{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Using daily averages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "import scipy.io as sio\n", "import pandas as pd\n", "import datetime\n", "import xarray as xr\n", "from salishsea_tools import tidetools, geo_tools, viz_tools\n", "from matplotlib.colors import LinearSegmentedColormap\n", "import pandas as pd\n", "import pickle\n", "%matplotlib inline\n", "\n", "from IPython.core.display import display, HTML\n", "display(HTML(\"\"))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "\n", "HTML('''\n", "
''')\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "buoy = sio.loadmat('/ocean/rich/home/metro/ecbuoy/matlab/ECBUOY.mat')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "buoy = buoy['ecbuoy']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "buoy_dtype = buoy.dtype\n", "buoydata = {n: buoy[n][0, 0] for n in buoy_dtype.names}" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['comment', 'lat', 'lon', 'tz', 'mtime', 'temp', 'specc', 'turb', 'salR', 'vel', 'airtemp', 'cwind', 'wspd', 'wdir', 'wu', 'wv', 'pH', 'O2', 'O2sat', 'dailyturb'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buoydata.keys()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "temps = buoydata['temp'][:,0]\n", "sals = buoydata['salR'][:,0]\n", "mtimes = buoydata['mtime'][:,0]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(76535,)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mtimes.shape" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(76535,)\n" ] } ], "source": [ "base = datetime.datetime(2000, 1, 1)\n", "py_buoy_times = np.array([base for i in range(76535)])\n", "print(py_buoy_times.shape)\n", "for n in range(76535):\n", " py_buoy_times[n] = ((datetime.datetime.fromordinal(int(mtimes[n])))\n", " + datetime.timedelta(days=mtimes[n]%1)\n", " - datetime.timedelta(days = 366))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nowcast = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSg3DTracerFields1hV17-02')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "-123.03856589999999" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buoydata['lon'][0][0]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(415, 337)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_tools.find_closest_model_point(buoydata['lon'][0][0], buoydata['lat'][0][0], \n", " X, Y, land_mask = bathy.mask)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "temps = temps[py_buoy_times > datetime.datetime(2014, 9, 12)]\n", "sals = sals[py_buoy_times > datetime.datetime(2014, 9, 12)]\n", "py_buoy_times = py_buoy_times[py_buoy_times > datetime.datetime(2014, 9, 12)]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(26462,)\n" ] } ], "source": [ "print(temps.shape)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pytz\n", "local = pytz.timezone (\"America/Los_Angeles\")\n", "utc_datetimes = np.array([local.localize(py_buoy_times[n], \n", " is_dst=True).astimezone(pytz.utc)\n", " for n in range(26462)])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "temps = np.ma.masked_invalid(temps)\n", "utc_datetimes = np.ma.masked_array(utc_datetimes, mask = temps.mask)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "23112" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.ma.count(utc_datetimes)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "utc_datetimes = utc_datetimes.compressed()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "days = np.array([])\n", "for n in range(23112):\n", " day = datetime.date(utc_datetimes[n].year, utc_datetimes[n].month, utc_datetimes[n].day)\n", " days = np.append(days, day)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "d = { 'temperature': temps.compressed(), \n", " 'salinity': np.ma.masked_invalid(sals).compressed(), 'day': days}\n", "buoy_table = pd.DataFrame(d)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1018,)\n", "(1018,)\n" ] } ], "source": [ "averaged_daily_salinity = np.array([])\n", "averaged_daily_temperature = np.array([])\n", "for day in buoy_table.day.unique():\n", " sal = buoy_table.loc[buoy_table['day'] == day].salinity.mean()\n", " temp = buoy_table.loc[buoy_table['day'] == day].temperature.mean()\n", " averaged_daily_salinity = np.append(averaged_daily_salinity, sal)\n", " averaged_daily_temperature = np.append(averaged_daily_temperature, temp)\n", "print(averaged_daily_salinity.shape)\n", "print(averaged_daily_temperature.shape)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import os" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "HINDCAST_PATH = '/results/SalishSea/nowcast-green/'" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "model_surface_sal = np.array([])\n", "model_surface_temp = np.array([])\n", "model_1_5_sal = np.array([])\n", "model_1_5_temp = np.array([])\n", "for day in buoy_table.day.unique():\n", " sub_dir = day.strftime('%d%b%y').lower()\n", " datestr = day.strftime('%Y%m%d')\n", " fname = 'SalishSea_1d_{}_{}_grid_T.nc'.format(datestr, datestr)\n", " nuts = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir, fname))\n", " sal_val0 = nuts.variables['vosaline'][0, 0, 415, 337]\n", " sal_val1 = nuts.variables['vosaline'][0, 1, 415, 337]\n", " model_surface_sal = np.append(model_surface_sal, sal_val0)\n", " model_1_5_sal = np.append(model_1_5_sal, sal_val1)\n", " t_val0 = nuts.variables['votemper'][0, 0, 415, 337]\n", " t_val1 = nuts.variables['votemper'][0, 1, 415, 337]\n", " model_surface_temp = np.append(model_surface_temp, t_val0)\n", " model_1_5_temp = np.append(model_1_5_temp, t_val1)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWAAAAF1CAYAAABmo0PmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREREREJEH+P+o7Le4sQ3MXAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (24,6))\n", "ax.plot(buoy_table.day.unique(), averaged_daily_temperature, 'r-', alpha = 0.5, label = 'buoy')\n", "ax.plot(buoy_table.day.unique(), model_1_5_temp, 'g-', alpha = 0.5, linewidth = 5, label = 'model - 1.5m')\n", "ax.plot(buoy_table.day.unique(), model_surface_temp, 'b-', alpha = 0.5, label = 'model - surface')\n", "ax.legend()\n", "ax.set_title('Temperature');" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.832611264165\n", "RMSE = 1.47607008425\n", "Willmott = 0.983654461941\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAJcCAYAAACxEXM4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiQ1YAiTJElqwBAmSZLUgCFMkiSpgX8DzPZA/rfSLdAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "ax.plot(averaged_daily_temperature, model_surface_temp, 'r.', alpha = 0.5)\n", "ax.plot(np.arange(0,22), 'b-')\n", "ax.grid('on')\n", "ax.set_title('Water Quality Buoy vs Nowcast-green: Temperature, model at surface')\n", "ax.set_xlabel('Buoy')\n", "ax.set_ylabel('Nowcast-green')\n", "print('bias = ' + str(-np.mean(averaged_daily_temperature) + np.mean(model_surface_temp)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((model_surface_temp - averaged_daily_temperature)**2) /\n", " len(averaged_daily_temperature))))\n", "xbar = np.mean(averaged_daily_temperature)\n", "print('Willmott = ' + str(1-(np.sum((model_surface_temp - averaged_daily_temperature)**2) / \n", " np.sum((np.abs(model_surface_temp - xbar) \n", " + np.abs(averaged_daily_temperature - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.836122671334\n", "RMSE = 1.47791652105\n", "Willmott = 0.983595919817\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAJcCAYAAACxEXM4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8leWd7/3PFUJIIBDAQEIgkAIqiOIJTG1LxTMqShE8\nFSF2T+2e2a+Z2XXGds+24zgdZubpY2d2p3vv7s4jtdsEEA9QT9TioSpi1QweEKUBCRBYgUA4hEBC\nDiS5nz+u+2bdWVmnnFhZi+/79eKVZB2vdWDlm9/1u6/LOI6DiIiIiJxdaYkegIiIiMi5SCFMRERE\nJAEUwkREREQSQCFMREREJAEUwkREREQSQCFMREREJAEUwiSlGGMcY8xU9/t/N8Y8mugxiUjqMMZk\nup8zE+K47DxjTOXZGJckJ4WwFGGM+e/GmN+FnLYzwmn3xnF7f2+MWdUP47zIGPOyMabeGHPSGPOW\nMearfX0/AI7j/KnjOMvd+51rjKnu6W25z8dpY0yD+6/CGLOo70Z7drm/RD43xqT5TvtHY8xTCRxW\nTMaYp4wx/5jocfQFY8zvfO+n08aYVt/P/57o8fWGMeYZY8zfJnocycwY8xNjzK9iXOYhY8wn7nsn\n6nvGGPOnxpg233uswRhzdd+OWrpLISx1vAt8zRgzCMAYMw4YDFwectpU97L9yhiTHua0KcAfgM+B\nrwAFwIvAG8aYq/p7TH3gWcdxsh3HyQa+D6wyxuQlelC9UADEDOSpLNz79GxxHOcW3/tpNfC497Pj\nOH+aqHHFcjaes0S+LkmmGvh7IN4/mN/xvceyHcf5oP+GJvFQCEsdm7Gh6zL35znA28COkNN2OY5z\nAMAY83NjTMAYc8IY87ExZo57+jzgEeAe96+lz9zTc4wxTxpjaowx+93KiRfwHjDG/MEY8zNjzFHs\nB0Oovwc+cBznR47jHHMc56TjOP8T+wHy/7q306ViZYypMsbc4H5/lTHmA2PMcXcc/9sYkxHuCfGq\nJsaYYcDvgALfX4AFxphTxpjzfJe/whhz2BgzONaT7TjOa8BJYIrv8b8Xcv/+qdEcY0yZe/t7jTF/\na4xJM8ZkGGOOGWMu8V1vrDu2MSG3N8R93Bf7ThtjjGlyr5NrjFnvXuaYMWaTv9IVxuPAjyP9wjPG\n3GGM2ebe3jvGmOnu6d8xxrziu9xOY8zzvp8DxpjL3O9nGGPecMdzyBjziHt6xNfRWD8zxtS6783P\njTEXG2O+BywBfui+hq8QhjEmyxhTaoypM7Zi+UP/e8p9P/03Y8xWoNEYk+6+H9a5r88eY8xf+i6f\nZoz5G2PMLmPMUWPMc8aY0e55Re7rXGKM2WeMOWKM+VGU57xbjDELjTFb3edpkzHmIt95B40xf+W+\nRg3GmF8aY8a5z/cJY8wGY8wI97LTjK2C/Kn7fB8wxvyF77YGGWMeNcbsdh/DamPMyJDrPmiMCQCv\nus/ZOvc1PW6MedsYc6F7+b8EFgGPuuN63oSZwjO+aplxp+3cMRwCfhnr8cd43rzb+1v38ew3xtxq\njFngex3/2nf5LGPML9znptoY81Pj+xwwxvzIfazVwP0h95VljPk3931/0Bjzv4wxQ+Ic5y/d+zth\njPkP484KGGO+BfwVUOI+h/8R7vqO4zzvOM7LwLF47i/GWOJ+P0nfUQhLEY7jtALlwDfdk74JbALe\nCznNXwXbjA1oo4GngeeNMZmO42wA/plg5edS9/JPAW3YatrlwE3Ad323VwzsBvKAfwozzBuB58Oc\n/hwwxxiTGcdDbQceAnKBq4Hrgf8S7QqO4zQCtwAHfH8BHgDeAe72XXQp8IzjOKej3Z6xbgMygD/G\nMWaA/wXkAJOBa4BlwHfc1+0ZOn+w3wf83nGcwyGPowX4jXu+525go+M4tcBfY/8yHoN9DR4Bou1L\n9hvgBPBAmMd4AbAGW/EbA7wKvGJsUNqIfb3SjDEF2Ofhavd6k4FsYKsxZjjwJrABW3WbCvzevYto\nr+NN2PfqBe5zdjdw1HGcJ+hcMbo9wuN6DCjCPtc3EvJL03UfcBswEugAXgE+A8a7Y/m+MeZm97J/\nAXwL+7oVAHXAL0Ju7xvAhe51/84EA+s3jDHHI4wzKvcX8v8BvgOcB6wEXjSdQ/NCd1wXYauaL2F/\needhX4c/8112EPa5nuw+9h8bY77hnvcw9nn/BjABOA38LOS6xe5jXOCe9hL2j5B8YDtQCuD+YbUO\nWO6+TnfF+ZCLsH9IFgJ/Gefjj3V7p93x/QT4NbAYmAncAPyTMWa8e9kfu6dfAlwJzAV+CGcC0X/B\nPs/TsJ8lfv8D+5xdgn1+LgD+Js4xfuBe7zzs8/m8MWaw4zgvurdb6j6HfTVT8FU3gO4wtoUlNAN0\n5/0kfcFxHP1LkX/YStML7vefAecD80JOK4ly/TrgUt9trfKdlwe0AFm+0+4D3na/fwDYF2N8bcC8\nMKdPw4aFAuyHX3XI+VXADRFu8/ve43N/doCp7vdPAf/ofh/udu8B/uB+Pwg4CFwV5bltBY4DjdgQ\n8UPf+Q8A74Vcx8EGj0HudS/ynfefsVMDYH+57QOM+/NHwN0RxnEDtprp/fwHYJn7/T9gPzSnxvFe\n8cZ2K7AXG6T+EXjKPf9R4Dnf5dOA/cBc9+cAcAX2g/oJ4D/c1/E7wMu+98encb53z7yOwHXAl8BX\ngbSQy515TaPc1m7gZt/P3/W/9u776T/5fi4Ofe8C/x34v+73FcD1vvPGYX+5p2N/0TvABN/5/wHc\n283/u10eF/B/gR+FnLYXKHa/Pwgs8p33W+Bnvp9/gP2jAoL/x4p85/9P4Bfu93uAr/vO+wpwCjC+\n6xZEGX8+Nsxmuj8/A/yt7/zMMM/TmctgP6cagcHxPv4Yz+c8oN57/2D/kHBwP9/c07bhfh657+3r\nfOctALa73z8N/L3vvJneY3HfA63AeN/51wIVvnFUxvkeMO5zfqH780+AX8V53X8B/j3GZaa679c0\n7B/fXwIP+c6P+/2kf333T5Ww1PIu8A1jp0rGOI6zE3gf2ys2GrgYXyXMGPOwsdM19e5f6znYykQ4\nk7B/pda4UwPHgf8PGOu7TCDG+I5gf4GFGof9UDsa6wEaYy4wdsrtoDHmBLZiF2nMsbwEXGSM+Qq2\nYlLvOE7Ysr/rOcdxRjqOMwxbAVhmjPnPcdxPLva52+s7bS+26oLjOOXYD9+5xphp2A/LlyPc1tvA\nUGNMsTGmCPth+oJ73k+BSuB1d1op5l/jjuO8iq2ehT6OAv94HcfpwL6+XuVgIzbYftP9/h3sX9DX\nuD+DrWjsCne/0V5Hx3HeAv43ttpUa4x5ItI0iDFmiQlOMXsHoRTQ+b0Y7n3pP20Sdqr6uO+9/Qj2\nDw/v/Bd851VgQ7i/H/Cg7/tT2KpBb00CHgkZ1xiCrwHAId/3TWF+Dh2H/3HvxT5ug32tXvXdz6fY\nX9bedH2H47YxgO3ZMsb8q/s+O4GthBnf5XvioNO5Ch3P44/msPu+BftcQJjnx338+UT4/0nX95P/\ncgXY/9vbfGN8kc6fixG51agdxph67B/BmfT88ywqx3EqHcepchynw3GcLdj/c4tDLtbd95P0kkJY\navkAG6QexFZIcBznBHDAPe2A4zh7AIzt//ohdqpnlOM4I7F/ORr3tkKnsQLYSliuG0RGOo4zwnGc\nGb7LRJv6Ajs1FW5q4m7gQ8dOtzUCQ70zjO058/dG/RL7gX++4zgjsL8sDbF1GZvjOM3YqdD7sVOR\nK+O4He+6Vdg+M29KLHTc+b6LH8FWTib5TpuI/evbU+obx1p3bOHut90d833uv/WO45x0zzvpOM5f\nO44zGbgD+CtjzPVxPJwfYZ/Hob7TDvjH6/tF7Y3ZC2Fz3O830jWEBbBTX+FEfR0dx/mfjuNciZ0W\nuQD7VziEvI6O46x2glPM3jRRDbZK4SkMc//+2wkAe3zv65GO4wx3HOdW3/m3hJyf6TjO/q4326cC\nwN+F3O9Qx3F+04vb9D8XE7GfCQ7BSlDoYzziXjb0/893sH+4XIv9zJnmnh7p86MV+3/A/x7LD7lM\nuM+cvn78XbiP/yCR/3/W0PV5w3deGzDFN8Ycx3FihlFjzI3Yqe6F2Gnx0digE+k57GsO8X12Sj9S\nCEshjuM0Yaey/grbD+Z5zz3N3w82HPvhcRhIN8b8HeCvNhwCiryeAcdxaoDXgX81xoxw+4GmGGOu\n6cYQf4ytyv2TMWa0MWa4sc3B3wH+zr3Ml0CmMeY2Yxtj/xbwN7kOx/YxNbhVo3h7FA4B5xljckJO\nL8NOJd5BN0KYsQ3G87BTGmCnemcYYy5ze9v+3rusLzj9k/uYJ2FfD/8RTauwH8b3u2OK5mnsVOoS\n93tvTPONMVPdwFSPrdZ0hL+JIMdx3gG+AEp8Jz8H3GaMud59Hf4aG8Lfd8/fiP0FnOU4TjX2/TYP\nWwn51L3MemCcMeb7xh5UMNwYU+yeF/F1NMbMdit9g7Hhttn3OA4ROdj5x/7fjTGj3J6fP49x+f8A\nThrbrJ9lbJP6xcaY2e75/4597Sa54xtjjFkQ8db6zhPAXxhjZhkr29iDJYbGvGZkj7mP8VJs4H/W\nPf3fgZ8YYwrhzMEhkXruwL5+zdjq9TDsVLZfp9fJrUh9Dixxn987cPsIo4j6+I1t7O+rpTzWYJ+b\n84wxY7F/mHj/P58DvutWb7MJflbhVu5+Dfzc2ANjjDGm0A1YsQzHBtPD2HaAf8BWwjyHgK+4/5/D\nciuSmdiWh0HGHgAxKMJlbzPuwT7GHtzzCHY2QBJIISz1bMSWwv1H6m1yT/OHsNewDdNfYsvrzXQu\nuXsN9EeNMZ+43y8j2IxeB6wl/PRiWO706DeAS7F9OceB5cBCx3HedC9Tj22C/RX2L9FG7HSZ52Hg\n29gjE1cQ/CUS6763Yz9od7vTBgXu6X/A/oL/xHGcvdFug+DRog3Ygxr+gA2WOI7zJfZD9E1gJ52f\nf7B/8TZi+5Xew4anX/vGFwA+wf51uoko3OnLRuxUiH8duPPd+2/AVkX/j+M4b8d4TJ6/xf4l7t3H\nDmwg/F/YSt7twO2OPZDAe7wN3ljdiutubI9du3vaSWy15HZspWEnNrhB9NdxhHtaHfa9eRQ71Qrw\nJHYK+bgx5sUIj+UfsO+ZPe7zsRYbIMNyxzsfO7W7x328v8JWeAB+jp0eft0YcxL4ENtHFpMxZo77\nfuk29735l9hp/+PY/6vfpucVknbswTt7sP/3/8FxHO8z4XHsc/WW+xjfx/b8RfIkNjwcxIar0Pf7\nE8Bs93V6xj3tz7F/PNRhD3RYH22wcTz+QtyKfx/4O+zn2jZgi3u7j7vjeMF9PJuw1dvXQq77fWzl\n+CPsHz8bsC0FsbyC/Uzehf2/cwT7nHqewVYOjxlj3u96dcCG3yZ3DN91v/8BnJnyb3BDJcDN2GnT\nRuyU6UpsL5kkkNcILHLWudWkD4HHHMd5MoHjeAt42nGcqAsjnoVx/Bo7PaRFLvuQMebPsI3y3ana\nphS32viF4zgpsf6WWw3bDMz0Qr9IMlIlTBLGnca6BTtllZCGT3fK6QrirKj14ziKgDuxFQbpBWPX\nNvq6O2V+IXYq9YVY15Pk4TjOKcdxZiiASbJLib+KJHk5jvM5djrjrDPGlGKnRf6r19yeoHEsx66Z\n9f94B05Ir2Rgp7C+gp3Gega73pSIyICi6UgRERGRBNB0pIiIiEgCJMV0ZG5urlNUVNSv99HY2Miw\nYcP69T4kcfT6pja9vqlNr29qS8XX9+OPPz7iOM6YWJdLihBWVFTERx991K/38c477zB37tx+vQ9J\nHL2+qU2vb2rT65vaUvH1NcbEWvII0HSkiIiISEIohImIiIgkgEKYiIiISAIohImIiIgkgEKYiIiI\nSAIohImIiIgkgEKYiIiISAIohImIiIgkgEKYiIiISAIohImIiIgkgEKYiIiISAIohImIiIgkgEKY\niIiISAIohImIiIgkgEKYiIiISAIohImIiIgkgEKYiIiISAIohImIiIgkgEKYiIiISAIohImIiIgk\ngEKYiIiISAIohImIiEhKchyH9vb2RA8jIoUwERERSTkdHR28/PLL/OY3v6GjoyPRwwlLIUxERERS\nSkdHBy+99BJbtmxh7NixpKUNzLiTnugBiIiIiPSVjo4OXnjhBb744guuu+465syZk+ghRaQQJiIi\nIimhvb2ddevWUVFRwQ033MDXv/71RA8pKoUwERERSXrt7e2sXbuW7du3c9NNN3H11VcnekgxKYSJ\niIhIUmtra+P555/nyy+/5JZbbuGqq65K9JDiohAmIiIiSev06dM899xzVFZWcttttzFr1qxEDylu\nCmEiIiKSlE6fPs0zzzzD7t27uf3227niiisSPaRuUQgTERGRpNPa2sqaNWuoqqpiwYIFXHbZZYke\nUrcphImIiEhSaWlp4emnnyYQCLBw4UJmzpyZ6CH1iEKYiIiIJI2WlhZWr15NdXU1d955JxdffHGi\nh9RjCmEiIiKSFJqbm1m1ahU1NTUsXryYiy66KNFD6hWFMBERERnwmpqaWLlyJYcOHeKuu+5i2rRp\niR5SrymEiYiIyIB26tQpVq5cyeHDh7nnnnu44IILEj2kPqEQJiIiIgNWY2MjZWVlHD16lHvvvZep\nU6cmekh9RiFMREREBqSGhgbKysqoq6vj29/+NpMnT070kPqUQpiIiIgMOCdPnqSsrIz6+nqWLFlC\nUVFR924gEICqKigqgsLCfhhh7ymEiYiISOL5QtOJnBxKS0tpaGhgyZIlTJo0qfu39eMfQ309HDsG\nd98Nt9464MKYQpiIiIicHZGqU15oamujfsgQSi+8kMaWFu6//34KexKcqqpsAKuogH37YNs2eO45\n+Od/huLiPnowvZeW6AGIiIhIEgoEYNMm+zXey//4x/Dkk/ar/3pVVdDWxvGiIp4aM4ZTTU0sW7bM\nBrDu3g/YkNfUZKtgaWnQ3Azbt8Py5d27nX6mSpiIiIh0j69yRXo6PPaYPT1aD5YbtCgqst9XVQUv\nV1TEsSFDKG1vpzUtjWW33krB+PHh7yeeylhhITz6KDzyiK2CnToFo0ZBVlbn+02wfquEGWMKjTFv\nG2P+aIzZZoz5r+7po40xbxhjdrpfR/XXGERERKQf+ANVWxuUl0eucnmKimyQqqqyX32N9keHDuWp\nqVM5nZVFyZ13UnD55eHvp6oq/jEWF9vpx/vvh0sugUmTbGXsj38cMNWw/qyEtQF/7TjOJ8aY4cDH\nxpg3gAeA3zuO8xNjzN8AfwP8t34ch4iIiPSl0EAFkatcnsJCW8kKqZadOnWKp556ig6g5E/+hLy8\nvMj3050jJAMBWLHCjuu88+DoUThwAP7lX+Cdd+DxxxNeEeu3EOY4Tg1Q435/0hhTAYwHFgBz3YuV\nAu+gECYiIpI8QgMVwIYNscNSYWGn4FNbW8uWLVvIyMjggQceYMyYMdHvx+sRi2fpCX8V7dAh+31O\njj2vrm5ATEsax3H6/06MKQLeBS4G9jmOM9I93QB13s8h1/ke8D2AvLy8K5955pl+HWNDQwPZ2dn9\neh+SOHp9U5te39Sm1zc5DKmtJfPgQZrz82kZOzbmZY4OHcrWrVsBuOyyyxg6dGjM2x9eUUHuxo2Q\nkUHHoEHsLSmJel+TSktJb2hg0MmTYAxZhw7hAA0XXMDuP/3TiNftrWuvvfZjx3FmxbpcvzfmG2Oy\ngXXA9x3HOWFzl+U4jmOMCZsCHcd5AngCYNasWc7cuXP7dZzvvPMO/X0fkjh6fVObXt/Uptd3AOnN\nAqiBAKxaBW1t1GRlsWnSJLKysrjwwgu59dZbI1+nvByOHIGNG20FKxCA+fOhro6CceNgzpzI9zlp\nkj0icuxYW6F78EHIzWVYcTF5A6A5v19DmDFmMDaArXYc5zfuyYeMMeMcx6kxxowDavtzDCIiIhIH\nf8CCrmEr3iMVIwU1d3rwQFERKzs6GAKUPPAAn332WfjrZ2TYxvqPP4b2dhgyBG64AXbtsstNjB8f\nu0estRVyc4O9ajNmRA9tZ1m/hTB3qvFJoMJxnP/hO+tloAT4ifv1pf4ag4iIiMTBH7COHYPGRhg9\n2vZQeWEr2hIT4W4nNKgVFVE9dCirOjrIchxK7riDkaNCFkgoL7eVq6wsO45t26ClxYaw1lbYuRNm\nzYJFi+zRj7GqWb1p7D8L+rMS9nVgKfC5MWaLe9oj2PD1nDHmT4C9wN39OAYRERGJxQtYo0bBm2+C\n40BeHkyZEgxb8QSacEHNPX1fVharJ0xgWHo6JbffTs706Z2vGwjYdb22b7fjyM4GY+xYmpogM9Pe\n7/e/H/+q9xGOyBwo+vPoyPcAE+Hs6/vrfkVERKSbvIC1fTsMHgzDhtltf5qagmErnkATGtQyMuDH\nP2Zvejqr8/IYPnIkJX/yJ4wYMaLrdcvL7VRjUxOcPAkzZ8Ls2XbboYMHbR9YW5utiHVHyBGZA4lW\nzBcRETnXeQGrvBzWrbNhp6nJrjrvDzCxAk1oUKuqYk96Omvy88k5fZpl+fkMf/11e9lw04mDB0N+\nPpw4YRdZve22zmMagFOKvaEQJiIiIsGAVVzcu+k7X1DbvX8/a/LyGHX6NMuqqsj+4gu7Yj3A9Omw\nbBnDa2th0CBbNZs40YatSy+1AayvxjRAKYSJiIhIUB9N31VWVvLMm2+Se955LJ0xg2F1dfCrX9mp\nztZW+OQTOHGCabt22anHykqYOtX2gd13X7CfzBtPCoUvj0KYiIiI9J1AgC8/+ojnPv+cMcOGsfSW\nWxh6/vl2WvH0aTh+PDi1OHYsZudO23zf1mbX82pogCeesEtLxLtpd2/WL0sghTARERHpuZD1xbY/\n/jjPjx5Nfl0d92/bRlZFhV0kdcUKu+wFwPXXw9at0N6Ok5Zmq1/p6TaANTXZJSqiLYURev/xrF82\nACmEiYiISM94Acg9kvKPN97IuvPOY1xTE/e/8gqZs2fb89assV9nzLChas4cWLoUqqrYfu21XHnJ\nJbYnrLXVfl2xIv61veJZv2yAUggTERGRnqmqsuFq1y6+yMnhN8eOMeHkSZasX8+Qo0fhgw/sEY+n\nTtmeL7ALwHrThoWFnGxv77qKfUFB/NOLA3xB1mgUwkRERKR7/FsLNTWxdeRIXpwzh4m1tXz744/J\nKCiAb34TPv/cTi3Ong1Dh8I118CCBbGDVXca8Qf4gqzRKISJiIhI/EJ6sLYsWsRLe/fylZoa7v3k\nEzLGjrU9Xm1tMHmybbqvqrLLUOTnw4EDfR+YkvToSYUwERER6SrSht6+HqxPjhzhlX37mDxkCPfu\n3s3goiI73fjgg7a/y7uut+Dqs8/ahvyZM+3U4aJFDOnoSMCDGxgUwkRERKQzf7WrudlWtoYMsZtp\nX3MNtLSw+ehRXh0zhqnHjnFPTQ3p550HixeHXwm/qspePzPT3qYx8NFHcPw4k9LS4Oqrk7KS1Vtp\niR6AiIiIDDD+Iw7r66Guzm6q/dFH8NJLlI8cyau5uVxw9Cj3vPoq6ZWV0N5uN/2OtqdkQ4P9unev\nXYpi/HjS2tuDC7NGEgjApk32awpRJUxEREQsf8N9ejps22anFbOzoaICgA8uvZTXs7KYNngwiw8e\nZNDw4V03+w7lb56vq4Of/9ze/saN9rxoRzQm8TpgsSiEiYiISNewc8cdduX60aNtU/2tt/Le1q38\nPiuLi06c4M6pUxmUlgZTpoTf7DuU1zy/aZP9OnMmVFRw5OqryY92vUjrgCXpKvl+CmEiIiLSNezs\n22eXl8jOhtpa3j10iLfHjuXiIUNYuHMnadu22T6vpUvD94FF4k1N1tXBhAmcnD49vsv71wErL4fl\ny+34cnKStjqmECYiIiJdw87EibB1K05LCxsvuICNjsPM3btZsHs3aYEAjBwJjY32ut0JQCHrerXs\n2tWtywM2gFVU2AA2ZUpSrZLvpxAmIiIiXcNOeTnOuHG8PXkymyZN4rLKSm7//HN7RF9bW8/vJ3Qa\nMVYI88bmhay1a22Df1ZW7F60AU4hTERERCwv6JSX45SV8ebYsbw/aRJXbN/O/A8/xHjTgcOG2e2I\npk2zU5HxCtdkH891/FWwdetg//7gYrCxetEGMIUwERERsdyQ5FRW8npuLh/OmMGsgwe59ZvfxCxa\nBEePwttv26nIpiZ46KHuBaBwTfZxjOdMaJs3z/ahzZ9vpyO/+93uhcABRuuEiYiIiFVVhVNfz4YJ\nE/jwkku46osvuLWuDjN/vl2I9aKL7IKrM2ZAbq5dviIe3jpf3tIXXt9ZRgY5W7dGXv/LH9q8KVBf\nU38yBzBQJUxERERczqRJ/HbsWD4eO5ard+zgxtpazF/8RbDaFe5IxVhCq1nelkYZGbBiBeOqq+1W\nRuGOcAy9v+Ji+y/Jl6bwKISJiIgIjuPwypYtfDp2LF+vqeH606cx55/fudoU2rwfTwgKnYJsbYU5\nc2xlrK2N5vx8e364Ixwj3V+Shy+PQpiIiMg5rqOjg5dffpnPPvuMb37zm8ydMgWzd28w+IQe0RhP\nCApdfT+0euZWuTKrq+3UYrTV9lMkdIVSCBMRETmHdXR08OKLL/L5558zd+5crrnmGnvGxIn2a0+2\nDQq3+v6+fTB7dudq1mOPUfPCC+QvXGhP27QpJaYZ46UQJiIico5q37uXF159lW21tVx33XXMmTMn\neKZXyTp0KPy2QdH4pyC3bbPbH+XmwpYtUFDQKYjVz5xpv0/R/SGjUQgTERE5B7VXVbHul7+kYuhQ\nbjh+nK/7pwP9lazmZjAmcjN+uD0c/Q31TU12YVUvkL30EixY0DlkRdofMsUphImIiJxj2traWPvb\n37Jj6FBuchyurqvrHHxCQ9H8+ZCX13Wq0Atr3sr1jz4a3EfyscfsHo/e2mLbttmjIMFWxNxq15Da\nWkhLs2GvO0ddpgCFMBERkXNIW1sbzz33HDuPHOGWujquOn68a/AJtzREuMpUVZUNYLt22a/Ll8Mv\nfxm87IYNNswZA96044wZwYrY7NlMKi2FMWPsZebP795m4ElOIUxEROQccfr0aZ577jkqKyu57bbb\nmJWXF35fZ75aAAAgAElEQVS5iXiXosjIsFsIHT0K551npx29ilpoNW36dNi71wawTz6B2lp44QXS\n29psw35Vla22nSMBDBTCREREzgmnT5/mmWeeYffu3dx+++1cccUV9gxvCYrQIxNjLQ1RXm4rX1lZ\n4Dgwbhzk5HRZgqLLQqtPPQWbN9vK2fHjpI8efc5NQ3oUwkRERFJca2sra9asoaqqigULFnDZZZcF\nz4x3CYrQjbSXL7f7N+bkwCWXwC23dG649/eFeQoLbUVs8GD78+DBHJ47l9ELF55TS1N4FMJERERS\nWEtLC08//TSBQIA777yTSy65pPMF4jkyMdxG2llZNoDV19tlJ0KPePR4fWHr1sGiRfYyV15pr5eT\nw7GvftWuoH8OUggTERFJUS0tLaxevZrq6moWLVrEjBkzul4onv0gQ4Ma2AA2ZUrwqMhIjfttbTBq\nFKxfD8ePw/jx8NBDdvuioiJadu3qo0ebfBTCREREUlBzczOrVq2ipqaGxYsXc9FFF4W/YDxN+D3d\nSNu7XkWF/XnaNKirC+4fCfbIynOUQpiIiEiKaWpqYuXKlRw6dIi77rqLadOmRb9CpCZ8fx9YdzfS\nDgRsP9isWfbox7fftgHsHGzAj0QhTEREJIWcOnWKlStXcvjwYe655x4uuOCCnt1QuIb9eHu3AgH4\n4Q/ho4/sz1de2WkK8lxrwI8kLdEDEBERkb7R2NhIaWkpR44c4d57740ewLxlKQKB8Of7+7mqqzsf\n5Rjr+lVVtuo1bJj9V18fnIJUADtDlTAREZFkFLJnY0NDA2VlZdTV1XHfffcxefLk6NeNtSxFURG0\ntNiGeoC1a4Or2ce6flGRDW9ev5d//TA5QyFMREQk2YSEoJM/+AGlb7zBiRMnWLJkCUWxAk88y1IU\nFtolJY4fDzbUR1oN3zvdHwwffzxYPTuHtiLqDoUwERGRZOMLQScCAUpfeomG9naWLFnCpEmTYl8/\nnmUpwIanDRu6NtSHu3646tjixb1/rClMIUxERCTZuCGoPhCgtKCAxrY27l+6lMJ4q03xLEvhVbUe\nfLBzQ32k0zdtil1dk04UwkRERJJNYSF1f/VXlL7yCs0dHSxbtozx48fHf/2QfrKw54fr+YrWCxZv\ndU3OUAgTEREZKGKFI9exY8cofe01WoFlJSUUFBR07z5iNeX7e762bYOXXrLbEkXrJYunuiadKISJ\niIgMBHFupH306FFKS0tpa2ujpKSE/Pz87t1PPE35GRlw5AgcPgyVlfa0LVvsFGS4apc/PJ6j+0D2\nhEKYiIjIQBBHODpy5AilpaV0dHRQUlJCXl5e9+8n1rRhIAArVtgNuvfvh6lTYcYMe/nW1q7VrjjD\nY6/FWSVMJgphIiIiA0GMcFRbW0tZWRkADzzwAGPGjOlZMAk3behtMQTw5Zfw+edwySX256am7m3u\n3R8N+Wcr6J1lCmEiIiIDQZSeqkOHDlFWVkZaWholJSXk5ub2Lpj494oMBOAHP4CPP7aB6/hxcBy7\n6fbcufDoo8GjIKHrfZ6NhvyzEfQSQCFMRETkbItUwQqzkXZNTQ0rV65k8ODBLFu2jPPOO8+e0VfB\npKrKbis0bBicOgUdHfCVr9gwNnu2XSvME24Zijlzet6QHwiQs3UrTJnS+Xr+5wfg0CFobk65Iy8V\nwkRERM6mblSwDhw4wMqVKxkyaBAlM2Yw6tQp8EJYpApUd6coi4rstkKVlWCMva3GRsjOhptu6nrZ\ncPcZJjzG+zyMq66GrVvDL4PR0mKrcpmZtko3Y4YdUwpUwUAhTERE5OyKs4JVXV3NqlWryBo8mJIv\nv2TkF190Dm2FhfZoxc2bbcWqu03y/rD2058Ge8IyMmDfvq5VMOjbZSjc56E5P9+ON9yWSB9+aIPh\nuHHwhz/YadG9e6GgICWCmEKYiIhIT/WkMb6oyE6tlZdH3Nh63759rF69mmHDhlEyfTo5n38efp/G\nFStsYNmyxQaTeKcoe7PFUE+qXuG4VbXM6mqYMCH8lkijRgX706DrHpZJTiFMRESkJ3rTGG+MDRfG\ndDlr7969rF69mhGDB7PMcRjR1BR+CjBc4Iq3SX4gNLq7VbWaF14gf+HCyIu+gg2sa9d23cMyySmE\niYiI9ERPg0xVFQwZAtOn2wpPefmZ6+3Zs4c1a9aQk5HBspUrGd7QYEPHT39qq0L+ilu4wBUuwGza\n1LVSN1C2GCospH7mzK7PW2i1rbDQTo1qnTAREZEUFHpEXqxf+D0NMkVFtuF8/Xr789q1UFzMrtZW\nnlmzhlGZmSw7dYrshobgtOO+fXDHHZ1vJ1J/lhdgolXqknGLob6aBh1AFMJERES8wFJfD8eO2SMD\nR42KPs3Y0yBTWAiLFtklINwep51vvsmzgQC5TU0s3b2bYYFAcJHUIUNsk3zoeGNtExSrUjdQQ00K\nrowfiUKYiIicu7xf+IcOQU0N7NwJJ07Y8HXXXbYHqbw8cijoaZApLoYNG6Cujh2DB/N8VRVjTp1i\n6auvMvTqq4OBadAg+Ju/6XyUYry9aANlyrE7UnRl/EgUwkRE5Nzk/4V/7Bh8+imcPGmb5TMz4ZNP\n7NII69bZalR3Q0G0io5bRavYvJm1X3xBfnMz97e3k9XaarcMAvja12wIHDWq83Xj7UVLxinHgXDA\nwFmkECYiIucm/y/8gwdh4kRbETt82B652NAAl14KO3Z0PxTEUdH54549rPviC8aNGMH9gQCZp0/D\nrFlwzTWwcWPkIwG7U+EaqFOOkfTVArRJQiFMRETOTaHrUY0cGVyZPSfH9my9+SaMHdv9Kb0YFZ0v\nXnyR32zZwoRTp1gSCDDku98N7s9YWAi33RazipaKoSTi5uLhAm0KBDOFMBEROTdFWo/ql7+0p+Xk\nwOjRtok+Ly++X/ZeMMjI6FzRycg4s1TE1spKXtyyhYmHDvHtjz4io6jIBrBIDfaRxt7b4DFQQ0zo\nYwsXaCElescUwkRE5NwVbj2qwkJYvhyysmwQKy6O/gveH7y8FezT0+2SEvv22WlO9/QtI0bw0nnn\n8ZXGRu796CMyjh0LBjz/7XlHajY1waOPdt0+qLeSqQHeW9Ljww+Da6WlSO+YQpiIiIhfcXGwGhar\nSuQPM0eO2OA2YwZs2wZPPAG5ufYoyKwsPpkxg1eAycOGcW91NYOLimwAe/RRe1veoqpVVTaA7dpl\nvz7yCPzZnwXDYHcrWOEun2whxttdwHHsz8l45GcYCmEiIiKh4p3u84eZxsbg2l5NTTaQuadvzs7m\nVWOY2tTEPSUlpHsBwgsP/qrUgw/a69fX29vYvRt+9Ssb5h58sHO1LbSCFRq4IlW8kinEVFXZXr1p\n04KBcc6clOiLUwgTERHpKX+YycmBhx+2/V3e1GRVFeXjx7Nh1CguyM3lrttuI33QoM7hYdOmzlWp\n1lZbHVu+3B6h2dJitziqq4PNmyNXsMIFrtCKl3/Ns2QJMZECY7Id+RmGQpiIiEhPRTtSsaCAD959\nl9crK5k2bRqLFy9m0IEDXYNSpD0gf/lLG5rWrQsuVzF7NmzZEr6CFWtD75YWu0VSZmbwvrtzMECi\npPDRoAphIiIi/eC9vXv5fWUlF110EXfeeSeDvApYaFCKNLXmVXr8G1cDzJtnv4YeMBBrQ+9Dh+x+\nlcnSB+aXAlWvcBTCREREeipCz9W7777L22+/zcUXX8zChQtJS0uzl+/J1FqkDblDj5iMZ0PvDRuS\now9soC6f0ccUwkRERHoqpLLl7NnDxl272LhxIzNnzmTBggXBAAadg1JGRnDNq+4cBDBqFGzfbqcq\nu7OXZbJM6yXT8hm9pBAmIiLSU77KlpOezltHj/Le1q1cdtll3H777aTt3x++MnXggF16or0d8vPh\npz+NHTSKiqC52U4pgu0Vi7WGWahkmNZLtuUzekEhTEREpKfTX251ydmzhzePHOH9rVu54oormD9/\nPqa6OvJ2O488Yo909KYmw1W1wt3X4sV2OyXvaMlUDCjJtHxGLymEiYjIua0n01++0OZMmMBr27ZR\n/vnnzJo1i1tvvRVjTHDR1exs+9ULTFVVtgKW7v4KbmuLf6zFxbavK9Lm3qkgWaZN+4BCmIiInNu6\nO/3lC21Oejq/u+kmNldUcNVVVzFv3jwbwMD2fG3dGgx3GRn29KIiu6aY9/MVV8S/LVGqBBR/5fEc\nphAmIiLntu5Of7mhzSkq4rcnT/JxRQVXX301N954YzCAgV10deZMWwlraLA/e7Ky7ArwgwbBj36U\nen1d0QQC8MMfQk0NDBrE8EWLYO7czuerMV9EROQc4FWXysvDnx/aL1ZUhJOezisNDXw6YgRfnzmT\n60MDGAQrXm1t9qsX7rxteObODa6Qfy4pL7ebcdfXQ1sbRXV1cOWV9nlIoc2546EQJiIiArbXqq0t\nuEejf/shX1WmY/x4Xr72Wj6rrOSbl13G3DvusE344Y6CDDd12JvG81RZP+v0afs1PZ1Bzc12i6bc\n3ODemWrMFxEROUf4qy/btgVDwZEjdupwxgyoqqJj925e3LyZzysrmTt3Ltdcc0306TP/QqmbNnVe\nxT5S5S2SVJmmKy62fXCffALp6XRkZgY3O/cqg6nQ9xYHhTARETm3hKsm+atTTU3BUNDYaH+uqqI9\nPZ0X9u5l2549XHfddczx9l2MNX3mhaf6entbjz4KBQWdK2/xBKpUmaYrLIRf/OJMCN1TW8voTz7p\nut1SMj62blIIExGRc0ekalLoSvYrVtjvc3Lg4Ydpb25m3Z49VOzZw4033sjXvva14G36A1xzs92j\nMRAIhghvqYpdu+zXRx6x/WD19WcqbHEFqlRYP8sfgBcvBuDkO+/A7befE5WvUAphIiJy7ohWTfJX\nXwoKzoSCtnHjWLt2LTv27uXmm2/mq1/9aufb9E8vrltnV7T3V7eKimwFrL7eVth27bJjOHjQXt/f\ntB8qtGqXzNN08UzbnmMUwkREJPV5YSYjI75qkhsI2nbt4rnXX2dndTW33HILV111VeTLV1XBkCFd\nA15hoZ2CXL7cLlXR0mJ7oqqr4ZprYMGC8AEkWtUuGUUIwENqazv3y51DFMJERCS1hYYZ78jHaL/0\nAwFO/8M/8Ozo0ewaOpT5X/saV0YKYJ5I04WBgP13++3gOLBxo13xPicncgCD1OkB84R7fgIBJpWW\nwpgxyX2wQQ8phImISGoLDTOtreA11Udwetcu1px3HnsyM7nj8GEuz8yMfGF/lW3ePHuat7F2IAA/\n+AF8/LE9fdYs+P73Y4dASI0eML9w06mbNpHW3h47aKbK0hwhFMJERCS1dTPMtLa2smbHDvZmZvKt\nI0e4tLk5es+Wd+Tj1q12hfycnOA2RF5T/rBh9ue6urhCIJD8PWDhhE6nFhXRMWhQ9NcmVZbmCEMh\nTEREUls3wkxLSwtPP/00gUOHWDh3LpcMGmQrXFVVwdvy86ps2dmdv3oVHW/V/MpKe/lRo7pX0Urm\nHrB4FBayt6SEgnHjIr82kTZCTwEKYSIiIkBzczOrV69m//79LJo7lxnGBJer8Nb4+t73gkHKC1np\n6fb89HTbeJ+ebpepKC+3Va+HHrLVHAhOU8oZLWPHRq8MRtoIPQUohImISGqLYzqrubmZVatWUVNT\nw13XXsv00lJ7+SNHbDN9TQ0cOwZ//uc2SOXkBG/Hv75YIABr18Kzz3aenkyhKbSzLtpG6EkuLdED\nEBER6Vf+xnxvqtCnqamJsrIyampquPvuu5kOwctnZdk+rvp6G7LS0jpPOYINV3Pm2HCWl2c35w43\nPSnx8bZ48qqH3pSu40RfUy0JqRImIiKpLUpj/qlTpyh78kmOHD/Ovddfz/kXXghDhwYvn5MDS5fC\nE0/YEFBZaasxkcJAuOnJsxEcUuXowXBVS+h61GmKUAgTEZHUF+aXeGNjI2VPPsmxo0e5r7aWKb/+\nddctjLxQc/nlwSnHaMtLhE5PxrMURTyihaxUOnowdDmR8vLgHpvp6cGjTlOEQpiIiKSu0IDi/hJv\naGigrKyMuvp67jt0iMn5+V1XuffW+fJWc4+1rIQ/KMWzBEVPH0NoyEqVRV0DAXtAQ0tLsGoJqfHY\nIlAIExGR1BUmoJwcOZLS0lJOnDjBkptvpuiJJ8KvU9WdClN/VqPChSzv9KKi1FjU1f/8OQ7Mnx+s\nem3YkNyPLQqFMBERSV0hAaU+N5eyp56ioaGB+++/n4nGBKcqvf0f/d/HW4WJFZR6E8hCQ1ZGRtfA\nl+yLuoY+f3l5wceR7I8tCoUwERFJbtH6pXw9Wsdzcyl9/XWamppYunQpExwnGGZaWmwFJjMzGGy6\nU2GKJyj1NECE9qiFC3xz5gzsgBLrwIFoz3UKL1irECYiIskrnmnAwkLqsrMp/fWvaWluZukttzB+\nwgTb6+WFmQ8/BGNg2rTOwSbeKkw8Qak3QSI0iCTT9GOcr1EqV7wiUQgTEZHkFUfYOXbsGKW//jWt\nJ06w7OBBxj3+OCxebC/nhZlRo2wlbNs2uzK+typ7d6owZysoJTqwdHc5jHgDaQpXvCJRCBMRkeQV\nY8rw6NGjlJaW0tbaSsnBg+QPGwZvvw3Hj8OECfDgg8FlJA4cgOXL7QKtK1ZAQUHfTSH2RbgIBOyS\nDWCb1vvyCMzujKG706ypcOBAP1EIExGR5BUl7Bw+fJiysjI62toomTiRvK1bg6uwT59uV8JvbQ2G\nmaoqyM3tvynE3ggE4Ac/sNOmbW1wxRXwi1+c/cpRT6ZZE125G8AUwkREJHmEmwoLE3Zqa2spKyuD\njg4e+OMfGfP22zBkCCxYABs32gAWWpUZCBWbSFN9VVVw8CCcOGF//uQTWxU724Gmp8/ROTjVGA+F\nMBERSQ7+qbDmZtvXFWYbm4MHD7Jy5UoGDRrEsnHjyF2xAoYNg8ZGuwXR44+HDzqJrthEm+orKoJB\ng4LnDR58dsfmSfRzlGIUwkREJDl4U2GjRsH69bava8OGTmGlpqaGlStXMnjwYEpKShj91ltdbyda\nVaY/KjbxNrJHm+orLIR//md45BFob4dx4xK3hY+qWn1GIUxERAa0IbW1djmJjAxbBfr0U3sE44QJ\nNrSUl0NVFfuHDWPVG28wZMgQSkpKGDVqlA0qV15pN9TOyTn7waU7jeyxpvqKi+Gpp3pWhUqVDb5T\njEKYiIgMXIEAk0pLYcwYG0yuvtqGsLQ029s1fTqsW0f1iBGsys8na8QISh54gJEjR9rrFxbCQw/B\n5s0we/bAbmSPZ6qvJ1WoSEFQwSzhFMJERGTgqqoirb3dBoVt2+DJJ+HoUdsflZsLs2ezr7qa1ePG\nMaytjZKZM8nxAhjYoLFihQ0gW7b0btmJnuhuI3ukkNWbwBRpS6X+2utS4qYQJiIiA1dRER2DBtng\n0NRktxU6edIuLdHeTtXkyTzd1saI06dZtm8fI+rrbWDxAkVfr1zf3TDUF43svd0cPFwQ7OvnRXpE\nIUxERAauwkL2lpRQMG6c7Qlbvhyys2HIEPZcfDFPV1Yycvhwlo0fz/Bdu2zDvr9Zvy+XnehpGOpt\nI3tvA1OkIJjo5ThEIUxERAYor+oEwQVVH30Uli9n1/DhPDN1KqObm1m6fz/ZRUW2ShYaVPpySYXQ\nMOQeEBD1dvui76ovgmRoENRSEwOCQpiIiAw8vqrTpMOHbUN+YSEUF7PzkUd49o03yD11iqVHjjDM\nW8A0UlDpqyUV/GGopQXWrrXBL1JVrLfTiP7x90dg0lITCacQJiIiA09VlV1WIjub9IaGM5WtHTt2\n8PxbbzFmxAiWrl3L0FOnbMB5+OH+r+z4w9ChQ3bqM9oUYV/2XSkwpSSFMBERGXgyMmDrVmhrY1hr\nK2RkUFFRwdq1a8nPz+f+KVPImjgRHAeMsY36ZyOoePcRCNjes2hThANhGyQZ0PothBljfg3MB2od\nx7nYPe3vgQeBw+7FHnEc59X+GoOIiAxA/j4pCF+9am2FmTMhO5vG3bvZW13Nuj/+kYKCApYsWULm\nZ59BZWVwqi8jo2/GE2+Ii3dNL/VdSRT9WQl7CvjfQFnI6T9zHOdf+vF+RURkoPL3SbW02EpWuL6q\noiK7wn1bGzsmTuTtbduYMGECS5YsYciQIZ1CGg0N9ufejqe7fVvxVN78lbNNmxTGpJO0/rphx3He\nBY711+2LiEgS8vdJ1dXZvq+iInuadyQknKkibb3tNt6aOpWJEydy//332wAGwZDmOPZrT6f6/OMJ\nHUNf8YLek0/ar4FA39+HJCXjOE7/3bgxRcD6kOnI7wD1wEfAXzuOUxfhut8DvgeQl5d35TPPPNNv\n4wRoaGggOzu7X+9DEkevb2rT6zuwDKmtJfPgQZrz82kZO7bLeZNKS0lrb8e0tuIAZGTQMWgQe0tK\nOl3+4MGD7Nixg+HDh3PppZcyaNCguO+nO2P1xhNuDN15bJHkbN3KuFdfpTk/n8yDB6m59VbqZ87s\n0XhTUSr+/7322ms/dhxnVqzLne0QlgccARxgOTDOcZz/FOt2Zs2a5Xz00Uf9Nk6Ad955h7lz5/br\nfUji6PVNbXp9B5B4pvfi6An7+OOPWb9+PZMnT6agoIDrr7++78YXen/x9oT1dOqyr5aqSFGp+P/X\nGBNXCDurR0c6jnPI+94YswJYfzbvX0RE+lmsZRnCBZ6QQLJ582ZeffVVpk6dyj333MN7773XN2OL\nFIbiPaqyp0tOqEFfIjirIcwYM85xnBr3x4XAF2fz/kVEpJ9FW5YhjopQeXk5GzZs4IILLuCuu+4i\nPb0Pf031dt2u3iw5oXW+JIz+XKJiDTAXyDXGVAOPAXONMZdhpyOrgP/cX/cvIiJ9LJ5pu2hVnxgh\n6IMPPuD1119n2rRpLF68uEsPWK/GBb1ft0sVLelj/RbCHMe5L8zJT/bX/YmISD/qTl9TpKpPlBD0\n3nvv8fvf/56LLrqIO++8MxjAAgFytm6FKVPC32Z3xxUpRPXFHo8i3aQV80VEJLa+2IKnsBAefBA2\nb4bZs8+sn/Xu22/z9p49XHzxxSxcuJC0NHf1JDdgjauutqvnhwtY3R1XuIAYb5BTg730MYUwERGJ\nzKsQZWT0fgueQABWrLAhZssWHMdh43PPsTEnh5mNjSyYNSsYwOBMwGrOzw+u4eUtfOpVrfpia6B4\nDyY4dKjv9oIUQSFMREQiCa38PPigXZnem7LrznIPgQC89JJdnHXGDJyqKt56913ey8nhMsfh9tpa\n0vbtg0mTgtdxA1ZmdTVMmGB/DleN6kmfVrxBLtwK/9oLUvqIQpiIiIQXWiFqbYU5c+x54cIQBE9r\nbobFi6G4OHh6fT1s3YoDvDlxIu83NXFFQwPzDx/GhAs1bg9XzQsvkL9wof1506au1ag5c7pXkepO\nkAt9DubPh7w89Y5Jn1AIExE5V8VqRo9WIQo3hQf2tFGjYP16OH4cNmyAefPs6RMm4Bw+zGsXX0w5\nMGvWLG695BLM3r1RN8Gunzmz856S/TH96AW50D0eMzLgyBFobLTbIxUXK3xJn1EIExE5F8XTZB7t\naMJIYSg9HbZvt99Pn273hwRobsZZv57fzZrFZqD4oou4+dZbMcbAxInxj7svlokIN/ZAAMrLYd06\nGDIkOP26YgVkZUFTEzz8sAKY9CmFMBGRc1G8RxVGW2R03jz71V8deuyxYJipq7NhprgYx3H47ahR\nfJyfz9XHj3NjXp4NYD3R24VPQ4Mc2EC6fz9UVtopx7o6exRnWxvMmBGcjhXpQwphIiLnot5M64VW\n0by+LwgGpOLiMyHHmTCBV9ra+DQ/n28cP851NTWY2lp7O4mqLPmD3Nq14DX/V1ZCRYX9fuJEO53q\nTUWqEV/6mEKYiMi5qDfTevFU0dyQ09HRwcsvvcRnX37JNy+7jLmtrZjf/Mb2jG3YkPi1tgIBG8J2\n7bL/pk+HZcvsmDQVKf0sLfZFREQkKXlN5oFA+PMLC7t/ZCHEXUXr6OjgxRdf5LPPPmPu3Llcu2AB\nJj/f9lwVFQXX/kqkqipob4fLL4fx420AW7zYTj16U5G5uZqKlH6hSpiISCrqz9Xd46iitbe388IL\nL7Bt2zauv/56vvGNb9gz+uLoxr4SCMC2bfDxx2CMHU9fHoUpEoNCmIhIKuqLbYYiibG0RXt7O+vW\nraOiooIbb7yRr33ta8EzIwW4ePdu7Ks9Hr2QWl0NHR1w1VV2IVav4qXNuuUsUAgTEUlF/VXJiVFh\na2trY+3atezYsYObb76Zr371q11vI/ToxrOxd2NoePNC6vTpthfs5Ek7Hel/nnp7FKZIDAphIiKp\nqL8qOeXldimHadPsMg6+CltbWxvPPfccO3fu5NZbb2X27Nnx3Wa8VbueVvfChTcvpNbVwaxZsGiR\nFmKVs04hTEQkWcWamuvrSk4gYNf/qqy0/6688kzl6PTp0zz77LPs2rWL+fPnc+WVV8Z/u/FW7Xpa\n3Yu0Qr6mGyXBFMJERJJBaOAKBOCHP7SVnFGj4PHH+z9IeGHm8svh0CF7FGFhIadPn2bNmjXs2bOH\nO+64g8svv7x7txtv1S7W5SKF0kjhTdONkmAKYSIiA1246bTycvjoIxg2zPY0lZf3f6DIyICtW4Pj\nKCyktbWVp59+mn379vGtb32LSy+9tPu3251m+0jBKVq/WDwhr68a/kW6QSFMRGSgi7RZ9tnW2goz\nZ0J2NjQ00HLqFE+vXk0gEGDhwoVccskl3b/NvlpKI1a/WLSqV38u5yEShRZrFREZ6MJNpxUX256s\ncePsV//WQX3Jv+BrUZHdvsdxaB45klUVFQQCARYtWtSzAAadw1NvFm/tzdGgfTUGkW5SJUxEZKCL\nNJ3205/27xRauArRY4/RtHMnqyoqOHj0KHfddRfTp0/v+X30dikN/zRiTxvttTCrJIhCmIhIMgg3\nndbfjeVhpvhOXXklq373O2rr6rj77ru58MILe3cfPVlKwwteGRl2f0d/SJwz5+yMQaQPKISJiAwE\nkRcHvsYAACAASURBVBrDE9kwHlIhaszLY2VZGUeOHOGee+7h/PPPj+92+nIpDX917sgRu8H2jBnd\n3xUgdEw6UlISQCFMRCTRIjWGJ7ph3FchaszLo+z3v+fYsWPcd999TJkyJb7b6M5q+PGETX91rrER\nmpqC04gZGbZ/LZ6tj9SILwOAQpiISKJFOrKvP/d/jIcbjE6OHUvZG29w/Phx7rvvPiZPnhz/bcTz\nGMrLYflyW9XKyYkeivzVuZwcePhhe9RmuKnJSLeR6OdVxKUQJiKSaJEaw7vbMN6XU5duteiE41A2\nbhwnsrJYsmQJRd1tWs/IsNOGjY02NIVePxCwAayiwp4/ZUqXUDSktrZzhStc/9amTfEHq1hjEjlL\nFMJERBItUrCIt2E8ELDVpLVrITOzb6bYqqqodxzKCgtpcBzunzmTiT05cnHFClvhamqyVavQMVVV\nBStg9fX2cv77CQSYVFoKY8Z0flyhtxNvYA0E4N/+DRoaIo9J5CxRCBMRGQgiNYbHahj3+puqq+3K\n+fPnd95Yu4fVseO5uZQWFNDkOCw9fJgJl13W3UcUnPbzGudbW7texlt7bMoUG4oefbTzOKuqSGtv\nj13h8gfWjIzgWl/hpj69nQYaG+3z019rrInEoBAmIpLMvKAzfboNYdu3w/jxNrT0sAG9rq6O0tde\no2XoUJbOnMn4mTN7Vi2KpzoVq9pXVETHoEHxTcl61430mAMBO+3Z1tb9xyLSDxTCRESSmRd06upg\n1ixYtMhWdgoLu9cn5Tp27BilpaWcPn2aZQ88wLhx43o+tlgBq7wcNm+G2bOD63v51wBrbYWiIvaW\nlFAwblx81bxITfdeIK2vB2Ng5EiYNk1VMEkohTARkWQWLeh0s7H/yJEjlJWV0d7ezrJly8jPz++b\n8YULTuXlsGxZsGJVVgYFBcGgtHWr3acyJwduuin+RVj9j7m5GQ4dCgY7b2oU4JprYMEC9YNJQimE\niYgku2h9Y/Pm2a9edSyCw4cPU1ZWhuM4lNx8M2N37oTTp6MfDNCbIzE3b7ahyKtSbd4Ml15qT8vO\n7vQ18+DB+O/bC6Xl5bBuHaxfDxs2wIMPdl7awh/AErkgrpzTFMJERFJRaD+Yt+5YmKBRW1tLaWkp\naWlplNx8M2N+/vPofWR9sdjp7Nn2uoGA/Tp7tq2EpafbSlh6uj2CMSeHZn9FLt77PnjQXubCC4MH\nBYRWDL2jStetgyFDtHCrnHUKYSIiqcjfG7Vtm12LKze3S9A4ePAgZU89RbrjsOz228mtq4vdR9YX\ni50WF9spyNdfh7FjbQALPcLRXYQ1s7zcBqZoC9h61ay6OnjiCXAcqKy09+WtBeavGHphbv9+e7nQ\no0pFzgKFMBGRVOTvjWpqsmtxhQSXmpoaVpaWMrixkZKaGkb/2791nraL1EfW3UVkIykogL177VGd\nmzd3XQPMDUrjqqttj9hjj4W/b3/TfXk5pKXB6NEwdWrk3i8vzE2bZkNYRQVMmKCFW+WsUggTEUkl\n/v4mf1VpxYpOwWX//v2sWrWKIcZQUlPDqAkTOk/blZdHvo94F5GNxQtCo0bZEFRe3rmqdegQtLXZ\n6ci2Nnt+Xp4Niu6Rk52OAs3OtgEsI8MGsoKCyM33/qNKr7wSFi+O2Tcn0tcUwkREkpk/dEGwX6ql\npfNyFQUFZy4XAFavXElWVhYlN93EyH/9165VrQ0b7O1s2BC+TyrWIrLxKCqy41y/3v68dq0NUE88\nYSt36engOGQeP26XlIjUu+UFqvp6e/7UqXYZitCFX0PH3xdBUqQXFMJERJJVaJP6vHnBytL69XD8\neOcQVVjIvn37WL16NdnZ2Sxbtowcb8NsfxjpwfpicY3VHxa97xctgpoa2xd28iT85Ce2Auaton/P\nPdQcOEB+QYF9TOHGFK6XLJ5g1RdBUqQXFMJERJJVaJM62LWx3n/fLi8xbVqnZvOqqiqefvppRowY\nwbJlyxgxYoS9TmgY8SpL27bZfrKMjN6N0x8WW1ps07y3x+Udd9gQFgjYMU+d2nkfyeJi6nftsoFs\nw4bIfWgKVJKEFMJERJJRIGArRi0twWBSWGin4bKybG9UdfWZIwN3797NmjVrGDlyJCUlJWRnZ0e+\n7cJC23e1fLm9rRUrgkcv9oQ/LH74oR3jtGn29H377KKs2dlQW2vPO++8zvtI7tql6UNJSQphIiLJ\nxl9Zchy7vEJxsQ0oQ4bA3Lm2iuUeGbirtZVnnnmG0aNHs2zZMoYNGxb7Plpb7ZIW8U5JhtluqEvP\nVlWVnSp1nGBwnD0btmyxj2XcuK5N936qdkmKUQgTEUk2odOQeXnBcBKyKvzO5maeffZZcnNzWbZs\nGUOHDo1+2/4wFe8yFOXltmrmrc3lbTfkX3LCX8XyHoMX2KIFL5EUphAmIpJsIq3T5U0jupti7zh1\niueff56xY8eydOlSsrKyot9uaKN/POEoELABrKICBg2y06PetkOhzfOht9HbVfdFkpxCmIhIsvHv\nj+gXCNj+rbY2KnbsYO2YMeSPG8f9998fO4BB1wpba2vsjbOrqmzfWE4OHDsGHR1nthuKWj3ri1X3\nRZKcQpiISLIKXcvLDTbbiopYB4wfPpwlS5eSmZkZ3+31ZCX8oqLgchIFBfC979m+r1hTi3216r5I\nElMIExFJRuEqSUVFfJ6RwQtAYVMT3162jCHRAph/7a5wvVvxNOL7V+bvTk+XjnYUUQgTEUlKYSpJ\nn1VW8lJBAZNOnOC+gwfJGDw48vVD+7/8TfThAlGklfm968aatgxHRzvKOU4hTEQk2XiByNc4/+mR\nI7z87rt85cQJ7nMcBmdkRO+z6k5PVqSV+dXPJdIrCmEiIskkTAXr4+3bWf/++0ypr+eeV19lcHu7\n3ZQ6Wp9Vd3qyqqrsCvbZ2fYrqJ9LpA8ohImIJJOQCtZ/vPoqvzt4kPPr6rj7d78jfc4cu1L+4sXR\nq1Ph1u7atCl8f1ZGBmzdGlwc9oYb+mdtr9AeNZEUpxAmIpJMfBWsD0eO5LWDB7mwsZHFxpDe0QH7\n98OECXYFfb9oAefAgTNLW4Rds6u11S7Aaoxdg+yFF+Cdd+zm2/FWwWIFrEg9aiIpTCFMRCSZuBWs\n9999lzcqK5mel8ei3/6WQZmZMGuWDUbFxZ0DTLiAA8HTjhyxa33NmBG+x8tbhmL/fnv9CRNg40Y4\nfjy4PEasIyljBSx/hW/bNnjpJViwQEFMUppCmIhIsnCrSZvq63mrspKLioq4c9MmG8C8Da9DK2AQ\nvgkfgqc1NtrrR+rx8i8Ou26dne4Euwl3XV3sxvx4DgLIyLBh8PBhu/UR2D0lvcAokoIUwkREkoFb\nTdqYnc07o0ZxyeTJfGviRNLefjtYwWptDX/dSE34/n0mH344eo+Xt5xEcbENY2vX2gAWT2N+rIMA\nvJX+s7JstW3q1M5VOZEUpRAmIpIEnD17eCc7m3dHjeLSkye5Y9Ik0r7yFbtX44cf2lXqMzKCzfUH\nDpzZQ5Li4vALo/Z0kVUvjMV73UgLs3p9YocO2UrZjBn29NCq3K5d8T9RIklEIUxEZIBzHIffHz3K\nH0aN4rKTJ7l9/37SamthyBB7tKIxdkrxZz+DzEy7h+MXX9jT09OhrKxrnxj0brHU7l439PL+PrHm\nZjtWryq3dCns22cDZGGhQpikLIUwEZEBzHEc3njjDT7YupUrL7yQ2wYNwqxbB+vX2yDT3g6XXw4V\nFXD6tO3TqqiwFbLzz7eX2bw5fK/Y2RLuyMjQPrH58yEvz1bzvCM1t2yx+1GKpCiFMBGRAcpxHF57\n7TXKy8uZPXs2t9xyC+a992y1a9Qoe4Ti6dO2j2r6dBg61AaavDzb4B4I2ErY7NmJexCRjowM7RPz\nKnWbNoU/iEAkBSmEiYgMNIEAzp49vFpTw0fbt1NcWMjNF1+MMSYYXioq7Nfrr7dHKy5b1rlP69NP\n4a234LrrElsFi3RkZKQ+sXBN/JqOlBSlECYiMpAEAjg//jHrc3L4ZMQIvnb0KDfs2YN5//3gcg3z\n5tnlHN55xwYcb3FWL9wEAvDyy/a8l1+205U96f3qixXsox0ZGa6vLFw4UwiTFKUQJiIygHTs2cMr\nI0eyZfhwvlFdzXXV1RivwlVebhdH9ab2Hnoo/LIS3dmcO5K+WsE+UsUr1nW0SKucAxTCRETOpijV\npY6ODl7a9/+z9/ZRUd15uu+zeSlAUIKCvAiKURNfIolRgiZt1LwYO5LYRvNiVHAmy8zMmXNmus8k\nfXv1XKdvj/fO7Ummb6+7+vTJPUmnR1BjjBhjNMakOx0Tko4EjcYE39GSQnkRxUIQKIF9//iyrc1m\nV9WuogoKeD5rsYoqdu3924Vpnn6+39/zrcKxkSOxoLoaC+rqoCQmul0koKe4crmA+fN7X8Of4dye\nCIaQ06CoIsQUijBCCOkvvLhLXV1d2LVrF76vrMSiy5fxoMMhzfc//rHb7bp0ScqQLS3y/ro6OaeV\nkp6/BEPIEUK8EjHQCyCEkGFDWZk00ScliRDr3vnX2dmJnTt34vvvv8fDt9+OB5ubgblzJQdM73Zp\nqfJXrwJXrgC//z3w05+KENMTjF4uTci98EJwh2k7HLID0rhmQoYhdMIIIaQ/cDhk1E9lpXzNmQNk\nZ6OzsxMlJSU4efIkHn30UdyflSXRE0YHym4HnE4gIUGEnMMBJCfLucrKeqbQ96WXyyjggllGDFaf\nGSFDBIowQgjpD+x2yffKzwdOngRWrEBHejp2vPMOTp8+jcceewxz586VY81KiTYbcOyYCJjWViAy\n0vN1Au3lCrVICmafGSFDAIowQgjpD7Qeq8ZGYNw4dMyeje3bt+Ps2bN4/PHHkZuWJmU6m83dAwa4\nZ0G6XEBOjjhh9fUy6qezExgzpqeQCaSXyzjDMVQiiX1mhPTAsghTFGUcgAn696iq+nkoFkUIIUMO\nrceqrAw3u7qw/ZNPUHnxIvLz8zF77FhxoJxOcbtycsTpUhTpC4uKAtavl7mKHR1Aejrw5JPA669L\nj9gbb8h4H28hqJ76xMxmOFZUiNtms4XmM+hrvxohQwRLIkxRlH8H8CyA4wA6u19WAVCEEUKIH7g+\n+ghvjxmD87GxeHL+fMyaPds9qichwf1YWyvDuefOdcdR6AWM3S49YWaulbdh2cYyo7FEOHeuzKU0\nirtgwbgKQm5h1Qn7EYA7VVVtD+ViCCFkKOM6exZvjRmDqthY/KihAXdrTlN2tgzcrqkR4dXcDERH\nSxRFRYU4YGaN8lZLe956sYwlwuRkz+LOEw6HbA4A3Mn9hBCfWBVh5wBEA6AII4SQAGhvb8fWkydR\nHRuL5dXVmFlbK/1hWh+Yqor7dNddMg/ys8+kFNnaCrz0Ut+ywHyNDtKfB5BUfqt9Ww4H8PLLwOHD\n8nzOHOCVVyjECLGAVRF2A8BRRVE+gU6Iqar6DyFZFSGEDCHa2tqwdetWXGpowIpZszDj0CHgxg3g\nv/5XYOZM6cOKi3MP4O7oEAF2553uUqQZVkt7vgSb8TxGUaZtDjC7lhadER8v6zx3rmdkBiHEI1ZF\n2PvdX4QQQqzicKD1zBlsOXECtVevYuXKlZjW0CCC6/RpccLOnAGmTBHHS3OfcnOBo0fleXu752R8\nf/CnF0s/CNxXZEV2tpRLT56UANkxYyQPjWVJQnxiSYSpqlqkKEocgPGqqp4K8ZoIIaT/CEa6vIfz\n3ti4EZuTk3HZZsMzjz6KO6dNk+u1toq40uIoFAXYsKHnMO6MDHGUSkqkUX7//r4Hr/qLlVyvrCzg\n1VeBTZuATz4BJk+WMFm6YYT4xOruyCcA/AcAG4CJiqLcA+BfVVV9MpSLI4SQkBLCcNKW06exOTkZ\nDTYbnq2rw5SuLrcoevFFiZdQVbcAy8vreYKsLHfA60AErzoc4sC1t/vuD8vKAtatA44fl142gG4Y\nIRawWo78PwDcB+AAAKiqelRRlNtDtCZCCOkfQpTg3tzcjOLvv0djdDRWXbiASZcvS+mxqMgtiozO\nlxl9CTf1dG9W3DG9gFNVSfk3Ciqz8UYrVgDXrgFTp8r9MhGfEK9YFWE3VVV1Koqif60rBOshhJD+\nIwQJ7tevX0dxcTGcLS14Pi8PEw8flh4wLVh1xgx3s702mNsT/oab6oWR2b1ZdceMAi411VruWF6e\nlE0bG5mIT4gFrIqwCkVRngcQqSjKFAD/AOAvoVsWIYT0A0FOcG9qakJxcTGamprw/PPPI1sbsp2d\n7U6h91fwWW2oNwqj9euBJUvkZ5qLpYXC+nL+fIlTTy4bE/EJ8QurIuy/AfhnSDzFWwA+AvB/hmpR\nhBASEsxKcUFKcHc6nSgqKkJLSwvWrFmD8ePHy+ghTcwkJkrel68SZKDohVFFBbBxowjAqCh3v5lR\nXNls5vETZtlh+uN85Y5RfBFiCau7I28A+GdFUf6v7u8JIWRwEcIm/GvXrqGoqAitra1Yu3YtMjMz\n5Qf96QzphVFrq5Q+vTlVNpuMJfL0efiKqaDjRUifibBykKIo9yuKchzAye7ndyuK8j9DujJCCAkm\neqeoo0OeB4HGxkZs2rQJbTduYO3MmchU1Z4HZGVJ71cohYrm8K1fD7zwgjT9Jyb27gcrLZXj588X\nR87K5+Hpc9PuC5DzOhyhuz9ChihWy5G/AfAYugNbVVX9VlGUB0O2KkIICRRPu/9C0IR/5coVFBcX\n42Z7OwqqqpB+6hSwa1dQXTafeHP4ysuB8ePdeWOxse5jrH4e3o4LobtIyHDAqgiDqqoOw+7IzuAv\nhxBC+oA3URDkElpDQwOKiorQ1dWFgpwcpJ08GfSoC0uYNckDUmp0OoFjx4C0NODSJYma0KIj5s+3\n9nl4+9xCFPFByHDBqghzKIpyPwBVUZRoAP8I4ETolkUIIQHgSxQEqWn88uXLKCoqAgAUFhZibHs7\n8O67QXXZLGPmVGmfQ0KCPKamigg7eRIYN869Pn9mTwayi5IQ4hWrIuxvAfy/AMYBuAjgYwB/H6pF\nEUJIQPSDKKivr0dRUREiIiJQUFCAlJQU+cFANKrre8GMuy6josQJi4oCWlqkLLlsGbB0afDWl5Ul\n1y4vl3mXdMEI8QufIkxRlEgAa1VVXd0P6yGEEDf+zj4M8a692tpaFBcXIyoqCgUFBUhOTu557f4U\nIVZLr42NEhQ7ejRw6JCIsGCuQdthefSozLukECPEMj53R6qq2gng+X5YCyGEuNFExptvyqPV3Xch\n2o1YU1OD4uJiREdHY926dUhubR3YXYG+dntqn4O2CzIzs2+7QrXdlfr7DdGOU0KGC1bLkV8oivI/\nAGwH0KK9qKrqNyFZFSGEhFHT98VvvsGWDz9ETGwsCtetQ1JzswhDp1MyucwGcAcDT06gNly7rc17\n6dXhkF2RlZXyNWeO54BWX+swc93YE0ZIn7Aqwu7pfvxX3WsqgIeCuxxCCOmmv//AexA81YcPY8v7\n72NEZycKqqpwW3OzHOd0irBxOiWd/rXXgisSHQ7g5Zfl/ImJwKuv9g5PVZTew7X192G3SyxFfr40\n5S9Y4D2g1RMcU0RISLCamL8o1AshhJAe9OcfeA9OT1VVFbZ++CESOjtREBWFxPZ293paW90CKS4u\n+E5dWRlw+DAQHw+cPSvPs7K8D9c2mx8ZFSV9YePGyRijQNxFjikiJCRYEmGKovx3k5edAA6rqno0\nuEsihJBu+usPvInTY+/sxFtvvYVRCQkorKrCSJfLLUCysqQEuXGjCLDExMCcOn83HgDeBZHxPlyu\n3jMg9+8PbIg4HS9Cgo7VcuSc7q893c/zARwD8LeKouxQVfWVUCyOEEIABCZW/MEgbM7ZbNi2dSuS\nkpJQUFCABC3gVH/9vDwpQQa6Ll9p83l50sPV2AgkJbl7zrwN1zYTaEYhG6iYouNFSNCxKsIyAdyr\nqmozACiK8gsAHwB4EMBhABRhhJDQ0B+jcXTC5mxUFLb/6U8YPXo0CgoKEB8fL6GnZtfsizCxEiz7\nyivmgsnbcG1fIotiipCwwdIAbwBjAbTrnt8EkKqqaqvhdUIICS6BxiCYRSp4IysLZ9LS8PYnnyA5\nORmFhYUiwIKB2VqsbDzwFbdh9tlouxbtdg7VJiTMseqEbQVQpijKbgAKpBz5lqIo8QCOh2pxhBDi\nc4C03Y6Y+vqe7wnAPTt16hTeeecdpKamYu3atYiLiwvO+j2tJRh9VtpnU1EhGwVsNg7VJmQQYXV3\n5EZFUT4E8ED3S3+rquqh7u+ZpE8ICR2exIpObEy4fBmYN8/9M1+lPkOP2YkTJ1BSUoL09HSsWbMG\nsbGxwVu/t7X4Uxo064vTxgZpGwTeeANYsiRs8tUIId6x6oShW3QdUhTlRZ0AI4SQ0GMmVjRxk5SE\nmBMn3BEOgG/3TOcUVaxdi52ffYZx48Zh9erVwRVgvtZiFW3N+nDYjAw5Z12dRE9oogtggCohgwTL\nIkzH3wJ4PdgLIYQQrxidoOxsSYzfuxexra3Azp3u0FJvpT6dM/Xd5cvYdeAAssaPx/PPP4+YmJjg\nrzsYZUdjOOzPfw6kpEgQa3s7oKpu0ZWXJ1+MkyAk7AlEhClBXwUhhHjDU5/TypXAtWu4OnIk4mNi\nrJX6up2pbxsasDslBRPS0rBq9WrYbLbQrd9X2dFXBIcxHLajQ76fOlXel58voa3GUiUhJKyxtDtS\nUZSJuqdPmLxGCCGhw9MOybw8IDMT0devWy+9ZWXhyKpVeC8lBdkZGXj+r/86tAJMw9NuTSuDyrVw\n2GnTgEmTpBSZmNjT/QrB0HJCSGix6oTtBHAvAKiqWt39WgmA2aFYFCGE9MDYV6UfQv2LX6Bm1y6k\nLV9uSYQcOnQIH3zxBSZNmoRnn30W0dHRoV699x2LZo372uvewmHNjiGEDCq8ijBFUaYCmAEgUVGU\np3Q/GgUgyN2rhBDiAX1flc3Wawh1W1paz/wwD+Lk66+/xocffogpU6bgmWeeQVRUIB0ZAeBth6SZ\nwPQk2IxlTYovQgY1vv4X6E5IJtht6C5DdnMdwPpQLYoQQnqhCZDSUumHSkiQx7IyTCgqkkb1tjZA\nUYCYmF4C5uDBg/joo49w5513YuXKlf0nwADzPC/9fekb933Fa2iEepQTISTkeP1fIVVVdwPYrSjK\nPFVVv+qnNRFCiGdsNuDYMbdT9PDDiOjslPmKf/mL5GUtXNhDwHz55Zf405/+hGnTpmHFihWIjIzs\n3zWb5XllZHh2uDRnrL1dIigcjt45ZwxkJWTQY3Vs0XJFUUYpihKtKMoniqJcVhRlTUhXRgghZrhc\nQE4O8OCD8picDMXlAvbuFcFSVSWOU3ejfmlpKf70pz9hxowZAyPA9OtOTgZmzPA+fklzxvLzJXpi\n+3bg7/5OctA0Ah3lRAgJK6yKsMWqqjZBSpN2AJMBvByqRRFCiEeys2VnoKqK0AJw7Z57gMmTgeXL\ngdmzgQULgF/8Ap+dO4c///nPmDlzJp566qmBE2Dauq2GqGZlSeREZ6dkg504IS6atnMyGAGwhJAB\nx2pThLZ9aCmAHaqqOhWFcWGEkAFAc4rKyoCSEmDvXiRWVYloaWwEEhOhPvkkDpw9i88//xx33303\nnnzySUREWP3/nCFet5U+LodDXL2rV93ZYHFx7v6wYATAEkIGHKsibI+iKCcBtAL4O0VRUgC0hW5Z\nhBDihawsESCxsSJCamuBFSuA1FSoEybgk9On8eWXX2LWrFl44oknEDb/p9HKrEh9v1d8vNzf6NEi\nxOh4ETKksDrA+2eKorwCwKmqaqeiKC0AloV2aYQQ4gVdSa4rMhLIy4OamYk//vGP+OqrrzB79mws\nXbrUXICFw85CT2vQ93sBQEFB7zR8NuYTMiTwZ492BoBHFEXR54MVB3k9hBDSG02w2GzS4K4Jku6S\n3IWaGqRnZuKjjz5CWVkZcnNz8cMf/tCzABtoAVNW5t4pmZjYcw3Gfi9tHqYeqzEWhJCwxpIIUxTl\nFwAWApgOYB+AHwL4Al5EmKIof4A08terqnpX92ujAWwHkA1p8H9GVdXGgFdPCBnaOBzu3q/OTomm\nyMnpKVyystD26afYt28fDh06hLlz52Lx4sWeS5ADLWAcDhFgJ07IfUya1Hvmpa9+LzbmEzIksOqE\nrQRwN4Ajqqr+laIoqQC2+HjPJgD/Az2F2s8AfKKq6q8URflZ9/P/zb8lE0KGBZpjVV0tOwRnzRLx\nlJDgjmXIyoKqqjhz5gxqampw//3345FHHvHeAzbQAsZudztgTqeEtxrX4Kt3jI35hAwJrIqwVlVV\nuxRF6VAUZRSAegBe/6tXVfVzRVGyDS8vgzhqAFAE4AAowgghZmiO1bRpIsLq60U0NTffalLv6urC\nnj17UFNTg/nz52PRokW+m/AHWsBoERuTJokA27AhsDVYafInhIQ1iqqqvg9SlP8J4OcAngPwTwCa\nARxVVfWvfLwvG8BeXTnymqqqt3V/rwBo1J6bvPdFAC8CQGpq6uy3337b4i0FRnNzMxISEkJ6DTJw\n8Pc7+Iipr8eEoiJEdHZCcblwecECtKekIKKjA21paWhLScGpU6dQV1eH9PR0TJkyJWx2QcbU1yO2\nthZtaWloHzu21+tdUVG37kP/82BeayjB/36HNkPx97to0aLDqqrO8XWc1d2R/6X72/9PUZT9AEap\nqnqsLwtUVVVVFMWjAlRV9XUArwPAnDlz1IULF/blcj45cOAAQn0NMnDw9ztImTfvlmOVqnN9urq6\nsGvXLtTV1WHRvfdi5PnzmDV5smdnKBi7Ia2ew+EAtmzp3fjv6fW+EIpzhiH873doM5x/v5bSCxVF\nWa4oSiIAqKpqB1ClKMqPArhenaIo6d3nTIeUNQkhgxWHQwZqa0nuwSYrC5g/v4ew6OzsxM6dO/H9\n99/jkTlz8ODu3Ujft0/6x8zWofWWvfmm52N84c85PI0UCsWoIY4vImRQYzVC+heqqjq1J6qqoIpH\ntAAAIABJREFUXgPwiwCu9z6Awu7vCwHsDuAchJBwIBjixk86OztRUlKC48ePY/HixXhg1Cigu6zX\nQ4ToxWEwhIo/5/DU+B+KDQEDvcmAENInrDbmm4k1r+9VFGUbpAk/WVGUaoho+xWAdxRFeQHABQDP\nWF8qISSssBr14Cnjy086OjqwY8cOnD59GkuWLEFeXp6cOyoKsdXVQGamnNuYA7Z+vTWh4q3c6O/c\nR2Pjv3bu9ev79BlYuhYhZNBgVYQdUhTl/wHwu+7nfw/gsLc3qKq6ysOPHrZ4TUJIOGNFmGiCyOk0\nz/iySEdHB7Zv346zZ89i6dKlmDOnu9+1W4TU7NqFtOXL5XlpaU9x6HL5Fiq+Alz9nftoFGChDIfl\nLklCBi1WRdh/A/AvkKBVAPgYIsQIIUMdTw6RFWGiuWVatpch48sKN2/exNtvv41z587hiSeewL33\n3tvzgKwsOHNyeifOV1RIBITN5luoWHH1/J37qAmuQMJhw2GsEiEk5FgVYWmqqjLPi5DhhhWHyJtI\n0ASR09kr48sKLpcL27Ztg91ux7Jly3DPPff4flNWlpT9tLFAb7wBZGRYW2dfe6vMBJe/5w6HsUqE\nkH7Bqgj7g6IomQDKAZQC+FxV1e9CtyxCSFjQ1xE/erfMz56w9vZ2bNu2DVVVVVi+fDlycnKsX9fl\nApKTe65bux+z6wert8pMcPl77oEeq0QI6Tes5oQtUBTFBiAX0mz/gaIoCaqqjg7l4gghA0wwHKIA\nepba29uxdetWVFdX46mnnsJdd93l3zWN67bZfLtLweit8iS4/Dk3dzwSMmywOsD7BwDmd3/dBmAv\nxBEjhAxlvLk4Iepbamtrw5YtW1BTU4OVK1di+vTp/p/EuO5QuEveeuX6EhrLHY+EDBusliMPQHZD\n/t8A9qmq6grZiggh4YWZqDCLgdBywvLyAhYOra2t2LJlC2pra/H0009j6tSp/p3AKHL06wjUXTIT\nToH0bfnzHu54JGRYYFWEJQN4AMCDAP5BUZQuAF+pqrohZCsjhIQXejGid5YqKoCf/xyoqpLj5swB\nXnnFbxFx48YNbN68GZcvX8azzz6LO+64w//1eRI5Vt0lq/ESgThr7PUihBiw2hN2TVGUcwCyAGQC\nuB9AdCgXRggJI8ycr/Z24OBB4OZNoLMTiI+XYxsb/RYYLS0t2Lx5MxoaGvDcc89h8uTJ/q+xrAzQ\nQlurq+W5Pzs5/YmXCKRvi71ehBADVnvCzgE4CeALAK8B+CuWJAkZRhjFiMMBqCqgKG7xdfGiHDNm\njAix0lJLPU3Nzc0oLi5GY2MjVq1ahUmTJvm9vJj6euDdd4FTp4C//EXWUFLiX2nUn3gJb6n4nu6Z\nvV6EEANWy5GTVVXtCulKCCHhi1GMAEBsLDB1qryWnw80NAA7dsjrL79sKR3/+vXrKC4uhtPpxPPP\nP4+JEyf6t65u4TPyxAm5bm4u8MUX8hgb658j52+8hN5Zs9rvxV4vQogOqyIsQ1GU30L6wgDZGfmP\nqqpWh2ZZhJCwwihGAGD/frdgycuT7w8eFHfs5Emf6fhNTU0oLi5GU1MTVq9ejQkTJvi3Jp3wSamq\nAsaOFXcuLg6oq5OAVn9Kfn2Jl2C/FyEkAKyKsP8E8BaAp7ufr+l+7dFQLIoQEoZoYsTbMGqL6fhO\npxNFRUVoaWnB2rVrkRWIYNEJH7W2Fli5Ul5vb5c+NVX173x9idxgvxchJACsirAUVVX/U/d8k6Io\nPw7FggghYYzVHYhe0vGvXbuGojffRGtbG9YuWYLMIKTTd0VGut240aP9d6T6OiqI/V6EkACIsHjc\nFUVR1iiKEtn9tQbAlVAujBAShujLblqpUY+2c9CDALt69So2/f73aHM6UXDhAjJfe82dL+YvmvB5\n4QVcKCwMfNeilfuyup758ynACCGWseqE/TWA3wL4DQAVwF8A/FWoFkUICVN8iRwvjtKVK1dQVFSE\nDpcLBbW1SM/I6Fv/lK582N7ZKa9ZcaTMyo59KSeGaHIAIWToYzUn7AKAJ0O8FkJIuONL5HhoUG9o\naEBRURG6urpQuHQpUn/7256Cx18hYxB7MYsX91yjtzBWM5EYaDmxr2VMQsiwxqsIUxTlX7z8WFVV\ndWOQ10MICTfMRgF5EhomjtLly5dRVFQEACgsLMTYsWN777T0V8gYxF5sba21e9ECXadN6x0qG0h8\nBHdFEkL6gC8nrMXktXgALwAYA4AijJChjD9Oj8muyTqbDcWbNiEiIgIFBQVISUmRY/WCp7TUPyHj\ncEgERVvbLbHXlpZm7V5KSoDKSvmaMycwF04Pd0USQvqAVxGmquqvte8VRRkJ4B8hvWBvA/i1p/cR\nQoYIVp0eE7FWGx2N4qIiREVFobCwEGPGjDG/hj9CRn8dRZGQ2Lw8tFdWWruXzk5g1iygvh5YsUJe\nD2QQt160cVckISRAfPaEKYoyGsB/B7AaQBGAe1VVbQz1wgghYYBVgWQQa5eOHcPm77+HzWZDYWEh\nRo8e7f06S5bIo68xQ0ZRmJoqx1sRYTYbcOyYW3AFMojbW08ZIYT4ia+esFcBPAXgdQAzVVVt7pdV\nEULCA6tOj06sXRwxApuPHUPciBEoKChAUlKS5/MbRU1envf1ZGdLGbKszGMQrNdrpaWJcFNVd4yG\nUWQanS79c/aAEUKCiC8n7J8AtAP43wH8s6Io2usKpDF/VAjXRggJNoH0P1lxerrFmuPbb7H12DGM\niI9HYWEhEhMTvb8vEFGjKO7h4VbR+sEuXZIvrR/MbByTXhSuXw+88UbP5+wBI4QECV89YVbDXAkh\n4U6I4xQudHXhre++Q8LIkSgsLMSoURb+P5q/je12OxATA8yd658TZbfLQO/8fJlruWCBO5DV2yaB\n8vKez10u9oARQoKG1bBWQshgJ4SlNLvdjrfeeguJiYkoKCjAyJEjrb3R38Z2K2GxZufS3tfYKGXM\nzz6TYeOaGJWbkL4x/flzc4GjR3tejz1ghJAgQRFGyHDBk4DpY+L7uXPnsG3bNiQlJaGgoAAJCQn+\nncAfUeNNtFmda1lXB+zd6xajZWXA/v0yeLy1FXjxRSApyX1+LdmfzhchJMhQhBEyXDATMH0sUZ49\nexbbt2/H6NGjUVBQgPj4ePcPQzXOx5No8+X0ae9zOER0aWIUEAFWWSmPr78OvPZa30JcCSHEAhRh\nhAwnjIKiDyXK06dP45133kFKSgrWrl2LESNGuH8Y7P4zK4LOan+ZWTP+pk0iwBITgbg47nokhPQL\nFGGEDFWCKVwMnDx5Ejt27EBqairWrl2LuLi4ngcEs//Mm6DrvseY+npg4ULr/WVGMbphA7Bxowgw\nf6MvCCEkQCjCCBmKWHWiAkh8P378OHbu3In09HSsWbMGsbGxvQ8K5jgfT4JOd48TLl8G5s0LvHSY\nlyclSPZ+EUL6EYowQoYi/jhRfgiX77//Hu+++y4yMzOxevVqxMTEeD5nsKIcPAW06u4xorbWP7fN\nzCVk7xchpJ+hCCNkKBKCwdLHjh3De++9h6ysLDz//POeBZhGMEWNWUCr7h67IiOt32OI89IIIcQq\nFGGEDEWCPFj66NGj2L17N7Kzs7Fq1SrYbLagLNMSngJadfd4oaYGGVbvkaOHCCFhAkUYIUOVIDlR\n33zzDfbs2YPbb78dzz33HKKjo4OwOC8YS4XeXL3ue2w/cMD6+UPgEhJCSCBQhBES7jgc0g8FSAN5\nP7o2hw4dwgcffIDJo0fjmR/8oH8EmFmpMJijgoJ9PkIICRCKMELCGYcD+OlPgUOH5Pns2cCrr/aL\ncPj666/x4YcfYkprK5755htEfftt6PunPJUKg9VfpnfZ5s/v+/kIIaQPUIQREq44HMDu3UBNDaAl\n0Tudoeth0gmUgxcv4qOPPsKdycl4urwckf3VPxXKUiEb8gkhYQZFGCHhiCYYnE75vrMTiI4OXZCo\nTqB8mZSEP912G6ZNm4YVeXmIPHKk//qnzNLsS0s9lw31Ya2+YEM+ISTMoAgjJBzRBMOMGfI8JweY\nNi10PWFlZcDFiyi9+278OS4OM8aOxfIVKxAZGdn//VP6GY/enCtPYa2eYEM+ISTMoAgjJBzRC4bE\nRGDdutAJIIcD2LkTn8XF4UBcHGY6nfjRunWIiIyUnw9UiKkv58rfsFY25BNCwgyKMELCkX4UDOr5\n8/g0NRWlSUm4p74eTyxciIgJE0J2Pcv4cq4CCWtlKj4hJIygCCMkXAnFjkDD+VRVxScNDfgyKQmz\nrl/HE+3tUObO7fs1g4FeiNps8qi9bvi5x7BWK0PMCSFkgKAII2Qo46WvSlVVfPzxxzj43XeYPXUq\nlqanQ5k4MbzEirYWT71h3sJauRuSEBLmRAz0AgghIUTfV9XRcctNUlUV+/fvx8GDB3Hfffdh6TPP\nQHnwwfAUKR7uIWTvI4SQfoJOGCFDGZO+KlVVsW/fPhw6dAhz587F4sWLoegHY4cbge5q5G5IQkiY\nQxFGyFAmKwtYvx4oLwdyc6FmZmLPnj04cuQIHnjgATz88MPhLcAA371hZmi9YOvXAy4Xe8IIIWEJ\nRRghQxmHA3jjDaCjA11Hj2JPZSWOnjmD+fPnY9GiReEvwDR89YbpYS8YIWSQwJ4wQkKNwyGp7w5H\n/1+7uy+qKzsbu5OScPTMGSycNQsPRUdDqa7u//X0Bas9Xt3Bs0hKYi8YISSsoRNGSCjQymE22y0n\nakBcmexsdEVFYVdLC75PSMCiKVPw4PvvD7xLZCU6wniMlR6v7uBZnD0rX7NnsxeMEBK2UIQREmz0\n5TBt7uPkyUB1tbg0/Sh6OjMysHP+fJyw2/HInDl4YNSo0M5PtCqujOVCoOf7PJUUPc2V1LDbgZgY\nID8fOHECWLmSpUhCSNhCEUZIsNHKZklJwIEDQHs78M03wJgxQElJ6OY/Gujs7ERJSQlO2u1YvHgx\n5s2bJ+ImVDsGrcx6tNuBujq3EKyoADZtAo4fF/EUFeXeSOB0yuxMvVj0MFcyZvFiuYbmljU2ApmZ\n8lkTQkiYQhFGSLDRhMCJE0B0NHDXXSLCcnOB2Njgu08mdHR0YMeOHTh9+jSWLFmCPE2MhHIckrdZ\nj3rR1N4OqKoIsGPHgMuXpYcrP1/cwp//XNzDqip5b2Jib7FouFZsbW3o748QQoIMRRghwUYTAmVl\n4nx1dgIjR4rwCGVelcMBlJXhZlcX3rl8GWcbGrD0/vsxx+gGhWp+Yna2CKyDB8UFNJYJ9QItPx/Q\nhFNmpoiwEyeAmzeBc+dEeKkqkJNjPrzc0B/WlpYW+vsjhJAgQxFGSKhITQV+8hPJqbLZQptX5XAA\nP/0pbh45grcXLMC59HQ8cekS7t2+HZg6tf9EiaoCiiKPeoxN9dp6tNLh7NnSv3XlCvAf/+H+2bRp\n5ms3OF7tlZUhvClCCAkNFGGEBJv+yKkyNsDb7XA5ndj2yCOwJydj2YEDuGfiRBFD/VD+BCDXiY0V\n0acvRxqDU/U7RlVVXDGtT87hkD66xkY5TrtX7fx6Eat3vCjCCCGDEIowQoKNt96oYGAi8trHjcNb\nM2fCERuL5aWlyKmqAlJSzPupQoXNBjQ0AC0t7uuaCVLj55Oa2lNYvfKKlHJ37gT27pVHVRWBx/BV\nQsgQgiKMkGAT6pmFBhHTfvYstp4/j+r4eDw1bhzuevpp97HJycG9tie0ZP64OKC1FXjpJRFKpaW9\nBamvz6fb2UNMjPzs4EEpcRodNkIIGeRQhBESKJ4ysQLdoWclYwvoIWLaoqOx5fhx1Fy9ipUrV2L6\nyJHiPDmdsvMwJwfYvz/07pEmDLVICZer11pvCS4rn4/+fUlJ7rIqB3ETQoYQFGGEBIKvvi9/d+j5\n00fWLWJaz5zB5uPHUXf1Kp5++mlMnTrV7TwlJPR8DLV75Mnd8iS4fH0++h2m2nOtn8zKAG9CCBkE\nUIQREgjB7vvy83w3xozB5n37cPnaNTz77LO44447RMjV1QFtbRKLERUFNDcHty8sEPevL5ER+/e7\nhen69QM7AooQQoIMRRghgRDsvi8/ztfS0oLi4mJcuXIFzz33HCZPntzTSVMU4NlnpS8rmLEYwXD/\nrJZcgd7CtLw8tBseCCGkn6EIIyQQ/On7siI8LJ6vubkZxcXFaGxsxPPPP4/bb79dfmC24zDYI3v6\n6v75G91hFKa5ucDRo+wNI4QMGSjCyPDDHzfGG1adH396vbyc7/r16yguLobT6cTq1auRrRchod6R\nafUa3j5bo4grK/P+ezAb2L1kiTz20/xNQggJJRRhZHjhjygKhlgLUu9YU1MTioqK0NzcjNWrV2PC\nhAk9D+iPmYlmoqi01H097bN1OiWmYsOGnm6cXsS1tUn+lza029PvwcPAbg7mJoQMBSjCyPCirEyG\nRE+bJqnsnkRRX1Lv9eItCA6V0+lEUVERWlpasGbNGmQF6KQFBe382lxMfYCq3S4CrLJSHjduBF57\nreeOSO24ujoJYrUqTvW/t+pqYPduYNkyumGEkEENRRgZPjgcIhwqK+VrzhzPosiTg+XLHTMTb31w\nqK5du4aioiK0trZi7dq1yMzM9Ov9QUe7v+pq+Qzz891iNjtbHDCnU3ZkxsX1Fld6Z2v/fmviVP97\nO3kSiIyU148e5Q5JQsighiKMDB+02Yb5+fLHfMUKz3/AzRwsK+6YmXibP7/ncRbLnFevXkVRURFc\nLhcKCgqQkZER8K0HDe3+pk1zi6Jx49z3smGDOGBxcb2jMYz3bVWc6n9vf/mLnFsLheUOSULIIIYi\njAwfNGHV2CjCwVNfkXHgtCYkdu8Wl8ebAPBVfrRY5rxy5QqKiorQ0dGBwsJCpKWl9eHGLWJFHGZn\nA+3twIkTwPTpwNq1PZvk8/KkBGk8j6f7tiKg9L+3iRMlgoM7JAkhQwCKMDJ8sOK+mIkFoOcoIEB+\nVlcnx/szsshCo35DQwOKiorQ1dWFwsJCpKamBuHmfeBPD5yqihCKizPfpWgmrnzdtzcBaLYhIJQb\nEAghpJ+gCCPDC1/ui5lYANxzEQGZx1hRIY3lZnMZte/Nxuv4cMrq6+tRXFwMAFi3bh1SUlICuUv/\nsbqLUysN+jtM29t9WxGAxt+b3mGz2xFTX2/1TgkhJGygCCNEjzFGoa5O/uBrryUmuvuhvLk6nkSF\nF6esrq4OxcXFiIiIQGFhIZKTk4N3X75KjVZ3cQa629ObQxhojIfuc55w+TIwbx6dMULIoIIijBA9\n+sHRO3eK26XNLdT3h3nb2edLVJi4cTU1Ndi8eTOio6NRUFCAMWPGBO+erDpNVhrl+5JH5smFDFTY\n6T7niNpaNukTQgYdFGFk4Cgrk3mAubnhFb6ZlSV/0GNi3ELK5ZJdjhrehIgmKioqJLLBZvN6uUuX\nLmHz5s2IiYlBYWEhkpKSgno7lp0mb6Vao5MWTLETqLDTibeuyEg26RNCBh0UYWRgKCsDCgrc7kxx\ncXgJsb6ErGZliXOmRTW88QaQkWEqLqqrq7FlyxbExcWhsLAQt912W7DuwE1fA2P7Elzr7ZxGUefv\nOXXi7UJNDTLoghFCBhkUYWRgKC+XP+pacGd5eU8RFqz5joE2bntzZ6yIEpcLSE726j5VVVVh69at\niI+PR2FhIRITE/2/v77eixWCNHrpFsESdbp/I+2dnYGvhxBCBgiKMDIw5ObKH2CHQx5zc90/8/RH\n2l9h1tfGbU/ujBVR4sl96r6HC7Gx2PrHP2LkyJEoLCzEqFGjAheeVt7XlxJisIeDB0PUGf6NxCxe\n3Lc1EULIAEARRgaGvDwpQZr1hHmKifDXPQlV47YVUWLmPnULh/NRUdiWmorEpCQUrFuHkSNHBu4O\nhaJUaOVe+kIwRJ3h30hsbW3f1kQIIQMARRgZOPLyzPvAzP5Ia8OhExLk0YqgClXjtj87CQ1RDJVR\nUXg7LQ1JN2+iYOZMJIwceetnAblDwS4VeiKYzfh9FXUOh0SHtLXd+jfS1h8TBQghJMhQhJHww+yP\n9KVLklavOT4+dhwazxP0xu0ARMnZbgGW7HJhbUMD4u+4w/3DQN2hYJcKvRGsPj0gcFGnd/4UReZJ\n5uWhvbKyb+shhJABgCKMhCfGP9IulyTVJyQAzc3y3I/ztB84EJJlWuX06dN455NPkJKcjLXTp2PE\nlCm9RciSJfJoNgrIE57KnsEe69MfZU8rGJ2/1FRZB0UYIWQQQhFGBgfZ2ZJW39EBREaaz20MU06e\nPIkdO3YgLS0Na9asQVxcXM8DjALH36gOvWANlVjqr7KnL/rT+SOEkBATMdALIMQSmuOTny9lqL17\nRWw4HAO9Mq8cP34cO3bsQHp6OtauXdtbgAHufjdFcfe7+YvDAZSWSv6aJpY6OgI7lxnhIn60fwcv\nvDBwbhwhhAQJOmFk8GCWZB/Go2q+//57vPvuu8hMScHqSZMQc/my+VptNv/73fTo3a+2NhFzwRBL\nxrJmMHdI9oVgJ/YTQsgAQRFGBhfh4sj44NixY3jvvfcwPjUVzx86BFtZmfdg15wcEU/19SJ+zEqS\nnnq9jKXC/HzpleqLWPJU1vR1vlD0o1m5FiGEDEIowsjgwh9HZoD+SB89ehS7d+/GxIkT8dz48bB9\n9ZXvYNfISODwYXm+c2fv5nxvvV5GYepPY78nAukB68/mfYa1EkKGABRhZPBh1ZEJ5R9pD47PN998\ngz179uD222/Hc889h+jaWmvBritXAteuAdOmAY2NvUWPN1EUzFKhdl82m/+OY3827zOslRAyBKAI\nI0OTUP6R9uD4lJeXY9++fZg8eTKeffZZREVFWRdIeXnA/v0iwMxEj68ybDD6pIz3tX69lEqtCrv+\nLBUbrsWwVkLIYIQijAxNQvlH2sTxKbt0Cfv378cdd9yBp59+WgSYhhWB5EushbIxXnO/6up63pfL\nBcyfb/08/dm8b7gWw1oJIYMRijAyNAnlH2mDwPuquRkff/01pk6dipUrVyIyMjLwNXsTLqHYFah3\nv9rbAVXtm5PVnzsX9deiCCOEDEIowsjQJZA/0lZ29+kE3hdNTfjk668xffp0PPXUU4ELsIEiFDsr\nQ0V/7rwkhJB+gCKMEA0ru/t0QuBzVcWnhw7hrrvuwvLlyxERMQizj0OxszIUhMvYJEIICSIUYYRo\n+Nrd1y0E1I4OfDZ6ND5LTEROTg6WLVsWWgEWbAfIGN0RyMzK/iZcxiYRQkgQoQgjRMPX7j67HarT\niU8zM1GamIh70tLwRH8IsGA6QGY9YLGxgc2sDBVmonOQhPQSQog/UIQRomG2u08nCNToaPwpIgJ/\nue023Hv2LPIfewxKqEuQwXaA9Oc7eFBS+qdODR93yVtSf7iMTSKEkCBBEUaIHn0zv04QqFFR+Pie\ne3Bw+nTMaWrC421tUG7eDM0a9E5QsB0g/fmSkvq+GzLY+AqlpfgihAwhKMII8US3IFCzs7G/qQlf\nX7mC+65fx5IrV6AkJrpFSzB7tsycoGA6QEZHCQgvd4llR0LIMIIijBBPZGdDjYrCB9ev43BiIubd\ndRcezc2FcuFCz3JloD1bRvHmcAC7dwNOJzBjBlBRIc+XLfMvNNUXRkcpHMSXBsuOhJBhBEUYIR5Q\nMzOx5+GHceT0aTyQk4OHf/QjKIoCjB/vPijQni2zEUFvvCEC7Ngx4MYN4OxZOfbo0eEVycCyIyFk\nmDAIg40ICT1dXV3YvXs3jpw+jQfvuQcPd3RA2blTxJOGwyGjftrb/S+f6cVbRwdQXi6PM2YAOTnA\nlCnyOGOGvG639+2GHA6gtLTn+sOBcF0XIYT0A3TCCDHQ1dWF9957D9999x0WzpqFBdu2AYcOyQ9n\nzwZefRW4dAnYuBGIiwMiIyVp3p+cLWPvU26uOF52O5CYCKxaJc5YMHqjwjXoNFzXRQgh/QRFGCE6\nOjs7sWvXLlRUVOChhx7CfABobATi4+UApxMoKwM2bQJOnBDBNGmSjPrxJiCM/V9mvU8ZGd6fB0q4\nBp2G67oIIaSfoAgjpJvOzk7s3LkTJ06cwCOPPIIHHnhAxFNSknv2ZGKiPMbFyfdOJ9Da6t2p8pZ9\nZWyQ9/Y8UMJ1x2G4rosQQvoJijBCAHR0dKCkpASnTp3C4sWLMW/ePPlBVhbwyivifgHuVPn9+8UB\na20FNmzwLpYG2vEZyB2H3uI7uBOSEDLMoQgjw56Ojg688847OHPmDH74wx/ivvvu63mA0ZFyOKzP\nW+xL834wGYgdh1Z6vrgTkhAyjKEII0MLq8Gp3cfdzMzE9i+/RGVlJZYuXYo5c+b4Pr9eWHibt6gd\n63QCV68CzzwDPP546EVHsAd+B8pAO4CEEBLmUISRoYPV3Xbdx93s7MTbaWk4FxuLJ554Avfee6/v\na3gTFkbxY7eLAKuslMc9e0SEhZJw2nHIni9CCPEKRRgZOlh1Xux2uDo7sW3CBNgBLJs2DfdYEWCA\nZ2HhcAAvvyxiKzFRYiyys6VnTHstLi70blB/uE9WnTb2fBFCiFcowkh44GcZ0fQ4i85L+7hxeCst\nDQ4AT129iplaE74VPAmLsjLg8GGJsjh7Vp6vXClN+1qemH7eZF/x9DmE2n3y12ljzxchhHiEIowM\nPGVlPYWKjzKiRwGQlSXjf8rLJfxU97OY+nqgtBTtGRnY+tlnqI6Lw4rp0zFD31jvj8NjVVhkZADr\n1sn3/oS5esPb56CJRG0356VLwXWi2OdFCCFBY0BEmKIodgDXAXQC6FBV1Uc3NBmyOBwiwPTBp17K\niF4FgMMhKfMdHZI+DwAuF2CzYUJREdpSU7ElLQ01sbFYuXIlpk+f3vO9femlyssDpk8HamuBCRPk\nuT9N/J4+GzMBZUUI7d/vnkOZk2MubgNp4GefFyGEBI2BdMIWqaraMIDXJ+GA3d47+NRmk3mCenFg\nJepBL04qKkTcJScDDQ3oaGtD8fjxqAPw9F13YapegBnfa9Xh0YsYQO5j9Gh5DPSc+nOl4wxuAAAg\nAElEQVR7EoW+hJB23YSEno/GTQSBiE72eRFCSNBgOZIMLNnZbgestRV48UW3m6WJA8AtGFTV85xG\nvThpbRUxlJ2NG21t2HPnnWgE8GxDA+7IzZXj9SLKX4fHKGKWLAFiY4GpU+UcWjnQm2j05kR5E3C+\nhJB2LzU14gTW1wPp6T2v3xeByD4vQggJCoqqqv1/UUU5D8AJKUf+L1VVXzc55kUALwJAamrq7Lff\nfjuka2pubkZCQkJIr0HMiamvR2xtLdrS0hBbW4v0fftufV/THelgfM2Zk+P1XF1RUUj/4AO0Kwr2\nzpiBayNG4L6EBIzKykL72LGIqa/HhKIiRHR2oisyEhcKCwHg1jrax471uubEY8cwbudOdI4Ygcgb\nN1D/0EMY/fXXiOjsBFwuKABUmw1wudCwYAGuT5t265wx9fUYeeIEUj77DKrNduv6+muarc/XmvSM\nPH4cEzZvFtGqKLiwdi2u69y/vp4/3OB/v0Mb/n6HNkPx97to0aLDVlqtBsoJ+4GqqhcVRRkL4I+K\nopxUVfVz/QHdwux1AJgzZ466cOHCkC7owIEDCPU1iAUcDulj6ugAMjORtny5vG58zYIT0/zwwyje\nswdNbW24a8YMPKadC5ByZ0rKLScoIz0dmD/f+jrj4oDf/e6WEzZ2yRLgr/9aHKW6OmDv3lvnTnvo\nIfe5HQ5gyxbg4kX5fsEC4OJFZEREAMZ/f/PmyflsNmS4XP6V/yIjgTvvvLWG5Jkze9+fdv7sbGQM\ncmeL//0Obfj7HdoM59/vgIgwVVUvdj/WK4qyC8B9AD73/i4yLPBUavOzD+n69eso+uMf0eRyYfWa\nNbDb7T0P6GuDucslDe8JCUBzswgqTShlZ0tjvNm5tTLg1KmyGWH/fhF0O3f2LrFq3wfSu6XdX0WF\nu8/OCMuKhBAyoPS7CFMUJR5AhKqq17u/XwzgX/t7HSSMMRMHfgiGpqYmFBUVobm5GatXr8aECRN6\ni7C+NphrvWyaOCopkZ4wTSh5OrcmjhobpQ+usxOYNUuem/VlBdq7pcV1aNEfb7whcRkUXYQQEjYM\nhBOWCmCXoija9d9SVXX/AKyDDEGuXbuG4uJitLS0YM2aNcgKRt6XWQO9XsQZyo+w26X0Z3Zu/fts\nNhFHjY29HTPtmjab/46d9t66OtkdykwvQggJS/pdhKmqeg7A3f19XTL0aWxsRFFREdra2lBQUIBx\n48b1/aS+glGzsmQnZEMD0NJiLRVfL/4yMnoLPOM11693lzqtxGZo721vl8Z8ZnoRQkhYwogKMiS4\nevUqioqK4HK5UFBQgIyMDPMDja6Wr8DSsjJpop861bxkqAXExsVJ79VLL/U+j7drmLlxxhKky2Vt\n04DDAezeLXlrM2bIe/PzgdRUZnoRQkgYQhFGBj1XrlxBUVEROjo6UFhYiLS0NPMDzRwmYyaZXpjZ\nbNIwf/asfM2e7XaTyspkPFJTU0+R5nJ5v6aVxvpANg1o19FS8gFx5YI1KokQQkjQoQgjg5qGhgYU\nFRWhq6sLhYWFSE1N9Xyw0WEqL+/d9A64RVNDgzhc+fmyk3HlSnf5cdUq4Pp12RkZHw8cOgTcc4+c\nS+98BdJY7++mAaMDBkj0xbJlFGCEEBLGUISRQUt9fT2Ki4sBAOvWrUNKW1vvcUd6bLaevVu5uTJj\nUu846UVTS4uUGBsbgcxM9+zHjz+WFPqbN8X5crmA6GiJgzhyBHj//Z5umy9Xy1Pjv9VNA2YOGAUY\nIYSEPRRhZFBSV1eH4uJiREREoLCwEMmtrW4Hq61NXCtdKS6mvl7Ek753Ky/PvDFeE02JiXKcsSk+\nJQXo6pIv2eULjBghQuzPf+7pfDkcMtIIMC8N9nVwuCYa6YARQsiggyKMDDpqamqwefNmREdHo6Cg\nAGPGjBEHrKMDSEqSuIhr1yQItVvUxNbWusWK1uwO9HacrJQCly6VXrGjR2X34Y0bIu5iY4GHHhIn\nzG4XMbhzJxATIwJLc9L09HVwuL5/jA4YIYQMKijCyKDi0pEj2LxvH2JiYlC4bh2SkpLkB5oYOXlS\nnk+b1mM3Y1tamvVmd1+lwKws4A9/cA/pttmAqiopb+blSfhqWRnw1VfA4cPew1j7OjjcWzAsIYSQ\nsIYijAwaqg8fxpb330dcZycKq6pwW3OzOF+A28EqKxP3yRCA2j52bHDFii+hVlICHDwIXL0KXLgA\nzJ1rLrCsOG++Gv09BcMSQggJayjChjK+MrAGEVVVVdj64YeI7+xEYVQUEtvbeztLmjDKyzO/71DO\nSjQKJacTuO026ROLjpZeLU/X9rYus1iNvsy8JIQQEjZQhA1V+trwHUZcuHABW7duxaj4eBQ4HBjV\n3u5dgPT3YGozoZSYKKXRK1fk+x07pCyZl+efODYLbmX5kRBChgQUYUOVQAc/h4oAXbnz589j27Zt\nSIyPR8GMGRh5//3WR/j0F2ZC6dVXgU2bgA8+kCyxykrgJz8BfvYzadx3OmWX5oYNvRv2PTXea8Kz\nv0UmIYSQkEARNlQJJHU9VAToylVWVuLtt99GUkICCioqkHDkSHi6ep6E0rp10qNWWyvBrpcuAb/6\nlfSx1dSIENu4EXjtNc9zI9l4TwghQxaKsKGKv6nroSQAV+7MmTPYvn07kpOTsXbKFMQfOWLt/QPR\nB+fps87KEqfrJz8RATZ6tAiwxkYRYImJEm2hvx823hNCyLCBImwoEy5lK71T1N4O1NWJWPKwtlOn\nTmHHjh1ISUnB2rVrMeLKFWuu3kD2wXn6rPPygN/8RhyvuDgRXn/zN8Drr7uf6+8nO1vyxcrKev+M\nEELIkIIijIQWzZlav16+LymRMFVdkKqeEydOoKSkBGlpaVizZg3i4uIkjd6KqzcQfXBWnLe8PCk5\n6o+bNcvz+xRFQmC1NH5CCCFDEoowEjqMztSSJZIq70EkHT9+HDt37kR6ejrWrFmD2NhY/67X331w\n/jhvZsn8+j4wfbxFTIzkioXDhgpCCCEhgyKMhA6jMwV4FEnff/893n33XWRmZmL16tWIiYlxn0cv\ndkzmQt6iv/rgNNFUVxeY86YXXQBzwAghZJhCEUZCh7EXrKEBmDMHSE7uIaKOHTuG9957D+MTE/H8\nwoWw6QUY4BZzHuZC9iDUfXAOB/DTn0pzvc0GxMf7J5jM3EHmgBFCyLCEIoyEDv0ooeJi4Ne/ltdn\nz74VWnr0q6+w+8QJZLe1YdX587B9911vceVjLmRQ8dTjpb1+/Dhw6JCIr5YW4J/+SYaCWxFMDgew\ne7fsjNQGiQPMASOEkGEKRRgJPbW1QFOTCBdAREhZGb4pLcWepCTc3tSE56qrET19unlZz8dcyKDh\nqcdL/7rDIY8ayckSIWH13E4ncOyYvJaYKGLU05glQgghQxqKMBIczBwkvfBwOKTUpqpASgrKjx/H\nvtGjMVlV8Wx1NaJu3PBe1vM1FzIYeNpdqX+9pUWOtdncIsrquZ1OICEBmDxZZkkuW9YzU4wQQsiw\ngiKMBI4mvGw24I03ejtImnjJzASqqkSERESgLDIS+1UVd1RX42mnE1GjRklZz59xRJcuBSbGPIlF\n7T7MmuL1vW2JicBLL/k/OslmEwdM+4xycym8CCFkmEMRRqzjaVdfQ4MEj2p9TpqDlJ0tDfl798r8\nxOvX8dWCBfj4vvswtakJK2tqEDl5MrBqlTVHyVjSy8kRUWQ1lNWs3Ki/D213olFgWd116S0zzOWS\n9SYkyGfhcvleLyGEkCENRRixhrddfS0tMoxa7yBpgmTBAtnNGBmJL1pb8cl992H6qVN46vx5RF69\nKuLtjTeAjAxzcWPM0OroECGjf9y3D7h5U9wlb2LOrNwI9N6daNbj5atZ3vj5GMVcdrYIxo4OJuET\nQggBQBFGrOIt88tYogN65nrddhs+T0rCp6mpuKuuDsubmxHx+OPiZhndMz1mwiYqSpywqChxlK5d\nk2NsNgk5LS42FWIx9fVARIQ4c/rxSVlZvnO5rKTi6z+figoZU5ScLNdZsULWxOgJQgghOijCiDWM\nafTedvWVlt4SJKrdjs/uuw+fXb6MnIwMLFu0CBETJ8pxv/yld/FjFH5ahlZZGfDwwzLW5/XXgevX\nxRUDgPLy3iLM4cCEoiIgJUU2BsybB3z6qZRJPZUgde+1lIqv/3xaW8XhM8s1s7KTkhBCyLCAIoz4\nRj//0axfyki3IFHtdvx5zBh8cfky7rnnHjzxxBOIiIhwH+fLGfI0hmj/fncvWmKiuGDNzUB0tJQk\njdjtiOjsdIu5mzd7jk/yVILsfq+lVHx935i2UeHECfnZ1KmhyzUjhBAyaKEII97xZz6iRlYW1H/5\nF/zpk0/wl6oq3HvvvcjPz4diHEjtq8/KrCFe57LdiouYO1dEzs9+Zt4Tlp0NxeUCDh4Udyo3Fzh6\n1FrSvT/zKLX7cTikZ+7MGRF81dXsAyOEENILijDiHaMTVFbms69JVVV8dPw4yqqqMGfOHDz++OO9\nBZhVjELNZhMHrKXFr7gIFZDyparKJgCr/Vn+zqM07uCcPFnKky+9RBeMEEJIDyjCiHeM8x9LSqSU\n58EVU1UVH374IcrLy5GXl4fHHnsscAFmxOGQMl9cnFvYWIm20EqEWg+b3S7lR6uiyJ8xQsYdnGPH\nivBjJAUhhBADEb4PIcMazQl64QXZ5af1UnV0uHdJdqOqKj744AOUl5dj3vjxeGz6dCjV1VJCdDj6\nvhZN4MyYITsPrQqb7Gx0RUbKrsWGBhFkfcHh8HxPmmhtbu75yFIkIYQQA3TChjPG8NWyMnnMy+s9\nu1HrdSopkeMMPU6qqmLPnj04cuQIftDUhIc++wzKxx+LC6R3zoDAYxo0gVNRIU6YVTGVlYWapUuR\nsW+f71wyX3jrkTNuYLDZ/E/WJ4QQMmygCBuu6MVEe7v0WGm7+ebMAV55xVw4aH1VuhJjV1cX3n//\nfXz77bd4MDsbCz/9FEp2tjTCK4rsDtT6ybSdjWblTF95XFlZwJNPAr/6lTTYv/GGvG5B6ER0dIh7\n5muXoy887ZYsK5NssLg4/1L8CSGEDFtYjhyu6MVEY6MEl8bHy5cWp2D2npgY2Y0YEwPY7ejq6sJ7\n772Hb7/9FgsXLsSihx6CovWQJSWJINF2FgLuaxrLmQ4H8PLLwIYNwLp1bldOj8MhuWB1dUBNjXxt\n3Ai8+aYISi8lz7a0NOu7HL1htlvS4ZB1nDgBVFZKU77Z50cIIYTooBM2XNGLiaQkKZ1pTlhSkrlI\nMZQDO6OisOvdd1FRUYGHH34YP/jBD+Q4/W5CoOf3+/f3TKx3ONxO0pdfioDp6gJ+/nNg06aebpLd\n7naanE4pc44bJ+s9cULO4c19WrJEHo3lVqt4yksrLe25rtZW9oARQgjxCUXYcMUYvQB47gnTv2f9\nemDjRnSOGIGd772HEyNG4NFHH8X999/f8zhjT5mGlnhfUiJp8lqS/JUrwNWrkqulKMCNG71Lhtr8\nxUmTROi8+CKwbRuwc6c87+oyX7s+MV9L+7eKJry0AFazUqpxXRs2sBRJCCHEJxRhwxlvYskTLhc6\nkpNRkp2NU4qCx6ZMwVy9ALNyTbu9Z2K93Q6MGQOMHu12wkaM6O0mmWV2VVQAu3dLWv7BgzLM+2/+\npuf7jIn5VvvB9H1zDQ3idulnXXafG9nZnAtJCCHEbyjCiF90ZGbinbQ0nFEU/LCxEfcFMgvRrK8q\nOxt44AGgthaIjAT+7d88u3H61zVnKi5O4iC+/hp4/PFeDlpXZKR5GRTovUtU+17fN9fSIi6Xtmab\nrfcuSc6FJIQQ4gcUYYMVXzsJQ8DNmzex/csvURkXh/w778TsBx4I7NpmpVC7HfjJT/yPdFi8GPjP\n/5TypaKIiPvlL3vFYVwoLERGRETvMijQc5eoPlJj/fqekRgvvujul7M6U5IQQgjxAEXYYCSQeY59\n5ObNm9i2bRvOnz+PJ598ErNmzerbCfXZY325l7w86Qvbtk1mNebmmsdhLF4MpKb2LoMCbjGlRWqk\npwMnT8raunvgEBcHvP9+z/UFY7clIYSQYQtF2GCkn10Yl8uFbdu24cKFC/jRj36Eu+++2/qbfTl2\nwbiXvDwJX/3lL83jMOx2xNbWAvPm9RZOly65Z1EmJcnj3r3y/s2bJTMtLg7IzOy5A9PfmZKEEEKI\nAYqwwYbDIT1N7e394sK0t7fjrbfegsPhwPLlyzFz5kzrbzYGwq5Y4d6ZqIkXs/6wQDArcWpxGFFR\nkhNmdox+FuWGDbLm3/9eRNdnnwHnzgFVVUBEhKxPvwPTn5mShBBCiAGKsMGEXtSoKpCfH3jmlQXa\nKiux9f33cfH6daxYsQIzZszw7wSay5WUJO7StWsSJ2EcZRQsR8koirTz2myILSsTF0vfc1ZSAlRX\nA9OmyWN5uZQzMzOBs2clMqOpCejslDXHxXnegUkIIYT4CUXYYMJYuktNDZ0AO3sWW/7wB9TYbHj6\nyhVMGzXK/5NoLpcWAjt1qnyvH2Vkt8uuQn/vw8rGBO31X/4S486cAX73OyAnRzK91q8XEVZZKY33\nLpec84svgEcfBY4cEfeus1N2a3Z0iAvW0SG9Z4QQQkgfoQgbTASrdOeD1tZWbN65E3XR0XjG4cCd\nTU2+e7XMRJFW/tPCWRsbxRVT1Z5RD6WlveMhzOIj9K+9/LJkikVHAwUFcp7PP5dzL1ggokqjowOq\nokiEhaKIkCovFzduwQLg3Xdld+WZM8DFi/J47ZrklrW2SikSEBEWEQF89ZXckz+hr4QQQogBirDB\nRLCawb24SDdu3EDxm2+i4cYNPPfee5hy/rwkzdtsns/jLU1eKxHm5bmP1WY8ZmW539fWJgIpJsZ9\nDgD46U9FvNlswNKlEura0AAcPiwCrLpaznfypFt4/e53subYWGD6dEBVMerkSRFa5eUy+zI3Fzh6\nVMqOgJy/sxO4fl3eq40guvdecc+0MNjWVonB2LgReO019oQRQggJGIqwwYanZnCruWFeIiFaWlpQ\nXFyMq9euYdWpU5h08yYwdqzMZ9Q7S/rzOJ3iHiUlueMhjK6ZwyHO0ZUrwAcfyGiixERg5Up3ebWs\nTFysuXPd56irAw4dEgFUVSUOVEwMkJYmou3GDXGnXC55rtHeLl8xMbK+hx/GjdpaxOXkyFr1GwR+\n/nMZWq6NTLrtNnHBpk2THZcbNsixDgfwd38n5dTEROkPYzYYIYSQPkARNhTwJ2vLQyREc3MziouL\n0djYiFWLF+P2igr3HMeMjN5lw927gZoa+bpyRRwpQI7Xu2YOB/D3fw988424SK2tIuoAYOFCd3k1\nMVHeqy+11tXJcS6XrLm5WdZ0/ryIr6goKQ/evNn7PpuaRJh1dQEZGVAjI2WtkZHue6mrk88pJwf4\n9FO5zl13SUzFD38ILFvW09HbsMGdGZaYyGwwQgghfYIibChgt4vjk5Agj5pDY+aOmfSVXb9+HUVF\nRWhqasLq1auRnZ0NvPqqe6B3Vhbwm9/IubUGdVWVhvboaHHLbrtNyobjxkmJMSND3ldWJgKsqUnE\nTVeXlPPGjAGSk82T8/XrnTZNSoaqKtfu7BThNXKkuG9ZWXL81avyBYhIysgAxo+Xa771FiJaW6UU\nOXmy9JNNniwiLSFB3jNhAvDdd1LmjIoSV88oZPPypATJbDBCCCFBgCIsXPFnLJHNBhw75nbCtL4r\nM3fM0FfmHDUKxZs2obm5GWvWrMH48ePlnNo17XbZKaj1YF24IMO1u7rk+c2bkjCvKCKsZswQsfPr\nXwOrVsk5FEUcsK4ucaJiY4FJk3rmbXm63/h4EVyaU9beLudISBDnKi5OxgnZ7SIKbTa55+vXZR0j\nRgDR0Yi9eVPW4HCIoDtzRgRddjawdq1ca/t2OW9zc+/yqwazwQghhAQJirBwxN9RPi6XlNT0AsJb\nEn23kLh27RqKNm1Ca2sr1qxZgyz9NcrK3KU3rV9KVUUIRUXJdcaMAaZMkdJdbq44YOXlEvNQUQF8\n+KE01o8dK/1bLpeIqttv7zmg29P92u3S1zVzpvRijRghzyMjRdB1dYkAy8gAnn5aztXRISn4d94p\n4nHWLODQIUS1tMi5VVXupaVF1hIbK1Ef2dnuMUcsNRJCCOkHKML6E09xC8bX/B3lk53t3s3X2uru\nydLG8SQmymslJfJ6Xh4aExJQ9Ic/oL2tDWvnzME4bY6i5kpt3OhuQk9PF+dKCy2dMEFKhFOmyM+W\nLZP3Llkiwks/5PrNN6WRvr4euPtuEVJas7uGp/vVSqcXL4rgy82VBv22NuCOO2QtLpdbwKWkAIsW\nSX9XZ6eIUlUFbDZ0tbWJc5edLev97W/lvWfPymfDMUSEEEL6GYqw/sLM7QHMHSCzPDBv5cmsrJ6D\npn/zG3GstHE8S5bILsDKSiA6GlfvuQdFOTlw3byJgvPnkV5c7A4x1YSI1nzudIrT9G//JqJFK3Ve\nuSLCSBNT2n1cvSo9Ww6HOFXarskRIySTS9/srqHdb0VFTxGpzxnbuVPOX18vwurIEWD2bDlOL+DG\njJFdlwDw0kvizLW2ouv4cXktJgaYOFHWbSw9stRICCGkH6EICwVW3S3A3AEym3HoqzzpckmjuzHu\noaJC3KgLF4DWVlzJzERRdjY6WltR+Mc/Im3iRDlvQoI8fvABcPmy9F5NmuSeqaiJLYejZyaYlv+l\n3QcgJciODmmMf/999+5HMwEG9BaRWmO/9rnl5cnX7t3ymjZMe9Eiea7N0WxvF7dPPxIpNxf4939H\ndFOTnDs2Vt6TmMjSIyGEkAGFIizYeOpvMnN7MjI8J+DrXZnSUt/lycZG4PRpEVD6uIfWVhEeERG4\nHBeH4sceQ5eioHDvXqRevSp9UVqPV3u77IoEpG/qmWek10rLydKyu4xrMTp3S5e61zdrlrUSn15E\n2u0iJLUeLe1zXLZMAla15P1PP5V70+ZoAjKj0ih0c3Lg+vZbREdFyeeiiTqWHgkhhAwgFGHBRj+0\n+sQJEROaoNLcHlWVxw0brPUh+RpXVFYmsQttbSKWfvc7t/hpbAR+/GPUR0SguHu34rodO5DS0CC7\nDp97To51uYADB0QkpqQAx4+L+Lt2Ta5hTLbXr8VbP5W3Ep/eMTTeI9BT7GlxGbm5UnIEegoufXO9\n8XNKT0dLczPiR46Uz1y/QYEQQggZICjCgo3WM/XZZyIEiovl9bw8d6RCZaX0Wmmjb+bP935OX03j\n5eUiWCZOlGtXVQFPPinHlZaidtIkbJ49G5FdXSjYtQvJN25IQ/2UKRIpoZUabTZgyxb3WKGZM91z\nFvWCKD/fLXqM44msYuYYGkuwmqBqb5fPURsEPmcO8OMf9xamnj6nX/wCF3ftwtjlyym8CCGEhA0U\nYcFE65fq7JRyXl6e5Gv9/vciKNavl/Kg0+n/6BtvIic3V4SIw+EOGu2mprUVm+fMQfTNmyh85x2M\nzs6WXq3Ro3v3Q+Xlidj5+GO38NLOd/SoW/Bo+V59waxHbv78nufVBFVdnfS1xcfL642NImjNBJfZ\n55SVBWdODgUYIYSQsIIiLJhowmLWLIlVOH9eXp82zS0cfI2+8SekVUMTT+XlIpgyMoDSUlyMj8eW\n8nLERESgsKYGSVqu1/33ixj0lAqv7wHT1pGREdweKl8lVqBnkGtJiXvYthaBwd2MhBBCBjEUYX2l\nrMwtfjRh0dgo8QkLF0pZsrGxZ8nM0+gbf0Na9ejF0y9/ierISGxJS0NcfDwKGxpw27VrwLlz0rhf\nUgL84AfibmnjhYwYBU6wBY8/uVxZWT3HKAXDiSOEEEIGGIqwvlBWBhQUuEVTcbFbWNhs4nxpTe9W\n+qf8DWk1w25HVWQktqanI76jA4WzZiFx1SoZI1RR4Z7xeOWKZHd5mzMZavwRdnS9CCGEDDEowoz4\nI0a0vilNxJSXS4xCXV3vvCorAsJKic7Hmi/ExmJrWhpG3byJgqoqjHI65ZhVqyTNvqFB+tWqq0WM\neZsz2d8MhBAkhBBCBgiKMD3+ihFjQ/z48fL+6mrZAZmfL0LHn+Z7f0fnOBwST+F04nx6OrZNmoTE\n0aNRMHYsRlZWSozD/v1y3uJiYNs2GfY9YYK1OZN9xaqwChchSAghhPQTFGF6fIkRo6AwNsS7XPL+\nadNEhJ08CYwb518iu79lt7Iy4PBhVGZn4+1x4zA6MhJrX3gBCUeOiBNn3H2YkeEWO/qNAYE4cL7w\nR1iFUggSQgghYQhFmB5v5UBPgkJriNeOaW+XPKvp04G1a/ulifxMRga2z5uH5KYmrJ0xA/EJCZ7v\nRQuN1YSjLkvrVuN7sPBHWAVaiiWEEEIGKRRheszKgfpxPU6nzFh0Oj0LClV1D8/uBwF2Kj0dOxYu\nRMqNG1h7+TJGPPCA53sBes5+PHpUXtMGc2tjgv7/9u42xsoyv+P49y8jQrrtLgYWHwBBRBCfUHFR\nQ3SKobCEiKgIiMDsG5tm27RJ94XZNGk3pi/78GI3bWzXOkfE1RWlU4JuqOxIjYawKvJYqq6syPIg\nBUUeZeDqi3OoZ8eZYWY4Zy7mnO/nzTn3PWfu859cc2d+c1//c91npy/Pt/aeBKveTMVKktSPGcLa\nK58OLL/6degQbN5cDFgNDcXQ0t7OncUpwAkTKjel1kVP1fbt23lx7Vou+/a3efS66xg8bty5l5Uo\nvzq1dWtxzbKhQ4sN+4MHF1fQ703tndU5c2bxsTuB1E9ASpLqiCGsK+WBZe/eYuP9mDFfNbSX27Wr\neLXsxInKTal10VO1bds2VqxYwRVXXMGiRYsYNGhQ18fp6B6Nx48Xg9fo0XD0aHG7N7V3VCf87r6z\nU7aSJAkwhHWtPLAMGVKcakzp6yvdl4eQiOKnIqt1a5+RI9myZQsvvfQSI0aMYNGiRVxyySWdH6Or\nezQOHFicmty5s/gz/eAHX1/TrP2xOrra1VGdYKO9JEldMIR1pX2fEnwVXs4GjVEV7U8AAAuSSURB\nVJEjvx5Chg+v2q19Nm3axMqVKxk1ahSPPPIIAzuaFi13rns0dvd2RF190rGz3i8b7SVJ6pQh7Fw6\n6lP60Y+KzfnHjxfvBVmtT/a1C4HvHjhAS0sLY8aMYcGCBecOYHDu2rrbh9XVJx07a6q30V6SpE4Z\nwnpq585iAPvww+LjE08U7wXZ0bIPlVAKSW+//TarVq1i7NixzJ8/n4svvrj731+JMNSbMGejvSRJ\nnTKE9dTo0cUrYJ9/XuyjGjy4uL7W2eUduropNvTq1jwbNmxg9erVXHPNNcyfP5+Ghh4OWyXCkEtI\nSJJUUYawnho5sjgF+cQTxQD2zW8W93enCb0Xt+ZZv349r776Ktdeey3z5s3reQCrJK9sSZJUMYaw\n3pgypTgFWd6w/+qr5+4J6+Gted58803WrFnDhAkTeOihhxgwYEAFfwhJkpSTIay32l8V6s5UXQ8a\n+N944w1ee+01Jk6cyAMPPGAAkySpxhjCKqU7U3XlfVXtl7ko8/rrr9Pa2soNN9zA3Llzueiii7o+\nbi/6zCRJUl6GsL52NiR10BuWUqK1tZV169Zx0003MWfOnO4FsB72mUmSpPzO8RdeVVHeG9bWBjt3\nklJi7dq1rFu3jkmTJnUvgHVyLEmSdOHzSlgO7XrD0lVXsWbNGt566y1uvfVWZs+eTUT06liuTC9J\nUv9gCMuhrDcsXXUVv9i2jfXr1zN58mRmzZrV/QDW7lj2hEmS1H8YwnIZOZI0YgSvvPIKGzZsYMqU\nKcyYMaNnAazsWIYvSZL6F0NYJiklVq1axTvvvMOdd97J9OnTexfAJElSv2QIyyClREtLCxs3bmTq\n1KlMmzbNACZJUp0xhPWxM2fO0NLSwnvvvcfdd99NY2OjAUySpDpkCOtDZ86cYeXKlWzevJnGxkbu\nueee3CVJkqRMDGF95PTp07z88sts3bqVe++9l6lTp+YuSZIkZWQI6wOnT59mxYoVbN++nenTp3PX\nXXflLkmSJGVmCKuytrY2XnzxRXbs2MGMGTO44447cpckSZIuAIawKmpra+OFF17g/fffZ9asWdx+\n++25S5IkSRcIQ1iVnDp1iueff54PP/yQ2bNnc9ttt+UuSZIkXUAMYVVw6tQpnnvuOT766CPuu+8+\nbrnlltwlSZKkC4whrMK+/PJLli9fzscff8z999/PzTffnLskSZJ0ATKEVdDJkydZvnw5u3btYu7c\nudx44425S5IkSRcoQ1iFnDhxgmeffZbdu3fz4IMPcv311+cuSZIkXcAMYRVw/Phxli1bxt69e5k3\nbx7XXXdd7pIkSdIFzhB2no4dO8ayZcvYt28fDz/8MOPHj89dkiRJ6gcMYefh2LFjFAoFDhw4wIIF\nCxg3blzukiRJUj9hCOulo0ePUigUOHjwIAsXLmTs2LG5S5IkSf2IIawXjhw5QqFQ4NChQyxcuJCr\nr746d0mSJKmfMYT10BdffEFzczOHDx9m0aJFjB49OndJkiSpHzKE9cDnn39OoVDgyJEjPProo4wa\nNSp3SZIkqZ8yhHXTZ599RnNzM8ePH2fx4sWMGDEid0mSJKkfM4R1w6FDh2hububkyZMsXryYK6+8\nMndJkiSpnzOEncPBgwdpbm7m1KlTLFmyhMsvvzx3SZIkqQYYwrpw4MABCoUCbW1tLFmyhMsuuyx3\nSZIkqUYYwjrx6aefUigUOHPmDEuXLmX48OG5S5IkSTXEENaB/fv3UygUAGhqamLYsGGZK5IkSbXG\nENbO3r17eeaZZxgwYABLlixh6NChuUuSJEk16KIcbxoRMyNiR0R8EBGP56ihI3v27KFQKNDQ0EBT\nU5MBTJIkVU2fh7CIGAD8BPguMBFYGBET+7qO9g4fPkyhUGDgwIE0NTVx6aWX5i5JkiTVsBxXwr4D\nfJBS+nVK6UvgZ8CcDHX8v08++YRNmzYxaNAgmpqaGDJkSM5yJElSHcjRE3YlsKts+xNgSvsXRcRj\nwGMAw4cPp7W1tWoF7d+/n4aGBsaPH8/GjRur9j7K58iRI1X9HVJejm9tc3xrWz2P7wXbmJ9SehJ4\nEmDy5MmpsbGxqu+3du1apk2bVtX3UD6tra1U+3dI+Ti+tc3xrW31PL45piN3AyPLtkeU9mV10UVZ\nPqMgSZLqVI7ksQEYFxFjImIgsABoyVCHJElSNn0+HZlSaouIPwV+AQwAnkopbe3rOiRJknLK0hOW\nUloNrM7x3pIkSRcCG6EkSZIyMIRJkiRlYAiTJEnKwBAmSZKUgSFMkiQpA0OYJElSBoYwSZKkDAxh\nkiRJGRjCJEmSMjCESZIkZWAIkyRJysAQJkmSlIEhTJIkKQNDmCRJUgaGMEmSpAwMYZIkSRkYwiRJ\nkjIwhEmSJGVgCJMkScogUkq5aziniPgU+E2V32YocKDK76F8HN/a5vjWNse3ttXi+F6VUhp2rhf1\nixDWFyLiVymlybnrUHU4vrXN8a1tjm9tq+fxdTpSkiQpA0OYJElSBoawrzyZuwBVleNb2xzf2ub4\n1ra6HV97wiRJkjLwSpgkSVIGhjBJkqQMDGFARMyMiB0R8UFEPJ67HlVWROyMiM0RsTEifpW7Hp2f\niHgqIvZHxJayfZdGxJqIeL/0OCRnjeq9Tsb3byJid+kc3hgRs3LWqN6JiJER8cuI2BYRWyPiz0v7\n6/b8rfsQFhEDgJ8A3wUmAgsjYmLeqlQFf5hSmlSva9HUmKeBme32PQ68llIaB7xW2lb/9DRfH1+A\nfyidw5NSSqv7uCZVRhvwlymlicAdwPdLf2/r9vyt+xAGfAf4IKX065TSl8DPgDmZa5LUiZTSOuBg\nu91zgObS82bg/j4tShXTyfiqBqSU9qSU3ik9/wLYDlxJHZ+/hrDiL8Cusu1PSvtUOxLwnxHxdkQ8\nlrsYVcXwlNKe0vO9wPCcxagq/iwiNpWmK+tmuqpWRcRo4BZgPXV8/hrCVA+mppQmUZxy/n5E3J27\nIFVPKq6749o7teWfgKuBScAe4O/ylqPzERHfAFYAf5FSOlz+tXo7fw1hsBsYWbY9orRPNSKltLv0\nuB94meIUtGrLvoi4HKD0uD9zPaqglNK+lNLplNIZ4F/wHO63IuJiigHs2ZTSS6XddXv+GsJgAzAu\nIsZExEBgAdCSuSZVSET8XkT8/tnnwB8BW7r+LvVDLcDS0vOlwL9nrEUVdvYPdMlcPIf7pYgI4KfA\n9pTS35d9qW7PX1fMB0ofd/5HYADwVErpbzOXpAqJiKspXv0CaACWO779W0Q8BzQCQ4F9wF8DK4EX\ngFHAb4CHU0o2d/dDnYxvI8WpyATsBP64rIdI/URETAX+C9gMnCnt/iHFvrC6PH8NYZIkSRk4HSlJ\nkpSBIUySJCkDQ5gkSVIGhjBJkqQMDGGSJEkZGMIk1YyIOB0RGyPivYh4JyLuyl2TJHXGJSok1YyI\nOJJS+kbp+QzghymlezKXJUkd8kqYpFr1B8AhgIhojIhVZ78QET+OiKbS83sj4t2I2Fy6OfQlETEt\nIlaWvX56RLzc/g0k6XwYwiTVksGl6cj/Bv4VeKKrF0fEIOBpYH5K6UaKd1X4E+CXwISIGFZ66feA\np6pWtaS6ZAiTVEuOp5QmpZQmADOBQul+dZ0ZD3yUUvqf0nYzcHcq9mk8AzwaEd8C7gReqWbhkupP\nQ+4CJKkaUkpvRcRQYBjQxu/+0zmoG4f4N+A/gBPAz1NKbZWvUlI980qYpJoUEROAAcD/Urwp8MRS\nv9e3gHtLL9sBjI6Ia0rbi4HXAVJKvwV+C/wVxUAmSRXllTBJtWRwRGwsPQ9gaUrpNLArIl4AtgAf\nAe8CpJRORMT3gJ9HRAOwAfjnsuM9CwxLKW3vs59AUt1wiQpJ6kRE/Bh4N6X009y1SKo9hjBJ6kBE\nvA0cBaanlE7mrkdS7TGESZIkZWBjviRJUgaGMEmSpAwMYZIkSRkYwiRJkjIwhEmSJGXwfwhgJ7hb\nMpZ5AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "ax.plot(averaged_daily_temperature, model_1_5_temp, 'r.', alpha = 0.5)\n", "ax.plot(np.arange(0,22), '-', color = 'grey')\n", "ax.grid('on')\n", "ax.set_title('Water Quality Buoy vs Nowcast-green: Temperature, model at 1.5m')\n", "ax.set_xlabel('Buoy')\n", "ax.set_ylabel('Nowcast-green');\n", "print('bias = ' + str(-np.mean(averaged_daily_temperature) + np.mean(model_1_5_temp)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((model_1_5_temp - averaged_daily_temperature)**2) /\n", " len(averaged_daily_temperature))))\n", "xbar = np.mean(averaged_daily_temperature)\n", "print('Willmott = ' + str(1-(np.sum((model_1_5_temp - averaged_daily_temperature)**2) / \n", " np.sum((np.abs(model_1_5_temp - xbar) \n", " + np.abs(averaged_daily_temperature - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWQAAAF1CAYAAABvSOOcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhlkm2CDLMAzDMAzDMAzDMAzDMAyzTPz/6dCDDKrI5bcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (24,6))\n", "ax.plot(buoy_table.day.unique(), averaged_daily_salinity, 'r-', alpha = 0.5, label = 'buoy')\n", "ax.plot(buoy_table.day.unique(), model_1_5_sal, 'g-', alpha = 0.5, linewidth = 5, label = 'model - 1.5m')\n", "ax.plot(buoy_table.day.unique(), model_surface_sal, 'b-', alpha = 0.5, label = 'model - surface')\n", "ax.legend()\n", "ax.set_title('Salinity');" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.22527762646\n", "RMSE = 0.407611386028\n", "Willmott = 0.439160272325\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAJcCAYAAAAVe8vrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "c, xedge, yedge, im = ax.hist2d(averaged_daily_salinity, model_surface_sal, \n", " bins = 100, norm=LogNorm())\n", "fig.colorbar(im, ax=ax)\n", "ax.plot(np.arange(0,3), 'r-')\n", "ax.grid('on')\n", "ax.set_title('Water Quality Buoy vs Nowcast-green: Salinity, model at surface')\n", "ax.set_xlabel('Buoy')\n", "ax.set_ylabel('Nowcast-green');\n", "print('bias = ' + str(-np.mean(averaged_daily_salinity) + np.mean(model_surface_sal)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((model_surface_sal - averaged_daily_salinity)**2) /\n", " len(averaged_daily_salinity))))\n", "xbar = np.mean(averaged_daily_salinity)\n", "print('Willmott = ' + str(1-(np.sum((model_surface_sal - averaged_daily_salinity)**2) / \n", " np.sum((np.abs(model_surface_sal - xbar) \n", " + np.abs(averaged_daily_salinity - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.220574487694\n", "RMSE = 0.401423952613\n", "Willmott = 0.465306250042\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAJcCAYAAAAVe8vrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "c, xedge, yedge, im = ax.hist2d(averaged_daily_salinity, model_1_5_sal, \n", " bins = 100, norm=LogNorm())\n", "fig.colorbar(im, ax=ax)\n", "ax.plot(np.arange(0,3), 'r-')\n", "ax.grid('on')\n", "ax.set_title('Water Quality Buoy vs Nowcast-green: Salinity, model at 1.5m')\n", "ax.set_xlabel('Buoy')\n", "ax.set_ylabel('Nowcast-green');\n", "print('bias = ' + str(-np.mean(averaged_daily_salinity) + np.mean(model_1_5_sal)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((model_1_5_sal - averaged_daily_salinity)**2) /\n", " len(averaged_daily_salinity))))\n", "xbar = np.mean(averaged_daily_salinity)\n", "print('Willmott = ' + str(1-(np.sum((model_1_5_sal - averaged_daily_salinity)**2) / \n", " np.sum((np.abs(model_1_5_sal - xbar) \n", " + np.abs(averaged_daily_salinity - xbar))**2))))" ] }, { "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }