Showcase.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pyExSi as es"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Showcase"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Burst random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "N = 1000\n",
    "amplitude = 5\n",
    "burst_random = es.burst_random(N, A=amplitude, ratio=0.4, distribution='normal', n_bursts=3)\n",
    "plt.plot(burst_random)\n",
    "plt.xlabel('Sample [n]')\n",
    "plt.ylabel('Burst [Unit]')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sweep-sine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "t = np.linspace(0, 10, 2000)\n",
    "sweep = es.sine_sweep(time=t, freq_start=1, freq_stop=10, mode='logarithmic')\n",
    "plt.plot(t, sweep)\n",
    "plt.xlabel('Time [s]')\n",
    "plt.ylabel('Sine sweep [Unit]')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Uniform random, normal random and pseudo random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "N = 1000\n",
    "uniform_random = es.uniform_random(N=N)\n",
    "normal_random = es.normal_random(N=N)\n",
    "pseudo_random = es.pseudo_random(N=N)\n",
    "plt.plot(uniform_random, label='uniform random')\n",
    "plt.plot(normal_random, label='normal random')\n",
    "plt.plot(pseudo_random, label='pseudo random')\n",
    "plt.xlabel('Sample [n]')\n",
    "plt.ylabel('Random signal [Unit]')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Impulse (20 scipy windows are supported)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "width = 300\n",
    "N = 2 * width\n",
    "n_start = 100\n",
    "amplitude = 3\n",
    "pulse_sine = es.impulse(N=N, n_start=n_start, width=width, amplitude=amplitude, window='sine')\n",
    "pulse_rectangular = es.impulse(N=N, n_start=n_start, width=width, amplitude=amplitude, window='boxcar')\n",
    "pulse_triangular = es.impulse(N=N, n_start=n_start, width=width, amplitude=amplitude, window='triang')\n",
    "pulse_exponential = es.impulse(\n",
    "    N=N,\n",
    "    n_start=n_start,\n",
    "    width=width,\n",
    "    amplitude=amplitude,\n",
    "    window=('exponential', 0, 10),\n",
    ")\n",
    "pulse_sawtooth = es.impulse(N=N, n_start=n_start, width=width, amplitude=amplitude, window='sawtooth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(pulse_sine, '-', label='sine')\n",
    "plt.plot(pulse_rectangular, '-', label='rectangular')\n",
    "plt.plot(pulse_triangular, '-', label='triangular')\n",
    "plt.plot(pulse_exponential, '-', label='exponential')\n",
    "plt.plot(pulse_sawtooth, '-', label='sawtooth')\n",
    "plt.xlabel('Sample [n]')\n",
    "plt.ylabel('Impact pulse [Unit]')\n",
    "plt.legend(loc='upper right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Non-stationary non-Gaussian excitation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 2 ** 16  # number of data points of time signal\n",
    "fs = 1024  # sampling frequency [Hz]\n",
    "t = np.arange(0, N) / fs  # time vector\n",
    "\n",
    "# define frequency vector and one-sided flat-shaped PSD\n",
    "M = N // 2 + 1  # number of data points of frequency vector\n",
    "freq = np.arange(0, M, 1) * fs / N  # frequency vector\n",
    "freq_lower = 50  # PSD lower frequency limit  [Hz]\n",
    "freq_upper = 100  # PSD upper frequency limit [Hz]\n",
    "PSD = es.get_psd(freq, freq_lower, freq_upper)  # one-sided flat-shaped PSD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(freq, PSD)\n",
    "plt.xlim(0, 200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "2.9866813930528395"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "# get gaussian stationary signal\n",
    "gaussian_signal = es.random_gaussian(N, PSD, fs)\n",
    "# calculate kurtosis\n",
    "k_u_stationary = es.get_kurtosis(gaussian_signal)\n",
    "k_u_stationary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "10.80443446974605"
      ]
     },
     "metadata": {},
     "execution_count": 12
    }
   ],
   "source": [
    "# get non-gaussian stationary signal, with kurtosis k_u=10\n",
    "k_u_target = 10\n",
    "nongaussian_signal = es.stationary_nongaussian_signal(\n",
    "    N, PSD, fs, k_u=k_u_target\n",
    ")\n",
    "# calculate kurtosis\n",
    "k_u_stationary_nongaussian = es.get_kurtosis(nongaussian_signal)\n",
    "k_u_stationary_nongaussian"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get non-gaussian non-stationary signal, with kurtosis k_u=10\n",
    "# a) amplitude modulation, modulating signal defined by PSD\n",
    "PSD_modulating = es.get_psd(freq, freq_lower=1, freq_upper=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(freq, PSD)\n",
    "plt.plot(freq, PSD_modulating)\n",
    "plt.xlim(0, 200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define array of parameters delta_m and p\n",
    "delta_m_list = np.arange(0.1, 2.1, 0.25)\n",
    "p_list = np.arange(0.1, 2.1, 0.25)\n",
    "# get signal\n",
    "nongaussian_nonstationary_signal_psd = es.nonstationary_signal(\n",
    "    N,\n",
    "    PSD,\n",
    "    fs,\n",
    "    k_u=k_u_target,\n",
    "    modulating_signal=('PSD', PSD_modulating),\n",
    "    param1_list=delta_m_list,\n",
    "    param2_list=p_list\n",
    ")\n",
    "# calculate kurtosis\n",
    "k_u_nonstationary_nongaussian_psd = es.get_kurtosis(\n",
    "    nongaussian_nonstationary_signal_psd\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# b) amplitude modulation, modulating signal defined by cubis spline intepolation. Points are based on beta distribution\n",
    "# Points are separated by delta_n = 2**8 samples (at fs=2**10)\n",
    "delta_n = 2 ** 8\n",
    "# define array of parameters alpha and beta\n",
    "alpha_list = np.arange(1, 10, 1)\n",
    "beta_list = np.arange(1, 10, 1)\n",
    "# get signal\n",
    "nongaussian_nonstationary_signal_beta = es.nonstationary_signal(\n",
    "    N,\n",
    "    PSD,\n",
    "    fs,\n",
    "    k_u=k_u_target,\n",
    "    modulating_signal=('CSI', delta_n),\n",
    "    param1_list=alpha_list,\n",
    "    param2_list=beta_list\n",
    ")\n",
    "# calculate kurtosis\n",
    "k_u_nonstationary_nongaussian_beta = es.get_kurtosis(\n",
    "    nongaussian_nonstationary_signal_beta\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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240.557644 \r\nL 169.382728 249.2304 \r\nL 169.457043 248.959433 \r\nL 169.679988 241.3165 \r\nL 169.828617 238.007871 \r\nL 169.902932 238.607156 \r\nL 170.274506 248.460461 \r\nL 170.348821 247.785635 \r\nL 170.64608 241.517408 \r\nL 170.720395 241.716258 \r\nL 171.017654 246.956889 \r\nL 171.091969 246.850213 \r\nL 171.314913 241.804621 \r\nL 171.463542 239.568521 \r\nL 171.537857 240.153533 \r\nL 171.909431 249.7712 \r\nL 171.983746 249.201538 \r\nL 172.20669 241.174765 \r\nL 172.35532 236.932645 \r\nL 172.429635 237.026237 \r\nL 172.578264 242.036018 \r\nL 172.875523 253.512561 \r\nL 172.949838 252.412389 \r\nL 173.395727 233.09071 \r\nL 173.470042 235.329182 \r\nL 173.841616 254.912995 \r\nL 173.91593 253.747179 \r\nL 174.287504 235.542168 \r\nL 174.361819 236.374733 \r\nL 174.733393 251.118312 \r\nL 174.882023 246.051802 \r\nL 175.104967 235.262367 \r\nL 175.179282 235.231133 \r\nL 175.327911 242.196887 \r\nL 175.62517 256.136991 \r\nL 175.7738 249.422181 \r\nL 176.071059 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251.950489 \r\nL 254.398843 245.17062 \r\nL 254.621788 235.011408 \r\nL 254.696102 236.250022 \r\nL 255.067676 253.956045 \r\nL 255.141991 252.708473 \r\nL 255.513565 238.772878 \r\nL 255.58788 238.92686 \r\nL 255.810824 241.101541 \r\nL 255.885139 241.091429 \r\nL 255.959454 240.89002 \r\nL 256.033769 241.018444 \r\nL 256.182398 244.004062 \r\nL 256.479657 253.68438 \r\nL 256.553972 252.809417 \r\nL 256.776916 241.108625 \r\nL 256.999861 234.624695 \r\nL 257.14849 239.326858 \r\nL 257.371435 247.183749 \r\nL 257.44575 247.561122 \r\nL 257.668694 245.358324 \r\nL 257.743009 245.422314 \r\nL 258.040268 248.424533 \r\nL 258.188897 244.615548 \r\nL 258.486157 235.278984 \r\nL 258.634786 239.99895 \r\nL 258.932045 252.65336 \r\nL 259.00636 251.881306 \r\nL 259.377934 238.312116 \r\nL 259.452249 238.431371 \r\nL 259.898137 247.167245 \r\nL 259.972452 246.787816 \r\nL 260.492656 242.200982 \r\nL 260.566971 242.09068 \r\nL 260.641285 242.230153 \r\nL 260.789915 243.357184 \r\nL 261.087174 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96.182665 186.971526 \r\nL 96.256979 187.306106 \r\nL 96.554238 183.665184 \r\nL 96.628553 183.833553 \r\nL 96.925812 187.123475 \r\nL 97.074442 184.528656 \r\nL 97.297386 177.388224 \r\nL 97.371701 177.85776 \r\nL 97.743275 194.293483 \r\nL 97.81759 193.706069 \r\nL 98.189164 176.724669 \r\nL 98.263479 177.04491 \r\nL 98.635052 188.928607 \r\nL 98.709367 188.575248 \r\nL 99.080941 182.22679 \r\nL 99.229571 183.513355 \r\nL 99.452515 185.280886 \r\nL 99.601145 184.708017 \r\nL 99.749774 184.201175 \r\nL 99.898404 184.973259 \r\nL 100.121348 186.166845 \r\nL 100.269978 184.451656 \r\nL 100.567237 179.806803 \r\nL 100.790181 184.937085 \r\nL 101.08744 192.286033 \r\nL 101.459014 179.661993 \r\nL 101.607644 174.022822 \r\nL 101.681959 174.329929 \r\nL 102.053533 190.762293 \r\nL 102.202162 200.277707 \r\nL 102.276477 199.518091 \r\nL 102.79668 166.758757 \r\nL 103.316884 194.12752 \r\nL 103.762773 182.661612 \r\nL 103.837087 182.667019 \r\nL 104.060032 183.401968 \r\nL 104.208661 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188.992477 \r\nL 112.383288 181.427962 \r\nL 112.457603 182.134608 \r\nL 112.754862 189.485489 \r\nL 112.829177 189.08368 \r\nL 113.052121 180.964445 \r\nL 113.20075 172.802404 \r\nL 113.275065 174.047177 \r\nL 113.720954 199.975183 \r\nL 114.166843 173.85175 \r\nL 114.315472 179.472443 \r\nL 114.612731 187.965319 \r\nL 114.687046 187.957425 \r\nL 115.05862 184.293248 \r\nL 115.355879 184.213378 \r\nL 115.653138 183.255932 \r\nL 115.801768 184.109754 \r\nL 116.024712 185.507589 \r\nL 116.099027 185.468095 \r\nL 116.396286 184.330814 \r\nL 116.470601 184.423888 \r\nL 116.693545 184.913975 \r\nL 116.842175 184.077931 \r\nL 117.065119 182.434657 \r\nL 117.213749 183.829776 \r\nL 117.511008 188.62445 \r\nL 117.659638 185.956544 \r\nL 117.956897 178.798608 \r\nL 118.105526 182.092628 \r\nL 118.402785 189.086748 \r\nL 118.551415 186.63927 \r\nL 118.774359 182.618939 \r\nL 118.848674 182.518355 \r\nL 119.145933 185.590153 \r\nL 119.220248 185.384185 \r\nL 119.517507 181.157978 \r\nL 119.591822 181.490205 \r\nL 119.814766 187.054303 \r\nL 119.963396 191.402423 \r\nL 120.037711 190.598256 \r\nL 120.409285 176.402093 \r\nL 120.483599 176.688368 \r\nL 120.929488 191.421786 \r\nL 121.375377 177.856387 \r\nL 121.672636 188.420523 \r\nL 121.821266 192.778943 \r\nL 122.04421 184.51033 \r\nL 122.267154 174.838457 \r\nL 122.341469 175.364927 \r\nL 122.787358 192.566257 \r\nL 122.935987 188.378203 \r\nL 123.233247 180.803659 \r\nL 123.307561 180.758767 \r\nL 123.679135 185.23596 \r\nL 123.75345 185.221168 \r\nL 124.050709 184.385135 \r\nL 124.347968 185.394094 \r\nL 124.496598 184.829524 \r\nL 124.719542 183.982783 \r\nL 124.868172 184.701861 \r\nL 125.016801 185.436429 \r\nL 125.091116 185.225341 \r\nL 125.314061 182.048152 \r\nL 125.46269 180.518813 \r\nL 125.61132 183.332181 \r\nL 125.908579 192.420331 \r\nL 125.982894 191.171007 \r\nL 126.354468 178.239955 \r\nL 126.428782 178.256698 \r\nL 126.800356 185.749718 \r\nL 126.874671 185.79052 \r\nL 127.023301 185.180045 \r\nL 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145.081794 184.037865 \r\nL 145.379053 193.432601 \r\nL 145.453367 192.511515 \r\nL 145.973571 174.79654 \r\nL 146.196515 182.80823 \r\nL 146.493774 192.209207 \r\nL 146.568089 192.139013 \r\nL 147.162608 179.517728 \r\nL 147.311237 181.267897 \r\nL 147.831441 189.289637 \r\nL 147.98007 187.380265 \r\nL 148.351644 179.486221 \r\nL 148.425959 179.641248 \r\nL 148.871848 187.999974 \r\nL 148.946162 187.655289 \r\nL 149.392051 182.641018 \r\nL 149.614995 184.513189 \r\nL 149.83794 185.731594 \r\nL 149.912255 185.618081 \r\nL 150.135199 184.298535 \r\nL 150.432458 182.469585 \r\nL 150.506773 182.584777 \r\nL 150.655402 184.00722 \r\nL 150.952662 189.025369 \r\nL 151.026976 188.977607 \r\nL 151.249921 183.863274 \r\nL 151.472865 176.901399 \r\nL 151.54718 177.157996 \r\nL 151.993069 192.212197 \r\nL 152.067383 192.183447 \r\nL 152.587587 178.246467 \r\nL 152.661902 178.81058 \r\nL 153.182105 189.898935 \r\nL 153.40505 184.607747 \r\nL 153.627994 179.648325 \r\nL 153.702309 180.341404 \r\nL 154.073883 189.404173 \r\nL 154.222512 185.945024 \r\nL 154.519771 177.87254 \r\nL 154.891345 192.469799 \r\nL 154.96566 192.075664 \r\nL 155.337234 177.618316 \r\nL 155.485864 182.285759 \r\nL 155.708808 190.367226 \r\nL 155.783123 189.876276 \r\nL 156.154697 173.953628 \r\nL 156.451956 193.593131 \r\nL 156.600585 203.703675 \r\nL 157.046474 165.501193 \r\nL 157.418048 190.342837 \r\nL 157.492363 191.375086 \r\nL 157.863937 183.501663 \r\nL 158.012566 185.57865 \r\nL 158.161196 187.942058 \r\nL 158.235511 187.279257 \r\nL 158.458455 179.061446 \r\nL 158.607085 171.074075 \r\nL 158.755714 178.990011 \r\nL 159.127288 201.638081 \r\nL 159.647492 175.500813 \r\nL 159.721806 175.839868 \r\nL 160.316325 189.159379 \r\nL 160.390639 189.316741 \r\nL 160.539269 187.457437 \r\nL 160.910843 182.283982 \r\nL 160.985158 182.092325 \r\nL 161.133787 182.529537 \r\nL 161.653991 185.067789 \r\nL 161.95125 187.855734 \r\nL 162.099879 186.426387 \r\nL 162.471453 182.077132 \r\nL 162.545768 182.152508 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184.363753 \r\nL 171.835116 191.578354 \r\nL 172.058061 184.644534 \r\nL 172.35532 174.063546 \r\nL 172.801209 194.125276 \r\nL 172.875523 192.467317 \r\nL 173.247097 177.378359 \r\nL 173.321412 178.104628 \r\nL 173.692986 189.927664 \r\nL 173.767301 189.503695 \r\nL 174.138875 180.379878 \r\nL 174.21319 180.546389 \r\nL 174.659078 187.235341 \r\nL 174.882023 184.371161 \r\nL 175.104967 182.409525 \r\nL 175.253597 183.369917 \r\nL 175.62517 186.858081 \r\nL 175.7738 185.67782 \r\nL 176.145374 180.576659 \r\nL 176.294004 182.545533 \r\nL 176.665577 189.813363 \r\nL 176.814207 187.03447 \r\nL 177.185781 180.036688 \r\nL 177.334411 181.74561 \r\nL 177.705984 186.475974 \r\nL 177.928929 187.417175 \r\nL 178.077558 186.467505 \r\nL 178.523447 179.669592 \r\nL 178.746391 184.56196 \r\nL 178.969336 188.924748 \r\nL 179.117965 186.508547 \r\nL 179.415225 181.914227 \r\nL 179.786798 186.880447 \r\nL 179.861113 186.046087 \r\nL 180.158372 180.24357 \r\nL 180.307002 182.976151 \r\nL 180.604261 190.239281 \r\nL 180.975835 178.776903 \r\nL 181.05015 179.101413 \r\nL 181.421724 189.962304 \r\nL 181.570353 186.256088 \r\nL 181.867612 179.403965 \r\nL 182.239186 188.554673 \r\nL 182.313501 188.0066 \r\nL 182.61076 182.667977 \r\nL 182.685075 182.755278 \r\nL 182.982334 185.506367 \r\nL 183.130964 183.820727 \r\nL 183.279593 181.415897 \r\nL 183.353908 181.467833 \r\nL 183.576853 187.166272 \r\nL 183.725482 191.645164 \r\nL 183.874112 186.999688 \r\nL 184.171371 174.898849 \r\nL 184.542945 193.253467 \r\nL 184.61726 193.246774 \r\nL 184.988833 175.260354 \r\nL 185.137463 181.569552 \r\nL 185.434722 194.3302 \r\nL 185.806296 175.11845 \r\nL 185.880611 175.673852 \r\nL 186.252185 190.82644 \r\nL 186.400814 186.966697 \r\nL 186.623759 181.431359 \r\nL 186.698074 181.655616 \r\nL 186.995333 187.192615 \r\nL 187.069647 186.773608 \r\nL 187.366907 179.411861 \r\nL 187.441221 179.542623 \r\nL 187.812795 192.609305 \r\nL 187.88711 191.932582 \r\nL 188.258684 177.408344 \r\nL 188.332999 177.420232 \r\nL 188.778888 187.745936 \r\nL 189.522035 182.690721 \r\nL 189.74498 180.233572 \r\nL 189.893609 183.088814 \r\nL 190.190868 192.228721 \r\nL 190.265183 191.743278 \r\nL 190.711072 177.341402 \r\nL 190.785387 178.197412 \r\nL 191.156961 187.299844 \r\nL 191.231275 187.8039 \r\nL 191.30559 187.550994 \r\nL 191.751479 184.303975 \r\nL 191.974423 183.437543 \r\nL 192.197368 182.225671 \r\nL 192.271682 182.269162 \r\nL 192.420312 183.486978 \r\nL 192.791886 187.978672 \r\nL 192.866201 187.810283 \r\nL 193.16346 183.744245 \r\nL 193.460719 180.870532 \r\nL 193.609349 182.259726 \r\nL 194.055237 188.202813 \r\nL 194.129552 187.895471 \r\nL 194.649756 181.833711 \r\nL 195.095644 185.179689 \r\nL 195.169959 184.949424 \r\nL 195.392903 184.138533 \r\nL 195.541533 184.899871 \r\nL 195.764477 186.947977 \r\nL 195.838792 186.878687 \r\nL 196.061737 183.624148 \r\nL 196.284681 180.071546 \r\nL 196.358996 180.538312 \r\nL 196.804884 187.699038 \r\nL 196.879199 187.475158 \r\nL 197.399403 183.703034 \r\nL 197.696662 181.413001 \r\nL 197.770977 181.43252 \r\nL 197.919606 183.339021 \r\nL 198.29118 189.973068 \r\nL 198.588439 182.64182 \r\nL 198.737069 179.475588 \r\nL 198.811384 179.633132 \r\nL 199.257272 187.544046 \r\nL 199.331587 187.27542 \r\nL 199.777476 182.577036 \r\nL 199.926105 183.395618 \r\nL 200.297679 186.397012 \r\nL 200.446309 185.379135 \r\nL 200.743568 182.144275 \r\nL 200.817883 182.196179 \r\nL 201.040827 184.758861 \r\nL 201.263772 186.38115 \r\nL 201.486716 184.510354 \r\nL 201.635345 183.759985 \r\nL 201.783975 184.442838 \r\nL 201.932605 185.346434 \r\nL 202.006919 185.303731 \r\nL 202.155549 183.959734 \r\nL 202.378493 181.850253 \r\nL 202.527123 183.4895 \r\nL 202.824382 187.49919 \r\nL 202.973012 185.715822 \r\nL 203.195956 183.270145 \r\nL 203.270271 183.55233 \r\nL 203.493215 185.730293 \r\nL 203.56753 185.600364 \r\nL 203.716159 183.105074 \r\nL 203.939104 178.048318 \r\nL 204.162048 186.167425 \r\nL 204.384993 201.197255 \r\nL 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182.667111 \r\nL 253.804325 186.16813 \r\nL 253.87864 186.020665 \r\nL 254.250214 182.232725 \r\nL 254.324529 182.55404 \r\nL 254.696102 185.675833 \r\nL 254.770417 185.720533 \r\nL 255.141991 184.923845 \r\nL 255.43925 183.74194 \r\nL 255.58788 183.356774 \r\nL 255.662195 183.436735 \r\nL 256.108083 184.670375 \r\nL 256.256713 184.672587 \r\nL 256.405343 185.113802 \r\nL 256.628287 185.913818 \r\nL 256.702602 185.713383 \r\nL 256.925546 183.589244 \r\nL 257.14849 182.156347 \r\nL 257.29712 183.237625 \r\nL 257.594379 185.656297 \r\nL 257.743009 185.868039 \r\nL 257.965953 185.872465 \r\nL 258.114583 185.376931 \r\nL 258.337527 182.831924 \r\nL 258.486157 181.01024 \r\nL 258.560471 181.058591 \r\nL 258.783416 184.829057 \r\nL 259.00636 187.962526 \r\nL 259.15499 186.259615 \r\nL 259.377934 183.452484 \r\nL 259.452249 183.407315 \r\nL 259.675193 184.810078 \r\nL 259.749508 184.789778 \r\nL 259.898137 183.253009 \r\nL 260.046767 181.183631 \r\nL 260.121082 181.331137 \r\nL 260.344026 186.943076 \r\nL 260.492656 192.436419 \r\nL 260.566971 191.854133 \r\nL 260.938544 174.12431 \r\nL 261.012859 174.965914 \r\nL 261.384433 193.997108 \r\nL 261.458748 192.423755 \r\nL 261.830322 176.488854 \r\nL 262.201896 191.659673 \r\nL 262.276211 191.04263 \r\nL 262.647785 177.480019 \r\nL 262.945044 188.463737 \r\nL 263.019358 190.927933 \r\nL 263.093673 190.658371 \r\nL 263.465247 178.23775 \r\nL 263.613877 181.886397 \r\nL 263.911136 188.801635 \r\nL 264.28271 183.197614 \r\nL 264.357025 183.346587 \r\nL 264.579969 184.531939 \r\nL 264.728599 183.245941 \r\nL 264.877228 181.117129 \r\nL 264.951543 181.189517 \r\nL 265.100172 184.568275 \r\nL 265.397432 195.275797 \r\nL 265.84332 165.205669 \r\nL 265.917635 169.975653 \r\nL 266.289209 203.540586 \r\nL 266.363524 203.297827 \r\nL 266.809413 167.162669 \r\nL 266.883727 169.654845 \r\nL 267.329616 202.51946 \r\nL 267.626875 181.107513 \r\nL 267.84982 160.31469 \r\nL 268.295708 215.170206 \r\nL 268.370023 213.199047 \r\nL 268.741597 162.674148 \r\nL 268.815912 157.847435 \r\nL 269.2618 195.638333 \r\nL 269.41043 189.17335 \r\nL 269.633374 182.143302 \r\nL 269.707689 182.139569 \r\nL 270.004948 186.991436 \r\nL 270.153578 184.412164 \r\nL 270.376522 175.461465 \r\nL 270.450837 176.155432 \r\nL 270.822411 199.699605 \r\nL 270.896726 199.483707 \r\nL 271.342614 171.717316 \r\nL 271.788503 190.675317 \r\nL 271.862818 189.903764 \r\nL 272.234392 182.204499 \r\nL 272.308707 181.961431 \r\nL 272.457336 182.700979 \r\nL 272.97754 187.553618 \r\nL 273.051855 187.490101 \r\nL 273.200484 185.28642 \r\nL 273.497743 178.112214 \r\nL 273.572058 178.784768 \r\nL 274.017947 192.591835 \r\nL 274.315206 182.840508 \r\nL 274.53815 178.814672 \r\nL 275.058354 187.038451 \r\nL 275.281298 185.245781 \r\nL 275.578557 183.392273 \r\nL 275.652872 183.372128 \r\nL 275.801502 183.962906 \r\nL 276.098761 185.532353 \r\nL 276.173076 185.334318 \r\nL 276.544649 182.297986 \r\nL 276.618964 182.649951 \r\nL 276.990538 188.094592 \r\nL 277.064853 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189.233417 \r\nL 292.299384 186.830353 \r\nL 292.670958 177.967838 \r\nL 292.745273 178.883586 \r\nL 293.191161 189.838636 \r\nL 293.63705 181.981119 \r\nL 294.008624 185.834228 \r\nL 294.231568 182.752598 \r\nL 294.380198 181.52938 \r\nL 294.528828 183.874428 \r\nL 294.826087 189.148483 \r\nL 295.271975 180.678446 \r\nL 295.34629 181.307488 \r\nL 295.717864 185.946295 \r\nL 295.792179 185.8145 \r\nL 296.089438 184.602849 \r\nL 296.312382 184.657698 \r\nL 296.461012 184.211851 \r\nL 296.683956 183.595285 \r\nL 296.832586 184.323982 \r\nL 297.05553 185.73759 \r\nL 297.129845 185.649356 \r\nL 297.352789 183.700378 \r\nL 297.501419 182.655935 \r\nL 297.575734 182.73744 \r\nL 297.798678 184.761909 \r\nL 298.021623 186.404912 \r\nL 298.095937 186.43593 \r\nL 298.244567 185.824179 \r\nL 298.541826 183.147564 \r\nL 298.76477 180.959402 \r\nL 298.839085 181.211155 \r\nL 299.06203 185.195725 \r\nL 299.284974 190.116268 \r\nL 299.359289 189.716938 \r\nL 299.805177 180.11005 \r\nL 299.953807 182.413831 \r\nL 300.176751 185.747874 \r\nL 300.251066 185.837415 \r\nL 300.548325 183.654802 \r\nL 300.62264 183.913314 \r\nL 300.919899 187.898124 \r\nL 300.994214 187.751128 \r\nL 301.217158 182.887841 \r\nL 301.440103 177.824647 \r\nL 301.663047 184.497972 \r\nL 301.885991 191.838212 \r\nL 301.960306 191.399941 \r\nL 302.406195 177.60392 \r\nL 302.554824 181.727756 \r\nL 302.852084 191.726165 \r\nL 302.926398 191.254244 \r\nL 303.372287 175.013729 \r\nL 303.669546 187.897964 \r\nL 303.818176 194.842947 \r\nL 303.892491 193.636382 \r\nL 304.264065 177.779899 \r\nL 304.338379 177.750793 \r\nL 304.709953 187.418788 \r\nL 304.784268 187.133093 \r\nL 305.081527 182.425822 \r\nL 305.155842 182.635215 \r\nL 305.527416 188.594044 \r\nL 305.75036 183.464626 \r\nL 305.973305 178.847911 \r\nL 306.419193 188.346123 \r\nL 306.493508 187.574041 \r\nL 306.790767 182.703992 \r\nL 306.865082 182.623406 \r\nL 307.088026 185.249277 \r\nL 307.236656 186.575844 \r\nL 307.310971 186.343926 \r\nL 307.60823 181.958458 \r\nL 307.756859 180.783008 \r\nL 307.905489 182.646867 \r\nL 308.277063 189.685406 \r\nL 308.351378 189.324063 \r\nL 308.797266 180.032702 \r\nL 308.871581 180.099987 \r\nL 309.31747 185.674466 \r\nL 309.540414 184.816161 \r\nL 309.614729 184.904761 \r\nL 309.763359 186.267222 \r\nL 309.911988 187.962988 \r\nL 309.986303 187.733169 \r\nL 310.209247 182.451073 \r\nL 310.432192 174.745761 \r\nL 310.580821 180.465891 \r\nL 310.952395 194.237914 \r\nL 311.472599 180.384601 \r\nL 311.695543 182.657751 \r\nL 312.290061 187.259484 \r\nL 312.364376 186.967361 \r\nL 312.810265 182.004978 \r\nL 313.181839 185.75458 \r\nL 313.256154 185.495342 \r\nL 313.553413 183.475156 \r\nL 313.702042 184.798019 \r\nL 313.924987 186.557488 \r\nL 314.073616 184.388713 \r\nL 314.296561 180.021871 \r\nL 314.370875 180.775855 \r\nL 314.742449 193.597332 \r\nL 314.816764 191.709578 \r\nL 315.188338 169.164552 \r\nL 315.262653 170.693072 \r\nL 315.708542 201.09029 \r\nL 316.228745 175.041295 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188.184237 \r\nL 340.901254 186.460537 \r\nL 341.272828 181.746305 \r\nL 341.421457 182.854271 \r\nL 341.644402 184.754236 \r\nL 341.718717 184.782533 \r\nL 341.941661 183.919335 \r\nL 342.015976 184.044276 \r\nL 342.164605 185.568166 \r\nL 342.38755 188.209761 \r\nL 342.536179 185.623149 \r\nL 342.833438 177.011999 \r\nL 342.982068 181.862968 \r\nL 343.279327 194.675666 \r\nL 343.502271 183.75346 \r\nL 343.725216 169.937085 \r\nL 344.022475 192.67421 \r\nL 344.171104 207.590746 \r\nL 344.616993 154.972609 \r\nL 344.691308 161.872116 \r\nL 344.988567 198.164289 \r\nL 345.062882 206.396399 \r\nL 345.137197 204.573318 \r\nL 345.434456 179.835263 \r\nL 345.583085 175.449796 \r\nL 345.954659 185.989648 \r\nL 346.028974 186.28604 \r\nL 346.326233 185.490589 \r\nL 346.474863 185.785586 \r\nL 346.549178 185.647737 \r\nL 346.697807 184.281702 \r\nL 346.920752 181.934423 \r\nL 346.995066 182.301737 \r\nL 347.292325 186.520821 \r\nL 347.36664 186.511795 \r\nL 347.738214 182.118031 \r\nL 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181.630371 \r\nL 379.916516 181.867828 \r\nL 380.139461 185.916228 \r\nL 380.362405 190.700271 \r\nL 380.585349 184.500607 \r\nL 380.808294 178.454394 \r\nL 380.882609 179.244288 \r\nL 381.254183 188.273898 \r\nL 381.328497 188.122967 \r\nL 381.774386 182.296893 \r\nL 381.848701 182.4023 \r\nL 382.071645 183.966101 \r\nL 382.443219 187.241572 \r\nL 382.517534 186.878532 \r\nL 382.814793 181.458474 \r\nL 382.889108 180.430213 \r\nL 382.963423 180.721585 \r\nL 383.334997 189.104269 \r\nL 383.409311 188.182131 \r\nL 383.780885 178.405103 \r\nL 384.078144 191.209104 \r\nL 384.152459 194.85919 \r\nL 384.226774 194.12664 \r\nL 384.598348 172.695155 \r\nL 384.672663 173.092289 \r\nL 385.044237 189.648595 \r\nL 385.118551 189.856428 \r\nL 385.490125 184.934081 \r\nL 385.638755 185.547871 \r\nL 385.71307 185.328534 \r\nL 385.861699 182.715451 \r\nL 386.084644 175.060163 \r\nL 386.233273 180.772733 \r\nL 386.530532 199.524002 \r\nL 386.604847 198.996833 \r\nL 386.976421 177.032205 \r\nL 387.050736 175.950258 \r\nL 387.496625 185.894781 \r\nL 387.719569 185.113957 \r\nL 387.793884 185.300613 \r\nL 388.016828 186.718191 \r\nL 388.091143 186.420671 \r\nL 388.462717 180.917306 \r\nL 388.537032 181.527119 \r\nL 388.908605 186.902579 \r\nL 389.280179 182.747029 \r\nL 389.354494 183.316428 \r\nL 389.651753 186.301212 \r\nL 389.800383 184.696588 \r\nL 390.023327 182.623548 \r\nL 390.171957 184.309119 \r\nL 390.394901 186.687241 \r\nL 390.543531 184.707085 \r\nL 390.766475 180.897302 \r\nL 390.84079 181.393978 \r\nL 391.212364 188.910518 \r\nL 391.360993 186.422821 \r\nL 391.658253 181.607428 \r\nL 391.806882 182.929961 \r\nL 392.029826 184.793767 \r\nL 392.104141 184.810327 \r\nL 392.252771 184.651676 \r\nL 392.4014 185.301396 \r\nL 392.624345 186.346174 \r\nL 392.772974 184.639221 \r\nL 392.995919 181.141696 \r\nL 393.070233 181.444101 \r\nL 393.441807 188.216774 \r\nL 393.590437 185.400693 \r\nL 393.813381 180.373921 \r\nL 393.887696 180.951136 \r\nL 394.25927 189.289429 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189.394767 \r\nL 402.433896 178.38906 \r\nL 402.656841 183.530912 \r\nL 402.9541 189.791773 \r\nL 403.028415 189.51664 \r\nL 403.548618 181.309064 \r\nL 403.622933 181.379012 \r\nL 403.845877 183.039608 \r\nL 404.143137 186.472535 \r\nL 404.366081 189.237329 \r\nL 404.51471 186.88305 \r\nL 404.886284 175.048631 \r\nL 404.960599 177.158667 \r\nL 405.332173 196.176482 \r\nL 405.406488 195.416911 \r\nL 405.778062 175.167282 \r\nL 405.852377 174.909384 \r\nL 406.223951 190.668149 \r\nL 406.298265 190.432235 \r\nL 406.669839 179.359718 \r\nL 406.818469 182.912174 \r\nL 407.115728 190.551697 \r\nL 407.561617 177.375814 \r\nL 408.007505 190.094292 \r\nL 408.453394 180.896917 \r\nL 408.750653 188.067343 \r\nL 408.824968 189.442211 \r\nL 408.899283 188.946408 \r\nL 409.122227 181.216094 \r\nL 409.345172 171.459474 \r\nL 409.642431 194.047456 \r\nL 409.79106 218.094471 \r\nL 409.865375 213.715443 \r\nL 410.311264 135.443839 \r\nL 410.831467 214.716061 \r\nL 411.128726 180.717309 \r\nL 411.277356 175.70582 \r\nL 411.64893 186.396575 \r\nL 411.797559 184.292183 \r\nL 412.020504 181.522288 \r\nL 412.243448 186.476599 \r\nL 412.392078 189.526313 \r\nL 412.466393 188.803033 \r\nL 412.763652 182.71948 \r\nL 412.837966 182.543905 \r\nL 413.135226 184.405475 \r\nL 413.283855 182.669503 \r\nL 413.432485 180.735594 \r\nL 413.581114 183.350451 \r\nL 413.878373 194.615967 \r\nL 413.952688 191.927293 \r\nL 414.324262 173.99497 \r\nL 414.695836 192.268518 \r\nL 414.770151 191.395056 \r\nL 415.141725 175.326127 \r\nL 415.513299 196.270475 \r\nL 415.587614 195.451042 \r\nL 415.959187 175.761443 \r\nL 416.107817 180.799973 \r\nL 416.330761 187.663795 \r\nL 416.405076 187.706972 \r\nL 416.702335 182.066167 \r\nL 416.77665 182.403977 \r\nL 417.073909 188.931702 \r\nL 417.148224 188.514137 \r\nL 417.519798 179.729918 \r\nL 417.891372 187.960685 \r\nL 417.965687 186.935583 \r\nL 418.262946 179.023048 \r\nL 418.411575 182.910157 \r\nL 418.708835 195.433829 \r\nL 419.154723 173.653357 \r\nL 419.229038 176.187098 \r\nL 419.526297 187.413111 \r\nL 419.600612 187.963931 \r\nL 419.897871 184.509335 \r\nL 419.972186 184.675451 \r\nL 420.19513 187.31201 \r\nL 420.269445 187.287787 \r\nL 420.418075 184.394428 \r\nL 420.715334 176.19138 \r\nL 421.161222 192.323438 \r\nL 421.235537 191.048609 \r\nL 421.532796 182.483724 \r\nL 421.607111 181.715519 \r\nL 421.681426 181.893356 \r\nL 421.978685 184.677496 \r\nL 422.053 184.56008 \r\nL 422.275944 183.181334 \r\nL 422.350259 183.219784 \r\nL 422.498889 184.654608 \r\nL 422.721833 187.584267 \r\nL 422.796148 187.531678 \r\nL 423.019092 184.009978 \r\nL 423.242036 180.933392 \r\nL 423.316351 181.370071 \r\nL 423.76224 187.568853 \r\nL 423.91087 186.127832 \r\nL 424.282443 181.676793 \r\nL 424.356758 181.765395 \r\nL 424.579703 183.914419 \r\nL 425.025591 188.907954 \r\nL 425.174221 186.806023 \r\nL 425.397165 180.257838 \r\nL 425.62011 172.786885 \r\nL 425.917369 188.213428 \r\nL 426.140313 205.624365 \r\nL 426.660517 166.907545 \r\nL 426.734831 169.946271 \r\nL 427.032091 186.828848 \r\nL 427.18072 190.271827 \r\nL 427.255035 189.962418 \r\nL 427.626609 185.084147 \r\nL 427.923868 183.151802 \r\nL 428.146812 180.979248 \r\nL 428.221127 181.034001 \r\nL 428.444071 183.937482 \r\nL 428.741331 187.357457 \r\nL 428.815645 187.456296 \r\nL 428.964275 186.882494 \r\nL 429.261534 184.244867 \r\nL 429.558793 179.966841 \r\nL 429.633108 180.046567 \r\nL 429.856052 184.409938 \r\nL 430.078997 188.851162 \r\nL 430.153312 188.786551 \r\nL 430.5992 182.885856 \r\nL 430.896459 184.188436 \r\nL 430.970774 184.034609 \r\nL 431.193719 183.357449 \r\nL 431.342348 184.640508 \r\nL 431.565292 187.530554 \r\nL 431.639607 187.158844 \r\nL 431.862552 182.093825 \r\nL 432.011181 179.043136 \r\nL 432.159811 182.829692 \r\nL 432.45707 194.768109 \r\nL 432.754329 179.118858 \r\nL 432.902959 169.56141 \r\nL 433.200218 187.63279 \r\nL 433.348847 195.145 \r\nL 433.497477 188.93511 \r\nL 433.720421 181.238251 \r\nL 433.794736 180.90048 \r\nL 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131.07113 \r\nL 93.210073 127.398662 \r\nL 93.507332 117.560589 \r\nL 93.581647 117.542632 \r\nL 93.730277 120.925035 \r\nL 94.027536 129.359442 \r\nL 94.101851 129.782582 \r\nL 94.176165 129.447206 \r\nL 94.770684 123.123582 \r\nL 94.919313 123.382854 \r\nL 95.736776 126.25662 \r\nL 95.95972 126.889781 \r\nL 96.10835 126.193256 \r\nL 96.628553 121.985491 \r\nL 96.777183 122.837937 \r\nL 97.297386 129.142543 \r\nL 97.446016 127.46323 \r\nL 97.81759 119.925523 \r\nL 97.891905 120.026867 \r\nL 98.040534 122.489997 \r\nL 98.337793 128.448868 \r\nL 98.412108 128.621751 \r\nL 98.560738 127.39494 \r\nL 98.932312 123.693328 \r\nL 99.229571 122.692252 \r\nL 99.303886 122.868183 \r\nL 99.452515 124.360157 \r\nL 99.749774 128.232725 \r\nL 99.824089 127.863739 \r\nL 100.195663 120.754077 \r\nL 100.269978 121.02425 \r\nL 100.492922 126.933655 \r\nL 100.641552 130.262017 \r\nL 100.715866 130.227554 \r\nL 100.864496 126.475674 \r\nL 101.161755 118.272797 \r\nL 101.23607 119.05313 \r\nL 101.681959 131.066899 \r\nL 101.756273 130.208266 \r\nL 102.202162 120.707528 \r\nL 102.276477 120.907782 \r\nL 102.499421 123.761158 \r\nL 102.870995 127.94415 \r\nL 102.94531 127.826677 \r\nL 103.09394 126.217878 \r\nL 103.391199 121.986153 \r\nL 103.465514 122.138298 \r\nL 103.688458 125.94085 \r\nL 103.837087 128.102949 \r\nL 103.911402 128.075108 \r\nL 104.060032 125.612495 \r\nL 104.357291 120.318539 \r\nL 104.505921 122.291013 \r\nL 104.877494 130.129715 \r\nL 104.951809 129.895905 \r\nL 105.174754 125.758191 \r\nL 105.472013 120.011679 \r\nL 105.546328 119.595745 \r\nL 105.620642 119.741423 \r\nL 105.769272 121.709474 \r\nL 106.289475 131.686921 \r\nL 106.438105 129.108339 \r\nL 106.883994 115.917561 \r\nL 106.958308 116.816664 \r\nL 107.181253 126.587205 \r\nL 107.404197 134.728357 \r\nL 107.478512 134.18148 \r\nL 107.701456 123.657105 \r\nL 107.924401 116.28363 \r\nL 108.07303 120.489422 \r\nL 108.370289 131.872692 \r\nL 108.444604 131.010371 \r\nL 108.816178 118.573552 \r\nL 108.890493 119.371853 \r\nL 109.262067 130.451938 \r\nL 109.336382 129.936518 \r\nL 109.707956 121.558855 \r\nL 109.78227 121.73296 \r\nL 110.153844 125.400121 \r\nL 110.376789 124.530075 \r\nL 110.451103 124.702088 \r\nL 110.748363 127.746431 \r\nL 110.822677 127.652004 \r\nL 110.971307 125.125968 \r\nL 111.194251 120.276941 \r\nL 111.268566 120.319613 \r\nL 111.417196 123.867115 \r\nL 111.64014 130.281971 \r\nL 111.714455 130.111167 \r\nL 111.863084 125.459216 \r\nL 112.086029 118.236105 \r\nL 112.160343 118.967447 \r\nL 112.531917 134.52928 \r\nL 112.606232 133.329704 \r\nL 112.977806 112.28166 \r\nL 113.052121 113.097032 \r\nL 113.275065 128.689626 \r\nL 113.49801 137.467758 \r\nL 113.646639 130.271069 \r\nL 113.943898 116.145589 \r\nL 114.092528 120.488366 \r\nL 114.315472 128.047583 \r\nL 114.389787 127.823594 \r\nL 114.687046 121.997993 \r\nL 114.835676 125.257114 \r\nL 115.05862 132.225982 \r\nL 115.132935 131.728369 \r\nL 115.355879 120.928821 \r\nL 115.504509 115.205357 \r\nL 115.578824 115.516556 \r\nL 115.801768 127.043977 \r\nL 115.950398 133.30087 \r\nL 116.024712 133.281012 \r\nL 116.247657 123.555123 \r\nL 116.396286 118.989029 \r\nL 116.470601 119.570702 \r\nL 116.842175 130.085979 \r\nL 116.990805 124.923513 \r\nL 117.213749 116.992274 \r\nL 117.288064 117.895995 \r\nL 117.659638 135.048988 \r\nL 117.733952 134.382693 \r\nL 117.956897 122.354857 \r\nL 118.179841 115.366082 \r\nL 118.328471 119.867852 \r\nL 118.62573 130.432296 \r\nL 118.700045 130.458772 \r\nL 119.591822 119.88622 \r\nL 119.666137 120.290727 \r\nL 119.889081 126.399385 \r\nL 120.112026 131.229729 \r\nL 120.18634 130.615742 \r\nL 120.632229 120.827965 \r\nL 120.855173 124.697529 \r\nL 121.003803 126.177415 \r\nL 121.152433 124.70592 \r\nL 121.375377 122.291754 \r\nL 121.524006 124.66925 \r\nL 121.821266 131.46848 \r\nL 121.89558 130.62425 \r\nL 122.118525 121.398167 \r\nL 122.341469 115.612851 \r\nL 122.490099 120.218375 \r\nL 122.787358 134.449527 \r\nL 122.861673 134.589334 \r\nL 123.010302 129.350317 \r\nL 123.307561 116.602445 \r\nL 123.381876 117.065287 \r\nL 123.60482 125.982327 \r\nL 123.827765 130.877237 \r\nL 123.976394 127.152053 \r\nL 124.199339 120.388469 \r\nL 124.273654 120.176655 \r\nL 124.422283 123.27388 \r\nL 124.719542 129.573617 \r\nL 124.868172 127.112965 \r\nL 125.165431 120.715834 \r\nL 125.239746 120.809827 \r\nL 125.46269 124.364178 \r\nL 125.685634 127.439928 \r\nL 125.759949 127.731072 \r\nL 125.834264 127.688871 \r\nL 125.982894 126.847488 \r\nL 126.503097 122.205051 \r\nL 126.651727 123.275266 \r\nL 126.948986 126.429435 \r\nL 127.023301 126.523659 \r\nL 127.32056 125.464688 \r\nL 127.394875 125.511533 \r\nL 127.543504 125.853839 \r\nL 127.617819 125.787329 \r\nL 127.766448 124.522308 \r\nL 128.063708 121.602129 \r\nL 128.212337 123.811769 \r\nL 128.509596 129.055928 \r\nL 128.658226 126.562628 \r\nL 128.955485 121.15919 \r\nL 129.104115 124.477155 \r\nL 129.327059 129.706303 \r\nL 129.401374 129.064127 \r\nL 129.772948 117.532819 \r\nL 129.847262 118.474358 \r\nL 130.218836 133.830542 \r\nL 130.293151 133.558354 \r\nL 130.516096 123.944663 \r\nL 130.73904 116.902499 \r\nL 130.813355 117.535656 \r\nL 131.333558 129.7214 \r\nL 131.482188 128.357898 \r\nL 132.002391 120.792492 \r\nL 132.076706 120.888976 \r\nL 132.225336 122.922146 \r\nL 132.59691 128.939616 \r\nL 132.745539 127.479898 \r\nL 133.117113 121.863374 \r\nL 133.191428 121.685255 \r\nL 133.265743 121.905784 \r\nL 133.414372 123.421319 \r\nL 133.785946 128.897312 \r\nL 133.860261 128.768447 \r\nL 134.00889 126.300113 \r\nL 134.30615 120.129405 \r\nL 134.380464 120.435699 \r\nL 134.603409 125.754976 \r\nL 134.826353 128.887465 \r\nL 134.974983 126.879559 \r\nL 135.272242 123.059665 \r\nL 135.569501 124.855195 \r\nL 135.643816 124.740313 \r\nL 135.86676 123.496118 \r\nL 135.941075 123.638681 \r\nL 136.089704 125.465691 \r\nL 136.312649 128.423351 \r\nL 136.386964 128.14678 \r\nL 136.609908 123.274264 \r\nL 136.832852 120.355865 \r\nL 136.981482 123.058123 \r\nL 137.278741 129.785993 \r\nL 137.353056 129.405021 \r\nL 137.798945 120.548161 \r\nL 137.873259 121.193714 \r\nL 138.319148 128.143455 \r\nL 138.467778 126.728202 \r\nL 138.839352 122.668168 \r\nL 138.913666 122.788563 \r\nL 139.136611 124.738353 \r\nL 139.359555 126.576477 \r\nL 139.43387 126.599547 \r\nL 139.582499 125.616934 \r\nL 139.879759 123.446175 \r\nL 140.028388 124.396338 \r\nL 140.325647 126.726316 \r\nL 140.474277 125.606612 \r\nL 140.771536 122.248561 \r\nL 140.845851 122.231263 \r\nL 140.99448 123.489316 \r\nL 141.440369 129.356718 \r\nL 141.514684 129.094041 \r\nL 141.663313 126.309122 \r\nL 142.034887 116.370015 \r\nL 142.183517 120.316056 \r\nL 142.555091 137.289599 \r\nL 142.70372 131.659552 \r\nL 143.075294 111.183578 \r\nL 143.223924 118.272072 \r\nL 143.521183 137.270635 \r\nL 143.595498 136.796492 \r\nL 143.818442 123.472366 \r\nL 144.041387 115.217041 \r\nL 144.190016 120.792336 \r\nL 144.487275 132.890207 \r\nL 144.635905 127.780205 \r\nL 144.933164 116.216292 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131.034833 \r\nL 152.216013 128.307694 \r\nL 152.513272 119.175745 \r\nL 152.587587 119.097117 \r\nL 152.736216 122.318809 \r\nL 153.033476 129.627097 \r\nL 153.10779 129.258237 \r\nL 153.479364 121.714986 \r\nL 153.553679 121.92559 \r\nL 153.925253 127.000519 \r\nL 154.073883 124.966579 \r\nL 154.296827 122.090289 \r\nL 154.445457 124.31253 \r\nL 154.668401 129.001514 \r\nL 154.742716 128.810124 \r\nL 154.96566 122.643181 \r\nL 155.11429 119.851411 \r\nL 155.188604 120.51328 \r\nL 155.560178 130.985575 \r\nL 155.634493 129.929364 \r\nL 156.006067 117.539477 \r\nL 156.080382 118.252443 \r\nL 156.526271 131.951334 \r\nL 156.600585 131.869663 \r\nL 156.749215 129.617948 \r\nL 157.046474 119.676932 \r\nL 157.269418 113.352688 \r\nL 157.343733 114.144437 \r\nL 157.492363 121.980007 \r\nL 157.789622 141.739714 \r\nL 157.863937 141.022341 \r\nL 158.012566 130.860162 \r\nL 158.309825 109.990652 \r\nL 158.38414 110.985596 \r\nL 158.830029 130.243595 \r\nL 158.904344 129.987492 \r\nL 159.052973 129.306675 \r\nL 159.275918 131.02305 \r\nL 159.350232 130.669459 \r\nL 159.498862 125.688326 \r\nL 159.796121 112.728015 \r\nL 159.870436 113.986392 \r\nL 160.24201 134.67961 \r\nL 160.316325 134.636761 \r\nL 160.539269 125.459907 \r\nL 160.687899 121.521805 \r\nL 160.762213 121.881446 \r\nL 161.059472 126.259736 \r\nL 161.282417 120.487342 \r\nL 161.431046 118.808482 \r\nL 161.579676 123.39123 \r\nL 161.876935 133.194231 \r\nL 162.025565 128.748106 \r\nL 162.322824 118.57129 \r\nL 162.471453 121.379578 \r\nL 162.768713 127.771743 \r\nL 162.917342 125.701328 \r\nL 163.140286 123.215977 \r\nL 163.288916 125.194718 \r\nL 163.51186 128.107103 \r\nL 163.66049 126.193085 \r\nL 163.957749 120.591981 \r\nL 164.032064 121.072294 \r\nL 164.403638 128.945352 \r\nL 164.477953 128.925895 \r\nL 164.626582 126.523141 \r\nL 164.923841 121.670547 \r\nL 164.998156 121.990501 \r\nL 165.36973 126.55882 \r\nL 165.444045 126.460237 \r\nL 165.741304 125.101149 \r\nL 165.964248 126.247029 \r\nL 166.038563 126.215981 \r\nL 166.187193 124.350622 \r\nL 166.410137 120.27214 \r\nL 166.484452 120.344587 \r\nL 166.633081 124.009955 \r\nL 166.930341 132.243092 \r\nL 167.07897 128.205492 \r\nL 167.376229 117.307663 \r\nL 167.450544 118.084088 \r\nL 167.822118 129.731934 \r\nL 167.896433 129.199371 \r\nL 168.193692 123.634644 \r\nL 168.268007 123.998824 \r\nL 168.490951 126.963529 \r\nL 168.565266 126.670247 \r\nL 168.93684 119.456446 \r\nL 169.085469 123.626574 \r\nL 169.308414 131.721017 \r\nL 169.382728 131.768517 \r\nL 169.531358 127.083464 \r\nL 169.754302 119.288394 \r\nL 169.828617 119.333652 \r\nL 170.200191 127.867382 \r\nL 170.274506 127.390237 \r\nL 170.571765 123.825767 \r\nL 170.869024 127.447966 \r\nL 170.943339 127.04836 \r\nL 171.314913 120.175896 \r\nL 171.463542 123.310254 \r\nL 171.760802 130.465405 \r\nL 171.909431 127.773291 \r\nL 172.20669 120.526815 \r\nL 172.281005 120.60113 \r\nL 172.503949 124.171672 \r\nL 172.801209 127.467358 \r\nL 172.875523 127.518003 \r\nL 173.024153 126.876131 \r\nL 173.321412 123.18136 \r\nL 173.470042 121.914106 \r\nL 173.544356 122.038976 \r\nL 173.692986 123.941509 \r\nL 173.990245 128.065444 \r\nL 174.06456 127.613856 \r\nL 174.436134 121.954191 \r\nL 174.584763 123.920734 \r\nL 174.807708 128.318586 \r\nL 174.882023 128.290324 \r\nL 175.030652 125.147083 \r\nL 175.253597 119.465925 \r\nL 175.327911 119.550606 \r\nL 175.476541 123.527605 \r\nL 175.7738 132.108739 \r\nL 175.848115 131.396165 \r\nL 176.368318 118.519901 \r\nL 176.516948 120.357403 \r\nL 177.111466 133.233082 \r\nL 177.185781 132.59474 \r\nL 177.334411 127.575592 \r\nL 177.705984 112.786439 \r\nL 177.854614 117.431551 \r\nL 178.226188 137.255631 \r\nL 178.300503 136.677233 \r\nL 178.523447 125.276748 \r\nL 178.746391 116.269861 \r\nL 178.820706 116.642834 \r\nL 179.266595 128.014424 \r\nL 179.563854 123.761979 \r\nL 179.638169 123.87272 \r\nL 179.935428 127.52505 \r\nL 180.009743 127.373875 \r\nL 180.307002 123.987274 \r\nL 180.381317 124.104558 \r\nL 180.604261 125.584452 \r\nL 180.678576 124.997239 \r\nL 180.975835 118.16499 \r\nL 181.05015 118.530259 \r\nL 181.198779 124.65792 \r\nL 181.496039 137.188515 \r\nL 181.644668 130.170819 \r\nL 181.941927 112.243026 \r\nL 182.016242 113.36377 \r\nL 182.387816 132.579098 \r\nL 182.462131 132.21969 \r\nL 182.833705 122.006982 \r\nL 182.982334 124.587849 \r\nL 183.205279 127.784022 \r\nL 183.353908 125.196616 \r\nL 183.576853 120.785266 \r\nL 183.651167 120.875506 \r\nL 183.874112 124.779512 \r\nL 184.097056 127.256249 \r\nL 184.171371 127.285572 \r\nL 184.542945 126.665412 \r\nL 184.691574 124.870287 \r\nL 184.988833 119.800825 \r\nL 185.063148 120.043714 \r\nL 185.211778 123.333354 \r\nL 185.509037 130.818544 \r\nL 185.583352 130.482111 \r\nL 186.103555 121.697682 \r\nL 186.17787 121.779194 \r\nL 186.475129 122.130444 \r\nL 186.623759 124.658773 \r\nL 186.921018 132.371973 \r\nL 186.995333 131.81218 \r\nL 187.218277 122.337498 \r\nL 187.441221 117.025785 \r\nL 187.589851 122.195751 \r\nL 187.812795 130.302906 \r\nL 187.88711 129.97536 \r\nL 188.184369 121.450724 \r\nL 188.258684 121.520913 \r\nL 188.555943 128.998754 \r\nL 188.630258 128.871599 \r\nL 189.001832 120.416198 \r\nL 189.150461 124.462319 \r\nL 189.373406 129.5759 \r\nL 189.522035 125.256055 \r\nL 189.74498 118.166282 \r\nL 189.819295 119.283159 \r\nL 190.190868 133.833248 \r\nL 190.339498 127.995807 \r\nL 190.562442 116.500819 \r\nL 190.636757 116.236836 \r\nL 190.785387 121.804037 \r\nL 191.008331 130.869466 \r\nL 191.082646 130.648886 \r\nL 191.45422 121.195528 \r\nL 191.602849 124.553264 \r\nL 191.825794 129.115325 \r\nL 191.974423 126.042989 \r\nL 192.197368 119.589045 \r\nL 192.271682 119.596669 \r\nL 192.420312 123.373938 \r\nL 192.643256 129.409138 \r\nL 192.717571 129.376099 \r\nL 193.089145 123.330059 \r\nL 193.16346 123.569216 \r\nL 193.386404 124.887979 \r\nL 193.535034 123.70305 \r\nL 193.683663 122.371313 \r\nL 193.757978 122.600608 \r\nL 193.980923 126.991977 \r\nL 194.129552 128.782382 \r\nL 194.203867 128.185176 \r\nL 194.575441 121.908297 \r\nL 194.947015 127.474722 \r\nL 195.02133 126.663388 \r\nL 195.318589 121.725178 \r\nL 195.467218 123.555305 \r\nL 195.690163 127.334814 \r\nL 195.764477 127.26198 \r\nL 196.061737 124.115272 \r\nL 196.136051 124.416259 \r\nL 196.358996 126.873602 \r\nL 196.43331 126.793829 \r\nL 196.58194 124.210104 \r\nL 196.804884 120.095885 \r\nL 196.879199 120.568135 \r\nL 197.250773 130.196218 \r\nL 197.325088 130.142159 \r\nL 197.548032 125.102984 \r\nL 197.770977 121.591913 \r\nL 197.845291 121.752006 \r\nL 198.588439 126.927761 \r\nL 198.662754 126.981116 \r\nL 198.811384 126.082462 \r\nL 199.182958 122.758562 \r\nL 199.331587 123.508233 \r\nL 199.628846 124.98663 \r\nL 199.777476 125.485794 \r\nL 200.074735 128.313591 \r\nL 200.14905 128.153062 \r\nL 200.297679 125.078597 \r\nL 200.594938 118.167757 \r\nL 200.743568 122.757286 \r\nL 201.040827 133.242733 \r\nL 201.189457 127.542908 \r\nL 201.412401 116.775422 \r\nL 201.486716 117.087499 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118.710686 \r\nL 215.755155 118.721166 \r\nL 216.126729 123.944185 \r\nL 216.275358 123.646759 \r\nL 216.349673 123.933053 \r\nL 216.721247 127.778616 \r\nL 217.018506 124.099799 \r\nL 217.092821 124.232158 \r\nL 217.39008 128.178514 \r\nL 217.464395 127.513512 \r\nL 217.835969 117.014746 \r\nL 217.910284 117.814955 \r\nL 218.356172 133.274971 \r\nL 218.430487 132.316917 \r\nL 218.950691 120.030127 \r\nL 219.025005 120.196174 \r\nL 219.173635 121.463603 \r\nL 219.693838 128.500877 \r\nL 219.768153 128.34217 \r\nL 220.288357 124.556285 \r\nL 220.659931 117.924188 \r\nL 220.80856 121.662715 \r\nL 221.105819 135.222686 \r\nL 221.180134 135.043545 \r\nL 221.328764 128.283927 \r\nL 221.626023 115.249063 \r\nL 221.774652 120.849362 \r\nL 221.997597 131.155337 \r\nL 222.071912 131.08042 \r\nL 222.443485 119.720268 \r\nL 222.5178 121.533345 \r\nL 222.815059 133.04628 \r\nL 222.889374 131.751334 \r\nL 223.260948 113.371725 \r\nL 223.335263 115.132512 \r\nL 223.706837 137.519405 \r\nL 223.781152 136.467277 \r\nL 224.22704 114.396898 \r\nL 224.37567 120.124627 \r\nL 224.672929 131.370745 \r\nL 224.747244 130.845334 \r\nL 225.193133 123.391742 \r\nL 225.341762 123.511904 \r\nL 225.490392 123.035782 \r\nL 225.639021 122.522205 \r\nL 225.713336 122.81138 \r\nL 225.93628 126.46607 \r\nL 226.159225 128.734634 \r\nL 226.307854 126.45973 \r\nL 226.605113 121.525789 \r\nL 226.753743 123.390331 \r\nL 226.976687 127.34795 \r\nL 227.051002 127.372816 \r\nL 227.199632 124.980281 \r\nL 227.422576 121.244936 \r\nL 227.496891 121.738687 \r\nL 227.868465 131.174701 \r\nL 227.94278 130.784678 \r\nL 228.165724 122.823812 \r\nL 228.388668 116.913112 \r\nL 228.462983 117.680647 \r\nL 228.908872 131.514655 \r\nL 228.983187 131.505172 \r\nL 229.131816 129.37782 \r\nL 229.726334 118.093138 \r\nL 229.800649 118.206256 \r\nL 229.949279 121.141241 \r\nL 230.395168 133.617869 \r\nL 230.543797 130.679934 \r\nL 230.989686 117.375311 \r\nL 231.064001 116.892626 \r\nL 231.138315 117.099938 \r\nL 231.286945 119.653565 \r\nL 231.807148 135.067517 \r\nL 231.955778 132.091699 \r\nL 232.475982 113.715952 \r\nL 232.624611 116.861032 \r\nL 233.0705 136.754004 \r\nL 233.144815 136.370429 \r\nL 233.293444 130.851947 \r\nL 233.590703 117.446642 \r\nL 233.665018 116.784702 \r\nL 233.813648 118.604149 \r\nL 234.556796 132.922704 \r\nL 234.63111 132.386407 \r\nL 234.77974 126.847529 \r\nL 235.076999 114.882761 \r\nL 235.225629 119.417728 \r\nL 235.522888 132.89244 \r\nL 235.597203 132.201631 \r\nL 235.968776 119.588044 \r\nL 236.043091 120.35054 \r\nL 236.414665 128.494812 \r\nL 236.63761 124.128137 \r\nL 236.786239 122.296832 \r\nL 236.860554 122.594956 \r\nL 237.232128 126.498924 \r\nL 237.380757 125.467443 \r\nL 237.603702 123.975951 \r\nL 237.678017 123.982901 \r\nL 238.123905 125.221782 \r\nL 238.34685 126.935111 \r\nL 238.495479 127.551972 \r\nL 238.644109 125.105518 \r\nL 238.941368 116.068293 \r\nL 239.015683 116.960309 \r\nL 239.164312 125.517585 \r\nL 239.461571 142.176031 \r\nL 239.610201 131.208974 \r\nL 239.90746 100.422159 \r\nL 239.981775 102.180788 \r\nL 240.204719 131.400745 \r\nL 240.427664 149.713115 \r\nL 240.576293 137.30054 \r\nL 240.873552 106.124923 \r\nL 240.947867 107.560245 \r\nL 241.319441 137.358041 \r\nL 241.393756 136.493968 \r\nL 241.76533 111.355245 \r\nL 241.839645 112.721627 \r\nL 242.062589 133.591366 \r\nL 242.211218 144.269372 \r\nL 242.285533 143.49453 \r\nL 242.434163 129.213741 \r\nL 242.657107 104.061533 \r\nL 242.731422 103.5386 \r\nL 242.880052 117.014542 \r\nL 243.102996 140.727306 \r\nL 243.177311 140.142608 \r\nL 243.548885 112.141451 \r\nL 243.697514 127.939153 \r\nL 243.920459 149.307992 \r\nL 244.069088 131.216027 \r\nL 244.366347 87.052571 \r\nL 244.514977 111.596911 \r\nL 244.812236 166.632806 \r\nL 244.960866 143.790234 \r\nL 245.258125 91.029856 \r\nL 245.406754 108.338357 \r\nL 245.704013 146.304481 \r\nL 245.852643 133.504196 \r\nL 246.075587 112.500507 \r\nL 246.149902 113.146608 \r\nL 246.521476 134.032796 \r\nL 246.670106 127.796791 \r\nL 246.89305 117.152866 \r\nL 246.967365 117.260022 \r\nL 247.190309 126.022375 \r\nL 247.413253 131.258577 \r\nL 247.561883 128.583127 \r\nL 247.933457 119.725192 \r\nL 248.007772 120.18273 \r\nL 248.230716 125.646369 \r\nL 248.45366 129.301319 \r\nL 248.60229 127.267296 \r\nL 248.899549 121.704266 \r\nL 248.973864 122.084083 \r\nL 249.345438 127.293745 \r\nL 249.494067 125.481022 \r\nL 249.717012 121.699805 \r\nL 249.791327 121.798793 \r\nL 249.939956 124.800138 \r\nL 250.162901 130.026586 \r\nL 250.237215 129.884562 \r\nL 250.385845 126.183338 \r\nL 250.683104 119.309882 \r\nL 250.831734 121.365478 \r\nL 251.128993 126.096933 \r\nL 251.351937 129.163252 \r\nL 251.574881 132.761399 \r\nL 251.649196 131.677834 \r\nL 251.872141 118.642083 \r\nL 252.095085 109.962008 \r\nL 252.243715 118.122251 \r\nL 252.540974 139.079192 \r\nL 252.615288 138.171491 \r\nL 252.986862 120.040545 \r\nL 253.061177 120.346524 \r\nL 253.284122 124.281961 \r\nL 253.358436 123.872702 \r\nL 253.655695 117.862542 \r\nL 253.804325 121.650667 \r\nL 254.101584 133.946724 \r\nL 254.175899 134.155229 \r\nL 254.324529 131.243534 \r\nL 254.993362 112.954779 \r\nL 255.141991 118.44426 \r\nL 255.513565 141.115446 \r\nL 255.662195 132.682446 \r\nL 255.959454 112.504453 \r\nL 256.033769 114.074149 \r\nL 256.405343 131.00468 \r\nL 256.628287 121.398729 \r\nL 256.776916 118.402037 \r\nL 256.925546 124.082242 \r\nL 257.14849 134.672419 \r\nL 257.222805 134.502259 \r\nL 257.371435 127.792708 \r\nL 257.668694 115.202997 \r\nL 257.817323 119.383254 \r\nL 258.114583 130.891957 \r\nL 258.188897 131.067695 \r\nL 258.337527 128.317626 \r\nL 258.634786 121.95413 \r\nL 258.709101 121.803556 \r\nL 258.85773 123.23274 \r\nL 259.15499 127.119091 \r\nL 259.229304 127.05758 \r\nL 259.377934 125.297682 \r\nL 259.675193 121.660703 \r\nL 259.823823 123.418456 \r\nL 260.121082 128.973355 \r\nL 260.195397 129.015364 \r\nL 260.344026 127.033574 \r\nL 260.7156 121.154283 \r\nL 260.789915 121.136981 \r\nL 260.938544 122.222517 \r\nL 261.235804 127.51027 \r\nL 261.458748 130.052356 \r\nL 261.607378 127.810825 \r\nL 261.978951 119.004758 \r\nL 262.127581 122.001528 \r\nL 262.42484 128.889834 \r\nL 262.57347 126.710547 \r\nL 262.796414 123.271367 \r\nL 262.945044 125.143489 \r\nL 263.167988 127.65029 \r\nL 263.316618 124.401754 \r\nL 263.539562 119.597945 \r\nL 263.688192 122.855627 \r\nL 263.911136 130.197735 \r\nL 263.985451 130.06948 \r\nL 264.357025 120.522155 \r\nL 264.505654 125.243066 \r\nL 264.654284 130.321779 \r\nL 264.728599 130.256115 \r\nL 264.877228 124.021543 \r\nL 265.100172 116.510321 \r\nL 265.248802 124.212255 \r\nL 265.471746 137.038023 \r\nL 265.546061 135.098894 \r\nL 265.917635 108.977619 \r\nL 266.066265 121.650667 \r\nL 266.289209 143.723515 \r\nL 266.363524 142.646868 \r\nL 266.735098 108.17069 \r\nL 266.809413 110.729614 \r\nL 267.106672 135.734764 \r\nL 267.180986 134.764145 \r\nL 267.478246 114.180136 \r\nL 267.55256 115.520428 \r\nL 267.924134 141.209154 \r\nL 268.072764 128.068251 \r\nL 268.295708 106.044382 \r\nL 268.370023 106.720039 \r\nL 268.741597 138.498297 \r\nL 268.815912 137.780873 \r\nL 269.187486 119.585957 \r\nL 269.336115 123.291602 \r\nL 269.484745 126.690277 \r\nL 269.55906 126.232404 \r\nL 269.856319 120.352588 \r\nL 270.004948 124.531783 \r\nL 270.227893 131.507692 \r\nL 270.302207 130.701867 \r\nL 270.673781 118.072054 \r\nL 270.822411 121.936278 \r\nL 271.11967 130.911687 \r\nL 271.2683 127.963845 \r\nL 271.565559 120.867161 \r\nL 271.639874 121.120545 \r\nL 272.160077 126.724355 \r\nL 272.383021 126.007461 \r\nL 272.605966 124.890777 \r\nL 272.97754 122.50157 \r\nL 273.126169 123.944706 \r\nL 273.349114 126.672048 \r\nL 273.423428 126.430491 \r\nL 273.720688 122.225829 \r\nL 273.795002 123.130968 \r\nL 274.166576 136.592596 \r\nL 274.315206 128.307731 \r\nL 274.612465 99.808525 \r\nL 274.68678 100.968799 \r\nL 274.835409 118.556391 \r\nL 275.132669 157.535442 \r\nL 275.206983 154.884953 \r\nL 275.652872 99.830679 \r\nL 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124.830411 \r\nL 304.04112 124.732902 \r\nL 304.18975 123.922881 \r\nL 304.412694 122.428684 \r\nL 304.487009 122.641946 \r\nL 304.635638 124.903252 \r\nL 304.932898 130.325589 \r\nL 305.007212 129.698195 \r\nL 305.230157 122.482668 \r\nL 305.453101 117.795667 \r\nL 305.601731 121.013804 \r\nL 305.973305 131.315677 \r\nL 306.121934 129.156795 \r\nL 306.567823 119.894566 \r\nL 306.642138 119.42723 \r\nL 306.716452 119.488325 \r\nL 306.865082 121.838212 \r\nL 307.236656 134.049647 \r\nL 307.310971 133.662076 \r\nL 307.4596 127.73047 \r\nL 307.756859 113.843126 \r\nL 307.831174 114.49566 \r\nL 308.054119 125.899402 \r\nL 308.277063 134.481079 \r\nL 308.351378 134.093462 \r\nL 308.574322 126.219729 \r\nL 308.871581 118.23568 \r\nL 308.945896 118.344703 \r\nL 309.094526 120.827506 \r\nL 309.540414 130.070226 \r\nL 309.689044 128.352546 \r\nL 310.060618 122.853314 \r\nL 310.432192 121.258477 \r\nL 310.580821 123.162844 \r\nL 310.952395 132.189693 \r\nL 311.101025 127.915394 \r\nL 311.398284 115.890365 \r\nL 311.472599 116.784145 \r\nL 311.844173 133.437692 \r\nL 311.918487 133.089738 \r\nL 312.141432 123.241408 \r\nL 312.364376 118.089246 \r\nL 312.513006 122.359667 \r\nL 312.73595 129.472041 \r\nL 312.810265 129.709241 \r\nL 312.958894 126.969815 \r\nL 313.181839 121.959924 \r\nL 313.256154 121.829194 \r\nL 313.404783 123.92212 \r\nL 313.627728 126.880503 \r\nL 313.702042 126.557812 \r\nL 313.999301 122.899963 \r\nL 314.073616 122.961653 \r\nL 314.519505 126.871937 \r\nL 314.59382 126.585095 \r\nL 315.336968 122.086352 \r\nL 315.485597 123.347243 \r\nL 315.857171 127.735361 \r\nL 316.30306 126.754659 \r\nL 316.451689 124.522095 \r\nL 316.748949 116.556976 \r\nL 316.823263 116.897074 \r\nL 316.971893 122.678859 \r\nL 317.269152 136.068031 \r\nL 317.343467 135.135635 \r\nL 317.789356 117.425916 \r\nL 317.86367 118.122014 \r\nL 318.383874 126.783638 \r\nL 318.681133 129.778558 \r\nL 318.829763 126.845029 \r\nL 319.127022 119.816179 \r\nL 319.275651 122.912988 \r\nL 319.498596 129.022694 \r\nL 319.57291 128.853416 \r\nL 319.944484 119.843627 \r\nL 320.018799 120.552219 \r\nL 320.390373 129.818882 \r\nL 320.464688 129.497412 \r\nL 320.984891 122.405439 \r\nL 321.133521 122.371844 \r\nL 321.28215 122.850543 \r\nL 321.505095 125.712983 \r\nL 321.728039 128.440878 \r\nL 321.802354 128.265366 \r\nL 322.025298 124.723805 \r\nL 322.248243 122.47661 \r\nL 322.396872 123.503661 \r\nL 322.619817 125.019453 \r\nL 322.768446 124.344876 \r\nL 322.917076 123.882665 \r\nL 323.065705 125.534088 \r\nL 323.28865 129.405002 \r\nL 323.362964 129.379448 \r\nL 323.511594 126.119829 \r\nL 323.808853 118.608286 \r\nL 323.957483 121.201198 \r\nL 324.254742 128.495357 \r\nL 324.329057 128.468283 \r\nL 324.626316 126.514611 \r\nL 324.774945 126.720719 \r\nL 324.84926 126.377676 \r\nL 324.99789 123.747942 \r\nL 325.220834 119.280607 \r\nL 325.295149 119.610883 \r\nL 325.518093 126.173854 \r\nL 325.666723 129.261637 \r\nL 325.741038 129.018423 \r\nL 326.038297 124.37291 \r\nL 326.186926 126.132494 \r\nL 326.335556 127.900777 \r\nL 326.409871 127.107479 \r\nL 326.781445 116.400386 \r\nL 326.930074 122.903819 \r\nL 327.227333 136.479293 \r\nL 327.375963 129.11093 \r\nL 327.673222 113.640265 \r\nL 327.821852 119.694471 \r\nL 328.119111 133.450751 \r\nL 328.193426 132.456953 \r\nL 328.639314 120.245578 \r\nL 328.862259 123.269038 \r\nL 329.233833 127.53336 \r\nL 329.382462 127.908284 \r\nL 329.531092 126.342496 \r\nL 329.828351 121.557294 \r\nL 329.902666 121.696246 \r\nL 330.12561 125.43906 \r\nL 330.27424 127.177076 \r\nL 330.348554 126.96567 \r\nL 330.645813 123.485899 \r\nL 330.720128 123.827292 \r\nL 331.017387 127.986766 \r\nL 331.091702 127.372464 \r\nL 331.463276 119.165271 \r\nL 331.611906 123.522224 \r\nL 331.83485 131.984259 \r\nL 331.909165 131.897055 \r\nL 332.057794 126.412699 \r\nL 332.280739 117.995703 \r\nL 332.355054 118.621724 \r\nL 332.726627 131.114938 \r\nL 332.875257 126.814368 \r\nL 333.098201 119.028503 \r\nL 333.172516 119.335706 \r\nL 333.54409 129.776505 \r\nL 333.618405 129.058398 \r\nL 333.915664 122.388358 \r\nL 333.989979 122.416402 \r\nL 334.287238 125.922133 \r\nL 334.361553 125.738862 \r\nL 334.658812 123.504056 \r\nL 334.807441 124.907641 \r\nL 335.030386 126.727799 \r\nL 335.179015 125.337154 \r\nL 335.40196 123.119808 \r\nL 335.476275 123.400621 \r\nL 335.847848 126.952831 \r\nL 335.996478 125.666857 \r\nL 336.293737 122.653743 \r\nL 336.368052 122.708802 \r\nL 336.516682 123.753077 \r\nL 336.96257 127.381046 \r\nL 337.1112 126.298337 \r\nL 337.482774 122.455052 \r\nL 337.631403 123.687054 \r\nL 337.928662 126.186643 \r\nL 338.077292 125.151876 \r\nL 338.300236 124.036732 \r\nL 338.448866 125.32797 \r\nL 338.67181 127.217858 \r\nL 338.746125 126.863163 \r\nL 339.117699 121.535337 \r\nL 339.192014 121.621362 \r\nL 339.340643 123.590526 \r\nL 339.637903 127.965239 \r\nL 339.712217 127.976679 \r\nL 339.860847 126.739204 \r\nL 340.232421 122.724667 \r\nL 340.306736 122.58525 \r\nL 340.38105 122.785753 \r\nL 340.603995 124.963533 \r\nL 340.826939 126.370802 \r\nL 340.975569 125.291389 \r\nL 341.198513 123.611207 \r\nL 341.347143 125.018576 \r\nL 341.570087 128.278525 \r\nL 341.644402 128.153361 \r\nL 341.793031 125.222602 \r\nL 342.09029 119.661318 \r\nL 342.23892 122.686196 \r\nL 342.536179 129.262075 \r\nL 342.684809 127.61513 \r\nL 342.907753 124.275938 \r\nL 342.982068 124.134904 \r\nL 343.205012 124.78642 \r\nL 343.353642 123.530177 \r\nL 343.576586 121.31992 \r\nL 343.650901 121.917061 \r\nL 344.022475 130.414923 \r\nL 344.09679 129.983691 \r\nL 344.468364 120.74336 \r\nL 344.542678 120.996631 \r\nL 344.839938 126.182092 \r\nL 344.914252 126.056206 \r\nL 345.211511 122.535745 \r\nL 345.360141 125.2837 \r\nL 345.583085 130.800779 \r\nL 345.6574 130.356314 \r\nL 345.880345 121.919512 \r\nL 346.028974 118.116678 \r\nL 346.103289 118.78149 \r\nL 346.474863 129.527339 \r\nL 346.623492 125.701859 \r\nL 346.846437 120.631523 \r\nL 346.995066 124.560281 \r\nL 347.218011 131.66807 \r\nL 347.292325 131.135786 \r\nL 347.663899 118.351099 \r\nL 347.738214 118.607752 \r\nL 348.184103 126.029378 \r\nL 348.258418 126.290512 \r\nL 348.407047 128.238735 \r\nL 348.629992 131.471809 \r\nL 348.778621 127.555482 \r\nL 349.07588 114.141641 \r\nL 349.150195 114.953944 \r\nL 349.521769 134.264556 \r\nL 349.596084 133.789791 \r\nL 349.967658 118.758819 \r\nL 350.041973 119.844127 \r\nL 350.339232 130.234382 \r\nL 350.413546 129.848106 \r\nL 350.78512 118.684994 \r\nL 350.859435 119.664256 \r\nL 351.231009 130.062936 \r\nL 351.379639 127.634935 \r\nL 351.676898 122.185997 \r\nL 351.825527 123.641187 \r\nL 352.048472 126.093199 \r\nL 352.122787 125.99967 \r\nL 352.49436 123.649569 \r\nL 352.64299 124.636673 \r\nL 352.865934 126.258001 \r\nL 352.940249 126.206366 \r\nL 353.163194 124.491993 \r\nL 353.311823 123.718733 \r\nL 353.386138 123.872313 \r\nL 353.757712 126.494888 \r\nL 353.906341 125.262317 \r\nL 354.203601 122.08858 \r\nL 354.35223 123.787705 \r\nL 354.649489 129.051591 \r\nL 354.723804 128.659202 \r\nL 355.095378 120.580495 \r\nL 355.169693 120.819217 \r\nL 355.541267 128.228266 \r\nL 355.615581 127.628643 \r\nL 355.912841 121.342557 \r\nL 355.987155 121.682517 \r\nL 356.2101 128.509458 \r\nL 356.358729 131.403798 \r\nL 356.433044 130.564411 \r\nL 356.878933 116.108839 \r\nL 357.027562 120.716991 \r\nL 357.399136 133.790945 \r\nL 357.473451 133.330861 \r\nL 357.622081 129.400292 \r\nL 358.067969 114.532102 \r\nL 358.142284 115.621084 \r\nL 358.365229 127.327797 \r\nL 358.588173 136.928561 \r\nL 358.662488 136.105716 \r\nL 358.885432 123.224592 \r\nL 359.108376 114.579073 \r\nL 359.257006 118.994153 \r\nL 359.554265 131.500552 \r\nL 359.62858 131.275686 \r\nL 360.000154 121.290458 \r\nL 360.074469 121.298427 \r\nL 360.297413 125.588853 \r\nL 360.446043 127.615548 \r\nL 360.520357 127.425077 \r\nL 360.743302 123.276447 \r\nL 360.891931 121.29951 \r\nL 360.966246 121.609809 \r\nL 361.18919 127.20492 \r\nL 361.33782 130.370422 \r\nL 361.412135 130.262759 \r\nL 361.560764 126.182287 \r\nL 361.858023 117.670928 \r\nL 362.006653 121.551202 \r\nL 362.303912 131.254409 \r\nL 362.378227 130.502021 \r\nL 362.675486 123.029055 \r\nL 362.749801 123.119938 \r\nL 362.972745 126.35207 \r\nL 363.04706 126.088952 \r\nL 363.270004 118.770088 \r\nL 363.418634 116.099516 \r\nL 363.567264 122.10678 \r\nL 363.864523 140.28456 \r\nL 363.938837 139.263635 \r\nL 364.161782 122.006189 \r\nL 364.384726 109.394316 \r\nL 364.459041 110.225332 \r\nL 364.681985 122.374884 \r\nL 364.979244 136.438087 \r\nL 365.127874 138.160449 \r\nL 365.202189 136.955805 \r\nL 365.350818 129.057846 \r\nL 365.722392 105.560947 \r\nL 365.871022 116.149745 \r\nL 366.168281 144.314907 \r\nL 366.242596 142.850098 \r\nL 366.61417 111.485202 \r\nL 366.688485 112.606855 \r\nL 367.060058 133.907149 \r\nL 367.208688 126.528828 \r\nL 367.431632 115.348888 \r\nL 367.505947 116.620942 \r\nL 367.877521 133.288771 \r\nL 368.026151 128.689583 \r\nL 368.249095 122.040783 \r\nL 368.32341 122.499424 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126.377584 \r\nL 382.14596 117.558748 \r\nL 382.220275 117.993482 \r\nL 382.591849 131.451415 \r\nL 382.666163 130.780319 \r\nL 383.037737 120.28878 \r\nL 383.186367 122.756307 \r\nL 383.409311 127.492155 \r\nL 383.483626 127.432635 \r\nL 383.8552 123.124039 \r\nL 384.226774 127.2097 \r\nL 384.301089 126.500355 \r\nL 384.598348 121.890326 \r\nL 384.672663 122.232763 \r\nL 385.044237 127.743489 \r\nL 385.192866 125.779787 \r\nL 385.415811 122.611963 \r\nL 385.490125 122.978179 \r\nL 385.787384 127.509774 \r\nL 385.861699 127.310234 \r\nL 386.084644 122.709078 \r\nL 386.233273 120.788379 \r\nL 386.307588 121.33638 \r\nL 386.679162 130.082642 \r\nL 386.753477 129.867923 \r\nL 386.976421 124.071026 \r\nL 387.199365 119.757688 \r\nL 387.27368 120.210898 \r\nL 387.719569 128.943816 \r\nL 387.793884 128.542081 \r\nL 388.239772 122.346195 \r\nL 388.388402 123.641703 \r\nL 388.685661 126.377507 \r\nL 388.834291 125.448821 \r\nL 389.13155 123.408992 \r\nL 389.280179 124.561561 \r\nL 389.577439 127.444512 \r\nL 389.651753 127.16544 \r\nL 389.874698 123.770341 \r\nL 390.097642 120.931436 \r\nL 390.171957 121.08174 \r\nL 390.320586 123.347994 \r\nL 390.69216 131.357164 \r\nL 390.766475 130.958762 \r\nL 390.915105 126.758086 \r\nL 391.286679 114.806363 \r\nL 391.435308 120.558748 \r\nL 391.732567 138.145733 \r\nL 391.806882 138.223889 \r\nL 391.955512 130.649008 \r\nL 392.252771 110.636636 \r\nL 392.327086 110.840597 \r\nL 392.475715 118.651713 \r\nL 392.772974 136.934845 \r\nL 392.847289 137.246521 \r\nL 392.995919 132.538695 \r\nL 393.441807 114.052775 \r\nL 393.516122 114.236097 \r\nL 393.664752 118.722811 \r\nL 394.11064 137.543192 \r\nL 394.25927 131.771794 \r\nL 394.630844 114.788809 \r\nL 394.705159 115.084343 \r\nL 395.002418 121.513944 \r\nL 395.225362 129.446629 \r\nL 395.522621 141.104007 \r\nL 395.596936 139.200969 \r\nL 395.819881 116.811462 \r\nL 396.042825 98.922967 \r\nL 396.11714 101.76802 \r\nL 396.340084 133.612888 \r\nL 396.563028 153.579767 \r\nL 396.711658 139.61624 \r\nL 397.008917 99.08617 \r\nL 397.083232 99.54812 \r\nL 397.231861 115.498692 \r\nL 397.529121 147.691812 \r\nL 397.603435 145.007216 \r\nL 398.049324 104.460487 \r\nL 398.197954 116.865361 \r\nL 398.495213 145.283473 \r\nL 398.569528 143.704898 \r\nL 398.792472 120.472482 \r\nL 399.015416 105.503884 \r\nL 399.164046 114.256887 \r\nL 399.461305 141.5084 \r\nL 399.53562 141.818039 \r\nL 399.684249 132.774545 \r\nL 399.981509 111.116274 \r\nL 400.055823 111.56317 \r\nL 400.278768 125.001366 \r\nL 400.501712 134.821191 \r\nL 400.576027 134.190061 \r\nL 401.021916 119.222295 \r\nL 401.09623 119.515009 \r\nL 401.690749 127.118382 \r\nL 401.913693 126.428885 \r\nL 402.136637 124.865736 \r\nL 402.508211 121.56435 \r\nL 402.582526 121.88861 \r\nL 402.80547 125.824028 \r\nL 403.10273 130.136507 \r\nL 403.251359 128.551654 \r\nL 403.771563 116.810347 \r\nL 403.845877 116.985278 \r\nL 403.994507 121.093582 \r\nL 404.366081 139.658604 \r\nL 404.440396 138.52516 \r\nL 404.66334 120.467263 \r\nL 404.886284 107.22432 \r\nL 405.034914 116.035792 \r\nL 405.332173 139.609174 \r\nL 405.480803 131.343496 \r\nL 405.703747 112.693392 \r\nL 405.778062 112.790484 \r\nL 405.926691 124.730931 \r\nL 406.149636 142.836404 \r\nL 406.223951 140.866917 \r\nL 406.595524 102.321448 \r\nL 406.669839 103.143384 \r\nL 406.892784 126.385652 \r\nL 407.115728 143.650555 \r\nL 407.190043 143.511024 \r\nL 407.338672 137.194557 \r\nL 407.858876 102.395316 \r\nL 407.933191 102.989762 \r\nL 408.08182 116.89043 \r\nL 408.379079 156.823863 \r\nL 408.453394 155.016681 \r\nL 408.676338 116.069391 \r\nL 408.899283 93.013585 \r\nL 409.047912 113.532182 \r\nL 409.270857 150.724397 \r\nL 409.345172 151.458682 \r\nL 409.493801 133.58244 \r\nL 409.716745 104.515038 \r\nL 409.79106 105.255456 \r\nL 410.162634 140.171014 \r\nL 410.236949 137.88707 \r\nL 410.534208 115.478011 \r\nL 410.608523 115.65386 \r\nL 410.905782 129.892668 \r\nL 410.980097 129.815043 \r\nL 411.277356 120.555775 \r\nL 411.351671 121.558369 \r\nL 411.64893 131.186066 \r\nL 411.797559 126.152954 \r\nL 412.020504 116.582913 \r\nL 412.094819 117.643046 \r\nL 412.466393 134.55531 \r\nL 412.615022 127.287575 \r\nL 412.837966 114.537375 \r\nL 412.912281 114.922283 \r\nL 413.135226 127.960169 \r\nL 413.283855 134.019277 \r\nL 413.35817 133.624148 \r\nL 413.804059 119.660088 \r\nL 414.398577 127.087905 \r\nL 414.621521 130.132319 \r\nL 414.695836 129.46904 \r\nL 414.91878 121.46768 \r\nL 415.06741 117.483297 \r\nL 415.141725 117.955121 \r\nL 415.364669 127.349156 \r\nL 415.513299 131.747268 \r\nL 415.587614 131.268912 \r\nL 415.959187 120.047783 \r\nL 416.033502 121.015069 \r\nL 416.330761 128.533643 \r\nL 416.405076 127.938748 \r\nL 416.702335 120.750274 \r\nL 416.77665 121.107298 \r\nL 417.148224 129.813449 \r\nL 417.222539 128.761754 \r\nL 417.519798 120.388508 \r\nL 417.594113 120.449505 \r\nL 417.817057 126.204793 \r\nL 417.965687 128.605098 \r\nL 418.040001 128.103198 \r\nL 418.411575 121.867466 \r\nL 418.560205 124.251948 \r\nL 418.783149 127.848153 \r\nL 418.857464 127.627464 \r\nL 419.229038 122.577812 \r\nL 419.303353 122.701671 \r\nL 419.749242 125.763184 \r\nL 419.972186 125.873421 \r\nL 420.120815 126.030264 \r\nL 420.19513 125.905472 \r\nL 420.34376 124.917476 \r\nL 420.641019 122.795491 \r\nL 420.789649 123.697529 \r\nL 421.086908 126.292119 \r\nL 421.161222 126.363936 \r\nL 421.458482 125.676794 \r\nL 421.607111 125.240015 \r\nL 421.978685 122.648184 \r\nL 422.053 122.881756 \r\nL 422.275944 126.118395 \r\nL 422.424574 127.572814 \r\nL 422.498889 127.216783 \r\nL 422.870463 122.201522 \r\nL 423.019092 124.842882 \r\nL 423.242036 128.979302 \r\nL 423.316351 128.389615 \r\nL 423.687925 119.30632 \r\nL 423.76224 120.187898 \r\nL 424.133814 130.433315 \r\nL 424.208129 129.717558 \r\nL 424.579703 121.363883 \r\nL 424.728332 122.958114 \r\nL 424.951277 125.886591 \r\nL 425.025591 125.83302 \r\nL 425.248536 124.518507 \r\nL 425.32285 124.6233 \r\nL 425.62011 126.582319 \r\nL 425.768739 125.179806 \r\nL 425.991684 122.241849 \r\nL 426.065998 122.451581 \r\nL 426.288943 126.786998 \r\nL 426.437572 128.585468 \r\nL 426.511887 127.99312 \r\nL 426.883461 119.925237 \r\nL 426.957776 120.703504 \r\nL 427.32935 130.618006 \r\nL 427.403664 130.121657 \r\nL 427.849553 119.896747 \r\nL 427.923868 120.772219 \r\nL 428.369757 128.267104 \r\nL 428.518386 126.853818 \r\nL 428.88996 122.283377 \r\nL 428.964275 122.468145 \r\nL 429.112905 124.448032 \r\nL 429.410164 128.310041 \r\nL 429.558793 125.681109 \r\nL 429.856052 119.423592 \r\nL 430.004682 122.890993 \r\nL 430.301941 131.746565 \r\nL 430.450571 128.381651 \r\nL 430.74783 119.40484 \r\nL 430.896459 122.09266 \r\nL 431.119404 127.550526 \r\nL 431.193719 127.428975 \r\nL 431.490978 121.972265 \r\nL 431.565292 122.156825 \r\nL 431.788237 127.614111 \r\nL 431.936866 130.117872 \r\nL 432.011181 129.784603 \r\nL 432.234126 124.174394 \r\nL 432.45707 119.677797 \r\nL 432.531385 119.394175 \r\nL 432.605699 119.68791 \r\nL 432.754329 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123.496883 \r\nL 447.171397 124.22811 \r\nL 447.394342 125.21164 \r\nL 447.691601 124.331659 \r\nL 447.840231 125.166879 \r\nL 448.063175 126.621684 \r\nL 448.13749 126.314554 \r\nL 448.509064 122.134747 \r\nL 448.657693 123.954699 \r\nL 448.954952 128.375435 \r\nL 449.103582 126.14019 \r\nL 449.400841 121.264698 \r\nL 449.549471 123.623957 \r\nL 449.772415 128.095314 \r\nL 449.84673 128.138278 \r\nL 449.995359 125.751002 \r\nL 450.218304 121.89857 \r\nL 450.292618 122.059025 \r\nL 450.515563 126.225812 \r\nL 450.664192 128.18789 \r\nL 450.738507 127.989234 \r\nL 450.961452 123.789682 \r\nL 451.184396 121.239538 \r\nL 451.333025 122.994914 \r\nL 451.704599 128.347616 \r\nL 451.853229 127.152383 \r\nL 452.224803 122.485805 \r\nL 452.299118 122.331757 \r\nL 452.447747 122.83672 \r\nL 452.819321 126.116788 \r\nL 453.11658 127.912533 \r\nL 453.26521 126.700416 \r\nL 453.636784 120.452089 \r\nL 453.711099 120.547817 \r\nL 453.859728 123.085983 \r\nL 454.156987 129.555022 \r\nL 454.231302 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118.700045 65.376295 \r\nL 118.774359 65.550019 \r\nL 119.071619 68.010194 \r\nL 119.145933 67.930873 \r\nL 119.294563 66.011919 \r\nL 119.591822 61.248358 \r\nL 119.666137 61.406107 \r\nL 119.889081 65.012048 \r\nL 120.112026 68.296071 \r\nL 120.18634 68.571235 \r\nL 120.260655 68.442195 \r\nL 120.483599 66.46077 \r\nL 120.855173 62.668814 \r\nL 120.929488 62.650113 \r\nL 121.078118 63.70998 \r\nL 121.375377 66.577292 \r\nL 121.449692 66.66567 \r\nL 121.746951 66.143181 \r\nL 121.969895 66.772428 \r\nL 122.04421 66.590801 \r\nL 122.19284 64.901162 \r\nL 122.415784 61.717904 \r\nL 122.490099 61.754338 \r\nL 122.638728 64.233902 \r\nL 122.935987 69.24035 \r\nL 123.084617 66.815049 \r\nL 123.307561 62.480758 \r\nL 123.381876 62.607573 \r\nL 123.75345 67.890033 \r\nL 123.90208 65.500179 \r\nL 124.125024 61.877243 \r\nL 124.199339 62.396352 \r\nL 124.570913 68.78179 \r\nL 124.719542 66.361215 \r\nL 124.942487 62.721994 \r\nL 125.016801 63.128237 \r\nL 125.314061 67.724324 \r\nL 125.388375 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2V2+nombNmhgyZAjq1q0LQCFM1ahRQ6eLqDHn0blzZwwdOpTXpTEv/Pzzz9i1axcyMjLg5eWF4cOHY86cOfjuu+8wcOBAlC9fHo6OjtizZ49JjvclQxVmxpTatWvT9+7dK7TjEQiEgiUz5CnCevWCRWAgfA/mZrHKDg2F0MYGIh0Bxq9q1oI8IwMVbt+C0M6uMLpLIBDywItKuVYdEnNmWlTXttLTEFAiTX15Tng4Xr55gwpe3rCoWIFZLtViOTOvWBECMzNkqixnlSuDUiYVkaWlATQgtOXWoSJ8ndy7dw8//PCD1kyaBNPx4sULBKhZxymKuk/TdG2+9iTmjEAg5Imcjx8Rxgr+ZvO+XXu8adQYOR8+IOP+ff4dKCcidB5qrhAIBMIXhbbYW+VyWpIDKacwsbYc+toV7jlhYcj5EJan7hG+LBYvXowePXrg119/LequEHggwhmBQMgTWc+e5/5guc1kvw9l/n7Xpi0+9B8AAEg6eBAfx4zV3IYkBCEQihXpt25Dnp1d1N34qtDmxcReLuMUolYsl2dlFmS3ihU0TUOWnk5qZJmAqVOn4sOHD2jYsGFRd4XAAxHOCARCnqDM+ENW3yuzcKkTNX0G0i5c0FhOy8mHlkAoLmS/e4fwIUMQs2ABgILNAEhgoU1Jpef6y1nJM3jbf0H3T5acjJzQUMiSk5H97h1yIiKKuksEQoFAhDMCgWAU8uxsxYSNMtHwQRPLGYFQXJAlpwAAsl+/USz4gib3xRk6JwcvKgUg4W+1hBpaPQu+vmx3qpItdHY25JmZkCndPKXx8ZDnIy09ofgiz86G9CssWE2EMwKBYDCy1FS8qlYd8WvXmk6oIm6NBELxQVUdQ1X0WCYzeFOappG4Z6+mNYegF5VwEbdqFWc5pw4krfit05r5lQnTNE1DEh2NnPfvi7orhAIg5/17SKKivjoLPhHOCCUCeU4O5Jlfj299cUWWmAgASD5ylDsJMCJVc8qpU5zfxK2RQChYZElJiPjfRMiUhX11wdQfUr6WxkyKMh8+RPScOYhesDAv3fy6UQrBKusQA+f608h6/hzZb9+CuUF6yH77zjT9K6bQEonif5YQm/3+PXI+fSqqLhFMCHNfvzIlLhHOCCWCd23a4lWNmkXdDYIKmtaYtGW/f4/IH3/Su2nkD5PU9vV1DboEQmGT8M8WpJ45g8Rdu/Q3VgpnkshIpF25otNyJktOxqcpUxQp2gHIlf9LY2Pz3+mvgMQ9e5m/adV1Vp+E8gjHtI5kLdLYWI6gQktytLbl7FMqVcsGWXjcuXMHTZs2hb+/P2rWrIkOHTogJCREa3tpXBzzd/br18zfqvOWZ2SoJU/hZ/369di2bVs+eq6JPDvbICVIfrh06RJu3LhhdLuCON+8kpmZiSZNmkCm1zKvUhbxKyPCwsJQpUoVAIp6c0OGDDFJ//r374+KFSuiSpUqGDZsGCQqJQBNY8KECShfvjyqVq2KBw8emOR46hDhjFAikEZFFXUXCADXQqZm8fq8ZStS/v3X+H1+ZRqxkowkJhYpp08jlSexC6H4oqqfpbIy6ERVEyshAR9HjNT5fiZs2YLko8fwWTXho3InUrRcznXJI2gQv2YN8zctUZYUUZ+EGnkNZSkpkKenG92XnPBwSCIiDHtGTEhMTAx69+6NRYsW4c2bN3jw4AF++eUXvHtnvMVPEhlpVPtRo0Zh0KBBRh9HF9lv3iDn40eT7lOdvApnBXG+bKRGlMX5+++/0b17dwiFQoPaZ718qbdNUFAQIiIiEB4errPdnDlzsGXLFp1t+vfvj5cvXyIkJASZmZn466+/AACnTp3Cmzdv8ObNG2zcuBGjR482qP/GQoQzAoGQN9QsXsYG7arEvPDvR/Ba3OicHGQ8eJjX3hEKgLdNmiBy4g+IYJdEIBR7VJlVaakh8WNcF2V1AYuWyRirOWVmpliWrbLO5G4b+eOPeBlYJW8d/lpgTUxpKb9QlCe3bzUBTxIVBWm87vGZZlkG1AkLC0NAQAC+//57BAYGonXr1shUhhk8evQI33zzDapWrYpu3bohUen63rRpU0yZMgV169ZFhQoVtBY6Xr16NQYPHoz69eszyxo2bIiuXbsCAI4fP47g4GDUqFEDbXv2REx8PABgwdq1WMGaYNfu1g2hL18iPT0d3caMQXCPHqhSpQr27lVYJ6dOnYrKlSujatWq+Oknxfdmzpw5WLp0KQBg06ZNqFOnDqpVq4YePXogQxk3OWTIEEyYMAH169eHn58fDhw4oPP61OraFZ1GjDDZ9Vm5ciXT7759+yIsLAzr16/H8uXLUb16dVy9epVzjVq2bImYmBjeduzzNbZfYWFhaNSoEWpWr47qlSvj2qVLABQCYKNGjdC5c2dUrlwZs2bNwooVK5j+T58+HX/++afGee3cuRNdunRh9tG4cWN06NABFStWxKhRoyCXyyGTyTBi+jTU7tYNdbp1w/LlywEA9+/fR7Vq1VCtWjWsYSk4AKBTp07Ys2cP77U0hvbt24OiKFAUhbp16yJCmRn06NGjGDRoECiKwjfffIOkpCREFYDxgAhnBAIhbxih0VX/4Evj4xnXD0l4OK/FLWruXHzo1w85EcZpQwkEghYMiQ1Vb6P2nr8MrIKE9esVTQVK4YJnQp966rTe5BSytHTI1WOsviYEuddam6ti5oP7xu9XfbxNSIAkWs8EktLtPvbmzRuMHTsWz549g729PQ4ePAgAGDRoEJYsWYInT54gKCgIc+fOzT2uVIo7d+5gxYoVnOVsnj17hpo1tYcsNGzYELdu3cLDhw/Ru2tXLP/nH61taZrG6dOn4e7qitsHD+Lp06do27YtEhIScPjwYTx79gxPnjzBjBkzNLbt3r077t69i8ePHyMgIACbN29m1kVFReHatWs4ceIEpk6dytlOnpUFaXIyc33uHzkCO1tbk12fxYsX4+HDh3jy5AnWr18PHx8fjBo1Cj/88AMePXqERo0aca5R37598dtvv/G2Y2Nsv1xdXXH27FncPnUK23//Hf+bOJFp/+DBA/z55594/fo1hg0bxrhOyuVy7NmzBwMGDOAcOycnB+/fv4ePjw+z7M6dO1i1ahWeP3+Od+/e4dChQ3j06BE+xcbi3uHDuHv4MOOyOHToUKxatQqPHz/WuF61a9fWKujmBYlEgu3bt6Nt27YAgMjISHh7ezPrvby8EGmkxdYQ+AsVEQgEAh8q/3CemDNdqMcLRk3X/Diqk6m0mtFfUZFVU0DL5aBzciCwsNBYl/Lff7Bp2BACK6si6BmBzaepv6BUhw6waVS8i8DyuSYm7t0HZ5Y7T/KRIxDa28Pc31+5kWFjw+vatWFRuTJ8Dx00SV9LHKzLFNarN2fV5+07IImOwufNfwNrVjPLl33citcZH0CFijWThyihwsx1xqUJIqw5vys5VsL/7Lvp7Kqvry+qV68OAKhVqxbCwsKQnJyMpKQkNGnSBAAwePBg9OrVi9mme/funPaGEBwcjJSUFLRu3Rp//vknIiIi0KdPH0RFRSE7MxNl3dx0bh8UFIRJEyZgxrJl6Dp0KBo1agSpVAoLCwsMGzYMHVq1Rsf27TS2e/r0KWbMmIGkpCSkpaWhTZs2zLquXbtCIBCgcuXKiImJ4WyX/fYtpNHRzPXJfPoUNSpXRmhoqEmuT9WqVdG/f3907dqVsSaqw75GOTk58PX11XmN8tIviUSCcePG4eG9exDQNN6yXAfr1q3LHNPHxwdOTk54+PAhYmJiUKNGDTg5OXGOHx8fD3t7e86yunXrws/PDwDw7bff4tq1a2jRogVCP0Zg0qJFaNu4MToOH46kpCQkJSWhcePGAICBAwfiFCvJmKurKz7xJIMJCQnBwIEDAQDR0dEQi8WMhe/8+fMafVQxZswYNG7cWEO4LWiI5YxQoqCNSOusd18SCT5v207qoxiBelpnDjqU8rTaNZbnaJ84AEDy0aPICQ3VPGYxJvy74YhZvKTQj6v+TkTPno1X1WsAADJDQpgspzkREYic8D98mjJF+74kEpIVtZBIPnIEH7//nvmd8/EjUk6e5LRJv3WbSbaRV2iaRtqlywa1o3NyALnaGMsXR6JmXZPGxiL2t99Yyw1X3GQ9f25w2+JIzOIliBg/Pm8ba/meJe7dh5iFCxWCGRvWZTXlt5B7DP57Z25uzvwtFAoNii9SbcNuP3ToUFSvXh3t27cHAAQGBnKSKty+fRvz589HstKzYvz48Rg3bhxCQkKw9rffka0UOkVCIeSsb0OWcnmFChVwY98+BPr7Y8aMGZg3bx5EIhHu3LmDrk2b4tj+fWjbpo3Gd2XIkCFYvXo1QkJCMHv2bGSxvlnsc9emlDT2+sizskAlJECWmqrz+vz7778YO3YsHjx4gDp16vDul32NNmzYwOl7XuC7b8uXL4erqyvuHjuG63v2IIelGLC25gr7w4cPx5YtW/DPP/9g2LBhGvu3tLTU6COlNqZQFAUHBwfcPnQQjevUwV/79mE4a7xUR5acDHlWFrKysmBpaamxPigoCI8ePcKjR48watQozJs3j/mtTTCbO3cu4uLisGzZMmaZp6cnPrJiCiMiIuDp6am1X3mFWM4IJYr37Tug3JnTJtlX4t59iFm0CADgOGigSfb5pUHTNORpaYhfvRouEydyLGf5ybLIuENpIW41y4+8oCYhJib9+nWkX7+O0lO1Cz+mJvPZM4T16Iky27bCum5dAEDSfkVMRPK//+LTjz/BpmULeK9eDVopdGUrhV6NfT19hrCePSFyd4f/Rf0JP2ia1vigEgyDT+EQPnQYJBERsG3ZEpRYjJyICIQPGQK77t3hsSjvqenTr15F5qNHzG9JTAwgl8PM3T23HhlNI/bPP5G4bTvKqmV0NCa5RPYr/UH7JYnU8+chjYuDQ9++Wtt81pNYAFC8pxaVK2u8L7SWMTR69myt+5rkPVjv8cy8vCBRxsjwYVklNxZQmpAAga0tcgy0bLGxs7ODg4MDrl69ikaNGmH79u2MNUYb/6i5JY4dOxbBwcFo06YNE3eWwaqTl5yczEx+t+/ZzSwv6+GBU1euAAAePn+OsMhIgAY+ffoEKwsLfNupE1wCA7H577+RlpaGjIwMtAkORnCFCghs107DXTc1NRXu7u6QSCTYuXNn/ifcNK37+shkkGdmIufDB4BlDWRfH7lcjo8fP6JZs2Zo2LAh9uzZg7S0NNja2iIlJYX3Gm3dupVZrt5ORV7uW3JyMjwcHYHsbOw6flxnlsVu3bph1qxZkEgk2MWTIdbBwQEymQxZWVmwUHp43LlzB6GhoShbtiz27t2LESNGID4+HnI5ja6tWsHfxwfD586Fvb097O3tce3aNTRs2BA7d+4EACYJy+vXr5nsjfnhr7/+wpkzZ3D+/HkIBLl2rM6dO2P16tXo27cvbt++DTs7O7i7u+f7eOoQ4YxQosj58AEJm/+GdaOGyPnwAaVatcrTflIvXECm0l9ZqgwwJmgSM38Bk35bXK4cLKtVy12ZxzpngEKQ0Qlr3yn//Qdzf38m41xhkhMeDgiEEHvp/lCn37xZSD3iknH3LgAg9dw5RjhT8UmZZCXjzl3O8py37yBPT4dAqe2UfPqE0F69IVMmdDE4M6pMBqiyAMpkoAzMulWUSBMTQZmJIbSx1t+4AKF5tN8S5XWXZ2VBIBIhSZl4ICvkSb6OJYmO5vx+26QpACDg5Qu8ql1HY5Kq7kb8rq2mC5g0Kgpxa9aAEnLfydjfFckG2NYFWi4HJSiZTjoRY8cBgE7hTB9pV6/i4/cj4DZnDhz69uGuLKgajwa6lcpzciCJigIVH5+bpdHIYr9bt27FqFGjkJGRAT8/Pw3hSx9ubm7Yu3cvpkyZgsjISLi6usLZ2RmzZs2CPDsb04YPR6+ePeHg4IDG1apBpVrq2qoVdh0/jlpdu6J2UBD8y5YFQCMkJAQ/jR8PSiCAmUiENcuXIzU1FV26dEFmcjJouRyLJ0/WUJDMnz8fwcHBcHFxQXBwMFJTU406D3VUlk2+62NoSIBMJsOAAQOQnJzMpHC3t7dHp06d0LNnTxw9ehSrVq3CnDlz0KtXLzg4OKB58+YIVSrg1NuxMfa+jRkzBt27dMH2HTvQqkEDWFtZKZS3WVka11IsFqNZs2awt7eHgKIgiY6GyNmZ8w1v3bo1rl27hpYtWwIAalevjrGjRuFdWBiaNWuGbt26ISQkBIOHDmEspIuVyUxUFjmKotC6dWvOsS9evIgOHToYdH11MWrUKJQtWxb16tUDoHD1nDVrFtq3b4+TJ0+ifPnysLKyMvp5NxSqMKtu165dm753716hHc9UyNLSIbCyLLEfmC+BF5UCeJcHvHwBQFmjJT4eZmr+6FkvXiBu9Rp4rVjOZBZT35/T99/D9Ue12ltfMTkRkYgYOxaey5fjvdK1AgBKz5iBz//8A0lkJMw8POA8YTyipv7CrLesVQuZ9/MQvK4k4OULJB8/AQgoxC1fwdH8FtU9Uj0nqudMXztD2ma9eg1ZUhKsg+vqbGcI0YsWIXHbdjgMGAC3GdM1+gIAglKlUPHObWS9eoXQLl0BAOYBATD39UFO2AeU6tQJsUu47pjazoG974qPH0Fgbo6069cRMXoMfPbvh0XFCvk+p4LkRaUACO3sUOH2rUI9bljfb2Hbtg0c+/eHJCoKImdnvKpZCwDgsXQpSnVor8hsKJfD/+YNpJ45g+g5uQH6zmPHwmX8uDwdO3HfPkTPUlhinEaORMKGDQAU91jbuGoIlJUVnEeMQBwrM5sKy9q1kHlPMRZUevIYlFjMuw9D36+iwpD+sduknjsH68aNIRCLEb9hI0q1aY20a9cRs2AB7L/tC3c1i9jrevUhU2bJ04VkzWr4ly6djzPhorKcZT59qrFO7O0NoZ2dyY6VHyTRMZDGx0Hk6gqBpaXCyqQHc39/ZL95w1kmtLcHJRRClpzMKEbM/f0hYLki5hXVNbQICAAlFHKuqaUWCw4tl3PcebW1K26o7ocKcdmyzD1hn4NcLkfNmjWxf/9++Lq4QBIRAaGDA8Qsa+SDBw+wfPlybN24ERfPnsXSP/7AoTVrNK5F5rPnjJeOwNISAhsb0FIpZElJMC9fnrmHmU+fIjsnB21GjsT1mzchKgJlri5evHiBgADueEtR1H2apmvztSfShh7onBy8rl0bMb8u1t0un0Ju6sWLnMKKhFx0ZetL2LwZmSFPEbN4Cd42bQap2ofu07TpSDt/HlmvXmvZA8B25JfGxysEBDXkmZka8SBfCpLYWE5tm5STJ5H96hWSjx3lNpRJmToyNGiNsJL8CGYqPk2ejE8//qThkpN68QLS79zhLKNpGi8qBSB2+Yp8HzcvpF66hOQTxtd1C+3SBeGD9bsm6Tz2uXP4vGMnErdtBwBkPnoEmRZNrzwlBdnv3+fWUQKQ/eIFUk6eQtbz56AEmlZPWiZD2tWrSDp4SGsfVPtLPX0adE4OUk4cN7rOUFFQ0AVi+ch89Aixi5cgev4CvGvdhlN24tNPPyH9ypVci4VUqnA9ZBGvli46r6RdvcL8nd9YTprleqaOSjADgM/btyPtcm7MmzwzE+m37/BtVmKg5XIk7t/PSciRcf8+IsaNR+zSpZClpSNu+XKE9esPSqicZtE0aJkM4cOGIX69QkAujjUecz5+LJI4X1lamoaVV1ccszbUBTMAkCUlGV3qxWi0zAGz37/X9M4pRKNIfpB8+qT1uwJoxj1KYmPx+Oo1lC9fHs2++Qbly5XLPVe1c65RvToa16qFzHfvDL438sxMSOPiFAoNmmZi2VXz749RUZg3ZgyKvw+HfohwpgdVsojE7dsRv26dxvqUU6cQ2qs33rVoiZjff9e6H1oiQdLhI5xBL+vFC7xt0wbJx08gYvQYhPboafoTKMHQUikS/tmCd0qzNx+xvy9FWK9eSNyxA4BiIgoASYcOI37dOlBiZR0eSQ7kWVn4NG06kg4fUTsQrfyPRmi37vg0eTJkaYo4i/h16xD+3XC8qlETkZN+5AgI8uxsyHj8uUsS8qwsvG3cBFFz5jDLmHo7aq6KaaxilhQozcQB+SRemZ6bj5y37xA+aDA+jhuX+0FQ/q+yBBQ2EaNG49NPmvXZYtUsCem3biE5L8W5lSTu2YOMh9x6bxHjxiNmwQLmd9bTp/gwaLDWArLv23cAtNRR4oPOycHH70cgavp0rW0+Dh+uHM8Uz0nCpr/wtoX2d9WUfN65E1EzZ+ltl3ruHOQ6stYVBmzFXdK+fQCgMW6wlUqp588j9exZvft927wFXlQK0Kk0yrh/HzlhudaG7Oe5FqCoX37h28TkxP6+FB9Hjso97qzZCB88GLFKF6XiCl9iHFouR/S8+UjYuBHRM2chblVuFkVVbF7Ou/fMuyZLSgIo5TRLJsfLwCpIv3GTsTYWWFIPPegVvopAeMgJC4M0Ph60XA6pMlFGgWKCc1RXyvP9lmdkMEInLZdD+vkz48JcHKFZmZilnz9zrZV6hGVpbCwqONjj1c2bWDRunE6rsDQmBgNatoQAQOM6dXBIqYBSWTZlaWl6x25aTfArX7YsGtepg6yXL4vs3TIVRDjjIevlS+bjydaMxf25kvk7/eZNZDx4iMgfJiErJASST580MyspSdy9G6HduyPql1/wsnIgMpQWhoRNf0HyIRyfJk8GoHiw1QkfNgwfC6Hg66cpUxDxww8FfhxjSD52XMPdSh8fhg5F4p69iJo2DXF/rkTW49x4jdSz55B86JDGpISmacjS0vEyoDJjvaSV2QTj/lzJiY+SsTQ8HwYNwuu6wUafV3FCNQFJPXtOb9v0y1c4v009+MWt0CxUqU7aufOMlk09jXT6nTtak12YmsT9+7WuS1jPFRbDhwxl4r/Y8Flo4zduQk5YGGiZDJGTf0bm02eInjMXH77tp7dP2S9eIHG39uKbfHFOAL/VXz0Nd8rpMxoTisxHjxA1bTqSdFwLQ/gweAgS9+4zapuY+QuQtH8/EwTOR9bz5xpCrCHEr9+A9FsmdHvkE5jV7gVFUcwEI3rOXOS8fad/t8p00ZGTftTa5kP/Afj8N/93KfnoMb3H0AefS6M+VO5cCX9t1tom7fJlfFZahYuKD8qaSmyk0dFI3LWLGatSzpzJXamKuaTlXCWJ0jKt/v7FrVoNeT4zceaV7HfvdHr70FJpkU1us54/hyQqSsOFUZaUZNoDmSDeT8qycNM0DWmUmuWPdY0znz5D9qtXCmsUz7lkvX6N7PeF8/0CFIKiJCpK47nMfvMG2W/ecONGtZXO0fIMMV5grPWypCRG2KKlUq3WsqyXLyFLS0NOWJjCCqon8Zg8J4e3bET2mzclWkAjwhkPoV27IXzIUACaE0BAMTELHzoMH9QK62kjeu48ZL95y/yOW74CspQUXo1nyqlT+LxjJ/M7/cZNpF3QnzktvyQfPaYoGqpG6rlziP1jGedjk/X6NWRpaci4e1eRMCGfyFJTOZo8aVwcaKk0N5OYEUg/RSGaZQVioGntlh4aSL/BTVBB5+TgvTI+R2M/StiCnzppV67kKftVYcMMasZm3aOoInPJkaekgKZpxK3MDXDOfPQI4YMG43279jq21ISWyxkrqc52auNANMtqk9d3QKWUUSFLTUXcsmX4MHgI0i5eRMrx4wjrmWtNT9yzF7K0NJ2Tqvi1a7WuS+TJmqUNdmFgaXw8IidOxNtmzTXaJR85YtD+Ev76CzFLftNYHv7dcGTcvq0zO50u3rVqjZglv3EmGHRODpIOH0Fo9x4AgOx37wEAKac1xzc6JwdRs+dwJkVxK1Yw478p4LNmyrPUJhMGvn+y5GRkv3mDVLVvAnuyl/n4MUK79yi+JRF4lATqLv0fR45iMukWJp+3bcOLSgH4vH0H7/iu/g5JWO/+p58U7zMtkzPJXAAw91bdimAqV9W8QGdn6xy/VRP0ooY9yTe1OzKt5pdPS6WcdyYnPFxvjJssMSn3h1QK6Wc1gYNzjWmtwoKqNqU8w/DMqMZC0zTkrLFIlpwMaUKChlGAzslRltRgzcmiY5D17JnGeyqNNS4URxqncO/UZ7k1dO4kjYtD9uvXyH6nqcyipVKjMs0WN4hwpkb0fIWWNev5c6TfvIn4DRs126gmZloeMFoqRVi//oicNIl3e1om0xrDFvnDJMQsWIAUHW4t8uxsZDzIdXNKv30HWS8VKYxNmeCFpmlEjBuPhE2b8DKoKnPs0M5d8Lp2HXwYOAjvWrdB6oULiPn1VwCK7HFvmjU3aMILKFxBXtepi5eBVSCJiYU8OxtvGjVWuNnxxMLklcyHD/FpylT+lTStkWmOlkiQ/eoVT1P91zft6jV8HDFSI8tZ9tu3iF223Ch//pzwcGYiJtdScDQvZD1/jtQLFxmfbQqKQTly8s/IfqFwfUpYp93NUBIZicQ9e03WH2OQp6Uh++VLTgrrsL7fGrRtTng4x7qWsHETXteuzXEri56/AB8GcWPC3nXoqHWf71q30Vimqn3E/jgk/PWXhjsb+1mIVdZSkcbEIGKcZt2k6Dlz8Lp2Hbz+pp7WvujSLqecPMW7PJavNhvrI/6mYd6Kb9IyGaIXLULqhYuIXfoHPvNkteLL2hm7YgVeKMcbFZnPniHz6TPe43z+5x/OfuLWreNax5XjSORETc+AzKfPkLR3LyInTlQU/eUpXqoNfcojWiqFPCsLUTNnaqyLnDCBu8BA4Sxi3Hi879QZEWreFBHjc/cXvWgRsp4/5x2/ihJ5djbi16+HjGcC+q59/rOrmYKYRYrvWMxCbumCrFevIEtL02ntUwlftESS62UjlyNW+a1Pu3TJ9B3OB1kvdCdh0WZpLwoKJB5f7VueEx7OsSjKUlIUimOahsyAST6fgGCogrmgav3RNM1Yq2SfPyP71avcuq6q82Qpx9nfQbaAJE3gz2hNS4ydkyjdJdVjC/OIrkLrQP7jaosSIpypkbgz12oVPnQYkvYaNwGN/fNPvKwShMwHD5By8hTili/XaEPLZHpjlSLHcz/e7zt3Qewff0ASFYW3TZriQ79+jFYnfPBghHbtBnlmJt7Uq4+4lSshiYpC1Ow5kCYmgpZKNQNtWbAnD6oEAPKcHMQt0+w7nyYiYsxYfN66TXH+y5ZDGhWFbB3ZrWKXr2Csg0yBVZrGx++/Z2LHko8eM2l2TFWKZz5knz9rtv9NU8sPgNcV4m3LVhzLykeeQomS2Fi879gJCRs3Qhoba7AQHdqjJyLGjEXk5J/xqmo1JBhQU0cf8sxMhHbvgYgxYxgBUpacjJdVqyHl+HGDXBwBIPtl0dQ0kmdmQp6pu8hm1uvXjPswm3et2zDWNUl0NOOWpfpYyDMzkbhzJzLUko9IPn6EJDaWUYLo4/OWLUg9ew7hI0Yyy2KX/qHhBvvx+xEAFB/RJB0uiWzkhZDQIrR3H/2NtKAaayQREUjcth0RY8bwtlN/B1S17RLWbwAkEsStWs20CevRE2E9eyL7fShvhsGPI0cxSTQ+/80VAimeQInE/fuVWmzF/rNfv0bMwoV427wFp11ORCTk6elIPnYMn3ftQuLefUi/cQMpp0/jVc1aTLKilFOnNCxV4d9/j1c1avIKxepWAHmGfivXi0oBTOkEdfgmhipFY3Eh5fhxxK34E7I4zYme3ID4IklMDF5UCsCr4G+MsqIkn/gXUXPnaizPfveO1zOGj9AuXRG3cqX+hgCynnGVCHnxACkuyFJSmHT7bOUgLZfnWRHMF6tdWHGhbIEzJzQUOZEKZQwtk+XeJ7mc0z/Jx4/ICQ1F9vv3imQpUimkcfHKib/ua5BXrwq5RGISRbs0Olrh3seyIqkLNLREAtnnRMV9ZiV0MoXlnZbLIY1mJTeilUJvYcXqS6TFSslgDHpzTVIUZQHgCgBzZfsDNE3PpijKF8AeAE4A7gMYSNO06VT7RUAMnwZZjQw9pQB0WRsYpFKDXMI+swTF7Nevkf36NRI2/cUskyUmAmXLMr9T/v0XsqQkxK9dh/i1iuQl0oR4WAYGMpo8yswMZt7ecJ83F1a1FRk8VUVrASBq+nTYtmrJG0uVcfeuTutN5rNnyFQmLuAkPnn9GpRIBHM/P4QP/x7p164BABz69+NYs7Jfv84VoiSSQvMXTj56FMlHuZkJtQsoNJKPH4cVq6aUJCICktg4iL08c7VSasSxMgpmPniAtBs3kHzgIJMiPjs0FNKoKFgri3DmfPyI9Js3mUlLyvHjABRWDpvGTWDu56v1fLJevUZoly7w2b8PlkFBTLFgWVoaMh8+4hUeSxLyjAxAx8f8TaPGjKbVa81qREz4H2ybN4N1g4acdmxLijwtDaHde3A0mFlqloe3jRVFOr03bTK4r/oyWKZfvw7p588QWFkZvM/CQJaPzGZvmzaDx++/Q1zGW2Nd/MZNsG3eDAJraw2XofjVqyFg1R+LX7MGpTp2gISVrTVmifasuaE9ekLGU7NQnp3NKcIMKLwfEnfv5iTIUIeWy7UnI1KmaU67cB6WVasi8gdFmQfPVSsROX4C3BcuRMZNw+PW8urWqUL2+TNSzp5F1PQZTFIkdSGhqImaoWlBZPNhwECU2b6NU6iZzslRFOT+8AFJShdaeXIywvr3h5mrK7xWr4bAygqy5GTErVwFeVoqXH/6CSIXF2Q8eIj41auQfkNRg1Dk6ASX8eOQdOQIkvbtR+aDBwAA8woVYFbGG96rV2v0iU2igTFw+rT5JQm2cCHPzGK+O1kvXgK0HGaenhA5OBi8P1oqZdwlLQIDFV4rAgGuHzuG6b/9hk+xsbCxtoabszPmT5yIKhUKtjTH+g3rYefriz716jPLJNHRHBdUlSChEt4YxQArTtSUSJOSIImIgJmbO0TOTpx1srR0UOZiXLl+HWKxGMHVqkEaEwuxT1mOMluWmgo6JwcXTp+G2MwMTfz8IEtJwaZ9+2DrWhpDx43lKCbkmRlarWOGwieIylNSQMtyhSN5ehpkyUkAgMysLHQZNQqnNm/G9QcPsGLLFiYpiCGs3r4dw3r2hJWlpdY2kphofDtoIBatXAl/f3/DT4aHO3fuYMSIXGXqnDlz0K1bNwDA6dOn8b///Q8ymQzDhw/H1KlavLSMQG+dM0oxUlrTNJ1GUZQZgGsA/gdgEoBDNE3voShqPYDHNE1rpjNkUVzrnGU+fozP23cg5YRmgH5BIbCzy7cGXOTigvIXL+BllaA8be/0/fegpVINdyPnMaMZ4c4YSnXuhJRjCiGizJZ/IC5bFnRODt61aQtAs65Ohbt38LpO/ms9FSbm/uU58YMqXCf/BOv69fHp55856ys9DQGEQoR2667V0mRRtSqynijiGwJevkBmSAjCevXW2gdx2bIod+Y0ko8dg6i0m0a9rPgNGxmLrX2vnsh48BA5PJr1koqodGlOIHZeoKysOKnAhXZ2RZJiHQDMvL3hs2sn3jRqXCTHLyjse/dmshOyMeZa2/fpY7T3gqko1akToxTRhbbzJBiP85gxKNWuLd536gxA8W5YVqum89vsuWIFEjZtYoRR5/Hj4DJ2LK+FtVLIE8ZFXx2fAwc4MZ7FCVPXOcsPZl5enFInQgcHCMwtILC1gcDcXKPoOC2XM6ED2W/faigwY+Lj0aR/f2xZsgTfVK8OALjx4AHiExPRuQXXkl2cEDo6MindCwJKLIbA3Byy1DSYeXqAEomQ8+EDKDMzLN69G1YiEcZ37QpAoXigLC1AmYkhtLFmaq0tWLsWNlZWmKiW3MbMzY3rTSUQmCSGXCqVGlxfbP3u3ZDJZBg7YACu3L1rtHBWqU0bXNuzB856lANX797F/hs3sEmPUtXHxwdhOmLdMjIyIBaLIRKJEBUVhWrVquHTp0+gKAoVKlTA2bNn4eXlhTp16mD37t2oXLkyZ3tj65wZVYSaoigrKISz0QD+BeBG07SUoqh6AObQNK0ZfMGiOApntFyOl5UDi7obecbQCURxxKZlC6SdO1/U3ShW2PXojmQdtaW04TZ/HqJnzoJFlSrI4iksSijeqAuLBAIhb1BiMSrcuY1X1WtorMvr+FrUFLVw9iEyEl1Hj0a9mjVx+9EjeLi6Yt/KlbC0sMDjly8xYf58ZGZmwq9cOaybMQMOdnZoM3QYghs2wKWLF5GUlIRNGzYi2NNDY99zV62CQCDAzLH8Wan/vXQJSzZuRI5EAic7O/y9eDFKOztrCB61u3XDwdWr4ezggAE//YRPMTGQyeWYOnIkerZti5nLl+PfS5cgEgrRon59/PrTT5x9/H3gAP4+cAASiQR+Zcpg86JFsLK0xIjp02FrY4MHz54hJj4eCydNQrfWrfN0fXy9vbF+3jzl9RmKOkFBuHz3LpJTU7Fu7lw0qFVL4/zX7tyJv/btg0goRKVy5TB/4kQ0HTgQAoqCs4MDlv3yC5JSU3OvkYMD/l60CFnZ2WjSvz+EQiHT7uLt28z5GtuvD5GR+G7aNKQr3R2XT5uGb6pXx5W7dzFv9WrYlyqF16Gh6Nm2LRzt7DBu4EAAwOyVK+Hq6Iixagn0mg0YgC1LlqCspyeu3L2L+atXw8baGu8/fkTjOnXw54wZEAgEOHfjBhasWYNsiQR+Xl7YsGABth0+jF+WLkUFHx84OTjg9N9/Y8L8+bj/9CmysrPRtVUr5nmSy+Wo0qUL3rx5o1Nw1CecsQkNDcU333yDyMhI3L17F3PmzMEZZebWX5X5F35RywpeIEWoKYoSUhT1CEAsgLMA3gFIomlaZa+MAOCpZfNiC03TvLXLShIlVTADQAQzHvI6cVAlqSGCWcmECGYEgmmgc3J4BTMg7+MrAXgbHo6Rffvi/pEjsLO1xRFl0rLvp03DgokTcefQIVQuWxaLmHqVNHI+f8aVHTvw288/Y95s/rqEL969Q/UATSunivo1auDyzp24tX8/erZrh+U8iYXYnL1+He6urrh98CDuHT6MVg0aICEpCccuXMD9I0dw59AhTFG6p7Hp0rIlru3Zg9sHD6Kiry+2Hsp9VqLj4nB+2zYcXLMGM7WUjzDk+gT6+7OuDyCVyXB192789vPPWKRlLrp082bc3L8fdw4dwsqZM1HW0xPf9eyJ8QMH4vaBA2hQqxb3GrVpg+X//IOynp4Y3rs3px0bY/vl4uiIExs34ua+fdj+++/4USmEAMCjFy+wdMoUPDlxAoO7dcNO5bxULpfjwKlT6NuRm1ArRyJBaEQEynrmig33nj7Fsl9+wYMjRxD68SOOnjuH+MRELNmwAf9u2oSb+/ahZmAgVm7dijH9+8Pd1RWn/v4bp5WlQuZMmIDre/fizsGDuHbvHkKUYQkCgQDly5XD48ePea+vMdy+fRuBgYEICgrC+vXrIRKJEBkZCW/vXBd+Ly8vRLJi9/KKQfZHmqZlAKpTFGUP4DCASoYegKKoEQBGAECZMmXy0MWCg87JQfwq3X7mBAKBQCAQCMWBhH/+QU5omEn3Kfb1gdNQ3eUjfDw9Ua2SYupXo3JlfPj0CcmpqUhKTUWjOnUAAAO6dEH/H3Pr7nVRxmyq2htC4379kJqWhhb162Pp1KmIjInBoMmTER0XhxyplDOh5yPQ3x9Tly7FjGXL0K5JEzSoVQtSqRQWYjFGzZqFdk2aoH2TJhrbPX/zBnNXr0ZySgrSMjPRsn5uHFqn5s0hEAgQUK4cYrXE4xbU9alSoQKGTp2KTs2aoZMWN09jr1Fe+iWRSjFp0SI8efkSAqEQb1kxw7WrVIGPlxcAoKynJ5zs7PDoxQvEJiSgWkAAnOztOcePT0yEva0tZ1ntKlXgqxRyerVvjxsPH8Lc3Bwv379H80GDFH2QSFC3WjXeczp45gz+PnAAMqkU0fHxePn+PYIqVgQAONvY4NOnT6ilJqCOHTsW15WZfj99+oTqSrfaXr16Yfr06RrHCA4OxrNnz/DixQsMHjwY7dq102hjKoxKh0fTdBKAiwDqAbCnKEol3HkB4BUVaZreSNN0bZqma7u4uOSnryZHYG4On31FE89A+PIwK0Llg1337kV2bAKBQChOuPw4iXe5wNqadzlBP+ZiMfO3UCiE1ICEXRalSjHtVa1HzJiB4J490XX0aABAQLlyeMRK639l1y7MGjcOKcpkWD/++itGfvst7h4+jFWzZiFbmXBFJBRCzk48plzu7+ODG/v2IdDfH3NXrcKidesgEolwZfdudGvVCqcuX0aXUaM0+jpi5kwsmzYNdw8fxrRRo5jjqJ+7tlCgvFwfsXIbdnv163N4zRqM7NsXj168QKO+fSGVSiEQm3P2o+0a5RW+fq3avh2uTk64ffAgru/ZgxxWuRX1pBxDevTAjqNHsf3IEQxSxsWxsTQ3R5ZacjlKrZwIBcW1bl6vHm4fOIDbBw7gwdGjWD9vnsb+wiIi8OeWLTi5aRPuHDqEto0aMc8DAGTlSGDJkzhkzZo1ePToER49egQPDw/mbz7BjE1AQABsbGzw9OlTeHp64uPHj8y6iIgIeOoRjg3BkGyNLgAkNE0nURRlCaAVgCVQCGk9ocjYOBjAUe17Kb5YVq0Klx8nIe6PZUXdFYNwnfwTJy28IXFbZbb8o7WoqlnZMpB8yH8haW14rljOZMUrPWMGYhbkpncu8/dmhA/7rsCOXdiUO3MaCevX59a4AeBz8ADMy5XT6mYDAJY1a0Ly8SOkcXFw/G4Y7Lt2ZQLi+Sh/5TJEjo5IOnAQmQ8fwG3uXAgsLGDXpQssg6rgVe06nOBe94ULIbS3Q/rNW7CoXBlR06aZ5oRLMCI3NwhLlUL269dF3RX4HDyA5IOHjCoSXRIoPXMGYvKZzt2madOiqw9lYDY2u65dDS7GXZAInZ15s1V+6bgvmA/rRo3xVmkNcR43Dk7ffYfEnbs06in57NuL9zw1C4VOTnAePZrzfSqu6LNwFSaOZcrAwckJ1+/fR/N+/bBv3z40bdECFgEBEFhbQ+zpCfOKFWGRlAQIBDD388NGtWs88ttv0aRfP7Rq0IBJCJLBShqSnJYGD1dXAMAOVlblsh4eOHXlCgDg4fPnCFO6kn2KjYWjnR2+7dQJdqVKYcvBg0jLyEBGZibaNm6MejVqIJDH4pGWng43Z2dIJBLs/fdf5pjaEFhYaM3OrMLO1hYOpUrh+v37aFCrFnYdP45GPHFlbFTXR+TkBGlaGiLev0fLTp3QuHVr7K9ZE2kZGbDz9EAyq/ab6hqJff2wm5V13NbaGimqckX57FdKaio83dwgEAiw4+hRyHQIn51btMD8NWsgkUiwZQk3CzolFMLBzg4ymQxZ2dmwMFcImveePkVYRATKeHjg4OnTGNazJ+pWrYofFi7Eu/BwlCtTBukZGfgUGwt/Hx/YWlkhLT0dzg4OSElPh7WlJexsbRETH4//rl1jrIICCwu8/RiOKlWq6Dw/fYSGhsLb2xsikQgfPnzAy5cv4ePjA3t7e7x58wahoaHw9PTEnj17sMsE33JDLGfuAC5SFPUEwF0AZ2maPgFgCoBJFEW9hSKdvvbqjMUcp+++Q8X792AVrJk+Xh2LavyZngoLx8G5xXHNK1aE2yx+P26X/02AqHRpiEqXhvU33/C28Vy1Er4HDsB1ypTcffqXR8UHutN/a8Plf9zabJVePIdtmzbw3vwXKj1/BscB/WHfS5ENy2Xi/5i08SUNgY2NxjLrxo1AURScR4+GuX95Zrm4bFkILCzgNoebKttMab63btAAPrt2wv/qFXj/9RdcxoyBuHx5lJ42DY7DhvEeX2htDUokgkPfPvBYsgQCCwvFvoLrQmBlBf/r1wCKgsDWFpWePYV9j+6wbdECbjOmw757N4jc3Ex1KYo1bEumecWKjHWRMjNDuTOnUWZzblkKuy5djNu30oXDFAgsLeE6+SeT7a+44Ni/v8YyhwEDEPDyBcru2smzhSaef64w+HgiD3cAgHklg73udeK1bi3sevaA43e576FtK2VqfZaW12NxbuxFubP/meTYecGmQYMiO3Z+KT1LkWbfqt43KD1zBrPcvFIl+B47inJnTvNu571xA+x79oRZaVdQykmey7ixoAQCOKmNn2JfX4h9fWHXpQt89nJrCnqtWA7LKiU3MVhhIXJygrhsWeZaC8zNsW3HDsxYtw7Va9XC4ydPMHvePFBCIbONwMws1yqizOJIicUQOTtDYGEJn4YNseuvvzBrxQpUad8ezQYMwOGzZzGyXz8AwPTRozHgxx9Rv3dvTma+rq1aITE5GbW6dsX63bvhrywr9OzNGzT+9lsE9+yJRevWYcrIkUhNT0ePceNQt3t3tBw0CIsnT9Y4t5njxqFJ//5oPmgQKhkwkTcvXx6UmVhvu40LF2LasmWo2707nrx8iV94rHZ8mLm7Q+Dmhu9mzECN5s1Rt21bTPjhB7gFB6Nzly44evo0vunbFzeeP8ec2bMx8JdfULdxI7i4u0FgZQWBhSXaN2mC4+fPI7hnT1xnlXWxCAzk9OtpeLjefo3o2xc7jx5FcI8eeB0aCmsdKezFZmZoXKcOerRpAyHrWQAASrldi/r1cUNZzgIAagUG4odFi1CjSxeU9fRE5xYt4OLoiI0LFmDwzz+jbvfuaDZgAF6FhgIAhvXsiS6jR6PtsGGoWrEiqlWqhOqdO2Po1Kn4poZCGW5evjySbG1haWkJt3zOe65du4Zq1aqhevXq6NatG9auXQtnZ2eIRCKsXr0abdq0QUBAAHr37o3AwPyPJUZla8wvxTFbI5v0W7e0WphUeC5fxtS0MQTnsWMRz5Me1HPln4ic8D+t25l5ecGmWTMkbufWVmGno694/x4E1taIXrAQiTt2wL5vH6ScOg15cjLK/XcGZp6eoGUyCMRixC5fAcsa1SFycoLIxQW0VAqxcoL5ecdORmPoPG4cXMaNRfKJf5G4ezenTpPv0SOImjETWSEhGv0Vubuj/IXzeBmgSB/qsXQp7Dp20GinSvPuuXwZSrVrh4gffkDqKcWHt6SkpPb79wTSLl5E7NI/AABmHh4o998ZUMpMQO87d0H269dwmzMHDn1zi/mq7lvpadNg37sXPk2eDNcff4TYx4f3ODRNI/b3pfj8998Q2NjAvHx5ZD56hEovnmu4AGhsm5MDGoBArPnxoKVSpJ47x6nzVZIw8/KCND4etBatpfvChch+/QrOo0cratTQNMRlyzLPueN3w1B68mTIs7IYi2alF88Rs2Ahcj6GI/3KVQCA4+BBTHF1AIwlxbZ1a1g3asgkYeHDmOyLlZ6GgBKJ8LJmLZ3buC9ciCg97hYFieN3w/B5898Gt1cvnSFyd0f58+eYNNs5Hz4wZTaYNq6ukMbGcvZB0zRef1NPb+kR5wnjEb9yFcqd/Q/vWnGzqZXZthUJm/5C+tWr3I2EQkCLBtjv1EmY+yrqOqnOw3XKFMQuWQKfAwcQPWsWbNu1hfP33zPrFaUwniLh781IPXUa1vXrI/3GDZ39NhX+164ibuUqlJ7yM17V4k0AVmzxWrMaAltbWFQOROaD+/ioLN5u06wZvNetZdqxr7M6mU+egJZKYVWzJgDFOJdx7x5kKSmInPA/eK5aiVKtWjHt33fvjuznL1Dhzm0Ile534SNHIv3yFVDm5px6ZRZVq6JUm9YcrxVtOA3/Dgl/mVZXXVTZGsVlfSBPTwctlymEKeX3hJZKIYmJgZmbG0cQ0wctlyMnPBwiFxcIWS6mcokE2Wp1JQsDoa2tYp4kl3O8KMw8PCBRiwETmJvDzNML2e8VZWksq1SBPDOTtwC8KbDMp6WHpmlkPXsGyswMYl9fzvlZVqnCpNtX/c7vuZiVLg1pXBxouRxyuRz1evfGzj/+QHlWLV5AodyWp6Xh4fPnWL19OzazEouYGssqVbB8+XKUKlUK331XtF5aBZKt8WvB+ptvINRTM8HMywvO48bpblOmDMS+3CLBbCuIRWAgSqmlYlXHIjAQZm5aBmORCA79vmX850u1UezLccAAlD9/Ht4bN0BcpgwooZAZTF1/mAjbpk1hGRQEMzc3RjADFJYEBoFi0m/XsQPK/JM7EbNt3RoWFSvCczm/+6fj4EGgKApea9fAZ99eXsEMAJy+GwaPpUth21YxKXObmVuY1H3eXLgvmA9KLIb74ry9sObKAFBjKX9eW9FpLqU6doR5uXIcq5/A1pYRzAAwWnVLNSurQ79v4b74VzgOGgiBhQW8Vq3SKpgpdkMx1kj7Pr3huewPlNm2Va9gBihrpPAIZgAUfRVovvoOAwfCUulWUhSYeXnpff8AwPfwIVS4fo13nfuvv8K+R3eU/uUXCO3tIS5TBmLlx8GucyfYde8OZ2URbpX2F1Bca7eZM1Bm40ZUevYUAS9fQOSa+/45Dh6ESs+ewvfoEXj8/huz3K5Hd5Q7fUqjHx7KYskOynTCAOA4ZAi8WBNNAPDZv495dvTdVTMvL5T77wyv5bYwEFgaVijbvk8fVLilKPxrwwq8t23WjFP/SFy2LGPF9TtxHL6HD6Hcf2fgc+CAon0bRWUWiqJQdosiQ1vp6dPh8cdS2PAExjuPGoWKD+5D5Oiosc66bl0IWUHp5gEB8FqzGmWUmb7AM8EUOeUWgHWbMwceSxbDcchg+J08CcsqgfA9dJB5lspfOA+/kycBAJZBVeA2cyYsa9SA27y5ENrZ5e5n7lxtl00nrpMno/yF8yitxSW59MwZEDk7w33e3GIdV2VemT8rHyUWK+6RjTVEpXM13OxrBygUFOz3j41l1aqMYAYoxjnrb75BqdatEfDyBUcwA4AymzfD7+RJRjADALEyVsT1p5/gMnFibr/LlYOTgZM7l0mGKW8dBw8yqF1RISpdGkJbG5i5lYbYw4PzPaFEIog9PY0SzACAEghg7uPDEcwAzXijwkJctiwokUgxBlMUQFGKuRtrnBK5ukLs6wtzf38IrCwh9vGFuKyPquOm75O3NyzyOI9hQ1EULCpWhHmFChCIxTCvWBEiFxetcw6BpSXMSvNbl8w8NEsgaO5AAKGTE168e6ewgAYHawhmFgEBECq/XzUqV0bjunV1ukeaAnt7ewxmeZyVFAyrFvcV4TCgP+LXrIX/9WsIHzwEzuPHIXK8YoJcevp0WFSpgrRLlwHwF2t2mzsXtq1agjIzgyw5BcmHDwMA43oGAL4HD/Aeu/SMGbBp2ADv2rZDqXbtYNOsqaKKu1AEuw7tIVdq8gKeci1XVnXqcDSJNo2NK2YrLpObBtSOlfJUIBbDfdEiRE2bBrtuXRVtvbzgf/MGUs+eBShK4Q4mlzMTXdvmzXUeixKJOIKbyNERZXfuQJZSa2bfsyfslYVABRYWiJ47T1Ho0UCM/VioMOMJ4LTv1RNJ+w9wCjSqJgbmAQGw69kDyQcOQqyWCETs64vsV69AmVtwlmtzQdWFwNwcFR8+AGVuDkogMGyQNACxmlue08iRcP1hIgDwFm8tDJzHjIHscwJjkeSDsrKCUC3LU6nOnSBPz0Da+fMQ2pXSsiUgLFUKHosW5u6LomDft4/G+8I8Q0KWACsUgRIIND+aFAWxjw8cBw/G561bmcW2LVui4oP7yLh/P9f6rfYht27YEJZBuQXkaeUzJihVCvKMDEAqhTriMmUgdHSEPC0NDgMHaljWDcV94QJETZ+hvyELgQ43FjYiJydGEHKbOwfxa9Yiaf9+fqFB6blBmZvDvLzCHdiySiD8Tv7LEY4tAgI4Y5yZmxvSzitibd3mzIZljZqgBAKFxVLtY8+4W7O8RBz69IatUsCr9PwZZElJeFM/1y3Q9+hRzqSdbQE39+Mq3gDNyYvI0RE+u5VxB6wxSVRadxyLCqfvhyNhU67brVWd2jDz8IDjoIEwK6MozPy+bTummLddZ+0xqsUF9wXzYde9O1L+/RefJv/MWcdWEFpUrICy27ch7cpVOA3nCkT2PUyX+Ejk4ACRDmWQZdXcd1OltDQEikfxxRzT3R3SqCgAgNivnMH7NDVCBwfQEgnkPPFIRYKOa1YYUAIBLFmuaLRcDtrFBZS5OYR2dhzhUWjDGsf0CWcGxq0KrKxg5uYGmJlBwFaW5xP2eyUwM4OAZX019/ND9vv33Pbm/ApdgxQ+ymsRUK4cnp9WeEOpF7umhEIIHR1BWVggJywMg7t107lLkbMzpHriaNWLoqsztBjFaBoDsZyp4TxmDCrevweRgwP8jh1FqVatGB9Zm2ZNFdqIQIXrntjHB75Hj3C2t+/eDSJHRwhtbSH28jSqerxtq1YQ+/ig0vNnKNW2DQTm5nAePRrOI76HmacnzP38THWaHKzr1UPZXTtR6fkzDUHDvns3RexYs2bMMpGDAxx694ZDr14QiMUQWFjkS/NlVasWHJX+5WxKtW2LCjdvMPEIBu1LGQSqjl2XLrwWDl2IfRSTsNJTc2PyVOdJURTc589H6VkzOTESAOA2exY8l/3BO4nLCwJLS50f/LxgUbkyJz7GZVxuAdAyf/O75Fjk081CH5SZCLRMrr+hGm7Tp8Nz2R9wX7QINqzn1BDc58zRqlAwL++f2ze1yZmu591hwABQFAWBlRWsGzSA08iRgEAA+549OPdR5OzM2c5z2TJY1q6FCrdvwffgQbhMmqSwIKt/rJWHduj3rSGnyIvASrcVzGnUSPjs34/SM3KfbYG1/m0AcIRaMzc3lJ4+Dc5jRsNppGZtIbEy9pJSs/Ka+/lxJ0HqMNbpanDo2xcWFSvkrhIK4fLjJNg0aQKnESPgrMx6xuy7UiXYsSYFlEAAkaMjvDdtRIW7d1Dhzm3O/vILW6gVWBgm4KpbX9iWedumTSFycICVMpbYolpVDYWF5/Jl8Dv5L7w3bshrt02PUsFh16mTxip1pZpVnTpw/XGShuWsoLFUJkWwrBrEmXir3lvLGtoTOxkEa9ighEU3/aLMzEAJdevm1Z+pgoQSCDTGQ7MCjo3W5YFACQQwK10aInt73XMb9jMiFMHM3T33t0ikkVWRObaVFUdhD4FAscyEgpk+BFZWMK9QgVGKAQoFpkpRLWZbvSiK1yuJPS5RIhGgNt1Vv6eA4toKDfT+MEQoFNnbQ2DOf51LMkQ4U4OiKE0NsUq7qwz+tGnaFD7796FUp06cl7H8pYtcF0EoXKkEtrYo1aG9xrE8//wT3htyC/9RYsW2pp6IG4JVzZpaj1tULge6jm/fuzdvW5cfJsLnwAG4zZkNB1ZCAo8li3W6EAIKDbxIqVlyHDwYjgMHwHXqFDh8yz8JpigKjv36wUwtq5PIwQGl2mve7+KG2NsbHn8shXWjRpznVluiFm2Cr6mghEKA5hfOyqqyH/EoOygLCwjMzWHfvZtJn1Wbhg1QqoPSyivQbZGlWf1m33tKIIDrDxMR8PwZzMuVgyXL7QpqkzPb5s3gs2OH0h2lApxHfA/7rl2ZxBoqN2ehrcKiw2clLn/pYu7u7ew0BTtVv9Ssumwsa9aE68SJsAyqAscB/RnXRPXgd8rcHGV3bIfX2rXw2b8fkNO8/RJYWMBlwgTeD3LpWTPhNHoURHoyo2n0Xznp0ZaYxfn77+G9YT1cJ2nGVToNG8r7Mbdp1AhCW1uOxcwUeC7LtQSrC6Ha0HiO+SbSynfBacgQjVWl2rWDuZ8fbBo3ZlxMNVDeJ6GL5gSqIFApNXX1pagp1b49/K9fg2W1alyrCKV4V703bYTXurXw1FKIWB1HtXtDsaQzga0Rz5lcrjWFe57RMVRaVqnCFR4KASHLjVhYqhSEPO7J+UF9bqauiM7bTlkXUShQU3pRELm5gTIzg0XlyhDa2uYKhBTFGZspqmim4irlOhuRgwMsq1RR9Fc5F6YEAl7BUaAU4CmxWHluimdUaGcHc39/jfa6O8NVXJpXqKAxF7eoVAkWvAmfWJZNE4/fpiAv7y4RzgxB6W7EFp4sg4JAURSEpUoh4OULBLx8wavpEfv4oOLdOzAvVw5+J/+Fz/7chBel2rSGTZMmEJdXuDcY6jb01cEzcNnx1M4AFBNByyqBcOjbF24zZ8Dlx0kou3MHs16VKIUPh7594X/5Eio9ewrXqVNAicVwGjJEY1D/krDr0AFlNm00qC3fRNeUWNauzbj2qcN2vWVQWTEL8P6Iyymt1WqCFDPY8gmLOlyghLa28DtxHABgp6NcAhvXST/A9+hRRpPp8esiOA3/TkMwKXfuHHcMoihm7LLv04fTViUkiH19GRdEr7VrlP3nnqvnyj8VQp+68oaiYFW7NmybN1MIcoMHwbpRI41j6cKiQgW4/u9/RgvVFoGV4f7rr3CfZ3gMl6GCkamxrFaN0TqrP6veG9aj7O5d8D16BJSOyTBlpimcWSuzM4r1eFQI1QrAqnAaPhwAYNucv7CtqTCvHAD/mzdgUSHXGln+wnmOlbsoFJJ8UBTFiTVkllsohHmhjQ1smzVDqbZtmHvpvmC+Rnu3uXMhdHSE65SfYVE5VyhVjRtO3w+HbbOmhvfr40ckSSQGT/IMsSQUtGXKWFRjgMDWVhEzLxBApKyNSwmE+RYWGddB1fFM8Mxxxi1lzFrub0BoawOLihVBCQSKGFuVJYmmGXGCEgohci9e90KFmbu7IoZXqTxRz6WgOn+RszPnegqUClMAeoU0M3d3mJcvD6G1Te4xS5dWxDiq1z7TEi/PdsdUCfn6vEMKC5qmkZCQAAsjn18Sc2YATsOHI37t2nyb+bW5JZbZsAGZIU8LXVNVYuCZ7Jr7l4f/zRuIGDsOmcp0rPbf9tVopwrYVyEuUwbm/v6QREbCukEDpF+/zkl9D/BbJCyqVYXYi0dA+IpQn1h6rlrJxGMagtDREbLPn3nXOagskHL+yQeTNIM1WPseOoj0GzcLdGJn17kzErfvgL2ab7xl1WoAgFLKpBUcdw49wqJ5+fK82ea0QYnFHDc7c39/uP7ETb3v/ddfCjdqAE7ff4+ETZsUK5TCmcvE/0GWmIjU/xSurAJLC2Z9udOnQEskyH4fqjwg930TmJtDwDeRU7vuIicngwX9/EJRFOyVcbCG4tC3D9KvXYOVnno+BYGotCuyX73ScNMxr1QJZkprfcU7t/FS+Vypwzcm2ffuBdsWzXldh/Rh26ZNbvxbATtGCMTmGrFdZh4euc8gwG8ZLGLY19xl7FiN9f7Xryky3/53VmOdQ5/ecOij8O7wWrMa2a9fw8zLC6lnzyFuxQo4jx1rlLJAuH4DEkaNRLy3t0HxWSIXF0hVdbB4MpIKMjIgTEiAJDaWV8FkVkSWTLlUCiotDRSrKDWEQkUfJRJIYmL07kNgZaWI2VVDmJUFytISUuU+THGOtFzO7A8iEUSZmZzrbqambKRlMkhjYiC0t4c8MxN0djaEjo4QFFDGR5PBypTLvgciAPKUFAgoClRMDGQpKZCnpUGQmQkhK1ZMmpgIWiqDGeu+ytLTQUskECnvgyw1FfLUVIjkclDKjL00TedeX+TeM1UfRK6uoF684NwHoUymmC9kZXGfoyLEwsICXkaW3yl+I2IxxGXCeDgra6cUBGaenlqtOQR+DZfA2hqUQADvjRshjYmGmbe3wRYUWq74UDkMHMCpdaULnz179Df6gvC/egW0TIbYP5Yh5fhx3jY2jRoZtU/XHyfpTUJhrrQiuy/+FVFTf2GWC2xsIPb15WRQswgIgEVAwSYvEXt5ocJNzVToFhUrMCnw2YhKl+ZoygsLm4a5ySzs+/RhhDPz8uWQ/eatIjvoyj+ZZC+q8cahfz/GspL9jhscro7q3qgoWmdn47GsWhX+Vy4XybHd5y9A2uVLEPv6wHvDenwcqagpxBG6lOOX83jNbMDqzxmgtPLkQTADgFJt20CekQnAwGB/Hgwt7VBaTxuhgwMsAkxTm86UWNasqXBvHzKYN/ZN5T6lL3uqmbs7E/5gXq4cnEaOYJRMQicnyBIS9PaFSkmB6LffDe6734njeD9W8RyZlS0DyYdwznqXiRPhPGokPvz2GzJu3kKZLVsQznLBNEZ5VJi86KY/IYx6ciZAUX/QzMsL8tRUvO6hSDhminOUZ2TglXJ/5pUD4LV8Od71VngOmHl4oPyF85obKWO3w78fgfSrV+G9YT1s8hvLWIiw74H6NZR8+oTo+QvgPm8uY/UElBZjuVxnwjZaJoMkMpLjbkpLpXjZvYfG8VR9YB8/bN58ZD5+jLK7dsGqWsmvWVg8fAlKAMXF7eKrhKXJt/+2LyrcvcPcD6GNNczLlYNALDbYNaqUsraShRE+0RRFFXnsXWEicnGBmZsbPH//DUJnZ9iqpaEG+CeM6qgC6K0bNODEZ2rDtnVr+B4+lGuRYh2r3KmTTNmI4gDn/FXuSt8NK9znhOdjR4lyl3kuWwa3ObM1XKaFDg4IePkCjoN40nlr6b9lUBDc5s/LX3+/UsxKu8Khd29QFAWbJk2YCT3bekJRFAJevuC10pgym13Fx49Qql072HXpDJf/TeAcz5gJaylW1l1btfdVhUVgICyDtCUSUjxnbjNnGDSWFDaUUIjSv0zVO26VatsGpWfMgP/1a/C/dlVnW4Br/Vcvhs3ZL0/iFABMGRqd6LMKKZ8nr1Wr4XvkMCxrVNe/zxJAmS1bmPHLaXRuUWWxt7fiG25iiyD7ufVasYJrAdb3HVBZ1b6guaWZhwe8163lCGYADLr2lFCoGQeoZRvXn35UxDmzUIVEFGWiHVNS/EZEAkEdVswZJRTl273Urns32HXqWGQxKCWNCtomHAZ86GyaN0Pmw4eKHwZ8hCiBABYBAaAlEmaZk5prarGEcQ0qXAG+7I7tms8x6zqb+/vz+vzzW5n1x7OInHItNezJD8E4vDduQPKxY0xAvT5MmbVQFQtCiURMJkvvjRt4Y3t1wVZYWtWqhdQzZzQb6YiRUtW4MyoxRjGEEongOKC//oZ822oZE10m/g9mnl68XguGKIrZE2GKZ0xSxcUKbawhrFRJo/xEScXMy5MRingzAppaOBOLUXraL7Bu1AjiMmU4aeP1CmeqJFJFlAykJKBN0amKl2Xj+tNPiJo2zfhEJMUU8lQQShYmyFhFURQRzEyAQcWw2RMJXR8h9Y8m67frj4YVdS1K7LorYtJsmjUt1ONa1ajBqc/DgWciokqkwzvBU2lyDbivNk2a8H4gCYZhVbMm3OfM0fkOea1bC8/ly+B//VqBB7fbNG4Mm0YNOcvcf/1V90b5nOi6TPwfPJYuhTXLJferQ4ugVapDB6Nqq6mj10Kk/tyVUOuN47BhnN+UQJB7bsq5glVwcO76Aoilcxw0COaqRBns66rnmtKq7Lb5uM9FiSqLb3HBOrguyp8/V2wSgeQXYjkjFHtoaa4VpTi6vxB0ofzwUJROdwN1YcFkdYUKCcvAwGITp6Ga8HPq1ChxX7gAbrP5i6Grsv7ZdeliyEG+KjffosDWyJp9hkAZMXHRmfoeindU6OKsnAzxK81oHdZYgVgMO5Zr5FeJFoWVyMkJNk2awqp2bWTcu6e21gAFpV7hTG28Zb3LnqtW6t9/MUEjwzXrvGmaRsWHD7hzBuV6Qy3WxsL26nHo3UtnWybDYDFMhmMI7DJQBYnniuWInFiwmaKLIyXzqSB8Vdg0acr8ndfgdYJpMPf3R/abN7zrvDdtRE7YB8QsXJi7kMoVznRpEs14UuV7Ll/GKZBJMAyRi4vCItFAs14dJRSC0lKyw8zNDZWePCZW5S8YYxKiGGJl8L98GaBpJO5QlCuhLCxQqkN7OPbvj9DuPQySI75m+KwmFW7dZLT/ZXdsZ5L4qDAknb76vSt/4TxSTp1G7O/KpCI8x/X4bQksgoJyrUDFGMsaNXLd5VlQrMyUlECoIbxRAgHc5s6FdXDdAumXwMoKAS9fQJ6To0gFrwOPBQvwecdOWNWpXSB9KSjKXzhvEg8mQzE28diXAhHOCMUes9KuqPj4EeJXr4HT98SVqigps3ULpDExvAU8revXh1WdOlzhjD0JUApq5pUqwXffXk7acL5C36XatTNdx78y8mqR0CuYKTOdllQ3qK8d3jgcbRgQC8NYuGspJpiey5bBtnkz0BIJbJo1gwtP5kkCCz4BWN+7Zci8mL1fioKZhwdEzrn12/jcmu06G1Z3sThgXb++QjhTFxKEwtxamVo8NVQlDgoSfYIZoFCiuf4wscD7YmrMPDwK94DFpEB9YUO+sIQSgcDcHK4/TiKFuosYkaMjLAICeC2YlFBRKNRh4MDcZapJAKWmzWVNDoT29iQbaglBlaiFuBeXLHz27lFksjMKw7XjllUCUfHBfdg2V7hiUmZm8F63tkjKSpQo+FyDBdono2V37TTIasEZa3naF3QJkgJHi0s1JRCgVHuFUs+mcePC7BGhgPha5wZf51kTCISCg9Lyg62JV9PsEkoGVrVrAxQFR1ZNJELxx7JaNVh/E6y/IRu1AroqXCdPRsXHjzSWfymB+IUJ38RTV2yuZdWqhrmU8VkblOOs1TffwKpOHYP7WNzxWr8u94dQCKsaNRDw8gXMlTG0hBLOV2o5I+pPAoGQbzhZs+SsyQN78iFgJQehNN0dCcUfkYsLAl48L+puEAoQsZ8fct6/B52Tw7vepmkTJh0/IZ8Y69YoEBhktaZ0KL/Ua1CVbGjYNm0KytwcdHb2V2tl+aL5Su/p13nWBMIXyOmw0+h6pCvkNL/GuyAp/fPk3B88ml2KEuQKZGrrPZcvL8iuEQgEIyi7dQv8/j3BxJZ4/LYEpdq3V/z9++8wL1euKLv3RcGX8VSX8EUJBHAYMABCBwfdO9ZlbSjEZA6mpvyF8yh39j/t5SS/0on8l8zXmhWYPMkEwhfCtKvT8C75HaRyadF2hCUcCkspUgubB1TSaiErqMxZBALBeEQuLjAvVw5Ce3sEvHzBTRTxlU6UCgxet0bdblxWNWugws0bOtsURD2v4oCZhwfE3pqZfd3nz4PIzY1kmv1CsahcGe6L9dRd/MIgwhmBQDApNCtWxSo4GN6bNsFl3LgSrbElEAgEk8MSzjx+/x02TZuaZLeUUJgbi6UUqAU2CkWZyMlJ22YlB5nyG6OMY7br3Bn+ly4St8YvFN9DB2HftWtRd6NQITFnBMIXgqrgq67Cr4WBeTl2bTIKNo0aFllfCASCKSCKlYKALUzYdeoIu04dTbZv9XInNs2awn3hQpT6Agp/06paZmZkCkv4MiFqBgLhC2PAyQFFenyHAf2ZvymeOmcEAoFAgEFjotDOzkSHomDfo/sXkcxFaKuo1ye0ty/ajhAIBQQRzgiEL4yXn18W6fEpioJdt24AAIGJJhYEAqEoIYqVAkEohHX9+vBau0ZrE9/Dh4zapcBW4b74JbuROw4ahNKzZsK+V6+i7gqBUCAQ4YxAIJgc97lzUP7KZQhYAdrCUqUAKALaAcBzxQr4nfy3SPpHKBw6He6E7c+3F3U3CIRiCUVRKPP3Ztg2b661jSprpoE7RLlTJzWWfWlQYjEc+/X7YhOfEAhEOCMQCCaHEoth5urKWWbm6Qmf/fvhOmUKAKBU2zakUOgXTlhKGH67+1tRd4OQb75cK0xJxe/fExrLzCtWhMjZWfFDmZhJqLKkEQiEEgMRzgiEL4USMH+yDKryRcQ8EAhfE7SysDwnhpRQpJiXKwfvDethXb8e73px+fJwHjManitXFnLPCARCfiGpbggEAoFAIGiFEpsBYMUzEYoFNk2aQBIbi/QbNzXWURQFlwkTiqBXBAIhvxDLGYFAIBAIBK24TZuGzOE90DT0f0jOTi7q7nx12PfqCTNPT73t6C84CQiB8DVBhDMCgWBSYjNi0WJ/C4QlhxV1VwiErw6pXIqdL3ZCIpfobCeRS7Dq4SpkSDL07lNob4/1VWORTUvwJO6JqbpKMBD3+fNR/vw53nUUK+HH68RXOPD6QGF1i0AgFBBEOCMQCHnGpkkTUGIxsqRZzGTw7IeziM2Ixa6Xu4q4dwRT0ulwJwRtDcI/T/8xqL2clhdwjwh87Hu1D4vvLNabJfPY22PY+GQj1j5aa9B+BcqCyUVd5J6ghlo2xuPvjhdRRwgEgqkgwhmBUEK59PESPqZ+LNI+eG9Yj6xzW1FnZx3U3F4TF8IvwFyoSPiRJc0q0r4RTEtYShgAYNn9ZQa1J8JZ0ZCakwoASMtJ09kuW5YNAMiS6X9Ps6RZuB55Pf+dIxQ4ObKcou4CgUDIJ0Q4IxBKKOMvjEenw52Y30Wl0Q6JD2H+Ph9+HgKKDCsEIpwVFapxgDKwvhVlQIHpP+79ka8+EQqS3PsnJ0Nvnnie8BzR6dFF3Q0CgYFkayQQSjAyWsa7nKZpgydn+UVI5RYCVWnjCV8vWdIsbH66GU4WTkXdFYKJiM4gE9diC2ucX9ZVCFcdTQn89DnRBwAQMjhET0sCoXAgwhmB8AVw89NNjqBGgzZII24K2BY7trWExKZ8nRx4fQDrH68v6m58tRj63hnzfpoJzHK3IxkBiyXytk0Q63CdCGcEwhcAMYITCCWcp/FPMeLsCM6yonIpIxO3r4M3iW+0ruOz5hKLaiGifAUNVc7sebUH7Q62K8AOFS0x6TFY+WDlFz82GevOWhyovaM2FtxaUKR9OPzmcJEen0DggwhnBEIJJzYjVmNZUU1E5LS80Cx2Xyt3o+9CItOdJr2g6X6sOz6mGJ6MpqgnYF8Tqkn6hicb8Cz+mUHbRKRF6N5nCRVspHIpWh5oiU0hm3Dh44Wi7k7BoFLElSChTEW2LBt7X+1lfn9K+4RPaZ8KtQ+zbswq1OMRCIZAhDMCIY/c+HQDvY73KvKJ8tXIqxrLtMWi5YfDbw5jwMkBOtvIISfujAXIq8+vMOzMMCy9t7Sou4L2h9sb3PbV51cF2BOCNu7F3DPJfvL6Tt+LvoegrUGITIs0ST+MZcfzHczfEy9OLLFCpi5omXKsF5Tc6ZxEJkF0ejTaHGyDNgfbFHV3CIQih8ScEQhGcvbDWQggwLL7yxCeGo6ItAj42vkWah/Ykwy+oqMF4dao0jBK5VKIBPxDB7tfmdJMhCaHalyb98nvkZiViFqla5m8j186n7M+AwDeJb0r4p7ws/7xep0uj4TCpSCEEWMEtYNvDgIA7sfch6eNp8n7oo+4zDjObzkt5yQw+iKQK8d6pXBWEj0XFt5eyDwrBAKBCGcEgtFMujQJABihoyi0sfosY6a0XknkEsy8PpNzbBFr6GCfP1soPBN2BmfCzmhkwOpypAsAkhkrXxTT+deaR2t4lxNrauFhcEIQI8atvI5xTBxUET2w6oKYnJZDiC9LOBNYWgIArqc/USwopmODLq5/4tbQuxt9F7VL1y5R8XPFhfjMeACAs6VzEfeEkB9Krh2cQChkaJrmdc9SnwzRNI1tz7YhJSelQPuiC1O6NdbcXhP/vv83d99y7r452RqhGXP2JboSFQUx6TE4/u54UXeDUMwx5H1LzUnFkrtLDNrfpY+XOPFaxrzPKmVNkdU+VJvbaxsX3ye/R4Yko0SOVaU6dsSDb2tgQ63PRd2VPMPOBgoAw84Mw8nQk1rbh6eE4497f2h8iwqSG59uIFOaWWjHUyGn5Tj/4bzBz2azfc3QbF+zAu4VoaAhwhmh0NnxfAda7GtR1N0wmm3Pt6Hn8Z562z2Oe4zf7/2OOTfmFFhf9FrOeAbykWdHYvS50fk+ti6XSb7jSmlpvo9JAH649AOOvy884Sw5O9mopB/GPheEouNa5DWNZdru0cqHKzm/w1LCdO6bU05Duc8iE87UTonvGaVpGl2OdEHwrmCtlt/iDCUU4k2rCpCIFJLok7gniMuI07OVQsm27vE6g5SINz7dQNDWIIQlh+W3u7zwWVY/pHzQ2n7+rfnY8mwLniUYlvAmv4Qmh2Lk2ZFFkthoz8s9mHhpIo69O1boxyYUHUQ4KyRiM2KRJc0q6m6YjP2v9+d5sFhydwliM2MhkRdtIg1jefH5Bee36oOibVITkxFTYH3RF1PG16cbn27wTsqMRZdgyNevwtRufskkZCYwf9+Oul3g1/WHSz/oTfpx8HVunIhUrl0IL0q3xixpFjIkGUV2/MKGfa21XXc+YUnbe61+7ZbdX8a4TqnzKPYRqm2rhvsx9wHkjgebQzYXiYCufv5858hetuHJhgLvkzon35/EuPPj8rUPdfe/GddnAADiMuK0JmO5EnEFax+txZI7+i2o/4X9BwDoebynyaxH7OeBz31R13dG1YeCSHzFR1pOGoCiifVVZWOOzYjFlCtT0OZAG9TZUUevIiF4Z3BhdI9QQBDhrJBosb8Fvjvzncn3e/jNYdyNvmvy/epj3s15mH5ter728Sntk84JnaGk5aRxBvrtz7cXyDVRn1y8T34PQOHKx2lXCHEW+oSzN0n6kzI8jnuMqLSofB+bfV1uRd3S0LRru8dH3x41+tiEXHa82KG/UT4w5B2ac3MO87cp3uWCYPKVyeh8pHNRd6PQMEQI4hPOjEkilJLNb21RPTPL7i/D+fDzzFj4KvEVErISeLcpSNTPie8c1Z9bOS3H7pe7C60235SrU3A54nK+kjip3/Mbn24AAMaeH4u2B9vybqNSjhqiuFAlgMqWZeNM2Jk895MNW7AKTwnXWK9u/XsS9wTrHq/jLPsaLPKqd1VGy3Ay9CQ+pX9CliwL6x+v17ldhvTrUUh9iRDhrBB5Ev/E5PucdWMWhp0ZZvL9FhTsmK2OhzsapLXTRXhKOOrtrof9r/czy367+1uhXhP1ODRDXHneJL5htJHakNNyRKdH86+D7g+5vvPvdLgTBpwcgNYHW+tsx4c+baW6Vl1be5V211TI5DKTfqxffX5VZMW8DeFjquEuh/nBUAudrueiqCxnc27MwaWPlxCTEYMMSQamXp3KsUAWNfei7/HWKTQVO17s4H0neC3cPPcvXZLOa3nRdq9VsUNP4p5g4sWJnHXGvpuvPr/CtmfbjNpGHUMsZ+rC2anQU1h0exE2PM67Fe1u9F0EbQ0y6t7ufrmbd7lULtX6zCZnJ+Onyz9pdU1U9/Zgo7JWGftu5shyjGqvDY77K08fDr89zPH0+OXqL1j7aG2RxH3l9VqZAtU84msQRAm5EOGMkG+uRFxBUlaSQW3VY7ZOhZ3K17FV8Q+FUWBU28A87do0zm/VR0eX5az7se748fKPuBJxRWubv5/+jVYHWvFqFeXy/AkN+uJGmOPwTOI0LGd6Pli6LCofUz6a5KOTnJ2M6turm8ya9Cj2EXoe74ntz7ebZH8qtj/fjp0vdups8y7pHW5+uomIVN2FgQtScGQLZL1P9DbIwqrTrVF5j+9F3zN5opzzH85rnbCx03MffXcU/77/V0P7XpQMPTMUXY92xbXIawjaGpQnSzYA3Im6g6CtQXiR8ILzXMRmxPIK8XzvHJ8QPv/WfN7jaXv21N3T2O2MdUHrebwnfr/3u1HbsFl2f5nG+zv+/HiNdurPbbokHQCQmJ2Y52OrBK2HsQ91tlOVxgCAxXcW87ZZem8pmu5ryvSLzfbn23Em7AzOfjib574aMv6q38eotCj88/SfPI/d1yOvY+HthXrbPU94zvwdnqr4DkrkkkLP/qk6Xo4sp9CFJJVwpk8hq4270XcLLTaPYDqIcJYHkrOTse3ZNsjkMqTlpOFetPZCnzc/3cTjuMcF3qfo9GjMuj4LmdJMPIl7wpn0p0vSC8xX+lToKYw9PxZDTg/J0/b5HegKQ6uUnJ2smOAYcIhbUbcw+cpkreszpZlYdHsR83vs+bHa9/XpFgAgIi0C7Q+1R+/jvZl1eR2o+Zh5fabWGBK+CZWxQkGaJI35W/1daX+4PcfqmVeSs5MBQK/gYygqa8GzeNN+1H67+5vWSZiKrke7YsTZEWh3qB1nufrEd//r/QX23P90+Sfm79eJrw2ysOqafL9NeguJTIKhZ4Zi2GnTWbWfxT/DxEsT9V5TIHeMKG51oFJzUnH4zWEAyPO3QlWI/sanGxrKkrHnx0Ii48b3aou9Urc+aysebqigxR4r8ur2mtft/nn6j8YyPu8V9YRFqvfMWMv0XyF/MeOFoc9ax0Mdda4PTQ5lxrSk7CSN9boUY5uebNK5byZmmrWP3S93c+JI+Y4jp+VYcncJlt1fhtDkUJ3H0Maoc6Nw6M2hPG3LfpYHnx6cL/d4Y8fPt0lv8VfIX3k+Xl5g3BrzEGMslUsx7Mww9D3RV2OdRC4xqffFgJMDNKzlhLxDhLM8sOnJJvx+73dciriEv5/+jaFnhvK6n7U50AYjzo7AgJMDmGV5nUwFbQ1C/d31ERLHXxuqz4k+OPz2MM59OIf+J/tzJv1jz49F16NdTVYc9mrEVebvn6/8DAB4l5w34S+/dUxUH5gbn27gU9ong7ZJy0nDvJvzmAm9LuS0HB0Pd0T7Q7oTI5wOO43o9Gh8/9/3jKDD59Z48PVBre4r6ggFino8SVlJ+Jj6keOi8sPFHwzahyEceXsEf9z7g3cd3zNjrAa84+HcCcjQM0M11t+KumXU/vhQnwTtfLETQVuDNCwqd6LuGBRLokpZX9huLKoaeurci77H616mins0NefCzxm9TWpOqs71qljEV4n8E/68kJyjeIcjU/mTHrBhYkGLSe0k9rdAFdOT1yRJbLcr9Wc2LCVMw72NT8HScE9DVN9enYllOfzmMN4mveU9nlbLmXoZDVZf8mqxNHXiKPVJrrrgqjqH21G3cfK99nTu6vz54E/0/bcvaJpmrs+p0FNYenep1m1SJbrfGXasJJ+3hK75hHrsL5vLHy/j97sKqyQNGh9SPuBBzAMsur2IE0fKdxypXMpkUizopF5856d+zPxkRTZE0fg84Tm2PNvC/N7zco9B+34U+8gkglx+lElsF9Tf7v7Gedb/vP8n2h9qj5h00yQuexz3GOfDzzO/p16dioW39FtHCfwQ4SwPxGUqAlUzJBmMO8H7JM1J0qd0TWFh7PmxOB9+3ijrg2qASs1JRb+T/XjbqNwjVtxfobFOlTmr+7HuvNqX/8L+Q9DWIINrKI05P0bn+uuR1znuGir4tLACLY/gh5QP2Ppsq96+sCdaurQ2VyOuosneJsiUZmL3y93Y/3o/Drw+oHf/W55tYTSWuibqky9PRr9/+3EGUoqiIKflaHuwLaPd0yXY7HqxC0Fbg5Aty8bw/4YzQd1Trk7RaPsg9oHevl/6eIl3uaEuTYBC6FcnLy6VugSi/KTZpmkaGZIMSGjuB1vlzhSfkWsRjE6Pxnf/fYfaO2rzPp8qPqV9YoqiFmbMGU3TvO5JkWmRWoU2fcH8j+Meo9vRbsiQZODyx8vY8nQLwlPCTS7UZUgy9CbdYE9wnic8N5myCABv4d1RZ0dpaVo8hDNTlphQvdNbnm3B6dDTGuvV3z9dz/U/zxQWp1k3ZmltM//WfDyKfcRZ9iz+mYYbInsMymt2X74Yp9eJr/HHvT+Y807MSsTCWwuZ90GX0JIj5+5Pl2XuXox2rxg27PFz9PncciXnws9h63P93zEVumLs1Me4/DDuwjhmfiKAAB0Pd8Tg04O1tle3nKm+u8aOjyfen8DIsyMNbs/3zdUQCHW8znJajnMfzmntp/r3eMvTLRpt+pzog9Nh3HdKTsvxPvk9Ln28xGuh3fdqHwaeGog/H/ypvXMGkJydjNWPVgMAnn9+rqe1Juxrtf35do6HgerZzkvM64JbC9D6AL83xV8hf2H94/X49/2/2PPKMEGWoAkRzvKAamCadm0aM3EfeW4knsTpT/hxNfIqJl6cqDWl+dWIqxpCkvpgpPoAnXh/QmP72EzdL5r6Rzo2IxY/Xv4RgCLGKb/kyHIw6two3npa2mqExWbEcnzLAWDc+XFYem8pErO0+/0nZydz3ORSclK0amf/uPcHPmd9RnhKOKNR1JfNKCkrCcvvL2d+67OixGXGMRpwQJGsJEuahci0SMy4PgPhKeFYek+7FnVzyGYAQI9jPXA76rbOYxnC+Aua8RUAUHVbVY1lxljDPmd/RsfDHZnJtSHWYF3C2ZmwM3j5+SXvuj0v93AsterH2/Z8G4J3BTOW68i0SNyPuc8IfMP+G8a0Z99vvtTVrz6/QqY0k1Pygn3Ptz7bik6HO2k9D22sebQGO57vwMYnG5ll75Pfa7zXfJNEmqbR9mBbrfEvn7M+a5ToSM1JZcaXPx/8ibdJb3HozSGMuzAOf9z/Ax0Od0CXI12MPg9d8Llc6aLPiT7ofqx7/g+svD23o25rWMJVAjbTlC5eljO2FtvYPi2+s5hxhQRy39/k7GREpWvGrak/a7om1TK5TK+i7nnCcww8NZCzjM/ikhd2vtjJGf/UhbMsaRYGnByALc+2YO3jtXgU+wh7X+3Fnld7GBdpXRYd9v4yJBm4EsmN+513cx7zt6HCh8qCCyiUk3m1uOuKseMdH0xg2TckXls95oyJwZIblxzkl6u/MEpHQ+ArwSCRSwx+X46+PYofLv2A/a/4XefVv3t/3Od6kPB510hpKX69/Su6HOmC8RfGY9n9ZRpt2LGa+bEusucz1yOva6xPzk7GlqdbtD6n6u/Oo7hHzN9MSIjyGaJpmje+nY+9r/byjjOA4ptTEusFFjeIcKaDJ3FP0OVIF41AXLbmlT0pUU1W3yS+weqHq3Xum+0GyR58xpwfw0kwIZPLNF7K/138HwDFQGcs6gMF+3d+a4bI5DLGIhGaHIqw5DAMPT0U8ZnxWifwidmJaLG/Bfqc6MNpo7rmlz5ewvRr0zUGjQ8pH9BwT0NsCsn1q5fRMqx9tJbTLluWDYlcwpwb200nJj1GZ6DstudcLaYhKYTZ1zMmI4bTn9vRegQu5WOlq/hmQmaCUa6x2bJsSOVSvc8j+94PPjUYK+6v0NCMq9jxfAc+pHzQG9PAJjErUWdBY77MaD9d/gkLby/kWGqvR15HzR01GdfRk6EKtyP2+Q05PYS5RtHp0ciSKYQX9mT41edXkMgkzEctXZKOnsd7otWBVtj7aq9GX0KTQ7H03lKEpYRh5vWZOs81ITOBY5lb/3g9ltxdglUPVzHLuhzpgsW3uXFSfAKsvsnPuAvjUGdnHex8sRMDTg7AivsrMPvGbIw+NxqRaZHMWKVPeMqWZTO1fIzl7IezJq8jJpPLsOrhKt7J0dkPZ7Hu0Tp8SvvEeUfZNar4JrIqq6ShljOJTGJwoiNdXIm4gmFnhkFOyxGXEYe9L/cy45IKVZ8Mia+Kz4zHzhc7OZYtfWOCRCZBljQL58PP49CbQzoTVchpuUaSI21c/niZ+duQLH79/+2vcz1N01h8ZzGG/zecWdZ8f3POuzv16lTGXXn94/UYeGogo3hRXVNdyiB2P+fcnKMRr6huJeLj0sdLnGejyd4mWveh4ln8M855aIu5mnGNP4utNuWNsQRtDdLbRv36sb+/j2Mf43XiawDArOuzONdTKpeaNOFPliwLR94e4SiOT7w7wXl+pXIpltxZwnstojMU8yxtNUf1xXE13dtUcxtahptRNznL2Md+m8h1Bc5Pdkl1l1t1WuxvgT/u/6E1sVjz/c05v9nnq6743vVyFzoc7mDyOGtC3iDCmRZeJLxA/5P98T75PcciFp0ezWuxAhQv7f2Y++h+rLveYpaqQV8ql6L1wdbY8nQLZ0BMyExAaHIovv33W0y4OIGz7b3oewbF6QRtDcKDGK7729ybczkvJfvlT89Jh0QuwdWIq4wft6rYNF+mKHVGnh2JVgdaAVAMSJ2OdMK9mHu4GnHVIC35y88v8TnrM94nvWdcR2fdmIVj746hw+EOmHRpEiMw8E0e1Afa5OxkNNjdAENODWGEjzvRd5j1R98d5QTKyuQyjD8/ntHamqLA5anQ3GyUbMsJG+aja8B3tt2hdkZpK4eeHoprkdcMfh4Bhcvk5qebNTTjKlQuHiq3LEO0tx0Pd9RZ0Phc+DlOYLdULuUIw3tfKgSmv5/+DalcygSiqz6KIfH8sZgAkC1VvFfsj2SOPAc1d9TEj5d+5KxLzk7Grpe7mHZnP5xFcnYyp6bfkbdHdJ5r031N0WRvE8hpudZEKwA4/vkfUz/yuhoaWrh+zaM1eBz3GJufbmYycablpDHPMJ/r6I1IhQZbIpeg74m+qLe7nkHHUmfSpUl5noDMuTEHfz/9W0NpdDPqJjY+2chkdAvaGoSgrUFY/XA1Jl2ahLWP16LNwTYc69jul7uZ54FPUDDEFVgql+LA6wPIkGRg+vXpaLS3EbKkWeh1vBfOfVDE4UWnR2t1GWbzMeUjzoefx9jzY3E3+i6uRlxF8/3NseD2AtTeUZvjfqga+2fdmKXhRRCeEo4fL/3ItG+2rxln/c4XO/VmKT3y9ggW3l6IiRcnYvaN2Tj89rDWtsaMe6pyGJMuTTLIVVZXORmZXKbVQsz2CLn48aLG+isfuZNTXaVEmu9vzox3rz+/1tlfvmuRKc3E+AvjMew/xTH4BDh1RcfrxNfo+29fjiVk9o3ZvMc8+u4ob2KYPif64FToKfx6+1dkSDLwIeWDweV55t6ci2FnhhkkmAFAh0MdACjuSdDWIM67cyniEvP3++T3uBV1C50Od8KMazOw+M5iNNjdgPM+/3r7V/xw8Yc8K3Bm3ZjF8WBhK2RV7HixA8ff81h7lZ8mPkubnJbrVXDzuR4nZydrKFDr7a7HnJ96QrDl95fnKZmHtuOzUY0bqnjfFwnaSycAiu9eWk4a/gv7DxFpimzAqudXFf7yMY2rRKVpmpNFlv39U8VXGhObqYsL4RfQ6XAnRvhWr2GbkpNi0DeRpmm8SXxTossPiPQ3+bLJlmVj5YOVGFZlGJwsnZjlc2/OZf6WyCW4FnkNiVmJOjWKNE0bnLVQNSFPy0lDdHo0/rj/B2fQa7qvKZwtnXknd1JairHntGf5Y6PuR372w1mc/XAWIYNDEJkWyYlnis2MRZcjXZgMPuNqjGNcPE56nMT6VrqLHmqzDL1Pfq81sJxN7xOKbIRNvZvyrlf1/cmgJ7wupOof0oZ7GgJQTAisRFYAtGsrc2Q5CE8Jx6WIS7gUcQn3BtwzSbwRu/CqtpplObIc7HyxU69LKgANtzt9hMSHGBTbky5Jx7P4Z0a5I5z9cBaP4x6bLGnGjOsz0NGvI7Jl2RoF2xfcXoA+lfow93jz082o7lpd675UHx5AEXRvb2HPWNDYqBJf6NK0Dz0zlBHwtPEu6R0kcgkqOVZiljXb10xnbBv7umlLONP/pG5Lgwp2Mg7V/X4c95h5hvncfUeeG4mQwSEYe24s5/2cdV17rJE22GOXMahS3btauaKjX27iGHZChfkNcl2EdCkZpHIpbkXdgquVq04Xc7agGpYchn9D/0WgUyBiM2LhZeOFuTfn4nXia0ax8iHlA15+fonFdxbD3cadUejc7X8XFiIL3mOMvzBeQ4BTZVRUseD2AuZvdqzhqdBTyJJmYdHtRWjn2w4rHqwAAPz34T+09eUWFH6e8NygTJXGJHgx5n1WTcKNSeUelRYFdxt35rcqTnrz081at0nOToanjScn2QYbdkIqmVym1U1aRZokDWKBWG8iq3dJ70DTNDO5l8glzLv0JvENQuJCNFzhAM1YNVW89d3ou3gS9wRrH6/V2IbNpIuTcL73eY3lqgRcbAWSIRgSX80mJiMGi+8sRqBToN62GZIMhKWEccqz1NxeE781/g3tfNsxfb2055JRfTAWduxUdHo09r3axwhyG59sRJdyXVCmVBmmz6HJobzj1pWIK3gW/wyjq2uGZmgjXZKOpvuaYlDlQRpznQOvD8BCaIHBgYPhZu3GWXc14ir+efYP6nvUx/AghbU4S5qFLGkW7C3sDc5UKqflkMgkzBxKGx9TP6Le7nroWzFXKT3w1EC4WbvlZu9UE2gOvz2M2TdmY2HDhehcrjPHc+SvkL+QJcvSqngGFPFpbXzagAKF2m61NdZL5BJMvjwZclrOKF7m3ZyHVc1Xod2hdpj5zUz0rqg4rwa7GwAAJtSYgCGBQ2AmNOPuSyZBZFokwlPDMfb8WCxutBgd/DrovCbFFUqfZElRlDeAbQBKQ6GH2EjT9J8URTkC2AvAB0AYgN40TessDFK7dm363j3DAmwLi3MfzuGHS4rMd8ODhqN26doYdY4bSO5p48mbKS0//FznZzQv0xxtD7bV37gA6Fa+m07tKQDsar+Lk4Dkbv+7+PXOr3lOgVvQWIos86TBb+bdTEMb28CzAdys3Dh1kgqKWqVrMVorQ9jadqvO4O3CpKZrTYMsEoYyIGCAVitAyOAQDD09lJn4TK071aCJKQCsar4Kky9P5hXQptadChEl4kyW9bGr/S6Usy+HiLQIvE58jd/v/o7PWZ+xp8Me9P1XM22xNs72PItLHy8ZVPMnL1R3qc6JM9DH4kaLMfXq1ALpiz62t9uO8vblkZyTjEGnBjGTLScLJ46SQxdLmyzF/Fvz9WZivdT7EjIkGRrW3CDnIA0rbDufdlrrMf5U+yf0D+jPiTX9kPKBk6HUWKq6VFW4ARdSkfH80t2/u9HfhCWNlqC9X3vQNM0bA6tOD/8eOPjmIOzN7XW66E6oMQG9K/ZmFHPaGFplKO5G3cXThKd6j93etz0WNlwIkUCEyx8vY9wFzXhVUyMWiLG13VZ8+++3BX6s/FLGtgxTg0yd2fVmcxTdBc2ZHmcglUvR4bDmhNze3B5b2m7B3ld7DcqY/GTQE4OeTUNxs3bDymYrUbZUWQTvCsZvjX9jhG0AmFNvDl5+fok9r/bAQmgBc5G5QRmlAcDRwhFtfNoYnAm6g18H/Pv+X63rN7fejNvRt9HIsxHHg+ZY12N6Ez/p4na/27Ays+Is+5T2CW0OtuEs87XzRU3Xmsz861rfa7Azt9Ow/NYuXRtrWqxh9rng1gLsfbUXDTwa4Pqn62jj0waDKw9GkIthFuPChqKo+zRNa0qsMEw4cwfgTtP0A4qibAHcB9AVwBAAn2maXkxR1FQADjRNa6aVY1EchbOjb48yrhmFTauyrfJVPJLwdSKiRCbN9FZS+K/HfwbV2ypJuFu7aw2sJhhPKXEpg2JeqrpURUp2isHF2PVxsttJWIgs4GTphGrbqplkn18y3rbeWNNiDTY+2ag1TCCvVHWuarC7n6F8H/Q9JtScgBPvT+Qp1ptQeFCgTOLNcf3b64ylxpSMrjYa6x6v0ynUFlc2ttqIEWdH5Hl7O3M77G6/G4/iHjFeaJNqTeJNqsLG0cIRrcu25s3+2ManDdr5tkNCZgInEQubkMHawx6KknwJZzw7OwpgtfJfU5qmo5QC3CWapivq2rY4CmdH3h7RG+BPIBAIBII2vGy8OK60BAKhZCOgBIVaSoVQcJRE4cyohCAURfkAqAHgNoDSNE2rVL7RULg9ljgMNQMTCAQCgcAHEcwIhC8LIph9ObCTjZUUDBbOKIqyAXAQwESapjl+I7TC/MZrgqMoagRFUfcoiroXFxeXr84WBOqZsQgEAoFAIBAIBELJ52m8/tjS4oZBwhlFUWZQCGY7aZpWRf7GKN0ZVXFpvKnmaJreSNN0bZqma7u4uJiizwQC4SukT8U+nN++dr5F1BNCQVHFqUpRdyFPXO5zGYsaLkIZ2zJF3ZUSg63Ytqi7YDAigQityrYq6m4QCCWehp4N4W7trr+hgfxc52e9GRlLYoy+XuGMUuSQ3QzgBU3T7Ki9YwBUKeMGAyh5dkM1Cnuyt6XtlkI9HpuBlQeimXcz/Q1ZnOlxBnbmdgXUo1yWN12uv1EBM6b6GP2NiohR1Ubpb1RInO1ZeAltupXvxvm9vd12g7dd0XSFSfsyJHAI5jeYj0qOlTC62miUEpfK037uD7iPRQ0XmbRv+cFMYKa/kRrmQnOTHLuBZwPs7rgbU+tys0UaK/B8H/S93jajqo3ClT78hVt1MbHmRI1lFR0qwtHCEZ3KdcK/3f/FmGr5HztcLV0NalfHrY7B+5wePF1/ozywodUGDK5sePZYChTGVBuDK32u4O82f+vfAIqssIYSMjhEI2V5fujo1xEXe13EsqbL0NBTdxZIU9LOt12hHasgqO9RH70q9Cr0Y+r6Llzqfcngfa1qvsro43tYe2hdt6/jPgyqPAjVXBQJg/5X83+c9U28mmBhw4LJ2mssXct3BQDUc+fWvjzZ7SSaeOUWXK/hWsOo/c6uNxvrWq7Dfz3/w/Gux3Gt7zX4lPLRu92xrsc4YwVbUdu3Ul9MC56GqXWnoo1PG77N81xnrigxxHLWAMBAAM0pinqk/NcewGIArSiKegOgpfJ3iUP1wQpyDsKxrsfwcOBD3B9wHzO/MT5JyMiqI41qX6t0LZ3rO5fTnrJU3YpgDK6WrphYc6JRE8qRVUfCw8bDoBcpv/B9WMdWV9R18ynlgyWNlvBuN7XuVM5kZUGDBUZ9HNhBo0MCh2B0NcPrnGjDFPtQZ2jgUHjaeJp8v3nBlJMgAPi10a842lVTz/NznZ8R6MytuWNjZmPQPj2sPdCibAuc6Ja3rHCrmq/S+Gi6Wrmia/mu2N9pP8ZUH4NLvS/h5zo/42Bn40oviIVipgZfYTMgYAAu9LrAEQ5blmmJNS0Mr3UHKO6NKVjWRKH761epH2d530q5pQlUtXi08XebvzGuxjh099dd9H5s9bFwsHBAXbe6AICypcrCxswG8+rP07ld67K52UJ7+PdAyOAQ7O+0n9NmdPXRsDVTWIUOdDKuvhQAlLcvj3O9+OuSne5xGu19c9P/q0+edNHNv5v+RkZyrOsx1PeojxqlDZukdS7XGU8GP8Ho6qMhEohQx60ODnc+jBFVdWeAU9XYDHQKxIaW2mvdqRDomdpc6XPFYOXOr41+hb2FPQBofTcsRZYG7QtQWFn10a18N72KEj5Fgakx5FrX96jPu5yiKL331VC+rWRYSYENrTagumt1NPDUzLJ4tc9VOFk64WzPs/i7zd+4N+AevGy8OG1U3+vxNcajqXdTo4XLda0060kCQP+A/ghwCsDkOpOxo/0OPBn0BMMDh2Fm9QkAFJbZ2fVmo61PW/yv5v9wu99tuFoZpqABAGszawCGfRN97Xz1Xs/5DeYjZHAINrbeCBGVWybEu5Q3BlQewPxmlxDhw9vWG3f638Gp7qcwr/48joLVx84HduZ2+KftPxpW9Poe9TlKOl87X9Rxq4MBAQOY/f7e5He08WkDM4EZSolLoX9AfyxtshT/9fgPy5pysz8aWi+uOKFXOKNp+hpN0xRN01Vpmq6u/HeSpukEmqZb0DTtT9N0S5qmtVdbLcb0rdQXIYNDsKuDolCiSCCCWChmit4BwLqW69ClXBcc7XJU58d2bPWx+Kn2T0Ydf2f7nZhUaxKu9b2G35v8zixv6NkQCxpor7tUuzRvgheDGFtjLMRCMX6uqzmpmld/HlY0XYFlTZfhWt9rqOqiqPOhEo6MPT9AMYEXUkK97S71voR59edxCvmqqOqs6IeQEqK9X3sc7aI5gW/r05bzUS5nX86gl3JJoyWMBcjZ0hkAYCG0MIn1rLt/dzhaOAIA9nbcy9umgkMFnOx20qD9TQueBiszK4MtHC6WhrsS72ifW1/sh1o/GLydqVjVfBU6+nWEn52fhmJC9RH4s9mfzDKhQP8zBQBtfBXatLKlyvKuv9j7IubVn4cAxwDc/PamRhH0pt5N0cizEWdZObtynN9mQjMMrDwQFRwq4GzPs2jqxd2HLpp4N8H4GuMNbs/HimYrjN5GSAnhYuXCEbDn1J/DKdJsCMa25+PBwAdMrRqKojjvt+qDDECvtauOWx0IKAHm1p9rkCJpc5vNCBkcghPdTuBmv5vo5t8NXct3hYO5A872PItpwdMwPXg6AhwD0NSrKTxsPNCqbCv8WOtHTAuexvRXnf6VFcXDVeMJoKkp18bhLodBURRWN1+N0z1OM5PwiTUnwtPGk3M8lRbeEMQCscFt1a3U2rAQ8hfh1gafcF3eoTzz/PNN9ClQsBRZYm2LtdjQagPK2uW+x6rvgjq6nkkhJYSDhYNR146938WNcvXQW9tuxcnuJw36vgGKSbSjhSOOdDmiUwE8oeYEvRPf74K+M6zTeaB12daYVGsS6nnoF/4XNlyIvhX7ItgtmFkW4BiA6cHT4WbtZpSHgzbYCglDWNp4KY53Pc5ZphKw3azdUMetDsyF5hrfEA8bD+zpuAcDKytqexkjIAHa3zF1bwCKooDrK9DxyGQM8euKq32uwsXKBWKhGMODhsPKzAo72u3A+pbrDTrurX63cOPbG/jG/Rud7f5o8geOdT3GjF2GcKPfDaxruY4Zk9lzDxElwvGux9HRj7+u44CAAbAUWcLL1gvd/LvxfrOdLZ1xvtd5nO15llFybGi1Af0D+uNa32scpWprH4VyrI5bHbT1aYulTZZq7M/dxh2tyrbCP23+QQ//HgAAGf1lWs6+ahwtHBWCUsMF8LP3Q0VH7dUCKIpC/4D+jDZWFyphoKpLVQytMhR25nZo4NGAGeQdLRxBUZTWD7ohgyYfVZ2rMlrlUuJSuDcgt7TB6R6n0c2/G1qUbYFWZVvBztwOa1usxbGux5gJQXXX6hqabX2c6HbCIFc8J0sndPPvxvtRUrmcDq86HIDC4qCOSCAC+9tvLjRHOXvuJFpdExgyOATt/dozE9RFDRdhTLUxvBOuvCASiJisT9osJK5WrvC0NcwSphI+DZ0MbG23FdvabYOThZPettVcquFS70v4sdaPGBo4FD0r9DToGIbgaOGo0zXpap+rHKFoVr1ZHG206to1L9McAY4BjAWDz/Wnd4XenN/jq2sKPquar8KNb29gd4fdcLZ0Rjf/btjXaR9sxDa87izsD5KjhSPqe/JriwHFx39Vi1Vo4tVEZ1zNb41/A6B4RkZUHcH7YQ9wDNC6PZsqTlUwNHAogFwt88xvZup0nVZNYGu41sCIqiNwuc9lWJlZ6bVOqUOBwh9N/jBqGxVjqo/Bye4nNZQNfvZ+6OjXEcFuwaAoitFgs6/nL3W59aZM5Q49t/5cnO99Hm7Wbvi20rfoW6kv9nXah1UtVkEoEGJZ02UYUmUI7xikYkTVETjb8yycLBXvHQUKw4OGM+sNucZNvJvA08YTAyoPwPqW6zGsyjDOtv+r+T/Uda+Lcz35rWxsqrlUM3hMEwvEBruqqq6BoSV5dAlNDwY8wNoWazWWq/rdyKsR7MztuH1TO6VDnRUh8boUN6o+G3I9+DwDOvh1wNU+V7G17VbULF0T3rbeeu+nm7UbNrXehFv9bgFQKA4dLBy0ti8lLmUSpYcKF0sXoxRuvna+GFplKCiKwu+Nf+esY7u1AYrJ9fRvpuOvNn/hl7q/4ES3E9jXaR+8bb0BKOYMZ3ueZa6lNoFaF/qeR08bT45CwUZsAx87H737Vb9vQkqIQKdA5ttj6FgooATY1m4bvGy90KVcF4O2wfuLsKJp/OjRHDZiTYuXu427UfM8W7GtXoWlNm+thp4N0cGvAxp4NMCp7qc46yxFlmjo2RB+9n4AuNfEXGgOHzsfXoU6AIPrzVmKLOFm7YY9Hffgr9Z/McvtzO04StUarjXweNBjVHaqrHeftd1qM95sbO+LkgIRznRwtOtRHO5yWGebGcHcAtYigQib22zG5tabedt38OuAVc1X8Q76tmJb3B9wH+Oqj2M0LcODhmsIe7f73YaduR2jFeCjVdlWmFNvjobGZm1L7sePPejxucrZmdtpxOLp+qgNrDyQmRxvaLUBW9pugbnQHMOqDEMFhwpat9NGc+/mABSCW8jgEEZDwyecmAnMOAOHSCBCv4B+nAkqe1KtPggBCqF3dPW8uSL+2uhX3j6p/J21ub6MrT4WAkpgkFus6tobOtHysPZADdcaaO+nW/Oosto6WTphSJUhoCgKs+vNRrB7sNZtDHXZElEiXOx9Ef+0/UfDAqVCpdVUYS40x8HOB9HRryPa+bZD8zLNmXV7O+5l+vtb4980PoYTak7g/DYTaloZq7lUg63YFlWcDUtAwX5PDHVdXN1iNa73vY5t7bYh0InrkjkteJqGYDmznqYmfXb92djQagMaezXW27//1fwfLvW+hGnB0xAyOAS9K/bW6TqtCqIWCUQYX2M8Y+FVWcsNRUAJ0NqntV5NPxuVJT7YLZiZxKnza6Nf8VcbxYd6evB03Op3C0KBkLF49AvgKolalm1pVL+1IaAEeYq9Y2MmMGPG+DUt1jDa31XNV2F50+U43+s87M3tDdqXudAcDTwbMO+8ajuV9ba0dWlMrj1Z5z7YVnF9nOpxihEM9LlNqt6LJt5NDIr10yVwmAnNeCeX6mM9exwdFjiMs87fwV/vcdhW72Ndj+FY12PMb/XvtraYWnsLe9QszVI26RmOq7tU12vVUHGy+0mIhWKtyrFm3s0Yd0FdoQ9s2vq2xbAqw3Co8yGDlKvs69fWty1n3aJG2mNk+wX04/VQcLN2Y+Yxs+vPNqjPKio4VNArnG1vtx3zGmi6JK9ruQ59KvbBymYrebdTf070/VZBgUJpq9zqUVf6XGHir+Y3mM95b7T2XbVvHSn7jRXQ9SlttY3R61quw+JGi7G+1Xp42XrxtlHBVkr9Emzagux+dn465xyAcdfE3cYdIYNDjI6NKw4Q4UwHfnZ+zISFDXtZn0r8sV913evyuob08O+h4TbFRigQYmS1kRwN8dqWa5n4sJnfzOS4/6jg22ePCj3QP6A/zvc6D0AxSJgioYc2LenJ7ifxY60fMbPeTIQMDkF9j/rM5FAsFGNbu225GnAz3Zm6hlYZijUt1jAxSOpaajdrNw23Q/WBx8XSBWYCM9QqXQt13OpoxMboG4SMRd1/XdWnHHkOgFy/cDZVnasyAsK4GuPwaOAjnVYu1YTPEOFscaPFzGSnooPO+vBo69OWdzmf5tDVyhUhg0N0WpHZiIViCCgBBJSAEwugT/vlbeuNXxv9it8a/8Z5HyiK4gzQCxpy3X/FQjHGVR+nc9/GTr7NhGZY0GABTnU/xXFV0wdFUajhWgNb2m7Btb7XmOefLyama/muHEXIiKojEOgUiPoe9fXGwIqFYggFQsZSwybYPZiz/YMBD/Bk0BOt989WbItd7XcZdH5A7sdSX5wP241sUOVBONT5EHeCqwOhQMi8PxtbbeRVrBRXGns1RplSiqQmTb2bomXZlnCxcslTwgFAEQ8zI3gGZ8wfFDjIoG3HVR+nN1OamcCMuaf6Eo6oJp5mAjMNpYiu9rpgx7gAmuM6ex8tyrZAyOAQdC7XGZ38OjHLdT2Ly5vlWlh97Xzha+fLfI/4LBiGwI7f5ntX+RQefHW0Gng0YJQVgU6BHBdKQBGvtrL5SsYN1NAEEqr2/g7++CX4F72JnHRNgC2FhsfXsZldbzaOdjlqkBeHiok1J+Kftv/otFID/J40gMIiNOObGWhWhj/5mfp5qn/vtLnDHe16lFF4zK43mzOvoigKI6vlKlo3t+FX1OcKZ4ZZlwyBb77Khv3dU3mj6JsbqFPRsSL6VOyDk91PwsNGkQCF/S0fUXUE/OwUVjZDLeoETYhwlgcMCegF+CeAec2Gppp0sTXh7MG9b8W+6FuxL28smurjpm3A1ZVhiA++j8qVPlfgbeut06xubWbNm8hkRNURGn7pk2pNQmOvxrAys2JedDYURWF0tdGYU28Os0wkEDGD68pmKzkf2r/b/M34kRuDoa4grcq24rUMmgnMsLbFWrT1acsRzlQaT3UhSygQonN5TW3oggYLsKLZCsbyZIi7BVvD3LlcZ62B27rgO05RxCQZg1ggxoiqI+Bo4ag1WYW+j70K9vvWpXyXPAv0FiIL2JnbMW4e/2/vrMOcOPo4/t3k/A4ODo6Dw93d3R2KtdSw0pZSp04ppdRpqb51oaUKpbSUFigUd3d3dz0OOM6y7x+TSWY3sxa5JMd8noeHXLLZneyO/HxsNv49qZdcz/WaXdiMvFJ6v+fbLt9iYNWBeK7Rc3ig9gOItEcaKvdm8/kAdx+28pxjImJcXg6rxEXGuZ4Dm4+m1S413haG8Tf1itVDpUKVFO+ZCYmKi4zDndXu9Cr0+qG6Dxl6TiJsEa5cXa316tsu36JPxT6a/VJr3jSTx/t779/xcrOXXQqEul9F2CIQGxGrCPl/s9WbCo+Olje2WGwxfhEj5600Gy6u5umGT7teq8P+Ztw2g9tPeWu1+pk2K9FMkfdkJHzz6F2ht0fUBu8e3FbxNrQp1QYtS7bULRjBRiKoFWk9ouxRqFCoAjeSQYv7a9+PglEFDedrbz3d6vut/psXsdC6ZGuUSiiF4vHFsWnwJq6HMzGKKGtsdUbPizv7mg/5UB+2+1BhqHqwzoO6xhf2Pq69dy3+vO1PfN/te0vXjLRFYmyzsYox1rh4Y1e/r5tc1xWOaTasUeCJ+ZElUPBqi1cVEwIvN4RaXYrFFcO5G2QbOG9zmZqVaIbDaYcVceqdynTCn/tJjL0MGS81ewmLji3ChrMbFJYcWsFHq3LSTz1+Qlpmmum28Aac2ZAmdvG7s+qd+G3vbz4VQxhQZQDGrx4PgCzi9P7qLQALbl+A6znXTZ1/eK3h6FK2C7r/qV/W+IN2H3CtRJG2SDQp0QRNSihDU++ocgf+Pvg3V/kZ1WAU7qx6J7r94fZm9amkFNrMKGesZV2SJFQtXBWrTq1CnaJ1sO3CNsPv0++psSrA6LW1ZEJJnLx20tL5eEztNRXPL30ep66dcikWekYUs/3V39tdPFj7QVzIuKDpqXyx6Yu4ln0N848qLdu8ez6zz0wUjy+OE9dOmPo9Zr0rWtfTgoZDG81tfSr1wdbzW/FC4xf8prC/0OQFdC3XFVezrpr+jlZhmGDAriHlE8t7eIEDwaAag5ASn4Lnl/ENF5G2SAypOQRbz29F74q98f5Gz3zCpiWa6oYfUeGUpV5yPVORG5UKV0KlwpVwIeOCqz1q1t27Tvccr7d8He2mtfPwfGgZRVyfSzb83fdv3PaXuXBBSpdyXbAydSX2XNyDlPgUpMan4tT1UwDI7+FRJLYI5vSfgx5/ukPO1aX6i8QWwcI7FqL2D7UttccqX3b6Ek1KNNFUcuYNmIeuf7jLlE/qMgnXsq+hciHrBhZvFCmjYjZWFD4W9dqk/rtGkRrYPnS74v6zqSFav6VS4Ur4ucfPHuHsCqgBzIcy7w1TGipkwqSYJDzR4Am8uPxF1E2uiwGVB2DcqnGuz9XrhLcGMh5vtnoTU/dMRauSrbD61GoAwnPmC0I58xK2VPPae9ZyB+lDdR7C+YzzeLv12+g/sz/O3jhrGPqjxbONnsXg6oMVlrPWpVqjZWpLrDy10jUI2pZqiycbPKmwfEXZo7D2nrWaOU/F4opZrkpEqZdcD8fSj5kuB04FZxkynm30rCv3xN/oTQop8Sman/EoVaCUxwTNQ5IkTO89HSUTSqL5lOau91heaf4KMnMzdS1KNsmGkgklMbrJaExYx9+hwkgQplXrWKjHs1PZTkiJT8H8o/PxWovXFPlcanj7g1gtGKF1uCzL+KvPX1xPrFVqFqmJ2f1nmz4+r715lNSEVN1wttiIWFRPqo75R+cr7gvPk0UTtL3J5TTCrPJ6b/V7Xd5FI4Xu9sq3Y0DlAX6/9/WK1eO+Hw6Cwfvt3scf+/7A/bXv9znPzSwRtgh0L99dUzmLsEWgdIHSmNZ7mtfXcMBzTH/a8VNL5ygcXRj1kuvhwTrGuWxqCsUUwpp71qDxL8qwTK31l85pdsnu9X6nBaMKuoxw826fh5UnV6JEgnEIKYvVYltm0For5vSbgx4ziGLIKz3PQsPXKGpjoxW86eeFYgrhq85f4aH5D6FfpX6YccBdC+D7rt977zlTK2d+KgQGWKukaoX2pdujepHq+HzL59ztkOi8VzKhJPpV7ofaRWujYHRBHEk7EpD2UBKjE13hnDQv1koKgECJUM78AM0BU1MioYRrX5SisUVx9sZZrwd/lD0KpQt6hmrQ81Fh326zK6qCGbXRG1ihp3fF3optB4xgwyBiImIQE2GtFLMRgRS6qadPD6M8LBoCsf7MegD64WP3Vr9XWzmzqiDB3UfY78ZFxulas3nVBtX3uFzBcjhy9Yjl9gDw+/M34vfev2Pf5X2Gx91W8TYsOb4k4O3hQZ8HG55iJXzIH5jtX2zYp9HcJkmSV/3WW6onVceRq0eQFJOEj9p/hJUnVyI9Kz3Prm+G0gVKY1TDUX45V8cyHRFpi8TcI3O9PsfzjZ+3VNhFC55ibDXf2W6z46ce3pdh580tRuuDP9cPI4VHTeHowppj6OmGT1sq1DO993TsvrQbL6/UzlXlyRN5gZERp3/l/q6IIJYWqS2w6u5ViImIcSln8wbM81AcrXBbxdswcYO7GmVQjHZeyIQP130YI+uM1J1z6WfUc+utAd4b7qt1H4rHFw/7jdSDiVDO8ojM3EwA3sdGa3F3tbux4uQK0yW3/cHw2sOx8NhClCpQyqOSkxFWclnM8n7b97Hz4k4AxDP19bav0SzVXGUsK4xtNtZQOTNLmQKkQMBdVfVLvC68Y6FXeRA8IZh6YtgJ3UhYfqX5K1hwTFmqW72AzegzA/V/0q6GxF6Dlz+Yl1RLqqZZ9pfFbKJ9IBhQeQDiIuMUe/v4Q2AOBOyzzUvFywyvtnwVQ2sOdW1eHo4Vu6xA97pTK2dmhbJqSdW8ystliY+MR0JkQsh6LY2Eb7o+fdf1O1zJvBLw9hSNLYrqSdWx+9Ju3W037qt1n+Zn3ct3R4w9RuFNskk2VyiglQ2y8wJJkrD2nrV4ftnzWHrCXP4+hd6jFxq/gLIFy/qkmAHEALrm9BosP7kcgHb/mNxtMobNHebTtXzl/lr3Y9KOSW4jq4ZixjPC5jVR9iiPVAyBNUJzxc+HvNriVXy25TO/C6dtSrXB9qHb/XpOI0omlMSSO5d49V1vE6716FKui2tzwuLxxTGu+TiDbwSflPgUU89NS7AyEjJ4EzM1DBSMKmhaeFKXuAfg4ZllFQde+Ce7iDRPbY4P2n2Ap5c8DQEfu83usalnIMaNHmUKlkGvCr1wT7V7UDu5Nl5Y9gLmHPbcKJ19tqGW/B0bEetSzG5Vfuv1m6Lktx7+EOZW3LUCALDp7CafzxUIDJUz5zgzqlLpLyJsEZjWexp+3vWzbhVnPeh+iaxyZpfs6FKuCw5fPYyhNYZqfrdbuW5YeGyhV9f1hbjIOIxvMR7tp/GrKBoxqIZ2ISAr2G12xZYWWmOgYUpDlC5QGsfTj/vlulb4rut3iLZH43zGeVPH07U91IxlAmsI5SyPqJNcB191/sr4wHwOm3MWjmwfuh1/HfhLN1wEIGElJ66dCFg7DCdezscj6oxATEQMelXshWUnlnl9basWsZF1lBuQ8/bTE+iT1+E2EbYI7r59ath+2KVsF/yx39wecIK8wcxmrRQtD0u7Uu2w5MQSU+eghpomJZpgaq+puGtWcDd/VYeia3kbvKk46k/8pWxQbJINEbYIw5zuiW0nBs3LWTS2KJJiknDp5qWgXJ/CyiJ6z//H7j8iIzvDjxc2d9+poeD4VaIY8rZoUpzWwLMmCA9EKX1BnhKsxc+f9KnYx7V3HMBXNqomVUXHMh0D1gbD/B6OdpYQlYBH6j2CSFskoiPIXkGBCDNl2T50u6bgEa4KejCQJAndy3XHpx2sFVXwF1r7U7HjeWyzsVgycAn3uCcvXQlAqwT+YNOgTehWrhtebfEq9/NPOnq3H1vNIjWx8u6VvjTNZ8Y2G6v426jqX157qAOFld8RTCE+1MJf9cLHi8YWDVqeHkByBLcN2aZbwAsIvXsq8A7hORPkKXRx7FBaf4IJZSRJUoQb/tDthzxvg1EOkpFnbXTj0SgeV9xjTx49RtQZkWfhPgJP3m37btCu/UyjZxRhUxS2GleELYK7CTYA3J5+jViKhTU35Ii0R2Ji24nGB3oBr5pcMPmg3Qfc92k+bl5VzAw0RlsGhAqhZKBLiklCsxL+z1XXxIu50IoiLcIaw5vwGMGCfENCVAL+6fuPppU2HLFamt8fGIWcGU3ihWIKYVTDUZYKTTxa71FLi9eP3X/kvk83uM0vVupbgcToRI8N5AdWGYhaRWuZ+r4E2XQYj8A39DbmvtUpU7AM933qbQgXpcaIQMytFRMronmJ5n4/rxoJEmoVqWWqcJM/ebbRsyFbeElw6yF6oiDPKZdYLthN8Atvt35bse9cXlIyoSTKFiyLo1ePcj/3p9WsfrH62Hxus+WQVK3qeJUKVUKlQpUwuslofzRPECQaFW/EfX/egHm4/Z/bFWXrbTIA2QFhDww8LzR5AT/v/jnYzXDxcfuPUTy+eLCboUuFQhWw7fy2PN+yIlAEQsn4q+9ffj8nz3PWv3J/S9sGhC0BMlbREHR/bp8kyHvyx0wkEAQBdUW9YPFI3UdwI+cGJu+c7H7TjxENX3b6ElezrvrtfHGRcZjRxzNETmCOpxo+hZPpJ4PdDM08tNSEVCy4fQHaTWuHjBySQE9UMuE5C1cWD1zsdWU9oxyZvKJ0Ae18oc86fIZdF3flG4E2XMIz1flReV15OjTwb/hhx7Idcd+l+/BAHc/9bgXhg1DOBIIwp1v5biifWF6hnPnTcxYXGZdvhJb8wPBaw4PdBADQDXGNi4xDXEScSzmTAKfnTBCOsLmF4cqkLpM0PysUUwgtSrbIw9YElnAJz6tXrB6WnViGPhX7oEVqcO5/KOW9+YNoezSebiS2qgl3wmMECwQCD/QUsFENRuVdQwS3BGx/e73l64YKO5v3aAOEciYICh+1+whFYougREKJYDclzwgX5Wxim4k4evUoqhepHuymBJH8pRwK/EN4jGCBQGCahMgEVE2qGrTrz+43G9ezrwft+oLAU6lQJUvH22RRECS/cG/1e4PdBEt0LBu4LU1ClXDJnYuLjLvFFTOBgI/IzhYI8hnBLqFbpmAZseDmY4bVHGaqSiPbD4XnzAcy04Hc7Ly5VsZl4N/RQE6m5iGikE9osuKuFa7Xgd6/Mj8h9gUThCJCORMIwhQao0/3EqpaOHjeMsGtgzeV94Ry5gNvlwJ+G5w311r4OrD2C2DbtLy5nsBvJEYnIjYiNtjNCFuCtxm32I9M4IlQzgSCMOW5xs9h7oC5ro1/P2r/UXAbJMjXWBVeWM8ZeSUs1F6z79+8uY7D6aGTc/PmegK/Mr33dLzbJnib1YcjdP/GRin8rUEEgmAQHoHJAoHAgwhbBEomlHT9bXUfMoHACr6E/4hqjWGGCPUKS8oULKO50baAT4OUBrdoCX9BKCOUM4EgnxDsXDOBQIGzO84/5tyTTQj8ecbj9R9HXIQ321/QOUQ8K4EgsIgxJtBGKGcCQT7BFXYmdDRBAGhdqjWm7p2Kesn1vDuBUM7yjBF1RhgeM3fAXDgcwpspEAgEoYZQzgSCfILwnIUY5/cBnzUGRq4AitcOdmt8pk2pNtg4aCOi7FHenUCENYYUbEi0GX7q/hMSoxMD1BqB4FZDrNcCbUSSikCQTwhetSkBlz3/kP+3Tw9uO/yIFcUsx5EDAIigHjOhnIU+OnNIvWL1UD6xfB42RuB3fr0TWPNlsFshEAgMEMqZQJBPoJ6zgHrQxGbCFri183dqFKkBAIhz9Zdb8z6EFWJs52/2zQXmvhDsVggAuOdDMeYEngjlTCDIJwTcc5aTCbxaCFjytsdHVQtXRZGYIoG9viCseK/te5jac6pbOROeM+sETVkSXviQQJaB5e8Dlw4HuyWCQBEKBpH9C4C0k8FuhX85shLY/U+wW+E1QjkTCMKNiweBBa96TOoBzznLvEb+X/e1x0fTb5uOJXcuCez1Q42fbwc2Tg52K5SEwkLvJD4yHjWL1nS/IZQz64TQ8xT4kfGJwJznjI9LPwMsfA34eUDg2yQIEiEwxn8ZAHzVJtit8C+TewC/DQp2K7xGKGeBZt88osELBP5iyt3Aig+Ay0prKt3nLGAeNJdSJqzqAIAD84F/ntT+nD6HvBKwd/1NPJs3LuXN9awiFA3r5DeFNusGsPJj4Nr5YLck+HCMXB7Q5599I7BtEQSPUJkXb1wIdgsEDEI5CzS/DiQavEBghWNriHX11BbPz3IzuV8JqOfM4QCWTnBeSChn5sjjnLOl75L/rxzLm+tZJb8pGnlCXgtuAb7ekreB+eOA9yoBpzYH9lpG3LhEohAEtwaXDpE19fCyYLdEiZgXBRyEciYQhCJ7ZpP/Dy32/EzD0iYHUrCSc5k/hHJmCrOes3O7idBwYKGP11NdN9QQQoh1gnXPAtWHMq+6X5/YEJhrmOWLlsAnDfL+ul55SkJ0TIcTx9aQ/zf/Etx2eBAinjNBSCGUM4EgpJFIou518yEHAfGgCcHae4wE3WOryf+7Zvp2HbrGr/48dEJlFIRim0KccBx3GZeBPXOC3Qpj0k8F57qOXONjXPgwZj5tArxdhjlVGI6/r9uRvN4LB4AN3/l2LptzW1/nFh8hQ7CfS7CvL+AiNqEWCEISZsL8kJQkx/g08n8wPCMKgUJM5qawuuj567lumwo0HQGUbOif8/kLIQRYJ6/vmT+uN304cHARUKoJcP9/2v36Vu0P3ijc3swNF/aqrhuG9/vUZvIvqgCQlQ40Gu79uZw52cookFAg2MpZGBqAbgGE50yQt5zeRqxgAnPwFuW8XGRlGZj/CnBqU3Cufyvhz/uame6/c/kLIQRYJ8/vGe2DPhgKaNn3E+uAnJsmrnWLYeWZ+nNOCOfxl+Wczxz++A0hEiLq2mLkFlHOzuwANnyfN9fKBwjlLFTJuGwx/CFM+Ko18GmIWfTNIsvAojfIJJMX1wJgZSEJSM5Zbjaw8iNgck/FlfIVGycDnzWz9h2/LqghIiwEmmALIWFJkO6ZL15cm939Wm8NC5X+cHx93l7PiufGJThrPI+cLPP3MZyVM0rIeb38QZDHQV7JmV+2BGaNyptr5QOEchaK3LwKvFOOVLUShA45mcCyicCkznl3TT0hSWVFjI2IBQD0rNDT89iMK8DX7YGf+gE308xfn7egh4pQ5S/+eRI4v9vad8zcA8sCrq/3NYDP5cYl3xPpvRUOLx4kBVMOcorjeMORlcDyD/xzrkATjgK1xIgVHvk97JjQ6K/jE/N27ZvUKe+uBXg+U0eutkdITxm5mQa8kQwse0//ej/151831OHNsXmhSJzdBUysBKSfDfy1gOCvp+HWL24RhHIWitCQpB1/BLcdoYAsAyv/l3cTpW5bQmzPGdlTOVt19yo814izuemOP0ho4sFFwOrPzF+Dmzydz5Qzb8iXFlwd/noEmPkIEVy8xVshgFZZ2zbN+2uzTO4BLHzVP+cKNHktOPl7aOu1X08oXfmxnxsSQqjvyYQywCf1+cfqhfHduEj+3/Kz/vUOLuRfV82V42QfOjPMfJTMCYGEp4jlxXhY+yVw/Tyw12JRm4OLiGGBl7ZxYIHnFidG1Xx3zcybFBChnIUkQjnT49Rm/23oun+Bf85zq3F2BzD/ZWDGiGC3JG8FcjPWNLY926YBW6eiQFQB2NmwIvfB7pc2C3WAeMpZOOpmO/4wtjBbyWdQL2g5mT5YQJ3fC+VczOvOTYOzrvlwEi/vD+2vvPF3eitw/SL/e2e2h/8+VmyfmvdSHlrZ/RRqq+vp4PyWYHsR8gL1Pcm6Blw+AlzlVI/UEpzP7iQh9oB/whplGfioFvDbvdrHOHKB7dPJsZt/BrYEuCQ9N2rDD2swG9FwM41ElbBERJP/c/j7iWqy40/y/5Hlnp/9PAD4vLnyPddz03h+04bkTQpIXitnvw3K2+uFKUI50+PrdsD33f1zrl8GWP/OrbBQGZGdQf43a9ELJHk6ienlnNFEYqY9fz4IzHhI53RsX7IgeHGFqzDsl9OHA4te1z/GysLP3pf0s8AbxYjFlXL9gvnQLPpsjq0iwo+3sM84N9v78/CgCtIf93t/Dm/HDzU28PriV22Ab9rzv/dlq+DsY6XF+ETyz0pSPPtMV3/qP2NhXqE3pnjr261gxdda1/9+nHOs8/6pQ6SnD7ceWaN3b2nhloOLtI9Z8zkZ/1unen7250PAtKHW2mMEr+/4O6xxQhngnbLK91xhuSbXuZMbSai0URi7lmErGHLe1dPuUPG8HnO7//H9HOlnne3n9NecTOA7P8ntQUQoZ0ac32P9OwcW+LYLvWtSyuNBe/Ggu9JWoPm4LnD5qPFxdOKQQqCr5mWBFjph6+accdpDQ8B0z23FQ8QLLZFJIvq1c+bPQ9nxB7DzL+vfywusPF/2HtJwFTbs7uxOCxdmxvmZ7cqPzu5yh/TmZpOFzcxi/svt5saXaZzXvHLMmjCRfoY5ha9CgMZ1r/jzdwYItm8teMX899T3LODbaPhhzWH7h3pMSQY5Z1pjMDebCGNWQrJDFa1xcIATXaNVECTruhfX1ZnfcrOMv0/HMvWis2ybCuz6y3qb9AhWWKNVZembDiRU2vsL+vBdLznulBM2fAes/4Z/zPl9wNJ3A3N9X6tunnAW8VnHafuFfcTQGeaEgMQbolgdoI5c4PxeYPcs4sL+oTdwzmKRAde5LGySmJtj3f2uxScNgP/V88+5jLh8BNj8U95cy1+EmlWXt9h+19XMF81fQyvn7I/7gfcqWx8n04cDv/vZwuovLFVRY47lCswWPJWKe6i6n180J4YMAFj6DgkJ4QlxvO+amX+8CfuzMg6+68Z8z0shhAqigbAw+xSOagFW+LUSVqx+poFuq6/nP70VuLifOZ9Fz5nWRsPU67D0HXPtuHgQ2D+fvL55layT3nBoCXBqi7XvZGcA+/7T/txbDz2LkZLLva7OcVYMU2phPu2k+e9awd+eM8t926ohhB5vccxyPch5NM4lyR0eq+aH3sDiN0nlcC3WfUOMJlbHl8PXyA4/bPkR4gjlTAurk8Dit4DPmgB7/3W/p/YsmB1w9Npmjv+uKwmp8nYwp530094htwBqofTtMsDkXgG+qM7k462yaOV73JwzB7D7b+fn+agwhreeMworMHk7Hnnfy8kg4RvUQ0cLARiRdpzksV0+QhZg9bkPLiIGGavhUVaMR5cZT7xev7t+UelloxxZCfzzBD2B8jNfBZis62TuNAp3BUg+kLfGNsBamOm1826D26Glys+s3Htf2Pmnuft7ajNwdLX778VvKT+3Oj/MfYH/vtVn/UkD4j0GgAmlgb8etvZ9yo99gK/bWvvOvy8Av95BhFtfvT+uyBHV+xIvr9jkuXjw+tX1i0TwViuabGGL/fOBD2tYb4sZuPfOT+vN1VPA3rn6x+Rmkd96jeMp5KFV4EPzvuvknAV8nJtQblyFz3SOWTBedaxJzP6+g4uATT96vq8bWZQ/FDahnLGkn3UrVFYnARpOxlZOUnccOtnsmaNtIbx6Cvi0kfMPEwvSyQ3k/zdStI+RZU/LhiyTiffDGsBrhfWtI0Zk3zRnOZk2xLMNejhygfXf0oOBnTNIHmCwcvHUi0VmGj/51yqL3wa2TFG9yfmN6jA1LaU6m7PxK3vP9BbpOc8r8564yhmb22QiHCavcThIzpceskw2RFe8Z8WizdzDlR+Z/54RWs/mp37W+/2cZ0lC+W+DyBYQai/ZOWfI9vF1JtrFhqp5KTjQc6z5AnivqvKziRWA96t6fucYI/ibFnpMQreU2DjZ+NgPqgOfW9wLj4VVzoza/V4lYMpd5PWfDyg/M3vvHQ5gyTvOnBIv5suDi/TzjyhftwO+Z7yjNEeYovtbffXgm/me8/rb/VTp0wx0nB1eRvKR1LD3ZI9BRUCtOYkN8zd7G/WexfG1nu/RlI7l72t/jyrA/iA7QxmuyWuvkbK/cbJOZWdGIfm2MzDlTuXHR1eTcH3K/JeBj2qT8fj34ybyPVXy3rVzpC/wQtzTTrgjILhbBjD9XZaBS4eAbb9rXzrtJDCpi/G6x54T0A+Tdm2SrTeGqUKaS3IRebIHD7PGqp/68XMx2U6//lu3kqj+DAAmmYkmCj2Ecrb3X6KkXDsHvF+FhGoBgSljT125U+8GZj3FP2bXTPdrK4tqrk5o418PA68XUR2vEqp92ffnzRTVJsUasL+N/q03SLdOBbY7JyRZBn4fRiy1Zq2xP/Ujz/ad8sCRFea+o0egqjUunQD8NRLYN4+5Fmfy/LiOufa8mULKImuhN9mu+0pZ9IF3r3MYASxYytnWqcB7VfjtW/wGMLEif6H6qR/5f/t0siH67lnM9952vz6/T790O3sPuQnOzNjd8qvBZrzMuXKzjPv3iQ36n6tx5bGp5hPat9Z+SSoB6mKy2MhXbcmY4+UCXHMKTXNHA9fOEGHDKCRb0VdV7ecJ7JePmA+zor/DFyUv6wb5rUbRBw4LyhmgrRiZVVJObgSWvAX81Fe7ql5uNmeNYf6+5s32JepnZLLfG+FtgZurJvvC8XXehT4uf5/0d/Y+snM2b35k78nUu/XPT8+rLojFVuRNOwZ80Yq8XvcNY9DUuS67Z+GJDfwKevZI5/ec98WbfMfsDPPz1ftVgbdSiYF65wzrnrO0k2TPSq2Kk/R8kgRcPaH8bEIZYmRQCPkMm34Evmhhsh/K5Lm9V5l4cL9q7XnIjJHM4ZxxwF5nwXjgm47EUKMlE675nCjYlitoqh0ITFusbB20bx4pSKa1RcmKj1TX8VGWYuWj2c8AKz70/Ixy3EQefggilLM1X5D/z+5Qvs8Lgzi+DvhvLJnEP28O7HKGdt28ChzlCP/qMB0tQTbrOmOV8aNLNv0MsOknYKvTK6NXzW3V/3y7Fm8AGCmXF/drxzsDqvAtL7w1VMDJuOTeiNMXrApxDoe1fMBfB3Le5PQHVzSETnsuqXOJTHrOKLQ8udEk6u+qgGb550kiPKot9YB7XPLC/2ifoHkxZxjv2bqv3K+/7UgqYPKE7vQzpHKeGoV3knl94wIpPc3j0mHg3+eZNnwN/Hon/1jK+m+Y5Hznb0w7AZyzuAcZa31f/SkxfmihV+SBPeb0FvJ6ISdUUC2I/vkA8L0qkX7mo0oPMXstj817GWH6Zhox3HxcVzvMSpaB+UwxDjo2fVHOFr1OPJRGeyKx40RPkTMab2aVM/bZHl+nPO/6b0k49utF9fd788bj5uHdtJBzpucZ8DZH5aNa5o6b1Nm7ve8WvUn+581DgEY+kYX+9m1H8v+NC+7teGTZ87xnnQaYOc8SYVXNkZXK685k9ijTVGCpV8SH8THrafIbzBhMqCf75wFkLuJVN9SaR1muHAfWfu05Bxlt6A247yOP9NNEUZox0r3twVGNwhMf1dZvo+K3GXjO1nxBZBjAXVVTDVXWZQdZG8zmue38U/n+otc8j/2wJv8c+xcAWc49eWnE2dVTwJkdxCBJceR6FkHyxhN+9RSw6lPVb+PIRz7ns4UGQjnjVQPU6tjfdQNWfUKsvud2uTdhnP8y//g/H1T+zbPMXdhPrEXvlqcXZxtn1Hp9Zj8D/P0Yc/0s/ms1jlzfQwf3/Qe8WsjtwaEba6u5qLO3k9YgU08oZpBzSc7IlilEOFr+gfWy1FatPf8+z88HTD9L8hF0QxCc39HKwTBqD+3X1857LuZmnu3ECkSgNJpE89pzJstkIaWL1HVexUgrycKqY+i9ybxK/ucthtOHa4QyOr/rcAA/q4wBWnli5/d6vndgvlZj3WReI2FTEyuQ0KgFJgRLj/6i+u07Z/C/l5vtDp8GtPsE+35OBllIjTipsqpv/hmY/bT7b1YwVPdb9noTypAQOx40Vyz9tPK5UQ+wL1MdDQf3MIaoYMeJnrBrZOzwxuK86QfgtSTi4bl0mKwLNBx7vUZ4PQCf1x/As716xW/UIZwsvLXT4SDbEpg1gJ3fR3LitOa/k5uMz3F8HfBBDffeWLS4i1Y4nvpZp51wFyrRIzfbc32gYXD/vqAsukLR6xuTe2j3O8P1wId+QMM6tdZ/HlRZ5O1LqVcQhp0P/n0OWO78ftpJMq+YKSZjdC82fE+M3VQBZo1L1LOYfobk++rB9mde1WMto5SWckbl1/SzxAOpZ/RWn5PlMJumoXEvzuwgYZZsuCGV1SQJ+LKl0rmxbKLnOcwoUBt/UP49bQjw30vk2lpt2/kXsEwnDDeMEMqZSzljwgQ0F0hnh/imo/JtsxPPqo+V4Qm/3snkl9FLqIToq6f4G1hnZyjD4BSfOXPALh9Rvk8FhFObgVmjtNv5WhJRrNj9TK6eJmWM1ZOXVlLtxu/J/991Bbb+Brxdin+cWrjPziALaPZN1QTFXHfmo9ptz7qujBtnv//HAyR88PhaYiXlxjLr8ENv/vu8TXBzstxVrdQT6toviWBN7xEPLUsswBSFcirRvPA7WSbhbO9V8rQ2mrWEvl5UP1wWIEYKLUXzzA7gn1Hmw4WuniICpJY1EiAengll3H//rz4R0njKp5nfuXSC8m91f1zxAbE6s6g3LXXhfDBaYSBXT5MxT620gPWtEigX97v747FVbo+VHo5s4lWkz4p61I1Qh8r89xJRSn4bTM51/QLJ9WD7eW4WOU6NKaMPW1hF5x6YVVRorpi6P7jyI3xRQpxtnT+OeHO1vGKKHBI95YzpfzzhlJcbpCb7pme/pqgNWzY7MVLRDXTNeEgprHEr64aGl0h9DotGIoDMheqogtWfk1zpWaOAhRxrP4+f+xMB/a9HtOcknleKZckEojys+oQcR8cvO0/yFNCdM8i2GF+3J4qDEfNeIqHZirY57yXr4WdhFQLWQ+z6vpZypnp/9efOvaK66n/PEqp7mpujLCTDelooWznvsRxdTe6p65wacttnTYnMwBYy0Wymw7OtPFzX4hzLU0bUsPPBotc9K/BqhUHnZAEf1SERUZRLh9xhfXSbgz2zSD80kmXV5Nx0r2+85/7rXUT5+l995djWMyqpt4cByO/PzSbjiCevAUwhKCfUEMY6D9j1c+XHpBL03tnabQkjhHJGFyA2hjtHK0SBeiOcIUVZ6cTFbXbyWvkx8FYJ99/7OIqNYv8SmQhgvwxwLyant5JFccWHGmFwIDlHP/eHh2WcDoJ/X/DM/+JBNzXevwD4oBowbwzx9FEcucqk2gML3QojHTxXTwIzRmhfQy0Mr/qULKAbvjPwDKkW+fP7yOu3UoE3kj2LZ8i57tBVl9dFpwrT9ulKIRrQtoZNrOD53o+3uV97bKDNtF1hqXJybI32NgN75ijDGld/5umhBYglbe6L5PWhxcpravVX7r5pBsLgvJecHpyKRBmjXD1NJvGN37u9cEbQ4g801JjHJs59ea2wKhSQerA0rnnluLYVVa1YLZvouYeNTWvadF5Xy5K/9B0y5rf/TjzLp7cCf3CeHeD0COgkV9OCEQBZ4C7s0z6Wcv0CMG2wcw+0I8ApE54CwNNQsP13skjv/pvMadPvI4qJmWqGvHtD+ymFjWLQMtAAwNR7tK9Dw44ol494Vj6kXjv2vBlX3AUdsm96jk9W+Tq7SylAbpxMhCIeCs8ZL48zi3x/ChP6yasi+fdjxh7/iZWA/Rql3NWKjM0O/DmCPEOPgkMqBYY+i5MbyT36ljFSvlWCKJMe3k0LnjM1tK+c2c54Jp1r2jymz5jNK6Nje+uv/O0oJIkInT/20T4HlROWv6eszKzo1xwF9/dhZFsMrqefAy93iFdchIVuuQHwPfuahg7Vc5j3IvHw0eNdz8xEJILW1hw5mWQNoOvA5p9Ijte0oaTvs54W9bqrxffdyD2lUAWZymeULJPGc8BYlsum8pnsqexpFXnjoV6bqKK64w+yjq77mt+mLb+QfR3/fsztHWMLOrHH/v0YMbDy0PqdZ3eQTbnHJ/LXn31Mn2fHNi+CRu35YsnNIffrv7HAGhN7F2amM1FWMlx9lpVj548zPk8YYWXDlfwJnYB+ZqoOvVfF8zitAh5bpwDVb+N/ZpW9c0kxA1fbZHeHzLwKxCUBX7UBkqsBxarrn+vwUqC4Ku75+nkgKs6c9ZVtE6tc5WQQ13n2dSA2SXksDeV64QhMW6NZq8kbxd2KcW6WcgLJUAkke2YDJeoSAWbbb+S9NkzuzqTO2tekXkO14LB9OrEgd3uLFMWo2gO4m5Ovp8WRFWRCK99OWWVu2btAan2gRh8gMpYJZZOAH1Sl+PfMAc7pbGA89W4g0ek5cji0Q+CWvO1+zoeXAyUZD63Wb+EpUEaeM1aAO7UJSCpPCmSwm2HfTCOLxHjOorvgVTIGG95HvGykgSRs72YakFjSeZ1copBc4IQBAsD+eURo/eUOZ9gDiAW47+eei6bmPmEgISlGG3lrlbE+tZkUFWkwmPOh7O7Ph5ZoFBFhmDXKMxTS14pzVOg5t8ddaMcMvFLGNMdUdhBFHDAXQcDzKq75XPm3IsRcVRDk7C5S1GXwn8oxpuYD1fzICq6UeWPc5wVIWNs37cnr8WkkpHjjZGAYk0924yIQX5REFvDITAc+aUQ8m0NnAeWdxQC0qjUunQjsngmkNiDhh2b4bTDQfgxQphnxwjccBkTFk89yMq0Jo7YIt5CZfQOaRpzTW8naM+hPz5BdysbJQOFyyve+ae8e9xcPKn/jkneIgBmfDDzNUez/eRKo2Z/MmZSbV4jhgsVDIdQQPNnxpK7UR7l8mPy7cUkZsnb9IsnHuXTY/R4bWqhQvlnlzGJuzW+Dgdu/48/RJzdqR8uYQWve5xnlFJ54mSgMZvLSP2kA1LkTuO0TMo/S+To7g3h8cjKIfEDPv+svoHBZ0z8BAFEcBjMh2LtmkqqkZtMd9J6JWW/8gQXGeWU8vmwNPLDAc63NvgF80lAjzYN5bmxe5LKJRK5gI5xoPzy/x11tMzfbXdwFIAYgM6G1Rsgc5YztY/88AdQfzO93jhxSqwFw/8+iNgq/z8zn3EJGRm2V9aNUQhBD5UySpO8A9AJwTpblWs73kgD8BqAcgCMABsqyfDlwzQwgroo0jMdKbTH4oIa+dc5fmxOrBTa2A57fAxQq435djJP07shVegDV7uTPmwJ1DapDqVEvYjmZzpLXsqdyRsm4Yn7w0EHtyFV6LCWb8r5SgZvCq8i0jNnNXq/SGA33lB2katXMR4hwQKsUxhQk/1MlSpY5JaJVv+/vJ7SFq7Vfkv/XfQ20e9FdPIDnvZl6NzlGjzSnMHV4KRH0ebAK+PVzKqurqu2ntpBQn7LN4YFW9SoKO1ZkmXjyFr/JP5bdriE3B7BHkLBBgHhgKDevAm87lbLxacTzyHqctXDlbTrZ+ivQYIgyhwnQD+nVKpeefpYs/uf36s8FSycAlTmGAUcuXPfdSDGjmPGGWYEqM7JDOydhfCLwxBayGX29QWQs6BUaObLcLaRqGbBYeFXh1KSdIBbVjT8A5du43987xz12eFEH3kLnGaqYAaSvntpMXrOe0/cqAaN1wqP2zXXfjx96AQVLAff+rhQIWQGQGuN4oT9aHF1B2nT3b0TBvHQIiIzzrqhTZjoQ7ZzvDi5yG7oAd5sPLnbfb16xCUpOhrLADkWWSZ+fpjJaUO/B9fP8+XrrFH7o7X/qHG/nuMq+CaSf4oeDmoHdFmXBeOA8ozBOvcez6FX6Wbi8Sf8+Dwz5m4wx9rhfBwIvqioD6rH7b30PtFa0jBkyVULwnOeAbhP4IfTTh7tfn9lOoiDMsu03otyyhsPVn5JnQ2HHgDr9wgy06i7guUWPEVq5tQDpk2b3kfSGM9tIX7mi8lKrDVRmUUcP8Dz3mekkr+3kRjKnGRUv4rHiQ6BEPeV7rBGEKptqBSjrGriG+oML3evbig+AdqOBiGj35/+NVZ2HMTjtme2em83iyFEqqGGAJBsI0ZIktQFwDcCPjHL2LoBLsixPkCRpNIDCsizrVC4gNGrUSN6wwWIZ6EDzVVtz+Rp6xPq4T5g3RCV4VjMac4p0Wr2y9oll3MK9NzR/jF+pjqXHe6RqlFkaDCUTB1sxs2oPouQd08k/yguq9yYKqTpMKCbRfPiFVSLjrG/qaJVO44FWTxGviNXcO71z6ilz9iilhbliB+O9lMacIoIdDbEVBJ5Gw62F6ASDzq/5L4wlIhYYe4YopoFCbWx6fBNR9I1KqevR/V0i6NXoSzwQ/qZgSaDL60pB3Rv6fWU8fiu00zY0mWHoLHIvrFYs9SdtnlcaCClDZ3lGSOhhi8y7inO9/+eZ2xNoxqcBMx42zinzB+Muk7D3W5lhs81tdWQVngyqpsd7xIBkVDisZCOgVn+g8YMkhNmXPSV5vHgSiE7w7zn9gCRJG2VZbsT9zEg5c56gHIBZjHK2F0A7WZZPS5JUAsASWZY5O4gqCUnl7ItW+uVTw4ma/Y1d+7aIPNh9XhAWdHiZn9cSSlTqpB+GKBD4g/JtSO6kQCAILLVuB3ZMz5tr1eyn7ykThBZlW5E96Lzxpupx31x+ZFCQCYRydkWW5ULO1xKAy/RvPUJSOfu8eXCtbQKBQCAQCAQCgcD/FK8NjOTsRRxk9JQzn6s1ykS709TwJEkaIUnSBkmSNpw/r1MdL1j4ulO5QCAQCAQCgUAgCD3Ktw12CyzjrXJ21hnOCOf/mvVhZVn+WpblRrIsN0pOTvbycgHEX8U8BIJwIyLW+BiBQCAQCASCcKWxzgb3IYq3ytnfAIY6Xw8FYGLTrBBFb5PTcKNaL6BKd+3Po52V2ATW4FXGDHf6f0uqzvX7GrhjcrBbo80ja4DKXYLdCkF+p4Zqb6vybYE6d/GPtUpyNc/3hs4C+pjY30eL/t96/12rRAewUAqFrcrpDcNCZOPZx03uHXgr051TNCVQlG2Vd9cS+EZMIlC8DjBQY49XbynbimzxE2YYKmeSJE0BsBpAVUmSTkiSdD+ACQA6S5K0H0An59/hSSiFNdbsp/1ZwZLG30+uptwjSI3Nptwzxhtu+wQoVpO8pv+riYz37RqUTq/qf16mhX+uQ+n5ged749OAhziFAko2tH7+Lm8C7cYYH5cX1LkDiIgC6t6p3++sMMygRC/dCkKN1tYBUQlkP797LezJpabxg8A9Pu4PBgAV2hsfowdvj7dQo8UTwF1TgFFMgaQUL/byCSSRcYE5b7cJQF1nWerSTYGhfwP9v/LPue/n7ClUog7Z28xbyrYA2qoKJDd71PvzaTFyBfD8QU+jXo/3zPeNZzT2JmRp+rDxMZR4TgRO2ZZAq6eBITOVe2DlJePT+G27/XvP94KB1tY3/qTJCP3PI2KB+qrtNFo9zT+W+/0Ya+1JKs9f1zUJr72wABjLhkOcvpNyrb1fx7z1PD2nsSm5+jmOPU+MxSOXAzU4+wZHhV6lxUBjqJzJsny3LMslZFmOlGW5lCzLk2RZvijLckdZlivLstxJluVLRucJWXhhjTX6kv1pKP2/IQvho+s8j9XzVJmhN7O/U1IF7eNG7VBev/Nrnse0fAKoqtMeya7cS8IMZVsCzzIbIzYYAvRwWr5iCvIXo4dXWrvGvdPdE3ZSBaJgPrEZaDVKv130O3U0NhQ14pE1QJ/PSQnkfl8Bje8HnmT26XnZud+JPZIsvHQ/IEB7siig2o8rqoB7A+jSTYB2KoGqUifPc/jbcmSGobOAIpWsf481BpRrSZT3Pp97CluFy2svDFqhxTxDQt8v+MfamC0bb2O2euj5nlKgL8nNvSXEJ5P7oBYeALLprxlSG4SOMKZFtV6kX6opmApU66FUom/XKKnvL6+SFmPPAy9f8Hz/xRNAXBHymueRAsjGp4WYjW3NzA8JxcncBuiHuherAbxyRf9cdJ5IqQV0ft29byJLZDwxPNRz7tdYo69xG1mi4kiffP4w+ffyRaDbW/xjzRj2AOAR1cavY06TRHp7pKflWXYAbZ9TvpdUkX/eAsWBp3YBje7Xvja7P6cRzTlKqCQBnV4hJfl5fVsP2p9Y1P2+9TOeyjAP3pxVq7/+2s5StQfZL80XeEpzrw+BOI5ydr9GJVxvvaVxRYEXjnqua9Rg2/ppsmE6a7BoOMz8+bWMzz3f579fuCyQomFE5sEzJJTWKOs+lLOnmLfc+bP5Y+laN2Qm2XtskE6F7rgiZEw8vBq4ewpQ0kuDkD3K0zudqGFspcQkAvFF+Z/ZVHuORUTpnyullvt1NGc+1SPMNp+m+FwQJOzhec5iCysngUqdyEJo53SgLm9Ys1jWul35dzSzkOhtPmyzAclViaLU/1ug5ZPKAV2+DRkM9QcBDy3nK2+2COuWp14feu4PkVKTDJC2L8DD0jRkJlnIzU42FTuS/a56fwI8u5+Ehbx80XgxS6oAJDoV6GLVSalUVghjBXQWO6OcFqsO1L8X6PASUNcpbBYu637Odp092qMY72D3icCTW4EWjxOvw6jt5HcBROigC1WB4p7nkVRCySNr+ZajQFO+tXfhm2pBqMEQck+7q5zpkbFKAazFE25PW7WewNB/iJJMafuCUkih90kdfgaJCJHjLgKVu5K31MI4a5CQJOAOjc3CIZH7wPPYmrXc9fmMCGM8hs9T/s0bo2bxxTvd7yvg/v/0j3liMxHckquQ0Fc1hUp7f32WhvcB7V8ir6t0c78fEUWUggcXK4+32UlfeWSttqAWl6ScP1gDUkpt8n2WkSvI/ErPp6ec2eykD2k9u9p3uJW8EUuIwYyHPYKcp+/nJKy4r4VNaAdMImsUQH5rXJJ7rhowydMj94hq82SA7/kvWln5d5TKSznwR7fxSXYoBaznDgFP6IT0JZYEeul4MHjK2SNryD5V6k2caw3QV8AiLa5xRZldgF44QsZ/jb5AG0b5TCxFZICazNjmeWS0Nro1k9tepRsRoCu05RvtAKI0GXmC6t4FtBylfC8qgT9eSjfmn0Mtz5r1ktpsQGwh4lktXsf9fgfnGKeKcOkm7s8KlzUfUSLZiHGJLfDw+Ca+4l+4HLkPVgzSPCWBp7wD3nnx6w8m9yZRNX9W7+1ev8aeI8YiLeh1kyoCDy0FimkYqQCgulOWSKlBZM0WjwN9v7Te7sLliEGchom2eBwYapDNRPvbvZxtE+wR+kaIJ7cRTx+FnYtGLOF/R8s4FKYI5Wwwx+rQfoxycqIKFKuc0QU/Kg7o+qb566mtRFToK1JJe2Kngj4AJCSTkDSADGh1yJYkkZCZlk96nkeyWVPOHlhEFEL1d2ILAy8eByq2V1olbvuUWGlo2yhqAYtl0B9kYbbZgIRi5Hw2E92yx3tkEbtvLtDiSbKHRbcJZED3fF87hE67sKibR9cBd/+mfww7udpsZPLq8gZ5hoXKuPNJZAfQ5lky2dA2xTmtSW1fUC6Yd0zWn2gBcg0WtRW/x3ue32k4DOj1kf55Af7izTNIsNQ14ZWo2c+prDN9Ja4I8bSNTwNK1CXGhQ4vEQv7I2vJGExhlMX75wPd3vEsYiJJ7ol74A9EwVePI1bwk2xAzb767WV/c2vnZuqxhc0pU3qCYZlm5PeOXEGE49oDlQop4Pb4NHkIqMpsHKr2OqqfFavYGBERo7y3dMyyJFVwC27cZywBI5YSAXroP+T5PH/Y09igNjg9d0j5d2p94p0BAN62Lqyllz6LlJpknOiFcLMCGX2eRasCD69QelkBt2eJKifNHnF/9sRmpaGH/r6WT3qGqkbGAQO+Jd6yMaeV/VB9TZaa/ZTGnsIG+RG1b9f/rGgV5XvRBcgzLtXE0zhIKVpV/34CxDBC16+oePe4qtQZiNcQYM2EiSVV4BvjohLI3BqtUsQiYpRtVYdO2TWE8RFLjdsSW5hEbNjsULSdKqJ3MF7xxvcDL501PicAOEwoZ/Xucb8e9AfpeyyNhgPD5wKp9fTPI0me3lLJ5vl8eWuF+wvulz3fJ+PGDHR8JJVXenSajCBRQlpeMtPeDQm46xcSdjzuMvDUTqBIRfJ9tSe91u1kDFqRedQeHT282dS4+WNAkweB+zgpALdPIvNpRLT+/aDzpJFy+MxeoMdE5XuxhYF6d+sYKJ08u1/5d+MHSJtKNXKfR+teNX+M/E/7QuXOnsfYIoj89sQWsuarKVwWaDfa/Tf7W4tU9DT+1xpAjI4sVAkVnrMwpVh19+vaA4mVLqEYXJNT05HuRZYnqNoNBpIa9thKnUkokR6PrCGTkRZ6i37ppqpr27TbyoZnUsWDKhNmf5+WcqnnSvdm4EQnuoXgss3dylxcEjBsFplICpdVfoeGj5rY1w9J5YGqBsJuW0ao5gk1tH2OXHJf2PY8d4AoVe3HEGWbYmRd7fCyZ/gT7/7d9y9ZtMankev0/hhodJ/784eWa1xAdW8eXaffvwCiEGsxYBJR8O+Y7FxAmfukZc1MLMlXUEs1BJqN1FfcI2PdCj6L4vmY6G8K5ewZItQVLMEXyNWYqYBZvDbw4CJyTmpRplBvcJtnybingnpblRLHCgYDfzJebClP7/b0CLs8BxbGYoMhREgsVp0o1qWbKMOmRiwhfY+1fgIacwS9rsHY7Piyxvc4VOvlfl24LHmOd09xfk2lQNI2xSWR58sqP0kVlJbzhBTtaz61k/xvs3l6ndi81f7faJ+jUFmg6UPan5shuaryb0kiEQ0PzHfnBLHz4EPLgQcWmJuLW44Cur7lzM/jPLdO45XHG80f/b8hHvSkCsSLyqJlGIqIJiGMAPFUqkOneGGkADECAURxMROSxt4Prd9hZLzq9SH5nxqEBv3JTwUAPPulWmHt8iYxqqiFYl5OY6PhQHwx7fMPmESUBEAZrvnYRqBAqjJMUC8ctWY/pSeGNYSxz8EeSRQz9vPaA5lxanLuUTwTm3u+BDw94jTE1IrnjPs8mf5dhtnIOLmqOyzZ9Pmdz47Xn6ILuOVRds2653fi0aUkOJ8rzxD45Fb36wLFtWUy1kDJi8JIYPpOgVS+Z5v3G0rUI141wGA+cX6WVJ6s+dxDmHugvhZr/Hcdo2qjkbEpxAnv1vubAd+4rXS0Y9Ue6P6c7eiD/iTWbV4ctxYDf3S/Lt0MGDSdsfI5r6d27xeppF/EQ68D3v8fseBSqICeWBroMFZ5bCWnd67R/eS3dRirXPT6fAaM5OSS0bDQcq2VAhFAwkNu+4S8jinEvD9eu816PLyK/G9GiChcDmgw1P03DfVp+hDJCer4indtoEQXcIcv8RYW6hHlWQolyf0bujJ5IkaKoyRpT7YsZVu4Fy3evSpRx/M9QJn0+8gasvioBQY1dEKk3g+W2rcTpYrC9lUaRuoNDy4mlmVyUuPjWas1vR+8XAv6GV2gowsSIZtnqdYSsKyGVKkZ+CNRZqmSSfuRenEaMpOEWBWtSsJg9fpF7TuA4f+RvFWuMciEwYKl1gDjsMaEFKcXXNVuI0Gp4zgiWJpB79E3GOyejyQ7OW8RZ9iLuk1GAjZb0Ved80hD31o9pb8WsHkvWsWERm0nCfHNHiZeSG9p+aR2cR7622WHe05MqaWt0KiJjCE5XzQsk56LwnodAeNcsjoDiZEC8MzX1erTETHEazU+jXgq1RQoTryXaiTJnbtdvrVxOkJutvK7lArt3AKozUbGKBvRwEaK0L7c8RXyTCt1VHpJ1e3Tg95L9X1R3zeAPB9WyVd7ztjnwubTRkQDz+xWGij02lWxo/Jzdr2gY13LYDXgG7fhmZ6iRl/9SBu9Qc8qFD3fdz8jLU8qD6P1deg/JLWEemsrdtA/vp4qf1lPOVPA/M7C5ZS/YchfxODK60eFyxmclwNrOG7xhKecxz7fFk+QUMlGw5X36vnDzuJpS0lkUOlmQH9OODylokb+ufLC7pc0z1QrIkqWifGFNSS4+nt4es6MesgtjPOBspZ6dhEvUQcoYaEkbKPhJCzkiDM8gHZ4R47y73YvAEsYgd1osjCa0KPiiKBdsKRb8XxqB/l/0Rv87yRXAZJVyd68IgkAUbRmjSIVstRtZQt6jD4KzB8HrPzYnPeKB1XwYkwmK7d+Btjk9CjYI4EXTxL3uJmwSS7MvbZHuX8H7xnYI4GXzhgvDNEFiJC9Uyepl70+L5RgfBow62lgwyQT59ChfBuSJ3Bmmzs/zkyi/tjz5qxUVEC9Z5o7Z8YbSjYAbjo9WGYUdda6Sp8hN9eCGfO9PtIu7/38YbIwftcVOKUKPfJ177j4oqrqmc4+pn4OyVWVIVa8+1+zH7BzBjHulGnq+bm36JWAlyTSZNpP1e3mKUIuIV8mY9YsRn2OJo6r+4i6TUahTBU7krDRbm97hu91GOtp6DJCq92s4GGlQIYam52EDBsx+E/gwgH/zIeua0fo/61H7duVa5+33ipAmdMEuLceYI0KNERLkkjeUvpp5XcaDQdWOPO72IIEtPodZcxJ5d+8SBF7hFt599aiTxUfj/6qWk9565JkI0L42e36bbDyvLjfV/Xbu6Z4enJ5VO9D5JE2z5F1ou0LwPIPAEe28jij6b5KN2DfXKWhUWsspdQmc/waZj6TJOJ9+rgu/zv2SGW0C73HCcWBa2fI67iixOBwZjtQuROwhQnBo33XyOip8BDalX2+UBn9IiojlgIX9mt/7nkx98smD3IUIObz+CLAnc6CZRmX3e+zhil7BHC/Kr9aTe//mWiW87qlmpDx/PBqtyHHA5ncp14fEOPh+d3u74uwxjAntb7yb/pA2cnKaqVDxflosjmdSJ3nL1KJWF/6cZI0u5jIZTOj6BSrTiyjgeikDQaTYgxmPDpmw5d4VOxArP7tXzJfKrlwWWLpKlaDhIdFJ/ggiDA8uY3cSyq8ayVLR8aaux4rnBodpym0eanwqrlnGikAQZUnM0JiRJR+8RRKgyHEKlqlq29tBNyLVVkNIbT1s8Bdv5LXBVLcuZmsUNL9XaUywI6PRve5PS1q4pLIXECfF42xB9xzhL+3ebBF6Ffl4o1tl3LpRciQHma246D9wSPElPe3l/MCG2LEg3p01IKohwJhMEaj4oB7fjNfcc8IM2MqMl6p6A/w0fCiRpLIGNcqCGEFdt5S32u1EKonlBapqJxLeZ6BITO9W8dYD76rLUxbi1QEyqn2xCpUmhi+xpwCiteC3/BmGxbA3W/U/TWhOAmH1fOaSDZl0Rmt56CnnKnDJAEAsvL5V1LlF1XroT2PsiRXIfe6eC3yfNuP4Qv4RortwJ+UIYAA35g7YJIz+oIz51jyPjn7Imv8enyD+7SFyyvzPLWMVmqo0R4gz8RmJ16rBxYZNym1nrsugRm0wne7T/T8nMVKfh5b1KdAqrkIE7WRIaWGOaNuuZbOHLnwVm/Cu/X+4uULwAML+Z+xkxgdULw44xL1PCsk8aDJ2g0Gk/8jooiywZuwWzzm+V4guG9u3lzHFwbPIIO07fPmJntK+TbAI6t9Dzdjof2gzkAS4sBb+K3AFpcxQrMamI4XzwoFSygLQPizrL8keV/KV01kLMm10MrH7PgyqQJJoUoTe3+aPkRySt0NtNYGKvxX6UYEgvvmus/vr72WXM/V5g49topWn3hiCym+YsbAo7WFgRq6YFPFgrdAvniSWDcBIgxQw1gzC3tdASSUrP83JBeThXrYXeF2as9ZkANGjKzmAFFux55xhwv7uj+lN20wggqQbNs8vJSq588KaXoFKZo9ohRgqSLOK16j1zYKr9qqWeFNKwzRW2ioP8DfQ1MLlydA9ewiooBR20gZfvY4FlsEUVJKOT2Kmp4znX5Bcyq1qHMnUNSL7Vi0YGUiV7iawRwdEeUpwEfGeuYK176dGO18hRfaG1tYGYbX+yNlWwDjOYgaFumxkgR0eV1b1qh9h6dibBqNsNQqXTw/Z7Eyj1pR5ChUqVZ7wXnwqq6HuXImwhoB/SR19WT14kn+QvnQUvL/yo80LuI8X4EU/25I64swHl8MuH6OFNU46wx19JcHhodZD1Gow05KbIiDt3R8hXhQ6eKqiUZYYyDhhUcNngH81M/z/bzGzKRN0VJefeqLNOQwgizIZRlPjj+NAQBc80f/b5R7eOlh9NvUe1fpUaMv8JcJ5WnYbBJW5Pr9nPkpOoHkgGVcIYnd0QW8mxPtkcRAAhAPalwR4NASd8iPy3MWYsqZN9c3E8pnhtR6pPCGVol/K1TsQPJ62apqatSKBGuAogUpFMc7/1fnpA76E7h5xXzbijgrb/b/hhjzEjhen2AJb5GxxHiRk0H6ftUewN455ucirf5T9y5gzef8yq3q4mBaShj7/sOrgHO73X/zyszn1Vpe4zYStu/vZ+Zr+2mERNORwG6mIEm9u8nzoHNP/UHA5p/dlSONfkfJBiQsO/OqufmCl3vpDezzpwqPViVWU9FSnGPNyqwpNYgBVr01CA9eMTXXbwnPsEahnGnh6kCqB+tN+VTF+UKIh5YBl4+Q1y7h1Q8WVU18CGsMJfwt3EXF8QUVSovHgVWfmLx2HvSzWAtFcEIGVTgxJaEYKVm/d7bHN0wTUCFPNVaoMmIGmuhtev86nb5jNgeqVEPtIjAshcvxtzHxFqoYJzNl5GnepDocnf0td0/1XxvM4k0+mRVByOjarCXfFyKigNsMckfU+VlmUQvNUXHmIgsoZoygQbWs+7DeavWfEnVVv9k5nluOYgRsxhPPPTezvqTUNLeBc17INtQo6fdrOe9Hq6f1t1ixRXh6YwH9fsa2tdfHpPgX9SSb+R1UOfLX2DcD2y+SKgDtx5J9S/WOrWwiTcHbHFo9A+wdk4GtU4kxkKecCc9ZfsVLRUKyk+penV8HDi8FDtCqcCGonBUs4U6wpBXJAtmhXZ6zwF0iT8iLQT/wR2DaEOV76j3gvNk02h/4y4qfl8gaQokkkUIPe2d7v/D7UrwBIOXN12lUtsrJJP97k+9aqROpSkkLH2hhZoNcb402Vrcx8CcdxpI8VboRK4UKoLFJQNXunt8LNN7MH3ntMfcXlnO18tCAF8h5vNdHOnttwj3mvDH0sWORV0HZ82LMSwvKmR6R8UD2deTZYu5SUPw8h9D7kVDMvdUCj+cO8kPnzGKPAOxM7puZvpebRf73ZrNrK7C3lH3+kgS0fc7jcMXno3Z4bmWhxSNrgc/9WJiqZj9ScM1IOQtFx4gJwlu1DCTePtBn95EO2/IJd3y3L+czgu5RobejvBlobkNZgyR7nwjPQeLC5UzNg99Ro4/7tVbohZm9egIBDVnj7TUSqpjKyfPyufraH9QbhbJ0HEfyZdhNz61QurFx+6o7S85XaKt9jNcV5iT+67wgMpbkfnhUZ9QoVpJXWFLmaZ6RF/f/vrmkWp6ATyBLbTe6Tz9HlM5H6s2uzcD2H28LlWj1QSMjzKPryabBtfp7fieQ4cKuMeuDyPrYRp0PdZ5BTCEgtpDORuveYOKZ3/s7MSz5UojOalusGhoLlTafDxuIMEO6NUwKZxyIUvr5HKsxyawVofkjTGlgCx2k75dMDpgBpRoBfT4nMdm+UK4V2VG+gI9KninC1XUWpJw5ut8Oaz2v0l21WORhm+zRZE+mAgYbqIcStHogL7mfhquYqTjJI5ChwDX76ofb+IOKHciG0XrKirdVTkMxtMRlUQ1S27zpL960NaCGtgBBvRN5kRcYCmGNit9pNufMl/nGwHNmNAfSsOHmjwH755N1KLYwcGK9cjNrf+OPsuhFK5H9Hm9cdL9H77/6nhapTBSPSp2A+oPNnf/e6eYVKTO/o2J7k/uB+ZFArmWB8GSl1iPF/ErU413Q/9fLQ4RypkWx6sCFfb5VyYouQOKM542x1kHq3W3+WEnSjgm2SqAVM7YgCE12NaJwOXdeXLAZNovEOPuyR5c30NBT+v/o45790l/VGs0g2YDEkoG/jj8p1wZo9yLQmJPbR+9lKQsFRgAmjS1EJv9XrgCvFiKvrf6WgP2GELk3CgwE1EDjjXAdKn0s0Dg4hqhAEcx7yoYXWm2HWQFa77zqc9S9B9j6K/9YHsWqAc/udf/dw8Ker97gLy+Ier/Hdi8Q45xaAXt8g/VzV7ZQLTEUjFYdxpL9Qg8tdb8XUO9ngBQ/o7D9MEUoZ1r0+ZxUtWJ3T/eFcK9Q6BeYfIJn95m7J4+uN5cTkxcUr+0O/8xLmj9OqjlWc4afxRTUOTiPlLNww2bTripXMJVY38wkv4cyrDA2PES2xwhmzpkWtKx6bQt7AfkTbxQPyQYkliHhcoHkmb3A+yY2DQ4UA38EVn8GFK0c+GuFmufM12qNHpfgnE8r56zfF8p90EKOAHlBYhIDr1hyCYG5sI0zn+xLZn+/QClQAPL+N2sUAQsTwlDKyiOiE/zjUnZNgkI5Q2o98n/xOsRbYab6VkRUAMqShxn2CJLfFSxLb6unlH+Ho3JmRKlG/t9LKpgEapFNsLg3ENtXQsX7E50AvHAU6PxacK7vVfisBDy1HWj9tN+bo8Af0RNjz3n/3WLVgT6fBlhIdBLMtZkagoyKK7Ub4/me5XvDjjs21019WIiMTx50L9AWftgCIhQIpXvNdv+8aFdeG9tD6V5bQHjOAg1dAELF+xNMqvUkG99a2V/pVqbWgNBQGDqNJxv9vuYsoR+mk13guEXux9BZ1j0aodpXYgvl/TUHTAK2TbP2HX/k2uQ1Ad2OxY8E08h05y/AmW3Ghsd2L5DiYtkZ7vfo/dWrBmlEuBnYouL9uz9ssAmp8ezUzrzexNok1LDXzMR+mf4gzKPVhHIWaGg1GV8m0vyEUMzMc/t3Fg4O8ETEWlrDbWEX+Ifyra1/xx9CSFxR4MYF388TbGrfTv55Q0gJcwaI+cGYwmU5KRMac3hkrNJIZ7OR8M+SXuTa5GVusj/JC0/qrQrtE53GB/Y6kTF5rGCHd1ijUM4CTbVepIpPxQ7BbokgP5PizIXLC+U33Bb2YFNvULBbEEQkjdcWeHqXiDwIJ8Jufghye0s3BfbMsmbAZbda0UTPYBdmz0go/IGj3xfA4reB5CDmmgaCcDVEOBHKWaCRJGtVfAQCb2jyIFC6iTuvL5CIhdKJgbeyaFXgwl6g72d505xQxB85ZwHf50fgV+hzDmRp9fxEi8fJZuh5UQQlXHPfxZoTOErUBe6ZGuxWBBChnAkEgmAhSXmjmAFioTTLw6vMe3wi49x7POUnwtRqGXKEW/5EfsoPCjSSFBjFTG/PuHAbl+GSxygIIcJszlQhlDOB4FYhuRr8YkUSypk5rFTle/4wwn0x4RKKpfQFgluBXOeecXZm64ZwU/IpYs0RWEWENQoEgrDg0bX+OY9YKAn+nPTz63YRoq8IBMEhtT75X7FJb5gWSQhTAVsg8BahnAkEAmsIgZtwxw/A2i+BlFrBbomS2gOD3QIGRqgSApYgpAhTL5JZqvUAnt7trhgNhN9PjogFcjLE3CG45RDKmUAgsIhYKAEARSoCPSYGuxVKQi3XR4Q1+oi4ZwEnPwv+rGIGALmZ5P9wKbLz0DLgyPJgt0IQloSpl9iJUM4EAoE1eAnmAgGP/Cz45lceXafMU8qvhGv+lS/U6AMsmwgUKB7slpgjuQr5l595dH2wW5A/ETlnAoHglsImwhoFXlC1W7BbIDBDftvvSAuZVjO8hSoBthtDSvfHJAa7JQJKflc+BV4hlDOBQGCO4f8BR1cGuxWCcILdSqDfV8Frh0CgRq/UfH7FZhOKmeDWIDKO/B9bOLjt8JJbaFYSCAQ+UaYp+ScQmIUKwAVKhE+eS0hyC4bgBZqEFPJ/qcbBbYdAIPA/lToC3d4B6g8Kdku8QihnAoFAIAgs0QWD3YLwJEzzJXR5Zm9obCpcog4wcgVQrEawWyIQCPyNJAHNRga7FV4jlDOBQCAQBIbEkkCnV4Fa/YPdkvAkPxatCKViFMVrB7sFAoFA4IHI7BcIbgHem7cX5UbPhpwfhT1BaNNqFFCoTLBbIRAIBAJBWCCUM4HgFuCzJQcAAA6hmwkE4UOXN4DEMkBytWC3RCAQCCxx/NINzNl+OtjNCEuEciYQ3ALQzJUch0P3OEH48snC/dh3Nj3YzRD4k/Ktgae2A1HxwW6JQCAQWKLf5yvxyC+bgt2MsEQoZwLBLYDkLCyQK1xn+ZKMrFy8P38fhkxaF+ymCAQCgUCAC9eyAAi5wxuEciYQhAn7zqbj9i9W4VpmjuXv2pyusxwxSeZLcp25hGeu3gxySwQC84yZsR1DvhMGBYEAAL5bcRgtJywKdjP8TlaOiNixilDOBIIw4d25e7Hh6GWs2H/B8nclZ2Bjbq5QzsywfP957Dp1NdjNMI2wTArCkV/XHsOyfedNHz9v5xm8MnNHAFskEOQhlTor/nxt1i6cvJKR7wp3ZYt0CssI5UyDd+buQfePl+PvraeC3RSBAAAQHUmGa3auFxNdCHjOsnIcqDluLmZuOenxmcMh44P/9uLitcwgtMyTwZPWocf/lgfs/BuPXkJGVq7fzudgnmtWjgNP/7YFRy9e99v5BQI1J69k4IdVR/L0mo9P2YwfVh/1y7n2nU1HudGzseHIJb+cTyCwxLjLwL2/cz/KzGeeJocwHlpGKGcafLHkIHafvoonpmwOdlMEtwjj/96JVQd1vGKy+7+L1zJxOi3D9LlDoSDI1ZvZuJ6Vi1f/2eXx2epDF/G/RQfw4p/bg9CyvOXy9SwM+GI1npjqv7nFwVhat564gj83n8TT07b67fy3IpuOXcaVG1nBbkbIMuLHDXjl7504k5Z3obT+DI9aeYDMtf+EkAH23NWbluZ1QRhjs2luMu/PSIgD564F3egZLN3s0PlrGPjlaly9mR2cBviAUM4EIcnFa5m4fN07wejs1Zv4Y+MJP7fIe65l5mDod+tw/NINAMADP2zAlHXHPI6bvOoI7vlmralzNnxjAZq/bT423eZcBHLyKKzxdFqGS/hRtyEz29NjRNeotIzwm0StQhWp+bvO4t25e/xyzlxGOYtwJhiGen7hnjNXQzp0tP/nq9D/81V5es1Fe86iyth/cfJK6Avo6TdJ7msGZzwHmrWHLvp8jkg7EX+yQijUu8lbCy3N64L8icOPYY2dPliKZm8v9Nv5eKQbKD/BCrv/eOF+rDtyCQt3nw3K9X1BKGeCkKThGwvQ5aNlXn136Hfr8MzvW5F2w7ygv3jvOdxkhAx/xnwv3H0WS/edxztOQXzB7rMeHiIjt/+YGdsx27lfCN/Wpg9VfryZJP/dfhqL956z9J1nf9+Ke79dixwmBJNeW+JYC6niFjpiUuBgFanPlxz0yznDMaS/20fL0eN/y9HsLf8LDg6H7NMYpt89dME/oaGyLGO/iW0OJq86iqwcB44YXPfQ+WuK+SoYyM7R6s185A1sru2dX6/xWeBzT0O3wqxz6yHLMpbtOx8y+bg3s3Mxcd4ej3D2uTvOYNKKw4r3/D2fZwfQALF4zznUHv+fbnhw709WBOz6elADTF4Zpf2JUM7CiDNpN/HZ4gMeQseRC9fx5VL/CHnecPJKBvac8c0CfuziDdfvoorK+XTvXPG0Yl2uSeFs75l03Pf9erwycycA4nkr/+IczN1xxqvrq6GKh541zKitv651e9qsTjPZuQ7ccC4I3nhTHv5lE+77fr2l76w8cNHjenq/P9j5zzm5DnT9cBn+23km4KFs6oXXH/H47L0NlWWI5vQY7b3m7wqT6TezUWHMHHyz/JDX5/BWoDuXfhOrD3p6df7eegqdP1zmsuA6HLLLk85CjRl64yH9ZjY6vL8UL/yxzXS7MrJyMWrqZr+GINI25kV/czhkDJqkjCq4nmW9am0wkGVZ5NwEgb+3nsKQ79Zh+sbjwW4KAODnNUfx2eKDHrLayJ834vVZylB/s7KLmpUHLqDdxMVcw80H/+316pxGbDhKlDLevEc5c/WmprHs3NWbeP+/vTgVwGiBcBx9Qjnj8PGC/cFuApfHp2zCxHl7se/sNcX79367FhP+3eN1GCDLluNXsP9sOo5evI6lJqtotZywCN0+Wo4Fu4jgMXHeHnxlQVncfzYdbSYuxtfLDiErx4EKY+a4Puv4/hLN783YfAKztinzBa7cyMIVp8fMrOU8M4dMZDtPpwEAth6/AgB+n9QlHRtzIKx7GVm5WLH/giJv0p/hEmZglTP6G69l5mDbiSuK43y1wmdk5WL5fvNV39Rcy8zB3rPpeOb3raj32nyvz2PE3B2nPUJazSrMQ79bhxmb+eG6/ug/H8zfh9s+9Z+Fc47T00v/zytouN3klUe8Poe3IaGjpm7B3d+sQdqNbPy05qjree13ztk7ThIj1s9rj6L1u4ux/USa4vvUmyNDRvWX5+LD+fs8rkEt79QAYoYVBy7gry2n8Mrf1iod6hnI6FQS6DllxuYTijWBYib/TJZlfLX0IFcRdmN91vl62UEcNulVbfrWQvRiPAfebIUSbGRZdoWcL9t3HusOe19ERZZlfLPsEDeyZcX+C5bn8fPpmfhrs2eRqROXibB/5KLy2V/PzMHOU2kexwcaWuSDLfbB5kKVGz3b9drb+fzVf3biyMUbOHrRs7//b9EBr85phN1G1AgjhVLLe9fkrYX4ZNEBywZgIzYcuYTpIZTeYhWhnHH4cIHnghgKUKFj92mll8pfk/1jv25C389WovOHy9B24hIM5ew/c/zSDc3rPfDjBgDAZ4sP4u1/PXNp/rdwP3ac9JwUzzkFgMV7z3nkLxw8r70APvXbVjz2q7KoAvu3WeuTK6QuQDKG67QcGWDY9+vwztw9HsLgwfPXNKv5makutmL/BVQfNxeDJq3Fv4wHMNch4/L1rIAog7Is48P5+3CMWRh4YY0A8P5/ZIzN3HKSlNK20JyPF+zH9yvdYSCyLOO56VsxeNI6Qw9uWkY2xs3c4XFv6bOnYyxQjPx5Ez5eqDT+mBFuZVnG0n3n8dRvW11/0/9zch1e9d2PFuzDjpNp2HL8Cvp/vhL/W7gf206k4a/NJ732WvO4mR24mMvFe89pCukOmfQ56gk9n55pumy7t+NjldN6PO7vHXj5rx146retuHw9y7XP4IcL9uGhnzZg49HLAIAD54lXcd7OMzin8iBmZOd69BX6uwDNWgJcaB/j/awL1zLR7K2FHorgqgMX0PjNBZi/i5+voY50UH/mr7DL2dv4EQxmntGBc9fw9r978NJfnkopb8x8MH8f+n2+Uvec6Tez8dacPbj76zWG1wfI+rbLuWYfuXAdtV6Zh2nrQ8ObY5bf1h9H3Vf/w+EL1zHku3UY+NVqr8+19UQa3pyzG89O9yxYNGjSWgyeZG3fuwd/3IBRv23xmLO0IlZG/rwRPf+3Ahd0imQcv3QDH/y316/rJDte1x2+hHKjZ6PO+P+4xxqtCTeycrjjixqArRpMHA4Zo6Zu1i9IxuH4pRv4n3OOMrokrxgZKx9c9kPEyuqDF3HoPDGETWXHWBi6zoRyFgC2Hr+CV2buCNheFaN+28KtvjNpxWFMWXfM9D5YGVm5ro6c65Axa5uxhbv1u4vR4b0lpsqA/7j6iOu1wyHjg/n7FBZECp2zZFk5WHks338et3+xSvO4Y5dYxcD6/f94wX6M+Gkj97MnpmzGs79br4BH+8HVjGyMUlXoW7L3PL5YclCxCKTfzEbH95fiPY0whB8NSkm/NWc3Jszdzf3semYO6r8+H6/+s9PKTzBElmUcuXgDHy/cjzYTF7ve33DksstC+vNad7vpRP3k1C2KTWjXHr5kKNR9uGCfouLj9I0nXH333FU9S7+Mb5cfwo+rj2KyqgS41j4sL3OEOi3G/72Ta8E1wowAwB5y77drMHwysTI+8MMGVHrpX8U9p8Kynuye65Dx0YL96PXJCoybuQObjl1xfTbqty1o/OYCriHFG75cehBbjl8xPM4qu05dxX3fr8dbc5R93Z3bCEz4dzfqvTYfVcf+i8ZvLsCQ79a5POV66Bl2ch2yoddm0W53jmb91+cr8izn7TzrMec99NNG3Pn1Gpdwpbd00LbZVA84IytXseY4HDK+W3EYV29mu96fv+ssbqjCARu9sQBnrt7Exwv3K76/w+ld0Cq+Qftk5w+XeawHr8/ajWovz/VQ3NIysl2eEbP7ldk1pBQzW4pQo9eyfeddEREAMXAeOHfN4/j/LdyPzceu6PZX2r/OXL3pMga9MH0bHvjB2PJP16eZW63PE2Y5fOE6flpz1FSOo1nm7iQKcvv3lvh8Lnr/9JQjK9Dqlmrh3+WFVo2ltU6vX6M3FuC6hqH5rTm78b9FBzDhX/46qsXXyw6aMgAtMcjhpsrVxWuZLkMOS41x89D63cUe72v9Zh43s3NdY+hKRjb+2nIK7861Fvr4H2O4MZJ3s3OUnx86fw2VXvrX/X0T11t14ILu/H33N2vQ4f2lzvaYOGEII5Qzk2w8egmfLjIX7jh88nr8sPooLjFhhtm5DkxacRj3T16v8CxYgV3gNx+74gqroIPi08WkFLk6Nl+LZ3/fig7vL8XN7Fw89dsWzePm7jiDcqNnu37PufRM9P1M37oIAONmuhUAVvjdql74GCHDKHH1qd+2YsPRy4p7S9p0E+VGz1YoZ2atXq7cCVnpNT2dpoyT/nvrKZ/c5Mv3k9AiHuuZMJHrmWTymWFC0D939abrd3697CC+XX4IXy875AqfUkM9k7Sa5fFLNzzupVnu/noNvnMmMr81Zzd34X7gxw0Y8h3pj18tdecAbT52RRHGwT6pp6dtMXV9h0PGuJk78DIj5Gk98eOXbqDLh8vwiTO04525exSKlJYi/9MaviIsy7JHed7Jq45glM440oINQVlz6CLKjZ6NYd+vUwifrOCx8sBFLN5LBICFezwXeXbcXbiWidkcowt7bi0l7klOqf/Hp2z2MDCYYZNKwPiE4xEy4kZWDl78cxvG/rUdN7NzcfE6Ee6W7juvUOjpb5MA1z6VbCjRNQ3v6MwtJ105WXqbtT/ww3pUGfuv5ucAkK4S+mwqNxc7D9BIhMMXrusW7rmemYPVBy+6DFPsOa9l5qD6uLlo/OZCl6K09cQVvDZrF8b8uV0hqHzChDepvQ3lX3SHD9LvaHnoWOu8WtD+zunZvqkSpB79ZRMGT1qHZm8tVOxX9sAP67lhbrIsY95OvufOjPGNvUd9mDVr4FerXQYa3u/TW98mMFEh1Hv224bjWLDbuGgSVaz1Qtwpe85c9RBEs3IcrvDCg+evcRWw9u8twct/7dA0MhqRleNwhduuO3wJ+86mmxZ0v11+CIv2mKuMp3dO9lllZOWaytlTn48aL85evalp8LuhMipcvJaJc+k3XePim+WHLZWhf2vOHoWxUQsjr/eniw5gx8k0DPxqNQZ8wa8Yez49Ey/+qcw7pTLieo3oGnbNq/byXNe56fpy8LynwUKLPWeu4hizlyZ7+2VZRtO3FiiOVxtAqRLl/o779eNTNnuEt+45cxX3fLsWr8/ahaMXr+PTRft1FUKZaZEchq4zoZyBLPoP/LABRy5c5yZMZ+bkYsAXq/Hef/u4neGJKZtR65V5eOSXjYoOxQoE3yw/hNdn7cLCPec8LL3e8MCPG3y2Yq10urCvZmRrbrYty7JroWVDxvaeTbdUsp5Vuvp8thL/bD3lupcuazGMraHUijpW5dHYyVFGzOaNaIUA7Dx1FS/9tUNzo9IHfliPO3XCO1YfvIjPFh/Ak1O3GLaBhoQCwFfLSL6eGeWyyVsLMfYvUvnxrTl78MZs/b5F7+/1rFzsO5uO1u8uRoPX5+OduXssh3CsPnQRrzkTmb9ZfljzuK0nPD0w6kWRfQY7neXVcx2ybn84eSUDP64+qgib03qW/T5fif0qS/nvTE6h0W+fve20Irxr8qojqDP+P5y4bN7QwrPUA1Bsdk0VqSV7z2Mz482y4gXexYQ9D/p2LR79dZNHKLJibGhICuwxB86l49NF+/HP1lOaBgY92EuUGz0b73NyqXi8NGM77viSCBA/rDqKKeuO4+c1xzB13THXvHH4wnVUe3ku/tx0QtHuU2k3wes+6nlh2vrj+Gn1ETw5dQuavb0Qb8/Zres5o4qxFbSEsawcBzfHMYvT8Jf/2oG7v1mDQ85Q79NpNzF3B+kv1Bt24VomXptFlHOqpF24lqkQTVhvQeM3lQIU4B4L9Dvq6qoOh4z6r/3nCkcHiNHnj40n8Nt6ZT6l2ti25wxRJtRFYBbsPqcwsqTdyMaBc+m6VWK19mw8fOG6y3CiHtdPT9uCKzeyvA5fdjhkRbjUFYOtP9i8tJNXMhR5NfvOpuOvzSdx1nkvWGPP1ZvZ6PbRco+9Ch/6aQPqvkpC4Tq+vxSdP9SuaMzeByv8sOoIen+6Al8sOYiBX61Glw+X6Yq2e85cRZ9PV+Dwhet4Y/ZuDJ+8QedoN1uOX9HML9t6/AqW7D0HWZZRfdxcvPDHNhw4l64IZ6fQeUD9rKliPnPLKa6hCSDeo7WHLmLTMWI8avjGAjR5U1k91t+VDqdtOI6ZBnPoL2uPodcnK1xpHbkOGScu38Cc7afx3jy3d2vKuuOKNYiO1Ff+JnOAOi/y62XKIknbnGuz694xPzU71+GS0bJyHPhpzVFFxFK3j5YrDCwOWca/20+j3OjZOJeeibOqKJZtJ64Y5H7Kruv+s/WUR3jr1QwyZvecTscjv2zCe//tw4nLGXA4ZL95YUOJiGA3IBRYc+giFuw+ixyHA0s4C+8bs9wCb2aOAwfPX0PJQrEoFBcFwG2dnbP9DObuOIPE2EgASoHq0jW3d8JmUiVed/gSyhaJw+qDF7F8/wXNaja8qePzJQfQoExhXLyWhYnz9qBrreKolZqI3nVTMWXdMXSpkeKavHiCACXXISPSTo7beERp/W761kIUiDHXhbJVYUCPT9mMwnFRqFaigFvhlfXbArgnYtadPmf7aURxYl80Qx8v3kDJwrGw2yRk5Th0wxBolUTWY7Z4zzncN1kZwrLl+BVUKpaAhGhyPw6cS8fd35jLSVDzvbOQgdm48SnrjuO+luVNHbv7tNvSylaA/GLJQbSuVBQtKhU131AnZgrRGIWSseGi9He/NGM7Fu89h7VjOgEAdp5KAS9UpAAANlxJREFUQ7/P3FbECDtH4pWJlyw714EKyQmuty9c82wjK9sZGQUe/XUTAODIhJ7YfOyyqz8cu3gDpQrH6X6X0umDpbqfZ+U4cJRZvKiVfNOxy2hQpjCn/cb944jTsnntZo6rbwLK8ahlxKXzV/rNbHT6gC8E0kXx5OUM5DgcaFg2CQAx6rDCEu3K4/82H057Oi0Dvzj76Oxtp3GUsdJey8zxKG7x56aTaFMlGVsYpZa3aC/bdx6tKyejeGIMAOB5VdXDr5YdwvBWxuNp9cGLiI+2o3bJRLSduAQPta2geaw6BJGiNlJcdSoNmZywyQNOqzar2Py4+ij2n72GmEi7670p646jdFIc6pUqBIAoROxcYmSIyM51wG6zK/Iwb2TlIC6K9J+sXAcuq7xcr8/aheXOcPo7G5dxvW8Ups7y99ZT6FqzOHrWKYG+n6/E4QvX8e7tdXTayf8d7d9bglKFY7H42XYKwwdA+kiSc92m7DiZhhmbT6Bf/VLc832x5CDaVU1G9RIFcU0VEirLUBhtbmbn4q6v1+C2uqnYduKKwpBxiPFKnEu/iS6MYnVkQk80ZZQCGp69TCWPWDUMPDB5A6aNbK57jMMh41x6pms8bD5O1vl3mD0YT2oYoWZuOekyPn5sMlef7YuDJ63DkQk9uccNYxTZ3zeewJGL17H+yGW0rpyMSsUSPI5Xz+E2VSixC6bbrD18ybX2sO3YwHj6HTIxEkbYJJehQpZlyDJg0xjY59JvoliBGMiyjMwcB2Ii7S7Z5dL1LFyyuENHVo4Dz0/f5sppZWn1zmKsHdMRKQVjFEag3aevovvHyv6vJVMcv0Rky/TMHGe+qAPVx81FTKRNYfzMzXVgmIasIcvA905vNG//Sqq0TxraCB2rp2j+Vhrdw97ak1cysMBZ6Tb9Zo5rXs/KdeDjhfvJfmZjOmqeMxxDHIVyBrfAz1PMACiSJHMcMnr+bwVKJ8Vi+fMdPM8lSa6xr5XHsv1kGi5cy8SqgxfRs3YJ2DkD/HRahqmkWy1rPI0dToiOwLXMHFdIWb3ShfDin9vxx8YTrs6vlz9x6MJ1V8fmWbsjtRICnMiyDIdMKkqqUYdf0klQixmbT3DLbj/yyyZ8Oaihx/u8xftM2k20mbgYD7WpgBd7VFeEJ+06rV1MgrWWfrZYWfXI4ZDR97OVqJlaEONvq4lFe87hCxP7V6lzP9Sk38xBlw+XYmTbiobnevhncyEsExmrm/pes96CLcevIC0jG22rJCuOOZ+eiQvXMhWhkOoFgEfVsXN1P2etbHTY0HsuyzIkScLUdccVyjvPm/Tin9tdfURr0Xddh/m9el7WrowQNXzyeixiQgnpPXvgB7e1+JtlhzCoWVnERrkFZiPlr9zo2SheMEbRvx2yjGembcGC3ecw54nWHt/hVbBjYfNmqOfs/snrsf7IJSx4pq3rMy2vDm0zLd7Co9EbC5BSMNr1/IY2L4sxPavj0V82uxZTgCgWaw5d9Mj14+FwyPh943G8zIRnUuWYcvTiDY9iQSsOXECjNzw9QWqem74NcVF27Hqtm+YxrALz7fJDsEmSh8JGjS+v96mJY5du4KUZ2jlUWt1LbYyiId9sGNbVm9koGBPpUqLZPRJzHDJ3Xn537l7c1bg0AODKjWz8xFi4c517wM3Zzi+0keOQkZGV6xLOp6w7hinrjrnGE68vL2fynFlDVvrNHDR7eyE+vLMeetVJhVFmyb6z6eiJEi6L//PTtbcL0FMyT1zO8FB8KeqvbTuRhqd+28pVzrJyHHhn7h58vewgNo/rwi3g8CAT9TB88npsOc7PWWNDGdUVlwHlZt4uQ47zK8cv3UDJQrGKdlGW7yfGhh0n0xSVeQFg4zHPfCU1/2w7hSenbsHcUa1RrXhB7jG8wlxfLDmoUOBYzqTdRPHEGCzYdRZxUXaF0U/dfzYfu4xSheMMN15f7zQOd/pgKQ691QMfLtiHuqUKueav7SfTFAY59bwmyzLWHr6kmPfN5JCvP3KJ5EY3L4vX+tQCQOb7hXvOaa4xTd5ciCMTeuLPTSfxzO9bsfS5dobX0SMzJ5ermFHOp2dCktxRJwB/XeYpKS/+uQ1T1rnlm2+XH0af+qkAPIs58YycrnMDiHAKlXrG2Pt/2IBxvWp4vH/hWpaikBArF7ec4N6YfS8TytuRCY08py5iFYYKGYtQzmAcj8p+Si3Oxy9l4PilGygcr7TCkepgxKqoFYp0/FKGS4gYN3MHvhrUEBWLJaBoQjTOXr2JhOgINH97Efe7aoys8epwJppEylqG9LxVXT5chuYVimh+rvaIqWFzGIzIlWVc5Az+lhMW4enOVTQLZAB8i1CP/y3H4bd7wCETK4wkSa4wj/m7z+LFHtVNt41FXVGS3r+dp67iji/NV7GqMW6e4TH7zl7zCG3hoVfVUos0VUjOJ4sOoFWlokjLyHblXHSvVVxxzOBJa12hSRR/71OlJjPHgUi7zbVHFIVXzplty+Zjl1EgJhKlCsd6HAcQq+nFa5kokhCtGzbILgaLVDleVKljFZE35+yGJAEDGpTCzC0n0a9BKVcokh7q+yjDbXxRPyurdPpgKf59srUrR+33DW4Bmg2fZHHIMjJzcjUVqvIvkpxBVrH+wRlmukD1rH5de0zhqeVx4Nw1nLqSgRtZOXjhj+26x3q7DxDlRlYuth6/gjqlErmfswIkDRXW8qap+wSPQxq5HFqGsUxmjnns1834cXgTrhat5z1lDUqbGWUhO1dGn89WukKa1DwzbQsidIxuRmFerMB7Ou0msnNlvD1nDzrXSDFV0c1s2D/7jFYdvIB35+5F84rutUorf+Y7TmgcAPzL2fKBCpmXb2Sb8lTrCdDeIIGM/dbvLsa9Td0eSbYAC/U+vfffXo9N03MdssuLA5CqoEv3ncdb/Wq7jqEhdscvZaBa8YKm8uEAaCpmANn2Y95TbVzh+lvGdXZFGqlDSvt9zs+p0mPZ/vOK3EmAFJdKio/CjE0nMfGOuh7fmbbhuOG8woN6Bn9cfdSlnPFyfdUpL2sPXcQzzrHw386zuvfLCKOKt6T4kfH5qZzEbsnCKmYAWb++UoU/muH0lQzX+Uf+vEn32NdU+7pRvlp2CD1qlQBA5pmNRy/h1BVz8gVbbO7PTSfCXTcTyhlgvBs7O+bYjS951XJYzFSTunIjG3c6k4o/GFjXlCDub4wqj63WqNYFeCa++7IZ9uZjV7getpNXMlyTnBZano+jF2+gnTM376vBDV2W6awcB1YesFY2lrJT5bLPDGCp8ECirs657vAlnLisvNf/qjbiVitmgUC9yB2+cB3rDl/CKVU+qFGfoIt+zzolNI8ZPGkd5jzZWjN/xQgtge1qRjbGztyB2dtOu8LRrLL9xBXXHj3+2Bib9WiwHlQtHDKwbJ/2GNEStH/bYL1M+PSNJ1xC/Rt9axkezwv7s0ofnaIPbScuMX0eM6FmWnl6Wrm+rNdw2b7zmLnlJDe07LqJqrmAco4/czVDUzEDoFmA49nft+KtfrUtbRZLQ1FPXskw9J4DwIX0LNP9J8ch49L1LCTFR+GVmTux/9w1hceqv0Wh/+FflALl7tNXkVwg2vV3wzd82/+QFkaywtWbOa5iUb8wxo0XZ5jfgLzJmwvxep+aGNy8HB5yFgnpUiMF7aoWA+CebzcevYwrN7JMGRt4sH1879l0RZXPthOXYOsrXbDqwAVXG3xhmMaeWDRPqUP1YoqKvoA55cUX1PMJ+7x+YCpXe4ORjHbs4g3Xvm56OGTiNadbsmjhTQ6XN7nIahbuPosO1Yq5/h7whXdbNjw9bStiIsO7pIZQzmDs/WSTKrUmBR69PlmB9+6oi5SC0aYsvcFQzAB3vLE/CPQEqMVrGqXhtzHlwNlF4cTlDK4i6A11XzP2ioQLGdm5mhuMGoWd+AuHrAwd7f7xcgxpXtbr86k9biy7Tl/FT2uOIibCu4ncIfNLCP9v0QGkOnM4fl6j7zHS4j0mnFAtOHrDpBXaRVt4OFR5Y4GE3UzezL6NvAqUgWbmlpPoU6+kX8+pFZauRquokHrPSzOY2byZx/SNJ7D3TDq2W9hiYfSf1jwVVhT7Z3/fiqMXb6BjtWI+e5Z5dP94OVa80N71tzrPzireDiW2WBRFKyRVi5dn7sR4RlkZ9v16TOhfG3c1KeOSf3wxrPK4k9kHLi0jG43emK8bFudP1PufAsbPb7KGR5Ul7UY2PlviXpuyc0lUR3auQ9fgYUZx0sMoF9/s+uCQPfNcrWBlb0VvSfeiiA0P1tsYjl40n5QzSZK6AfgYgB3At7IsT/BLq/KQrByHImbcCLOLKcWbfbHyGnU+RziiNen7a6DfKugJxmzcdyC5kpHl4dkx2ttND6OQECt7manJznVoenHUnr5wIzdXxkiNXMYeJvIMrcDm+3673HpITV7w5NQt6Flb2wsbLngTAk2xopgFGroFBS/EzF/4w0ObF+w/m66ZM09RG1pG/7kddzUp47XSaJW8Usy8Zfw//FA7ltF/blNEk7ScsAjx0REeVREBba+4Nxilr5jl8IXrhpUi9fhk0QE82bEyzqrzu/xEVo7Da2+ZHnllZPQnkrcbJUuSZAewD0BnACcArAdwtyzLmj28UaNG8oYN5hWhvGDL8Sum9uwShCcVk+N9EkZuNWyS9xbeW5XbG5byaf87gUAQmgxoUAp/bAr9se3tOpcYG4n0m9lizheYplrxAnmS3uBPXutTE0Oalwt2MzyQJGmjLMuNeJ/5EpTZBMABWZYPybKcBWAqgD4+nC8oHNPdd0EQ7gjFzBpikbaOUMwEgvxJOChmgPfrXFqGUMwE1gg3xQywtk9oqOCLclYSABsgfsL5XlixialaKBAIBAKBQCAQCPIHZveMDSUCXs5EkqQRkiRtkCRpw/nz1jZQzAvUpWcFAoFAIBAIBAJB+KO3j2mo4otydhJAaebvUs73FMiy/LUsy41kWW6UnJys/jjoHBdhjQKBQCAQCAQCQb4jHAuC+KKcrQdQWZKk8pIkRQG4C8Df/mlW3jGwUWnjgwSCW4j7NTbbFfBpXzX0jE4CgcA36pZKRIGY8NhtqFmFJK++dw+zsbVAYIY/Hm6O/g3CK4PJzAbyoYbXypksyzkAHgMwD8BuANNkWeZvNhXCPNyuYkDP/0znKrirceAUwE7VUwJ27vxAt5rFXa/LF40PYkvCg99HNketkgWD3Qy83KuGz+dIKRhteMyMR1r4fJ3v72uCskXiPN5f+lw7n8/tTzpVL2Z8kECTysUS8Ok99YPdjHxNQrR3ytAdDUv5uSVAg7KFERtp9/t5eZTjzB9WqJWaaPk7zSsUwVv9avt0XS0ealMhIOcNNh/fVQ/FC8YEuxk+cfjtHqhbynp/oTQsmwR7gDY8G9k2MPK4mX2GQw2fcs5kWZ4jy3IVWZYryrL8pr8alZ94vGNlTBhQx+P9asUL+OX80WG+C3qg+XJwQ9frhU+3DWJLPClZKDbYTfCgcbkkSCAT7211U9G3Xqrhdyom+1fpHduzOuqVLqR4b/+b3S2fJyneWDkrkRiL+mUKGR5nRLECntcqk+SbwAUAQ33YfFvNiDaBNUT5m1aViga7CQrKFY1HUnyUx/uViyUE9Lr/PtkaH91Zz2/n+/DOul59r2n5JGx9pQuKcO6BN+gJYq/3rWXqHNS4OvEO736THrIMRNq9W193vtrV0vG3NyyFF7pV435WNEH/fldNKYAXuvO/SykYE4FNL3dWvDeuNzGATR3RzEJLzaGeU4smRGFws7I4+FYPze88362q63UwPJa8sa2mQZnCeLu/W6EtEB2BV3rzDYltq7gjKgrFRfrUNn9GZ0iShKgI3+RGuy0wytljHSoF5Ly3lOdMAPSsXQJ1vLRATBvZ3PV6VKfKAICWlYrg78daokM18xbuaJODTD2WzA5OfymRvqI3qbesVET3uyUSiaXLproJRt/zFrNWqQkDAmO1tMpP9zfR/MzGWMie61oVL/eqgYm3K40Nj3eo7Nf23FYv1aO/eiMkRdolfDOkka5VPS7ajhmPtNT8/LH2ldCwbGHNz6kCZuNYEiXmvUlDG3kVejT+tpq6n/eoXVz3c19Y8UJ7fHFvA+5n97Usp3tfrDKgAXlGbaskI9mp6N7fOrTCax9pV5FrMeY9e38SFWFD3/r8MCJvPE196+mHJEVH2PBER88xHRVhQ2JspMc8qobXJz+9pz6ql1B65EsneRqnnu5cBQBMeyee71rVZbi5u4kyQuUdH+dXhyzjcUZYnPV4K9MGNavCb6Ny2nPD1BHNUbuk9prSpkpRRNptiIvS9vJF2G1Iio/CZ/eQ8fzxXfVcz6NZBe/WwY46ckrBmEiFEeDF7tXxet9aukJ9HOOlHNzMN6OUWhHVomiC26j2oQkDSKG4SLStkox7neGgPeuUwH0ty+PAm909jDTsb1j0TDtT7dGCNfA3Kc/vK2YiRXi83KsGIu3W5jCtKW+8hqLKUjO1IIZoGB0jvFD61o3p6PGe3SYpIqVutYIg+YbG5dxCht6Eo6ZLzRTMfLQlxveuYWjdUk+csZF2jO1ZHQ+1qYDH2lfCA63K493b66JOqUL4blhjriWeR4xB2MXLvWpg9YsdPCb3FS+0V/xNF0U1ko7g8WwX/nfUjO9dw0PYtsKQ5mVht0mY9Xgr7ucVk/Ut1zMfbenx3TlPtMabfY0X7wVPt9H9vH/9kph8X2PFew3Lai+0jRiBtnThOL8J131MeLi00Ju3WEHMbpNwf6vyuEOVpxnjZ+9thM2GVEYIMuo77EKcGOu2UMZHRaBzjRRdK7yRcaN0UqxuGd7ZT5B+xQ6TYS3K4QEmb69bzeLoWD0FD7ezZhW8u0kZ3fEHAIMsCDFVUsg4MeMNBYiA2b12Cfz1qKfympoYi7J+8AxSIu0Sto7rgklDG2HRM22x/qVOukrPrteseSZ8pWn5JNQvUxgJHIv+k538a5xQE6VjmPDGwGTUpySJvx7USCXCvNFUzmtvrzqp+PfJ1or3eIru8FblcWRCT8NruNsquQw3b/ev4woP7FS9GHrXtTYnqhUqhyzjriZlXAJjJQ0PKR1XLGaEzHedAnfbKsm6ClJyQjRmPNJC04hG5+jt47tqRgHQ9aFnnRI4MqEn+mgo6Muea899n2ekLZoQralsOWSgX/1SGN6SzIOpGkrtZ/c0cM2dcYyhgb1/dE5nQ9BXje7APd/z3arilweamvKCAUSxBYD37qiLtlWSNb2XI9pUwOt9aqJADDFOvHpbTTzRsbLL0xNhtynWgLf710anGu6UE7Pt0SImgi/nsR61tWM6GZ6nZ50SAIhXmKLWy0a2rYiZqjmfOgwKOuc/rf46rKW2QS3VaSRvXTkZY3pU5x5j1QhbrEC0QsGmfHp3fSx+tp3rb968HeoI5QzALw+Yd+tT69PtDUuhc40USJKEYS3LY8NYfUvN5nHKzyPtNjzQugJe7FEdEXYbxvaqobDKPd+tGuw2CXvf6MY9H108jYTLHrWLo0RiLNTiJbuA/vFwC91FXit3pnKK54T9PaOoPNWpCo5M6IlhLcsrBK1RGsJM/wYluRbb25yLbBXO9QBjy3WxgjGo5VROf7q/CV69rSZqpBZEuaLx2DBWf0IrW0Q/ZC9XltGuajEsf7493hlQG0cm9EQEM9uprcVsU30NLWApFOt92ESuw6H4myoj6oWXXTBZY0O0xsIBAEuebYfnulbV/JyH3SYhpWAMto3vAsDzuatDXti8EOqdSk2MwfsDieU2JtLuEoTU6Am+FL2QiAIx5L7TUNCf72+K8bfVxFhnztzeN7rhMw3vk5rDbyu9w6/30feaPdq+ounFrE2VZBSKi8KRCT3x0V3m8qYibeTc6hBTABjWshxaVSaCzVeDG6J5hSJY/aJbYFr/knJcfTmoIXa/xp/LACDCLiExLhIRdhsKxEQiuUC0S3hvUbEIdr/WDYcY73lcFH+xHd29mmEI4NZXuuDw2z24uZU8A1CT8kn42HnPaqYm4tH2ynC8HrVL6F7PLK9pPG8aus7Lf3q+WzVU8CGX9l6mIATNSeTZIqY82AzPdyWCK0/QnDeqjSvEMELVJ9lcx6+YMHO9adtbOzddC17sUV2zj2hRWBV61t/pzf1uWGN0qp6C6AgbZM7NaV3ZM+RMkiSM6VFNkUumFQ5KPcVa9yM+2o4Iuw1lk9zPmZ2a6bxst0n45YGmiu8ObFQKG8Z2wjiTObxlisThh+FN8PFd9XB3E3ffGNvT8/tRETZNJZquIaO7V8MPw5ugeUW+fNGsQhI+urMeKhdLUMoyzM2g52K9xKmFYrFhbCf8qvq9j7SrhJYa4dAv9aju4VGjj5NerWCsZ5+RJGBMj+oY3Lyc670Iuw1Pd66CUoX5Bio6LxeMifA5nxBQpq+w6xH1uGo5B9ROgdeckRhsL7bbJNf6BQAvdKuKuqULKTxxdUolYsu4zlj9IvFS3VY31XJuOr1/siwjJtLOXd/sNgmPtXcbMTtVT8GdjUorZKXmjGI46/FWXE++eg56xKJhNBQQyhmMhWR2MX71tproWacE3rujruHkz1a00RNgedzesBQOvtXD8HtanjPq0i0cRwZtG+cCMueJ1lj2XHvFb25YtrCmNdUmaSsosgxFQnGfeqloX7WYa3Cxp2Rf1ytdCJ/eUx+/PthU0Y4PBtbD052rKISNe5uWcU1AWq53STJf2KF15WQMbVHO9TfP6sJOSqxC8hLH2pPiDL8pnRSHOxuTxezR9pVcYVrsRKOmiIG3lVq5zNBQJyxmuI41CwCobkY9yF1qFkf3WsXxQrdqisWXVdbYuHs9A0G5ovF4pF1FfHxXPcX7epZEes8LxkTi2yGN8LNqAVZ7i9jrD2pWFlERNsx8rJXCWtuCY3wY27O6sRcBkis3pmedEq7++v2wxgrLHD2NrBIroyPsrvvGE+woL/UgbRnN5I7QBeZejYpqeqFQLFF2Gz7zopCFXWO8DW1eFpF2G/rWK4mVozuga83imDKiGUokxqJPvVT0r18SyQWiFc+8W63iiI2ya46HCJtnH6LdzSHLiI2yG4bTAcTqqxUCSEmMjYQkSZj1eGvMfqKVIvwlkWPkGNerBoonusPsetb23kutro7Hend6aih50XYyx+9+vRs2q4TLCkXjsYhjAOlcI8VlqeZBIynYHqnnhW1esYirH39/X2NM6K+MOqhavIBLaGKV+aXPtcO3Q90Gu8ZMn5VM+MeMIlLU0PFpNTyqTFIcvhrcyDXWW1cuigZlyHzYpkoyvh3aCJIkecwXk+9r7ArBVM+zI9pURBtn3tG4XjWwUa0YOO8+PSN75s41UrD8+fbY+WpX1zxQpkgcPryzLh5rXwlLn2vveuZsn42LilAU43isfWUUTYg2nOfG966B74eR59S2SjL61CupuPe1OaH6kXabov/ER9ldv5cqVFERNkXulZqoCBv61CuJ+U+3VRpZmbmSvqTeD7p2FE2IRlMLIZnJBaKRFB+lMNTRdtLph9cnhzJKmVmoIjl3VBv8oxHxY4XoCBtiIm0Y16uGR3GL/55qg3mjPCN8xvas7jEX0r40jJGB7Kq5l/aVKQ82UxS6KhQXhXjn75IkCdMeao7/3W19XTHaEPpZZi77enBDvHN7Hex7w51zTo2dcVF2FNMIfy5f1H9RHcFCKGdOvhvWSNNyGWW349kuVTD7iVamQiX+eLg5tozrjPdu5ycp/87km5nhv6fa4Kf7m6B1ZbdFqHfdVFRIjnd5lSj1yxRCn3okhGTnq11dyttTnatg5egOqJFaEGWKxLksO/E6ceqApzWvLrPwVkyO5ybtqxcdQGmNlSQJveqkokXFoopB5z6Af32tBUaChPpl/Jf/UoQpJMFec1jLcpj2UHNMvL0OJt/XGK/3qckN/0mMjcT7A+viyISemgrWbyOaITrCriug0PwAM/SoVRxTHmym8C5QjMrelk+Ox9ZXuriUoIToCHwxqKFCIAWUAk+feiVdQlhMlB296pTwCO+kSJLkEUajVtZYWCWwU40UlwI9sm1FvNyrhodlnxXaW1dOxr43urus0RSeh+mB1m4hhrUSK9sOdK9dAoff7oHP7mmAIU4BtmmFJIVQTwULvRBR9UcDGxEFvmhCNB50ClS8Iglv9qvNLS7SpFySqfCvwvGRLg8fhR1KvLBFwO05A8gz6V03FS0qFnGFZ9pskkcOzsd31ccHTs8VL3TqmS5VFIIBhSfAFXE+92rFjS20799R19DTyKNmaiIWP9vOZZCJ4Cik6veoUSU20u6qKvrPY624xhs1ap3hE0a40TISsu8XVhk16Pz0KKP0HnyrB74a1FDxXNXjYdpDzbH55c4Kw4ZRiDylRGIs7uKMlzZVkjH/qTaKsaQ27CnupU7npXnCehbv7rU8Q8I/u7cBHmtfiTte9AqhLHu+PeqVLmSYF/rdMOUcV79MYbeALymt+oB73eOF/9UuWQgA0NHpWWTHZIGYCJROinMJw5R+9Uvh2a5VUTopDkOal8WQ5mVxZyPls2DnmZREc+kRw1qWR3tVSgdtzqhOlRUKIFXaOlUv5lJcto3vgjVjOuLt/rVxR8NSaFFRu5gPGx7K9m32NTuPUqNWfHQE3uhbSxFyZ6UwRQun964dEwpY1RmuWSKRzGNUdmHzF816HVtVIuftV78k2lcjr1MLxXrMvYBnRI0RkiRhz+vdMbxVecWeXbIso0pKAddcyfJA6woeQ4wauHvXTXUp41p9vkJyAnrXIfIlLzopLipCIX9WdUa4LHqmLTcipYEz5LZtlWL0R3GvCxAD0D1Ny3ANcvHRZJ56komyOvx2D9fYe++OuqhULDRqJfhC+AViBogO1Uh88KoDFz0+s9uAx0wUPXh3QB18sng/GpTR9kQBSuuhGaqkFECVlAJoVqEIKr/0LwDiGaNJpqM6VcZHC/YDgGZxA7tKkIq02/DqbTVdCp9a4B3ZtiK+XHrQ4zzUpf7loIaonFIAGVm5Hse4QgWYW9ClZgrmbD9D2mLorWBfK4898GZ3VHLeA0r1EmQgzn+qDc5cvYnBk9bpnt/jepLy96uF6C8HNUBaRjYi7TY0KZ+kmZBr6lomxOmxPasjO5e0YvPLnZEry3hv3l5MXX9ccdwdDUvh4XYVsfXEFUTYbZqhIzyB88tBDVGqcCyS4qM08wHUVFDl9o3pUR0v/LEN1YoXwKcmFEn2PjdglOmnO1fBB/P3udurseBSr9Jniw8AIOWazRalMKrZ8EbfWpiy7hjne5Li/xd7VMcTnSp7eM2pIquXlK/uWL3rpmLahhOGbaPnP3bphuvvb4c08hDctBjKUYb+eawVvlp2CA5ZRs1Ut6CQUjAaZ69mAlAKPnoFeawgSRJe7lUD569lYva20wCI8UAtGAJEcPp9ZHPNoksdqhXDoj3nAAADNIq+/PFwc7wxezc2H7ui264Zj7TE9pNpKF4wBi/1qI435+x2faZW7FMKxmDpc+2QWijW9VntUomoXSoRlYol4L7J6xXHR0fYkJlD3NN649+McqZHmaQ4HLt0w/XcihWMwRt9a+HCtUwMa1EO9V6b7zo2NsqO2Cg7nu5cBd+vPAKAeKprlSzoKvATG2lHRnaupuGCBxvqzgtnZhV+vW5fq2Qi5j/VBuWKxuO1Wbu4x/Cs9hWTExSWd8qMR1qgfpnCeOq3rTpXdaO1fldV5V5F2W0uRaRrreIY06M6NySTd7oaqQWx5/VuXKXYzDpRICYSr/XRzqcd3b2a5YgdFuqZV4c1bxjbGdm5DkQ615zR3au5+miBmEjDypmzn2iFqmPnAlCGlXeqnoICMRFIv5kDGTIm9K+NmqmJWLjnLD5asB+xkXZd7666IAzLkQk9Xa/Zee2BVhVQr3QhNHWu6RWKkjWudslCmAKy3prx2APAmB7VMKR5WZQzEWY8+/FWqDBmjqnzqulaszi2nUgDwA9B1oONUGhfrRgOvNkdEXYbyheNx96z6R7Fs1pULIJPFx9QOAa0mPcU8d5VSE5AgZgIXLyepfi8aYUi2PFqV80iRqxBpX3VYmhfVbkmtK2SjKX7ziM6wq54ngAZrzTdQS9iIJwQypmK1/rWxNydZxTvaeU6qRnYuDQG6uxptubFjqYEMS20lJrhrcq7lDMrKIU25ShPcFonGjqF6Jd71UCDMoWw/WQatp9McykosVF2fHhnXcWiR8/ELnAfDKyHOxpdxC9rjqFROX2BWk+xjbDb8OPwJlh7+CI+W3wQ7asmuwpUVE4poFA0WKFTj4VPt0WH95cCIKFrT3asjC4fLnN93q2Wf3JKWPTm1HZVk12WH2opf65rVQ/lTJLIRKhWmtTwlJ1G5QpzQzq1GNSsjMvySGlSPkkR2gcQr2FaRjb3HDZJcoVkREXYsPWVLnhj1i4Mb1VeoZwZWUPvb1UeBWMjcW8TvmWNR3JCNB5oVR5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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "t_indx = np.logical_and(t >= 0, t < 10)\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(t[t_indx], gaussian_signal[t_indx], label='Gaussian')\n",
    "plt.plot(t[t_indx], 10+nongaussian_signal[t_indx], label='non-Gaussian stationary + 10')\n",
    "plt.plot(\n",
    "    t[t_indx],\n",
    "    20+nongaussian_nonstationary_signal_psd[t_indx],\n",
    "    label='non-Gaussian non-stationary (psd) + 20'\n",
    ")\n",
    "plt.plot(\n",
    "    t[t_indx],\n",
    "    30+nongaussian_nonstationary_signal_beta[t_indx],\n",
    "    label='non-Gaussian non-stationary (beta) + 30'\n",
    ")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.psd(gaussian_signal, Fs=fs, label='Gaussian')\n",
    "plt.psd(nongaussian_signal, Fs=fs, label='non-Gaussian stationary')\n",
    "plt.psd(nongaussian_nonstationary_signal_psd, Fs=fs, label = 'non-Gaussian non-stationary (psd)')\n",
    "plt.psd(nongaussian_nonstationary_signal_beta, Fs=fs, label='non-Gaussian non-stationary (beta)')\n",
    "plt.legend();"
   ]
  }
 ],
 "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": "3.7.9-final"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Kazalo",
   "title_sidebar": "Kazalo",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}