{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## License\n", "```\n", "Satellite frames.\n", "Copyright (C) 2019+ Benjamin Winkel (bwinkel@mpifr.de)\n", "\n", "This program is free software: you can redistribute it and/or modify\n", "it under the terms of the GNU General Public License as published by\n", "the Free Software Foundation, either version 3 of the License, or\n", "(at your option) any later version.\n", "\n", "This program is distributed in the hope that it will be useful,\n", "but WITHOUT ANY WARRANTY; without even the implied warranty of\n", "MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n", "GNU General Public License for more details.\n", "\n", "You should have received a copy of the GNU General Public License\n", "along with this program. If not, see .\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "# This import registers the 3D projection, but is otherwise unused.\n", "from mpl_toolkits.mplot3d import Axes3D\n", "# for animations, you may need to install \"ffmpeg\" and/or \"imagemagick\"\n", "from matplotlib import animation, rc\n", "\n", "import cysgp4\n", "\n", "rc('animation', html='html5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you plan to make big movies (i.e., large file sizes), you may need to start Jupyter with the command line option ``--NotebookApp.iopub_data_rate_limit=1.0e10`` and do the following:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# matplotlib.rcParams['animation.embed_limit'] = 2 ** 128" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the FCC filing of the Starlink constellation, we know at which altitudes, inclinations etc. the satellites will be operated. From this information, we need to produce TLEs, in order to process them with the SGP4 software. For example:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# want epoch for the following time\n", "mjd_epoch = 58813.5\n", "pydt = cysgp4.PyDateTime.from_mjd(mjd_epoch)\n", "pydt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note, the TLE uses a special format for the date/time:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "19330.5" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pydt.tle_epoch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But the `tle_linestrings_from_orbital_parameters` works with standard MJD:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean motion (rev / day) 9.559347225355461\n" ] }, { "data": { "text/plain": [ "('MYSAT',\n", " '1 00001U 20001A 19330.50000000 .00000000 00000-0 50000-4 0 07',\n", " '2 00001 30.0000 90.0000 0001000 0.0000 112.0000 9.55934723 07')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sat_name, sat_nr = 'MYSAT', 1\n", "alt_km = 3000. # satellite altitude\n", "mean_motion = cysgp4.satellite_mean_motion(alt_km)\n", "print('mean motion (rev / day)', mean_motion)\n", "inclination = 30. # deg\n", "raan = 90. # deg\n", "eccentricity = 0.0001\n", "argument_of_perigee = 0. # deg\n", "mean_anomaly = 112. # deg\n", "\n", "tle_tuple = cysgp4.tle_linestrings_from_orbital_parameters(\n", " sat_name,\n", " sat_nr,\n", " mjd_epoch,\n", " inclination,\n", " raan,\n", " eccentricity,\n", " argument_of_perigee,\n", " mean_anomaly,\n", " mean_motion\n", " )\n", "\n", "tle_tuple" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To check, that this is working as intended:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_tle = cysgp4.PyTle(*tle_tuple)\n", "# want position at a given time, which can of course differ from the epoch\n", "obs_dt = cysgp4.PyDateTime.from_mjd(58814.23)\n", "my_sat = cysgp4.Satellite(my_tle)\n", "my_sat.pydt = obs_dt\n", "my_sat.eci_pos() # in Geodetic frame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the ECI position and the motion vector, it is possible to construct a Cartesian coordinate system for the satellite, in which $y$ is the position across (perpendicular to) the satellite track, $z$ is along the satellite track, and $x$ is in Nadir direction." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((-7845.140126693372, -2488.8972039962855, 4484.83534439121),\n", " (1.4540882207457848, -6.289015746770166, -0.9432011616878053))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_sat.eci_pos().loc, my_sat.eci_pos().vel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The base vectors (expressed in the ECI system) are:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "e_z = my_sat.eci_pos().vel / np.linalg.norm(my_sat.eci_pos().vel)\n", "e_x = -(my_sat.eci_pos().loc / np.linalg.norm(my_sat.eci_pos().loc))\n", "e_y = np.cross(e_z, e_x)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 0.83698659, 0.26553682, -0.47848056]),\n", " array([ 0.49967642, -0.01436256, 0.86609303]),\n", " array([ 0.22290088, -0.96405922, -0.1445857 ]))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e_x, e_y, e_z" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can double check, if the system is orthogonal:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5.551115123125783e-17, 0.0, -0.00024672409792618477)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.dot(e_x, e_y), np.dot(e_y, e_z), np.dot(e_z, e_x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... which is not quite the case, because the orbit is not purely circular (therefore, ECI loc and vel are not strictly orthogonal). However, for most purposes, this can probably neglected. Otherwise, one could use $e_x$ and one of $e_y$ or $e_z$ to construct a truely orthogonal system (depending on which of the directions one is interested in). Here, we choose to \"correct\" the nadir direction, because it is more likely that the satellite frame will be tied to the motion of the satellite instead of to the Earth's center.\n", "\n", "In reality, it gets a little bit more complicated, [see here](https://space.stackexchange.com/questions/19727/in-spacecraft-talk-is-nadir-just-a-fancy-word-for-down)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.83704161, 0.26529897, -0.47851625])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e_y = e_y / np.linalg.norm(e_y)\n", "e_x = np.cross(e_y, e_z)\n", "e_x" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 0.0, -1.3877787807814457e-17)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.dot(e_x, e_y), np.dot(e_y, e_z), np.dot(e_z, e_x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do some visualizations..." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "tles = np.array([my_tle])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "start_mjd = mjd_epoch\n", "td = np.arange(0, 86400 / mean_motion, 60) / 86400. # one orbit in steps of 1 min\n", "mjds = start_mjd + td" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Effelsberg 100-m radio telescope\n", "effbg_observer = cysgp4.PyObserver(6.88375, 50.525, 0.366)\n", "observers = np.array([effbg_observer])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "result = cysgp4.propagate_many(\n", " mjds,\n", " my_tle,\n", " effbg_observer,\n", " do_obs_pos=True, do_sat_azel=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "eci_locs, eci_vels = result['eci_pos'], result['eci_vel']\n", "obs_pos, sat_azel = result['obs_pos'], result['sat_azel']" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "e_zs = eci_vels / np.linalg.norm(eci_vels, axis=1)[:, np.newaxis]\n", "e_xs = -eci_locs / np.linalg.norm(eci_locs, axis=1)[:, np.newaxis]\n", "e_ys = np.cross(e_zs, e_xs)\n", "e_ys = e_ys / np.linalg.norm(e_ys, axis=1)[:, np.newaxis]\n", "e_xs = np.cross(e_ys, e_zs)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "eci_pos_x, eci_pos_y, eci_pos_z = (eci_locs[:, i] for i in range(3))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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j1R7zxTBdtd5msymvhdlYrScivWGYJ6KqN5f+dQAlDezZA+fUoT2RSEAUReUk1W63o76+Ho2Njcrncv/6a6+9Br/fD6/XW5TjpOkxCGiDj/vMRFGsyMdJrtbLvfVdXV0YGhqCKIoIh8NwuVyz3ree1XoiKhcM80RUFabrX8+eEK+urgNQwnqh+9ezyUvfs/delwO7IAhKOJe3c5N72W02W15VteyeeSo9VuZLi493fiphmf10jEYjmpubMTQ0BEEQYDQasW3bNlgsFmUSvrq3XsZqPRGVM4Z5IqoY5d6/DkDpX8+1JH5iYgJGozEjsPv9fiWwF2JveIZ5bfGkXxt83GdWScvsp5NOp+F0OtHa2jrlJHxW64lILxjmiUhX9NC/PjExkbO6PjY2hlQqBbPZnBHYXS6XEtjNZnNRTwZnszUdFQcf/9Jiz3x+KnWZfTZ5mj3wTrW+ubkZJ0+eRCwWU6r14XAYzc3NrNYTUVljmCeisiIHnezl79lbuqlvC5S2f12SpIz+9ezQLooirFarEtadTid8Pp8S2E0m7V56WZnXFk/wS48XT/JTTZX5XD+n0+nE0qVLMybh7969e9bVevn7s1pPRKXAME9EJZerfz27h13r/nVRFCeFdfUfAHkNnCs3DPPaY7gsPb2GqVIed6X3zMvUlflcWK0nIj1hmCeiotBD/3oqlcoZ1EdHRzE+Pg6DwZCxHF69nVu+A+fKjcFgYJjUEE/mS4/L7PNT7ZX5XNTV+oGBAcTjcezevRuNjY0Ih8NoaGhgtZ6INMUwT0RzNpv+9f3790MQBCxYsKCky+HVA+eyA3symYTRaFSWv9vtdtTV1cFut8PhcMBisVTcCZcgCKzMa4gzC0qPj3d+qrFnPl9GoxHBYBDBYBAnTpxAPB7H1q1bYbPZlEn4ZrN50texWk9ExcYwT0TTyq6uZ/evy7fJp389nU4XvF9cHjiXPRk+e+CcOrC73W7l42IPnCs3XGavPYbL0ivn3/Fcr2HyxwCmDYuFPg5W5mdWW1ubUa2Xe+vnUq2Xt8hjtZ6I5ophnqjKzbd/Pd8Ku9FoxMTExJyOURTFnAPn5D/qgXMOhwO1tbXw+/1KYNdy4Fy5YZjXFk/WS68cLp5kB/bs4C6/hskXHeUZHJIkKUu7m5ubEQ6HUV9fX5RjrJZl9nOpzOeSXa2PxWJKtV7urWe1noiKjWe4RFUgu38913R4dXU9e7icXDGYzwmG0WhUKvm5pNNpJBKJnBX2RCIB4NTAOflk1+Vyobm5WelfL9eBc+WGPfPa4+NfWqXqmZ9rYJ9uaKbZbEYoFMLx48cRjUaxefNmOJ1ORCIRNDY2FvR1r1rC/Hwr87nU1tbitNNOQ0dHh1Kt7+rqYrWeiIqOYZ6oQuSqrk/Vvy4r5XZuRqMRyWQSJ06cmHSiOzY2ljFwTj7Z9fl8GQPneFIzf3K7A2mDz2FtFOpxn2tgdzgc87roWFdXh9NPPx0dHR3o7+/H3r17sWvXLgSDQYTDYdTU1BTkZ6uG52ehKvO5sFpPRKXGME+kI4XsXy/W8ckD57LD+sjICNLpNLZt26YEdIfDgYaGBuXzShw4V24MBgOSyaTWh1HVWJkvrdk+3lMFdvm/oigq21I6HI6CBfZ8mM1mtLS0IBKJYHh4GNFoFOvXr4fH40E4HIbP55tz1bkaKvPye2Ypfk51tf7AgQNKtb6pqUlpl2C1nojmi2GeqIyUqn99vsc4Pj6eM7CPjY0hnU7DYrFkBHav14tEIoGDBw/i3HPPLcpxUX7YM68tnoSXXq6K81SvY+UQ2PMhCALcbjfcbjfGx8cRj8fR2dmJzs5OhMNhhEIhWK3WWX3PagnzAEr672c0GhEKhZR2iXg8jr/85S+w2+0IhUKzrtYLggCTycRqPREBYJgnKrly6F+fSfbAOfXJbiKRyDjRzbf3c2hoCAcOHCjaMVN+2DOvPT7+pSEH9pGREYyPj6Onp2fGwN7U1KS8jukl2FqtVrS2tmLhwoU4dOgQotEoenp6EAgEEIlE4HK58nq/qIat6eQVbFr929bV1eG0006bchJ+PtV6eeUIq/VEBDDMExXFVP3r2YFdvi2QuRxe/adY0ul0zr3X5cAuCIJyUitv5yb3gdpstlmfDM00AI9Kg/vMa4sn3IWVq8KuvvgoiiLMZrNy0VSvgT0fBoMBgUAAgUAAIyMjiMVi2LZtG6xW67T92rJqqMzLr31ar6wwmUwZ1fpYLIYtW7bA4XAgHA6jqamJ1XoiygvDPNEcZVfX1cvhy6F/HYDSv55rSfzExASMRmNGYPf7/Upgt1qtBT02hvnywGX22mNlfnbkwJ5rOXyuCntDQ4Oy04XdbseBAwdw+PBhdHR0aP2jzNpcX4NramqwZMkSLF68GAMDA4hGoxnb29XV1U36GkmSNA+5xSa/B5VT4K2rq8OyZcsmTcJvampCKBRitZ6IpsUwTzQF9XL3XNPh1f3rMi361ycmJnJW18fGxpBKpWA2mzMCu8vlUgK72Wwu2Zu9HOarZWJyueIye23xuZ9bvoE919aUM1XY9fyaM99jV09XP3bsGGKxGDZt2oS6ujplezv5sZNXMVQyeZJ9OT4fZqrWNzc3w2SafNrOaj1RdWOYp6qmh/51SZIy+tdzDWqyWq3KSa3T6YTP51NOenO9+WvBaDRmDO8jbXCZvfaq9WJKdmDPXi00n8A+0/0SUF9fj/r6enR0dKCvrw89PT3o7OxEKBRCOByump55PbQSqKv1uSbh19XV5VWtHxgYwMTEBEKhEKv1RBWqPM7yiYpID/3roihOCuvqPwBmPXCu3MjHqJeTqUrFZfbaqvQT6eyLj6UK7DOp9Md9NsxmMxYsWICWlhYMDQ0hGo1i3bp1sFgsAPS9kmEmxdxjvhhMJhPC4TDC4TCOHTuGeDyOzZs3o6amRpmEP121/ujRoxgbG0NjYyOr9UQVimGeKsJU/evHjx+H1WpVlhZnb+lWyv71VCqVM6iPjo5ifHwcBoMhYzm8x+NRPp7LwLlyIx9/Op2u+KWc5YzL7LWn98d/qsA+OjqasdtFdmCXt3Ur9WtZJYfT+RAEAR6PBx6PB4lEAlu2bMHg4CDWrFmDSCSCYDA46+3typ2eLyarV1ZMtW99NlEUlfDO3nqiysQwT7owVf+6uoc9V3X99ddfx5lnnom6urqS9K+rB85lB/ZkMgmj0aic4NrtdtTV1SlDmywWS0W/oconDxyCpy0us9eWXn7H1YE9Vx87gIyhc1oH9uno+eJJqZ4v8sWXcDgMm82GWCyWsb1dQ0ODbp6709FbZT6X7Gp9LBZTqvXyJHy5Wp9KpZSP2VtPVJkY5qlsqMN6runw+favq//ObDYXdLsd+ap29tLR7IFz6sDudruVj0s5cK4cGQwGhnmNcZm99solXFZSYJ8OK/P5kafZNzY2orGxESdPnkQsFsPWrVths9kQiUSmXNatF3quzOciV+uXLFmC/v5+xGIx7Nq1S6nWp9Np2Gy2jK/hJHyiyqLfV2TSpamq68XqXzeZTEilUrM6RlEUcw6cU/d8ygPnHA4Hamtr4ff7lcCu5xOdYmNlXnsM89oq9QlyrsCuDu7A5MAeDAYrpr1HxmAys+wL306nE0uXLs3Y3q6rqwvBYBDhcBi1tbUaHu3cpNNp3VfmczGZTIhEIohEIhnVekEQ4PV6Myr0aqzWE+kfUwcVXK7+9ezl8KXqX58qzKfTaSQSiZwV9kQiAQBTDmmy2WwVeTJQCgzz2mPPvPYK/fjLgX2qbd2AzNczt9utfFxJgX0qfL7nZ6pVbPKWafL2dtFoFBs3bkR9fT0ikQgCgYBunkOFXKlXrtTV+o0bN+Lo0aN49dVX0dzcrEzCz8ZqPZF+MczTrM21f13+bykHzkmShKNHj07aiz174JzD4YDP51M+l4fmUWExzGuPPfPaki9gzpYoitPuww5Ud2CfCUPIzGbamk4QBDQ0NKChoQFLlixBX18furu7M7a3s9vtJTzi2auEnvl8mUwmmM1mLFq0CE6nE7FYDK+99hqcTifC4TAaGxtZrSeqAAzzlNN0/evqqnuu6jqQu3+9GMcoD5zLVWFPJpMQBAGjo6MQRREOhwMNDQ1KYK/0gXPliGFee1xmX76yA3v26xqQGdgrbceLYtFrZV6Llox8n0MWiwULFy7EggULcOTIEUSjUaxduxY+nw/hcBher7cs318rrWd+JvLuMdm99b29vejs7GS1nqgCMMzTJL/73e/wi1/8Avfff7/m+69LkoTx8fEpA3s6nYbFYsmosHu9XuXz3t5eiKKI9vb2oh0j5Y9hXnvZ2zRS6Y2Pj+PIkSNTBvZK3qJSC3yu52cuS9Dlnmyv14uxsTHE43G89dZbysT1YDCo7F9fDqqpMg+cWqGo/nnl3nr1JPxCVOsNBgNfm4g0wjBPk6RSKWVwSimWw2cPnFOf3Kr3LJZPaOvr69HY2Kh8Pt0bs8lkwsjISNGOnWaHYV578u80A07xTPWaJv/32LFjGTteyIHd4XCwxadI+Fyf2UzL7Gdit9uxePFitLa24uDBg4hGo+ju7kZjYyMikQjq6+s1/3eoxsr8VOFc3TJx4MAB9Pb2YteuXUq1PteAQ1bricoPwzxN4vF4MDw8XNCqezqdzrn3uhzYBUHIqEYVqt9zLtPsqXgY5rUn/05XwyCoYlIH9uw+dnmIpnrFkMfjQSgUwr59+9DU1IRgMKjxT1A9eOEqP7NZZj8dg8GApqYmNDU14cSJE4jFYtiyZUvOfdBLrdoq8/lM7zebzZOq9Rs3bkRtba3y75Xre7BaT1QeGOZpEjnMz/ZNT+5fz7V0dGJiAkajMSOwy9u5ydWoYpxsMcyXF4Z57cknV+ybn9lcA/t0FfZoNMpgWWJ67ZkvtWJc4KutrcVpp52G9vZ2HDhwYNL2dk6ns6D3NxO5h7waSJI0q634sqv1/f392L9/P6v1RGWOYZ4m8Xq9EEURx44dg9vtVv5efoHOVV0fGxtDKpWC2WzOCOwul0upsJvN5pK/mJvNZob5MmI0GjE+Pq71YVQ19TJ7yh3Y1auGgMmBXZ7abbPZZv2aNtdp9jQ/DBIzK+ZqHbmHPhQK4ejRo4jFYtiwYQMaGhoQiUTg9/tLUsWt1H3mc5EvnM/l5zWbzWhpaUEkElH+vTZu3Ii6ujqEQiFW64nKCMM8ZUin0xgaGoLH48FPfvITDA4Oore3F7FYDLfeeisWLlwIq9WqnNw6nU74fD4lsGu1dG4qJpMJyWRS68Ogv2JlXnvyyVY1VebzDezy65jX681o8ylkEGSoLD0us89PKR4nQRDgcrngcrmwZMkSxONxdHV1ZWxvZ7PZinb/1dReJL/Xzue8TP3vtXTpUlbricpQeSWvCtXX14evfOUreOmllzA2Nob29nY8+uijOOeccwCceqG788478fDDD2N4eBjLly/H/fffj2XLlinfY3x8HLfddhuefvppjI2N4ZJLLsEDDzyAUCik3GZ4eBi33nornn/+eQDAVVddhZ/85CdoaGjIOB5RFNHd3Y2enh7s2bMHPT09ysf79u2DKIqwWCz44x//iNbWVixfvhzXXXcdLrzwwimvxpYrLrMvL0ajsapCZLmqxDAvB/Zc+7CXOrDPhJX50tNjaCj1MZc66FosFixatAgLFy7E4cOHEY1GsWbNGvj9foTDYXg8noI/BtVWmVcPMp6v6ar18iR8VuuJSo9hvsiGh4dxwQUX4OKLL8ZLL70Ev9+PPXv2ZATse++9Fz/84Q/x+OOPo729HXfffTcuu+wydHV1KVc8v/CFL+CFF17AM888A4/Hgy996UtYuXIltm7dqrx4XnvttYjH41i9ejUA4MYbb8THP/5xvPDCCxnHlEql8J73vActLS1obW1FW1sbVq5ciba2NrS2tiIcDuPMM8/E7bffjiuuuKJEj1RxmEwmiKJYVVfjy5nRaOTFlTKg173mswO7+r9y+4Y6sPt8voxt3coh0JXDMVQbVuZnJgctLd4nBUGAz+eDz+fD6OgoYrEYtm/frmyjFgwGC9bnXk3nAqlUqiirJbOr9X19fdi3bx86OzsRDAYRCoVYrScqIYb5Ivve976HcDiMxx57TPm7Bbn7NAIAACAASURBVAsWKB9LkoT77rsPX/va13DNNdcAAJ544gkEAgE89dRTuOmmm3Ds2DE8+uijePLJJ3HppZcCAH75y18iHA7jlVdewYoVK9DZ2YnVq1dj06ZNWL58OQDgkUcewfnnn4+uri50dHQo92mxWHD8+PFpXzDdbjeGh4cL+VBoQn4jS6VSZbXXbbViZb48yHvNl6NKCOwzKdfHvlLx8Z6Z/LqsddB1OBzo6OjA4sWLMTAwgGg0it27d6OpqUnZ3m4+qmmafSlWIZjNZixYsAAtLS2s1hNphGG+yJ5//nmsWLECH/3oR7FmzRoEg0HcfPPN+NSnPgUA2LdvHwYGBnD55ZcrX2O1WnHRRRdhw4YNuOmmm7B161Ykk8mM2zQ3N+P000/Hhg0bsGLFCmzcuBH19fVKkAeA8847D/X19diwYUNGmAdmrg653W4MDQ0V4iHQlHyll2G+PLBnvjxovcxeFMWcgzTlKfEGgyFjkKYeA/tU9HzsesXK/MzkCx7l8jgZDAY0NzejubkZJ06cQDQaxebNm+F0OqfdLm0m1bTPfCqVKtmFi+xZCP39/di7d29Gb32unQtYrSeaP4b5Itu7dy8efPBB/Mu//Au++tWvYvPmzbj11lthtVpx/fXXY2BgAAAQCAQyvi4QCKC3txcAMDAwAIvFApfLNek28tcPDAzA7/dPun+/36/cZjY8Hk9FhHmAffPlhGG+PJRimf1cA3sxt6osF6wUl14lP58KoVwq87nU1tZi2bJl6OjoUAawqbe3q6mpyft7sTJffBaLZVK1fsOGDaivr0c4HEYgEMi7Wp9KpWAwGFitJ5oGw3yRiaKI97znPbjnnnsAAGeffTZ27NiBBx98ENdff71yu+wTjXwqCdm3yXX7uVYkXC5XRYV5TrQvDwzz5aFQYV4d2HNNiVcHdofDUVWBfSrV+DNrTa8XT0aTo6gz1Smfj6fGYTVZi3Jf5RzmZXIPfTgcxvDwMKLRKNavXw+3241IJAKfzzfj8VdTZT6dTmu6w1Cuav2ePXvQ2dnJaj1RATHMF1lTUxNOO+20jL9bunQpfv3rXwMAGhsbAZyqrDc1NSm3GRwcVKr1jY2NmJiYwPDwcEZ1fnBwEO973/uU2xw8eHDS/R86dGhS1T8fHo8H8Xh81l9XjliZLx8M8+VhNj3zsw3sfr+/6gP7TPQaLvVMT8/D8dQ4Pv/K5/FM5zP48eU/xofaPoR//p9/xp9jf8bWG7ai3dNe8PuUw7weHidBEOB2u+F2uzE+Po54PI7Ozk7s3LlT2ct+qu3tWJnXhrpaPzw8zGo9UQExzBfZBRdcgK6uroy/2717N1paWgAACxcuRGNjI15++WWcffbZAICJiQmsWbMG3/ve9wAA55xzDsxmM15++WWsWrUKAHDgwAG8/fbbuPfeewEA559/Po4dO4bNmzfj3HPPBQC89tprOHbsmBL4Z6OSltmbzWaG+TIhD8BjD6u2snvm5xLY5QF0DOyzw8eq9PR28cQgGPDUzqcAALf87hbEjsfwp94/AQAuevIirLt+HdrcbQW9T60m2c+X1WpFa2srFi1ahEOHDiEajWLPnj0IBAIIh8Nwu90Zv3PVVJkvZc98vtQXYiYmJtDX18dqPdE8McwX2Re/+EW8733vwz333INVq1Zh8+bNePjhh/Hwww8DOPUC9YUvfAH33HMPFi9ejMWLF+Oee+6Bw+HAtddeCwCor6/HDTfcgC996UvweDxwu9247bbbcMYZZyjT7ZcuXYorrrgCn/rUp/DQQw8BOLU13cqVKycNv8uH1+utmDDPZfblQz6J0nr5XzVKp9PKlHj5JKq/v39SYJdDOgN78egtXOqd3i4emo1mnOE9A28dfgsSJHx/0/chQIAECcOJYVz+1OV4+bqX0epqLdh96n3LNkEQ4Pf74ff7le3t3njjDVgsFkQiETQ3Nytb1ZZbwC2Wcn+ftVgsWLhwIRYsWJCzWt/Y2JjzOclqPVGm8v0trxDvfe978Zvf/Aa33347vvWtb2HhwoW47777cN111ym3+fKXv4yxsTHcfPPNGB4exvLly/H73/8+Y5/OH/3oRzCZTFi1ahXGxsZwySWX4PHHH894U/rVr36FW2+9VZl6f9VVV+GnP/3pnI5b3ppObydBuXCZffmQn6/lfpKhV+rAnl1pVwd2uTrl8/kY2EuMj7E29Pa4r2hdgbcOvwUASEtpCHjn+PtP9mPF0yvw6sdeRbguXJD703uYV5O3t2tra8vY3k5ua6yWMF+OlflcclXre3p6Mvatn021/uTJk7BarXA6nazWU1UQZlEhYCmhimzbtg0f+MAH0NfXp/sXwj179iCZTGLJkiVaHwoBePXVV7F8+XI4HA6tD0WXsgN79j7s2RV29X8tFgsEQcCbb74Jj8eDUCik9Y9TdXbu3Am73Y6FCxdqfShV46233kJDQwPC4cIE31JYvXc1Vv2/Vcrn9dZ6HBs/BgAwGUy4ZMElePaaZws2EG94eBhvvPEGLr744oJ8v3Jz/Phx7N+/H/39/aivr0ckEplyD/RK8fbbb8NisaC9vfAzFopNkiQMDQ0hFovh4MGDcLlcSm/9dBedJEnCtm3b0NDQgJaWFlbrqRLMGMJYGqOcPB4PTp48iWQyqfv92U0mE8bGxrQ+DPorDsGbWTqdnnJbNzmwyyHdbrcjEAhMCuzTKcXWdJSb3i+O6pEe2xre2/TejM8XNSzCtoPbYDKYkBJT+JsFf1PQyfZ67ZnPV11dHdrb29Hf34+mpiZlD/RQKIRwOFyRF5f1vAJOEAR4PB54PB6lWt/d3Y2dO3dOuyWhIAhIp9OwWCzKoFf21lOl0+dvORWd1+sFAAwNDSlL0/SKy+zLC8P8KcUO7NNhmNeWHsOl3unt5N1j9+Dq9qthM9nwzM5nsO3gNizzLkPAGcAf9/8R39/0fdxw1g1wWiYvP56LSlpmPxVRFCEIgjJVXa78rlu3Dh6PR9neTm/PlamU0zT7+VD31sv/ZuvXr5+yWp9MJmEymTJ66wGwt54qFsM85WSz2VBTU1MRYZ7T7MtLNYV5dWDPXhY/Pj4Oo9GYMSW+rq6uYIF9OuoTHCotPvalp9fH+5cf/iWMRiNMRhOefOtJ+Gp8eO6jz+Gsn5+FPcN78JMtP8HtF9xekPuSg24lU0+yV1d+E4kE4vE4duzYAUEQlO3trNbCrXzQgl565vOl/jcbHx9Hf38/uru7M3rra2pqkEqlMlYkyM9ro9HISfhUkRjmKSdBENDQ0IAjR45ofSjzxsp8eam0MD/bwN7Y2FiSwD4dVua1wxPG0tP7INevv//r+I+d/4E/9f4Ja2NrcceFd+D656/Hjzb/CDe++0Z47J5530elL7MHpt5j3mazoa2tLWN7u56eHgQCAUQiEbhcLl0+f/S8zH4mVqt1ymq9/L6bC6v1VIkq87ec5k2eLnr06FGtD2XeuDVdedFjmJ9LYJeXyGsV2KfDMK8tvVaK9azcfgdno6W+BZ8661O4f+v9uGPNHVjz8TX4waYf4M3BN/GDTT/APRffM+/7qIZl9jPtMW8wGBAIBBAIBDAyMoJoNIrXX38dNpstY3s7vaiUZfbTya7W9/X1YWhoCK+//jpCoZBSrc/1dQCr9VQZ9POqRCXn8XgqqjKv9+pMpSjXMC8H9uywnh3Y5ZBe7oF9Ogzz2tHT86RS6O3iiSRJSCaTEEURtbW1EAQBX3nfV/D49sfxlwN/wQvdL+DOi+7ER/7zI3hg6wP47Hs+i2BtcF73qeUy+12Hd6HB1oBGZ3Fb+mYTbmtqarB06VK0t7fjwIEDiEaj6OrqQnNzMyKRSMbWweWq0pbZz8RqtWLBggXYvXs3TjvtNBw8eBDr16+H2+1GOByG3++fcd96gNV60h+GeZqS2+3G0NCQ1ocxb2azGZIkTbnEjkrLaDRqFiRnG9jr6+t1G9inIwgCw7yG9BYu9a5cL+SmUqmM1yL1x6lUCoIgwOl0KlXhW957C7674bv45tpv4i///Be8L/Q+bIhvwHf+/B389IqfzutYtFpmf/V/Xo2X9rwEr92LHTftQL2tvmj3NZdzAKPRqFR4jx07hmg0io0bN6K+vh7hcBiNjY1lG/QqeZn9VOSWSr/fj6amJqVa39XVlTEJP9fuBazWk15V1285zUqlhHn5zbvarlKXK6PRWNQZBlMF9tHRUUxMTEwK7A0NDcrnZrO5Kt6oWZnXTjU8v8qRVo97rtcj+eOJiQmYTCY4HA7lj9frVV6bzGYzBgYGEI1GsXv3blzpvxIP2R7CriO78NSOp3DXRXfhkl9dgse3P44vLv8iWl2tcz5OrZbZ95/oBwAcHjuMlf+xEr/9379FrbU4Ve+ZltnPpL6+HmeccQY6OjrQ39+Pnp4eZXu7UChUdtvbVcMy+2zJZBKCICj/zlarFYsWLcLChQtx5MgRZfcCVuupkjDM05TcbjcOHDig9WHMm8FggNFoRDKZ1P102kpQiMp8Op3OWV1XB3b1tm7VGNinwzCvrWqvzB9NHMWnXvoUBkYGsOa6NTAIxT0pLvbjLYoiEonEpOq6vM2k+gKiw+FAQ0OD8rHZbJ7y+xqNRmWy+vDwMKLRKK5yX4Un+p/AnWvvxI6bduCK1iuwes9q3LnuTvziql/M62fQIpxcf+b1+NIrXwIAbDmwBdf81zV4btVzcJgLH4wLtTrPYrEo29upA6LX60UkEoHX69X8PUYUxapcjShPss9+/AVBgNfrhdfrxfj4OOLxuFKtn+5iDKv1pAcM8zQlj8eDnTt3an0YBcGJ9uUj38p8KpWaNHSOgb0wDAZD1QdKrXBrOuCG396Al/e/DAD45G8/iUc++AiMhuKFjkIss5ckCYlEIueS+EQiAUEQMoZgBgKBgu1aIQ+kdbvd+G7bd/HSz19C38k+3P7ft+PTHZ/G6j2r8ezOZ3Hb8ttwZuDMOd2HVj3zy4PLMz5fF1uHL/z+C3j4yocLfl/zrcxnUwfERCKBWCyGt99+GwaDQbkIY7FYCnZ/syHPpanGZfbTXSADTlXrW1tbsWjRonlX69PpNARBYLWeNFVdv+U0Kx6PB8PDw1ofRkEwzJcPo9GI8fFxALkDu3oJqjqwqyta8hJUBva5Yc+8tqo9zH/m3Z9Rwvx/df0XTAYTHlzxYFEDfT6vFXLVLdeS+LGxMUiSBJvNprwGeTwehMNh2O122Gy2eb0enTgB7N1rwLveder3cvt2A/r6DPjwhzNv53K68I2LvoFbfncLnj3wLFY2r8QHXB/A2uG1+Nofv4YX/uGFOd2/Vj3zZ/jOgMVowUR6AgDgd/jx9fd/vSj3VczVBzabDYsXL0ZraysGBweV7e0aGxsRDofR0NBQ0vcrOcxXa2U+H9kXY+TeevW+9azWkx4wzNOUPB5PRfTMAwzzWsoO7IcPH8bY2BjWr1/PwK4RLrPXDp/PwHnN58EgGCBKp56Dz3Q+g7SUxkNXPASTofCnJdkXT5LJZM4l8WNjY0in07BarRlL4pubm+FwOGCz2QoaBiUJ+MtfDHjiCTN+/WszXC4Jt9wygaeeMuPNN43w+yV86EMTUBca02lgVds/4ocb78O+43uwQXwNd178XVz6mwvxcu/LePTlR/G37/pb+Hy+WT3XtFpmbzVZcVbgLGzu3wwAODlxEnazvSj3VYpl5waDAY2NjWhsbMTJkycRi8WwdetW2O12RCIRNDU1laRaLvd3V9vrTTKZnNPja7PZlGr94cOHEY/HsW7dOuWCnc/nY7WeyhbDPE1JDvPlOgl4NsxmM8N8Ec2mwm42m5FOp7FkyRIGdo0wzGur2ivzTosTZwfOxtaBrQAAAQIcJkdBe+fl1yS5bz0ejyMajSqT4i0Wi3IB0el0wu/3K69RpahmTkwAbW1OHD36zmvfyAjwla/Y/vqZhMFBoLY2e5m2AMAKnH438Pf/gG8/3I1v//pOYOUNwDmPoHuiGzt27IDBYEAkEkEwGMxrqbeW+8zfePaNWLV0FR5/83G8ffht/GDTD/Ddv/luwe+n0MvsZ+J0OrF06VIsXrw45/Z2TqezaPddjZPsgdlV5nMRBAE+nw8+n0+p1nd2diqT8Fmtp3JUfb/plDePx4OjR49WRJg3mUxIJpNaH4auzRTYTSZTRs/oVBX2gYEB9PX1ob6+eFsQ0fTYM68dvb+WFsoFwQuUMC9Bwg3vumHWYV6eFJ+rj109KV4URVitVng8HqXirnXQsViAkyez/1aY4uMcdqwChhcBfeee+vxP30TLlg/h3nuPIfXBizA4OIje3l50d3cr4bGurm7Kb6flPvMfO+NjAIB2TzuuevYq/Oz1n+HW996K5trmgt6PVtPdTSaT0kMvb2+3YcMG1NfXIxKJIBAIFPwiQzVOsgfmH+bVsqv1cm89q/VUbhjmaUry1M+RkRHU1hZnq5hS4TL7/KirWdmD59SBXb2t22yXxJtMJqWfj7TBnnlt8UIKcEH4Ary8/2UYBAN2HN6BO9bfgef+7rlJt5MnxasDu/y6lEgkYDAYlIA+1WvSa6+9hkAgAK/Xq8FPmpskAe9/fwpvvGHE0aPvnNg3NYkYGhIwPn7qtfQzn0lh5UoRVqsEux2w2QDnw/8fnA/9COZDBkgv/RqWb98F8/o/weAOQbzkjxlLvU+cOIHe3l5s2rRp2vAoSZLm4e+yhZfh/ND52BjfiHs33ov7Lr+voN9fFEVNL+IIgoCGhgY0NDRgyZIl6Ovrw+7duzO2t7PbC9NiUK1b8RYyzMuyq/XxeFyp1k/378ZqPZUKwzxNyeVyQRAEDA0NVUSYl4euVbupAvvo6KjSb6YO7C6Xq6A97AaDgWFeY1xmrx2euJ3ywUUfxAcXfRD7j+3HOY+dg1d7X8Vv3voNznWfO2nwHICMrd3kJfGzmRRfbo+7IADPP5+AJAE7dxrw4osmvPiiCQ88kEBrq4g//MGE556z4OtfT8PjeefrDM8/D/NDXwEAJB98FIbnnoBx/W8hOZ1I/uZpSFkXLGpra3H66aejo6MD8XhcCY/hcBjhcFjZrlUUxRmngBebIAj45oXfxIqnV+DRNx7FF5d/ES31LQX7/vI8hHJgsViwcOFCLFiwQKn6rl27Fj6fD5FIBB6PZ17P2WquzBfz39hms6GtrQ2tra0Z/25erxehUIjVetIEwzxNyWQyob6+HkNDQ2hpKdwbqhbMZjNGRka0PoySmW1gd7vdyue59mgtJFbmtcdl9tqqxsdekqQpB899yPshPDf4HL7552/i35f/O2prauHxeJTXpPlOii/nVjFBAJYtE7Fs2QS+/OUJ5e+vvDKFj3xEyDhuYdcumG64AQCQ+tzngNFRGH/2M0iCgNTjj0NatmzK+zGbzUp4PHToEHp7e7F3714EAgG0tLSUvJ98Khe1XISLWy7Gq72v4jt//g5+9qGfFex7l+O+6+qq79jYGGKxGLZv364szc935kG2au6Zr6mpKfr9sFpP5aT6ftNpVtxud0VMtK/EnvlUKpVzObw6sKv3YVcHdi0rMKzMa4/L7LVT6SdpyWQyZw/76OioUhmVX4fq6+vR1NSE77R9B3965k/YN7oPuyy7cF37dQU9poq4eHL8OEyrVkE4cQLihRdC/NCHYL7qKgBA+s47Ia5cmde3EQQBfr8ffr8fJ0+eRDQaxZYtW5SqYSkrul//uhE//7kRDQ3A5ZeL+PGPT7XC3fGBO/Dqk6/iybeexL+e/69odbUW5P7K5YLFVOx2O9rb29HW1oaDBw8iGo2iu7sbTU1NCIfDqK+vz/v1o1qX2c91mv18qKv1hw4dyqjWh8NheL1eVuupqBjmaUqCIMDtdlfEXvN67ZnXa2CfjtFoRDqdLutqWaXjMntt6T1cptPpnNu6ya9LZrNZeV2qqamBz+ebcVL8befehm+s+wbu/vPduKb9moJvT6bH1xrlNVIUYbrhBhh274YUDCJ5zz2wfOQjEFIppFetQvpf/3VO39/pdOK0005De3s7XnvtNQwNDWHNmjUIhUIIh8MF69/O5fhx4IEHjBgdFXD0KPDaawJSKcBkAs4LnocrWq/A6j2rcff6u/HY3z5WkPssx8p8LgaDAU1NTWhqasKJEycQi8WwZcsW1NTUKNvbzfRzVPMye61WJKgvlI2NjaGvrw87d+4EAGUSPqv1VAwM8zStSqrMl2uYzxXY5f9mB3aHwwG3253Rw6438gmGXk6sKhGX2WtHLydkoihOek2SPx4fH1e2m1S36szndemms2/Cw288jNiJGB7c9iD+5dx/KdjPovfnuvG734XxhRcgWa1IPvYYzJ/+NIQjRyCecw5SDz10aq3+PJhMJthsNoRCIdTU1CAajWLt2rXw+/1oaWlR5ucUkt0OBIMSurtPfd833zTg7LPNuOOONK65RsT/vfD/YvWe1XhmxzP48vlfxlLv0nnfZ7lX5nOpra1VLrj09/dj//792LVrF4LBIMLh8JTb21XzMvty+Lntdjva2toyJuGrq/U+ny/n7xSr9TQX2j/jqazJe83rndZhXr30NHt7N7mSpd7WTe+BfTpygK/WykE5YGVeW+USLiVJQiKRyLkkXj0pXn5damxsVAJ8IYZhqtlMNnzjgm/gxtU34oebf4jrT78eXkdhps/rdRWQIAgwvPQSjHfdBQBI/ehHMP74xzDs2AGpqQnJZ589lYoLQN5n3uv1wuv1YnR0FLFYDNu2bYPVakVLSwuampoKFpTMZmDTpiRWrDDjL38xwGCQ0N1twMc+ZsBZZ4n41rfOwYfbP4Lndv8/3LXuLjx19VPzvk89X0A2mUyIRCIIh8M4evQootEo/vznP8PtdiMcDsPv92eEvGpdZl8uYV5mMBgyqvXxeBw7duyAIAhKb73NZpv0dazW02yUzzOeypLL5aqoMF/MkzoG9vzIJxzsm9eO3DOv15CjZ6V+vCVJwvj4eM4l8dmT4u12O3w+n/K51Wot6fGuWroKP936U2w/tB33vnYv7r343oJ9b709z01PPgnT7t0wPvYYBEmCuGQJhK1bYfyf/zlVoX/2WSAYLNj9SZKUEQYdDgc6OjrQ1taGAwcOoLe3F11dXQiFQohEInA4HPO+z5oa4LnnkrjkEjMuukiExwP8+MdGvPGGAVddZcHZK+6EcP5z+O+u/8abB9/EuwLvmtf9yRcs9EwQBLhcLrhcLmV7u127dqGzs1PZy95msyGdTlfVeYUslUqV7c9tt9uxePHijEn4e/bsgc/nUybhs1pPc8EwT9Pyer3o6urS+jDmTX5xn+/Ss+zArg7u6sBeqKWnlUi+sswwrx35jZ9hXhuFrsyrJ8XnCu2iKMJmsylVdZfLhWAwCLvdDpvNVjYnggbBgLs+cBc+/OsP4+dv/hw3nXVTQYaf6e55PjIC6x13wHD4MABADIdh2LULhl27AACpn/0M0nvfW9C7nCroGo1GhEIhBINBHD16FL29vVi3bh28Xi8ikQi8Xu+8HluPB1i7Nona2lPdAp/5TBr/9m9GPPSQEdt+dybg/N/AGU/jtt9+Cy//06/n8yPqcpn9dKxWKxYtWoSFCxcqg9f27NkDv9+PiYmJkkx1LyeiKOqivYDVeiq08n7Gk+Y8Hk9FDMCTl5vlM+l0NoHd4XDA4/EwsM8Sw7y21GGeSms+J1ryfI1coT2VSsFisSivS3V1dcqyeJvNppsltxe3XIxLF1yKV/a/gm/9+Vt4YuUT8/6eenueWx58UAnyktcL4a8fA0Dqttsg/sM/FPw+RVGc9rmprggnEgnEYjG89dZbyvLvYDA45/e/urp3Pvb5gHvvTeOWW9L49rdNeOJ/7oC07FkMDo4hkUrAZpoccvKl52X201EPXpPbIwYHBzEyMgKDwTCvfxs9kVspyz3Mq6mr9eoLMj6fT5mEP5tq/ejoKJxOJ8xmc0VduKLp6ecZT5qolAF48nIk+cV+qsA+OjqqLNNSB3av16sska+GN8ViY5jXlnxyUKknt+VuunCZTqen3Not+2JiTU0NvF6vcjFRTyex0/nWhd/CH/b/Ab/Z/Rt87sDn8N6m+VehdVOtGh6G5V5Ve4HBAOGv7RCSIEC8+uqi3G32Mvvp2Gw2JYAMDAygt7cX3d3daG5uRktLy5RD2WYjHJLw8DkP4iu/egh33f9V/PxD/TDMI8gD1TGnRW6PGB4ehtPpxMDAAHbv3o3m5mZle7tKlUqllCq13hgMBgQCAQQCAaVa//bbb0MQBITDYQSDwbyq9Vu2bMG73vUuNDQ0sFpfRSrjnZ+KRt6aTnfLFIFJy05FUcSOHTswMTGhBHb1cCcG9tJhmNeWfNLOIXilJ1dTRkZGck6LV0+Kl1+bXC5X2W85WQiSBLz9tgEvvvhuuPo+hmORX2P3kd3zDvN6qszbbr4ZQiLxzl8MDr7zsdcLjIwU5X7n0k9uMBjQ3NyM5uZmHDt2DL29vdiwYQNcLhcikQj8fv/czhuOH4fps5+F8T//E0sA/OLcMFLfeWT23ydLpS2zn44oivD5fDj99NNx/PhxxGIxbN68GU6nE5FIBI2NjboMvdORh9/p7Vw1W65qfU9Pz4zVeuDUea/FYoEgCDl76+WKPlUWhnmaltfrLevKfHZgVw+eyw7sJpMJHo8HgUAADoejYqpYesQwry11ZZ6KQz0pXv36dPz4cSSTSQwPD2fM15Bfl+x2u3IyVg2SSWDDBiNefNGEl14yobf3r2Gr5t9Qa7gdn9h5J1KPXTfv+9HF4ymKML3yCgBAMhggnnUWjK+/fup/vf/9SP7qV0AgUKS7nt9wuPr6epx55plYsmQJYrEYOjs70dnZiUgkglAoBIvFktf3EbZtg/m66yDs3QvJZEL6rruQ/vzngXmGcLnHuNIC7FTUqxDq6uqwbNkyZXu7ffv2ZWxvVym99ZU2wV9drR8dHZ2xWi+KIkRRVN4/2FtfPZhmaDOYhQAAIABJREFUaFoejwdHjx7VbDmuJEnT7sOeHdinW3a6bds21NTUoE7doEeaYJjXliAI3Gu+AOSTpFxT4kdHRwEgY/Ccx+OB3W7HyZMncfbZZ1fFydTgoAC/P/N5duIE8Ic/mPDiiyb87ncmHD36zuNgt0u4+OIUPtLzOD68+wcQzvvyvI9BNyvLDAac3LMHjosuwtgvfgHTu98NXHklJJcL6SefnHegnc5MPfP5slgsaG1txcKFCzE4OIhoNIqenh40NTWhpaVl6vdfSYLhwQdh+j//B8LEBKRIBMknn4S0fPm8jwl4Z/eUaqnM5wq2ZrMZLS0tiEQiGB4eRjQaxfr16+F2uxGJRODz+XT9+JTzJPv5cjgcaG9vR1tbW0a13u/3IxQKwev1IplMAkDGY5DPJHxW6/WPYZ6m5fV6IUkSjh49Co/HU5T7kCcxT7Wt22wC+3S03mue3mE0GlkV1pi8PR3NTF4BlCu0p9Np2Gy2jCXxzc3NyuC57JPjvr4+jI6OVvzJUzoNPPigGXfdZcXjj4/h7LNF/Pa3pwL8mjVGTEy88/N7PCI++ME0rrwyhYsvTsEhnoSz5RsQkMTJSy6Z97Ho6qJVXR1Gt21TPk399rcludvZ9Mznw2AwoLGxEY2NjThx4gSi0Shee+011NbWoqWlBYFA4J37Gx6G6dOfhvG55wAA6auuQuqhhwCXq2DHI7/WVVLldjrTTXUXBAFutxtutxvj4+OIx+PKSgp5ezur1VriI56/cttjvhimqtYbDAb4fL4p2ww4Cb+yVfaznubN6XTCYrFgaGhoXmE+n8BusViUnvViDHZimC8frMxrz2AwMMyrpFKpjN717KGY8qR4u92O2tpaBAIB5fVqNgFBXSWpVF1dBtx8sw1btpx6XD7zGRuGhjKD4qJFIq68MoWVK1M499w01A+h8aV1EJJJiAsWQGqd/9Z0gE6W2WuomHuw19bWKsu8+/r60N3djV27diEcDmPBwYNw/PM/Q+jthWQ2I/3d7yJ9882n9qkroGqqzEuSlPewP6vVqqykOHTokLKSIhAIIBKJwOVy6eZ3J5/diiqJulo/ODiIvXv3IpVKYdu2bQiHw/B4PLPet14O9qzW60v1POtpTgwGA1wuF44cOYLFixdPe9tcgV0d3NWBXZ7E7PP5lBPiYr8IM8yXD4Z57VXjMnt5Unyu0D4xMQGTyaQsiZeHYlbapPhiSiZPBff/+i8TRPGdE0E5yL/nPaeq71demUJHhzhlXjO9/DIAIHXJJQUJdbpZZq+hQi2zn47ZbMaCBQvQ0tKCw4cOIXnvvbA/+CCEdBqplhakf/Ur4D3vKcp9yxcrquF5IIrirOcDqCu+IyMjiMVi2LZtG6xWK8LhMJqbm8t+CXs1VOZzkVfBAMCePXtQU1OD7du3w2g0KvvW51ppkatan0wmlRYNVuv1o/qe9TQr8nIsea95URQxMDCgLOGaKbA7nU74/f6SBfbpyMdL2mOY116lLrMXRXHS4LnsSfHqbScbGhqUj0txslrJlfnjx4FnnzUBmHzyd8st4/j2tyfy+j6mP/wBAJC67LKCHJdeH+9SnkQXepl9LsLOnTA++CBSt9+Ops99Dsa/thAMX3YZNn/yk7BMTCASj6Opqangy+GLufKg3MjvrXM936qpqcGSJUuwePFiDAwMIBqNZmxvV65zhyq5Zz4fyWQSVqs1o1qv7q1ntb5yMczTJJIk4dChQ+jp6UFPTw8mJiZw33334Rvf+Ab6+vowMjKCW2+9FVdffXXZBfbpmM1mnDhxQuvDIJwK8/KwFtKGnpfZy5Pic23tlkgkIAiC8nrkcDiUJfEOh6OqJsWXmscDhMMi+vsNqKkBnE4JNhtgsUgIh/ML1MKePTDs23dqkvmFF877mOSTU/6bT02uyhU17B46BPPVV0Po7YXh6achnDwJyWpF6vvfh+OTn8T702n09/dj//796OrqQigUQiQSgd1uL8jdV8Me87JCtRQYjUYEg0EEg0EcO3YMsVgMmzZtQl1dnbK9XTldIKnWyrwsmUwqFzPUMytGR0cRi8Wwfft2mEwmhEIhBINBVusrSPU+68vAd77zHXz1q1/F5z//edx3330ATr2p3nnnnXj44YcxPDyM5cuX4/7778eyZcuUrxsfH8dtt92Gp59+GmNjY7jkkkvwwAMPIBQKKbcZHh7Grbfeiueffx4AcNVVV+EnP/kJGhoaJh3H888/j82bN6Onpwfd3d3o6enB8ePH0dTUhLa2NqTTaQQCAVx77bVob2/H0qVLc36fcmcymRggywQr89or9zCvnhSfq3VHkiRlUrzdbofH40E4HIbdbofNZivbk41KrswDwI4do/P6ettNNwEA0uecA9TWFuKQADDMT0d+HShaMEskYP7oR0/1xQMQTp6EuHAhUs88A+ld7wJw6v05EokgHA5jaGgI0WgUa9euhd/vRyQSgdvtnte/YTXtMS8Hr0I+5+vr61FfX4+Ojg709fWhp6cHnZ2dCIVCCIfDcDgcBbuvuUqlUgW7+KNH6jCv5nA40NHRgcWLFyvV+u7ubgQCAYTD4Sl/t1it1w+GeY1s2bIFDz/8MM4888yMv7/33nvxwx/+EI8//jja29tx991347LLLkNXVxdq/3pi84UvfAEvvPACnnnmGXg8HnzpS1/CypUrsXXrVuXK87XXXot4PI7Vq1cDAG688UZ8/OMfxwsvvDDpWDZt2oSDBw/irLPOwt///d9j8eLFaG1thdPpBAD84z/+I7xeLz7xiU8U8yEpOvbMlw+Gee2VS8+8PCleXV2XP06n07Barcoy+Pr6ejQ1NU05KZ507tgxmDZvBgCk/9f/Ksi3LIfneLmTH6Oi/D5JEkz/9E8wbNoE4J0GDPETn1CCvJogCPB4PPB4PBgbG0M0GsUbb7wBq9WKSCSC5ubmOVVftdpeVwvTTbKfL/XcA/miy7p16+D1ehEOh+Hz+TQLd6zMJ6fdhUBdrR8ZGUE8Hsebb77Jan0FqN5nvYZOnjyJ6667Do888gjuvvtu5e8lScJ9992Hr33ta7jmmmsAAE888QQCgQCeeuop3HTTTTh27BgeffRRPPnkk7j00ksBAL/85S8RDofxyiuvYMWKFejs7MTq1auxadMmLP/rHq2PPPIIzj//fHR1daGjoyPjeO65555pj9ftdmNoaKiQD4EmzGYzw3yZMBgMDPMaK2XPvHpSfHZol6sJcmCX23bkinulnYBXemV+PoxvvKF8nFq5sqDfmyeaU5NfB4rxGBmvuw7G3/wm4+8ksxnIo+XNbrejo6MDbW1tOHDggNK7HQwGEYlEUFNTk/dxVFNlvhQtBeqLLolEAvF4HDt27IAgCIhEIlMGw2Kqtmn22ZLJpFKEm0lNTY1SrT948CCr9TpXvc96DX32s5/FlVdeiUsvvTQjzO/btw8DAwO4/PLLlb+zWq246KKLsGHDBtx0003YunUrkslkxm2am5tx+umnY8OGDVixYgU2btyI+vp6JcgDwHnnnYf6+nps2LBhUpificfjwf79++f+A5cJVubLByvz2iv0MntRFHNW10dHR5VJ8erBc263W/m4mk7AeJIzNdNf28IkQYDk9Rbke+q1Z76Ux1u0ZfYTEzC++KLyqRQIIP2ZzyD9T/8EBAJ5fxt5KncwGMTRo0cRjUaxfv16eDwetLS0wOv1zvh4VVtlvpQ/q81mQ1tbGxYtWpQxdE3e3q6hoaEkz2dW5nMvs5+OwWBAU1MTmpqalGr9G2+8AbPZjHA4jGAwCIvFMunrpqvWm83mqv530AIf7RJ75pln8Prrr2PLli2T/t/AwAAAIJD1JhcIBNDb26vcxmKxwOVyTbqN/PUDAwPw+/2Tvr/f71duMxsej6ciKvMmkwnpdLqqptqWK4Z57c0lzMuT4nOF9kQiAYPBoFTUHQ6HsiTebrfDbDbrLlAVCyvzuZnk4GcwQPJ4CvI9+VjPTN6WruC/nxYLJl58EeZVq5D+0Y8g/t3fAfM4yRcEAS6XCy6XCx0dHYjH43j77bdhNBqVavBUYUauzFfDNoVahVr1Mu6TJ08iFoth69atsNls82qRyBen2c8+zKvlqtbv3r17VtX6cp7DU8kY5ksoFovh85//PH7/+9/DZrNNebvsX5Z83nyyb5Pr9nN9E/N4PMrWdHomv4nI2+eRdhjmtTdVz7wkSRgfH8+5JF7e2lEO63a7HT6fT6mwc1L8zPj4TG3i2mtheewxpM87D5jmPXIu+LhPrah7zL///Uj29xf826qrwQcPHkRvby+6u7vR3NyMSCSizBiSiaKIvkQfbv73m7GwYSGe/btnC35M5aIcJvc7nU4sXbo0Y3u7rq7/n703D2+jPPf+vzOjXba1b5Y0I+9O4oRQCgEKBZpC2cp5L85LyklbCqVhbSltKLRQaFpayg49BCjQFlr200IPy+8tBXpOnYSsJISQ4DWOFjveEi/xItta5veHO4PkyLukGUnP57p8YYex/Gg088zzfe77/t5NcLvd8Hq9x30+6YBE5hcn5gWmRutDodCcovUASIq9RBTuVS8Bu3fvRk9PD0466STx32KxGDZt2oSNGzeiqakJwGRk3eVyicf09PSI0Xqn04mJiQn09/cnRed7enpw+umni8d0d3cf9/d7e3uPi/rPBSEyn+s72oJBBxHz0kPEvLQIaXEjIyM4fPjwcaI9Ho+LTvFTU+LVajXJbFkkJFqcmshddyFy111pfc1cTbPPJtnoMZ8pEoXH4OAggsEgtm3bBqPRCJZlYbfbRY+WH+z+ATrHOvFJ7yd4aPtDWH/qeqmHnxEEYzI5kGiuJrS3E0pBWZaFw+FIy7XH8zwR82kS84no9XrU1taiuroaXV1daG9vR0tLi9i3fmq0njzbpKFwr3oJWL16NT755JOkf7vqqqtQW1uL2267DeXl5XA6nXjvvfdw4oknAgAmJiZQX1+P++67DwBw0kknQalU4r333sOaNWsAAJ2dndi/fz/uv/9+AMBpp52GwcFB7Ny5E6eccgoAYMeOHRgcHBQF/3ywWCwYGBhY8PuWCxRFkbp5mUDEfHaIRCLT1rEL0ZvR0VHRKd7pdIoR91xd3MsdIiqzC1lczk6+lJ4ZDAYsX75cTMFvbGxEY2MjvF4votEovur9Kp5ueRoAcMc/74CaUeO7J39X4lGnHzlE5qdCURSMRiOMRqPY3q6lpSWpvd1i2soJ64lCFfPxeByxWCxjZQY0TaO0tBSlpaUYHh5OWVsvlNKRZ1z2KcyrXiKKi4tRV1eX9G96vR4Wi0X895tvvhn33HMPqqqqUFVVhXvuuQc6nQ5r164FMPmwuvrqq7F+/XpYLBaYzWbccsstWL58uehuv2TJEpx//vlYt24dnnrqKQCTrekuvvjieZvfAYDVasXw8DAmJiay7k6aboijvTwQTFPyZREpJbFYbNrWbolO8VqtFnq9HjabDVqtFqFQCBqNBuXl5VK/hZyG53m8/OnLeGjnQ9j0jU3QK2d32CYCM/uQBeb0ZDTNXgJUKhXKy8vh8/nQ29uLQCCA/v5+VKuqk4675R+3QK1QY92J6yQaaWbIZGu6dKBSqVBWVgafz4ejR48iGAxi06ZNsNls8Hq9czI0nEokEgFQuGJeeP/Z8AwoKipCbW1tSid8juNgs9kyPgZCMoV51cuYW2+9FeFwGDfccAP6+/uxatUqvPvuu0n1RY888ggUCgXWrFmDcDiM1atX47nnnkvaiX3xxRdx0003ia73l1xyCTZu3LigMZnNZgDA0aNHUVpauoh3Jz0kMi8PhGu1kNoFLYZEp/ipon18fBwMw4hp8FqtVkyLF4znUsEwDDGrSQN/afwLrvv7dQCAc185F39b8zcY1IZpj88n0ZQLkI2T2cnlNPuZoGkaDocDDocDH3/8MegBGhQo8PjsmugY6pBwhJlBjpH5VFAUBavVCqvVinA4jPb2dnzyySdQKBSz1mZPRSgtKNT5NRKJiP3eswXDMEnR+lAohHA4XLCfgZQQMS8x//znP5N+pigKGzZswIYNG6b9HY1Gg8ceewyPPfbYtMeYzWa88MILaRmjWq1GUVER+vr68kLMCzuYBOkQFhpETH4Gz/MYGxtLmRIvOMUntnYTUuJ1Ot2CnOLT3ZquUDm/4nzx+/29+/HVP38Vf/33v8Kind6NnQjM7JNrC8xst6bLRzGfCMMw4Fwcai21aDjaAAAwK834muNrGBsbm9GUONeIRqM5l0Wp1WpRVVWFiooKdHd3IxgMoqWlBU6nEyzLwmAwzHhPECf79NfLz4eioqIFZf4S0gMR84RZEdrB5Et7OhKZlx6KokDTdE4uOhYDz/OYmJgQRXqiaE90ihdEu5ASLxjPpXOBL5x/wuIoVhXjRMeJ+Kj7IwDA3p69uOi/LsIb//cNOPTHG47mmqjMdYgB3uwUgpgX+sx/vvTzOBI+gnAkjL5IH/7c/Ges8q8SU4Sz1RM9k+RKZD4ViYaGQ0NDCIVC+PDDD6HT6eD1euFyuVKm0hPzu4gsjJ1Jzbw0FO6VT5gzFEXBbDbnRXs6UjMvH/I1zZvn+eOM5xJFe6JTvFarhclkgtvthlarhUajydqimqKovDz/UnCu71xRzNMUjUg8AoaafjFNIvPZI9e7sGSDQjhHQknXf573n9AoNHhk5yO4/X9vx0vtL+HLJ96MW29VYnAwgkce2QaWZeFyuXJWEMvJzX4xFBcXY+nSpaiurkZnZ+dx7e2KiorEYwtdzE9MTMgiMyHf5xG5UrhXPmFemM1mHD16VOphLBoSmZcPDMPk9GcRjUZTRtdHR0fF9odCGnxJSYmYFq/RaGSx0CJp9unjbPZs3L/jftAUjTgfx/ll58Oqs6Y8lqIoIuazSC6e63g8jvHxcRQVFWVlcVxIkXmtctIx/brPXYff7PwN/IN+XP/0a2jadB0AHioVB7//EJqamuDxeMCy7KJc1qUglyPzqRBq6D0eDwYGBhAKhbB169ak9oORSKSgxbzUafYCRMxLQ+Fe+YR5YbFY8iIyr1AoxHRmgrTkQmQ+FouldIkPh8PiTnhiHbvVahUj7nJfWBAxnz5Odp0Mb7EXziIndnXuwu/3/R43nHQD3MVuqYdGgDwXmEIGz8jISMosHp7nodPpwLIsPB5PRueTQhDzU81WdUodfnTqj3DLP25BT+09AHMVEFOhpsaNoqJS9PX1Jbmscxx3XE9tuSJ3N/uFIpR8mkwm1NbWor29HU1NTWhoaIBer8+rDYz5IhcxT5CG/LvbCRnBbDaTmnlCWpFLr/l4PD6t8VyiU7wg2o1GY5LxXK5C03RORi3liFqhxv7v7AcAfOXVr2D74e3YsGUDnrngmeOOJZH57CL1uRZaR079CofDomeIMJ8IJTdCBs/Ro0cRCATQ0tICj8cDjuOg0+nSPsZ8a02XCiEyn8h3TvwOHtn5CDqGQsBJzwA7v4vNm2lceGEcFosFFosF4XAYoVAIe/fuhUqlAsdxKC0tlbVYzrfIfCqE9oNlZWU4cuQIGhoaMDo6io8++gherxcWiyXvr+lE5CDmC6FcR67IdzYiyAqz2Yz29naph7FoiJiXD9kU84JTfKoo+9jYGCiKEsW6VquFw+EQf1apVHn5gCI18+lFuEbuPftenP3S2Xi14VWsO2EdTik9JeVxhOyR6XPO8zzC4fBxEXZhQ1ChUCRtCAoZPDqdblrRRdO02PZpYGAAfr8fmzdvzkiUOF9b0yWSqg2qRqHBbafdhpvevQk48x5gz9V4+20lLrzws2O0Wi2qq6tRUVGBrq4uBAIBNDc3w+12g2VZ6PX6LL+T2Smk+nGKomCz2dDb24t4PA6VSoV9+/ZBoVCAZVm43W7JRW42iEQiGdnomw/E/E46CuNuJywai8WCffv2ST2MRUPEvHxIt5hPdIqfKtqFtFXBeE6n08FiscDr9YrGc4X2ECJp9pnhc87P4evLvo4XD7yIH//zx3j/P94HTSWLCKmjxYVEuqJFQlr8dFF2AEklNw6HY1GtIxMxGo1YuXIlxsbGEAwGsXfvXmg0GnAclxajtkJIs08VmQeAK0+4Eg9ufxBBBIGTn8SOHTcDOP65xDAM3G43SktLMTg4iEAggC1btsBisYBlWdhsNtk8QwohMj+VaDQKvV6PiooKVFZWoqurC6FQCM3NzXC5XGJ7u3xFLpF5gjQQMU+YE/lSM0/c7OXDQsV84oJ6qmiPxWLHpa2WlpaKaav5vmCdD0TMZ46ffeFneKP5DXzY9SH+q+G/cPnSy8X/J5cFf6Ew3wXmVJ+MxC8hLV6r1UKv18NoNGZsfkl1nWg0GjFKfPjwYfj9fjQ1NYFlWXi93gX3Si+ENPtUkXkAUDEq/OQLP8H1f7seOONeHPjNNejpUcJuT/06FEXBaDTCaDSitrYWoVAIBw4cAE3Tor+BlKKK5/mCFfNCNkJiVsvQ0BCCwSB27twJvV6f850KpkNqMS9smub7PCJXiJgnzAmhZj7Xa2JIZF4+0DQ9rZiPRqMpU+ITneKFKFhxcbGYFq/VavPuIZ0pSM185nAWObF+1Xr8fMvPsWHLBny16qvQKz9LxyXnPbtMfWYJZTepBHuiT0ZiFo+cjC0ZhhHdvYW6+vr6ejidTvh8vnlHIAshzX66yDwAfKPuG3hw+4M4iIPAKRtRX78el102+0anWq1GZWUlysvL0d3djWAwiNbWVrhcLnAch+Li4nS/jVkRnqmF9hyczs2+uLgYy5YtQ01NTdIGmNDeTo5lEgtBajEPkOealEj/VCLkBFarNS8i8wqFAvF4vCB3ruUGwzAYGxtDb2/vcaJ9YmLiuDpTuS2ocx1SM59ZbvzcjXhu33MIHAvg0V2P4o7T7wBAIvPZJBKJYGhoCPF4HAcPHjzOLT7RJ8Nut4viPVd8MiiKgtVqhdVqxcjICAKBAHbu3Ini4mJwHAeHwzEnkV4IafbTReYBQMkocccX7sC33/42cPoDeOd/r8Vll829/pimabhcLrhcLhw7dgzBYBDbtm2DwWAAx3Gw2+1ZO7+CmC+0Z+RsPgFCDb3X60V/fz9CoRC2bNkCs9kslknk8j0gBzFPIvPSUVh3O2HBCGn2+RCZByYnfiLmM0+iU/zUSLtgPDc8PCwuqPPFKT4XIGn2mUWj0ODuL96NK96+Ar/Z9RtcUXcFvCVeACSCkU5mS4tXKpWIx+OIRCIwGAxwuVx5WXaj1+uxdOlSVFVVoaOjA83NzWIKvsfjgUqlmvZ3C0HMzxSZB4CvLf0a7nrvfrSjEf/f0f8E8OMF/Z2SkhLU1dWhuroaHR0daGxsRGNjo5hJoVarF/gO5kYsFgNFUXn/eU5lrqZ/FEXBbDbDbDaL7e0aGhrw6aefip/RQstVpCIej4tzHaEwIWKeMCesVqsY5chlExGapsEwjFj7SFg8PM9jfHw8ZUr82NgYACRF2IUI2NGjRzE2Noa6ujqJ30FhQsR85vm3qn/DF9xfwAcdH+CuzXfh2YuezenNUKlI1Y0icY5JTIvXarUwm83izyMjI9i/fz9qa2ulfhtZQalUwufzgeM49PT0IBAIoLW1FW63GxzHoaio6Ljfyfea+Xg8PmspAUMz+NlpP8K6f16NgSWPYH/zjairXniavEqlQllZGXw+H3p6ehAMBnHw4EE4nU5wHJexdVQhOdknshAxq1arUVFRgfLycvT29oqfkcPhgNfrTWvHiEwilI7KQcznwvnKRwrvjicsCKPRCJqm0dfXl9NiHiB18wshlZOzsLAOh8OIx+NJKasWiwUej0eMgKWa4IeHhzE6OirBuyEApGY+G1AUhXvPuRdffOGLeK3pNVx34nVYVrKMnPdpmMktfmo3CpvNNqe0+EI91xRFweFwwOFw4NixYwgEAti6dStMJhN8Ph+sVqt4zniez+tMNWHTctr32NcH5re/xVVPPI7fnb4MF1V/B+We9NS7J34Ow8PDohlbUVEROI6D0+lMaxS9EEsIeZ5f1CYGRVGw2+2w2+0YHR1FKBTC3r17oVKpwLIsSktLZSGUpyMSiYiBKqko1HlWLhAxT5gTDMPAaDSir68PZWVlUg9nUSgUCkQiEamHIUuExXQq87lEp3itViumrArGc/NdkGSzzzzheEjNfHY4wX4Cvln3Tfxp/59w6//eirf/7W2phyQp8XhcnFdGRkaS5ppIJAKVSpU0xzidTvHnhYieXC8NSwclJSVYvnw5qqurEQqFsH//fjAMA47j4Ha7EY/HZS1WFovwnDnu+mlvB/PYY2B+9ztQIyMAgG2flCC61oV4Blp2FxUVYenSpWIKfmtrq5iCv5huBIkUopgXMi/SkZGg0+lQU1MjtrcLBoNJ7e1KSkrSMOL0Iod6eYDUzEsJEfOEOWM2m/PGBK+QI/OxWOw4wS78LDwUhIhXUVGRmBafbqd4IualhaTZZ4fhYaBk190A3kJ5uwX8u/8PvNkh9bAyytTSm6lp8TRNJ7nFm0wm8ftMpAiTBeYkie7rXV1d8Pv9aGlpgVqths1mk3p4GUOY5wQxTzU1gXn4YdAvvQTqXxv78RUrELvlFsQvvRTIcJq6QqEAx3FgWRZHjhxBMBhEfX09HA4HWJaFyWRa8DVbiH5AQnAmnXMHwzBwu91wu92iqeGOHTtQVFQElmXhdDplc57lJOYJ0kDEPGFOCKYhfX19Ug9l0RSCmI/H40lp8ImLacEpXkiL1+l0STWm2aq3I2JeWkiafWaJRoE//UmJe+5RoaenGFAfAjv+eziq7gceeEDq4aWFSCSSMsI+OjqaVHqj0+lgtVrF79VqddYWfiQyfzxCH26Xy4WBgQF8/PHHCAQCCIfD4DhuUWJSjghO9vTu3WAefBD0G2+A+tfcFz/zTER/9CPw554LZPk9UxQFm80Gm82G0dFRBINB7NmzB1qtVkzvnq9gjMViBVczH41GJz9Ck7vcAAAgAElEQVTfDJn+CaaGQnu7trY2NDY2wuPxwOv1QqfLQBrHPCBinlBYdzxhURAxLy8Ep/hUoj0x+iUsqIWUeMEpXuqJl4h5aRHEPBE76YXngXfeYXDXXWo0NU0uxMvK4vj5bVF8/dZfgG4ZhHPrVuBLX5J4pHMjcWNw6tfUTJ7i4mI4HI5FpcWnm1zdsMrGPUlRFEwmEwwGA4qKihCPx0Ux6fP54HK5ZPEZzpt4HBDGzfNg/ud/cNqvfgXVxx+Lh8S++lXE1q8Hf+qpEg0yGZ1Oh9raWlRWVqKzsxOBQADNzc3zFoyFmGafLSd3pVIpZlT09fUhFAph8+bNsFgsYns7KZ6lExMTshDzBOkgYp4wZ/JFzCuVypwR84npqlNFezgcBoAk4znBFEqr1WY1+rUQiJiXFuHamK1lE2HufPQRjZ/+VI3NmycfrWZzHLfdNoGrr56sBY/4r4f63ntR8+qrwO23fyY4JIbneUxMTKSMsIfD4aS0+FxsISnneVAOxONxqNVqsCyLiooKMfrY1NQEr9cLlmVzo/tLPA7mZz8DFQwi+vvfg37jDTAPPgj1Rx8BAHiFAvHLL58U8UuWSDzY1CgUCrFFWn9/PwKBADZv3gybzQaWZWGxWGa8ngsxzT7bDv4URcFiscBisWBsbAzt7e04cOAAKIrKWgvCROQQmSdBAWkhYp4wZ/JFzCsUCoyPj0s9DJGpTvFTRXs8Hk9ycTaZTHC73WK6ak5GTkDEvNQI102uRi7lRCBA4Re/UOPPf55cUKnVPG64YQI/+MEEjMbPjpu4/nooH38cJYEAwm+/jegll2R1nNFodFq3+FgsljTPWCwWMSIo943BmSDX9+wk9plXKBRgWRZerxdHjhxBIBBAfX19xluqLZqhISi+/W0wb70FAKA2bwZ9+DAAIK7VInT++XDedx/AslKOcs4k9kMfGxtDMBjEvn37oFQqwbIs3G53SgFbqGn2Ur1njUYj+lAI7e1aW1vT4n8wV+Qg5on5nbQU1h1PWBRWqxUHDhyQehiLRqFQYORfzrXZRKgvTSXahb73QpQ9HS7OcodhGNGFljwEso9wTRETvPnB85+V1vb3Aw89pMZvf6vExMTkP15+eQR33jkOrzeFiDSZEF63DvqHH4b6xz8GBgYQveKKtI5vql9GYrRdSMcU5pVMGlzKBTK/zE6qc5RYz53YUq2kpAQcx8Fut8vnuXToEJSXXgq6oQE8AAoAffgweJMJsRtuQPdll6H1yBE4c0TIT0Wj0aC6ulpMwRcc1t1uN1iWRVFRkXhsoabZS72BQdO02IJwZGQEoVAIH330kZjxUlpamrExRiKRpGtACsimqbQQMU+YMxaLhbjZz0IsFkuZpjq1vlSr1UKv18Nms4kCvtAewML7LcRIghxITLMnzI2331bg2WeV+MMfwnj+eSUeeECN/v7J83jWWVHcffc4Vq6c+XyGr7kGmsceA9PeDvXPf47oN785b+MtIS1+Ord4iqKSzOdyLS0+3RAxPzOJkflUCC3Vqqqq0N7ejsbGRjQ2NoLjOHg8HkmvKeq//xvKK68ENTY2+TMAnqJA8Twizz4L/vzzEe3qApMHaxeapkWH9YGBAQSDQWzduhUmkwkcx8FmsyEajUKlUkk91KwSiURktYbQ6/Wora1FVVUVOjs7EQqF0NTUhNLSUrAsi+Li4rT+Pakj88JmIJlnpUM+Vz9B9lgslrxIs19szbwQ+Uol2sfHx8EwTFJ9qeAUr9VqC3IhPR2CmCdiUhqEhy85/3PjlVcUuP56DWIxCitW6NHfPyl+liyJ4Re/GMd558XmpsktFrRdeCGq3ngDdG8v6IYGxJcuTXno1LT4xDlHSIsXNgbNZjM8Hg90Oh00Gg1ZWP0LEjGandnEvIBSqURZWRk4jkNPTw8CgQBaW1tTRoizQjwO5be+BWpK2RzF8+CVSlBHj4LHZ272+YTRaITRaERNTY1Ys03TNBQKBex2u9TDyypyiMyngmEYeDweeDweDA4OIhgMYtu2bTAYDPB6vXA6nWm5LiORiOQbOGSelRb5Xf0E2SL0mc/1tMW5ROZ5nsfY2FjK1m6CU3xi5EtIiZeLU3wuQNM0KIoidfMSQtrTzY3f/16JH/5QDZ6fvK/7+2lYLHFs2DCBr389Mu+21K3//u+ofPNNUDwP5X33of/JJ1NG2YU2ksLcImTz5HNafCYg8/HMxOPxeZ0jmqbhdDrhdDoxODiIQCCArVu3wmw2g+M4WK3W7Jxzmkbs2mvB/Od/gq+uRnz1avArV05+LVkC/Evg5LPJp1qtRkVFBcrKytDT04MDBw6gra0N4+PjYFkWJSUlUg8x48hVzCdiMBiwfPlysb1da2ur2N5O2IRdKFJH5gFSMy818r76CbJCEPO5jkKhQCQSOS5VdWo9OzDpFC+I9sSU+Fw2hJITxARPWkhkfnZuv12FjRsTnYknq3K/+tUovvWtyJxeI3GuGRoaQpxhwNM0EIuht7sbu3fsEAW7sDmo1+uh1Wolj7jkOrm++ZwNeJ5fcITQYDBgxYoVqKmpQTAYxCeffCK28MpknbBA7Fe/QuzXvwZmEOv5GJmfirDBEgqFYDQaMT4+ju3bt8NgMMjP4yDNRKNRaLVaqYcxJ1QqFXw+HziOw9GjR8X2dlarFSzLLmgjTA5iniAtRMwT5ozVasXg4GBO1TgLTvGJQn14eBjRaBSbNm1KSlVNdIrXarXQaDR5+/CTC0TMSwtN00TMz8COHTQ2bpwqpilYrXGkMvWOxWIpI+xCWrxgchnV69H2xz9Cr1BAec45OJukxWcMknkyO3NNs58JtVqNqqoqVFRUoLOzE36/Hy0tLfB4PGBZNnNiaw4iJp8j81OJRqMoLi5GVVUVqqur0dHRgaamJjQ0NIBl2ay3TcsGuRCZnwpFUbBarbBarRgbG0MoFML+/ftB07TY3m4uG7nCGlcOYp48w6Qjt65+gqRYrVbwPI/+/n7YbDaph5OEUFuayi1eMIQRUlOLi4tx9OhRrFy5EkVFRQXzkJcjRMxLCxHzM7NqVRwuF4/ubuDMM2O46KIozjwzAp9vFOHwKEKh5BKc8fHxpLT4qRk9DMMgEolMRmIuuojMPVkgVyPz2RzzfNPsZ0IwaSstLRX7pG/atAl2ux0+nw9GozHrn0chROYFEt3sVSoVysrK4PP50Nvbi0AggIMHD8LpdIJlWRgT+2bmMLko5hPRaDTiRlhPT4/Y3s7pdMLr9c54zwglo1Ib4BGkJXevfkLWEdLL+/r6JBHziU7xU0X71NpSnU4Hq9UqCvjEiZ7nefj9fqjVarKYlhgi5qWF1MynRoh2jI6O4vXXu6BQDGN8fHK+6ekJo6cHSZ4ZDodj3p4Z5Lxnj1wU89lkMWn205HYJ310dBTBYBC7d++GTqeDz+dLm/nXXCi0yPzU90pRFOx2O+x2u9hmcNeuXSgqKgLLsnC5XDm92SE3N/uFkuhFMTw8jFAohN27d0Or1Yqf09T3GYlEQFGU5Nc3mWOlJfevfkLWoGkaZrM5o4728XhcNJ6bKtoFp/jFtlyiKCqj7ekIc4eIeWkp9Jr5qWnxifNNNBqFWq2GTqeDQjFZglNaWiq6xS908UsWPdmFbJrMTjrS7GdCp9OhtrYWlZWV6OjoQGtrK5qamuD1euH1ejOe9l1okfmZhK3QZlBIwW9ra0NTU5NYDqHRaLI42vSQ65H5VBQVFWHJkiXTtrcTOkcIKfZSP1eIAZ605NfVT8goFEXBZDItWswLTvGpUuITeyQLot3hcIjfq1SqtEwYggkeQVqImJeWQkizT+xMMfVraitJnU4Hi8WSMqMnXQjzFxGZ2SMXF5nZLA/ItJgXUCgU4DgOLMviyJEj8Pv9aGtrg8vlAsdxGXNej8fjsqgpzgaJafYzkfhZHD16FMFgEPX19bDb7eA4DiaTKWfum2g0mrefr0KhEGvohfZ2W7duhcFgAMuyYBhGFu89V66VfIWIecK8mGuv+UT35qmiPRwOg+d5aDQacdFssVjg9XpF47lMTwwkMi8PaJomYl5C8kXMJ6bFp4qyA8lp8Xa7Xfw+XRuEBHmSqzXz2STb54iiKNhsNthsNgwNDSEQCGD79u0wGo2i83o6x1Mokfl4PD7vkoJEI7bR0VGEQiF89NFHUKvV4DguZWq33MjHyPxUKIqC0WiE0WhEbW0tOjo60NzcjEgkAoZhEA6Hc8bRn5B+8vvqJ6SdqWn23d3dGBkZgVarPU60C+7NiSnx6UhTTQdEzMsDEpmXFoqicipCnOibMfUr0ehSp9PBYDDA5XLJYr5JhETms0uunudsiWue5zNSMz9XiouLUVdXh+rqarS3t6OhoQGNjY3gOA5utzstUcdCqZkXnqULFbY6nQ41NTWorKxEZ2cnAoFAUgr+YnqhZwphAyPfxXwiicaGDQ0N6OrqwqZNm2Cz2cCyLCwWS1Y358iGqfQUztUvQ37961/j9ddfR2NjI7RaLU4//XTcd999qKmpEY/heR4///nP8fTTT6O/vx+rVq3C448/jmXLlonHjI+P45ZbbsHLL7+McDiM1atX44knnoDH4xGP6e/vx0033YQ333wTAHDJJZfgsccem5Ob6dDQEFpaWtDS0oJQKITu7m689NJLaG9vx9DQENauXYt169ZBp9OhuLhYjHpptVrZPkCVSiUR8zKAiHlpkWNkfmpafDgcxsjICMLhMMbGxo5LizebzWJP9kJa0BHmDlloTo9w/0u92aVSqVBeXg6fz4fu7m4EAgG0tLTA7XaD4zjo9foFv3ahROaFZ+li110Mw8Dj8cDtdmNgYACBQGDRvdAzhbCOK8S5n6IoqNVqWK1WVFVVIRQKYd++fWJqvtvtnlN7u3SMQy7XQ6FSeFe/jKivr8eNN96Ik08+GdFoFHfccQfOO+88fPrpp+KD6/7778fDDz+M5557DtXV1fjlL3+Jc889F01NTSguLgYA3HzzzXjrrbfwyiuvwGKxYP369bj44ouxe/ducVJfu3Yt2tvb8c477wAArrnmGnzzm9/EW2+9lTSmPXv24P3330dzczNaWlrQ3NyMrq4uGI1GVFdXY2xsDCaTCV/72tdQW1uLJUuWwGw2Z/GspQcSmZcHRMxLi5RifmpafKJ4TyzDybe0eBKZzy4kajQzchHzAjRNw+VyweVyYXBwEH6/H1u2bIHVagXHcQuKOhZKZD4ajYKm6bRd74JPkslkEnuhf/LJJ1AoFGLPeqlFtODmLpfrN9tMTExAqVRCq9WiuroalZWV6O7uRjAYREtLC1wuF7xeLwwGQ8bmQfIskx4i5iVEENYCzz77LOx2O3bv3o0vfvGL4Hkejz76KO644w5ceumlAIA//vGPcDgceOmll3DttddicHAQv//97/H888/jy1/+MgDghRdegNfrxfvvv4+vfOUraGhowDvvvIPt27dj1apVAIBnnnkGp512GpqampIyAfbt24cPP/wQ1dXVOPPMM1FdXY2qqirxAfrrX/8aO3bswNVXX52ls5QZiAGePGAYBhMTE1IPo2DJdGu6VGnxws+RSCRlWrxgfpnvizOyAMoO5DzPjHB+5LjhYTAYcMIJJ6CmpgahUAgff/yxWMtdWlo6Z4FeSJH5TG1aJPZC7+rqSsqcSHRXzzZCvbwcr99sEIlEksofEjfDhoaGEAqFsGvXLuj1erG9XbqvERKZlx4i5mXE4OAgAIiR7kOHDqGrqwvnnXeeeIxarcZZZ52FrVu34tprr8Xu3bsRiUSSjiktLUVdXR22bt2Kr3zlK9i2bRsMBoMo5AHg1FNPhcFgwNatW5PE/JVXXokrr7xy2jHO1QBP7igUCoTDYamHUfCQyLy0pKM1Hc/zGB8fTxllF9LiE83nzGaz+L3UUR0pIIue7EPO+fTILTKfCkFIlpeXo7OzE36/H83NzfB6vXNqp1YokfnZ2tKlA5qmUVpaitLSUgwODiIQCGDr1q0wmUxgWTbt5oWzkc9O9nNBaE2XiuLiYrEN4eHDh+H3+9HY2Ai32w2v15uWDRjBc4MgLYW3kpIpPM/jhz/8Ic444wzU1dUBALq6ugAADocj6ViHw4FAICAeo1KpYDKZjjtG+P2uri7Y7fbj/qbdbhePmStmsxn9/f3z+h05QtLs5QER89IynzT7VGnxQpQ9Ho8nCXabzQatVgu9Xp/zafGZgiyAskOunudstqXLlchaYi13X18fAoEA6uvr4XA44PP5pvUAIpH5zGAwGLBixQrU1tYiFAqhoaEBDQ0NYgp+Nuq1C8HJfiZmEvMCQlmE1+vFwMCA2N7OZDLB6/XCbrcv6v7IlfkjnyncO0BmfPe738W+ffuwZcuW4/7f1JtkLjWAU49JdfxCagmtViv6+/tzvg6RiHl5QMS8tEwV8/F4fFq3eGHRIAj2kpISOJ1O0eyyEBbL6SKX585cI1efVdkad7Z6zKcTiqJgsVhgsVgwOjqKQCCAXbt2oaioCBzHwel0Jr2nQonMR6NRSd6nSqVCRUUFysrK0NPTg0AggNbWVrhcLnAch5KSkoz9bSLmZxfzAokeCOPj4+jo6EBjYyMaGhrEXvazZbkQ5Enh3gEy4nvf+x7efPNNbNq0KcmB3ul0ApiMrLtcLvHfe3p6xGi90+nExMQE+vv7k6LzPT09OP3008Vjuru7j/u7vb29x0X9Z8NiseRFZJ642csDIuazz9S0+Egkgo8//hgjIyMYGxsDTdNJbvFGo1F0iy/kdMZ0k6sR41wkF8V8tsjVzQ4BnU6HJUuWoKqqCu3t7WhtbUVTU5MYiVSpVAUVmZdS2NI0DafTCafTiaGhIQQCAezYsQPFxcXgOA4OhyPtn0MkEil4Mb+QDAi1Wo3y8nKUlZWht7cXoVAIBw8ehN1uB8uyMJvN85oXcnkOyQcK9w6QATzP43vf+x7++te/4p///CfKysqS/n9ZWRmcTifee+89nHjiiQAmnSvr6+tx3333AQBOOukkKJVKvPfee1izZg0AoLOzE/v378f9998PADjttNMwODiInTt34pRTTgEA7NixA4ODg6LgnytWq1VMr5Vjz9G5Qgzw5AHDMLJrjZYvRKPRlBF2IS1e2IFnGAYWiwVerxc6nQ5qtZo8mDMMOb/Zg2yazEwuRuZToVAo4PP5wHEcent74ff7cfDgQZSWlmY9/VwqpIrMp6K4uBh1dXWoqalBe3s7mpub0djYCK/XC6/XC7VanZa/U8iReZ7n5xWZTwVFUbDb7bDb7RgdHUUoFMLevXuhUqnE9nYzvT6ZX+VBYd4BMuHGG2/ESy+9hDfeeAPFxcVi/brBYIBWqwVFUbj55ptxzz33oKqqClVVVbjnnnug0+mwdu1a8dirr74a69evh8Vigdlsxi233ILly5eL7vZLlizB+eefj3Xr1uGpp54CMNma7uKLL04yv5sLFosFANDX15fzYp5E5qWHYRjyOSyC6dLiw+Gw2LJGiLAXFRXB4XCIbvEMw6CtrQ3j4+NJGUGE7EAWQdkh1yPPmSZfxLxAojgZGhqC3+9HPB7H/v37UV5eDpvNlrfXgxw3LZRKJcrKyuDz+dDb24tgMIi2tjY4HA5wHLfolmmFLOZjsRh4nk9bxpxOp0NNTQ2qqqrQ1dWFYDCI5uZmlJaWiu3tUpGv91MuUZh3gEx48sknAQBnn3120r8/++yzoqP8rbfeinA4jBtuuAH9/f1YtWoV3n33XbHHPAA88sgjUCgUWLNmDcLhMFavXo3nnnsuaVJ/8cUXcdNNN4mu95dccgk2btw47zErlUoUFxejr68vpwWAQqEQJ0IyEUkHiczPDs/zmJiYmNYtnqKoJPM5o9Eofj/bQz7TrekIqSFzTnYh53t6BAO8fKS4uBjLli1DR0cHTCYTDhw4AIZhZNMjPd1InWY/E4mbLCMjIwgGg2LLNMHnYCEbEdFoNG1R/lxDyC5N92ee2LHg2LFjCIVC2LlzJ4qKisCy7HGfFTHAkx553vUFwlwW0RRFYcOGDdiwYcO0x2g0Gjz22GN47LHHpj3GbDbjhRdeWMgwU75WrtfNCyKn0NuaSI1QM082VVKnxQtR91gsBo1GI4p0IS1eq9VCo9Es+NzNx82ekF7IJkp2yNXznK35kOf5vIrMT0XwZCkvLxcjjkKPdI/HA47jcjrLMBE5RuZTodfrRZ+Dw4cPo62tLSkFX6vVzvm1otEo9Hp9BkcrX4QU+0zOFSUlJVi2bJnY3u7QoUNJ7e2ELGKCtBAxT5gXFEXBbDbnfK95mqZBURQR8xLDMIzYp7QQHgjxeBxjY2Mpo+wTExNQKBRJafF2u110i8/EIi0dfeYJ86cQrnU5Qc739ORbmv1UhPmNYZikiOPAwAD8fj82b94Mm80GjuPmbfolN6LRaE65kSe2TBNaDW7atGleJmyFnGa/2Hr5+aBUKsFxHFiWRX9/P4LBILZs2QKz2YwTTzwxK20ICdNTmHcAYVGYzWYcPXpU6mEsCoqiRBO8+ewCE9KLIFDzyW14urT4cDiMcDh8XFq8y+Wac1p8uiFp9tJBznt2kPtGoWBiNXW+ENKPMx01zsc0+z2de/C1v34NN550I65Zfg2A4zd0jEYjVq5cibGxMQSDQezduxcajQYcx8HlcuVEhHsqck6zn4mprQYFEza1Wg2WZVFaWjrt+ypkN/tsinkBIaBnNpsxPj6Ozs5OEhCTAYV5BxAWRT6k2QPEBE8OCAI+Fovl3AMhGo1O25M9FotBrVaLIt1sNovfLyYtPt0sJM2e53n84P0f4M4z7oRFa8nQyPIbuXz+hYBcNk1SmVWOjIxgdHRUrPsV5giTyYShoSFs3rwZdrsdPp8PRqMxI9dNPqbZn/PCORiPjeMn//sTuHVuGJnpz51Go0F1dTUqKipw+PBh+P3+pNZ2uRTpzpU0+5kQTNgqKyvR2dmJQCCA5uZmuN1usCx7XEo9icxLt24SNlvybf7IRQrzDiAsinzpNU/EvPRQFCXrXvPzSYvX6/Ww2WwZTYtPN/NNs4/Go3BvdCMcDePtg29j8zc2w1XkyuAI8xe5iMxCIJubJ9OZVQpZOcJ8IYh2vV4PrVabJEgoioJSqUQ4HEYgEMDu3buh1+vh8/nS3qs7H9Psz+HOwTtt74AHj6v+dhXuqLgD5+LcGX+HYRh4vV54PB4cPXoUgUAA9fX1cDqd8Pl80zp5ywk5taZbLAzDwOPxwO12Y2BgAIFAAFu2bIHVagXLsrBarWKpJBHz0kGeY/KgMO8AwqIwm83w+/1SD2PREDEvD6QW89OluQoLcABJafFOpzMpLT6Xo6zzjcwraAVMGhPCw2H0jPZg9cur8db/fQsVpooMjjL/yOVrJtfIROR5upaQo6OjiEQiUKlU0Ov1omB3u90LysrRarWora1FZWUl2tvb0dTUhKamJvh8vrS5seejmL+g8gK80/YOgMkNyHta78HK1pW4oPKCWX93ZISC1WqF1WrFyMgIAoEAdu7cieLiYnAcl/bNlHSSq2n2M0FRFEwmE0wmE8bGxhAKhbB//36xK4EcBK1UyOG9Eyd7eZBfdz0hK1gsFnz00UdSD2PRKJVKIuZlAE3TWRHzsVhsWsGeKs3V7XaLbvFyXbwtloXUzF+5/Ercs+0eAED7UDvOe/U8vH7p6zjBfkImhpi3kIhGdljMeRY2+YR0+Nmi7ML36RZUCoUCPp8PLMuip6cHhw4dQktLC7xeLziOW5Tvi9w9BRbC512fT/o5ykfRO9o76+/96U8UrrlGiRNPjKO+ftIlfenSpaiqqkJHRweam5vFFHyPxyM70698SLOfCY1Gg6qqKlRUVIhdCeLxONra2lBWVpbUsrkQiEQikrblE8yLCdJDxDxh3uSDmz0A0QCPIC0KhSJtYp7n+WnT4sfHx8EwTNIC3Gq1it/n8yJoOhbiZn9u2bmimAeA3tFebOvYRsT8PMg38SR3ZjrfQinNVMGeGGUXymgWE2VPBzRNw+l0wul0or+/H36/H5s2bYLD4RDr6udLPkbml9uXQ8WoMBGbAABUF1XjihVXzPg7AwPA97+vBEBh3z4aiQFPpVIJn88HjuPQ09MDv9+P1tZWuN1ucByHoqKiDL6buZNPafYzIXQlsNls+Mc//gGe57Ft2zYYjUZwHAebzZZ313QqIpGI5NceiczLAyLm58FMu575viOaiMViQV9fX87v6JM0e3kw38j8dGnxQtorkJwW73A4oNVqodfrcz4tPt0sxADvRMeJsGgtOBqe7GjBlXC4ZuU1mRheXkMiGtlBOM+zRdmFOUMQ7ZmKsqcLIfV4dHQUgUAAu3btQklJCXw+H+x2+5znuXwU8ypGhZWOlQgeC6J3uBdNw03YEtqCM7xnTPs7//gHjX9VVeHss+NIdfooioLD4YDD4cCxY8cQCASwdetWmEwm+Hw+sY5bKvIxzX4mhGDMihUrEIlE0N7ejoaGBjQ0NMg2eyKdTExMSJ5mT5AHhXPXp4E77rgDBoMB1157Lcxmsyhmx8bGcPLJJ2Pr1q0FkeZjtVoxMDAg9TAWjUKhwPj4uNTDKHimq5mPxWLT1qVGo1ExYqbT6WA0GlFaWipGzPJtcZopFiLmaYrGOew5+J/A/2AkMoLAsQBe2P8Crlg+c+SL8BkURRExnwGmGlaOjIzgyJEjiMViCAQCSXOG1FH2dKHT6bBkyRKxrr6hoQGNjY3w+Xxwu92zirt8bE0HAH+7/G/Qq/S46rWr8HLLy/hZ/c/w/tffn/a9Ti4FJv/f9743++ZySUkJli9fjurq6qQ6bo7j5nTe0w3P8wUVVAI+c7KnKAoqlQrl5eXw+Xzo7e1FIBBAa2srXC4XWJbNCQPD+SKHmnmAZJrJASLm54Cwc/3EE09gbGwMH3zwAX784x/jjDMmd3mVSiUOHDiAnp6eghDzgpt9rkfmSc289AiC5tixY8fVtErXEYwAACAASURBVKdKi7dYLKJbfCFFIDLFQvvMP7z6YZSoS/D47sdxx6Y78LMtP8PFlRfDrDVnYJQEQjJTM3OEaLtgWJk4ZwjR9srKyryeM5RKJcrKysBxHLq6uuD3+5Pq6qdrsZaPrekAQK+abGF2/bLr8drB1/BB+wd4/9D7OLc8tav9ww9PimClksc558x9TlSr1aisrER5ebnYSq2lpQUejwcsy0Kn0y3+zcwBoX65EMV8IjRNi9kTQ0NDCAaDooEhy7JwOp15c71LLebJhrR8yN8nWxoRLlij0Yhbb70VH3zwAa688kpcf/31WL9+PRiGgdlsxpEjR1BRUZHzInc2rFYrotEoBgcHYTKZpB7OgiFp9tljJrf4eDyO4eFhjI+PQ6fTwW63i4twlUqV1/eS1CykZh4AjJrJ2tzrTrwOzx94Ho1HG/HLrb/Ew6sfTvcQ8xISmZ+dVG0hBdGeWMuemJmj1+uPi7J/+umnUKvVeS3kExHqiV0ul1hXX19fD5fLBZ/Ph5KSkqTj8zHNPhG7xo5LvZfilcAr2LBpA75c9uXjnim7d1PYv58GwOOcc+JYiKcYTdNwu90oLS3FwMAA/H4/Nm/eDLvdDo7jYDKZMvosE9YyhXKdA5PveSYxW1xcjGXLlqG6uhodHR1obW1FU1MTPB4PvF7vtBtcuYLUYh4gUXm5UDh3fRoQDLNefvllPProo9i4cSO2bNmC5557Di6XC4cPHwaQn+6wiRgMBjAMg/7+/pwX88QAL33MJy3eYDDA5XJBp9OJ6a8VFaS9WbZZSJp9IkpGiYe+9BAu+vNF+MO+P+Bby79FjPDmQD4/H+bLdBt9gv9FYoRdKKUR2kLOhVx8HqdjvBRFwWw2w2w2iy3WduzYAYPBAJ/PB5vNJm7m5dr5mQ+xWAzfqvgW3jr8FnZ37cabzW/i32r+LemYJ5+cjGZffnkcTz21uA3+xFZq4XAYwWAQe/bsgU6nA8dxcLlcGdk8EUrV8nljZipz7TGfaGB45MgRBAIBtLW1weFwgOM4GI3GnLsHYrEY4vG45J4AxABPHhAxPweECIrFYhH7q99888047bTTcPvtt+Oiiy7CgQMHMDY2JuEoswdN0zCZTOjr60N5ebnUw1kwJDI/fwS3+FSifWxsDAzDJJnPmc3mWY2k0ulmT5gfQpr9YgTPmd4z8e81/47Xml7D+n+sx7uXvwuaKpwF5UIppMg8z/PTbvQJJk5CX/bEjb50+V8U+mJTaLFWWVmJUCiEAwcOgGEY+Hw+xGIxyaN7mSQej8Oms+F7J38P9269Fz/f/HNcXHUxGHpSwPf2An/+8+Q1dsMNsQVF5adDq9WipqYGFRUVOHz4MNra2tDU1ASv1wuWZdPaVkyoly+ka32uYl6AoijYbDbYbDaMjIwgGAxi9+7d0Ol0YFkWLpcrZ8oUhECU1JkYhXS9yRki5ueBkLYGTN5Iq1atwmuvvYbHH38cTU1NBSUM86E9HRHz0zNTWjzP89BoNKJIt9lsi0qLZxiGGBFKhCCUFhu9/NUXf4W/t/0dOzt34qUDL+Ebdd9I1xDzknxdAEWj0ZSO8ami7IJgn0+UfSHkYmQ+UwgZUGVlZejs7ITf78fIyAgMBgPGx8cl7VmdKWKxGGiaxs2n3Izf7v4tPj3yKV799FWsrVsLAHj2WQbj4xROOimOk0/OzAabQqEAy7Lwer1iZLi+vh5OpxMcx6XFnG2+wjYfiEQiC37Per0eS5YsQVVVFQ4fPgy/3y+m4LMsC61Wm+bRphfhvRdSJgZhegrrzl8gws2yZs0acddOqVQiFovBaDTiJz/5CdauXQubzZZ0fL4ipO/luphXKpWIx+N5XzM4HfF4fNpomVCLJSy2S0pK4HQ6RfO5dJ6v6dzsCZlHEDmLvQdKi0tx26m34c7Nd+KuzXfhosqLYNLkbglONsjVyLyQnZNKsAtR9lTlNFJ1mcjV85xJEuu7P/zwQ4TD4aS6+nwy8o3H42AYBkaNET889Ye4q/4u3L3lbly25DJQvBJPPz25prvuuljKdnTpJDEyPDw8jEAggJ07d6KkpAQcx8Futy/4Hik0J3sgPRsYiRstfX19CAaD2LRpE2w2GziOg9lsluVmoBzq5clGqXwgYn4OJIr5RBiGEZ1gy8rKpBiaZAhp9rmM8BAQ6rnzEZ7nMT4+nlKwj42NgabppGiZ0F9Zq9Vm7UFBxLx0CHPbYurmBa7/3PV4/sDzaO5rxq+2/goPfunBRb9mvpILC6DpouxCdk5iOU22ouwLJRfOtxRQFAWlUgmr1QqbzQa/349t27bJpm96OkgsI7jxpBuxcddGHBo4hD9+8kfYAtegvZ2C1crjsssWPwfOh6KiItGcrb29HY2NjWhsbATHcfB4PPO+j4iYXxwURcFiscBisYheB3v37oVarQbLsigtLZVV5oMcxDypl5cP8rkyc4SpEaxCvZAtFkvOi3mapkHTtOiMnMtEIhGEw2GMjIwcF22Px+NJafFWq1X8Xq1WS34NEzEvHYlp9otFxajw4JcexCV/uQS/+/h3uKLuCqywr1j06+YrcogYC1H2VI7xcoyyLwQ5nGc5I0TXioqKUFdXh+rqagSDQXzyySdQqVTw+Xw5VUs8FSEyD0y2q7v1tFtxyz9uwa8/+DXK374KgBJXXRWDVMbmiS0Fe3p6xP7obrcbLMuiqKhoTq9TiGn20Wg0I+nwgtdBZWUlOjs7EQwG0dzcLH4mer0+7X9zvshBzJO5VT4U1p2fBnJlAZNpzGaz6B+Qy+RS3fx80uKLi4vhcDgykhafbhiGSUtkmDB/hJ31dJ3/s9mzcWn1pXi9+XWs/5/1+PvX/k7M8FKQ7Q00Icqeqi/71Ci70+kUzeikXiymC6k3LOXM1ACFSqVCZWVlUl19c3OzmIqca3X1Qs28wHdO/A4e3fUo2o+1oyP8NGj6+7jmGuk3k2mahtPphNPpxODgIAKBALZu3Qqz2QyO42bNkiCR+fTDMAw8Hg/cbjcGBgYQDAaxZcsWWCyWOX0mmUQOYp5E5uUDEfPzQHB9FnajEnelhAuapumCuLitViv27dsn9TAWjdzEPM/zmJiYSBlhD4fDoGk6aeFtNBplnd46F0hkXlrSKeYB4Fdn/Qp/P/R37Di8A6/876NYe84PkPFi1Bwk3VGN+UTZBQ8MoS+7nDf7Fgup65yZ6fwyEoXMkSNH4Pf70dbWhtLSUvh8vjlHjKUmMTKPeBza5jb8lD8L1+FF4Av34WLXtfB65XX9GwwGrFixAjU1NWKWhFKpBMdx06Z7EzGfORLbDdbU1KC9vR379+8HwzBgWRZutzvr6y+pxXyiFiJIDxHz82A+u1D5PrHmgwEeMJniJoWYnxopSxTssVgsKS3eYrHA6/VCq9VCo9Hk3cKUiHlpEdrTpQuX3o2Vg7djD/U7cOt/AR39IqKXX47ImjXgOS5tfyeXWcw9PN3cMTo6mjLKnthpohDJxQVnNuf42frMJ5q2DQ0Nwe/3ixHjsrIyaQ3CJiaAma7ro0dR8sEHsIRCUH76KagPPwR17Bi+TQO7z1fCWP4MLr6ZASDPa0StVqOqqgrl5eXo7OxEIBBAS0tLSsf1aDSa12vOVCzGzX6haDQaVFZWory8HN3d3eJnUlpaCpZls2YeKbWYB0hkXk4QMT8HeJ5HMBhEZ2cnenp60N3dja6uLnR3d6O7uxu9vb04cuQIBgYGMDQ0hJGREdA0jYmJCamHnjEsFgtJs58FIS0+VWr8xMQEFAqFuNAuKiqC3W4X0+IL6aFMxLy00DSdtsj8yAhwzTUafPD/bgGoH4Kn1oCJvAXm7ruhvvtuRE87bVLY/5//A5hMUD30EKIXXoj4kiVp+fu5xEwiM1WUXfgaHx+HQqEQU+FzqaRGCkhkfmYEE9+5UFxcjOXLl4t19Xv37oVGoxHr6rN27cVioF96CYoNGxB59lnwX/wiEI2C2r8f1M6doLdvn/xvayuWT/lVXq8Hc9JJeGLpKYh/ywe+Sp5CPpHELIn+/n4EAgFs2rQJDocDHMfBaDQiFosVZM28VO+Zpmm4XC64XC4cO3YMgUAA27Ztg9FoBMuyi+pMMBcikQh0Ol3GXp+QWxTWnb9AWltbUVNTA7VaDZ1OB71eD4PBAKPRCJPJhLKyMnz+85+HyWSC2WyGSqXCunXrZLFzlikEMZ/rCyWFQoFIJLLg3xfS4qdzi6coKqdcn6WAiHlpSVeafWcnhcsv1+KjjxioVDwef3wMZ1zwJMJvXQjlq6+Cqa+HYts2KLZtg/pHP0Ksrg6KPXugeughhP/wB8TOPz8N7yY3EObMaDQqGlemirJrNBpRtAuCvZCj7Asll59RmWYhbSkTI8YdHR1oa2tLqqvP5PVJvf8+FLffDvpfZX6KG24AnE5Qe/aAGh097vgRrxdYtQqqs84Cv2oV+KVLgRwVvUJbYLPZjNHRUQSDQezevVtcT+RTS8G5EI1GZbGOKikpwfLly8UUfKEzgdfrzdj9IBd9QeZWeZCbM1qWMRgM0Ov1ePfdd+F2u0HTNNRqNVQqFRQKBRQKBRiGER+I0WgUd955JwYHB2G1WiUefWbIlzT7uUbmExfdUyPtsVhM3OjR6XQwm83weDyi6zOZ7GZGMMDL9Y2hXCUdkflPPqGxZo0WHR00LJY4Xn55DKeeGgNQgujXv47o178OqqMDir/8BcpXXgFz4AAUe/YAAKjhYWjXrMHEVVdh4tFH866+XmgPmSjYh4eH0dTUJEaWctG4MlfIxTT7bLIQMS8g1Ax7vV709vbC7/fj4MGDcLvd8Pl86XX93rsXqssuAxUKJf0z3doKtLYCAHiDAfzJJyO+ahXiq1aB//znsXX/fixbtgwWiyV9Y5EBOp0OtbW1qKysREdHB5qbmzEwMACFQpGTRoXzhed52Tn4q1QqlJeXo6ysDD09PQgGgzh48CCcTic4joPBYEjb35JazJN5VV7I5y6QMUVFRVi5ciUqKyths9lmPV6lUuHw4cNZGJl0WK1WHDt2TDY7owslMTIfj8enTW2dmhav1+ths9kKMi0+3QjnrhDTBOXAYmvm33mHwbe/rcXwMIXq6hj+67/CKC8//vV4txuR738fke9/H/T+/VC++iqUjz8OKhoFBUD53/+NiYcfBnL0XorFYin7sidG2RMj63a7HV6vF0qlkmxiZRhyfqcnHZuoFEXBbrfDbrfj2LFj8Pv9+OCDD2C1WuHz+WAymRb/GTAMMEXIAwDPMIhdfTXiN9wAvroamLIxMdXNPt9QKBTgOA5Hjx6FSqVCf38/2tra4HK5wHEcSkpKpB5iRhCy+eS4ZqAoCg6HAw6HA8PDwwgGg9i5cyeKiorAcRycTueir0nB1FRKyLwqH+R3F8gQnU6HzZs3z+t3hMVxvl7swi53X18fHA6HxKOZO1PT4gcHBzE6Oort27cjHA4DgCjQpxpIkUV3ZhAeakTMS8NiIvNPPqnET36iRjxO4ayzovjTn8IwmWb/vXhdHcbr6sD8/e9gGhsBANGLL5a9kBei7Kkc44Va9kQfjOmi7ENDQyRdPkuQCNLMLCYyn4qSkhKsWLEC1dXVCAQC2LNnD3Q6HXw+3+JEzJIlQFEReIoCeB4YGQHF86BiMfAXXAC+tjblryW52ecx8XgcBoMBdXV1GBoaQiAQwPbt22E0GsFxHOx2e16tX4SMSrmvGYqKirB06VJUVVWho6MDra2tSSn4Go1mQa8rdWQeIAZ4ckLed4GMEHav+/v70d/fj/HxcQwNDSXVO46MjIhp2O3t7bjmmmuwJE+NnYQFqlzFvBAlS/WVmBYPTEaGq6qqSFq8RNA0DZqmSd28RCykZj4aBW67TY1nnpkUo1dcMYFHHhnHfNcWY888A16vB+/1AjJKC506fyRG2+PxeJIPhmBcqdfr57zhR+aY7EHKd2Ym3WJeQKPRoKamBhUVFaKIaWpqAsdxYkbKvFAoMHHkyGc/x+PA0BAwMADMUM6Y75F5gUQ3++LiYtTV1aG6uhrt7e1oaGhAY2MjOI6TpI1aJohEImAYJmfubaVSCZ/PB47jcOTIEQSDQdTX1yeZGM71vcTjccRiMck/x1w594UAEfNzRFgQ/PGPf8Rf/vIXcTcwFovh2LFjmJiYEB+KGo0GR44cwbnnnpu3Yl7ouyll3XxiWvzUOvbx8XEwDCMuuHU6HaxWq/i98NDr6elBIBDIu3q6XIOIeemYb2T+2DHgqqu0eO89BSiKxy9+MY6bboosqNQ9fsIJ8/+lNDHfKLvdboder09bLTuJGGcPsuicntla0y0WIQ2cZVn09PSIdfUejwccxy3ckZumAYNh8msaeJ4vmMh8qsw2oYbb5/MltVFzu93gOC69ngZZJldLPBNbPSaaGGq1WnAcB5fLNev1KpSG5uL7J2QGIubnid1uR2VlJT73uc+htbUVGzduxGWXXYY777wTarUaBoMBBoMh781HBFfVTIt5nucRiUSm7ckOIClKluj4PJcoWSZb0xHmDnG0l4651MwfOULh7rtVWLduAuvWaXHgAAOtlsczz4zhkkvkff/MlqWz2Cj7QiDiMnvkYmQ+m+OdT2u6xZBYRzw4OIhDhw5h8+bNsNvt8Pl884pMzhVhk7JQxPx07zOxjdrAwAACgQC2bNkCq9UKjuNgsVhy7h6Rm/ndQkg0Mezs7ITf70dTUxM8Hg+8Xu+0G11CVoKU13Uuzqv5TG7fCVlEeNitXbsWa9euBQBcf/31OOmkkzAyMoL6+nrceOONUg4x61gslrSJeWHBncoxPhqNQqVSiQtuo9GI0tJSMS1+MQsRIublARHz0jFbmn08Dlx3nQbvvqvAiy8qMTFBweGI49VXw/jc59LTn36xCF4YqcznxsbGwDCM2OIt0bxSp9NJkoJLURSJzGcJcp5nJlNp9jNhMBiwcuVKhMNhBAIB7N69G3q9Hj6fDw6HI23jEea1Qkizn6vnjNFohNFoRE1NDYLBID7++GOo1WpwHIfS0tKc2fjIBzEvIHQg8Hg86O/vRyAQwObNm2Gz2cCy7HGbLaRenjCV/LgTskw4HMa1116L/fv346WXXkJDQwPuuusuhEIh3HvvvQWzYzXfNHue56d1i0+VFm+xWMTa/ExN2kqlEtFotGA+M7lCxLx0zJZm/8QTSrz7rgIAj4kJCpWVMbz5ZhgeT/ZFUiwWm7YveywWS+rLnijYVSqV7O5vIjKzh9w+ezmR6TT7mdBqtWJksr29HU1NTWhqaoLP54PH41n0c194phSCmE+smZ8LGo0G1dXVqKioEKPCzc3N8Hq9YFl2wcZs2SISieSNmBcQMl7NZjPC4TBCoRA+/vhjqFQqsCwLt9stdmCSWsyT55e8yK87IQvEYjHce++92LZtG1588UXU1taitrYWJSUluPXWWxEOh/Gb3/xmxpSnfMFisWBgYOC4f5+YmEgZYQ+Hw+B5Xkxr1Wq1YlqrVAtuhUJRUHV1coWIeemYScx/+CGNn/5UKBmavDcrKuIZFfJzibLneotIIi6zB1l0To9wbqQWuwqFAj6fT6yrP3ToEFpaWuD1esFxHLRa7YJeV9iokPr9ZRqe5xe85mQYBh6PB263G319fQgEAqIxm1D+IEfyvfuNVqsVN1u6uroQCATQ3NwMt9sNjUYjuZgnkXl5kb93QpoRIre7d+/Gxo0b8fzzz+OUU07B+Pg41Go1Vq9ejQceeACvvvoqAOkfjplmbGwMsVgMhw4dwk9/+lO0trbC7/dj+fLl+I//+I+ktHiDwQCXy5WWtPh0IzwMhBokgjQQMS8d06V89/QAF16oQzz+2QO7uJjHihVx8DwWZHiXiBBlT9WbXYiyC3OI3KPsC4GIzOxAsq6mR25p6DRNw+l0wul0or+/H36/H5s2bVqwsCwUJ3vh2bmYNQxFUbBYLLBYLBgdHUUgEMCuXbvS2hs9neRjZD4VDMPA7XbD7XaLfgehUAhKpRI9PT2w2WxZn994nifPL5mR/3dCmhBuFrfbjdtvvx0XXnghACQZ3X3pS1/CqaeemnR8NnjiiSfwwAMPoLOzE8uWLcOjjz6KM888c9GvG4/HEQqF0NTUhObmZjQ3N4vfBwIBKJVK2O12DA8Po6KiAqtXr8bJJ5+Murq6nJlkKYoCwzCkbl5iiJiXjuki883NNMbGJr/XaHj84AcTuO66iTn1kRcQouypHOOnRtkTRXsuRdkXAhGX2YWc79TITcwnYjKZYDKZkoRlSUkJfD7fnHumF0rGnfDsTNe6S6fTYcmSJaiqqkJ7e7vYVpBlWXi9XqhUqrT8ncWQq272i0HwO1CpVOjv78eBAwdA0zRYloXH48nq+SCReXmRG4pLRrjdbtx0003o7u5GLBbD+Pg4xsfHEQ6HcezYMdA0nRYhPVdeffVV3HzzzXjiiSfwhS98AU899RQuuOACfPrpp2BZdtGv/c1vfhPl5eWorq5GTU0NLr30UtTU1KC6uhpvv/02nn/+ebz++utpejfSQEzwpIeIeemYTsyfcUYcd989jm3bGDz99BhKSqZ/jcQo+9RI+9Qou9AiUq/X502UfSGQyEZ2IOd5euSSZv//s3fmcXKUdf7/VN/n9PR9d1X1HLkmQCQK7CKKB6C4ui6usiiaBXmRFyBgWFHwh6uryK4Cm13cVVhZXRdh97eu608R1oDozJAZSAhJCAmZI9PHHJm75z76qt8fsYruTs/ZR1V3P+/XK69MJj3dT9XUU/V8nu/3+/muBi8s+bp6vmc6wzBCDfFK1FJkvhTlBHz5A03TGBsbE9oKejwe0DQNo9FY1M/bCMlksuq7Rq0Ex3GwWq1oamrCyMgIotEoenp6JPF7IYgDEfMbJJVK4frrr8fS0hKmpqYwNzeHqakpzM7OQqfTYXl5GWNjY2Ubz6OPPoqbb74Zn//85wEA+/fvx29+8xt8//vfx0MPPVTQe//Zn/0ZrrvuuhV3YW02m6h95osFb4JHEA8i5sVjtZr5u+5K4K67zvW0zRdl54V7vii7zWYT+rLXQnRsI9TqBoYYkDT7leHnfSWcH6VSCZZlQdM0hoeHEQ6Hs+rq8xm21YJ3EVD646QoCg6HAw6HA7Ozs4hEIujs7ITZbAZN06KkeleTm/1GSSQSQskq33JwZmYG0WgUnZ2dMJlMoGkaDoejpJtZlXDfqBVqcyYUgFwuB8dxcDgc2LlzJxwOB6xWK+LxOB599FF861vfKttY4vE4jhw5gq985StZ37/qqqvQ0dFR8Puvtetps9kQi8UqfrHEu4MSxIOUOohHbmu6dDqdt+PE/Pw8UqkU1Gq14BhvtVrh9/trPsq+GUjEuHyQ6zI/vEFcJZ0fmUwGj8cDt9st1NW3trbC5XKBYRiYTCbhtbWSZl9OYWs0GtHS0oLm5mb09/fj5MmTkMvlQqp3ucZRKzXz+cjnZl9XVyf8XgYHB9HV1YW33npL+L0UM4uBPLukR23OhAJZKa28paUFX/3qV3HttdfCbreXfBzj4+NIpVJwOp1Z33c6nRgeHi7551utVsRisZJ/TqkhafbiI5fLscQXaBNKDsdxSCQSmJ+fx9zcHBYXF3H8+HGh68RKbSJ1Ol1NLI5LTSWJp0qHLDxXRowe88Uis43X/Pw8IpEIDh06BJPJBIZhYLfbK/r4NoIYGQgqlQoNDQ1gWVZwW+/p6YHP5wNN09DpdCX9/Gp3s1+N1VrTqVQqsCwLhmEwNjaGSCSCM2fOwOVyIRAIFK07AXmGSYvanAklYvfu3Th69CiGhoZgt9vLFrHO/Yxyfa7NZsPS0hLm5+dhMBhK/nmlgoh58ZHL5av2OidsjnQ6vWJfdr7mkF/s8lF2nU4HtVpNHtYlhojM8lCJmWPlGm8lnpt86PV6bN++HY2NjVnR4vr6+poQ8xvtMV9M+EwJj8eDqakphMNhtLe3w263g6ZpWCyWklxjJDK/utldZmnE3NwcotGo0J0gEAjA7XYXNDcqLaOn2qnNmVAgo6OjiMViWF5exvz8PObn5zE7O4sf/vCHqK+vF9JZSn2h22w2yOXy86Lwo6Oj50XrS4H5D7bWk5OTRMwTCoLUzG8ePsqer8Xb4uIiZDJZVl/23Ch7f38/pqam4PP5xD6UmoEsgsoLOd/5qbbIdWa0+OzZs+ju7kY8Hkd3dzcCgUDeuvpqQCpR6vr6elx00UVYXFxENBrFsWPHoNFoQNM03G53UTccatHNnmc9Yj4Tg8GA7du3Cyn4fX196Orqgs/n2/S8IPdUaSH+7K8g+Aff448/jl//+tdQqVRChKuvrw9KpRL/9m//hq1bt5ZlPCqVChdffDFeeOEFfPzjHxe+/8ILL+BjH/tYyT9fqVTCZDIhFosV7JwvJkqlkqR4iwwR82vDR9nziXY+yp6ZFr/eKHtuzTyhPJDIfHkg53llqk3M88hkMni9XsGQeHZ2Fm1tbXC73WAYpurcvqVm9KfVarFlyxY0NjZiaGgI4XAY3d3d8Pv98Pv9BW+qcBxXswZ4/Ob9ZjYyFAoFaJpGIBDAxMQEIpEIWltb4XQ6EQgEYDabiUivUGpvJhQBhmHwrne9CzRNC71QrVYrfvazn+HQoUO49NJLYbPZyjKWffv24cYbb8Tu3btx2WWX4YknnkA0GsXevXvL8vkWi6XiHe1JZF58iJg/R2aUPV9fdoqismrZLRaL4Bi/2YXNam72hNJAFkzlpdLOd7nS36tVzPNwHAetVosLLrgAc3NzCIfDggs7wzCw2WwVd23kQ2pinkcul8Pv98Pn8wnisa2tDU6n8zyzwo2QTqfBcVxNinnerLmQrASKomCz2WCz2bCwsIBoNIqjR49Co9EgEAjA4/Gsej1VS3lONVF7M6EA+IfejTfeiBtvvPG8/9+1axfuuOMOPPnkk/jyl79clhvspz71KUxMTOBv/uZvcPbsWbS0tOC5554DTdMl/VzgUpsGwAAAIABJREFUbQOaahDzxM1eXGpNzGdG2XMj7blRdovFAp/PB71eX5JadplMRqKXIkDOeXmQ6sIz04Qy9z5AURRomi65O7hUz02xyOwzbzAYBLfvaDSKEydOQKVSgabpNcWL1JF6lDpTPGaaFRqNRtA0DafTuaFNJX69JuVjLhWJRAIURRXtetXpdNi6dSuampowNDSEaDSalYKfz8iQ1MtLj9qbCSXEaDSC4zj09PSU9XNvu+023HbbbWX9TJ5qEfMkMi8u1Srm8/Vl52vZSxFl3wwkMl9+yEKofIi9acJxXN6Nu/n5+ayNO71eD5vNBr1ej3Q6jXA4jN7e3lX7qBdKtUfm8wVUVCoVGhsbhbp6vl99IBCA3+8vaguvciHVyHw+eLPCpqYmDAwMoLu7G11dXUILNZVKteZ7JJNJyGSyqr52VyKRSJSkDWxmFkUsFkM0GkV7eztsNhtomobVahU+U+x7KuF8iJjfBDMzM3jzzTcRj8cxPT2N2dlZTE9P48UXX8TLL7+Mhx9+GABq4kZDxDyhGFSymM+Nsmf+4R+8fF92s9kMr9cLnU4HjUYjCVFHaubFgSyIykc55lkqlTovy2Z+fh6Li4vgOC5r485sNgtf59u4UyqVcLlciMViCIVCQr03y7JFNZutdjGfTqdX3BiVy+Xw+Xzwer0YHx9HOBxGX18fPB4PGIapKFPfZDK5LhEsJZRKpdBCbXR0FOFwGGfOnIHH4wFN06uef2J+V7pjz2z5uLS0hP7+frzxxhtQKpUIBALwer2QyWSSWLsQ3oaI+Q3Ap6R1d3fjpptugsPhQDweB3BOENrtduzfvx+f/vSnAdRG9MVisVR8r3mlUknEvMjIZDKkUilJp32u5hifG2Vfa7EuJUiaffmR6jVejRTznrJaavzS0hLkcrmwcWc0GuF0OqHX66HRaDYsmjMX1XNzcwiFQujo6IDVagXLskUxq5Ly/bYYpFKpNSPtFEXBbrfDbrdjdnYW4XAYHR0dsFgsYBgmKyIpVaTiZr8ZKIqC0+mE0+nEzMwMIpEIOjo6VvU1kHpZQSkptZjPRKPRoKmpCQ0NDRgeHkYkEkF3dzdYli2b0TdhfdTmbCgQn8+HPXv2wOv1oq6uDnV1daivr4fb7S5LSzgpYbPZ0NvbK/YwCoKPzFf7wkbK8A/mdDotarpgOp3G0tJS3r7sfJSdT4mVYpR9M5A0e3EgGyjlYTPneTOp8TqdriTpr8C5eu+dO3eiqakJkUgEr7/+OvR6PViWhdPp3PRn1kJkfiPPE6PRiJ07dwp19cePH4dGowHDMAX35S4llZRmvxp1dXXC+e/v78ebb74JuVwOmqbh9XqFdQIR8+XNSpDJZPB4PPB4PIjFYojH4xW73qlWanM2bBL+4nW5XPjKV76yrp+Zm5urqHStjVItafZAbaduiQ2/SCrXomStKLtWq80S7ZUSZd8MJM2+/JCFUHlZ6XwXMzW+HGg0GmzZsgUNDQ0YGBjA6dOn0d3dDYZh4PV6N3zvrAUxv5njU6vVaGpqQjAYxNDQEPr6+oRe9X6/X3Ip7dUi5nnUajUaGxsRDAZx9uxZRCIR9PT0CKZsRMyLt06tr68nG9ESpDZnwyZJpVIYHBwUbiaZCwTe3THze4ODg/j4xz+OQ4cOiTHcslANYp5/CBIxLx6ZYr5Y8FH2fI7xmVF2qdaylwsSmRcHsiAqD3xqfL57QbFT44vFWvcfhUIBhmEQCAQwPDyMUCiEnp4eoYf0esVmOp2u6ntdoSI30xRsbGxMqOv2er1gGAZ6vb6Io9081SpuZTIZvF4vPB4PpqamEA6H0d7eDr1eD6VSWZPZlGKLeZ5aO+9Sp/pmfwmJRqO47rrr8Prrr69440wmk0Kabn9/P1577bWqvuFYrVbEYrGKPkaKoogJnsjwrVY2I+ZX6su+uLgIAFnRtfr6emHhXo2Ln81AaubLT6XeK6VMvtT4+fl5AMBrr71W9tT4Qljv85RPf3W73ZiYmEAoFEJfXx98Ph8YhsnbVir3c0hkfm0oioLD4YDD4cDMzAzC4TBefvll2Gy2ovkXFEK1ReZzoSgKZrMZZrMZi4uLOH78OKamptDZ2QmapiVdAlFsEomEqJtIZK0gTchqdgOo1WocO3YMjz76KObn5zEyMoKxsTGMj49jcnISU1NTmJ2dxcLCglBTolAoMD8/X7Wp9jabreIN8ABigicFVhPzG4my19fXw+PxCNE1qS3UpQZJsxcHsijaHBtJja+vr8fMzAwuueQSyURRS0FmH++ZmRmEQiG0t7fD4XCAZVnU19fn/blqT7Mvhcitq6vDBRdcINTVHz16FFqtFgzDwOVyiXI+q13MZ6LVamEymWA0GmE0GtHX14euri74/X4EAoGKbC24EaQQmSdrKulBxPwGMBgMuOSSS7B//35hl9BqtaKxsVF4kNrtdlgsFpjNZphMJiEaUK3wkXmxjcsKhUTmxUcul2N5eRnT09N527wB50fZ+a/FfrhVMiTNvvxQFEXE/Cqs5RqvUCiEub9aanw6ncZbb71VU/eHuro6XHjhhWhubkY4HMbhw4dRV1cHlmVht9uzFuLVLuZLeXwajQbNzc0IBoMYHBxEb28vurq6QNM0/H5/Wa+5ZDJZ0euvjZJMJqHVagUPg/HxcUQiEbS2tsLlcoGmaZhMJrGHWRKkIuaJoJcWRMxvgLq6Ojz33HNQq9VQq9U1dfNcCavVinQ6jenpaVgsFrGHs2kUCgUSiYTYw6gJctNh+T9LS0t48803oVQqhRRYk8kEt9st1LJX88JTLPhzWu0Le6lBxHzpXeNr+RxrtVps27YNjY2NiEajOHnyJBQKBViWhcfjEcprqnlRnkqlSn5PUygUgldBZr90vq6+HMGcSm5NtxkyPQIyWwvOzc0hEong0KFDqKurA03TcDgcVfVck4KYJ0iP2pn9RcJsNos9BElRV1cHhUKBycnJihfzJDJfXJLJZF7H+HxRdrfbjUQiAZ/PB6/XK/LIawt+oVPLwqfcVLOAyofYrvG1dr4zUSqVaGhoAMuyGBoayjLLSyQSVSV0cilnxmBmv/Tp6WnBrM3hcIBhGNTX15fkOkyn0xWfGblRVjL8MxgM2LFjB5qbm4VuD6dPnwZN0/D5fFUhgqUg5mv5fipViJgnFIRMJqsKR3si5jcHx3Er9mWPx+NQKpXCwnytKPvIyIhIR1Hb8A/mWlsQik21bZ4UKzW+2GOqREqxWJbJZMJm6djYGEKhEKampmA0GrG4uAitVlv0zxQbsWrJTSaTUOoQiURw5MgR6PV6MAwDp9NZ1Oud95mppch8IpFY9XiVSiVYlgVN0xgdHUUkEkFvby+8Xi8CgUDFeljx91gxxXy1Z/NUKrUz+wkloxrEPDHAW52Voux8ZI3vy85H2TdTyy6Xy0nttghkptkTykMl18yXOjW+FJDF59tkOrMfPXoUs7OzaGtrg9vtBsMwqKurE3uIRaMcafarodVqsXXrVjQ2NmJgYADd3d1ZdfXFEOC8mK+ljdj1tuKTyWRwuVxwuVyYnp5GJBLBwYMHYbVaQdM0bDZbRd0bUqkUOI4TVcyTenlpQsQ8oSAoiqoKMc93Hahl+Ch7Psf4jUbZN4NcLicbKiKQGZknEHjETo0vBvyGCVl85kepVMLtdsPj8SAcDuOVV16B2WwGy7KwWq0Vfd44jgPHcZIQuQqFAgzDCHX1oVAIvb298Pv9oGm6oKwIfsOikn9XGyWZTG5Y0JpMJqELQX9/P06cOAGlUgmapuHxeCR131qJRCIhdMkSi0rdhK52pH/1EiSP2WyuCjFfK0KSj7Ln68ueG2V3uVxCZK3Uu8HVHpmfXp7GB575AO7cfSdubLlR7OEIUBRFes2XGalE5qWYGl9MpHCOpQxveqnX67Fjxw7BLO/48eOit1srFP5ZIqWxZ0aKY7EYwuEw2tra4HQ6hbr6jVJrTvbA+iPz+dBoNGhqakIwGMTZs2cRiUTQ09MDn8+HQCAg6XITvrxAzI0bEpmXJkTMEwqGb09XyVSbmM+Nsmcu0nOj7HV1dYJoF3ORvlqf+Wpgy+NbsJBcwB0H7oBKrsKntn1K7CEJkF7z1U0lpsYXk0o6hnKONbeDhVqtFoTOwMAAenp60N3dDYZh4PP5zhNQUq6flXr6Od/eeGFhAZFIBIcPH4bRaBTq6td7XmvNyZ43/Cv0mOVyueAhEYvFEIlEhI0VmqZLZlhYCFKolycbpNKkdu4AhJJRLWn2lSjmc6PsmX/yRdn5r1UqldhDPw+5XF7V7QGvCV6Dn3f/HBw43PL8LTg7dxZ37b5LEgsG0mu+vJQqMl8NqfHFhKTZr85KYlwulwvt1kZGRoS08EAgAJqmoVKp8POun2Pvc3vxjSu+gdt23ybC6FdHipH5fOh0OqGFIO/A3tXVBYZh4PV615ybYpn8iQW/TitmpwuLxQKLxYKFhQVEo1EcOXIEOp1OcpkpYot5gETmpUp1PsEJZcVqtSIajYo9jIKQsgFevig7/2d5eRkKhUKIpPGpsDqdDlqtVjIPofVQ7ZH5G1tuxM+7fy78+2vtX8Powii+/Z5viziqc5A0+/JSyGKo2lPjiwm5plcnNzKfC0VRcLlccDqdmJycRDgcRmtrK9xuNz773GeR4lK458V74NA78IltnyjjyNem0mrJMx3Yh4eHEQ6H0dPTI9TVazSavD9Xa2Kerxsvxb1Mp9MJhoWDg4Po7e1FV1cX/H4//H4/1Gp10T9zI8TjcUkGYgjiQ8Q8oWBIZL44JJNJLC4u5m3zxnEcNBqNINp5wS7VKPtmqHYxf7nvcuiUOiwkFoTv7bTvFHFEb0PS7MvPWkKz1lPjiwGJzK/OWmKeh6IoWK1WWK1WzM7OIhwOY5tuG96cfxMcOHz2l59FIp3AX+z4i4LHFI8DbW0UPvCBwjZi1ntsUkMmk8Hj8cDtdgt19a2trXC5XGAYBiaTKev1hdSPVyL88ZZyTisUCiEzZWxsDJFIBH19fXC73aBpWrSOD1KIzAPkfipFaucOQCgZNputKmrmU6lUyRcAHMdheXk5r2Dno+y5UbVKjLJvhmoX82qFGu8LvA/PnnkWACCn5LjQcaHIozoHSbMvL5mLIZIaX1rIwnNlNvO8MxqN2LlzJz418ym82f7muffh0rjpVzchlU7hMzs/s+nxHDtG4UMfUiIWAx56KIkvfnHz96RKj1hnpn/Pz88jEong0KFDMJlMYBgGdrsdFEVV/HFulM042W+WzDaOs7OziEQieOWVV1BfXw+apuFwOMp6f5GKmCdID7IaIBQMb4AnZTOcteAXxslksiiR7nwL9NwoO78oz4yyK5XKij2HhVLtYh4APtr0UXDgMDo/isPDh3H3i3fjfz/1v5BR4m7UEDFfWnJT48fGxrCwsICOjg6SGl9CSJr96hTyzL6cvhxof/vfckqOidAEoqYovF7vhgTm0hLw4INyPPKIHOn0ufE884ysYDFfLXNHr9dj+/btQl39yZMnIZfLwTAM4vF4zYl5MTYyjUYjWlpa0NzcjIGBAbz11ls4ffo0aJqG1+sti8hOJBKiuu1X8hq/2iFinlAwVqu14tPs5XI5ZDLZhsQ8H2XP5xifG2U3GAw1FWXfDDKZrOrF/PXbr8f126/HwOwA3vnjd+KVoVfw1JtP4bM7PyvquEjNfHFYb2o8RVGCczhJjS8t5LyuTCGZaLtcu6CUKZFInzMt3W7fjuvecR3C4bBglhcIBNZ8nnIccPXVSrz66tvj0Ok4vPhiYWVv6XS66kSuSqVCMBgEwzA4e/YswuEw5ufnYTAYsLS0tGJdfTUhdllB5u9gZGREaG3n9XpB0zT0en3JPjuRSIiW4p8JuadKDyLmCQVjtVoxNzeHeDwuukFIIaxUN89H2XMX6AsLC0in01mO8Q6HQ6hjreUo+2bgSx1qAZ/Rh6/+0Vdxf+v9eKD9AXy44cOw6WyijYfUzG+MlVLjFxbO+SGslRrf39+PWCwGs9ks5mFUPSSStDqFiHmNQoPLfJdhIbGAE6Mn8MboGzi6cBQf+eOPYHx8HOFwGKFQCF6vFwzDQKfT5X0figJ27Urj1VcpAOd+V088kUShmqWaIvO5yGQyeL1eeDweHD16FLOzs2hra4PL5QLLsjAajWIPsWTwvdbFRiaTwe12w+12Y2pqCpFIBC+//DJsNhtomobVai36vUcKafbkfipNxJ8RhIrHarUCACYnJ+F2u0UezebgOA4ymQyTk5OYmZlZM8rucDig1+tJlL2I1EJkPpO9u/biP079B94YewNfbfsqHr/mcdHGQtLsz6eUrvFkQVQeKjHbpNx95gv5vN/8xW9AURS+1vo1fKfzO3ig9QF8qPFDsNvtsNvtmJ6eRjgcRnt7O5xOJ1iWPc/A7Xe/o/Dkk3LwQv6qq1K47rrC70XVGJnPhaIoqFQqwTAvEomgs7MTZrMZDMPAZrNV3b1G7Mh8Purr61FfX48tW7YgGo3i+PHjUKvVoGkaHo+naNchEfOElZDWjCBUJLzLeiwWk7yYz42yZ/5JpVIYGBiA0WgkUXYRqIWa+UwUMgX+/gN/jw888wE8c+oZfHr7p3FF4ApRxlLLafZiucbX6vkuN+S+vTL8JvZm4c/tPZfcgx8e/SFOT5zGv5/4d/zlhX8JADCZTLjwwgvR1NSUZeDGsixsNhtee02GT3xCiUSCgkZzbj7s359EMX5llepmv1GSyST0ej0MBgN27NiBpqYmRKNRnDhxAkqlEgzDFFVQio0UxTyPRqNBc3MzGhoahDKI7u5u+P1+BAKBgssgxBbzJNNJukhzRhAqCoqiYDabMTExIfZQAJy74cTj8bzmc0tLS5DL5cKCXK/Xw263Q6fToaenBw6HA16vV+xDqEnkcjk4jquZRRgAvNP9Ttx04U148viTuPu3d6Pzxk6oFeUvVamFyHyhqfHFhCyIygPZMFmdYt1rTRoTvvJHX8G9L92Lb738LXxq+6egU76dVq/T6bBt2zY0NDSgv78fJ06cwOCgGV/60jsxP0/hfe9L4yc/SeCNNygEgwUPB0Dlu9mvl9zjVKlUaGxsBMuygqDk+9UHAoGKLoUEIGywShm5XA6fzwev14vJyUlEIhG0trbC6XSCYRjU19dv6n3FFvMURZFnl0QhYp5QMHwLlXK3p0ulUiv2ZU+lUll92XnBvlpETalUit5rvpbhFyTVXOuYj7/+47/Gs73PojfWi/2v7ceXL/1y2cdQLTXzpUyNL8VYCaWFRJJWp5gbp7e+41Z877XvIToTxT8f+Wf81aV/dd5rVCoVGhoawHEs9uxRYmpKjq1bp/B3fzcMk8mH972veEKlVjaFk8lk3k2LTEE5MTEh9Kv3eDxgGAYGg0GE0RYOn4lQCVAUBavVCqvVioWFBUQiERw+fBgGgwE0TcPlcq37GuVbJ4sdmSdIEyLmCUXBYrGUJDK/nig7vzjPjLJrtdoN78oTMS8umWJe7LqwclKvqcdD73kINz13Ex5+9WFct+U6NJob1/8Gy8uQd3YitXs3sMkFWqVF5sVKjS8WFEWRhVGZkMLvW6oUc7NDrVDjr6/4a9z87M34bud3cdOFN8GitZz3uqEh4CMf0WB0lMKOHWk8/fQcYrER/P73vfD7/WAYpiiu7LUUmV8te4iiKNhsNthsNszOziIcDqOjowMWiwUMw5TEqK2USDnNfjX47JSmpiYMDAygt7cXXV1dCAQC8Pv9a3Z9SCTOdY0gkXlCPipvRhAkSaGReT7Knq83Ox9l50X7eqLsm2ElN3tCeaAoquZM8Hiu23Idnjr5FF6KvIR7fnsPfnHdL9Z9XcuPHoXuox8FJ5cjvXMnUrt2IbVlC5J79gArOEjnItWaeSmlxhMqDyle01Ki2NHr67dfj/2v7seJsRP4bud38dD7Hsr6/4kJ4CMfUSIcphAMcnj22QTcbjsAO2KxGMLhcNFc2Wslw2sjmxZGoxE7d+5Ec3NzllEbX1dfCedLKm72m0WhUIBhGNA0jbGxMYTDYZw5cwYejwc0Ta94zfPHLZaY5jiO3E8lTOXOCIKkWE+veT7Knq/NW26UPVO0bybKvhkUCgUWFxdL/jmElak1EzweiqLw6PsfxSX/dgl+F/0d/uv0f+GT2z4JpFKgYjFQ4+Nv/xkbe/vriQnITp8Gp1CASiYhP3YM8mPHwAGYu+GGdYt5MdPsKyk1vliQyHz5IJGklSm2mJfL5PjWe7+Fj/3Xx/DPR/4Zt+2+Df46PwBgdhb42MeUOHVKBo+Hw3PPxZHpl2s2m2E2mzE/P49wOIzOzk5YLBawLAuLxbLh32MtuNkDm8tAUKvVaGpqQjAYxNDQEEKhEHp6etYdJRaTSo3M50JRFBwOBxwOB2ZnZ7M6EdA0DbvdnnXNi10vD5DIvJSp/BlBkAQWiwVDQ0MAgPn5eZw6dQqJRAIejydrkZ4bZbfZbEI6rNgpsCQyLz61KuYBIFgfxJcu+RK+1fEtPPTzL+Cz//plKCZioDYhsikAsq4upC+5ZF2vL0eafWZqfK5w51Pj+XR4KabGEyqPSqyZL9d4+c2kdX1eNArZSy9B9tvfAmo1kj/84YovvSp4Fa4IXIG2aBu+2f5NPHHtE1haAj7xCSVee00Gq5XDr3+dAMPk/3m9Xo8dO3agsbER0WgUx44dg1arBcuycDqdG6oxlrIoLRaFiFu5XA6/3w+fz5cVJfZ6vWAYRpK16dUi5jMxGo1oaWlBc3Mz+vv7cfLkScjlcgQCAfh8PigUCkmIeYJ0qa4ZUcWEw2F885vfxEsvvYTh4WF4PB585jOfwVe/+tWsB1Y0GsXtt9+Ol156CVqtFjfccAMefvjhrNecOHECd9xxBw4dOgSLxYJbb70VDzzwQNZDvbW1Ffv27cPJkyfh8Xhw7733Yu/evcL/cxyHkZERnD59Gl1dXTh48CDGx8fR3NyMkZERqNVqfPzjH8edd96ZtTgvV5R9M5CaefGpZTEPABcv7QNemcEV3U2Qj90JCucW3Fx9PTibDWm7HZzNdu6P1Sp8rfr+9yE/cgScXI7kRz+K+F13If2Od6z7c2UyWdGufZIavzYkMl8eyDleGX7zbi1xrGxuhiwaFf7NqdWgbr4ZHMMATieQ8/MUReHB9z6Id//k3Xjqzadw+zvuwrfuvBCtrTIYjRx++csEtm1b+/fCR49ZlsXg4CC6u7vR3d0NmqYFgbPW8Ul1rVEsOI4rijdAZpR4ZmYG4XAYBw8ehNVqBcMwm8qMKBXJZLJqRS1vEMmyLIaHhxGJRNDb2wuv1wu1Wi2J45bKdUDIpnZWTxXO6dOnkU6n8fjjj6OxsRFvvvkmbrnlFszPz+Phhx8GcG4Rfe2118Jut+Pll1/GxMQEPve5z4HjODz22GMAgJmZGXzwgx/ElVdeicOHD6O7uxt79uyBXq/HPffcAwAIhUL48Ic/jFtuuQVPPfUUDh48iNtuuw1tbW1QKBTo6urC6dOnMTMzA5qmsWXLFqhUKphMJjzwwAPYuXMnAoFAxaXAksi8+Mjl8ooyYism09PAnbebgP5/APfRESz+dPc5sW6xAGs8xDmPB4rnn0d8715wfv+GP3ujafa5qfGZwj0zNV6v11dNajyh8qjEyHy5WK+Yp0ZGsv+9vAzVlVcCADiFAvB4wHm94Hw+cD4f4PXiEp8Pf+Z4L34++nv82ff+GoO/+hU0Gg7//d8JXHzxxjZYFAoFaJqG3+/HyMgIQqEQzpw5A7/fD5qmV2xTVgs183wdczE3Lerq6nDBBRcIdfV8ZgTDMBtyXy8F/OZFtW/8ymQyeDweuN1uTE1NIRKJIBqNQqVSYWJiQlKbKwRpUN0zooq45pprcM011wj/DgaD6Orqwve//31BzB84cACnTp1Cf38/PB4PAOCRRx7Bnj178OCDD6Kurg4//elPsbS0hB//+MdQq9VoaWlBd3c3Hn30Uezbtw8UReEHP/gBAoEA9u/fDwDYtm0bfvvb3+LAgQO48847ce2112Lr1q1oamqC7g81ub/4xS9w//3340/+5E/KfGaKB5/KRBCPWo7Mf/nLGvT3y8AwaXz7BzqkDTvW/bOpyy9H6vLLN/3ZK6XZk9T40kAi8+WDXIf5WZeYT6WQuvZayJ9/HtQf/GQ4pRIwmYDJSVDJJBCNgsqI3PM8ZAX+3+3AIHUI8rpRPP1jM664YvPXvEwmg9vthsvlwuTkJEKh0Kqt1mohMs8HH0ohbjUaDZqbmxEMBjE4OCi4r/MbK2JEiUt5vFKEoijBS+LkyZOYnp7GsWPHoNFoQNM03G532a5xsjEqbWpjRlQp09PTsFjebv3S2dmJlpYWQcgDwNVXX43l5WUcOXIEV155JTo7O/Ge97wnazf76quvxn333YdwOAyWZdHZ2Ymrrroq67M++clP4mc/+xnuu+++vDdxm82GycnJip7wfGS+ko+h0qlVMf+rXynw9NNKyGQcnnhiabMd5gpieXkZw8PD5wl34O3UeL1eX7Op8cWE3F/KA9kwWZl11czL5Ug9/TRSc3OQ/+hHkO/fD4yMIN7RAXg8wPAwqIEBUIODoAYHgYyvm/r78T//OQTFZ/8NE/9kxoc/XJyMq8ze3bOzswiFQujo6IDNZgPLsjCbzQBqo888/6ws5XHymRGBQACjo6Pn1dXr1mmyWgz4YEu1b9Lkg+M42O12wbQwHA6ju7sbfr8ffr+/KO0c1wN5dkkTshKrUM6cOYPHHnsMjzzyiPC94eFhOJ3OrNeZzWaoVCoMDw8Lr2FynGf4nxkeHhZqdXLfx+l0IplMYnx8HO5MC9o/YLVaEYvFKloIKxQKcBxXEzv6UqUWxfzICIU77zy3uXb33XFcemlpjn+t1Hg+1V6v16Ourg4ul4ukxpcQIjTLQ6U+j0pNOp1evzu1wYDUF76A1K23gnr1VSAQOPf9P6STEZ0/AAAgAElEQVTWr3QlX8WXrSlKUzplNBqFlPBIJIIjR47AYDCAZVkkk8mqf47z9fLluMYpioLT6YTT6cT09DTC4TDa29vhcDjAMAzq6+tLPg7e/K4W53QikYDBYMgyLZyYmEAkEkFraytcLhcYhoHJZCrZGGrxvFcKRMyLzNe//nV84xvfWPU1hw8fxu7du4V/Dw0N4ZprrsGf//mf4/Of/3zWa/NNtlyBnfuafDv063lNJlarFfF4HHNzc6irq1v1eKQKH2WshUWAVKk1Mc9xwBe+oMHEhAwtLSncd1+8CO95fmo8//dKqfEzMzOYnJzErl27inBUhLUgi6LyUMmby6VmU5FrlQrcu9+9/teXKXNHo9Fgy5YtCAaDGBgYELrpTE5OwuFwVO3zXCxnd5PJhAsvvDBrE0Wv14NhmA11HNgo1ehkv15y3ewpioLNZoPNZsP8/DwikQgOHToEo9EImqZL8nsg91LpUpuzQkLccccduP7661d9TWYkfWhoCFdeeSUuu+wyPPHEE1mvc7lcePXVV7O+F4vFkEgkhEi7y+USovQ8o6OjALDmaxQKBaxWa94xms1mUBSFycnJihXzMpkMcrlcEDyE8lNrYv4nP1Hif/9XAZWKw7/8yxI2ctnlusYXkhq/tLREIsVlhpzv0kPO8cpwHFd1GTdKpRIsy4Kmafz+97/H+Pg4WltbhTrvamtVVwwn+0LQarXYunUrGhsbMTAwgO7ubqGu3ufzFb2uvpqd7NditdZ0er0e27dvR1NTU9bvgW9tV4zrnmyMShsi5kWG31lbD4ODg7jyyitx8cUX40c/+tF5D+LLLrsMDz74IM6ePSukwh84cABqtRoXX3yx8Jr7778f8XhcmOAHDhwQTGT41/zqV7/Keu8DBw5g9+7dK95MFAoF6uvrEYvFzkvjrySICZ64yOVyxOOFR6crgVCIwn33nVPvDzywjB078hvQ5UuNn5+fx/LycpZrfCGp8eXoM094G7IoKh9SPtfpdDrLVHJ+fh6JRAJerxcej6ekYptPs69GZDIZZDIZWlpakE6nEQqF0NfXJ0qddykRW8zzKBQKMAyTVVff29sLn88HhmGg1WqL8jkkMr/6Rga/mcUwTJa/gcfjAU3T55lEboR1l+QQRKE2Z0UFMjQ0hPe+970IBAJ4+OGHMTY2Jvyfy+UCAFx11VXYvn07brzxRnz3u9/F5OQk/uqv/gq33HKLEC2/4YYb8I1vfAN79uzB/fffj56eHnz729/G1772NWGi7t27F9/73vewb98+3HLLLejs7MSTTz6JZ555ZtUxWiwWTE5OlugMlAfSnk5cZDJZ1Ufmp6aA//ovJf7zPxWYm6PwR3+UxO23x7GwsL7UeLvdDpqmi+oaL5PJSBSzzJDzXXqkEk1KJpN55/bi4iJkMpmwIWcwGKBSqRAKhdDT0wOGYeD3+0siYKrdIC6dTkOhUMBkMsFut2N6ehqhUAjt7e1wOp1gWbak9cXlQGriViaTweVyweVyIRaLIRKJoK2tDU6nU6irLwSpHW85WY+Y58n0N5iZmUEkEkFHRwfMZjMYhoHNZtvwfZE8r6RNbc6KCuTAgQPo7e0Vdjsz4SeZXC7Hr3/9a9x222344z/+Y2i1Wtxwww1C6zrgXK3TCy+8gNtvvx27d++G2WzGvn37sG/fPuE1LMviueeewxe/+EX80z/9EzweD/7xH/8R11133YrjoyiKiHlCwSgUiqoW86lUCv/yLxS++c1zzrNabQp7976C9vZz80Ys1/iN9pknFIYUBGYtUO4FKJ9FkynaM7No9Ho99Ho96uvr4fV6odfroVars64H3j18dHQUfX19OHPmDAKBwKo91TdDtYv53D7zJpMJF110ERYWFhAOh3Ho0CGYTCawLLspcSMFpBKZzwffUm1hYQGRSASHDx+G0WgU6uo3c74TiURNivl0Oo1UKrWpEoO6ujrs3LkTzc3N6O/vx4kTJ4R7jNfrXff5rMT5UUvU3qyoUPbs2YM9e/as+bpAIIBnn3121dfs3LkTbW1tq77mPe95D15//fWNDBFms7nixbxSqSRiXkSqITK/Wmr8/Hwc3/ve220fv/KVYVx+uRc6XZOorvEkzb78kEhHeSj2IpTjOMTj8byiPZFIQKVSCaLdZrOBpmno9Xoolcp1j4WPrDkcDsRiMfT19aG1tVVIWy5Gmng1p9kDK/eZ1+l02L59OxobGwVxo1KpwLIs3G53RW1wSFnM8+h0Omzbtk2oqz99+nRWXf1GxHmtRub50s9C/ALUajUaGxsRDAZx9uxZRCIR9PT0wOfzIRAIrHpP4ThOMllOhPzU3qwglAy+PV0lQ2rmxaWSIvMbcY3nU+OffbYesdi5qLxKxeETnzDBZhNf1JE0+/JCFkXloZBrmuM4LC0t5RXtqVQKGo1GEO28V4VOpytowc1H4HhByWe8WSwWzMzMoK+vD+3t7XC5XAgGgzAajQUdXyUJ142QTqfXPD6VSoWGhgYwDIOhoSGcOXMG3d3dJS1tKDaV1Hkn05xwZGQEoVAIvb298Pv9oGl6XX3Sa1nMy+XyosxXmUwmeHJMTU1ltRikaVows86F1MxLm9qbFYSSQdLsCYUixcj8Rl3j9Xo9tFrteYsOjgP+z//RC/+2WDjMzVHAil2ayweJzJcfsnlSetYTTUqn01hcXDxPtC8sLIDjOGi1WkG08/Nbp9MVJKL4ucZHvPg/PLyBW+bY6+rqhDTxUCiEzs5OWK1WsCy74gJ8rTFUs5gHsK7fUWbf7tHRUYRCIZw5c2ZDIlMsUqlUxYlbmUwGt9st1NWHw+F190lPJpNFM9OrJDZSL79eKIoSSiEWFxcRjUbx+uuvQ6fTgabpistSqXUq6y5AkDQ2mw1vvfWW2MMoCIVCgeXlZbGHUbOI1Zpuo67xbrcbOp1uQ6nxb71FIRY7t+D2+9N48cUFuN3SEHSkZr68kAhH+eDPdeamXOb8XlxcBEVRwvzW6/Ww2+3CplwhC1o+QpxPsGeOj6IoQbxTFIVUKiWkwcvl8qzrRafTYceOHWhsbEQkEsHrr78Og8GAYDAIu92+7murmsU8/wzZyPFlmobFYjGEQiG0tbXB5XKBZdmCsiBKRSWk2a9EZtZJZp/0uro6sCyb91qu5ch8KVvyabVabNmyBQ0NDRgaGkJfXx+6urrg9/sRCASEzlfkuSVdam9WEEqGxWKpijT7+fl5sYdRs5RazG8mNX6j9a4rsX07hxdemMcXvqDFSy8toIAuMUWHpNmXH3K+S0MikRDm9ejoKGZnZ9HR0YGlpaWsTTmTyQS32y20cixkfq9XtGcK9szIe67o5N+Df19e1PPvA5yrgW1ubgbLsujv78fJkyeFVOb1RNWquQaW35jc7GYFH7Gcm5tDOBxGZ2cnLBYLWJaFxWKRzHnjn1mVDt8nna+rP3nyJORyORiGgdfrFa59IuZLi0KhQCAQgN/vx/j4OCKRiJA1wbKspLNUap3amxWEkmG1WkmaPaEgiiXmi5UaX2wuuYTDoUMLJf2MzUDS7MuLVMRApcKb0OWLtMfjcahUKsHQSaVSobm5GXq9vuBWjoWI9o1GiSmKEt4/swac/z/+OJRKJYLBIGiaFmq/+bZ2qxmMVXtkPrdMYTMYDAa0tLSgqakJkUgEx44dg1arBcuycDqdop+/So7M50OlUiEYDIJhGJw9exbhcBg9PT1ChLhW3ezLJeZ5KIqC3W6H3W4XNrSIl5S0qb1ZQSgZFosFU1NTFb3jT9zsxUUul2dFo1ajHKnxtQIfma/kuVtpkMj82vAmdPlEezKZFEzodDodnE7neSZ0g4ODGB8fh8ViWfdnrlXPDiBLUBci2tciN3KfSqXypuUD2bXfIyMjQls7mqazUmUzj7Na74MrOdlvFj4LIhgMYmBgAF1dXYJZ3kbaexWbahPzPJkmbZOTkwiHw0IHpng8LvLoyk+5xXwmBoMB27dvJwZ4EoeIeULRqJbIPNmBFA9+YZJp7CNmanytwJ+nYi+CCfkh12U2vAldPtGeaUKn0+k2ZEK32obJekU7gKwU91KI9rXIHAc/Tl7Y54p6iqLgcrngdDoxMTGBvr4+hEIhoa0dbyBWzRt3uT3mi4VCoQDDMAgEAlmO7IFAAIFAoOwp79Uq5nkoioLVaoXVasXc3BwOHjyIU6dO4ezZs2AYBjabrWqv4UzEFPM8tXCeKxki5glFw2azYWpqqiIdVnlImr148KnxABAKhYSInNip8bUAv/Al0eLyUYvnerXyl0wTOn5jrlATutw09bVEe6aLPP+ZUoteZ6bgryXqbTYbbDYbpqenhbZ2brcbLMuSyHwBZDqyT05OIhQKobW1FV6vFwzDQK/Xr/0mRaCWasj1ej04jsNll12GsbExnDhxAkqlEgzDwOPxVPWmRjweR11dnahjIGJe2tTGXYBQFqxWKziOw9TUFGw2m9jD2RS8mK/mqIWYrCc1HgCWlpZIanwZ4c8tqZsvD9V+b0kmk3n7sy8tLUEulwuCPXOOa7Xaotez85sHU1NTMBgMeVPiVzKhkzq5oj6ZTOY9LgAwmUzYtWuXUP/a0dEBrVYr+ApUG6WKzOeSGTmenZ1FKBTCwYMHYbfbwTAMzGZzST+/2iPzmfBeOlqtFg0NDSvW1VeDIWAuYkfma3HjudIgYp5QNAwGA1QqFWKxWMWKef6GWcnZBVIgnU5n1bpuJDW+vb0dLMvCICW79yonM82eUB4qfYGUuTGXK9rj8TiUSqXQ6s1iscDv95fdhM7tdmN5eRlvvPEGzGYzGIbZUP18JZAr6jO9L3JFPW/o1tjYiKNHj2J8fByvvvoqgsFgVaUsi1EuZDQaccEFFwhmea+99hqMRiNYloXD4SjJua0lMc9nTPLrMrlcDp/PB6/Xi4mJCaFfvcfjAcMwVbV+EFvMk3p56UPUCqFoyGQyWCwWTExMoKmpSezhbAr+wVirrqkbpRSu8WL1mq9l+Ic1EfPloZIWRhzHYXl5Oa9oz9yY0+v1cDgcwteFLj6L5Ry/fft2NDQ0IBqN4vjx44LAklKLsWKQK+rT6XRWr3r+NQCg0WhgsVhgNBqh1Wpx4sQJqNVqBINBSbi0F0q5IvP50Gq12Lp1KxoaGtDf349Tp04JZnnFTgevpTT7RCIBuVx+3pzNLCeZnZ0VMk8sFgsYhoHVaq34eS62mCeZqtKnNu4ChLJAURQsFktFm+BRFEXq5nMot2s8EfPiQHrNl4/MtmNSgc+myRXtCwsLSKVSggmdXq+Hx+MRMmsKERMbMaErpN2bWq1GU1MTGIZBf38/Tpw4IbQYs9vtVbVQzRepTyaT54n6dDoNhUIhpCwPDAygu7sb3d3dYFk2q793pSEFI0++ZSDDMBgaGhLSwfnuAoWKM76MROzjLBfr2bgwGo3YuXMnmpubhc07tVotbKRU6iZVIpE4rxtFOamm+2O1QsQ8oaiYzeaKFvNA7ZrgFZIaX8ybPRHz4kAi87VBKpXC4uJiXtEOQNiY0+v1sFqtwpwvZCEsFef4zJ7sg4ODOH36NHp7e8EwDFwuV8Uu9vOxVq/6dDotCEq5XA6apuH3+zE8PIy+vj709vYWTXiWGzEj87nIZDIhHXx8fByhUAh9fX3ndRfYKPycqiUxv97rkN+8CwaDGBoaQigUQnd3t3CNiymMNwq/GSfWHCQtaysDIuYJRaXSI/NA9Yv5UqTGFxMi5sVBJpMRMV8myhGZTyaTeVu9LS4uQi6XC3PcaDQKPdoLNZrcaKRdLOd4uVyOQCAAn8+Hs2fPCj3Zq9EZO3OTJJ1OC9fB7OwsLBZL1kJdJpPB4/HA7XZjfHwcfX196OvrQyAQAE3T0Gg0Yh7KupFCZD4XiqJgt9tht9sxPT2NUCiEtrY2uFwusCy7Ybfy3BryamczJQVyuRx+vx8+n0/YSDlz5gy8Xi9omq6Iunq+VTKpmSesRm3cBQhlw2q1IhaLiT2MglAqlRUv5sudGl9MiJgXByLmK5N4PJ5XtC8vL0OpVGZtzHm9Xuj1eqjV6rKY0EndOV4mk8Hr9cLtdmN0dFSImtI0DZ/PV7FCieM4oWRibm5OuDZ4nwO+ZMJisQhR7Ny2drzwjMVi6OvrQ1tbGzweD1iWLVvrtc0ipch8PkwmEy666CIsLCwgHA7j1VdfRX19/YZ6p2e2JKwFCvEHyLyeZ2ZmhLp6q9UqmGJKVawmEglh45NAWInKfFIRJAuJzJcXqaTGFxMi5sWB1MyXj41G5nkTunyiPZFIQK1WC6I9c54Xmk5aiAkdIB3RvhYymQwulwtOp1OI4IVCIQQCAUmn5XIch8XFxfME+/z8PNLpdFbJhMVigcFggE6nE6LWuW3tckU9cK507uKLLxZar7388stwOp1gWRYmk0msQ18VKUbm86HT6bB9+3Y0NjYiGo0KRoQsy65Z9lFL9fJA8cz+6urqcMEFFwh19ceOHYNWq5VsqQ1vfifV9RpBGhAxTygqVqsVfX19Yg+jIBQKhZDaJBWknhpfTGQyGRHzIkBq5sWHF2f5RHumCZ1Op4Pb7S6KCR1QPOf4SoeP4NlsNsRiMYRCIUQiEfh8PgQCAdHSzDPT4/k/c3NzWFhYAMdxgmDnN3PW63OwkV71ma3XwuEwDh06hPr6egSDQclFNqUemc9FpVKhsbERLMticHAQvb29WTXe+eZ3LTnZA8XvMKTRaNDc3CzU1ff29qKrq0s451LxiRDbyZ5HSvObcD61cycglAUSmd88lZwaX0wUCgUR8yJA0uzLB986bHR0NEu08+Isc3POarUK/y4kElcu5/hqgO/MYrFYhPrmgwcPwu12g2EY6HS6knxuOp0+T7Dz1wZFUYJgNxgMgs+BVqst+HeTr60df23ktgPTarXYtm0bGhoaEIlEhMgm39ZOCov+THO/SoL3cvD7/RgZGRFqvP1+/3meBSQyXxwUCoVwzkdHRxEOh4W6+lLO9fUitpgn5neVARHzhKJitVoxNTUl9jAKQqFQYHFxsWTvX42p8cWERObFgYj54pNKpfK6xvMZNZFIBDqdThBnOp2uYHG2GdGeK94Jb8PXN8/NzSEcDqOzsxNOpxMMw2zaQCvzushMkV9YWIBcLhdEu8lkEtoAarXakt//87W14xfzub3qVSoVmpqawLIsBgYGcPr0aXR3dyMYDIreBqzSIvO5UBQllH1MTU0JZnlutxssy8JgMNSkmC+lVwNFUXA6nXA6nZienkY4HEZ7ezscDgcYhkF9fb0o6y+xxTxPLaw9Kxki5glFxWazYXJysqJ385RKJWZnZwt+n1pKjS8mcrkc8Xhc7GHUHFLsfV4p8Bk1mXM9M6OG35yrr68X+ne//vrreOc737npz8yMnq6n3VuuWK9ksSMGBoMBLS0tCAaDiEQiePXVV2G1WletHU8mk3lN6BYXF4XrwmAwwGw2w+fzwWAwFGxOWAxWitTnbvwA5za/GYZBIBAQ2oD19PSAYZgVU8RLTaXUzK8FRVEwm80wm83CZhJv3GYwGKriGNdLOcsKTCYTLrzwQqGu/siRI9Dr9WAYBk6ns6z3TimIebHvR4S1qW3VQCg61eBmv5GaeZIaX3yIAZ44kMj86nAch3g8fp5gX1hYQDweh0qlEiKqNptt1YyapaUl4T3XWihVi3N8taDT6bBt2zawLCss9Pn2fjKZLCvizncUMBgMQslEpjmh1BfJK/WqzyfqM/upj46OCu3++LZ2arW6bOOu9Mh8PvjNpKamJkQiEYTDYchkMgwPD0umvKGUiOERoNVqsWXLFjQ0NGBgYADd3d1CXb3P5yuLyCZinrAeiJgnFBWr1SoI2UrpSZtLvpp5khpfPoiYFwci5s+R2dYrV7Qnk0loNBpBtLtcLmHeb2TBle+eQEzopA2/cZsZZZ+bm4NMJsPU1BSmpqagUChQX18Pu90utHCTqhP+RsjM8FgrUs+nKzscDqGtXWtrK3w+X9lqkKslMp8PtVqN5uZmyOVyDA8P4/Tp0+jq6gLDMPD5fFV73GIa/vHZJzRNY2RkBOFwGL29vfD5fKBpuqTXdCKRELUVJMnWqwyImCcUFYvFAgCYmJiA1+sVeTQbJ5VKIR6PY3l5GX19fetKjS/UmIqQDRHz4lBrrenS6TQWFxfz1rRzHCc4xxdzrvObJfzf8Xj8PGFPTOjEhW8DmK+mPZFIZG3m8B0F9Ho9KIrCwMAAIpEIlpaWwLIs6uvrxT6cosPXz/MbTpn9znNFPW8iODMzg76+PrS3t8PlciEYDMJoNJZsjNUYmc8lnU7DZDJh+/btGB4eRigUQm9vr5AJUQ2bSJkU281+M/BeBi6XC7FYDJFIBO3t7YKHRinmO4nME9YDEfOEoqJWq2E0GhGLxSQr5tdKjefF5PLyMkmNFwGxxXwqnYJcVnubM9Xami7TuyJzri8uLoKiKGFzjs+qKYZD+HpM6NRqNY4dOwaapmGz2bL6fJP7TOnhMzDy9WhPJpPCZo7BYIDX6xVE+2qCgq8THxoaQk9PD3p7e8GyLNxud9X9Tldqa5evV31dXR0uuugiLCwsIBQKobOzU/AbMJvNRRcL1RyZ5+EN8GQyGTweD9xuNyYmJhAKhRAKhQQ3djGjusVEaq34eC+DhYUFRCIRHD58GEajUairL9Y1HY/HiZgnrIl0ZgahKuANW6TQnm6zqfHpdBodHR3YsmVL1S3AKgGxxDzHcfhZ189w229uw3eu/A7+8oK/LPsYxKTS0+wTiURe0b60tJTlXWEymYSIqkajKWihslnneJVKhcsuuwxnz57FmTNnEI1GEQwG4XA4yMKpyHAcl7dH+/z8vNAGkBfqFosFBoOhoAwMuVwOv98Pr9eL4eFhodUVwzCC+WE1sZFe9TqdDjt27EBjYyMikQhef/11GAwGBINB2O32ol37tRCZT6VSWSKPoijYbDbYbDbMzMwgHA7j4MGDQslHJWeJ8NeV2KI2H7yHRmNjo9DVIbOuvtANCLEj8+R5VBkQMU8oKnxqXTnF/GZc41dbrPFCshYWBFJELDGf4lL4/HOfBwcOd714F+YT87j9HbfXzMOsEtLseRO6fKKdN6HL7M/u9/uLYjaWW8/OjyWT3JT4tZzj+Z7SXq8XQ0ND6OrqwpkzZ8CyLFwuV81cd8UinU5nXReZPdo5jhMEu16vFzIwdDpdye7xmRHTsbEx9PX1oa+vT+hpLUVhUgj5HPDT6bSQlp95PfN13yzLor+/HydPnoRSqSxaFkMtROZ5/4581NXV4YILLhDM8g4fPoy6ujqwLFvUTZNywd9/pRSZz4W/fvm6er7swe/3g6bpTXtIiSnmM1tTEqSNdGcGoWIxm82YmJgo6nuW0zWeX4yLvSNaq4gl5hUyBd7PvB8vhl8EANzfej8i0xH87Xv/tibS7qUUmedToPOJdn4Ry893vj87bzhZCGI4x2dGcoeGhtDb24u+vj4Eg8Gyt0GqBDI3b3N7tFMUJQh2o9EoGBQWWjZRCBRFweFwwG63Y3JyEqFQCOFwGH6/H4FAoKwu7+VgtbZ2ub3qlUolgsEgaJrG0NAQzpw5I7S1KySqWQsb8alUas3zo9VqsXXrVjQ0NAibJgqFAizLwuPxVMw54g2JpSzmeWQyGdxuN1wuF6amphAOh9Ha2gqXywWGYVZsY5kPft1LIvOEtZD+zCBUHFarFVNTU5v6WSm4xlMUldfRnlAe5HJ51gKwnHxmx2cEMQ8Ajx97HCkuhUff/2hZxyEGFEWVfROFN6HLJ9p5E7rMrBr+60KjblJ0judbe3k8HkHY9PX1CZH6Sll4F4tUKpW3R/vCwgLkcrlQz24ymeDxeGAwGAoumyglFEXBarUKz8dQKISXX34ZXq8XNE1Dq9WKPcSislJbu8w5lemS7/f74fP5MDIyIrS1o2kagUBgw2ZutRCZ52vm1wO/acIwDIaGhhAKhdDT04NAIIBAICD5oEUikRD8GCoFvuTUbDZjfn4ekUgEhw4d2lCGBL8GFdvMUKr3VMLbEDFPKDpWq3XNNPtip8YXG6VSScS8SGQ6JZf7IfJ+5v1QypRIpBMAAJ1Ch1svurWsYxALmUyGRCJRkvdebb7zJnT8fLfb7cK/S21ClykqpOIcnynqh4eHhfTsajVSSyaT54n2ubk5weuA79FuNpuFsgm1Wi3qAjOVSuGT//NJ/N37/g6NlsYN/3x9fT127dqF2dlZhEIhdHR0CJG7ajEs48nNWuHd71dywHe5XHA6nZiYmEBfXx9CoZDQ1m49Gx68w361zZNcNmMIx99bvF4vxsbGEAqF0NfXt6HzKwZSrZdfL3q9Htu3bxfq6k+ePAm5XA6GYeDxeFb8PSYSiayMFgJhJYiYJxQdi8WCaDSKdDqNoaEhvPHGG1AqlaBpumSp8cWGRObFg39wibEgM6lNuNx3OX4X/R0AYCG5gNn4bFnHIBbFqJnnhVlupH1xcVGIpup0uqz5rtVqy25CJwXRvhZ8zbXL5RJaT/GivpJSZHny9WjnnwUqlUpIj7darULGVaFeB6UgzaVh3W9FIp3AwX8/iLYb29Bsad7UexmNRlxwwQWYn59HOBzGK6+8ArvdDoZhUFdXV+SRi0tur/q12trxZm7T09NCWzu32w2WZWEwGFb8HH7uV7sA2khkPhe+9MPhcAhZInyLNZZlJXftSc3JfrOoVCohQ4K/p/f09AglN7l19XyKvdj3QLE/n7A2lT87apzl5WVccsklOH78OI4ePYqLLrpI+L9oNIrbb78dL730ErRaLW644QY8/PDDWSk7J06cwB133IFDhw7BYrHg1ltvxQMPPJA1eVtbW7Fv3z6cPHkSHo8H9957L/bu3Sv8fzKZRCgUwltvvYXTp0/jxRdfxOjoKLxeL+bn5+FwOHDdddfh5ptvLllqfLFRKBQli1ISViczgiPGbvzNF96M99HvwytDr9kjorIAACAASURBVODXZ36NL7zwBbR9ug1KeeVGBtbDRmrm4/F4XtG+vLwMpVKZ5Q5eTBM6YP2iPVesV5r45ck0UuMXgKFQSHBHl9Jx8QaF+Xq0x+NxoUyK9zrgvxY7jXQjyCgZvEYvwtNhzMZn8YGnP4Bf/fmvcKHzwk2/p16vx44dO9DQ0IBwOIzDhw/DbDYjGAxWtAv5SuTW1a8k6gHAZDJh165dmJubQzgcRkdHB2w224rnhi8VktK8KAWFiPlM+CyRhYUFYUPJbDaDZVlYrVZJrNGqRczzZN7TJycnEQ6H0dbWJmTn8JspYtfLE/O7yqF6ZkeNcu+998Lj8eD48eNZ30+lUrj22mtht9vx8ssvY2JiAp/73OfAcRwee+wxAMDMzAw++MEP4sorr8Thw4fR3d2NPXv2QK/X45577gEAhEIhfPjDH8Ytt9yCp556CgcPHsRtt92GF188V1d8+vRp9PT0AACam5uxbds2uFwuyOVyPPHEE9ixY4fkdnnXA4nMiwefViZWr/mPNn0UAPDphU+jc7ATJ8dP4rEjj2Hfu/aJMp5ykdtnnuM4LC8v5xXtiUQiS5g5HA4h6l6oMNuMCV01iPa1oChKMFbi3ZIzRX05I5GZ10auaE8kEtBoNEJNO98GsBgGhVLhk9s+ie+88h0AwMTiBD70nx/C/1z3P7jEe0lB76vRaLB161YEg0FEo1EcPXoUBoNBUsKqmGykrZ3BYEBLSwsaGxuFDY+6ujoEg0HYbDbhtfw9rNoj88lksqjHqNPphFTwaDSK48ePQ6PRSMKzo9rEPE+mj8bc3BwikYiwmcIwjOhiPnOcBGlTfbOjhnj++edx4MAB/Pd//zeef/75rP87cOAATp06hf7+fng8HgDAI488gj179uDBBx9EXV0dfvrTn2JpaQk//vGPoVar0dLSgu7ubjz66KPYt28fKIrCD37wAwQCAezfvx8AsG3bNrS3t+P555/Hl770JezZswdbt24Fy7LCg+WXv/wl7r33Xlx66aUVexMgYl5cxBTzPDadDQ+99yHc+r+34m87/xYfa/oYGswNoo6pFPCmk7xQP3XqlPB1KpWCVqsVhLrH4xG+LnRxVYgJHVC9on0tMuuKR0dHhbpi3gG8mAt8vqtArgnd3NyccG3wNe1er1fo0V6NC+9M3u1/tyDmAWB6eRodgx0Fi3kelUqFxsZG0DSNaHQAjzwSwzveMYgrrnDB4XBU7HN1JXJFfaZnSq6o5zc8GhoaEI1GceLECajVaqH7A//cqLZzlMt63Ow3A3/tsSyLwcFB9Pb2oru7u+AOA4VQrWI+E4PBgB07dqCpqQn9/f04ceIEgHO/j2JlYWyGap9H1UJ1z44qZmRkBLfccgt+8YtfQKfTnff/nZ2daGlpEYQ8AFx99dVYXl7GkSNHcOWVV6KzsxPvec97slrjXH311bjvvvsQDofBsiw6Oztx1VVXZb33n/7pn+Lpp5/G3XffnXfX0GazIRaLFfFoyw8R8+IiBTEPANdvux7/8dZ/4HeR3+HuF+/GLz/xy4Iebsp//VfIQiFgchLUxARkoRBkoRASf/EXWP6HfyjiyM8ntw93phEdcG7RkE6nodFoYLVahZZe1egcXw1QFAWn0wmHwyH0MQ+Hw6BpGn6/f0O/N47jsq6NzGg7x3GCtwlfOsGL9mqPfq7EuzzvgpySI8Wdu0e12FvwxXd9saifcfIkhWee0eHJJ7djZoaC05nAj370W5w5cwYMw4geLS0Fa/Wq518DnDOpbWhoAMMwGBgYQHd3N7q7uwU/iWoWIfy5KeX8k8vlCAQC8Pv9WX3TeQf8zfZN3wyJRKLqxTyPSqUSruvjx49jcnISra2torWyrOZ5VE3UxuyoMjiOw549e7B3717s3r0b4XD4vNcMDw/D6XRmfc9sNkOlUmF4eFh4DcMwWa/hf2Z4eBgsy+Z9H6fTiWQyifHxcbjd7vM+m3ezr+R6G6VSieXlZbGHUbNIRcxTFIX979+PS39yKVr7W/H0qafx6R2f3vT7KZ98EvI/7Lhnff///l8s//3fA0VYnCeTybyinTeh44WZwWAQ6pY1Gg1GR0cxODiIYDC44c+sVOf4aiCzj/n4+Ph5oj5zEZy5oZPbo53jOEGw810F+CwM8vvJxqAyYJdrF06MnkAincCbY2/it+Hf4v3M+wt633gc+MEPFHjmGQXeeCP7nI+PK7Bly+VIpc4iFAoJot7j8VTdpkq+SH0ymcwr6uVyuXCtDw8Po7e3F+l0GmfOnKmItmubgX82lkPgZmYCxWIxhEIhtLW1wePxgGGYVc0Ii0UtROZz4Z/VGo0GDodD6Ffv8XhA0zSMRmPJx1CoIS6hfNTW7JA4X//61/GNb3xj1dccPnwYHR0dmJmZwX333bfqa/MJ6VyBnfsafvJu9DWZWK1WJJNJzMzMVKx5D4nMi4tUxDwAsPUs7rvsPnyt/Wu4v/V+XMVeBbvOvqH3oP4/e2ce3kZ5rv1buy3JliUvsixrGUmOk5CQBIemrIEQyFV6euBjbdMeyClQUkhPyxrC1kCB8JXQ0y/Q9iot4UBLoQ10gcIpAVKyB4eEkIUE29Jo8b4vsvaZ+f5wZxjL8i5Z2/yuy5djZyy9kmbeee/3eZ77aWyEbMcOiFpaxvwfIxYjcsMNwDQ3vqLR6BjBzrqDy2SyUa0djUbjpC29pmKANx0TOv6iWxDtqUckEqG8vBxlZWXo6uqC0+kESZIoLi6GVCod1QqQ3cwpKipCZWUll4UhfD5T5/f//nvoVXo8tPsh/PLIL/HAPx/AoZsPQSKeubCWyYAXXpCCJMUAGAAj15JKxWDv3hAqK8UAjKiqquKipS6XCxaLJW0p0KlkOr3qWVOxgoICfPrpp9zGltlshsVimdNIcqph1yZzuYkjEomg0+mg0+ng9/u5loqlpaUgCAJarTZlwZtYLJaxbfNSSTQaRWFhIdfZYWhoCB6PBwcPHoROp4PVak25l0a2BuTyjdya+bOcDRs24Jvf/OaEx1itVjzxxBM4dOjQmHSb5cuX49vf/jZefvllVFZW4uOPPx71/319fYhGo1yknW15xKezsxMAJj1GKpWitLQ04RhLSkogFovR19eX1WJecLNPH2KxOGPEPABsqNuAN868geNdx/HARw/gxStfnPRvRO3tkL7xBmQ7dkDy6afc7xmJBKJ/vTZq8WKEtm8HXVub8DHi3cH5op01oeP3Z+e39Jou/NZ0+eocn21QFJWwRzubhaFQKDA8PIxYLIaKigosWrQIRUVFwgItCZiKTQCATedtwmunXsPn3Z/j5RMv47tLvjvjx3S5RPhSn418RkVFDP7xjxBqa7+8/vjR0u7ubs4MkU3FzabuAFMhvq0d37E+3gGfpmnIZDKsWLFiTCSZIAioVKq0vY5kwbZtTdd1rFarsXjxYtTU1MDj8eDo0aNQqVQgCAJ6vT7p48rHyDwwIub5BtJFRUVYtGgRampqOJNChULBZegk+74b31lCIHPJv6sjg2F33yZj27ZteOKJJ7ifW1tbsWbNGvzxj3/EihUjBjznnXcennzySbS1tXGp8Dt37oRCoUBdXR13zIMPPohIJMLd/Hfu3MmlT7HHvP3226Oef+fOnVi+fPm46WsSiQRarRa9vb0gCGJ6b0KGIETm04tUKs0oMS8VS7Ht8m1Y9doq7DizAzcuuBFXEFeMPXBgANK334bsT3+CZM8eiFhRLJGAWrUK0euvh7ihAYqtWxH54Q8RfvhhQKEAwzAIBoMJ0+NZozFWtLP92VUqVVJN6GiaRjQa5YQgSz46x2ca/CwMvngPhUKQSqWcCZ1Wq+VaAbJZGAzDoK+vDy6XC0eOHOFqXnMx/XhO6eiA7PHHUfbv/45Ny36E+w/+GI/vexzXzb8OxYrpdXChaeCXv5Ri82YZgkERpFIGsZgIhYUM/vKXMJYuTZzuys/G6Ovrg9vtxr59+2A0GnMuGs3CptqP19aOX0uu1Wqh1WoxNDQEkiSxf/9+VFRUgCAIaDSaNL+SmZNOQzQ+BQUFqK2thd1uR3NzM86cOcOZ5SWzw0Y+i/lE87RCoUBNTQ1sNhtaW1tBkiQaGhq4cpNc28wTmBzRNGoihOKJDIU1q+P3macoCkuXLoVer8czzzyD3t5erFu3DldffTXXmm5gYAC1tbVYtWoVHnzwQTQ2NmLdunV49NFHR7WmW7RoEW6//XbcdtttOHjwINavX4/XXnsN1157bcLxMAyD2tpaPP3007j88svn5k1IMoODgzh+/DguvPDCdA8lLzl16hRUKtUYT4d0s+mjTfjF0V/AXGzGoZsOQS1XA6EQpDt3QrpjB6T/+AdEPK8FasUKRK+/HrFrrgFTVjZSszw4COrQIfTW1nKina1ZViqVo8zG2J/nwoQuFovh5MmTCIfDsFgsMBqN3AJKEO1zw3g92sPhMORyOXdesOKdzcKYavSkt7cXJEliYGCAE/XCwm8GRKNQXHYZJEeOAACGH9+MZZpX0djXiHtW3IPHL358yg/V1CTC978vx4EDI9f4JZdQ+O53Y7j7bjl+85swrrhi4tKXeAYGBuB2uzlPG6vVmtAkN1fgz2lisRidnZ3weDw477zzxhwbDAbhdrvR3NyMkpIS2Gw26HS6rIs+9vb24sSJE1i5cmW6hzIKmqbR3t4OkiQRCoVgsViSMsccPHiQa5GXT+zbtw+1tbUoL5+4rI9hGHR3d8PtdqOvr4/bzJuNnwF7Tcnl8ozYOMpzJp2g8m+rK0+QSCR45513cMcdd+CCCy5AYWEh1q5di61bt3LHaDQavP/++7jzzjuxfPlyaLVa3H333bj77i/7aRMEgXfffRd33XUXfvGLX6Cqqgrbtm0bV8gDIzvnbGQ+WxEi8+klk2rm+Tx0/kN4u+lteAe92PKnO7D1YBFkb70F0cAAdww1fz4i112HgSuvxFBZ2Ygga21FoKkJwWBwpGa5tBTKQIAzoVMqlUmpWZ6Nc3xhYSG++tWvcvXWPp8PBEHAaDTOakwCo4kvneCL9kgkAoVCMcagcKalE/GwNa9s+vG+fftgMplgsVgEUT8dRCKIm5q4HxWHj+DJxx7HDW99C89/8jxuWXILLBrLhA9BUV9G40MhEdRqBlu2RPCf/0lBJALWrAliJmtxjUaDJUuWwO/3w+124+DBg1w0ei7MyuaSSCTCXT9+v5/7KikpSZiKXlhYiAULFsBut8Pj8eDYsWNQKpUpSw9PFZkSmY+H9S0wGAzo6enhPB2qq6tntamUT272fKbaZ57N0CkvL8fg4CDcbjfnZ2C1Wme8YSUY4GUPQmReICV87Wtfw6pVq7B+/fp0D2VGRCIR7Nu3DytXrszIm2au09jYCIZhMG/evHQPZQw7yZ247i/X4cIWOf75YgRSGohWVqJnzRq0rlyJLoMBoXAYUqmUi67zI+0FBQWzWjROp559ps7xDMOgs7MTTqcTFEWBIIiU1OTlMgzDIBwOJ6xpj8ViKCgoGBVhZ7/mMv29v78fLpcLfX19nKif69ZH2Yro+HEUXHABV0oTW3MFVl8XwO6Wfbhu/nV4+Rsvj/u3DQ0j0fhDh0buLatWUfjFLyIwm5O/zGKj0a2trZxZWbalmMeLdvZ7NBpFQUHBmGwVlUrF1dMDI5vDiebcWCyG5uZmuN1uiMVi2Gy2rJjn2Oh3ouyDTGNwcBAkSaK9vZ3bVJqul9KuXbtQV1eXdeftbGAYBjt37sSFF144I5+HUCgEr9cLn8+HwsLCabezZNcVCoUi46+HPGDSBaMg5gVSwne+8x2YTCY8+OCD6R7KjKBpGh999BEuuOACYXGbBlwuF8LhMBYsWJDuoYyKpLJ17Jfc0onAiSvw7lfvRMnVdkS+8hUoeYtJpVI5rfTnREzXhI79OZnO8QzDoL29HS6XCwzDwGaz5WR/69nAMAxCodAYwc76HfA3c/iiI5M2CQcGBuByudDb24vq6uqcrbdONrLHHoPspz8FIxJBxDA4elENll/WBAYMdq3dhRXGFaOOpyjg+eelePzxkWh8UdFINH7dOmq6zSymTTgchsfjQXNzMzQaTcodyGfCdEQ7+328iC1/zmQ3NOPb2rHQNM3VHsdiMVit1jFtHTOJ5uZmtLW14dxzz033UKYMv8ShuLgYBEGgvLx8Suffzp07ccEFF+SEeeFUicVi+OCDD7Bq1apZZU3FYjG0trbC7XaDoiiurn6yTWNBzGcUQpq9QHrQ6XRZnWbP7urHYjFBzKeBdKTZs6Is3jU+EAhwkVSVSoVwuBjDx6+ESMRg0Z+2QKOZXSQ1k53jRSIRDAYD9Ho9J+pJkuREfSYJgVRD0zSCwWBCIzrW74AV7KWlpdymTiaJ9vHQaDRYtmwZBgcH4XK5sH//fhiNRlitVkHUT0B040ZgcBDU6tVQrF+Pc/Y24j+NSmyfH8DGf27Erm/vglg0cn1+8YUI69fLUV8/cj5cdtlINN5kmps4iUKhwLx580AQBLxeL44fPw6lUgmr1TplUZUs+KKdnyIfL9oNBsOkon084nvVsyVI8WVGwMgcWl1dDaPRiM7OTrhcLq5PfSZmq2Rqmv1EsCUODocDXq8Xp06dgkwmm9SJnaZp0DSdsRsrqYLtpjTbTC2pVAqz2QyTyYSuri6QJAmn08nV1U+2QZJP9/hsJr+uDoE5o6ysDCdOnEj3MGaFUDefPlIp5uNFGSvcWRO6wsJCTohptdoxomzfvpHvFgszLSE/1Xr2+Oh6fPQ9HbC1kJWVlWhtbUVTUxNIkoTdbkdFRUVO3fBpmubOCb7gGB4eBoBREfby8nLu/MiF6EVxcTGWLl2KoaEhTtSz3U3ysc/zpBQUIPrsswCA0O7dUFxzDZ74+xf4ow043HYYb5x5A9fOuwHPPTcSjQ+HRSguZvD00xHcdFPqo/GJkMlksNvtsFgsaG5uxunTp+F0OmG1WqHX65N6HicS7aw3RLJE+2SM16s+kagXiUTQ6/WoqKjgOkDs3r171jXfySYbxTwLe/4RBMFlQzQ2No4bMWbXYPko5mUyWdLurSKRCBUVFaioqOBMMvft24eKigpYrVaUlJSMei6hXj67yK+rQ2DOYE2WshmZTCaI+TSRDDFPUdQooc4uKFkTOjaSqlQqOVE2FRO6M2dG/r+2NrHL9GxM6IDMdo5nI1hVVVVoaWnBmTNnuEj9XEf3Zgt7fsQL9kAgMGJS+C+hUVRUhMrKyimfH7lAUVERZ6Lmcrlw4MABGAwGEAQhiPpxYKxWhD78EBVr12LT3j14+DJg09v34hfvXYdPDo2kya5ePRKNr65O/0JZKpVy6eRtbW1wOp2cqJ9u3ThbhhSfIs8X7WxbzVSJ9smI71U/mahnzSLZbJW9e/eisrISNpsNRUVFczr2eHKhVRs/G4IfMWa9O9h5JhqNJq1sLJuYqvndTGBNMufNmwev14sjR45w3YP4G3pCn/nsIbtnA4GMpbS0NOvFvFQq5VKdBOaW6Yj5aDSaULSzPbhZ0a7RaGAwGKBSqWZlQseK+fnzKVAUNSPRnu0LE7FYDJPJhKqqKi66x0bqS0tLM2oBEIvFEqbGB4NBzqSQPT+qqqqgVqtnbVKYK6jVapx99tnw+/0gSRIHDhxAZWUlCILImChlRqHVIvy3v+G/NtyOXw/8Cc3qAbR3HkJx8WVpjcZPhEQi4TboOjo6OAdyi8WC6urqURHg6Yh2djMsE0XnZL3q+dc+m60SCARAkiQOHjzIGQnqdLq0jD+bI/Px8CPG/f39IEkSe/bs4TYP2RT7fJuPUynmWQoLC1FbWwu73Y7m5mY0NDTgiy++gMViQVVVVcaVlwiMT+bNsgI5ASvm2Z3vbERIs08fEomEqyUHRlK+otHomNR4diEpl8s50V5aWgqTyTTtHtyJSFTPfvr0SA1xTU2UWwQCyEnRPhkSiYRb9Pt8Ppw8eRJKpRJ2u33O+zfzzw++0AiFQpDJZKPq2c1mM1QqFRQKRdbOT3OJWq3G4sWLMTw8zAkavV4PgiDyypRqSsjlkPx6O7b/tAAhwxr8ZtEl2Lo1BKMx/dH4iRCLxTAYDKisrERbWxtIkkRTUxPUajXEYjECgQDXOpGNrme6aJ+M+Lr6WCw2ypeEPzcolUqcddZZcDgc8Hg8OHr0KNRqdVqykiiKykmhVVJSgmXLlmF4eJhrq8ief9m8lpwJcyHmWdgsHYvFgo6ODrjdbjQ1NeGiiy7KyfMsFxHc7AVSwieffILVq1fD6/Vm7QR86tQpLvVIYG5gTeg6OzvhdrtRUVHBCXfWhC6+1Vsy2nlNx4Ru4cISdHSIsWuXH8uXM3kh2qdKLBaD1+uFx+NBUVER7HY7tFptUp9jvB7t4XAYcrl8TJsqtVqd1NpDAXBRyvb2dkHUZzETRdoVCgUUCgXC4TAikQj0ej1sNltOf878uT+RbwmfaDQKn88Hj8cDmUwGgiBgMBjm5F5w7NgxriNBLhMOh3H69Gl0dHSgqKho2u3VshmXy4WhoSEsWbIkLc/f398PrVY7Kyd9gaQhtKYTSA9sHW1PT8+c9k1OJg0NDRCLxXA4HOkeSs7BmtDFu8azzuDsItJsNo+qbZ9t9Ge6zvH8SDsAvP66DLfdNrJT3d4eQJpLJzOWaDQKr9cLr9eL4uJi2O32afUW5rcDjDfQikajo6KD/C9h4TG3BINBkCSJtrY2lJeXw2azQa1Wp3tYAnGMdy3FR9r51xT/vs2mP/f29nIu2LnsnTBeW7tEop6iKM7IjaZpWK1WVFdXpzRT4ciRIygvL4fZbE7Zc2QKLS0taG5uRmVlJdxuNxiGmZP3ON188cUXoCgKCxcuTMvzUxQFmUyWtev3HENoTSeQHsrKygCMLALKy8vTPJqZIZVKEYlE0j2MrIY1GYsX7azJmFKp5MR6eXk593MoFEJ9fT3sdvuMnjdVzvH794/8XqViBCE/AaxjsdlshtvtxtGjR6HVamG321FcXMwdxzAMwuFwQsfrWCzGdRZIt3mWQGIKCwuxcOFCEAQBt9uNjz/+GOXl5SAIIu0mYflINBrl2rxNJNpZQ8epZjWx6c9DQ0Nwu904cOBATmdkTNTWLr5XvUQigclkQnV1NTo6Ori2dhaLBWazOSUbjLlUMz8ZbLo5+36yvg58s7xcTAVnN63ThWB+l10IKyKBlMCajPX29ma1mGfbUQlMTCwWSxhlDwaDkEgkXGS9uLgYBoMBSqUShYWF494s2Jr5yerkZuMcP5NUvcbGkb+pqBASlaaCTCZDTU0NzGYzmpqaUF9fz23YhMNhDA8Pg6KoUaUTrN+BSqXKmwVrtsP2kGZFfX19PcrKyjLC+TsXYUV7fIp8vGjX6/Ww2+1JKUUCRrocsN4JHo8Hhw4dQllZGQiCGLVJlyuM19aOfz/hO+BXVlZCr9ejp6cHLpcLJElybe2SmcmQC272U4X/WvnvcV9fH0iSxO7du7n2mbmUFRSNRtP6eoTWdNlFfswGAnMO29qlp6cn3UOZMYIB3ljYdM144R4OhzmTMbY/e3V1NZRK5YxMxlgRR1EUJ7pnkhqf7Hr2xsaR5xkaStpD5hRs+USimnaGYVBYWAiaptHV1QWNRoOzzjoLZWVlgmjPEQoKCjB//nxYrVZ4PB7U19dzzt8ajSbdw8s60iXaJ0OlUmHhwoWw2WzweDw4fPgwtFotCIJIukdGJhCfscUan47X1q6srAxlZWUYGBjg2tqx7uzJEGj5FJlPtHHBbx3IzxZhN5Zy4RycSwO8ePjlJQLZgSDmBVKCSCSCVqtFb29vuocyY/JVzLOpz4lEO5v6xYr2iooK7t+zTSeMr2cHAL/fP6oFVrqd4/v6Rp6/qiq/d61pmubOjfg+7Wz5BCs0+OcI+xmFQiGQJImTJ0+ioqIi54218o2CggLU1tbCarXC7Xbjk08+gU6ng81mE0R9AiYT7Ww9+1yL9slgP2eCIOD1enHs2DGo1WoQBJFxLSqTQXyv+sna2mk0Gixbtgx+v3+U4LTZbNPyEIkn38T8ROnmbLZITU0NPB4Pjhw5wp2DFRUVWXsOplPMA0JkPtsQxLxAytDpdIKYz2AYhuGiqPGinaIorl5ZqVSiqqpqzk3oKioqcOzYMVRXV8NisXCO5Ol0sv3b30L4wx+kuOoqKm1jmEtYz4N4wc56HrAio6ioCJWVlVCr1ROWT7AUFBRgwYIFsFqtcLlcOHTokNC/PAdRKBSc2GMX2iUlJbMWM9lKtor2yZDL5XA4HLBYLGhubsbJkydRUFCQ9YJqIuLr6icS9Wq1GosWLYLD4YDb7cbhw4dRXFwMm82GsrKyab8/FEXlVZr9VDZ62Y0lu90On8+H06dP44svvoDVaoXRaMy6zY90i3khMp9dCG72Ainj6quvxvLly/HDH/4w3UOZEUNDQzh27BguuuiidA9lVvCjqHzRHgwGwTDMKLd4tla5sLBw1je/+Hp2YOxuL7/uMN45XiwWo7+/H01NTfD7/bBarTCZTFl3U84GYrFYwh7twWAQUql0lGM8G3EvKChI2s0+EAjA5XKho6ODS0fNZbfsfCUSicDj8cDn80Gj0cBms+VESmw8UxXt/O/ZINqnCkVRaGlpgcfjgVgsBkEQOd9SbLpt7dgWngqFAjabDXq9fsrvz3vvvYeLLrooLzY+P/nkE+j1ephMpmn9HU3TaGtrA0mSiEQiMJvNKTMkTAXvv/8+zjvvvLTUzbPnsUKhyOlrNosQ3OwF0kdpaSn6+vrSPYwZw0bmJzNhyxT4JnR80R4KhSAWizmxzkZ+WEE228k6Vc7xwIiLcl1dHXp7e9HY2Aiv1wubzYaqqirhJjMDotFownr2UCjEeR6oVCqUlpbCbDZDpVLNyPNguiiVSixatAgEQcDpdOLAgQMwGo2wWq0oKChI6XMLzB1yuRw1NTVcTf2xY8dQVFTEifpsmGf5sNcTcd05xQAAIABJREFU30E+FyLts0UikcBsNqO6uhrt7e2c+7jFYsnKKOlUmMgBP17Us90+rFYrmpub0dDQgIaGBhAEMen7wz5uLr6HiYhGozPKQhCLxTAajaiqqkJ3dzfcbjdIkuTuK5m8EUJRFNcaLp1k23yczwhiXiBl6HQ6dHd3p3sYM0YqlXLpc5mU0sYXZHzRHg6HR0VRtVotjEZj0gTZXDvH8x+ztLQUOp0OnZ2daGpqgsfjgd1uh16vF244CZior7RcLueigeXl5ZwLMFvGkE5UKhXOPvts+P1+OJ1O7N+/n3ODzsX2Q/mKTCbj0rK9Xi8+++wzqNVq2Gw26HS6tJ+H8QiifWaIxWJUVVXBYDCgs7MTJEmCJEmYzWaYTKaMuq8mi0SinqbpcdvaWSwWmEwmtLe3w+VyoampictCS3QOsaV/ufjeJWK2zv0ikQjl5eUoLy/HwMAA3G439u7dy7VWzEQPj2g0CgBpNcATyC7yYzYQSAs6nQ4NDQ3pHsaMYW8g6WgDwzAMJ8jiRXs0GoVcLudEe1lZGSwWC7eAnM1CeKr17IlS41Ndzy4SiaDX61FeXo7W1lY0NDTA7XbD4XDkpNnSZLDnSHw9u9/vRzQaRUFBAXeOZJvIUKvVWLJkCQYHB+F0OrFv3z6YzWZYLJasSZMUmBw2Qmk2m+Hz+XDixAkolUrYbLa0XNN80c4X7/xNMEG0Tx927q6oqEBPTw9IkoTb7YbJZMqq1OfpEC/qGYZBLBZLKOr5mx7d3d1cr3p2zuNnJ1EUxf1NPpDM9ZdGo8GSJUs4s7z6+npoNBoQBDEj74JUEY1GIZFI0voZCzXz2YUg5gVSRran2YtEopSb4LEmdIl6tFMUNUqQVVZWcv+eKxM6IH3O8eMhFotRXV0Ng8EAn8+HkydPQq1Ww+Fw5KSpFsMwCIVCCWvaY7EYZ1SoUqk4o8JknCOZQHFxMZYtW4aBgYExol4QUbmDTCaDzWbjRP3JkydRWFg4Y4OwyUgk2tnsJkG0pw5+2za2T/jevXs5k9NcLKmZbq96NorMvj979uxBVVUVCIKASqXinOzzRWjFYrGkX3tKpRILFizgzPJOnDgBuVwOgiBgMBjSvlGSbvM7QEixzzayf7UnkLFku5gHRqLzbMrTbIjvv82vbWdN6Niadp1OxxnSJcOEDpi6aI8X6+m+qU2ERCLhnGo9Hg+OHj0KnU4Hh8ORFtOY2cLvLhCfIk9R1CjPA5PJxIn2fKid1Gg0OOecc9Df3z9G1OfCpoXACFKpFARBwGQyobm5GadOnUJBQQFsNhvKy8unvcCcimhnM1dy0Yguk9FqtdBqtRgcHARJkti/fz8MBkPG1zPPlPi2dvwIeyIHfPb9GRoa4t6fiooKlJeX582cl+oyR7lcznkXtLa2wul0oqGhAVarFdXV1WmbC9jsy3QiiPnsQnCzF0gZu3fvxtq1a3H69OmsnRjq6+tBEATKy8undDzbyitetAeDQa6VF981XqlUorCwcE5N6MZzjs92IpEIXC4XWlpauIhaJjqi8zd24lPk+d0FWHHBfuXCZ5Qsent74XQ6MTw8zNWc5ssCN5+gKArNzc1wu91QKBTjtjqbqmjnfxdEe2bB9mLv6OhARUUFrFYrioqK0j2slMK/V4/X1o4lGAzC7XbD5/MBAOrq6jLSXyKZRKNRfPjhh1i9evWczO8Mw3DeDkNDQzCZTGkxYW1ubkZbWxvOPffcOX1eFnYDJd0bCgIck17kgpgXSBknTpzAihUr0N7enrU3nKNHj8JgMMBgMIz6fTQaTSjaQ6EQZ0IXL9qT0cprJqJ9qs7xuUIwGITT6URHRweMRiMIgkiLeRrbEjBesA8PD0MkEkGpVI4S7GyP9nz4jJIBwzCcqA8EAkLrwhyGbXVGkiQkEgl0Oh3EYvEo809BtOcGwWAQHo8HLS0t0Ol0IAgiJ8un+MS3tZtI1Le2tuLMmTPcxi9BEDlrBBsIBLBnzx6sWbNmzl9fX18f3G43urq6UFlZCYIg5mxziSRJDAwMYOnSpXPyfPGwTvrC3JkxCGJeIH20tbWhqqoKbW1tUKlU6R7OtGEYBp999hlXk8wX7qwhUiLRLpfL0yraBTE4gt/vR1NTE3p7e1NaZ81mY8Q7xweDQYjF4oQ92gsLC3Ny8ZUOGIZBd3c3nE4nwuHwlNo7CWQ2E0XaJRIJaJqGRCJBRUUFqqqqBNGeg4TDYXi9Xvh8PhQXF4MgiJyPRE+lV31rayt8Ph/q6uq4rBWxWJyTLVsHBwdRX1+P1atXp20Mw8PDcLvdozaXUn0eNjQ0IBqN4qyzzkrZc0wETdOQyWRCtlvmIIh5gfTBtu35/PPPUV1dne7hjAvfYCw+2s46qWo0mjGifbaLx+k4x/P/LYj26dHf34+mpiYMDQ1x9bgzEXqxWCyhCV0wGBzVEpAfbU9GNobA1GAYBl1dXXA6nYhGo5yoF66TzCVetLP/nizSTtM0WltbQZIkJ2T0er3wWecg0WgUPp8PXq8XhYWFXNlbLs+r8aIeAGd65/P50NHRgeXLlwPAqGshFotxGUq5IMR6e3tx/PhxXHLJJekeCre5xD8PUzXnnDp1CjKZDPPmzUv6Y08FiqIgl8tz4hzKEQQxL5A+GIZBSUkJ3n33XZx99tnpHs6oWuV40c4wDBeB54v21tZWiMVi1NTUzOp5gamb0LE/C6I9ebAp2Y2NjYhEIhNGMRIJDLaEQiaTJRTtCoUipxeX2QRb9+h0OkFRFGw2W0Y4FOczMxXtk8EKGbfbDZFIBIIgUFlZKXzWOUgsFkNLSws8Hg9nlJjrGzj89QK7me/z+dDf349ly5aNObazsxMul4vzEsn2Vp6dnZ1obGzEBRdckO6hcLDnodvtBgDOhDeZwvfYsWNcy7y5hj3f5HK5kN2WOQhiXiB9MAwDm82Gbdu2zenOKt+Eji/aWRM6VqzzRft4tcokSSIYDGLhwoWTPu90RHsisZ7Li5JMgV3wNDU1gWEYVFZWQqFQjBIY/J7S8SnyIokIz33yHO76yl2CeM9wGIZBe3s7XC4XNxcZDAbhc0shrGiPT5GPF+184Z4MsUHTNPdZA8iYFlMCyYe/gQOMiKlcSy/nQ1EU/H4/99XT04Pi4mIuQBI/nzEMg76+PrhcLvT29qK6ujprOwSwJQUrVqxI91DGQNM0Ojo6uDWi2WyG2WxOij/P4cOHYTAY0pLRyjAMaJqGQqEQxHzmIIh5gfRyzjnn4Ic//CGuueaapD82P+2ZL9pDoRAkEsmolPiZpj37fD709fWNyiwQnOOzB4ZhEA6HE6bHsy0HWUOtsrKyCdtTnew8iYt/fzHCVBjfqPkGXvnGK5BLsjfqkS/whZ5IJILdbs9Zw6i5Il2ifTLYz5okSdA0DYIgclro5TOsmHK73YhEIimJkM4lNE2PuZ5Y7xWpVDoqa0Wn00GpVCbsVc9ncHAQLpcLnZ2d0Ov1sNlsWdUhwOv1oqurC3V1dekeyriwWX8kSaK3txdVVVUgCGJWPlEHDhzg7lNzDbumVSgUwryZOQhiXiC9rF69Gl//+tdx6623zujvGYYZtXDki/ZIJDIq7Zkv2pNlQtfe3o62tjacffbZgnN8BsP3PYhP543FYlwJRXy0nU1bdLvdUKlUqKmpGdc52R/2o3JbJZh/TYUXmy7GH67+A7QF2rl8qQIzhF9bKpVKYbPZErY5E/iSWCw2xoSOL9rjU+PnSrRPBpuVQZIkKIrihJ4wJ+cerFcGGyE1mUwwm80Za4jIlvvxo+3s2kYsFo+6ntivROsZNoIav/ZINJ8FAgGQJImWlhaUlpbCZrNBq838+5bT6YTf78eSJUvSPZQpMTQ0BJIk0d7ejrKyMhAEMaP3effu3Vi8eDF0Ol0KRjkxgpjPSAQxL5BebrzxRtTW1uK+++6b8Lj4CCpftMdiMSgUioSiPRk37Iki7UNDQzh+/DgqKythsVi42mihnj09MAwzbo92mqbHFe2TpYtFo1F4PB54vV7odDo4HA6o1eoxx135xyux27ub+7lWV4s3r30TRMnc17YJzAyaptHS0gKXywWFQgG73Y6ysrK8FvXZKtong2EYdHR0wOVyceZgQqeD3IRNL2fbelVXV3P37HSNhxXt/Eg725qUL9jZf8/EMHU6verD4TB3n1Or1bDZbBltJvjFF18gFoulzdV9poRCIXg8Hvh8PqjVahAEMa2N4w8++AArVqxISxYFez4J5r0ZhSDmBdLLHXfcAbFYjC1btgAYcbgfGBgAgFGiPRAIgKIoKJXKMTXtSqVy1qlz061n5+92Dw8Pw+l0oq+vDwRBwGw2C4vBFMOPXsT3aGf768an8rJph7MhEonA5XKhpaWFS0vk1xpu/2w7frDzBwAAEURgwODVf38VV9dePavnFZh7KIriWjsVFBTAbrejtLQ0pxcw8aK9a6ALVIhCJBzJatE+GXxzMDYlu7q6WpjHc5T+/n643W709PSgqqoKVqsVhYWFKXkuNhARH2n3+/1gGGbUPYr9SkVr0un0qmc7BHg8Hshksoz1mDh16hSkUilqa2vTPZQZEY1GuXuMRCLhyn4mmndomsbOnTtxySWXoKCgYA5H++XzAxDEfGYhiPl84Z133sHjjz+O48ePQ6VS4eKLL8af//xn7v+9Xi/uvPNO7Nq1C4WFhVi7di22bt06aqF24sQJbNiwAfX19dDpdLj99tvxyCOPjLqgd+/ejbvvvhunTp1CVVUV7r//fqxfv37MeEKhEBoaGvDoo49iYGAAYrEYLpcLzc3NuPbaa3HbbbeNafWWDDGWSuf43t5eNDQ0IBKJwOFwCGZaSYCm6YQ92gOBABe9SNSjPdWLjmAwCKfTiY6ODhiNRhAEAYVCgTZ/Gxy/cnDHLdUvxf6b9id/ABQF8cGDkD35JOiaGkS3bUv+cwgAGBH1/FILu92elvTGZML6ifDFBesnwor2PX178MSJJ1BTUoNd39oFVeHMazyzBTYl2+VyIRwOw2KxzLhVpUDmMzQ0BLfbzdWMW63WhBlXU4FhGEQikYSR9lgsxm0w86PtyVjTzGSck/WqZ6Eoiis9omma2+TKFN+Bzz77DEVFRbDZbOkeyqygaRptbW0gSRKRSISbdxJtlEYiEezatQuXX355WuYltnQjHRsJAuMiiPl84M0338Rtt92Gp556CqtWrQLDMDhx4gSuu+46ACMT9tKlS1FeXo5nn30WPT09uPnmm3HNNdfgueeeAzBilDJv3jxceumleOihh9DQ0IB169bhxz/+Me655x4AI87uixYtwm233Ybbb78d+/fvxx133IHHH38cBoMBp0+fxueff47Tp0/D5XJBqVRCp9NBq9Xi0ksvxVlnnYVFixahtrZ2ziPtyXKOZ2sxm5qaIJVKUVNTg7Kyslm8kvyAoqhxe7SLxeKE7d5SEb2YLn6/H01NTejt7YXZbIbFYsGq11fBO+BFX6gPFEPhD1f9AVfNu2r2TzY8DMmHH0Ly979D8u67EPX1ARiZeEOffQbG4Zj47wVmRSwWg9frhcfjQVFREex2e8bXlfJFO/87X7THZ7CwC8gFv14A76AXAHCp5VK8fvXrUMtnJnSyDYZh0N3dDZfLhWAwyC2uM0XECCSXQCAAt9uNtrY2rpa5uLh43OOj0WjCSHs0Gh1VysV+KZXKjNsQmqhXfaJj2XIU9nowm81pz8o5cuQIysvLYTab0zqOZMHOO/GlIPzsP7/fjwMHDuCKK65IyxhpmoZYLE5beYpAQgQxn+uwdYCPPfYYbrnlloTH/O///i/+7d/+DT6fD1VVVQCA119/HevWrUNnZyeKi4vxq1/9Cps2bUJHRwd3ET/99NN47rnn0NzcDJFIhI0bN+Ktt97C6dOnucdeu3YtduzYgfPOOw8LFy7EggULsGDBAixcuBBGoxGvvPIKfvWrX+H999+f0eubiXP8XJjQ0TQNn88Hl8uF4uJizJs3L6tcYlMFv8MAPyLIOvImEu3ZkM7V39+PpqYmDA0NochQhCWOJdhyaAv+78H/C71Kj6PfPYqSgsTGeVNF8bWvQbJnz5jf0yUlCH36KVBRMavHF5ga0WiUE/UajQYOhwMajSatY5pItMtkslHRwHjRPh6/PPJL3LfrSy+Tuso6vHntmyhXlqf65WQMDMOgp6cHLpcLgUBAEPU5DlvL3NzcDK1WC7PZDKlUOibaHolEoFAoxkTaVSpV1p0biXrVsxsPiUz12OuBFZupLFGYjI8//hgmk4lbt+YSAwMDIEkSHR0d0Ov1IAgCGo0GfX19OHbsGC699NK0jIumaUgkkrRv5AiMYtIFcnbNSgJjOHr0KFpaWiAWi7Fs2TK0t7dj6dKl2Lp1K2cacvDgQSxatGjUhLhmzRqEw2EcOXIEl156KQ4ePIiVK1eO2o1bs2YNNm3aBLfbDYIgcPDgwTG7hddddx127NiBDz/8MKEZXWlpKXp7e7kbyXhMVbTz68DS6RwvFothsVhQVVUFkiRRX18PvV4Pu92ethvfXMJ2GIivaWfFBSsoSktLYTabx3XkzRZKSkpQV1eH3t5eNDY24uCBg/i25dv485k/o7GvEQ/vfhjPr3l+Vs/BmM1gpFKIYjHud/TChQi9/z4wjsO+QPKRyWSw2+0wmUzweDw4cuQItFot7Hb7hNG8ZDAV0a5SqVBeXs6lDM900XU5cfmon4+0H8FVO67Cvpv2QSzKrNrZVCESiVBWVsbdp1wuF9xuN9czOlMd0QWmB5sZ5vf7IRKJUFJSgv7+fvT09HDlXFqtlruHJ8tcNxNg10vsuopdayVqa8deD2VlZRgYGIDL5cLevXthMBhAEMSMSxRmSjQazbrNk6mi0WiwdOlSLmukvr4eGo0GWq02ra95GgFegQwiN6+SPMLlcgEANm/ejJ/97GewWq149tlnsXLlSjQ0NECn06G9vX1Mv0qtVgu5XI729nYAQHt7O6xW66hj2L9pb28HQRAJH6eyshKxWAzd3d0wGAxjxldWVoa+f6ULA7MT7ZlmzgKMLPznzZsHk8mEpqYmHDhwAGazGVarNScWA/waQX7EPRKJjOonXV5ezvVWzdUdXZFIhNLSUuh0OnR2dqKpqQm3V92Oe/vuxUvHX8INC27AxeaLp/+4bjdk990H6bvvAgAYsRgimgZ99tkIvfOOIOTThFwuR01NDSwWC9xuNw4fPozS0lLY7fZZZ+HMpWgfD4fWgeqiajQPNQMACqWFeOSCR/JGyPPhX9t9fX1wuVzwer2CqM8yptKrXa1Wo6KiAgRBoKCgAJ2dnfB4POjr60NJSQk0Gk3WbjpPBF/UAyMbHBO1tdNoNFi2bBn8fj/cbjcOHDiAsrIy2Gy2cdu3JptYLJazYp5FqVRi4cKFcDgc8Pl8IEkSDMOgpaUlbaaEuXj+5zq5fZVkMZs3b8Zjjz024TGHDx/mascfeughXHvttQCAl156CdXV1dixYwduv/12AIkvzvhoeaKUq/jfT+UYPhqNBr29vejt7R21AOZH1LNBtE9GYWEhFi9ejMHBQTQ0NGD//v2w2Wyorq7O+NcT3xaQL96j0SgKCgq4FMNcjFxMF5FIBL1ePyK02qzY1bUL73a+izv+9w7U/2c9lHLl5A8CAKEQpD//OWTPPANRKARGKgV1/fWQ/P3voC0WhP7+dyDLjdhyAblcjnnz5sFisXBZOOXl5bDZbJNGqjJBtI+HSCTCJZZL8PuTv4cYYgRjQTBx1XSSbdsgf+ghQCpFkLcpm6uIRCLodDrodDr09vaCJEl4PB5O1OfqRmW2Ed+rnW+cyu/VrtVqYTKZoFKpuLay8VitVphMJrS2tqKxsRFOpxNWqzUj3d2TAfseSCQSLqDCCvtEol6tVmPRokVwOBzcpqZGowFBEClv6RmLxfJmnSGXy2G32yESidDW1gan04mGhgbu/JyrTY3xOiAIZDaCmM9QNmzYgG9+85sTHmO1WjE0NAQAWLhwIfd7hUIBm80Gr3fE3KiyshIff/zxqL/t6+tDNBrlIu2VlZVclJ6ls7MTACY9RiqVorS0NOEY5XI5SkpKsGLFCjz44IP4j//4D8hksqwV7ZNRXFyMuro6dHd3o7GxEV6vFzU1NdPqMZoqGIZBKBRKmB4fi8VGGfsYjcasrRGcK8RiMYxGI359/a9Rt70O5CCJH/3lR/jpmp9OGrkQv/8+5PfcA7HTCQCgLr4Ykf/+bzDz50N07BgYoxEY55oSSA8KhQLz58+H1WoFSZL4+OOPUVFRAZvNBoVCMWozLJNE+0RcO/9alCvL0e5vx2ufv4b7dt2HVdZVKJCOOBmLhoYgomkwkUiaRzr3sKKe7V2+b98+mEwmWCyWjPjs8oGp9movLi6GwWCYca92iUQCk8kEo9GI9vZ2kCQJl8sFi8UCo9GYceZ2ySI+BX8iUV9QUID58+fDbrfD6/XixIkT3FpTr9cnfT3HMExeRObjoSgKGo0GZ511Fjo7O0GSJJxOJzf3pNplXkizz07y6yrJIti6pcmoq6uDQqHAF198gQsvvBDASJ2R2+2GxWIBAJx33nl48skn0dbWxqXC79y5EwqFAnV1ddwxDz74IJc+zR7D9mhlj3n77bdHPf/OnTuxfPnycXdP7XY7urq6sGPHDmzatAm/+c1v8NRTT+Gyyy6b/puSJYhEIpSXl6O0tBStra04c+YMPB4Pampq5sQdm10AJRLtNE2jsLCQExc6nS5j3XizBZ1Sh+fWPIcb/3ojXve9jhX7VuAc4zlwOBxj0rFFzc2QbdwI6V//CgCgKysR3bIF1PXXA/9aODFLl875axCYGrFYDOFwGBqNhnMmPnDgAABAKpWiqKgoI0X7eFxBXIEriCvgj/ix27sb7gE3fl7/czxw/gMAANpoHDkwjyM1Wq0WWq0W/f39cLlc2LdvH+dCLTg+J4fp9GrX6/Vc27dkb5CLxWJUVVXBYDBwQooV9dXV1TkbJY4X9bFYbNy2dqyniNVqRXNzMxoaGtDQ0ACCIJK68UFRFADknZiPRqNcwEuv10Ov13Mbinv27IHBYIDVak2J4TLfJFEguxDc7HOAH/3oR3jjjTewfft2WCwWPPPMM3j77bdx5swZaLVarjWdXq/HM888g97eXqxbtw5XX30115puYGAAtbW1WLVqFR588EE0NjZi3bp1ePTRR8e0prv99ttx22234eDBg1i/fj1ee+01LsV/IkKhELZt24YtW7bg3HPPxVNPPYUFCxbk/MRBURQ8Hg/cbjd0Oh1qamqgUs2+pzM/1TC+Rzt/AcR3j09H39t84Tt/+w7+0vAXLKtYhhdWvIC2ljbo9XrYbDYopVJIn3sOsqefhigQACORIPb97yP60ENAik3VBKZPoq4Mfr9/jMGjWq2GVCpFZ2cn5xtis9myskfvjtM7sO7v61AoLcTR7x6FWWOG+G9/Q8HatWBEIgT9/mk9HkUBTqcIbrcIHo8YbrcIp06JcfiwGHo9jaNHwyl6JamFNQbr7e3l3L4FUT81ptOrnb3G0nnPYt3dSZKE3++HyWTKi3KL6fSqp2ka7e3tcLlciEQiXFr4bDc+QqEQPvroI6xZsybn14h8PvvsMxQVFcFms435P9a/oLW1FaWlpbBardDpdEl7f1iDRIVCIQR3MguhNV0+EI1GsWnTJvzud79DMBjEihUr8POf/5xzswcAr9eLO+64A7t27UJhYSHWrl2LrVu3jlqEnDhxAnfeeSfq6+uh1Wqxfv16PProo6Mmit27d+Ouu+7CqVOnUFVVhY0bN2L9+vXTGm9XVxc2b96M7du3Y+3atXj44YfHGOvlIuFwGC6XC62traiqquLScyeDNfWJFxeBQIBLNYwX7YWFhYJon2Pa/e2o216H/nA/nr70adx61q1wuVyIvvceznnxRRS43QAA6vzzEfnZz8AsXpzeAQtMWbTzxft4C/nh4WE4nU50dXXBaDTCarVmlahnGAZf++PXsNe3F1fPuxqvXvUqxO+9h4JrrpmRmB8cBAyG8fwjGJw+HYLZnL3LisHBQbhcLvT09GTl551qcqFXOx82OtrX18dlZuT65z3dtnbd3d1wuVwYHByE2Wye1Xs0NDSEQ4cO4fLLL5/84Bzik08+gV6vh8lkGveYcDgMj8cDn8+HwsJCEASRlFIH9rNWKBTC+jGzEMS8QGbCMAzOnDmD+++/H7t378Y999yDDRs25EVbt+HhYTQ2NqK3txdWqxUWiwUSiYRrnxOfHh8IBCCRSBL2aC8sLMyrXetM53+O/w/ufO9OKGVKfPL1d1DzxC8gfeMNAEBYo0HnvfeieMMGyHI8spNpzES0s6mO02VoaAgulwvd3d2orq4GQRBZE8k72XUS5798PiiGwtvXv43LaCsKFy8GI5Mh2N8/rcdyOkW48MICDA8DFDX6fbzwwhj+8pcIlFP0isxk+J83W5aWD/cxllgsNibSnqhXO/8ay+bU6cHBQbjdbnR1daGyshJWqzUpmXaZTHznoYlEPfDlxgd7TbCdbqZDuvutp4uDBw+CIAhUVlZOemwsFkNzczPcbjdEIhGsViuMRuOMry9BzGcsgpgXyGwYhsGuXbtw7733oqenBz/+8Y9xww03ZPQO/WxhhUVnZydaW1u5Xqrs93jBrlarx3XiFcgsGIbBlX+8Ent8e7DGJcP/vhIFxGLEbrsNPT/6ERo6OzE0NASCIGAymXL6PE8HFEWNcY6fSLSzrRRTcW0NDg7C6XSir68vq4zT7v3wXvzq6K9Qq6vFoSvfQomjFgAQ8PsnrZ0Ph4G335Zg+3Ypdu/+8twWiRgwjAhFRQx+/esIrrqKSulrSAd+vx8ulwtdXV1cX+5cEvX8Xu3x1xa/TSlfvOdqjTkwsinvdrvR3t7OtWZNRR1zJsHqBZqmxxjlJZpDh4aGQJIk2tvbuXaAGo1mSs/V1dU1ygsqX9i9vQ4XAAAgAElEQVSzZw/OOuuscU2lE0HTNDo6OkCSJILBIJcVMd37DSvmZ2IiKZBSBDEvkB1QFIVXXnkFDz/8MAwGA7Zs2YLzzz8/qyeUaDQ6Jsru9/sRDodHOVxTFIWenh5IJBLMmzcP5eXlWf26852mvibcvOMODGx9APdLj+PmV1eCWbYMwMjNsre3F42NjQiHw7Db7aiqqhJ2wacJX7TzBUY6RPtkDAwMwOl0or+/n1tkZbLI6Q/1Y8mLS9Ad6MZTKx7Bpq/9BAAQ6OsDxlkcNjWJ8NJLUvz+91J0d4+8xyIRg9WraZw8KUJbmxh1dRReeSUCqzW3lxJ+vx8kSaKzsxOVlZUgCALKLEpBmGqv9qmUnuQDwWAQHo8HLS0t0Ol0IAhizvqwpxO2vhoYMQ5M5IDPEgwG4Xa70dzcjJKSEthstklrvdva2uDxePDVr341Za8hE/nwww9x7rnnongGXjrs+oIkSfT29nLlP1PNimA/T0HMZxyCmBfILvx+P7Zu3Ypnn30Wq1atwk9+8hM4HI50D2tcGIbhagPj69rZNMNENe3xix+aptHc3AyXywW1Wo158+bNaDIXyAy2bZNi0yY5lEoGBw+G4HCMnj4ZhkFnZyeamprAMAwcDgf0er1wA40jkWgfHh5GMBjMONE+Gf39/XA6nRgcHITFYoHZbM7YdONXTryC7//j+1DLVGjYMgyDHwh0dABqNXdMOAy89dZIFH7Pni+j8FVVNG6+mcJNN8VgNjP47DMR/vhHKTZvjo63F5CTDA8PgyRJdHR0ZGQ69lR7tfPFu5AhNj7hcBherxc+nw/FxcUgCCKp5mSZCj8Ff7y2diyRSAQejwderxdKpZKr9U50rM/nQ0dHB5YvX57y15ApMAyD9957DytXrpx1Vg8/K4LNHJlsk4nNuMh1L4gsRBDzAtlJc3MzHn30Ubz22mu49dZbsXHjRuh0urSNh22dk6imPRqNoqCgIGFN+3QjcGxbQa/Xi4qKCjgcjpxK1cwXaBr4+tcV2LNHgnPPpfDBB2Ek0m00TaOtrQ1OpxNyuRwOhwOlpaU5vwCMh5/CO55ojxcWmSraJ6O3txdOpxPDw8OwWCwwmUwZJ+pphsaqV1fhcNthfOcz4Hd/AQJeL1BaisZGEbZvl+LVV6Xo6Rl5/8ViBldcQeOWW2K44goq4bmerwQCAW5RrdfrZ1Q/PBum2qudf30JkbmZE41G4fP54PV6OXOyfMi2i3fAn0jU82u9JRIJCIIYk6FGkiQGBgawNI9atUajUXz44YdYvXp10u4JbOYIf5NpvPORpmmIxWKhO0fmIYh5geyFYRh8+umnuO+++/Dpp5/igQcewPe+972UpvQxDINQKJSwR3ssFhvlwsuPuCd7MR4MBuF0OtHR0QGTyQSCIDI6NVdgLD6fCCtWFGBgQIRHHonggQdi4x5LURSam5tBkiRUKhVqampyMlUzn0T7RLDpkE1NTQgGgyAIAtXV1RnloXCk7QhW/n4lGDD4cLsU3rua8dJfysZE4detG4nCm0zCEmEiAoEA3G432trauPphNS/TYbbE92rnC/f4Xu38VqW5dm1lCuyc7vF4IJVKk+Y4nulMt61da2srSJJELBbj2tpJpVI0NDQgEolg0aJFaXgV6SEQCGDv3r244oorkn5dsptM7PlotVpRVVU16p5D0zQkEklel81kKIKYF8h+aJrGO++8g/vvvx/RaBQ/+clP8I1vfGNWN8X4aAVfWDAMA6VSOSY9Ph2tcwYHB9HY2IjBwUHYbDaYTKacXwzkEq+/LsEttyggkTD4+9/DsFqZCdtxxWIxeDweeDweaLVaOByOrDRVmki0s3W38RHBXBTtk8G2c3I6nQiHw5yoz5RrfMN7G/DS8Zcg9S1H7MXDAEai8GvW0Ljlliguv5wWovDThK0fbm1tnZFx2lR7tfOFezp7tec7rGB1/6s1qcViGSOicpF4UQ8AEokk4RzPlp25XC4uY4n1P5k/f/5cDz1tDAwM4MiRI1i1alXKnoN/PkYiEa7kSyaTgaIoSKVSQcxnHoKYF8gdotEoXnjhBWzevBnz58/HU089hXPOOWdCAUDTNAKBQMIe7fxoBV9YZOLCp7u7G42NjYjFYnA4HKisrMw74ZONMAxw881yvPmm9F+pyBTefDMy6d9FIhGQJInm5mbo9XrYbLaMNNESRHtyYBgGXV1dcDqdiEajsNlsGWGM2B3oxsaXv4X63/wS4aFFWPefFG66iUJ1tbAcmC2hUAhutxstLS0oKyuDzWYbI+r5vdr5wj1be7XnMzRNo7OzEyRJciKquro640psks10e9X39fXB5XKhp6cHxcXFWLJkSUbe+1JBV1cXzpw5g4suuijlz8VuJLPlDNXV1TCZTCguLhayQDMPQcwL5B79/f146qmn8Pzzz+Oqq67C5s2bUVpaipMnT+L48eP4/PPPceONN4KiKAQCAa4uMFGP9nQvlqcDwzBoa2tDU1MTFAoFampq0uojIDA1enuBZcsK0N0tBsDgxIkQbLapTafBYBAulwvt7e0wGo0gCCIt9WyCaJ8bGIZBR0cHXC4XKIqCzWaDwWBI+zzl9YpgNDIQdGLyCYVCcLlcaG1t5a4dNvLO79UenyKf6yIwV+GLqOHhYZjNZi4ymstMR9QDwMcff8wZoLIb2tmYpTYdWltb4fV659zBf2BgACRJor+/H6tWrcr5czELEcS8QG4RCARw5swZfP755zhw4ADeeust9PT0cIsei8UCh8OBjRs3wmQy5aSZD0VR8Hq9cLvdKCkpQU1NTVJrLwWSz/vvi3H11SMOsV//egx/+tPk0Xk+fr8fTqcTPT09MJlMsFqtY264Lx17CdcvuB5qxczPBUG0ZwYMw6C9vR1OpxMAYLfbhWycHCDR9cVvqSgWixEOh6FSqWA2m6HX64WFdY7CRqH5kVGLxZLz5mNT7VVfX18Po9EIrVYLkiTR0tKC0tJS2Gw2aLXadA0/pXg8HnR3d6Ouri4tzx+JRFBYWChsFGYegpgXyH5effVVvPbaa/j88885Abtw4UIsXLgQCxYsAMMw+Nvf/oYzZ87gkUcewU033ZQXk1EkEoHL5UJLSwsMBgPsdnvOLwSylUgEMBoLEQiIIJcz6OkJYibB1oGBATQ1NWFwcBAEQXAeCot/sxjkAAljkRF7vrMHlerKCR+HFRXxNbeCaM8s2G4HLpcLEokENptNaGGYBbC92vnXV3yv9vgUebZONRKJjOnJnYtmmAJfwkZGe3p6UFVVBavVmhddbNhe9ayQ5wv7AwcOwG63Q6/XAxhp/ce2tVOr1bDZbDnXJaCpqQmBQABnn332nD83mzUhl8uFUp3MQxDzAtnPu+++C5IksWDBAixcuDDhYpamaezYsQObNm2CUqnEk08+idWrV+fURD8ew8PDaGpqQk9PDywWCywWS15sZmQTFAX89rcSPPWUDJ98EkJ5+ewer6enB42NjQiHw7Db7Vj51kq0D7cDAIxqI/56/V+xsGxh8kQ7w0Dk8YCxWmc38BTx/w7/P6hlatyy9JZ0DyUlsKZFLpcLMpkMNpsNFRUVeTG/ZTKT9WqPF+zT6dXO9uT2+XzQaDQ5HZEUGMHv94MkSXR2dkKv18NqteZF1l2iXvV79+7FokWLUFpaOupYviu7TCYDQRAZUYqUDE6fPg0AWLBgwZw/N7uxolAoBDGfeQhiXiC/CIVC2LZtG7Zs2YJzzz0XTz75JBYuXJgXi97+/n40NDQgGAzCbrdnhIGWwGgYBkjWqcg6ADc1NeF13+vY7tvO/Z9KqsLDNQ9jgWJBQtE+HVEhOnUKihtvhIgkEXr3XTArVybnBSSJ1X9YjYMtBwEAv73yt/jWWd9K84hSB03TXAtDhUIBu92OsrKyvJjf0gnb/SQ+0j4XvdojkQi8Xi98Ph+Kiopgs9kEr5Qch9/GsKysDFarFRqNJt3DSinRaBRDQ0PctdXW1oavfOUr0Gg0Ca8jiqK4tnY0TWdke8/pcvz4cahUKtjt9jl/bnZDRaFQCOvGzEMQ8wL5SVdXFx577DG8+OKLWLt2LR5++GEuXSuX4Qs8kUgEh8ORc6lo+Ux8pJ393tTXhDvP3Dnq2Gsd1+KFr70wZdE+hs5OyJ54AtLt2yH6132CslgQ/vzzZLyUpPHI7kfws/qfcT9vvmgz7l1x77Rfs2jXLjDnnw8UFCR7iEmH7WHtdrtRWFgIu90OnU4nXOezZLJe7Wzbt3T0ao9Go/B6vaPSjIXPPLcJhULwer1obm6GRqMBQRDQarVZ/ZnzfSP4X+FwmDN7ZL8qKiq4dnbj9arnm4YGg0Gu1Vo2tlc7cuQIysvLYTab5/y5BTGf0QhiXiB/YRgGZ86cwcaNG/HRRx/h7rvvxoYNG/KizQlN02hpaYHT6YRKpcK8efNyfmc/lxhPtLPp8fGRQKVSiXN/dy7IARIAoJaqcehbh0BUEjN6fvGRI1B8/esQDQ1xv2PkcgRPnwYqJ67Hn2vO9JxB3fbRhkHfPfu7+O/L/xtS8dTKTcT19VBceikglSK8fTvoa69NxVCTDmuG6fF4uIiOELWdHLZXe6JIe6b3auenGatUKthsNpSWlma1wBOYmEgkAp/PB6/XC5VKBYIgMj4jJ74Ehf0KBAJctlj8V7zZ43R71ff09MDlcnGGggRBoCALNmdZDh06BIvFAoPBMOfPzb7PuWYYnSMIYl5AgGEY/POf/8Q999yDnp4e/PjHP8YNN9yQ1elYUyUWi8HtdsPj8aC8vBwOhyMvNjOyBbZ9YnwkcDzRPlF6/H277sMLn74AlVSFgcgA/o/+/+CexffA4XBMv6VPKIRCmw2igQHuV+FXXgGVgSKXYRjM//V8NA81c7+7sPpCvHX9W1BIJzeEFH3xBQouvBCiQAAAEHzvPTAXXpiy8aaCWCzGifqioiLY7XahvvpfTNSrvaCgYIygyJZe7bFYjBP1SqUyKwSewOyIxWJobm6Gx+OBXC4HQRBpN8SMz2bhX2sAxvhGqNXqaWeLTbet3cDAAFwuF7q6umAwGEAQRFZ4D+zduxcLFixAWVnZnD83TdMAIIj5zEQQ8wICLBRF4ZVXXsHDDz+MyspKbNmyBRdccEFeTFyhUAhOpxPt7e3cjnU2pqFlK8kU7ePRMdwBhUSBQy2HcO2fr4VYJMbvLvodivxFqKiogN1un9pGDk1DdtddkP32t9yvYtddh8jLL8/kpc8JP3jvB9h+/EvPgLeuewuXEZdN6W/l3/42pH/9KwCANpkQOnMmJWOcC6LRKOf4XFJSArvdnjcZObFYbIxgz4de7azAc7vdKCgoyEmXb4HRsPXibrcbIpFozkzg+Btj/C9+Nkv8xlgyz8N4UT9eWzsWv98Pt9uN1tZWlJWVZXxniF27dqGuri4tczbbVSCbMhnyCEHMCwjE4/f7sXXrVjz77LNYtWoVfvKTn8DhcKR7WHPC0NAQGhsbMTAwwLU2y4YoVLbAF+18UZFM0T4Vbn77Zrxx5g0s1S/FP679B7xuL9rb21FVVQWbzTZ+C8NYDPLbb4f09ddHJvyyMkAsRvCTT4A4V+FM4q2Gt3DLu7fAqDaisa8Ri8sXY99N+6aUZi/buBGy558HAIR//nNQt92W6uGmHL4Tularhd1uR3FxcbqHlRQm69UeLyhUKlVe9Grn+ygoFApB1OcBNE2jvb0dbrcbsVgMVqsVRqNx1vf06dS1s9fYXK4j4nvVxwv7eEKhENxuN9cZIhOzWBiGwc6dO3HRRRelJXuSpmmIxWKhvXFmIoh5AYHxaGlpwaOPPoo//OEPuPXWW7Fx48a8qTdlW5tFo1E4HA5UVlZm1I0t00kk2oeHh7l6wLkS7ePR7m9H3fY69If7seWSLfivc/8Lfr8fTqcT3d3dMJvNsFqto0VOOAz5zTdD+vbbYKRSRH7zG1BXXgmR0wlmyZI5GfdMiVAR0AyNocgQlr24DH2hPjx96dP4wfIfTPh3IrcbBUuWQBSLgZHJEHS7gQyO3EyXSCQCkiTR3NzMRaamXXKRJmbTqz2foSgKLS0tIEkScrlcaGOYB7DGtyRJIhQKwWKxoLq6etJNLJqmEQgEMDw8jKGhIe47/xqbrK493SRqazeeqGdNJD0eD7fhpdfrM8ILIxaL4YMPPsBll12WlveYpmlIJBJhDs1MBDEvIDARDMPg2LFjuPfee/Hpp59i48aN+N73vpcXu5MMw6CtrQ1OpxMymQw1NTVjerrmO1MR7fGpu3Mp2ifif47/D+58704oZUocXncY1v/P3plHN3Hee/8rebe8yZtk2VpGI5kANqZAmkuazWnSdMmem4TmfVvcphRfILdAAmY1UC4mDXCahtyQm4R0ydskPU1uCg3NKbmXwMniBJI0FMxiSzOSvO+WLVnWNvP+QWcqeQEbbK3P5xwfQIylZzTb831+yzdHB+BSPaHJZMLg4CB0Oh00Gg0SRkaQsmQJEo4dA5+SAs//+3/wf/e74d2Bq0TYb1mSDF/++EuUZJVMuG3yD3+IxLffBp+fD/+dd8ITUFoQSwiRqdbWVhQUFECv10dMDelMerXHM4HWXYmJiaJwId9b7MLzPPr6+sCyLIaGhlBSUgKtVoukpCSMjIwEXWOCeA+0VryWuvZwMxVRH5jFAgAURU1LRsO14HK5cOLECdx1111h+d79fj8SExOJmI9MiJgnECYDx3E4cuQI1q9fD6/Xi507d+Kee+6JiBXbmcbv96O5uRksyyI7OxulpaURM9EPFdEs2ieC53l85w/fwYfNH+JO6k6889A7QePt7e2FyWSCr7cX39i9G+lffgleJoP7D38AV1kZxpFfGxzP4c7X78SnbZ/iPuN9eP3+18fdTlpfj9Q77gAvkWDkk0/Al5cDEXw8p4ORkREwDIP29nYoFAro9fqQpXRO5NU+/I/GgzPp1R7PCM4mFosFCQkJYtO0eHi2xSMejwcOhwPd3d3o6urCyMgIJBIJeJ4f8xybibr2cDO6A/7lbO2EMgWGYeDxeKDT6aBWq8MSGR8cHMSpU6fwzW9OrtfLdOP3+5GUlBRxmRcEAETMEwhTw+v14qWXXsL27dtx3XXXoa6uDgsWLIiph91EBKbkKpVK0DQdc81QpiLahT8jXbRfjsa+Rtzwmxvg8Xvw67t/jUdmPxL0/3xXFxLvuQcpZ8/CK5Oh89e/hvy7343a/RU4230WN/72Rvh5P9568C18h/5O8AYch5TKSiR8/jl8S5fC88IL4RlomHC5XGAYBh0dHVAqldDr9UhLS5uW945kr/Z4huM4MVIvlUpBURSUSiUR9VGK3+8ftxmdx+NBamoqZDIZMjMzkZCQgP7+fvT396OoqAg6nQ4ymSzcw59xpiLqeZ5HT08PGIbB0NAQ1Go1tFptSOc/vb29aGhowC233BKyzwyE4zgkJSXFRFPQGISIeQLhahgYGEBdXR2ef/553Hfffdi2bRs0Gk24hxUShoeHYTKZ0N3dDa1WC51OF3U3+MuJ9oSEhDH17NEu2i/H0588jZ0f70R+ej6+/PGXyEu7VEohaW9Hyt13Q3rhArj8fDS/8goupKYiMTERBoMh4hoETZXNxzfj2VPPQpOlwRc//gLpSf+MQCe8+SZSHn8cfEYGXKdPA0plGEcaPpxOJ1iWRWdnJ4qKiqDX6yc9gY1mr/Z4huM4tLe3g2VZAAhZJ3TC1SHUtY8W7S6Xa0oNH51OJywWCzo6OlBQUACKoqKmf8a1MFVbu/7+frAsi56eHqhUKlAUFZLFj46ODrAsi8WLF8/4Z42H3+9HcnJy1M314gQi5gmEa4FlWWzatAmHDx/GypUrsXbt2pjpCn0l7HY7Ghsb4XQ6QdM0iouLI27CN1q0B9bbxptonwiP34Mbf3sjzveexw/KfoAXv/MiJBbLJSHPsuBUKrjffRf8rFliLSHLspDJZDAajRFt5XM5nB4nFv56IZoHm/HkDU/i57f8/NJ/DA8jdf58SFtb4dm+Hb5168I70AjA4XCIvszFxcWgKCqob8hUvNqF7BbikhHZCCnGLMuC4zhQFAWVShVx9/h4gef5oLr2wOtNIpGM24wuOTl5ys8yl8sFq9WK1tZW5ObmgqKoqL3HT4XAmnoAVxT1Q0NDYFkWHR0dKCwsBEVRM2oZZ7PZ0NXVhUWLFs3YZ0yE8N0kJyeT+3ZkQsQ8YWbZtWsXjhw5gq+++grJyckYGBgYs43NZsPKlStx7NgxpKWl4bHHHsPevXuDGm2cOXMGq1atwsmTJ5Gbm4vly5dj69atQTfZEydOYO3atWhoaIBKpcL69etRXV0d9Flvv/02tm7dCrPZDJqmsWvXLjzwwAPXtI88z6O+vh7r1q2DyWTCli1bsHTp0rhYweR5Ht3d3TCZTOB5HkajMSx2R0JnayLar45PWz/FN1+/VIv3l8UHcFfVzyFtbwdHUZeEvE4XtL3P54PVaoXVaoVcLofBYIjKKM4R0xE88s4jSJQmon5pPebkz0HiL36B5J///JKn/N/+BlwhvXz58mR0d0tQWsph1iwOpaU8Sks55OfHXon9wMAATCYTBgYGkJGRgcTERDidzpj3ao9neJ4XRb3f7xftzYionzmEuvbRPxzHjevXnpaWNu3PMo/HA5vNhubmZmRkZECv1yM3Nzfmn5mjbe2u5FXvcrlgsVjQ0tKCnJycGfuezGYzHA4HKsLgHMPzPDiOQ0pKChHzkQkR84SZZdu2bcjJyUFLSwsOHjw4Rsz7/X7Mnz8fBQUF2LdvH3p7e7F06VI8+OCD2L9/P4BLjT9KS0tRWVmJzZs3o7GxEVVVVdi2bRuefPJJAJci5GVlZVi2bBmWL1+Ojz/+GCtWrMAbb7yBhx56CABQX1+Pm2++GTt37sQDDzyAd955B7W1tfjoo49www03XPO+chyHP/7xj9i0aRPS0tKwa9cu3HHHHTH/8AP+2USJYRikp6fPWMR2tB2V8KfL5YJUKg2K/EVr191wsfr91Xj5q5eh7k/Db/+zHDcaXODefQd8UdGEvxPYR6GwsBA0TYfFA/daePSdR/Gu6V3cWHwj/nrbbyCb/zVInE64f/1r+B95ZMLf8/mA1lYJbr01Fd3dY88vs3k4arPzr+TVnpaWBo/HA7fbLTbKi4c623iG53l0dnaCYZhp9SyPZ65U1z5atKenp4f8+/Z6vWhpaYHVakVqaiooioobK0NBxAKAVCq9bAd8j8cDq9UKm82G9PR0sZHkdH1PFy5cAMdxmDNnzrS831QQIvMpKSlkES8yIWKeEBp+85vfYPXq1WPE/HvvvYe7774bzc3NUKlUAIA333wTVVVV6OrqQlZWFg4cOICNGzeis7NTTO18+umnsX//frS0tEAikaCmpgaHDx/G+fPnxfeurq7G6dOnUV9fDwB49NFHMTg4iPfee0/c5tvf/jbkcjneeOONadvXkZERPPfcc9i9ezcWLVqEuro6zJkzJy4efoER27y8PBiNxqsSd0S0hx67247bXrsVqYfuxt8/2IOMdAluupnHrbf6cdttfpSV8RCe4xwHfPihFLfeemmiE9gwTaVSQa/XR419Y/NgMxa8ugDD3mG83HUjfvLCJ/B//etwHzuGIYcELCuBxSIFw0hgsUjAMFJYLBJYrRL4fBOfb3/60wjuvJML4Z5MncvV207Gq91ut8NsNmNgYAAajUa0uSLELoJneWCH75KSEiLqL8N01bWHE7/fL7oeJCYmQqfTxU2DxKnY2vl8PtHWTnCHmI7ylDNnziA1NRVGo/Ga3udqIGI+4iFinhAaJhLztbW1OHToEE6fPi2+1t/fj9zcXBw7dgyVlZX44Q9/CLvdjkOHDonb/O1vf8OCBQvAMAwoisItt9yCr33ta/jVr34lbvPOO+/gkUcewfDwMJKSkqDRaLBmzRqsWbNG3OaXv/wlnn32WVit1mnf5+7ubuzYsQMHDx7E97//fWzZsgXKaA3VTZFAi6vi4mLo9fpx/UmnKtplMhmxo5pB/JwfP1uRhMPvJqO3P/ihnZ//T2Hf2irB008n4+GHfdi714P8/EvbOBwOmM1m9PT0QKPRQKfTRdykdDyePfksNp/YjIzhFHzr+WfRovs+mK4s9PRc/jxLTuahVPJob5fA6720rVzO4//+Xy82bPAhUkpNZ9qrvb+/H2azGUNDQ9BqtdBoNCS9PsYRSqwYhoHb7YZWq4VarY5rUR+quvZwEtggked56HQ6qFSquDjuozvgX07UB7pDCJksarX6qu+LX375JXJzc6EbVfIWCoR9JnOviOWKB4U8jQkzSkdHBxQKRdBrcrkcycnJ6OjoELcZfQMTfqejowMURY37PgqFAj6fDz09PSgqKppwG+FzppuCggLs378fK1euRE1NDebPn4+1a9di1apVUZeKPFVSU1MxZ84caDQaNDU14aOPPoJKpUJWVhaGh4fHiHZBTGRnZ6O4uJiI9jCRIE3A8y9yeI4bwd//LsHx4wk4fjwBH38sRU+PBG+/nYi33xYeCzz++MdE/PWvCdi924OqKj8yMjJQUVEBu90Ok8mEjz76CDqdDhqNJqIneysXrsTbZ/8ANMzDf3uWAuf+WSefl8dDp+NAUfw/fi79Xa/nUVTEw+cD5s5NRWoqj7Vrvfg//8ePcCUlTCQmRnu1Z2ZmoqioaNq82uVyORYtWoS+vj6YzWbYbDZR1EfycSdcPRKJBIWFhSgoKBBtuywWiyjqY30xZ7J17QqFYsbq2sOBVCpFcXExVCoVOjs7wbIsGIaBVqtFSUlJTB93QbgL4tbn801oayeVSlFSUoLi4mIxk8VsNkOr1UKr1Y4b3LgcXq93yr8zXUwhqEuIUGL3qiRcNdu3b8eOHTsuu82pU6cm3XVzIl/PwNdHbxOY8nSt28zkA1YikWD27Nk4dOgQPvjgAzz11FN49dVXsW3bNjzyyCMxNzrs8NgAACAASURBVNEdL9Lucrng9/vR3NwMiUSC7OxsFBQUENEewUilwPz5PObP92H1ah88HuDzz6U4flyK48cT8NlnUjHFfHBQglWrkvHAAy4IzXyzs7OxcOFC9Pb2wmQywWazQa/XR2zjrKSEJHxQ9SFOaJPxVZkEetotCvgrRdcTEoC//MUNvZ5HqOaxE3m1O53OccVEqLzac3NzIZfL0dfXJx53koYd20gkEhQUFCA/Px+9vb1gGAZWqzVmRL3P5xtjrzheXbtarRazWiLxHjfdSCQSKJVKKBQK9PT0gGVZsCwLjUYDtVodNuEZCkaLeo7jxPlmQkLCmDmnQqFAYWEh+vv7wTAMjh8/jpKSEuh0ukkHdrxeb1iz3CbKQCBEB9F9FybMCKtWrcKSJUsuu81kU4GUSiU+++yzoNf6+/vh9XrFKLpSqRwTPe/q6gKAK26TmJiIvLy8y24zOlo/E0gkEtx+++04deoUfve732Hr1q144YUXsHv3bnzjG9+Iupvk6BpAQcCPTtsNjLSnpKSgs7MTJpMJ7e3tKC0tRdoVOoUTIoPkZODGGznceCOHTZt8uHBBgoULg6PX47ny5OXlITc3F11dXTCbzbBaraBpGkqlMuLO+URpIr75TQ7f/ObUf7e0dOYiF+NFAMfzas/Ly4sIr3aJRCIe956eHpjNZlgsFlAUhZKSkrgQOvGIRCJBfn4+8vLyxAyNwEh9pJfbTLauXaFQgKZp0c0h3glczOnv74fFYoHVakVxcTG0Wi1SU1PDPcQZY7SoD/SrH21rJ5FIkJubi9zcXAwODoJhGHz00UdQKpWgKOqKbjBerzes51ukPa8JU4PcqQhjyM/PR75QJHuNLF68GLt27UJ7ezuK/tE1++jRo0hJScHChQvFbTZt2gSPxyOu9h49ehQqlUpcNFi8eDH+/Oc/B7330aNHsWjRInESsXjxYrz//vtBNfNHjx7FjTfeOC37MhkSEhLwox/9CA8//DD27t2Lhx56CJWVldi5c2dYGptcicAJTmD073Ki/XKR9qKiIigUCthsNvz9739HdnY2jEZjVNqaxTOzZvH4yU+8MBh4zJ7NYc6cicWsEJkoKChAe3s7TCYTLBYLDAYD8vPzySThH0zWq12tVkeFV3vgJF9IM7VYLNDr9cSvPIYJXMwReilYrVZoNBpoNJqwi/rJ1rXL5XIx2h5tde3hIFCs2u12WCwWfPzxxygqKppSBDoamShSP5FXfVZWFubPn4/h4WGwLIv6+nrk5eVBr9dDLpeP+xmREJknRC+kAR7hmrDZbOjr68Phw4exZ88efPjhhwAAg8GAjIwM0ZpOoVBgz5496OvrQ1VVFe6//37Rms5ut2PWrFm4/fbbsWnTJjQ1NaGqqgq1tbVjrOmWL1+OZcuWob6+HtXV1UHWdJ988gluueUW7Nq1C/fddx8OHTqELVu2TJs13dXQ2tqK2tpavP7663j88cexYcMG5ObmhnwckxXtgc3orjU93uv1gmVZNDc3Q6FQwGAwxPQqPuESfr8fLS0tYFkWMpkMBoNhwglMLDJe2q7T6YTb7Y5pr/ZAazO/3w+9Xo+ioiIi6uOAvr4+sCwLu90uivpQpGFHgl97PONwOGCxWNDZ2YnCwkJQFIWMjIxwD2vGmapXvdvtFm3tMjIyoNfrUVBQIG7r9/vx/vvv4/bbbw9L+YLf70diYmJMl05EOaSbPWFmqaqqwm9/+9sxr3/wwQe47bbbAFwS/CtWrMCxY8eQlpaGxx57DHv37g2ytjpz5gxWrlyJkydPQi6Xo7q6GrW1tUE3xhMnTmDNmjVoaGiASqVCTU0Nqqurgz73rbfewpYtW8AwDGiaxq5du/Dggw/OzM5PEp7n8dVXX2HdunX44osvsGHDBvz0pz+dEWuvcIj2K+FyuWAymdDV1RVVHdAJ10agjaFcLofBYIipDI0rebWP7h6fkZERF+c9z/Po6OiA2WwGgIgtuyBMP0LNsN1uh1qtvqpGYOMhLJANDQ0FXWsT+bXHS117pOByuWCxWNDW1oa8vDxQFIXs8eqyYhAhUi8I+ct1wPd6vWhubobVakVSUhIoikJRURE8Hg+OHz+Ob33rW2E5b/1+P5KSkuLi+RSlEDFPIEQKPM/jyJEjWL9+PdxuN/7jP/4D99xzz1XdvCcj2gOFeyhE+5Ww2+1oamqCw+GAXq8n9bVxgsfjAcuyaGlpQWFhIWiajqqUzPFqbYVrbTJe7fGKYHHFMAwSEhKg1+uhUCiIqI8DBgYGwDAMBgYGUFJSAq1WO6nFa+FaE0S78OdEfu2krj2yECLQLS0tyM7OBkVRkMvlcXHNT8Wr3u/3i7Z2HMehqKgINpsNd955Z6iHDeDSdZeUlESupciFiHkCIdLwer146aWXsGPHDpSWlmL37t1YsGDBhF6mE4l2of4v0kT75eB5Hj09PWhqagLHcTAajSgsLIzY8RKmD5fLBYZh0NHRAZVKBb1ePyPZKVfLVLzahb9Pxas9XuE4Dq2trWBZFklJSaBpOijFlBC72O12MAyDvr4+sbt3SkqKWNc+WrQ7nU5IpVLxGsvMzAy61gjRgdfrhc1mg81mg0wmA0VRcdM/ZSpe9UJpUmNjI4aHh2EwGEJWohKI3+9HcnIyEfORCxHzBEKkMjAwgLq6Ojz//PO4++67sWTJErS3t+Ps2bO4ePEicnJyUFVVFZWi/UpwHIe2tjaYzWakpaWhtLQUOVfyCCPEBA6HA2azGT09PWEpu5isV3ugeI/may1S8Pv9oqhPSUkBTdNxM8GPZzweDzo7O9Hc3Ayn04nk5GT4/X5wHCdmkAmiPTMzk1xrMYTP50NLSwusViuSk5Oh0+mgUCjiIiNvtKgfz6teoKOjA42NjUhLSxOzWSiKCkmPIWGMycnJEd1wNc4hYp5AiCS8Xi+amprQ0NAg/pw+fRomkwmJiYkoKSnBddddh9mzZ+PrX/867rjjjpie3Pj9ftHqJi8vDwaDATKZLNzDIoQAu90Ok8mEwcFB6HQ6aDSaaZ1MTMWrXRDuaWlpcTHRDCeBDRLT09NB0zRyc3Nj9h4XL/h8vjGlKENDQ/B6vUhLS4NMJkNycjIcDgeGhoagUqlAURSxL40D/H4/2tvbYbFYAFyyNo4Xx4vRoh4Y61Xf0tKC9vZ2XH/99WI2S3d3N4qKima8qaBQ85+SkkLEfORCxDyBEAl0dnbi9ttvR2NjI5KTkzF79mzMnTtX/Jk9ezba2tpQU1MDk8mELVu2YOnSpXGT9uR2u8EwDNra2qBSqUDTNKk7jhN6e3thMpkwMjICvV6P4uLiKU/yJuvVLoj3cHu1Ey6JP6EZlEwmE0U9IbLhOG6MW4PQ+DE5OTlogUyIuI9+jjkcjjGChYj62IfjOHR2doJlWfh8Pmi1WpSUlMSFiBztUx9oa2exWGC32zF//nxxe8EpoK2tDfn5+dDr9TOSvSiMKSUlhTwTIxci5gmESMDv9+O9997D3LlzodVqJ7xpchyHP/7xj9i0aRNSU1NRV1eHO+64I26iVk6nE01NTejr64NOp4NWq42LB328w/M8urq6YDabwXHchB3QJ+vVHpgqT86fyMbn88Fms8FqtSIrKws0TZOSmwiA5/mgHhKB5ShCXfvon6kuwDocDrAsi66uLiiVSlAUFVXNMQlXB8/z6O7uBsuycLlc0Gg0UKvVcdFNfbSol0qlMJlM8Pl8mDt37pjtR0ZGYLFY0NzcLDYVnM7yJCLmowIi5gmEaMTtduO5555DXV0dFi1ahLq6OsyZMyduRH1/fz8aGxvhdrtB0zRUKlXc7Hs8I3RAN5vNkEql4qQlXrza4xmv1yt6Mefk5ICm6bixtwonPM9PmNki1LWPFu3TXfrldDrBsiw6OzuhVCqh0+lIuVUcwPM8+vr6wLIsBgcHoVarodFoYrrZobBINjQ0JJacCHXyRqPxsrZ2wqJnSkqK6A5yrQJcEPOxXM4ZAxAxTyBEM93d3dixYwcOHjyI73//+9iyZQuUSmW4hxUShE6vJpMJCQkJMBqNyMvLIw+cGOJyXu0JCQmiZY5SqURhYWHceLXHMx6PB1arFc3NzZDL5aBpGllZWeEeVkwwuq49MLMlLS1tjGgPdTnK8PAwWJZFR0cHFAoFKIoioj5OGBgYAMuy6OvrQ3FxMbRabdSXXgQukgni3eFwgOf5Mddadna2WEt/JVu7lpYWWCwWSCQS6HQ6FBcXX3UGGsdxAEDEfGRDxDyBEO3wPI8LFy6gpqYGx48fx5o1a/DEE0/ETToix3FoaWkBwzDIzMyE0Wgkk/so42q92n0+H6xWK6xWK+RyOQwGAzIzM8O9O4QQ4Ha7YbFY0NLSgvz8fNA0PaONoGKJyda1R2pmy/DwMCwWC9rb21FYWDjjTcAIkcPQ0BBYlkV3d3fUZGkELkoHinePxyOWf2VmZl5xkSzQqx74Z6O8iWyLOzo6wDAMPB4PdDrdVZUqcBwHiUQSks75hKuGiHkCIVbgeR4ffPABnnrqKXR3d2Pbtm149NFH46Ym2Ov1wmKxwGazQaFQgKbpqF+5jzV4ng8S7RN5tQcK98l4tXs8HrAsi5aWFhQWFoKm6bhZzIp3hJrR1tZWFBQUgKbpiJ/ch4pQ1LWHE5fLBZZl0d7ejoKCAlAURRbz4gSn0wmr1Yr29nbk5+eDoqiwL+ILtqaBUXbhektISAi6zgTxfjWLZFP1qu/p6QHDMBgaGoJarYZWq520OOc4DlKpNKZLG2IAIuYJhFjD7/fjd7/7HbZu3QqFQoG6ujrcdNNNcZMi5XK5YDab0dnZCbVaDYqiSOp1iBnPq93pdMLpdAKA6B893XW2LpcLDMOgo6MDKpUKer2eTELihEBhp1AooNfr42ZBZ6K6diFlNxR17eEkcEFH6OxNRH18MDIyAqvVipaWFsjlclAUBblcPuOfG9hsNVC8h6qPBDA1r3rgUq8hlmXR09MjWj9eaeGT4zgkJCRE1SJfHELEPIEQqzgcDuzbtw979+5FZWUldu7cCaPRGO5hhYzBwUE0NTVhaGgIFEVBrVaTbqzTzGS92gMnN6Hwanc4HDCbzejp6YFGo4FOpyMLOnFC4IKOUqmEXq+PqQydSK9rDyeBoj4vLw96vT7s0VpCaPB4PLDZbGhubkZGRgYoipqWHjqXK0kRmq0GpsjLZLKQX2+Xs7Ubb/+FUoWOjg6xTGWiZqJ+vx+JiYlEzEc2RMwTCLFOa2sramtr8frrr+Pxxx/Hhg0b4savmed59Pb2oqmpCX6/HwaDAQqFImYiUqFkdORPmOAIXu2joxGRICLsdjtMJhMGBweh0+mg0Wjipuwk3nE6nWAYBl1dXWIUKprqPqda156RkUHO7X8Q2E8hNzcXer2eOB/ECV6vFy0tLbBarUhNTQVFUSgsLLziMz9wYTow0u50OsctScnMzIy4BeLRNfVXEvUul0u8TnJycqDX65Gbmxu0rd/vR1JSUsTtKyEIIuYJhHiA53l89dVXWLduHb744gvU1NRg+fLlcZOCzPM82traYDabkZKSgtLS0pCk4kUjsejV3tvbC5PJhJGREej1ehQXF4d9oYEQGhwOBxiGQXd3N4qLi0FRVETd92K9rj2ceDyeMWIlJycn3MMihAC/34/W1lZYrVYkJCRAp9NBqVRCKpWOyW4RxLuwMB0YaReyyaIpACDoNqF5XWBN/Xj7ITiE2Gw2pKeng6IoMeghOMZEUgNMwhiImCcQ4gme53HkyBGsX78ebrcbO3fuxL333hs3wsbv98Nms4FlWcjlchiNxrjtguzz+YLEuvB3wat9dKQ90jpaTxWe59HV1QWz2QyO40DTNJRKZVRN0ghXz9DQEMxmM3p7e6FWq6HT6UIqiuO9rj2cBNoZZmdnQ6/Xk8XcOEDIbmlubkZnZ6dY/+31eoOyWwTxHg0L01OF53nRXu5KzfJ8Pp9oa5eQkCCK+tTU1Kh+9scBRMwTCPGI1+vFSy+9hB07dqC0tBR1dXVYuHBh3EwcPR4PGIZBa2srioqKQNN0REXrppPLebUnJSWNibTHulc7x3Fob28HwzBITEyEwWBAfn5+3Jz78c7g4CDMZjP6+/vFzs7TLeq9Xu+4KfKkrj28BNZVZ2ZmimnFhOgmcKFsdIo8APH5Blzyq/f5fNBqtVCr1XEjUgNT8K/kVc9xHNra2sCyLFJTU7F48eKYW+SIMYiYJxDimYGBAezevRv79+/Hvffei+3bt0Oj0YR7WCHD6XTCZDKht7cXWq0WWq02ah/uo73aA23fEhMTx438xXO6LsdxaGlpAcMwkMlkMBgMJFoXRwwMDIBhGAwMDECr1UKj0VyVBzOpa48+vF4vbDYbbDYbMjIyxq0VJkQmfr9/zPU2NDQkLpSNTpFPT08POq5CHx2WZeFwOKBWq6HRaOLmWTgVWzuO4+ByuZCdnU3uW5ENEfMEAgFgWRabNm3C4cOHsWLFCjz55JNx1QV4YGAAjY2NcLlcoGkaKpUqYiNlgV7tgUJieHgYEolk3Ej7ZLza4xWfzwer1Qqr1Qq5XA6DwUBsreKI/v5+mM1mDA0NiaJ+9IKecM05nU4MDQ0FLZQlJCSQhbIoxev1orm5GVarlYj6CEPoJTGeZ3tgRpmQJn81ZWCCVdvAwACKi4un5L8e7UzG1k74/5SUlIidDxEAEDFPIEwdnU4Hq9Ua9FpNTQ2efvpp8d82mw0rV67EsWPHkJaWhsceewx79+4NmuCdOXMGq1atwsmTJ5Gbm4vly5dj69atQTfTEydOYO3atWhoaIBKpcL69etRXV09I/vF8zw+/fRTPPXUUzCZTNi8eTOWLl0a0ynXgQg11U1NTZBKpTAajWFNv76SV7tg+0ZqbKcHj8cDlmXR0tKCwsJC0DQdNz7lBKCvrw9NTU0YHh5GYWEh0tPTMTw8LIp3oa5dEA7kmosdfD6fKOqFBmCk9CZ0BPaSCBTvPM+Pm90y3YvTg4ODov96UVERdDpd3Nz7R4t6AEhISIBEIiFiPnogYp5AmCo6nQ6PP/44li1bJr4mPGSAS2lg8+fPR0FBAfbt24fe3l4sXboUDz74IPbv3w/g0sOjtLQUlZWV2Lx5MxobG1FVVYVt27bhySefBHApWl5WVoZly5Zh+fLl+Pjjj7FixQq88cYbeOihh2Zs/ziOw1tvvYWNGzciNTUVu3btwp133hk3E5vA9OuMjAwYjcYZtTUKtMQZ3ZAunF7t8UqgT3k0WpoRJkega0PgNef1eiGVSsHzPORyOVQqFTIzM0ldexwQ2AAsLS0Ner2eiPppJLB/S6B493g8olNKYJp8qK85h8MBi8WCzs5OFBYWQqfTxU2W1nhe9cJ3TxYsIx4i5gmEqaLT6bB69WqsXr163P9/7733cPfdd6O5uRkqlQoA8Oabb6KqqgpdXV3IysrCgQMHsHHjRnR2doqN155++mns378fLS0tkEgkqKmpweHDh3H+/Hnxvaurq3H69GnU19fP+H663W4899xzqKurw6JFi1BXV4c5c+bEzU3d6/WK6dcFBQUwGo1IS0u7pve8nFc7aYwVWTgcDpjNZvT09ECj0UCn08VNlkosMZ6AEFwbkpOTxUh7YMRdKpWip6cHZrMZHo8HFEURO8M4wu/3i6I+JSUFer0eBQUFcfPsu1YCs8oCI+1CWcp4KfKRdG8V/Nfb2tqQl5cHiqJmdEE/UhACCxcuXMDZs2fR0NCAkZERvPjii+Tcj2yImCcQpopOp4Pb7YbH44FarcbDDz+MdevWiSn0tbW1OHToEE6fPi3+Tn9/P3Jzc3Hs2DFUVlbihz/8Iex2Ow4dOiRu87e//Q0LFiwAwzCgKAq33HILvva1r+FXv/qVuM0777yDRx55RKwbCwXd3d3YsWMHDh48iCVLlmDr1q1QKpUh+exIYGRkBGazGR0dHSgpKYFer7/idx+LXu3xit1uh8lkwuDgIHQ6HTQaDTlWEUhgL4nRNbaJiYljFspkMtkV69qF0huGYeDz+UBRVET30yBML4JXOcuySE5Ohl6vR2FhIRE2AQQ+6wKFu5BVNrohXTRFed1ut+h+kJ2dDZ1OFzM9FYSO9WfPnhV/zp07h4sXLyI1NRVlZWUoKyvD9ddfj5/+9KfhHi7h8lzxhIzOts4Ewgzys5/9DAsWLIBcLsfJkyexceNGsCyLV155BQDQ0dEBhUIR9DtyuRzJycno6OgQt9HpdEHbCL/T0dEBiqLGfR+FQgGfzyfWdoWCgoICPP/881i1ahVqamowf/58rFmzBk888URc1JWlpqZi7ty50Gg0aGpqwkcffQSKoqBWq8Hz/IRe7YHdrIuKimLCqz0eyc7OxsKFC9Hb2wuTyQSbzQa9Xk8itWEisCxldJYLAHGBLDs7G8XFxddUYyuRSKBQKFBYWIjOzk6YzWZYLBbo9XoolUpy/GOchIQEaDQaFBcXo62tDRcvXoTZbIZer4dCoYgJUTdZBLeU0Q3pRkZGkJKSIkbZ1Wq1+KyL9usjJSUFRqMROp0Ozc3NOHPmDNLS0kBRVNRkagiLnOfOnRNFe0NDA86ePYuBgQEYDAaUlZWhvLwcjz76KCoqKkBRFFmwjjHIrJMQF2zfvh07duy47DanTp3CokWLsGbNGvG1efPmQS6X41//9V/xi1/8Anl5eQAw7k1eqEUSGL1NoAfoVLYJFddddx3+9Kc/4fjx43jyySfx6quvora2FkuWLIn5G7/f7wfP81AqlUhMTATDMDCZTOB5PqizbkFBASiKinmv9ngkLy8Pubm56O7uhslkgtVqBU3TUCqVUTGpi0bGq2sXylICG0AWFBTMaC8JiUQCpVKJwsJCdHR0gGEYsCwrinpy/GObhIQEqNVqFBcXo7W1FU1NTWIGnUKhiHrRGkjgYtloz3apVCpec3l5edBqtcjMzIz5Z11SUhL0ej00Gg1aW1tx/vx5mM1m6HS6iDn+PM+D4zhYLJYx0Xaz2YycnByUl5ejvLwcP/jBD1BeXo6ysjLIZDJy/4oDiJgnxAWrVq3CkiVLLrvN6Ei6wL/8y78AAEwmE/Ly8qBUKvHZZ58FbdPf3w+v1ytG2pVKpRilF+jq6gKAK26TmJgoLhqEGolEgsrKSpw6dQqvvfYatmzZggMHDmD37t246aabov6hMFmvdpqm4Xa70dHRIT7oc3Nzwz18wgwjkUhQWFiIgoICtLe3w2QywWKxwGAwkEZZ18Dl6tqFqF9GRoYYaQ9XWYpUKoVKpYJSqRSPP8uyoGmapF/HAVKpVBT1bW1tMJlMoqiPxkwNn883phnd6MWyzMxMKBQKcbEsns/xxMREaLVaqNVqtLW1wWw2i6I+lOU3PM/DbrcHifaGhgacO3cObrcbs2bNQllZGW644QYsW7YMFRUVJJMsziE18wTCFXj33Xdxzz33wGq1QqPRiA3wWlpaxFT4P/zhD1i6dGlQA7xNmzahs7NTrNv8xS9+geeeey6oAd6f//xnnDt3Tvysf/u3f8NXX30VkgZ4k8HhcGDfvn3Yu3cvKisrsXPnThiNxnAP64pMl1e73++HzWaDxWJBTk4OjEaj6GpAiH0CnQ9kMhkMBgPkcnm4hxWxTLWuPdIzXDiOE2uqk5KSQNN01KTfEq4djuPQ3t4OlmUBABRFoaioKOJEE8dx43q2u1yuoHIwob6d9HCZHBzHobOzEyzLwufzQavVori4eNpK6Xieh8/nQ1NTkyjYhR+bzYaioiIxRX7evHmYN28eZs+ePe3WfYSIhzTAIxCmQn19PT799FNUVlYiOzsbp06dwpo1a7Bo0SKxmZ1gTadQKLBnzx709fWhqqoK999/v2hNZ7fbMWvWLNx+++3YtGkTmpqaUFVVhdra2jHWdMuXL8eyZctQX1+P6urqGbemuxpaW1tRW1uL119/HT/+8Y+xYcOGsGUPBDLaq10Q7hN5tctksquKPgR6lCuVStA0TezM4gifzyc6H8jlchgMhrixNBqPyda1z6R3dCgJbJSWkpICmqZJpkYcwXEcOjo6wLIsOI4La6PEwOtOEO+B111gQ7rMzMwrNoEkXBme59Hd3Q2WZeFyuaDRaKBWq6e0ECk022xoaMCZM2fEuvYLFy5AKpVizpw5onCvqKhAeXk5yQYiCBAxTyBMhS+//BIrVqzAhQsX4Ha7odVqsWTJEqxfvz6oGZzNZsOKFStw7NgxpKWl4bHHHsPevXtFGzoAOHPmDFauXImTJ09CLpejuroatbW1QTfnEydOYM2aNWhoaIBKpUJNTQ2qq6tDus+Thed5nD59GuvWrcPnn3+OmpoaLF++PGifZ/KzI8GrfXh4GCaTKcjOjDS8ix8CF3UKCwtB03TMN4mcbF37TF53kYLf70dzczMsFgvS09NB03TMdL8mXBme50VR7/f7odPpZiy92e/3j7nmhoaG4PV6RZvT0Z7t5DycWXieR19fHywWC3p6enD06FH87Gc/g0ajCdpGsH87c+aMWNfe0NCAzs5O6HS6oGh7RUUFDAYDEhMTyfEjTAQR8wQCYXrheR5HjhzB+vXr4Xa7sXPnTtx7773TNqGJBq92u92OxsZGDA8Pk87ncUignaFKpQJFUVGfqTHZuvbALJd4TdX1+XyiqBd6bJCeGvEDz/Po7OwULQ0FUX811wPP83C5XON6tgc2Xw30bCcLyOGnsbERq1atwqlTp3D77bdj1qxZaG1tRUNDAxobGyGTyUT7t8A0+ezsbCLaCVOFiHkCgTAzeL1evPzyy9i+fTuMRiN2796NhQsXTvpBJUT8RguIaPFqF1LvmpqaAABGo5HU08YZTqdzTKZGJNeAA/+sr42VuvZwIpRf2Gw2ZGVlgaZp5OTkhHtYhBAhpE4zDAOPxwOKoi4r6gMXqgOFO8/zY1Lko700JZYQLGqF1Hgh2n727Fmkp6cjPT0dDMOgvLwcjz/+OL73ve9B3zRHDAAAIABJREFUp9ORBX7CdEHEPIFAmFkGBgawe/du7N+/H/feey+2b98elHY2MDAAk8mEoqKiy3q1Bwr3aIo8CE2yGIZBeno6jEYjmdDHGXa7HSaTCYODg9DpdNBoNGFfeIq3uvZw4vV6RVGfk5MDmqaRnZ0d7mERQoSwsMswDNxuN9RqNXJzc4OaQQ4NDcHj8QQtVAviPRzZZYSxCPZvLMuO6STPsixyc3NFyzehrr2srAzp6ekwmUx45pln8Nprr+F73/seNm3ahIULF4Z7lwixARHzBAIhNFy4cAGrV6/GBx98gG984xsYGRkBwzDo7OyERqPBa6+9NqauPZYifj6fDxaLBVarFQUFBTAYDDFfT00Ipq+vD01NTRgZGQlp+cVU69pJfe3M4PF4RFGfm5sb940SY53ABqxCpN1ut2NkZAQAkJqaitzcXGRlZYkp8rH0zItmeJ5Hf3//GM/2c+fOwePx4LrrrhN92ysqKjBv3rxJORm0tLRg3759eOmll/Df//3fuOuuu0K0R4QYhoh5AoEwvfj9fly4cEFcsRb+NJlMyMjIgFarhdvtRkZGBm699VY8/vjj0Gq1cRN5EBYx2tvbUVxcDL1eTzoKxxFClM5kMoHjONA0DaVSOS3imdS1RwdutxsWiwUtLS3Iz88HTdPE0jLKGb1gNjQ0BKfTCb/fH+TZLlx7DocDLMtieHhY9C6PpoyzWCHQ/i2wi3xDQwNaWlpQXFws1rYLDemuu+46JCcnX9M9u7u7Gzk5OWTxhjAdEDFPIBCmF7vdjuLiYsyePRtlZWWYO3eu+DAsLi6GRCIBx3F46623sHHjRqSmpmLXrl2488474yoa6HA40NTUhIGBgYhJvSaEDp7n0d7eDrPZjMTERBgMhknbmXEch+Hh4THCndS1RxcjIyOwWCxobW1FQUEBaJqGTCYL97AIl0G49kZ7to+MjAQtmAV6tk+0UC10PzebzXA6naKoJ9fqzCA0JhydIn/hwgUkJiZizpw5QdH28vJyYjFJiAaImCcQCNMPx3GTirS73W7s378fdXV1WLBgAerq6jB37ty4enj29fWhsbERXq8XNE2jqKgorvY/3uE4Di0tLUE9FeRyOYDgNF2hnl2I+EkkElLXHiO4XC6wLIv29nYoFAro9XpSghNmRveUCPRsl0ql4y6YXW2GlZDSbTab4XA4oNFooNFoiKi/SoT7pmD/1tDQIEbcu7u7odfrx0TbaZom9m+EaIWIeQKBEH56enqwY8cOvPLKK1iyZAm2bt0KpVIZ7mGFDMGf2GQyITExEaWlpcjLywv3sAghxOVyiXZ2ycnJSEpKwsjICHw+X5Bjg1BbS+raY4/h4WGwLIuOjg4olUro9XqkpaWFe1gxj8/nG5MiP15PCSHanpaWNmPXXl9fHxiGwdDQENRqNTQaDSnDugwcx6G5uXlMbXtTUxMyMjKCRPu8efNQXl6OrKwscu8kxBJEzBMIhMjhwoULqKmpwbFjx7B27Vo88cQTcRWh8vv9aG5uBsuyyM7OhtFoJA2yYgy/3z9uMzqhk3V6erpYfyuXyzFr1ixSTx1nOJ1OMAyDrq4uqFQqUBSF1NTUcA8r6gm0XQxMk3e5XGOcU4RFs3CVPvX394NhGNjtdqjVami12rgW9TzPw+FwBNm/CRF3h8MBo9EopsgLafLx1IuHENcQMU8gECILnudx/PhxPPnkk+ju7kZtbS2WLFkSV/XkXq8XLMuiubkZCoUCBoOBTOajDKG2drRod7lcSEpKGrcZXWBa7cjIiBipLyoqgl6vJ+dAnOFwOMAwDLq7u1FcXAyKopCSkhLuYUUFE6XIA5jQsz0SGRgYAMMwGBgYQElJCbRabcSOdTrgeR5+vx8Mw4wR7SzLIj8/XxTsQrR97ty5M5otQSBEOETMEwiEyMTv9+O1117Dli1bUFhYiN27d+Omm26Kqwe2y+WCyWRCV1cXNBoNdDodqaOMMEbXtQfWt0skkglrayd7HjudTphMJvT09JBzIE4ZGhqC2WxGb28v1Go1dDpdXEdpAxkv02VoaAherxdpaWnjerZH4zPEbreDYRj09fWhpKQEOp0u6kW90ACwoaEBZ86cEYX7+fPn4fP5MHv27CDfdsH+LRqPH4EwgxAxTyAQIhun04l9+/Zhz549uO2227Bz506UlpaGe1ghxW63o6mpCQ6HA3q9HiUlJSR9MAx4PJ5xRXug/VTgz3RGi+x2O0wmEwYHB4n7QZwyODgIs9mM/v5+UdTHy8IOz/PjpsgPDw+PyXQRUuRj0eptcHAQDMOgt7cXxcXF0Ol0EZ+xw/M8vF4vGhsbRdF+7tw5NDQ0oLW1FSUlJSgrKxOj7RUVFSgtLb1m+zcCIU4gYp5AIEQHra2t2LZtG37/+9/jxz/+MTZs2BBXTeJ4nkdPTw+amprAcRyMRiMKCwvJZGcGuFJd+2jRnp6eHjJh3dfXh6amJoyMjECv16O4uJgs7MQZAwMDMJvNGBwcjMnO56MXzQQHB47jJkyRj7f74NDQEBiGQU9PT0T1VeA4bkL7t+TkZMydO3dMtD03Nzfujh+BMI0QMU8gEKIHnudx+vRprFu3Dp9//jlqamqwfPnyqE83nAocx6GtrQ1msxlpaWkoLS1FTk5OuIcVlVxrXXu44Hke3d3dMJlM4DgONE1DqVSSCXGcIdiZDQ0NQavVQqPRRFU0muM40W4xULiPt2iWmZmJ9PR0snA1iqGhIbAsi+7ubhQVFYGiqJA4IAiZEufPnw/qIn/27Fn09vaK9m+B0XaapiGVSsl9ikCYXoiYJxAI0QfP8zhy5AjWr18Pt9uNnTt34t57742riZ7P54PVaoXVakVeXh4MBgNkMlm4hxWRzHRde7jgeR7t7e0wm81ITEyEwWBAfn5+xI+bMH0IdcdmsxnDw8PQ6XRQq9URVYIx+voTxPvw8DASEhLGvf4iYdEsmnA4HGBZFl1dXVAqlaAoatqcYDiOg81mGxNtN5lMyMrKEiPtgnAvLy9HZmYmuQ8RCKGBiHkCgRC9eL1evPzyy9i+fTuMRiN2796NhQsXxtUkwu12g2EYtLW1QaVSgabpuG6ONV5du8PhAMdxM17XHi44jkNLSwsYhkF6ejqMRiPkcnm4h0UIITzPo7e3F2azGSMjI9DpdCgpKQm5qBdsFUenyAf2lQhMk09NTY366y+ScDqdYFkWnZ2dUCqV0Ol0k17k5Xkeg4ODQfZvQm270+lEaWlpkGCvqKiAWq2Oq0V0AiECIWKeQCBEP3a7HXV1ddi/fz/uuecebN++HVqtNtzDCikOhwMmkwl9fX3Q6XTQarURFZ2bbnw+H5xO56Tr2mUyWcxPOn0+H2w2GywWC3JycmA0GpGZmRnuYRFCiFCCYTab4fV6QVHUjPRVEEpUAlPkHQ4HRkZGkJKSMm5Duli//iKJ4eFhsCyLhoYGvPXWW9i8eTMqKioA/NP+zWw2j7F/s1gsUCgUKCsrQ1lZWZD9G1l4IRAiEiLmCQRC7MCyLDZv3ow//elPWLFiBZ566ilkZWWFe1ghpb+/H42NjXC73aBpGiqVKqonYFOta8/IyIiquuGZwOPxwGKxoLm5GQUFBaBpmpRgxBk8z6Orqwtmsxl+vx8URUGlUk1ZUPM8P6Fnu0QiGdOMTihRIUQGDMNg48aN+Otf/4oFCxagsLAQra2tOH/+PDiOE+3fhEh7eXk56b9BIEQXRMwTCJEGx3GQSCTkYXqV8DyPTz/9FOvWrUNjYyO2bNmCpUuXxlUNJs/z6OzshMlkQkJCAoxGI/Ly8iL6nIrVuvZwMjIyAoZh0N7ejqKiIuj1+ojoeE0IHTzPo6OjAwzDgOd56PV6KJXKcUW9z+cb17Pd5/MFlagIAj4WSlRiBZ7n4fF4guzfhGh7e3s75syZAwC4ePEiFi1ahPXr1+Puu+9GUlISOYYEQnRDxDyBECkI9WrZ2dnhHsoYXnjhBezZswft7e2YO3cunn32Wdx8883hHtZl4TgOb731FjZu3IiUlBTU1dXhzjvvjKuJC8dxaG5uBsuyyMzMhNFojIhMhXisaw8nTqcTZrMZ3d3d0Gg0ceVPTrgEx3GiqAeAkpISpKamjpvtMl60PZZLdqINjuPQ3t4e1JDu3LlzuHjxIlJSUkT7N6G+fd68eZDL5ZBIJGhubsbTTz+NV199Fd/73vewdetWMf2eMH3s2rULR44cwVdffYXk5GQMDAyM2cZms2HlypU4duwY0tLS8Nhjj2Hv3r1BmS1nzpzBqlWrcPLkSeTm5mL58uXYunVr0PPwxIkTWLt2LRoaGqBSqbB+/XpUV1cHfdbbb7+NrVu3wmw2g6Zp7Nq1Cw888MDMfQGEUELEPIEQKYyMjODGG2/E5s2b8dBDD4V7OCJ/+MMf8IMf/AAvvPACvvGNb+C//uu/8Morr+DcuXPQaDThHt4Vcbvd2L9/P+rq6rBgwQLU1dVh7ty5cSUOvV4vLBYLbDYbFAoFaJoOiX0RqWuPLAYHB2EymWC326HT6aDRaIhIi3ECU+QD0+R5nodUKkV2djby8/NFAR9PNp+RDs/zGB4eDrJ/E5rT9ff3w2AwBNW2V1RUQK/XT8r+rbW1Fc888wx+/etf4+LFiygqKgrRXsUH27ZtQ05ODlpaWnDw4MExYt7v92P+/PkoKCjAvn370Nvbi6VLl+LBBx/E/v37AVy6X5eWlqKyshKbN29GY2MjqqqqsG3bNjz55JMALpUWlpWVYdmyZVi+fDk+/vhjrFixAm+88YY4j6yvr8fNN9+MnTt34oEHHsA777yD2tpafPTRR7jhhhtC+8UQZgIi5gmESKG3txdqtRoffPABbrjhBnAcFyRseJ4PiwC94YYbsGDBAhw4cEB8bfbs2bj//vuxe/fukI/naunp6cGOHTvwyiuv4NFHH0VtbS2USmW4hxVSXC4XzGYzOjs7oVarQVHUtERoA5thBYr3wEifTCYjde0RQl9fH0wmE1wuF/R6/Yw0SCOEFr/fP26KvNfrRVpa2pgU+dTUVLS1tYFlWSQlJYGmaRQUFMTVImck4ff7YbVax0TbzWYzsrOzRfs3IdJeVlaGjIyMaz5eQ0NDpEnmDPKb3/wGq1evHiPm33vvPdx9991obm6GSqUCALz55puoqqpCV1cXsrKycODAAWzcuBGdnZ3iItvTTz+N/fv3o6WlBRKJBDU1NTh8+DDOnz8vvnd1dTVOnz6N+vp6AMCjjz6KwcFBvPfee+I23/72tyGXy/HGG2/M9FdAmHmueBMgsy0CIUScOXMG8+fPh7CAJkyuz58/j9mzZ4dlkuXxePDFF19gw4YNQa9/61vfwieffBLy8VwL+fn52L9/P1atWoWamhpUVFRgzZo1+Pd///dp8+ONdNLS0lBWVgaNRoOmpiZ8/PHHoChq0vZCQl27INqFP51OJ6RSqRhdz83NhVqtRmZmJmmGFYHk5ubi+uuvR3d3N0wmE6xWK2iaJo2vogCe5+FyuYKi7IJne2JioijWhQycyy2cqdVqqFQqsSEay7KgaTri+2tEM0I53WjP9nPnzsHlcmHWrFkoLy/H17/+dTz++OOoqKhASUnJjC22ESEfHurr61FWViYKeQC466674Ha78cUXX6CyshL19fW49dZbg7Jl7rrrLmzcuBEWiwUURaG+vh7f+ta3gt77rrvuwsGDB+H1epGUlIT6+nqsWbNmzDbPPvvszO4kIWIgYp5AmGECI+4XL16EXq8X/2/r1q14/fXXUVNTg5/+9Kfj/r7gLz4T9PT0wO/3Q6FQBL2uUCjQ0dExI58508yaNQvvvPMOjh8/jqeeegqvvvoqtm3bhiVLlsRNynFWVhYWLFiA3t5eNDU1obm5GQaDAQqFQjwXPR7PGNEu1LXLZDLIZDJkZmZCqVQiMzOT2BZFGRKJBIWFhSgoKEB7eztMJhMsFgsMBgPy8/PJsYwARveWEK5D4RrMzMxEdnY2iouLxRT5qR63hIQEaDQaFBcXo7m5GWfPnkV6ejpomkZubi45D64Snufh8/lgMpnGeLZbrVYolUqUlZWhvLwc1dXVmDdvHubMmXNVx5AQfXR0dIyZV8nlciQnJ4tzq46ODuh0uqBthN/p6OgARVHjvo9CoYDP50NPTw+Kioom3CZa53CEqUPEPIEwwwgP7qNHj+JrX/saCgsLYbPZcODAATz//PM4ePAgvvnNbwIYm2rf3t6O0tJSlJaW4tVXX8X8+fNndIwC4Ur5ny4kEgkqKytx8uRJvPbaa9iyZQsOHDiAuro63HzzzVG9b5NFIpEgPz8f2dnZsFgsOH/+vNhAaWRkREzPFURDbm4uMjMzkZ6eTlKyYwiJRAKVSgWlUomWlhY0NDQgPT0dRqMRcrk83MOLCziOExfNAsW72+0O6i2h0Whm7BpMSEiATqdDSUkJmpub8fe//x0ZGRkwGAzkPLgCPM+jp6cHZ8+exZkzZ8S69gsXLgAA5syZg/LyclRWVmL16tUoLy8PWjglRAfbt2/Hjh07LrvNqVOnsGjRokm933jHf/Tcary51+jXr3Ybcv7FD0TMEwghwO/3IyEhAQqFAq2trXjssceQnJyM//zP/8Qjjzwy7s0ZAOrq6qBQKHD99dfjiSeewP/+7/9Oa1pzfn4+EhISxqzgdnV1jVnpjUYSEhJQVVWFhx9+GPv27cMjjzyCW2+9FTt37kRpaWm4hzetCIJhdF3tyMgIkpOTkZmZCY7jREeF0tLSiHRWIMwMUqkUGo0GKpUKNpsNf/vb35CTkwODwRARDgixwGj7RUG8Dw8PQyqViinyBQUFoCgKGRkZIXcdSExMBEVRKCkpgc1mw1dffYWsrCzQNI2cnJyQjiXS4HkebrcbFy9eFO3fhGh7R0cHtFqtGG3/7ne/i4qKChiNRiQmJhLhFAOsWrUKS5Ysuew2oyPpE6FUKvHZZ58Fvdbf3w+v1yvOrZRK5bhzLwBX3CYxMRF5eXmX3SYW5nCEyUHEPIEww/A8j4SEBDAMg48//hg7d+5EV1cXjh07huLi4gl/7+zZs3jxxRfxu9/9Dt///vcxNDSE5ORksfPtww8/fM1jS05OxsKFC/H+++8H2Zi8//77uO+++675/SMFmUyG2tpaLFu2DFu3bsXixYvxox/9CBs3bhQfiNFCYE1t4I8gGIQoX15eHrRarejXLuDxeMAwDD7//HMUFRWBpmnS4TqOSExMhF6vR0lJCSwWC06dOoWCggLQNA2ZTBbu4UUNXq93XPtFv98v2i9mZmaiqKhIbEgXSYJPaIqn0WhgtVrx5ZdfIicnBzRNx8UiH8dxaGtrG1Pb3tjYKPYeKSsrw3333YetW7di3rx5yMnJiahjSJhe8vPzkZ+fPy3vtXjxYuzatQvt7e2ik8DRo0eRkpKChQsXitts2rQJHo9HfEYfPXoUKpVKXDRYvHgx/vznPwe999GjR7Fo0SJxIXDx4sV4//33g+rmjx49ihtvvHFa9oUQ+ZBu9gTCDBGY5tTT04Nvf/vb+PLLL7F27VpUVVWhrKzssqlQ99xzDwYGBnD06NGgiWBtbS1+//vf48CBA2Mao1wNgjXdiy++iMWLF+Oll17Cyy+/jIaGBmi12mt+/0iD53mcPn0a69atw+effy56tkaaoOV5fly/9sCa2tHWb1MRDE6nEyaTCb29vdBqtdBqtaQDfRwyMjIChmHESader0dqamq4hxUxBDo5TJTxEthJPlrtFz0eDywWC5qbm5GXlweapmOieRrP83A6nTh37lxQbfvZs2dht9tB07To115eXo6KigpQFBWVx5AQOmw2G/r6+nD48GHs2bMHH374IQDAYDAgIyNDtKZTKBTYs2cP+vr6UFVVhfvvv1+0prPb7Zg1axZuv/12bNq0CU1NTaiqqkJtbe0Ya7rly5dj2bJlqK+vR3V1dZA13SeffIJbbrkFu3btwn333YdDhw5hy5YtxJoudiDWdARCuPB6vfB4PJDJZNiwYQMOHz6M7373u9izZ88VBdfRo0fxne98B//zP/+DyspKUfR/+umnqK2thcFgwAsvvDBtY33hhRfwzDPPoL29HWVlZfjlL3+JW265ZdrePxLheR5/+ctfsG7dOrjdbvz85z/HfffdF5ZJnM/nGzfKN9p2SviZzpragYEBNDY2wuVygaZpqFQqMpGNQ5xOJ8xmM7q7u6fV1jBaEFKsx2tIJ5FIgmzfhJ9YdHJwu92wWCxoaWlBfn6+2DE/0uF5HhzHwWKxjIm2MwwDuVwu2r9VVFSIf5fJZCTaTpgyVVVV+O1vfzvm9Q8++AC33XYbgEuCf8WKFTh27BjS0tLw2GOPYe/evUGBgzNnzmDlypU4efIk5HI5qqurUVtbG3ROnjhxAmvWrEFDQwNUKhVqampQXV0d9LlvvfUWtmzZAoZhQNM0du3ahQcffHBmdp4QaoiYJxDCxauvvoqf/OQnuOGGG3Dx4kU8//zzePjhh5GUlHTZiDzP81i4cCGMRiPefPPNoO3WrFmDzz//HM888wwWL14Mv98PqVRKJiPXgNfrxcsvv4zt27fDaDSirq4OixYtmpHv9Ep17aNFu0wmC0m0nOd5dHV1oampCVKpFEajkXQ8j1MGBwdhMplgt9vFjI1Yc4EYb/FsaGgIPp9PTJEPFO9paWlxdy2MjIyAZVm0tbWhsLAQer0+YsoweJ7HwMBAkGAX7N/cbrdo/yZE3CsqKsgiJYFAiFaImCcQwsn7778Ps9mMm266CWVlZQCu3GX04MGDeOKJJ3Dy5MmgVPx3330XTz/9NG6++Wbs3r07VLsQN9jtduzevRv79+/H3Xffje3bt191mcH/b+/O46qq0weOf66yCCjIDjf2zRQuaGqIjqnV4O4wpabOMOqYa2mouGWaK0Zl1miW5kya1bSOzjhjpuWoUyI4mgbIKiCgbAKyCLLd8/vDF+fnFa10lEWe9+vlSzn3uZxzLvfiec7z/X6fXzqvvbVV+fR6Pbm5uWRkZNC5c2d8fX3bxfxZ0VRJSQnp6elUV1erC6a1tWRIURSqqqqa9Gyvrq7G2Ni4SaW9c+fOD9yNi/9VdXU1mZmZ5OXl4ejoiJeXF+bm5s2y78b2b2lpaWrS3vh3Tk4OWq1WndseGBhIYGAg3bt3l/ZvQogHiSTzQrQlFRUVdO/enQkTJvD666+r2ysrK5k3bx55eXm8/fbbeHl5ERMTQ3x8PKampkyePFmN1ev1be6iuzXJysrixRdfZO/evcyePZvIyMjbJrS3m9deWVmJoij/87z2llJXV0dWVhbZ2dk4ODjg4+ODmZlZSx+WaGaKolBUVER6ejp6vR4vLy+cnZ1b5fv3dkPkAfVzeGPy3trWyGjtqqqqyMjIoKCgAGdnZzw9Pe/p74TG0UE3Vtsb27916NBBbf/WOK9dp9Nhb2/fKt+LQghxD0kyL0Rb8vLLL7Nt2zZOnz6NVqtVt+/atYu3336b4uJixo8fz8cff0xtbS3BwcHY2tryyiuvYGlpaXCBKn1G756iKMTGxhIZGUlqairLly9nzJgx/Pjjj5w9e5Zz585hZ2fHiBEjmmVee0u5du0a58+fJz8/HxcXF7y8vNrVPGpxnaIo5OXlcf78eYyMjPD29m6xRKqhoeGWN89qa2sNPoc3DpFv65/D1uTq1atkZGRQWFiIVqvF09PzjhZMbFybIDk5WW3/1jhMvrCwEE9PT4Nqe1BQED4+PtL+TQjRXkkyL0RbkZOTQ0BAAKtXryYiIkJNxi9evMj8+fMpLCzk2LFjLF++nF/96lcEBwerfYEbGhpYt24dV65cYd26dercxsb+9uKXu/FCMz4+nkOHDhEfH099fb3al9vPz49BgwYxevTodjE0t6KigrS0NMrKyvD09MTV1fWBP2fR1I3TMMzNzfHx8cHGxua+7OvGqSo3DpGvqqrCyMjolgvSSTeG5lNZWakumHj48GFmzZqFm5ubQUzj++Xmue2pqalYWFioPdsb57YHBgZiaWkpSbsQQvw/SeaFaCtmz57N+++/z7Vr1wy2v/nmm3zyySe88MILfPPNN9jb2/PKK68A/199P378OMuWLSM9PZ2lS5eSnJxMdHR0m1iFuDU4cuQIW7duJSEhgdTUVMzNzdULzYCAALp160ZMTAxvvfUWvXr1IioqioCAgHZ30VlcXExqair19fX4+Pjg5OTU7l4DcX0BuezsbC5cuICVlRU+Pj5YWlre9fe73VSVG1sw3jxEXt53rcOlS5f44x//SFxcHKNGjeKRRx7hwoUL6jD5iooKfH191aS9cZi8h4eHjJgQQoifJ8m8EG3FBx98wNKlS+nevTtffvklXbt2JTMzk0mTJuHk5MSePXtYu3YtX3/9Nd999x01NTWYmppSUVHB2rVreeutt5g2bRpDhgxhy5YtlJSUcODAAR566CF1H1Kpv7UTJ05w9OhRdXinm5vbLZOFy5cvs3r1anbs2MGECRNYsWIFTk5OLXDELadxyHV6ejomJib4+fndt+qsaN1u7E1ub2+Pt7f3T6543tjN4eae7TU1NXTq1Mmgyt6lS5cHYqrKg6Sx/VtGRkaTanttbS0dOnQgNzeXXr16ER4eTkhICP7+/pibm8vNFyGEuDuSzAvRlly+fJmDBw8yadIkdduRI0fQaDQMGjSI2NhYwsLCOHv2LA4ODgD861//4uWXXyY0NJSoqCgAUlJSCA4O5vPPP8fFxYX8/HyGDBlisC+ZU3/3UlJSWLJkCd9++y3z589n7ty5raZtU3NpaGggOzubrKwsunbtiq+vr4wEaaeuXbtGRkYGeXl56uJogMFidDd3c7h5iLysxdC6KIpCaWlpk57tSUlJ1NXV8fDDD6ujl4KCgggMDMTZ2ZnY2FhWrlxJXFwc8+fPZ/78+dIRoxl5eHhw4cIFg21LlixRR/PB9f7nzz33XJP+5zd2VIlC7sCwAAAgAElEQVSPj+f5558nLi4OGxsbZs6cyYoVK5r0P1+wYIHa/3zx4sVN+p8LIf5nkswL0Vbdroreo0cPXnrpJSZNmkReXh6rVq3i9OnTfPPNN+pF0969exk3bhyPP/44rq6uHDt2DAcHBz777DODhfVSUlL4zW9+w4YNG/jtb3/bbOf2IFAUhaNHj7Jw4UIKCgpYuXIlEydObHcjH2pra8nIyODixYs4Ozvj5eV1Rwtiibatrq5OTdpLS0spKSmhrq4OAHNzczVpb/y7LXRzaE8URaGuro60tDR1Qbpz586RmJhIbm4uDz30kJq0Ny5I161bN0xMTH7y53js2DFWrFjBjz/+SGxsLH5+fs14Vu2Xh4cH06ZNY/r06eq2xhtmcP26omfPntjb27Nx40aKi4uZPHkyTz31FJs3bwagvLwcPz8/hgwZwvLly0lNTWXKlCm8/PLLLFy4EIDMzEwCAgKYPn06M2fO5Pvvv2fOnDn89a9/5emnn27+ExfiwSXJvBAPisZK+tKlS8nLy2PXrl3s3r2bjRs3MmfOHGbMmAHAlStXeOGFFzh9+jSfffYZPj4+XLlyhccff5x58+YZ/CcPEBUVxUsvvcTq1atZsWJFS5xam9bQ0MCHH37ISy+9hJ2dHRs2bGDgwIHtLmGpqqoiPT2dy5cv4+bmhoeHhyxI9gDR6/VUVVU1GSJ/7do1TExMDCrtGo2GS5cuUV5ejru7O25ubvJeaAUURaGgoMCg2p6QkEBKSgpGRkb4+/sbVNt1Oh12dnZ3/btMURS+//57BgwY0O5+H7YUDw8PIiIiiIiIuOXjX331FaNGjSInJ0e9sf/JJ58wZcoUCgsLsbS05J133mHZsmUUFBSoHXJeeeUVNm/eTG5uLhqNhiVLlvCPf/yDpKQk9XvPmjWLs2fPEhMTc/9PVIj2Q5J5IR5EV69eRa/XM27cOIqLizl58qT62Pvvv8/27duZOHEi8+bNU7fb2dmxfPly5s+fb9CL/sCBA4wcOZLY2Fj69OnT7OfyoLh69SobN27k9ddfZ9CgQaxdu7ZdVqOuXLlCWloaVVVVeHl58dBDD8m85zaksXXYrXq2azSaJq3fOnfubDA890YlJSWkp6dTXV2Np6cnLi4u8l5oBoqicO3aNZKSktSE/dy5cyQkJFBUVISXl1eTaruPjw8dOnSQpLuN8/DwoKamhtraWlxdXRk3bhyLFi1SP6MrV67k73//O2fPnlWfU1paio2NDYcPH2bIkCH84Q9/oKysjL///e9qzA8//MAjjzxCRkYGnp6ePPbYY/Tq1Yu33npLjdmzZw/jx4+nqqpKps0Ice/87C9luVUuRBui1+vRaDTq/Oy1a9dSU1OjPp6Tk8P+/ftxdHQkPDxc3f7hhx+i1Wrx9fUFUC+oCwoKWLJkCRMmTKBPnz4yj/5/YGFhwcqVK5k+fTorVqwgJCSEqVOnsmzZMmxtbVv68JpN165d6dOnD0VFRaSlpZGdnY2vr2+L9SUXt1dfX3/LVeTr6uowNzdXk3UHBwe1Z/ud/AxtbGzo27cvRUVFpKenc+HCBby9vXF2dpb3wj2i1+vJyclpMrc9PT2dLl26EBAQgL+/P2PHjmXNmjUEBgbSpUsXef0fUC+88AKPPPII1tbWxMXFsWzZMjIzM9mxYwcA+fn5ODo6GjzH2toaExMT8vPz1RgPDw+DmMbn5Ofn4+npecvv4+joSH19PZcvX8bZ2fk+naEQ4maSzAvRhtxc1erbt6/B1zt27FDb01lbWwPXe4R/8MEH6HQ6evbsqcYqisKnn35KSkoKBw4cAJALvHvA2dmZ9957j7lz57Jo0SICAwPVhYEahyw+6DQaDQ4ODtjZ2XHx4kWSkpK4cOECfn5+shhWC1AUhaqqqiY926urqzE2Nlar7M7OzmoCf6/Wfmh8L9jb25OXl8f58+fJysrCx8dHbvDcAUVRqKioUFu+3Ti3vbKyUm3/1qtXL/7whz8QFBSEm5ubjIR4AKxatYrVq1f/ZMzJkyfp06cP8+fPV7cFBgZibW3N2LFjiY6OVm8q3+ozd/ON/JtjGkfx3mmMEOL+k2ReiAfIww8/THZ2NuPGjVO3bdu2jStXrjB16lRcXFzU7ZmZmURHR7Nw4UKcnZ2lKn8PaTQagoKC+Prrr9m/fz+LFy/mvffeY82aNYSFhbWbC+wOHTrg6uqKs7MzWVlZ/Pe//8Xe3h4fHx/Mzc1b+vAeSLcbIg+oPdu7du2Kq6urOkS+OT73Go0GrVaLk5MTubm5nDt3DnNzc3x8fKS14Q0URaGhoaFJ+7eEhASysrJwcHBQW2j+8Y9/JDAwEH9//zseNSHajueff54JEyb8ZMzNlfRG/fr1AyA9PR1bW1ucnJyIjY01iCktLaWurk6ttDs5OalV+kaFhYUAPxtjZGTUrkaiCdEaSDIvxANk4sSJjBs3Tk0WMzIy2Lt3L48++ijDhg1T4+rr63n33Xepq6vj5ZdfBuRu+v2g0WgYOXIkoaGh7NixgwULFrB161Y2bNhAnz592s1rbmRkhI+PDy4uLpw/f56YmBhcXFzw9PS87Xxr8dMaGhpuOUS+trYWMzMztcJua2tLly5dMDMzaxU3kTp06ICbmxtarZbs7GzOnj2LlZUVPj4+WFpatvThNStFUSgpKSEhIcFgJfmkpCTq6+vp3r07Op2OgQMH8vzzz6PT6WSKQjtkZ2eHnZ3dXT33hx9+AFCHvYeEhLB+/Xq1jSTAwYMHMTU1pXfv3mrMiy++SG1trfr7+eDBg2i1WvWmQUhICPv27TPY18GDB+nTp4/MlxeimckCeEI8IG41xG3Hjh289dZbrF+/njFjxqjbf/jhBwYOHMgbb7zBjBkzpCrfTMrKytiwYQObN29m1KhRrFq1Cnd395Y+rGZXWVlJWloaV65cwcPDAzc3t3bX0u+XUhSF6urqJkPkq6qqMDIyumXP9ra0cnxtbS1ZWVnk5ORgb2+Pt7e3uibIg6Kx/VtqaqqatCcmJpKYmMilS5dwdXVVq+03tn8zNjaW38viF4uJieHEiRMMGTIEKysrTp48yfz58+nTp4+6mF1jazpHR0dee+01SkpKmDJlCmFhYWprurKyMrp168bjjz/Oiy++SFpaGlOmTGHlypVNWtPNnDmT6dOnExMTw6xZs6Q1nRD3nqxmL0R7l5aWhqenp3qBX11dzbRp0/jxxx9JSEho4aNrn7KysnjxxRfZu3cvs2fPJjIysl3OJS8pKSE1NZW6ujpZGI3rie2tqu16vV4dIn9j8m5qavrAvF7Xrl0jIyNDrRh6eXnRqVOnlj6sO6bX68nPzzdYkO7cuXMkJydjYmKCv78/Op3OoP2bjY3NA/NzFC3n9OnTzJkzh+TkZGpqanB3d2fChAksXrzYYFpTdnY2c+bM4fDhw5iZmTFp0iRef/11gzVd4uPjee6554iLi8Pa2ppZs2axcuVKg/fp0aNHmT9/PomJiWi1WpYsWcKsWbOa9ZyFaAckmReivbqx/dyNGlvRffXVV4SGhkpVvoUoikJsbCyRkZGkpqayfPlypkyZ0u6GKCqKQn5+Punp6RgbG+Pr6/vAz7nU6/VcvXq1Sc/2mpoaOnXqZFBl79y5MxYWFq1iiHxzuHr1KufPn6eoqAhXV1c8PDxa5VSMxhETN7Z/a5zbXlJSgre3d5Nqu7e3t7R/E0IIcSckmRdCXPf5558zYsQInnnmGerq6vj6668lkW8F9Ho9X375JcuWLcPY2Jj169czdOjQdvdzaWhoICcnh8zMTKysrPD19aVLly4tfVj/k8Z+3zcuRtc4RL5Dhw637Nne3m7m3E55eTnp6emUlZXh7u6Om5tbi00f0Ov1XLhwoUm1PT09HSsrK4OkPTAwEJ1OR+fOndvdZ1gIIcQ9J8m8EOJ6b9hRo0aRmJhITU0NiYmJdO/evaUPS9ygpqaGLVu2sH79enr16kVUVBQBAQHtLiGora0lMzOT3NxcnJyc8Pb2bhPDrevq6m45RL6hocGgZ3tj8t6pU6d297O9GyUlJaSnp1NdXY2npycuLi73bZSCoiiUl5cbtH9LTEzk3LlzVFVV4efnpw6Rbxwm7+rq2m5GTQghhGh2kswLIa6rqalhx44d1NTUsGDBgtsOw28tbtVb19HRUW2HoygKq1evZvv27ZSWlhIcHMzbb7+Nv7+/Gl9TU0NkZCR//etfqa6u5oknnmDr1q0GLfpKS0uZN28e//jHPwAYM2YMmzdvpmvXrs1wlk1dvnyZNWvW8N577zFhwgRWrFiBk5NTixxLS6quriYtLY2ioiLc3d3x8PBoFQu76fV6qqqqmgyRv3btGiYmJk0Wo7OwsJDF/f5HiqJQVFREeno6DQ0N//P6Co3t39LT05sk7VlZWTg6OhIQEIBOp1Or7T169JAbMEIIIZqbJPNCiLZp1apVfPHFF3zzzTfqto4dO2Jvbw9AdHQ069evZ+fOnfj5+bFu3TqOHTtGSkqKOjx79uzZ7Nu3j507d2Jra8vChQspKSnh1KlTaoI1fPhwcnNz2b59OwAzZszAw8OjSdud5paSksKSJUv49ttviYiIYN68eQ/cKt+/RFlZGWlpaVRWVuLl5XVfK7M3UhTltj3bNRrNLYfIt8a53Q8SRVHIy8vj/PnzdOzYEa1Wi5ub20++HxRF4fLlyyQmJhIfH69W3ZOTk9Hr9fTo0QOdTkdAQIC6IJ2Tk5Mk7UIIIVoDSeaFEG3TqlWr2Lt3L2fOnGnymKIoaLVaIiIiWLJkCXC9Cu/o6Eh0dDQzZ86krKwMe3t7du/ezTPPPAOgtoHav38/Q4cOJSkpiR49enDixAmCg4MBOHHiBCEhISQnJ9OtW7fmO+FbUBSFo0ePsnDhQgoKCli5ciUTJ05sd5XexoQsLS0NRVHw8fHBwcHhniVc9fX1t1yQrq6urskQ+c6dO2Nubi7JXgvS6/Xk5uayYMECsrOzefnllxkxYgS1tbWkpKQY9GxPTEwkLy8PNzc3g2p7UFAQvr6+0v5NCCFEa/az/0G1/JhFIYS4jbS0NLRaLaampgQHBxMVFYWXlxeZmZnk5+cTGhqqxpqamjJo0CCOHz/OzJkzOXXqFHV1dQYxWq2WgIAAjh8/ztChQ4mJicHKykpN5AH69euHlZUVx48fb/FkXqPRMHjwYOLi4vjwww956aWXeOedd9iwYQMDBw5sN0mIRqPB3t4eW1tbLl26RHJyMhcuXMDPz++OpkMoikJVVVWTnu3V1dUYGxurVXZnZ2c1cW9vN07aio4dO/L73/+eTz/9lMmTJ2Npacnly5cxMzNTk/bRo0ezfPlygoKC6Nq1a7v5vAghhGg/JJkXQrRKwcHBfPDBB/j5+VFQUMC6devo378/iYmJ6rx5R0dHg+c4Ojpy4cIF4PqifyYmJlhbWzeJaXx+fn4+Dg4OTfbt4OCgxrQGHTt2ZPLkyYwdO5Y33niD8ePHM2jQINauXYufn19LH16z6dChAy4uLjg5OXHhwgVOnz6Nra0tPj4+TaYg1NbWGiTsjUPkAbVne9euXXF1dVWHyEuy17o03nw5d+6cwSryCQkJlJaW4uPjQ0BAAPPmzSMpKYmDBw8yfPhw1q1b164+F23R1q1bee2118jLy8Pf358333yTgQMHtvRhCSFEmyPJvBCiVRo+fLj6b51OR0hICN7e3uzatYt+/foBNEm+fkmrvZtjbhXfWlv2WVhYsGLFCp599llWrlxJSEgIU6dOZdmyZQ98b/YbGRkZ4e3tjYuLC+np6cTExNC1a1fMzc2prq6msrKS2tpazMzM1Aq7ra2tOkS+NS/82F41NDQ0af+WmJjI+fPn6dq1q7qC/KRJk9T2bxYWFgaf09zcXNasWUNgYCB/+MMfWLlypcFil6J1+PTTT4mIiGDr1q0MGDCAbdu2MXz4cM6dO4ebm1tLH54QQrQpkswLIdoECwsLdDodaWlphIWFAdcr687OzmpMYWGhWq13cnKitraW0tJSg+p8YWEh/fv3V2MKCgqa7KuoqKhJ1b81cXZ2Zvv27Tz//PMsWrSIwMBAFi9ezMyZM9tEG7e7oSiKmqjfWHGvqqqiY8eOVFRUcOXKFezs7NDpdFhaWraK1e+FIUVRKCsrM0jYG1eSr66uplu3buh0Oh599FGeffZZgoKCeOihh37RDRgXFxe2b99OZGQkK1as4Ouvv2batGnNcFbiTrzxxhtMmzaNZ599FoA333yTr7/+Wp1CJIQQ4peTKx0hRJtQU1NDUlISAwcOxNPTEycnJw4dOkSvXr2A68Oqjx49SnR0NAC9e/fG2NiYQ4cOMX78eADy8vJISEjg1VdfBSAkJISysjLi4uJ49NFHAYiNjaWsrExN+FsrjUZDUFAQX3/9Nfv372fx4sVs376dtWvXEhYW1qarz7W1tbfs2a7X69Uh8paWlmi1Wrp06YKpqSkajYaSkhLS0tJISEjA29sbrVbbKkdYtAeKolBfX9+k/VtiYiLZ2dk4Ozurc9tnzZqltn9r/Fn+L/z8/Pj000/v0ZmIe6m2tpZTp06xdOlSg+2hoaEcP368hY5KCCHaLlnNXgjRKkVGRjJ69Gjc3NwoLCxk3bp1HD16lPj4eNzd3YmOjmbDhg28//77+Pr6EhUVxZEjR5q0pvvnP//Jzp07sbGxITIykuLi4iat6S5dusS2bduA663p3N3dW7w13Z2qq6tjx44drFq1Cm9vb6Kioujbt2+rTmb1ev0tV5GvqanB1NT0lj3bf+4mhaIoFBQUkJ6eTseOHfH19cXW1rZVvw5tnaIoFBYWqu3fGue1JycnA6jt33Q6ndr+7V52IxBtx6VLl3jooYf4/vvvDW6YRkVFsWvXLlJSUlrw6IQQotWR1eyFEG1Tbm4uEydO5PLly9jb29OvXz9OnDiBu7s7AIsXL6a6upo5c+ZQWlpKcHAwBw8eVBN5gE2bNmFkZMT48eOprq7miSeeYOfOnQYrlH/00UfMmzdPXfV+zJgxbNmypXlP9h4wNjZm9uzZTJo0iVdeeYWRI0cycuRIVq9erb5mLUVRFK5du2awGF3jEPkOHTqoybq9vT2enp507twZY2Pju9qXRqPByckJBwcHcnJyiI+Px9LSEj8/P4P3hrhziqJQU1Nj0P6tsdpeUFCAh4eHWm0fMWKE2v7NyMhIEndh4G7WOxFCCNGUVOaFEOIBlJWVxfLly9mzZw+zZ88mMjISKyur+77furq6W1bb6+vr1SHyjX+6dOlCp06d7utFfF1dHZmZmeTk5ODo6Ii3tzdmZmb3bX8PCr1ez8WLF5sMkU9NTTVo/9bYtz0wMBArKytJyMRPqq2txdzcnM8//5zf/va36vYXXniBM2fOcPTo0RY8OiGEaHV+9j9VSeaFEOIBpSgKsbGxLFq0iJSUFF588UWmTp1611XvG+n1+lv2bL927RomJiZqsn7jEPmW7NleXV1Neno6hYWFuLm54eHhcU9eh7ZOURSuXr1q0P4tMTGRhIQEysvL1fZvjSvIBwUF4enp2abXZBAtKzg4mN69e7N161Z1W48ePfjNb37TbAvgZWdn89///pf8/HzmzJnTLPsUQoi7IMm8EEK0d3q9nr/97W8sXboUY2Nj1q1bx9ChQ39RQtY4tPrGKntjz3aNRmNQZW/8t4mJSTOc1d0pLy8nLS2NiooKvLy8cHFxaReJqaIo6PV6MjMzm1TbMzIysLa2bjKvPSAgAHNzc6m2i3vq008/JTw8nHfffZeQkBC2b9/Oe++9R2JiYrNMCaqvr6dbt26Ul5dTXFxMQUEB9vb2932/QghxFySZF0IIcV1NTQ1btmxh/fr19OzZkw0bNhAQEKAma2VlZfzwww94eHgYzHGvq6vDzMysyYJ0bTXRUxSF4uJi0tLSaGhowMfHB0dHxzZ5LreiKApXrlxp0rP93Llz1NbW8vDDD6vD5AMDAwkKCkKr1baLmxqiddi6dSuvvvoqeXl5BAQEsGnTJh577LH7sq/G69wbP996vZ78/Hz8/f3Zu3cvgwYNui/7FkKI/5Ek80IIIQwVFBQQGRnJp59+St++fenQoQPnz58nPz+fLl26sGPHDnx8fAwS95YcIn+/KIrCpUuXSE9Pp1OnTvj5+WFtbd3Sh/WLNbZ/S0tLIz4+Xq20JyYmkpOTg1arbZK0P/zww5iYmDwwNy6EuJFerwf4RTemiouL6devHzNnziQyMvJ+H5oQQtwNSeaFEKI9Kyoq4scffyQ+Pl79OzExEb1ej7e3N/X19ZiZmdG3b1/mzJmDr69vu6vQNjQ0cOHCBbKysrCxscHX1xcLC4uWPiwDje3fbqy2JyQkkJKSQocOHfD391cT98Zh8vb29pK0izbt8uXLxMfH07t3bywtLW8Zo9frb/s7S1EUEhISqKioIDAwkM6dO6vxtbW1jBs3DlNTUz777DNZUV8I0RpJMi+EEO1VQUEBTk5OeHh4qAuYNf7d2DJMURSOHj1KZGQk+fn5rFixgkmTJj2QlfifU1NTQ0ZGBpcuXUKr1eLl5YWpqWmzHkNjG7/k5OQm1fbCwkI8PT2bVNu9vb2l/Zto806dOsXnn39OfHw8q1atom/fvmzatIktW7awY8cOhgwZ8pOJe2VlJd9++y35+fmMGjUKGxsbfve73/Hvf/8bW1tbhg0b1qTt6IoVK/j8889JTk6WZF4I0RpJMi+EEO2VoihUVFTctqJ1o4aGBj788ENeeuklbG1teeWVVxg4cGC7vLi9evUqaWlplJSU4O7ujoeHx325uaHX68nNzW0ytz0tLY3OnTsTEBBgkLgHBgZiaWnZLn8m4sE3atQo9u/fT1RUFL/73e9wdXXl0KFDrFmzhhkzZhAeHk59fT0dOnQgPj4ee3t7rKysWL16NUVFRXh6erJr1y6MjY3p1KkTgwcPxsHBQZ1SNHv2bD777DNGjBih7vOzzz5j8uTJXL16td2NSBJCtAk/+x++UXMchRBCiOan0Wh+USIP0LFjRyZPnszYsWN54403GD9+PI899hhr166lW7du9/lIWxcLCwt69uxJaWkpaWlp5Obm4u3tfdeLxCmKQmVlpdryLSEhQW0FV1FRga+vrzo8/ve//z1BQUG4u7tLciHald69e3P58mWWLl2qbnNzc8PExITU1FQAjIyM+Mtf/sLy5cv54osv6NmzJwUFBXz55ZfMmDGD8+fPk5qayhNPPMGBAwdITk4GIDw8nHfeeYd///vfBsm8j48PtbW1nD9/Hl9f3+Y9YSGEuAckmRdCCKGysLBgxYoVPPvss6xcuZL+/fszZcoUli1bhp2dXUsfXrOytramb9++FBYWkpaWRnZ2Nnq9nv79+98y0W5s/5aRkdGk2p6ZmYmdnZ3a8m3q1KnodDr8/f3bbFcAIe7Ezw1j79WrF2+++SaFhYU4ODgAoNVq6dq1KxcuXADg9OnTLFiwgC+++IIBAwYA4OfnR0NDA2vWrFG/DgsL4+TJk5SXl6s3ND08PMjJyaG4uBhbW1sAnJycsLa25syZM5LMCyHaJLntL4QQoglnZ2e2b99ObGwsGRkZBAUF8dZbb3Ht2rWWPrRmpdFocHR0pH///lhbW/PMM8/w2GOP8Z///Ifi4mKOHTvG22+/zezZsxk8eDBOTk48+uijvPrqq+Tk5PCrX/2KrVu3cvHiRQoLCzl8+DB/+tOfmDZtGo8++igWFhaSyIt2ofF9XlNTc8vH/f39qaioIC8vT93WpUsXHB0duXLlCllZWUyYMIGXX36ZJ598Um055+LigqOjIzk5Oerz3NzcMDIyIjs7W93m5eXF5cuXyc/PV7dZWVnh5eVFXFwc8P9t7IQQoq2QZF4IIcQtaTQaAgMDOXDgAB999BEffvghvXv35ssvv1RbQD3oFEWhtraWpKQkzp49S3h4OGZmZowePRo3NzemTp3K4cOHcXBwYN68ecTExFBeXs6ZM2f48MMPWbJkCcOGDUOr1UrSLtqVkpISSkpK1K9zc3OxsLDgm2++uWW8i4sLXbp0UYfG35isX7x4kbFjxzJixAhmzJgBQH19PXD9xqOlpaX6PABPT0/q6uo4f/68uq1Hjx5UV1dz6dIldZuxsTHdu3fn1KlT9+ishRCieUkyL4QQ4idpNBpGjBjB2bNnWbx4MZGRkfz6178mLi7ugapk6fV68vLyOHToEJs2beLZZ58lJCQER0dHBg8ezLvvvsvVq1cZN24cH3zwARMmTODKlSv4+/uzbNkywsPDCQwMxNTUVBL3+2jVqlVoNBqDP05OTurjiqKwatUqtFotZmZmDB48mMTERIPvUVNTw9y5c7Gzs8PCwoIxY8aQm5trEFNaWkp4eDhWVlZYWVkRHh7OlStXmuUc27r6+noGDBjAuHHjyMzMBGD16tUMHDiQxx9//JbPMTMzw8vLix9++MFge2O3hh9++IEjR47w7bffAtcTcbg+FN/a2pr4+Hj1OZ6enpibm5Oenq5u8/Ly4sKFCwZJv4mJCU8++SQpKSn35sSFEKKZSTIvhBDiFzEyMmL27NmkpqYyePBgRo4cydSpU8nKymrpQ7sjiqJQXV3N6dOn+eCDD1i8eDEjR47E09MTX19fFi5cyMmTJ/Hy8uKll17ixx9/pLy8nNjYWP785z8TERHBhAkT+Otf/0pMTAw//vgjPj4+bNy4Ua0WivvL39+fvLw89c+Nidyrr77KG2+8wZYtWzh58iROTk78+te/pqKiQo2JiIhgz549fPLJJ3z33XdUVlYyatQoGhoa1JhJkyZx5swZDhw4wIEDBzhz5gzh4eHNep5tlZGREf/5z3+orKzkueee45NPPiEmJoZJkyZhZmZm8DrfKCgoiDNnzhhsc3V1xcLCgqVLlzJjxgymTp3KkiVLqKqqAq6vbfHQQw+RlJSkPsfZ2Zlr165x7tw5dVtgYCDvvPMO43W+u5UAAA+7SURBVMaNU7cdOnSIvXv3kpeXx5UrV+QmnBCizZHWdEIIIe5KVlYWy5cvZ8+ePcyaNYtFixZhZWXV0odlQK/Xk52dbbAYXWP7N0tLS7X9W2PrN51OR5cuXe74ov7gwYN89NFHvP/++7IK/X22atUq9u7d2yTpg+s3arRaLRERESxZsgS4XoV3dHQkOjqamTNnUlZWhr29Pbt37+aZZ54B4NKlS7i6urJ//36GDh1KUlISPXr04MSJEwQHBwNw4sQJQkJCSE5ObncdHu5U42J3KSkpREVF8fHHHxMWFsbu3bvp1KnTbZ+3efNmNm7cyLlz5zA3Nwfg4sWLTJ8+naCgIDZs2MCRI0eYNWsWNjY2rFixgtDQUGbPnk18fDwxMTHq90pMTMTFxeWWv5Maj2/ChAnU1dXRu3dv5s6dS5cuXe79iyGEEHdP+swLIYS4fxRFIS4ujkWLFpGUlMTy5cuZOnWqOgS2OY+joqLCoP1bYmIi586do7KyEj8/P3Q6nfonKCgINzc3SbzboFWrVvHaa69hZWWFqakpwcHBREVF4eXlRUZGBt7e3pw+fZpevXqpz/nNb35D165d2bVrF4cPH+aJJ56gpKQEa2trNSYoKIiwsDBWr17NX/7yFxYsWNBkWH3Xrl3ZtGkTU6dObbbzbasaE+aTJ08SHBxMQEAA+/btw93dHb1ef8vP3nfffccTTzxBWloabm5uwPUh+08//TQVFRUcPnwYgOrqambNmoVOp2PBggWUlZVhZWX1s5/nn1tRXwghWhnpMy+EEOL+0Wg0BAcHc+TIEf72t7+xbNkytm3bxtq1axk2bNg9T5YVRaGhoYHz58836dmelZWFg4MDAQEB6HQ6nn32WQIDA/H396dTp05yEf+ACA4O5oMPPsDPz4+CggLWrVtH//79SUxMVFcqd3R0NHiOo6Oj2t4sPz8fExMTg0S+Mabx+fn5+Wp7tBs5ODgYrIYubq/x83bo0CG6detGQEAAw4YN47vvvlNbw93M19cXvV5Penq6mswbGRkxYcIEjI2Nqa+vx8jICDMzM3bt2qU+7+af5c8dkxBCPCgkmRdCCPE/69ChA2PHjmX06NFs2bKFGTNm0LNnT6KiotDpdHd1Ea0oCsXFxSQmJhIfH69W25OSktDr9XTv3h2dTsfAgQN5/vnn0el0ODs7ywX7A2748OHqv3U6HSEhIXh7e7Nr1y769esHNE3afklF9uaYW8VLZffOlJeXs3HjRt59912GDx/O8OHDGTZsGH/+858JDAxsEu/g4ICTkxNFRUUG2ydOnNgkVlEU9Ho9HTt2vG/HL4QQrZ2MLxRCCHHPmJqasnDhQlJTUwkICGDIkCE899xzP1nNVBSFmpoa4uPj+fjjj3nxxRcJCwvDz88Pd3d3Zs6cyZEjR3B2dmbBggXExcVRXl5usIDd0KFDpf1bO2VhYYFOpyMtLU1d1f7m91thYaFarXdycqK2tpbS0tKfjCkoKGiyr6KioiZVf3F7jdMfHn/8cTp37syBAwfo0qUL77//PuXl5U3iNRoN3t7eTJw4kYCAAL744gsAGhoamrTD1Gg0ksgLIdo9qcwLIYS45+zs7PjTn/7Ec889x9KlSwkKCuKFF15g3rx5lJeXq0PkG6vtKSkpmJqa4u/vj06nY+TIkbz44osEBgZibW0tSbq4rZqaGpKSkhg4cCCenp44OTlx6NAhdc58bW0tR48eJTo6GoDevXtjbGzMoUOHGD9+PAB5eXkkJCTw6quvAhASEkJZWRlxcXE8+uijAMTGxlJWVkb//v1b4CzbnqqqKk6ePMns2bOxtbWloaEBCwsLdd777URGRjJgwAB69+7NY489BiBJuxBC3IYsgCeEEOK+UhSFo0ePMnfuXM6dO4der8fHx0ed2x4YGEhQUBBeXl506NBBEnfxkyIjIxk9ejRubm4UFhaybt06jh49Snx8PO7u7kRHR7Nhwwbef/99fH19iYqK4siRI6SkpKirlc+ePZt//vOf7Ny5ExsbGyIjIykuLubUqVNq4jh8+HAuXbrEtm3bAJgxYwbu7u7s27evxc79QXG7BfCEEEIY+NkLIvlNKoQQ99GxY8cYPXq0OgR87969Bo8risKqVavQarWYmZkxePBgEhMTDWJqamqYO3cudnZ2WFhYMGbMGHJzcw1iSktLCQ8Px8rKCisrK8LDw5usxJ2dnc3o0aOxsLDAzs6OefPmUVtbe39O/AYajYbBgwcTFxfH9u3bKS8vJzU1lT179rBmzRrGjh2Lr68vHTt2lERe/Kzc3FwmTpxIt27deOqppzAxMeHEiRO4u7sDsHjxYiIiIpgzZw59+vTh4sWLHDx40KDt2KZNmwgLC2P8+PEMGDAAc3Nz9u3bZ1AB/uijj9DpdISGhhIaGkpgYCC7d+9u9vNt627VU14SeSGEuDekMi+EEPfRV199xffff88jjzzC008/zZ49ewgLC1Mfj46OZv369ezcuRM/Pz/WrVvHsWPHmlQR9+3bx86dO7G1tWXhwoWUlJQ0qSLm5uayfft24HoV0cPDQ60iNjQ00LNnT+zt7dm4cSPFxcVMnjyZp556is2bNzfzqyKEEEIIIX6G9JkXQojWQqPRGCTziqKg1WqJiIhgyZIlwPUqvKOjI9HR0cycOZOysjLs7e3ZvXs3zzzzDACXLl3C1dWV/fv3M3ToUJKSkujRowcnTpwgODgYgBMnThASEkJycjLdunXjq6++YtSoUeTk5KDVagH45JNPmDJlCoWFhVhaWrbAKyKEEEIIIW5DhtkLIURrlZmZSX5+PqGhoeo2U1NTBg0axPHjxwE4deoUdXV1BjFarZaAgAA1JiYmBisrKzWRB+jXrx9WVlYGMQEBAWoiDzB06FBqamo4derUfT1PIYQQQghx70kyL4QQLaSxfdbNra4cHR3Vx/Lz8zExMcHa2vonYxwcHJp8fwcHB4OYm/djbW2NiYnJT7aNE0IIIYQQrZMk80II0cJuXvRNUZSfXQju5phbxd9NjBBCCCGEaBskmRdCiBbi5OQE0KQyXlhYqFbRnZycqK2tpbS09CdjCgoKmnz/oqIig5ib91NaWkpdXV2Tir0QQgghhGj9JJkXQogW4unpiZOTE4cOHVK31dbWcvToUfr37w9A7969MTY2NojJy8sjISFBjQkJCaGsrIy4uDg1JjY2lrKyMoOYhIQE8vLy1JiDBw9iampK79697+t5CiGEEEKIe8+opQ9ACCEeZJWVlaSnp6tfZ2ZmcubMGWxsbHBzcyMiIoKoqCh8fX3x9fUlKioKc3NzJk2aBICVlRXTpk1j4cKF2NraYmNjQ2RkJDqdjieffBKA7t27M2zYMKZPn862bduA663pRo0aRbdu3QAIDQ2lR48ehIeH89prr1FSUkJkZCTTp0+XleyFEEIIIdogqcwLIcR99N///pdevXrRq1cvABYsWECvXr1YuXIlAIsXLyYiIoI5c+bQp08fLl68yMGDB9Ue8wCbNm0iLCyM8ePHM2DAAMzNzdm3b5/aYx7go48+QqfTERoaSmhoKIGBgezevVt9vGPHjvzrX/+iU6dODBgwgPHjxxMWFsbrr7/eTK9E23Ls2DFGjx6NVqtFo9Gwd+9eg8cVRWHVqlVotVrMzMwYPHgwiYmJBjE1NTXMnTsXOzs7LCwsGDNmDLm5uQYxpaWlhIeHY2VlhZWVFeHh4Vy5csUgJjs7m9GjR2NhYYGdnR3z5s2jtrb2/py4EEIIIdoM6TMvhBBC3OSrr77i+++/55FHHuHpp59mz549hIWFqY9HR0ezfv16du7ciZ+fH+vWrePYsWOkpKSoN2Jmz57Nvn372LlzJ7a2tixcuJCSkhJOnTql3ogZPnw4ubm5bN++Hbg+osLDw4N9+/YB0NDQQM+ePbG3t2fjxo0UFxczefJknnrqKTZv3tzMr4oQQgghmtHPrlAsybwQQgjxEzQajUEyrygKWq2WiIgIlixZAlyvwjs6OhIdHc3MmTMpKyvD3t6e3bt388wzzwBw6dIlXF1d2b9/P0OHDiUpKYkePXpw4sQJgoODAThx4gQhISEkJyfTrVs3vvrqK0aNGkVOTg5arRaATz75hClTplBYWChTJIQQQogH188m8zLMXgghhLgDmZmZ5OfnExoaqm4zNTVl0KBBHD9+HIBTp05RV1dnEKPVagkICFBjYmJisLKyUhN5gH79+mFlZWUQExAQoCbyAEOHDqWmpoZTp07d1/MUQgghROsmybwQQghxBxpb/N3c0s/R0VF9LD8/HxMTE6ytrX8yxsHBocn3d3BwMIi5eT/W1taYmJg0aTUohBBCiPZFknkhhBDiLmg0hqPfFEVpsu1mN8fcKv5uYoQQQgjR/kgyL4QQQtwBJycngCaV8cLCQrWK7uTkRG1tLaWlpT8ZU1BQ0OT7FxUVGcTcvJ/S0lLq6uqaVOyFEEII0b5IMi+EEELcAU9PT5ycnDh06JC6rba2lqNHj9K/f38AevfujbGxsUFMXl4eCQkJakxISAhlZWXExcWpMbGxsZSVlRnEJCQkkJeXp8YcPHgQU1NTevfufV/PUwghhBCtm1FLH4AQQgjR2lRWVpKenq5+nZmZyZkzZ7CxscHNzY2IiAiioqLw9fXF19eXqKgozM3NmTRpEgBWVlZMmzaNhQsXYmtri42NDZGRkeh0Op588kkAunfvzrBhw5g+fTrbtm0DrremGzVqFN26dQMgNDSUHj16EB4ezmuvvUZJSQmRkZFMnz5dVrIXQggh2jlpTSeEEELc5MiRIwwZMqTJ9smTJ7Nz504URWH16tVs27aN0tJSgoODefvttwkICFBjr127xqJFi/j444+prq7miSeeYOvWrbi6uqoxJSUlzJs3j3/84x8AjBkzhi1bttC1a1c1Jjs7mzlz5nD48GHMzMyYNGkSr7/+OqampvfxFRBCCCFEC5M+80IIIYQQQgghRBsjfeaFEEIIIYQQQogHjSTzQgghhBBCCCFEGyPJvBBCCCGEEEII0cZIMi+EEEIIIYQQQrQxkswLIYQQQgghhBBtjCTzQgghhBBCCCFEGyPJvBBCCCGEEEII0cZIMi+EEEIIIYQQQrQxkswLIYQQQgghhBBtjCTzQgghhBBCCCFEGyPJvBBCCCGEEEII0cZIMi+EEEIIIYQQQrQxkswLIYQQQgghhBBtjNEdxGru21EIIYQQQgghhBDiF5PKvBBCCCGEEEII0cZIMi+EEEIIIYQQQrQxkswLIYQQQgghhBBtjCTzQgghhBBCCCFEGyPJvBBCCCGEEEII0cZIMi+EEEIIIYQQQrQxkswLIYQQQgghhBBtjCTzQgghhBBCCCFEGyPJvBBCCCGEEEII0cb8H+58HAJYWkvFAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plim = 6000\n", "fig = plt.figure(figsize=(12.8, 7.2), dpi=100)\n", "ax = fig.add_subplot(111, projection='3d') # 3D axes\n", "ax.view_init(azim=60, elev=30)\n", "ax.set_xlim((-2 * plim, 2 * plim))\n", "ax.set_ylim((-2 * plim, 2 * plim))\n", "ax.set_zlim((-plim, plim))\n", "ax.set_xlabel('x [km]')\n", "ax.set_ylabel('y [km]')\n", "ax.set_zlabel('z [km]')\n", "\n", "for c, e in [('r', e_xs), ('g', e_ys), ('b', e_zs)]:\n", " ax.quiver(\n", " eci_pos_x[::10], eci_pos_y[::10], eci_pos_z[::10],\n", " 1000 * e[::10, 0], 1000 * e[::10, 1], 1000 * e[::10, 2],\n", " color=c,\n", " )\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_time = cysgp4.PyDateTime()\n", "my_time.mjd = mjds[0]\n", "plim = 6000\n", "vlen = 1000\n", "\n", "# The figure size should make such that one gets a nice pixel canvas\n", "# that fits the standard movie sizes (at given dpi):\n", "# 854 x 480 (480p) --> figsize=(8.54, 4.8), dpi=100\n", "# 1280 x 720 (720p) --> figsize=(12.8, 7.2), dpi=100\n", "# 1920 x 1080 (1080p) --> figsize=(12.8, 7.2), dpi=150\n", "# 3840 x 2160 (4K) --> figsize=(12.8, 7.2), dpi=300\n", "# so basically, divide desired width and height with dpi\n", "# (beware, 4K videos get large and need a lot of RAM!)\n", "fig = plt.figure(figsize=(8.54, 4.8), dpi=100)\n", "ax = fig.add_subplot(111, projection='3d') # 3D axes\n", "ax.view_init(azim=60, elev=30)\n", "# Aspect ratio is not implemented; \n", "# see https://github.com/matplotlib/matplotlib/issues/1077/\n", "# ax.set_aspect('equal')\n", "# need to manually stretch to make it approx. right\n", "ax.set_xlim((-2 * plim, 2 * plim))\n", "ax.set_ylim((-2 * plim, 2 * plim))\n", "ax.set_zlim((-plim, plim))\n", "# ax.auto_scale_xyz([-2 * plim, 2 * plim], [-2 * plim, 2 * plim], [-plim, plim])\n", "# axisEqual3D(ax)\n", "ax.set_xlabel('x [km]')\n", "ax.set_ylabel('y [km]')\n", "ax.set_zlabel('z [km]')\n", "\n", "rads = np.sqrt(eci_pos_x ** 2 + eci_pos_y ** 2 + eci_pos_z ** 2)\n", "points = ax.scatter(\n", " eci_pos_x[0:1], eci_pos_y[0:1], eci_pos_z[0:1],\n", " c=rads[0:1], s=1, vmin=rads.min(), vmax=rads.max(), marker='o'\n", " )\n", "quivers = [\n", " ax.quiver(\n", " eci_pos_x[0], eci_pos_y[0], eci_pos_z[0],\n", " vlen * e[0, 0], vlen * e[0, 1], vlen * e[0, 2],\n", " color=c,\n", " )\n", " for c, e in [('r', e_xs), ('g', e_ys), ('b', e_zs)]\n", " ]\n", "\n", "title = ax.set_title('{:%y/%m/%d %H:%M:%S}'.format(my_time.datetime), loc='center', fontsize=20)\n", "\n", "def animate(i):\n", " global quivers\n", " points._offsets3d = (eci_pos_x[i:i+1], eci_pos_y[i:i+1], eci_pos_z[i:i+1])\n", " for q in quivers:\n", " try:\n", " q.remove()\n", " except:\n", " pass\n", " quivers = [\n", " ax.quiver(\n", " eci_pos_x[i], eci_pos_y[i], eci_pos_z[i],\n", " vlen * e[i, 0], vlen * e[i, 1], vlen * e[i, 2],\n", " color=c,\n", " )\n", " for c, e in [('r', e_xs), ('g', e_ys), ('b', e_zs)]\n", " ]\n", " my_time.mjd = mjds[i]\n", " title.set_text('{:%y/%m/%d %H:%M:%S}'.format(my_time.datetime))\n", " return points, title\n", "\n", "# call the animator. blit=True means only re-draw the parts that have changed.\n", "anim = animation.FuncAnimation(\n", " fig, animate, frames=eci_pos_x.shape[0], interval=20, blit=True\n", " )\n", "\n", "# this takes a while!\n", "plt.close(anim._fig)\n", "anim" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# FFwriter = animation.FFMpegWriter(\n", "# fps=30, bitrate=8000,\n", "# extra_args=['-vcodec', 'libx264'],\n", "# )\n", "# anim.save('satellite_frames_720p.mp4', writer=FFwriter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we want to calculate the observer position (located on Earth) in the azimuth/elevation frame of the satellite. For this, we need to project the difference vector of the ECI positions of the observer and the satellite onto the three satellite frame base vectors. Afterwards, we can convert to azimuth and elevation (and distance)." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "effbg_observer_eci = np.array([\n", " cysgp4.PyEci(cysgp4.PyDateTime.from_mjd(mjd), effbg_observer.loc).loc\n", " for mjd in mjds\n", " ])\n", "# also provided directly from the propagate_many method:\n", "# effbg_observer_eci = obs_pos\n", "effbg_pos_x, effbg_pos_y, effbg_pos_z = (effbg_observer_eci[:, i] for i in range(3))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "b_x = np.einsum('ki,ki->k', effbg_observer_eci - eci_locs, e_xs)\n", "b_y = np.einsum('ki,ki->k', effbg_observer_eci - eci_locs, e_ys)\n", "b_z = np.einsum('ki,ki->k', effbg_observer_eci - eci_locs, e_zs)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plim = 8000\n", "fig = plt.figure(figsize=(12.8, 7.2), dpi=100)\n", "ax = fig.add_subplot(111, projection='3d') # 3D axes\n", "ax.view_init(azim=-45, elev=20)\n", "ax.set_xlim((-2 * plim, 2 * plim))\n", "ax.set_ylim((-2 * plim, 2 * plim))\n", "ax.set_zlim((-plim, plim))\n", "ax.set_xlabel('x [km]')\n", "ax.set_ylabel('y [km]')\n", "ax.set_zlabel('z [km]')\n", "\n", "ax.quiver(\n", " 0., 0., 0.,\n", " b_x[::20], b_y[::20], b_z[::20],\n", " color='k',\n", " )\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "sat_d = np.sqrt(b_x ** 2 + b_y ** 2 + b_z ** 2)\n", "sat_el = 90 - np.degrees(np.arccos(b_z / sat_d))\n", "sat_az = np.degrees(np.arctan2(b_y, b_x))\n", "\n", "# also provided directly from the propagate_many method:\n", "# sat_az, sat_el, sat_d = (sat_azel[..., i] for i in range(3))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.close()\n", "plt.scatter(sat_az, sat_el, c=sat_d)\n", "cbar = plt.colorbar()\n", "plt.xlabel('Azimuth [deg]')\n", "plt.ylabel('Elevation [deg]')\n", "cbar.set_label('Distance [km]')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following animation visualizes the projected components of the vector (observer-satellite) on the satellite frame base vectors. The length of the three r/g/b arrows is changed accordingly." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_time = cysgp4.PyDateTime()\n", "my_time.mjd = mjds[0]\n", "plim = 6000\n", "\n", "# The figure size should make such that one gets a nice pixel canvas\n", "# that fits the standard movie sizes (at given dpi):\n", "# 854 x 480 (480p) --> figsize=(8.54, 4.8), dpi=100\n", "# 1280 x 720 (720p) --> figsize=(12.8, 7.2), dpi=100\n", "# 1920 x 1080 (1080p) --> figsize=(12.8, 7.2), dpi=150\n", "# 3840 x 2160 (4K) --> figsize=(12.8, 7.2), dpi=300\n", "# so basically, divide desired width and height with dpi\n", "# (beware, 4K videos get large and need a lot of RAM!)\n", "fig = plt.figure(figsize=(8.54, 4.8), dpi=100)\n", "ax = fig.add_subplot(111, projection='3d') # 3D axes\n", "ax.view_init(azim=60, elev=30)\n", "# Aspect ratio is not implemented; \n", "# see https://github.com/matplotlib/matplotlib/issues/1077/\n", "# ax.set_aspect('equal')\n", "# need to manually stretch to make it approx. right\n", "ax.set_xlim((-2 * plim, 2 * plim))\n", "ax.set_ylim((-2 * plim, 2 * plim))\n", "ax.set_zlim((-plim, plim))\n", "# ax.auto_scale_xyz([-2 * plim, 2 * plim], [-2 * plim, 2 * plim], [-plim, plim])\n", "# axisEqual3D(ax)\n", "ax.set_xlabel('x [km]')\n", "ax.set_ylabel('y [km]')\n", "ax.set_zlabel('z [km]')\n", "\n", "rads = np.sqrt(eci_pos_x ** 2 + eci_pos_y ** 2 + eci_pos_z ** 2)\n", "points = ax.scatter(\n", " eci_pos_x[0:1], eci_pos_y[0:1], eci_pos_z[0:1],\n", " c=rads[0:1], s=1, vmin=rads.min(), vmax=rads.max(), marker='o'\n", " )\n", "opoints = ax.scatter(\n", " effbg_pos_x[0:1], effbg_pos_y[0:1], effbg_pos_z[0:1],\n", " c=rads[0:1], s=1, vmin=rads.min(), vmax=rads.max(), marker='o'\n", " )\n", "quivers1 = [\n", " ax.quiver(\n", " eci_pos_x[0], eci_pos_y[0], eci_pos_z[0],\n", " b_x[0] * e[0, 0], b_y[0] * e[0, 1], b_z[0] * e[0, 2],\n", " color=c,\n", " )\n", " for c, e in [('r', e_xs), ('g', e_ys), ('b', e_zs)]\n", " ]\n", "quiver2 = ax.quiver(\n", " eci_pos_x[0], eci_pos_y[0], eci_pos_z[0],\n", " effbg_pos_x[0], effbg_pos_y[0], effbg_pos_z[0],\n", " color='c',\n", " )\n", "\n", "title = ax.set_title('{:%y/%m/%d %H:%M:%S}'.format(my_time.datetime), loc='center', fontsize=20)\n", "\n", "def animate(i):\n", " global quivers1, quiver2, opoints\n", " points._offsets3d = (eci_pos_x[i:i+1], eci_pos_y[i:i+1], eci_pos_z[i:i+1])\n", " opoints._offsets3d = (effbg_pos_x[i:i+1], effbg_pos_y[i:i+1], effbg_pos_z[i:i+1])\n", " for q in quivers1:\n", " q.remove()\n", " quiver2.remove()\n", " quivers1 = [\n", " ax.quiver(\n", " eci_pos_x[i], eci_pos_y[i], eci_pos_z[i],\n", " vlen[i] * e[i, 0], vlen[i] * e[i, 1], vlen[i] * e[i, 2],\n", " color=c,\n", " )\n", " for c, e, vlen in [('r', e_xs, b_x), ('g', e_ys, b_y), ('b', e_zs, b_z)]\n", " ]\n", " quiver2 = ax.quiver(\n", " eci_pos_x[i], eci_pos_y[i], eci_pos_z[i],\n", " (effbg_pos_x - eci_pos_x)[i],\n", " (effbg_pos_y - eci_pos_y)[i],\n", " (effbg_pos_z - eci_pos_z)[i],\n", " color='c',\n", " )\n", " my_time.mjd = mjds[i]\n", " title.set_text('{:%y/%m/%d %H:%M:%S}'.format(my_time.datetime))\n", " return points, opoints, title\n", "\n", "# call the animator. blit=True means only re-draw the parts that have changed.\n", "anim = animation.FuncAnimation(\n", " fig, animate, frames=eci_pos_x.shape[0], interval=20, blit=True\n", " )\n", "\n", "# this takes a while!\n", "plt.close(anim._fig)\n", "anim" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "#" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }