{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Plot of surface salinity with quivers for Eart Matters." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "\n", "from salishsea_tools import viz_tools, teos_tools, visualisations, tidetools\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid_T = nc.Dataset('/results/SalishSea/nowcast/09apr16/SalishSea_1d_20160409_20160409_grid_T.nc')\n", "grid_U = nc.Dataset('/results/SalishSea/nowcast/09apr16/SalishSea_1d_20160409_20160409_grid_U.nc')\n", "grid_V = nc.Dataset('/results/SalishSea/nowcast/09apr16/SalishSea_1d_20160409_20160409_grid_V.nc')\n", "\n", "lines = np.loadtxt('/data/nsoontie/MEOPAR/tools/bathymetry/thalweg_working.txt', delimiter=' ' , dtype='int')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid_B = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "mesh_mask = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/mesh_mask_SalishSea2.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid_B)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t=0\n", "sal = grid_T.variables['vosaline'][t,0,:,:]\n", "U = grid_U.variables['vozocrtx'][t,0,:,:]\n", "V = grid_V.variables['vomecrty'][t,0,:,:]\n", "tmask = mesh_mask.variables['tmask'][0,0,:,:]\n", "umask = mesh_mask.variables['umask'][0,0,:,:]\n", "vmask = mesh_mask.variables['vmask'][0,0,:,:]\n", "\n", "sal_m = np.ma.array(sal, mask = 1-tmask)[1:,1:]\n", "U_m = np.ma.array(U, mask = 1-umask)\n", "V_m = np.ma.array(V, mask = 1-vmask)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "lons = grid_T.variables['nav_lon'][1:,1:]\n", "lats = grid_T.variables['nav_lat'][1:,1:]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "U_us, V_us = viz_tools.unstagger(U_m, V_m)\n", "theta = 29\n", "theta_rad = theta * np.pi / 180\n", "\n", "u_E = U_us * np.cos(theta_rad) - V_us * np.sin(theta_rad)\n", "v_N = U_us * np.sin(theta_rad) + V_us * np.cos(theta_rad)\n", "\n" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZJJ/aRciF83z21bgnfHcK/zUeeUhVZYG6gIeU8nDJ693AoKoO5z77KISggWMd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\nClvoYGuThaaYTXWorZDq3jHrDXdePctMOgwIIdRQGNT1Usq9QogSKGK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WIz3tDH2kBJGU\nQItGdTEzM8fKKh/BwUHUq1EJPX19DAwMMTY24cOHMN4F+xMdG8/Khb+gb2TCsxvn8b50gortBkD9\nXwHYOGcCAGs376BHxzbMG9EyQ4XRnpO3Obf2DKe3rqBUjca4WFgC+uy7F4ydsS6+wc1JSkyksE2a\n9xwWFkax4iXRNzJj8KwtlHcphJGBDj6v31CicH6e+YeioqJChUpV0NHRoXLV6vQdOJQzBzcTHBTM\nyWNHaNikWab31s/XhzpVy6GmqoaKqirrtuzE0akoDx/cw7agnbKdEIIrtx9x+9bX8cYLIZgxZwGd\n2zRn6u8H/u/zV6WUZ4UQBQFHKeUJIYQ2oCalzFra4RPk1qiaSilXCSEGpVjps0KI61970d8DU5bt\np0fzyqipqGBhmnN6TB6+HUwMdZk3ohUJiYoYqRBCSQItUnKnldspL2498mfWxvO0n7IUFVVVipjo\nEv7yMVNH9GHF5M6oqamk66sY79S1x/y68TzNW7dFRaiw8vfFFLSzY/3WPSQmJjFh9HDOnDpOYkIS\nxUuWIlFFndf+LylYozWeP3RRXq+dnZ3iGq5fIzExkfqVS2S4n0bVSqGhrsbpq7tZ8dtsqjdqTaMO\nPbGyUeSyRiaoYqyd9rNxsrNk+ZLfuHPrBoUdnbjyyJt9p+8C0KJNO84ffEa+/NbsOXSSchUrKfuN\nmTiVJb8pCiA8K2TOTgwJCaZ5wzq0qFGC0T3qMXjWVjauW8Pc35ZSrkIl/EM+MKRfL8ZPmYGJqSkO\nhR1xKOyYYYzH3g9JSkqieInPl6WqqamRkJjAm8ioz7b9r0MI0RPoBZigqG22AZYBNXPql4rcGtWE\nlP9BQogGKOSpTXJo/5cj2aQ4dfosIikxEVtLQ3q3qkppZ1vs8pv+6zkjc4vFm0+z/8xdVFQEqioq\nTBvYlFve/rSr74GmRs6J4Z9i/vrjeJZ0oIJrIdbsuZjtGEIICttafNHYBayMmbb8ANER4diVLEuY\n/3001NSJS0jmdUgY1dwz09F1blwBcyN9Zm04xNmrd2jbqQv58lkry1jXbdlJbGws69euYvGCeTTr\nNhDz8vV4FBKHrZkBail0/SUadWJ3nRaEB/tRvpRDphimqqoK9auUpH6Vkgx5E87iTacZ06Ux01bv\nARQLaE8epcmYdGxUniplHLn56CUfYwxxtnDiqZ8hZ64/ITYmluVbDwOZ2fwnjhmBqZEeetoalHN1\npkfvfgwa/hM6Ogqeoj07tmJtpMrwLnUQQjC6Rz1ajd7EhrWraNuxCz4Pr7Nx3RqePnnMb0tXUsgx\nM6v/xDEjOX3iGBOmzODalUs4FXXG0MgYSysrWrXtoGyXkJDAjCkTuHXjGlfXD/uiz/I/in6kI7GW\nUj4TQuT6S55bozpNCGEIDEORn2oADP7CC/2uGD55HsMnz+PVk9s0rF2Vs8+Tmb9lG3GxsZR2NKdM\nsYK4FbOlpKN1rgxMUlIyD54HYGNp/E1qpL83bnv7c+b6Ew4sGYCaqirhkdHExyeyZvdFmtUsneU9\nJycnZ5v3OaRjGi1lTmN8Cd6GRxEVHctjn2CSkyWxUR94d+0oS6eOxN3Zmu7NKlIuBxnmepVL0P/n\nTYQEBVLSxTXTcS0tLcaOUHwte/fsjV/YRx6FBGKup4g3vnwfzf7ncbjYGHF842ZqphRGZIf85kZM\nH9SMEoeuMbpzI6rUqEuB4mWoWq8p++4FoxIeTMMqrhz9fTBNa5Tm+OVHrN93macvQ2jdriMDhozg\nQ7AP+fJZ07FVWxYsXYmJqSkAHz6E07lxefq3q4G3TxC/rt9L7wf3mbl0A6qqqniUq8D4n4bj0nwq\nMwc1pWnN0jSu6MDQAX24f+8Oo8ZOIr+1DUF+j6lXsxKDhv1Exy7dMTBME+RYt2UXAa/8UVFRYcqE\n0Rw5tF95rI5XAwyNjAgOCqRn53ZEhvqya073P/0Z/0cQJ6WMT3XGUmgGc51bmFuNqgMpLz8A1VNO\n9I8yqqkoUKQ0d/0jlNvBga+5ff0KT+9fZ9r6yzx/+oRiJVxQjQnBwcacMsUVxrZgvjSP9toDXwbN\n2Y++vgHPnz3h6qYxmJv8s5OlQ99HYmygo6zcMdLX4Y+9lwh9H0G7kSswNtRl48welGw2kbb1Pbl0\n5zmT+zXh0u3nnLz6mLj4RNyK2TJ9oCK2N2LuDmp6FiXkXUSmMb4G247eYOKSgxgYGmFuY4e9Rw3e\nXj/BjmMHWTmpPRVcC312DCEEjrYWPLh/N0vPDODijfu8ffNG6Rm62Oiz90EoxSz1KGVtwMDKBfnt\n/EvM8llz/NIBOjQs99mFmbb1PShTrCDXHvhyeM9i7pw9wrC5q3niHwhAz5/3UK1UPtbtu6z8Dg37\naRx7dmzj5ynjMTMzx8TULIMiQFJiEmFxCpIXZ4d8dGlagfajVtLx3i3qVK+MVRl3AsNiyG+szYPn\nAVTzKMLO47eYOG0WffoPIjQkmNCQYBaOboNtPhNmr17FskW/Uq1GLQYOHYljkaJoamoqQwKhkQlE\nRkQwoE93Du3fQ/FC1piYmhEbG0ODikUYN/pHtDTzDGoKzgohUjkAagN9gf2f6aNErlb/s+wohL+U\nMueawbS2KigkWV5JKRsLIVyBpSgyCVKpuDJF2YUQfigMeTKQIKX0yGZ8ue9ecKb9WZFlRH+M4v6d\nm+ioJuHr85xrVy5z/eplEhISMNERGOhpc+OhH78uXk5ExAeW//ozh5cNQlf7ny10EB0bT6thy4iN\nS6SCayEaVnXBo6Q9VbvMZt/CARjqK1aXC9Ubw6Kx7ahXSRFLjIiKwUBPcWzYL9toUMWFGp5FlUbV\nq1IJqnSezf5FaWN8DaYvP8grCmJbuCg7Vy3AzlybJjVcqV/FBbMvmAn0nbYR1+otGToyZ+bJ9Dma\n+54EExGdqMwAOOL9hhuvwzg4tQ8lLBIZ26tBrs+fkJhEr0nrMCnkyeipc1FRUcH7wR1uX7+Cn88z\nBo+eTMCz+3Rs3YzWXmVoUt2V5dvP8ehVJD+0bMPoCVNQV1fn2OGDDPuxE0eWDWbYnG3c9w1j9PjJ\ndOiSUaWoglsJnj97gqamJgkJCZy/dhfHIkX5ffECbh3fyNwRrQDFot7h8w/YeeIm933DGD95Om06\ndM4U+oqKiqK4Q36Wjm2DnbUZUkoK5jfN9f1/iv/o6r8KCrmoOihIVY4CK7MTCvwUf6ag+0veyEHA\nQxRhA4BZwEQp5TEhRD3gF1I84E+QDFSTUoZlcSwDUrXV0yMrQmA7Yz08KyoyJkqWq0Hjdr0ACAp4\nRWhwIKeOHuDGw18pV7Ey5VydaVmn7L8iJqujpcH+RQO4/sCPS3deMHDGZkZ0VVDTyXQzFzVVFbwq\nFlduX7zzghU7zhETm0BEVAxOdpbU8MysYCH/JH9OTFwC/gFPOXdoFzvm9qBYoa9jnX//4SPOxUp8\nvmEKUr8DBjpqLLnwkr6VCuLlbE5YTALeTx6jEf1lMxB1NVUWjmlH/+kbqVLKDusCBRk5cSZd+gxS\ntnkQ9p7CBcyUq+glHa35dcNJFv06h1HjJgGKPFGPyrUp3XIKtevW5/KtdRgYGmZSVd2wfQ/v3r6h\njLsngDJco6enz7X7voxftIegNx/wff2WWKmJsYkJb9+EMqhvT1q0aZ+JZEVPT4+tuw/RrUMr1k5u\n89Wfw38ZUspkIcQeYI+U8ouznP6MUc3VryxFMrY+MB1IpQ9MJk2N1YgspA1Su5N7foJMFTCfwsVC\nP1vmdTvrAuSzLkCpMp4MGTMVKSVzf9/A1jVL8Gg3C8ciRXEtoIlbsYJoaapTMJ8phW3Nc6xF/6sh\nhMCjpD0eJe0pYm/FruOZK6c0NdSUD4m4+EQmLt7L/kUDsDQ1YMGGE8TFZ+YY/RYY0K4Gmw9dw75u\n4z/1Q46OiSPgtX+ObbIjfo5KTFIa1lau+dDafYJujari7ROEs0Nmkb+ssOvELRZsu4aOji4exaw5\nd9Mbfc20h25iYiK3blzjXXja90xTQ518ZoY0b90WTU1NQkNDaN6gDhERHzA0MuL40UP0792NmXMX\noKJrluF8DoUK41AoM/lJu05dMTI24cjBfZw6sB4At7LubNl1kKCgAExMTLNlrSpXsRITps6g/YgB\n3No+/l/hNPwVSJFhmQj0J8XuCCGSgIW5laeGz/OpRpK18RRAbueCqZKx6SWthwBHhRBzU8aqkE1f\nCRxPubHlUsoV2Z3k3muFQXXJSvcmtU0WRjfVu83K2Nau34Ta9ZsQFxvLo/u3uX3jCofvXOfjxyj8\n/S8SHvae4namyhK/ssXt6PZDxb9F/tfn9RtUVAR2+RU/Su8XgdhYGhEQGkbUxzilZHT6GUxcQiIC\ngZG+Dh9j4jh84QH1K5fMNLaejmaGMb4GlqYGGQhevhY/1HJj8YJ5FLC1o0KlKugbZEyf+xyTfmCE\ngt1fVUXQrEIx8p2/SuOaVdj6c1vsrc1y7JucnMzcTZeYv+h3zMzNuXblEg27GVPCM22StWDaKLZv\nXMvWOb2V+/wC3/LLulOsWr8VgIXzfuHJ40f8PKgZbs4F8erzK0cO7lP8XX5Ifpuso2qnTx7H5/lT\nPCtU4vCBfezevpXo6I+YW1jyJjSEWzeuEx2dO0/+zOkTFCuU719pUIUQq1DkzIek6kYJIUqhSHvK\nFFJM4UnthkIJepCU8liWAyvsUkXAXUrpm9LXAVgqhBgipZyfm+v7HPXfn1qdSUm/CpFS3hFCVEt3\n6EcUN7dHCNEChd5MViqIFaWUQSkVXceFEN5Sygs5nTPVuKYiJyMLGQ1tTuGD0u7lKe1ePsNxf98X\n3Lt6Gjv7QiQnJ7N103pq9FpE61ouDOlUG02Nb0OXlxtEx8Qzeel+Ij/GoqqqQsH8pvzugOu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tFqJlNI1Wi5HCmlMbrbqfBxsjB+/juRna2hYjnHYul3SoWcjs1qMnr4q9yLjDc+D81atGT6BxO4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\n41y8YEz4z5pexataqfQtIxHHDtGiYa0C6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(5,4))\n", "clevels = np.arange(25,33.1,.1)\n", "mesh = ax.contourf(X, Y, bathy, cmap = 'Blues', extend='both')\n", "viz_tools.plot_coastline(ax, grid_B,coords='map')\n", "cbar = plt.colorbar(mesh, ax=ax)\n", "cbar.set_label('Depth [m]')\n", "ax.set_axis_bgcolor('burlywood')\n", "\n", "ax.plot(X[lines[:,0], lines[:,1]],\n", " Y[lines[:,0], lines[:,1]], '.',color='w',ms=2)\n", "st=15\n", "#q = ax.quiver(lons[::st,::st], lats[::st,::st],\n", " # u_E[::st,::st], v_N[::st,::st], scale=10,color='k', pivot='middle',width=0.005)\n", "#ax.quiverkey(q, -124.5, 47.8, .5, '50 cm/s', coordinates='data',\n", " # color='k', labelcolor='black')\n", "ax.plot(-123.1,49.25, 'k*',ms=15)\n", "ax.text(-123.05, 49.25, 'Vancouver')\n", "\n", "ax.set_ylim([47.5,50])\n", "ax.set_xlim([-124.7,-122.3])\n", "\n", "ax.set_xlabel('Longitude')\n", "ax.set_ylabel('Latitude')\n", "\n", "ax.text(-124.65, 48.14, 'Strait of Juan de Fuca', rotation = -10)\n", "ax.annotate('Strait of \\nGeorgia', xy=(-123.5, 49.2), xytext = (-124.5,48.9),\n", " arrowprops=dict(arrowstyle=\"->\"))\n", "ax.annotate('Haro \\nStrait', xy=(-123.2, 48.6), xytext = (-124,48.5),\n", " arrowprops=dict(arrowstyle=\"->\"))" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": true }, "outputs": [], "source": [ "fig.savefig('SalishSeaModel_map_09apr2016.png', dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Thalwg" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/lib/python3.4/site-packages/numpy/ma/core.py:4089: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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U5eThsTsQAmRyGT6vD5VBh8ZkxBAdgS48DIVahUypQK5S+q9HoUChViFJEm6bHZ/bQ7LW\nhs/rw2qxo9aosJntaHRqPG4PXq8Ph81J7r58LNVW4lJiCAozkdA8hgMOI9rQYHThoRiiwlFqtcjV\nKuQqFT6vB5fFhvB40EWEnb6YO4NlL7fdgbWkHLfdjttmx2W1YS0uo12Ym3SLnuaqalwOF2qtigPe\nUL+dkRGojHrs5ZUgSWiDTSCTodRqkCsV+Hw+vA4XLpsNt82OJEkoNBp8Xg/OGgtqkwF9ZDgK1dHv\nEyEEVdl5VB/Kx1FdQ6Iow+vxUpxbSnW5mfLiCkryy0lunUi/ET3QGXW8O2H2ORU/XaRI0ZJghkhH\nVz9O5f2RJEknhLDVhrCsBh4UQmyQJCke+AhIA7ocL37OdY6/f4z4OVscLg//tzmPtXuL+eCndMx2\nN7cMasl/HxlKu5bRZzxfXlE1Uz74nS2781m3zb9jPzRYS/9uySz6ZQ8GvQqPx8fYUZ2YcGc/UhMb\n13W9eVc+A278gM3vXE2L2KBGnfvfwNYDZXR9eBEABq2SbT88xAczlyGXyXj5pdFIksS6bYfoPeZ9\n3nthFHffPpDlf2Yw/vEFrF/2DJERdYOCx907i59/282yxc/SsX39AZuHKSyqpPegiTz50OXcOa4/\ncz5bwecLN7Lsi/tOOq4hxt4/l04XxfPfB0fWPX73h/ToksqDD5x5gOqUaYsorzDz+rR76xz/beV2\nxt/9Nqu3TDmr2J/DXHX5KzTr3oY1i1aRsTefKucXZz3XsXw5/0/enLqYyd8+h1avYcnc5eiMWr59\nfwmHMvNJbZdEUloCFcWVtOnWEttFfZHJFdgrq3BZrCRYsikIbUkLTx7rDrrQBgfhstrwuj3EdW2P\nMSYSj9ONo7KKioO5OKtraG20U1FSRU2FGbvFjtfrQwBuhwun3UVwuInopEj0Rh1Z3hCCkuKIbN0S\nuUp5Vtdor6zCXlHt90TZ7HgcTixFJTiqzUhyGYbICAxR4QQ3S0Bl0COTy3A7nFQfyqcqO49W2hpK\nC8opySujJL+MmkozDqsTu9WBTCbD6/USERtGi/bJ6IxajMEGFEo5phAjNoudoDATdosdhUqJUqlA\nZ9SSlBaPRq+hIKuQytJq8rOKsNscVBRXUVZQTkl+GQ6bE5fTjc/rQ6lSolQrkCvkOO0uDEF6ImJC\nad2tJXaLHbfLg8flwWq2kZ9VBIBMLlF0qBRTiJHw2FC0Og1yhQwhBC6nG3OlBbvVgdvlwe104/V4\nCYsJRW/Uotaq0Zt0hEWHIJPJcNicGEMMqLUq7GY7NZUWSgvKKc0vx25zEB4disfjxVJlwefzYbc6\n8bg9yOQy1GoVWqMGvVGHz+vDYXcil8sxhRiorjBTXlSBz+vDGGLAFGrCUmVBqVKS1Cqe4PAgQiKC\nkMlkhMeGEhETiinUSGKLOFTHfJ5GNBt3zsTP8V6fw5zK+3PMeB1+L9A9QoiNkiR9DbwIfE/94qcn\n8JwQYljt708Coqm8P/968XMsbo+PlTsLeOiDNWTkV3NZ53g+m3krYSFnHggphGBbeiGFJWZWrDuA\nSinnkp4pJMeHEmRUExF6Zk/dp0O12UGPke9wz+VteHBk4+wY+zcihKC8xslXqw7w2jfbyS2zEhms\n5ZreyUx/6yYkSWJXZhGDxs1m67IJxEYHMf7xBURHGpn8dN34HZ/PR5/LX2X95iw+mXkft9w04ISn\nWZfLzchrX+bn33bx3BMjee5x/xLXsGtf544be3HN8I5ndR2fL9zEkl93M/+4pa+flu/kwYnz2bL6\nDUymM3tvL/hmFd8uXsfXXz9/QlvXHg/w0hs30qvP2S+1PnTPLOZ8vAKAt2fcwa13DDrruY5FCMHY\nMW/S5+LWXDR6cJ22ypIqNq3cTv6BImJTotm9IYOtf+zEbnXgsDlp2z2N+NQY0jfvwxhsICktnpL8\nMkwhRuQKOXs2ZlCYXYzPJ4hOjKRZqwRMoQY0WjWmUCOGID1yhRytXoNaq0Kr14AkYa60UHSoBIfd\nSXVZDft2HKQkr5TWXVvSqlNz9nuCcWxeR2FOMRGxYcQ3j6VUF4shJpLINi3QBAed1U61mvwionK3\nsmjWT1SVVRMSGUxq2yT0Jj0RsaFExIYRHhNKULgJrU6DzuiPGdSbdE22M04IgcftRZJAoVT4d71V\nmKkqryFvfwGHMvMxBOtRaVSo1Ep0Bi2xydEIIZAkiIgLp6bcTEVJFU67E6/XhyRJqNRKjCEGtHqN\nX1ip/KLsfOzwE0Lg8/qorjBTXV6D3qQjIvb0vVtwzsXPt9fT4upjvT6HmScy+I38qUKIJ+sZJwM2\nA6nADCHEREmSRgIDhBCPSpJ0kPrFzzXAZUKIO2t/Hwt0F0I82PhXFxA/DbJ6TxGjX13OFd0TmTbl\nOkrKrZitTqLCDEx97Qdyy6z0bhXFTbdfglqlIDT4r+0Ucbo8THnlO1p1a8llF7fgt3VZbEsvJBYX\ndz447LQ+IKP/M4uoYC3/u6v3BbV99++KEALFyI9IiTay6e2r6fP4YiaO6cTYu/w3zxen/8qCH3ew\n/KsHKC4zM+auT9i3qf6HlGenfMdL037gjpv70bx5Ajdd14+Y6GBkMhmTnv2UNRv2M+HBYQwe0Ba5\nXIbH4yW85YMcWPMsYSFnF/fwyx97mTpjOcu/O+H7icuve4txYy/lhtF9z2jOVWvSefzpeaxd878T\n2m697Q269E5m3G0D6xl5ekx56RumTP4WoNG8PodZvzaTO2+dwbT/ewX1KbxTQgh+W7ia8JhQ2vdu\nc8q5vV4fwudDofxrgbllhRWkb95H5rYDlBaU02VAe1LaJFFdXkPu/gJK8srIO1DI3q37AYiMC0cI\ngc1iJzw6lPjUGEIig3G73FSWVKM36bBZ7H4hUVZDTaUZu8VBcutErrl7OAktYs/4BnyY0oJyygor\nKDhYhFqrpqKkCmOwHo/bgxAQI3OxdnUG+Xnl9Oydhic0lBbtUwiLDiEitumCtf+JCCEQQjAq5dZz\nKX6yp9ArKVLyi9+9opK9VAJQgp11FG8RQjS4y0GSJBOwCHgYmAUMFkKYa8VPVyFE+XH9z6n4CYTQ\nN0CfNtGkvz+G5Nu/YHbnF48cl8kkbh+cRtfm4Tz7+SaenLMBn09g1Cq5pk8yPfq15o7R3U57Z87c\nmcuYvWwvWrWCZVvyYP4WAEKNapxuL1aHh7e+24lRqyQ5ysg9dw1k8+4CdBolmVuzkMskSqrsbNxX\nisfrY8f0awPCp5GQJImcT27A7fERpFfx2WMDueyZpTTvkUbPjok8fe8lbNiex6LvN3Lv+EFoNAre\nnbmU1m2a0atrKnr90TifF5+8ktEjuzL78z/ZvTuLhFafYzJqGXNlN35fncFPXz5CSrOII/137M4j\nLjrorIUPQFS4kS278qgx2zEZ6+74GzroIn5dsfmMxU9CfDiH8srqbUtNjeHh+2bTb0BbmqWcXXoF\np8MNwOZdb57V+JPRo1dLmreIpmTVJhIuPXnaAEmSGHjN6b82crkMGiG+LjwmlIuv6MHFV/Q4oa1z\n/7q5a6rKaqgorsTj8WIKNVKaX05+ViFVZdWotSoSW8RjrbGiNWgxBOkwBhsxBOlISos/rQ0ZQgj/\nsk9+GWqtGofNQWF2CXuWbyA/r5z9mYXExoXSIi0Wh91FZHQwuRUWFAo5CoWMKpOOK0Z1JShIz6aN\n+zmUcZAP568gP6+c5NQoevdtRcfOKVRoTehNOowhRhCCytJqhBCktmt2SpH6T8DtdFNaWEF+ViHV\nZTU4D+WRl1tOeVkNFeUWKirMR/JgnWsSm6mJVvpjzpoRw1BiANhsK2NdfnHlycYKIWokSVqJvzxV\nM2C75L85xQObJUnqLoQoOWbIaeX4aywCnp9TsDe3Cq1ajkmnoqDcitPto1Oq/0nJ5/O7XKutLr5a\nlUWl2cmXfx4gMljLmGt7cNPIDmjU9a/f2x1uHnniC/7YVcShUguj+6Yw876+lNc4eGPhDu4d3obm\nsUFUW118ty6bMKOaxety+PiXDMKMalJjTIQY1HRODUeS4Nq+KbSICUKnCejZpmTein18vGwvKxf5\nH0Zmf72JFWv38/n7t5NxoJjuw6dhtjh58v5LeeW5G+qdQwjBzyt28dK0H3F7vCye9wDRUXXjs96d\nuZQd6QXMev3sk5qVlJmJ7vg0aamRpK97tU5bemYBw657i/073iM3r5yU5NMTKz6fD0P0WEoKvsRg\nqCuoNm3KpFuvB3lp6ljuf/jsAp8/en8ZTzzyKRX2+Wc1/lQsXried6b9wLMLnqYguxiAqPjwI3EV\nXq/vtB9czgaP28Ou9Xspzi3FFGoirVOq/7jLgyFYj+6419Tt8nAw/RApbRL/slfpVNgsdrL35uLI\nOMDaNRls2XSA6iobcfFhWK0OVGoFCYnhXH1tL6JiQujTtxWhYcYzPo/ZbGfD2kzWr8tk+9ZsSoqr\nqKywUFVlRaNREhpqBAn27MrFFKQjLMxIUrMIPF4fISEGUptHo9Yo2bEtG4NBg9frY296nj/OSKdC\no1ERExdKTJfWpLZNIiw6FJVaeeT1qyqroSSvFFOoEVOoEYVCjt3qQKXxL0keXp5Cks76vSCEwOvx\nNvg3s5nt7Ph2OfPn/kFOdgnRMSG0aBlLRKSJtNZxtGgZS3CwnvBIE6GhRqJjgpEkiRDNjefU8zO/\n2YCk6HryX222lfF4/oZfhRCXHjcmHHALIaolSdICPwNThBBLj+lzEOgshKg8buwpc/w1JgHx08gU\nV9qYtmgnv27PJ7/cSt820fQf1I47RnfF7vAQGqzFZndzw50fIwR89tglmHSn93QjhKDa6iLYcHo7\nh/5NCCHYeqCcshoHb83eyLMP9KbXWSZ3PBlOt5fk275g2bzxXJQWTW5hFZ1HTadw20soFHIKi6uZ\nvWAdb324kilPjWD8bUNOaXd9nrrr/vMuwy9ty7hrT0xGeLp4vT5C2jyJx+PDmjuzznmEEGji7sJd\nm+XcXfnlkeSFp6J9z0eZ88kTdOrU/IS2O+9+h+TkKO59/NQJHhuiodekMfD5fIwZ9RqFhZXs2ZXL\n4e+/Hr1aEp8QxrdfreXhx0bSdmQ/ohMjAXDYnCjVytO+EbpdHsxVFhw2J5Yqy5FgXmvGAT7+8Bfi\nE8KJjQuluKiKbVsOEhSsQ6VSUF1l48H/XkHwRa2QK+UU55bx7uOzUKkVyGQSw0d2I6l3Bzr0aYvm\nNHcPNoQQgoqSKgqzi8n+YwtLf9xEbk4Zaa3i6NK9Of0vaUvXbs1JaR593jzJHo+XstIayspqyDtU\njiRBYUElWzYfQKNR0bN3GlWVFlRqJW3bJeByeXE63TjsLvbuyePXX3awNz2PstIa1GolGq0SmUyG\ny+UhLi6UsrIaKius+Hw+9HoNHo8XpUqB3eZEkiSMJi1x8WGkpEaR1joeo1HL6j/TKcivQKVSkL47\nl+AQPaFhxiMPwk6HG59PUFhQgcPhJi4+jDbtEjCZtOTllWPQa7A7XGzecIARV3XnngeG0aZtwgk7\nghsiWH3DhS5+LgLm4N+qLgO+FEK8fFyfLPzLXhWSJMUAs4QQV9S2nTTHX2PytxU/Hz5wMT3TItGp\nFTSLMl5wSz0+n2DppkOs2lPEr9sK2HLg6FKBTCYxtHM8X064NOCpaSQmT17JjJ05ROlUtAox8Ht+\nBb+/OYq0+OBGP9e73+/ikY/WsmnR/XRqE0uf697nifuHMOqyi470+XjBOu547AuqD07HaDjzJJPx\n7R7lj4UPNkoizbC2E9m77hUiwus+pcsj7zhy8x88oA3vTruLtJanLoVy9Y2vccONlzL62hOzDb/9\nziKyDhYy+c36vV4XAjU1Np6e8Bn/uWMQaa3jWfHLDvbszuX/lmzh1tsHsm5tJj/9uJkJk65h4ddr\n2LBuH1HRwUx98xb27ytEo1FhbJdG5bY9/Lh4IxqtisjIIAryK5BkEvszC7BanISGG7GY7cTGhlJa\nWs2QYZ2498HLaduu/vIkG9Zl8sari6iosOB2e3E53Ux6fgzDR3YlL7ecxQvX8/NPW0jfnceoq7qj\nTUkkJCIIt9ONpcaGXCbzb7WXSVjNNqw1NoLCTLgcLox2C2WlNVRVWck+WEJ+Xjler49myZEMGtKB\nUVf3oHUZUOJbAAAgAElEQVSb+NMWwH8n3G4P5ho7Fot/e398QtgRIXs4lkYmk+F0uqkoN6PTa5DL\nZZQWV5OfX86+jAIO7C/CbnPSq28rIiKDED5BWus4qqqslJeZUdS+7hqtCrVKSVR0EAajloMHiklP\nz8NcYyc6OhiLxYFcLqPfJW3PeLMBXPji5+/E31b8JBg05FkcCODypAimTRzAjuwKKsxOMlbn0Xto\nc2JCdXRrEYFScX5z3Xi9PrKKzVRbXfy0KRe1Usb4oa0JCXhw/hIWu5vbJv4fa4v83tOlI7qRVJu5\n+/OMfJ5dt49lU6+gU+pfFxDHIoTgiY/XU21zMWv6Lbz1ySoyDpbx/hs31el37fjZdGwXz9NPXHNG\n8y/+aSvX3DoDd85bjSLqU3u/yFXD2vPGS2PrHFdE3YHPJ9BolDgcblqkRJG5fcYp53vkyU+YPXcF\nQwZ24Isvnq6T3HHBlytZ+N1qZn1+70lmuPDJziqmY+uHadc+iSXLnyVrfyFXDJ6M1erksss78/PS\nLQy7ogv/uWMQbreXvel5REQG0Sw5ksSkCJolRzaZbVn7i/j+uw2k78mjstyMUqUgJNSA1+vD6/Ei\nBBgMGoJD9BQXV6PVKImICiI83ERIqIGkZpFEx4QQnxAIOv67ERA/jcff1u2w48aL2VtpwahU8MDv\nu2l999cAXJUShU8IFs1YTY7ZjlIm0S82lEEJYdz3SG+0KnmTrunXh1wuO5Jzp2uLiFP0DtAQz76w\ngj8LKokzqFHJZCzNKSXZpOXFHi25IjkS9TF/15vS4pBLEuNf/pWNs8c0qmdQkiTuH9GWbg8vos3U\n7+k9tBOvzfqD1y0OjIajCenefP4qeo54i45t4+qUvzgZhUVVXDVuOmEh+kaz+bG7B/LUlB95ffJN\ndeaUyWT4fF6Wf/sYfYe/isXqOK35YqNDMZvtfLt4HVVVFiIijnrXIiODKS2tbhS7zyfNUqLIyJmJ\n3qDBYNDQqUsqf26YgkwmkZQcSU52aR2BM3xk13NmW0rzaB5+bOSpOwYIEKBBzpv4kSQpG6gGfPgD\npLpLkhQCfAkkAdnAGCFEg9+krWoz1C4c3gWfEMiOu1lUOFxsKzOTUWnhnW3ZPDUmE4B72iUy8bG+\nxIX9u1On/53YmFnKW9sO8p/W8WwvMxNn0PDTyK6kBjX8NxzTIob3dx3i/WlruOexM686fjKSIo1M\nuq4Tj360jlc9Xnp2SGDhTzu4ZfTRGJ3EuFDenzKGkbfO4ofPtQwf0oEt23NQKGS0b3ti7gyLxcGQ\na1/nxccv54l7Gie/DcDdN/fh9Zm/smN3Hh3aHT2vTOb/vPTq5g+6dXu89Y4/nmM/Zjabs05bWKiJ\n8vLzszOlsYmKrrtkmtL8aNLTpvTsBAgQoOk5n54fH/6kR8dGfD8JLBdCvCZJ0gRgYu2xU3K88AEI\n1agYGB/GwPgwbmwZS77Vye4KM3eu2MXMW+eTZNTSOyaYd567lDDTiSnkA1wYrNpdxNXP/x9v92vD\n6OYxpz1OJkm8dXFrxi7bzl2+3kdu9o3FQ6Muon1yGI/NXse9t/Xjh5+21RE/AFdc2pabrurCzffO\n4n8vXsO4hz4jOEjL7lUvEXPczfWZl7+ic7sEJj04pNE9Vddc3pFvv1tbR/z88s1/cbk9SJKEPe99\nTMn34fP5TrkNun/ftkd+tljsddrCw02Ulv39PT8BAgT4Z3M+g2Gkes4/Cn+kOLX/X9lYJwtSK2kT\namB08xgqxl/K0pFdGZUSxf4qG5E3zSNt7OcsXHOwsU4X4Aw4VGLh3ddWsTO7gvTcSn8NJKe/WOKz\nL6zgquf+jye7pHJt6pmXG+kUEYRSJiMzv2luyP3aRpNTYmFA9xTWbD3Emk1130MymYz3Xh1DxzZx\njHvoM8aM6ETfbikMv/5Nfv1jz5F+FZUW5n69kVcnjmiS4P1Lejdn3Za6tl3cqyWD+vkT+KnVSnRa\nFdXVtlPO1a1Lczp3TAFO9PyEhhopKqpk3fIDjWR5gAABAjQ+59PzI4BfJEnyAh8IIT4CooQQxQBC\niCJJkprEtyxJEr2iQ+gVHYLXJ1ieV8as3bmMfnU5wWoFM/q3Zcx93RrdUxCgLjsOlvP8W6tYkl2K\nRwj405/OIVStpMLpPtJv6/V9aHYWOyMO0ynCxMZ9pbRKaPydX3K5jH7totmwM5e3nhrO+P9+zt23\n9KNFcgQ9OycRHKTDaNCw4usHyM4tJyxEj1IhJ7XPiwy+Zhr9ezZn2cLHeWXad1w59CJio5umHlun\ndvFs3ZV/0m3koSF6Kqusp1Xw9Jt5/6V114exO1x1jmu1/iD+ocOfbvQMzQECBAjQWJxP8dNHCFEo\nSVIEsEySpAz8guhYGtyKNmXT0SfLvrEh9I0NPSsj5DKJyxIjuCwxgqxqGxPXZnDTsu088mc6858e\nzICLYuq9WVRZnIF8O2dBhdnBrpxKps5cx7riKh7pmMx7l7Tjl0NlTFyTQbxRw6XxYSw7VMaghHDu\nb5+E8TRzYDRE75gQfl6Swc0DWzTSVdSlX9sYVi3fyYy3x3KosIqduw7x0LO1JRrSp2Iy1mZIPWZ3\nTf7mybQfNIXf1+2n04DnKC23sGP5hCaxDyAmKgghBKVl5hOKrx4mJEhPRaX5tBIeJjeLYsDFbU/w\n/ByL0+lG3UCSzwABApyaP3/fw6pjPMQBGo/zJn6EEIW1/5dKkvQd0B0oliQpSghRLElSNFDS0Pgn\nu6Y2uk0pQTq+HNqJA9VWnlyTwaWTlvByz5bc90gvymocON0+lAoZ97y4nF/z/GVJekQFM/KyFtw3\nvA2lNQ6SIgxnvZus2uoiSO9PeNiUid6akk/fXoeuSwTT520l3qAhxaSlwOrk+4MlSIDL5yNco+KG\nljHMvKQdwbU3x1EpUYw6piTCE10a7+87KD6MJ1bv5YXCGlJj6r/x/xV6t4ni418ykCSJx+/w5755\n+t5LeGzKUv7z4By+nj3+SBxNWYUFm91FYlwoP869kydf+YEFi7ewb9UzRDUgShqL1KRwsnJKGxQ/\noSF6yisspz2fVqPCbj9R/OQenEeHLvdiMdsD4idAgL/Axf3bcHH/o7Xlpr707Xm05p/FeRE/taXu\nZUIIiyRJemAI8AL+Uve3AlOBW4DF58O+1CA9Xw/rTFa1jS5frua56/f5l2UAtVzG451T+GBgO+ak\n55NRaWXS3I1MmrvxyPj090fTMu7MlljmvbOeW5fvAPx5i5bmlBKrVxOiVrL+w9Fo1RdWVoLiShse\nnyDUoGZ/YQ05JWb+9+lmfs0th1/hhR4tKLI6KbW7idGrmTekA82MWsI0SjTnOJFacm3un5ETfmT3\n3Bsbff6uzSOosDjJPFhGy2R/TqHE2GDmvTGGPte9z4efrOTO/wxAJpMxeMx0tu8tZMvPj9OxbTxv\nPncV1TV2UpudfS4iT21uF6Xy5K9rSlIYB7JL6dnAg0N0pInsQyXU1NhY9MMGHp34CeWH5tTbF0Cn\nU9Xr+YmPj8Bo1GI2OwgLb1pBFyBAgKbjD/0B3t+de77NaBLO1x01ClgkSZKoteFzIcQySZI2AV9J\nknQbkAOMOU/2AX5P0PdXdCFYpcQjfCQatXh8gqja1PKPdkoGYGqfNHaXmwnTqpiTnk/ru78mVK3k\n3QcvZmjn+AaXxyrMDt5+cw0zdx5CLpN4tVcaX+0vZFtZDY91SsYjBOuLqjBc+wk9o4N5uGMzRt/X\nrc4cDXmInG4vVRYnK3YUkL7yECV2F61C9CT0jadZlIE2CSFo1Qo27y9l8jtrqHC6UcgkhPCLhcwq\nK7kWB5FaFeUONzIJXF5BkFqB2eWhyunBJwQCQaRWTYhGyc1pccwd3AGzy3PkNboQkCSJr4d14n/b\ns5tkfplMYni3RJZ+vYaWTxzNv6JWKXh70hX0u/FDcvKruGZUV/YfKqdN80gmv7GEbz+5i+hIE0vm\n3X3W5/Z6fVx9x2xycsvZ/uvEk/ZNig8l+2BBg+1RkUHc/dCH/O+9H7mkf3sqKq0nnU+rUdfr+QEw\nGnQn7AQLECDA34t72ifxap9WJxxfmVfOVUu3nAeLGo/zIn6EEAeBjvUcrwAuqIyRF59GLFGwWkmf\n2n6v9GrJtc2j+f5gCY9OX8VNdhdhGiVdI4Mos7voER1My55x/Ph/mawvqubyZhFM6pbK4MRwEgxa\n7r6obup7nxCsL67ip+xSbl++kz/zK9Ao5FQ7PazIK6PE7qJvTAi9YkKocLipcroptjlZVViJxe0l\n2aSlfZiRYLWSXw6V4ZtfxoFqG3kWBzJAq5DzVLdUWgTpsbg9qOUy9lfb6B4VTJJRQ4ndhUcIUkw6\nwjRKzC4vOqWMZkYdXiEod7iI0ddNE6C7AFPkp5h05Jib7mY8vFsik+Zs4L5HhtfxwPTt2oxln9zG\nkP98zNQPf+fy/ml8/uZ1hHR5kTsenseHb950WhW2G0KZ9Mhp901ODGPT9oaf4qIj/cHWTqcH/WmI\nV41G2WDMj06nxm5z1dsWIECAAOebC2st5R+AJEl0iQyiS2QQz3VvTo7ZToHVyb4q/1N0RqWVH37K\nZEyLGGYPao/pFMG8smN2po1pEcPnGQXY3F6idCreurgNcQY1PxwsYWNxtV/ohBvRKoKZ1K05bUMN\nDcYNeX0Ch9eHSi6hPO7mO+jE/Hv1Ikc6QfhcqMQbNBTbXDhcHjR/MYC6PkZ0T+SNb7cz97utjB3V\nkYysUsJD9MRGmbi0T3Psu16k5eBpXDe8PUFGDf97ZgQPTv6Bj7/ZRNnOVwgNafqEm6lJ4Xz1/dYG\n2w+/VVqmRqFW+AD/klpD9Z4S48PJPpBXb5tOpz5pMHSAAAECnE8C4qcJkUkSySYdySYdfWJC/vJ8\n7cKMvNo77YTjD3dMPuO55DIJvezC89A0FSq5jIvCjKxJL2Zgh1MX7zxTJEnipXHduGTiQsZPWnjk\n+OdvXscNV3RArVKQ8/vR3Vz339yLQ4VVvPHRnyxcvJE7bh1wynNk55ZjNGgIO0uhlJIYxoGcsgbb\ne3ROQaGQY7E6sNn9XpvCokoS4uuPR2rXJpHlK3fU26bXawKenwABAlywnN+KnwECnEN6RAXx5/eZ\nTTZ/v3Yx5HxyA8lRRr568lLeu7cvNz36JUt+23ukz4KPlvPAo59htjh57YlhzHltNHc+vYgFX61h\n4aL1LPhqTYPzp/R6kZvv/fTI7xbrmXlWEuNCKCmzNOiR6dOjBRt/eYZqs53qGv8SYeb+hmOE2rZO\nYHd6w54f62nWCgsQIECAc03A8xPgX0NykI6dZeYmPUd8uIH9H11/5HetWs6Iu+Zi0il5796+3D9z\nNVVWFx7vV8x852Yu75+GWqXg1gnf4HL7a2u1aJVAl/b1rz1WHRO3ZEp74oxsUyjkNG8WTsb+Ijq1\nT6q3T5BJy76sEqIjgggJ1rFzeybfLV5NWbmZL+bWPV9CfBgVlRZsNgc6Xd3lzy6dW7BmRSbXjOl9\nRjYGCBAgwLngH+f5ybc4GPb5di77bBsf7c7l+6xi3D7f+TYrwAVAM6OWgzXndgfSNb2Teezq9tTY\n3Ix94zdCDGq2T7+GD35KZ/6HvxAWosO+60Xsu15kxvP+nWKPPX9iLo+S40TbzvQTPTL/e/+XE/od\nT+sWUezdX9Rge3CQDrvdxbKVuxkyoC0zZq9g+ke/smDRhhP6ymQymiVGkJVVRJ++D/H5/BVH2vr2\nbsvuPTkntSVAgAABzhd/W/Hj9QncPh9riyr5IrOA277MZPQXu+nyxWpSVUY668J4fPVeblm+g8iP\nfuXmBXsRQlAUCML815Js0pFtPnXtqsZEr1Ey9T89cH13OwAD2sfQLsm/M3DsG79x1wNzcbu9SJLE\nPTf2ZNv3D7Arsxivt65gf2P6z9w4ogO79hXjcnl454NfTzjXwy/9yOeLNp3UnqgIEyWlDVddP5yN\nGuDWG/qy/+DRPKNCnJhwvWXzGHbtzmbN+gxW/n40/kenU2O3B2J+AgQ4FovFwQ2j3uTL2WvPtylN\ngiRJakmS1kuStFWSpJ2SJD1Xe/w1SZLSJUnaJknSt5Ik1ZsATJKkoZIk7ZUkKbO2uHmT8bdd9kqY\n/Rt24SVeqSfPbaW7LoLu+giuDm5GK40/weA1wc1wCh/rrCW8UrSN5h+XUOF1kqQyMNgYx9j+wbQP\nM/4tMykHOHMSjBqKrE5cbi+qUyQEbGzkchn7Zl1HuMkvLoo/u5mx01Yw6+e9DP1tL1cN8VdKb98q\nhsgwPVt25tKto39pymZ3MWfhFtZ8dTcZB8vYsC2HA4fK6dEhgfXHbV0/1Xs5NFhHRVllg+0ymYz8\nndMQCDyeowLMoFdTU2MjKKhusPXggR345We/VyjnUMmRvFM6nRpbbQ4gIQQ7tmfT4SwC8wME+Kfg\n8/m47fp3EQKenPQxfYa0JP6Ykjf/BIQQTkmSLhFC2CRJkgOrJUn6CVgGPCmE8EmSNAWYWPvvCJIk\nyYDpwCCgANgoSdJiIcRemoC/refnrfiefJM8iE+S+rEo5VJeju1SR/gAyCUZOpmCgcZYvksZzMux\nXfgyeSCjghI56DIzeNFG+szbxHOL8tlZZg4sj/3DUcpkROvVHCxu2rifhkiJNmHS+cuXhAdp+OHZ\nobx0c1cWfbu+jlelX/dk5i5Yg9vtxWJ1YmjxOMEmDamJYbROieBATjn7c8pp38pf5b5g9US0Gn8Z\niVPJ+NBgHZXVJ1/6i4kOJjY6hLjaHYq5O94gJiqYwqKqE/omJURwMMfvHfpl+RY2bvQHlOt0miOB\n1Vn7i+jf4ylcLs8prAsQ4J+J1+vj3Sn/R02NjZ9+nMyjD1/N/bd/iO8feM8RQhx2r6vxO1iEEGK5\nEOLwxa4D4usZ2h3YJ4TIEUK4gQXAqKay82/r+WmpOVr9OkiuOmV/g1xJmtwvjK4MbsaVwKM+D2ss\nxXxXfYgvvs+iwuNksCmOMd38hVIjtKee93QRQmDz+JBL/m3mVrcXhUxCXvukLuHfji1x6qf30zlX\njcvDltIasmpsrNxh5YDLjFHmz1Stkyl48OJYBsaHIf+XVa4fFB/OJ7M2MeWF859LU6mQcWWvZrS7\n9xuGfLicsXcNBqB3pyRueeJrVqw9wL6ccm65qjOvPnYZAJHhBvKLqiipsNI6NRKA6AgjzZPC2JlR\ndMr3TkiQjsqqk2duPoxcLsOR/wEqlYJWLaLZsH4HrdLqpgnQ69Vs2Ly/zhg4vOzlFz8HamOMMvbm\nc1EDgdZ/R5xONwqF/Mg1+3y+v5SwMsA/EyEE9/3nQzIz85n36ePI5XImTriOJUs38O2cDYz+T8/z\nbWKjUuvB2QykAjOEEBuP63IbfmFzPHHAsa7sPPyCqEloUvEjSdJs4AqgWAjRvvZYCPAlkARkA2OE\nENW1bRPxvzAe4CEhxLKmtE8rUzDIFMcgk/8LPdNRze+WQqavKeBux27ilDo6aMPo1VaDxyfYmeFh\nSGc9SzebMXvdXNstBI9PEKxWolXIMLu8OL0+kk1azG4PX66potrrZqe9gjy3FTkSh6WvRibHK3wI\njpau9wmBRiYnVqlDwu+5MsmUhCjUaCQ5V3cPIkStRC2X4RGCfIsDu8eHy+cjO0NGltNMrstCjsuC\nQ3hJURlJUhlIVZsYYIzBJXwokNjlqOSZ37J41JfBR8Pa0iP69OqQ+YRoFHF2Prk6NYrxK3YyweIk\npIGyI+eS1gkhfPrIACbN2UDHSy6iXctoxo7qyIAeyQy59WMWzRjL8EuOppePDDOweUcOkaF67ryu\nG2m1tcRaNvOLn1MRGqKjour0455UtQkhrx3Zle9/2sa4ccPqtOuP29J++K1xbJLDw+In60DR31r8\nuN0eDuwvYs0v+5AkiQlPfcxlQzrz8YL7Wf1HOlde/go/L32ZHoNSzrepFxRutwelsuluNRe66Hzt\nucUcOFDI6j/eRKPxP1DL5XJmTn+A7r0f4selGxg3vj/9LmmLQiG/oL5fZ+7IOVltr3qT19V6eDrV\nxvV8J0lSGyHEHgBJkiYBbiHE/CYx+Axoas/PJ8C7wNxjjj0JLBdCvFYb0DQReFKSpDb4a3m1xu8S\nWy5JUgtRX5RlE9FSE3TEo2T3eUh3VLHbXsma3XbkkgylJOOjdcWkaYIJlquZu74UhSSj2uvCh0Ar\nUyBDosRjRytT0EYTTAu1ieFBCbRUBx1ZYxT4EyAei08InMJLjddNiceOwJ9BucrrotzjwCa8vLUq\nH7fw4RY+5JJEuEKDRpIf8eakqo30M0TTXG0iWK464RyH6aqP4JbQFvxpKeK6Jdu5MSSV50fFojqm\nGn2lw832shrSQvQcMjt4bnk2622lAAw2xlHqsROl0PLx6LQLspxFQ3SKCKLI5uKlqX8wbfLg820O\nADcPbIFMJjF47Cy2LnmY6AgjCTHBpP/86Al9o8IMrN2aS1yUCZ1WxbD+/qSXUeFG4PRifk617FUf\nkeEmauqp1aWvzfBtMumoqbHhdLoB0GhUOJ1ufD4f5jJ/4LPF/PfO+/PtnA3cfd+7APTo3oqVy6dy\n7wMzSIm5C3NtIP1N415j0643CA4xnE9Tzyk+nw+v18e2LQcx19jJyyunqsjOwYPFLF+xleLiKtJa\nxhEdHUr7i5JpcVEUV4/udURYny0b1+/jpae/5s9Vuxk2tCuPTBxBx87JDWYkP1PMZjterw+NRola\nrTxjUWK3u7j5mrfJOljE+tVvHxE+h+nYMZW3p93FfQ/OYPH3RwOgH334ap6dOrpRruGv8vgjfZgR\nZTzh+PJt+Vz2zNKGgwcBIUSNJEm/AUOBPZIk3QpcDgxsYEg+cGx9p/jaY01Ck4ofIcQqSZKOf9Qb\nBfSv/XkOsBK/IBoJLBBCeIBsSZL24Xd5rW9KGxtCK1PQWRdOZ93ZV9tuiPo+QjJJQisp0MoURCm1\n9Y67PqTxniglSaKfMYZmaiPTS/dw8Wf5TOibxOCEcDaXVPPw8kzyXFa8tX6p7roIXojpTJXXxW57\nJREKLXud1fSYt577I9pw1xVnVsX+fKFXypk96CK+O1B8vk2pw00DmrNlfylX3Tabz2bcTGpi/YGQ\nXdrFkldUjaNWZBzGqPd7sbyniCEIC9FTVmE5Y/sMenW9SRUNteInqFb8HLZLkiS0WhV2u4uqKv/5\nrJa/t/j54suVvPHaeEZe0ZMWLfze4jV/vklZWQ3h4SasVgfPPj+Ppx6ezyvv3ERwcNOXLDlfHMop\nZfniXWzcnMnPyzZTU2MjJSUatUpJamoskRFBtG2bxITHRxMdHUp6+iGKiivZtDmTubNW8uLTXzLn\n4//S7ZKzC4LftTOHG6+ZxtRXbufT2f/loUffZ3C/Z1GrlVw+rButWyWg02m47Mr2NG8Zc9rzejxe\n9mUWsPSbbbz0yhdHYvGSk6O5dGAn/vvMCKJPI1u/z+fj6UfmU1Vl4acfJhMeHlRvv3vvGcG994yg\nsLCc/01fTE2NjTffXkh2TjH3PjqUrt2bn7btFwKSJIXj9+xUS5KkBQYDUyRJGgo8DvQTQjS05Xoj\n0LxWMxQC1wM3NJWt5yPmJ1IIUQwghCiSJCmy9ngccOz+v/zaYwGakESVgamx3fiwPIM7ft15ZAnu\n/og2XGFKwFkbo6aTyZFLfs/QiCC/OLf7PDxbuIUXCrcwztMfrUJORqWFj3+rZOrVp1kg7DzQPszI\nM+syj+xMulCYPLYbre/5ii/n/M5Tz1xdb592LaNZ+fl4qo/zomg1/o+yw+Gub9gRIkINlJSfjfjR\n1Ct+DhdADTLpyIUjnh8ArVaNzeqksspCfHw4paU1zH3vD8bd2++Mz3++eHfKTwSZ9Awc0ZZt27P4\nvyUv13mC12rVJCREHPn5zTfuJDx6DPMX/MbCHycycHD782X6aVOQX8Gvv2zHXOr6f/bOOzyKav/D\n79lesumQhBp674JK7wIiioq9ICrYURT7VfGq6LXrtYuCiF0R5adeBUQUGyAdBZESeklPtu+c3x+z\nm7otjQTY93n2yWb2nJmzye7MZ76V4mIn2dmFHDmaj8fjxWjUYzIaaNYsFbvdxaHDuXy3ZC1er48z\nx/ZjwOmdefD+S8nISCY+PrTYO+20TgCcc3Z/FEXh80U/M3rsfdw1cxJ3PXxOlb6HPp/C7TfM5bF/\nT+aqyaMBWPTZQ0gpWfHjRt7/YDl79hyloNDOs88vpFfPNtx2z1mcPqBD2OMcPJDLGUMeYvfuw9hs\nFh5+6HLuvEO1wGzfvp933l3KkFPvY9bsixk9pifJKZUtIps3ZfHp/N9474PvSU9LZsX3T2KzWSK+\np4yMFGY/OgWA7t1aMfPuOXy2cCVXThnO7KevwGIxVip/0UDJAOb54340wIdSyq/8xgwD8J3/f/Cr\nlPIGIUQG8IaUcryU0ieEuAk1M0wDzJFS/llXC20IAc/HzK0VIzhCCKalduSipNb8YT/KoLh0dH6h\nYyC0Cdms0fFk035cn7WSxbsO8/1aO+/n7gDg67f3kONzsfeaYcfkPVSFtv478n8OFNC2SfA7svrA\nYtLx6BV9Wfx7Vthxg/tWvlvWadX/k8cb/gSZmGDG7nBXOQ7DajFgD9Kry+IXP9OmjOLmO+bgdpcV\nPwacTg+5uUW0aN6Y5d9uYtXqz44b8bNm1Xb+9eA7JCfbyMs/h4svHFrJdVERk8nAW2/M4OZbX+a2\nG+fw+DNXkJaeSFGRk9MHdKjT2JdoURSFPVnZ/PrzXyz5v40sWbqWM0b3oWmTVKxWE506NmdoWncM\nBh1Opxu73cX2f/bTqFECPXu05pFZV5KZmYZWWz33kkaj4dyJAzl68CN6nnIDy3/YwIOzL+T0AR0j\nzi0sdHDv9AWYzQamXHVGudeEEAwZ3J0hg0sFZ05OIR9/soKbrn2d9LQkbpwxlnFn9QkqgmbeNA+t\nVsu2LXNo0yajXBxR584tefyxKYwe1ZsHZ81n9qxPePH1qXTs1JR9e7P54fvNfPbBrxw4mMPVV53B\nR37w4SUAACAASURBVO/fx6CBXav195k29UyuuXoMc976HzNmvs68t5Zx840T+GHFxmrt71gipdwI\n9A6yvV2I8QdQ44IDv38DVG5gWQfUxzfxkBAiTUp5SAiRDgSqqO0DypoLwvr75maX9mjqaU6hp+XE\nqpdQHyRoDQyzNanyvDbGeKYu2wSAVaPjtsZdeeTgOgB+P5RHv7SG5xJrm2Bl56HCBiV+AE5p24h/\nzV9dZatUYKjPGd61JIQgwWYmL99Bo9TKd66hsFgMJXV7ymL2Z0QOG9yVcyecWi6d3WjU4/KLn1at\n0ljxo/oZyc+3k5AQ+W64vpn/+gqeeXIqjz7+AQ88NJ9Vv7wQ1bwLJg3mgkmDeXT2+1x83lMl2zt2\nbM7Uq8dy6bSBGI36ulo2BQV2Du7PxW538cuy7eTkFKLTadn29z62/JnFjh0HSEmJ59R+HRgz+hRe\nf2U6iYnHPkYpOdnGzr/n8uJ/v+CqS16ge7dWXHPjSPoP6kRcXPl2KcXFThYtWMMjs99nzOg+fLHw\noaiCnJOTbUybeiZTrjqDBe8tY/ZDn/L+3J949JlLMZv1bNu6nxX/+4svFv/K1q17KcpbWKlVS1mG\nD+vJ8GE9eWf+EqZc+iJHj+ZjNhsZPKgrDz1wGWPOOAWzueaJFFqtlqnXjqNt2ybMfec71q3fQY/u\nrdiwcWeN9x1D5ViIH0H5MJcvgMnAE8CVwKIy2xcIIZ5FdXe1BSrX1PczOaV9Xaw1RjXoa0nlq4I9\nNNdbea3FQEwaLRl6CxsdOZyxaBUvNDudy8c1rADQRKOO3KKGV+27Q7MEfIrk713ZtG8VfbxZQCh5\nozCNJydayMkrrpr4MRspDmL5CVyALGYDBoOunPgxGPR4vF7y8oto0bwb+/dnA7An6wgJ3Rp+1tfR\n7ALatMng/nsuZvmKDfTpE/TmNST33XMxM28/nyNH8snOLuDwkTyef3ER/33lS664bASjzu5G06bJ\nNQ6OLix0oNNpWTh/FR9/+iOrVm/DbDaQkhLPGaP6kJ6ehMfjZfy4fjx4/6W0aZMR9gJ/LNFqtdw6\nfSJTrx3LvHeW8OJTXzF18st065pJ1y6ZSCn5a+se1vyxnWFDu/P5Jw/Qt2/VDQN6vY7JV47mkouH\ncd+/5tKjwy2AP/ZxUFf69mnP4s9nRf13ueLykVx26XBcLk+tiJ1QBMRWgPkLloUZHaMq1HWq+3vA\nUCBFCJEFPAg8DnwshJgC7EbN8EJKuUUI8RGwBfAANxzLTK8Y1WeILYOlcenlstg6mRJpb0zg/dwd\n/OfQei5nQP0usgJJRj25RQ2v/YIQgkFd0vllbVaVxE8Any/yVyY5MfpaPwEsZgP2EO0qXnhyCi2a\np2LQ6/B4SsWPXqfll5/+YuvWvcRfqlp6tFoNe3YfpevxIH6O5pOSHM+Es07n1ukTq7UPg0FP06ap\nNG2q/i9HjujNTz9t4omnPuahh98F4M47JjH11pGkNoqvUtq21+vj1ae/4/4H5qHTadWMp+kTGT6s\nZ0kW3vGCxWLi+uvGc/114zlyJI/1G3aweXMWWq2GCWedRv/TO1eqLl4dDAY9Tz5xLY/+ezIOh7tG\n+9RoNHUqfGLULXWd7XVJiJeCVpiTUs4GZtfdimLUFUKISllsWiH4pNUIJu1cygXvb+GjizvXy9pA\nDSyz9+mE6a9daIsdJBj15DVAyw9ArzYprP35L648t5LrPCLRWH6SEizk5FZN/ATSkoPFCt183ThA\nvbsub/nRseOfQ4wc0Yvrp41n8KBuLHhvGXv3ZFfp2PVFdk4hKSlBWxDViIEDuzJwYFfy8oqw2138\n68F59Ot+B0lJcfzzzwG6dGnJpPMGcdqwtpzWP7iVQ0rJNZe8TEGBnbfemEFSUhznnN2/1tdaHzRq\nlMjIEb0ZOaLqn/9oMRj0GAx153qM0fBpuJWhYpwQaIXg6aan8l3hPlrP+QGn11cv65BmI+6WGbib\nqcmFiUYdB9YdjjCrfhjarQkvfLGJhXO/j3pOScxPVOLHTG5+1Ru8WswGioNkfAUwGCpYfvQ6igqd\nZKQnk5xsY9DArrRs2Zgje6uebVYfZGerKex1RWJiHE2apDDnjRn8sPRJRg7vxXffPMbrL0+nsNDB\nFRc+x9JFmyvNczrdXHjWU2RlHeab/3uEqyaPPmGET4wYx4qY+IlR57Qy2rg7rTu5PjdPLT5yzI/v\ns5jwxaluF59NNXMnGfXkucKnhdcXp7RrxKAu6Ty/qOrZHdFYfhKr4fYCsMWZKAxS6DBA5ZgfHYWF\n9nIZUi1bpLE7q2GKzgD5+Xa+X7IBjUZD0jEqVti1ayavvnwLI0f0pn//zjz1n2uZP3cmN01/mXVr\nS4Nc7XYXF571FHFxZn5d+VyDyB6LEeN4JCZ+YhwTRsc346Xm/Xk7exvZzmMXa6MY9RSM6Y+jc2uQ\nEk+LdBwdWtIhKQ5vAw4pe2fGMP7cm0e0YW+BgOfoLD8WcrMrNymNREK8mYLC0OLn8JF8brvjtZLf\nA5Yfk6nUvdCieSOyGrj4mXzBC0w8czazH5lc7XTu2mD0qD78+6ErGDtsFsNOvZ/zxj5B1zY3k9ky\njY8/uC8mfI4Tfv31T+KTJ3L55Y/Rues19Og1jaIwNxExjg2xb0+MY0YnUyIDrI15ePE+nj+/epVd\nq4q3kVqN1Zfkz2ySEmeXNnQ3G3k5yp5m9UGLxnEkxRlZu2U/vbtErvV5xTm9mPvpmoh1fkB1e+07\nmF/lNcXbTBQUhHaXbdys1icKBO0aDDpyCwvLpXX36tWW116+pcrHPlY8cPsHfL98PRv+eIWuXTPr\nezlcPWUMk84fxF9/7SU3r5AunVvSrFmj+l5WjChxOFz0HzyDs8/sy+Jv1uD1+igqcvL2m19y860X\n1PfyTmpi4ifGMWVCYkvu2b+ap5WW6Gq5GaHUaBBl2jtIwJXpr1tU4VjuFhkYdx2o1ePXNiN6NOXb\nhb/Tu4uaafTGC19z2hm96NYhvWSMrfsDfPLSZZwxqD0P3TKCDxZviLhfm9VEUXHVrS9x1vBur0OH\nVWtSYaGDhAQrer0OR2H5VGCr1US3bq3IV8K2BaoXpJS89sZXAHTrdmzEeTTEx1vp1++Y1H2LUcv8\n+NMm+p/agYXv31mSLPDJ57/w9vzvjwvx8/yijbzwZeW4sxOBmNsrxjGljTEek9CwvRoBt6HwxVko\n7tWRvHOGIsu4KbzpKSWWn6DzkuoumLU2uHBwa1775k9+/mM3/2RlM+2/P/LGa0vLjSl2evl9w14A\nenTM4Nf1e3CESEkPEKpacyTUmJ/QRRTvm3keAPn5ajyRXq+loELMT0MmyXRJufYcMWLUlDffWMy4\n0b0AStyUwwd35adf/6K4uOH3urv1tnEo2x6r9Pj27Sn1vbQaExM/MY45rQw2Nlejv1QwfDYrBaNP\nw92qiRrTk1FaG8eTEsatpdNi79UBXwP+CgzsnM41ozty2S0LeOW932iSbOG3rZUtNoFMr7YtUzh4\npJAHn/gi7H6tFgNF9qqn+dusJgrDxPxMv+FMOndsVuIa0+t1FBTYMZcRP+4iB9nb9uIrbng1lgJ8\nv+SJ+l5CjBOAjRt3svLXrdx20/hy25OTbfTt3YYlS9fW08piQEz8xKgHWhltLF9X/YA/n8VEcY/2\nFAztQ8HIfhAIChYCV/M0FP8dlrdRUqkyCIbHS6EmvsE2lxNCMPO8Huw6XMTHX6xlwczhbNqdg6NC\n89JAsLNWq2HW9JER22LE20wUFFb9rtNqNVIU4W41Id5SavnRqdleZd1eB9dup2DPERy7qx5zdKxI\nTGhY1chjHJ889+zHXH/N6KCFEEcO7c6yJavqYVUxAsTET4xjTjO9lX3uqqdaB7D3aIe7VVN8yQmq\nuClzsfdmpJI/fhCKQYcvUvVWvY58TRIO0XD7TOl1Gmae151vHxnH4K4ZdGmRxJpNIVveYTHp8XjC\n11JKTrSQm1918WmLC2/5AYiPt5BfUOr2Usv/q5YfxevDV6YOUEOirLsrMbHmlYRjnDhs3bqHpcvW\n8ttvf0U1ft6cxQj9GN6av4zrrz4j6JiRw7rx3bLI8Xkx6o5YwHOMY04zg5Ws3Oq5vSTgbZQMmjDW\nDZ+Cs0NmqUUoAk5hwiJrLwaptnl88qklz9s0SSDrQPk09bK1tfV6LZ4IhSSTEy1kV7HCM6jiJy8n\nfKByUqKVXP//NhDjELjzdRc5EBoN0qeguOqn2GUoCvLtpKTEk51dQHJy9D3PYpyYSCm59pqnmPNO\naYydyWTg95+fDxkML6Xk9tte4q13l3HW2FO445YJpKQE/yz17tkah9PNih83Mmhg1xJrbWGhnc2b\ndzPt+ufYsGk3qSnxnH1mX556+vqoylicLAghoin/7fF3mQ9KXff2moParv6QlLK7f9uDwLWUdnO/\n19/GHiHEPcAUwAtMl1J+W5fri1E/tDbYOOh1cMjuIs1Std44SjSNB7Ua3E0bE5U/Swjcwkih3c2E\n275k2avnVqmb+rEmwaIn3++yClh4fIdL20UY9FrcESw/KUlWcvJKxd7+g7lkpCVGfN+pKXHs2nM0\n7JikxLgy4kcNPg9YftzFzhJBqrgblvjZuH43er0W6fmmvpcSox5Z8eNGXn/tCxZ8+CMAd956Nuef\nczod2jXhy69XM/H8WTzyr4tIiLcwdsJgfD4fBw7k8M7bX/H4s5/TrXMLdm58OWJxTI1Gw7OzJzN2\n/P3Y7S6+/HwWNpuZoSPuBFRX9gN3T6JRajw//LSZpEbn1/l7P874AVgFlboqlaUVkBnqxbq2/LwN\nvAi8U2H7M1LKZ8puEEJ0Qm1y2gloBiwRQrSLNTc98TBotIyNb8b0Rf/wQRX7fSk2CygRPhJCIKvQ\ntVoRGrbtz2fF/hyyC1ykJjTcppCJViN5Bar4yfO7oOyu8s1EI9X6sZgNeH0+nE4PJpOeZt3u4NO5\nNzLxzPA3U41SbGTnhLfYJSfFkXtUFWMBy0+geaSn2In0/+9kBIF2rDl3fKyl4MnOkq9/ZtSEh9Fo\nNNx83VjOGd+P4UO6lbx+6YWD+W3131x81XNoNBouOPcHfvl9G7uzjpCUFMdH82ZwxsieUd88nXNW\nP1o0S+Wvbfs465wHARg9ogd33no2jRsl0K2L2vz3pmljkVKSl1dMcovJtf6+j1NWSSmHhxsghFgW\n7vW6bmz6kxAiWPvmYJ+Os4EPpJReYJcQ4m+gH/BbXa4xRv0w0taUJw9V3eftTYwHbe1aZhS09GiV\nwt+XD2nQwgcgwWogf/chdu/LpdWwJwE13T2AXqfBG0FYCCFITrSSk1dEk3S1FIAjiqrbqclxHI2Q\npZeUaGXf/hx1LQHxE6+KH1+ZuBoZRff5Y0m/vh2Ydu24+l5GjGqgKAr//HOAdu0iFwMNx0OPfcRF\n5w/g/bdvCznmuSeu4oG7JrEr6zCzn17I7TefxYRxfWnZonqFJ9f9/BR2u4uVv/7F3Q8u4ON3bic+\nvnIMohDimLVaOR6IJHyiGVNfMT83CSEuB1YDt0sp84GmwC9lxuzzb4txApKmN3PIW7WgWwk427eA\nWm45oKBBp9WQajaoMUXo0NMwA3MTrAZ2HSpk++5SV9fmrBz+3nWUdpmpUcX8gBr3k5NbTHrjBACs\nUbgfU5LjyI4Qq5WcFMeGTbuB0k7wcXGqoCwX7KxIpJQNxsXodLrp3attrezL6/WRm1tIo0aJOJ3u\n46bO0fHKm68uYtr01/j95+fp27fqxSCzsg6zeNEKVv76F86j74cdq9FoSE2NJzU1nk8XzKzukksw\nGvUYjXrGjz2F8WNPqfH+6hshhBFYARhQ9cUnUspZQogk4EOgJbALuMB/3a84/zbgakABNgJXSSlD\n3pmFiP3JB3b7DSkhqQ/x8zLwsJRSCiEeAZ4GrqnqTuZmbyt53tOcQk9LSu2tMEadE6/R45IKDq8P\nsy46MSNNhvCBztVEIlRh1TKDYm0T3BoT8b5cXMKES2MmzpdPipIdcT/VxY0eLT60RNGaIs5Ivt3N\nxp+2lGz7fsMB+p7zInnrZqHXaaJqcRHvL1iYnaMGPnujEExJiRZy88IHhqemxPPpF7/xYkFxifgJ\nBDyXEz9Ctf4IXcMQP0XFTmw2c433I6Xkyitn895HP/HJu3dw/mVPceF5/Rk5tDvXXHdOLaw0Rm5u\nIQcP5vLoo/MpKnKy9IeNnH/Oadx3/xz69GzDH+t3MGx4bwb270L//p3RhKkkv379DnqecgMAkyae\nXq4VS0Ng+Y+bWP7j8VNhWUrpEkIMk1LahRBaYKUQ4mvgPGCJlPI/Qoi7gHuAu8vOFUI0AW4GOkop\n3UKID4GLqBw2U5aXgd7ABlSPUldgM5AghLg+XNzwMRc/Usqybb3fAL70P98HNC/zWjP/tqBMTmlf\n+4uLccwQQtBcb2VzThGn+K0PkfAlxCF8SrkqzrXFHl0mshclbTAKtEkgFZCSIm0CRdoEtNKDUbpI\n9R0OG2VXFSRwQN8cjfRilC5SfEfCiqAWjeLYti+feIuBp68+jYuGtKHpFQtIjVetK2rMT2QhY4sz\nUljk5OBh9earYu2gYCTGW8jND58lNvD0jvTslslLL3xKfIJaQTsQ8CzLijIh1N91DaPaRlGRg7i4\nmoufr79ZxXsf/QTAddNf5/47zyMpMY67HniXQcP60KFD8wh7iBEKp9PNDdc/y9vvfk9yUhxNMpLZ\ntCWLM0b25J3Xb+aam15h9dp/mHhWPzb/uYexs9+nqMhJ184tKLY78fkUTuvbnjlzZhIXZ+bnn7cw\nYMgMkpPiuOKSITwze3J9v8VKDB3UlaGDupb8Pmv2x/W4muiQsiR11oiqMSRqWMsQ//Z5wHIqiB8/\nWsAqhFAAC7A/wuH2A1dLKTcDCCE6Aw8DdwKfAfUqfgRlYnyEEOlSyoP+X88FNvmffwEsEEI8i+ru\nagv8fgzWF6Oe6GVJ4cMf8zjlvOjEj6Nza2SUVqIqIQQSoYqdctvLXJilxCf0ONByRJtGI9+hWhFA\nXvQgJQpaHBorh9CR5jsQUgD1a9+I3YeLcLp9nD+gFelJanxAh2ZqNWu9TovHE9nyY7MaKSh0kpev\n9jf77+vfkZxoZdyo7iHnmM0GpFSbNQYr3AaQlBTHxLP6sf9ALi3bNPfPU8cqZUWZqCCG6pnaEj//\n9+VKpl41itff/o7bbjyTe/0tP0wmPUOGz+Tbrx+je/fWNT5ObVNQUMxvv2/F5fLQuVMLWrVKbzAu\nSYBt2/Yy6cJ/07Z1Ojs2vkSzpino9TqKi51oNAKz2ciCObeWm/PM7Mks+2Ejr7z5Ldu272frrv1k\n7TmKVvs0L754C4OH30HrVmls/eMFdHVxXjlJEUJogDVAG+AlKeUqIUSalPIQgJTyoBCiccV5Usr9\nQoingSzADnwrpVwS4XDtA8LHv48tQoiOUsodkT6/dZ3q/h4wFEgRQmQBDwLDhBA9UX16u4BpZRb9\nEbAF8AA3xDK9Tmw6mRJZXhh9c1GfzVKpQWmtEm7f/i+SFBocmCkSNuJkYbUFkATswspRXZoquvxC\nyyMMFGgSSArR+FOn1XBqh8Z8s2YP7ZqoovHdO4bxxW/+OBu9FncUhQRtcSY2b93HrP+orTB+X7eb\nG+96l52j/hNyjhCCpAQLuXnFIcUPqCLJ4XSX1DgxGvVIRZYXP4CMQqQdC3w+BaeztBhjTfhz6z7u\nveNcBvXvxPnnnFay/YZrx2AxGxk+6i6uu3o0M++6pCQLrj5ZvXobn3y0jDfnLaVDuyaYzQZ+X7Od\nhHgLY0b25PIrx3DaqR0xGOrPHfT5x8u49uZXefj+C7nu6tHlRJnVGjpBwWjUM3Z0b8aOLg0LcThc\n9B95H6npF5CSbGP7+v82KJHX0Hju3d944a0VoV4O2jhRSqkAvYQQ8cBCIUQXKhceqXRtF0IkolqI\nWqLG7XwihLhESvlemCVuFkK8Anzg//1CYIs/9iisOTuk+KmNIkJSykuCbH47zPjZQCzn9CShkymR\nFw5vZneBg5bx4e+6Fb2uvCWmPhEacrUpeBQ9yUpOtXZRoEkgT5Ncsr/SfQvsGmtI8QNq0DOoLjAA\ns0GHw183R6+PLuYnzmokp0KhQ28Uoikp0UpuXjFNMpJDjjEZ9TgcbuKs6v9UCIHH4VILHCr+tUmJ\nt9CFPqn+s+vWrNqOwaALGxsSLbuyDpPZohEjh1W2oE2+bBg9u2fyn+cWkZh6HhaLkWlXjeLpZ2+s\nlwvw0aP5DBkxkztumcDC92YyaIBadsLpdPPt0vW8OW8pQ4arQb1Lv32c4cN6HrO1KYrCsu/X8cLz\nn7Fm3Q6+/uxeTuld84B0s9nId4seYNmKTQwZ2DkmfCJw67VDee7h8yptX/LjVkZf/HLYiqdSygIh\nxHJgDHAoYP0RQqRTWuevLCOBHVLKHAAhxGdAfyCc+JkM3AAEzH4rgTtQhc+wcOsLZ/mpcRGhGDHC\nkaG3cE5iS+79ahcLLuoUdqyncRIoCmgbhgCSQkORJp4kJafK1h+XMJKnDR2g70WPJPQX7+mrT2Pm\nud3R+IO/TQYtTrcqXKoS87N7T3nh5otUPwl/0HOEjC+z2YjT5aZRo1J3ptfpKv+GFHAdLMLUPL7e\nL0D/mvk+zz9zXaXtroJinPl2EppHl8bs9frYtz+H5s1SQ47p2b0VC+ZMZ/KlQ/nhpy089tRnnH5q\neyZdPLra668u11//LFddNoxZ911YbrvJZGDCmX2ZcGZf8vKKmXHPXEaMvpuZ089m6nVnM/mq/3DO\n+L4kJliZOGk4KSnxNV7Lvn1HefbpD3E43eTlF/PXtv0UFNq55ooRfDjvtrCWxqqSmhrPBef2r7X9\nxShFCJGKahTJF0KYgVHA46hhLZOBJ4ArgUVBpmcBpwkhTIALGIGqQcLRWUr5NGriVGAN46WUi4Gw\nJ6pw4qfGRYRixIhEL3MKb5XJ3AvgjbdSOPQUhM+Hft8R3JlN6iTTq2ZICjXx2JQCAPbpWqCTbnxC\nT7p3X9C4HR8a8jWJaqXjEBd9gcSLHn0Iq21GsoWM5NJaIGaDDmfA8hNFkUNQ3V6HK9TsiSrjy+/2\nCkfA8tO+fTOydsxX9+2qbFVSHF48OU4MKTWPtakJGzft5OKLhlbanvP3fpx5RVGLn927D5HWODFi\nxpAQgtEjejJ6RE/Gje7NmZMe42h2IdffVPkOuyo4nW4cDhdJSZHbc/h8Pr5Zso6sLa+GHZeYaOWt\nV26kRfNUZs3+mCefV69ZK39V+1xde/OrDDitI88/dyN9+rSr8pp9Ph+3z3iZ51/+P4YM7MzgAZ1J\nSbZx0XkDGTu610kTiyMViWhw57dqkQHM88f9aIAPpZRfCSF+BT4SQkwBdqMWNEYIkQG8IaUcL6X8\nXQjxCbAW1XKzFng9wvHeEEJcIaXc5N/fRcBtwOJICw0pfmqjiFCMGJEwa3Q4ZOWLrqtNM9BqkDot\n7tYNs9yTFFpyNSlopQ8dXnxo8WksICV79ZlYlCLcwkiiLxuzdHBQ2wSPxhhW+IDqDM/XJJKqHAk5\npixmoxaHK2D50URsbApqwPPho4XltvmiKDyYlGglL0LGVyDmB6C5Xzgobk+pyyuAIvEVuaEexY/T\n6cbj8QUNdg6sN9p6ROvW76Bnt8wqHX/A6R35ZcljDBx9P6PGnE6jRglVigUqLLQz845XmH7rJEaP\nvYe8/GKmXD6c556/OeyaP3j3f7Rq2TjqwnkP3XshU68axeKv1zB1yiiyswsRAt6Yu4T3P1nJnXe9\nxty37yr5f0eDoij07H09R7MLWPfzU/So4t/uRMFV6GT/hj00apeGtZGt3i2hNcEfBlMpZMbvyhoZ\nZPsB1BZYgd9nAbOqcMjz8ccGAYOAK4CozKhR+RCEEN2FEBOEEOcGHlVYXIwYIbFodNiV8lYBCXia\nNFIFgqKoj4aKEBRpbORoksttA3AIC17UzvGHtBl4hKHc66H3qcGusUTVmgzApNeWxPwYDJF7e4Fa\n5HDvgfI1xry+yPPSGsezZ3forvLgFz+O8nXJvC5P0F5rsp6bNebmFJGSEvyCo/jXFljj3l+2ULA3\ntCAtzstj2OAuVV5Dp47NuOX6cbTrNIXE1POY81owj0Bw7pz5Kq+99R2du0/ljlsmsOfP11j+42Y+\n/TB0kszvv2/l1rvm8s7rN1dpnU0ykpk6ZRQAKSk2kpNt3DVjIiu/e4Sduw/Tqt2VfPrZT3iiiB0D\n+L+vfsfhdLNj40snrfABOLr9EABH/j5E4cFKdf9ihEFKuQO1FtBnqLWERgcrnhiMiOJHCPEW8JZ/\nx2f5H+PDTopxXGDukkz88KZo4iJkcgigjorR6YTAWyHF3JcQhwzE9mg0dZvhVQs4NRY8wlhJ1Eih\nASHwaIy4g7weHoE3ymRMi1HH5qxc3vtyHQa9LqqYn2YZieTm22mbmcpLj00CorP89OmRyep1u8Kv\nx2zE7nCV2+YN0T4jWLq7t9hNzvfhj1FbFOQ7SEwMbv0IZKcFfnrsLuxHC0ped+QUlggkgCsuGcpt\nN51VrXXcPWMin79/Jx/Pv517HlrAsu/XRZyzfft+PvrsZ/qf2oG2bdK55fpxJCZaeeRfF/Of51QB\ntW3b3krzXn5pIffcPpGe3YN3J68qVquJHRtf5puF9/Pkkx/StsNk5ry2iHDJuv/8s58JEx/ivjvO\nrdV4nuMNxevDXeZGIXvnETyOyK1mTnaEEBuFEBuEEBuAT4Bk1Bjk3/zbIhLN2fU0KWXVuk/GaLAY\nmllJOKMF5o6JoBEIjSB+RDP2PbQK6VEwd0mi0ZUdce4oIPeLnXgO2Gn6r1PQpZqwb8jG2iOVvQ/+\njjfHFflgUSCoKBgEju7tGrzgqYgMl4kWwc0VinxtEqm+yK4vs1H9Gv+2fg8D+2TiiqJjetN0tS5Q\n1w4ZNE1XA5Ojsfz06taCB2Z/HnaM1WqkuLj856NsX6+yBLX8+EWY9CqIOi6CWFzsJC5EurTiRRjF\n6wAAIABJREFU9YEQ+DxedP4WFT63+j68Lg8H124nvXdbzFHE2ETCaNRz9vh+AKSm2Jh08WMMOK0D\n8+ffg81WudcTwC3TX+S+medx49Qx6PXaEuvVuDN6cdm1L7By5WYGDr2daVNGMeN2Naj5rrteZ8ny\nDdw9Y2KN11yRkcO6M3JYd35btY0bZrzJux+u4J15d1dyhTmdbm699SVmTj+bqy4/uSMnvG4fQogS\noSiEwJHvQF8LZRdOcGpsgInmzPKLv2pijBOAxtd2xtI1GY1Jh8agReg0aIxabEOaYGhpI3lSWzRm\nHeYOiTS9pw8tnx6AMGhAgqVLMlKRNJvVj7QbSs37SWdnknp5+7ANR3WpJuL6p2Pt17jcuDiNjvMT\nS+9AfYlxeFMSjy/xE6kcVTWEj0RQrLHhIXJ9lSSreufcunkyJqMuqmrNTdLUDB2tVoPFf6L1RhEo\nnWAzU1TsDDsmzmqqNMbnDu4KCWb5UfxuOyUKEVdTioqcJfE+ebsPlViopJRIRUFoRMl6ANyFDqSU\n5O5Q61MpXiVoDaOaMHRQV7atVQvvPfLwvKBjPnrvW1as/JNpU0ZhNOrLpelrtVoG9+/EZVc+AcBr\nb31Hhy7X0KHLNWzcksWyxQ/RsUPdxdGd2rc9q354nJHDutPrlBt48vEFrF27Hbfbg93u5JabX+Dv\nfw5w200ntwPhwKa9HNy0t9z5QSoSd4TvVwxAdXPNADoBh6SUu8s+otlBNJafd1AF0EHU9DMBSCll\n6FKwMRokhpY2NBZdpbtpjVFL0lmZ6p22X5gExkifRJfgN0uXyUYwd0pGn27B2MpG/JCmSCCzXxpH\n5v6Fa08R3sMOEs5ojrGlDQSY2iWCAKEVWHulcmTOn0ivxKrVc35SKwL1qHzxceDzgaa+eu5Wg7oI\nUBRqxWm7xkKCEt6FbTHpmHFON9weHwk2E/lFzohBuoGCfoXFrhLxo0SR6m6xGLBHMMtbLSaK7RUs\nPyHiQIJ1dw8UP1RcXrSWui2uV1RYWtk5d/t+FK+P5DZNUDxetfK3lDjzizEnl1p3HDmFuPxB3/m7\nD3F4ww4AMk9vg6gl0Z6UFMeLT13N4DH/4qtv15IQb2HqVSO56LIzWLpsHdff+jqfv39nyCJ/T/z7\nMrr0vY3P37+TZk1TuP/f7zNiSDfGjOpF184tamWN4dBoNNw38zwmntWPx59ZyJx3lrJ7z1GcTjet\nMhuz8rtHyUgPWiPvpMFd7ELxKpWyvFyFtWNVP8E5FRiIWkNolhAiG/gf8LWUsnL6cBCiucLMAS5H\n7bDagCNPY0TCdloaQh/85Cw0AmGonFaqMYVONW16X5/S+agujJQL2iKMqqWorEdLlKnPY+magrlr\nCvb1R9GnWVCKPQTEj7t5GuiPI+FTlwgNedoUPBgiZn4Z9Vpcbi9Ggw6dVoPD6SkRNeEoKnZhMUcv\nMCxmVfyEE1dWq5GiotK7Vyll6MDmYOLHbw3y2T3ok+o2E6y42IXNZkb6hZ/TX8PI6/So7gifgiO7\noPS9CoEztwivP6YpIIIQkLVqJ2mdm2CqhQapABnpSWz89RnWrN1BTm4Rz728mFmPf8zurCN8MPe2\noIUUA3Tu2Jydm16mZYtGCCH4+rP7a2VNVaVzx+a88/otABQUqC2f4uODu/FOBqQicRU7/cH/omRb\nWTwRvl8xwN+xfbn/EWiKOgZ4RAjRFvhVSnlDuH1Ec5U5IqX8omZLjVHXmNolYBuYQc6nO/AVuEGj\nCo5A3IS5Wwq2gRm1ekypSKRXQeMXTUKrQViiu/NtfHUnnDsLMLWKx7mzANauRgLeRif33WAwirU2\nUpQjYYspGvVaXAfUzvOJ8Wby8h1RiZ9iuxuzqVT8RDrp6vU6tWKzxxuy5YHRqMfnU/B6feh0WtVt\npBEQxLIUTBT57P64mgKX2uWvDikqdBBnNZfE8rgL7UgpywVoKx4vuf/4+ytKSf7uQ5V3JFUX2OG/\nDtC8T2atWYBMJgMDTu8IwPixfVi6fCM+n8IZIyNXW85sWal9Ur1yMoueAAc378NZ4Ig4zlXoxBSh\n6n2MUqSU+1ETs97y1xg6PdKcaMTPWn+Pri9R3V6Bg30WaaIQohmq2ywN1Wr0hpTyBSFEEvAhag+P\nXcAFgfQ0IcQ9wBTAC0wP15I+hoowakm/Rb0LNHdJpmDFfuL6NEKXbMJn99SZ6yCUtShajC3ikD6J\nqVU8nl02tEUO9QIZJnbopEQqHNamk+Y7GHKIUa+hyB/rk2gzkV/ooEl65IaxxXZXOZG0Y9cR2rQK\nf9G0mA3Y7e6Q4kcI4Q96dpKQYFVjZwia6V7urlf6FNzZdjzZ6sXBV1TevebcX4jniB1bj7SI7yta\nioqc2GxmfG6verOg+MWNECV1fqoSz6N4FY5sP0zj9um1tsYAQoiw1p4YDRuPw42rKHI8j5SSAxv3\n0rhjBtaU6Oow1RXPvbE8XG+vekcI8SWVTy35wGohxBopZcg/eDS3J2ZU0TOaqqe6e4EZUsouqErs\nRiFER9RW9kuklB2AZcA9/jfSGbXyYydgLPCyiNn+ItLyqdJS7RqjlsRRzdHY1AtTQPhUNK02BIRW\nUxJjVDSsL9Kgb9g1feoLocEpzChhbD9GvZadhwpRFIUEm4m8KO4uAYrs7hLx061jBhu27GX8hU/j\nC1N/x1KmiGHoMUbsdvW8I5Uw2W5+66G30IXP7qF481EUf8FGxVk+Tsh9uBhPTnTvK1p8dkFcnBlP\nIDVfSnL/OaC6s/xfmVDxSsGQiqT4aGGD/L7FqF+8Lk908YH+j467uP5jf2698UyUI3MqPb795Pb6\nXlqAHahtLN7wPwqAQqC9//eQRLT8SCmvqu6qpJQHgYP+50VCiD+BZqidW4f4h81D9dvdDUwAPvD7\n83YJIf4G+gG/VXcNxztCJ9SgUAnaeAO2QRnEndoYzyEHh17ZhK1/8DtMjb68RabBl05XJIrJEDlz\n6iRFoOAWBkwy+AnRoNfy6cqdvPflehLjTeTlRycSiu0uLH63V6OUOD5c+DtfLdvCoSP5NAkRkGqx\nGLDbw5+Yy6a7h6v3IhWJfUcurn2FlSw60qfGCpXEi1VTUEgp/cH8GoRG4Ct2IwxaNHothYUO0tIS\n8RQ7y7ng7EfKBJlX8bBCI3AW2DEn1n/X9hgNByWKOlplidX7iYr+Usq+ZX7/UgixSkrZVwixOdzE\ncF3dp0opw/bViGZMmbGZQE/gVyBNSnkIVIEkhAjY2ZsCv5SZto869/o3TJIntSF+cBMA8r7bQ94X\nu8i4sydamyoQdEkmTO0SsfZpWH79aqP4UOLr18TbsBF4wogfo1/sFha7SIgzkV8YXbpsUbEbk1/8\nJCdaWfztegD27MsNLX7MBort4fdvtahuL6ByW4uyyFILj7fQXbINUF1P3lLxE601RSoSFFmSsWjf\nnoNrr9rKQ5dgxJvvQp9qxtYtjeJiJya9nrydoV2KVUX6JIe3HaJZr5Zo9SdHb6oYkVE/v9ELIE8U\nJStiECeEaCGlzAIQQrQAAheSsOoxnOXnbiHE0TCvC2A6kRuPIYSIQ63CON1vAar4CajyLd3cMs0w\ne5pT6GkJ3SX7eMTsr6kjNGpquC/fXZpyjpqFkn5Tt3pdY62iSHwJ1rpJGz8BkEJDriYZq1KEJsjX\nxeS/yFpMBqxWA0VRmMyvnNQPu8ONEIK2mak0zUjA7nCTEG9mxn0LePWZq+jWuRkDxz7CtKuGc/kF\nqnvVbDLw26q/6dalZcjgaKNRj9sfRBxOtEgpUVz+CsrZdsoFB4nyqfDB0uIrorh95K3cgzBoSBqg\npnT7ikovIt589e/iLfD/9PpQ7E5/aYHaszoqXh85O4/QqA5if2Icn0hFVulKp3gVlv+4ieU/hjVg\nnOzcDvwkhPgH9ezRCrhBCGFF9SqFJJz4+QE1vicc30VamRBChyp85kspA01rDgkh0qSUh4QQ6cBh\n//Z9QPMy05v5t1Vickr7SIc+bsl8cVC53/WpZlLOb1Ou4m3Z1PETAo3A1bpZLOYnLIJ8TSKJSm6l\n6B+dP3ZKr9dgNRsq1dkJxtvPXlryfNtP/2L2f9Wv85nDO/Pe52u4/5GPWfTebfy8eifJyatLxI/F\nbGDqLa/RoV1TBg8MXv/UoNfhDhQ2DGexUWRJMcOAMClLOeEUwfIjfQr5v6unC+lWnyf0axq0WKL0\nKGpWl9eHt9hZ++5WCcXZRRj255LQJJbBGEO1gFblUyYVhaGDujJ0UNeSbbNmf1z7CzuO8XeMbwd0\n9G/aWibI+blwc8N1da92rE8F3gK2SCmfL7PtC2Ay8ARwJbCozPYFQohnUd1dbYHfa2kdxwXGTLWY\nmvQolWryVCxOGLAMnRDo/B/F46my8zFGCg0F2iR0+LApBeVeCzQ2dTi9qvipRryAyd8m4/F7J3Dg\ncAFffreJq254DYCiwtJO7jr/51AfxqVjMOhw+wOFpQzv9pJhGrGWT4X3t70I8rlXPD7yftpTbpuv\n2G95ClEpWvqkap2Koq1HdZCKJGfnUQxWI+aEWJr3yY5q+Yle/kRj6TxZEUL0llL+ASCldAHrw40J\nRp1eaYQQA4BLgeFCiLVCiD+EEGNQRc8oIcRWYATwOICUcgvwEbAF+Aq4QYaLljzB0De10HhqZ9XC\nE6IYYVlOGOETI3qkxBck66vYHx9gd7ixWvQU5xdXGhOJwiLV8tKsSSLPzToXgHkfq/cexfZSMaXT\nqqLHGaJfF/jFTxRuL3VA8M0CyhVBDJwJgrXECKTHVyTn+11Bx6MRKE4vbocbna5u43JcUcZfxTix\nqarbK5YxGJa3hRBJQojkUA/UAs0hqdNSulLKlUCoM8vIEHNmA7PrbFENCHO3ZOJOaUzhLwfRJRpJ\nvfTEdeXFqCWEwBuk31fLxqrFsNjhwWo2cDTXXuVdJ9hKWyU0Ti0ffF7WknTtFYP53/ebSgKay1Jw\nMJ/sfw6Xc3tFPImHKoAIFP91lLjuaWohTUWCAPdRO6Ympe0mpJQ494RpARKsyJAiKVi1H6/bg7aO\nrY3OfIfqwI9xUqNU0aUvpYxVeg5NArAGwtZ+DVsWP9ZHoJ7QxutJvaw9GpMOa+/SrscnlCsrRp3g\nFaXix40Bj9BxZt8WPHhJb+x7D5PcpWU5S0203Dh5EBed3RuAlKTyadplU+fPHd+HSRNOCRpX5CpU\nx+l12ujFTxgUlw/Hjlw82Q7V7SvVej++Qhe+Yg/Wzo3w5jrw2cPU4glaXRG+//0vPv96FeNPq9u+\nzc4CB0VHC4lLrXn39xjHL0qY2lmhkIosqYV2PCCEMAIrAAOqvvhESjkrXGHjIPvQAKuBvVLKCcHG\nSCkza7rWiOLH/2bOAzLLjpdSPlzTg5+0CMi4vSdCr60kdGLCJ0YkfKL0a5urTcapsWD17MBq1HMg\n1461TPPRvHw7ZpMBozHyfY5OpyWtUXzJ87LsP5RPcbELq7+DfNlU9rJ4HB7/fA0uv1tMSqUa+ZyU\n+LkClZ4D8T/eXCfeXHWIa18BzqyCoNMjoTeof5O+XTOrNT9apCLJ25MTEz8nOSH724VAaNSsXo6j\n5BYppUsIMUxKaRdCaIGVQoivUTXEEinlf4QQd6EWNr47xG6mo4a+xNflWqP5qy5CLUroBYrLPGJU\nk7hT09BYdGiiiOuJEaMiXrS40eGifO8ui1GH3RUIeFaFR3KXe7ju7g+rdZwxQzuVPO/ZpSnrN5cG\nFFssxqCWn4CVx6CrGPMTRv2ECuvzXysCqfBlU+Dx3yRUV/gAnN69De89cS22EJ3RaxOPw42vCm0y\nYpx4VLXIoTrn+Mt+lVIGfO5GVIOJRNUQgdTzecA5web6W2KNA96s42VG5fZqJqUcU9cLOVlIGNWM\nxHEtK2VuxYgRPYKDuqZIocWolLqjTEYtDpdXDXgu4/bakZVdraN89e51LF6yiQmT3yCjcTw5eaX3\nPFaroaSCc1kC+QlGvQ6ns1T8hD3tV/WaIKmV1HStRnBaj9Y13k80CI0Gd5ELc2Is6+tkIi+vmLVr\nNjFsxKlVtvwgxHEpfvxuqzVAG+AlKeWqQGkbqFTYuCLPAjNRY3rqlGjEz89CiG5Syo11vZgTHY1V\nR8Ko5jHhE6NGCCRSaBFSwaUp7fxs1GlxeZVKqe5aqn8CHXBKa9Ia2UiIN5Nfpl+Y1WKkqCCIy94v\nSgx6LY5AvyxFOenblkhFwV0cEz8nGzdMfxmDVkun9GZVDngG8Lq8GOux8P1zr33HC68vCfVy0AJW\nUq1t0UsIEQ8sFEJ0ofItTqUTghDiTOCQlHKdEGIo4YOZA3M+Q83q+lqGralRmZBXYSHERiHEBmAg\n8IcQYqsQYkOZ7Sc0GosOU8dEMl8cROaLg0i5qC1oBQmjm6O1VbFLulagselJGp8ZVQp7jBjhkP5z\ngqxwbhjYOZ1bzuqCyajDUaYpqMVU3j1WFZISLRxY+wgmk77EkgMQZw3h9vKf0nSSkuanPq+vejE/\nZTneQ+FkrF3ByUZeXjFfLdnA9AtH4MizowQruRAGqSh4XdE31a0LbrvlXGThJ5Ue333xAEBuuLlS\nygLUvp1j8Bc2BqhQ2LgsA4AJQogdwPvAMCHEOxGW+DJwCfC3EOJxIUSHaN9bOMtPtJ3bTyx0grTr\nu2JqE1+uirJtQAZFvx0i6axMDC1tHJmzhXA31EnntkJj0KLPsGBqrVrwFKc3ZvWJUXMCqa8VUmBb\nNI6jReM4tukN2Mt0XbdaqijWg2A06HC5Sy/e8XFm8gv2Vx7oVz96BMX5ajyON4pq0ycD3pj4OSnY\nfyCHp579hHUbszjrjB4k2SxIqbY8qRLy+GtuKoRIBTxSynwhhBkYhVrHL1Rh4xKklPcC9/r3MwS4\nXUp5RbjjSSmXAEuEEAnAxf7ne1A7ur8rpQz5pQtX4Xm3fxHzpZSXV3iD84HLg048jjF1TCR5Ymt0\nqabSZor+OguK20fGjJ5In4K1ewreCa3wHnVg35SDL6/0AypMWpIntsLWP6PyAWL1GmLUEdmaFFIU\nNbbHYtZjd3hK428MuhrXCzEZdeWKGjZKtfG/ZZv4e/sB2rUt/awHDDxmkwGH/8TtdR5fJ/C6whum\nKGSM4xcpJfsP5PDzb1uZ/eQnHDiUz7hR3RkyoAPTp44k9+8igCpbfuC4/MxkAPP8cT8a4EN/C4pf\ngY+EEFOA3cAFAEKIDOANKWW1jS1CiBTgMlRNshZYgOqxuhIYGmpeNDE/XSocSAv0qe5CGzKNr+mM\n0GvKpZsHLhgagz/11/9awgi1alnKhermrDt/Rhi0mDsmBhc+UMf1tGOczBRpE0rETyDmJ9Dc9N1F\n6zi170/cOHlQuF2ExWjQ4Spjgm+camP/wTzOvugJtqwu00LHL7hMRj3ZxWqAdK2cwE+AkCFfmDYe\nMY4/CgrsfPjpSqbf9XaJ0Af48M3rmHR235Lfc1HFT3XqXR1vnxl/bHDvINtzCFLYWEp5gCBeJinl\nD6j9RcMihFgIdADmA2f59wfwoRBidbi5IcWPEOIeVBOUWQhRQKnX3U0Undz9+2gGvAOkoTqJXpdS\nviiEeBC4llK/371Sym/KHHcKamr9dCnlt9Ecq7po4/X4Cj0kjm0BInKdnVB3z7pGZprM7AWELlSo\nCdMLKUaMmiCkQq4mGbvGQiOLoNjhIa9MgPK6zUH7A0dFYa4HPBqcxaXZXo1T1RIcFlOFz7T//G42\n6Sk+rIov5Tg7gdcVileJFTE9QVj42fece+VLtGqZSrvWjbl12ijat0mnf7+25cYpNWxREfvuROQN\nKeVXZTcIIYxSSpeU8pRwE8O5vWYDs4UQs6WU91RzYV5ghj96Ow5YI4QIdIJ/Rkr5TIVFd0I1h3VC\nLQi/RAjRrrb7ewm9BnPXZBpP6RR5cJToG5dm3QQ7ucVOejHqFolTmPAKAwa9gsfj44vFa0pedRUH\n730VCa9Hkr3Pg+LR4HKXWn4a+Qv2JcSby40PfFVNJkNJwHMVkzBOWIRG4HV70ZtqHoMVo/7weLzc\net/7LF04k2EDO4Yd6/MoCA1U9ytwPKa6H2MeQe0DWpZfCGJ9qkg0bq97hRDnovrQJPCjlPLzaFYl\npTwIHPQ/LxJC/InarR2C52+cDXwgpfQCu4QQfwP9gN+iOV60NHukH1p/EGhAlEivUq1g5EAshbVv\nqLIFKjHhE6Mu0ZSJvg9YJ29++MuSbZPP61NlAe51KxTmeREaNeYn31EqoGxxamHAuIoFAv23KSaD\nHrvdpYqhE8BlVSsIgdcVEz/HM+s27OTUYffQpUOTiMIHwOPwEry5XHTExE9w/BljTVE9U70o1RPx\nQFT1JKK52r8EXAdsBDYB1wkhXqrGYjOBnpQKmZuEEOuEEG/6I7VBfTN7ykzbR6lYqhFCrylJXy8J\nZlaUkotBdbOwAhcaS+fk2lhmjBjVQhPi5Gryt7VonZHJ7i0OfN7IJ+HCHA9FeV72/+Mk/7AXqQTq\n9pRafoQQvPbMFRgquHID5QzNRoMqfvzNSGMAUuI9zrJ3YpTnpVe/ZOCpbXn16bBJSCW4Hd6adWeX\n6nUqRiXOAJ5C9RA9Azztf8zAnzEWiWgsP8OBTgHXkxBiHrC5Kqv0u7w+QY3hKRJCvAw8LKWUQohH\n/Iu+pir7nJu9reR5T3MKPS0pYcen3dgVUxtVYwU+jKKOuznHiHGsUBAEiyhrnBzHvsMFoGgRGvC4\nFLS68LFn2fsrBygb9OWzvQCapidRWFQhjd1/nk9KsNC5fVOkT0EIQS17ro9LpCJxFjqwpdd58doY\nYdi7L5uvv/qZa689q0rzPB4vC//vD9YsfYAWzcJfbwK4HTWr0/Prhh3M/X5NzHNQASnlPNSssvOk\nlJ9WZx/RiJ/tQAvU9DSA5v5tUSGE0KEKn/lSykUAUsqyrebfAAL2+X3+/Qdo5t9Wickp7aNdAvom\nFkxtEkpM8LEPUowTjYoFDwGuOr8PD908grc+3AwIpAIHd7po0taEwVQ14T9uUDcumNij3DZbnInC\novLNTQMap3ObDAaP7um/a62+2f9Ew1VYuRlsOP5Yt4ObZ7zOymWP19GKTj5um/k6n3y5hi3b9vPs\nk9Oinrf8x820bdU4auED4HXVLGD5tB5tuKBvK7R+C+us2R/XaH8nCkKIy6SU7wKZQogZFV+vGE8c\njGjOgDbgTyHEciHE9/i7rQohvhBCfBHF/LeALVLK58ssPL3M6+eiutNALYR0kRDCIIRoBbQFfo/i\nGGEJBDYLIWLCJ8YJiURDWf+S0aBjwvBONM9IZMrEAeXG2gtD340W5nqClqOKs5hIireW3xa0yrMq\ncqQi8bo9asxC7CtXgtddtYvhsy8t5udV22OWs1pk7UY1suKVt7+v0rwvF//MmaO6V2mOz1Mzl5UQ\n1UuRPwkInIziUDVKxUdEorH8PFCtpQFCiAHApcBGIcRa1DPjvcAlQoieqOnvu4BpAFLKLUKIj1AF\nlge4oUaZXhpB+q3d0afF+unEOLGRiHK2Fcemh0ueVzx3el2hv1LFeb7QTdYrdKWOs5pKagmVWUjJ\nT4/dU/Vmjic40qegKAqaKFzu+/Zn8+4HKwDYueswrVul1fXy6gSn042pBi1WgpGdXcjHn//MxecP\nJCHBGnmCn6NHCziSXcjmlf9mwqUvRj3P4/Hy0eerWPHl3VHPkVLiq0Zhw2D7iVEeKeVr/p+zqruP\niOJHSvmDEKIl0E5KucRfslonpSyMYu5KCBqK8E2YObOB2ZH2HQ2JY5pjahVfG7uKEaNhIwQeYQz6\nUsU0W4879MnU7Qx9sq4YLG2xGLA7SsVPxZO0x+GOBWtWQGgEPpcXjTmyGMjacxRQ3Yt/rN/RYMXP\nku830K1LC5KT4tDry19SHnv8Pe579DMK9s/HZjOH2EN0HDqch8mox2Yzc+7Fs1nxyzasFhOXXzwE\ngE1bsujauUWlef/3zRrWrPmTB+67jNVr/6FPj5a0btmIvQdy8Hi8ldZckaIiBzPuepMuHZvQrk30\n/wOfR6m5w7eeLT/PvfY/nn+xUieKBoMQohFqzcBMyugZKeWUSHMjih8hxLXAVCAZtUV9M+BVYET1\nlntssPRIIXFsy/peRowY9cbRI1AU5BbF5yk9mSo+icet4PVIDEaBEsYrU9Hyo/b7Cu1C8zj8lp9a\ncntJeQJ0iBECj9ODPgrxs2dfNueN70PXzk1Zs/pPzj/n9GOwwPJIKdm1+zAZ6Ukl1pt9+7NpkpFM\nx143kZNXzNHsopLx+/9+AyklaY0TWPjZcl6du5xRQzvTquv1tG+TxtcLHwhrqfH5fPy26m/e+2AZ\nxXYXBoOOU/p0JMEiuPCaV0vGNWuSxBMPTuLVN75m6dI15OQV8+X/1rN9/X9p07o0qmLOnMVcc+tc\nAB58/HNuv/EM+vTMxGjUk5Rg5aXXv+GmaWP5dul6xp1RuTTMtr/3c9f9b3PkaCHzXqpSTg4ep8/v\nt6qheKlHy8+tt0zkuWeur7R9ydI/GDUmqqSqumYR8COwBKiSTzkat9eNlKm1I6X8WwgRvqhNPWJo\nGYevwIOlZ2qN+xnFiHE84/FAsGDjQNVZxSfJ+rN88cNw52qXQ5b7TpmM+nIZYBUtP4rPh9ftrbVY\n5xPhqywVicfhgaTIY7N27aVpkyRO6ZHJ868vqfvFVWB31hGGjfsXO3cf5aKJ/Xjq8atxu7207nZj\nuXGnndKadZv2kJocR5N215Z7bfWSB+jUPoN3PvqZ/7z4NYnNruSxBy/h7tsnljs3//LbVp59YSGr\n1+/C61W4/ILTaZRqY1fWUf79xMfs2ZfDY/efx0UT++FwukmINxNnNfHJF6uZ9+HPJfvZ8tfecuLn\nqZf+V249T7/0Pz6dq67/4OF8brt7Llm79/PsK9/SJD2RfX+/CcArry5i6/aDvDRnGaf1ac37b0yj\nWZOqlTPxun21IFxELOYnPBYp5V3VmRiN+HFJKd2BD6o/e6tB/jdMHRJJv6lbfS8jRoxzLsKmAAAg\nAElEQVQGga/EKFNeNQQ8UY7iqgXfKl6Jz6Og8/e5MxrL9/uiQmKX0AjcRfZ6vXNtcEiJu2KcVAh2\n7DpCh7bp9O3VitXrdkUdK1QbbPlrDyPHP0R64wRm3X0ODz7+OR8sLJ97cs+tZ3Lj1cNISYrDaNTz\n0pxl3Hz3AkCtAP72C1Po3UO1vk+7cihXXTyQjxat4u6HP2H5D+uZ/e8rSU6KY9ajC/h40WpGDO7E\nI/eey0UT+5UTRm63l8NHC4KKj4fvPoexFz7Lng1Pcf0d81n05UrOGqd2NVj+4yZ2Zh3BsfdVjmQX\n0qLHTAAGntoOgN3rnqRlz5k8+8q3jBjciaUr/uSiy59g+cqtHDpSAEBmi1S++eg2LJbgLuVwKF6l\nVj76sZifsCwWQoyr2OIiGqIRPz8IIQI9vkYBN1Caml6/CMh8QW3W6M13oUso/YD+f3vnHR5F1TXw\n39lUIPTemyhFOgqKoggWEAGRj9cuFiyIYn1f4VXBwqugWLA3BGw0QQEVAQULgiC9iUgTAiRAEtKz\n7Xx/zCTZJJsQwm4Kub/n2YeZO3PnnrlsZs+ce0pRMzYbDGWdg/9Aoybg8QCobc3xUYDUeqA6U/P6\n4xT4nBXwuLOVn9DQEFQVt9tjbed5JxJcqRlG98mFP+UnPj6Z+fN/YujQ3vy+ahM33P0ex+OSWfjZ\ng9SpXYWa1aPYuv0fOpzbLOjybd66jz4DxvPfhwfw4N19ERHq16nK3Y9MByB5/9t4vF6iKkXmUFJG\n3tGbG6/rTmJSGtWrVaJKLh+f8PBQbv6/C7igW0seHz+brhf/G4D+fdvz5+oJNKzv3xwWHh6ar9Xl\nit7t2LdhEg3rV2fam3fQuOPjvPemBxFh6M0v88nbI4iICKNRgxpEb5lMhtOdVZqlccPsa86ZOpKH\nxn7BjNmWFalu7SrM/ug+Op7buEiKD5x+pFcmxvJTIKOxqlBkYAVJCaCqelJn38IoP08Ad2JleL4H\nq47Gh0WXNXA0ntA9a9tX8YGiZ2w2GMo6breVVNBOS5pX+RDwesDlPPWHs9eVs4xGREQYGRkuvE43\n7gw3gmQrQaq4UjKM5ScXrjRnniX5KW/NZ/zEr7nv8U+oU6syr024gVvu+4Bz21gJ7vv1bc/Chb8F\nXfn5ZuEvDH/gI159/gZuGtojq/2uW3ox/IaeHIiOy1cZEBGqV6tE9WoFR1+1bF6HedNHkZScRnq6\nm1o1o4rsniAiWXl3alSPwuPx8u5HS2jauDZVKkcydGB2bcv69arl6f/zwifo1qkZkZFhTH3jdp58\ndAB1alehYoVwQk+SDPRkBCLSC4zlpyBUtVBh7f4oTLSXV0S+Ar7KlZywRKlzbztCKodnOVSabM2G\n8kxuZ+CCgqxELH8fdwFRX/mR+4EeER5KRoaL47uP4nF6rDxa2boP7rTCLfGUN1xpTsIrRqCqfL1o\nLe9P/4k7b76Yjz79hW6dmnHT0B45lI//G9iNex+bwdgnbgi4H2N6upMZn//ER9OXsPXPaGZ/eB/9\n/eSzCQ0NoXnT2gEbt3JUBSpHBexyAHRs15hRj34EwBsv3nTS8y/q0Spr2+FwcFaLwEXUGctP8BCR\n1qr6p4j4LWCqqutPdo18lR+x/sLGAaOwkyGKiAd4Q1Wfza9fcVGxnWWyzKzTlYlxcjaUR3J/5b3e\ngp2Xvd68oesnQ/30iQi3yl5kPaDFx+nHvLH6RVVJPZ5CeMUIflm5gxvvfI0XnryOB0b0Ye/+o7w0\nfliePhf1aEXFCuFMn/4dw4f3D5gc6zbs5p4H3sHt8XDjdT1Y8fV/iCzDhVdXf/9fLuz3P2Z9eO8p\nZWIOBt5T/Pvyj5q/I/88ihXiPtnPMcUqy1UgBVl+HgZ6Auep6l4AEWkBvCMiD6vqq6cub/Axio/B\noLa/T/543OrjEF14PK6cFw4LC8Hjm8jQPKhPjkLS0USqNqrOX38f4l+Dz+PBu/sCsGze4367iAjv\nvHwrA258neSUDEbdf+1pibD425U89cJ8og/HM/4/g7jr5l5nxLNTRFi1+L8lLQZAzr+LoqJly/Ij\nIhHAz0A4ln4xV1WfEZHqwCygKVZi42GqesJP/6uA17AMLh+p6kR/46jqCPvf3kWVtaC1oluAGzIV\nH3ugPcDNQOFK2p5hHDqaQIch4wO2Brvn4FEG3D+FDkPGM2PBbyfvYDAUkoLy9aCQluRBirBSnDvX\nT2hoCG539mBl6UFdkrjTXCTFnOB4XBK1ahbObaFbp2bMm3Y/b3xw8rB3r9fLS5NncexYIqrK/AW/\nc/hIPPv2x9L7qv8yZPhbjLi1F3+unsCIWy45IxSf0oR6NXDLXmXohUJVM4DeqtoZ6AT0E5HzsXyH\nl6nqOcCPwJjcfUXEAbyJVbG9HXCDiLT2N46IDCnoUxhZC7L8hKnqMT83d1RESqVddO3WfUyaupi/\n9scQGuKgZeM6PHXvANq3asiXS9cxa/EfzJ5c+EJ2uWlQuxqb543P2r/x3x8wuE9nhl3ZLf9OBfD+\nnJ+5oGNLFr31oN/jj0+eS4PaVXn41suLdH1D+aUgnx9VSE0sWv6dPMpPiAO320tgixeUD1KOJZMQ\nF0/VU8h83KFtIw4cij/p8v7El2Yx9vkv+edgHF99u57klAycLjcul4ebruvBc2OupWf3Vvn2N5we\nznQ3IhIQxaWsvVCoaqq9GYGlYygwCLjEbp8OrMBSiHw5H9ilqvsBRGSm3e9PP8NcU5AIwLyTyVmQ\n8uMs4rEsimICE5ExwB2AGxitqksKM1ZyagYjxk9nwoPX0v/i9jhdHtZu3Ue4XQ23MNlhizOPBkB0\nbALXXNrx5CcaDKeCWMpPQc/doix5Qf6Wn7Ay9oAuDWQkpZOYlEb9unmjkPIjKiqStDQnv6zcQa+L\n2uZ73tTPfuHV56/n4SdnArBxxXiqVK5A3dpVqFCI7NKG08Od4SUQ6fBUtcwpP7YFZx1WRYi3VHWt\niNRV1RgAVT2ST6LkhsABn/2DWApRHlT19tOVsyDlp6OIJPppFyCyMBdX1QwR6a2qqSISAqwUke+A\n67BMYJNE5D9YJrAnRKQtMAxog1VGY5mItCpMcdO90ccQhKt7WVEKEeGhXNTlLAB2H4jlqTe/wuPx\n0v7acYSGhLBh7tM8PnkukRGhRMcksHbrXt4bdysZThevTF/K/sPHqRJVgf+7oiujb7bW46Nj4uk1\n/CV2ffM8r85Yxtqt+9i48wDPv7eI6/p2YdzIgXnkWrZqOy9PW0LM8UTatqzPc6MG06JxbW564kPW\nbN7LH9v28fx7i1jw5iiaNaiV7/39vnkPj0yazcpPs5XlXrdN4sWHr+PCTi3ZtPMAz727iL8PxFIh\nIpwre7bjyXuuJjTEUv5a9hvLc6MG8eG8X4g/kcrA3h155v5BJ/9PNJQ5BE7q81NUNI/y48Dt8ZS5\nB3Rp4fjRZKp2ObWaVxUrhvPAY++zafVrfo/v2x9LQmIq9w6/lKPHk/jvwwOMwlPMBCrBIZqdkb0k\neG3K/IJqe/lNzKSqXqCziFQB5otIO/JqggG7KRG5GmuZLEsvKUxQVr7Kj6qeXpKD7OuciglsIDBT\nVd3APhHZhU9pjYJo3rAWISEOHn95DgMu7UDn1k2oEmU9VFo2rsPzDwxm9vd/MOvlnMteC1ds4uPn\nbqdzmyY4XW42/nmAyY8P4+xmddm57wi3jplKu5YN6HuB9ZaVaT16dPgVrNu+v8Blrz0Hj/LQxFm8\nP/5WurdvzkfzfuXOcdNZ+sHDfPbiXae+bFaA5SrE4eCpewfQ4exGHDp6gjue/JhPF65m+OCeWecs\nX7OTBW88QGJKGoNGvUnfHm24uOvZhRvbUKawlr0C78eRW8kJDXHgcgZJ0zrDUa8SH59KlcqFepfM\n4ucFT3DH6Kn5Hp8zdzmD+nUmIiKM58cWyv3BEGDcLk/Aft41EI7TReSOUX145uXr87Sv+GELg/v/\nL76gvqqaKCIrgKuAmEzrj4jUA2L9dIkGfCvTNrLb8kVE3gUqAr2x8g8OBdYU1CeToK/xiIhDRDYA\nR4ClqroWyGECAzJNYLnNXtF220mJqhjB7JfvQRzC2Nfnc971E7h7/AyOJyQX2O/yHm3p3Maa7/Cw\nUM5v35yzm1m5Hs5pVo8Bl3bg9y17C7pEvnz78xYu696aCzu1JCTEwYihF5PhdLF++z9Ful5BnNuq\nIR3PaYyI0LBONa7vf34eue/71yVEVYygQe1q9OjYgu17DgdcDkPpoECH59O5bm7lJzQEp8sVDD2r\nXHDzgO5069TslPq0bF6bzdsOcnbH+1FVXp/yJS3b38dPv25j/oLfeXfaihw5ggzFj6cICUTzwxss\nM24QEJFaIlLV3q4AXA7sABYAw+3TbsMqSJqbtcBZItJURMKB6+1+BXGhqt4KxKvqM8AFQKHe6AuT\n4fm0CJYJ7LVPsiMeenRoQY+OLWjRuDaTHhkKWFaXhyfO4rn3FvHaf/JqrpnUr101x/6mnQcsp+l9\nMTjdHlxuD/0vPvdUxQMgJi6RBnWy1/NFhPq1qnLkWJ4Iv9Nmb/QxJrz/DVv+iibd6cLj8XJuq5x6\nY63q2VElkRHhpKYVynXLUAYJ1stibstPSIgDl9ONhESUqaiU0sJFnVrR4BR8fgCqVqnIj189ztDb\n32b3niMs+2k73To2o9+QCVSvWpGzW9al1wXGoluSuDICo7Cs3rSH9V8epFKtAGeDDB71gem2348D\nmKWq34rIamC2iNwB7Mdyb0FE6gMfqOoAVfWIyChgCdmh7jtOMl5mZeZUEWkAHLdlOClBV34yKaQJ\nLBpo7NMtX7PXQ7f0LXC8Fo1qc93lXZn5nWUByy8yInf7Qy/O5LZBFzJtwh2EhYbw3HuLSEhMzadv\ngSJQt0YV/tofk6Pt8LET1MulcBWGCpHhOSpoezxe4k6kZO0/9cZXnHtWQ94YcwMVIsP5+KuVLP51\n6ymPYyj7qAbP8uNv2cvt8kBAFsnLHyIQdzCZWk1PWoooB5f2bM0twy5kwsSZ7PjrMAs/f5AvPrjH\nhKyXAqy6ea6Tn1gIenRswWWXtqdu2wYAPPPCnIBcN1io6hYgT9ZlVY0D8vxoq+phYIDP/mLgnFMY\ncpGIVANeAtZjGVI+KEzHoC57FcEEtgC4XkTCRaQ5cBaFXL/bc+AoH375S5ZV5dDRBBau2JS1pFWr\nWhRHjp3A5S74VyEl3UnVqAqEhYawaecBFizflOO478ttzWpRHDgcl++1+vdqz/I1f7Jq027cHg8f\nzP2ZiLBQurRpkm+f/GjesBYZTjcr1u7E7fHw5hc/5riXlLQMoipGUCEynN0HYvls0UndpAxnMAWF\nup8O6lVcPpXcQ0NDcLncZtmriKhCelLRfiiffWIQ075Yye59sZzVvE65V3wObDlG7O6EkhYDV3pg\n3zy8wfpjPgNQ1edUNUFVv8SKHm+tqk8Xpm+wLT+nZAJT1e0iMhvYjlWhdWRhIr0AKlWMYNPOA0yd\n/ytJKelUqVSBy3q05ok7+wFwQaeWtGpal+43TCDE4WDtrCf9XufZ+wcx4f1vGPf2Arq3b8GAXu1J\nTEnPOu77fLl9cE8ee3kOn32zmsF9OvP0vTlTD7RoVJtX/v0vxr+1gJi4RNq2aMAHz9yWFYFVqGeV\nfU7lSpE8O2oQT7z6JV5V7h7ai3q1st8Wx4zoz39fn8/7c3+mbcsGDLikA6s27fYrd6HHNpRJHI4g\nRnspRG+No0nn2jgcQmioA5fLg11MOTiDnuG4nZ4ileWpHFWBDcvHcyT2xGkX4TwT8Di9uBwl7x9j\nWX0C9/dQkg7PpRUROQ84YPsMIyK3YkWR7xeR8balqeBrlMV1ehHRPYtfKGkxgs59z31K9/bNc0Rs\nGQwnQxyKBinaK5N6Z1cjsnI4/Ya9yn13XEXHerXNQ7qIiAMatKlBWGSxeSGckexbF0tEpVDqt65R\nonIcP5BEUmzayU8sJGEVw2nUuSkAUnkoqlosr64ism/TzilNmzbLW8zWjvb6QVUL9j8JEiKyHuir\nqnEi0guYCTyAlVW6jaoOPdk1TCn0UsqRYyf4Y9t+2p/dqKRFMZQx1Bv8Z6PTNu2HhYXgdBUxY6LB\nRgK+VFLeyHqJLwUmbVdaYP8e1Cx7+SPEx7rzL+B9Vf1SVZ/Ccpc5KUb5KYV8umg1Ax94k2FXdqNr\n26YlLY7BkAdXuvWADwsLweU0ys/poF7FmeY2iSJPg8y5y52E0/e4x108SoQ7wHmv8runck6IiGSa\nSvtg1QvLpFAmVGNnLYXcPKAHNw8weToMRSX4D8vMt9vQkEyfH8PpkHAohYTDKdQ/pzoRlUpl6cRS\nTWbZFa+fpVe3y8PBLcdBoWmX2kF1DFdV3AHM8QNWbi1V5dhuf3kByy1fAD+JyDGscPdfAETkLKBQ\nuWSM8mMwnHEE3/SfkeLC6/ESFhaC2+UuuJCYoXAoHP4zHgSiakZSs0llMlJdhIaFEBpuHJrzw+tV\nMlKsiLnctecA4qNTst4HXGluwisGT7l0pgWuoGkm6vXicbpJjvFXbap8oqoTROQHrKCqJT6BUQ4s\n35+TckYrP6YqusEQLISMFDdhocbnJ+AopBxPx+30kp7oJLJKGPVa+S2jZACSjqYRfzAZcUiWlSTT\nuuNxeUmNs6N1BVITMoKq/KQmZAQ+2aeCx+VBHCXvz1SaUNXVftr+Kmz/M1r5OR1a9htLxciwLC0+\nsxiqwWCwzPupJzIIDQuxkhwaAooqpCdaGdgzkiwrmyPEuGj6w5vly2P7/XgVCbEUhdQTGdlR5wrJ\ncelUaxCcbMmuDA+JMWmBX3UWwZ3uKhFn7nfe+JZ331xc7OMWB0b5yQcR+Pad0TSuV7JhkwZDqUQh\nKTaNtHgnTpfHrHoFExHSk11UrBpR0pKUSjwuW/lR67ntcWUrisnH0u20DxZupxeP20tIaOAUybTE\nDGJ2Bb5kUSYimQEGxf9H1u1fl7PwsRvztG/8dStP3Typ2OUJJGeU8rPt70OMee1L9h06zqXn5c2Q\n/cPvO3h1xlIOxsTTqkldnntgMK2b1/N7LVX/bgxfLl3HrMV/MHtydnX4lv3GsnzqYzSpX4MMp4uX\npy1h8a9bSUpN55xm9ZjxvzuJCA9l1ITPWbt1HxkuF22a1+fZUYNo1bRuwO7fYChuwkIcVoZnk+Aw\naKhXLQdzo/z4JTOKS7HKFXlcXsIirWSDuctMiAiuNDchlcMDMnZGiovj+5MCcq2CiN9/rFSE8Z9J\nnDF2VJfbw73PfsKQvl3YMOdp+l3cnu9Xbss6vu3vQzzx6jz+N3oIG+Y8zY39z+fu8TNOWu7CHwVl\nS57w/rds332Iea+NZMOcp3nizn447LXaS887hxUfP8bamU/S7qwGPDxpVpHu1WAoLThCHLjdXqP7\nBJnUhAwTCp8PWcte9tKW27YEpSRk5H2BVSutwOmQlugk+XgaJ2JSObwzPuDRXbnJ8iEy5tWAEuza\nXhEi8ruIbBCRLSIyzm4fJyIHRWS9/bnKp88YEdklIjtE5IrCjrXhz3/weL0MH9yTkBAH/S46lw4+\nCQJnLl7DjVefT4ezGyEiXNu3C+FhoWz48598r3nNqDfoNPQZOg99lmffXZjvednfTWXu0nU8fd81\n1K5RGRGhc5smhNmp54de0ZUKkeGEhYbw4E192LHnCMmpGYW9RYOh1BHicOAxDs9Bx5nq5vDO+GLL\nVVOW8PoohepV3HZFdX8101Qh7kAy+9bFsm/dqYWOqypxB5KI/TuB4/8kER+dXDxKv9F5gkJQl71U\nNUNEeqtqqoiEACtF5Dv78Cuq+orv+SLSBqvOVxusiu7LRKRVYep7xR5Pom7NnJWRG9SplrUdHZPA\n/GUbmPH1Kks2FLfbS+zx/E2Wi9564JR8fuJOpOB0uWnip4/X6+WlaUtY/MsW4hJTEbEsRvGJKURV\nNOZsQ9nE4RCc6YGpYG3IH1VLATq0I46G7WpmWZMNecPbXRke3E4PzpTCfy/Vq3g8XkLD8k8pkJbo\nJOlYmvWyaxSSMk/QfX5UNdXejLDHy/za+PvrHQTMVFU3sE9EdgHnAyctUV6nRmVijufMg3AoNoFm\nDWoCUL92VUZe35uR1196CrLnbasQGU5aRvYf1dG4bOWpRtVKRISFsv9wXB5fogXLN/Hj6h18OnEE\nDetUIzElnc5DnzWWTEOZJsThMMpPMeJxeUk4nEKNhsGJWCqL5M6A7E53kxKfXij9ZN+6WOq3qU7a\nCScJh1Jo1rVOvkVmk46m5XCeNpRtgu7zIyIOEdkAHAGWqupa+9AoEdkoIh+KSFW7rSFwwKd7tN12\nUjq3aUKIw8H0r3/D7fGw+NetbP7rYNbx6/udz+ff/s6mndblU9OdLF/zJ6npzlO6nzYt6rNrfww7\n9hwmw+nm9c9+yPL5ERGGXtGVCe9/Q+zxRLxeLxt2/IPT5SY5LYPwsFCqRlUgNd3JSx8vNv5rhjKP\nI0TwFMFvzlBEFJJiU43/D5B0LI3Y3SdyLHuBFdGVdsJZaOvM4R3xJBxKAeDY/kT2rz/KiRjrnV1V\nSTicQvS249Y1DWcMQVd+VNWrqp2xlrHOF5G2wNtAC1XthKUUTT7dccJCQ3jnqZuZu2QdXf7vOb79\nZQtX9myXdbx9q4a8MPpaxr21gM5Dn6XPnZOZt2x9vtfLTzFp3rAWD9zYh1vGfESfuyZz3rnNchwf\nO6I/5zSry+DRb9Fl2HNMmroYVRjStwsN6lTjwptf4Kp7XqNrG1Ozy1D2uW3QhdxwdfeSFqPccWy/\nyfabEpdOakJGHiXH4/KSkVI0P7Tk41ZCxPiDyRzccoyYvxM4cTjFFJ49A5GAZ6MsaDCRp4AUX18f\nEWkKLFTVDiLyBKCqOtE+thgYp6q/57qOPnhTn6z9Hh1a0KNji2K5B4PBkI04MEsBJYAI1GtdnYgg\nZisu7Rz5K570JBciOV0URGx96Awwjq3etIfVm/dk7U/57AdUtVjWDERk34e/TG5at3HtPMfsPD8/\nqGrfXH0aATOAuoAX+EBVp4hIR+BdIBJwASNV9Q8/Y14FvIZlmPkoUxcIBkH1+RGRWoBLVU+ISAXg\ncuBFEamnqkfs04YAW+3tBcBnIvIq1nLXWcAaf9d+6Ja+/poNBkNxcgb8wJRFVOHYvkQatKkR1EKd\npZkshSeX9nMm+VH26JjzxX7KZz+UoDSFwg08oqobRSQK+ENElgKTsAwZS0SkH/AS0Nu3o4g4gDex\nqrQfAtaKyNeq+mcwBA22w3N9YLp9Uw5glqp+KyIzRKQTlma4D7gHQFW3i8hsYDvZ2uEZ9FU2GM4s\nCvvH+fbMFRyMieN/o4cEVZ7yhDvDS3qyiwoBSthX1sjyeyqful+pxDZqHLG3k0XkT6AB1m99pm9v\nNSx/3tycD+xS1f0AIjITKwiq7Ck/qroF6OKn/dYC+rwAvBBMuQyG0kSv2ybx4sPXcWGnlllt/jKJ\nB5O3Zi5n9uK1xCemUrlSJF3bNmXKmBsAuPHfHzC4T2eGXdktb8dCaj++UZbRMfH0Gv4Su755Hofj\njMmzWuyoV8lIdpZb5Sfru2dej0slItIM6IQVrf0w8L2ITMZSVy/00yV3wNNBLIUoKJxR5S0MhjOJ\noq5meDxeQk6hCOaXS9ex4MeNfPbiCBrVq86xhGR+WLUjaOOp5lmpMBSR9CSXZV8vh2hmIVPzRQoa\nk19Zyo75+RY2rZ7fAXvJay4w2rYA3WdvfyUiQ4GpWG4wJYZRfgyGMsC7s39i1ndrOH4ihQa1q/HI\nbZdzxYVWNOOXS9cx87u1dDynEfN/2MDNA3rw0C19eeuL5cxavJYMl5tLup7NuJED/SbU3LIrmou7\ntqJRPetZVqtaFP/qdx4Ak6ctYe3WfWzceYDn31vEdX27MG7kQFr2G8v4kdfw8Vcr8XqVFR8/zrPv\nLuT7ldtISkmnecNaPHnPgKxoyNc/XcY/h+OY/Pgwrv/3+wB0GvoMIsKM/91Bp9ZNimEWzzzKcxSS\n5izmbggCbYf0p/vI4XnaD63fwpL/TIj310dEQrEUn09U9Wu7+TZVHQ2gqnNF5CM/XaMB3wdBI/wv\njwUEo/wYDKWQ3C+zTRvUZPYr91K7emW+/XkLj0yazfKPH6N29coAbNp5gIG9O7J25n9xub3MWbKO\neT+sZ+ZLd1OjaiUeeWk24976msmPD8szVqfWjXnu3UXUrVmFHh1b0q5l/azlqEeHX8G67fv9Lnst\nW7WDr6aMIiLMeox0PKcxD93cl6iKEXz81W+MmvA5v8z4N+FhOR8zs166m0tuf4nN88aXW2fdQOFx\nebPKNFStX5HqDcpR8kNj8SmtTAW2q+rrPm3RInKJqv4kIn2Av/z0WwucZUeAHwauB24IlpBG+TEY\nSgH3PvsJIT7+L06Xm3NbZef37HfRuVnb/Xu15+1Zy9m88yB9erQBoG7NKtxyzQUARIQ7WLB8I3cO\nuZiGdS1rzuO3X0m/e1/npUeH5vGzGXxZZxwizF26jimf/UBEeBgjhl7MPf93SYEyj7z+UqpUisza\nH9S7U9b2nUMu4s3Pf2TPwWN5sp1nkl8mXUPRSDvhRBwpVKwSTmhkKALIGVwGw+g+pQ8R6QncBGyx\nkxsrMBYYAUyxy1ylA3fb59fHCocfoKoeERkFLCE71L3w6++niFF+DIZSwHvjbuGCjjkdnmd/n50G\nY96y9Uyd/ysHYyxLc1q6i7jElKzj9Wtn17EDiI1LoqFPbbuGdarj9ng5Fp9MnVw18AAG9u7EwN6d\n8Hi8LFm1nYcnzqRtywZc3KVVvjLXq1U1x/4Hc39mzpJ1xMZZCfhSUp3E+8hoCC7OVDfOVDcnDlsZ\noEPCHDRsVwPHKfhjlSWM8lP6UNWVQH4F0vJETKjqYWCAz/5i4JzgSJcTo/wYDKWAgh7k0bEJjH19\nPp9PvIsuba3M4APun5InsZsvdWpUJjo2weca8YSFOqhVveBlkZAQB/0uOpd3ZyOZSfMAABj5SURB\nVNXjr30xXNylVb6O175Wm7Vb9/H+3F/4fOJdtGpaFyD/2nXG2hM8JDsE3OP2kprgJKpm5Ek6lVGM\n9mM4Dc7MVwKD4QwiLd2JwyFUr1oJr9fLnCV/8Ne+mAL7XHNpR6bO+5WDR+JJSctg8rQlDLikg9/Q\n8i+XrmP5mj9JSctAVVmxdid//xNL59aNAahZLYoDh+MKHC8lLYOwUAfVqlTE6XIz5bMfSEnL8Htu\nzaqVcIiw/yTXNBQBzbmdesL//8GZgNF9DKeDsfwYDCXMyQwhZzWpw11DLuK6h94mxOHg2r5d6Nau\nWYF9hl3ZjaNxSfzr8fdwujxc0q0VT9830O+5URUjeXvmCh59aTYer9KwTjWef2BwlpXp9sE9eezl\nOXz2zWoG9+nM0/dek0fmXl1bcXGXs+lz52QqVYjgjmt7Ur92VT+jQWREGCOv782wR97F7fEybcLt\ndDynccGTYCgSqfEZ/LPpKGGRoXjdXsIirUd+eKVQUIiqEYnH7UW9SkRUWBnzwTLaj6HoFGttr0Ah\nIrpnscmDaDAYDCclU5/xXSZ12JYTO+cSYjlHN2hTg9Dw/Fw2Shf71seWO/2nxVVjirW213WfTGla\nuV6dPMfsUPc8tb3KEmbZy2AwGM5kbCUnR5M3u03V2ve6lZhdCWUnaWAZEdNQOikW5UdEHCKyXkQW\n2PvVRWSJiOwUke9FpKrPuWNEZJeI7BCRK4pDPoPBYDCAO8ND9La4Uq8AlXb5DKWf4rL8jMYqVprJ\nE8AyVT0H+BEYAyAibYFhQBugH/C2lK1FaIPBYCizqILH5eHIzgTSkpylV8kopWIZyg5BV35EpBHQ\nH/jQp3kQMN3eng4MtrcHAjNV1a2q+4BdBLGwmcFgMBhyol7ISHERuyuB6G1xOFNdJS1SHlTVVHM3\nnBbFEe31KvA42eXsAeqqagyAqh4RkUyPqobAKp/zou02g8FgMBQjqtYy2OGdCdQ9qyqRpah6fGk1\nSJ1prH5lKdEbFpa0GEEhqMqPiFwNxKjqRhG5tIBTT/mr/Nony7K2e3RoQY+OLU5dQIPBYDAUiHqV\nI38lEBEVRtV6FQkNcwBCWIWQ0wqN97i9ZCS7SEvMABH72nkjzVSVtBNOju1PxOEQ6rW2SrYIZ/7q\n1+pNe1i9eU+Jjd+k6yDOuezuPO1x+zeyce5TJSBR4Ai25acnMFBE+gMVgMoi8glwRETqqmqMiNQD\nYu3zowHfhB/5VnV96JYyG2FnMBgMZY6MZBdH91ilS1BFHELFahHUbFq50EqQqpKakEFibBrOFJed\nkdo6lnI8nbqtqhFRKSzrfK9XObr7BOlJTlTBK0rs3yeoVr9SudB+enTM+WI/5bMfSlCaM4ug+vyo\n6lhVbaKqLbAqtP6oqrcAC4Hh9mm3AZll7xcA14tIuIg0B84C1gRTRoPBYDAUDvWq9VHwepSUuHSi\ntx3n+IEkUuIzskpr+MOZ7ubQjniO7kkkI9mVFWKfidejHPkrnvQkJ+4MD4mxqURvO247XmcKYNUw\ni919AuP0YzgdSirD84vAbBG5A9iPFeGFqm4XkdlYkWEuYKSW2nADg8FgKN9YfkFeko6mkRSbRvVG\nlahat5Lfc08cScWV5i74el6I3X3CVnY0h3JkMASSYlN+VPUn4Cd7Ow7wu26lqi8AJn2zwWAwlBXs\nV9SUuAwqVIkgPjrZKpcBVKoRSdoJJynH0wt1Ka/HvO8ago+p7WUwGAyGgOBKc3Nou1WwNu2EE4D4\n6JQgjWaUJEPRMeUtDAaDoRxy6GgCHYaMD1giwz0Hj3L1yCl0GDKeGQt+yz4QJNec0xV77dZ9XD7i\nlcAIYyhzGMuPwWAwlELWbt3HpKmL+Wt/DKEhDlo2rsNT9w6gfauGfLl0HbMW/8HsyfcU+foNaldj\n87zxWfs3/vsDBvfpzLAruxXpeu/P+ZkLOrZk0VsP5jzgo6T8sn4X785awZZd0YSHhVK/VlWuubQj\nwwdfSHjYKf4cnabyc965zVj6wSOndxFDDuykxjOAuoAX+EBVp9jHHgBGAm7gG1V9wk//q4DXsAwz\nH6nqxGDJapQfg8FgKGUkp2YwYvx0Jjx4Lf0vbo/T5WHt1n2E23lwNLMaewF4vV4cjuIz7kfHJnDN\npR3zPf7tz1sY8/o8/nv31bzz1M1UiarA3uhjfLJgFYePnqBpg5oBk8Xj8RISYhY2SgA38Iid2y8K\nWCciS4B6wDVAe1V1i0it3B1FxAG8CfQBDgFrReRrVf0zGIIa5cdgMBhKGXujjyEIV/fqAEBEeCgX\ndTkLgN0HYnnqza/weLy0v3YcoSEhbJj7NI9PnktkRCjRMQms3bqX98bdSobTxSvTl7L/8HGqRFXg\n/67oyuibrViT6Jh4eg1/iV3fPM+rM5axdus+Nu48wPPvLeK6vl0YN3JgHrmWrdrOy9OWEHM8kbYt\n6/PcqMG0aFybm574kDWb9/LHtn08/94iFrw5imYNcv6+TfjgG0bf3CeHZal5w1o8fd81Wfuqyruz\nf2L24rUkpWZwYaeWPP/AYKpEVfA7/rOjBtGysVUgoNdtk7hpQHe+/nEje6OPse2rZ9i++zBjXpvH\n/sPH6dX1bBwOoXnDWjx86+X8vnkPj0yazcpPLQPEu7N/YtZ3azh+IoUGtavxyG2Xc8WF7QL1X1ou\nUNUjwBF7O1lEdmBVabgbeFFV3faxY366nw/sUtX9ACIyE6sUVlCUH6MaGwwGQymjecNahIQ4ePzl\nOfz0x04Sk9OyjrVsXIfnHxhM5zZN2DL/GTbMfTrr2MIVm3jgxsvYMv8ZurVrSqUKEUx+fBib543n\no2dv4/Nv1rBsVXaN6Uzr0aPDr+C8c5sxfuRANs8b71fx2XPwKA9NnMXT913DH7Oe5JJu53DnuOm4\nPR4+e/Euzju3Gc/cP4jN88bnUXz2HDhKzPFErux5boH3Pe3r3/hh9Q5mvXwPqz4bQ5WoCjz15tf5\njn/XuBm4PZ6s/otWbObj529n49xxeLzKfc99yv9d2ZUNc57mmks7suS3bTkH9LGeNW1Qk9mv3Mvm\neeN58KY+PDJpNkfjkwqU15A/ItIM6AT8DpwN9BKR1SKyXET8ra02BA747B8kiOWtjOXHYDAYShlR\nFSOY/fI9vDvnJ8a+Pp9j8clc0u1sXnhoCDWrReXb7/IebencpgkA4WGhnN++edaxc5rVY8ClHfh9\ny176XtD2lGX69uctXNa9NRd2agnAiKEXM+3rlazf/k+OcfwRl2hFfNWuni37gy98wc/r/sLl8jBh\n9LUMvqwzX3y7hmfuH0idmlWsc268jItvm4TX6y3U+MMHX0hdu++arXvxepVbB14IwJU929HhbN8C\nAjnpd1G2Yta/V3venrWczTsP0qdHm1OapzOI/X//NLXp0V2/5Xc8I78D9pLXXGC0bQEKBaqrag8R\nOQ+YDZRoTSqj/BgMBkMppEXj2kx6ZChgWT0enjiL595bxGv/uT7fPvVrV82xv2nnActpel8MTrcH\nl9tD/4sLtr7kR0xcIg3qVMvaFxHq16rKkWMnTtq3epWKAByNS6JhXas215QxNwAw7NH38NqZoaNj\n4rn32U9x2CYpRQkNcXAsPrlQ49erlX3/sceTqFurSg45cs+PL/OWrWfq/F85GBMPQFq6K0tpK6e8\n4Dyyv9ctA6dhueNYOF1pzF/2GBnOJL/e4raiMxf4RFUzqzccAOYBqOpaEfGKSE1VPe7TNRpo4rOf\nb3mrQGCUH4PBYCjltGhUm+su78rM76xqP/nV0srd/tCLM7lt0IVMm3AHYaEhPPfeIhISU/PpW7AM\ndWtU4a/9MTnaDh87Qb0CFApf+evWrMLildu4c8hF+Z7XoE41Jj58HV3aNi3S+L73X6dGZWKOJeY8\n/+gJmvlxrI6OTWDs6/P5fOJdWWMPuH9Kea8e/31YaCT7D62lWcPuWY1/7llKwzrt2X1g5c58+k0F\ntqvq6z5tXwGXAT+JyNlAWC7FB2AtcJaINAUOY5XEuiFQN5Mb4/NjMBgMpYw9B47y4Ze/ZFk1Dh1N\nYOGKTVlLWrWqRXHk2Alcbk9BlyEl3UnVqAqEhYawaecBFizflOO47497zWpRHDgcl++1+vdqz/I1\nf7Jq027cHg8fzP2ZiLBQurRpkm+fTESEsSP6M+WzH5i1eG2WD9Pe6GMcS8j2q7mh//m8PG0J0bEJ\nABxPSM7yUTrV8Tu3aYLDIcxYsAqPx8vSVdvZ/NcBv+empTtxOITqVSvh9XqZs+QP/toX4/fc8oKq\n6rH43f027fwKteuMOF1p7NjzPXsO/tbaXx8R6QncBFwmIhtEZL0dvv4x0EJEtgCfA7fa59cXkUX2\neB5gFLAE2AbMVNUdwbq/YrH82CFs64ADqjpQRMYBI8iu5j5WVRfb544B7sAKmRutqkuKQ0ZDXlZv\n2pOjorAh8Jg5Dj5lcY4rVYxg084DTJ3/K0kp6VSpVIHLerTmiTv7AXBBp5a0alqX7jdMIMThYO2s\nJ/1e59n7BzHh/W8Y9/YCurdvwYBe7UlMyS4z4WvtuX1wTx57eQ6ffbOawX068/S91+S4VotGtXnl\n3/9i/FsLiIlLpG2LBnzwzG2EhoSwetOek1qOru7VgSqVInl75gomvP8N4WGhNKhdlRv7d6f/xe2z\nZAC4bexUYuMSqVktigG9OtD3grYFjp/7XgDCQkN456mbeeK1L3l52vdc0u1sLuvexm8+obOa1OGu\nIRdx3UNvE+JwcG3fLnRr16zgGyof5LD+nMzqo6orgZB8rnWLn/MPAwN89hcD5wRC8JMhxVE3VEQe\nBroCVXyUnyRVfSXXeW2wtMLzsNb7lgGtchc3FRHds9iU/wo2r32yjIdu8VuCzRAgzBwHHzPHwaes\nzPGQh97mpqu7c93lXUtalCLR4qoxqGqxlrMXkauqVm74Xb+Ln2T+sn+T4Uxqrar5LXmVGYK+7GVn\nfOwPfJj7kJ/TB2GZutyqug/YhRX7bzAYDAbDKbFmy16Oxifh8Xj5cuk6du49Qq9uZ5e0WGWN78NC\nI/lh9Ss0rNOeM0HxgeJZ9noVeBzI7RU3SkRuAf4AHlXVE1gx/at8zokmnzh/CQ0PgqgGX8QRYuY5\nyJg5Dj5mjoNPaZ3jPYfiGfW/L0jPcNK4fk3eGTecOrUDl0m6PKCqKiL9BPnuaNwuv74+ZZGgLnuJ\nyNVAP1UdJSKXYqW9HigitYFj9qQ+D9RT1btE5A1glap+bvf/EPhWVeflum759sE3GAwGQ7mkuJe9\nAMQKowtTVWdxjx0sgm356QkMFJH+QAWgsojMUNVbfc75AFhob0cDvlmo/Mb5l8R/vsFgMBgM5RHb\n7/aMUXwgyD4/qjpWVZuoagusmP0fVfVWEannc9oQYKu9vQC4XkTCRaQ5cBawJpgyGgwGg8FgKF+U\nVJLDSSLSCavk/T7gHgBV3S4is4HtgAsYmTvSy2AwGAwGg+F0KJZQd4PBYDAYDIbSQpnL8CwiV4nI\nnyLyl4j8p6TlKauIyEciEiMim33aqovIEhHZKSLfi0hVn2NjRGSXiOwQkStKRuqyhYg0EpEfRWSb\niGwRkQftdjPPAUJEIkTkdzub7BY7h5iZ4yAgIg47Y+8Ce9/McYARkX0issn+Pq+x28w8B4EypfzY\nmaLfBK4E2gE3iMgZE3pXzHyMNY++PAEsU9VzgB+BMQAi0hYYBrQB+gFvS37FhQy+uLEiHNsBFwD3\n299XM88BQlUzgN6q2hnoBPQTkfMxcxwMRmO5JGRi5jjweIFLVbWzqmbmuDPzHATKlPKDlfBwl6ru\nV1UXMBMrMaLhFFHVX4H4XM2DgOn29nRgsL09EJN88pRR1SOqutHeTgZ2YEUwmnkOIKqaWakzAsuP\nUTFzHFDySVZr5jjwCHl/l808B4Gypvw0BHwr0x0knySIhiJRR1VjwPrhBurY7bnnPd/kkwb/iEgz\nLMvEaqCumefAYS/HbACOAEtVdS1mjgNNZrJaXydRM8eBR4GlIrJWRO6y28w8B4GSivYylA2MN3wA\nEJEoYC5Wod5kP0k6zTyfBmqVnO4sIlWA+SLSjrxzaua4iNjJamNUdaOdrDY/zByfPj1V9bCdCHiJ\niOzEfJeDQlmz/EQDTXz2/SZBNBSZGBGpC2DnYoq12wuVfNKQFxEJxVJ8PlHVr+1mM89BQFUTgRXA\nVZg5DiSZyWr3AF8Al4nIJ8ARM8eBxa5yjqoeBb7CWsYy3+UgUNaUn7XAWSLSVETCsRInLihhmcoy\nQs4CswuA4fb2bcDXPu0m+WTRmApsV9XXfdrMPAcIEamVGf0iIhWAy7F8q8wcB4h8ktXegpWZf7h9\nmpnj00REKtpWYkSkEnAFsAXzXQ4KZWrZS1U9IjIKWIKluH2kqjtKWKwyiYh8DlwK1BSRf4BxwIvA\nHBG5A9iPFUlgkk8WERHpCdwEbLF9UhQYC0wEZpt5Dgj1gel2JKgDmKWq34rIaswcB5sXMXMcSOpi\nLdsq1m/zZ6q6RET+wMxzwDFJDg0Gg8FgMJQrytqyl8FgMBgMBsNpYZQfg8FgMBgM5Qqj/BgMBoPB\nYChXGOXHYDAYDAZDucIoPwaDwWAwGMoVRvkxGAwGg8FQrjDKj8GQCxHxiMh6EdkqIhtE5BGfY11F\n5LUC+jYVkRuKR9LCIyJ7RaRGEK+f475F5DYReeMUr7FcRLoEXro841wiIgkisshnf+FpXO9TETku\nIkMCJ6XBYAgmRvkxGPKSoqpdVPVcrIzB/URkPICqrlPVhwro2xy4sRhkPFWCndDL332X5iRiP6vq\nAJ/9IsuqqjeTnXXXYDCUAYzyYzAUgKoeA+4GRkFOK4G9vcG2Eq2zU9K/AFxkt422LSI/i8gf9qeH\nT9/lIjJHRHbYtZKwj50nIitFZKOIrBaRSnbl8kki8rvdPsKfvCIy364IvcWnKjT4lDERkUfs45tF\nZLTd1lREtovI+7bFa7GIRPjIs8m+p0kissXP0Dnu225rKCLfichOEZnoM/7bIrLGlmGcn3sYKiKT\n7e3RIrLb3m4uIr/a211FZIV9r99Jdu2jwsiaL3b/dfZY40Rkmv3/t1dErhWRifa8fSsiIf7m12Aw\nlAFU1XzMx3x8PkCin7Y4oDZwCbDAblsAXGBvV8R6mcg6brdHAuH29lnAWnv7EiAeqzyDAL8BFwJh\nwG6gi31eFBACjADG2m3hWHXumvqRs5rPuFuA6vb+XqAG0AXYZB+vBGwFOgJNASfQ3j5/FnCjvb0F\nON/efgHY7Gfc3Pd9G/C3LX8EsA9omEtGB7AcONfeX27LVxf43W6bA/xuz9OtwASs1P8rgZr2OcOw\nSt0UVdZLMv8v7XnNlHMc8LMtZwcgBbjCPjYPGOhzjY+BISX93TUf8zGfwn2M5cdgKBz+3uxXAq+K\nyANYSobXzznhwIcishnrh7yNz7E1qnpYVRXYCDQDzgEOqep6AFVNVlUPVpHDW8WqEfY7liLTys94\nD4nIRmA1VpXnzHMyl3UuAuararqqpmD9iF9sH9urqpmWknVAM7GKhkapambBxM/9TU4+/GDLn4FV\nf6ip3X69iKwDNgBt7U8WqhoDRIlV5LGxPeYltpy/2HN0LrDUno//Ag1OU9a2wHvANarqWxn7O/v/\ndQvgUNUldvsWrP8vg8FQBilThU0NhpJARFoAblU9KpKtA6nqRNtp9mpgpYhc4af7w8ARVe1gL5Ok\n+RzL8Nn2kP336E/REuABVV1agJyXAJcB3VU1Q0SWY1l4CktueTL7FnVJJ8/9iUgz4FGgq6omisjH\n+cj4G3A78CeWwnMn0AN4BEuJ2qqqPX072MpPUTmMZaHqAnyb+x5UVUXE5dPuxTw/DYYyi7H8GAx5\n8fWPqQ28A+SJXBKRFqq6TVUnYS2XtAaSgCo+p1XF+mEFa9kmhILZCdQTka72GFG20vQ9MFJEQu32\nViJSIVffqkC8rfi0xlIWct/TL8BgEYm0fZSutdty3HcmqnoCSBSR8+ym6/OROwmofJJ7A2tukoEk\n20+nXz7n/Qo8BvyEZRXrDWSoahLWHNX28Z8KFZG2tqxJhZDVH/FYSuwLItIrn3OMX4/BcIZg3lwM\nhrxEish6rCUrFzBDVV/1c95DItIby6qxDfgOa3nJYy/HTAPeAuaJyK3AYiy/EX8ogKq6RORfwJu2\ncpMK9AU+xFpmWS+W+SkWGJzrGouBe0VkG5aCsMrP9TeIyDQsZU2B91V1k4g0Jf+Ip7uwlu48WMrI\nCT/nbAa8Pvcdn8/9bbaX5XYAB7CUnBzn2PyCtWz3s6p6ReQfu0/mHA0F3rCtPSHAa1hLa4WR1S+2\nZW8A8K2I3EHe+SjN0WsGg+EUEMvdwGAwGPwjIpVs/yBE5D9APVV9uITF8kthZLWXBx9T1WsCOO7H\nwEJVnReoaxoMhuBhlr0MBsPJuFqskP4tWA7Tz5e0QAVQGFmdQDvbX+u0EZFPgV5AeiCuZzAYgo+x\n/BgMBoPBYChXGMuPwWAwGAyGcoVRfgwGg8FgMJQrjPJjMBgMBoOhXGGUH4PBYDAYDOUKo/wYDAaD\nwWAoV/w/aANY0Y7C3BIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,3))\n", "t=0\n", "levels = [ 26, 27, 28, 29, 30, 30.2, 30.4, 30.6, 30.8, 31, 32, 33]\n", "sal_full = teos_tools.psu_teos(grid_T.variables['vosaline'][t,:,:,:])\n", "tmask = mesh_mask.variables['tmask'][0,:,:,:]\n", "sal_full= np.ma.array(sal_full, mask=1-tmask)\n", "lines = np.loadtxt('/data/nsoontie/MEOPAR/tools/bathymetry/thalweg_working.txt', delimiter=' ' , dtype='int')\n", "depth = mesh_mask.variables['gdept'][:]\n", "dep_thal, distance, sal_thal = visualisations.load_thalweg(depth[0, ...], sal_full, X, Y, lines)\n", "sal_plot = visualisations._fill_in_bathy(sal_thal, mesh_mask, lines)\n", "CS = ax.contour(distance, dep_thal, sal_thal, levels, colors='k')\n", "cbr = visualisations.contour_thalweg(ax, sal_full, bathy, X, Y, mesh_mask, 'gdept','salinity', cmap='Spectral_r' )\n", "\n", "cbr.set_label('Salinity [g/kg]')\n", "cbr.add_lines(CS)\n", "ax.set_ylim([450,0])\n", "ax.set_xlim([0,500])\n", "\n", "ax.text(5,350, 'Strait of Juan \\nde Fuca', fontsize=12)\n", "ax.text(200,380,'Haro Strait', fontsize=12)\n", "ax.text(350,440, 'Strait of Georgia', fontsize=12)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fig.savefig('SalishSeaModel_09apr2016_salinity_thalweg.png')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.4.4" } }, "nbformat": 4, "nbformat_minor": 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