+/QdSVt+ATFuGxflM2r2Tzy0PIMY6dR155Cw0eeRPfMrQmCb9/xc7JI7BnpiE2L2oOepzY258pZrNUEvKSDrPr3REkLf0RgLC219D0uRnYAit+UjdpySx2v/MIBan6kyRVrxxIrftfwS+qVoXjKgpnQT5Hfp7CwS9exJ6ZijUghEbPfUdYm55lv3yaUEqRuno+cR+NJsfYkgxq1pnYByYQ1KQ4MT7fUEqRsmouBz9+mhzjkkr/2s2IunkUYZ2uP6eG4P9VCGC1XHxrdaXUDuPixZ9FZAUQA1yplEqvaFwmCXKDiPQF3gV6KqVcX8VVSh0SkT3AQOA7EbkG/QmYzZ5jMnEpI3nbGhY/c6smNENGs3/+1y7C0/Sup1k+7g7SD+wktHYT2j3zIdmJh1j81M048/Oof+ODXPbA82QlHGDxqD7YszOIufoWWg57g+xjh1g57nZQiqb3jXMRoPzMNFY+NYDEtYux+QfR8bX/EdmuBwCbP3yGuDnTsPr40WniLycJkFJsfGcU8X/MwOYfSMe3555CgA7M/ZxtHzwNIrQaO40a195+ShntOVmsHt2PtF3rCahelw7v/oFv5chTwmQe3Mm6MQPIjNuOxcePenePp9bAkR41Afu/n8TeL17WhOv5GUR0uaHE+k3dsoq1j1+LIyeTwFpNaDhyMpVbdS+1TZz5eex6/zEO/aRP5FVudw31h08ioAInkJJX/cq2V+/Cnn4Cq18gte99kWr9H6nwXS/Kbmffp2M59J3eFgxu2ok6D79JcON2FYrHY9xKcWLVXPZNeZKcQ/pm79DWV1N3+Hv4n8PTVln7NhM35QnS1i4AwCeqNrEPvk7YGdoxnS1k7lrLgamjXafRfKLrEHPvS1TuevMFv6zwQuNiKb2IeNLyfAY8iP7cRmsRMY/InyHeQpPjT90G7gql1CPAYOATEXkWyAVuLmIjZMIEmUcPsmDU9dhzs6lz3R2kxW0n/eBuKtVrTocxU9j94yfE/fE9Nv9Aur7+PywWK0ueupm8lCQi215Fmycmk5+ewqKRfchJTiC8VVc6PPc5yulgxbODyU87TmS7HjS551kA8jNSWTK8Fynb1+BbOZIr3plLJWM7a+fXb7Lra70d1/7V76na4gpAGzFvemcU+2ZPweLlTfvXZxPW5OQ3mRKW/MyGCfpbTM1GTSpGgBz5efw75iZObFqJX0QNOkz+vRgBOrrkRza9cjf27AwCYxvR6pWZBHowklZKse/bN9k19Rmd3lOflEqA0nauZe2T1+HIySSqx2Cajvm8zE9B5CYeYtO4m0nf/o/WMo18l+g+95V7cnbaC9j36TgOzngT0Nqfhk9+XKbWyRPyUxLZ/uKtpK5fBBYrdYa+SbWbhp8VopB9cCd73h1G6tqFAPjVqE/toW8R1r73OSMi+SeOEv/5cxybP8112qvGneOIvP7hCl0Cea6Qd+wgBz97luQFWhNpCw6j+h3jiOj30AXflvsv4CI7Iv9ZCe65wCTj2TwiX1Eope5ye25QSrjdQLfzkCUTFynsudn89cRN5Bw/RlSb7oTWasD6D57FKzCEbm/8QNqBnfz79mMAdBj7EcE167Pq5fs5vm0NAVGxdHn5W5RysnT0jaTHbSe0bjO6vDELq7cPG95/muRNq/CrWo0OL3yJxWolPyOVpSM0AQqoVptu7/1BQHQsAPt/mcbmDzSxaDPuc6I69ga0EfM/zw4i8V9txNz2pRmEtz65wEpau4g1z90KTicN7h1P7ZseOaWMeanJrHl2IMfXL8G7UjgdJv1ebAssfu40Nk+4H4DI7jfR/JnPPG43OfLz2PrmQxz+7UsAGo2YTPXed5VYvxl7N7P2sV7YM9OI6HojTcdML1MLkxW/i3WjepKXGI9vZE2av/g/ghu2LvUdd+QmxrP1hVtJ27ISsVqpfd/LxAx6osLaA2W3kzDvM+KmPUdBahJelSJo/ML3hDa/okLxeIxbKY7Om8be90fizM3GFlSJmneOJ+qGoaf9rbDy5/ZSZwAAIABJREFU4PjS2ex58z4cWWn6/qL+j1LjznF4hZR9qu5cw56ZxuFvJ5Awa7LL1iqy/zCq3/bMf+I02n8J/wFFXbmglDrzfWIPuORJkAkTZwNKKVa89ADHd6wjqFptmg0ZzcKR2pj3ihem4xtalYXDeustrwEPUqvnQHbOnMLeOdOx+vjR7c2ZeIeEsfqVB0jasBy/qtXo9n/snWdYFGcXhu+hVymCYBcQFQTErp/piTG92HuKvfeCDUEUO9bYYm8xscaSxJZEY2/0DiLSpfeF3Z3vx6wo0hVjCfd17RVdZt59d5Y4Z895znNWHkfL0JjYf04StHs5gro6XTz2omNiTkF2BhcmfExqoBQAvfvDOfQsGgIQ+9dRbi2RhjE7T15Fo279AMi+H8blqV+RHR2CtkkdOi05RG3HR1qN9OBbXJ/RHWWBDKueY2j+/dxi7zEz0p/rM74mN+4u2rXr0mnFCQwaFS+xpPr8g//y0QA0H7EI64HTS81CFGSmcntWd9J8LqKuo4fT3F1YvvV1ieMe8uDKKXzdBiDPycS8y2c4ue6tMADKjvDj9uQPKUhLwsixC60WHSk2z6wiHi9/aZvXp6Xrfowdu1T6/Iek3jhN5A/TyFEN/DRq9TZ2c/egbVavyms9iTw7ndDlI0j++yAAdboOwGaM13Nt6VYW5BO1cToJRyUBu3GHbjQZvRK9RiUzfS+CTN+LhC0cWCR6rv1eXxoNXYiOZZMXu7GXkFepRV4QhPHARlEUC8o5RhsYIYrimsquWxME1VBDNeC/azmRf/yEhp4Bb3ns5uKcgYgKOXb9xtPgzc+4MKs/WTERmDRzpv2kFSTeuciNFZMA6DxnC6bNnAnev5rI49tR19bl7WWH0bNoQE7ifa66fQeA0wh3zJ3foDAnSxUA3UC/nhXvrD9bFAAl+17mmusAUCqxGzKXpr3GAlIG58Lo98lPjsOoqROdlx5Br+6jDE5O3F2uTvkceW4W9bv2xXGiV7HgJfHySW7OG4AiLxvjFu1ov/hQsS4xgLyEaG7P7okoL6RJ7wnYDJpR6rWSpSZyY/JHZEX4om1en7aeRzFq3qbUY0VR5O6eJYRtmQOiiMXb3XGcu7vCUkZ2pD+3Jn5AYUYypu270srjEOpPjOEoiyfLX7U7foTdrJ2V8g16cu9R21yJ3i11BerUtcJ6xGLM3q4eM8AMv0sELxyELPEe6roGNJ20HouuAys+8RnIiw0n1K0vOeF3EDQ0aTJyGZZfj30pdD+iQkHsPk/u73QDpRL95u2xGr8GQ7sOFZ/8H+Yl+OgqiyUQIQjCKeBvIATIAgyBZkiVmo+BXVVZtCYIqqGGZ+T+P6e4uW4WAG+57yL08Gay4+5i2rw1bcd6Enp4M/fO/oKmviFve+4nPz2ZCy59EBVy7AdMwqpbX+Ku/M6dNZI/UGfX7ZjatUVRWMAllz4UZKZS738fYzdI+rnvupmkBlxHv24T3ll/Fn1LyY8qOyaCy6pMjvXXI7AfIpkMiqLIrYVDyU+Ow9SxM128TqGpb1i0/4LMVK5O/gxZWhLm7T+gzZxtxco9D26d57qLFNzU/6APzrN+LOG+LM/L4ZbL1xSkP8Cs/Qe0GL201GuVlxjN9YkfkhsThn6j5rT3Oo1uGdoaZWEBfgu/JeHcAQCaDnXHevCsCm+42XcDigKg2h0/wsnjUImhqmVRmJWG76yvyfC9+GzlL6WSiHWTiD28DtTUsRqygAY9J6BWyX2Uu7ZCQfReT+6pbvaGLdrTYs4edOs3fea1y+PB2b1EeI1GmZeNdl1rms/bj0HzypcWnyeyB7GEew6WhM+CQL1+M2j4ndtzLQe+LrwqwmhRFGepWuG/BYYAjoAxkAb4AqeAWaIoplRl3ZogqIYanoHshGguzBkktb+PnI+6hjoRJ3ZKjtAeu8mICi7SAXWatRF9i4b8MfJd8lOTsGz/Hq3HeJIRFcyl2VI3mcPQuTR6vycA3mtmkBJwHT2LhnRylcZsJPtdIeLIJtQ0NHljxTH0Vdmcgsw0Lk35goL0ZCw6dcN58uqiYCHy4A8k/HMCTUNjOrjvLRYAKQpkXJ/Zg+zoEGrZONJ+0c/FsiyZEX7cUAVAVr3G4TBhZYkgRFlYgLfbADLDvNFr0BRnt/2llqpy4+5ybfx75CdGY2jrTPsVv6FtUqfU6yoqlfh7DiHh3AHU9QxxmruLOm98UeHnkRMVxO2JH1CY/oDaHT6sUgAkexCL97RPyLnrj5ZZPRxc92PsVLKVvyJEpZLQZcNI+G0HgqYW9vP2Y/Zm2WLvqiB7EEOwxyAyfC8A0KDvNJp87/5cRb6K3Cwi14zjwendANR+uyc2UzY/lS3A8yDl4hEiVwxHnpmKpokFTV12Ytyu64ve1iuBwL8njC5lVqc6sA54W3XIKWBaeaOoRFFMRmpgWl5d+6oJgmqo4SkRRZGrS8ZRkJ1Bwzc/o0XPUfzaT+rMaj3SHb06DTg5qAPKAhm2Xw+jSdfeXPEYTkrADfTrNubNhZIQ+tLs/hTmZNLwvR44DpF0ONHnDhL681rUNDTpsugntI3NUMoLubVYMrprPnAqRtaSs7GysIArs3qRFR2CkY0jnTweBSEZ4X74rZsOQJuZm9CzfORiLiqVeC8aSor3RXTM6tFpxfFi09jzUxK4OvVz5DmZ1H23Bw7jV5R0gS6QcWdub5IunUDT0IS2nkdKneslS0vixpSPyE+MxrhlJ9otO1nqqIyHhG6YQfyZfajrGtB+9VmMKiFmzgy5zZ1pn1CY/gDTdh/gtPBwpQOg3JgwvKd0Iz/hHnqN7XBe/vtTdX8BRG6cQcJvO1DT0cPB4wgm7T54qnWeJCvkJv4uX1CYloimiQXNXXY8V98fkFrLQz0GkB8Thpq2LlZjV1HnkyEvRflLkZdD1IYpJJ3YAkjaJJvp29Eqw1uqhlIQQO1f+CjLmNU5CGiOlNFRAy4DPYFfnv+OHlETBNVQw1Ny79xh7l88iaZ+Lf436wdurppKXnI85k6dses3gcvuQ8iMDsXYxoH2k1cSfmwrESrNzztLD6JjbIbvFjfSw30xqG9Np7lbEdTUyEm8z/VFUot66wnLMHOQ/GNC9nmREeGPQQMb7L6dVbSPO8vH8UA1JqPL8mNFgYxCls+N+YNRFsho/Pn31H+vR7H9B29xJeb0ftT1DOi0/NdiZSllYQE35/QmPykGE8fOtJm7s0RJSFEg486cXiRdPolmLVM6rDpd6gT4wpxMbk79lNyYcGrZtqbdit+KBVslrusva4j6aSWCugbOCw9WKgBK876At8uXKHIyJQ3QwsPlDkx9nJx7wdye8C6FaUnUsu9Iq8XHn1pYfP/ASmJ+XomgoUlLj8PVFgClXvuNwPl9UObnYNz6PVrM3YtWGVm06kBUKok/tJp7W1wQ5YXoWTvRbO4+9BqXP0z23yIn7A5hCweSFx2MoKlF4+FLJG3Sf9zzp6r8i5mg0mZ1qgP6gDZSEKSF1O7+r1ITBNVQw1Mgy0rn6vKJALQbt4iUoFtEnNyNurYOXeZt5e5ve4k8tQcNHT3eWrSPwuwMbq2WMjKdZm3EtHlr0kJ9CNguzXPqOHszmnoGiEolV92+ozA7g3pvfIptL6lFPTs2ksCtCwBoM20dGjrSDT7mz8Pc/XUralo6/G/Z0WKZnoBNc8iM8EO/QVNaTVxZbP/3ft1K6E5PBHV12nv8hFGz4pPD/VZNItX3Mjrm9Wm/6GCJjIpSXsjtOT15cPkUmrVM6bj6DLVsS04fVxTIuDOrB5mht9Grb0O75SfLDYAS/z5M8FqpfOjgshWz9hWXNZKvnMR3bm+UBfnUebcnDnMqFk4/JC8+Cu8pH1KYloRJ2/dx9DhcaffoEns/u4/IDZJuq/nMbZhWU0km4dQ2QleMBKWCOl0H0mzaluda/irMTCVs0UDSr/8BgOVXY2gycilqWs+uZ3pWRKWS+IOriP5xFqK8EN3G9tjO2Yu+jdOL3torSzXEQGaCINx87O+bVeOjiihtVidSaawXEIsUi5wWRfH4s2+natQEQTXU8BTcWjdblfXpRJP3exaVwdqMXoioVHBtidSV1WH6Woyt7fnH9RsKczKp3+UTrD7qj1JeyFWPoYgKObY9RmHR9h0AgvevIunWX2ib1KHj7C0IgoBSoeDGwmEoZHk06ta/yA06PzWR20uldnSnsUswtXuUMUm8dprw/dLE9fbzdxW7sSdd/QOfZarzpq7HotNHxd5b9Kld3Du6CTUtbdp7HkTnifKCKIr4LR0hBUBGtem46gy1bFuVuEaiKBK4cgwpt8+jbWpJ+5W/lzkGAyA94Cq+7pK+ynaYB/W6VdzplHBmHwGLvkNUyKn/+VBaTP6hzCnzTyJLjuPO5K7IHsRi5PQmTouOoq6jV6lznyT15hlCFksz3qxHL8fig/5Ptc6TxP26iXAv6bNq2H8mTYZ6PNdSlDwrjcBp3cgJu41GLVOaTvsR0y5fPrfXqwqK3CxC3HqTcUOac23x5Sgaj1xW6YxfDSURqJZyWLIoik+jkHcFHgAWgC5wVBCEKaIornjmHVWBmiCohhqqSKLPZUIObUJQ16DLrI3cWDmZvJQE6jh3oUWfsfw+7K2iMRk2nw0m8fYF7v62F3VtHdpPXYUgCATuWUFayB306zbBeayUDUoL88V3g+QE3XHOZnRMpXJH4DYPHtz+Gx1TC5wnSHpAURS5vWQ0BenJ1Gn3HjY9Hg3FzE9J4KbbtwDYDZlXzA06I8yHG3P6IioU2A6eQZMvhxZ7b1n3gvFbIQVwTlPWYWLXvsT7v3dwHbGndqKmrUv75SdLDYAA7h1aR8zJ7ahp69J26XH0yhkwmhMTzu0ZX6IsyKfB50OxGjSz3M8A4P6RDYSsGgeiSOP+02k6YlGlA4SC9GRJAxQXiWHzdrRa/OvTB0DX/yBgniQeb9B7Mg17T3qqdZ4k4dS2ogDIesxKGvScUC3rloU8O4PA6R+TE3YbnXo2tFxxFm2LRhWf+C+gyMshyOVzsvwuomFkhs20HzH9X8mhujVUHXXhhc0O6w6MU/n+FAiCsBNJE1QTBNVQw8uKorCAywulgMNx8FSyYiKI/H2fNJtr3laizvxMst81dGtb0mH6WkSFnGtLxwHg8M0MDOtbk5N4H3/VRPmOszaiqWeAQpbPFdfBKAsLaPr1cOq/8RkAiTfOEbjNAwSBjm67igKj6N/2EHfhGBr6tWg3+8ciLYSoUHBj/mCp3b3tuzQf/CiYyHsQx9WpX0heQB/0wW74guLvTZbHrXn9UeTn0qDbABp++m2J958edIOg9VLJp9WcHRiXEiQBJN88S/C6KQA4uWwt0wcIoCAjhdvTPqMwIxmzjt2wm7y+wmAm4cw+QrykYK3pCE+aDJhe7vGPI8/JxGf6J+REBaLfxB7nZafQKKdEVx6JZ/cR4illoiw//hbrkUueap0S657ZQ+jy4QBYj1r23AMgRV4OQbM+JzvkBtp1rWi58hzadRo+19esLApZHsFzviLL7yJa5g1o6fUnOuUE1DVUnmrKBD0tt4HewJ+CIGgCXwBXK3uyIAhdgb5AHVEUPxcEoR1Qq6qzw2pUZDXUUAX8dy0nPTIAw4ZNseszhquLJc1O27GL0DOvx22VX5Dz6AVoGdQi+MBaMiIDMGxgQ0uVz4/3OheptPV+Tyw7SMJZnw2zyYjwx7ChLa0nSCZ9eSkJXHMdDKKI/fezsWj/PgA58fe4s1K6KTpP8iqmAwrZvYQHN8+jbWJOu/m7ikpDoiji7TmM/Aex1G71Bq2f8AICCFg7jcxwX/Qb2uI0ZV2JQKQwK5078/oiygtp3HMsdd/tWeo1yokJx3uelG2yGeRC3ff7lHk9lQUy7szqTm5MGIa2rWnlfqBCJ+jc2AiClkuBaLNxXlUKgBT5ufi6fElWyC106lnjvPL0U4ugYw6uIdhjEKJCToM+U2g2bUu1CHOTzh8gZPF3IIo0GbaIBr0nP/Oa5aEsyCd4Xney/C9JQcaKsy9NAKQskBHq2pPMO+fRNLXEfvmZmgCoOlHNDnuWxzMwCTAWBCEY8AZigNINxp7ctiCMAzYAYcBbqqfzAI+qbqImE1RDDZUkIzoMn61SBud/Luvx3bqIvJQEzJ0606L3GPy2e5KbeB+TZs7YfDqY3KRYfLa4A9B+6irUtXVI8v6He6d/Ql1bh9bjpKxBwvWzhOxfjaCuTmf3XWjo6iMqlVyf/w35qYmYt3kbe9UIC1Gh4LrbYOQ5mdR760safzK4aH/JPv8QuGU+AG3nbkfXrG7Rz+7/voekq3+gaWhCO4+fUH9iuGXcn4eJOrIRNU0t2rnvQ+MxLyGQgijfxUPJi4+iVvO2ZZohFuZkctvlawqz0qjT5TNsh7qXeT1FUcR/8RDSff9Bp04D2iz9FQ09wzKPB6lrzd9Ncq6u804PGvYcV+7xJc6d14t0nwtom9en9crTaNeuW/GJpXBv10KitklmlNYjl9Kw75SnWudJki8eIXjhIFAqafytK436l+66XV0o5YWELuhHxq2zaJrUoeXyMy/NeAl5djqhbn3IuHUWDSMz7JedRrdhs4pPrKHSCPy7mZAnZnWmIA0mfxomAu+LohglCMLD/0mCkVruq0RNEFRDDZVAFEWuLB6DokCGzScD0dQ3JOTQRgR1DTq7/EBeSgL+O6XAoP2kZaipq3Nz1VTkudk0fOcr6v/vY5QKBbdWSnoRu4FT0a/bGFlGKlfdhwDgMHQete2l8lL4oQ0k3jiHtrEZndx2o6bK6ATvXkKKzyV0zOrS1mVTUbZGlpHCjXkDQamk2cCpWHZ+JHbOT0nAf5Wq42riyhIT33Pi7uKtGnhqP2YpRs1al3j/9w6tJ/HvI2jo16K1+/4SQdTDa+S/ZBjZUYEYNLHHae7ucjMj4VvnE39mP+q6BrRe8is6lZilFbHVlczgG+hYNMJu2qZKa4BEhYJAj0GkXPsdTSMznJf/gW7dqs9jFEWRqK1zid7jCYJAs2mbqfvJ91VepzRSr54iyL0fKBU07D+TRoPnVnzSMyAqlYQv+Y7US7+iYWiC/dI/XpogIz8ukuDZX5B3LwgNY3Psl/6OnlXLF72takWenU7+/RAM7Dq+0H28BJZPT4MhcF/154eiJk2gzLliZVFTDquhhkpw9/TPxF8/j7aRKe3GL+aq5xgQRVoOmIhJU0fubJiHPC+Hhm9/gWW7d4m/fpZ7Z39BXUeP9pOl9vTIEztIC7mDXp0G2A+WSjjea2eQ9yAWM8dO2A+WvtBkRYfhu07S8rSdsQFdcyk4SA24TuCPqszS3G1oq2ZZiaLI7YVDyUuKwdShI/YjHml9RFHEd/lYKTPTqRsNPyrecaWUF3LbdQDy7Aws3/wCqyemxgOkB98kaN1UABxnbkG/vk2p1yju9F4S/jyIuq4BbTyPlNsKH3tqB5E7PUBNjVbuP1Graeni6sdJvXWOe/uXgZoaDvP2oFmFaeChayeS9NdB1PVr4bz8N/SbVN3vRhRFItZPkQIgNXXs5uyutgAo7eaZInF1/Z4Tn3sXmCiKRK4aTfK5/ajpGmC3+ORL02ae6X8JvzGdybsXhG5jexzXX0G/aUn7hVcZZWEBYa49CZr0LulXT77QvbzActizcAF4sntiPPBnVReqyQTVUEMFFOZmc0Pl8dN27CJiL/9Gasgd9C0a4jR0LsmBN4k4sRNBXYO245egKCzg+jJJs+M0ZDb6lo0oyErHR9X55TxuCRo6eqQG3ybyxA7UNDTpOG8bahoaKBUKri/4DoUsj8YfDaDBu9JkdXluNtfnD5Za6vtOwKLDIw+aiF/WEX/xOJqGxrR331tsXlLc+YPE/30UDT1DWk3fUOLGGrx5LmmB19G1aIjzrB9L1wHNVemAeowpUweUl3ifwFXjAbCb4IV+g7LnWGWG3iFgmTTl3m7iGsw7fVzhZ5AbG4Hf/P4gilh/51qlae4Jp/cQe+QH1LS0aeX5K4bNyhZpl4WoVBLmNYb445sRNDSxd92P2ZtlT72vCuk+FwiY8zVioYy6X47CevTy5x4ARW2YSuKJLahp6WC38BiGLzgb8ZC0qycJce2JWFiAcYdu2M7Z/9KM56guRFHk7ophZHn/iaapJbpWDi9sLwJUw+/aC+kuGwccFwRhGGAoCEIIkAlUuWWwJgiqoYYK8N3uSW5SLLXt2tLk/Z4c7SWl5duMXYSGti43lk8EUcSu33hqNbLFf+dSMu+FUKtxc+z6S+Uvvx/dkaU9wNz5DRp37S1lb7wmgyjSrPdYajWSyhCh+1aS4ncVXfN6tJ68qmgP3qsmkx0TjlFTJxxGLix6PjMqCP/10heiNi6b0a/bpOhn+SkJ+C6XOqjsxywuJqAGSPW/Svi+FaCmRpv5e0odd+G/fBR58Xep1awNLcYsK/X6iEolfou+R56dQZ0un9Hgk+/KvJbyvBx83QZI7eRfDqfR16PKPPYhhZmpeM/4XBqI2uFDrAbNqvCch2RH+hO8QnoN2/GrMW71ZqXPfZz7+5cRf3wzalo62C84SO2OFQdulSEvNpzAud1RyvKw/OR7mo5f89xHUtzf6U78wVUIGpo0dzuIkfM7z/X1Kkvatd+KAiCLL0ZiNW41gvrrd4uK3elGypk9qOno0Wzhr2hbNH5xmxFAeIHtYU+LKIrxgiC0B9oDjZFKY9dFUVRWda3X7zeshhqqkYzoMPx3S+WsTtNXE7BnOfmpiZg5dMCqW18if9vLA7+r6Na2xGnIHHIS7+O7VWpQaD91FeqaWqSF+RL6y3oENTXaTvZCEASizx3kgfc/aBub0fL72dJrRfjjv9kVgHazNqNVSyr3xF34lajj21DT0qGD2+4i92alvJCb7t+hLJDR6NNvqP9u96J9i6KI9+IRFGSkYN6hK02+Gl7sfSlk+Xh7DgNRpGn/KdR2KplZif/zIPHnfkZdV5/WC0qKqR9y79A6Um6fR8vYHIfpm8u9iYesm0JOdAj6TexpMbZiOxBlYQE+c3qSGx2CgbUjjm4HKm2GKM/Nwt+1N8r8XCy7DaLeZ0MrPqkUMoOuF4mg7ecfqLYASJ6dQcDsr5BnpWHa+VNsJ2987mMfEk5sJmaXO6ip0WzOXkyq6b08K9khNwl1641YWIBl9/E0GVNyUO/rwIPftxO3ewGoqWEzZz/6zdq+6C29MpogQRDK7rKQ5o99IggCoijOq8q6NUFQDTWUgVIu5y8Xyd256WeD0TOrS8BeLwA6TF6JPDeb22tdAGgzzhMtg1pc8RiGIj+XRu/1oF7HrohKJTeWjkFUKGjWeyymzVtLAchaSf/jNMIdLUNjRFHk5uKRKAsLsP5qGHVVwmZ5fi7eXtJ4DsfRi4qGpgKE7V1BetBNdC0blRiLEX1yB4mXTqJhYETrWVtK3FBCd3iQHRWEQaPmNB/iWuK9y9IeEKAyTWwxekmZOqDsqCBCNkrXwGHaxnIdoRMvHCHm1y0Imlq0ct1boTmhKIoELR1OuvffaNWui/OS45X28xFFkeClw8iNDkHfyoHmkyr2HioNeU4mQQsGSI7UPSdQ+3+fVXmNUvenUBDsMYDce0HoNWlJi9l7Kh3cPS1pV08RuUr6TG0m/kDtt3pUcMa/Q35CFMGzvkCZn4t5t29e3wDo1Fbuekll4MZj12DSuXp+l54NAbVnDrwV1bKTSvC4b4MO0AO4AdwDGgEdgENVXfQ/LYwWJHYKgjBV9Xd1QRBWCYIQLAhCuCAIIx871lYQhAuCIAQKgnBdEIQWL27nNTxvMu9HcLhPK5KD76CmpUvbsYu4tW4WygIZVt36Yu7YCb8di8lLjsfMoQPWHw8g7toZos8fQl1Hj3aTJGfnyJO7SPa9go6pBU4j3ABpNEZO/D2Mmjpi/YUkrI0+/RMpflfRMbWg1bhHhnuhe5eTmxCNkW0rmj4mWs6Ju0vQNinj1MZlE5qP6SZy46PwWyWV4Zwmryk2GBUgPeQ24XuXgSDQymVzqWMHAr3GUZD+gNpt36PRlyNKvUYKWR7erv1QFuRT/+NvsHjrqzKvZ/6DWAKWSNmoZiMXY9i0YhFu9AEv4v/YjZqOHs6Lj6FjUXnvmtgjP5D05y+o6xrg4C5ls56GsFVjyY+LxKCpM9bDPZ9qjdK4u3kmqdd+Q6NWbVouPPrUZo2VJTv0NiHufUGpoMGAWVh8Nuy5vl5lkWelEezyGYVpiRi1fR/rKZXv+HuViP/Fi7srhoNSSf3v3LH4suIy8L/Cwx75Z3n8S4ii+N3Dh2rn/URR7CKKYn9RFN9AMk6sMv/ZIEgQBDvgHJJN90NGAM0AB6Ra40RBEB7OHNgLbBRF0R5p5slB4XX8v/U/jiiKhBzdxpF+bciICgGg6eeDyY6NJOr0AdS1dWgzdhFZMZEE7pM0O+2neKGUF3KjSAw9B32LhuSnJxdlfFqPX4qWgRG5D+II3LkYgDYTl6OmoSHpZFTdYA6jPIq6qnLi7xG8S2q7d568qpjxoc+KCdKIia59i4mkRaWS2x7fo8jNpu473WnQrfgMK2VhAd6LhiIqFFj3HFd2Gez8L6jr6uM4s2wDwKA1k8iK9EOvgS32E1eXfU2VSvwWfkdhZiq1O3xI40p4+6Te+YvwTaprMnsntZpXvmyQEXiNsPWSb0+L6VvQb1Rl6xAAEk/vIenMXtR09LCbtw+1MsqBVSX+5I/SpHl1Dezdfkb3OZv/5SfcI2jW5yjzczD/YAANvy+vqvDvoSyQETKvB3n3gtCzdqSZ6y/FRP2vA6IoErPdlfsbpe7KRmNXU3/g7Be8q0c8FEY/y+MF8TFw9InnjgGfVHWh/3I5bAzwIxD92HNfI03AlQNpgiD8BAwUBCEWaAH8BCCK4m+CIGwAWiNZf9fwGqAokPHXnEFEnTtc9FytBjZ0nLyCP0a8C0DLAZMxsGzEX9N7oSyQYf3JQMwdOuK/cwn2Vy+KAAAgAElEQVSZ0aEqMbRUvrqzehqyjBQs2r9Hk4+kYOTOqinIc7Op/9YXWKocoIN3LyXvQSwmLdpi9ek3Ra/tt24GyoJ8Gnbtg7nzI0Fv3N/HSLgsjXpwUs0Se0jkwfWk3LmAtkkdWk0rWQIK272EzHBf9OpZ02JE8bEZULIMpveY0Ppx4s7+xP1ft6CmpU1r95/KNTmM+mklqbfOoWVsjuOs7RXqXvKTYvBzlRynmwyYQZ23u5d7/OMUpCfj79pHEl73GIfFe70rfe7jZIf7EOYlZd6ajluF3lMGUk+Sdvs84Q/XnbQe4+csSpZnpRHk8imFqQnUcn4Xm2klOwBfBKIoErF8KJk+f6NZux4tFh1//brAlEqif5hM4pG1oKaG1dQfMe/2TcUn/suovYLCaCAc6R6+5rHnRgMRVV3oPxsEiaI4FkAQhA8fe7ohjwyYQLLxdlI9H/eE8jwGaMATQZAgCMOB4QCNGr0cwwdrqBw31roQde4wmvqGoJAjz8+j07SVRJ8/THLADXTN6uLwzXQSbv5J9J9H0NDVp82YheQkROOrcpJ+KIZOuHmeu6d2S5PYp0vBSNyV34lWeQe1nSxpi3LiogjZKwmEW09aWRQgJN36k5jzB1HX0cNxzOKiPcpzs/FVaYRajvQoZnyY9yCWoM2SwV6r6RvQNjEv9v7Sg24SukPap/PMTWg8USISRZGAFWMqLIPlxITjr2pxbzF2BbVsy/ZwyQi5Rdhm6Zuvg8tWtJ8wanwSZYEM33m9KUx/gGm797EZWjJQKwtRqSRw4SBkSfepZd+JpqMq5cBfAllKPP4uX0iu1F0HYFlNXkC590MJcu1VNGaj7qdPJ9SuLMoCGcGuPYv8dlq4H0RNU+u5vmZlub9tHsln90keRZ7HX5oxHdWFqJBzd8Vwkv/YiaCphc2cfZi+UT2WCtWKoHq8egwFjgiCMB2IBeoDcqShrFXiPxsElYEaxU0PBCTV15PPP/6zYoiiuBnYDNCuXbsXNp63hqoRfeE4AfvWIKhrUL9TV6LPH6Z+565Ytn2Hoz1VLfGjPVDX0uHGSqnU4vDtDPTq1OfvmX2KiaEVsnxuqGaKOXw/m1qNbJHn53FrmeSj4zh0Hvp1pbZYn/UzUcjyafRhX8xaSaUppVyOt8pZusU3M9F7TAsT9KMbeUkxGNu1w/rr4kGK/6rJKHKzsXzrS+q+/WWxn8nzc7nt/g2iQo517/GYtX23xDWIObWDhL8OoaFnWGYZTFEgw9u1H4rcLCzf6UGjr0aWOKboNfNy8HUbiKiQ06j7GMz/92k5n4BE+ObZZAZeQ8eiEQ7z9lVJLBy1exGp16VZYA5uPz3VDV+Rl4O/y5fIHsRQy6ELzaeW3+1WWQozUvB3+Rx5djq1u3yB1bDq0xeVhqhQEOY5mEzvv9CsXRf7xSfRMDB+rq9ZWRJPbCZ27yJQU6eZ64HXzwixQEbEooGkXTyMmo4etm6HMWrXteITXxCvYiZIFMU7giDYAp2AekA8cEUUxcKqrlUTBBUnGumCPqQeUsYnGqgrCIIgiqL4xM9qeMXJSYzhwnzpW7l93zEE/7QWQV2dDpOWE7BrGblJMZi2aIPNp4MIPbKFtDBfDOo1wb7/JOKuni4hhvbfvois+2EYWdljN1DSAgTu8CQ7NhIjGwea95O0Qw/uXCDm3EHUtXVxGvPophh5ZBOZkf7o17OiWb9HwzMzwn0J/3kNCAKtp60rFiAkXvmNuD8PSTqeiV4l3mPg+hlkR4dgaNUSu5GLSl6DmHACV0n7ajl5bZllsJAfppMZehvdulY4zCjZdfY4wWsmkXs/FANrB5qNrni6esrNs0T/7IWgro6j2wG0VI7YlSH15lnubp8PgoD9nN3oPEVmQVQqCV40mOxQabhqS49DqKnsCJ4FUSEncH5v8mPDMbBt/dw7wURR5O66CaT8LTlk23ueQNvi5chKJxzbwN3VUrnVeuJ6TDp8VMEZrxZKWR5hrt3JuHEadX0jmi06jqFD5Y09/22qxyzxxaAKeC4+6zo1QVBxjgHfC4JwHDBAUpuPFEUxRhCEcKAP8JMgCN0AJeD34rZaQ3WgVCj4a84gZBkp1P9fN1KD7yAqldj1GYumrj7+u6XApuNULwqyM/DeIFlQtB2/BDVNLW56SUHOQzF0RmQgQbslU8H2M39AXVOLzHshj56bsR41DU2UCgV3vKSMUvOBU4uyPbL0ZAK2SC3rrSasKPIEEpVK7qha7a17jMbErl3Re1DI8vBdIWWZWgyZV8IUMfHyKaIOb0DQ0KSN666iNYuugbwQb7dBKPJyqPt+H+p1Kz5a4yEJF45w79A6BA1NnN32F+tIK3HsX4eIPbEVNS1tnObtKbUD7XEKMlIIXCSZLFp964qRfYdyj3+c/KQYAtwHSFPXv51H7Q7dKn3u40Rtm0fyxaOo6xvh6HkcLWPzik+qBJEbZ5Dh/Rdappa0XHj0qTvVKkvMnoUkHNuAoKlNiwVHXppMS9yBFdzbJDmvNx6x9KXpUKsuRIWCiIUDyLhxGg1jc5ov/g1925Jz+F4uhFfHKOgxyvMMqvEJejY2ADaAD6AFbBJF8W/Vz/oBWwRBmAPkA72exp2yhpcL/71eJNy+iG5tS6zf78Elj+FoG9Wm9QhXriwcgUKWj1W3ftRp1YUbKydLQuc2b9Hove5EnNhJxt1A9Os2wa7fBGny++JRkq/QV8Oo4/yG5P+zdCxKeSHWX3yPuarkFXVyJ+mhd9Ct04AWg6YV7Sdg0zwKs9Kp0+ED6r75yAE+6sR2Uv2uoF3bkpYji+tkQncsIjfuLrVsHLHuPb7Yz2RpDyRTRMBu+AKMbEvO6ArfvoCMoOtSCWrqD6V+M8yNj8LPU8qWNR+1BGO79mVe0/ykGAKWSqW6ZqOWYGjjWN5HIHn6LB+JLDkOI8cuWA18ciRQ2SjlhQS49aMwIxmTdh9gNXhOpc99nKTzB4pmgrV0+xm9xtXjgJF0bj+xKndmO7df0DZvUPFJz0DC8U3c3+4qmSHO3vNSuEGLokjMTnfJpBGwmrAOy5elRbyaEEWRe+vGk3bpGOoGxrRYcQ69Jq/AwFfh1SyHUdwzCMASeBs4UtWF/vNBkCiK3z72ZzkwsYzjwoB3/p1d1fBvkBkTye2NkndPl1nrubZc0uG0Gb2A1FBv7p0/jIaOHm3HeZIRFUzwzz8gqKnRfvJKFLJ8fDbNB8B5lDvqWtqEH9vKA59L6Jha4DxGKjndO32AxJt/omVUG+exUsmrMCcTP9UcsVZjF6OhMg1MC7lD5LEtCOoaOE/yejQhPj2ZgPWSIaHT+OXFMjBZUcGE7ZWyVa2mry/WYiyKIr7LRiNLTaR267ew6TupxDVI9blI+G5pIrrz3J1oGpbUjSgLC/B27Yc8O506b3xOk17jSxxT9JoKBb4e3yDPSsOs00c06jG2oo+B+N92kPT3YdT1DHGYvbNKpaKIjTPJ8L+Mtnl9Ws59ujJTVsgtQpYMAcBmzApM2n1Q5TVKIzvCl9Blw1TremHk8L9qWbcsUv45SuRjpabab1VZI/pciP5xNnH7l0guydN+pM5L2CH1rMTvW0zSrxsRNLVptuDoqxEAqfi3EkEqS5kdgJ8oistVz41GEjnrAreAIaIoyipaS+UV9OT6HyElK6rEf9YnqIb/NqIocmnRKBSyPGw+7k9qqA85CdGYNnOm6WffcF0VEDl+NxN9iwbc9JqKqJDT9MshmDZ3JuSX9eQmxWBi2wqrD/uSn5rEHZUnUJtJK9GqZUJBdgZ3VkvlMuexnmgb1QYgcNtCZGlJ1HbsTMOufYr24+0lzSBr2msMtR6bcu6/biYFmamYt3uPBqrjQSqReS8ZIQ03/WIopo7Fb7Lxfx4i/u8jaOgZ0nrO9hIBgjwvB9+F34NSic3AmZg6v1XqtQrdPEfKFNVpiKPLtnI1BBE7PUi78xdaJnVwqOBYgNyYcEJWS1qkFpPWolvPqtzjHyfp70Pc/2UVgroGDvN/eqryVUFaEgFzHs3uqt+94qCtMhRmpRE4rwdKWR4W3QZT98uyBeTVQXboLcIWDgSlkobfuWH52fCKT/oXeHBmD3H7lyCoa9Bszr7XMgB68PsOYrbNAUHAZvYeDJ2ebj7di0JQE57pUanXKMWXTxCE7kiDUD8AWiIFQiW/qVWe00DZjq1l8J/PBNXw3yT85B7irp1D28gUh0GTOPW9FAB0nOZF+LGtpEf4Y1DPipYDJhNz6RSxl39H08CI1qPckWWm4b9TEvq2HrsQQU0N302uFGalU7fThzTuKnnT+G2aT35KAmaOnbD+7FsA0sN8Cf1ptSRunvRoPMD9MwdI8bmEtkkd7Ic8Kmkn+/zDvZM7UNPUwnnaumJBReQva0n1uYR2bUvsRxcXO8vSk/FdIZkS2o9Zgp5lySGNoZtmkxsXiWHTVth+X3oZPfnGGe7+tAJBXR3n+ftKHbL6kJSb54jYsQAEAad5e8odoQFSF5y/x2AUeTlYvNcbyw9L1yKVRnakP0GeUut601FLnyrL8lAILXWC/Q/bieuqRSQqKpUELxwoOU3btqHppNJLjNWFLOk+QbO/RCnLo85H39LgJTHjy70bQKSXVPaymrCW2u/0esE7qn5S/znC3RVStq/x2NWYvvlyZN8qiyD8a8Lo0nz5BgMrRFFMlfYijESSoVSIIAhPOozqAf0pbnFTKWqCoBr+c+SlPeDaSilD03HScvx2LEUhy8Oqa2+Mrez5c6r0D1n7SctBTY2bXpJmp9XQOeiYmHN7nQsFmWlYtH2Hep26kR4ZQMSvWxHU1WmjCmxSQ+4QdlAamtpuuvRfpULBTc8RUkap52hM7SVdTWFOJn7rpCySw6iFReUupbwQ76VSq32zQdMxVE2aB8i+H0bQRqmk5jxjQ4ngxH/VJArSH2DW5h0af1HSjybV5yJRB9ciqGvgNGtrqe3khVnp+HpKZaKm37li4lh2oCFLScB3wSAQRWy+nUvtdu9X9DEQtceTzMBraNdpSIsplQ8UCtIf4OvypeTj814fGvQsuzxXHtH7lpB24wyaRmbYu/5UbY7Q93bMJ+3a72jUqo29+8EKReHPgiI3i6DZX1KYEk8t53ewnrThpej2UeRlE+reB2V+LmYfDKDOp6+XCBog49ZZIjz6g1JJvYGzsfhqTMUnvYRUw++LmSAINx/7+2aVVUwRZfjyNQPqCILwO1K39UVgeiVfMxzJtubh5nOBO0CVU401QVAN/zmurZiCLCOFeh3fx6BuI6LO/IK6ti7tJizBZ4s7BZlp1O3wPg3f/oKg/avJvBdCrUbNaN57DDmJMQQfWAtIQ1MFQcB77UxEpRLbHqMwatICUank5tKxiEolzfqMx6SZJEYOP7ie1MAb6JrXx3GUR9F+/DfOlRyj7dvT5DHH6PCfVpEZGYB+fRuaD34kFhaVSu4sGopClkeDbgOwfOORgBog4eJxYs/sR11Hj1YzNpXw+1Hk5+KrEjnbDJyBUbPSO1gCV09A9iAWI/uOWA+YUeb1FBUKfN0HUZCaiEnrd7D5dm6Fn0Gaz0Xu7pQE3i1dtqFpaFLhOSDpk/zn9SY/IQrD5u2wm7n1qf4RT/e5UDQZvsXsXWib16/yGqWR8PtOoncvBDU17ObuRaeUDFx1ISoUhHr0JzfCB50GzWg+/5eXwgxRFEUiV44sMml8WQKz6iQr4Aph87ojFhZg8fVY6n/r9qK39JRUvqRVDsmiKLar+LASaAJdgS+Rmo12AgspQ5f7OKIoVpuUp0YTVMN/ipjLfxDx2z7UtXXpPH0N11ZIPjxO381AkZ9DyKGNkvh50gpk6cn4bJFu1O0mLUNdUwvfLe4oZPk0fr8nZvbtSbh+lrjLv0kGg0Olm//dk7tI8b+GjqkFjsOldvec+Hv4b5R+3mbauqL5YCn+V4k49AOCugZtXR4FLLnx9wjaKr2289Q1xdraI39ZV1QGc5xU3BOoIDMNn2WjAbAb4YF+g5LT30O3zCM3JhwDq5bYfFN66SThwhHi/tiDmrYurWbvQE2j7O9LEbsWknr7PFomdWg1r2Jxsiw5vmgsRuN+UzFt+165xz9EFEVCvMaS7nMBLbN6OC068lRZloK0JIIWDAClkkYDXTB9ypb6J0m7fZ6w5ZIWp+m4NZg8R4M8URS5u34SaVdPoVHLFDvP42iWU6r8N0k8vonkc/tR09Gn2fynH177spIb4UPorM9Q5udg9uFgGo32eqWDPEF4tsczEAccFkUxUxTFAmAP0Llye5aGnpfy/OTSni+PmiCohv8MigIZV5ZKItw2I+aRcPPPIuNDh4FTuLl6BqJCge1XQzFp6oD3RlcKszOo17kb9bt8QlqEPxEndkj6mFELUCoU3F4jZUhafjsTHdM6FGSm4a3q5HIetwQtAyNEUeTW0jHI83Jo8H5P6r8lZW6UhQXc8hwJokiz/pMxfmyyus+qSSjyc6n/Xk8sOj26SWfHhBO0UQpcWk0vWQYLWDsVWUo8Jo6dsepRMj2f5n+Fuz9Lw1idZm9DvZQSkCwtiYBlkpaj+cjF6D9WhnuSlFvnidjuDoKA49xdaJvVLfczUMoL8Zvfj4LUBClrNGxhucc/TsyhtcSf3Iqalg5OC4+gbVav4pOe4KEOqCA5DiOnN2ny7fwqr1EaOVGBBM7riaiQU7/XJOp99XxbwOMOLCfh6HoETS1auB9Gt37T5/p6lSXt6imi1kvaVuspG9FrbFfBGa8W+TFhBE//CEV2OiZvfIXV1LIHDL8KCKoW+Wd5PAMHgd6CIOiqOse+Am5U8tyyvICq7JFRUw6r4T+D/x4vMu+HY2xlh+1ngznSW/KvaT9hKUk+l4j55ySa+oY4D3clNcSbsKM/IqirS07Qosi1xaOlElfPUdRqZEvkiZ2kh/mgZ9GQ5n0kXYrv5vnI0h5g3qoLTT4eAEii54Qrv6NpaEzryauK9hO0fSGZkf4YNGiK/fePSkjxF48Tf+FXNPQMcZqwouh5UanEe+GjMtjjPkIACZdOcP/UTtS0dHB22VIiI6OQ5UtlMFHEqt9UjFuUzGCLokjAspHS/LA279G4++gyr6csNRFfd0kHZP3NHMzaV5z5CN84k3Tfi2ib1cPBdV+5GabHSbv9Z9FkeDuXbdQqZe+VIXrv4iIdkN3cvQiVfP3yKEhNxN/lcxQ5GdR+8yusRz7dzLLK8uDcPu5tlsqjti47qfWSdCOlXTlByPxeiIUF1O01CfP3+7/oLVUrsqT7BE/7EHl6ErXafoDN7H0I6q/BLfTFZbF+AEyRWuPVkeZwTinvBEEQHqaN1QVBeJfik8+sgayqbuI1+ARrqKFichJj8N4qdVB1nr4Kn62LkGWkYtnuHRq+/QUnB0sOxY6qjM7fM3tLztF9x2NsZUfY0R954HMZHVMLWo9agDw/Fx9VeavVKA80dHRJC/Um/NAGBDU12k5dgyAIyDJSuOMlfTNuNW4puqoBomkhtwnetRgEgbazt6CuI5V15Hk5+KyUSuL2w93QrfNIq3L30A+k+PyDtqlFKWWwVHyWSG3YdiMWYFiK2V/I5tnk3AvGoIkdtt+V/kUq5tR2Ei8eQ0O/Fo6ztpb5LVdUKPBbMEjK6Di/TdMy1nucxPM/E/2z1NLu6Hagwu6xh8iS4/B3lwSojQe6YPFen4pPKoV077+J2i6VJ6tLB6TIzyVg9pfIEqIwbNGBFrN2P9fMQPrtc4Qvkbrimoxagdk7vZ/ba1WF1Eu/EurWG1FeiGX38TQeuexFb6laKUxLImR6NwqSojGw74yt2+FqE9K/aP5Ns8QnfPkUgJvqUVm2qv6rA2x7fGkgEanlvkrUBEE1/Ce4tmo68vxcmrzfA11TC4JV2p+OU72IOLGTtDBf9Os2xr7fBKJOHyDJ+xI6Jua0Gj6PvJREbq+Vvnm3n+KFlqEx/tsWkvcgDpPmbWjSrZ/kDL1svJQp6j22SAzts3qalBlq8zZWn0v+XsrCAm56DEVUKGjaexzmzo++yQducSU34R5Gts5Y93iUhcmJiSBwwyyg9DKYn9dEZCkJmDp1wboUM8PEi8eIOiAFIE4uW0uMzgDIiY0gaLUUsNlPWotuOfOmInd7knLzHFrG5ji5VqwDyo4KJHCJJMa2HbsC43I6zR5HKS/Ef34/CtOSMGn7PtbfP50AtSA1sdp1QKJCQfDCgWQF30Dbsok0EkNlfPk8yInwIWReD0R5IXV7TaJerwr1o/8Kqf8cJdS9r7SvnhNpPGr5K62ReRJ5djohMz8m/34IejataOZ54vXROf17LfLVgiiKVgCCIOwSRXFwdaxZEwTV8NoTf/Mv7p7+GXVtXTpMWsoldykAadFrNIZ1m3BmjDTEse3YRSgVcm6pdD6txyxEy9CYi3MHUZCVTr3O3Wj8QS/yUhII3CWVPNqMX4KgpsbdU7tJ9r2MtkkdHIfPByDx+lmiTu1CTUubdjM3Fv1jE7xrMRnhvujXt8Zh5KMusdSAa4QfWANqarSZtamoVCQqldzxHIYiP5cGH/aj7ltfFH9/fx8l9rQk9naevbVEQJIbH4XPQil70HzUYoxbdixxjZRyOb4e36DIy8byvV7U+3BAmdcz9c5fhG93K9IB6VSgzZHnZuE7p5fkB/RBXxp2r3wrceSWOWT4/YOWWb2ndoRWyvIJmNuDgpT4atMBiaJI+NoJpPxzDA0DYxwXn0CrkpmtpyE/4R6BMz9FkZtF7Xd702TE8y25VZaUi0cIc++LqJBTt9dkGo9c+krdVCtCkZdD6OwvyA33Rru+Lc0X/4aGQUlX9VeaV+TjEgThLVEUL6j+uuOx0lgxRFE8X5V1a4KgGl5rlHI5V5ZK35hbfT+TlMBbxN/4E20jU9qMnI/frqXkpyZi7tiRJl17471hLrlJsdS2a0fTz78l7uppov7YLwVQ0yUzPZ8f5iDPy6H+m59h0e5dabCqKlPkPNYTLUNj5Pm53FwiZXJaDpmLYSNbANLDfAjaLpXl2s3agobqG2VhTiY3XAeDUkmzgVMxadG26D3cPbyBlDsXpABr0iNNEUimiEXdYKM8MWhQXCArjbzoL4286PIZVn1Kzx5E7l1Cuv8VafxEOZ49srQkfN0kZ2LrwbMw6/Bhqcc9RBRFAhcPITc6GH2rlthP21zpm+SDi0eJ/mk5grq65AhtUqdS5xV7faWSkGVDyQy4gnadhtjPP1AtOqDoPYuIVw0ptfc48lwFwIUZKQTN/KTIC8h2xo6XQoybcuEQYQv6Iyrk1OszlUbDF79WAZBSlkfY/B5k+19Cq05DWiw7jeZzDHRfBALCU32xeEH8ADio/ry1jGNEJG1QpXnlgiBBECyAD4FWgDGQjjTw9Iwoigkvcm81vByEndiN9/YlfLD0AHHXz5MW4Y9hfWvse43m14GSoLbNKHcKczIJ3Ctpa9pNXE5WTAQBe1YC0GGqF4oCGdeWSGMUnIbOxbC+FXFX/yDyxA7UtLRpPU5yjfbb7EZ+aiJmjp2w+mQQAAFb3MiJjcSoqRPNB0haP6W8kJsLhiAq5Nj0HIN5m7cB1ciMZWPJiY3AyNYZu2GPSj45sZEE/qCaGzb9B7RUozce4rdyPAVpSdRu/TZWPUqKmEM2ziI98Bo6Fo1wmr291JtUetANKbMDOM3aXqYrtKhU4rdgkNR91upNbL5zrfCziD7gRdJfh1DXM8TJ42Clywi5sREEekrlQ5sRSzB27FKp84rtVxSJ2DCNpLP7Udc1wGHRsWrJ1sSf/JF72+aBIGA3Zw/GrUofN1IdKGR5BM/5irzoYPSsHWnhfuil0KKk/PULoR4DQKmgXt/pNBq26LUKgBS5WYTO+Yosn7+kifBLT6NdTnn4lUXglZkiL4qiw2N/rvx8nQp4ZYIg1eyRBcC7SGryICABMAQGAasEQfgTmCeKYuAL22gNL5Ss2Lv87SrdPG+sm0PibSl72mnqCoJ+WU92/D1MbJ1o9vUw/nbpi0KWT5MP+2Du2Ik/J3+FsrAA608HYe7UmTs/zCE7NhJjGwfsB0yiIDuD6wul6ehOw1yp1bg56eF+Rc7QbaetRVBTIy34NqH7vUAQaOeysWioafCuJaSHeaNfzwrHUY9aw6NP7eb+H/tQ19Wnw4K9RW3rolKJt6oMVv+DPtR7u/hYnOhTu4g7J/mwOM/6sUR2IPHiMe4e8EJQ16C12/5Sgxt5Xg6+CwYjKhQ06T0Rs3KcniP3LCblxlk0jcxwct1bYWdX6q3zhG+SMmQtZ21Hv2HZrfbF9pSbhf/cnihyMjF/62sa9n467UvMgRXE/iJNcG+54BAGTVs91TqPk3L5OGErpfb3phPWYvYch5SKCgVhHgPICriMVp2G2HmefClKMSl/HywKgOr3n0nDIR6vVQBUmJFMqMun5ITcRLN2XZov/QPdSv7uvnoICGqvRiaorPLXk7zO5bAdwDJgQGlTZgVB0EJyntxKJQ2Xani9EEWRS56P9Cb3L/2GqJDTsMtHmNi24i8XqWW301QvEm6eJ/rPI2jo6tNu/BLu/3WsqEW+zdhFpEcEELBbms7eyWUDahqa3Fkzg9ykGEzt29Gi/2SUCgU3loyWvIV6jsa0eWuUcjk3Fo2QHKT7jqd2S6nrLCPcj6DtUuDTdtZmNPQMAMiKDsVbNePLecoaDBs3L9p/xE9eJN/+WyqDTV5d7L1m3QvGb4WUpXKctBr9JwaPPqkDMnHoVOo1C14/jZz7oRhYO9BseNmePal3/iZ8q5T5cZq7C50KOqvy4qPwmy8ZIjYZMIM6b31d7vEPERUKAhcMJDvCF71GzbGb8XSO0Al/7CJyo6TtauGyo1omw2f4XybIra8krh40m3pfPj8vIFEUiVw7ntRLx1A3MMbe82S1uVo/CykXjxD2MAAa4ELD7xe8VgFQwYNYQmZ8RN69QLTrWtN86R/o1KtSdeXV49X5/MoqgRGZzWgAACAASURBVD3O61sOE0WxpJqz+M8LgF9Ujxr+g4T/to+YK6fRrmWChp4BOQn3EdTV6TTVi1trZqKQ5dHkg56YO3XmeP82ADh9PwstAyOuL5dMFFuP9kDX1IILLn0QFXKadR+BuVNn4q+dIeLYj6hpatFp7lbUNDQI3udFsu8VdGpb4jRCKieFHlhNeugd9Cwb4zDcHZDKYDc8hiDKC7HuPpI6bd8FJPPG63MHoMjLoUHXvjT65FGzQ0aoN4EPZ4PN2oy2sVnRzxSyPG7O7ScJpbsNoOEnxcflKAsLuDOvX4U6oPhzB7h/bBOCphat5u4qtWMMVDogd0kHZDVwJmYdy++sUuTn4jO7O4UZKdTu2A2boQvKPf5xIjbPIvnyCTQMTXDy/BUN1Ry1qpBy7TdCVJ1oNuNWUef9vlVe40ly7wURMPtLlAX5WH7yPY2/e75jEmJ2e5D460YETW3sPI6iZ9Xyub5eZUi9dKxIBF2v34zXLgDKj4skZPqHyOLvotukJc2X/I7WUxhyvmq8Kp9hdZbAHufFq+tqqKEayEt7wNXlkmN6hwlLUVOlePVqW5KTEM3dM1J3WPsJSwg+sI6MqGBqNbLFvv9EvDe6SmJo+3Y06zGS8F+3PfIEGrOQwpwsri2SymCOQ+dhbN2SzKhgfFU+QR1cNqBVy4Ts2EgCNs8HoO30dWiqsj0hu5eSHnIbPcvGOI72LNpzwA8uZITeQb++Na1nPBIjy/NzuTl/EKK8kCbdR2HZ5bNi79V/9RSyIvzQb9gMpyklJ58Hb3QhI+h6uTqgjJDbRcNRW4xeRq0ySkWSDmgwsuQ4jJ3eoOmQ8m/+oigSuGQo2eE+6NZvisO8vZUWXsad2q4SQmvguOAgeg2q7oKcGXiNQNfeoFTQsP8MGvSosm1ICfLiIvGd+iHyzFRM//cZtpOf7yys2J9Xcn/HfBAEbGfteinMENOunCDUTfpiULf3FBoNXfjK3DwrQ+5df4ImvoUs/i76LTrQYuWf/4kACEESRj/L41XnlQyCBEE4LwhCidHYgiCcfBH7qeHFc23lVGkoavt3EZUKsuL+z955h+d0v2H8c7L3ENmE2CNBIiFWaRUtpdSetWmL2nvX3hS196pRe8/WJiRiJISI7L3XO7+/P06a2k1Qmv7c1+Xifc95zznvOZFzn+e5n/sOBUkiMy6Si9NkE8Fqvceho2/ArTVyZcJ76HxSHt0haOdSJF1dao1dgSIl4QVPIL+lo8mKCaNIhepU7DIcrVrNlak90ShycG3WDed6zeVojFnfoVFk49K4I461vwQg8e5V7q2VK0LVx6xE39QcgOiLh3n46xIkXT28p2zJyxIDuLdsNBmhgZiVqEDlAbOf+Z6Rp3byZP8qeex+6jb0crf3J572A3qVDkiRHMfNsd+gVWRTrFkPSrwkXuNPPFg5lsTrJ9G3tKFqPnRAT3bMJ/b0r+gam1F1xm/5DkZNvvUH9+fnRnUMXYa1R4N8fe5pZIXd5/bo5mhzsnD4sjuuBYjkeBUU8REEDGuEMiEKiyr1qDhh+z/qEhy9bzlPVowAoMyINRSt3+Yf21d+kXz1qOwErVbh2PpHSvSb/Z8iQBlB1wgc8imqxGjMq30qT4E9N4Dwn8YHDA9780OWDCRJmipJ0kNJkjIlSQqWJOknSZJeXs5+DQolCQJqA0MkSVoqSdLTVPStH5kkSWolSVKAJEn+uWSrtCRJupIkLZIkKSj3pPd/2/18xLtD2PnDPDyyFV1DI7x/nMWNZeORAMfq8vRVWuRjLFzKUbnzEG78PAZVZjrF6n2FU83GXJ7xnewM3X4gRcpXw3fhsGc8gWKun+bhbyvR0dPHZ+KfbbAFJN69hrGtM55D5GmyJ0c2E3v9NAYWRag2WI66UGWmc21SV1kz1HEw9jVkXUp2fBQ3pslVmMr9f6JIrm4IIPbSER7vWY6kp0/1yZvRe8p8LzPiEbdmyxWpygPnYVmu2jPnIT86IK1Kid/4tuTEhWPlVotKQ5e98oYWfmA1odvmIunqUXXydozsir32OiReO87DlfIkW+VxGzDLZwsnM+w+dya0QahVFG87GKevXni++Vso4iMJGPEF6rREivg0pdywlW99o1YmxRIwrFGeG7TbjAP/qBli7JG1PF4iV65K/bgUuy+6/2P7yi9Srp+QDRpVShxaDaDE9/P/UwQoze8sQcMboUlPwqrWV5SfeQhdE/O//+B/BZIsjH6bPx8IvwCfITtEewODgPrIY/QFQmElQUrABygJnJIk6c/H3bf63ylJkjFyku03QohqwEFgCdAPKIfsUeANDJYkqcYrN/QR7w2KtGQuTJcrCNX7T+HhwU3kpCTgWL0+FdvJI+MCqDFsAYmBNwg5sgUdA0O8h87n/q7lJAXdxMS+OFX7TSb89wOEntiR6wn0M+qsDK5Ol1PB3XqNx6q0G6khd7md2/KqMW4lBuZWZEaF4pcbdVHtx3kYFZH9bPznDyIzMgSrstVw6y9XJYRGg++UbihTErCr8TllO/0VlaNIisNvukwAKvadilV5j7xl6pwsfCd2RJ2VjmODbyjZ6lkerlFk4zeh/Wt1QEII7i0aRHLABQxtnfGctvulAaoACddPErhArhBVGrYMm9dMjYE80n57shxt4dp9Qr6F0FkRwfgNbijrh3y+pMx3BTcBVKUnc3tUMxSxYZhX8nknXkCqtCRuj/iC7PAHmJaqgtvsw+g9Va1714g/tZVH82WCW/K7+Tj8g6Lr/CLp4gGCxrdEqBTYt+hPyQGL/lMEKPnSQe6PaYY2OwObhp0oM3k3OgYFLiQUfhTCShBy2OpXQoijQoh7Qoijue+1/JvPvYDCSoIQQqQDzYErgK8kSVWQ73dvA11kIvWnGtMMyAFaAeuFEGohRDKwA+jylvv6iHeAKwuGkxUfhV0VH5xqfErgrl9kMfSIRYQe35G3nlat4upcWfxcuctQdPUN8Vsh513VHLkErUrJ1VkyafL4YTrmzqXwXzaWzOgnWJf3oFK3kWhUSq5M6YlWpaT0171xqvWF3Bqb1AVVZhrO9b+mRK5PUNiJHTw5ulkmVFM355GNwLVTib9xDkNrO7wm/mV6J4TAb2YfFMlxFPVsQJmnyJEQglsz+5B6/yYmTq5UG/2s4aAQgtuz+pAa5IuxY8lX6oAeb5tH+IHV6BgYUX3Gbxjm5pg9j4zHd7k1oZ082dVpBMWav74yo0iMwW94U9QZKRSt05xS3f8+Rwxk4uQ3uCHKxGisqjXAbcrOAmsMlMlxBAz5nMyQ25i4VMB95ttXa9SZadwZ1ZTMkACMi5fHfd5x9F/hnfQukHBuJ8GzeoAQuPSe/q+Iw4g/vY37k9rIBOjr73Ad9PN/hgAJIYjdt5zgSa0RKgV2LfpTavTGPCuL/zsUThIUAzz/H90YiC7ohgrNdNhzkACEEAIYI0nSLeAUcqjaG0MIkZHb6rokSVIiMimqAxwCwp9aNQKo8tIDk6S+QF8AF5f/oLnWvwhh5w8TfHAjugaG1Ju4hovT+yO0Wip1GEh2YjRPzvyGrr4+GpWKG79MlMXE9sVx7z6aixO/RZ2VgUuDlhT/pDkXJ/cgOzEG26q1qdBuALE3zhG85xckXb3caTB9bi4eTlLQDUwdS+AxSK5Y3Fs/jcTbVzC2dcZrrExOMqNDuTlHJlRVBy/AoqTsJhx98TBB66eDjg7ekzdh9BQJebBhBrEXD6NvboXnhPXPeP4Eb5pF5ClZZ1Nj9j70zZ/1ignZMoeok9vRNTal+sy9L9UBRR7bzP0Vo0GSqDJuPZavSGHPSYji5qgWqDPTsK//DeX6zXjtNVClJ+M3/EuyIx9iXtYDt/Gb8uVmnB39GL/BDVHER2JZpR5VZu4vMHnJiQsnYFgTssPvY1y8HO7zjr21lkOTk8WdsS1ID7qOkaMrVeaffCOn6vxACEH07kWErhgBQlCs63iKdRr9j+yrIIg5sILHiweAEDh1HPWfEkFrcrIIXdifxFNbAXDsNIZi/7Ept4JAKkQ+Qc9hM3BMkqSfke/HxYEfgE1P+wnlxzOosJKgXk+/EELskCTpPtDiFevnC5IkuQMTgUpCiEeSJA0C9iCToaerTBKgedk2hBCrgFUAXl5eb1uZ+ohXQJGe8lcb7LupJAX5Eet3QQ497Tmao30aAFCl2wj81s0iKfg2ehLUGLGEmGtnCDu3Dz0TM7yHLyLiwmFCjmxG19CI2uPXoFFkc2VaHwDceo7DumwVIi8c5v62RUi6utT+aSv6ZhbE+5+XIzAkiZqTN2BoaYNWreba5G6oM9Nwqt8S16/lKkpm1GN8p8ij7JX6TMGuxl++NVHn9hK0ehJIEp4TN2BsXzxvWfT5AwStmiCnzU/ejEWpZ3U2sRcOcH/VOJAkqk3cjEWZF7l5/LUT3J6V22YbuADHz16ePK5MTeTG0C/Ijg7FsmIN3MdvfC2h0WRn4j+yeZ6nj8f8o/lqGeXEhuE3+HMUceFYutWm6uyDeb5J+UVWRDABwxqjiA3DtHRVqsw9+tZu0FqlgnsTviEt4DwGRZ1xn3/yH/PmERo1j5cOIWa/LGFw6T0D544j/5F9FQSR2+cQtlrWdbn0noFzp1Ef+IjeHXIiHxI8uS3ZIQHoGJngOmw1Np+9vX1CoYYE0ntMkX+H6Jf799jn3u+f+wfy6RlUKEmQEGLnS97zA/zectNNgItCiEe5r5cBC4GzwNPzkk7I7PMjPhCu/tkGc69JmaZd2NdJztryHjiD4P3rSAsLxtK1Iu7dR3L316UoM9KwqVwDR+9P2d/OHQCP735C38SMKzNlMlWt/1QsSpTDd/5gMqMeY1W2KpW7jyYrLpIrU2XBcZX+P1HU3QdlWjJXJ3VDaLVU+HZUnvfPvTWTSQy4hFFRJ6qPkcW5mpxsroxphyo9BYe6X1G+2183ltQH/tycmkuOvp/5zDh82qPb3Jwit9cq9puGQ93mz5yDtEe38Z/SFYSgXN9p2Nf7+oXzlHr/Bn7j2yA0alw7DqfkSxLmQXZpvjGiGRmP72JaoiKecw6+tjKjVSq4Nb41qbmZXJ7zj2FgZfuaKyYjJy6Cm4MbkhMTikWlmlSdcxi9AgpRM0PucGtYY1TJsZhX8sF99qF8T6G9CprsDO5Nakuy70n0rWypMv8Exo7/iC0J6owUHkztQIrvSSR9Q8qOXk/RT9v/I/vKL4QQhK8dT+S2WSBJuA76+V+hS3pXSL50kJBZ36LJTMXQuSxlp+7BpOSH9176V6AQVoL+L2MzACRJOs/f6H6EEG8T5HMTGCBJkr0QIhZZZPUY2A/0lCTpILJOqAN/sc2PeA/IjI/i3q4VlPq8DVlxETw4sEFug01aw6WZ35OdGIO9R10cvRqwt51cDfEZuZi7G+egyUwDQJGVgd+KiWTFhmNTsTrl237PlRn9yY6PoqhbTSp0+JGYa6d4sHMpkq4etSauBUmHy5O6okxNxMGnMRW7DEcIge+s/mTFhlOkkjdufSYDEH5qF0EbZ4GODjUmb8QwtzXjP39Qnh/Q0zqgnMQYro5qhSYni+JNuz2jA1Ikx3NtVCs02Zk4N+pImS7PVgmUKQncGN0STXYGjp93oHTXF9somZGP8B3xFZrsTJwadaJ8/5kvrAOyqPrmqK9JC7yOsaMrXguPY/CUOePzEBoNd6Z1Jem6TBg8F57AKB+5SoqEKPwGNyQnKgTz8l5UnXOkwGLj9GA/AoY1QZ2WiJVnQ9ym/YZuAatIz0OZFMvdcS1JD7qGvpUt7nOPY+JS4a22+SpkRz4kaGwLssPvo2dlS4Wpe7BwK3gu2ruEKi2JkAX9SfpjD+joUmb0emw/7/xBj+ldQWg0RG6aQtQWeTDBqnYLSo3a8EYmnP9NSO+tFSjJO9oA3BZCzHtu2W9AlBBiwHs5mKdQqEgQsOapf0vIlZoXUyPfEEKIM5IkzQXOSZKkBJKQozjuA6WRg1oNgJVCiN/f1X4/4vXQqlScGPoN8Xd98V8/Gz1DY4SQ22Bx/pd4cm4/BmaW1J+6gavzhqBRZOPauD36Ribc3jALSQLH6g1wqFabO+tmoKOjg8+Y5cRcO8Wjg+vRMTCk9oQ1KFISuDRJrsq49RqPdblq3F4zlbibf2Bk40CtSTKBebRvDRFn9qBnYo7P1C3o6OmT8sAf3+lyl7bqwLl5laHHB9by5NB6dAyMqDljJwa5eh5VZhpXhjUnOzYcazcfqo78y4BPo8jh+ri2ZEWHYlXRi2pjnhVCa1VKbo5vJ7etKnhRZcyaF36RKRJj8B3eVA5X9f4c9zFrX9ra0qpV3JrYnmT/3zG0ccRr0YnXRmJo1SruTv9WDkU1tcBj3tF8ZYIpEmPwG9yQ7MiHmJX1oNr8Yy9om/4OafeucnukLMAu4vMllafsRucVLtf5RXrQde5OaI0yIRJDh5JUmXsM42Jl32qbr0Kq31nuT26LOj1ZDkOdtg8jh5L/yL7yi5Qbp3g4qweqxCh0jM0oO3YzReq8largXwN1WhKPZnQh9fpx0NGhWM9pOLYfkS/N2v8N3lOAam725zKgJnD7uWUjke1tfi3A9iyRx+I9kAsTeRBCNC7IsRUqEiSE2Pj0a0mSFjz/3jvYxzLki/U8PvzIxv8pfFdOIf6uLwbmVijTU1BlZaCjb4CuoTFX5g0BoPbopURfO034HwfRN7XA47spnBncHKHV4tZlKJW7DONQ5+pI5CbCFy/LuZGyEV3V3DDUs4ObkZMUi51nfSp3H0Pczd+5u3YaSBK1pmzEqIgdCQGX8Jsvt5Sqj1iKWbHSKJLjuTSqNZqcLEo07UaZ9vLy5KAb3Mpd12PkcqxyfX20KiXXxrSRq0PFylBz9t686TGtWs2NSZ1IunUBo6JOeM/cg66hcd650KrV+E/tSlIuaak+87dnloNshnhtcCOyIh5iUdYDz2m70dE3eOG8Co2G29O+Jf7SYfQtiuC18Dgmr8lJ0uRkETCxHYlXjqJrYo7H7INYlPN45fp/Qpkch9+Qz8kKf4BZmap4zD9e4PZVasAFbo/+Ck1WOkXrtaTixO0v/U4FQezxTTyY3x+hUmDhXpdKk3e+k5T5lyHm0CoeLx6I0Kix9mlGufFbP6gfjVapIGzteKJ3yT5XZpVqUXbspv9MTlZmsB8Pp7RFEf0YPQsbSo/fhmX1t8+P+y/iPQmjf0AuYoQ9s29JagB8AawACvJLYReyVncvkP02B1aoSNBH/P8h+sYf+K+fjaSjg0fP0VxbPBohSWhVSi7OlglGyfrNsanowcEusnVTrTHLuLd5PmlhwViVdqNa38mcG9lGbpl5foJ7z7FcmzNAbotV8qJS56EEbplHzNWTGFoVpfbUzajSk7k0sStCq6VyjzE4eDckMyaMi6PaoFUpKdPmB0p82RmtWsXlse3IinlCkco18Bwpx18oU5O4OrY9WqUC15Z9KdFMzgUTWi1+03uR4HsGwyL21Fp4BENrWUsjhCBg7nfEnD+AvrkVPguPYPxUVUZoNATM7EnM2d3omVpQffa+F6o2iuR4rg1uREboPcxcK+M1/+hLNTdCq+Xegh+IOf0ruibmVJ935LXmhuqMVPxHf01KwHn0LW3wmHsEi1dMmD0NZUo8fkMakfUkEFNXN6rNP17gCa7km2e4M/ZrtDlZ2H7Wngpj326cWWjUhKwYSeRuOZTWsUU/Sg9Y9Nak6lX7Cv1lBNG/LQHAqf1wSvSe8UHjBrIe3yV4eheyQgJAR5di3SZQrPOYf9QJ+30i/vhGQhd9j1DmYFKuOmUn78LQvsSHPqx/KSR4e2F0UUmSfJ96vSp3QCgPf7a5JEnKq9JIkuQELEYmQf0oGHwAGyGE6s0O+S/8N37qP+I/CUVaMmcmfAtC4N5lCHd3/IwkQY2B04m6fpbwyycBsPf8hN/HdUWdk0Xppl2QhODB3tXoGBhSb+pG7u/+hagrJzC0tKHu1E3y+Pve1ejo6VNrwhoSA69zKzcHzGfiOoysbTk78AtZK1SlNm69J6HKyuDiiFYokuOw926Y5wrtv3AICf7nMSrqSK2Zu9E1NEKjyOHy6G/y2llVBi/I+053l40i4sR2dE3M8Jl/EFPnv568A38ZQ9ih9egaGlNz7gEsSrnlLRNaLbfn9ifq+FZ0jU3xnncYq+dIiDI1ketDGpMRcgfTEhWpsehkHsF6Glq1ijszexF9Yis6BkZ4ztqPZUXvV14HZXIcfiOakf7gJoa2znjMP4ZZyUp/e/1UqYn4D21M5uM7mJashMfCk/kSTz+NpKvHuDuhNVplDvZNulF+5Jq3IhCq1EQCp3Qgxe8Mkp4+pQcuxqlFQX//5g/qjFQe/NSBlOsn5H0NXfFBXaCFVkvMvmU8WTkKoVJg6FSasmM3YV7pRWfxwghlfAThq8eQeHobALZf9qTEoJ//Pw0Q8wvpnVSCEoQQf/9E9PRuJUkf2A4MEUJEv4Eu6QJQEQgo6AefR6EiQU/P/+dCT5KkT3nKKTo/vgAf8e+HEILz078nMyYcO7caKFITyYqLxM69JvZVfLixbDw6EpRp1pWchEiS7vth7lyKSh0GcLy/7G5cY9hCtCoFN5eNA6DOpLXoGRpzaaqs3anSewKmts4c7eaF0Gio0GkIznWa4jt3EHE3f8fIxoE607cj6ehwbWoPUoJvYVa8LLWm70BHT48H2xcS8tsKdAwMqTVrN8a2TgitFt+p3Un0l9tZPjN35aWzP9y+kEfbFyLp6VNjxi6synvmfd+HW+fxcKscHuo1fSdF3Gs/cy7uLhxExKF16Bga4zXnINZPLQdQpiVxbUhj0h8FYOpSnpqLT2H4ktaORpHNrYntib90GF1jUzxm/EYRj/qvvA6ZoYH4j2pOdvRjjJ1L47ngBMaOJf/2+mVHhxIwtmWuiWF5qi0ouN9Owvl93JvaEaFS4ti8D2WHLH8rPUfGw1vcnfANiphQ9K3tqTRlJ5budd94e69DeuA1gmd+S07EA/Qsi8oC6H9oX/mBMjGah3N6knr9BAB2TXtS8vsF/4mICE12BtG/ziNm5zy0imwkfQNKDFyCXbM+H/rQCgc+jEeSF/L4+oJcAuQA6EqSZCSEyE9uTnfgiCRJV4HYpxcIIaYW5EAKFQkC1j73OhFY99TrfPkCfMS/FxqlAh19A4IPbSbk5C70Tcyo0LoPF6b2QdfAEJ/hizg7piNCq6Vq95E4eTfgxICmSLq61Jm4motTe6POzsS1SUdKNmrH4S7eCI2aih0H4eDdkFMDGpMVF4Gtuw+Vug7n0vjOZEY/oUhFL6p+P52He1cTvHs5OvoG1Ju9GxM7Z+6smkTkub3om1lSd+5eDCysCTuxg4AlctCl19g12FSuCcDtJcOJPCO3q+osPIRJrudPxIkd3P1ZXt9z/DrsajTK+85hhzdwb7k83eUxfj32tb7MWyaEIHDpcML2/iKHps7ah81zpEWVnsz1IU1ID/bHpFhZaiw+9VI3aFV6Cn5jWpJ86zz6FkXwnHsYq0qvTn9JunGagAltUWekYlHBi6oz97/SZfqZz908w93JHVClJsr+QQtffjyvglCrCds+h9B1E0EInFsPpPSAhW81xRJ/dif35/RCm5OFWXkvKv+0B0Pb12ehvQm0KiURm6cRsW0WaDWYuLrJAuh/aNw+P0g8v5eQ+f1QpyWiZ1GEUkNXYvPJNx/seN4VhFZLwolNRKwbjypRNgq2/qQ1xfvMxMip9Ac+usKBD2WWKIS4jGxwKB+HJE0GihZgOmx67udDgadHTAvszVeoSNC79Ab4iH8f1DnZHP3xa0ztixF6eg8ANQbNxG/lFAA8+08mcOdyMqJCsangScV233Oom0w+PPpNJuTwZlIe3cGiRHl8xizn8rQ+ZEQ9pkh5D6p9N40LE7sSH3AZE/vifDLzV0IOrCP83F70TMypM20riXeu4DtXDrD0HrOCou4+PDm+nXvrpiPp6FBr2jYsSlYg9vpprv/UAwD3AbNxadIRgODtC+VkeD19fGbtxjLXuDDe9zQ3p8nrVx4wh2KNO+Z954gT2/GflZtPNnjRM8uERsOded8TfnANkp4+ntN2UdT7WXGnMiUB35FfkfbgJibOpam55DRGRZ14HorEGG4Mb0r6w1sY2jrjNf8YZq6vbmlFHlpL0PzvERo1tvVa4jZh8986OguNhifbZvN4/WSERoNNzS+oNGFrgabAsiMfETSzO2l3LgFQsucUXLqOe2MCpFFk83jlKKL2yrMOdo26UHbYihfE5O8CGQ9u8HBOb1lrI0k4tRuGS8+pH6wdo0pN5PHPg0g8I8fHWFb/nDKj1mPwkp+PwoaMe1d4snQwmfevA2Ba3huX7+Zh/gGrbYUS72k67B9AB6CcEKLAMRnPo9CQoFz35hVCCOVr1jEE+gkhlry/I/uIdwG1Iofjw1oTee0MOnp6CLWa0o3bkhB4k8zYCGzdamBm74LvkjHoGhpT/6cNXJ7xHdmJsTh4foKJjQP+v0xA19CYBrN2ELRjCU9O7UbPxIx607bgt3Q04ef2YWBuRcPFh8mIDOHGItmXp+bYlejo6nFhdDuERk35ToMp1awbMVeOc22qTF6qDpqLg08TUh74c3m0nHhepv0gynUaCkDEqZ3c/rMyNH4ddl5y5zYl6AbXctcv3WEwZXLXB7kC5D+zDwhB+V4TKdX2r4cgjVLBrZ+6EXNWDnX0nL4Lu1pNnzlnmZGP8B3ejKyIYIwdXamx+PRLx9vTgv3xG/01OXERmBQvh9eCYxg7vFwoKrRaHq4ax5NtcixIiQ7DKNN/1t+2oRTxkdyd/i0pfmflz3UeTaleU/Ot3xFCEHNkHY+WDkWTnYFBUSfKj1pLEe8CTbs+g8zHdwj8qTNZj+8g6enj2m82zq0HvXNfFK0yh/BNPxG5Yy5oNRg5labMqHUftP2VdHE/IQu+Q5Uci46RCS69Z+LQ8vtCPx6uTOl8wwAAIABJREFUjI8kfM2YvNgLfRsniveZgU3DzoX+u30ovM/IECFE91e8P7mAmwoB3loUDYWIBCH3DB9JknQE+B3ZuycdMEdOeG8AfAls+lAH+BFvBo1KyYkR7Qi/dAI9IxM0OVmYORanVKPWnBnVAV0DQ7x+mM6ZkW0BqDlkLiHHthNx8SgGFtZU6TmWs8Pl1PKaI5eQ9uQB/ivkGIp6P20m/Pf93N+1HB0DQxrM24tWpeD3YV+jVSoo27o/znWbcbJ3PRQpCTj4NKbaD7NIvHOFi6PbIjRqynUaQtn2g8iMDuXC0K9QZ6VTrGFbqg6ahyRJxN88h+/U7gC4/TCT4rmVoUT/81wZ8TXqrHScG3Wg8oC/EtIf713B7Xky6anQdyrlvv3L/V2dlcHNca1JuH4KPTNLvGYfoEjVZ2+oyXevcGPU16hSEzAvWw2vOQdfWgGKO7+fgJ+6osnOxMqtNtVm7MHwFdocjSI7zwNI0tWl/JClFGvR92+vX8LFgwTO7oUqNRGDIvZUHLsBmwKQF2VyHA/m9SXx4kEAbD9tS9khy984tFQIQdS+5YT8MgKhUmBcvBwVxm3BvHz1N9re65B+7woP5/Ym+0kgSBKObQbj0mMqusam73xf+YEqLYnQpT+ScEoWB5u716PMyLUYORfu9pBWmUPMroVEbZuJNicTSd8Qh7ZDceo0Gl3jtzPL/P+GBB9wUvEtsBk4kJsd9rwmqEC64EJDgoQQYyVJWoAsiOoFuANWQDKyQvwIMFYIkfjBDvIjCgyNSsXJUR0JO38EfVMLNNnpSDoSdUb9zOXZMknw7DeJW2uno0xPoXi9ZhiYWXJl9gAkXV3qTVrH9fmD0SiyKd2sG9Zl3DneVzYqrD5wFqqMVPyWjQVJou6UTRjb2HOyb31UmWm4NGyD55CFXJ7QmZSHAZi7lKPOtG2khz/g/NAWaHKyKNm0G1UHzEaZlsSFwc3ISYzB1rM+3rnOz8mBvlwZ1RqtSkmpNj9QtvNwAGKvHOP6mLZoFNk4NWyL5/h1eU+qj3Ys4u7P8nqVB86ldIcheedDmZaE7/CvSLl3FQNrO2osOIpF2WrPnLOYP/Zya0oXtMocitZsgsfUX18YgxdC8HjbXIJXjpWDMJt0odKIlXki7eehSIji1rjWpAVeQ9fUgipTd2Lj3eil6+ZdO0UOj1aOJmLPzwAUqdGYSmM2FMhrJ+HSQR7M6YMqJR5dU0vKDlmKXcOOb/x0qkyJ58GcXiRdPgyAQ9OelB6w8J3fKDU5WYStn0j07kUgBMYuFSgzYg3mlWu90/3kF0IIORpi4XeokmLQMTTGpc9MHFr+UKgrJEKjJv7YBqK2TEMZJ2dYW9drRfG+c/4znkYfFBIgFcqfjx9y/34+4bnAuuBCQ4IAhBAJwLzcPx9RyKFVqzk9riuhZ2XHZ30jY7Kz0qjaYxRBu5aTGRuBnXtNJCDa9xxGReyo1P57zgxvDUCNwfMIObaV1NAgLF0rUaXXWI73+0wmRM27Y1XWnbNDZPdbr6ELKOpWg5N9PkGRHI+jT2N8Jm8kYMV4ws/+hr6pBZ/M24sqI5U/Bn2JMi0JxzrN8Bq7Eo0yh4vDW5Aedh/L0u7Unv0bugaGxF47ydUxbVFnZeDUoBVVBy9AkiSizuzBd3IXhFpFiea9qDpyeV5bKHjTLAJXjgfAfdjPuH7zVz5TTkIU14Z8Qcbjuxg7lKDGwuOYFv/LvVgIQejOxQQtGw5CULx5byoNXfqCZ45WqeDu3P5EHZOLomX7Tse1y6hXEou48/sJnNMHVWoiRg4lqDb74Gs9gwAynwRxd2onMh7ekse/+86geNvB+b7harIyeLR8GNGHZBN4K49PKT96Xb7iN14GIQTxZ3YQsnw4yqQY9MysKDt8Jbb127zR9l6H1Ft/8GheH3IiH4KODs4dRlL824kfTPuTEXSdJ6vHkuYnPwCbu9el9Mi1GDuX+SDH8y4gtFqSzv1KxIYpKCKDATB2dcfl+/lYejb8wEf3X4L0MTvsXW3oIz6iIBBaLWcn9STk5G4MzCywc/Mm6uopbCt7oSNBxOUTGFkVxaPvBE4NkVtdNX6cxYUpvdEocijXqjc5yXE8ObUbfVML6k3dyPlxXciOj8LOoy7lvunDqQFNEBo1lboMpcSn33D6+8/Jig3Htkpt6s7cyZ3VkwnaMh9JV4/a07ZiYFGEs/3qkx0fSdGqdag1fQdalZLLY9qSdOcqJg4u1F1wCH0zS8JP/orv1O4ItYriTTpRfZzsX/Pk0AZZ6KzVUrrDYCoPnIskSQghuL92Cg/Wyw7UVUetpETznnnnI+1hADfGtCI7OhSzkpWosfDYM/oeTU4Wd+b0I+qk3OYo13c6pV5CbJTJ8fiNb0NKwAV0jUxwH78R+/ovnwTS5GTxYNlwIvevBKCIdyMqj9v40tH6vOsmBNGH1/Lg5yFoc7Iwdi5N5Ynb8mWc+CdS714maHo3cqJCkPQNKdV3hqzVecOKRWbIbR4uHkRqwB8AWFb5hPLjNmFkV/xvPlkwKBOjCd8wmdjDMnEzcXWjzMi1mJUvkEXKO4EQglTfE0TtXEDqjVMA6JpZUfzbSTi0GlBoqz9apYLE01uJ3jmfnLAgAAydy1Cs+2SKNGhfaL/XvxqFUxiNJEn2QA2gKM/a5Kx75Ydego8k6CM+CPzWzyH4yDb0Tcxw7zgQvzXT0TM2pfzXPbk0UxZw1p+ynmsLR6JVqyjfqjdBO5eTnRCNvWc97Nx9uPRTbyQdHT6ZsY07G2eTGOiLmZMr3kPmc3bo16izMijZuD3l2/7Aqe8+IyPiEdblPfhk/n7urp9O4Ka5SLp61Jm+HduqdTk3oBHpYQ+wLFOFuvP2o8nO4MLwFiTfu46BpQ11FxzC2M6Zhzt/JmCh3MIq03Ew7gPmyJlivy7mzmJZbF2h9yTK9Rgvp8grcri98EfCDq4FHR08xq+neJO/AiqjTm4nYFYftIpsLCvWwHveIQyeclXOigrh5rg2pD+8ha6xKe6j1+D4WbsXzmnK3asETOlMdvRjDG2d8Zy5D4unvIieRrL/H9yb3YfsyIdI+gaU6TcTlzavJyLZ0Y8JmtefZF/5pmvfqDPlhy7Ldwq8OiOV0HUTidy3HLRaTEtXpeK4TZg+ZQpZEKgzUghdP5mofctBq0HfsiiufWdi/0X3d3qzVGekELljLtF7Fss+NLp6OHceQ7HOY/8Rl+nXQatSknBmO9G7FpIVIkcw6RiZ4tDye5w7jkKvgHEk/xZoMtOIO7yamN2LUCVGAWBgVxynLuMp2uTbt3II/4jXQSqU7TBJkloCW4BgoDJwF3BDNlH8SII+4t+NiKunub58IgC1h83nygKZOHj0Hsv1JbJfTvXvfyLot9WkhNzDsmQFVBkpJNzzxcypJO5dh3FulEwCagxbRELA5dyKkDl1p2zgwsRuckRG9QZU7TeZMz80IiMyhCIVqtNg8RECN895hgA51mrCheEtSQ70xdS5FJ8sOixrgIY0IyM8GBPHktRbeBhT59LcWjCYR7uWAuD2wyzKdRmOVqUkYP4QQvfKFRW3HxdQOjc/LCsmDN9x7UgJ8kXHwBDPiZtw+lRu52nVKoJ+GU3or4sAcG76LW7Dlj0zvh1/5Si3pnZFlZ6MSbGyeM7Yg/lzrSqtSsmjDT8RsmUWaLVYVPDCY+belwql1VnpPFwxmoh9KwAwda2M2/hNmD+nO3oaQqMhYu8yHq0ehzYnCz2LIpQbtAiHRvlLGhdCEHdyK49+GYkqORZ0dCnecSQle0xGJzczrSDQKnOI2vcLYVtnok5LBB0dnFr9QIkeUwqcSfY6qDPTiNn/C1E756FOSwKgSN2WuPSahkmJiu9sP/k6lowUYg+uIvq3n/NIgr6NI46tBmLfvG+hJT+qpFhifltC3IFf0GSmAmDs6oZj++EU+bTDR/LzT0OiULbDgGlADyHELkmSkoUQHpIk9UAmRAXCRxL0Ee8VGbERnBrTBaHV4tFjFPf3rUWVlUHJz1ry6Mg2VJlplPy0FRnRYYT9fgADC2scqtUmeP869EzMqDXyZy5M6YFWpaRC+wGoszMIWCv7+NSZvIGbS0eT9uQ+VmXcqTFsEWcHNSUz6jFFKnnx6aIjBG6Z92wFqEptzn3/GUn3fDEqYk/9xUfJSYzmwtDmKJJisSpbjToLDqJraMyl4c2Ju3oSHX0DPMeswuXLLuQkxXJ9XDuSbl1Ex8CQaqNXUfwLmRzE+57mxqTOKFMSMHEsidf0nXku0YrkOPwmdCDJ/3ckXT0q/bgIl1b989pbQqvl0eaZBK+dBEJgV7c5VcZtRN/M8pnzmR5yh9vTviU92B8kiZIdh1Om15SXCqATrh4jcG5/FHHhSLp6lOw6FteuY15bzcgMvUfg7D6k3bsCgN1n7Sk3aFG+3Z8zQ+8RvHAAqbd+B8DCrQ5lhyzFrHSVfH3+aQiNmtjjmwjdMAVlfIS8vSr1KDNwEWZlXk3iCgpVagLRe5YQvXdp3o3Zomp9SvSZ8d4jJnJiQonevZi4o+vQZmcAYFyyMk7thlL0s45vRCI/NIQQZNy7QvyRtSSe3oZQKQB5ks2xwwgsazZ9r2Pb//conOfaRQix67n3NgIxwPCCbOgjCfqIt0Lg/o0Uq/kZ5g5/r7/QqJScHNGenOR4ivl8TlZCJHF3rmFqXwxJkkgJuYtlyQoUKVMZv9XT0DUwpMyXnQjauQxJV4+6E9fgu3gEipQEnGt/gYmtIzeXypNfPmNXEnJkc54Zos+YX/h9+NdkRj/BprI3DRY9VwGatg3LkhU43bsOmdGhmDqWpN6Cg6SF3OXalG6oszKw8/qMWrN2o0iK5fwPn5MRdh9Da1t8Zu7GpmodUoJucHV0a3LiIjCydabGzN1YV/KWvXa2ziVw1QTQarGt2ZjqkzbntbhS7l3j5vi25MRFYGjjgOe0Xc/EYKgyUgmY/i1xFw6CJFG291RKdx3zTItHaDSE7lxE8OrxCJUSY0dX3Metx7pqvRfOuyotiQc/DyX6+GYALCp4UWnUGsxKu7/yWqmzMniybTZh2+ci1CrZt2foMmzrtMjXz4UiIYonG6cSfXhdXquqVP/Z2DfpVuBWlRCCxPN7ebx2Atm5OhHTUlVw7TMd65pfvrMbpiI+gqidC4g9vBptThYgk59inUZj6dXovd6YM+77ErVzPom/7watFgBLz4Y4thuKlXeTQkkSVCnxJJzcQsLRdWQ/uZf3vlXtFjh2GPnBJuv+v1E4hdFAnCRJ9kKIWCBUkqRaQAJysnyB8J8hQZIkVQEmCCHafuhj+X9BypNgzkzujZ6RCT1OhmNgZvHCOkKrzbvpXV4wktjbVzFzKI59lZr4rZ6OnpEJpT5vzd1ti9E3MaNs827c+FkmNhVa9yNwh+x7WWf8SoL3rSE1NAir0m7YVamN39JxIEnUGr+KpKCbeWaItcau4OL4TmTFhGHjVpNP5u3Db9EwHh/elEeADC2tOd23Hqr0FIpU8qbO3L2EHljL3VWTAHBp0gmvcWtI8D/P1XEdUKUnY1mmCrXm7MXYwYXHv63gzpJhaJUKirjXwnvGLoxsHMiOi8Bvek8SfOVJnXLdx1G+50QkXV25bbV1Dg83TEOoVVi718Hjp18xKuqYd74Srp/kzrzvyY4KQc/MimqTtmDr8+Uz5zTl3jUCFw4kLUgObi7WvDflB8x7qTYn9twe7i8aiDIpFh0DI0r1moJL28Ho6L38v77Qaok5sZlHq8ahzI0icGrehzL9Z6P3XBXqZVCnpxC2Yy6Ru2X9DDo6OLboh2vvaQX2/REaDfG/7yZ822wyH90CwMipFCV7TMH2sw7vRPcjhCDzwQ1iDqwg/uQWhFr2X7P2aYpzp9FYuNV5633k+1i0WlKuHiFq5wLScitnkq4eNp93xKndUEzfYbXrfUGrVpHme4L44xtJuXQg7/zqWdlRtHFXbJv2wrh4+Q98lP/HKLyO0auBusAeYCFwFtAC8wu6oUJFgiRJMgHGANWQBVGTkZXh84FGyOWwj3hP8Nu0AISg7BftX0qAgg5sIvjIVhrP2UHYxePc2SGPc1du9x3Xl8qhppXa9ufO1oUAVO44iJu5WqGKbfpxf/cvAHgNmk3C3WtEXz2FURE7XOq3wH+FvJ7P6OXE+Z0n5PAmdPQNqDFyKddm9icrNpyi7j7UmbadS+M6EnfjHLpGJtSZthVVegp/TOyMVq3Cuf7XVB+9Av95A4k4sxskCbf+0yjfdSQhv60gYOFghEaD4yct8J60CaHV4DuhI1FndgNQslU/3H5cgK6BIZGndxEw93tU6ckYWBWl2tg1ONT5CoCUIF9uz+xD+iM59LhEmwFU/GFuXitKkRhD4NJhRJ+SIw7My1TFY9ouTJ8yuVOmJBC8ahwRh9aCEBjZFaPSsOXY1m72wrnPDH/AwxWjiT+/HwCrKvWoOGoVpsXLvfJ6pgRcIHjpUNLv35CPoYI35QYuwNKt9is/8yc0imyi9i6XdTrpyQAU/aQVrr2mYVKiwt9+/mloVUpiT2wmYsdcsiPk8WgDG0dcuozDoVmvdyJGVqcnE396O7GH15CVS7CQJGw+bUexjqPeK+HQZGeScHob0bsX5VW6dE3MsfuqL47fDMTwHU+5/dPQ5GSRdvMUKZcOknz5IOqUeHmBjg6WNZti27QnVj5ffdT7/CtQOIXRQojZT/17kyRJ5wBTIURgQbdVqEgQsAzwAI4ju0O7AxWQyU+fXB+hj3gPyIyPJujARpAkPL4d9sLyaP+L/D6tP1qVkru7V3JztexpVbXrEPxWTwMhqPBNb+79uhSEoGKbftzdthihUVO6aWceHd6MVq2icuchKFMTeLBnJToGhrg27sDtdfK2vEcsJuL8ASIvHkXXyATvoQvw/3kU2fGR2Fapjffo5Zz7sSlpoYEY2ThQb84ewk/sIHinbO5XtsMgyrYZwIUfvyQl2B89E3NqTNmMg08Tbs0bRMhvMgkr13UklftPI+X+TXwndCIrKgQ9E3OqjV6J8+ftUGWkcmtWXyKOy1b+drW+pNqY1RjZOKBRZBO8dgohO+aDVouJUyncR6/CxlM2dNSqlITtW0HwuimoM1LQMTSmTPcJuLYfknezFxoNEYfWELxqPKq0JFnP02EopbqNQ8/kWRNARVIsjzf8ROTB1QiNGl1jM8r0n0Wxr/u9snKSHfOERytGEXdWbrEb2jpTuu8M7D/v9LfVFq0ih5gTmwjbNB1Frk7HsloDSvWdgUWlmn/zU/QsNNmZxBxeS/jO+XmaHyOnUhTvMAL7Jt3e2odHCEFawHniDq8h8Y89aJU5AOhZ2GDbuCsOzfth/BqS+C4hNGrSAs6TcHo7ied2oslKB+SJKMfWP2LXtBd6pi8+WPxboUqOI+XqYZIvHiDtxkm5CpgLI5cKFP28C0Ubd8PgJbEuH/GBUTjbYc9ACBH2pp8tbCSoCVBNCBGXa5cdBtQXQpz/wMf1f4eAbUtkl+SGrbAu+Ww5Oy0qlGND26BVKanUug8PDm5GnZOFa8NWPDgk/7tE/eY8PrETrUqJa6M2PDyyDXV2Ji4NWhB56Rjq7ExKfdEJVWYagfvXyjf+z74hKLc9Vn3wXEKPbSXhzjUMrYpSrd9kbi0bgzItGdtqdanSZxJnfmiMIjkOy1KVqTlhDbcWDyfh1kV09PSpNmQhlqUrc7ZvHRTJ8ZgVK0PtuXvRN7Xk4uCmxN84myeALv5FZ0J2/szdZaMQahWW5T3x+mkbZsXKkOj/Bzendic7NgxdQ2MqD5xHiZZy1ETMH/sI/HkY2dGhoKODa/shlOszFV0jE3li6uJBgpaNJCu32lG0ZhMqD12KyVNOuMm3zhO0dHhe68vGqyEVBi/B7Lnqijorg7CdC3myfR6a7Ax5YuqrXpTqMemleWIgj7yHbZ9H9NH1aJUKdAyMcOk4ghIdR/xt7IMyOY6ofb8Qtf8XVLlP+qalq1Kq7wysaxRMs5ITG0bM4TVEH1iJKlV+jjEpWZninUZh91l7JN23+zWlTI4j/vgmYo+sJSfiQd77ltUbYt+0F0XqtHwvAmOtSkmq3xmS/viNpIv7Uaf+9cxmVskHh1Y/YFO/baGpkGSHPyDl0gGSLx0g4+4lEH8FeJuW98KqdgusazXHuJR7odQw/X9AKqztsHeGwkaCzIQQcQBCiAhJkjLeNQGSJMkd+BmwBDRAP8AfueX2BfI5myeEWPEu91uYoEhP5c4ueRzcs/uIZ5YpM9M5OrgVOcnxONdsSHJIICmh97EuVYmMyMdkJ0Rj61aDxKCbqDLTcKrxGZFXTqHOSqd4va9IDg5AmZqIk08jtKocHh7fhq6hEU41G/H42HaQJKr0HMuDXcvJiHqMqWNJyrXqzc0FQ9CqVTjVbUbJxh34fWgLNIps7Gs0pGLnYVwc+Q05CdEY2zpRa8avpD26wx8DGiE0auxrNqLm1G3EXj2B/9wBqNKTMbS2w2f2HsxLlOfa6NbEnD8AgGubAVQeIFdi7y0fzcNt80EIrCp44TlxI2YlypMR9oDAxYOJv3ocAPPSVXAb8QvWbvJkUVqwP4FLh5N0Uw4bNS1ejvI/zMGu9ld5N4u0h7cIXjmOhCtHAbk6U2HgfOwbtHnmhqJR5BB5cDWhW2aiTJIjdIrWbkaZfjNf6fqc8fguT7bOJu7MDoRGA4D95x0p3XfG3zo2Zz4JJGLnQmJPbMmb6jEr50nx9kOx/TT/ZnZCoyHZ9wRRB1aQdOVInvjXvII3xTuPwaZ287fS/AiNhpQbJ4k9spbkiwcQGjUABjZO2H3RHbsve7yX2AVNVjopvidIuniA5EsH86bNAIyKlaVIvW+wbdz1vY/cvwm0yhzSA86T6nuClCuHyQm/n7dM0jfAotqnWNVujnWtFh8rPoUFhXdE/p2hsJEgPUmSPuUpd8jnXxc0PO1p5GqOTgC9hBBHJEn6GtgKLEEOaXVDDmy9LEnSTSHEtTfdV2HG3d0rUWak4exVH3v3GnnvazUaTo3tSlLwbaxKlEPfyIQnV09jYuuEuZMLERePYeZUEnVmGllxkdhU8CTpQQCq9BSK1f6CrNgwMqNCsangiVApCDtzEn1TC4pW9iLij4Po6OlTqfMQgn5dgioznSIVq2Nb2ZuAX+QYivIdfkTPyITLk7qBEJRq3gOrslW4MKwFQqPG1qMeXmNXcX/jbEIPbwCgbMfBlOsyAr853xN5Wm4H2fs0wXPsarJjwzj3rRfZsWHomVniMXYNTg1akXT7EgHzB5EW7A86OpTrNoZyPSegVSm5v3Icj3csQKtSomdmSbneU3Fp2R8dPT1yEqIJXjOBiCMbQAj0za0p03MSLl/3y2t9ZUU+4uHaSUSf3A6ArrEZJTsMpWSHYc+0vjTZmUQd2UDotjl5bSiLCt6U/X421tXqv/S6pd69wpOts0jIDSqVdHVxaNKVEp1GYlqy0iuvt1aRQ8LF/cQcXU/y9ZN579vU/opi7YZiWfWTfD/pZz0JJPbEFuJObUWRmwUl6elTtEFbHJv3K9C2Xobs8AfEn95G3LGNKONyK+Q6uljXbo59017yNNlbVpb+Doq4cJIvHyLp0gHS/M8hVMq8ZcaubtjU+4Yin3yDiavbv7pCIoQgJyKYVN8TpF4/Rrr/uWfaXLrm1ljVbIp17eZYejVBtxC17z7iTxROTdC7RGEjQXE86waZ+NzrAoenPYfGwCMhxJHc1weAx8hVoFVCCDWQLEnSDqAL8H9HgtSKHG5tlVtSHj2erQJdXTqOJ38cwtDCGrvK3gQf2YqBmSV2bt6EnZPzwYyti5J4zxeLYqXJjotEkZKAo1cDsuIiSHl0BzNnV9TZGSTfv4mRtR3mTiWJuXYGfVNzXL/oxL0t8xBaLS6ftkJoVDzcswJJV5eq300j+tJR4m7+IYub+0wiM+Iht3Kdnct1+BHHus04/+OXZEWHysaFI5ejZ2jCmW7VUSTGoGtsSpVB8yj+RWcebZvP/fXTERo1VpW88Zq6DaFRc31sW6J/3wuAiVMpPCduwNqtFjFndxO4dAQ5uTf2Yk27U/67mRha26HOziRk62xCts5Gk52JpKtHidYDKP3tOAxyJ6Zy4iMJ2TyTiAOylkfSN8Cl5XeU6joGA2vbvHOsSIolfM9SIvb9kidANitdhVI9J2Nbt8ULN1WNIoe4szuJ3L+CtHtXAdAxMMKpWS+KdxiGsUOJl15nIQQZD24Sc3QDcae35+1Lx9AYhy++xbnNj5jkUz+jSk0g7syvxJ3YTHrQ9bz3jRxdcWzeF/svuufbd+hlyIl+TNKFfcSf3k7mgxt57xs6umLftBd2Tb7F4CXGke8KWqWC9LuXSPE9Scr142Q99P9roSRhXrk21rW+oki9Vu9Nc/QmEFotOeH3Sb99nvSAP0gPOJ+nzfoTJmWqYendBEuvxpi51Sk0rbuPeAXeYyVIkn85bQBuCyHmSZJkjKzzrZF7JFeBH4QQ2a/eyjPbawR0AOyEEM0lSfICLP6zKfK58BFCxPyD2y8HxEiStBaoCqQAI4HiQPhT60UAL3V7kySpL9AXwMXlzcIg/824f2gLWQkx2JSrikvtJnnvB+3fgP+Geejo6VGq4TcE7V2Ljr4Bjp51CTu3H11DY4pW8CDmxjmMi9ijzskiOykWO3cfMqOf5La2XFBnppOVmoCFSzl09Q1IuHsNoyJ22LrXIvg3uQVXsfMQ4m/8TvL9m+ibWVKp20iCti5AkRyPkY0DVX+YwcNfl5DywB9dIxOqj1hK6qPbnB/URG5dlffE7fvpPPp1CbGX5HaTTbW6VB+3lrSHAZztXIWs6FAASnccQun2g3m4ZQ6h+1bKYmNDY0p3GEKZziNIe+jP5f51SbkrmwlalPOk8tAlWLvVQp2dyeMdCwjZNhdlchwA9vW+pvx3s/OCUTPDHvB421yijm+Wx4d1dHCKfjGCAAAgAElEQVT68lvK9Jz0DEHJDA3kyc6FxJzYglYpt6EsK/tQosMwbOu1fKF1lBl6j6jD64g5vglVaiIAemZWOH/dn+JtBr0y6V2RGE3cyW3EHt9E5uM7ee+blfXA4cse2H3eMV+j7uqMVBIvHSD+3C6Srx3Pa0fpmlpg26At9o27YuFW541aXkKrJePBDZIvHSTp0oG8+AiQp6qK1PsG20adsaz26T+SNSWEICf8vkx6fE+Q5v872pzMvOU6RqZYeTfGutZXWNdsiv5bELx/EprMNDICr5Jx7woZ9y6TEXQNTS7Z/RN6FjZYeDXCyrsJFl6NMSji8IGO9iP+MbyHaqQkSRWRCU9N4M//sOOQOUgVZBK0BXn6e2I+tjcQ+BFYA/yZkpyN3LX5+3HWp1DYSNADIK/mKknSb0KIl6dDvhn0gabAp0KIq7ntsCPIJ1c8tZ6ErBd6AUKIVcAqAC8vL/GydQortBoNfhtlGwbPHiPyqg5hF49x7qd+AJT9ohNBe9eCJFHM+1PCzx9G19AIZ+8GRFw8ir6JOTp6enI7rHw1MqIfk5MYi3mxUmTHR6FV5mBXtTbZ8VGkhD3AzKkkhtZFifjjf+y9d3gc1333+zkz23fRO0gA7L2oUKJ6sdW7i2K5xLGVRG5y4jjJdd5y/Tp5Eyd2nMQpdhJdx07iuMdFllUtyaqURVKUSLFXkGABiA5s3505948zu5htwKJSoObzPPvszDlnzszOArvf/bWjhNTaD32Woz//JrG+MwRbF9O6+UblDpOSpkveQcOGy9nxpU9gJhOEFi5l3cf/nP3f+nNGju5B6DorP/T/4A5U8Orn3oMRj+IOVbHuU39F7brL2PnlT2Tr+1QuXc+aB7/EyIEd/OpD60lHRkDTaL/jflb+zv/BiIzwxv/9TVXQEPDUNLLit79A252/g5GMF4ifqtWXsvITf0ndhdcBMHzgNY7915foef4nKqBUCJqufy/LPvp/CC1WrikpJUM7X+T4979C35ZH1ZsgBA1X303HfX9I9frcGjbpaJizv/ohpx/9JiN7Xsm2h5ZfyMJ3fYKmd74f3RcofF8Tcfq2/JyeJ/+Tga1PZuNzXJV1NN3wfppv/SihcZbVyJ4/MkL/lkfoe+5HDGx7cswNpOnUbr6Vxpt+k7or78pZFqRczGRCBRVveYTBLY+QtJaOACV8qi+5mfrrf4PqzbdNaf6JSI0MMLzjaYa3/5Kh7b8kebYrpz+wZD1VF99I9aYbqNx47TlbUb4UGeEW3vuKJXp+TaxzT04wM4C7rpWKdVdQseFaKjZeg79jjbNo6XnNnLnDPoUSLPYsrheATimlCSCEeJ3yl734DPBOKWWnEOJzVtt+YNJFp+abCMqXrNfN8PyngX1SylcBpJQPCyG+ARwF7Pb0VpQ16G3F0Wd/xvCJQ1QuWMyyG5X4PrtnO0/+8fuQhsHSG9/LocdVmnjrxddw8pUn0dweGtddysmXH0f3ePGEqoiePUn14tWEz3SSGh2iYuFSwqeOIIC2a+6k981XVVbX4tWk4xEG9m7HX99C6+Yb2POtL4KU1K3bjBCCwz99CKFpLH/vJxnYu5V93/wLADpu+02CTQvZ9qcfRqZThNpXqNo/P/wnhg8pd8XCG9/Hyg9/js6fPsSbf/Mg0jBwV9Sw6ne/gO4LsPOvHiB+Vr3NjZfdwppP/iWeqjoO/duf0vXoN8E00f1BFt/3hyx5/2dBaHT+6O8LxM/y+z9P/eZbAOjf/gzHvvtl+repRUiFy03rLR9m8Qf+OGsdMtNpel/4Cce//7eMWO4jzeOj5ZYP0/6+P8ip9SOlZGTfVk7/4t84++wPVGYYShg0vfM+Wm+/n4pVlxS4yaSUjO59le4n/oPeX/2QdHhIXY/uovbKO2i+5cPUXnb7hDV5kkO9DG57kr7nf8zA1iezwdIIQdXGa2m47l7qr3l3SctTKaRhEDmyk5FdLzKy83mGdjyTXTYCwNOwkNor7lTxKBuvm/HsrtTIAOH9WxndvYXh7b8kfGBbjmBwVTdQffENVF9yE1UX3TCr7rbJIk2TxOkjRI+8QeTQG0QPv054/zaM0YGcccLlJrDsQkJrLrMel+NpbHtLxyk5zALTd4fVCyG22/YfsowBWaSUDwIIIW6ytT2V2RZCdKCEzQNlnrOCMe9M5h/TDSSLDy/NfBNBs21ZeRz4GyHExVLK14QQ11jn/BlwvxDiESCE8kN+fJav5S2FlJLXv/XXAFzwm3+A5nIx3HWEx37vLtKxCG2X38jxFx5FGgaN6y+l+7Xn0Vxu6lZsoGfHC7j8QXxVdUS6T1CxYAmRM50YiRih1kWETx5BCGi/9m5ObnkcmUpSu+ICRk8dIR0dpXrZOnRdp/OxbyM0jdar76Rn27MYsTC+umYWXH0Hx37+DcxkAn/DAlZ88A848di36XpcLROx+J4H0ITg9S/+LkhJoGUR6z79JUYP7eTFB67CiEdB01j07k9Qf/F1HPr3LzJyWBXQq1x+AWsf/BLVqy/h2He/wrEf/B1GPIrQddru+RjLP/p50DSOff9vOf6Tr2dTvO3ix4iF6frpP3PiJ18nclzV8tL9IdrufoCO3/hMNoU9HR7m9JPfpuuHXyV25hgA7qo6Fr7rU7S96xM5cTPJoT56fvkdTj/6zRy3VdX6K2m9/X4ar7u3IM1dGgYj+16l/+VH6HvpZ8S6xtLFQysuounmD9P4zvvwVDdQCmmkGdn7awa3PcXA1icJH3xtTBxkhM+176X+2ndPynViplNEDr7G8M4XGNn1AqO7X8aIjOSMCSzdSO2Vd1F7xV0El184Y1/WZipJ5PAbhPdvU+6h/VuJW2ULMgi3h4p1V1G96UaqN91IYOnGt4SFxEwmiHXuJnr4DSKH3yB6ZCfRIztzBGMGd11LVuyE1lxGcMXFbzmLlcMcI2YkRb5PSrlp6pcgLgZ+CvyTlPIXZR72AvAnwF/Y2n4PVTl6Usw3EZSfHVaQLTad7DApZbcQ4h7g60KIIJAA3g38GlgK7AQ8wL9KKZ+f6nnmI6e2/Yqze7fjr2lg1d0fITpwll986jZiA2dpXHsJZ15/GSMRo27FBnrf3IrmclG9aAX9e7fjDlWhCUGk+wSh5naiPSeQRppA4wIipzvRvV7qV19M1/OqunH9us30790KUlK/bjMjR/dgxML461sJNC3k9AsqXb3xomtIh4fpfPgbALTdcC8YBm/+vVo/L9C6mI5bPsjxR75FvPcUQtdZeu+D+GobefPLnyRpxco0X30Xbbd9mOMPP8RrP1UFEv1Nbax64P/SuPlmuh5+iJ1f+CBJqx5O0zX3sPLjqmDjoW9+gVNPfDtbeM8ufiLH97Pvq7/H6Se+nS2G561roe1dn1CiprKWdGSEM099h55f/Yj+rWMuJP+CZXS87zO03PJbWRdWOjrKwKtPcPa5/6b35Z9nx7qrG2i++Tdpve1+gotyU62NWITB7b+kf8sj9L/yaLamD4C7pommGz9I0y0fJrSk9Dpi8Z4TDG57ksGtTzK449mcNG/h9lK18WrqrriL+mvejbeupeQ8dsxknNF9r1qWnhcY3ftKdr2uDN6WxVRuuJrKDddQdeE78JUI4p4MUkoSp48yuv9Vwvu2Et63lcjh13MyuACEx0doxcWEVl9K1UXvpHLDNRPWTppNpJQkz54g1rmHWOdeoseU8Imf2JeNt7Ljrl9AYOlGgssvVM8rN+FpbHesPA6F6OcuRV4IcR/wdeBBKeV3J3Hop4FHhBC/C1QIIQ4AI8Cdk72G+SaCZjs7DCnlC6jgrXw+M5155zs7LCvQhg88CNLk8d+7i5GuI1S1L2fw6F6MeJTaZesYOLgLTdeobO1g6MgePBXVGLEI6XSKioVLCJ86igB8NQ3Ezp7CW1GNJ1RJ784t6L4AFQsX079HZTHVLN/AwO5XEQJqV13MaNchBvZsxV1RTe2qi+jd/iwC8De0Urfhcs68+HOr6J+Xhde/h8jJwxz45p8DUL3qYhovupaTT32XRL+Kra/deCUdd3yUni2Psf1/3QtS4gpVsfzDf0LzFXdw4mf/zN6vfEJZioCa9Vew4mNfJD3Sz76v/j59tnTxxivvYPF9f0jV6kvp3fII2z9zEwM7xvR4zcZraH/PJ2m8+h5kKknvlkfoefZH9L/6eDbQGSGoufA62t79KRquuhuh6yQHz9Lz9HfpfelhBl97Jmds7aU303rHb1N/xZ05bqtE32n6X/kF/S8/wuBrz4y5qFAZWXVX3kXdFXdQveEaRJE1xIxEjOGdLyjhs+0posdzK9H721ZSe+nN1FxyE1Ubry0aZ1QwZyzM6O4tSvTsepHR/a8WCA9/+yolejZeQ+X6q6e9XIQ0TeJnjhI99DqRw28QOfw64f3bSY/0F4z1d6wmtOpSQqsuIbR6M4El689J5pOZTBA/fZh41wHiJw4Q69qvnk/sK2rdQQh87asILLuA4NILCCxTD/c41jwHhxzOkTAWQtyJCmS+SUq5faLxefQAl1iPDpRrbGsmvmhS1yHleRW7+5Zi06ZNcvv2yb63M0M6EeeFL3+Wte/6KE3rLpnWXL37dvDD91+Kyx/kQ48c5Lkv/DYnXn6CQH0LqcgI6ViEqvbljJw4hKZrBBtaiZ49ibeyhsTIIAIINbcR6e5CaAJPsIJUeAR/XROp8BBmMkGgcQGp8DDpWFgFT+s66fAQutdHxcJlDB3ZjQCql28g3tNFanQQobtouPAahg+9QWpExTu0XHk7ZjJO77ZnAPBU19NwwdUM7Hp5LE5nxYUsuOE36NvxXLagoeb2sOiej9N0xa2c/MW/cea5H2cDhBsuu4UFt32EcOc+Tj36b9k4Ic3jY8HNH2LR+/4AM5Xg1KPf4sxT38lei+4L0HLzh2h/1ycJtq+kf9tT9Dz9fXpf/jlGzMomEoLq9VfRdP29NF73Hrx1zcROH6X3xYfpfelhhne/nL0OhKBq7eU0XH0Pjdffmy1sKKUkcvRN+l9+hP4tj+SkoQNUrLmM+ivvpO6KOwksWlM0Pih2Yj8DW59kcNuTDO98IWvZAivw+KJ3UHPJzdReejO+5kUT/s2kRwcZ2f0yIztfYGTXi8ptZtpyCYQgsGSDZem5msr1V086bsiOmU4RO76PyOHXiRyyXEOHX89a4Oy4axqV4Fm9mdDqSwmtvKSsxWFnCikl6eE+4l0HiJ3YrwRP1wFiXQdInDk69n7n4apuxL9oLf5FawgsWkNg6QX4F68/pxYqhxlnThXJpmWNcuuX3zvxwHHQ3/PPr5XrDhNC/Duw20qRPwDUAqdsQ16WUn5qgjl0IAxUSykT440t65ocETR7nEsRtPfh/+Dpz/8ODasu4L7vb52WGfzJz32Aw0/+kI0f/H1SkRH2P/wtPKEqpJEmHYtkBY7u8eCrqiXe340nVEUyPIwQAm9FNcmRQVz+ADIZB2niq20kPnAWAQSb24l0n0AICDS0Eu89jRBQ0bac+EA36cgorkAF/poGIqeOIgRULlmLERsl1q2SDWrXXoqvppHuLar6sO4LUrfhckYP7yQ5qFxAVSsvovmqO+l77RkGdr4EgO4P0n77Rwk2t3Hm2R8xvE8JCOFy03rD+6ndeBV9W5+k58WHs26HYNsK2u7+GHUXXU//9qfpfvr7jBzckb1fFcs2suD2+2m58QOEj+6i5+nvc/b5H2fFEUDlms00v/M+JXzqWwkf3knvSw/T9+LPCFuLrIKKRam96B3UX3U39VfehbdOxdnEu48z9PqzDO74FUOv/4pk31i2lOb1U7PpBuquuJO6y27HU5cbm2OmkoQPvc7Inleyj2TfqZwxoeUXUWNZeyrXXj6hVSQ50M3o7pcZ2fUiwztfIHp0V27mkaYTWn6RsvJsuJrK9VfhqqgZd85iSClJDXQT6zpgiR5L8Bx9M8filcFd10Jw+YUEl11IcNkFhFZcjKdp9t1CZjJOouc4iTPHSHQfI3Gmk2RPJ4nuTuKnjxYEKWfRNLzNi/G1rcDftgpf+0p8bSvxd6zBXVU/q9fs8JZg7kXQV943rTn0d/1T2SJophBC7ARulVKennDwBMw3d5hDGUgpeeM7apHQCz746Wl94He+8ChHfvnf6kvQNNj/8LfQPV6kkSIdi+KvayLS3YXbH0DTdeL93bgDIZLhYXSXByGkWoaioopUeBghwBWoID5wFt3tQfd4ifacwOXzo+s68d7TuLw+/PXNjHYdyoqkWM8JorFRvNX1+KrrGD26ByEg2LqYikWr6N32LEOphMpuWr+ZaNehbAZW9aqLabzsZs6++iQHv/mnALgrqmm57t1gpDj92LeyWVWuUDULbvkQ7spaup/5Aaef/E9AVVduuvbdNF/7bhJ9p+l59occ/KexhWNdFTW03vgBWm9V2Whnn/sxr350IwmbOAkuXkfzDffR9M734a1pYmjnC3T94G/offFh4t2d2XF6oIK6y26l4ep7qNt8K65gJcmBHoZeV4JncMeviJ8+kvM+uWuaqLv8duquvJOai2/IuqiklMR7Tqj4m72vMrpvK6MHthcIBnd1AzWbblTC5+IbS1plzHSK2In9RI/sJHJkF9Gju4gc2UVqsCdnnHB7CK26lMoNV1O14Roq1l6OHqgo988OMxkndvKQZSE5SOzEfmJdB4mfPFAQMJ3B27qU0PILVRzMsgsILrtwWtal8ZBGmmTvyTGR092pti3hk+of/7NZC1QokdO2An/7KnxtSuz4FixzgpUd5pB5WzH6O8AvhBB/j8rUzv7immxcsGMJmkXOlSXo1Gsv8uP734G/tpGPPnkU1xTTh7tefYZHP30XRjJBx5W30LXlCRAaLq8PIx7FW1lDcmQQTzCEkYgqC4zXh5GI4/L6MRMxhAC3P0g6FkH3ejGTCQRKhKRGhxACvNV1pIb6EQL89a3E+k4jAJc/iJAmRjyGpuuE2pYRPn5AzVlRTWX7Sgb3bc+6WaqWrSd+9mS2unHVigupXnMJA2+8SNiKa/FU1VO38Urip48xemRn9rXWrL+Smg1XED/bRc+LD2eXB/A2LKDl+ntxBSrp3/YUw1ZRRFDuroYr7qBu881oAga2P0P/1iezxQkB/C2LabrhPpquvxeZSjCw/WkGtj/D8J4tOTEx7ppGGq68i4ar76HmondgJmIM7XxeiZ7XniXauSfnvdGDVVRfcK1yU114PYHFaxFCkI6MMHpgO6P7tzG699eM7ttKcqCwvmigYzUVay6jcu3lVK69nED7qoJsp9RwH5EjO4ke2aWej75J9PjeglgeUMIttPISZenZeA2hVZdOWK9HSkmq/4yy6nQdIHbiAPGTSvQkujsLathkz1VRg79tFf62FQSXXUBw2QUElm6cUZeWNAyS/adJdndaIuc4iZ5OEt3HlUWn50Suey8fTcfb1I63eTHe5kV4mhfhbV6Et2Ux3ubFuGubnSBlh2LMrSVoeZPc+rcfnNYc+l1/dy4sQcdKdEkp5aTigh1L0HlIxgq0/t4HpiyAzrz+Mo/9/rswkglaLrySEy8/oaw4Hq8qMhgIZQVQOhpWmZaaliOANJcLpIkRjyjhlIyjaRpC10mNDuHy+dGEIDXUj+71IoRGrO80mqbh8gYwYmreYEsHif7TRE4cQPd4CC1Yyujx/QzueRU0jYqOlcTPniR8RBUirVi8Bm9dMwO7Xmbk0OsAeGoaCLUuIXx0F70v/gwAd2UtDZfdgubx0r/tlxz77svZ11+z8WoCC5YSPb6fEz/8arZd9wWov/x2qlZvwoyFGdj+DPu//Ls5cRz+1iXUX3EHNRuvJjl0lsHXnuH1z7wzK84AtZzCyk3UbrqBustvI7RoHSP7X2Vox7Mc/9YXGD20I2dOzeunasNVVF/4Dqovup6K5RchpUn02G6Gd7/EyR/9HaP7thI9sa9APLgqaqhYfSkVqzdTaT3bqz5LI03sxP4xwXN0F9Eju3IKEtrxtS4lsGQ9waUbCSzdQHDpRrzNi0p+qRuJGPGsVSfzOEi860DRmB31gnV8C5bib1uh3EHtK/G3qYerqn5aAkIaBqnBHpJ9J0n2niTZe4pk70lS/aes7S6SZ7uKZl3Zcde1WqJmke2xGG/LYjwNC2d9jTIHh+kzPy1BUsrFMzWXYwmaRc6FJWjkVCf/ccdKhKbz0SePEqyffJn7s3u28/DHbiIZHqF+5Ub6D+xUAsjrx0jEss9ufwAjHkXTdaRpqGVoNA1pmrgDQbVOlu27KnNcvvVHz7SjrD+mdZy3qp5UdBjSKQD8DQtUqjuqqF+wpYPYmc7sL/LgwqVII030zPHseYMLlmLGIyT7z2TbqlZtwte4kPCx3URPHs5en6+pjVDHGlKDvUqEWGheP/WX3kRgwVJSQ70MvvZMjptLuNzUXHANVWsvR/cFiBzfx/DOF4h3H8+5r76WxdRuuoHaTTcQaF9N9PgeRnZvYfjNLYQPv5FjWRAuN5VrLqP6Ikv0rLyE5MAZ5c7at5XR/dsIH9qRs6Bl5rjg0o1K7Ky6hIo1l+FfuBwhhCqi13Oc2PF9RE/sJ9a5h8jRN4l17skJhM6+bl+Q4JINBJaut543ElyyvqhbS0pJsu90ntBRGU6JsydKWnVclbU5biF/2wr8bSvxtiyZsFBjMcxUklT/aUvcnCTZdzpH7KT6TpLsPzO+FcfCXduMp2kR3uYOJXCaOpTAaerA29ThuK0cZoM5tgQ1y61f/fC05tDv+Os5twTNJM5PlfOMXT/4Z6RpsuLW+6YkgPoP7+bnn7yNZHiEqrZlSgBpAk3TMRIxNLdbCSGPRwkglwtppNE0XX2xSBN3IIARi+SII4RQx/n8yESM9HA/mktHGsZYezyGGYsoAZWIkhzuQ2gCb3U9yaE+Er2n0F0efHVNxHu6iJ06AkIj0LKIeN9poqdUnIw7VIm3soZ493ESp5XI8dY2EmpfSWKgh5ED2xk5oMSpu7KOUMcq0tERwkfeJNmjipBqXj81G67CW9tE8uxJBn79GP2WGAPlJqveeA3emga1pMKbLzP02jM599JVUUPNRddTc+H1eOpbSJ49yejeX3PsXz6XEwOkTqhTseoSqi+8nqoLr8PX1EH81CHCh3dy8ntfZnT/tpwaPxl8C5ZZgudSKlZfSmjZRoTuIn7qCNHOPQw8/99Ej+8ldnw/sa79BaIp+3qaOrJWneBSJXh8LUtyXGRmMkGit4vEvldVDEzPCeKnjxDvOkjs5MHiKdwoweptXZoVOP5MsG/bykkF+xqxyJjA6Ruz4CT7lNhJ9Z4siE0qhau6EU/DQjz1rdbzQjwNC/A0LMRdvwBvYzvaLCy/4eDw1kLM2QKqM4kQ4s9K9UkpJ1x7LGcuxxI0e8y1JSgVjfDNmxaRGB3ifd99haa1E4vzaH8P/YfepO2yGxg6fpCf3H89sf4ego2tRM+ezhEyQtPANNH0sWdpmlkBpHu8yHTC+ikjAImmK5EkNKHmkFLNY5VzcHl8mMk4AtDdbrWIKCB0m0sMlcKue7wYkVGEUPuuQAXJ4f6shcfXsABjdAAzHlXuOZeH0KLVmIkoka5D2XF6oILggqUYsQjRk4eyP700j4/KFRfhCoSUu8YuVDSNyhUX429ZhDTShI/sKghOdoWqqN5wNaEVF+HyB0n2dzO6byvhg68VWFr0QAWVay+jYvVmVWBQmkS7DhKx3FHpvIUsAdxV9cq6s3ozFasvIbTsQtLhQVU87/jeseeuA0XjdkBZN/ztqwl0rMbfsZrgkvUElmzAFaqyMppOWAKnc2y7+zjx7k5SA2dKWnQAXFX1+NtWZjObslad1iXjZpcZ0VGS/WdI9Z8mNXCGZN8ZUgNncraT/acxS7nO7GganrpW3PUL8NQrUaNEzti+u651xpfZcHCYIebWErSiRW79h/unNYd+6xfPRUzQt/KamoFrgZ9KKScV5ORYgs4j9v3i2yRGh2i54PKyBFBsqJ+ffexmhjoPcP3n/5WtX/s8sf4efNV1RM+eRne7MNNpJV4ATFMJCetZmqbVbigBk0rY3F9SySAjjaZriMyxApAmmq6DYSCT8ayokukUmq4r142RxoyFcfkCmIkopJKY6SSuQAgzGVduj5F+XIEgLo+X9HA/6T5Vv8ff3K4WaT11lLAV/Kx7ffjqmkmNDJCOjBC21g/T3V6CHavQNEHk+H5G92zJ3h9XRQ2hxWvR3B4SPScIH9im1pCy0AMVVK25DF/rYjS3h2TfacIHtjP4SmHld3/bSkLLNuCuaUJoGsmBbqJHd9O14y+LumbcVfVZq0xwyQY8VbUYsTDxroNET+xl8MUfjyt2vE0d+DtWE+hYg79jFYGONfgWLMOIhUmcOUr89FHiZ44x+uZLKqOpu5NUkQDqHDQdb+NCK/alA6/lKvIvVHE77qq67FApJUZkmFT/GcJvvqhEzkC3stgMnCHVfyYrfOwrsI+HcHuV5aZ+Ie6GBZb1Jtea465tcmJxHBzKZn5agqSUH81vE0LcArx/snM5lqBZZC4tQdI0+a93b2Tw2H5u+fJ3WXHzveOOT4wM8bOP3UTvvh1UtS3DTKcInzmOJ1hJKjKC7nZjplMIoSGkiRACgURoImsN0ED9D1lzZgRQRgcJTSjLD2StP0IUaYOsWy2jkzS3B6wveE3X0ayA7Mx53KEqjPCQGi9UvR/dFyQ5eHbsOnQX7lA16dGBMcGGKqDoqW4gPTpIsr87J27J37IYd2UtqeF+4t2dOX2aL0ho8Vo8NY3IdJL4mWMFa0yBEkeBRWvw1DYjNJ3UaB+x4/tJWcUac9A0/AtXEFy6AV/zIlyBSgSQHDiTTQ9Pnj1ReJxFVuwsWqvO2diOcLlJD/YQP3NsTPCcPkqi5/i4sTBCd+FpbMuKG29TRzYexte0CE/DAtB00iP9pPpOKUEz2E2qv5ukJWxSA92W5eaMqglVBprXj7u2BXddK18S28IAACAASURBVJ66Ztx1rbhrW8a261rw1LWih6qdjCqH8505tgS1yq1fK3fN0uLoN/3pWyImSAihAYNSykmliTo/mc4TTrzyNIPH9hNqWsjSd9wz7thkNMwjD95B774dhJrbSEVGiQ304PL5lQByuTDTKTRhEy42AZQRKkKMPWfIupZErutLWGJHSJl1o4mMRcg0wEijZQQXINJJdJ8KmJamgZmIonu9yGQCDYmMDKG7XGhuFZtkxCKY8Qiay4XmcqvYFyNNerhPZRrVt4KRIjXYS3qoD8Na6FT3+fHWtSJTcRK9p6x0aJV9qXt9+JoXofsCGOEh4t3HiOzfit1uIVwefK2LcVcqK0hqpJ/4maOE971acN/1YCXBxevwNrThClYikGre00cZ+fWjDJWwiAjdhW/BMnwLV+BtasdVUYPuDwGC9NBZEj3HGdn5PL1PfIv0SIkifBae+gV4W5bga12snq2sJk9jO7rXT3q4b0zQDPYQP/omI9ufItWXicU5VbQoYTE0X1AJmNoW3JagUdstWWHjrmtBD1Y54sbB4VwgBMxDy6kQIj8NPgB8gLGV5ctm/r16h6K88V0rLf59H0d3l46/SMdjPPr799C969cE6ppIjQ6TjIyguz2qHo9Lx7QsMkoAoQSQYFwBlLX+WJahrMUoY+mBrNsL00SzrESYxpi1SZoIXbOOkypjTM/0SUQyrtxluo5MJZXLzEwrq5GRVnFGRhpppHH5gsp6NDIApkHaSvfWPB7clbWYiThGeAiZiJE4o2J7NLcbT3UjYJIePItMxkl07c/eO6HpeBsW4ApWIs00ycGzpEcG1LIHeffZ29SOt2EhrmAVAjCiIyR6ThDds4UoxXFV1eNrXoy7plGJHE3HTMYwwkMke08yvP2pCa0rmi+gxE3LYnwtS/A0teOqqEXz+hFCYIwOWNaabmKHdjCy9XFL8HSXdK3lowcrcdctwFOvRIy7phlPXQvu2ma1X9uCp65lUsURHRwczhHz8wfIYVSBxMzFR4E3gN+a7ESOCDoPGOw8yPGXnkD3+lj3nt8pOc5IJnj8D+/l1Lbn1Lpeo4OYySRC0zBT6lkaRkmhoxVps4sf+3EZwZQRRErwmNlxOYJKmmPB0qZledIsS5JpIDQNoatrUxloBpoVRC0A0kmVXh+oUPElpomMRzATKkNND4Qw4xFkOg2pJGkr9kXzeNC9Acx4GNJpSKdI95/KviBPTYOyAiXipIZ7wTRI9p4gaUvS0n1+PHWtuPwhQGJGRkj2n8I4e4JoMTeW7sJbvwBXVb0SOkJDJqKkRwZI9HYRObCt8Bj74aFqvA1tuOuasxYhze1FaDpIk3RkmPRgD6nuY0T3vqIsYWWiBytx11hCpqbJJnCaVaCxFWCsrFAODg7zn3lbJ2jGLtoRQecBO7/3NQBW3f4B/NV1RceY6TRP/skHOf7yE9llLbLF+DJByxlXFJY7yyZ0xrP+aEXa7YIJKce2M32QE1+ENK15pGV5EmBloylxpGKIRGaR4HQKXXchkFnhJmOjCASarTI1poEZGQZUDSLM9FhfKom0BJQeqkRzezGiI2qldilJD/eSHrZekxC4q+vVchSmQTo8hIxFIBEjfeYI+WX19FC1cnm5PEjTxIyFSY/0q+UWeo6T7DlOMVwVtbhrm3FV1qL7QwiXGyElZjKGGQ2THj5L6sxhEp1vFj2+AE3DXd2oYm5qm7JWGndts+2hRI+zEKeDw9sMwbwMjBZCXA90SimPCSGagS8BaeB/SSknyPDIxRFB85zE6DD7fq7Wt9r4gQeLjjENg6f/349y9NmfoXt9pKLhMQsOuZYeyBVAxdrKFj+27ZxHpjMrjmT2uCxSiSHsc2UsRpkgZyOdrVSdEXAgIZVA13WEy4200u/VzVIxN7rHi+ZyY8QjWRFmRkfI1GfWvX40rw/SKUwrRR8pkSN9pG3LVmlenwpk1nXMVBIjMqSsVYAZHiIZHip4L1zBKvRgFbrXb1lvDMxkAjM6ogK4wwMkwwNM5JjSfAFL2Chx47GsNu665jFrTm0z7qoGhD7/PuQcHBzmgvlpCQK+Dtxsbf+t9ZwGHgLumsxEjgia5+z92bdIRcMsvPR66pevL+iXpslzf/5JDj7+PfXFn4gXiJFilp7xrD/ZuJ8S4qdg3vzz2YQPtnbyjs1/zrjOKBhjItweMFJZNxumgUgZKqZI07P1hwBkKoFp1TPSPF5lDbLEkABEKgYpVVRQ03VlkdFdyFQiu9AqgEzGSefF6LgCFWj+kKqvlFZp/jlFBKPDGNFhiuVoCSFwVTWoSsV2MZMRN7XNKrC4ttmJt3FwcJgZtHkpAxZIKU8IIVwoMdQBJIFJryo/L1+9g8I0DHZ+7+uAWi0+HyklL/71Z9n7039DaLpKeae4UNFsAmU8648uckWLTqF4ApvLyzZWE7Lg/FBc+Aj7fn6/NUEm1R5AGMncQdmbpNxpKsBa5sQiAYi0ynTSfIGsRScn+8nmTlPn1lSQsa6DkcZMRBH2KhOxUczYKKatSXO7VUyNzSVld0d5rGBiV3XDuEUFHRwcHGaWvA/02TyTSgH9d+BNKeVXhBA68DfALSgt8hUp5b+UOd2IEKIJWAfslVKGhRAeYNIfoI4IKoEQ4h7g21LKimm+WbPGsRceZeTUMSoXLmHR1bfl9BnJBM/+2cc48Iv/UsG3plEgQEq5v+yCqJTrq1zxI4QsKojsx5Dpzz+WwvFjQkkWCp7MsfkCCcaCsl0uZCbOyIZMRMloGaEp65HKOBuzEKmBJiIxlsquaZqKs2low9u4EE9DG57GNhVE3NiGp7Edd3VjwQrtDg4ODuccwZy4w4QQq4GvAZuBTEDjx4AVKCFTAbwihNghpdxaxpT/CGwDPMBnrLYrgf0ljyiBI4KKIIRYDnyFse++6bxZs8ZOa7X4je//pKq3YxEb7OOxz76HM6+/jBAa0hbwXCrTq5T1xy5+irm9spYk63h1rETLc5lhG5+ZO9/aM67oKSV4is1VQiABKo4oc7BNKGXmAZRgyizrUdNgCZyMuLEJnIY23HUtjvXGwcFhniLmKjD6U8A3AHvK7LuAh6SUaWBQCPF94EPAhN+rUsovCSF+ChhSysz6RSeB0unRJXBEUB5CiADwX8Bnge9azVN+s2aLvoO7OLntOdyBEGvu/ki2ffDYfh759F2MnDwKQpQUQBNZf4RtjCgxJtfCI8cEk+1c5QqfiURPScFTQuwUEze5bRLh9eFt6sDT1K6qJDe1W2tNjVlznJXCHRwczmumbwmqF0LYl0Z4SEr5kH2AlPJBACHETbbmNnKLG54ENpRzwhLZYQbwPyd78Y4IKuRfrccuW1vZb5YQ4gHgAYD29vZZukR447v/BMCau38Lb4WqEt7166d5/I/ep9LfoXhxQ8bETb71JyMSdNu+XfxknjO/G7IBznmusnz3GHnXYB8znugpR/DkCxz7EN0fVCIns85Vdlvtu2oacSoVOzg4vG0RYiYCo/umuGyGBtgjKgUUzRkphpMdNhsIIT4JpKWU3xRCLLJ1lf1mWQr4IVBrh83GdcYG+zjw2PcA2Pj+TwGw+7//P57/4oNI29pQdhdVviUn3xokGF/82F1hpdxd2fHYRFBefylBY7ciFevPXGO+2HHXNOJrXYq3dQne1qX4Ms8tSx2R4+Dg4DAR2jn7jDwBtNr2W1EGhnJwssNmiY8AASHEG6iAK7+1fZKpv1kzzu4ffwMjEWfR1bdSuXAJL/3NH/HGt7+aM8YuUOyCp5hbazzxM+bykgUxQlAofIoFU0NxsZTvOstQIHY0ga91Kf72VfjaVuHvWIW/fTW+9lW4QtWTuHMODg4ODjmcuzpBDwP3CyEeAULAfcDHyzzWyQ6bDaSUl2a2LUvQbinlBUKITzP1N2tGMVIpdv1AJaatfc/v8Nhn30vn849k++3CYjzrT0b8wJjYyenLzCekEkmUFj757rJ8YTOelcfu8tI8Xnztq/B3rMbfvhp/+0p87avxLViO5vFO8Y45ODg4OBRlZtxhU+WfgaXATpTR4V+llM+XeayTHTbHTOfNmlGOPP0TImdPUd2+jFe/9nkGDu/O9hUTQOWKn1yXl8wZJ/L6M8dmnu3ixi6Kill5MmuJ+VqXElxxMYGlGwksWY+/Yw2exnYnldzBwcFhzhCFH9KziJTyI7btNGMCZrLzFMsOO4WTHTZzSCk7UVafab1ZM01mtfho3xnStkrEGfeX3S1lt+CIPMFTSvzYjykmfOwur1LZZfZr0jxeAkvWE1p5CYGlGwgsuwD/onVqDS6HeYG0ikxmFriV0sxuI82xuktyqiFw0prXOkdmbmTu3AXnkrnntLZltk3mtOdeX/E+md9e9PiJ5x0bWuKYceaVpc43XXLmLXwNMu88Ats/dfYf27adeS41r/2eSpnThq0tp9/+ntraZKl+az+nf1yKBRsWtomc15j3evPahNBA05RbSdMIXnonYj6VzRDzc1kdKeXB8fbLxRFB84iR08c5u3cHgFr/y+6WyrP4ZIsZjiN+lGBSQc72StC6KBQ+BenxeUJIAJruIrBkPZUXXEfFms0Ell2It2XJvLTuSCkhnUKm4shUApm0ngv2bdvpBNJIg5FGGmmkkQLDsLWlsn2Y1ph0Krud7ct7zh5nGjmCANNUXyCmrS37hWATDoZ1nGkoAWMa6ljTUNsys50vasyxRXYdHBzKYtH3++eZCJo7S9BMIoS4ERWa0iilvFMIsQmolFI+O5l5HBE0j0hFw8h0StW4ybPCaKgfI8XcYJpNFCmBMxbknB1rs/rYhc94osdT3UDFuiuovOB6Qms2E1h6AZrbM2f3Q0qJjEcwI0PZhxEZxgxn9ocxo8OYkSFkIoZMJfNEjE3I5AudvDXB3vYIkf2lK8TYr16EZolcofbHn6R0V2benLmEmlto2fNnz5W5nsy15Z1CFP31nncN+X3Wc8GxxY4vY14x4TGl5y157FSRcmKLjhDZ1y6LWHSKWnqK3YecWhm2e5rdz+8XlkVlbLvA6iKE1SSKvw5rnMjpK3IPCpqKWY6KvPYSbeqW5FlJ9XkkgBDz0hJkxen+PqoA43ut5hjwD8AVk5nLEUHziPhQH0LYFvrEEjWiuBDKiJ+x/lyrT1YIUSh8CoKqNZ3g4rVUXvgOKjZcRWj1ZXjqWmbkdUkpMUcHMIa6MQZ7SA92Y4YHlYiJ2ARNZAgjMoQZHmvHLLesxBRwuRFuL8Lty332ePP2rWeXR/0C1F0IzaWedRdCd2e3ye7rOfvZ7cxx+fO43EoECDFmes+Y4jOCwC4UbG1C0y3Roqttzdq22lS7ZhuTmV/LfsE4pQYcHM5D7L9s5xefAd4ppewUQnzOatsPrJzsRI4Imkf4axpy3FQZ0ZNj5SkhfnLEUhHhU8z6E+xYQ82Vd1F16c2EVl82aSuPlBJj4Azps51K3FgixxjsxhjqUX1DPRhDPWBb5X0yCG8ALVhtParQQtXowSpbWzVaoBLhDeQKFrcP4fbk7Wf6re156MZzcHBwKJ+M/X/eUcFYAeOMac6NqhU0KRwRNI9whyrRhXrHM6Km4JnMvlq41KXlucbIFUN2EeSuaaJm8y3UXnk3FRuvwxWqmvCazESMdM8xUj3HSHcfJdV9lHT3MVLdx0j3HEMmY2W9Ni1YjV7dhF7TpJ4r63LFTWY7VIWeFTdViDl0vzk4ODicd8zPH3svAH8C/IWt7feAX012IkcEzSN8VfW4rL9Xu/jJBDK7tOJWnxyrkE38uHwBqjZcRe2191K16Ua8jW1FzytNk/TZTpKdb5I8vofU6UNK+HQfwxgYv0CnVtWAu7EDvbbVEjjNuGqa0GuaLdHTjF7TfE7X6JKmAelkbiYKlMyiKcz0kWO/RYr0y7LmGb+/eMZTiUyYUgky48U/lDO2ZPbXJMaWaM/PTJrd803u2qY/R/nvU/EYlUmebybu25TvcWEWnJygf6Ljc64l5/+sxLXmX6f9WiYaO8VMPK2iAc+qK6d07LlnXoqgTwOPCCF+F6gQQhwARoA7JzuRI4LmEW6fD5dlCXIJJXp0QNdkjtDRbQ8B6NqYxcfXsID6d95Hww0fxL9kQ0GshzE6QPL4bpKdu0h27lbC58QeZDxS/KJ0F67GRbibl+BuXoyreQnu5iW4mhfjblqMFqgc9zVJKSEVxxzpxYyNIuNhZCKCzGzHw8hEGJmIItNJlbGVToKRVJlV6eRYu5G09q12wzY+nVRZVkXGTz2128HBwQHca6/Hs+rhc30ZU0AwR6vIzzQ9wCXWowPlGtsqpZx0OqsjguYZPg2kZd1xaWMur6z4odDqE+xYSePNH6Hune/PWntkKmEJnTeV2DmuBE8py45e24KnYx2ejnW4F67E3bQEV8sSXHULEbr6J5KmiYwMYg6fxRw5S3Lnk5ijvZjDvZgjZ1X7aJ8SOIlIVuTManBzOQgBLs9YthG2QOCS2TQi2zx+v7CeCtsmOqZoW3auvP5ir6ns9lkaWzLgsnh70eDrycwxE2NLxohOZo7p3Tcx1+/pjNw3e3vh32zu0GL9wj6gvP6ibaWus8j/Txljy8XVtnbSx7x1mPzrPZcIIXQgDFRLKbcCW6cznyOC5hkBjyBtmLgsgZOxBuXEBemCipUX03T7A9Re/S5clbWYkWHi+19h4Il/JbbnRRKHtisrSB7CG8DTsVYJnkXr8XSsx7NoHVqgCnPgJEZvJ8bZTowDz5H69feUuBnpzQqcKQkatw/hCyJ8FWi+EMIbRPhDCG8I4QupbU8Q3B6VgaV7VOaWywMuj8q2cnmsfatdtzK1Mu2628q4yhvn8qiMKQcHB4e3G4J5lx0mpTSEEAeBOqawYGo+jgiaZ1SEQsTDI7lxQAJcbhdVG6+j+a6PUb35VmRslNjelxj6wZ8T3/Miyc5duYXvhMC9YIVN7KzD1diGAMz+E5bYOUx839NEzh7D7O8qS+CIYDVaZSNaVSNaRQNaVcPYfmUjWmUdwl+lxI0vqISOrbCYlFKdx0hlHzKznbZtG8mxAoRptY2ZBpmGVAqZHM0W/JNmpoigrQhgTnFBW1terRJV30TL/XWarVEjCsbn7lu1bjLHavnHaLZt8vYLzyvyz5kJaCw2X/ZcZPuEyD+31Wf7m7DtFG8vZ0xOOyXap36uYhajonEnqqPI9gTxKHmbE8epTDO+pexrmiDOJmfMJM9TzmubdDvF26cxpyznXDPBBMJAX3QxwnU+rGco5uuPwO8AvxBC/D1qMfPsH4NTLPE8Z8kH/4hj3/i8yubyB6i9/Haa7/oEvuY2Evu2EN/1FKe+93lSpw7kHqi78K66FN+aq/C0rcLl9WL0HMI4cxhj71NEn38IGR0qfWIh0GoXoDcsUo/GRWi1CxGhGjRvQKWVuzxgxCEeRsZHs88yPgp9h5And5BOhCE+arnERiERU7E5VlVkDCdGx8HB4a1N4AvbEVXN5/oyZoh5GRj9Cev5C3ntElgymYkcETTPaPvg/8AMD1C94SrESC+JvS8x9I/3k+49kTNOeAN4V27G27EWV2UNWjpG+tRe0lu/S+xXg0XnFt4geuNitIzQqWlG81eoejpIiPRjDncjh7uRh59T2+G+mRctQoDuAd2l3Fi6WwXv6bYCgpoL9EyhPxcyU/wva0GxbdurEFt9Ast3KMbasuT/IpUApv23htVuy94qemxmP//XqxxrkqZtLgmmzN2X5lh2mYSCdbOyx0/UZ1m88ua2v8ySr3/G26d+rkILSCkL0QQWJTFFa9WkLWGioGnSFrES7aKkBW1mz1PaUsfEY2b5XAWVtcti/M+r0hl6tivQz5fSHDaL8jxCSrl4puZyRNA8Q2ga+u5fMvD4P+S0a8FqvEs24qptRndrMNKD0bUbo+vX5DuxREUdro4LcLUsR/MHEZgIMw3xERjpwRw+iTy9HTMZZcJQe6GBvxLh8YFLVVJW8Tce0FwqaDpb3RgyX75CmkgzjTAtd1Y6oR7SLFGdWKLqYCXBRD3SU7qFbzFsbiz7Qow5Ys7eptvEmwDNbZsjz22XF3idXbogx02WN47Sx1PO8QVB37axUzreYjIp0ZM+ppTrKL+v1Hz5c5dz/ER9lOiboitvUnOVMX6ivkmdb/L3r2y3WLnnl7b+zLaUiOZVuO75Yun5zwvmnwgSQniA/w28H2hFxQZ9H/gLKeWk1jxyRNA8xN28FGP4LJ7mxbgCAUQyjNl7FHFyK/JkrjbQalpxLVyjrDq+AMJMIgdPInsOwultGZtGiRN5EcFaFb/j9qmlHTRhCZc4IhEGadhESwKMBBiUVbez6G83zZVdykEt7+Ais5yDEgDWQ1h92SUgMu3WrHaLiP1DTtpWrZ5gXI61p1hbjtXFsqxk440MW1v+/tgq6ep4Y+xNmMVEuYl/3zo4OOQQqD7XVzC7CPIscbN0GiHeBfwp6ufrAPC7Usoj05jyX4AVqAKJx1Fp8v8DWADcP5mJHBE0DwmuuQRx6GlE7x5gzCmg1bfjalyEFqpB0zVEYhT6O5GntsIpCgWPN4hW1aSysTDASCBScSVwtIz1xgRjRD2K4Q1BqB4RrAN/FXj84PIqgZLJ3LKyudAtN5Y2tiaWsmpkRI2GkOZYkHPmkUMJ03nBbimzumYTVXnb2Ta9sC1robHEmX2MvS1nbBGrju28Ess6lhFFOQHbxYK48/bN/DZLQRURdnIiEWd30RWMtf9SLkcwlpp7nGsodfx4adA5b3epv4vpHj9OX6m/t3GPmaNrGG+umQpcn/G5KNFX/Bgx4+9FnkVUCHCfuyKuc4P1+TubZxDCD/wXsFFKeVgI8QeohU5vn8a0dwNLpZSZQNa9QohXgcM4Iuj8x7NiM8nGReg1LWg+P8JIIiK9MNIN3W9kx2W/UlxeRGUDmi+ovo+TEYQRt0RHBPILIbo9EKyFYB0iUA3eCvAGEW6fJWx01Dr0EpGOQ2IUEmGID0P4JKTKWyqjGG83a4WEXMFkF1PFXGIFAiuvL/OhVnRcvstNz+vLc1llyPliYGw76zrDtl3CrZY/Lmeu/BsybkNhWznHTKUy8ETHFJ2ijPNMdL1lxdiVc8wU7tOM3NtxjpnoOotm1xUfKyfoH/dcE7r/bP1Lr0Esv674+POB2bcE6aj/9sw6TCFgUi6rInQDAcCezeMHzkx2IkcEzUM8696B12NC397cDt2FCNUhvH4EEpGKqJXgNQ0hUpCy/b34K6BmISLUiPCFlKXGTENyFJJRRDICyQiEI6osVR7j/tsIDdx+m+UnYwXKtQZltzN99jb7djHK/VIr8P1LlYIvDZs1xbBZVQxbW2aMkevGsvfZx9v7891eZr51x3pA7vY5rhvp4OCQi6xfOqmw6/nFjFiC6oUQ2237D0kpH8rsSCnDQoiPA1uEEP0oUTTdNUa+DTwhhPhHVIp8G/Ap4D+FEO+wnXvCdHlHBOUhhPgQ8Meob9Uoyuf4OvA3wC2oe/YVKeW/nMNrRF+8Cdm9H4GBSMcQugpCVu4VyxLj0pU1p6IRAlXKIoSEdByi/QgjCiOdasWVoifSwBNUliBfyLIIVYA3hPBVID0hJXYsC1E2o0sIhJFW8UHpRLamT8btMaZL7PE2eW1Fs6rsx4isa0nkuKjsbqki7qpsf4mxRY/JbRP2TLJpInPEVYnHeH1F3WL5oqyYS83WnxFpdndVzj3H1lfq/bC9ZznvZZG58t/bAsZzZ5Q6ZBw3Tcl5J+gv69xTOabYmBk4pqxf9LN1byc6xnZcUdfVRK6tCdxo47r/SvSXdKHlWTUrz5dU+BJM3xLUJ6XcVHp6sR74PLBGSnlECPF7wI+FEBfIclLxivMx6/l/5rV/3HqA+pCZMF3eEUE2hBArgb8GLpJSnhFC3Ab8BPgrVBDWOqACeEUIscMq2X1O8N72Rxj/8RG14w5CqAERrFGCRNMQRgISowhpgDEKo6NFJqlQ/+CVzRCsU/E9Lp/6gjQSqnaPmRoTMukEpKMwOogctPpLfJnNpVtrrl1oMpONNa5wmkhgjXNsTiC4JfImM4+ugXCPubnsGWgZd1fWTZW3X+x53D57AUesZ1uWWok7WGwzd2c8t0ypd7ycee3NU7EmTvZ84/x1Tmve8eaZxuuYyjHjfo9N8rWUPXepeceZu9zXnz/OSCL7j+aO81YiQg0l5ptHCDEXa4fdDLxsC4T+GvB3qIrPfVOZ0EmRnz0SwO9IKTN+xe1AM3Av8HUpZRoYFEJ8H/gQ01yzZDqIhmVoG26HkzusL0oB6VH1sOOvgcomCNSAr9ISSS5AQioCsSGI9kD41NQuRHeD7rUsQV4VFK171LO9TXMVxoSQ+a7MfKmS01f815s11mbRkDkurSJuqhx3lVGibaJjbG6wTEaXMTe+q7dbnJSDw1uejisQG+8911cxQ8y6s28H8KAQoklK2QPcAxyTUk5JAM00jgiyIaXsBDoBhMr7/lvg5ygLUJdt6ElgwxxfXg7C40dbuBF5ZpcKYg7Ugd8SObob5eJIqaDlZFgJnWhP6QndASWYAjXgr0b4a5QrzJUnbDKCJ9MGea4Wa5tibpg8lwySkkG+JTKtirmi5tpfL/Njf8YTVkUFVql4ouLzyGJCrNy5i2Z6lWjL6cvEK9n7THLcYDkFGe2uMHPsuJIWoXIye8ZzX01nXntzma6ecl5HWePzjpnW/ZnC+SY777hzl5prnHOWNe94c8/x+1jiGBGsLz1+vjGD7v1iSCmfFUL8NfCcECKJSpG/e1ZPOgkcEVQEIUQQ+HdUsNUtKIuP/Qe5oEQIqxDiAeABgPb29lm9TtbeBkYUTu0A0pAYULasgovSwF+tRI71EP5qpL8aPCEVKyQNFSuUjiNTMWQ6poKko2chFbeWsygibuaYrCuqIFvKqhGUk/GUqSVkqzGUU2tIV+vm5LUVPrtsbi7XWJ/untH4oFLMtchzcHB4uyBmetn5wQAADuJJREFUXQQBSCm/hnKDveVwRFAeQoh24BFgH3C9lDImhDiBqkqZoRVlDSrAiop/CGDTpk2z6skQbj8yUKssNv5q8NUoa1AmYNnlU1lfYMX0xFX6ejqGHBqEvjgZbTetC81PwaZIfZz8dO/MP1+xYN2iAb+GzepgWUxg2tlU032DZDZAeyIhld82JqyElifcSt2z/HuXTYuf4DgYcyNm3Y62hV0d5ozSC58WaSvoHyf2p6C/WEzVZPptHUWvbby2Ekzqn+0t4gR2eRGut0GtoLcxjgiyIYSoAJ4D/kNK+ae2roeB+4UQj6BqHNzHWAT6OUWsuhWa1yK7fq0ETnJYPcpF91rZXT5wZTK9/IiMiMo86x6btcXunpq7fyBpd8uYJYRTVkDlu4+sZ/u2NJDZtrTNpZQuGFdyDqRV0DE9ZUF2rj7u1XnHRFHhdn4beWKqzODnsrumL0lLf2HLIs1FRMGs9TvMR0TrxdB64bm+jNnlbf5jyBFBuTyIKr/9LqvMd4abgaXATsAD/KuU8vlzcH0FCKEhhVBxP2BVaraJF7dfiRqXLytwxqxEPps1Jj/WxBafko6rIOr8uBORcU/ZvxTzspDKyTDKmmSLHJOXLSWyFpAZun/TPD4br1NULKVt9zNdVEhJe82ikhWjJ+rLj7XK68uKg/xtCved7+05pljsy3gxPOPEvhT0F4upKvYXLybuL3pt47WVYFL/cG+BL2eX91xfwewimFciSAhxMZCQUu629huAr6Lidl8B/khKWaSyXWkcEWRDSvmXwF+W6P7MXF7LpKhoRax/H9JIIIxUaUGTTkAqCtG84Nt5RI77qWSK+UT1gAqPnapFSwhNpaTr7qkdP6WjZgY5rkDKD3a2t5G3XYrxgk2ncExZiLwpioiCc9TvuB8d3prMq7/Lr6LWINtt7X8DFZ7yEGox1S8Dn5zMhI4IOg9Q63O5ob8bolPIOsyvOVNQf6aEsMh8ORZkCE2UhWSWObaIa8vufppBpD0rrZSAKnWPShVWnGN34WQROe4uBweHtx9zExg9g6wGXgQQQlQDtwLrpJQHhRA/B7bgiKC3Mb7q3OylkoImd/ut/EVtR+a4fezWrBKp5vnb4x2TdSVNPban6DUXBDSLwm27G7Gs7WLHl/owKyZySr3f41lRyplzOoG8M90/ThDvdIKAp9yf724s0n/O4pWm4gOdyc+MacxV9qFTPEfNEpW4cD4zTz7/LVxA0tq+DOiWUh4EkFJ2WcJo0hM6nCeIYAMEG9QXQNq2Pl2xP3L7elXln2ESQ4t8YU8TkYkRQgem5n4qxpi4KlEccVwBNU5hxfw1whwcHOYX1YtQnzfnMfPLErQHVbz4h6gEpaczHUKIBcAksoIUjgg6X0lFJh4zp+QFQecIpCLLO8ygeJrwynLE1cyRK67sLr48t2DJbZubMX+7oIChvZAhFP/1X6wh37pSapzVVtRoYG/MD8adTCCvbb9kIO5s9k82SLlEf9kxQ7P52mYqwHm2I+WnMf+Ef4szwPluBcpkes4fPgc8IoT4F5TN/ipb3/uAlyc7oSOCzlcytS2mvD5dPpOYJyfOx/rytgfSysn4m0q4kCYUU+f+H3u2xJWDg4PDjPEW+KwsFynlS1YtvxXAQSmlfZ2oR4HvT3ZORwSdjwihCia+VSgminK2x7F85OxPhhKCaR6IJwcHB4e5Y/585gkh/jNvHyAFHAf+W0p5erJzOiLIYfbJyUKahFWkqHgq4goq1jfT4mk8S5QjnnIp6pYrEYhrT7mfyvFFj5nsuBkYm8MM/i3M2N/VNOeZ9nVMJ/h5MrGI+vlf22cmEVkhMV84UqTNDawEXhFCfEBK+ehkJnREkMNbl9kQT+OJqZkQT6X6CprKjMkod9ykxs6QMCk11sHhXJFZ6NmhTDI/6uYHeSs55CCEuAH4K5RbrGwcEeRw/jFt8VSGtSm/NlJZxQPt5yp/6PwmE6xbKsC4WODwRGPLFYuTGTtDwnImmLE4vuyE0zx8OsdPJ/B5Csee94HMs8G8sgSNxzOolR0mhSOCHBwyjFtvZxzkeCKoxAd5wdhyx5UYO5lzTyQspitM5pd53cHh7c358//aCgxN9iBHBDk4TBen8rKDg8N8ZQ7cYUKI9cA/AlWo1PaPSSlfm8I8S4o0u4FFwP9G1Q+aFI4IcnBwcHBweFsy+3WChBAB4Cngt6WUjwkh7ga+A6yawnSHUSZu+0UbwAngB8CfTXZCRwQ5ODg4ODi8HRHMhSXoJuCIlPIxa//nwLGpTCSlnPGLnT9h4Q4ODg4ODg4zi5jmA+qFENttjwfyzrAC6BZC/JsQYjvwS95CBpi3zIU4ODg4ODg4zDHTtwT1SSk3jdPvBm4DrpdSvmq5wx4TQnRIKRPTPfl0cSxBDg4ODg4Ob0umawYqK57oNLBPSvkqgJTyYVTtkmJBznOOI4IcHBwcHBzerggxvcfEPA4sFkJcrE4nrkEFN08pLmimEXLGC3M5ZBBC9KLWNJkJ6oG+GZrr7YBzv8rHuVeTw7lf5ePcq8nhk1Kum6uTCSGeQL1H06FPSnnLBOe5BvhrIAgkgN+XUr40zfPOCI4ImicIIbZP4Hd1sOHcr/Jx7tXkcO5X+Tj3anI492vucdxhDg4ODg4ODm9LHBHk4ODg4ODg8LbEEUHzh4fO9QXMM5z7VT7OvZoczv0qH+deTQ7nfs0xTkyQg4ODg4ODw9sSxxLk4ODg4ODg8LbEEUEODg4ODg4Ob0scEfQWRwhxuxBilxDigBDiR0KIynN9TecaIcSHhBA7hRBvCCG2CCE2CSF0IcRXhRD7hRCHhRAft41fLoR4QQixVwixVQgxldWL5zVCiHuEEKPWtnOvSiCEWC+EeE4I8fr/3979h9pd13Ecf76mc8x2c0Jz7a6UcnNpk4wx6Y/AzNpw4I8l6ioLsxFiQ1YshZAIocyCCCTHUot+YGKZbuJGKWMRSVtWaxkmOneba84t2mgbm+F89cfnMznee+7ddna553K+rwd84Xy+Pz7fz/fNOd/v+3w/33M+dRykeYnX8CQtruenzZLWSzo38XorFT+WtKKWO4qPpJvq/BckrZQ0sRvH03NsZxqnEzAN2A3MruW7gXu73a4ux2QO8Aowo5YXAduBW4C1lPHwzgT+AVxc19kEfKq+vhx4lvo8XBMmYDbwInCglhOr9nE6vb63FtXyVTU2iVf7eE0GDgKzavlLwBOJ11tidD6wvsZpRZ13wvEB5gIv12vCBODnwG3dPr5emHInaHxbAPzR9gu1vBL4tHR8/1Xeo14Dltp+pZafAd4JXAv8yPbrtvcCDwE3SJoJvK+Wsb0OmAJ8cMxb3gWSTgd+Bny5ZfZiEqt2FgBbba+t5TXAdSRewzmFcoE+o5anAIdJvFp9Ebgf+EXLvE7icxWwxvYe228Aq4Abxu4weleSoPHt3ZTs/6gdwNuBvu40p/tsD9h+AsptZuC7lIvVDIbG6l2UGO6sJ47By5pgVZ22tMxr975KrOA8YJekByQ9AzxJ+baeeLVh+wBwM/C0pJ3AMuB2Eq832V5m+8FBszuJz3DbxElKEjS+TaAMNDfYkbFuyHgj6W3Aw8AsYClDYyVKnNrF8OiynibpFuB12z8ctCixam8ipXv1By5DF9xD6baYROI1hKQLga8BF9juB74BPEK5Q5R4Da+Tz99w28RJShI0vm0H+lvKM4G9tg92qT3jgqSzgacpJ4FLbe9jaKz6Kd+WtgMzBnUhHl3W624E5kvaTLmYT66vd5BYtbMTeM72RgDbqykX9JdIvNpZCPze9tZa/j7l2ZV/kniNpJNz1XDbxElKEjS+/Qb4kKTZtXwzsLqL7ek6SX3ABuBXtpfYPlQXrQZuknSqpKnAEuAx2zsoDwVfX7dfCLwB/G3MGz/GbF9se67tiyh3OA7V14+SWLWzDniPpHnw5sjXBh4j8Wrnz8AlkqbX8tXANvJZPJZO4rMGuFLSWTVJ+gLlfRkn6dRuNyCGZ3u3pM8Bv5R0GrAV+GyXm9Vty4BzgMWSFrfMXwicC/wVOA1YZfu3ddkngfsk3UF5cPPaQf3uTbOSxGoI27skXQ3cW7tbXwM+AfyBxGsI2+slfQfYIOl/wH8oD/A+T+I1kk4+f1sk3Un5pdlEYCPl18JxkjJsRkRERDRSusMiIiKikZIERURERCMlCYqIiIhGShIUERERjZQkKCIiIhopSVBEREQ0UpKgiIiIaKQkQRExhKS/S/rIGO7vLknLR7nOTZLeP5p1RkRvyZ8lRgSSBoCltp/qwr6nAZuBWS3DoIxGvdcB19u+ZrTqjIjekjtBEdFtNwJrRzMBqtYAl0qaMcr1RkSPSBIU0XCSfgqcDTwu6YCk2yQNSPpYyzoDkr4iaYukg5IekDRd0jpJ+yU9JenMum6/pEck7ZG0TdKtx2jC5cDRsZNOaF91/dsl/asue17SZQC2DwN/AhaMXrQiopckCYpoONufAbYDV9ieYvvbw6x6DfBx4DzgCsqo618F3kE5l9wqaQLwOGVwyJnAZcDyOiL2cC6kDLp5QvsCkDSHMqjufNt9lIF0B1rqeQ74wMgRiIimyijyEXG87rH9KoCk3wG7bf+llh+lJDzzgWm276zbvCTpPmAJ8Oth6p0K7O9gXwBHgEnABZL22B4YVM9+IN1hEdFW7gRFxPF6teX1oTblKcA5QL+kfUcnyh2c6SPUuxfo62Bf2H4RWA58Hdgt6SFJ/S3r9gH7jnFcEdFQSYIiAmC0fib6MrDN9tSWqc/2ohG22ULp9uqI7Qdtf5iSgBm4u2Xx+ZSuuYiIIZIERQSUOy3vHYV6NgH/rQ8rT5Z0iqS5kuaPsM1a4JJOdiZpjqSPSpoEHKbcJTpSl00C5gFPdlJ3RPS+JEERAXAXcEftwlrRaSW2j1AeZL4I2Ab8G7gfOGOEzX4CLJI0uYNdTgK+VfezCziL0v0GcCWwwfbODuqNiAbInyVGRNdJ+ibl4efvjWKdG4HP2352tOqMiN6SJCgiIiIaKd1hERER0UhJgiIiIqKRkgRFREREIyUJioiIiEZKEhQRERGNlCQoIiIiGilJUERERDTS/wEuiit6JOOTKQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 566.929x226.772 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "intensities = np.hstack((\n",
    "        np.arange(10, 101, 10),\n",
    "        np.arange(101, 131, 1),\n",
    "        np.array([140])))  # W/m2\n",
    "amps = Intensity2Pressure(intensities)  # Pa\n",
    "fig = CompTimeSeries(getOutputs(amps), 'FR').render(\n",
    "    patches='none', cmap='Oranges', trange=(0, 1.0), figsize=FR_figsize, fs=fs)\n",
    "figs['a'] = fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Panel B: charge density profiles for characteristic acoustic amplitudes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "intensities = np.array([100, 114, 123])  # W/m2\n",
    "amps = Intensity2Pressure(intensities)  # Pa\n",
    "figtraces = GroupedTimeSeries(getOutputs(amps), pltscheme={'Q_m': ['Qm']}).render(fs=fs)\n",
    "for (I, A), fig in zip(zip(intensities, amps), figtraces):\n",
    "    fig.axes[0].set_title(f'{A * 1e-3:.2f} kPa ({I:.0f} W/m2)')\n",
    "    figs[f'b_Qtrace_{I:.0f}_W_per_m2'] = fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save figure panels\n",
    "\n",
    "Save figure panels as **pdf** in the *figs* sub-folder:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "saveFigsAsPDF(figs, figindex)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}