{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "name = '2019-02-14-matplotlib-subplots-callum'\n", "title = 'Better plotting with matplotlib subplots'\n", "tags = 'matplotlib, dataviz'\n", "author = 'Callum Rollo'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from nb_tools import connect_notebook_to_post\n", "from IPython.core.display import HTML\n", "\n", "html = connect_notebook_to_post(name, title, tags, author)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Today we'll be using matplotlib's pyplot to make clearer, prettier figures.\n", "\n", "First we import packages and generate some data to plot." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pump up the font sizes on plots. Better to do it now than when you need 10 plots for a powerpoint!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "plt.rcParams.update({\"font.size\": 20})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More fine grained control can be exerted with rc from matplotlib" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SMALL_SIZE = 16\n", "MED_SIZE = 20\n", "LARGE_SIZE = 26\n", "plt.rc('font', size=MED_SIZE)\n", "plt.rc('xtick', labelsize=SMALL_SIZE)\n", "plt.rc('ytick', labelsize=SMALL_SIZE)\n", "plt.rc('axes', titlesize=MED_SIZE)\n", "plt.rc('legend', fontsize=MED_SIZE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make 9 sine curves with random offsets and noise." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "time = np.linspace(0, np.pi, 50)\n", "no_of_lines = 9\n", "x1 = np.empty((no_of_lines, len(time)))\n", "for row in range(no_of_lines):\n", " x1[row, :] = np.sin(time + 2 * np.pi * np.random.rand()) + 0.2 * np.random.rand(len(time))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(time, x1[0, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now plot all of them" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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ExB+AYd9Bq1GUX82n7Gwmlf6Q+NsFEiLP4d+2w+3F9nwbYrfD1hcoHbaW07k7cDdrTODIXqiDPFE4WdT8NygvMoYWWzrB6KVg5Yh162RKFyVSluKIzaqxYN8YRiwE7461/g0NBgORkZEEBASgVlfXdBtKcHAwcXFxHD58GFdXV5o1a1bnd0gIQeGmTVi0a4tVr14oR40kfts28h7pSoWVFSUlRk22ffv2t0xk2rQ00t95F/MWLRA6HcmzZmM/eTIur8xFZn7bxFt27hxpr72ORUgIHp/OR5IbtVJJklAPG4ZFaChpr7xK2iuvULxvH7YDB2DZti0K56o7npaeOkXKc88js7LCZ+UKzJs2BUBubYXXooWkvPACGf9+B6HR4PD447evzWCg9ORJCtasofjAQfiDFiaZmyN3sEfp7oH9+PHYDhyApPjfepRKfwdH6YOmXbt24n62jtXoNETnRHM++zxRWVGczz5PQUUBwU7BjA0cS3/f/tV8GXejoLyAARsH0MWjC0+3fpqx28YyxH8I87rOa9A4y2OWM//sfDYM20BT+6a3jh9JOcKz+59lTugcZgbNrPd4eoOeDdc2sDp2NRmlGZRoq5uugpyCGNh4IP19++Ni6QI7XoHwpdD9VYhaTVpqLr8mBePqqmbMOx+jsHVFd/U3jv+6inOxhdgpyxnofZ34AhvO5Hox9p3/4NUyuOYFbZzNgd8iicxzZfx789n9/RfYKB3oYj4Uy9bORl/FTcois8hbewWHSc2wrNgO218ESQbNh5Gv+BelEVm4v9mhSqir5koeuUujsW+TiFXsczB5I1z4FS6sgQEfQ6en0eWVk7UgCpm5HKeng1kydxYO7h6M+fd/qq414RDaZSNYldWH4goZFWWl9Jw2i9CB1cN9AaNfY/0TELMFpu0An863TmX9cB5DmRbX/klIe98GB3+YXvsb9dWrV1m1ahVjx46lRYsWtbZrCOXl5SxevJjc3FycnZ3p0KEDwcHBNfpGck+f5sS8eWT06EFaWVmtGmtwcDAjR45E6PXcmDqVipjLNN68CYWrK9lffEFe2C+omgTg8dlnmAcGUhEfT+LESSgcHPBZtRKFvX2N4wqdjpwFC8ldsgRxUwtQ+nhj2bYdlm1DEXo9GfM+QOXrg9eiRSjdq1sEDJWVpM01Ch/nF1/Efvw4CjZtpmDNGipv3EBuZ4d61Eisu/fAUFqCPi8PXV4++vx89Hl5aC5epDIhAaWPN06zZqEeOhTpH56NL0lSuBCi3V3bmQTH3RFCUFBRgL15zV/i+vJd5HcsvLCQxurG5Jfns3X41gaPmV+eT+91vRkXOI7XO7wOQJm2jBFbRmChsGDd0HX11mBuUZBsFASPvEyZTEaOJoessiyyNdkkFSWxP2k/l/MuIyHR3imYgVeO0Nd/COrHfqAgPY1Vb89BRTkTPE5iqTSAwhy0paBSk2zfk10RFZQUl4Ew0NI2g/5zP4DAATWsIwm+bkNFyJP8vD0VbXk52opyxnR6C3mhhNvctshtbv8whUGQ+WU4yCRcnwtGWtwdCpLQP3GK9O+SsAp1wX5kkypTCCHI/CoCCYELTyCVZoKuHHr+C3q8ii6vnOxFFzCU63GeFYSZhzVntqzn6KplTPnkG1x8/aqMt/et8VyML2bUU9M5svMQSgtLJrw/v+b7fO5n2P4S9H4Hus2tcqr0XCb566/iPCsYVcoiOPABzIkCe98ah1qzZg1JSUm8/PLLKBr4tqsrrCB3xWVsuntiGVT1LV2r1XLp0iXOnDlDeno6KpWKkJAQ2rdvj5WVFZcvX+bSpUskxMUjJHBycCSweTPUajXi+HEqNmzE/4N5OHXuzMmTJzl06BDDhw+n0cmTZH/9De4ff4Td8OG35is5eoy0t97EUFCI07PPUPDrOgzaSnxXr8Gs0d0TE4VWS3lMDGXhEZSFh6MJD0d/08lv0a4tXt9/j7wOjUzodKS//bbR7KZUglaLRUgI9hPGY9O/P7I68luEwUDx/v3k/riA8pgYFO7uOM6cgd2oUVU0qAdN+I08fjp6naGtPejf0g35PSSh1sZfLjgkSWoEvA60A1oDFkBjIURiPfrKbvadDbgBV4D3hRAb6jP3gxYcD4qiyiIGrB9AsbaYeV3nMTxg+N071cArh1/hVPop9o/Zj0qu4svwL/n50s8sG7CMtq5ta+2nKS6iICMd9ya339oRAsKGQuJRo91+wEc19r1eeJ1d13ex61IYifoyFJKCuS1foHLFaTRFhUz84DPsVZUQEQYVxRA4CHy7gcKMirJSDixdSGb8Vcb5RmOhSYGnT4DtH94Cd71udBrPiSLmwjV2ffc57VoNwb+0JXbD/bHu5FFtXWVRWeStvoLDhGZY+gvQ5FN0yZKiPYm4vhiK0s2qWp/S8Ezy113FqXcx5scnQNc50Oc9dPkVRqFRocd5RivMGhlNdOUlJSx8ZiqBnbox4JkXb40Tc/Qgu777nI5uuTzSQskpp6c5/utKZv24DBsHp6qTZlyExb3B9xGYtB5kVd2Lhko96f85jUUzBxwGWMFXQfDoG8bPHygpKeGLL76gU6dO9OtXewh3TQghyF0WTfmVfFBIRkHlbVtju5SUFE6fPk1MTAwGgwG5XI5er8dOrcYjPJxmnp4EffzxLZOWQaMhfuAgFI6O+K77FQGEhYWRlpJCn+07aPTII3h89mk1E5guL4/0f/2bkgMHkCwt8Vn+CxYtWzboum6t22Cg8vp1Km8kYdW1S50P/jv7ZH/zDfrCQuzHjcO8WcMy+YUQlB49Ss6PC9BERiJ3dqLR119jGfpgSwQJIVh5Oon3tkUjBOgMAj9nK57q7s/wEE/MFPfvsq6v4EAI8VA+wKNAJrAT2AMIwLeefT8EKoBXgJ7AQsAADKpP/7Zt24q/K9vjt4t5J+cJg8Fwz2McTz0uWi1rJXYm7BRX866KNmFtxL+P/bvOPjptpVjx5ovis7GDxa7vvxCakmLjiXNLhXjXVojvOgrxrlqI5LO1D1KQIgzvO4nojdPFkztniFef7iu+mPiYSI65WP/FZ18V4gM3IZYOFkKvu328JEeIea5CbHpaCCGEwWAQMQcOipT3T4iMbyOEQV/z/TLoDSL983Mi/fOzwqA3CINOL1I/PCWyFl+odQkG7c02i6KEKEwVwmAQ2lyNSPvotEj5vxOiIqW4Wp99P/0gvpz4mCjJzxNCCJGTkiS+njJKrH7nNaG/sEGId21F7vo3xGdjB4vwHZurdi4vEuKbUCE+CxSiOKvWdeVtviaS3z4qdCWVQoQNE+LLICH0+mrtjh07Jt59912RlVX7WLVREp4hkl8/Igr2XBdpn5wRqfNOCm2+ps4+RUVF4tChQ2LPnj0iOTlZ5G/bJmICm4mSEyeqtS3YskXEBDYTBZuN9yAvLU385623xFdz54ryvLxa5zAYDKJwxw5Rdv58g6/p74LBYBAlp06La/36iSsdOoryhIQHNramUideXXde+Ly+XUz9+bTIK6kQ26JSxcCvjgif17eLTv/5Tfx0NEGUVmjvax7gnKjHM/ZhRlUdEUK4CiEGAXWHLtyBJEkuGAXGx0KIz4QQB4UQs4GDQA0xlP8sBvsN5l+d/nVfJb87uXfCw8qDDVc3MO/UPKzNrHmp7Ut19jm2ZjkZ8dcI7NyNmKMHCXv1ORJP/gZ73zFqBjP2gI07bH0BdJW1DPIlkjDgEjiL3lHuuOaakdbNFs9mDXg7dGoCgz41ajjHvrh9/Mwi0GmMb/8YHaHuxV6IMh32wwNqrQklySRs+3ijy9KguZCN5mIOhqJKrB+p3cwhKWTYdPWgIr6QymLb2+apCj3OM4Mw86xedDB04DD0Oh1R+3airaxg+1efoDAzY/ALryJrNQKaD8Ph4g84q0q4svF72DgLTi+ElHCjeSovAUYtAWvnGlZkxLqjO+gEZRFZ0HoiFNyApJNV2gghiIiIwNvbG2fn2seqCX1RJQXbEjDzscW2jw9OU1sgtAZyw2KMIcq1YGNjQ48ePejXrx+NGjWiaMtWFO7uWHas7ry3HTIE81atyPriSwwaDZqvvqLDqdPkW1uz/+TJGkY3IkkStoMGYdG6dYOu6e+EJElYdeyA9+LFIJeTPPupeoUd3420Ag3jFp7k13MpPN8rgCVT22NvZcaQYA92vPAIy6a3x8vBknnbY+j68QG2X0h7AFdTNw9NcAgh6hdTWJ3+gBmw4g/HVwBBkiTdf23sfzgyScaIJiM4nXGayKxI5rabW6ev5HrkOc5t20jrvoMY8uLrTJz3GWYqczZ89RW/JblR2Xc+mKth8OeQFQ0nqmdia7OvE71/B6uzehL23gekX7yIdd827LaIZN+NfQ27gDaToNUoOPgRJJ027q9xZqHRvOVsNKNVXC+k5GQaVh3db5mMasOilRMKV0uK9idRfCwVhZMF5k3r9h1ZdXRHUskp3HWd7MUXEZW1Cw0ABw9P/ELbc37vTvb/9AM5SYkMfG4uNo5OIEkw+md4fCuBIUGkFZtRdPk47HoNfuoFF9fBo2+B7+1KtNrKCo6tWV4l3+V2Jnk6otlgMLOB86uqrCMpKYnc3FxCG2gGEUKQvzkOoTVgP7oJkkxC6WqF46TmaDNKyVsTizDc3Wytzcyk9Phx1MMfQ5JVf3xIMhmub7yOLjOT5FmzKdyyleDhw+nUqRNnzpwhNja2Qev+J2Lm7Y3XD9+jy8wk5elnMJSX3/NYpxJyGfrtMeKzS1k4pS1z+wVW8WlIksSjgS78OrszG57uTKi3Pe7quotdPgj+jnkcLTGaqeL+cPz3pIEHE0LyADAYdKSmraWk9Fq9+whhQK+vXiupoQwPGI5MktHOtR2P+T9Wa7uSvFx2ff8FTt6+9Hh8BgBuAU2ZPK0vbR1SiMpz4ZdPviDxfDj5dm3I9x5G3t5vyLt0jLy0FNLjrnBg2UIWvjyH3an+aGS29Jj8BLN+DGPGE/9HM4dmfHL2E0q1pfVfvCTBkC9B3Qg2zDBmfmvy4RGj1qQv1ZK3JhaFgznqgb53H04mYdvHB122Bm1KCdZdPO5atVZmrsCqgxsVcQWISj1OdQiN32k7eDiaokKiD++nw2OjadzmDn+SXAl+PWg63uiTuNb6A3gpBsb+YrzWbi9XGStixxZOb1pLxK6tVY5bdXBHl62hPKECWj4GMZuNgvX3fhERqFSqBkdSaS7kUB6Ti7qvD0pny1vHzZvaYzfUn/LLeRTuSbzrOIVbt4LBgN1jtX/nLNu1w6ZfP8rOnsUiJASnp5+iT58+uLu7s3nzZgrrmSj4T8aiTRs8Pp2P5sIF0l573VgNoYHsic5g0k+nUVsq2fxsF/q3rHt7hrY+DiyZ1p62PvcXxFMf/o7Bxw5AwU17253k3XG+GpIkzQJmAXh7ez+81d1Eqy3kUvQc8vKOIklKfH2fxddnNjJZ7eF4ublHuXrtA3S6Qtq0WYaN9b2X03azcmNx38X42fnVavYyGPTs+v5ztJUVDJnzOkqzm45CTT7KfW/yaGtXArr9h90Lv2HDR+/e0bM1zLttFZQrFARYZdG6ezCNZi6sMt+/O/2byTsn8/3573mt/Wv1vwBztfEt/ef+cOgjYz6IVwfjm/H6q+hLtLg80waZqn5fUYuWjijdrdDll2PZ1qVefWy6N0JfVIlNj0b12hPDq2Uwns1aIFco6DquekVeIQT27p64+Ppz5dQx2g4ZAeqqJjONRsOlqPP8dvI02qZtOHb+Ir5dk2nkZawcYBHsROGe6+SGxaCwG49FqYTFsd0oe46kvLyc6Oho2rRp06BNmPQllRRsjUPZyLpGE551Fw+0WWWUHE5B6WyJVTvXGscRQlC4aTMWoaGY+frWOafr668hqVS4vDgHSaFAAYwePZqFCxeyfv16pk2bhlx+7/uZ/BOw7dcP7euvkfXxJ2R9+hmur9f/96HTG/hwx2WauFiz7qnO2Jjfe/Xkh8GfEo4rSdJMYDH1iKqSJGkxMEQI4f6H402Aq8DjQojldY3xsKOqSkvjiLowi/LyNJoEvEFhURSZmVuxsmpK8+Yfo7ataqctK7vBtbj/kJPzGxYW3hgMlej1ZbRu/RN26tqjoO6XUxvXcnztcvo99QJBPe+Ivtk4uhGvAAAgAElEQVTyLJxfDbMOgntrKss1XI88h16nQwK4cRzCl0HIFGRNeuGVtgHL6OXwQiTYVRfK7598nw3XNrB2yFqaOTRQGB77Cn57FyZtgCZ9KD6eSuG2BNRD/LCpw09RE7q8cgwa3V01h/tBr9MZ9/P4g7Det28fp06dwsnJCVmFhtyrlxkwbSY+/gGoVCquXLnC5cuXSUhIwGAwIGkrcXF0IDO/AOQKvL296dy5M4GBgYhSHZpLOWgu5VARnwfIQa3gslMWx1MjmTVrFh4e1SPMaiN31WU00bm4vhCC0rV6lBkYCzHmLI2m4nohzjOCUPlVD2HVREWROG48bvPex37MmAbdt9+5cOECGzduRKFQ4OzsjIuLy61/XVxcsLGx+a8SKEIIMj/8D/krVuD673/hMGlSvfptjEjh5V+jWDSlLf3uomk8SOobVfV31DjyAHtJkqQ/aB32d5z/y8jJOcCl6JeQyVSEhqzAzq4dXoCb61Bir/ybc+dG4+U1DX+/lxBCkHjjR5KSliCTKfD3fw1vr2lUVOQQeX4KkZFTCQ76EUfHbg98nSmx0ZxYt5JmXXvQ6tG+t08kHILIFdD1RXA3CjgzcwsCO9+xhkceBf1pSP0Jeg2G31ZCyOQahQbAnNA57E/az7xT81g+cDkyqQEW0EdehKAxoPakMrWEwp3XMW/ugHXX+j8Yf0fh8PBi539HXkPORFFREadOncLd3R0LCwsy0kupdPFk686q5crt7OwICQ4idus6gtp3pPeMp/jxqWlYNw+msLCQtWvX4uDgQKdOnbC0sSTLP4cszQmyckvIr7BApAqcDDYo9+Wj7a+uEmoshKhR89RcykFzIQfbfj61Cg0ASS7DcVJzMr86Q87yS7i+2A6Fumooa8HmzUgqFbYDasjBqSfBwcEolUpu3LhBVlYWCQkJRP2h6q1MJsPMzAylUnnr4+DgQEhICAEBAVXqcv3dkSQJ1zffQJuWRuaH/8FQVIR6+PAaExJ/R28QfHcgjubutvRtUbP291fzd9Q4HgfCgCZCiLg7jk8DlgJ+QojrdY1xrxpHdvY+0jM2Y2sThK1tEDY2rVAqjW9eQghu3FhAfMLn2Ni0IDhoAebmVR9uOl0xcfHzSU1dhbm5F8JQSUVlJm5uwwnwfw2V6vaXoKIyh/Pnp1FaGkfLll/i6jKwweutDU1JMctfewGZQs6Uj79BZXnTpl1ZBj92BkkOTx8HZR1OtLwE+KEzIIFBW03bKNyTiL6gArm9CoW9OWc0kXx05VNmPfI0o5s3/G3UUKEj65tIhNaAy5zQ+9rY6M9m586dnDt3jueffx77m5nOYW/MQacwI2TkBMrKyvD398fNzY2d335G3NlTPPH1QmwcnNi36Dtijh1k9o9hxF1P5OTJk6TeLOAnSRL2ahtcCiJw9mmOU/Bg3LIs0Z3KQVTqsWztjG0fHwoWvE3h3qN4rViPmbexBI6+uJLKpCLyN8UhtzXD5dk2de6Trk1PJ+vTzyg5EoFlj7cQ+gKsWpdhO2ggSlcXDBUVXOvWHevu3fH87NMHev80Gg1ZWVlkZWVRVlaGVqulsrISrVZ76/+pqamUlpZiY2NDSEgIoaGh2NnZ3X3wvwmGsjLOTpuN7YVzIElYtmuH7ZAh2Pbvh/wP17E1Ko0XVkfyw6RQBgXVLmAeBv9kjWM3UAlMAt674/hk4NLdhMb9oNMVUVJymezs20UELSy8sbEJwqDXkJN7AFeXITRv/jFyefWHrkJhQ7PAebi6DCH2yr9QmDkQFPQdanX1CBiVmROhIauIujCDS5deQN/sQzw8xt7X+nNTk4k7e4rLRw9SWpDPhHmf3hYaYNzEKD/RWO6iLqEB4OAHPd8y9mk7rYrQKI/Lp/hgMjJLBQaNDgQ0wZqfeQ9DvIE0n3BcxrWstwYghKBgUxy6vHKcnwz+RwmNoqIiwsPDad269S2hAdC8czeOrlqGfyNP1C7GF4bMhDhijx+mw/AxtxIEW/TozYX9u4k7e4pWj/ahZcuWZGQYN4dycnJCqVTCsiFQtB4R8iYAhu6NKTmSQsmJNMrOZ1GZ6Ije4EnqK99gM+hxtJkV6PONARiSuRz70U1rFRqG8nJyf/6Z3MU/gV6Pw4wnQORSmeFJ4e7DZM1/FMv27THz9TW+LY+4t6TVurCwsMDHxwcfn9rrvun1eq5cuUJERARHjhzhyJEj+Pv739JCzO8jU9tgMLBjxw7kcjn9+/evl6msuLiYuLg4WrduXS8NKKFEzzi/8bTwHcgP7jno9u4m4913yfjgA6y7d8eqS2eUbm7InV34Zdt1mjrZMOBPNFE1lIcqOCRJ+r0S3++G/IGSJGUD2UKIwzfb6IAwIcQMACFEliRJXwJvSpJUDEQA44BeQO2hHA8Ad/dRuLuPQqstpLj4EkXFlyguukhRURQVFZn4+72Kj8/su+Zg2Nt3pFPHvXdtp1TaEtImjAsXn+Fy7JtodUX4eNe/zpRBU0T6jWTizp0m/txp8tONb6qufgEMev4V3PzvKLdxfjWcXQydnzNmL9eHTs+ChT00H3rrkBCCwj03kKtVuL3SDmSgL6xEl19ORmoyG86sZXhqLzK/icB+ZBMsg++ea1AWkUXZ+Wxs+3hXsa2nlqTibuXeMNPXn8zx48cxGAx061bV3Ni00yMcXbWMq6eP037oSACOrFqGuY0tHR67XaDSo2kz7N09iD78G60e7WPMX/mjGaPNRMSmp9n03svIrJ0Y/uq/UA/wxYr1pK8pRundEzPf7gBoLiRjEeyNdRcPzLxtMfOwRlJWv39CCIr37CVr/ny0aWnY9O+Py6uv3irzUbj7OsX0wDLEj9JDyyk7cwaFuztWnTo9yNtXb+RyOS1atKBFixYUFBQQGRlJZGQk69evRyaT4e3tTZMmTWjSpAnOzs4NypPau3cv4eHhABQUFDBmzBijwK6FjIwMVq1aRVFREQqFgqCgoLvOseJUEmZyGQlKe9628eOX7c9RefkyRdu3U7RjByV37A8yDxAyGfHbnLEIDcHj44/rlQH/Z/KwNY4/Jv79cPPfwxgzywHkNz938jZQAszhdsmRsUKIbQ9nmVVRKtU4OHTFweF23L0QeiSp/k67+n5x5XJLWgcvIjr6ZeLiPsLeriO2trV/ESvKyrgRFU7C3pUkXLmORq9EJpfj1TKY0IHD8G/X0ZhbcCdp540FAH27QZ/3ah64xsUpIPTxKofKo3PRJhdjP6rJrQeSwsEchYM5vv52ODicY/bJ9/k4dy5ilZ6KawWoh/ohM6t+7/TFlZRFZlG07wYqPzU2vYxaTUJBAl9GfMmh5EM8H/I8s4Jn1X/NfyLFxcW3tA0Hh6rBfnaubrj6BXD11DHaDx1J4oVIki6e59HHn0RledvXIEkSLbr14vivKyjMykDtUsNbZvNhRC//D9dT4oA4UqIv0CjhZ8o2rabktAPOrzTDqkMPtCsmkbo7A31qMA7LwpBZ1KxVai5FkzV/PmVnzqAKDMQ7LAyrjh2qtLHt50tlSgkViRKNFq1FlKUhs7C4Van2r8TOzo6ePXvSo0cPkpKSuHbtGteuXWPfvn3s27cPW1tbmjZtSo8ePbCxqTsH6PTp05w6dYqOHTvi5OTEjh07WL58ORMmTMCihvsXFxfHr7/+ikqlwt7enqNHj9KqVas6f++lFTo2hKcwKMiNTn6OvLHxIguOJPBsz5ZYtGqJy2uvosvOQZuVyTtLDmFVlMczQWp0aWkUbdtGlrMzbm+9dd/37UHyUAWHEOKuT8+a2ggh9MAHNz9/CxoiNBqKTGZG8+YfkZt3hMTExTTx+xCh12PQ6zEYDFSWlXLjYhQJEWdIuXwJg16PSqbF11kiQB5L41YtUE15A8xqcH6W5sLaKWDpaCzjLb/3P7kwCAr33kDhbIFlaM1Ou+mtpqM1aJkZ8S/edZxD+3NQcaMQhwnNMXO3QugMlMfmURqeSfmVPDCAmY8tDuMDySnP4YeoH9h4bSMWCgv81H6ERYcxqfkkrJS1O3b/Ko4fP45er6d79+41nv9d6yjIzODoymXYOrve2vHwTlp0NwqOmCMH6Tx6QrXzmkoDh7P8cLcsplDhwckf32Gk+hCZ0X6omvviOH0cklyOxdzvIb8/qUcvkjJnDl7ff490x5tzZUoK2V9+RdGOHcjt7XF79x3sxoypsSS4JJNwmNCMrG8jyVsZi8vzbZBb/70qv8pkMnx9ffH19aVv374UFhYSFxfHtWvXOH/+PLGxsYwZM6ZWE9iVK1fYvXs3gYGB9O/fH5lMhoWFBRs3bmTZsmVMnjy5iuA5d+4cO3bswMXFhYkTJ5KYmMimTZu4evUqgYGBNc4BRp9FcYWOKZ19CPW252hcDl/su0onP0fa+tgjyWQoXV04lCtYb+7H51NG4Nq2EQByOzvyf1mOVZcu2Dz66AO9f/eDqTru34TY44eJPPsKzi3ziFkdgLa0uqrs6GiDnywOP9siPEa+iaztVIhaA1ueAa+OMPFXML+jYJ1eBytHwY2T8MQu8Kw59LcisZC8dVdxGBuIyqd6wbvf+b04oMOkZtWqqv6RJReX8FXEV8ywnsjY2J4YNDosWzlRfjUfQ5kOmY0ZVqEuWLZ1pdJesPTSUn6J+QWtQcu4wHHMCp5FanEqE3dO5OW2LzO91fT63cg/ieLiYr7++mtatmzJiBEjamxTmJXBT8/PxL1JIOnXrjDo+Vdo/sijNbZdN+8tirKzeeLrRdXeXvcu+pZLB/cyxeccN/S+HE5ypJ+DJYqDF/FdsxqLNm1uNw4PI/+rN8g4a4ft4MF4fDoffWEhuQsWkLdqNZJcjsO0qTjOnInc+u5hy5WpJWT9GIXKxwanJ4KM297WA32pFs2lHKxCXWs0lT1sMjMzWbt2LQUFBfTv358OHTpUua9paWksXboUJycnpk+fXiUvJj4+njVr1mBtbc2UKVOws7Nj//79HD9+nICAAMaMGYNKpUKv1/Ptt99iZWXFzJkza9Q6hBAM/uYYAtj5wiNIkkRRuZZBXx9FCNg5pxtqCyVCCB77/jgFZVoOzO2B4qZPylBRQeK48egyM2m8ZTNKl/rlKN0r/2Tn+P8cQghOb/oVlM2Rgk4QOt4bazEcSSZDkslQ6ErwTFyBOn0nNO4Bj2247axuMwGU5rBhJvwyzLi/hOVNs8mB943ht8O+q1VoAJScTEefW05uWDTOz7RB6VRdRRc6A0X7bqD0tMailVMNo1RlRtAMFDIFn537jMx2+byUNoWyS7lYtHDAsq0rKn87LhdeZlfCD2w7uI288jwG+A7ghZAX8LI1JsM5mDvQ2b0zYdFhTGg2ocF7oNQHg8FwT+Gdd9M2ANQubrj6NSH92hVcfP1p1qX2ti2692b3D1+SeiWGRnfU/kq7GsvF/XtoO+gxnPMTsSuI44zKnYgbufQbM7qq0AAIfRz74UfRV+4me8cO9Pn5aC5exFBainrkCJynDEN5Yxv83M1ouuw2F+xrd0qbeVpjPzyA/PVXKdgah91Qf6S7VGHVZpSS80sM+rxyRIUem+6N6mz/MHB1dWXWrFls2rSJXbt2kZKSwtChQzEzM6OwsJBVq1ZhaWnJxIkTqyVT+vv7M3XqVFauXMnPP/+Mp6cnV65coV27dgwcOPCW81wul9O1a1d27NjB9evX8fPzq7aOiKQCYtKL+M+IoFuCxdZcyTcTQhiz4CRvbbzIdxNDOHQ1mwsphXw8MuiW0ACQqVR4fv4Z10eNJv2NN/D66acaS7382fz1KzDBjYvnyUm+Qdv+j+PiOhC9+Tla9X6U1n0HEhwaSIvIl1DnnIJBn8GUzdXzKVqOgHErjFu5hg2FkmyI3gTHv4Z2T0Bo9Szn3zFU6CmPycW8mQNIkLP0EvqS6kUOS0+noy+oQN3ft97+m6ktp/JGhzfYnrGLed6LcH63HUWDzVmqWcNj2x5j/PbxrIxdSbBzMKsHr+bTHp/eEhq/82Twk+SW57Lx2sZ6zdkQ4uPj+eSTTzhZR/G9migpKeHcuXMEBwfj6OhYZ9tmXYxO826TptX5g2/SsQtKlTkxh287SQ16Pb/99D3WDo50GTsJxq9GMXM3AVo5OTYW6IbXsGHUzXIujl1dcAgSlJ44gWVoKH5fvoRHYDTK1X3h5Pdg6wlRq+HbUNj6vDHarhas2rli3d2T0tMZZH13nsrU2vepL7uYQ9YP5xFaA0pPa4oPp2CorP8+5g8Sc3Nzxo0bR69evbh48SJLliwhPT2dlStXotVqmThxYq0+kEaNGjF9+nQkSeLKlSv07duXwYMHV4u4atOmDdbW1rVuubvi1A2sVQoea1M1dD/U2565/Zqy42I6a84m8+3+a3jaWTAytLqQVfn74/r2W5SeOEnezz/f4914sJg0jr8BETs2Y6m2o1nXHpSWOZKVtZP0jA14NXocjn4B2nJj3oVTk9oHCRwIE9fC6onGMh7FGdCovXFXuzoov5yL0Bqw6dEI5BLZiy6SExaD85NBtxzahgo9RQeTUfmpUTVpWOz8pOaTUEgKPjj9Af029iOvPM+4IZRbe6a1nEYfnz6oVbVvtNPOtR2hLqEsjV7KmKZjGr5JVS2UlpayadMmdDode/bsobi4mD59+tRL+6iPtvE7IQOH4hHYHI+mzaudq0xJRW5jjVytxszcgqadunLl5DF6TpuFUmVO5O7tZN+4ztCX38TMwhIsWlG0ZQvuUdFca9ucs3u349W2ffVJVTZIY8NwKeiNQ4cAlPIjcHI12HjAo28aAx5sPYxbAB//ylgl4PwqaDPxpgbiW21Iu0F+qHzV5G+6Rtb357Hp6YVtT69b2ocwCIp+u0HxgWTMvG1wnNzcWHV4wQVKT6X/JVoHGP0g3bt3x93dnQ0bNrBw4UJkMhmTJk3C1bXu5DoXFxdmz55NYWEhnp41VzFQKpV06dKFvXv3kpycjJfX7Ref3JIKdlxIZ0IHL6xqKJ3zVHd/TsTl8u/Nl9AZBPOGt6p1Tw270aMpPXacrK++xrJjRyzqEcn1MDFpHH8xuSnJXD8fTpv+g1EolajVIahtQ0hOXoooSDL+oEMm1y00fse/F0zeACWZRkf52OWgqDuMr+x8NnK1CjMfW1TetjhOCESbUkze6tvVUkuOp2Io0WI7oP7axp2MazaO97u8j5/aj9fav8ZvY35jSf8ljGo6qk6hAcaooyeDnySjNIPtCdsbPHdNCCHYunUrZWVlzJgxg/bt23PixAk2b96MXl/323FJSQlnz54lKCjortoGgFyhrFFolEVEEt+3L1c7duJq10dInDwZt/gkKjVlXApbSs6Z0xxf+wu+wSE06dAFAH1REZnzP8U6KIh2I8dx/Xw4GXFXa57YLQhp8HyUpTHGisPjVsKLF40bQ9nefPtVexpL3M+JgnYzIGotfNvW+LJSAxYtHHF7qS2WwU4U708i6/vzVKaVYCjXkbs8huIDyVi2c8V5VjByWxUqXzWqADuKj/x1WsfvNGnShNmzZ9OkSROGDx+Ov79/vfpZW1vXKjR+p23btlhYWFTTOtaFp1CpNzC5U82mQJlM4otxrbGzVOJqq2JM29qFqyRJuL//HgoXZ1LnvoK+pAFFRR8CJuf4X8y+Rd8Rc+QAT/6wFEtb40M0M2sXly49R7C2C86ndhiztuuwQ1cjP9GYHW7nVWczfamW9A9PY/2IJ3aDblerLzmRRsHWeKw6uaPu50P6/LOoGqtxmnpvu7LdL0IIxu8YT0llCVuGb0Ehuz9FOTw8nG3bttGvXz+6dOmCEIKjR49y4MAB/P39GTt2bI37bBcWFrJ//34uXrzIs88+i5PT3X09tZE080nKY2JwnPEEFdevU3k9kYqEBPa72WBVoUWpN5Bpa0m3K8nYKMyQ30wu1Kan47vuV+R+jVn83Aw8mjZjxOvv1j5RZRmYWdZ+/k6K0mH3G8aKvAPnQ8fZtTbVROeSv+kahjIdclsz9EUV2A3xx6qze5WXi4rEQrIXXEA9uDE23f4areNhUK7Vcy4xny7+jshkEocOHeLQoUM89dRTuLm5oTcIHv3sIJ52FqyZ1bnOsZLzyjAIgY/j3SMHyyIiuDF5CuqhQ/D45JMHdTm3MDnH/wGUFRUSc+QALbr3uiU0AJyd+mJu5k5S4VGcg8c1TGhArftU/xHNxRwwCCzbVI2Qsu7iga6ggpIjKVRcL0RU6FH3r9+YDwNJkngy6EleOvQSexP3MsivekhrfcnJyWH37t00btyYTjeT2SRJonv37lhbW7Nt2zbCwsKYOHEi1tbWFBYWEhMTQ0xMDMnJyQB06NDhvoSG5sIFSo8dw3nuyzjOmFHlXFbYT5zZuRmAkOat8e39GPr8PHT5+ejzC7CfNOnWtqptBw/n+NrlZCbE4eoXUPNk9RUaYNzKd9QSMOiMe4lY2ENwzdUMLFo6YuZrS8G2eCoTCnGaEYS5f3Uz5i2t43AKVh3da8zn+achhGDuuih2XEinVzMXvhjbmo4dO3LixAmOHTvG6NGjOXI1m+Q8DW8MqK5t/hEvh/r/jSxDQ3F69hlyvv0O85atcHi8dv/lw8QkOP5CLuzbhU5bSeigqgnxMpkCr3JPrqnTKQoYTO0BstXR6yuIjnkRpdKB5s0+rLNt2fksFC4WKN2rv+moB/iiL6xAE5WNZYhLjXt3/5n08u6Fv9qfxRcXM6DxgHvKJtfpdGzYsAGFQsGIESOq+TNCQ0Oxtrbm119/ZcmSJVhbW98SFq6urvTq1YsWLVrcl9AAyFmwELlajf2EidXOteo/iDM7N2Pv7kH3t95FUUf59JABQzi3fSMnN6xh+Kv/uq813UKuMAqPVWNg01OgsoXAmosayq2UOI5vVmuBxd+x7e1N9sILlJ7OwKZbwyoe/x1Zcuw6Oy6k07eFK4euZDHk22P8MCn0lsmzZ8+eLD91A2cbFf1aPvgihU5PPUVFbCyZH32Ews0V2wbuO/8gMPk4/iJ0Wi2Re7bTuE1bHBv9waSkKcAj4gRyg5yk4t/qPabBoONS9AtkZ+8lLW0N+fmna5+/oILKxCIsW7vU+KOXZBIOY5qiHuKHevBfv+miTJIxM3gmcQVxHEo+1KC+OoOO7LJsDh06RHp6OsOGDcPWtmZx3LRpU6ZOnWpMvKyspFevXjz33HM8/fTTdO/e/b6FRnlsLCUHDmA/9XHk1tWFsb2bB31mPsOQF9+oU2gAqCytCB34GPHnTpGVmHBf66qC0hzGrwL3YFg3FRKP19n8bn4vVWM1Kn81xYeT/3Jfx/1yKiGXj3bF0r+lK4umtGXdU10QAkb/eJJUMy/kcjl79h/i4JUsJrT3QllHYcl7RZLL8fj0UyyCg0l79TXKIiIf+Bx3wyQ4/iJijx+mrLCAtoNrSB47sxhFWRGeTkPIytpJefnd9xAWwkBs7Fvk5PxGgP/rqFTuXIv7kNp28NVEZQNUM1PdiaSQYfOI598mY3iA7wAaWTdi0YVF1Nc3l1KcwpSdU5i8YjLHjh0jNDSU5s3rNh94eXnx0ksvPTBhcSc5Py5AZm2Nw+TJtbZp3XcQLr7VcwJqInTQMMwsLDmycinFeTkPapmgsjHukWLnDavHQ3rU3fvUgW1vHwwlWkrPZDygBf75ZBSW89yqCHwcLflsTGskSaKNlx3bn3+Ezv6O/N+ueEptvLgacwlrqZIJHR/ehnIyc3Ma/fgDCjdXUp55hsrExIc2V43z/6mzmQCMNtKIHZtx8vbFO6jqpk9UlMCpH6DpABoFzgUgOeWXu453Le4j0jM20LjxHHx8ZhHg/xrFxdFkZGyqsU/Z+SyUXjYoHB/+/sQPCoVMwcygmUTnRnM0tea4+TvZd2MfY7eNJSkvidaZrVFaK+nfv/+fsNKaqYiLo3jvXuwnT0Jei8bTUMytrOk0ajw3LkSy6OlprH7nNSJ2bX0wQsTKEaZsMpqrlo+EnD/u5lx/VH5qVH5GrUNo/5+98w6Pqkr/+OfOTPqk956QhFQg9N6LFOmKIE1UFKwrtl3L6gqW1V31h6uC2BVR6YbeRXoPCamE9DDpPdPn/v4YQQLpZEKi+TxPHnTm3HNOMsl973nL9+14pw6NzsDjP5yjRqNn9bzetTryOdqY89UDfVk2tisxClt0IkxyVOBhZ9r+MDInJ/w++wwEgaxHHkVXXGzS9W6k03DcAbLiYynMyqD3xKm3HvPPfgXKEhj6HFZW3ri6jicv70dUqqv1zpeR+QnZ2V/i47OQwIAnAXB3vxs7ux6kpf0Xvb6m1nhtfjXaq9VY92hcuba9MSVoCt5yb57Y/wRPH3ia04rTt5w+1Ho1b554k2WHluFv588zjs9gpbciKyCrzmyptqJo1WoEKyucFi5s1Xn7Tp7Bog9WMXjWPDTKGg5+/RmfLX2AH197gdi9O1vU7/o69j6wwBis54sxcO5baOF8dmP8MFRqqTrZ8U4db25P4GxmKe/e050Q91uLBiUSgadGh/Dpg0PJtwnCsjqfhIQEk+/L3N8f308/QVdQQPbSxzAolSZfEzoNxx3h3I6t1wv+aqFVwbGPIHAY+BoLu/z9HkavV3L02FDOnrufnJy1aDR/PE3m5KzlypX38XCfRteQV64bIkGQEBLyMmpNPpmZa2otUxNbCAJNkjxvb5hJzfh+4vcs7r6Y8wXneXD3g9wbcy9bLm9BrVeTUZ7BvB3z+DH5RxZELODTYZ+SFJuEla8Vx6uPU6RsRXdOM9BkZFCxYweOc2Yju6FvR2vh5OXDgJmzWfje/3jg/U8ZNGsu6upq9n3+MbF7dzY+QUO4hMCDu8A13Fhl/vVEKEhs9jQWXRyunzo6Uqxj8/kcvjmeycNDArm7e8OdKYeGuLLq2Tl4enqyY8cOampqGhzfGlhFR+P9n/dQxcWR+9zziI3UIrUGnXUcbUxxbjZfL1vKoHvn3qqEevpz2P4sLPgFuvxhVKqrr5CfH6lsEHQAACAASURBVEN+wXZqatIACY6OA7CzjSIzaw0uLqPoFvUxEsmtVdVx8U9SVHSAgQP3Y2nhgSiKKP5zBpmjJa4P39nq09tFpVOxI30H3yV8x+WyyzhZOqHSqTCTmrFi8ApG+I5g3759HDlyhMnzJ/PAkQd4pf8r3Bd2X5vvNe+ll6nYsYPgfXuRtWLMpCFEUWTDildQpKWy6P1PkTs1XrDYIAYDXFgLe18FdSUMehKGvdCslF9VWhlFa+JAAImVDMFKhsRKhsTaDImVDPkATywCGy4Kbfn2RT7cn4qXvSXTenpjadZwarAoihxPK+bBb07Tw8eBtQ/3r6Uj1RAKhYLPPvuMqKgoZsyY0Rrbb5SS79eSv2IFbs89i/PDTe/rcyNNrePoNBxtSG5yIvu//JSS3Gwe+eTrWrUb6LWwshfYusNDe42aQzchiiLV1SnkF2wnP387SmUGDg79iO7xFVJp3f5UpTKHEyfH4uY2iciI/6DJrqTg4ws43hOCTZ/222GsOYiiyEnFSdYmrkVA4KX+L+Fh40FNTQ0ffvghISEh3HPPPUzdOhVXK1e+uOuLNt2fJieXtPHjcbx/Tpv3VShV5PHtc08Q2KsPU5a10trVRbDnVYj9ARz84e4PIHh0ky9XxhcZK86VOgw1OuO/Sh26IiUScwkeL/RtsM1tS/n8tyus2G48KTnZmDOvvx/zBvrjZlv7b6dKrWPL+VzWnswi8WoFXvaWbHli8C3jGuPAgQMcPnyYuXPnEhLSBOWHm0hISKCoqKhJ0jbXKNu4CbvxdyGxaVn6fGcBYBtRVVKMhY0NZhb1/1JVFhdxeO1XJB39FbmjE5Oeer620QCjZlB5llECop70RkEQkMtDkctD6RL4DDU1V7C09EEqrd9vb2Xlg6/PIjKzVuPrswDDBRuQClhFts1TrykoKCjA0tLyekqtIAgM8BzAAM/a3elOnjyJRqNh2LBhCILAOP9xrIlbQ7GyGGer23z6bgbFa9YgCMItxX5tgaOHFwNmzubIj9+SdvYkQb373/6kNi4w/VOjttX2ZfDDLHgmwfjQ0wSsolzqVFhWJpVQ/PUlamILsamn30tLSVZU8u7uZMaEu/PQkEC+OJLORwcvs+rXK0zu4cVDQ4wp59+fzGTr+VyqNXrCPe14c3oUU6O9kdehNdUYw4YNIyEhgZiYGB577LEmt7dVKpXs3LmTixcvAhAeHo6ra9Pcyg4z2+Z002k4boOCjCv88PIyEAS8wyIJ6NGLwB69cPb1RxAEtGoVZ2I2c2rrBkTRQP/p99Fv2j2YW96UyXT6CziwAqLuga5Ny/oRBAEbm6bp7QQELCXv6npSUt/CM/ZpLMOckFh1zI9ep9Px1VdfYWZmxqOPPopNPU9WKpWKkydPEhYWdl3Mbqz/WFZfXM3+rP3MCm1Zf3f15ctoFflYRkY0GqvQlZSgPH+e8k2bsJ85A7NGRPVMRZ/J00k8coj9X6zCN7L7rb9/LSVwqFGV+eN+RjXmAUtuazrLro7I3K2pOpyDdc+664taglqn528/XcDOUsY7M7vhIrdgYJAz6UXVfHU0nfVncth4LgcAC5mEyT28mNvfj2hfh9vag0wmY+rUqXzxxRfs37+fSZMmNXpNeno6mzdvprKykoEDB3L8+HESEhIYPnx4o9e2JR3z7tEO0Ou07Pr4fSxs5IQPGU5G7HkOf/8lh7//ErmTM35RPci+FEdlcSFdBwxh2NxF2LvVceOI/ckY1+g6Aaavqve0cTvIZLZ06fIMycmvYmN9Av/o+msI2jvp6ekolUqUSiUbNmxg3rx5t0hdA5w+fRqVSlWrF3hXx64E2AUY03RbYDgMGg2ZixahLzQG2GVenlhGRGAZEYFVZCQSa2uU8ZdQxV1EeTEObY7xZiS1t8dl8eIWfse3j1RmxthHnuTHfz7P0Z++Z+TCVtyLayi4d4P4DbdtOASJgO0wH0rXp6BOKcUy1Knxi5rAB3tTSbxawecL+uAi/+N0HuhiwxtTo3h2bCgbzuUgFWB6Tx/srVtHgRmMNUEDBgzgxIkTREVF1duNUKvVsn//fk6cOIGzszMPP/ww3t7e5OTkdBqOPxPHN6yjMCuDaS/8k6Dexn7NFUWFZF48T8aFs1w5ewp7dw8mPLEM34h6gtCJ22DLUuOT271fQytJht+MqDNglzYIi2ofCkN/JiSkffbwbgoJCQmYm5szduxYtm/fzoEDBxg7dmytMRqNhuPHjxMcHFxL2VQQBMb6j+XL+C8pVZXiaNm87KaKHTvQFxbh9uKLYDCgSkhAdekSVfv21xpn5uWFZffuOM6Zg1X3blhGRLTY59xaeIeG02PsBM7vjCFi6Mj6ta1aQreZsO91o7hmE3XS6sO6hysVuzOo/DWnVQzHqfQSVh9OY04/X8ZE1H3is7c2u+6qMgWjRo0iKSmJrVu3snjxYvR6PSqVCpVKhVqtpqamhsOHD1NYWEjfvn0ZO3bs9eZSERER7N69m+Li4iapMbcVnYajBVxNTebUlg1EjRx73WgA2Lm40m3UOLqNGteofg9pB2HDIvDqCbPXGWUeWhlRFFElFFO+Ix1dsQrv7o9yxeNVMnNXERT0bKuvZ2r0ej1JSUmEhobSt29f8vPzOXr0KF5eXkRG/qHce/bsWWpqauoMKo4LMMY5DmQdYGbXmU1eWxRFSr75FvPgIJweWFjrs9VXVaFOSsJQXY1lZGSbZU01lyFzFnL59An2rP6IuW+9j6SOk1qLiPrdcMRvNPbzuA0EmQT5EG/Kd6Sjya7E3LfuRktNoVKlZdnPF/BzsuaVSRG3ta/bwdzcnClTpvDtt9/y73oUbeVyeZ1B9PDwcHbv3k1iYiJDhgxpi+02iU7D0Uy0ahU7P34fubMzIxbUf+Rv0GhknYQf7weXrjB3PVg03vu5LowVuALIhFvW0+RVUb7tCuor5cjcrHBZFIll6FCUCefJzPoMd/fJyOVdG5xfr1eSnf0Vnp73YmFx52s+MjIyUCqVREQYbwLjx49HoVCwZcsWXF1dcXNzQ6vVcvToUQICAvDzu1XyIdQxFF9bX/Zk7mmW4ag5dRp1YiIeb/zrlp+1VC7Huk+jiSh3HEsbOSMfeJRtH77D+V0x9J40DTAaxZryMkqv5lJekI9PeCT2bs3IuHPwM/a8j9tw24YDwKafBxUHsqg8nIPz3MbVZevjjZgE8sqUrF8yqM5GSm1Jly5duO+++ygsLMTS0vL6l4WFBZaWljg6Ot7SwhbAwcEBLy8vEhISOg1HR+bIum8pvZrLva++iYV1MySrr6GIg7X3gq2nUc7BuuHjuCiKqJJK0BUo0ZWp0Jep0Zer0ZepMdTojIMkIJhLkZhLESykCGYStFerkVjJcJgahE0/TwSp8WYXHPwPiooPkpT8Cr17/YhQj8qsKIokJv6d/IJtqNT5hIX+q/nfayuTkJCAmZkZwcFGN4tMJmPWrFmsXr2aH3/8kUceeYSLFy9SVVXFzJl1G4Vr2VVfX/qaMlUZDpZ1dzTUGrSY3VAXU/Ltt0gdHLCfUke71g5E1wGD6dKrL0d/+p68lCRKFXmUKa6iVf1RcewRFML9b77fvMBw1D2w83nITwD323u6l1jKkPf3pPJwDrpiZYtkcXbFK1h/NocnRwXT27/1Cy5bQnh4eKM6aXURERHBvn37KCsrw8GheR04TUVn5XgzyIq/yLmdv9Bz/GT8ono0fsHNKMuMJw0LOSzYCnK3Ri+p2J1B8TcJlO9Mp+Z8AfpSFVI7C6y6u2J3lz924wOwHe6LTS93LLo6YuZhg0RujnyYDx7P9UE+0Ou60QAwN3ciJPgflJefJS/vp3rXzcxcRX7BNiwsPFAoNqPTVTb/+21F9Ho9iYmJdO3aFTOzP27odnZ2zJo1i7KyMjZt2sTRo0fx9fUlICCg3rnGBoxFL+o5mH2wzveP5R1j2I/D+PaSUSNMk5lJ1YEDOMy+D0kTUyrbK4IgMPrBpVjKbSnISEPu4EjUyDGMWvQoM//xL4bNexBFWiqXz5xo0nyiKKJRKSFymrF5WPyGVtmnfLAXSAQqf8tt9rUp+ZW8tDmObt72PDW6+fUT7Y1rxiYxsfnV+qai88TRRNQ1Nexe9SGOnl4Mvb8FWkOiCDFPQUUeLNrVaHc+MHbiqzyUg00/D+wnBiKxbJ2Py8NjBnlXN3I57V1cXMbc4oYqLNxH2pX/4u4+GV+fhZw5ew8KxVZ8fO5cNlZWVhY1NTXX3VQ34u/vz7hx49i1axcAd999d4NPyxFOEXjLvdmTuYfpIbXViXdl7OIfv/0DnUHH15e+Zk7YHEq+XwsyGY7339o/oyNi5+rGI598Ved7ft2iiTuwh6M/fkdQ735IJA3HQQ6v/YrYPTuY9drbeHQZboxzjHr1trMDpXYWWPd0o/pMPnZj/Jqs0LztYh4vbLiItbmMD+6LNomseVvj7OyMu7s7CQkJDBzYcDfBtqLj/1TbiEPffk5lURHjH3umwWK/ejnzJSRsNf5R/a5D1RA1cUWUxaRhGeGMw7TgVjMaYHzqDAtdgV6vIjV1Ra33qqpSuJSwDFvbSMLD3sHOLhpb2yhycr9vspR5c2mKns81N1V9Fbj9+/enX79+hIaGXndl1cc1d9WJqycoV5dff/2npJ944dcX6O7SnXeGvkOhspB9Cb9QvnEj9hMnYObW+AmxoyORShk8ax7FOVkkHT3c4Ni8lCTObNuMTqNh63vLqfSfaMysyj3bKnuxHeYDOgNVx+sW+BRFEVFrFFzU6Q2s2JbAEz+cJ9zTju1PDSHYrWWxw/ZIREQE2dnZVFRU3OmtAJ2Go0nEH9pH/ME99J0yA6+uLQjWKeJh1z8gaDQMeqrR4er0ckp+SsLc1xan2aEIktav7bCx6UJAwGPkF2yjuPhXALTaUi5efBSp1Jru3VYhlVoiCAI+3vOork6lrOxUq+8jLS2Nd999l+Tk5HrHGAwGEhMTCQkJqTOACEZjMHHiRObMmdMk3/y4gHHoDDoOZR9CFEU+jf2UFSdXMMxnGKvGrmJC4AT8bP1I/W4VhpoaHBcsaPH32NHo2n8QbgFBHFu/Fr1OW+cYnVbLntUrsXVy4b5//Ru1UsnW7RfRClbGIHkrYOZmjWWEM9XH866LIooGEXVGOWXbrqB47wy5rx0l78t4lq88zpdH0lk40J91iwfgbmJJ87bm2km7vbirOg1HI6SePMaeVSvx796TQbPmNn8CTbUx7dbKEaavBknDP3JtfjVF3yQgc7TEeWGkSXs0B/g/grV1EEnJr6HTVRIX/yQqtYLu3T7F0tLz+jh397uRyezJyf2+1fcQFxcHwLZt21CpVHWOycrKoqqqqk43VUuJdI7Ey8aLXRm7ePvU23xy4ROmBE3hg5EfYCWzQiJIuL/rbHr8moMYHX69z/dfAUEiYcjs+ZTnK4g7sLfOMSc3/0xxThZjFz+Od2g4k556jvzMDHaVD0SM3wSG1lFotR3ug6FGR/nOdEo3pXL1rZMUrrpI1fE8zFytqIl0ojS1hMX5BvZaO/Gs3A5pTd3GriPj6uqKq6trp+HoCGRevMD2le/iEdKVqc++jFTWggK9Hc9DUSrM+AzkDae06srVFH0Zj2AmweXBKKQ2pikIvIZEYkFY6ApUqmxOnppMaelxwsNWYG/fs9Y4qdQKL897KCzcg1pd0GrrX6vL8PLyoqqqin376m6Tm5CQgEwma5FQXH1cKwY8knuEdUnrWBixkOWDl9fKpBqbYYdbOfw6qHWaLnUkAqJ74x0WwYlNP6JV1zbohZnpnNryMxFDRxLY05iGHNS7P8PmLiIlV8vxDAvIaKDRVu5ZYwuBJmDhb4e5vx3Vx69Sc6EQvbec7CHubBjkzHPUMCkhkycc9NRM8MfOS07F3kyuvnOKom8TqIkr6pBNo+ojPDyczMxMKiuryEooxmC4cwK1nYajHvJSEtn6nxU4efkw48XXMWtJNk3sT0YZ6mHP15JJrwtDjZaiL+MxqPS4LIpE5tg2R21Hx354et6LSpWNn+9DeHrWncbq7T0HUdSR20AmVnPJyMhApVIxbNgw+vfvz5kzZ8i4qQXmNTdVcHBwqzdhmhw0GSuZFU/3eppn+zyL5KbU5JoffqbaVc4a+wuN9vG4UnaF33Ia70rYURAEgSGzF1BdWsKF3duvv27Q69m9aiUWNnJG3CRd0ufu6UQOG8nxIn+SYr6+dVKdGmKehjWjYEfT6z2uDHTjCy8Z06RVDE3OZM6RVD46mo6iXMXsvn5seXIIXYf74fpwNzye64PtUB80WRWUrE0kb/lJSn5KRplUgqi7jYZW7YCIiAhEUeTALyeIWRnL/m8S7pjx6MyqqoPCzHQ2vfM6No6OzHx5OZbyFgTZii7DtmfAbxAMf7HBobpSFUVfX0JXpMRlUSTmXm0b1Osa8irOTkNxda1fYNHaOhAnp6Hk5a4jwH9Jnb0/msu1gHdQUBBdunQhKSmJmJgYlixZcj3lNicnh8rKylZ1U10j1CmUY3OOIZPc+megjItDee4cDs88ipYvWJ+ynqU9ltY5T351Pot2L6JCU8GhWYewtzBNP4m2xic8isDo3pzauoHuY8ZjYW3D2R1byb+Syt1/exEr29onMUEQGPPIU5QlHGX38QLsx8fjGRplfLM8B35eYDxtuHeD82uhz0Pg3avBPVSqtDyxLR4zqYQx3TyI9LInytueMA/bOvtpyFyssJ8QiN24ANTpZShji6iJL6LmfAGClQzrKBdsR/oic+p4MRB3d3ecnJxITk3E0aoHKSfzEQSBUQvCkZggDtoQnSeOmyhV5LHhzVcxs7Ti3lfexMahBcVD5Tnw4xyQWcDMz0Fav33W5FZR8MkF9OVqXB6MwjK47YuVZDIb3N0nIanjBnojPt7zUGvyKSraX++Yisp4KiriGl3TYDCQlJR0vS7D3NycyZMnU1xczOHDf2TzJCQkIJVK6dq14Sr3llKX0QAo+eZbJHI5gXMXM9h7MOuT16PV3+o71+g1LPt1GZWaSnQGHfuz6v/ZdEQG3zcfVVUlZ7ZtoVSRx7GfvieozwC6Dqi7illmZsaUxQuxlmnY+t4bFGamw5VfYfUwKEwxquku2gE2rrDzxUbb0K76NY2iKg2r5/fm7RndmTfAn2hfh0abMAlSActgRxxnhuD1cn+cH4jEKsyJmgsFFH0Rh76648VBBEHA3yuIGrGY3pO96Tc5kOQTCg5+l4jYxiePTsNxA5XFRWxY8QqiwcA9Ly/HzrUF6Zf5CfD5WKhUwH3fgb13vUOVSSUUro5FkEpwW9oDy6D2URVaHy4uI7G08KozSC6KIhmZqzl9ejoXYh/EYFA3OFdWVhbV1dW1KmmDgoKIjo7m6NGjKBQKDAYDCQkJBAUFNbmXQWugyc6mYtcuHGbORCq3YW7YXAqVhezNvDVQ/O7pd7lYeJF/D/s3vra+7Ey/zTat7Qz3LsF0HTCEs9u3sPN//0VqZsaYh5Y2mLlm3W0i04NzQKti7T+e5tz/LUW0doVHDkL4ZLC0gzGvQ84piPu53nlyy5R8/ls603t6092n5X8bgkyCVZgTTveF4vJwN3Tlaoq/T+iQriuxxB4E0MtL6TspkL53B5J0XMHB75OuG4+2aM5nUsMhCIKvIAgbBEEoFwShQhCETYIg3CogVPe1Yj1f0aba76VD+1BVVTHzpTdw9m68QO8WMo7Al+NBNBifqgLq15apOpFH8TeXkLla4/Z4NGbud1Y9tSkIghRv7/spLT1OdfXl669rtRVcjFtCWtq72Nl1Q6stoaBgd4NzJSYmIpVKbwl4jxs3DisrK7Zu3UpOTg4VFRUmcVM1RNH/PkaQSnF68EEABnsPxt/On7VJa2uN23J5Cz8l/8SiqEWM9R/L+IDxnFKcumN9zU3F4PvmoVOruZqazLB5DzbeglZqhkufCSzwPYa/VSEHFV3YUjGOGvMbHsR6zAHv3rD3n8Y2tHXw3q4kAJ6/K7S1vhUs/O1wuqcrmvQKSjeltslNtrVQ12hRxGmxkFmTkmpMX48a5Y7/EHPOxJ7k4/9+zvvvv098fLzJ92IywyEIgjVwAAgDFgLzgRDgoCAITb1Lfg0MvOkrpdU3+zv9Z9zH/H+vbJnk9KUt8N10sPWAh/eCR91S6qJBpGxHOmVb0rAMdcL1ke5IbZtWFdse8PK6F0EwJyfXeBOtrLzE6dNTKS4+REjIK/TpvR4rSz9yc3+odw6jDlbdAW9ra2smTJjA1atX2bhxIxKJhNDQ1rtxNIY6LY3ymBgc587FzN14o5MIEuaEzeFi4UXiCo1uuITiBJYfX05/z/481dNYmzMhcAIG0VDnyaQj4+Tlw4CZ9xExbBTdRo1r2kW9FmJtK2fag3MY+cAjZCbE8+3zT5Bx8bzxfYkEJrwLVflw+D+3XH4hu4wtF/J4eGggXg6t1Hjqd6yj3bAb40fNuQIqD+W06tymJPlkPnqtSFhoOGlpaXz44Ye8++67nLm8jxrbDErLi7E0OCC3MX2M1JTB8cVAFyBUFMXLAIIgXARSgUeB95swR64oik0TzWkFBEHAwb0FfbhPrjb6a337w5x1dQoXGjR6lLGFVJ28ijanCpsBnjhMDqqlI9URMDd3wd1tAlevbsLaOpDLl9/GzMyJXr1+wMG+NwDe3rO5nPYuVVXJyOW33vRzc3OpqKhg1KhRda4RGRlJXFwcycnJhISEYGXVujeOhij83/+QWFri/HDtNq9Tg6by0fmP+CHpB16wfYFnDj6Dk5UT7w5793qcJMQxhGCHYHal72JO2Jw223NbMOjeZtYweUXDC+kIgkAvwDeiG9tXvsfGN1+lz+QZDJk9H6lPH4ieC8c/hl4LwNnY0VIURd7cnoCL3JylI1qxb8gN2I72Q1ukpGJ3BjIXS6y73Xn154YQRZGEI7m4+tkyZEQ38otzcXJyok+fPnh5eeHh4UHs7quc251J2WWp8c5rQkzpqpoCnLhmNABEUUwHjgJTTbhu26Gpgd0vw84XIGwSLNhyi9HQ5FZRujmVq2+epHRjKqJGj+OMEBymdjyjcQ1vn7no9VWkpPwLB/u+9Ov7y3WjAeDpeQ+CYE5u7ro6r09MTGzwJHGtCtzR0ZFevRrOumlNVImJVO7chePCBcican+OcnM504KnsStjF387+DeKlEV8OOJDnCxrj5sQOIFzBedQVCvabN/tlhviIK7+gcx96316jJ3AmZhNnInZbHxj9Gsgs4TdL10fuytewemMUpaNDW1Rr++mbU3AaWZXzP3tKPkpBU32nRXxbIz89AqKc6uJHOqFq6srS5YsYdasWQwZMoQuXbpgbW3NgGldGDa7KxFDvUy+H1MajkigLmfbJaCpTuulgiCoBUGoEQThgCAIQxu/pA3QqeHUGljZE47/D/o+DLO+BTMrRFFEm19N5ZFc8j86T8FH56k+W4BVpDOuS7rj/kxvbPp5tFo/5TuBvV0vvLxm0yXwGaKjv8LcvLbP29zc2XgqUWxGp6uu9Z4oiiQkJBAYGNjgScLe3p6nn366RTLULaVw5UdI7OxwXrSozvfnhM1BZ9BxruAcLw94mUiXW6vJxweMB2B3RsMxnr8iZhaWjHn4cfyiuhN3cA+iwQC27jDiRUjZBSl7UOv0vLMriVB3W2aFYHRjfdQbvpzQ6vsRzCQ4zw9HamtG0TeX0JU1rSixtdHrDI3WY1z6LRczCykhfevvWy8IAt1G+GBhZfoqC1Ou4ASU1vF6CdCUnNPvgW1AHuAPPA8cEARhrCiKh1prk81Cr4PYdfDru1CeBX6DEGd+gd6uN6ozBajTylGnlWGoMqb6mXnY4DA1COtoNyRt8GG2FYIgEB72ZoNjvL3vR5G/lfz8X/D2/sNtk5+fT2lpabtqSgOgvHCBqoMHcf3b35Da1V0p7m/nzwORD2Aps2RGyIw6x/jZ+RHpHMnO9J0sjGyBivJfgKgRY9nxv/+SkxiPb2R36PconP0Gdv+DnyK/JLp0D6/7xSJbeQwQwcEfso5BQRK4hbXqXqRyc1weiKTgk1jKtqTh8kDbS8vsXhNPydVqpj3TC7njrUWu6hotl88U0HWAB+atKHZ6O5h6F3WZ0SY9aouiOP+G//1NEIStGE8wK4Bb7jqCIDwCPALU2fntthBFo1z0wbegJM3Y7nXyh2htB1D8QxK6/DMASGzNsAx2wCLI+NURi4xaC3v73sjlYeTk/oCX1+zrJ6yEhAQEQWjTgHdTKFy5EqmTE07zG5aOf7ZP4xXPEwIn8J8z/yGrIgs/u1b+XfwTENx/EBZfriL+4F6j4ZCZw/h3YO1M5hweyQJzPaj8YcTfocdskFrA++GQ+EurGw4AM3cbbPp6UHU8D4Naj8TCdPpwN1NVqiL9YhGIsOWDc0xf1gsbh9rGI+VUPjqtgcghpndBNRVTuqpKMZ46bsaRuk8iDSKKYiWwHahTk1wUxc9EUewjimIfV9dWDHRplbBpMWx8yOiLnf0DLD6IWtaHglUXMVRrcZjcBfdlvfF8qT9Os8Ow6evxlzYaYDyVeHvPpaoqgYqKC9dfT0xMxM/PD3lLqvFNRPXJU1QfO47zI4uR2Nx+WvRdAcYK/F0Zu257rj8jZuYWhA4aSsrJY6hrfndlhozhN9c5bNEPIWvKenjqgtFwOAaAnSf4DTC2JTARluFOoBdRX272rem2SDmVDyKMeSCcmnINWz44T3X5HzVQoihy6TdjUNzNv/1oppnScFzCGOe4mQggoYVzCtR9ijENlfnw9d0Qtx5GvQJLjkDYJGriiyn8PA6pjRluS3sgH+yNmZt1h45bmAIP9ylIpTbXU3cLCwspLCxs87qMhhBFkcL/+z9kbm44zp7dKnN62HjQy63Xn64YsDWJGjkWnUZN8vHfMBiMWVTzsydzqe/b+PUad6uKdMRUyI83SvmYAIsAOwQLKcrEEpPMXx8p7t01YQAAIABJREFUpxS4B9oROsCTu5/sQVWZmq0fnKemQgPUDoq3J0xpOH4BBgiCcD0xTBCEAGDw7+81C0EQ7IBJwMlW2l/DXI2FNSOhIAFmfWcUKpRIqDyaS8kPiZh7yXFd2qNF/ZA7OqIo8sMPP3D06NEGx8lkcjw8plFQsB2ttvS6JHRbBrwbo/rIEZTnzuHy2NJWbQs7PnA8l8suk1qa2mpz/pnwCOqKs48fcQf28tz6WNb8Zuyl8c+763moCJ9s/DfRNKcOQSrBMtQRVVJJm8l3FOVUUZxbTWh/YwmAV7ADk5/oTmWJii2/G49LR/KQNRIUvxOY0nCsATKArYIgTBUEYQqwFcgGVl8bJAiCvyAIOkEQ/nnDa88JgrBGEIT7BUEYIQjCQoxpvB7AKybcs5GEX4wV4Ajw4G6ImGIs3Nt+hfKYK1iGO+PycDeTy563VwoLC0lJSWHfvn1kZ2c3ONbHey4Gg4a8qxtJSEjAx8cHu3qCz22NvrKSwg//DzNvbxxm1B3sbilj/cciESSd7qp6EASB0GGjUVxO5uDJOJ4b15XXp0TWL9Zn7wM+fU3rrgpzwlClRZtbZbI1biT5pAKJRCC4zx8V9V4hjtz9eA8qi5Rs/fA8l0/n07Wve7sJil/DZIZDFMVqYBTGSu/vgLVAOjBKFMUbPxkBkN60l2SMLq2VwF6MxYLpwBBRFE2nXS2KcPg9+Hk+uEXA4gPg2R1RL1LyUzJVv+ViM9AT53nhJm2w1N5JSjJKQcjlcjZv3oxaXb8ulVweir19b7KzvkehuHrHThva/HwqDx6k8JNPyHnyKS6PGUtK336oLl3C5cknEOrpLNhSXKxc6OfRj13puzqUrEVbUVKt4b9XbNEjYYlnMU+MCmnc1Rsx1egJKEk3yZ4sQ51AMGrImRqDQST1lAK/KGesbuqn7h3qyMTHu1NeqDQGxduZmwpMrFUlimKWKIozRVG0E0XRVhTFaaIoZtw0JkMURUEUxddveC1GFMXBoii6iKJoJoqisyiKU0RRbP3epTfy67twYAV0mwUPbDfmmAPKuEKUsYXY3eWPw5Qgk7Ry7UgkJSXh7e3NzJkzKSkpYc+ePQ2O9/a6H7UmGweHtjUcoihSfeIEmfMXcHn4CHKWPkbRyo9Qp6RgGRWF6zPP4Pf11zhMm2aS9ScETiCrMouEkpaG9P6c5JTWcM+qY8QV63EM7YEh9Qx6na7e8RVFBRRkXIHwKcYXEpvt6W4SUhszzP3sULWB4chNKaW6XHPdTXUzvmFOTHk6moEzgtpVUPwa7ev8c6fptcCo3Nl/Sa2q1+pzBUgdLLAd7vuXD4CXl5eTl5fH6NGjCQgIYPDgwRw9epTQ0NA6pc8NBgPnzoFUakFkVBFOTnUl2rUuoihSfeQIRZ98ivL8eWSurrguW4Z1715YhIYhlbeNoORov9EsP7GcXem7iHT+67SebYiiKjX3rjpOlVrHdw/1x7nEiS3vLif9/BmC+w64ZXxxbjY/vf53tCoViz74FDuvnkZ31eCnTbI/y3AnKnZloC9XI7Vv3cZhN5JyQoG5pZSAbvULRnoFO+AV3D4Vsztl1W/EzhMGLK1lNPQVGtSppVj3dPvLnzQAkpONqpxhYcZ8+pEjR+Lu7s7WrVuprq5dJW4wGIiJieH06QtIZSOQSOKorLxksr2JokjlgQNk3DuL7MWPoFUocP/nqwTt24vLI4ux7t27zYwGgL2FPYO9BrMzfSdaQ8fr/9DaiKLI8+tjKa7WsG7xAPoFOhEY3QcbB0fiD93aNrhUkcf65S8bH9ZEkV+/+9Lorso9C2VZJtmjVZjxwUaZbLpTh1ajJ+18IUG93JB1UJd3p+FohJoLBSCCda8W9Ob4E5KUlISzszPXamVkMhkzZsxApVIRExNz3Z+v1+vZvHkz58+fZ/jw4Qwf9jZmZo4kJb+KKJqmD7TitdfJeexx9GVleLzxL4J378Lp/vuRtHLL2eYwPXg6+TX5LN6z+E8nt95cvjmWwcHkQl6eGE6Ut7FLokQqJWLYKK6cO0V12R81FBWFBaxf/jJ6nY57X1lBv2n3knLiCFmS3wsAE2NMskeZuzVSBwtUt5GWq6zSNBjXSo8tRKvW1+um6gh0Go5GqDlfgJmPHDNX6zu9lTuOUqkkIyPj+mnjGu7u7owaNYqkpCQuXLiATqdj48aNxMXFMXr0aEaOHIm5uT0hIS9RURHbqn3Lr6FKSKBs/Xoc5swmaOcOHGfNavWAd0sY7T+at4a8xaWiS9wXcx8XCi40ftGfkCRFBW/tTGJUmBsLBvrXei9yxBhEg4GE3w4CUFlSxM/LX0KjrOGel97AxS+APlNmYOfqzoGNMejdupksu0oQBCzDnVBfLkPUNv8Bpzi3iq9fOMqhtcn1pvWmnMxH7miBV0j7dEM1hU7D0QBaRTXaq9XY9Ow8bQCkpqZiMBhuMRwAAwcOxN/fn507d7Ju3ToSEhK46667GDr0D11KD/epODoMIC3tPdSa1nv6FkWR/PfeQ2pvj9szzyCYta806clBk/l+4vdYyCxYtHsR65LW/aUyrVRaPU+vu4CdpRnv3tP9ljihs7cvXl3DiT+4l+qyUtYvfwVlRTkz//HG9d44ZuYWjFj4MMU5WcTqe0P2SajIM8l+rcKdEbUGVGnlzb426YQCg0Ek4Ugev/6YcsvnXFOhISuhhK793Du067vTcDRA9bkCkAhY9WjfWv1tRVJSEnK5HG/vW9vhSiQSpk+fDkBaWhqTJk1i4MCBtcYYNareQK9Xcvny2622r+ojR6g5fgKXx5bWK1B4pwl1CmXdpHUM9hrMWyff4qUjL6HUKe/0ttqEt3ckkpxfyX9n9cBFXrfbMHLEGEpys1n70jIqiwuZ/uJreIbU1jML7jMA/+49OXY2lxqdmcncVRaB9gjmkmZnV11LsQ3o7kKvu/y4dDiXwzcZj9Qz+YgGka4d2E0FnYajXkSDSM2FAixDHZHK77zL406j0+m4fPkyoaGhSG6Wg/gdBwcH5s2bx9y5c+nbt05JMWxsgvD3fwSFYgslpcdve1+iXk/Bu+9h5uvbapIhpsLewp6Vo1byWPRjbL+ynfk75rP9ynbKVGV3emsm40BSPt8cz+TBwYEM71r/A1jowKHILCyoqShj2vOv4hMedcsYQRAY+cAjaDVafquMNp27ykyCRbAjqsSSZp0Mc5P+SLEdMC2I6LF+xP+ay28//9GiNuWkAhdfOc5e7UerrSV0puPWgzqtDEOFBuu7O91UAOnp6Wg0mjrdVDfSFGXiAP/HyFfEkJz8T/r324ZE0vLgdfmWLahTU/H+4P12EdNoDIkgYWmPpUQ5R/Hasdf4+29/R0Cgm2s3hngPYaj3UCKcI5AIHf+ZrqBSxfPrLxLuaceLExpWQ7awtmbqspewsJHfctK4EWdvX3pNnMqZmE10T7qAZ2X+9Xqr1sQq3AlVQjFaRQ3mnk3LxEs+qcDcSkZAd2cEQWDQjCBEg0js/mwEAaKGeVOQWcnge0zT1bAt6fi/nSai5lwBgqUUq/D686z/SiQlJWFubk5gYOBtzyWVWhIa+jo1NVfIzPr8lveVyhxSUlfw6+He5OVtqHceg1JJ4f+txLJHd2zHj7/tfbUlQ32Gsu/effww8QeW9liKKIp8euFT5myfw8ifR/Lh2Q8pVzffx95eMBhEnlt/kSq1jpWzo7GQNZ52GhDdu0GjcY0BM2ZjY2fLAUUQoomKAS1DjWm5qsTiJo3XqvWkXSgkuJcrMjPj9yoIAoPvCab7KB8uHshh28cXEQQI6dO+dKdaQqfhqAODRo/yUhHW3VwRzDp/RAaDgaSkJEJCQpDJWueQ6uw8HDfXCWRkfIxSaczJL6+IJS7+SY4dH0lOzndIpZakXl6BWl1Y5xwl33yDrqAA9+ef75CFmRJBQjfXbiyNXsoPk37g0H2HeGvIW/Ry68UX8V8wcdNEvoz/ssPFQvQGkZe3xHM4pZBX7o4gxN22Vee3sLZm2PzFKFS2xO/eAtXFoCwFdaWxDYJOAwbDba0htTPHzEfe5DjHlQuF6NR6QgfUjl0IgsCQe0PoNtKHikIlPmGOt/Tb6Ih0uqrqQHmpGFFj6Kzd+J3c3Fyqq6sbdVM1l5Cur1B84jCXEp5FQEpZ+WlkMlv8/B7C12chBoOKEycnknr5LaIiP6h1ra64mOI1nyMfPRrrPn1adV93CidLJyYHTWZy0GSSSpJYeW4lH5z9gLUJa1kSvYTpwdORSdr3n6xWb2DZz7HExObx+Mgg5vU3TSOr8KEjid24ht8Siwl5JwRL6U2psxIz6HYPDHkGXFvWNMwqzImK/VnoqzSNxjlTTiqwdbLEM+jWFFtBEBg6KwRnL5s63++IdD5O10HNuXykjhaYt0ONmDtBUlISEomEkJCQVp3X0sKDLoHPUF5+DpU6j5CQVxg86AghwX/H0tITa+tAAvyXkJ//C8UlR2pdW/TxJxhUKtyebbwjX0ckzCmMT8Z8wld3fYWn3JM3jr/B9K3TOXm1bboKtASVVs+j350lJjaPv08I4/m7wkx2EhQEgdGP/R2VwZyjVvfDXW/DuBUw5nVj75xeC4zB84/7w0/zIPdcs9ewDHcGEVTJDTd3qi5Xk53YcIqtIAhEDvXGyavtlAtMSafhuAl9hRr15bJOiZHfEUWRxMREAgMDsWzFfhXXsE/wwOVtGYG7huHrtQCZrHa2ib//Eqys/ElO/id6vVGFV52eTunPP+Mw614sutx+zKU908ejD99N+I6VI1diEA28cPiFdum6qlRpWfjlKQ4mF7BiWhRLhgeZfE230B5Ej5/MhYuZ5LuPg0FPGk8Yw56Hu9+Hv8Ub/zv9sLG3znfTIeOIUQW7CZh52SCxM0eZUNxgdlXq6XxEkVvcVH9mOg3HTdRcKDRKjHQW/QFQVFRESUlJq7uprlG+eQsW+ZaU/7yR3GeWYdBoar0vlVoQFrocpTKTzMxV6CsrUbzxBhJzc1wff9wke2pvCILASL+RLB+8nBJVCZtSN93pLdWitFrDvM9PciazlA/vi2beAP/GL2olBs+ah429A/s+/xiD4SZ3lY0zjHrZaEDG/AsU8fD1JPhxLlTVHTe7EUEQsI5yQXWpmIKPzlN16ioG9a3V5MknFbj52+Lo8ec4TTSFTsNxEzXnCjD3te2UGPmda703QkNb5iduCF1xMdVHjuK0cAFuf3+Ryj17yH70UfRVtcUSnZwG4+4+hYyMT0heOIGak6dwe/FFZC4urb6n9kwv9170du/NV/FfodW3D9HEgkoV9312nERFJavn9WZq9K3FoabEwtqG4fMfQpGWStz+euT9Le1gyN/gbxeNBuTyPvh0ICTtaHR++wkBOEwLAoNI2abLXH3rJKVbLqNVGH9Hi/OqKMqu6vAFfc2l03DcgCavCq2iujMofgPXem+YomtfxY6doNdjN3kyzg88gOc7b1Nz6jRZixahK/3Dr6yvqsJ+kxRqdJROLsf/x3U43jer1ffTEVjcbTH5NfnEXDFN1XRzUGn1LP7mDDmlSr5e1JcxEXcmzTRs8HB8I7tzZN031FQ0kMJsZmU0II8cArkH/DgHfnnSmI1VD4KZFPkAL9ye7oXr0h5YRThTfUZB/ofnKFh9kctHchEkwp8ixbY5dBqOG1DGFxklRrp3SowAnD9/ntzcXJOcNgDKY2KwCAvD8vc+Hg7TpuHz0UrUyclkzpuPVqGg6uhRrkyeQtW6nXgWD0PlX0OFW4ZJ9tMRGOQ1iAjnCL6I+wKdof7mR6ZGFEVe3hxPbE45H94XzaCgO3f6EwSB0Q8uRaNScnjtV41f4P57d88hy+D89/DpYMg60egaFv52ON0Xiuc/+mM/MRBtTiW25woICHPE2q79F5+2Ju07t6+NsRvjj1Wky1+2l/g1NBoN27dvJzY2loCAgHrlQ25rjYwMVBcv4vb887Vetx01Ct/P15Dz2ONcmToNQ3k55l26ELDuByy7R1F19l5SUldgb98LjaaA6uor1NSkUV2TRnV1GnJ5GN27fdzq+20vCILA4m6LeebQM+zJ2MPELhPvyD6+PJrBxnM5PDOmK+Mi77ybxtnHl953T+f01g10GzkO77CIhi+QmcOY1yBkHGx+FL6aACF3gVOgsb+5va/xXwc/sHau1aNHamOG7TAfyrUG5HsyiNTqEHUGBNlf5zlc+DOqdPbp00c8c+bMnd5Gh6SgoID169dTWFho7KMxfHi92lS3Q+FH/6Pok08IPnQQM/dbj/mqhARyX3gB+bDhuD71JJLfM7oqKy9x6vQ04I8CL0Ewx9o6AKnUioqKWPr1jcHWtpEbRwfGIBqYsXUGgiCwccrGNpcnOZJaxIIvTzI2wp1P5/ZG0k6yD7UqFV8tW4qFjQ3z3/k/JNImNklSV8L+N+DKr1CeDdqa2u/behkztno/AOZ/xD73f5uI6kIBPcwlWHVzwWlOWIfPxBQE4awoio0WRnUajk6uExsby7Zt2zA3N2fGjBkEBZkmpVIURdLuGo+Zlxf+XzfBtXAT+fnbUalysbEJxtq6C5aWPkgkMrTaco4cHYin50zCQpebYOfth5i0GF468hIrR65kpN/INls3s7iaKf87ioedJRsfG4Tcon05LVJPHeOX/77FiAUP03tSC3rJi6KxCr08G8pzoCwbkrZBxm9g7QKDnoA+D6GV2PDVC0cI6ulKv0A7ynekYzPQE4cpQR1SxeAaTTUc7etT7+SOUFpayuHDhzl//jz+/v7MnDnTJMHwa6hiY9FmZeHy6KMtut7dfVKdr5uZ2ePuNgmFYivBQS/eUhPyZ2JC4AQ+vvAxa+LWMMJ3RJvcrKrUOhZ/ewZBgDUL+rQ7owEQ3HcggT37cPTntUhlZvh3j8bBw6vpPx9BAGsn45dnD+NrA5ZA5nH47T+w73WqDn3DEV5Bq3IitL8HtmFO6Ks0VB3ORSo3x260aarl2xPt75PvxORoNBoyMjK4fPkyaWlpFBcbhdyGDh3KiBEjkDb1iN9CymO2IVhYYDtubKvP7e19P1cVm1Dk/4KP9/2tPn97QSaR8WDUgyw/sZyTipMM8Bxg0vUMBpFnf77A5YIqvn2wP37O7TNd3RgoX8LGt15j/5efAmDr4op/t2j8ukXjH9UDa/sWyH74D0TvtZ4Lm09w5lAlokGkn+MWvH26AWA/PhBDpZaKvZlI5GbI+3vWulwURRDp8K6sa3S6qjoweXl5aDQanJyckMvldcYiDAYDpaWl5Ofno1AoyM7OJisrC71ej0wmIyAggODgYEJCQnB2Nr0SsKjVkjpsONYD+uPzwQeNX9Dc+UWRU6fvRkBK375bO7TboDE0eg3jN44n0D6QL+76os4xeoMeqeT2HgREUeTd3cl8eiiNV++O4KEh7b9aXxRFyvKvknnxAllxF8i6FIu62lh74eIXgG9kN3wju+Mb3g1LeeMn08z4Yn77OYXyAiWBPVwY0q8Iu5jpMH019DD2gRH1Boq/TUCVUorESoaoFxH1Ihh+/wJsBnjiMLX9urM6XVV/cqqqqvj8888x/K4CKpPJcHR0xNHREScnJ7RaLfn5+eTn56PVGovFBEHA1dWV/v37ExQUhJ+fH2Zt3Ga16uhR9KWl2E+eYpL5BUHA2+t+klP+SUXlReztephknfaAudSchZEL+c+Z/3Ch4ALRbtHkVeVxJv8MpxWnOaM4Q6m6lH8P/TfDfYe3aA2DQeSNbQl8fSyDOf38eHBwQOt+EyZCEAQcPbxw9PAietxEDAY9BVfSyIy7QNali8Tt38P5nTEgCLgFdME3sjvdR9+Fk5cPYDQ8NRUainOriDuUS8bFIhzcrZn8ZA/8Ip2N6rv7XSDtwHXDIUglOM0Np/JQNgalzni6kEoQpAJIBPSlKqpPXEUwl+Iwsf0b34boPHF0UI4ePcrevXuZPn06Go2GkpISSktLr/8rlUpxd3fHw8MDd3d33N3dcXNza3NDcTO5y56l+uhRQn47bLLGSzpdJUeODsLNbRIR4e+YZI32Qo22hrs23oWtuS0G0UBuVS5g7DbYx70P2ZXZZFVksWbcGqLdops1t1Zv4IUNF9l8PpeHhwTy0sTwdpNB1VK0Gj2qKi2aGjWKKynkJV9CkXaJoqzLmFvbETnyRUoVKkryqlFVGx+4zCyk9JkUQI9RvkhvTLnd8JBRB+u5lFrpuvUhiiJlv6RRffwq9hMCsB3ua6pvs8V0njj+xIiiyPnz5/H19aVHj1ufqK89DLS347C+qprKAwewnz7NpN36ZDJb3N0no1BsJST4JczM/rwqx9Zm1izpsYQv4r4g2i2a+RHz6evRl2CHYCSChGJlMQt2LuDx/Y/z7YRvCXJoWqacSqvn8bXn2J9UwPN3hfLYiPbrXmkqWo2e714+hrLyRrkWP8APqVUmqsqNxB/chUfIMLr0dMXZ2wZnLzkufrZYWNVxqwwaCfEbIP8SeNza6vZmBEHAYXIQhhod5TszkFibYdP3ztfAtIROw9EByc7OpqioiClT6nb3tNc/8Mp9exFVKpO5qW7E22sOeXk/oVBsxtd3ocnXu5PMDZ/L3PC5db7nbOXMqrGrmL9jPo/ufZTvJ36Ph03DN6sKlZaHvznD6YwSlk+LYn4bihaakoyLRSgrtfSdFIC9mzUycwlSmQSZmQSJrBe/fpNMqeIsU55agrlVE4L/XX5Pg75ysEmGA4zBcad7u1Kk1FG6KRWJtQyryI6nufbXKXX8E3Hu3DnMzc2JjIy801tpFhW/xGDm44NVz+a5TFqCnV03bG27kZu3rkFJ7L8Cvra+rBq7iiptFUv2LmmwJW1RlZo5n53gXGYp/ze755/GaACknMrHxsGCPpMCCe3vQVBPNwK6ueAT5oRXsAMjFz6IsqKcM9s2N21Ce29wCTXGOZqBIJPgPC8cc19bitcloUora8F3c2fpNBwdDLVazaVLl4iKisLCouO0oNTmF1B94gR2k+9usxORj/f9VFenUl5+tk3Wa8+EOYWxcuRKsiqzePLAk3X29IjPLWfGJ8dIK6xizcI+TOnhdQd2ahpU1VqyLhUT0set3jiNR3BXuvYfzJltW6gpb+LNPGgUZB4DrapZ+5GYS3F5IBKZkxXF3yagyalfaLE90mk4Ohjx8fFotVp69ux5p7fSLMp+/hkMBuwnT26zNd3d70YqlZObu67N1mzP9PPsxztD3+FCwQVe+PWF6yKJoijy/YlMZnx6DI3OwNqHBzAy9M+lEJ12rgCDXqRrv4bddINnL0CnUXNi009NmzhoJOhUkHW82XuSWJvh+lAUEisZJT8mIxo6zsm403B0MM6fP4+rqys+Pj53eitNRnnpEkWrV2M7YTwWXbq02bpSqTWeHtMpKNyBRlPSZuu2Z8YFjOOl/i9xKOcQX1/6miq1jqd+vMArW+IZ2MWZ7U8Nobe/453eZquTciofRw9rXHwbrtlw8vKm28hxxO7dSVm+ovGJ/Qcb+5tfOdiifUntLbCf1AVdkRJlXOPNpa5xp92vnYajA1FQUEBOTg49e/ZstwHwmzEoleQ9/wIyZ2c8X3utzdf39p6DwaDhqsLYNU8U9dTUpFNQuJv09I9ISnoFrbbhntIdFaVGz7pTWfyWWkhRlfr667PDZjPCZwSfxa5h0v92sv1iHs/fFcpXD/TFWd5x3J9NpbJERd7lMkL6ujfp72bgPXOQSKUc+/n7xie3kINv/2bHOW7EKtIZmZsVlQezm3TqUKWUkvfGCXTFd66FcGdWVQfi3LlzSCSSOlNw2ysF7/0HzZUr+H31JVKHFkg93CZyeSj29r3IzFxNvuIXqmsuYzCoa42xsHAnMPDJNt+bqfniyBX+syfl+v+72VoQ7mlHuKcdLsIManSH0VjuYN3iFfTvYnrVgDtF6pl8ECGkb9OaLcmdnOk1YTKnftlIn8kzcAto5JQcNBIOLDe2o5U3v5ePIBGwHeFL6c8pqJJKsIqo/7MQdQbKtl5GVOpQJpRgO7RtOy5ew6QnDkEQfAVB2CAIQrkgCBWCIGwSBKFJCmCCIFgKgvCeIAhXBUFQCoJwXBCEYabcb3tG9//snXd0VFXXh587JZn03nsnlQChd6Q3EQUFxYri64uK+oKfDRRU7IrYsCLSkaIU6V1qGoEU0khPJr3XmbnfHxEE00Mq5llrFou559y7J1P2PWfv/dsqFREREfTq1Qs9ve7R27j0xAkKNm7E9NFH0Rs8uNPscHZ6BplMH7mWKfZ2D+Ht/T79g3YyauRlTEwGk5G5DVHUNH2ibkSNWsMv55IZ7GrGxvkDeX2KN8M8zMkuqeKH04n8dLwcc3E4GJzFyqzpwOyRlCPsTuj8roOtIe6iEisXQ4wtm6+v1f/u+1Do6nF6089ND3a7npZ7vHUGArq9LZGaKig+ltroNlTpn+mo8ioRtKVUxnXeSrndVhyCIOgCR4Eq4BFABN4GjgmCECCKYllj84EfgCnAYiAR+C9wQBCEwaIohreX3Z2FKIqUl5c36BSuXr1KeXl5twmKq/LyyHj1NbQ9PbF48YVOtcXcfDTm5vVLj9va3k9k5CLy8//EzGx4B1vWfuy7nImyuIqVM/0Z4m7OEPe/awWqVRqyiirRUQxk6q4pfBb6GZ+N/qzBc13MushLx19CKkgZajcUU4VpR7yENiE/o4zc1FKGzfZo0TyFnj4DZszi5IafSI26jIOPf8ODbQJBx6Q2zhEwq1V2ClIBg5H2FO6Mpyq+EIVH3TiTuria4iOpKLxNkZkoKL2QhVijRpC3ryhpfbTniuNJwBWYIYriLlEUfwOmA05Ao3ragiD0BuYCL4ii+J0oikeA2UAKsLwdbe40zpw5w4cffsju3bupqKi7dxkWFoahoWG79choS0RRJPONpWhKSrD98EMk7VglfrtYWoxHJjMmI3NrZ5vSpvz0ZxIu5nqM8qybHaUlk+BopouFnjlfphnoAAAgAElEQVSP+T3GkZQjhCpD6z1PRmkGLx1/CWs9a6o11WyP3d7eprcpsRezEARw79fyLLHAiVPRNzXj1KafGw9GS6TgMrI2znEbQWu9flZIDLUoOZZa7/GiA0mIag1GU1zR9jQBlYaqa8Wtvt7t0J6OYzpwThTF+OtPiKJ4DfgTuLsZc2uAGzlxoiiqgM3ABEEQ7qgIXmlpKSdOnMDY2JjQ0FC++OILLl++fOPDWlhYSHx8PIGBge3Sja+tKdy2jdKjR7F86UUUXp6dbU6jSCTa2NjcQ07OIaqr8zrbnDYhLKWA8NRCHhns1KS21MM+D2OpY8nHwR/X+XGsUFWw6NgiVBoV34z9hiG2Q9h8dTM1mpoGzta1EEWRuItK7HuZoGfU8p8MuZY2A2fMJjM2hozYmMYHu42BkkzIudpKa2sLAw2G21OVWERV8q0OoTq1hPIQJfrD7JCb66DtagRSgcrYztmuas9fIV/gSj3PRwJN9fX0Ba6JoviPHo5EAlqA++2b13U4duwYKpWKhx56iCeffBIjIyO2b9/OL7/8Qn5+PuHhtTtz3WGbqjopCeXK99AbMhiTefM625xmYWszG1GsITOrmRXDXZy1Z5Iw0JZxX1DTInq6cl0W9llIRG4EB5IP3HheFEWWnVlGTH4M7414D2cjZ+b2mkt2eTZHUo60p/lthvJaMcW5lXjchh6U78i70NbTI3Tfb40PvB7nuI3sKgC9gdZI9GSUHE258ZyoqRVHlBjIMRxT+55KtKRouxh1WpyjPR2HKVDfq8oHmkoUb2zu9eO3IAjCU4IgBAuCEJyT0/x86M4mOzub0NBQgoKCMDc3x9bWlvnz5zNp0iTS0tL46quvOHfuHK6urpiYdN38+sroaDLffJNr996HREsLm5XvIXSD1RGAvr4nRoZ9yMjY0un58beLsriSvRGZzApyaHaHvulu0/Ew8WBVyCqq1dUA/Bz5M39c+4Pn+j7HCPvanJTh9sNxMHBgY/TGdrO/LYm9qEQqk+DWp+WZTteRKxT4j5lA3IUzFOc28rti7Ahm7lTEHGX3JyvJz0hv1fUkWlL0h9pRebWA6vRSAMrDsqlOLcFooguSm95ThYcJKmU5qqKqhk7XbrT3N7u+b2FzChCEls4VRfFbURSDRFEMsrBo/Qelozl48CDa2tqMGjXqxnMSiYSBAweycOFCPD09qaysJCioSaXjDkdTXk7h9u1cm30/1+6ZSdHOXRiMHYvjunXIrbpX5bGt7QOUlyd2e3mS9eeSUYsijw5xbvYcqUTKi/1eJK00jS1Xt3Am/Qyfhn7KeKfxPOH3xI1xEkHCnF5zCMsOIzIvsh2sbzs0ag3xwUqcA8zQqk/ZtgX0mTAVRAg/uLfxga6jOR+cTOz5P4k8cbjucVUVqKqbvJ7+EFsEhbS2r0eViqL915A7GKDb59bvlLZn7Y1kVSdsV7VnHUcB9awMqF1tNPVK86nVO65v7vXj3Z74+Hji4+MZP348urp1UwUNDQ2ZPXs2JSUlGBgYdIKF9SOKIrmrvyB/3To0paVoublh9eorGN19N1Ijo842r1VYWU0mNm4F6RmbMTbuek66OVTWqNl4PoW7elm1uLXrUNuhDLYZzDeXvgHAzdiNFUNX1CmYm+E+g9Vhq9kYvZF3hr3TZra3NWkxBVSU1ODZBrLlhhaWuA8YxOXD+xl87wPItRX1jisyDSI8LwqApEuhDJ/zlyqzRgOha+HQMqguBSN7MHUDM7e//3UYCDq1dU4ShQz9wbaUHK8NkmtKajCb51On7azcWheJgRaVcQUdLs/eniuOSGpjFf/EB4hqxlyXv1J6/zm3GoivO6V7oVarOXDgACYmJgwYMKDRsV3JaQAUbtlC7ldfoTd4EE7rf8F1z25MH3642zoNqJUnsbaaRnb2H9TUdE6myu3y+6UM8sqqW9WlTxAEXgp6iZLqEgRB4PPRn6Mrr+t8DLQMuNvtbv649gd5FR2TTFCQVUbMuUzKi5u+W79O7EUlWjoyHP3aJnW476TpVJaVEnWyYWmRU2cTEBDp7W1B9rUEyouLIDcOfp4Ke14Am94w/H9g3x8qCyFiGxx4BTbOhm9HQsXf99P6w+wQZBIqLuei29cSbce6PWUEQUDhYUxlXGGH61y1p+P4HRgkCMKNsktBEJyBoX8da2quHLiRFC0Iggy4HzgoimLHb+q1MWFhYeTk5DBu3Dhksu5TwF8ZHY3y3ZXoDR+O3apV6AYFdRv5k6awtb0fjaYSpbKpj2fXQxRFfvozCS8rAwa7ta4K3MvUi49GfsT347/H3qBhLbQ53nOo0dTwa+yvrTW3RRzfcJUja6P56eXT7PgohLBDKRTl/DNvBlQ1avLSS4kPySYxLAe3vhbI2qjGwa6XL5YuboTt311vHCwrPpar588S5CLgp58MQPLWt+HroaC8AtO/gEd2w5jX4L4f4anj8H/JsDgB7t8ARemw8z+1qxNAqidHb4gtgkKG0cSG28wqPE0QK1Qdrq7bnr9Y3wELgd8EQXid2pjFCiAVWHN9kCAITkACsFwUxeUAoiiGC4KwBfhMEAQ5cA34D+AC1N+xphtRVVXFsWPHcHR0xNvbu7PNaTbq0lLSF72A1MQE2/e7T/C7uRgY+KGv70NGxlbs7R/qbHPqUFBWTaVKjY2RTp1j56/lE51ZzHsz/W/LkY93Ht/kGFcjV4baDmXL1S087v84ckn7tSMuK6wiI74Qn2G26Blrkxiew5nt8ZzZHo+ZnR7WrkaU5FdRqCyjOK/yRmRUpiXBtw3lOARBoO+k6ez/6lOSL4fjHPB3hqMoipxY/yO6Rsb0H+2N7M8PUciGkHThON5jJ8KkD8GgHrkTQQA9c/CeChPegT+WwJnPYdgiAIwmOGM4ygFJIzEabQ8TEGrjHPWtStqLdnMcoiiWCYIwBvgU+IXawPYRYJEoiqU3DRUAKXVXP48B71BbbW4MXAImiqJYf6VSN+L06dOUlZUxd+7cbnO3LooiWUuXUZ2WhtPPa5GZdp/q4eYiCAJ2tvdzNXYZxcWXMTRspFq4gxFFkbnfnyc6s5i+jsZMDbBlSoANVoa1++0//XkNE105M/p0jHbRXO+5/PfIfzmcfJhJLpPa7TrxIdkgQuBYB0ys9Rgw1YXi3AoSw3O4dimXuOBsDM0VWDkb4jXQGmNrXUys9DC20kWu3bYV1V5DRnByw0+E7vvtFseREHKBtOgr3PXEM2j5WMGZD3AyLCO52gVx1s/N+44PeKq2r8eR5WAfBM7DECQCQhOBfameHLmdPpVxhRiO7bimW+26RyKKYgpwbxNjkqgnW0oUxQrgxb8edwyFhYWcPXsWf39/7Ow6R6CsNRRu3Ubxvn1YvPACul0ww6utsLKaTlz8SjIyt3Ypx3H8ag7RmcVM721LfHYpy/dEsWJvFANdTBnTy5JDUUqeHumGooPkJ4bZDcPRwJEN0Rva2XEoMbPXx8T6bykeQ3MdAsc6Eji2WbJ3bYZMLqf3uEmc/XUT+RnpmNraoVGrObXhJ0xs7fEfMx5kMnj4N5zji7j6w3fkpiRh4dTwVtMNBAGmr67d1vr1cVhwqv5VSj0oPEwoOZGKpkLV6OqkLbmz9hq6AQcPHgTgrrvu6mRLmk9lTAzKd95Bb9gwzJ6c39nmtCtyuSGWlpPIyvodtbruPnpn8fWJBGyNFHw8uzf7nh/O4RdH8vxdHmSXVPHuvhgEQWDe4I6745QIEuZ6z+VSziWu5NZX53v7lORXkpVYjEdQ10nt7j1uMhKpjLD9tYKPl48eJD8jjRFzH0V6PVbpOgqnfkOB2uyqZqMwhNnroLIYtj8BalXzpnmagAYq4zuuBW2P4+hAYmJiiIqKYvjw4Rh3gsR4a1CXltXGNYyN78i4Rn3Y2t6PWl3KtWtfdAnV3NCUAi5cy+eJ4a7IpbV/f3dLfRaN9eTIiyPZ+9wwti4YVG/soz252+1udGW67VYQGB+cDYB7v+bdeXcEesYm9Bo6gsjjhynJy+XMtg3Y9fLFLWjgLeMMzMwxs3ckKSKsZRew8oWpn0LSKTjWvHRnLUcDBG0pVR1YRX7n/wp0ESorK9m7dy+WlpYMHTq0s81pFqIokvXmm1SnpGD38UfIzO7cng03Y2wUhLXV3SSnrCE8/FGqqrI71Z5vjidgpCPngf51JUQEQcDX1oh+Th0fc9LX0meG+wz+uPYH4dltL1gdH6LE0skAI4uOdYhN0XfSdGqqKtm24lXKiwoZOe/xeuMYzr37kh4TSU1Vy/qREzgH+j4Mpz+Bq/ubHC5IJWi7GVMZW9Bhygc9jqODOHLkCCUlJUyfPr3bpN/mrl5N8Z49WDy7EN3+/TvbnA5DEAR8fD6mV693KSwK5fyFKeTm3p4GUWuJzy7hYJSSRwY7oddMCZGO5JnAZ7DRt2HRsUVklTWj1WozKcopJzu5pEutNq5j5eqOXS8fCjIz8Bo8HBt3r3rHOQf0QV1TQ1pUK7byJn0A1v6wc0Ftqm4TKDxNUBdWocrpmK6APY6jA0hJSeHixYsMGjSo2/QKz/3uO3K/+hqj++7F7OmnO9ucDud6htWA/r+hrW3NpYgnuRr7Fmp1y0qIqqpyyMzc0eotrzUnElHIJTzSAgmRjsRI24jPR39+Q0m3UtXCu+sGiA/5a5uqC8U3bmbgPfejb2LKsOvV4fVg5+OHVC5v+XYVgFwHZv0M6mrY9Xd9R0Mo/pIf6Si13B7H0c6oVCp+//13jIyMGD26/mZCXY38DRvI+fgTDCdPxuatt7pNynB7oKfnRv+gX3FweIy0tHUEB99DWVnzhAtUqhLCwx8hKnoxeXknWnztzKIKdoWnMzvIoUv3Anc3cWfl8JVE5kXy1tm32mS7JO5iNtauhhiY1i/v0dm4BPZjwTfrMLZqWOpDrqWNvbdfywLkN2PmBhNXwrUTcP7rRofKTBXIzHU6LM7R4zjamVOnTpGbm8vUqVPR1u66X/7rFO7YiXLF2+iPGVMbDJd2fHexroZEoo2nx+v0DviequocgkNmUVTU+F2kRlNFRMTTlJUnIJMZkJ6xqcXX/fH0NTQiPDm8iZ7XXYAxjmNYGLiQPYl7+DmyGe1WG6Egq4y89NIuuU3VUpwD+pCfntq4sm5j9H0EvCbD4TdB2biwpMLThKrEIsSa9k/o6HEc7YhSqeTUqVMEBATg4dGy1pWdQfH+/WS+/jp6QwZj9+knCPL2qwjujpibj6Z/0E7kchPCwh8mP//PeseJooao6JcpKDyHt/f72Ns9RG7uMSorM5p9raLyGjaeT2GKvw0Opi0TLOwsngp4inFO4/g09FNOp59u9XnigrOhlV37uhrOvfsCkNya7Sr4u75DYQzbn4SahrcCtT1NEGs0VCUVte5aLaDHcbQTGo2G33//HYVCwYQJEzrbnCYpOX6c9P8tRicwEPsvvkDSDVZHnYGOjj39+m5BR+FA+KX5ZOccqDMmPuF9lMrduLkuxsZ6Bra2cwCR9IzNzb7O+vPJlFWrWTCy6682riMIAm8PfRt3Y3eWnFhCUlFSi88hiiLxwUps3Y3RM+7+n0EzByf0TUxbv10FtbIkd38J2ZFwdEWDw7RdjZAaaqEpbf8OjT2Oo42pqKggLS2Nw4cPk56ezsSJE9HT02t6YidSfOgQ6c89j8LLC4c13yCpR+K9h7/R1ragb9+NGBj4cuXKs2Rm7rhxLDV1LSkp32NvNw8npwUA6OjYYWY2ioyMrWia0Xa1skbNT39eY4SnBb623UtxWFeuy+djPkcmkfHs0Wcpqylr0fz8jDIKssq7VNHf7SAIAk4BfUm5HI5Go653TG5KEmlRVxqPDXmOh/7z4ewXkHi87nG1CkniAaydPkHXJK5tjG+Erpff141Qq9UEBweTnp5Ofn4+eXl5VFT8nQ7n5eWFv3/Xka34J6JaTc4XX5D39TcoAgJwWPMN0i4m4d5VkcuN6RP4MxGXFxAVvRiVqgQtbUti497GwmI8np5v3JJUYG/3IJci5pOTexgry8YlOn4NSSO3tJqnu9Fq42bs9O34eNTHPHHgCVaHreb/Bvxfs+fGBSsRBHDtc2c4DgDn3n2IPHEYZUI8Nh63pu5GnTrGwTWfo66pwdzBiT6TpuE9bFT9PT/GrYDEE7Uqus+cAR0TKEiC0F8gfAOUZCLoW0FZ+9cd9TiOVlJcXMyvv/5KSkoKhoaGmJqa4uPjg6mpKaamppiZmWFubt5lM5LUxcWkL15M2YmTGN07E+ulS3u2p1qITKZH74AfuBL5HLFxyxEEGUZGffD1+RRBuDWpwMxsBAqFHenpGxp0HMWVNewMTWf10Xh62xsx2LX7Flz2t+7PbK/ZbIzeyFTXqfiZ+zU5p3abKhs7LxN0DbU6wMqOwdE/EASBpEuhNxyHRqPm1MafCd69AwffAHoNHUH4gb0c+vYLTm1Yi9+Y8fSZMBVDi5scqJYu3PsdfD8Wtj0KCLWrD0EA93Ew5WPwGA/S9o9N9jiOVpCQkMD27dupqalh5syZBAQEdLZJLaIqLo7UhQupSc/AetlSjB94oMs6uK6OVKqNv9+XXI1dSmlpDL0DvkUqrXu3KAhS7GwfICHxY8rKEtHT+3s1cTmtiA3nk/ktPAOVuoLngnYy2Lf7vyfP932eIylHWH52ORunbEQmafznJje1lKKcCvpO6DjNrY5A19AIKxd3kiLCGHzfHKrKy9m3+kMSQy8SOGEKox5+EqlMhv+YCaTHRBL2x25C9u4iZM8ueg0dwfgFzyHT+suR2vaB0a/WqugaOcCoV6DPg7VdBTuQHsfRAjQaDSdPnuT48eNYWFgwe/ZsumJ/88LtOygPCUFub4eWgwNyO3u0HOyRmptTcvAQGa+8gkRXF6ef16Lbr19nm9vtkUhkePd6t8lxNrazSby2ivSMTZjZ/I/D0Uo2nk/hUloROnIpdwfaMNVxDVUlfyKWlAOT29/4dsRAy4CXB7zM4hOL2RSziXk+8xodH3dRiUQi4Nqn632nbhfn3n248NuvKBPj2ffFxxRmZTB2/jP0Hvf3eywIAvbefth7+1Gcm03Y/j0E796BqrqaqS+8jETy1yp22IvgOQksvEDSOenyPY6jmZSVlbFjxw4SEhIICAhg6tSpaGl1veV08f79ZL72GhIDAzQlt3YFExQKxMpKdHr3xu7zVcitun+efHdBoxGJzZZTqBlCRdIWpq71oVqthYelPm9N92VGHzsKlN+RkHgAPT1PiovDqKhIR0en+0jv18cEpwn8Zvcbq8NWM85pHNZ69RfMZSUWEXkqHQdfUxR6d14auHNAX87v3MrG119CS0eX+15bgYNvwzsVhuaWjHzocQxMzTj283cc/u5Lxj31bO0qVBDAyqcDra9Lj+NoBvn5+axdu5aysjKmTp1Kv379uuQ2QmVMDBmvvIpOYCCO634GjYaajAxqUlOpTkujJjUNiaEBZvPnI+mCTq+7U1RRQ15pFXll1eSVVpNfVk1+WRVJeeWciM0hp6SKXqa9WRx0ktdGZ9Kn11z87YwQBIHsnAMkJH6MldV0XF0WcfbcGLKz9+Lk9FRnv6zbQhAEXhv4Gvf8dg8rz69k1ZhVdcakXS1g71cR6BlqMXJO/bpP3R0bz17oGhmjY2DIjCVLG604v5m+k++moqSYczu2oGNgyPC5j7avoc2kx3E0gVqtZvv27VRVVfHEE09ga2vb2SbVi6qggLT/LkRqaIjd56tuOAZtV1e0Xbtndk53YtXhOD49HFvvMRNdOUPdzRntZckIz7uIj9yHj+woAfbPAFBSEk1U1P8wNOyNd6+VSKUKDAz8Ud4BjgPA3sCep3s/zWehn3E05ShjHMfcOJZ0OZf9317ByEKH6c8Homd0ZyZoSGUyHvnoS7R0dJG1sLB2yOyHKC8u4sJvv6JjYEjQtJntZGXz6XEcTXDixAnS09O57777uqzTEFUq0l94EVVODk4b1iO3vHNSGbsDBWXVfHMigeEe5szsa4epnjZmelqY/vX4Z1e+Crs5xMW9TUlJFNralkREPIVMZkiA/zc3AutWVlOIj3+P8vIkdHWdO+FVtS0P+z7MnsQ9vHv+XQbaDERPrkd8SDaHfozEzE6fac/1Rkf/zl4F6xq2riZHEATueuI/VJaWcmL9jygMDPEbNbaNrWsZPQWAjZCcnMypU6fo3bs3fn5NpxN2FsoPPqD83Dmsl7+FTheuG7lTWX8umYoaNa9P8eGePvaM9LTAz84IW2Odelu52ljPRCJRkJq6lojLz1Bdk0eA/9doa//t8K0spwCQnb2vw15HeyKXyFk2eBnKciVfhn9J9JlMDn5/BStnQ+5+oc8d7zRuF4lEyqSFL+EU0IeDaz4n/uK5zrWnU6/ehamoqGDHjh0YGxszeXLXzW4p3LGTgnW/YPrIwxjPmNHZ5vzrqKxR8/PZJEZ5WeBl3bziSbncCCurqWRmbaeoKAQf7w8wNLw1UKpQ2GJk2Adl9t52sLpzCLQMZJbnLMKOJnF0XTR2XiZMey4Q7Q7qk93dkcnlTH/pVaxc3dmz6n0uHdrXYY2b/kmP46gHURTZu3cvxcXF3HvvvV1W1bbi0iWyli1Dd/AgLBcv7mxz/pXsCE0nt7Sap0a0LI5kbz8PQZDh4vwsVlZT6x1jaTWF0tIYysoS2sLUNkEURUoLKkm+kkfogWQO/hDJ0V+iqamuX07jn8yUP8Kwa/eRYhqFfIoSuXaP+nJL0FLoMPP/3sTe24/D33/FzvfepLQgv8PtEDrLY7UnQUFBYnBwcKvnX7p0iZ07dzJ69GhGjhzZhpY1TFVcHHk//Ijly0uQmZg0Ob4mK4ukWbMRtLVx3ra1WXN6aFs0GpGxn5xAT1vG7wuHtjjTrqamELm84d7zVVVKTv85FBeX53B1ea7BcaWlVyksCsHOdk67ZPuJokjkqQziLirJSy+lqlx145i+iTalhVW497Nk/BO+jV6/OLeCre9eRNdEzsE+3xKSF8yCgAU8E/gMEqHnHrYliBoN4Qf3cnL9T8gUCsY9+V88B95+S2pBEEJEUQxqalzPGvEf5Ofns3fvXhwdHRk+fHiHXTdn9ReUHDxI9bVrOK79CYlOw32W1aWlpC54Gk1FBU4/fN/jNDqJQ9FKEnPLWD2nT6t+sBtzGgDa2lYYG/dHqdyLi/Oz9V5DpSrhUsSTVFam/1Wdfn+L7WiM6koVxzdcJe6iEnMHfdz7WWJmp4+ZnT6mtnoo9OSEHkjm7M4EzO316TfRud7zqGs0HPjuCqIIU57uzX2ma1hxbgVrItaQUJjAO8PeQVfeI67ZXASJhD4Tp+HoH8gfX3zC7k9W4jNiDGMeW4C2bvuLqva4+ZtQq9Xs2LEDQRCYOXMmEknH/HlqlNmUHDmCTt++VEREkP7iS4gqVb1jxZoa0he9QFVCAnarPkPh6dkhNvZQl29PJmJvosMkv+bl5LcGK8splJfHU1ZWf6pvbNw7VFZmoq/vQ2zsckpL6x/XGgqV5Wz/IIT4YCWDZrgy+5X+jHqwF/6j7LH1ML5RqNdnvCMe/a0491siSRG59Z7rz+3xZCeXcNfD3hhZ6KIl1WL5kOX8L+h/HE09yiP7HyGzNLPFNtao219CvCtjZufAnBUfMujeOUSfPs7PixeSFt2KHuctpMdx3MTp06dJS0tj2rRpGBs3fjfYlhRu/xXUamxXvovV669ReuwYWW8trxP4EkWRrBVvU3b6NDZvLkN/6O0vTXtoHSHJ+YQkFzB/mAsyaft9jSwsJwISlMo9dY7l5B4hM3Mbzk4LCOz9I1KpHlcin0Otvv2+3wlh2WxdeZHy4mqmPRdIv4nOCJL6V1WCIDB6Xi8sHAw4+GMk+Zm3SqnHBSu5fDyN3nc53CInIggCj/g+wuoxq0krSWPO3jlczrncbBu/v/w9I7eMJKGw68SAOgOpTMbQ2Q8yZ/mHyORa1FRVtfs1exzHTQQGBjJ+/PgOTb0VVSoKt25Db8gQtJycMH3wQcyeeorCbdvI/eqrW8bm//ADhVu3YvbUUxjfd1+H2dhDXdacSMRYV87s/g7teh1tLXNMTAahzN57y41EdXUe0dGvoK/vjYvLc2hrW+Dr8xFlZXHExjXc7KcpNGoNZ3bEs3/NFUys9Zj9an8cvE2bnCfXkjLpaX9kcgn7vo6gsqx2JVCoLOfYLzFYuxoyeKZbvXNH2I9g/eT1KGQKFh5dSFZZVpPXC1GGsDpsNSU1JSz9cynqBnpd/Juw8fDikY++xCWw/fXnehzHTeQmVJEXosf53bVL7vLi6na/ZunJk6iysjCe88CN5yxeWITRjBnkrv6Cgm3bgFoNquyPPsZw8iQsFj3f7nb10DCJOaUcilYyb5ATulrtHya0spxCRUUyJaW1PadFUSTm6huoVCX4+nyMRFJbA2FmNgInxwVkZGxGqWx5Gq9GI7L3q8uEHUzBb4QdM1/qi4FpPX0hGsDAVMHEBf6U5FVy6IdIqitV7P/2MlKZhPHz/ZA2sjJzM3bj67FfU6WuYtGxRVSpG75rLqws5OWTL2Ovb8/SwUuJyI3gl6hfWvRa71Skso4JW/cEx29CVaOhtKCS1Kg8rt/c6ZtqY+VkiI2HMf4j7ZC08bZEwebNyCwtMRg9+sZzgiBgs2I5qrw8st58C3VuLrlff4NO377YrFyJ0EGxlx7q57tT15BLJTw82LlDrmdpOYGrscvIVu7F0MCPLOVv5OQcwN1tCfr6t2o7ubq+QEHheaJjXsXQMAAdneaviC4fSyMlMo9hsz3oPaZ1Kylbd2NGPODJ8Q1X2bz8AiX5lUx9tnezHJCLkQvvDnuX5489zzvn3uGtIW/VSQgQRZGlZ5aSV5nH+snr8TH14XTaaVaHrWakw0hcjFxaZXcPLaPnF+gmvAZaM2fpQOZ/OoJ7XurL0PvcsXY1Iie1hNNb44g6ndGm16tOS6Ps1GmMZ4OjAzUAACAASURBVM1C+MedgiCXY//Zpyi8vclZ9TkyG2vsv+zpBd7Z5JRUsT00jXv72mNh0DHvhVxugqnJEJTZ+6iszCA29k2MjPrh6Di/zliJRI6f7yoEQeBK5PPNalULtVtK53Yl4OxvRsDo2+vt4DvcDr+RdpTkV9JvkhNOvs1vSDXGcQxPBTzFzvidbIvdVuf4pphNHEs9xov9XsTXrDb9943Bb6CQKXq2rDqQHsdRD1oKGbYexgSOdWTCfD8eWjEYS2dDwo+kImraru6lcMtWkEgwnlV/vEKip4fDmm8wmTsXx2+/7Um77QKsPXONGrWGJ4d37J2tpdUUKivTCAt/BFFU4+P9YZ0ug9fR0bGnV6+VFBdfIiHx4ybPrdGIHF0XjVQuYdSDvdqkFmT4bA/ueakPA6a1XGDzmd7PMMxuGCsvrCQ8O/zG8zH5MXwU/BEj7EfwkPdDN5431zHn/wb8H+E54WyM2XjbtvfQND2OoxkIgkDgWAeKsiu41kC6YUvRVFdTuH07+qNHIbduOJ1TZmaG9dI30HK6s7qidTdEUeTLY/F8dTyByf42uFrod+j1LczHIwhalJcn4uH+Krq6jX8erCwnYWc3l5SU78jM2tXo2MvH0shMKGLYbA/0jNtmFSWRSrD1MEHSQCZWY0glUt4b/h42eja8dPwlcityKa8pZ/GJxZhom7Bi6Io6zm2q61RG2o/k89DPSSlOaZPX0EPD9DiOZuLWxwIDUwXhh9vmQ1ly6BDq/HxM7n+g6cE9dCqVNWoWbQnnwwNXmRZgy8ezene4DXK5Iba292FlORVb2+Z9ZjzcX8fEZDDR0UvIzjlQ75ibt6i8BrZfPUpLMdI24rPRn1FSU8JLx1/i7XNvk1yczMrhKzFV1M3yEgSBNwa9gVwiZ+mZpWhETSdY/e+h3RyHIAgSQRBeEQQhSRCESkEQLgmCcG8z564VBEGs5/FZe9nbFBKphIAx9mTGF6FMKr7t8xVu2ozcwQG9oUPawLoe2gtlcSX3rznLb+EZLJ7gxaoHAutVvO0IenmtwM9vVbO3kqRSbQL812BgEMCVK4vIyzt1y/H22KJqSzxNPHlryFuEZoeyO3E3TwU8xQCbAQ2Ot9KzYnH/xYQoQ9gcs7kDLf330Z4rjhXAm8AXwCTgHLBNEITmSs3mAIP/8fi07c1sPj5DbdFSSLl0m6uOqvh4yoODMbl/dk+GVBcmIq2Q6V+cJi67lDXz+vHf0e5d7se1KWQyPQJ7/4CenhsRl5+msPBvDbeIo6lkJhQxvA23qNqaSS6TeL7v80xymcTTvZ9ucvwM9xkMtRvKZ6GfkVHatsksPfxNu/xqCYJgCfwPeE8UxY9EUTwmiuIC4BjwXjNPUy2K4rl/PJLbw97moqUjw2e4HfGhOZTkt746t2DzFgS5HKOZnd/Jq4f62RORwaxvziKTSNj+nyFM8O062zgtRS43ok/gWhQKW8IvPUFx8eXaLarfEnH2N8OzC21R1cd8//l8MOIDZJKmqwcEQWDZoGWoNCp+uvJTB1j376S9bncnAFrA+n88vx7wFwSh2yZbX09VvHQ0tVXzNeXlFP32GwYTJiAzbboit4eOJz67hOc2heFvZ8RvC4fibWPY2SbdNlpa5vQJ/Bm53Ijw8Mc4vvUgsi66RXW72OjbMM1tGrvid5Ff2fGS4/8G2stx+AJVQPw/no/861+fZpzDUhCEXEEQVIIgxAqC8LLQUP5hB2JgqsC9nyVRpzOorqhfiPBmRLWamqwsykNDKdq9h6x330VTUoLJA22rYtpD2/HB/qvoasn49uEgzPW75hZOa1AobOkT+AtqtQSF63IG3mvQZbeobpdHfB+hUl3JpphNnW3KHUl7VY6bAoVi3WYf+Tcdb4xwIIRaR6MA7gFWAh5A3aqnDiZwrANxF5VE/ZlB4FjHOsdFUST7/Q8oOXyYGqUSam4twtIbMRydfu2vJ9NDywlJLuBglJIXx3liqnfntTPV1nIg69z/sAh6Ewx/BFZ3tkntgquRK6MdRrMpZhOP+T7WI9nexjTLcQiCMBY41IyhJ0RRHAUIQH2Vcs1aE4ui+M/sqX2CIJQCiwRBeF8Uxbh6bHwKeArA0bHuj3lbYulkiK2HMZeOphIw2r6ODEnemm/JX7sW/ZEjMZw0CbmdLXLbvx42Nkj02l8vv4e/yS+r5sK1fCb4WjW6LSOKIu/vj8FcX5snhnXb3dRGiTyVTn6yOb3GzCM753uKi5+s07b2TuFxv8c59scxdsbv5EHvBzvbnDuK5m5VnQG8m/F4+K/x+YCJUPdbanLT8ZZyfc1Zb3cqURS/FUUxSBTFIAsLi/qGtCmBYx0oza8iITTnludLjh4jZ9UqDKdNw/6br7F86UVMHngA/REj0HZ373EaHUyVSs1jay/y9PoQfvwzqdGxx2NzuHAtn+fuckdP+86TcauuVBG8Lwk7L2P8+v4XudyU+Pj3O61vdXsTaBlIX8u+rItch0rT9LZyD82nWY5DFMVyURRjmvG4nqcaCWgD/9RRvh7biGqFrdedUJf4lDv7m2NspUv44ZQbX7yq+HhSl7yCyn8I6nkvdoi6bg8NI4oiS3dFcim1EF9bQ97dF82ZhPor/zUakQ/2X8XRVJcH+rfvirWzCD+cSkVJDYNmuCGXG+LivJCCwnPk559qcm5Kyg9ER79CZWX3SnF9zO8xMsoyOJBUfwFkD62jvYLj+4Fq4J/rw4eAK6IoXmvFOedS6zQu3qZtbYIgEeh9lwPZySXs+eISW1ecY9370RwLepeTpnPZ/VUU+9c0vylND23PxgspbAlO5dkx7mxZMBgXcz0WbgwjraC8ztjfL2UQnVnMS+M90ZLdebU15cXVhB9KwbWPBdYuRgDY2c1BoXAgPuEDxEYqrZXKvcTFv0tG5lbOnhtLQuKnqFRlDY7vSoywH4GrkSs/Xfnpjl1ZdQbt8g0RRTGb2mK9VwRBeFEQhFGCIHwNjAFevXmsIAhHBEGIv+n/ToIgnBQE4RlBEMYLgjBNEIQfgWeBNaIodpl2X16DrLF0MqA0vxIhNQ6LnHD69lcw9jEf+oxzJCuxmKzEos42819JSHIBb/4eySgvCxaN9URfW8aaef2oUWlY8EsIlTV/q6hWqzR8fOgqvraGTAuw7USr24+Q/UmoqtUMuvtv0UGJRAs31xcpLY1Gqdxd77yS0hiiol/GyKgvgwcdxsJiPElJX3Du3DgyM7c36nC6AhJBwqO+j3K14CpnM852tjl3DO15a/Ua8DbwPHAAGArMFkXxn59QKbcG6UuojYG8DPwObAUCgeeA/7ajvS1GriVl1iv9GaN9Ar+T7zJqng+DnxiC10BrgqY4o60rI/xQj+BaR5NdXMl/1odga6zDqvv7IP1LaM/NQp/PHggkKrOYV3ZcvnEHuvF8Mqn5FSyZ2KtVonxdneLcCq6cTMd7iA0m1rfG2KyspqKv70NC4idoNLc2T6qpKSQi4mnkMkP8/b5EV9cFP9/P6NdvK9oKa6Kil3AxeOYt1ehdkSmuU7DUseTHyB8725Q7hnZzHKIoqkVRfFsURSdRFLVFUQwQRfHXesaNEkXR+ab/54uiOOOveQpRFHVEUewriuIXYhe8vSnctYv8tWsxeeghjO/9W4pLSyHDd7gdieE5FOVUdKKF/y6qVRr+syGU0ioV384LwkhXfsvxu7yteGGsJzvD0vnxzyRKq1SsPhrPYFczRniYd5LV7cuF3dcQBIH+U+tKnAuCBHe3JVRWppGe/nfNg0aj4sqV56mqUuLv/yXa2pY3jhkb9SOo36/4+nxCdXUOIaH3ExW1hOrqrllspyXVYp7PPM5nnicyL7LpCT00yZ23mduBVCclkbV0GboDB2L18pI6x/1H2SMIAhGtrDLvoeUs3xNJSHIBH9wXgJe1Qb1jFo52Z7yPFe/ui2bR5nDyyqp5edKdV0ENkJtWytULWQSMtkffpP5iP1PTYZiYDOFa0peoVCUAJCR+RH7Baby83sTIqE+dOYIgwdr6bgYPOoST09NkKX/j3PnxZGT82iVjCfd53oe+XL9HhqSN6HEcrUQURbKWr0DQ0sL2ww8Q5PI6Y/RNtPHob0XUmUyqyhvvxFZVXsOVk+lEHEsj8lQ60WcyuHo+i7hgJanR+W3aQKq7oFK3bIG5NTiV9edSWDDSlamNxCokEoGPZ/fG2UyXw9FKJvlZE+hgfLvmdknO/ZaAto6MvhMa7t8hCALuboupqcknOeV7spS7SUn5Dju7B7GzbVzhQCrVxd1tMQP6/46urivRMS8TGjaX0rI6pVadir6WPrO9ZnMo+RCxBbGdbU63R+iKdwe3S1BQkBgc3L77rkV795Lx0v+weuN1TB9suLgoJ7WEre9cZPA9bg1+eTVqDb9/Hk761cIGzxM02ZmB01veTa27kpxXxowv/+TxoS48e5dHk+NjlSVM/+I0/ZxM+PmxAcia0Rs+MaeU9/fH8NpkHxzN7pzKYrVKQ2p0PvHB2Vw9n8WgGa70m+jc5LzLV54jN/coIGJg4EffPr8gkTS/el4UNWRkbiM+/n3U6nKcHOfj5LQAmaz+lV9Hk1Oew5SdU6hQVeBq5MoA6wEMtBlIf+v+GGkbdbZ5XQJBEEJEUay3Vu6WcT2Oo+Woi4tJmDIFuZU1zls2I0gbl9Da9WkYhcpy5r0zGGk9P2hndyYQeiCZ0Q/1wqW3OWqViEatQaMWUas1hPyRTHxINvcu6YeVc/cX3GsKURR59KeLnIitLa784ZEg7vK2anB8RbWau788TX5ZNfueH46lgaKjTO0yqNUa0mMKiA/JJjE8h6pyFdq6Mtz7WTJslgcyraZl3srLkzh3fgJaWub0D9qFtnbrCmmrq/OIi19JVtZOpFJ97Ozm4ODwKArtzlfhTSpK4ljqMc5nnSdUGUqFqgIBgV6mvRjvPJ65veb+q+VJehxHOzqOrOUrKNi8GeetW9Hx821yfNLlXPZ+GcHYx3zqdFlLDM/hj28u4zPcltEP9qp3flV5DZuWX0BLIWX2q/2b9SPQndl3OZNnNoTy8sRe7L2cQXJeOb8vHIaLef1V96/siGDThVTWPT6AEZ7trxrQlRBFkYijaQTvS6KyrAa5Qoprbwvc+1ni4GOKtIU1KQUF51AobNHRuf0iyOKSK6Qkf4cyex+CIMXaegZOjvPR03O/7XO3BTXqGq7kXeF85nnOZpwlNDsUU4UpT/o/ySyvWWhL204AUhRFPg35lH5W/RjpMLLNztvW9DiOdnIcFZcvkzT7fkweegjr115tegIgakQ2LT+PVC5h9qv9bwRhC7PL2fbuRYwsdZm5uC+yRjrLpUTlsfvzSwSOdWDofU1v3XRXSqtUjP34BKZ6Wvy+cChZxZVMW30aSwMFO54ZUkcKZPelDJ7dFMZ/Rrnx8sT6He+dSnWlimO/xBAfko2Djyl+I+xw9DVt9HPUGVRUpJKS8gMZmdvQaCoxNx+Lp8dSdHTsOtu0WwjPDmd12GouZF3AWs+apwOeZrr7dOSSuvHLlnIx6yKPH3gcPbkeO6fvxEbfpg0sbnua6zh6guMtQFSpyFy2DJm5ORbPP9fsederzHNTS8mIrY1j1FSr2b/mCoJUYOJTfk1+2R19zPAdYUf4kVQy4huOhXR3PjsUi7Kkknfu8UMmlWBvosvqOX2Jyy7h5e0Rt2TspOSV8+qOy/R1NObFcZ6daHXbUl5cTU2VutExBVll/PpeMAmh2Qy+x41pz/bGNdCiyzkNAB0dB7y83mTokJO4OD9HQcE5Ll/5T526kc4m0DKQHyb8wHfjv8NSx5I3z77JjF0zOJJ85LbPvS5yHUbaRmhEDUvPLO2SmWctocdxtICCjZuoiorG6rVXkerrt2iu10BrdAzkN7StTmy8Sl5GKeMe98XQXKdZ5xgy0w1DMwVH1kZRXXnnibZFZxbz05kk5gxwpI+jyY3nh3mYs2RiL/ZEZPLD6Vq1mmqVhoWbQhEE+HxOH+TNCIZ3BypKq9mw7Bw/LjnNoZ8iSYnKQ/OPjLqE0Gy2rQymsqyG6c8H0neCU7dIJdbSMsPV9Xl8fT6ipCSS+ISPOtukehlkM4j1k9ezesxqtGXaLDq+iF3xu1p9vmtF1ziedpw5vebwv6D/cS7zHNtit7WhxR3PnScB2k7UKJXkrFqF3vDhGEyY0OL5Mi0pfiPsuLg3iTPb47l6Lov+U11w8jVr9jm0FDLGPOzNrk/DOLszgZFzvFpsR1dFoxF5fdcVjHXkLJlQ93UtGOHKpdRCVv4Rg4+tIcdisolIK+Kbh/pib3LnBDPDD6VSXanCa4A11yJyiT2vRNdIC8/+VngOsCbuopKwQylYuRgy4Uk/DEy7XyKAhcU47O3nkZr6I6YmQzA3H93ZJtVBEARGOYxiiO0QFh5ZyLIzy9CT6zHOaVyLz/VL1C9oSbR4wOsBTBWmHEo+xEfBHzHEdgj2BvbtYH37c2fcpnUAypXvIapUWL/xeqvv7vxG2iOVSQg/nIqjryn9Jzu3+Bx2nib0HuPAlRPppEZ1zUrd1rAtJJWQ5AJemeyNsW7dFFBBEPhwVm9czPVYsC6E705d4+HBTkz065p7xa2horSaiONpePSzZOxjPjz2wVAmPOmHpZMhEUfT2PruRcIOpeA30o57XuzbLZ3GddzdXkFf35uo6CVUVSk725wG0ZJq8dnozwgwD2DJySWcTj/dovn5lfn8nvA709ymYaZjhiAILB+yHIkgYdmZZWi6nhhGs+hxHE2gKigg4/XXKdm/H/OnF6B1G02idA218B9tj4m1LuMe80VopS7SoLtdMbbS5egv0VQ1o31tVye/rJqVf8QwwNmUe/s2HDC9LlQI4G1jyKuTvTvKxA4h/FAqqmo1QZNrm0jJ5FLc+1ky5ZkAHv1gKCPnejH5mQBGzvFCKu/eX12pVBs/31Wo1RVERr6IKDYe0+lMdOW6fDn2SzyMPXjh2AuEKEOaPXfL1S1UqauY5zPvxnM2+jYs6b+EC1kX2HJ1S3uY3O50709fOyKKIoXbd5A4aTJFO3dh+vjjmM2//a61Q2a6MWfpQBT6rc/UkGlJGfuoD2WFVVzYnXjbNnU27/8RQ2mlihUz/JpczblZ6HPwxRFsXTAIRRcMBLeWipK/VhtBVpja1k071tHXwm+EHS4Bd46elp6eG16eb1JQeI6k5G8625xGMdQy5Jtx32Cjb8N/j/yXyNymNa+q1FVsjtnMMLthuBnf2proHvd7GGo3lE9DPiW1uPtJEvU4jnqoiosjed48Ml97DS1XV1x27MBqyeJ6ZUVaiiAIrV5p3IyViyFeA62JOpXRrRpGiaJIan45eyIyeHdfNPevOcuW4FSeGObSoLbUP7Ex0sFAcfvvRVci/HDKX6sN5842pUOxsbkXK6tpXLu2isKi5t/JdwamClO+HfctxtrGPH34aeIL4hsdvydhD/mV+Tzi+0idY4Ig8ObgN5EJMl7/8/Vut2XV4zhuQlNeTvbHH5N4z0yq4+KxeXsFTut/QeHVNVM9+050QqXScOlI8+5YshKLuLDnGqqajt0WSMkr5/tTiTz60wX6vX2Y4R8cY+HGMNb+mUSVSsOCEa4sGts1/8YdQe1qI712tWHz72otLAgCvbxWoNC2I/LKImpqunb/Gms9a74b9x1yiZwnDz3ZoNquKIqsi1qHl4kXA60HNniulwe8TGh2KOuj1ren2W1OT1bVTeR++y15332P0cyZWC7+HzITk6YndSIm1nq497Pk8ok0+ox3RKHX8F14TZWaA99foTS/iqSIXCY97d9uwVVRFInMKOZgZBYHo5TEZNUqrrpb6jPW25IAe2N62xvjZW1wR3bbaynXVxv9pzh3timdgkxmgK/fZ4SEzCYufiU+3u91tkmN4mDowHfjv+M/h//Dw/se5o3BbzDDfcYtY06nnyaxKJF3h73b6PbrdLfpHE45zKehn+Jv4U8fy7pKxF2Rnsrxm1CXlFAVG4tuv37tYFX7kJtWypa3LzBgmgv9p7g0OO7crgRC9ifTf6oLlw6nIJFJGD/fF4depq267rLfrhCZUYxEIiAVBCQSkAgCUolAbFYJGUWVSAQIcjZlvI8V432s7yghwbaioqSada+fxSXAnPFPNC1fcydzNfYt0tM3MXTICbS1G9Ym6yrkV+az5OQSzmee536v+3m5/8vIpbU3b/MPzuda4TX237v/xnMNUVRVxNy9cymrKWPz1M1Y63WepldP5XgrkBoYdCunAWBur49zgDmXjqQ2WBRYqCwn7HAKXgOtGTDVhVmv9EfHQIvdq8IJPZjc4irWmKxifj6bTGmVCgFQaTRUVKsprlSRX1aNr50RH9wXwMXXxrJ1wWDmD3ftcRoNEHYoBfW/eLVxM44OjyGKalLT1nW2Kc3CVGHKN2O/4THfx9hydQuPH3ic7PJsYvJjOJ95njnec5p0GgBG2kZ8PuZzKlQVLDq2iEpVZQdYf3v0bFXdAQRNcubX94O5ciK9jnS7KIqc2hKLTCZh8MzazA5jK13ue7kfR9fFcHZHAtlJJYx5uBdaiuZ9HLYFpyGTCGyYPxAz/bYTgutKqNUaJG2UyNAQFSXVXD6ehkd/qzotXf+N6Og4YmExnvT0jTg7PYNM1vX/JjKJjBeDXsTH3Ielfy7l/j3342zojI5Mh1mes5p9HjdjN1YOX8nzx55nxbkVvD307S6tBtCz4rgDsHIxxMHb5MZe+c1cC88lJSqfAdNc0TP6+0deSyFjwpO+DJnpTmJYNr++F0zkqfQm60Jq1Bp2haUz1tvqjnQaokYk4lga379wkp9fPcPJLbGkXy2oI/vRFoQdSkFdo/nXZVI1hpPjE6hUxWRm1ukyXYeionAuX3mW4uKIDrCscSY6T2TD5A3oynQJVgZzj/s9Le7xMcZxDM8EPsPvCb+zPrprB8t7VhxdhFhlCevPJfP6FJ9WBYz7TXJm1ydhRP2ZQcBoB6BWSPHUtljM7PTwH1W3sE4QBPqMd8TCUZ+Tm2M5vuEqp7bE4RJojtdAaxx9TJH8QwPqaEw2eWXVzArqPlIJpQVVxIcoce9n1WD7VICS/EqOrosmLaYA+14myLWlRJ3O4PKxNHQM5Lj0tsCtjwV2XiYtliv/J1mJRT2rjXowMuqLkWEfUlPXYm//EIJQf61ObeHgC1RUppCd/Qe2NrNwc3sJLa3Oq3PxMPFg09RNbLu6jZkeM1t1jgUBC7iaf5WPgz/GRV6GUVUk3r3e7TLNsK7T4zi6ABqNyOJtl7iUVsQgVzMm+7dcRsPWwxgbdyPCDqbgO9wOqUxCyB9JlOZXMe4l3zoO4Gbse5kyZ9lAspNLuHoui7iLSuKDs9ExrNVICprkfKNgcVtwGhYG2ozsRn0vzmyPIy44m7M7EnDra0HAGAesXf++GxRFkdgLSk5ujkWj1jByrhe+w20RBIHqShUpkfkkhGUTd1FJ1OkM5NpSbD2NcehlioO3KSY2us3eVtBoREL3J3NhzzX0TbT/VV0dm4uj43wuX/kvOTmHsbSsXxcuMfFTKipTCPBfQ2HRRVJT16LM3oer6yLs7R5C0gZS6AB5eacoK4/Hwf7RZr3HhlqGPOH/RKuvJxEkvDPsHebte5D0a59QJVNTXZ1HYO+fkLZhf5DbpcdxdAG2BKdyKa0ILamEzRdTW+U4BEGg3yRn9qy+xNVzWdh6GBN2qDYgbuvRdD9tQRCwcjbEytmQofe5k3wlj6vns7h8PI302ALuXtSHYo2aY1ezmT/cpVmtWbsCRTnlxIdk02uIDdo6MqL/zCAuOBtLZ0N632WPnacJp7bEkhCag7WrEXc96o2x5d+BfC1FbRc9936WqGrUpEYXkHIlj9TofJIv5wGgZ6SFvbcpTr5mOPmbNRgrKi2o5PBPUaTHFuIRZMnIB3uhrdPzFfwnFhbjUCgcSEn9vl7HUVR8iZTUn7CznYOFxVgsLMZiazOb2LgVxMW9TXr6Zjw938DMdFirbdBoqklI+IiU1B8AqKhIxtNjWYfEHfTkerwdOIvMhKXE1BjTq/A8kVEv4O+3usEVWEfT86m9DWrUGn768xqjvCzxtGrdUrKgrJr398cwwMWUQS6mrD4WT1pBeasUXx19TLFwNODEb/HIjbRuCYi3BKlMgmugBa6BFqRE5rH36wh+XxVOwQBj1BqRWf0cWnzOziLsYAqCVGDQ3bUxngHTXIg5m0nE0TQO/RAFgEQqMPgeNwLHOSJpJBguk0txCTC/IftRnFtBWkzBDSdy9VwWUrnk/9u787io6/yB46/3DMwgh8gtyCHIoSjiAWpqdmhZreWv1Mo2O7bdrLZ+bbv7c7NTu49f7a81O1c7N1M3q+1aNW07TA1vBRGlEBBB5JZjhpn5/P4YNEkQBoGh+Dwfj3kwfme+X97yZb5vvp/j/WHgsCDi08KISQnCs2m1xu93lLL+rb3YbYrzrxvC4LP69+jOT3cSMRIddQM5+x+mqmo7/v4/zm1wOKzs3Xs3ZnMo8fF/ObHdx2cQI1Jf42jZevbvf4QdO65n2LBFhIVe4vL3r6/PZ8+eO6mu2UXkgDmIwZOCgqUIRhISOl7ktL2UUtSWvo94hrLkUD1XhsWRXrqa7H0PMDipZ3Sa68TRQY12B/+9bDuf7Snmla++Z+Ut41td2vR0nlq9j5oGGw9PH4a3yciiLw6wckshd3VgYaIai40MbxsD821YamyY04OadYh3RPTQIC6em8JnL+3m6Mc1pA3yJz7UtbVIOpu13obRw9Bmob/aKgt7Nx5m8FnhJ34OJi8Php8XRco5kRzMLKMgq5whE8IJjnQ98fcN7kPyxD4kT4xAORSHc6s4sKWEA9tLyd1eiofZSGxKEEZPA9kbiwmJ9uPCm4bSL0wPTW5LePgsvv/hOfLzl5CS8vyJ7XkHX6a2Nofhw185pd1fRAgJnkxQ4ES2bJ3F/v2PkbRYQgAAEpNJREFUEhR4jkujs0pKPmZv9r2IGEgZ9gKhoVOdw9WVg4LC1xExEh8/v0sv3lVVW6mu3k5i4gIeiwxh3lfz8I8aBEXvYjIFMyjuri773u3182hv6GEa7Q7ueMeZNOaeE4dDwbV/30xxlWvjr3cWVPJuRj43jB9IUn8/ogK9mRgfzMotBdhdHMWzr7iG6c9vYFVJBRJgos7HwKM5hby16aBLx2nJwJRgEi+Pxb9BcUGpwW2LSDkcil1fFPD63Rv4ePFOVBs/o13rC1B2xcgLTq1oLAZhYEowZ1+V2KGk0dLxIhL6MWl2Ejc8MYHpd40kaUwYBdkVZG8sZsSUKGbMG62TRjt5ePgwIGI2R0pXU1/vLKlz7FgOeXmLCQu7lJDgya3uazCYSUpcgMVSTF7e862+72R2ez17s+9hT+ad+PgkMCb9oxPNZCJCQsJ9REbOIb9gCbm5T5127pPDcWafj4P5r+LpGUBE+Ewuir2Iu8fczQsFRRw2DCIv7/keMc9F33G4yGpzcMeybazOLOH+acncNDGWaSkRzH51E3OWbGbF3LMI8Dl1PYmfsjsU93+4h2BfM3+Y8uMa4lenR/P7d7bx9f5Szk0KbVdMH2w/xPxVu/H18mDZzeMYGeFPo8PBvhU7uP+DPRgEfj02pu0Dnca6mhp29rXxq6MNfLJ4F9NuT8XT3H3trWVFx/jirWxKfqgmaIAPhdkV7FhX0GJSALDUNbL7y0MMGh3arM+iOxgMQmRSAJFJAZx9dSKWWhvefdv+ndCai4y6jvyCJeQXvEZiwr3szZ6Ph4cfiQn3t7mvv/8owsNnkl+wlPDwmfj4tN5ka7fXs237tVRX7yAmei5xcXed0rkuIiQmPIhSDg7mv4KIkbi4PyEiKGWnuno3ZeVfUVb2JTU1uxky+EnCwy93+f9cW3uAo0c/J3bgHRiNzpVBrxlyDRWWCp7e+SIPxsaSk/MQnh796NcvDYvlCBZrCVZLKRbrESyWI4T3v5yAgJbrY3UWnThcYLU5uP2dbazJKuGBacn8ZqKzxEdKpD9/vz6N65Z+xw2vZ/CP347F13z6H+3yjAJ2FVbx3NUjmlV6nZIcSqCPieUZBW0mDqvNwSOfZPHmxoOMiQ3k+WtGEurnrD/liZHFvx7FrW9v497392AQYfaYjq0l0tBo56OdRUwZHcaUuP58vjSLT1/cxa9uG46HqWuTh73RwZbP8ti2+iAmLw+m3JhM4pgwPntpN5s+zCVqSECLdwx7vjpEY4OdUReeWcI8U0ajQSeNDvIy9ycsbBqHD6/E06Mv1dU7GJr8V0ym9q2aGT/ofygtXUNOzkJGjHijxeYlpRxkZv2Z6uqdDBv2PGGhF7d6PBEhKXEBStnIO/gi1sZy7PZ6ysu/prGxAhD69k3FxzuefTkL6NcvnT59XBu2np+/BIPBTGTknGbbb0u9jfL6ch7Zv5xHYiPJzGqpucqAyRRMQL+uTRqgE0e7WW0Ofv/ONtZmlfDgpcncOKF5XahxcUEsvmYUt7y9lblvbWHpDemYPVq+qFbUWnlqdTZjYwO5LDWi2WtmDyNXjBzA69/mcfSYheBWJtk1NNqZs2QzGXkV3Dwpjv+ZmnTKuttmDyMvXjuKuW9tZf6q3RhFuDLd9Y7t1ZnF1DTYmJUWSeKgYBx2xbo39rL+rewura90+EAlX7ydTUVxHYljw5g4M4E+fs6L8HlzBvPuQ9+xdmkWs+an4XHS2hw2q52d65yrLIZE96zx75proqNuorj4A37IW0Rw0PmEhV3a7n1NpmDi4u4iJ2chR0r/3WJSyP3+GUpL/01C/D2nTRrHiRgYnPQISjkoKlqOp2cgQUHnEBR4DoGBEzGZAqmvP8Tm7y4ha+88Ro18G5H29QhYLEc4XPwBERGzTkmOIsI9Y++hwlLBgz+sYWHK5aSGpmE2h2Eyh2A2hWEyBXbbqCvdx3EaVpuDH47W8mVOKbe+vZW1WSUsvGzoKUnjuAuSw3h65nA2HCjjzmU7sNlbrrF/vEP8oektL1x0VXoUNodi1bbCVmN74MM9ZORV8NzVI7jnkiGnJI3jzB5GXrp2NJMSQ/jLql289GUu2/MrOFLd0O7Z0Cu2FBAZ0Idxsc5f5sHjwhkzLZb9GSXkZBS36xiuKsgu5/1nt2OzOrj0jlQuuHHoiaQBzoWNzr9uCOVFtWz6oPliVnu/PUx9TeMp5Ve0nx8/v2QCAyZiNPqSlPSQy53SAyKuwdd3MPv3P4rdXtfstaKilRw8+BIDBlxDVNRv2n1MEQNDBj/OhPHfcPbEzQxNfob+/S/DZHIWDO3TZwCJifdTWbmZ/IKl7T5uQeGbKNVIdCuxGA1Gnjj7CVLDxnHP7s/5tKyGgMBJ9PUbhtkc0q1DdfUdx0k2HDjKx7uKOFhWR355HUWV9Ry/torAQ9OHct1ZA097jCtGRVJZ18hDH2dx7v/+hwj/PgT5mpwPHzMmDwPvZuRz04TWFy5KCPNjdEwA72YU8Luz4075sCzPyGfFlkLuOD+e6SNaX2r1OC9PI6/MGc3v3tzCE59ln9juaRT6+3sR7t+HmEBvpg7tz6TEkGYz1wsr6vg2t4w7Jyc0G6o6+qIY8jPL+PKdHMIH9evUEu3VR+tZ82qms6bWvNGYWpnrEDMsiJRzBrBzXQExw4KIGhKIw+5g+9p8+sf1bdf8Fa3nS0lZjM1WjZeX6/ObDAYPkhIXsnXbVeTlvcCgQX8GoLxiI9n77iMw8GwSEx5wOSGJyGnjCe8/g6Oln5Ob+wxBgWfj65t02uPZbMc4dOhtQkKm4u09sNX3mYwmnjv/OR7Y8AB/2/43vjn0DY+f/TgRvhGt7tMVdFn1k7y+4QcWrT9AVKA3MUHexAR6Nz33ITbYhxC/9g9tXZ6Rz1c5Rzl6zEJZrZWyYxYq6hoB6N/Xi7V/nHTaVexWbClg3j93sfKWs0gf+GPp8z2HqrjixW8ZMzCQN34zBqMLRfgcDkV2cQ1FlfUcrqqnqKrB+byygZwjNVTWNRLg7cmvhofzXyMGMDomgL+tO8D/rcvh63nnnTK3pKq0juWPZBA60I/pd47slIKAjVY77z21lWPlDcy8O63Nju1Gq52Vj2Vgrbdx9QNjyc8sY+3SLC65NYXY1J/P7Hata2Vm/YmSkk8ZN/ZTlHKwZetMzOYw0kav7LJyHlZrGZs2X4zZHEp62ioMhtb7uvLzl7L/wKOkjX4Pf/8RbR5bKcVH33/EY5sfQxDuHXcv0+KmnXHM7S2rrhPHSZRSXTo+22Z3UF5nxcvTSN82lj6ttdgY+9g6pg7tzzNXpgJQWWdl2qJvsDsUH98xsVOLDDbaHXy9v5T3txexNquYhkYHkQF9qLfaGRzuxz9+O67F/bI2FPHFW9lMmBnPiCkd63w/TinF2iWZ7N96hGm3pxIztH2doEcOVvPek1uJHRFCZUktDgfMvn9Ml1a21X5eLJZSNm6aQl+/YTQ0FGGz15KetsrlzmtXlR5dx65dNzMw5tYTdzs/5XA08u3G8+jTJ4rRo5a5dPzCmkLmfz2fHaU7uDj2Yu4bdx99TX07HK9ej6MDunpGpofRQKifV5tJA8DH7MGlqRF8sruI6oZGHA7FH1fspKS6gRd+ParTK9N6Gg2cPziMRbNHsuW+C3j2ylRig32orG/k+tM0zw0ZH05sajAbP8il7NCxM4ph+9p89m85wrjpce1OGgChMX0Zc1ksuduOUHaoltFTo3XS0Joxm0OIi/sDFZWbsFhLSB3+cpcnDYCQ4MlEhF9J3sGXW1xT3eFopKhoORbLYWKif+fy8SP9Inntote4fcTtrMlbw4x/zWBrSdev3d5lfRwi8kfgPCAN6A8sVEotcGH/icBTwEigCngHuFcpVd/50fZMV6dHsey7fP61o4jKOivrs4/w8PShjIzu2iVtfc0eXDEqkitGRWJ3qNM2h4kI5107mGUPf8fapZnMuju9zRndLcnPKmPT+7kMGhXaoU7tkRfGkJ9ZTl21lfj0nr96nNb9IgfMobb2ACHBk5uVMelqCQn3Ul7xLVlZfyZ5yNMcO7aPmmOZ1NRkcuxYDkpZ8fUdTFDQuR06vofBg7mpcxkfMZ7538yntrG2c/8DLeiypioR2QtUA9uAW3AhcYjIcGAzsBpYBMQCTwNrlFJXtbV/R5uqehqlFBc/9zWVdY2U1DQwPTWCv141okfUqvmpvN1H+WTxLkZcEM2EGfEu7VtVWsfKx7fgG2Bmxry0Dk8sdDgUNqu93QtSaVp3qajMYNu22YDzeuvh0Q8/v2T8/Ibi55tMUNAkPD3PfDBHo6MRzzOoDNzepqqu/IQNVUo5RMQDZ+JwxUKgEJillGoEEBEr8IaIPKmU2tbJsfZIIsLV6VEs+CiLxDBfHrsipUcmDXCWJRk6aQA7Ps8nNMaPkGg/vLw9MfUxNivprpTCUmejtspCXaWV2ioL29fmA3DxLcPPaDa6wSA6aWg9UkC/dEakLsXuqMfPdxheXhFd8lk+k6Thii77lCmlWp7E0AYR8QQuAp49njSarABeBabjvIvpFWamRZFXVscN4wfiberZF8UJM+I5tK+CNX/PbLbd02zE7O2BGIS6aiv2xua/Gh4mA5fcMhz/kD7dGa6mdaugoEnuDqHT9MQr0SDAC9hz8kalVIOI5ALJbonKTXzNHiy4rOtmZ3cmT7ORGfNGczi3CmtdI5Z6G5a6pke9DYfNgbe/GR9/Ez79zPj4m/HpZ8LH39zlpUs0Tes8PTFxHJ+0UNHCa+Unvd6MiNwM3AwQHX1mw0K1jvPy8TyxXoWmab9M7Rr+IiJTRES14/GfTojpeMNfS732rTYKKqVeUUqlKaXSQkL0xC9N07Su0t47jm+BIe14X13bb2lTedPXlu4sAoDMFrZrmqZp3aRdiUMpVQdkt/nGzpELWIBmDfsi4gXEASu7KQ5N0zStBT1u5rhSygr8G7iyaSjvcTMBM/AvtwSmaZqmAV07czwNGMiPySlZRGY2Pf+06S4GEVkCXK+UOjmWBcBGYIWILG46ztPAP5VSXT+fXtM0TWtVV46quh24/qR/z2p6gHMmeF7Tc2PT4wSl1A4RmQo8CXyCs+TIm8A9XRivpmma1g66Oq6maZoG6Oq4mqZpWhf5Rd5xiEgpcLCDuwcDRzsxHM11+hy4nz4H7ueOcxCjlGpzItwvMnGcCRHZ0p5bNa3r6HPgfvocuF9PPge6qUrTNE1ziU4cmqZpmkt04jjVK+4OQNPnoAfQ58D9euw50H0cmqZpmkv0HYemaZrmEp04ABGJEpF/ikiViFSLyCoR0Yt6dCMRiRSRRSKyUUTqmsr0D3R3XL2FiMwUkfdE5KCI1IvIPhF5XET83B1bbyEiU0VkvYgUi4hFRApFZIWI9LjF63p9U5WIeAM7cVbkvQ/nOiCPAN7AcKVUrRvD6zVE5FxgObAVZwmaC4FYpVSeG8PqNURkE5APfAgUAiNx1ozLBsZ3dClorf1EZDYwCtgMlALRwN1AFJCilOro3LROpxOHyJ3As0CSUupA07ZYYD8wTyn1rDvj6y1ExHD84iQiv8W5vrxOHN1EREKUUqU/2XYd8AYwWSm13j2R9W4ikoQzef9ZKfWMu+M5TjdVwWXApuNJA0Ap9QOwAZjutqh6Gf0XrXv9NGk0yWj6OqA7Y9GaKWv62ujWKH5CJw7nglF7WtieCfS4tkVN60bnNH3d69YoehkRMYqISUQSgJeBYuBdN4fVTFeWVf+5CAQqWthejnOpWk3rdURkAPAQ8LlSSpea7l6bgdFNzw8A5yuljrgxnlPoOw6nljp6pNuj0LQeQER8cXaS24Ab3RxObzQHGAdcA1QDa3vaCEOdOJx3G4EtbA+g5TsRTfvFEhEvnMszxwFTlVKFbg6p11FK7VVKbVZKLQMmA744R1f1GLqpytmXMbSF7clAVjfHomluIyKewHvAGGCKUmq3m0Pq9ZRSlSJyAIh3dywn03cczr+uxolI3PENTbeFE5pe07RfPBExAP/A+RfudKXUJjeHpAEiEgYMBnLdHcvJ9DwOER+cEwDr+XEC4MOAH84JgMfcGF6vIiIzm55OBm4BbsM5EapUKfWl2wLrBUTkRZw/80eBj3/ycqFusup6IvI+sA3YhbNvIxG4C+gPjFFK5bgxvGZ6feIAaCov8lfgApyd4uuAP+jJZ91LRFr7ZfxSKXVud8bS24hIHhDTyssLlVILui+a3klE/gJcCQwCTEAB8B/g8Z52LdKJQ9M0TXOJ7uPQNE3TXKITh6ZpmuYSnTg0TdM0l+jEoWmaprlEJw5N0zTNJTpxaJqmaS7RiUPTNE1ziU4cmqZpmkt04tA0TdNc8v+XVk0QP+xZFwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for row in range(no_of_lines):\n", " plt.plot(time, x1[row, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What a mess! Better off with some subplots" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Using subplots to make a 3 X 3 grid of axes for plotting\n", "fig, axs = plt.subplots(3, 3, figsize=(8, 8))\n", "\n", "# ravel makes the axs object into an array of 9 objects we can access\n", "# with indices, very handy for plotting within a loop\n", "axs = axs.ravel()\n", "\n", "for row in range(no_of_lines):\n", " axs[row].plot(time, x1[row, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can improve this by sharing axis labels and reducing the space between plots" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3, 3, figsize=(8, 8), sharex=\"col\", sharey=\"row\")\n", "axs = axs.ravel()\n", "\n", "fig.subplots_adjust(hspace=0.05, wspace=0.05)\n", "\n", "for row in range(no_of_lines):\n", " axs[row].plot(time, x1[row, :]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Subplots don't have to be identical. If we want we can change the relative sizes with gridspec. Especailly useful if you are mixing line and contour plots into one superfigure " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Making a grid of temperature data with meshgrid\n", "\n", "delta1 = 0.025\n", "x1 = np.sin(np.arange(np.pi / 4, 3 * np.pi / 4, delta1))\n", "y1 = np.arange(10, 20, delta1)\n", "X1, Y1 = np.meshgrid(x1, y1)\n", "temp = X1 * Y1\n", "distance = np.linspace(0, 90, len(x1))\n", "depth = 20 - y1" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(\n", " 2,\n", " 2,\n", " figsize=(8, 8),\n", " sharex=\"col\",\n", " sharey=\"row\",\n", " gridspec_kw={\"height_ratios\": [1, 4], \"width_ratios\": [4, 1]},\n", ")\n", "fig.subplots_adjust(hspace=0, wspace=0)\n", "axs = axs.ravel()\n", "\n", "# Plotting the surface temperature and mean temp depth profile alongside the contour plot of temp\n", "axs[0].plot(distance, temp[-1, :], label=\"surface temp\")\n", "axs[2].contourf(distance, depth, temp)\n", "axs[3].plot(np.nanmean(temp, 1), depth)\n", "\n", "# Setting limits to keep things tight\n", "axs[2].set(xlim=[distance[0], distance[-1]], ylim=[depth[0], depth[-1]])\n", "axs[3].set(xlim=[np.min(temp), np.max(temp)]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some more tricks to make the plot look better" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(8, 8), sharex=\"col\", sharey=\"row\",\n", " gridspec_kw={\"height_ratios\": [1, 4], \"width_ratios\": [4, 1]})\n", "fig.subplots_adjust(hspace=0, wspace=0)\n", "axs = axs.ravel()\n", "\n", "axs[0].plot(distance, temp[-1, :], label=\"surface temp\")\n", "p1 = axs[2].contourf(distance, depth, temp)\n", "axs[3].plot(np.nanmean(temp, 1), depth)\n", "\n", "# Add a colorbar to the right of the bottom right plot\n", "fig.colorbar(ax=axs[3], mappable=p1, label=r\"Temperature $\\mathrm{^{\\circ}C}$\")\n", "\n", "# Add a label to the first subplot\n", "axs[0].legend()\n", "\n", "# Remove the lines and ticks from the unused top right axis\n", "axs[1].axis(\"off\")\n", "\n", "# Addding labels and limits\n", "axs[2].set(\n", " xlim=[distance[0], distance[-1]],\n", " ylim=[depth[0], depth[-1]],\n", " ylabel=\"Depth (m)\",\n", " xlabel=\"Distance (km)\",\n", ")\n", "axs[3].set(xlim=[np.min(temp), np.max(temp)], xlabel=\"mean temp\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use this method to make split level plots, if for instance you want to capture near surface variability in greater detail " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(0.0, 90.0)]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots(2,1,figsize=(8,8),sharex = 'col',\n", " gridspec_kw = {'height_ratios':[1, 2]})\n", "fig.subplots_adjust(hspace = 0, wspace=0)\n", "axs = axs.ravel()\n", "\n", "split_level = 0.1\n", "\n", "# Plotting the surface temperature and mean temp depth profile alongside the contour plot of temp\n", "axs[0].contourf(distance,depth,temp)\n", "axs[0].set(ylim=[split_level,depth[-1]])\n", "axs[1].contourf(distance,depth,temp)\n", "axs[1].set(ylim=[depth[0],split_level])\n", "\n", "\n", "# Setting limits to keep things tight\n", "axs[1].set(xlim=[distance[0],distance[-1]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A few more examples can be found in this post: [More on subplots in matplotlib](https://ueapy.github.io/more-on-subplots-in-matplotlib.html)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", "

This post was written as an IPython (Jupyter) notebook. You can view or download it using\n", " nbviewer.

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